在此项目中,你将构建你的第一个神经网络,并用该网络预测每日自行车租客人数。我们提供了一些代码,但是需要你来实现神经网络(大部分内容)。提交此项目后,欢迎进一步探索该数据和模型。
%matplotlib inline
%config InlineBackend.figure_format = 'retina'
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
构建神经网络的关键一步是正确地准备数据。不同尺度级别的变量使网络难以高效地掌握正确的权重。我们在下方已经提供了加载和准备数据的代码。你很快将进一步学习这些代码!
data_path = 'Bike-Sharing-Dataset/hour.csv'
rides = pd.read_csv(data_path)
rides.head()
| instant | dteday | season | yr | mnth | hr | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2011-01-01 | 1 | 0 | 1 | 0 | 0 | 6 | 0 | 1 | 0.24 | 0.2879 | 0.81 | 0.0 | 3 | 13 | 16 |
| 1 | 2 | 2011-01-01 | 1 | 0 | 1 | 1 | 0 | 6 | 0 | 1 | 0.22 | 0.2727 | 0.80 | 0.0 | 8 | 32 | 40 |
| 2 | 3 | 2011-01-01 | 1 | 0 | 1 | 2 | 0 | 6 | 0 | 1 | 0.22 | 0.2727 | 0.80 | 0.0 | 5 | 27 | 32 |
| 3 | 4 | 2011-01-01 | 1 | 0 | 1 | 3 | 0 | 6 | 0 | 1 | 0.24 | 0.2879 | 0.75 | 0.0 | 3 | 10 | 13 |
| 4 | 5 | 2011-01-01 | 1 | 0 | 1 | 4 | 0 | 6 | 0 | 1 | 0.24 | 0.2879 | 0.75 | 0.0 | 0 | 1 | 1 |
此数据集包含的是从 2011 年 1 月 1 日到 2012 年 12 月 31 日期间每天每小时的骑车人数。骑车用户分成临时用户和注册用户,cnt 列是骑车用户数汇总列。你可以在上方看到前几行数据。
下图展示的是数据集中前 10 天左右的骑车人数(某些天不一定是 24 个条目,所以不是精确的 10 天)。你可以在这里看到每小时租金。这些数据很复杂!周末的骑行人数少些,工作日上下班期间是骑行高峰期。我们还可以从上方的数据中看到温度、湿度和风速信息,所有这些信息都会影响骑行人数。你需要用你的模型展示所有这些数据。
rides[:24*10].plot(x='dteday', y='cnt')
<matplotlib.axes._subplots.AxesSubplot at 0x1da79e01ac8>
下面是一些分类变量,例如季节、天气、月份。要在我们的模型中包含这些数据,我们需要创建二进制虚拟变量。用 Pandas 库中的 get_dummies() 就可以轻松实现。
dummy_fields = ['season', 'weathersit', 'mnth', 'hr', 'weekday']
for each in dummy_fields:
dummies = pd.get_dummies(rides[each], prefix=each, drop_first=False)
rides = pd.concat([rides, dummies], axis=1)
fields_to_drop = ['instant', 'dteday', 'season', 'weathersit',
'weekday', 'atemp', 'mnth', 'workingday', 'hr']
data = rides.drop(fields_to_drop, axis=1)
data.head()
| yr | holiday | temp | hum | windspeed | casual | registered | cnt | season_1 | season_2 | ... | hr_21 | hr_22 | hr_23 | weekday_0 | weekday_1 | weekday_2 | weekday_3 | weekday_4 | weekday_5 | weekday_6 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 0.24 | 0.81 | 0.0 | 3 | 13 | 16 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 1 | 0 | 0 | 0.22 | 0.80 | 0.0 | 8 | 32 | 40 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 2 | 0 | 0 | 0.22 | 0.80 | 0.0 | 5 | 27 | 32 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 3 | 0 | 0 | 0.24 | 0.75 | 0.0 | 3 | 10 | 13 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 4 | 0 | 0 | 0.24 | 0.75 | 0.0 | 0 | 1 | 1 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
5 rows × 59 columns
quant_features = ['casual', 'registered', 'cnt', 'temp', 'hum', 'windspeed']
# Store scalings in a dictionary so we can convert back later
scaled_features = {}
for each in quant_features:
mean, std = data[each].mean(), data[each].std()
scaled_features[each] = [mean, std]
data.loc[:, each] = (data[each] - mean)/std
我们将大约最后 21 天的数据保存为测试数据集,这些数据集会在训练完网络后使用。我们将使用该数据集进行预测,并与实际的骑行人数进行对比。
# Save data for approximately the last 21 days
test_data = data[-21*24:]
# Now remove the test data from the data set
data = data[:-21*24]
# Separate the data into features and targets
target_fields = ['cnt', 'casual', 'registered']
features, targets = data.drop(target_fields, axis=1), data[target_fields]
test_features, test_targets = test_data.drop(target_fields, axis=1), test_data[target_fields]
我们将数据拆分为两个数据集,一个用作训练,一个在网络训练完后用来验证网络。因为数据是有时间序列特性的,所以我们用历史数据进行训练,然后尝试预测未来数据(验证数据集)。
# Hold out the last 60 days or so of the remaining data as a validation set
train_features, train_targets = features[:-60*24], targets[:-60*24]
val_features, val_targets = features[-60*24:], targets[-60*24:]
下面你将构建自己的网络。我们已经构建好结构和反向传递部分。你将实现网络的前向传递部分。还需要设置超参数:学习速率、隐藏单元的数量,以及训练传递数量。

该网络有两个层级,一个隐藏层和一个输出层。隐藏层级将使用 S 型函数作为激活函数。输出层只有一个节点,用于递归,节点的输出和节点的输入相同。即激活函数是 $f(x)=x$。这种函数获得输入信号,并生成输出信号,但是会考虑阈值,称为激活函数。我们完成网络的每个层级,并计算每个神经元的输出。一个层级的所有输出变成下一层级神经元的输入。这一流程叫做前向传播(forward propagation)。
我们在神经网络中使用权重将信号从输入层传播到输出层。我们还使用权重将错误从输出层传播回网络,以便更新权重。这叫做反向传播(backpropagation)。
提示:你需要为反向传播实现计算输出激活函数 ($f(x) = x$) 的导数。如果你不熟悉微积分,其实该函数就等同于等式 $y = x$。该等式的斜率是多少?也就是导数 $f(x)$。
你需要完成以下任务:
__init__ 中的 self.activation_function 设为你的 S 型函数。train 方法中实现前向传递。train 方法中实现反向传播算法,包括计算输出错误。run 方法中实现前向传递。class NeuralNetwork(object):
def __init__(self, input_nodes, hidden_nodes, output_nodes, learning_rate):
# Set number of nodes in input, hidden and output layers.
self.input_nodes = input_nodes
self.hidden_nodes = hidden_nodes
self.output_nodes = output_nodes
# Initialize weights
self.weights_input_to_hidden = np.random.normal(0.0, self.input_nodes**-0.5,
(self.input_nodes, self.hidden_nodes))
self.weights_hidden_to_output = np.random.normal(0.0, self.hidden_nodes**-0.5,
(self.hidden_nodes, self.output_nodes))
self.lr = learning_rate
#### TODO: Set self.activation_function to your implemented sigmoid function ####
#
# Note: in Python, you can define a function with a lambda expression,
# as shown below.
self.activation_function = lambda x : (1 / (1 + np.exp(-x)))# Replace 0 with your sigmoid calculation.
### If the lambda code above is not something you're familiar with,
# You can uncomment out the following three lines and put your
# implementation there instead.
#
#def sigmoid(x):
# return 0 # Replace 0 with your sigmoid calculation here
#self.activation_function = sigmoid
def train(self, features, targets):
''' Train the network on batch of features and targets.
Arguments
---------
features: 2D array, each row is one data record, each column is a feature
targets: 1D array of target values
'''
n_records = features.shape[0]
delta_weights_i_h = np.zeros(self.weights_input_to_hidden.shape)
delta_weights_h_o = np.zeros(self.weights_hidden_to_output.shape)
for X, y in zip(features, targets):
#### Implement the forward pass here ####
### Forward pass ###
# TODO: Hidden layer - Replace these values with your calculations.
hidden_inputs = np.dot(X, self.weights_input_to_hidden) # signals into hidden layer
hidden_outputs = self.activation_function(hidden_inputs) # signals from hidden layer
# TODO: Output layer - Replace these values with your calculations.
final_inputs = np.dot(hidden_outputs, self.weights_hidden_to_output) # signals into final output layer
final_outputs = final_inputs # signals from final output layer
#### Implement the backward pass here ####
### Backward pass ###
# TODO: Output error - Replace this value with your calculations.
error = y - final_outputs # Output layer error is the difference between desired target and actual output.
output_error_term = error * 1
# TODO: Calculate the hidden layer's contribution to the error
hidden_error = np.dot(self.weights_hidden_to_output,output_error_term)
# TODO: Backpropagated error terms - Replace these values with your calculations.
hidden_error_term = hidden_error * hidden_outputs * (1 - hidden_outputs)
# Weight step (input to hidden)
delta_weights_i_h += hidden_error_term * X[:,None]
# Weight step (hidden to output)
delta_weights_h_o += output_error_term * hidden_outputs[:,None]
# TODO: Update the weights - Replace these values with your calculations.
self.weights_hidden_to_output += self.lr * delta_weights_h_o / n_records # update hidden-to-output weights with gradient descent step
self.weights_input_to_hidden += self.lr * delta_weights_i_h / n_records # update input-to-hidden weights with gradient descent step
print(self.weights_hidden_to_output)
print(self.weights_input_to_hidden)
def run(self, features):
''' Run a forward pass through the network with input features
Arguments
---------
features: 1D array of feature values
'''
#### Implement the forward pass here ####
# TODO: Hidden layer - replace these values with the appropriate calculations.
hidden_inputs = np.dot(features, self.weights_input_to_hidden) # signals into hidden layer
hidden_outputs = self.activation_function(hidden_inputs) # signals from hidden layer
# TODO: Output layer - Replace these values with the appropriate calculations.
final_inputs = np.dot(hidden_outputs, self.weights_hidden_to_output) # signals into final output layer
final_outputs = final_inputs # signals from final output layer
return final_outputs
def MSE(y, Y):
return np.mean((y-Y)**2)
运行这些单元测试,检查你的网络实现是否正确。这样可以帮助你确保网络已正确实现,然后再开始训练网络。这些测试必须成功才能通过此项目。
import unittest
inputs = np.array([[0.5, -0.2, 0.1]])
targets = np.array([[0.4]])
test_w_i_h = np.array([[0.1, -0.2],
[0.4, 0.5],
[-0.3, 0.2]])
test_w_h_o = np.array([[0.3],
[-0.1]])
class TestMethods(unittest.TestCase):
##########
# Unit tests for data loading
##########
def test_data_path(self):
# Test that file path to dataset has been unaltered
self.assertTrue(data_path.lower() == 'bike-sharing-dataset/hour.csv')
def test_data_loaded(self):
# Test that data frame loaded
self.assertTrue(isinstance(rides, pd.DataFrame))
##########
# Unit tests for network functionality
##########
def test_activation(self):
network = NeuralNetwork(3, 2, 1, 0.5)
# Test that the activation function is a sigmoid
self.assertTrue(np.all(network.activation_function(0.5) == 1/(1+np.exp(-0.5))))
def test_train(self):
# Test that weights are updated correctly on training
network = NeuralNetwork(3, 2, 1, 0.5)
network.weights_input_to_hidden = test_w_i_h.copy()
network.weights_hidden_to_output = test_w_h_o.copy()
network.train(inputs, targets)
self.assertTrue(np.allclose(network.weights_hidden_to_output,
np.array([[ 0.37275328],
[-0.03172939]])))
self.assertTrue(np.allclose(network.weights_input_to_hidden,
np.array([[ 0.10562014, -0.20185996],
[0.39775194, 0.50074398],
[-0.29887597, 0.19962801]])))
def test_run(self):
# Test correctness of run method
network = NeuralNetwork(3, 2, 1, 0.5)
network.weights_input_to_hidden = test_w_i_h.copy()
network.weights_hidden_to_output = test_w_h_o.copy()
self.assertTrue(np.allclose(network.run(inputs), 0.09998924))
suite = unittest.TestLoader().loadTestsFromModule(TestMethods())
unittest.TextTestRunner().run(suite)
.....
[[ 0.37275328] [-0.03172939]] [[ 0.10562014 -0.20185996] [ 0.39775194 0.50074398] [-0.29887597 0.19962801]]
---------------------------------------------------------------------- Ran 5 tests in 0.015s OK
<unittest.runner.TextTestResult run=5 errors=0 failures=0>
现在你将设置网络的超参数。策略是设置的超参数使训练集上的错误很小但是数据不会过拟合。如果网络训练时间太长,或者有太多的隐藏节点,可能就会过于针对特定训练集,无法泛化到验证数据集。即当训练集的损失降低时,验证集的损失将开始增大。
你还将采用随机梯度下降 (SGD) 方法训练网络。对于每次训练,都获取随机样本数据,而不是整个数据集。与普通梯度下降相比,训练次数要更多,但是每次时间更短。这样的话,网络训练效率更高。稍后你将详细了解 SGD。
也就是训练网络时从训练数据中抽样的批次数量。迭代次数越多,模型就与数据越拟合。但是,如果迭代次数太多,模型就无法很好地泛化到其他数据,这叫做过拟合。你需要选择一个使训练损失很低并且验证损失保持中等水平的数字。当你开始过拟合时,你会发现训练损失继续下降,但是验证损失开始上升。
速率可以调整权重更新幅度。如果速率太大,权重就会太大,导致网络无法与数据相拟合。建议从 0.1 开始。如果网络在与数据拟合时遇到问题,尝试降低学习速率。注意,学习速率越低,权重更新的步长就越小,神经网络收敛的时间就越长。
隐藏节点越多,模型的预测结果就越准确。尝试不同的隐藏节点的数量,看看对性能有何影响。你可以查看损失字典,寻找网络性能指标。如果隐藏单元的数量太少,那么模型就没有足够的空间进行学习,如果太多,则学习方向就有太多的选择。选择隐藏单元数量的技巧在于找到合适的平衡点。
import sys
### Set the hyperparameters here ###
iterations = 2000
learning_rate = 1
hidden_nodes = 13
output_nodes = 1
N_i = train_features.shape[1]
network = NeuralNetwork(N_i, hidden_nodes, output_nodes, learning_rate)
losses = {'train':[], 'validation':[]}
for ii in range(iterations):
# Go through a random batch of 128 records from the training data set
batch = np.random.choice(train_features.index, size=128)
X, y = train_features.ix[batch].values, train_targets.ix[batch]['cnt']
network.train(X, y)
# Printing out the training progress
train_loss = MSE(network.run(train_features).T, train_targets['cnt'].values)
val_loss = MSE(network.run(val_features).T, val_targets['cnt'].values)
sys.stdout.write("\rProgress: {:2.1f}".format(100 * ii/float(iterations)) \
+ "% ... Training loss: " + str(train_loss)[:5] \
+ " ... Validation loss: " + str(val_loss)[:5])
sys.stdout.flush()
losses['train'].append(train_loss)
losses['validation'].append(val_loss)
[[-0.05340558]
[ 0.26783059]
[ 0.03659786]
[ 0.11912477]
[ 0.21656318]
[ 0.09631914]
[-0.2985582 ]
[-0.25174363]
[-0.51080713]
[-0.22831939]
[ 0.42592497]
[ 0.52508622]
[-0.40300817]]
[[ 1.50644739e-01 -1.41521371e-01 1.16335300e-01 -5.71106777e-02
6.78641793e-02 3.59186404e-02 -3.32229612e-03 -1.48127409e-01
-1.02690206e-01 -3.78004234e-02 -3.33356544e-02 2.89058990e-03
-1.98273617e-01]
[ 3.75199923e-02 -9.48209230e-02 9.57033133e-02 2.24403818e-02
4.80592474e-04 9.75293840e-02 -1.03809863e-01 2.40768767e-01
-1.05322742e-01 -1.46756475e-01 1.43893903e-02 6.73817164e-02
9.20369034e-02]
[ -6.16137347e-02 8.33224954e-02 5.95904445e-02 1.36453803e-01
1.18394616e-01 -5.21184657e-02 5.63040953e-02 -1.67272729e-01
2.28077209e-01 -1.32612691e-01 -2.83021157e-03 1.36793484e-01
1.21056233e-02]
[ 3.02816544e-01 -9.72903025e-02 -1.93475408e-01 1.13784495e-01
-2.01807926e-01 1.11353890e-01 1.22121713e-01 -2.16013032e-02
2.00645601e-01 -3.05157131e-02 4.90531050e-02 -1.70223807e-01
5.46856937e-02]
[ 6.70875796e-04 -1.86946442e-02 -2.83105019e-02 1.67773312e-01
-1.11921822e-01 -3.45100689e-02 -9.70521388e-02 -5.00629579e-02
6.47740118e-03 -4.04548575e-02 1.29111293e-01 9.32465519e-02
1.99210931e-01]
[ -1.59291092e-01 -1.55916498e-01 -2.14311674e-01 -2.48262259e-01
-1.82845508e-01 -2.13272137e-01 -2.35061123e-02 -3.90717264e-02
-1.59899917e-01 -2.06429991e-02 5.44013684e-02 -2.90540774e-02
-5.55593267e-02]
[ 3.13478686e-02 -1.55454411e-01 1.91641477e-01 -1.19398419e-02
1.79780171e-02 -1.24169299e-01 -1.64400732e-01 -2.91354429e-01
1.49142377e-02 8.59828683e-02 -1.12068961e-01 4.34525339e-02
-4.21570769e-02]
[ 8.15099646e-02 9.38374419e-02 1.83047982e-02 9.47777739e-02
1.57589456e-01 -1.14480193e-02 3.70161171e-02 -2.38834986e-02
-1.92458778e-02 -1.69068819e-01 1.34687972e-01 1.03982987e-01
-1.57050095e-01]
[ -1.15641387e-01 -1.18753956e-01 -1.41957665e-02 -1.97755839e-03
-9.22167001e-02 1.36302758e-01 2.19793952e-01 -1.21455486e-01
5.69161277e-02 -4.86186452e-02 4.13226622e-02 -6.34687237e-02
6.90061571e-02]
[ -3.89020247e-02 -2.98919537e-02 1.42580054e-01 -1.95932638e-01
-8.77539611e-02 -5.20516509e-02 -1.61565838e-02 -2.63546811e-01
-1.13043505e-01 1.14613393e-01 -1.37172744e-01 -4.93661477e-02
-5.04688931e-05]
[ -6.06878442e-02 1.17078294e-01 -1.95698323e-02 -3.10522358e-02
2.01756445e-02 6.69521922e-02 -1.20463959e-01 -2.46892900e-01
-2.04640741e-01 2.67185015e-01 -4.93765497e-02 -2.20714946e-01
-1.00507552e-01]
[ 5.88724607e-02 2.74096737e-01 -1.47345319e-01 -9.80306370e-02
1.38325934e-01 1.15856450e-01 -4.99777602e-02 -2.05735073e-01
-4.80570842e-02 2.26462465e-01 2.16151201e-02 1.54311606e-01
-2.02034814e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -1.60870190e-01 3.89148534e-02 2.97103965e-01 -1.31511191e-01
1.38396252e-02 2.28144737e-01 -5.95898957e-02 2.80703090e-02
-2.32604058e-02 1.18499673e-01 5.55343106e-02 -8.76957379e-03
1.15154585e-01]
[ 5.76412414e-02 -6.89882834e-02 -2.60288095e-03 -1.43070068e-01
-3.11233986e-01 7.14284323e-02 8.74682016e-02 7.28689969e-02
5.13396100e-02 1.30812550e-01 6.08634718e-02 8.98000229e-02
-1.50900699e-01]
[ 4.83391968e-02 1.16352693e-01 -1.22339394e-01 -1.69507971e-01
2.53378078e-01 -5.20361279e-02 -3.92241797e-02 1.24312990e-01
1.50744777e-01 9.24013441e-02 -8.08382631e-02 3.36551164e-02
1.68914693e-01]
[ 1.37433115e-01 -4.53282928e-02 -2.69632327e-02 6.64749758e-02
2.05007618e-04 4.33888362e-04 1.16596184e-01 -1.66575908e-01
4.98479596e-03 -2.05063829e-02 1.05401199e-01 -2.43087236e-02
4.25266318e-02]
[ -1.16269539e-01 -7.17758304e-03 1.20242728e-01 8.68099532e-03
-1.71907135e-01 -1.15299664e-01 -2.36183500e-01 1.61635762e-01
-1.55464873e-01 -5.85628555e-02 2.75638137e-01 8.84584681e-02
4.09968192e-01]
[ -6.90711270e-02 3.72852371e-02 1.03061786e-01 8.58350618e-02
9.54489014e-02 4.09063000e-02 6.28401877e-03 8.44221401e-02
-3.23369619e-02 9.76385831e-02 1.88474760e-01 1.04087892e-01
2.51256589e-02]
[ -5.11650284e-02 1.32292832e-01 -1.00988717e-01 -1.51849636e-01
5.17616968e-02 -8.71638844e-02 -2.31355721e-01 -1.26615141e-01
1.97390114e-01 -1.85777475e-01 -6.77626909e-02 2.07022532e-01
-2.15239534e-01]
[ -2.18412037e-01 8.70133220e-02 5.43971707e-02 -9.22921843e-02
1.12835300e-01 -1.60337127e-01 1.95661314e-01 2.94120790e-02
1.05066955e-02 2.22411188e-01 6.82071146e-02 -1.40299745e-02
-7.01455593e-02]
[ -9.61584343e-03 -8.59772583e-02 1.08741360e-01 -1.10443788e-01
-5.86664059e-02 -1.49213331e-01 3.96802028e-02 2.15447675e-02
-1.67687013e-01 1.89785523e-01 1.75582614e-01 -9.00183032e-02
-1.67743254e-01]
[ 2.96487061e-02 -6.95264554e-02 6.61294147e-02 -2.19104175e-01
2.06609152e-01 1.49512071e-01 -4.04281384e-02 7.52881851e-03
2.62862349e-01 8.93391529e-02 -1.15107677e-01 -2.57119238e-01
-1.79022945e-01]
[ 4.28738057e-02 2.93063942e-03 -7.57658998e-02 -1.86683415e-02
-1.91857935e-01 1.39350077e-01 3.98152920e-02 6.58649279e-02
-1.08963692e-01 5.93074095e-02 -3.98110960e-02 -3.09084931e-01
-2.51925138e-02]
[ 7.52029416e-03 1.20350052e-01 -3.71254265e-02 -2.33358227e-01
2.12383415e-01 1.06222322e-01 -1.55340983e-01 -1.29214039e-01
1.79569248e-01 6.10856382e-03 -1.57450155e-01 -5.96924742e-02
-2.06535133e-01]
[ 1.31294910e-01 -1.30724765e-01 2.67174876e-02 -2.18957631e-01
-3.00696518e-02 -2.14235196e-03 -4.04020966e-02 -3.68132671e-02
-9.92903694e-02 1.50785421e-01 -1.97067725e-01 8.67357276e-02
9.36409124e-02]
[ -2.08781577e-01 -1.38169186e-01 -8.32013266e-02 -1.12087426e-01
-1.85167033e-01 -5.62379933e-02 4.30487617e-02 -1.13168856e-01
1.39689094e-01 -1.02394357e-01 -1.35330908e-01 -2.16387519e-01
2.32127614e-01]
[ -2.09917613e-02 -7.52417651e-02 4.49771321e-02 -8.35311186e-02
-5.02502883e-02 1.89276667e-01 -2.32854962e-02 1.17209826e-02
-2.02261720e-01 6.08218307e-03 1.22748424e-01 -1.33894865e-01
1.85621501e-01]
[ -1.25916045e-02 9.28419192e-02 -9.25645361e-02 1.25921994e-01
-4.06282487e-02 -2.03229427e-02 2.90145466e-02 -9.26857938e-02
1.58885778e-02 8.97596082e-02 -1.63635065e-01 6.10217782e-02
1.63562452e-01]
[ -6.94342259e-02 -1.16035689e-01 1.23096670e-01 -1.20432887e-01
2.85347435e-02 1.73636126e-01 1.07314331e-01 -1.11771252e-01
-2.51676189e-01 -6.21783389e-02 -2.33402660e-01 4.53900512e-02
2.69133077e-01]
[ 1.43695585e-01 1.15518643e-01 9.96105076e-02 1.24281596e-01
1.20706119e-01 5.50557679e-02 1.08005430e-02 6.91272354e-02
1.54839306e-01 1.62544709e-02 -1.92864997e-01 2.19690631e-01
9.57393483e-03]
[ 3.29716113e-02 3.63455691e-03 8.68286698e-02 2.03986190e-01
4.89115208e-02 -2.18556076e-01 -5.98300229e-02 1.41487452e-01
-1.03893122e-01 -3.83381878e-02 -4.90367165e-03 -1.09895535e-01
1.65053675e-02]
[ 1.52621068e-01 1.19533333e-01 4.79476851e-02 6.65252646e-03
-8.57051900e-02 -1.11903041e-02 -4.10091899e-02 -6.74536264e-02
-1.36001286e-01 -1.84553703e-02 -2.17413948e-01 8.14598265e-02
1.05947952e-01]
[ 1.64461137e-01 -1.84439368e-01 1.95066154e-01 -9.22919641e-02
1.17845646e-01 6.07581998e-02 -5.23473118e-02 -2.94246606e-02
2.75326603e-01 -1.93377423e-01 -1.44696438e-01 4.90281237e-02
1.32786866e-01]
[ 1.34457779e-01 1.75079239e-01 -1.05908788e-01 8.85839381e-02
1.21518033e-01 9.21990051e-02 -4.04964767e-02 -2.35760580e-01
-1.92363767e-01 -4.72137484e-02 4.59444239e-02 7.79375027e-02
-6.09738031e-02]
[ -7.15734773e-03 -1.43521346e-01 1.26878031e-01 1.84134948e-01
-5.41196994e-02 -8.66361590e-02 8.48752244e-02 3.35994239e-02
1.26747323e-01 -3.06085901e-01 -1.88099686e-01 -6.41832657e-02
5.39035035e-02]
[ 9.57490371e-02 -1.86292021e-01 1.55238577e-01 -1.31331079e-01
-1.04827441e-01 -1.57227745e-01 -1.72128001e-01 1.59070942e-01
8.70752442e-02 2.60258396e-01 -4.24387698e-02 1.42193886e-01
2.88220377e-02]
[ 2.42384104e-01 7.16314019e-02 -3.92991527e-02 -1.93050897e-01
-3.47943146e-02 -5.09710036e-02 -7.37378386e-02 1.98835492e-01
-8.72190029e-02 -6.72010404e-02 -1.76087208e-01 -1.16312001e-01
3.97285201e-02]
[ -8.51586561e-02 -1.05525490e-01 6.02935283e-04 -1.20345283e-01
2.51355727e-02 1.15623098e-01 -6.52192415e-02 -1.89431646e-02
-2.49750352e-02 2.01301486e-01 -1.42484666e-01 -9.28375393e-02
-9.32696538e-02]
[ 3.47614305e-02 -1.41873174e-01 -7.23109086e-02 -1.14319497e-01
2.51480102e-02 1.13537326e-01 6.42905341e-02 1.17912508e-01
-1.32526923e-01 -1.14239396e-01 3.55667835e-02 -1.25586699e-01
6.25331429e-02]
[ 1.89071185e-01 1.12090631e-01 7.37553691e-02 -1.19031337e-01
-2.83053067e-01 7.13547275e-02 -2.18431116e-02 -1.00175993e-01
-2.10679131e-01 2.52081194e-01 -9.27914467e-02 -2.15271216e-01
1.13409914e-01]
[ 9.95394990e-03 1.45080255e-03 -2.18136511e-01 -2.43724578e-02
7.48708924e-02 2.22993116e-01 -1.01258003e-01 -3.60827666e-02
7.49781934e-02 1.10954594e-01 9.08385565e-02 1.44417156e-01
1.48054646e-01]
[ 2.47832221e-01 1.74013719e-01 -1.17996397e-01 2.39464730e-01
-5.20440222e-02 7.82212807e-02 1.14789811e-01 -6.35666453e-02
8.98286593e-02 -5.91405962e-02 1.10075466e-01 -1.01266227e-01
-4.67705300e-02]
[ 9.96506429e-02 5.38116244e-02 1.31696881e-01 -1.03334561e-01
-1.24434246e-01 1.03086268e-02 7.71400354e-02 -4.64626023e-02
4.98989890e-02 8.92090783e-02 -2.27569236e-02 3.18456685e-02
6.46496549e-03]
[ 7.78716842e-02 -9.52823861e-02 -5.65028520e-02 2.15747574e-01
-1.40904939e-01 3.42025119e-01 1.27468804e-01 -9.17969755e-02
-4.05835437e-02 -3.27016745e-01 7.21387508e-02 -3.10719087e-02
7.29088251e-03]
[ 1.43677798e-01 -3.47459321e-01 7.35337168e-03 -3.71314613e-02
-7.67529382e-02 2.56447842e-01 1.98787439e-01 2.60701053e-01
-5.03489503e-02 5.25221644e-02 -7.18060574e-02 1.66959144e-01
-4.23878816e-02]
[ 2.49859295e-01 -2.26321392e-01 -6.72306760e-02 -3.79219032e-02
-1.42966692e-01 1.71862470e-01 6.94829651e-02 -1.38302218e-01
7.24820496e-03 -9.57991849e-02 -5.28350906e-02 -1.14248712e-01
-3.76469735e-02]
[ -6.78919969e-02 3.91653197e-02 1.31794297e-01 -1.49009326e-01
6.74473939e-02 -6.25192203e-02 8.68191780e-02 -1.95795956e-02
-3.66300462e-02 5.21152031e-03 -1.57612128e-01 -1.36538134e-01
-2.69998523e-02]
[ -8.71811049e-02 3.19714774e-02 1.41805293e-02 -4.56617583e-02
-1.91789704e-01 -2.15875691e-01 4.98663226e-02 -3.27434925e-02
-5.85931009e-02 -3.20677708e-02 8.48016125e-02 -3.65392165e-02
-2.17829403e-01]
[ 3.12417354e-02 1.59441685e-02 -4.44772951e-02 -7.21666003e-02
-2.97643439e-02 7.65605645e-03 -2.08545531e-01 2.33825824e-01
8.01926057e-02 -1.30660676e-01 -3.51140290e-02 4.39355528e-02
-1.12908624e-01]
[ 5.56424382e-02 3.27244974e-01 2.36786509e-01 1.28516616e-01
-1.12136516e-02 6.41963558e-03 1.68189006e-02 2.69802804e-02
1.31889102e-02 -1.38337579e-01 1.56520391e-02 3.30485636e-02
-1.27290893e-01]
[ -1.45633013e-01 6.34933383e-02 -4.40589532e-02 2.35524679e-01
-1.45279240e-02 -2.32104480e-02 1.29217360e-01 -4.22841809e-02
2.42238781e-01 7.85855828e-02 1.93176128e-01 -2.04577528e-01
8.03813576e-02]
[ 1.07379568e-01 1.37546159e-01 -3.35428622e-02 1.07302761e-01
-4.35530006e-02 -7.17534191e-02 -1.78729536e-01 7.57770950e-02
2.34073141e-01 -9.93785524e-02 -1.45548393e-01 -2.96758450e-01
7.98028398e-02]
[ 2.33202402e-02 -3.02850494e-01 -5.12129410e-02 -2.38298201e-01
-8.12552077e-02 1.68833271e-02 2.04122745e-01 -2.11626499e-01
3.08810108e-01 -8.41980507e-02 -2.05804750e-02 1.21609222e-01
1.20164775e-02]
[ 3.44080231e-02 -2.95692894e-02 -2.54547423e-02 5.98634107e-02
1.80132534e-01 1.15580955e-01 4.48203480e-02 6.28198980e-02
-6.23515809e-02 -3.61139434e-01 2.12979471e-02 2.35403050e-01
5.10030456e-02]
[ 1.19121044e-01 2.20259498e-01 2.07236016e-02 -2.27632030e-01
-4.58677687e-02 -3.17548024e-02 1.72597415e-01 -6.56026337e-02
2.48563453e-01 3.21425380e-01 -1.84715852e-01 -7.90465693e-02
4.18316514e-02]]
Progress: 0.0% ... Training loss: 0.898 ... Validation loss: 1.395
C:\Users\KevinRuan\AppData\Local\conda\conda\envs\flappybird\lib\site-packages\ipykernel_launcher.py:16: DeprecationWarning: .ix is deprecated. Please use .loc for label based indexing or .iloc for positional indexing See the documentation here: http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated app.launch_new_instance()
[[-0.00844111]
[ 0.34005311]
[ 0.10355137]
[ 0.18620804]
[ 0.29286686]
[ 0.13392052]
[-0.24636482]
[-0.2313716 ]
[-0.43819796]
[-0.18660993]
[ 0.48502041]
[ 0.58924178]
[-0.37315003]]
[[ 1.48849379e-01 -1.32673036e-01 1.17516550e-01 -5.30578550e-02
7.50246653e-02 3.91623730e-02 -1.31320235e-02 -1.55619516e-01
-1.20599832e-01 -4.58128294e-02 -1.85496480e-02 2.01130766e-02
-2.11386302e-01]
[ 3.76642223e-02 -9.55340000e-02 9.56021916e-02 2.21108792e-02
-1.03251344e-04 9.72659402e-02 -1.02972131e-01 2.41458918e-01
-1.03939450e-01 -1.46126600e-01 1.32218013e-02 6.58983950e-02
9.31520900e-02]
[ -6.69426175e-02 1.09340169e-01 6.31474387e-02 1.47833191e-01
1.39625296e-01 -4.23909291e-02 2.63435785e-02 -1.90789318e-01
1.77415463e-01 -1.55323675e-01 4.02241550e-02 1.88627397e-01
-2.79678716e-02]
[ 3.05507575e-01 -1.10473048e-01 -1.95218848e-01 1.07560517e-01
-2.12245269e-01 1.06464824e-01 1.37160620e-01 -9.99319565e-03
2.27170680e-01 -1.88539602e-02 2.74531627e-02 -1.96050894e-01
7.47106466e-02]
[ 3.64716106e-04 -1.75273229e-02 -2.80967109e-02 1.68401721e-01
-1.10662419e-01 -3.39756361e-02 -9.85381644e-02 -5.13977480e-02
3.66805017e-03 -4.12626976e-02 1.31034046e-01 9.52568143e-02
1.96579548e-01]
[ -1.58641190e-01 -1.59078043e-01 -2.14756785e-01 -2.49440646e-01
-1.85313840e-01 -2.14425126e-01 -1.99086516e-02 -3.60600783e-02
-1.54235300e-01 -1.80352036e-02 4.93287716e-02 -3.53442487e-02
-5.06195465e-02]
[ 3.09799667e-02 -1.53706974e-01 1.91868587e-01 -1.11446573e-02
1.94169578e-02 -1.23509000e-01 -1.66242719e-01 -2.92324366e-01
1.10761577e-02 8.43835201e-02 -1.08984834e-01 4.68773696e-02
-4.48722136e-02]
[ 7.99459495e-02 1.01323183e-01 1.93311211e-02 9.83059561e-02
1.63785104e-01 -8.60017421e-03 2.82030493e-02 -3.07846458e-02
-3.43229264e-02 -1.75891050e-01 1.47521636e-01 1.19109595e-01
-1.68687647e-01]
[ -1.15611435e-01 -1.18866898e-01 -1.42141161e-02 -1.97136037e-03
-9.23011243e-02 1.36248784e-01 2.19799648e-01 -1.21279207e-01
5.72242475e-02 -4.85667025e-02 4.12834129e-02 -6.37772651e-02
6.92212433e-02]
[ -3.90269511e-02 -2.96948954e-02 1.42579709e-01 -1.95427514e-01
-8.74628773e-02 -5.18637211e-02 -1.67746681e-02 -2.63224529e-01
-1.14472568e-01 1.13965184e-01 -1.35949349e-01 -4.87250870e-02
-3.02829140e-04]
[ -6.15334735e-02 1.21300080e-01 -1.89995895e-02 -2.90262767e-02
2.35980396e-02 6.84744118e-02 -1.25103514e-01 -2.50477812e-01
-2.13053302e-01 2.63453137e-01 -4.24231903e-02 -2.12700796e-01
-1.07043161e-01]
[ 5.85909537e-02 2.75636584e-01 -1.47125245e-01 -9.74105424e-02
1.39694288e-01 1.16447481e-01 -5.17720185e-02 -2.07155600e-01
-5.11578523e-02 2.25080712e-01 2.42443095e-02 1.57609127e-01
-2.04444667e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -1.60432174e-01 3.67625039e-02 2.96792431e-01 -1.32310391e-01
1.20883906e-02 2.27341105e-01 -5.70851382e-02 3.02020050e-02
-1.92520866e-02 1.20333738e-01 5.19503797e-02 -1.32433515e-02
1.18530537e-01]
[ 5.77074093e-02 -6.93303700e-02 -2.63723196e-03 -1.43226933e-01
-3.11381682e-01 7.13324793e-02 8.77871569e-02 7.31362894e-02
5.17608608e-02 1.31014156e-01 6.04680886e-02 8.93491667e-02
-1.50415291e-01]
[ 4.83510541e-02 1.16284804e-01 -1.22353745e-01 -1.69561930e-01
2.53298575e-01 -5.20672486e-02 -3.91186413e-02 1.24355826e-01
1.50817908e-01 9.24586474e-02 -8.09527891e-02 3.34785186e-02
1.69066718e-01]
[ 1.37402583e-01 -4.52297970e-02 -2.69487649e-02 6.65265430e-02
2.81396290e-04 4.76536695e-04 1.16516302e-01 -1.66393394e-01
4.61117849e-03 -2.06872762e-02 1.05651446e-01 -2.40531146e-02
4.24394805e-02]
[ -1.16622518e-01 -5.35148599e-03 1.20481348e-01 9.48274428e-03
-1.70387044e-01 -1.14637174e-01 -2.38103282e-01 1.60188282e-01
-1.59132635e-01 -6.01469797e-02 2.78627138e-01 9.18510723e-02
4.07130789e-01]
[ -6.92185185e-02 3.79582382e-02 1.03139491e-01 8.61851570e-02
9.59705167e-02 4.11911085e-02 5.43830451e-03 8.39092508e-02
-3.38167724e-02 9.69780107e-02 1.89772230e-01 1.05500254e-01
2.40283674e-02]
[ -5.14949921e-02 1.33767980e-01 -1.00776249e-01 -1.51184485e-01
5.30838344e-02 -8.66047554e-02 -2.33113186e-01 -1.27914128e-01
1.94419456e-01 -1.87129087e-01 -6.52273327e-02 2.09810098e-01
-2.17548645e-01]
[ -2.19408331e-01 9.18981596e-02 5.50856956e-02 -8.99867453e-02
1.16780307e-01 -1.58480702e-01 1.89939301e-01 2.48350834e-02
7.86282702e-04 2.18041931e-01 7.65142100e-02 -3.90646009e-03
-7.77656215e-02]
[ -9.84434902e-03 -8.48604173e-02 1.08878810e-01 -1.09912230e-01
-5.77175161e-02 -1.48799153e-01 3.83567042e-02 2.05890428e-02
-1.69913773e-01 1.88781199e-01 1.77468525e-01 -8.77692931e-02
-1.69452312e-01]
[ 2.95307135e-02 -6.88740523e-02 6.62146846e-02 -2.18844247e-01
2.07118129e-01 1.49710009e-01 -4.11595571e-02 6.97218913e-03
2.61686074e-01 8.88087798e-02 -1.14096825e-01 -2.56094516e-01
-1.79950318e-01]
[ 4.29898637e-02 2.30224056e-03 -7.58501451e-02 -1.88893350e-02
-1.92338776e-01 1.39142873e-01 4.04339285e-02 6.64411070e-02
-1.07791312e-01 5.98052088e-02 -4.06883881e-02 -3.10198909e-01
-2.42340069e-02]
[ 7.83978977e-03 1.18772644e-01 -3.73454805e-02 -2.33941518e-01
2.11081417e-01 1.05643795e-01 -1.53560995e-01 -1.27749007e-01
1.82567071e-01 7.43710435e-03 -1.59949013e-01 -6.27699195e-02
-2.04117399e-01]
[ 1.31760409e-01 -1.33000760e-01 2.64008960e-02 -2.19883901e-01
-3.19180859e-02 -2.98571934e-03 -3.77917271e-02 -3.46527538e-02
-9.50365566e-02 1.52763042e-01 -2.00779570e-01 8.22201923e-02
9.71848922e-02]
[ -2.08531447e-01 -1.39412154e-01 -8.33682547e-02 -1.12639976e-01
-1.86152364e-01 -5.66913725e-02 4.44500167e-02 -1.12073900e-01
1.42095162e-01 -1.01350865e-01 -1.37288249e-01 -2.18750924e-01
2.34021013e-01]
[ -2.04251708e-02 -7.80322868e-02 4.46009704e-02 -8.46942787e-02
-5.25631682e-02 1.88246942e-01 -2.01547579e-02 1.42360318e-02
-1.97118122e-01 8.47887822e-03 1.18267258e-01 -1.39359993e-01
1.89822423e-01]
[ -1.24067306e-02 9.19031133e-02 -9.26921309e-02 1.25505803e-01
-4.13584320e-02 -2.06547976e-02 3.00033472e-02 -9.18476521e-02
1.76235063e-02 9.05317851e-02 -1.65114927e-01 5.93459852e-02
1.64952242e-01]
[ -6.89322917e-02 -1.18513422e-01 1.22753529e-01 -1.21519331e-01
2.65354958e-02 1.72746588e-01 1.10079050e-01 -1.09512361e-01
-2.47050463e-01 -6.01279599e-02 -2.37318967e-01 4.07129359e-02
2.72872357e-01]
[ 1.44267092e-01 1.12533132e-01 9.92060997e-02 1.22996062e-01
1.18275028e-01 5.39810598e-02 1.41248371e-02 7.18008389e-02
1.60321195e-01 1.87247690e-02 -1.97516508e-01 2.13848476e-01
1.40466343e-02]
[ 3.31384974e-02 2.79318478e-03 8.67162940e-02 2.03639472e-01
4.82304863e-02 -2.18854095e-01 -5.88972189e-02 1.42260041e-01
-1.02287153e-01 -3.76501327e-02 -6.19341630e-03 -1.11465967e-01
1.77620453e-02]
[ 1.52491649e-01 1.20255971e-01 4.80473559e-02 6.96215711e-03
-8.51129113e-02 -1.09315811e-02 -4.17744044e-02 -6.79970246e-02
-1.37360789e-01 -1.90592026e-02 -2.16265262e-01 8.27523953e-02
1.04896830e-01]
[ 1.63976799e-01 -1.81951628e-01 1.95413811e-01 -9.12113961e-02
1.19884107e-01 6.16456313e-02 -5.51537872e-02 -3.17238515e-02
2.70797584e-01 -1.95588439e-01 -1.40620918e-01 5.36433674e-02
1.29106372e-01]
[ 1.34512272e-01 1.74818116e-01 -1.05944374e-01 8.84908667e-02
1.21307572e-01 9.21120231e-02 -4.01968588e-02 -2.35520045e-01
-1.91906850e-01 -4.70074148e-02 4.55401459e-02 7.74202021e-02
-6.05831725e-02]
[ -7.16968825e-03 -1.43475534e-01 1.26880986e-01 1.84172996e-01
-5.40777457e-02 -8.66198374e-02 8.48209309e-02 3.35338947e-02
1.26661300e-01 -3.06131018e-01 -1.88027856e-01 -6.40618165e-02
5.38322487e-02]
[ 9.56573349e-02 -1.85831938e-01 1.55295143e-01 -1.31110649e-01
-1.04479398e-01 -1.57079021e-01 -1.72553224e-01 1.58684633e-01
8.62415120e-02 2.59867521e-01 -4.17439820e-02 1.42858366e-01
2.82649237e-02]
[ 2.42196795e-01 7.24967864e-02 -3.91790017e-02 -1.92660410e-01
-3.41121779e-02 -5.06492173e-02 -7.47829014e-02 1.98055174e-01
-8.89796707e-02 -6.79760180e-02 -1.74659368e-01 -1.14597399e-01
3.83910443e-02]
[ -8.54222298e-02 -1.04206649e-01 7.67146855e-04 -1.19747070e-01
2.62065769e-02 1.16120274e-01 -6.67057642e-02 -2.00976503e-02
-2.76172178e-02 2.00123655e-01 -1.40288580e-01 -9.03305824e-02
-9.52774149e-02]
[ 3.44660840e-02 -1.40363686e-01 -7.21077678e-02 -1.13682054e-01
2.63820418e-02 1.14081006e-01 6.26337926e-02 1.16552002e-01
-1.35356445e-01 -1.15550387e-01 3.79691533e-02 -1.22627251e-01
6.02723729e-02]
[ 1.88911324e-01 1.12853084e-01 7.38622330e-02 -1.18663369e-01
-2.82386625e-01 7.16516723e-02 -2.27569096e-02 -1.00888625e-01
-2.12203337e-01 2.51420245e-01 -9.14676867e-02 -2.13633849e-01
1.12188297e-01]
[ 9.71614955e-03 2.65033704e-03 -2.17977611e-01 -2.38497553e-02
7.58459353e-02 2.23404299e-01 -1.02577638e-01 -3.70792027e-02
7.27015161e-02 1.09933483e-01 9.27771924e-02 1.46491592e-01
1.46233285e-01]
[ 2.45943562e-01 1.83119595e-01 -1.16742901e-01 2.43622989e-01
-4.45575675e-02 8.16378619e-02 1.04346415e-01 -7.13643863e-02
7.19304023e-02 -6.70975573e-02 1.25223153e-01 -8.30464044e-02
-6.07039391e-02]
[ 9.91282425e-02 5.64411702e-02 1.32047035e-01 -1.02116895e-01
-1.22262407e-01 1.12977560e-02 7.40311192e-02 -4.89557087e-02
4.45573209e-02 8.68409017e-02 -1.83168413e-02 3.72401711e-02
2.37273382e-03]
[ 7.77435212e-02 -9.46167820e-02 -5.64174460e-02 2.16037504e-01
-1.40369220e-01 3.42260862e-01 1.26725546e-01 -9.23016357e-02
-4.18739458e-02 -3.27559278e-01 7.31981921e-02 -2.97730638e-02
6.27992460e-03]
[ 1.43605334e-01 -3.47090832e-01 7.40225956e-03 -3.69594201e-02
-7.64817955e-02 2.56578823e-01 1.98411181e-01 2.60364087e-01
-5.10664669e-02 5.22151509e-02 -7.12264453e-02 1.67637350e-01
-4.28936553e-02]
[ 2.49795996e-01 -2.26022600e-01 -6.71884475e-02 -3.77805042e-02
-1.42715923e-01 1.71976573e-01 6.91399460e-02 -1.38556419e-01
6.64136595e-03 -9.60693030e-02 -5.23406753e-02 -1.13641687e-01
-3.81247663e-02]
[ -6.77551124e-02 3.84815353e-02 1.31700083e-01 -1.49307103e-01
6.68990669e-02 -6.27676591e-02 8.75777030e-02 -1.89410339e-02
-3.53136175e-02 5.80283513e-03 -1.58709742e-01 -1.37842518e-01
-2.60102775e-02]
[ -8.67952909e-02 2.99876993e-02 1.39072131e-02 -4.64876508e-02
-1.93326201e-01 -2.16587007e-01 5.20911152e-02 -3.09340125e-02
-5.48646142e-02 -3.03844756e-02 8.15964699e-02 -4.04401892e-02
-2.14875043e-01]
[ 3.10296780e-02 1.70963626e-02 -4.43485467e-02 -7.16341020e-02
-2.89990064e-02 8.05039330e-03 -2.09703214e-01 2.32846904e-01
7.80066167e-02 -1.31626817e-01 -3.32819197e-02 4.57893235e-02
-1.14395667e-01]
[ 5.54143706e-02 3.28221775e-01 2.36918829e-01 1.29029782e-01
-1.01815605e-02 6.81384622e-03 1.55310126e-02 2.61334434e-02
1.09917485e-02 -1.39237915e-01 1.74706263e-02 3.50412199e-02
-1.28943329e-01]
[ -1.46267807e-01 6.67133250e-02 -4.36056636e-02 2.37030395e-01
-1.19036068e-02 -2.20159175e-02 1.25429836e-01 -4.51937245e-02
2.35642570e-01 7.56835008e-02 1.98661500e-01 -1.98071895e-01
7.53467878e-02]
[ 1.07016591e-01 1.39423921e-01 -3.32972540e-02 1.08122064e-01
-4.19890200e-02 -7.10867997e-02 -1.80669242e-01 7.41931987e-02
2.30577018e-01 -1.00969442e-01 -1.42544348e-01 -2.93240368e-01
7.69709941e-02]
[ 2.29142376e-02 -3.00911728e-01 -5.09668982e-02 -2.37301828e-01
-7.96065860e-02 1.76092903e-02 2.01926061e-01 -2.12783622e-01
3.04952657e-01 -8.59861278e-02 -1.73348160e-02 1.25350011e-01
9.23380304e-03]
[ 3.50771639e-02 -3.28258124e-02 -2.59042761e-02 5.83789000e-02
1.77416143e-01 1.14390898e-01 4.85273471e-02 6.57113527e-02
-5.62965809e-02 -3.58380422e-01 1.60417759e-02 2.29012239e-01
5.60423380e-02]
[ 1.19043740e-01 2.20309202e-01 2.07570986e-02 -2.27363398e-01
-4.57038934e-02 -3.16392254e-02 1.72208003e-01 -6.57009251e-02
2.47898997e-01 3.21052053e-01 -1.84039509e-01 -7.83139577e-02
4.13831060e-02]]
Progress: 0.1% ... Training loss: 0.974 ... Validation loss: 1.212[[-0.13228775]
[ 0.2617331 ]
[ 0.02396323]
[ 0.1076275 ]
[ 0.23644695]
[ 0.01501781]
[-0.35820092]
[-0.33664598]
[-0.53701153]
[-0.31795357]
[ 0.40253107]
[ 0.54984163]
[-0.47615919]]
[[ 1.48793510e-01 -1.30590028e-01 1.17932977e-01 -5.19925599e-02
7.66721099e-02 3.98347520e-02 -1.45305073e-02 -1.56274712e-01
-1.23194000e-01 -4.66853598e-02 -1.57343487e-02 2.23316005e-02
-2.13382240e-01]
[ 3.77073077e-02 -9.73902328e-02 9.51430443e-02 2.12196640e-02
-1.63349761e-03 9.65626216e-02 -1.01724761e-01 2.42597108e-01
-1.01881545e-01 -1.45122052e-01 1.06826723e-02 6.27697648e-02
9.51946637e-02]
[ -6.78200650e-02 1.44051295e-01 7.36065354e-02 1.65176003e-01
1.68688688e-01 -2.83635988e-02 7.44415758e-04 -2.13975990e-01
1.32834000e-01 -1.73905605e-01 9.03147984e-02 2.46399119e-01
-6.63983525e-02]
[ 3.06434938e-01 -1.48191896e-01 -2.06379884e-01 8.69320333e-02
-2.44055864e-01 9.16284169e-02 1.64467445e-01 1.42993449e-02
2.76204198e-01 1.91458453e-03 -2.63985100e-02 -2.58299153e-01
1.15980199e-01]
[ -5.24837879e-05 -4.48373049e-04 -2.30391580e-02 1.76825717e-01
-9.55525770e-02 -2.72704144e-02 -1.10676958e-01 -6.21507637e-02
-1.77119999e-02 -5.04362489e-02 1.54947036e-01 1.23654439e-01
1.78206330e-01]
[ -1.58388980e-01 -1.69030608e-01 -2.17820321e-01 -2.54021165e-01
-1.93352579e-01 -2.18539997e-01 -1.25403106e-02 -2.88405441e-02
-1.41759373e-01 -1.26268266e-02 3.49107659e-02 -5.22970634e-02
-3.94144132e-02]
[ 3.10771751e-02 -1.58243855e-01 1.90403775e-01 -1.37577565e-02
1.55138819e-02 -1.25325847e-01 -1.62811588e-01 -2.89171304e-01
1.70577725e-02 8.69085059e-02 -1.15401664e-01 3.88151761e-02
-3.97880986e-02]
[ 7.99172001e-02 1.02332757e-01 1.95469477e-02 9.89244459e-02
1.64323663e-01 -8.17060733e-03 2.73817204e-02 -3.12441733e-02
-3.57724114e-02 -1.76268491e-01 1.49193112e-01 1.20038084e-01
-1.69804822e-01]
[ -1.15532836e-01 -1.22173618e-01 -1.52024307e-02 -3.76991876e-03
-9.49589145e-02 1.35037401e-01 2.22098463e-01 -1.19106590e-01
6.14036889e-02 -4.67873593e-02 3.67102691e-02 -6.83828018e-02
7.28773200e-02]
[ -3.90524184e-02 -2.88478382e-02 1.42615659e-01 -1.94410403e-01
-8.66840406e-02 -5.16599567e-02 -1.72291584e-02 -2.62795253e-01
-1.15630935e-01 1.13812496e-01 -1.34614144e-01 -4.84224973e-02
-7.00159441e-04]
[ -6.11936028e-02 1.07276544e-01 -2.32853652e-02 -3.64464394e-02
1.17751150e-02 6.29077335e-02 -1.14912861e-01 -2.41215762e-01
-1.95227205e-01 2.70960817e-01 -6.24029045e-02 -2.35968057e-01
-9.17787945e-02]
[ 5.86758190e-02 2.72026470e-01 -1.48176255e-01 -9.93811768e-02
1.36677330e-01 1.15096862e-01 -4.92312230e-02 -2.04761240e-01
-4.66380832e-02 2.27060984e-01 1.91523163e-02 1.51881742e-01
-2.00483555e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -1.60308145e-01 3.16742636e-02 2.95318724e-01 -1.34747033e-01
7.83524103e-03 2.25334618e-01 -5.34530569e-02 3.36556270e-02
-1.30951721e-02 1.22979244e-01 4.48190868e-02 -2.14761552e-02
1.24113629e-01]
[ 5.78941206e-02 -7.65545912e-02 -4.94035941e-03 -1.46739498e-01
-3.17231989e-01 6.83385000e-02 9.32287188e-02 7.82480592e-02
6.10745534e-02 1.34991453e-01 4.97842482e-02 7.66023707e-02
-1.42238420e-01]
[ 4.82755397e-02 1.19154287e-01 -1.21453459e-01 -1.68230292e-01
2.55840754e-01 -5.09473694e-02 -4.12522562e-02 1.22594518e-01
1.47080330e-01 9.08946385e-02 -7.68244110e-02 3.83374698e-02
1.65837109e-01]
[ 1.37439228e-01 -4.69630428e-02 -2.75131212e-02 6.54945219e-02
-1.21164810e-03 -2.29177247e-04 1.17879148e-01 -1.65186275e-01
6.99378959e-03 -1.97210956e-02 1.03155162e-01 -2.69282940e-02
4.45032141e-02]
[ -1.16591890e-01 -6.84274728e-03 1.20054179e-01 8.67805669e-03
-1.71615539e-01 -1.15201290e-01 -2.37038557e-01 1.61209570e-01
-1.57248944e-01 -5.93315828e-02 2.76563175e-01 8.92582189e-02
4.08708550e-01]
[ -6.92741338e-02 4.01810614e-02 1.03673252e-01 8.73818105e-02
9.76016480e-02 4.20604997e-02 3.84727671e-03 8.25338041e-02
-3.66889048e-02 9.58818045e-02 1.93010276e-01 1.08581744e-01
2.16799067e-02]
[ -5.15355749e-02 1.35286172e-01 -1.00299692e-01 -1.50272298e-01
5.43547777e-02 -8.59562059e-02 -2.34294499e-01 -1.28942162e-01
1.92325032e-01 -1.87864402e-01 -6.28901626e-02 2.12297603e-01
-2.19275036e-01]
[ -2.19377494e-01 9.07168371e-02 5.47121087e-02 -9.06908846e-02
1.15709989e-01 -1.58970269e-01 1.90803586e-01 2.58190355e-02
2.39475583e-03 2.18709117e-01 7.47780370e-02 -6.32567682e-03
-7.65053458e-02]
[ -9.82219858e-03 -8.58411278e-02 1.08530928e-01 -1.10464435e-01
-5.84871961e-02 -1.49197717e-01 3.90764782e-02 2.11611570e-02
-1.68637345e-01 1.89287193e-01 1.76140728e-01 -8.91313798e-02
-1.68335889e-01]
[ 2.95523292e-02 -6.97953579e-02 6.59499519e-02 -2.19340260e-01
2.06351914e-01 1.49386875e-01 -4.05110046e-02 7.55283614e-03
2.62781253e-01 8.92986123e-02 -1.15373921e-01 -2.57494224e-01
-1.78969159e-01]
[ 4.30465934e-02 -8.34396673e-05 -7.65404798e-02 -2.01773152e-02
-1.94263979e-01 1.38256083e-01 4.20896314e-02 6.80630067e-02
-1.04846505e-01 6.10859736e-02 -4.40441253e-02 -3.13606459e-01
-2.16189736e-02]
[ 7.90142538e-03 1.16381541e-01 -3.81120238e-02 -2.34929432e-01
2.08932529e-01 1.04660793e-01 -1.51767610e-01 -1.26050945e-01
1.85796907e-01 8.81974301e-03 -1.63316927e-01 -6.68537295e-02
-2.01359136e-01]
[ 1.31779159e-01 -1.33755776e-01 2.61673882e-02 -2.20292324e-01
-3.25451472e-02 -3.28704536e-03 -3.72631910e-02 -3.41514360e-02
-9.40617084e-02 1.53171871e-01 -2.01867830e-01 8.09791615e-02
9.80174795e-02]
[ -2.08471309e-01 -1.41835959e-01 -8.40873214e-02 -1.13946937e-01
-1.88210624e-01 -5.76525920e-02 4.62124310e-02 -1.10500833e-01
1.45207294e-01 -1.00011112e-01 -1.40746352e-01 -2.22596094e-01
2.36678740e-01]
[ -2.03239220e-02 -8.21554661e-02 4.33740045e-02 -8.67359190e-02
-5.61493564e-02 1.86632354e-01 -1.71277842e-02 1.69893294e-02
-1.91992458e-01 1.07009731e-02 1.12421280e-01 -1.46160724e-01
1.94337035e-01]
[ -1.22708166e-02 8.64341220e-02 -9.43682915e-02 1.22506529e-01
-4.58935113e-02 -2.28667060e-02 3.40683075e-02 -8.82820603e-02
2.47960472e-02 9.35266436e-02 -1.73087875e-01 4.99214173e-02
1.71106185e-01]
[ -6.87691480e-02 -1.25095145e-01 1.20760980e-01 -1.25030931e-01
2.09092295e-02 1.70123147e-01 1.14816036e-01 -1.05179242e-01
-2.38521393e-01 -5.64767374e-02 -2.46713238e-01 2.93615097e-02
2.80067606e-01]
[ 1.44394827e-01 1.07116327e-01 9.76292528e-02 1.20222800e-01
1.13686851e-01 5.18651265e-02 1.80052083e-02 7.53985789e-02
1.67202703e-01 2.15324647e-02 -2.04917141e-01 2.04662749e-01
1.99661009e-02]
[ 3.31723709e-02 1.42362683e-03 8.62960515e-02 2.02874079e-01
4.70647217e-02 -2.19399188e-01 -5.78960326e-02 1.43172599e-01
-1.00490557e-01 -3.68962015e-02 -8.18535353e-03 -1.13757552e-01
1.92526443e-02]
[ 1.52489084e-01 1.20347616e-01 4.80787018e-02 7.09421165e-03
-8.50208976e-02 -1.08794636e-02 -4.18615086e-02 -6.79895228e-02
-1.37603620e-01 -1.91100581e-02 -2.16054399e-01 8.29217543e-02
1.04878048e-01]
[ 1.63956869e-01 -1.81075689e-01 1.95663604e-01 -9.05834064e-02
1.20467728e-01 6.19570646e-02 -5.58106308e-02 -3.21605200e-02
2.69691690e-01 -1.95938957e-01 -1.39417591e-01 5.46642006e-02
1.28247686e-01]
[ 1.34519603e-01 1.74514421e-01 -1.06037769e-01 8.83229396e-02
1.21043839e-01 9.19914185e-02 -3.99749037e-02 -2.35320980e-01
-1.91511982e-01 -4.68407767e-02 4.51089205e-02 7.68901099e-02
-6.02672609e-02]
[ -7.15143746e-03 -1.44216140e-01 1.26688603e-01 1.83773726e-01
-5.47162126e-02 -8.69026093e-02 8.53415925e-02 3.39765029e-02
1.27557987e-01 -3.05737230e-01 -1.89075469e-01 -6.52675214e-02
5.46393076e-02]
[ 9.56447120e-02 -1.85382764e-01 1.55405798e-01 -1.30894346e-01
-1.04104262e-01 -1.56923306e-01 -1.72826879e-01 1.58400189e-01
8.57290118e-02 2.59626174e-01 -4.11171748e-02 1.43508064e-01
2.78452068e-02]
[ 2.42109841e-01 7.60261061e-02 -3.81940365e-02 -1.90848042e-01
-3.10654997e-02 -4.92810798e-02 -7.72752669e-02 1.95776741e-01
-9.33760742e-02 -6.98773581e-02 -1.69716372e-01 -1.08567048e-01
3.46677285e-02]
[ -8.54349102e-02 -1.03755282e-01 9.03175061e-04 -1.19496654e-01
2.66182819e-02 1.16308135e-01 -6.69864220e-02 -2.03933596e-02
-2.82236992e-02 1.99869411e-01 -1.39638432e-01 -8.95326020e-02
-9.57863553e-02]
[ 3.44448994e-02 -1.39589264e-01 -7.18869265e-02 -1.13206629e-01
2.69898696e-02 1.14394919e-01 6.20550233e-02 1.16078069e-01
-1.36482785e-01 -1.16004137e-01 3.91424872e-02 -1.21223255e-01
5.94082693e-02]
[ 1.88864479e-01 1.14730162e-01 7.44235112e-02 -1.17836716e-01
-2.80754541e-01 7.23800296e-02 -2.41116574e-02 -1.02065242e-01
-2.14598751e-01 2.50467488e-01 -8.89124268e-02 -2.10326309e-01
1.10106775e-01]
[ 9.71915480e-03 2.50274293e-03 -2.18015037e-01 -2.39305079e-02
7.57204041e-02 2.23349628e-01 -1.02462819e-01 -3.69797916e-02
7.28452904e-02 1.10013474e-01 9.25976946e-02 1.46204203e-01
1.46412022e-01]
[ 2.45815026e-01 1.88067883e-01 -1.15264308e-01 2.46408390e-01
-4.01720053e-02 8.36436088e-02 1.00660262e-01 -7.44565434e-02
6.53685998e-02 -6.98971366e-02 1.32485086e-01 -7.43603578e-02
-6.61992206e-02]
[ 9.90410176e-02 5.99578286e-02 1.33055927e-01 -1.00284876e-01
-1.19344161e-01 1.26726318e-02 7.15160696e-02 -5.10002647e-02
4.00448473e-02 8.49104627e-02 -1.32484605e-02 4.27790152e-02
-1.35257005e-03]
[ 7.76722389e-02 -9.18020205e-02 -5.55838169e-02 2.17607930e-01
-1.37968523e-01 3.43383248e-01 1.24650519e-01 -9.39536299e-02
-4.55823385e-02 -3.28982955e-01 7.73177456e-02 -2.52555349e-02
3.19299726e-03]
[ 1.43602824e-01 -3.46981471e-01 7.40624773e-03 -3.69118082e-02
-7.64044360e-02 2.56617513e-01 1.98341105e-01 2.60323260e-01
-5.11771215e-02 5.21769797e-02 -7.11009914e-02 1.67712932e-01
-4.29906826e-02]
[ 2.49816896e-01 -2.26818526e-01 -6.74458271e-02 -3.81730389e-02
-1.43320236e-01 1.71667559e-01 6.97061323e-02 -1.37962989e-01
7.72630345e-03 -9.56242201e-02 -5.34871066e-02 -1.14868180e-01
-3.71996394e-02]
[ -6.76482265e-02 3.42034986e-02 1.30389288e-01 -1.51354933e-01
6.32482404e-02 -6.44935452e-02 9.07308543e-02 -1.60305083e-02
-2.98954102e-02 8.15609961e-03 -1.64851469e-01 -1.44981221e-01
-2.12803074e-02]
[ -8.67008611e-02 2.61680318e-02 1.27230880e-02 -4.85431364e-02
-1.96448510e-01 -2.18093317e-01 5.48603203e-02 -2.85622193e-02
-4.99287609e-02 -2.82696818e-02 7.60205350e-02 -4.68013842e-02
-2.10888277e-01]
[ 3.10641711e-02 1.57179337e-02 -4.49386911e-02 -7.24463484e-02
-3.02095813e-02 7.42523549e-03 -2.08375595e-01 2.34069785e-01
8.02810945e-02 -1.30735260e-01 -3.54909788e-02 4.32569610e-02
-1.12483527e-01]
[ 5.55290409e-02 3.23259889e-01 2.35598136e-01 1.26576712e-01
-1.42246231e-02 4.92747990e-03 1.89235226e-02 2.94545976e-02
1.68122063e-02 -1.36581807e-01 1.07117583e-02 2.71127520e-02
-1.23586339e-01]
[ -1.46207729e-01 6.40595339e-02 -4.43931153e-02 2.35757748e-01
-1.41259143e-02 -2.30260696e-02 1.27233452e-01 -4.33596226e-02
2.38720766e-01 7.70036337e-02 1.94874662e-01 -2.02209152e-01
7.81402712e-02]
[ 1.07226868e-01 1.30762476e-01 -3.58928077e-02 1.03458214e-01
-4.91200166e-02 -7.44908556e-02 -1.74465353e-01 7.97505186e-02
2.41579044e-01 -9.62297522e-02 -1.54781901e-01 -3.07393356e-01
8.64674723e-02]
[ 2.29601481e-02 -3.02574116e-01 -5.15917070e-02 -2.37955282e-01
-8.09519301e-02 1.68387942e-02 2.03391902e-01 -2.11233131e-01
3.07333027e-01 -8.50016364e-02 -1.99105448e-02 1.21776550e-01
1.13274376e-02]
[ 3.50562688e-02 -3.20766705e-02 -2.57601436e-02 5.88720883e-02
1.77730649e-01 1.14683429e-01 4.79747433e-02 6.53778532e-02
-5.73380862e-02 -3.58550205e-01 1.71610061e-02 2.29549846e-01
5.53417790e-02]
[ 1.18998474e-01 2.22091406e-01 2.12307814e-02 -2.26375006e-01
-4.41271597e-02 -3.09490606e-02 1.70844090e-01 -6.67676880e-02
2.45572474e-01 3.19965120e-01 -1.81327195e-01 -7.52190845e-02
3.92590875e-02]]
Progress: 0.1% ... Training loss: 0.868 ... Validation loss: 1.622[[-0.00998658]
[ 0.41053476]
[ 0.1871667 ]
[ 0.2388661 ]
[ 0.40316003]
[ 0.13010463]
[-0.24068092]
[-0.2711726 ]
[-0.41419823]
[-0.20509126]
[ 0.54725446]
[ 0.71154259]
[-0.38133876]]
[[ 1.39452522e-01 -1.12383594e-01 1.19546214e-01 -4.44912358e-02
9.28818233e-02 4.09101046e-02 -3.95686814e-02 -1.76843458e-01
-1.60513355e-01 -6.93679413e-02 1.25736218e-02 5.99499240e-02
-2.46446302e-01]
[ 3.75545841e-02 -9.71289851e-02 9.51703443e-02 2.13613056e-02
-1.37328654e-03 9.65787838e-02 -1.02168844e-01 2.42233722e-01
-1.02572689e-01 -1.45492917e-01 1.11504509e-02 6.34038288e-02
9.46900071e-02]
[ -7.97452175e-02 1.66731300e-01 7.56693383e-02 1.74568392e-01
1.88833954e-01 -2.69908245e-02 -3.09529008e-02 -2.41851377e-01
8.48628232e-02 -2.02438904e-01 1.26021608e-01 2.92596339e-01
-1.08243718e-01]
[ 3.15966197e-01 -1.66337551e-01 -2.07951799e-01 7.91580568e-02
-2.60077198e-01 9.05526997e-02 1.89376516e-01 3.56830288e-02
3.15137275e-01 2.45025789e-02 -5.54599446e-02 -2.93903400e-01
1.49385293e-01]
[ -3.86606473e-03 6.82432480e-03 -2.24037436e-02 1.79881324e-01
-8.87771045e-02 -2.68342546e-02 -1.20924389e-01 -7.01174605e-02
-3.37051543e-02 -5.93833718e-02 1.65605294e-01 1.37549095e-01
1.63807666e-01]
[ -1.58297791e-01 -1.69274009e-01 -2.17831855e-01 -2.54008249e-01
-1.93491181e-01 -2.18553739e-01 -1.23427755e-02 -2.83302871e-02
-1.41747468e-01 -1.24904304e-02 3.47770946e-02 -5.20855190e-02
-3.89438655e-02]
[ 2.82069642e-02 -1.52247107e-01 1.90900912e-01 -1.13594870e-02
2.08159396e-02 -1.24989559e-01 -1.70684682e-01 -2.95147597e-01
5.70930586e-03 7.97584748e-02 -1.06361127e-01 5.06115627e-02
-5.06795910e-02]
[ 7.53327895e-02 1.10732909e-01 2.03227865e-02 1.02517798e-01
1.71791920e-01 -7.64184466e-03 1.54287124e-02 -4.14398590e-02
-5.40117342e-02 -1.87253839e-01 1.62810428e-01 1.37563136e-01
-1.85383459e-01]
[ -1.16239755e-01 -1.20839093e-01 -1.50837908e-02 -3.18984982e-03
-9.36971930e-02 1.35115399e-01 2.20148320e-01 -1.20750963e-01
5.84299567e-02 -4.84754244e-02 3.88975444e-02 -6.51703438e-02
7.03938654e-02]
[ -4.47045873e-02 -1.79325204e-02 1.43556168e-01 -1.89737001e-01
-7.70563429e-02 -5.10106616e-02 -3.22216006e-02 -2.74486633e-01
-1.38636175e-01 1.00264601e-01 -1.16937104e-01 -2.63064629e-02
-2.06413723e-02]
[ -6.33476661e-02 1.11434070e-01 -2.29121742e-02 -3.47377511e-02
1.55038277e-02 6.31495963e-02 -1.20591171e-01 -2.46295968e-01
-2.03818993e-01 2.65670540e-01 -5.58359144e-02 -2.26721724e-01
-9.92744612e-02]
[ 5.84116995e-02 2.72441650e-01 -1.48109873e-01 -9.91786613e-02
1.37214354e-01 1.15135010e-01 -5.01391811e-02 -2.05295749e-01
-4.75906718e-02 2.26212109e-01 1.96197425e-02 1.53264815e-01
-2.01529711e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -1.59916712e-01 3.09062725e-02 2.95249903e-01 -1.35011512e-01
7.20442064e-03 2.25289816e-01 -5.24342175e-02 3.47180298e-02
-1.17426280e-02 1.23868986e-01 4.37083136e-02 -2.27765466e-02
1.25548013e-01]
[ 5.84131894e-02 -7.76293725e-02 -5.03977096e-03 -1.47145797e-01
-3.18151779e-01 6.82761858e-02 9.46892166e-02 7.96175744e-02
6.32098541e-02 1.36277395e-01 4.81715622e-02 7.45489564e-02
-1.40244439e-01]
[ 4.72595435e-02 1.21423034e-01 -1.21231012e-01 -1.67273224e-01
2.57875867e-01 -5.08146120e-02 -4.44917478e-02 1.19831688e-01
1.42675888e-01 8.79434095e-02 -7.32903568e-02 4.32356447e-02
1.61576508e-01]
[ 1.34842782e-01 -4.18070486e-02 -2.70931160e-02 6.75310602e-02
3.32468577e-03 6.01970362e-05 1.10933726e-01 -1.70151072e-01
-3.16667993e-03 -2.57273961e-02 1.10931922e-01 -1.67437854e-02
3.51479742e-02]
[ -1.17317292e-01 -5.42442363e-03 1.20174527e-01 9.26540586e-03
-1.70335520e-01 -1.15118802e-01 -2.38750826e-01 1.59582942e-01
-1.60115102e-01 -6.11064231e-02 2.78788998e-01 9.21489753e-02
4.06028133e-01]
[ -6.93239023e-02 4.02013597e-02 1.03663970e-01 8.74584158e-02
9.74969016e-02 4.20665835e-02 3.82384215e-03 8.23580870e-02
-3.67898663e-02 9.57970653e-02 1.93147766e-01 1.07993221e-01
2.16510536e-02]
[ -5.17744808e-02 1.35669465e-01 -1.00259598e-01 -1.50070083e-01
5.47292559e-02 -8.59291216e-02 -2.34806794e-01 -1.29521501e-01
1.91325984e-01 -1.88399226e-01 -6.21266148e-02 2.13039610e-01
-2.20014245e-01]
[ -2.23167233e-01 9.77604861e-02 5.53752188e-02 -8.77467682e-02
1.22037798e-01 -1.58533110e-01 1.80714437e-01 1.73335788e-02
-1.27235653e-02 2.09505082e-01 8.61364681e-02 9.08165759e-03
-8.92835126e-02]
[ -9.99769557e-03 -8.55615134e-02 1.08556805e-01 -1.10356014e-01
-5.81923784e-02 -1.49178335e-01 3.85905499e-02 2.09382736e-02
-1.69396339e-01 1.88902935e-01 1.76469269e-01 -8.84351581e-02
-1.69039623e-01]
[ 2.90309418e-02 -6.87601507e-02 6.60403538e-02 -2.18898950e-01
2.07295795e-01 1.49444800e-01 -4.19292049e-02 6.24358520e-03
2.60603607e-01 8.79991324e-02 -1.13710219e-01 -2.55231675e-01
-1.80870677e-01]
[ 4.30666550e-02 -1.34245254e-04 -7.65445540e-02 -2.01986720e-02
-1.94297677e-01 1.38252946e-01 4.21454543e-02 6.81307793e-02
-1.04745851e-01 6.11491093e-02 -4.41103188e-02 -3.13638370e-01
-2.15062591e-02]
[ 8.01365240e-03 1.16158016e-01 -3.81326355e-02 -2.35006314e-01
2.08722565e-01 1.04648100e-01 -1.51455291e-01 -1.25729829e-01
1.86244832e-01 9.13358054e-03 -1.63604166e-01 -6.72156009e-02
-2.00935513e-01]
[ 1.32584456e-01 -1.35376526e-01 2.60170653e-02 -2.20914693e-01
-3.39987490e-02 -3.38204070e-03 -3.49864055e-02 -3.21331593e-02
-9.06611620e-02 1.55135922e-01 -2.04325401e-01 7.76420577e-02
1.00993058e-01]
[ -2.08283150e-01 -1.42200937e-01 -8.41189426e-02 -1.14096433e-01
-1.88536046e-01 -5.76742533e-02 4.67334012e-02 -1.10012183e-01
1.45951247e-01 -9.95497900e-02 -1.41320036e-01 -2.23291998e-01
2.37332223e-01]
[ -1.96735624e-02 -8.34268040e-02 4.32568859e-02 -8.72407471e-02
-5.73073428e-02 1.86558510e-01 -1.54087580e-02 1.85706420e-02
-1.89377449e-01 1.22466650e-02 1.10476395e-01 -1.48698889e-01
1.96644563e-01]
[ -1.13361949e-02 8.46103504e-02 -9.45336493e-02 1.21764442e-01
-4.75578143e-02 -2.29728288e-02 3.65849563e-02 -8.61649854e-02
2.85444611e-02 9.57552324e-02 -1.75838822e-01 4.63133542e-02
1.74447304e-01]
[ -6.76768936e-02 -1.27165217e-01 1.20570065e-01 -1.25841391e-01
1.89952469e-02 1.69998407e-01 1.17745527e-01 -1.02580664e-01
-2.34229592e-01 -5.38825314e-02 -2.49860544e-01 2.49611511e-02
2.84017436e-01]
[ 1.45461002e-01 1.04897938e-01 9.74270454e-02 1.19337924e-01
1.11718026e-01 5.17376154e-02 2.09690848e-02 7.82152763e-02
1.71599227e-01 2.41520353e-02 -2.08222877e-01 2.00147174e-01
2.38572011e-02]
[ 3.37091261e-02 3.38236283e-04 8.61993362e-02 2.02458727e-01
4.61319663e-02 -2.19461452e-01 -5.64192149e-02 1.44568906e-01
-9.82710259e-02 -3.56629690e-02 -9.83548443e-03 -1.15904932e-01
2.11606130e-02]
[ 1.52237286e-01 1.20815680e-01 4.81247337e-02 7.27974542e-03
-8.45949031e-02 -1.08505974e-02 -4.25698232e-02 -6.86019085e-02
-1.38657688e-01 -1.97350125e-02 -2.15279865e-01 8.39937381e-02
1.03985557e-01]
[ 1.61418797e-01 -1.75883698e-01 1.96138760e-01 -8.85074360e-02
1.24978627e-01 6.22625251e-02 -6.28782029e-02 -3.83486250e-02
2.59601495e-01 -2.02364213e-01 -1.31458166e-01 6.55589330e-02
1.19058873e-01]
[ 1.34141018e-01 1.75276944e-01 -1.05967815e-01 8.85995653e-02
1.21719160e-01 9.20351093e-02 -4.10136159e-02 -2.36176625e-01
-1.93011032e-01 -4.77637147e-02 4.61748097e-02 7.84848961e-02
-6.16323445e-02]
[ -7.09679453e-03 -1.44352146e-01 1.26677474e-01 1.83726675e-01
-5.48042575e-02 -8.69086128e-02 8.54982905e-02 3.41487088e-02
1.27798981e-01 -3.05594534e-01 -1.89266033e-01 -6.55150936e-02
5.48604928e-02]
[ 9.49697984e-02 -1.84008529e-01 1.55521742e-01 -1.30330845e-01
-1.02856222e-01 -1.56846212e-01 -1.74709587e-01 1.56963886e-01
8.28922205e-02 2.58048412e-01 -3.89892884e-02 1.46337848e-01
2.53218662e-02]
[ 2.41035168e-01 7.81213657e-02 -3.80163880e-02 -1.90002217e-01
-2.91984751e-02 -4.91604952e-02 -8.01552548e-02 1.93422034e-01
-9.76593717e-02 -7.23979557e-02 -1.66466925e-01 -1.04329044e-01
3.08484938e-02]
[ -8.57286687e-02 -1.03146681e-01 9.50050045e-04 -1.19236661e-01
2.71112964e-02 1.16344128e-01 -6.77221851e-02 -2.10899463e-02
-2.93604180e-02 1.99109719e-01 -1.38671493e-01 -8.84791261e-02
-9.67996397e-02]
[ 3.42742054e-02 -1.39247800e-01 -7.18587307e-02 -1.13059975e-01
2.72231318e-02 1.14415839e-01 6.16192700e-02 1.15603542e-01
-1.37088557e-01 -1.16372413e-01 3.96017052e-02 -1.20759053e-01
5.88376085e-02]
[ 1.88256855e-01 1.15845651e-01 7.45277000e-02 -1.17362368e-01
-2.79681140e-01 7.24487756e-02 -2.57188229e-02 -1.03544717e-01
-2.17089344e-01 2.49075410e-01 -8.70692079e-02 -2.07893100e-01
1.07976366e-01]
[ 9.11679815e-03 3.70441339e-03 -2.17901512e-01 -2.34123091e-02
7.68079189e-02 2.23421134e-01 -1.04124248e-01 -3.85176759e-02
7.02596241e-02 1.08468478e-01 9.45085128e-02 1.48601858e-01
1.44101783e-01]
[ 2.41372509e-01 1.96624393e-01 -1.14475546e-01 2.49938752e-01
-3.24678046e-02 8.41512202e-02 8.88034150e-02 -8.41491022e-02
4.74782368e-02 -8.06259939e-02 1.45713898e-01 -5.62929188e-02
-8.19705503e-02]
[ 9.73182801e-02 6.31519798e-02 1.33327710e-01 -9.89277611e-02
-1.16467607e-01 1.28693465e-02 6.69166491e-02 -5.49782408e-02
3.30135873e-02 8.08137844e-02 -7.97262165e-03 4.91250958e-02
-7.37207915e-03]
[ 7.72421534e-02 -9.09471430e-02 -5.55102384e-02 2.17962017e-01
-1.37179912e-01 3.43428263e-01 1.23477376e-01 -9.49275325e-02
-4.73845919e-02 -3.30027149e-01 7.86374731e-02 -2.34981586e-02
1.75389005e-03]
[ 1.43234072e-01 -3.46287246e-01 7.47435412e-03 -3.65993108e-02
-7.57206605e-02 2.56660369e-01 1.97353174e-01 2.59410114e-01
-5.27101422e-02 5.12780645e-02 -6.99780513e-02 1.69302913e-01
-4.43508497e-02]
[ 2.49490109e-01 -2.26217420e-01 -6.73926165e-02 -3.79164402e-02
-1.42753966e-01 1.71703674e-01 6.88756860e-02 -1.38504551e-01
6.38497689e-03 -9.63981941e-02 -5.25436309e-02 -1.13353387e-01
-3.82366885e-02]
[ -6.77325304e-02 3.43752857e-02 1.30404919e-01 -1.51283982e-01
6.34050888e-02 -6.44836071e-02 9.04970154e-02 -1.62335367e-02
-3.02516748e-02 7.95440036e-03 -1.64584325e-01 -1.44628456e-01
-2.15830833e-02]
[ -8.61318231e-02 2.50147946e-02 1.26199654e-02 -4.90102720e-02
-1.97440887e-01 -2.18157979e-01 5.64203280e-02 -2.71196241e-02
-4.75985121e-02 -2.68652193e-02 7.42375020e-02 -4.91720880e-02
-2.08875611e-01]
[ 3.10288744e-02 1.56927448e-02 -4.49403884e-02 -7.23980753e-02
-3.02848581e-02 7.42582037e-03 -2.08200396e-01 2.34101646e-01
8.02818310e-02 -1.30655227e-01 -3.54024354e-02 4.25695378e-02
-1.12569684e-01]
[ 5.52125675e-02 3.23814821e-01 2.35649925e-01 1.26818344e-01
-1.37242764e-02 4.96015819e-03 1.80155583e-02 2.87969964e-02
1.55341853e-02 -1.37369995e-01 1.16635457e-02 2.84141964e-02
-1.24537817e-01]
[ -1.48951921e-01 6.91838984e-02 -4.39059893e-02 2.37858594e-01
-9.46360958e-03 -2.27123853e-02 1.19789881e-01 -4.93387873e-02
2.27582919e-01 7.03325522e-02 2.02730850e-01 -1.90872406e-01
6.85598806e-02]
[ 1.06006773e-01 1.33243823e-01 -3.56759364e-02 1.04667844e-01
-4.68113702e-02 -7.43352580e-02 -1.77870602e-01 7.68682401e-02
2.36311642e-01 -9.95423907e-02 -1.50634331e-01 -3.02102637e-01
8.15802230e-02]
[ 2.14683476e-02 -2.99668356e-01 -5.13311421e-02 -2.36840057e-01
-7.84342871e-02 1.70110341e-02 1.99489985e-01 -2.14634308e-01
3.01552788e-01 -8.86455528e-02 -1.53456086e-02 1.28182880e-01
6.43400628e-03]
[ 3.43523746e-02 -3.06041556e-02 -2.56446478e-02 5.94814142e-02
1.78934147e-01 1.14764406e-01 4.61045599e-02 6.41450577e-02
-6.00996241e-02 -3.60173070e-01 1.94021291e-02 2.32265718e-01
5.27341793e-02]
[ 1.17439875e-01 2.25065701e-01 2.14807142e-02 -2.25115332e-01
-4.13508871e-02 -3.07755165e-02 1.66619066e-01 -6.99526268e-02
2.39247167e-01 3.16236730e-01 -1.76465886e-01 -6.88373331e-02
3.37823578e-02]]
Progress: 0.1% ... Training loss: 1.125 ... Validation loss: 1.134[[-0.23921749]
[ 0.20771167]
[-0.02148662]
[ 0.05164946]
[ 0.21222137]
[-0.07934915]
[-0.45794696]
[-0.44789453]
[-0.63917462]
[-0.43372329]
[ 0.3476367 ]
[ 0.52754668]
[-0.59273272]]
[[ 1.39630062e-01 -1.19632614e-01 1.16002571e-01 -4.83880276e-02
8.52777167e-02 3.86204661e-02 -3.53872424e-02 -1.71808890e-01
-1.53344257e-01 -6.58335424e-02 1.93068276e-03 4.58859876e-02
-2.39298602e-01]
[ 3.76398199e-02 -1.00721260e-01 9.37204124e-02 1.93309465e-02
-4.68371666e-03 9.54553641e-02 -1.00120440e-01 2.44423520e-01
-9.93335013e-02 -1.43748314e-01 6.35251878e-03 5.76076119e-02
9.79269827e-02]
[ -7.99993336e-02 1.78272586e-01 8.01933447e-02 1.79775543e-01
1.98709750e-01 -2.34485194e-02 -3.73808932e-02 -2.49411214e-01
7.50689243e-02 -2.08095302e-01 1.40028321e-01 3.10819572e-01
-1.18472950e-01]
[ 3.16578740e-01 -1.92302754e-01 -2.19109422e-01 6.27240227e-02
-2.84789522e-01 8.20852775e-02 2.05131638e-01 5.09846042e-02
3.41805619e-01 3.74695321e-02 -8.87412539e-02 -3.35482516e-01
1.72654899e-01]
[ -3.75375850e-03 1.79558725e-03 -2.44047452e-02 1.77444243e-01
-9.25636215e-02 -2.82814529e-02 -1.18295049e-01 -6.64068677e-02
-2.93724869e-02 -5.70434336e-02 1.58268595e-01 1.28687906e-01
1.67577018e-01]
[ -1.57970165e-01 -1.83068576e-01 -2.24062567e-01 -2.61141846e-01
-2.06225724e-01 -2.22986848e-01 -4.30043067e-03 -1.90990008e-02
-1.28772687e-01 -5.64701913e-03 1.62239643e-02 -7.49203118e-02
-2.60782957e-02]
[ 2.84949502e-02 -1.64179294e-01 1.85230096e-01 -1.84332686e-02
8.66441403e-03 -1.28810261e-01 -1.63519458e-01 -2.87465802e-01
1.78890586e-02 8.57994057e-02 -1.22447015e-01 2.94561741e-02
-3.93570724e-02]
[ 7.57190309e-02 9.51740753e-02 1.27935408e-02 9.30953234e-02
1.55952012e-01 -1.28257889e-02 2.47912675e-02 -3.15014308e-02
-3.75373353e-02 -1.79303157e-01 1.40858600e-01 1.09391328e-01
-1.70441895e-01]
[ -1.16220856e-01 -1.21588393e-01 -1.54639164e-02 -3.57697065e-03
-9.43219186e-02 1.34895479e-01 2.20596503e-01 -1.19889245e-01
5.92133206e-02 -4.80958573e-02 3.73944580e-02 -6.59888200e-02
7.12089708e-02]
[ -4.41459473e-02 -4.01082853e-02 1.32736485e-01 -2.02395934e-01
-9.95676426e-02 -5.82946926e-02 -1.88743571e-02 -2.59682500e-01
-1.15657292e-01 1.11588648e-01 -1.48324441e-01 -6.65048450e-02
7.51556761e-04]
[ -6.30848160e-02 1.00591766e-01 -2.78488668e-02 -4.11319998e-02
5.15237141e-03 5.96257669e-02 -1.14191358e-01 -2.39276348e-01
-1.93216569e-01 2.71084018e-01 -7.06463517e-02 -2.44430570e-01
-8.89425581e-02]
[ 5.86109612e-02 2.63424832e-01 -1.52164397e-01 -1.04142453e-01
1.28726408e-01 1.12285194e-01 -4.48679302e-02 -1.99406274e-01
-3.87596821e-02 2.30689176e-01 7.72358477e-03 1.38191579e-01
-1.93309785e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -1.59748110e-01 2.39911319e-02 2.92130054e-01 -1.38719295e-01
6.16406374e-04 2.23043537e-01 -4.83217626e-02 3.93597200e-02
-5.10944708e-03 1.27353067e-01 3.42348484e-02 -3.46004021e-02
1.32070237e-01]
[ 5.84809485e-02 -8.06233037e-02 -6.36796051e-03 -1.48707661e-01
-3.20651850e-01 6.73238302e-02 9.64124459e-02 8.15908227e-02
6.59115281e-02 1.37670837e-01 4.42699084e-02 6.95812965e-02
-1.37495412e-01]
[ 4.73753223e-02 1.16541399e-01 -1.23508492e-01 -1.69839910e-01
2.53167124e-01 -5.23760919e-02 -4.16878713e-02 1.23222858e-01
1.47285612e-01 9.04000195e-02 -8.00280902e-02 3.54331699e-02
1.66136935e-01]
[ 1.35011698e-01 -4.89198773e-02 -3.03003200e-02 6.32944722e-02
-3.80669317e-03 -2.22873322e-03 1.15075104e-01 -1.65851964e-01
3.95315718e-03 -2.21043961e-02 1.01321217e-01 -2.89569569e-02
4.18172974e-02]
[ -1.17269510e-01 -7.36018454e-03 1.19254475e-01 8.12725612e-03
-1.72203346e-01 -1.15739004e-01 -2.37505290e-01 1.60907476e-01
-1.58092347e-01 -6.01246690e-02 2.76124568e-01 8.86957199e-02
4.07754253e-01]
[ -6.93531089e-02 4.13578461e-02 1.03919118e-01 8.82481917e-02
9.82656684e-02 4.25190383e-02 3.08856772e-03 8.18890529e-02
-3.78846253e-02 9.51390970e-02 1.94643020e-01 1.08322188e-01
2.08815461e-02]
[ -5.15751882e-02 1.27991089e-01 -1.03983057e-01 -1.54910986e-01
4.69163121e-02 -8.85614178e-02 -2.29980884e-01 -1.24888611e-01
1.99461451e-01 -1.84551819e-01 -7.31115904e-02 2.00176180e-01
-2.12825910e-01]
[ -2.22985106e-01 9.03866940e-02 5.19575662e-02 -9.21580711e-02
1.14806442e-01 -1.60943187e-01 1.85055335e-01 2.20557168e-02
-5.04105887e-03 2.13308880e-01 7.60245287e-02 -4.02002237e-03
-8.23885685e-02]
[ -9.96764658e-03 -8.70250017e-02 1.07799018e-01 -1.11192264e-01
-5.97381841e-02 -1.49680257e-01 3.94689061e-02 2.21533460e-02
-1.67660736e-01 1.89738380e-01 1.74189096e-01 -9.08738063e-02
-1.67281763e-01]
[ 2.90533942e-02 -6.96741464e-02 6.55875039e-02 -2.19338348e-01
2.06318347e-01 1.49147947e-01 -4.13889339e-02 6.94138832e-03
2.61407402e-01 8.84590488e-02 -1.14840752e-01 -2.56767731e-01
-1.79988426e-01]
[ 4.30656829e-02 -1.06300428e-05 -7.65068862e-02 -2.02269513e-02
-1.94121904e-01 1.38297059e-01 4.20905742e-02 6.80836820e-02
-1.04717525e-01 6.11338836e-02 -4.41078259e-02 -3.13189014e-01
-2.15860464e-02]
[ 8.06182407e-03 1.14111976e-01 -3.90318295e-02 -2.36045859e-01
2.06790911e-01 1.04004249e-01 -1.50258738e-01 -1.24398123e-01
1.88279019e-01 1.01359131e-02 -1.66300237e-01 -7.07741586e-02
-1.99091972e-01]
[ 1.32663980e-01 -1.38531944e-01 2.45099841e-02 -2.22767675e-01
-3.73002180e-02 -4.44907978e-03 -3.30297042e-02 -3.01178667e-02
-8.73090614e-02 1.56791092e-01 -2.08752502e-01 7.19398913e-02
1.03951130e-01]
[ -2.08162049e-01 -1.47091647e-01 -8.63416284e-02 -1.16885716e-01
-1.93404285e-01 -5.92451272e-02 4.95834445e-02 -1.07092675e-01
1.50729990e-01 -9.70516287e-02 -1.47820687e-01 -2.31653593e-01
2.41988173e-01]
[ -1.95999234e-02 -8.63570246e-02 4.18797629e-02 -8.89967721e-02
-6.00486581e-02 1.85621923e-01 -1.36342035e-02 2.05452833e-02
-1.86351407e-01 1.37356003e-02 1.06385212e-01 -1.53299620e-01
1.99388476e-01]
[ -1.12457596e-02 8.09666347e-02 -9.62421459e-02 1.19598363e-01
-5.11612068e-02 -2.41591234e-02 3.87235374e-02 -8.39340268e-02
3.22398912e-02 9.75651528e-02 -1.80783973e-01 4.02605859e-02
1.77839305e-01]
[ -6.75883565e-02 -1.30769230e-01 1.18905738e-01 -1.27957632e-01
1.55098433e-02 1.68832696e-01 1.19785909e-01 -1.00326304e-01
-2.30540862e-01 -5.20775141e-02 -2.54736932e-01 1.86102829e-02
2.87264234e-01]
[ 1.45561472e-01 1.00610161e-01 9.55575729e-02 1.16940587e-01
1.07613235e-01 5.03554507e-02 2.34422393e-02 8.09923920e-02
1.75763880e-01 2.61902177e-02 -2.13819760e-01 1.92959253e-01
2.78178006e-02]
[ 3.38178358e-02 -4.02129772e-03 8.41805631e-02 1.99914507e-01
4.17551887e-02 -2.20853091e-01 -5.38375318e-02 1.47546370e-01
-9.37577664e-02 -3.34341586e-02 -1.58644256e-02 -1.23686426e-01
2.53120184e-02]
[ 1.52227676e-01 1.21167434e-01 4.82631446e-02 7.48161965e-03
-8.42805784e-02 -1.07453671e-02 -4.27324574e-02 -6.87734545e-02
-1.38960640e-01 -1.99058542e-02 -2.14825519e-01 8.45567131e-02
1.03698424e-01]
[ 1.61365837e-01 -1.73839545e-01 1.97025626e-01 -8.73366336e-02
1.26991130e-01 6.29091908e-02 -6.40398029e-02 -3.96702730e-02
2.57528693e-01 -2.03419962e-01 -1.28705690e-01 6.89752164e-02
1.17153138e-01]
[ 1.34210389e-01 1.72556012e-01 -1.07300446e-01 8.69551581e-02
1.18946327e-01 9.10948819e-02 -3.92960012e-02 -2.34397027e-01
-1.90078276e-01 -4.63552404e-02 4.22399804e-02 7.38553596e-02
-5.89702676e-02]
[ -7.06061599e-03 -1.45861201e-01 1.25964222e-01 1.82819361e-01
-5.63015700e-02 -8.74149515e-02 8.64103655e-02 3.51076984e-02
1.29338896e-01 -3.04829185e-01 -1.91339964e-01 -6.80725488e-02
5.62903596e-02]
[ 9.49618835e-02 -1.83623730e-01 1.55693885e-01 -1.30132432e-01
-1.02526114e-01 -1.56721504e-01 -1.74913575e-01 1.56643763e-01
8.25278658e-02 2.57864834e-01 -3.84907368e-02 1.47192541e-01
2.53206680e-02]
[ 2.41039683e-01 7.78298130e-02 -3.82208452e-02 -1.90064536e-01
-2.93171021e-02 -4.92652886e-02 -7.99661785e-02 1.93751287e-01
-9.75164378e-02 -7.22201752e-02 -1.67048656e-01 -1.04467923e-01
3.11125624e-02]
[ -8.57216361e-02 -1.03442748e-01 8.16898062e-04 -1.19383849e-01
2.68365218e-02 1.16247281e-01 -6.75273799e-02 -2.09074754e-02
-2.91305057e-02 1.99261683e-01 -1.39065479e-01 -8.89719881e-02
-9.65451313e-02]
[ 3.43353507e-02 -1.41870339e-01 -7.30192213e-02 -1.14561486e-01
2.48414089e-02 1.13534060e-01 6.31598347e-02 1.17380686e-01
-1.34688166e-01 -1.15088316e-01 3.62883638e-02 -1.24860663e-01
6.11642109e-02]
[ 1.88289278e-01 1.14399686e-01 7.37679492e-02 -1.18200828e-01
-2.81069058e-01 7.19956963e-02 -2.48814220e-02 -1.02637543e-01
-2.15577740e-01 2.49738257e-01 -8.88131569e-02 -2.10427674e-01
1.09444126e-01]
[ 9.19101934e-03 7.50800414e-04 -2.19287219e-01 -2.52047197e-02
7.38949343e-02 2.22425176e-01 -1.02337211e-01 -3.66660926e-02
7.32870418e-02 1.10026803e-01 9.03404749e-02 1.43683362e-01
1.46876124e-01]
[ 2.41282739e-01 2.00326015e-01 -1.12871541e-01 2.52136398e-01
-2.90095411e-02 8.53684995e-02 8.65535538e-02 -8.60803516e-02
4.38193394e-02 -8.24841826e-02 1.50177578e-01 -5.06272847e-02
-8.51361291e-02]
[ 9.71984953e-02 6.80976347e-02 1.35307923e-01 -9.60189281e-02
-1.11684891e-01 1.44895914e-02 6.40678401e-02 -5.77677657e-02
2.82782529e-02 7.82829568e-02 -1.64313681e-03 5.62093962e-02
-1.19148474e-02]
[ 7.72110602e-02 -8.96679757e-02 -5.49300024e-02 2.18678751e-01
-1.35927967e-01 3.43832829e-01 1.22721093e-01 -9.56882223e-02
-4.85759760e-02 -3.30585200e-01 8.02837437e-02 -2.13917224e-02
6.44781266e-04]
[ 1.43263504e-01 -3.47588410e-01 6.92533836e-03 -3.73512019e-02
-7.69135470e-02 2.56277643e-01 1.98123346e-01 2.60278432e-01
-5.14616603e-02 5.19382774e-02 -7.17385505e-02 1.67060139e-01
-4.32114757e-02]
[ 2.49606129e-01 -2.31122823e-01 -6.96592201e-02 -4.06506224e-02
-1.47655872e-01 1.70130672e-01 7.17573407e-02 -1.35376200e-01
1.13799171e-02 -9.39362132e-02 -5.90621993e-02 -1.21725432e-01
-3.36227524e-02]
[ -6.76444401e-02 3.06869086e-02 1.28821133e-01 -1.53304886e-01
5.98227910e-02 -6.56529195e-02 9.26095817e-02 -1.39461316e-02
-2.68264885e-02 9.76311125e-03 -1.69475724e-01 -1.50743239e-01
-1.82433401e-02]
[ -8.59807807e-02 1.88788139e-02 9.90399606e-03 -5.23987937e-02
-2.03436797e-01 -2.20129977e-01 6.00637453e-02 -2.33312418e-02
-4.15329871e-02 -2.37573312e-02 6.58453306e-02 -5.97023149e-02
-2.03300346e-01]
[ 3.10944912e-02 1.30340989e-02 -4.62345800e-02 -7.39071224e-02
-3.28895142e-02 6.59044794e-03 -2.06665382e-01 2.35931231e-01
8.30091776e-02 -1.29315854e-01 -3.90414416e-02 3.79569766e-02
-1.09597517e-01]
[ 5.54441772e-02 3.14436560e-01 2.31501168e-01 1.21279486e-01
-2.29427194e-02 1.87256148e-03 2.36180195e-02 3.46052502e-02
2.48289406e-02 -1.32661074e-01 -1.37017049e-03 1.23659358e-02
-1.15951462e-01]
[ -1.48714201e-01 5.90927295e-02 -4.85823202e-02 2.32142298e-01
-1.91814210e-02 -2.58543289e-02 1.25533716e-01 -4.27226634e-02
2.37644698e-01 7.52380752e-02 1.88976798e-01 -2.08809703e-01
7.76185979e-02]
[ 1.06208724e-01 1.25001368e-01 -3.94423205e-02 9.98469115e-02
-5.47911791e-02 -7.69978182e-02 -1.72915579e-01 8.20811903e-02
2.44375332e-01 -9.54138030e-02 -1.61631480e-01 -3.15468905e-01
8.91480234e-02]
[ 2.16756436e-02 -3.07873951e-01 -5.53824932e-02 -2.41260644e-01
-8.66847811e-02 1.42722260e-02 2.04530772e-01 -2.08983152e-01
3.10011231e-01 -8.42203487e-02 -2.72426560e-02 1.13513580e-01
1.46741944e-02]
[ 3.43814829e-02 -3.20545012e-02 -2.65231256e-02 5.86147336e-02
1.77217628e-01 1.14287562e-01 4.70107785e-02 6.54144682e-02
-5.83734584e-02 -3.59370154e-01 1.72741829e-02 2.28772890e-01
5.42590226e-02]
[ 1.17487324e-01 2.23057285e-01 2.04853070e-02 -2.26259904e-01
-4.32138573e-02 -3.14900679e-02 1.67854035e-01 -6.86268776e-02
2.41327285e-01 3.17140796e-01 -1.79110902e-01 -7.16912813e-02
3.57770448e-02]]
Progress: 0.2% ... Training loss: 1.282 ... Validation loss: 2.488[[ 0.10193376]
[ 0.55901327]
[ 0.36813768]
[ 0.36112124]
[ 0.57426138]
[ 0.26606284]
[-0.11771285]
[-0.19976994]
[-0.31591167]
[-0.09187898]
[ 0.69531585]
[ 0.890597 ]
[-0.30781329]]
[[ 1.15482457e-01 -9.88385798e-02 1.13927346e-01 -4.32161116e-02
1.06176544e-01 3.04713997e-02 -8.16722005e-02 -2.11475494e-01
-2.16441968e-01 -1.09500759e-01 3.71459251e-02 9.40712728e-02
-2.96098689e-01]
[ 3.71532594e-02 -1.00291077e-01 9.36772968e-02 1.94212338e-02
-4.24422155e-03 9.52894511e-02 -1.01050965e-01 2.43480544e-01
-1.00436377e-01 -1.44657764e-01 7.08400695e-03 5.86563802e-02
9.67871163e-02]
[ -9.99044931e-02 1.94871222e-01 7.85385092e-02 1.84304414e-01
2.15080386e-01 -3.01423238e-02 -7.48260216e-02 -2.78521223e-01
2.09402401e-02 -2.43719056e-01 1.69043162e-01 3.47599606e-01
-1.62485824e-01]
[ 3.23946069e-01 -1.98064810e-01 -2.18585634e-01 6.14097624e-02
-2.90462548e-01 8.45424783e-02 2.19133189e-01 5.97710310e-02
3.58776891e-01 4.91273587e-02 -9.90655183e-02 -3.48288919e-01
1.87438121e-01]
[ -1.68490721e-03 9.43853945e-07 -2.41682793e-02 1.77238797e-01
-9.44584702e-02 -2.76221895e-02 -1.14196889e-01 -6.04538835e-02
-2.42369750e-02 -5.37869319e-02 1.55697259e-01 1.23809786e-01
1.72958975e-01]
[ -1.62548616e-01 -1.79127826e-01 -2.24457793e-01 -2.60290918e-01
-2.02209946e-01 -2.24540726e-01 -1.31922325e-02 -2.77845037e-02
-1.39594280e-01 -1.36459801e-02 2.28954432e-02 -6.51056690e-02
-3.73473812e-02]
[ 1.74924748e-02 -1.54374846e-01 1.84299898e-01 -1.59977946e-02
1.84783259e-02 -1.32565798e-01 -1.84691218e-01 -3.04973108e-01
-1.17015041e-02 6.53213752e-02 -1.06264282e-01 5.12328015e-02
-6.68759507e-02]
[ 6.07158558e-02 1.07761291e-01 1.14663671e-02 9.63816849e-02
1.68472480e-01 -1.79358212e-02 -4.05731145e-03 -5.69740723e-02
-7.79467418e-02 -2.06218336e-01 1.62756122e-01 1.38866215e-01
-2.04385153e-01]
[ -1.25102227e-01 -1.14004231e-01 -1.62567835e-02 -1.75357480e-03
-8.66566601e-02 1.32029668e-01 2.04275660e-01 -1.36366836e-01
3.63087054e-02 -6.38174858e-02 5.00333295e-02 -4.90510264e-02
4.91873285e-02]
[ -6.79447703e-02 -1.98379840e-02 1.30720515e-01 -1.97435590e-01
-7.92550085e-02 -6.62826424e-02 -6.37511269e-02 -2.99446321e-01
-1.77594613e-01 6.91411720e-02 -1.14024563e-01 -2.11583601e-02
-5.56243807e-02]
[ -7.39566322e-02 1.09764296e-01 -2.88162708e-02 -3.88270664e-02
1.42999706e-02 5.60464552e-02 -1.34808158e-01 -2.58215237e-01
-2.21880878e-01 2.51894777e-01 -5.49568839e-02 -2.22768739e-01
-1.14813454e-01]
[ 5.38161277e-02 2.67898577e-01 -1.52626488e-01 -1.03011571e-01
1.33281590e-01 1.10567198e-01 -5.46073447e-02 -2.08846605e-01
-5.18842299e-02 2.21212093e-01 1.51248441e-02 1.49187214e-01
-2.05815816e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -1.61907128e-01 2.58380304e-02 2.91941258e-01 -1.38288016e-01
2.55698444e-03 2.22307541e-01 -5.25276179e-02 3.52662671e-02
-1.00701560e-02 1.23369790e-01 3.74727564e-02 -2.98191905e-02
1.26701408e-01]
[ 5.77819414e-02 -8.00492215e-02 -6.43011748e-03 -1.48578828e-01
-3.20110970e-01 6.70821133e-02 9.50760546e-02 8.02797585e-02
6.41965961e-02 1.36532405e-01 4.52745404e-02 7.08961168e-02
-1.39211262e-01]
[ 4.52802968e-02 1.18571755e-01 -1.23711762e-01 -1.69411288e-01
2.55236123e-01 -5.31487109e-02 -4.61596349e-02 1.18924247e-01
1.41633743e-01 8.64616284e-02 -7.68911069e-02 4.03840948e-02
1.60480858e-01]
[ 1.33698183e-01 -4.77433759e-02 -3.04229792e-02 6.35820059e-02
-2.59273112e-03 -2.67828114e-03 1.12547680e-01 -1.68082518e-01
3.63825340e-04 -2.45543834e-02 1.03242012e-01 -2.63038135e-02
3.84654197e-02]
[ -1.22650598e-01 -2.71846501e-03 1.18810628e-01 9.27751216e-03
-1.67419367e-01 -1.17520223e-01 -2.47538915e-01 1.52408885e-01
-1.72599954e-01 -6.99718849e-02 2.84002883e-01 9.96078708e-02
3.94378003e-01]
[ -7.37463186e-02 4.51595418e-02 1.03576478e-01 8.92069918e-02
1.01870606e-01 4.10452569e-02 -5.23047486e-03 7.56504060e-02
-4.90659096e-02 8.72059805e-02 2.00916546e-01 1.15993801e-01
1.07211103e-02]
[ -5.46561307e-02 1.30424114e-01 -1.04250177e-01 -1.54239055e-01
4.93549414e-02 -8.95989974e-02 -2.35641321e-01 -1.29403679e-01
1.91036365e-01 -1.89637555e-01 -6.85750903e-02 2.05149892e-01
-2.19070836e-01]
[ -2.30398741e-01 9.66308104e-02 5.12962975e-02 -9.05165817e-02
1.20938232e-01 -1.63477589e-01 1.70516353e-01 8.95789967e-03
-2.50546340e-02 1.99811735e-01 8.68126212e-02 1.11176462e-02
-9.95675433e-02]
[ -1.49999549e-02 -8.26486667e-02 1.07346156e-01 -1.10111421e-01
-5.52974747e-02 -1.51375495e-01 3.00594729e-02 1.31496815e-02
-1.81041826e-01 1.80489548e-01 1.81535432e-01 -8.04206893e-02
-1.79313572e-01]
[ 2.57405290e-02 -6.67912698e-02 6.52903032e-02 -2.18640919e-01
2.09307895e-01 1.48084204e-01 -4.75798861e-02 7.11306627e-04
2.52893771e-01 8.23776707e-02 -1.10021709e-01 -2.49834261e-01
-1.88257600e-01]
[ 3.93636900e-02 3.12504436e-03 -7.68359566e-02 -1.94766373e-02
-1.91032581e-01 1.37095299e-01 3.52948328e-02 6.11670281e-02
-1.14265068e-01 5.48420040e-02 -3.88933831e-02 -3.06627710e-01
-3.07297036e-02]
[ 7.17895905e-03 1.14885272e-01 -3.91064027e-02 -2.35877028e-01
2.07562991e-01 1.03706595e-01 -1.52002077e-01 -1.26106959e-01
1.86039499e-01 8.51750521e-03 -1.65066207e-01 -6.91133429e-02
-2.01346976e-01]
[ 1.33164981e-01 -1.38969694e-01 2.45477482e-02 -2.22880065e-01
-3.77278662e-02 -4.28310538e-03 -3.20815715e-02 -2.93393823e-02
-8.60555718e-02 1.57712398e-01 -2.09505351e-01 7.09644597e-02
1.05128472e-01]
[ -2.08633453e-01 -1.46725180e-01 -8.63829651e-02 -1.16797890e-01
-1.93051542e-01 -5.94007901e-02 4.87293253e-02 -1.07978843e-01
1.49607124e-01 -9.79058395e-02 -1.47241337e-01 -2.31029337e-01
2.40872706e-01]
[ -1.96928301e-02 -8.62935437e-02 4.18689148e-02 -8.89915722e-02
-6.00071275e-02 1.85599535e-01 -1.37990493e-02 2.02979353e-02
-1.86699721e-01 1.35935101e-02 1.06481477e-01 -1.53369792e-01
1.99163241e-01]
[ -1.15748467e-02 8.12468892e-02 -9.62731805e-02 1.19669022e-01
-5.08937747e-02 -2.42734062e-02 3.80830359e-02 -8.45463365e-02
3.13668844e-02 9.69573637e-02 -1.80326961e-01 4.09293081e-02
1.77016656e-01]
[ -6.72232525e-02 -1.31088394e-01 1.18936153e-01 -1.28038489e-01
1.51861527e-02 1.68958423e-01 1.20480954e-01 -9.98784168e-02
-2.29598048e-01 -5.14016996e-02 -2.55287436e-01 1.77628201e-02
2.88165696e-01]
[ 1.45674648e-01 1.00499705e-01 9.55680875e-02 1.16915610e-01
1.07498316e-01 5.03944800e-02 2.36670182e-02 8.11932642e-02
1.76034168e-01 2.63783828e-02 -2.13984853e-01 1.92686937e-01
2.80695446e-02]
[ 3.33291341e-02 -3.61007927e-03 8.41356948e-02 2.00023515e-01
4.21881527e-02 -2.21018871e-01 -5.47929489e-02 1.46650120e-01
-9.50503292e-02 -3.43169408e-02 -1.51305486e-02 -1.22609285e-01
2.41050834e-02]
[ 1.50699375e-01 1.22732879e-01 4.81034369e-02 7.86924882e-03
-8.26986327e-02 -1.13438952e-02 -4.61627299e-02 -7.19487725e-02
-1.43509268e-01 -2.31111038e-02 -2.12376218e-01 8.83568688e-02
9.92695533e-02]
[ 1.60863423e-01 -1.73372258e-01 1.96978323e-01 -8.72206576e-02
1.27450360e-01 6.27271070e-02 -6.50559563e-02 -4.06368451e-02
2.56242958e-01 -2.04402430e-01 -1.27931297e-01 7.01437436e-02
1.15932940e-01]
[ 1.33340710e-01 1.73258039e-01 -1.07378723e-01 8.71430941e-02
1.19665946e-01 9.08043472e-02 -4.09563982e-02 -2.35747358e-01
-1.92375564e-01 -4.78940382e-02 4.35050763e-02 7.57388629e-02
-6.07747856e-02]
[ -8.19113810e-03 -1.44902694e-01 1.25864699e-01 1.83063507e-01
-5.53260617e-02 -8.77877156e-02 8.43844444e-02 3.31781737e-02
1.26271512e-01 -3.06604388e-01 -1.89680100e-01 -6.59087326e-02
5.37002324e-02]
[ 9.37594352e-02 -1.82623289e-01 1.55597956e-01 -1.29888209e-01
-1.01541759e-01 -1.57108818e-01 -1.77013546e-01 1.54479465e-01
7.93002726e-02 2.55837398e-01 -3.67649275e-02 1.49468423e-01
2.24089854e-02]
[ 2.40256642e-01 7.84561218e-02 -3.82895921e-02 -1.89908967e-01
-2.87028043e-02 -4.95242869e-02 -8.14488981e-02 1.92357585e-01
-9.95731023e-02 -7.36070609e-02 -1.65932116e-01 -1.02765014e-01
2.93994933e-02]
[ -8.83500402e-02 -1.01191817e-01 5.86102940e-04 -1.18835003e-01
2.90612706e-02 1.15358732e-01 -7.25422068e-02 -2.52340814e-02
-3.61109227e-02 1.94594989e-01 -1.35253845e-01 -8.38128278e-02
-1.02424392e-01]
[ 3.31927531e-02 -1.40932068e-01 -7.31223145e-02 -1.14316348e-01
2.57834511e-02 1.13152190e-01 6.10009084e-02 1.15450456e-01
-1.37764897e-01 -1.17106307e-01 3.79283482e-02 -1.22492698e-01
5.85641871e-02]
[ 1.86349503e-01 1.16026597e-01 7.35988373e-02 -1.17876334e-01
-2.79347659e-01 7.13586798e-02 -2.86117434e-02 -1.06162474e-01
-2.20027503e-01 2.46654660e-01 -8.61471516e-02 -2.06325060e-01
1.04705312e-01]
[ 6.97484431e-03 2.70637345e-03 -2.19485670e-01 -2.47065901e-02
7.58148123e-02 2.21620951e-01 -1.06816667e-01 -4.08287019e-02
6.72801453e-02 1.05803226e-01 9.37327300e-02 1.48139490e-01
1.41372801e-01]
[ 2.36854297e-01 2.04161482e-01 -1.13245416e-01 2.53107840e-01
-2.51381873e-02 8.38502026e-02 7.80860256e-02 -9.30407401e-02
3.23835170e-02 -9.07054696e-02 1.56597705e-01 -4.19802682e-02
-9.54378449e-02]
[ 8.87627314e-02 7.53370384e-02 1.34622557e-01 -9.42411618e-02
-1.04461567e-01 1.17112022e-02 4.82065613e-02 -7.09602773e-02
6.14614692e-03 6.31654778e-02 1.03861834e-02 7.21828292e-02
-3.22510295e-02]
[ 7.39640642e-02 -8.68563657e-02 -5.52234480e-02 2.19378576e-01
-1.33059595e-01 3.42734099e-01 1.16444801e-01 -1.01296032e-01
-5.70893060e-02 -3.36574832e-01 8.51536409e-02 -1.44844359e-02
-7.58383770e-03]
[ 1.38204815e-01 -3.43299598e-01 6.47680840e-03 -3.62506834e-02
-7.25898188e-02 2.54621426e-01 1.88657661e-01 2.50900457e-01
-6.45297581e-02 4.28283721e-02 -6.42692835e-02 1.76944130e-01
-5.52628494e-02]
[ 2.48310902e-01 -2.30031941e-01 -6.97712092e-02 -4.03711858e-02
-1.46608143e-01 1.69710062e-01 6.93484599e-02 -1.37518962e-01
8.01236057e-03 -9.62408211e-02 -5.71834572e-02 -1.19393178e-01
-3.66137173e-02]
[ -6.98024469e-02 3.25574790e-02 1.28630971e-01 -1.52852247e-01
6.17145426e-02 -6.63729558e-02 8.86549831e-02 -1.78098279e-02
-3.25614287e-02 5.89113912e-03 -1.66377123e-01 -1.46735760e-01
-2.34471049e-02]
[ -8.64769538e-02 1.93128946e-02 9.86223187e-03 -5.22908197e-02
-2.03019074e-01 -2.20293688e-01 5.91109165e-02 -2.41901876e-02
-4.28400513e-02 -2.46467596e-02 6.65710415e-02 -5.87352245e-02
-2.04510968e-01]
[ 2.76261577e-02 1.59192267e-02 -4.65329691e-02 -7.31922966e-02
-2.99136660e-02 5.46438103e-03 -2.12836572e-01 2.29771040e-01
7.38568496e-02 -1.35331834e-01 -3.41153324e-02 4.46694835e-02
-1.17854568e-01]
[ 5.05720512e-02 3.18562363e-01 2.31084752e-01 1.22301415e-01
-1.86784886e-02 2.30280389e-04 1.43847516e-02 2.62492890e-02
1.23749975e-02 -1.41451048e-01 5.70981300e-03 2.22905226e-02
-1.27129356e-01]
[ -1.55531835e-01 6.51256141e-02 -4.92230541e-02 2.33670664e-01
-1.31879392e-02 -2.81757027e-02 1.12610229e-01 -5.57161962e-02
2.19064190e-01 6.24758766e-02 1.99221141e-01 -1.95332831e-01
6.01294943e-02]
[ 1.02898516e-01 1.28063301e-01 -3.97547854e-02 1.00632727e-01
-5.17662265e-02 -7.82278585e-02 -1.79871938e-01 7.54492549e-02
2.35155842e-01 -1.01904467e-01 -1.56584168e-01 -3.08484424e-01
8.05668922e-02]
[ 1.43236163e-02 -3.01645168e-01 -5.59848178e-02 -2.39702121e-01
-8.03737313e-02 1.18458749e-02 1.90641417e-01 -2.19788954e-01
2.90599965e-01 -9.74109344e-02 -1.67040239e-02 1.27258261e-01
-2.93787075e-03]
[ 2.76142407e-02 -2.62178690e-02 -2.70996754e-02 6.00638282e-02
1.82809418e-01 1.12034218e-01 3.40288163e-02 5.38363068e-02
-7.55162856e-02 -3.71437933e-01 2.70400356e-02 2.41916962e-01
3.84463547e-02]
[ 1.10609422e-01 2.28802698e-01 1.98867206e-02 -2.24922298e-01
-3.73597948e-02 -3.37758687e-02 1.54776671e-01 -8.02443354e-02
2.23561470e-01 3.05344179e-01 -1.69322529e-01 -5.76745305e-02
1.99540929e-02]]
Progress: 0.2% ... Training loss: 2.803 ... Validation loss: 1.971[[-0.64289813]
[-0.14910308]
[-0.42511404]
[-0.28548232]
[-0.14628795]
[-0.46553603]
[-0.82865507]
[-0.77422603]
[-0.99657289]
[-0.8376514 ]
[-0.02071116]
[ 0.15510132]
[-0.97468581]]
[[ 0.10179044 -0.17402683 0.06462151 -0.09043039 0.03031746 -0.00602893
-0.06575958 -0.18684014 -0.17445014 -0.09712262 -0.05690177 -0.01867849
-0.25579096]
[ 0.03576959 -0.10787967 0.08848594 0.01454906 -0.0115505 0.0915124
-0.09939851 0.24629491 -0.09601981 -0.14336321 -0.00239022 0.04718943
0.10105325]
[-0.10121555 0.18684605 0.07485561 0.17262476 0.20739236 -0.03364579
-0.07343869 -0.28020886 0.02718985 -0.24297021 0.15902003 0.34580455
-0.16199442]
[ 0.31832905 -0.22926588 -0.23986785 0.03864317 -0.32165376 0.07020209
0.22600456 0.07125695 0.37945979 0.05425231 -0.13740473 -0.39693023
0.20463704]
[-0.00178415 -0.00408826 -0.02689439 0.17297989 -0.09791716 -0.02945959
-0.11400539 -0.06144185 -0.024154 -0.05322177 0.15138952 0.12379062
0.17638866]
[-0.17180669 -0.22959353 -0.25867486 -0.28866166 -0.25263581 -0.24958714
-0.00234205 -0.00910803 -0.11187284 -0.00535717 -0.04058172 -0.14278576
-0.00856712]
[ 0.0051313 -0.22334321 0.13930578 -0.06061007 -0.05145345 -0.16571038
-0.17025993 -0.28307801 0.02663634 0.07657765 -0.1919641 -0.05173195
-0.02945734]
[ 0.05028956 0.05117209 -0.0264133 0.0588059 0.11126073 -0.04582951
0.00809227 -0.03843062 -0.0452482 -0.19709029 0.09087356 0.05408618
-0.1749748 ]
[-0.12937511 -0.13775382 -0.0317343 -0.01657671 -0.11064329 0.12076477
0.20927687 -0.12807348 0.04930469 -0.05988278 0.02132008 -0.0832652
0.06225539]
[-0.09177456 -0.15005726 0.04468356 -0.27850917 -0.21072428 -0.12978327
-0.03624344 -0.25612398 -0.10524038 0.09045809 -0.27663593 -0.21727427
0.01470993]
[-0.082624 0.06281779 -0.06068872 -0.0686887 -0.03326235 0.03285667
-0.12461097 -0.24159252 -0.19464727 0.25954876 -0.11445474 -0.29397624
-0.08869334]
[ 0.04999486 0.2452915 -0.16728545 -0.11745829 0.11075716 0.09990803
-0.04987996 -0.20138329 -0.03971826 0.22484903 -0.01253871 0.11687158
-0.19359295]
[-0.01874681 0.20492162 0.10142478 0.07532836 0.08450203 0.02594213
0.09310837 -0.0904274 -0.16363422 -0.25978157 -0.24504623 0.21488144
0.10384861]
[-0.16498819 0.00855982 0.28054458 -0.14802172 -0.01481689 0.21392362
-0.04897352 0.04143744 -0.00111522 0.12609019 0.01615872 -0.05577663
0.13632536]
[ 0.05319483 -0.10470634 -0.02366179 -0.16302773 -0.3441527 0.05459365
0.10055694 0.08966801 0.07812741 0.14073597 0.01345787 0.03218398
-0.12492021]
[ 0.04351805 0.10854408 -0.13020036 -0.17494766 0.24473703 -0.05798081
-0.04402565 0.12244036 0.1472166 0.08806604 -0.08912425 0.02484284
0.16612192]
[ 0.12937545 -0.07186101 -0.04615544 0.04789714 -0.02713752 -0.01437882
0.11765546 -0.16059342 0.01350776 -0.02062863 0.07295708 -0.06283855
0.05154667]
[-0.1259232 -0.02028465 0.10708575 -0.00238247 -0.18552415 -0.12608723
-0.24381609 0.15834244 -0.16245797 -0.0669948 0.26149638 0.07176309
0.40390019]
[-0.07864728 0.01789593 0.08592755 0.07158484 0.07466947 0.02798057
0.0004364 0.08421916 -0.03385622 0.09164759 0.16745433 0.07719946
0.0253511 ]
[-0.05696302 0.11863449 -0.11255932 -0.16244935 0.03737958 -0.09568147
-0.23310521 -0.12579287 0.19821098 -0.18794202 -0.08405441 0.18922473
-0.21299595]
[-0.23552334 0.06827967 0.03265405 -0.10907486 0.09263279 -0.177252
0.17657396 0.01811941 -0.00893264 0.20447993 0.05116796 -0.03150616
-0.08479718]
[-0.01753839 -0.09684195 0.09795977 -0.11929342 -0.07011241 -0.15819249
0.0330903 0.01812055 -0.17309325 0.18284854 0.16393021 -0.10292233
-0.17190441]
[ 0.02494382 -0.07124255 0.06238811 -0.22140941 0.20472521 0.1459596
-0.04663767 0.0021725 0.25539267 0.08311847 -0.11545768 -0.25643153
-0.18582707]
[ 0.03845729 -0.00161558 -0.08010463 -0.02255466 -0.19567158 0.13478917
0.03630525 0.06298169 -0.11140317 0.05566623 -0.04466394 -0.31329338
-0.02800306]
[ 0.00446028 0.09954881 -0.04894289 -0.24477591 0.19208979 0.09649832
-0.14881344 -0.12078456 0.19422311 0.01096478 -0.18328576 -0.09105415
-0.19287074]
[ 0.13121657 -0.14932049 0.017576 -0.22904773 -0.04854225 -0.00944951
-0.02982355 -0.02565279 -0.07994228 0.15945475 -0.22244261 0.05445674
0.11090881]
[-0.2102306 -0.15527904 -0.09211411 -0.12228447 -0.20195824 -0.06354132
0.05055627 -0.10516893 0.15450971 -0.09647935 -0.1578084 -0.24380976
0.24549048]
[-0.02195164 -0.09835394 0.03374381 -0.09627605 -0.07247622 0.17970573
-0.01123239 0.02438601 -0.17973304 0.01554511 0.09121531 -0.17239075
0.20576683]
[-0.01507295 0.06245061 -0.10889229 0.10745111 -0.06983833 -0.03334044
0.04202748 -0.07836614 0.04218025 0.10006349 -0.20365767 0.01142186
0.18732769]
[-0.06942583 -0.1431501 0.11092005 -0.13582359 0.00336126 0.16303551
0.12308888 -0.09570795 -0.22284527 -0.04938894 -0.27040027 -0.00093896
0.2946417 ]
[ 0.14524852 0.09804862 0.09395978 0.11533496 0.10498097 0.04923039
0.02418316 0.08206745 0.1774039 0.02677983 -0.21702582 0.18878307
0.02933899]
[ 0.03091675 -0.01657568 0.07549978 0.19167841 0.02921248 -0.22731555
-0.05199627 0.15131198 -0.08751101 -0.03215499 -0.03157017 -0.14231183
0.03125385]
[ 0.14951007 0.11638949 0.04370834 0.00374767 -0.08920883 -0.01447948
-0.04480333 -0.06977377 -0.13986032 -0.02203393 -0.22027995 0.07856009
0.10289748]
[ 0.16050769 -0.17539423 0.19557457 -0.08862068 0.12544615 0.0616852
-0.06459995 -0.03985977 0.25749461 -0.20405029 -0.13049325 0.06735666
0.11708122]
[ 0.13252385 0.16874242 -0.11027811 0.08459373 0.11522186 0.08869137
-0.04003112 -0.23422492 -0.18994021 -0.04720691 0.03818347 0.06970336
-0.05829212]
[-0.0103113 -0.15661053 0.11815285 0.17539298 -0.06687075 -0.09358183
0.08696376 0.0370691 0.13305434 -0.30482882 -0.20462797 -0.08254488
0.05995991]
[ 0.0922766 -0.19064826 0.15043751 -0.13463021 -0.10897108 -0.16094036
-0.17530028 0.15723562 0.083898 0.25707593 -0.0468077 0.13802608
0.02643803]
[ 0.23873863 0.06970485 -0.04385114 -0.19549906 -0.03707585 -0.05367738
-0.07963468 0.19526022 -0.09516717 -0.07219917 -0.17683418 -0.11567383
0.03403054]
[-0.09121037 -0.11761707 -0.01010213 -0.12898036 0.01288471 0.10739672
-0.0691201 -0.02007589 -0.02743648 0.19721303 -0.15584866 -0.10732917
-0.09387159]
[ 0.0316989 -0.14901995 -0.0787176 -0.11947197 0.01740757 0.10903396
0.06271766 0.11838518 -0.13367429 -0.11574827 0.02742222 -0.13562102
0.06287531]
[ 0.18611716 0.11466688 0.07274526 -0.11873217 -0.2807513 0.07069992
-0.02831883 -0.10572505 -0.2192635 0.24687878 -0.08787879 -0.20851408
0.10543378]
[ 0.0052848 -0.00633299 -0.225835 -0.03091194 0.06667896 0.21693658
-0.1049454 -0.03804446 0.07263254 0.10732717 0.0827569 0.13820077
0.14670266]
[ 0.23689865 0.20372013 -0.11348146 0.25298236 -0.02581815 0.08368148
0.07819022 -0.0927697 0.03270788 -0.09066686 0.1562665 -0.04282995
-0.09510145]
[ 0.08850822 0.07387807 0.13359136 -0.09522387 -0.10607848 0.01098911
0.04850813 -0.07038462 0.00704414 0.06341501 0.00843261 0.06957028
-0.03146655]
[ 0.07182319 -0.09893583 -0.0631437 0.21220623 -0.14548453 0.3370483
0.11897378 -0.09737951 -0.05071148 -0.33464698 0.07026791 -0.03296701
-0.00101351]
[ 0.13601689 -0.35505301 -0.00167579 -0.04342873 -0.08532152 0.24876907
0.19119774 0.25525564 -0.05784963 0.04482831 -0.07953141 0.15809221
-0.0485225 ]
[ 0.24715239 -0.23659159 -0.07374008 -0.04459981 -0.15308996 0.16653255
0.07069535 -0.13559222 0.01121298 -0.09517818 -0.06540033 -0.12869559
-0.03326885]
[-0.07166841 0.02216995 0.12197155 -0.15915758 0.05146258 -0.07133176
0.09087307 -0.01435823 -0.02673553 0.00758925 -0.17907259 -0.16253597
-0.01780335]
[-0.0871289 0.01573741 0.00758819 -0.05437699 -0.20653768 -0.22193393
0.05983605 -0.02308861 -0.04085472 -0.02408087 0.06232629 -0.06397113
-0.20256169]
[ 0.02300895 -0.00922184 -0.06351794 -0.08836301 -0.056113 -0.00698654
-0.207532 0.23903867 0.08766965 -0.13107555 -0.06591374 0.00537491
-0.10381587]
[ 0.04554462 0.2918074 0.2130265 0.10458553 -0.04544182 -0.01320312
0.02014539 0.03563095 0.02784384 -0.13700441 -0.02813101 -0.01680947
-0.11247607]
[-0.16137313 0.0321401 -0.07069095 0.21267117 -0.04667586 -0.04405975
0.11968688 -0.04498654 0.23741191 0.06787258 0.15828747 -0.24550532
0.07788476]
[ 0.09926379 0.10779476 -0.05300831 0.087903 -0.07187808 -0.08791178
-0.17558291 0.08251332 0.24644476 -0.09855218 -0.18139182 -0.33898158
0.0913171 ]
[ 0.00947213 -0.32775277 -0.07371833 -0.25552502 -0.10666836 -0.00107159
0.19624459 -0.21139572 0.3056066 -0.09301948 -0.05004693 0.08845903
0.01129286]
[ 0.02009671 -0.06760546 -0.05451386 0.03383658 0.14129435 0.09203259
0.04274637 0.06764809 -0.05293764 -0.36487023 -0.0246216 0.1817282
0.06110245]
[ 0.10578067 0.20167513 0.0022307 -0.24163827 -0.06454367 -0.04675406
0.16045733 -0.07148399 0.23881171 0.30954095 -0.20271021 -0.09926139
0.0345471 ]]
Progress: 0.3% ... Training loss: 9.571 ... Validation loss: 12.50[[ 0.76552139]
[ 1.18069821]
[ 1.09135318]
[ 0.92922264]
[ 1.19443739]
[ 0.88606189]
[ 0.53270625]
[ 0.35283221]
[ 0.42024702]
[ 0.60327511]
[ 1.2577308 ]
[ 1.47910267]
[ 0.36256454]]
[[ -9.79010415e-02 -2.20285289e-01 -6.67820395e-02 -1.76201398e-01
-1.51877177e-02 -1.51115309e-01 -3.17373500e-01 -4.03725192e-01
-4.76729344e-01 -3.56510739e-01 -6.33065945e-02 2.76962220e-02
-5.46584904e-01]
[ 2.38860778e-02 -1.10511000e-01 8.07492612e-02 9.59728746e-03
-1.39223749e-02 8.27344641e-02 -1.13934590e-01 2.31594167e-01
-1.13450695e-01 -1.59240659e-01 -2.76894685e-03 4.98193350e-02
8.27655519e-02]
[ -1.93196787e-01 1.63854083e-01 1.39204798e-02 1.23979006e-01
1.83522025e-01 -9.97897375e-02 -1.84140027e-01 -3.50460449e-01
-1.18919959e-01 -3.58320427e-01 1.55685461e-01 3.71174317e-01
-2.77704299e-01]
[ 3.71490670e-01 -2.14805094e-01 -2.02782789e-01 5.97359481e-02
-3.06989891e-01 1.09375179e-01 2.84989804e-01 1.20141073e-01
4.58894053e-01 1.24382129e-01 -1.35308707e-01 -4.13265218e-01
2.78157863e-01]
[ -7.73785564e-02 -2.21349098e-02 -7.62964915e-02 1.36648516e-01
-1.13232664e-01 -8.60684815e-02 -2.08956025e-01 -1.42784034e-01
-1.37326496e-01 -1.49913249e-01 1.48575930e-01 1.43496633e-01
4.92606719e-02]
[ -2.54928985e-01 -2.48806663e-01 -3.15194434e-01 -3.21464823e-01
-2.70381893e-01 -3.11435363e-01 -1.09909884e-01 -1.10671623e-01
-2.38455207e-01 -1.14275286e-01 -4.32780079e-02 -1.23740020e-01
-1.37730614e-01]
[ -1.39999131e-01 -2.57145706e-01 4.41869026e-02 -1.25485643e-01
-8.46031787e-02 -2.73198135e-01 -3.56237168e-01 -4.42544094e-01
-1.95654286e-01 -1.15917130e-01 -1.96638287e-01 -1.80916399e-02
-2.49295292e-01]
[ -9.27068938e-02 1.82545702e-02 -1.21624775e-01 -4.46361002e-03
7.87408962e-02 -1.48994530e-01 -1.74478687e-01 -1.91001519e-01
-2.65428743e-01 -3.76668514e-01 8.62323769e-02 8.74636789e-02
-3.76536643e-01]
[ -2.14905430e-01 -1.56926702e-01 -8.77089194e-02 -5.12911491e-02
-1.28977302e-01 5.84791481e-02 1.00326715e-01 -2.30713816e-01
-7.74670038e-02 -1.70690981e-01 1.87650752e-02 -6.61106342e-02
-6.55579285e-02]
[ -4.22760070e-01 -2.25657163e-01 -1.74877031e-01 -4.17821554e-01
-2.84718071e-01 -3.70610486e-01 -4.56905374e-01 -6.24578110e-01
-6.10022188e-01 -3.36810888e-01 -2.87109109e-01 -1.42297118e-01
-4.72809024e-01]
[ -1.53843322e-01 4.62237681e-02 -1.07975303e-01 -1.00388609e-01
-4.92512113e-02 -1.97821204e-02 -2.16721971e-01 -3.24492109e-01
-3.02618348e-01 1.67361454e-01 -1.16741986e-01 -2.78216393e-01
-1.95499818e-01]
[ -4.57980949e-03 2.32379394e-01 -2.03262824e-01 -1.42108688e-01
9.89901571e-02 5.85874141e-02 -1.22173206e-01 -2.66270476e-01
-1.22790604e-01 1.52505993e-01 -1.43449628e-02 1.29352689e-01
-2.77644129e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -1.95203096e-01 1.55078489e-03 2.60083739e-01 -1.59694540e-01
-2.13650505e-02 1.91260957e-01 -8.77299593e-02 3.87830542e-03
-4.65463590e-02 8.78486982e-02 1.51799301e-02 -4.90326238e-02
8.94581640e-02]
[ 2.67435607e-02 -1.10630818e-01 -4.12550997e-02 -1.73653625e-01
-3.49169521e-01 3.50836214e-02 6.56433945e-02 5.73612892e-02
3.75534935e-02 1.05965576e-01 1.26248038e-02 3.80292688e-02
-1.65583715e-01]
[ 1.02516233e-02 1.00586723e-01 -1.53246843e-01 -1.88818158e-01
2.36937719e-01 -8.33941219e-02 -8.79256660e-02 8.12775819e-02
9.58065316e-02 4.28052996e-02 -9.02215138e-02 3.25042179e-02
1.13004597e-01]
[ 9.22838486e-02 -8.03926719e-02 -7.00907877e-02 3.16552384e-02
-3.54726184e-02 -4.12725905e-02 6.93829530e-02 -2.00657796e-01
-4.28790549e-02 -6.98398291e-02 7.17725375e-02 -5.45378448e-02
-3.68293254e-03]
[ -1.60605979e-01 -2.85364774e-02 8.36862887e-02 -1.82865663e-02
-1.93476427e-01 -1.52327886e-01 -2.88691004e-01 1.18945824e-01
-2.16572853e-01 -1.13398230e-01 2.60360869e-01 8.00704763e-02
3.49855869e-01]
[ -1.52948102e-01 7.38361301e-04 3.75337277e-02 3.85886112e-02
5.77144677e-02 -2.64523094e-02 -9.13930618e-02 5.62937340e-03
-1.46211401e-01 -5.61138023e-03 1.65067504e-01 9.46351965e-02
-8.54614254e-02]
[ -1.13362527e-01 1.05613043e-01 -1.50415480e-01 -1.87445730e-01
2.45027688e-02 -1.36990590e-01 -3.04630873e-01 -1.83252265e-01
1.10622722e-01 -2.55494797e-01 -8.58851446e-02 2.02205358e-01
-2.89425368e-01]
[ -2.71079401e-01 6.00582347e-02 9.26837838e-03 -1.24728743e-01
8.45142422e-02 -2.01791741e-01 1.30835786e-01 -1.99722511e-02
-6.38188581e-02 1.58295025e-01 5.00197113e-02 -2.31941440e-02
-1.35278941e-01]
[ -6.35254176e-02 -1.07380447e-01 6.73382369e-02 -1.39442841e-01
-8.06023757e-02 -1.91810743e-01 -2.71422633e-02 -3.41918605e-02
-2.42365040e-01 1.23109042e-01 1.62415766e-01 -9.17420086e-02
-2.38115980e-01]
[ -1.21343730e-02 -7.95081176e-02 3.81697175e-02 -2.36134807e-01
1.96563440e-01 1.19018699e-01 -9.36712424e-02 -4.21173192e-02
1.99952600e-01 3.56192466e-02 -1.16532494e-01 -2.49120806e-01
-2.40844202e-01]
[ 1.31872184e-02 -7.21928301e-03 -9.68092664e-02 -3.31857441e-02
-2.00785428e-01 1.16264075e-01 4.17161139e-03 3.24735560e-02
-1.49677142e-01 2.31454958e-02 -4.54253271e-02 -3.08447798e-01
-6.65269065e-02]
[ -1.60205540e-02 9.49253472e-02 -6.21517999e-02 -2.52970985e-01
1.87707753e-01 8.17981398e-02 -1.74669129e-01 -1.45284647e-01
1.64130194e-01 -1.61911880e-02 -1.83906802e-01 -8.67598145e-02
-2.23849175e-01]
[ 1.21944665e-01 -1.51161130e-01 1.14300030e-02 -2.32508827e-01
-5.04450860e-02 -1.62438265e-02 -4.14894757e-02 -3.66829256e-02
-9.38947725e-02 1.47573528e-01 -2.22704176e-01 5.61210132e-02
9.72573527e-02]
[ -2.21853533e-01 -1.57835359e-01 -9.98226706e-02 -1.26932749e-01
-2.04448844e-01 -7.18843028e-02 3.63351420e-02 -1.18591661e-01
1.37883704e-01 -1.10886027e-01 -1.58142907e-01 -2.41617985e-01
2.28250349e-01]
[ -3.42241173e-02 -1.01126821e-01 2.54135214e-02 -1.01439450e-01
-7.52230876e-02 1.70638780e-01 -2.75149352e-02 1.00913541e-02
-1.98310451e-01 -3.40189768e-04 9.08099523e-02 -1.69676496e-01
1.87257141e-01]
[ -2.47173890e-02 6.03259030e-02 -1.15236680e-01 1.03271484e-01
-7.19988333e-02 -4.02034332e-02 2.97469038e-02 -8.83523283e-02
2.76384576e-02 8.79428270e-02 -2.03949348e-01 1.37183082e-02
1.73345656e-01]
[ -8.19231772e-02 -1.45942472e-01 1.02630661e-01 -1.41103147e-01
5.55583879e-04 1.53892863e-01 1.07532703e-01 -1.09578789e-01
-2.41923363e-01 -6.57579993e-02 -2.70767413e-01 1.61274215e-03
2.75359601e-01]
[ 1.34254652e-01 9.54065192e-02 8.64111428e-02 1.10323155e-01
1.02504780e-01 4.08867761e-02 9.23734165e-03 6.84006846e-02
1.60535321e-01 1.19430314e-02 -2.17370050e-01 1.91484952e-01
1.20967172e-02]
[ 1.31824309e-02 -2.03089671e-02 6.39428622e-02 1.84491253e-01
2.57032137e-02 -2.39806348e-01 -7.45133774e-02 1.30926843e-01
-1.14572836e-01 -5.49631792e-02 -3.20602037e-02 -1.39310259e-01
4.19369195e-03]
[ 1.33001473e-01 1.12777466e-01 3.28499178e-02 -3.12212940e-03
-9.27608007e-02 -2.62847735e-02 -6.58186542e-02 -8.74262445e-02
-1.65268733e-01 -4.25348022e-02 -2.20783286e-01 8.23802202e-02
7.93883955e-02]
[ 1.48974519e-01 -1.77961123e-01 1.88268020e-01 -9.33197416e-02
1.22862119e-01 5.33312562e-02 -7.91641876e-02 -5.24093900e-02
2.39561785e-01 -2.19116557e-01 -1.30844925e-01 7.00909174e-02
9.96778909e-02]
[ 1.13981304e-01 1.64281216e-01 -1.22504197e-01 7.61575715e-02
1.10945103e-01 7.46372634e-02 -6.51990322e-02 -2.56792851e-01
-2.19637697e-01 -7.22010269e-02 3.75846389e-02 7.37877242e-02
-8.68777054e-02]
[ -3.51003392e-02 -1.62301409e-01 1.02125267e-01 1.64519496e-01
-7.24225620e-02 -1.11181827e-01 5.46454470e-02 9.45759080e-03
9.57920037e-02 -3.37253577e-01 -2.05401073e-01 -7.70874398e-02
2.43629519e-02]
[ 6.57191071e-02 -1.96851615e-01 1.33578208e-01 -1.45216069e-01
-1.14843132e-01 -1.79613542e-01 -2.08449725e-01 1.26841804e-01
4.36229970e-02 2.23005894e-01 -4.76591791e-02 1.44294998e-01
-1.27034441e-02]
[ 2.27489097e-01 6.70717433e-02 -5.14622920e-02 -2.00644033e-01
-3.96748481e-02 -6.17562042e-02 -9.42031950e-02 1.82077828e-01
-1.12747884e-01 -8.68883440e-02 -1.77208596e-01 -1.13033072e-01
1.68774119e-02]
[ -1.22552459e-01 -1.25244163e-01 -3.20014077e-02 -1.43106620e-01
5.53852947e-03 8.30568949e-02 -1.10019314e-01 -5.72813237e-02
-7.64620572e-02 1.54885856e-01 -1.56918143e-01 -9.96034891e-02
-1.39572828e-01]
[ 5.14580592e-03 -1.55338553e-01 -9.65528591e-02 -1.30749946e-01
1.12338108e-02 8.92497329e-02 2.78905829e-02 8.71499935e-02
-1.73080206e-01 -1.50858478e-01 2.65335063e-02 -1.29303284e-01
2.35369480e-02]
[ 1.65310327e-01 1.09935306e-01 5.90103809e-02 -1.27640813e-01
-2.85374855e-01 5.56419920e-02 -5.40558986e-02 -1.26533946e-01
-2.50464652e-01 2.20637132e-01 -8.85547583e-02 -2.03665957e-01
7.74782944e-02]
[ -2.03675717e-02 -1.25801289e-02 -2.44096991e-01 -4.18612728e-02
6.07020071e-02 1.97148115e-01 -1.37159674e-01 -6.82755798e-02
3.21152895e-02 7.31029598e-02 8.18835493e-02 1.44333330e-01
1.06052572e-01]
[ 2.06477044e-01 1.96504607e-01 -1.33674676e-01 2.39506601e-01
-3.28435591e-02 6.12937691e-02 4.13564405e-02 -1.25908254e-01
-1.27623812e-02 -1.30560412e-01 1.55264444e-01 -3.57337690e-02
-1.41342473e-01]
[ 7.75645484e-02 7.12892378e-02 1.26741045e-01 -9.97110025e-02
-1.08639506e-01 3.05226424e-03 3.44158190e-02 -8.19249858e-02
-9.79216156e-03 4.87498475e-02 8.08457542e-03 7.20481751e-02
-4.75970048e-02]
[ 2.59812752e-02 -1.09404110e-01 -9.26100750e-02 1.92009755e-01
-1.55397003e-01 3.03605181e-01 6.04579017e-02 -1.44264124e-01
-1.19821325e-01 -3.90961582e-01 6.87916608e-02 -2.24177321e-02
-6.95465226e-02]
[ 1.21340104e-01 -3.58378951e-01 -1.13021109e-02 -5.00951925e-02
-8.83895905e-02 2.37763034e-01 1.72072706e-01 2.37939213e-01
-7.94981897e-02 2.60649936e-02 -8.00147716e-02 1.61445037e-01
-7.00124439e-02]
[ 2.43107221e-01 -2.37480522e-01 -7.65178000e-02 -4.64310373e-02
-1.54043446e-01 1.63494368e-01 6.53041756e-02 -1.39966355e-01
4.83101476e-03 -1.00041703e-01 -6.55352230e-02 -1.27686119e-01
-3.90119583e-02]
[ -9.53548416e-02 1.68351751e-02 1.06252242e-01 -1.68941864e-01
4.63359839e-02 -8.84775224e-02 5.99345631e-02 -4.22177510e-02
-6.30477838e-02 -2.27407291e-02 -1.79805192e-01 -1.57452532e-01
-5.30146892e-02]
[ -1.16720776e-01 9.00783605e-03 -1.20584231e-02 -6.67958531e-02
-2.12992265e-01 -2.43182808e-01 2.15971998e-02 -5.81211175e-02
-8.59078832e-02 -6.30937206e-02 6.13916613e-02 -5.74739603e-02
-2.45586849e-01]
[ -4.72274486e-02 -2.53497735e-02 -1.10828223e-01 -1.18325314e-01
-7.19371547e-02 -5.87857074e-02 -2.97031122e-01 1.56113120e-01
-1.94422224e-02 -2.21978837e-01 -6.81599097e-02 2.12293725e-02
-2.06397710e-01]
[ -3.68541180e-03 2.80360414e-01 1.81154535e-01 8.42390398e-02
-5.60445622e-02 -4.93903064e-02 -4.19624613e-02 -2.26921237e-02
-4.64517228e-02 -2.01040713e-01 -2.96471820e-02 -5.85720003e-03
-1.84592735e-01]
[ -2.33098133e-01 1.54478244e-02 -1.18526223e-01 1.81397877e-01
-6.28365919e-02 -9.68773833e-02 2.59844123e-02 -1.23900098e-01
1.27757355e-01 -2.47682937e-02 1.55946936e-01 -2.29216139e-01
-2.83107589e-02]
[ 1.48039047e-02 8.81727137e-02 -1.09026039e-01 5.07817861e-02
-9.03877144e-02 -1.49496137e-01 -2.79064088e-01 -1.29682466e-02
1.18945351e-01 -2.08561978e-01 -1.84058859e-01 -3.20812933e-01
-3.52470343e-02]
[ -5.10886829e-02 -3.41162576e-01 -1.14346110e-01 -2.81233918e-01
-1.20068360e-01 -4.61528267e-02 1.16866955e-01 -2.76979427e-01
2.12202011e-01 -1.72081736e-01 -5.20006246e-02 1.02537898e-01
-8.16029581e-02]
[ -3.38213249e-02 -8.00491055e-02 -9.04329544e-02 1.01308773e-02
1.29040344e-01 5.21686996e-02 -2.83627000e-02 4.41932879e-03
-1.35569649e-01 -4.35200546e-01 -2.63821135e-02 1.94397483e-01
-1.97367944e-02]
[ 3.91313389e-02 1.86311779e-01 -4.10117293e-02 -2.69183053e-01
-7.95420656e-02 -9.42072171e-02 7.46684565e-02 -1.43268682e-01
1.37584486e-01 2.24724459e-01 -2.04792766e-01 -8.40559751e-02
-6.26362912e-02]]
Progress: 0.3% ... Training loss: 18.75 ... Validation loss: 14.60[[-0.79068741]
[-0.45935055]
[-0.61756989]
[-0.41527368]
[-0.4857592 ]
[-0.68297851]
[-0.90530576]
[-0.83949658]
[-0.91624181]
[-0.92835574]
[-0.38943236]
[-0.32864082]
[-0.86700173]]
[[ -3.83600632e-01 -6.82256791e-01 -5.06258333e-01 -5.00253130e-01
-4.78633162e-01 -4.83503110e-01 -5.00177869e-01 -5.06603630e-01
-6.04879739e-01 -5.60697764e-01 -5.55184576e-01 -5.46832393e-01
-6.50442552e-01]
[ 1.06305851e-02 -1.33483700e-01 5.75278966e-02 -7.37226552e-03
-3.75481067e-02 6.64930557e-02 -1.21901315e-01 2.25847940e-01
-1.18596978e-01 -1.67604182e-01 -2.84083862e-02 1.89494216e-02
7.73189887e-02]
[ -1.31919802e-01 1.51614336e-01 2.91509370e-02 9.42266995e-02
1.53607826e-01 -4.04310030e-02 -1.29191587e-01 -2.99034268e-01
-7.93095998e-02 -2.84580780e-01 1.44676570e-01 3.51156695e-01
-2.21000138e-01]
[ 2.29313560e-01 -2.76823611e-01 -2.59905656e-01 -1.84334172e-02
-3.48785091e-01 -2.97671935e-03 1.83733271e-01 6.35269054e-02
3.60157008e-01 4.01357004e-02 -1.87615943e-01 -4.48183732e-01
2.12368156e-01]
[ 7.23475082e-02 1.41421221e-01 9.67741375e-02 2.18096485e-01
6.50009273e-02 7.57026588e-02 -9.07614737e-02 -7.47614929e-02
-4.80770467e-02 -3.91932721e-02 2.97818105e-01 3.09547147e-01
1.00933351e-01]
[ -4.41869019e-01 -5.24602580e-01 -5.81317768e-01 -5.06430179e-01
-5.30462611e-01 -5.33730422e-01 -2.39736515e-01 -1.97202229e-01
-3.31394396e-01 -2.64922301e-01 -3.39743602e-01 -4.39802512e-01
-2.24118732e-01]
[ -3.18887976e-01 -5.58413244e-01 -2.49796985e-01 -3.52983517e-01
-3.91320549e-01 -4.82492814e-01 -4.62514932e-01 -5.06346937e-01
-2.78566244e-01 -2.51561348e-01 -5.19322196e-01 -3.84687075e-01
-3.26388068e-01]
[ -2.59784643e-01 -2.78900200e-01 -3.92001169e-01 -2.22789841e-01
-2.19144952e-01 -3.45904280e-01 -2.85315635e-01 -2.51045381e-01
-3.45341932e-01 -4.87644861e-01 -2.29318185e-01 -2.64264347e-01
-4.30856426e-01]
[ -3.73118597e-01 -4.14660433e-01 -3.34370905e-01 -2.36227540e-01
-3.92738764e-01 -1.42752280e-01 -1.26221259e-02 -2.97660907e-01
-1.61081612e-01 -2.99313154e-01 -2.52341206e-01 -3.64748545e-01
-1.36112118e-01]
[ -8.36550313e-01 -9.32614908e-01 -8.62584131e-01 -9.15425238e-01
-1.00246943e+00 -8.70917584e-01 -7.28508950e-01 -7.86938331e-01
-8.06989384e-01 -6.54570981e-01 -1.04566372e+00 -1.00360488e+00
-6.42209295e-01]
[ -3.43664132e-01 -2.45187344e-01 -3.77501375e-01 -3.20517494e-01
-3.33319364e-01 -2.46677552e-01 -3.46167985e-01 -4.02816694e-01
-3.98912172e-01 2.52678951e-02 -4.24937658e-01 -5.99325415e-01
-2.76404357e-01]
[ -9.20885521e-02 9.87962954e-02 -3.23175253e-01 -2.40101970e-01
-2.76357300e-02 -4.39409718e-02 -1.81013800e-01 -3.02910071e-01
-1.68908529e-01 8.64698924e-02 -1.53401028e-01 -2.12543858e-02
-3.15694187e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.51804145e-01 -8.52416540e-02 1.72312786e-01 -2.13483894e-01
-1.06933040e-01 1.22032334e-01 -1.28107835e-01 -2.34024044e-02
-7.47312537e-02 4.00830268e-02 -7.71468152e-02 -1.45215578e-01
6.27995305e-02]
[ -6.83495498e-02 -2.46652155e-01 -1.73087821e-01 -2.69929320e-01
-4.69442313e-01 -7.77719315e-02 6.16212723e-04 1.42798756e-02
-8.43751885e-03 3.04889632e-02 -1.38887178e-01 -1.22428309e-01
-2.09078376e-01]
[ -3.98744469e-02 1.72272280e-02 -2.27494304e-01 -2.46893095e-01
1.52672485e-01 -1.42440394e-01 -1.20792863e-01 5.94476265e-02
7.09345865e-02 4.19619496e-03 -1.74710089e-01 -6.31902537e-02
8.96501034e-02]
[ 4.94329952e-02 -1.44620542e-01 -1.37814631e-01 -2.00941907e-02
-1.04872623e-01 -8.83670828e-02 4.53542802e-02 -2.12585102e-01
-5.94831027e-02 -9.75538065e-02 8.13960340e-04 -1.41964924e-01
-1.99455035e-02]
[ -2.33244631e-01 -1.47828135e-01 -3.05852646e-02 -1.06684215e-01
-3.09702947e-01 -2.34674715e-01 -3.31042659e-01 9.04967510e-02
-2.52649133e-01 -1.70695353e-01 1.32410996e-01 -6.54683445e-02
3.16154996e-01]
[ -2.09591204e-01 -1.08153563e-01 -6.54893950e-02 -4.32039203e-02
-5.20884844e-02 -1.00611855e-01 -1.27743963e-01 -1.45693256e-02
-1.71887729e-01 -4.83775591e-02 4.98204531e-02 -2.41665730e-02
-1.07557312e-01]
[ -1.51290624e-01 3.93927243e-02 -2.09617532e-01 -2.36332743e-01
-4.22155488e-02 -1.81117088e-01 -3.24825816e-01 -1.94909999e-01
9.29925260e-02 -2.73305028e-01 -1.56008961e-01 1.25361839e-01
-2.98787531e-01]
[ -3.47275859e-01 -7.73372362e-02 -1.17230064e-01 -2.25253875e-01
-5.43354029e-02 -2.90427696e-01 7.50169018e-02 -4.87186840e-02
-1.03212537e-01 1.02150581e-01 -9.59152144e-02 -1.89894550e-01
-1.61470040e-01]
[ -1.16785275e-01 -1.99572163e-01 -1.80074207e-02 -2.05385863e-01
-1.74984183e-01 -2.56758072e-01 -6.45295828e-02 -5.37391351e-02
-2.67285745e-01 8.13460822e-02 6.25521810e-02 -2.06419165e-01
-2.57357068e-01]
[ -1.01961535e-01 -2.19594618e-01 -9.71209377e-02 -3.36354968e-01
5.15595646e-02 7.87933851e-03 -1.56652382e-01 -8.05422625e-02
1.51627824e-01 -3.53164459e-02 -2.60023176e-01 -4.05252434e-01
-2.80030959e-01]
[ -7.99906446e-03 -4.29612709e-02 -1.29667429e-01 -6.16520337e-02
-2.33622085e-01 8.82229129e-02 -1.03933966e-02 2.31801852e-02
-1.59719864e-01 6.19668027e-03 -8.47699887e-02 -3.46339316e-01
-7.71149149e-02]
[ -5.47896559e-02 3.31941079e-02 -1.21232777e-01 -2.94575622e-01
1.22588150e-01 3.36888437e-02 -2.02608535e-01 -1.62172137e-01
1.42467835e-01 -4.88501295e-02 -2.48472674e-01 -1.63436777e-01
-2.42067809e-01]
[ 5.34322346e-02 -2.53735144e-01 -8.69762348e-02 -3.07965037e-01
-1.54319745e-01 -9.26273755e-02 -8.55302894e-02 -6.29929065e-02
-1.28804999e-01 9.84460927e-02 -3.30764710e-01 -7.02303104e-02
6.99600948e-02]
[ -2.45015289e-01 -1.92805837e-01 -1.35080866e-01 -1.52081053e-01
-2.41493521e-01 -9.85114029e-02 1.99583623e-02 -1.27979057e-01
1.24846647e-01 -1.28187398e-01 -1.95895396e-01 -2.83587769e-01
2.18100138e-01]
[ -4.23674440e-02 -1.13359684e-01 1.43710270e-02 -1.11371935e-01
-8.60226091e-02 1.61183388e-01 -3.26237645e-02 6.49722228e-03
-2.02835139e-01 -6.79937304e-03 7.73875467e-02 -1.82868522e-01
1.83504652e-01]
[ -3.80378422e-02 4.22115664e-02 -1.34865789e-01 9.08048597e-02
-9.09642577e-02 -5.65532383e-02 1.97650017e-02 -9.44056418e-02
2.01144183e-02 7.66121557e-02 -2.24411448e-01 -9.84591948e-03
1.66541411e-01]
[ -1.18174693e-01 -1.97458438e-01 5.15332544e-02 -1.78623417e-01
-5.03915082e-02 1.11519687e-01 8.28233615e-02 -1.23518543e-01
-2.59331113e-01 -9.22120554e-02 -3.21894723e-01 -5.70773753e-02
2.59770246e-01]
[ 7.75476913e-02 5.77515254e-03 3.98002777e-03 4.25235966e-02
1.74802635e-02 -2.43346654e-02 -2.83759765e-02 4.50153641e-02
1.30290001e-01 -3.20666799e-02 -3.08624600e-01 8.26350935e-02
-1.39131046e-02]
[ -2.10591898e-02 -6.89756568e-02 1.57070903e-02 1.47869306e-01
-2.29613914e-02 -2.79870893e-01 -9.81312141e-02 1.15622388e-01
-1.33182542e-01 -8.10230268e-02 -8.27449295e-02 -1.85605472e-01
-1.17997685e-02]
[ 1.17619397e-01 9.28014887e-02 1.25696748e-02 -1.94049291e-02
-1.11905581e-01 -4.30543480e-02 -7.58950180e-02 -9.24315479e-02
-1.73028126e-01 -5.43775057e-02 -2.41948479e-01 5.68794491e-02
7.27042494e-02]
[ 1.40720321e-01 -1.87777199e-01 1.76956723e-01 -1.00151112e-01
1.12877410e-01 4.38315567e-02 -8.47626070e-02 -5.58611544e-02
2.35086261e-01 -2.25091611e-01 -1.41974235e-01 5.82438533e-02
9.61277837e-02]
[ 5.94798136e-02 7.79638839e-02 -2.03187035e-01 1.63350917e-02
2.55727212e-02 1.10185126e-02 -9.79835743e-02 -2.75090083e-01
-2.40785316e-01 -1.11602179e-01 -5.78889747e-02 -3.49862055e-02
-1.06292141e-01]
[ -5.23434988e-02 -1.93643100e-01 7.00334671e-02 1.38737917e-01
-1.07475100e-01 -1.30846295e-01 4.53497730e-02 3.83092702e-03
8.87147224e-02 -3.46133743e-01 -2.40903515e-01 -1.18140334e-01
1.76782491e-02]
[ 3.09909815e-02 -2.58418385e-01 7.38005983e-02 -1.89975815e-01
-1.74067039e-01 -2.22181044e-01 -2.30377549e-01 1.10725277e-01
2.78246813e-02 1.94625782e-01 -1.16009318e-01 7.29808438e-02
-2.73713633e-02]
[ 2.08054713e-01 2.97663444e-02 -8.57870418e-02 -2.24435181e-01
-7.53622304e-02 -8.57912715e-02 -1.06275309e-01 1.73821238e-01
-1.20565848e-01 -9.99562222e-02 -2.15233181e-01 -1.53376695e-01
1.01195982e-02]
[ -1.54786870e-01 -1.92035882e-01 -9.32118048e-02 -1.90017557e-01
-6.15031792e-02 3.85323221e-02 -1.32385376e-01 -7.06987288e-02
-9.27982806e-02 1.26035526e-01 -2.27801837e-01 -1.75179838e-01
-1.53312928e-01]
[ -1.52908851e-02 -2.00377729e-01 -1.39106540e-01 -1.64122789e-01
-3.52259908e-02 5.85990867e-02 1.20250535e-02 7.86983463e-02
-1.83177658e-01 -1.69218391e-01 -2.27152725e-02 -1.85686369e-01
1.39997898e-02]
[ 1.35979830e-01 6.11382030e-02 1.40857030e-02 -1.58430677e-01
-3.33204416e-01 2.03654587e-02 -7.28195055e-02 -1.37680204e-01
-2.64060793e-01 1.96369132e-01 -1.38795484e-01 -2.64896537e-01
6.52669707e-02]
[ -3.28287680e-02 -3.76810800e-02 -2.66462367e-01 -5.96152202e-02
3.55802768e-02 1.78416161e-01 -1.46311724e-01 -7.36946103e-02
2.49440594e-02 6.22526731e-02 5.55941852e-02 1.14167817e-01
1.00002960e-01]
[ 1.82640971e-01 1.54249796e-01 -1.73549229e-01 2.07761467e-01
-7.42812465e-02 3.21867043e-02 2.64840839e-02 -1.35041965e-01
-2.42737208e-02 -1.48952704e-01 1.08786520e-01 -8.32235712e-02
-1.51388708e-01]
[ 5.56059910e-02 3.24197574e-02 9.00914609e-02 -1.25985082e-01
-1.47755092e-01 -2.48784120e-02 1.91830803e-02 -9.12405200e-02
-1.96885175e-02 3.03738804e-02 -3.34604274e-02 2.58639227e-02
-5.78057662e-02]
[ -4.49866334e-03 -1.59789055e-01 -1.38148773e-01 1.52316579e-01
-2.06453400e-01 2.65342923e-01 4.02102404e-02 -1.56214877e-01
-1.35003172e-01 -4.11645991e-01 1.45512945e-02 -8.07700382e-02
-8.23099698e-02]
[ 1.02220710e-01 -3.90388612e-01 -4.23810618e-02 -7.21810351e-02
-1.20655405e-01 2.13716653e-01 1.58456020e-01 2.29782965e-01
-8.91063379e-02 1.11240716e-02 -1.15029446e-01 1.22962394e-01
-7.67362522e-02]
[ 2.15531240e-01 -2.79193804e-01 -1.16534473e-01 -8.06035907e-02
-1.94024677e-01 1.31197856e-01 4.79239531e-02 -1.50403338e-01
-7.76782387e-03 -1.18001630e-01 -1.13740912e-01 -1.69038972e-01
-4.96929817e-02]
[ -1.38785427e-01 -5.09101452e-02 4.07599603e-02 -2.13321550e-01
-2.51607607e-02 -1.39682803e-01 2.94268541e-02 -6.02698225e-02
-8.59522765e-02 -5.65620243e-02 -2.47124994e-01 -2.33021598e-01
-7.08828378e-02]
[ -1.57095751e-01 -6.02087118e-02 -7.49302846e-02 -1.13129120e-01
-2.79845209e-01 -2.88251775e-01 -7.08460411e-03 -7.52374436e-02
-1.06049875e-01 -9.41907891e-02 -1.25392679e-02 -1.41966385e-01
-2.60756134e-01]
[ -1.52034458e-01 -1.97143787e-01 -2.75785300e-01 -2.40155662e-01
-2.44667542e-01 -1.84247209e-01 -3.60870910e-01 1.11695916e-01
-7.03701414e-02 -2.98801708e-01 -2.51084084e-01 -1.78491747e-01
-2.48111926e-01]
[ -8.92017631e-02 1.34361071e-01 4.41334857e-02 -2.34570909e-02
-1.99120359e-01 -1.49291800e-01 -9.73347312e-02 -5.58612542e-02
-8.65127732e-02 -2.61782671e-01 -1.81791658e-01 -1.80468443e-01
-2.17608009e-01]
[ -3.10453595e-01 -1.19223388e-01 -2.42500185e-01 7.57151647e-02
-1.90871521e-01 -1.93230493e-01 -2.70831989e-02 -1.56617777e-01
8.81521246e-02 -8.73170101e-02 7.22762564e-03 -3.80357803e-01
-6.37566247e-02]
[ -6.00731669e-02 -3.34002229e-02 -2.22521435e-01 -4.02769050e-02
-2.08684845e-01 -2.35391884e-01 -3.27588776e-01 -4.37446963e-02
8.03401137e-02 -2.65552262e-01 -3.08808140e-01 -4.54394223e-01
-6.80474661e-02]
[ -1.71192512e-01 -5.28998974e-01 -3.04452006e-01 -4.13849496e-01
-3.22489394e-01 -1.93892666e-01 2.95415062e-02 -3.21431565e-01
1.49123604e-01 -2.67055684e-01 -2.64736212e-01 -1.38104163e-01
-1.31203675e-01]
[ -1.56736858e-01 -2.76768175e-01 -2.76872238e-01 -1.36139858e-01
-6.94131761e-02 -9.83880216e-02 -1.09463070e-01 -4.62892031e-02
-1.91723230e-01 -5.22227321e-01 -2.39035209e-01 -4.14122635e-02
-7.04092511e-02]
[ -6.64131989e-02 1.29527960e-02 -2.02164665e-01 -3.79754710e-01
-2.44974667e-01 -2.18029721e-01 4.00844988e-03 -1.84351949e-01
8.66369668e-02 1.37939259e-01 -3.76673188e-01 -2.81572713e-01
-1.07742197e-01]]
Progress: 0.4% ... Training loss: 3.848 ... Validation loss: 4.517[[-0.41698197]
[-0.15320601]
[-0.31183557]
[-0.09748404]
[-0.18004596]
[-0.34337924]
[-0.53376253]
[-0.48110921]
[-0.52163083]
[-0.53670201]
[-0.09609159]
[-0.01947397]
[-0.46183045]]
[[ -4.63722105e-01 -7.18320106e-01 -5.57146607e-01 -5.36860701e-01
-5.21202039e-01 -5.44285297e-01 -5.86101070e-01 -5.83265214e-01
-6.95770281e-01 -6.44478149e-01 -5.85781755e-01 -5.73758671e-01
-7.30078224e-01]
[ 3.45979268e-03 -1.35932351e-01 5.29940559e-02 -9.94626020e-03
-4.05015075e-02 6.02933013e-02 -1.30216651e-01 2.17518919e-01
-1.26415990e-01 -1.74935106e-01 -3.02877056e-02 1.75365229e-02
6.91900075e-02]
[ -1.58244665e-01 1.18513719e-01 -7.79880695e-03 6.69326109e-02
1.13537876e-01 -6.48839853e-02 -1.53728036e-01 -3.08989633e-01
-1.12614942e-01 -2.91499887e-01 1.17331639e-01 3.16007554e-01
-2.31267361e-01]
[ 1.78848386e-01 -2.68856930e-01 -2.55406698e-01 -2.77403903e-02
-3.38469113e-01 -1.95117079e-02 1.31860027e-01 3.60441896e-02
2.89435860e-01 1.55628148e-03 -1.84793025e-01 -4.31490460e-01
1.67182646e-01]
[ 7.02800772e-02 1.29794055e-01 8.76064802e-02 2.07234716e-01
5.70604467e-02 6.56446986e-02 -8.07361993e-02 -7.06586990e-02
-3.74140942e-02 -3.84156156e-02 2.80802689e-01 2.94546438e-01
9.47402128e-02]
[ -4.76025395e-01 -5.40896759e-01 -6.02891929e-01 -5.19290298e-01
-5.46840130e-01 -5.61803747e-01 -2.81565306e-01 -2.41496660e-01
-3.71042754e-01 -3.14747097e-01 -3.53047741e-01 -4.50611612e-01
-2.70084428e-01]
[ -4.01240075e-01 -5.94788138e-01 -3.08256382e-01 -3.91969705e-01
-4.29796726e-01 -5.42326427e-01 -5.45341125e-01 -5.83932142e-01
-3.74445253e-01 -3.48981512e-01 -5.50775315e-01 -4.10831901e-01
-4.26185977e-01]
[ -3.21453568e-01 -3.18049556e-01 -4.38492545e-01 -2.56239264e-01
-2.63855784e-01 -3.98789059e-01 -3.58434506e-01 -3.12097955e-01
-4.17981663e-01 -5.49825396e-01 -2.60573935e-01 -2.94673754e-01
-4.86145207e-01]
[ -4.12137564e-01 -4.33032359e-01 -3.59506241e-01 -2.53689001e-01
-4.10704900e-01 -1.79075265e-01 -6.27090358e-02 -3.41059113e-01
-2.10230000e-01 -3.49162652e-01 -2.66781406e-01 -3.73862964e-01
-1.83009645e-01]
[ -9.22839167e-01 -9.85525318e-01 -9.36523968e-01 -9.60143815e-01
-1.05945643e+00 -9.47538051e-01 -8.36813374e-01 -8.89195033e-01
-9.11990954e-01 -7.65564155e-01 -1.08754169e+00 -1.04608752e+00
-7.51153394e-01]
[ -4.43043253e-01 -2.89784634e-01 -4.39971062e-01 -3.65240564e-01
-3.81499195e-01 -3.23695834e-01 -4.51221546e-01 -4.97649196e-01
-5.13912603e-01 -8.80952938e-02 -4.61987229e-01 -6.25605277e-01
-3.82853853e-01]
[ -1.23616945e-01 8.61136381e-02 -3.38425999e-01 -2.53417514e-01
-3.99995580e-02 -6.74169250e-02 -2.15516581e-01 -3.32151286e-01
-2.06222015e-01 5.15512608e-02 -1.64926695e-01 -2.89696438e-02
-3.48250505e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.62550634e-01 -9.06537250e-02 1.64016333e-01 -2.17695276e-01
-1.12017025e-01 1.12141540e-01 -1.41185528e-01 -3.92888112e-02
-8.67826473e-02 2.22679571e-02 -8.16323455e-02 -1.48561716e-01
4.67912004e-02]
[ -7.45886055e-02 -2.48710221e-01 -1.76538049e-01 -2.71788417e-01
-4.71229692e-01 -8.25437600e-02 -7.66664849e-03 6.22437954e-03
-1.56498672e-02 2.11808006e-02 -1.40941667e-01 -1.24071661e-01
-2.16301835e-01]
[ -6.46201691e-02 5.36801928e-03 -2.41367759e-01 -2.56521277e-01
1.39614622e-01 -1.60911168e-01 -1.48232514e-01 3.23928388e-02
4.21303990e-02 -2.73154825e-02 -1.83557038e-01 -7.07686175e-02
5.89662564e-02]
[ 2.75880749e-02 -1.52552160e-01 -1.51731068e-01 -2.97917467e-02
-1.14604121e-01 -1.03848889e-01 2.35782344e-02 -2.30830194e-01
-8.38065663e-02 -1.21857523e-01 -6.30498506e-03 -1.47860922e-01
-4.36201723e-02]
[ -2.73091727e-01 -1.67065019e-01 -6.12900107e-02 -1.26829495e-01
-3.27639722e-01 -2.63562793e-01 -3.70291267e-01 4.90748677e-02
-2.99803343e-01 -2.19334158e-01 1.15234686e-01 -7.87068507e-02
2.62565726e-01]
[ -2.23174444e-01 -1.15090304e-01 -7.63769460e-02 -5.04532141e-02
-6.04903758e-02 -1.12084263e-01 -1.43283507e-01 -2.57022705e-02
-1.88156049e-01 -6.38388681e-02 4.36253445e-02 -3.07899138e-02
-1.21984440e-01]
[ -1.72310436e-01 2.33380940e-02 -2.25931608e-01 -2.48041102e-01
-5.98014527e-02 -2.00216295e-01 -3.44943478e-01 -2.13145085e-01
6.78835828e-02 -2.90327406e-01 -1.67558434e-01 1.11323895e-01
-3.15168049e-01]
[ -3.65631269e-01 -8.94449785e-02 -1.32862830e-01 -2.36042573e-01
-6.88567045e-02 -3.06508692e-01 4.69571487e-02 -7.07867860e-02
-1.27901774e-01 7.86406777e-02 -1.05561368e-01 -1.98736042e-01
-1.80869987e-01]
[ -1.40083397e-01 -2.10421196e-01 -3.23841419e-02 -2.16040326e-01
-1.86861834e-01 -2.74422130e-01 -9.04916025e-02 -7.57647727e-02
-2.91647351e-01 5.76529428e-02 5.31410662e-02 -2.12770048e-01
-2.78239032e-01]
[ -1.14849693e-01 -2.24761607e-01 -1.05190359e-01 -3.41471776e-01
4.49809882e-02 -4.58951583e-03 -1.73220698e-01 -9.57955788e-02
1.34368163e-01 -5.12211875e-02 -2.64162420e-01 -4.08107762e-01
-2.95470703e-01]
[ -2.69371810e-02 -5.29402997e-02 -1.42349627e-01 -7.12296423e-02
-2.41742650e-01 7.07676650e-02 -3.43226901e-02 3.20869930e-03
-1.81765224e-01 -1.76968049e-02 -9.31692701e-02 -3.51362172e-01
-9.98992550e-02]
[ -6.04798833e-02 3.05957622e-02 -1.24688995e-01 -2.96696086e-01
1.19740876e-01 2.83181932e-02 -2.10467854e-01 -1.69152315e-01
1.34431080e-01 -5.70627366e-02 -2.49903281e-01 -1.64480327e-01
-2.49524503e-01]
[ 4.92757396e-02 -2.55317169e-01 -8.95265111e-02 -3.09264924e-01
-1.55955818e-01 -9.57633399e-02 -9.10760278e-02 -6.77761092e-02
-1.34151594e-01 9.25006144e-02 -3.31805823e-01 -7.10383234e-02
6.50330499e-02]
[ -2.47940856e-01 -1.94010828e-01 -1.37023811e-01 -1.53533982e-01
-2.42654065e-01 -1.00967701e-01 1.64452060e-02 -1.31333083e-01
1.20478719e-01 -1.31902214e-01 -1.96983398e-01 -2.84187224e-01
2.13791877e-01]
[ -4.81356984e-02 -1.16017623e-01 1.06183146e-02 -1.13724453e-01
-8.87550571e-02 1.56493526e-01 -4.00721069e-02 3.54119580e-04
-2.09493742e-01 -1.45637990e-02 7.51391570e-02 -1.84238940e-01
1.76919857e-01]
[ -3.80378422e-02 4.22115664e-02 -1.34865789e-01 9.08048597e-02
-9.09642577e-02 -5.65532383e-02 1.97650017e-02 -9.44056418e-02
2.01144183e-02 7.66121557e-02 -2.24411448e-01 -9.84591948e-03
1.66541411e-01]
[ -1.26729392e-01 -2.00173242e-01 4.68612557e-02 -1.81423950e-01
-5.36738177e-02 1.04113378e-01 7.03923925e-02 -1.33005804e-01
-2.71664068e-01 -1.02866771e-01 -3.23615428e-01 -5.84736509e-02
2.47939387e-01]
[ 7.51594630e-02 4.41563063e-03 2.27417641e-03 4.13505294e-02
1.59810915e-02 -2.66475164e-02 -3.17069643e-02 4.21749735e-02
1.26735977e-01 -3.56221534e-02 -3.09371094e-01 8.21095155e-02
-1.68109643e-02]
[ -3.28014661e-02 -7.34909114e-02 9.11812655e-03 1.42358312e-01
-2.77326961e-02 -2.87468449e-01 -1.11214139e-01 1.03900145e-01
-1.47736763e-01 -9.53680090e-02 -8.70635746e-02 -1.88224542e-01
-2.61012963e-02]
[ 1.05677906e-01 8.81753644e-02 5.76163925e-03 -2.40083477e-02
-1.16515457e-01 -5.15033885e-02 -8.97742083e-02 -1.04760797e-01
-1.87439523e-01 -6.86900752e-02 -2.45147188e-01 5.39399572e-02
5.82092176e-02]
[ 1.21231184e-01 -1.94103678e-01 1.65756636e-01 -1.08310381e-01
1.03703757e-01 3.06929933e-02 -1.04797992e-01 -7.26830253e-02
2.11071509e-01 -2.43756078e-01 -1.47862510e-01 5.43108668e-02
7.74958495e-02]
[ 5.18413562e-02 7.43921301e-02 -2.06971997e-01 1.27588136e-02
2.21055424e-02 5.32063860e-03 -1.05956190e-01 -2.82030245e-01
-2.49751052e-01 -1.20432141e-01 -6.07135941e-02 -3.66461978e-02
-1.14287751e-01]
[ -5.65629821e-02 -1.96096608e-01 6.60600676e-02 1.36192854e-01
-1.10216137e-01 -1.34591421e-01 3.96715502e-02 -1.13447792e-03
8.32626261e-02 -3.50829839e-01 -2.42576726e-01 -1.20153748e-01
1.26552118e-02]
[ 2.33280311e-02 -2.62870605e-01 6.69714173e-02 -1.93485573e-01
-1.78760125e-01 -2.27861863e-01 -2.39016956e-01 1.02086704e-01
1.72603515e-02 1.82832099e-01 -1.19711405e-01 6.90561380e-02
-3.63613055e-02]
[ 1.97666244e-01 2.46946503e-02 -9.19935415e-02 -2.28256684e-01
-8.08722623e-02 -9.31396780e-02 -1.14865830e-01 1.62869817e-01
-1.31475276e-01 -1.09822551e-01 -2.18143352e-01 -1.56078351e-01
1.54742580e-03]
[ -1.60628316e-01 -1.97571651e-01 -1.00491165e-01 -1.94082940e-01
-6.77370180e-02 3.17614889e-02 -1.38777702e-01 -7.90965273e-02
-9.96166649e-02 1.16649141e-01 -2.32160255e-01 -1.79957583e-01
-1.60373616e-01]
[ -2.79158429e-02 -2.08223230e-01 -1.50815167e-01 -1.71479605e-01
-4.39596147e-02 4.69589784e-02 -2.42824132e-03 6.39986442e-02
-1.96918189e-01 -1.84430465e-01 -3.02936436e-02 -1.92154668e-01
-3.95785983e-03]
[ 1.25611191e-01 5.33892103e-02 3.98529456e-03 -1.63795735e-01
-3.39374011e-01 1.14672709e-02 -8.34364782e-02 -1.49304759e-01
-2.72736626e-01 1.81576730e-01 -1.43927921e-01 -2.69450055e-01
5.30675534e-02]
[ -4.32956589e-02 -4.65297811e-02 -2.75686179e-01 -6.56723630e-02
2.53979936e-02 1.66508188e-01 -1.58217457e-01 -8.60893645e-02
1.19752250e-02 4.70240965e-02 4.87730715e-02 1.07344961e-01
8.65112634e-02]
[ 1.75196533e-01 1.49778976e-01 -1.78685344e-01 2.03765403e-01
-7.81964464e-02 2.53161086e-02 1.82834360e-02 -1.43515311e-01
-3.20392205e-02 -1.57939673e-01 1.04868317e-01 -8.60076596e-02
-1.60256822e-01]
[ 3.08413905e-02 2.05006666e-02 7.43411476e-02 -1.37353425e-01
-1.58760426e-01 -4.44267975e-02 -8.11600881e-03 -1.14520752e-01
-4.91753818e-02 2.18082147e-03 -4.38004276e-02 1.80191853e-02
-8.62838413e-02]
[ -2.27117619e-02 -1.70360414e-01 -1.51738317e-01 1.41484983e-01
-2.18588090e-01 2.47499589e-01 1.88057950e-02 -1.73987045e-01
-1.54708437e-01 -4.28434882e-01 4.75683721e-03 -9.02548007e-02
-1.01765248e-01]
[ 9.63074856e-02 -3.92538579e-01 -4.62993168e-02 -7.48184041e-02
-1.23595932e-01 2.08862178e-01 1.49346567e-01 2.22178352e-01
-9.64986853e-02 3.13869869e-03 -1.17202739e-01 1.20928983e-01
-8.29332372e-02]
[ 2.04614111e-01 -2.83124484e-01 -1.22064342e-01 -8.48738840e-02
-1.98213418e-01 1.23239827e-01 3.67777867e-02 -1.59278257e-01
-1.98983696e-02 -1.29524674e-01 -1.17627676e-01 -1.71925162e-01
-5.98665883e-02]
[ -1.43253280e-01 -5.39614606e-02 3.67164665e-02 -2.15487148e-01
-2.86586817e-02 -1.43234880e-01 2.25640240e-02 -6.53815165e-02
-9.20502531e-02 -6.24348441e-02 -2.48996536e-01 -2.35172385e-01
-7.58309204e-02]
[ -1.66394334e-01 -6.37905567e-02 -8.02958440e-02 -1.16967430e-01
-2.83097403e-01 -2.93863806e-01 -1.74069505e-02 -8.43571725e-02
-1.17451214e-01 -1.05353193e-01 -1.57574558e-02 -1.44146690e-01
-2.71318379e-01]
[ -1.75903255e-01 -2.11843100e-01 -2.95665256e-01 -2.51976380e-01
-2.60173956e-01 -2.05328666e-01 -3.84476423e-01 8.17776702e-02
-9.75885191e-02 -3.28419269e-01 -2.62332148e-01 -1.89662035e-01
-2.75321016e-01]
[ -1.06514334e-01 1.25254431e-01 3.06244020e-02 -3.13272132e-02
-2.07247518e-01 -1.63904633e-01 -1.17102445e-01 -7.48515187e-02
-1.04190948e-01 -2.82370077e-01 -1.88334440e-01 -1.85209380e-01
-2.36600677e-01]
[ -3.37668398e-01 -1.32496596e-01 -2.61040123e-01 6.00723726e-02
-2.05047420e-01 -2.16028495e-01 -6.35036602e-02 -1.85959071e-01
5.03151225e-02 -1.23213008e-01 -5.57662101e-03 -3.87940832e-01
-9.76588537e-02]
[ -9.63346662e-02 -5.13871503e-02 -2.45535186e-01 -5.72768143e-02
-2.26500647e-01 -2.61686106e-01 -3.61800910e-01 -7.86879259e-02
4.01474408e-02 -3.06314224e-01 -3.22271043e-01 -4.64060605e-01
-1.06936180e-01]
[ -1.97606566e-01 -5.40863069e-01 -3.22475977e-01 -4.26138969e-01
-3.37026119e-01 -2.16644449e-01 -3.24776548e-03 -3.45151780e-01
1.16427520e-01 -2.97797649e-01 -2.76874803e-01 -1.49779452e-01
-1.60580964e-01]
[ -2.04074779e-01 -2.99018935e-01 -3.07872663e-01 -1.58988142e-01
-9.70330030e-02 -1.38544415e-01 -1.63958936e-01 -9.60293983e-02
-2.44188654e-01 -5.69424469e-01 -2.58880143e-01 -5.95478568e-02
-1.23921650e-01]
[ -1.05199923e-01 -8.05661645e-03 -2.29857813e-01 -3.95040601e-01
-2.64723505e-01 -2.47449731e-01 -4.25613562e-02 -2.24028923e-01
3.74092155e-02 8.34663029e-02 -3.91084875e-01 -2.95078948e-01
-1.53809720e-01]]
Progress: 0.5% ... Training loss: 1.326 ... Validation loss: 2.058[[-0.31645455]
[-0.05641637]
[-0.22281872]
[-0.00337855]
[-0.08341473]
[-0.24881345]
[-0.43750251]
[-0.38797468]
[-0.41472024]
[-0.43855219]
[-0.00338006]
[ 0.0868649 ]
[-0.36489304]]
[[ -4.69347399e-01 -7.20955195e-01 -5.62230916e-01 -5.38374737e-01
-5.24764992e-01 -5.49185743e-01 -5.91813991e-01 -5.89702329e-01
-7.00916909e-01 -6.50893844e-01 -5.87346566e-01 -5.74186903e-01
-7.34585639e-01]
[ 2.35135806e-03 -1.36498294e-01 5.17157117e-02 -1.02736390e-02
-4.12447934e-02 5.92951721e-02 -1.31335535e-01 2.15896344e-01
-1.27698823e-01 -1.76110887e-01 -3.06205337e-02 1.74311225e-02
6.79115265e-02]
[ -1.68440173e-01 1.11684122e-01 -1.90300828e-02 6.31331799e-02
1.05334394e-01 -7.40436683e-02 -1.65305657e-01 -3.20125564e-01
-1.24460277e-01 -3.01024854e-01 1.13357822e-01 3.14909584e-01
-2.40224501e-01]
[ 1.76586626e-01 -2.66446056e-01 -2.50706065e-01 -2.67403295e-02
-3.34618995e-01 -1.93249552e-02 1.28975661e-01 3.57304348e-02
2.83398341e-01 -1.54534157e-03 -1.83320926e-01 -4.30816863e-01
1.64087139e-01]
[ 7.06256124e-02 1.29286846e-01 8.74680134e-02 2.06546082e-01
5.70704917e-02 6.53719119e-02 -8.07267684e-02 -6.78025554e-02
-3.55550141e-02 -3.70372212e-02 2.79838849e-01 2.94384485e-01
9.49820202e-02]
[ -4.79262100e-01 -5.41781655e-01 -6.04794472e-01 -5.19847746e-01
-5.47901638e-01 -5.64557379e-01 -2.86314406e-01 -2.45927933e-01
-3.75546345e-01 -3.19650422e-01 -3.53609638e-01 -4.50720093e-01
-2.73873064e-01]
[ -4.10771233e-01 -5.97915021e-01 -3.15965627e-01 -3.94054456e-01
-4.33741426e-01 -5.49252531e-01 -5.55250871e-01 -5.94125605e-01
-3.85536114e-01 -3.60949545e-01 -5.52723060e-01 -4.11312476e-01
-4.37687725e-01]
[ -3.32242982e-01 -3.23110183e-01 -4.46780813e-01 -2.59177292e-01
-2.69865884e-01 -4.07484917e-01 -3.71184734e-01 -3.24214282e-01
-4.30276472e-01 -5.60903177e-01 -2.63485393e-01 -2.95386532e-01
-4.95457070e-01]
[ -4.20669567e-01 -4.35675986e-01 -3.64577680e-01 -2.55489780e-01
-4.13663244e-01 -1.86454467e-01 -7.48412702e-02 -3.49824504e-01
-2.21980060e-01 -3.60820805e-01 -2.68551442e-01 -3.74141490e-01
-1.92669126e-01]
[ -9.39965038e-01 -9.92452556e-01 -9.50899290e-01 -9.64467296e-01
-1.06795987e+00 -9.61528241e-01 -8.57976985e-01 -9.08847600e-01
-9.32314963e-01 -7.85655470e-01 -1.09198514e+00 -1.04718482e+00
-7.69430101e-01]
[ -4.52841430e-01 -2.93070356e-01 -4.45811984e-01 -3.67364228e-01
-3.85310038e-01 -3.31533598e-01 -4.63575765e-01 -5.08271644e-01
-5.26687664e-01 -1.01192587e-01 -4.63891864e-01 -6.25934031e-01
-3.93580232e-01]
[ -1.28782177e-01 8.46105673e-02 -3.41181249e-01 -2.54351375e-01
-4.16599283e-02 -7.13437671e-02 -2.21540058e-01 -3.37382724e-01
-2.12762264e-01 4.51325772e-02 -1.65769743e-01 -2.91239494e-02
-3.53509146e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.63173720e-01 -9.08335961e-02 1.63515236e-01 -2.17809988e-01
-1.12247411e-01 1.11557730e-01 -1.42114280e-01 -4.04469946e-02
-8.75602454e-02 2.11420575e-02 -8.17426040e-02 -1.48582292e-01
4.59181949e-02]
[ -7.57463581e-02 -2.49005753e-01 -1.77119153e-01 -2.72011096e-01
-4.71526864e-01 -8.35209358e-02 -9.19067319e-03 4.75132465e-03
-1.69863773e-02 1.97319499e-02 -1.41171187e-01 -1.24115340e-01
-2.17518754e-01]
[ -6.58315055e-02 4.98285961e-03 -2.42188892e-01 -2.56739510e-01
1.39104631e-01 -1.61775191e-01 -1.49706737e-01 3.09638011e-02
4.04896392e-02 -2.92784586e-02 -1.83728686e-01 -7.08071294e-02
5.75409380e-02]
[ 2.41469907e-02 -1.53540057e-01 -1.53879510e-01 -3.04840856e-02
-1.15839292e-01 -1.06150690e-01 2.03102088e-02 -2.34123380e-01
-8.70360668e-02 -1.25848519e-01 -6.89449911e-03 -1.47985740e-01
-4.69777955e-02]
[ -2.77710634e-01 -1.68512027e-01 -6.53846225e-02 -1.27854509e-01
-3.29384715e-01 -2.66973299e-01 -3.75394674e-01 4.40013437e-02
-3.06024128e-01 -2.25033671e-01 1.14215141e-01 -7.89625737e-02
2.56055374e-01]
[ -2.24596678e-01 -1.15831967e-01 -7.79806764e-02 -5.08992965e-02
-6.14428861e-02 -1.13339715e-01 -1.44814613e-01 -2.74004609e-02
-1.89729830e-01 -6.52072983e-02 4.32029132e-02 -3.09106542e-02
-1.23416683e-01]
[ -1.75141062e-01 2.15021127e-02 -2.28469450e-01 -2.48995821e-01
-6.19975304e-02 -2.02752799e-01 -3.47338188e-01 -2.16062081e-01
6.49324356e-02 -2.92352497e-01 -1.68508480e-01 1.11039072e-01
-3.17158417e-01]
[ -3.68581923e-01 -9.12047867e-02 -1.35508914e-01 -2.36939443e-01
-7.09930926e-02 -3.09223041e-01 4.25651637e-02 -7.45402398e-02
-1.31414374e-01 7.46534528e-02 -1.06499272e-01 -1.98972199e-01
-1.83656871e-01]
[ -1.46404441e-01 -2.12449484e-01 -3.64833801e-02 -2.17549070e-01
-1.89194175e-01 -2.79323918e-01 -9.89566343e-02 -8.24032725e-02
-2.99121239e-01 5.01540284e-02 5.15227788e-02 -2.13055765e-01
-2.84359812e-01]
[ -1.17384855e-01 -2.25377112e-01 -1.06504709e-01 -3.41878948e-01
4.41601755e-02 -6.75205745e-03 -1.76868437e-01 -9.85140634e-02
1.30619241e-01 -5.46946610e-02 -2.64524293e-01 -4.08159429e-01
-2.98259639e-01]
[ -2.72206861e-02 -5.30197529e-02 -1.42600476e-01 -7.12925038e-02
-2.41839474e-01 7.04972678e-02 -3.47192634e-02 2.80381080e-03
-1.82120837e-01 -1.81209670e-02 -9.32397839e-02 -3.51377757e-01
-1.00302183e-01]
[ -6.51737705e-02 2.92358976e-02 -1.27062008e-01 -2.97527666e-01
1.18318889e-01 2.45417444e-02 -2.16883584e-01 -1.74101270e-01
1.27612864e-01 -6.36644962e-02 -2.50612878e-01 -1.64582688e-01
-2.54880873e-01]
[ 4.88705298e-02 -2.55425286e-01 -8.97079721e-02 -3.09300854e-01
-1.56060429e-01 -9.61161289e-02 -9.15926531e-02 -6.82376311e-02
-1.34686157e-01 9.19278965e-02 -3.31831356e-01 -7.10407053e-02
6.45884993e-02]
[ -2.47121046e-01 -1.93740251e-01 -1.36424352e-01 -1.53327981e-01
-2.42375891e-01 -1.00332692e-01 1.77836172e-02 -1.30209481e-01
1.21925346e-01 -1.30730019e-01 -1.96816335e-01 -2.84158255e-01
2.15006112e-01]
[ -4.76656196e-02 -1.15892738e-01 1.09228451e-02 -1.13627287e-01
-8.86100628e-02 1.56870545e-01 -3.94091000e-02 9.91646534e-04
-2.08934065e-01 -1.39678093e-02 7.52286798e-02 -1.84224476e-01
1.77533316e-01]
[ -3.75917437e-02 4.22965341e-02 -1.34631916e-01 9.09213792e-02
-9.08490297e-02 -5.62582802e-02 2.04225842e-02 -9.39818675e-02
2.06305290e-02 7.71601010e-02 -2.24343949e-01 -9.83414685e-03
1.67055649e-01]
[ -1.26288182e-01 -2.00079022e-01 4.71200592e-02 -1.81340665e-01
-5.35353479e-02 1.04475867e-01 7.11894578e-02 -1.32441995e-01
-2.71006181e-01 -1.02217088e-01 -3.23558498e-01 -5.84632764e-02
2.48608576e-01]
[ 7.50977983e-02 4.43329898e-03 2.30676046e-03 4.13494360e-02
1.59835504e-02 -2.67142175e-02 -3.17212616e-02 4.21404874e-02
1.26640630e-01 -3.56142795e-02 -3.09362014e-01 8.21156670e-02
-1.69097979e-02]
[ -3.29387970e-02 -7.35842241e-02 8.97180179e-03 1.42306397e-01
-2.78394577e-02 -2.87636228e-01 -1.11329371e-01 1.03830649e-01
-1.47925512e-01 -9.54857119e-02 -8.71083810e-02 -1.88232542e-01
-2.62623226e-02]
[ 1.04633673e-01 8.78178359e-02 5.11635940e-03 -2.42442615e-02
-1.16905687e-01 -5.23399554e-02 -9.09530069e-02 -1.05619809e-01
-1.88526324e-01 -6.99208293e-02 -2.45318459e-01 5.39031138e-02
5.70788768e-02]
[ 1.18872095e-01 -1.94746984e-01 1.63933906e-01 -1.08799146e-01
1.02809962e-01 2.89712270e-02 -1.07688936e-01 -7.55074870e-02
2.07601688e-01 -2.46005669e-01 -1.48253294e-01 5.42182188e-02
7.44269523e-02]
[ 5.00991666e-02 7.38005863e-02 -2.08112297e-01 1.22928453e-02
2.13472329e-02 3.90114789e-03 -1.08314308e-01 -2.83835773e-01
-2.51713506e-01 -1.22758670e-01 -6.11295992e-02 -3.67267611e-02
-1.16208007e-01]
[ -5.71546073e-02 -1.96279485e-01 6.56956435e-02 1.36053546e-01
-1.10428321e-01 -1.34962037e-01 3.89317521e-02 -1.76999236e-03
8.24384255e-02 -3.51473509e-01 -2.42674032e-01 -1.20170506e-01
1.20872811e-02]
[ 2.12234416e-02 -2.63544403e-01 6.51964611e-02 -1.93941102e-01
-1.79584265e-01 -2.29363036e-01 -2.41402604e-01 9.93677957e-02
1.45622608e-02 1.79858920e-01 -1.20151652e-01 6.89552038e-02
-3.87523383e-02]
[ 1.91244916e-01 2.24012480e-02 -9.60769312e-02 -2.29504075e-01
-8.34234706e-02 -9.73318997e-02 -1.21622139e-01 1.55417314e-01
-1.38191535e-01 -1.16987046e-01 -2.19306302e-01 -1.56338091e-01
-4.49865352e-03]
[ -1.62457410e-01 -1.98291335e-01 -1.02069263e-01 -1.94517341e-01
-6.87950550e-02 2.99890583e-02 -1.41435507e-01 -8.12726871e-02
-1.02495596e-01 1.13526445e-01 -2.32623243e-01 -1.80071366e-01
-1.62626455e-01]
[ -2.89609470e-02 -2.08685112e-01 -1.51592139e-01 -1.71734266e-01
-4.46457134e-02 4.59739109e-02 -3.70964001e-03 6.26747085e-02
-1.98246289e-01 -1.85446078e-01 -3.05550016e-02 -1.92227017e-01
-4.87346049e-03]
[ 1.24611646e-01 5.30470482e-02 3.14953152e-03 -1.64001184e-01
-3.39782955e-01 1.06982656e-02 -8.46087146e-02 -1.50304827e-01
-2.73766175e-01 1.80002125e-01 -1.44129483e-01 -2.69497310e-01
5.18560702e-02]
[ -4.53867270e-02 -4.75936702e-02 -2.77268245e-01 -6.63730523e-02
2.40274314e-02 1.64219878e-01 -1.61323808e-01 -8.85433112e-02
9.01083479e-03 4.37830688e-02 4.80261719e-02 1.07193061e-01
8.38965104e-02]
[ 1.72456084e-01 1.48397350e-01 -1.80891829e-01 2.02954338e-01
-7.96954973e-02 2.29747200e-02 1.45955348e-02 -1.45995771e-01
-3.55842515e-02 -1.60901428e-01 1.03980076e-01 -8.62070931e-02
-1.62822018e-01]
[ 2.68170058e-02 1.92747653e-02 7.17309388e-02 -1.38190130e-01
-1.59955693e-01 -4.75008628e-02 -1.30643538e-02 -1.18585352e-01
-5.47164180e-02 -3.11137282e-03 -4.46055750e-02 1.78770661e-02
-9.13328661e-02]
[ -2.46705536e-02 -1.70964174e-01 -1.53143952e-01 1.41026386e-01
-2.19236524e-01 2.45809014e-01 1.59659773e-02 -1.76135667e-01
-1.56890062e-01 -4.30634206e-01 4.29103746e-03 -9.03529999e-02
-1.03822897e-01]
[ 9.33776028e-02 -3.93505635e-01 -4.83673302e-02 -7.55128184e-02
-1.24894587e-01 2.06419844e-01 1.45460092e-01 2.18316885e-01
-9.99431270e-02 -3.61007890e-04 -1.17872822e-01 1.20755963e-01
-8.57931530e-02]
[ 2.03677513e-01 -2.83395728e-01 -1.22564604e-01 -8.50344400e-02
-1.98506545e-01 1.22499780e-01 3.54990992e-02 -1.60220886e-01
-2.10703198e-02 -1.30675740e-01 -1.17769645e-01 -1.71948609e-01
-6.07727420e-02]
[ -1.43909802e-01 -5.42264599e-02 3.61817683e-02 -2.15643420e-01
-2.89542001e-02 -1.43800217e-01 2.16209890e-02 -6.61560933e-02
-9.29130067e-02 -6.34156987e-02 -2.49134371e-01 -2.35196942e-01
-7.65968191e-02]
[ -1.66582110e-01 -6.38528167e-02 -8.04395223e-02 -1.17016782e-01
-2.83156447e-01 -2.93990415e-01 -1.76464997e-02 -8.45244393e-02
-1.17746743e-01 -1.05616689e-01 -1.58079016e-02 -1.44154848e-01
-2.71563765e-01]
[ -1.79320115e-01 -2.12800066e-01 -2.97712273e-01 -2.52576236e-01
-2.61363133e-01 -2.07532747e-01 -3.87909584e-01 7.77134658e-02
-1.00955120e-01 -3.32194854e-01 -2.62889782e-01 -1.89782097e-01
-2.78201220e-01]
[ -1.08402891e-01 1.24344723e-01 2.87361742e-02 -3.18556559e-02
-2.08285382e-01 -1.65380297e-01 -1.19131760e-01 -7.70150704e-02
-1.06408043e-01 -2.84152303e-01 -1.88825271e-01 -1.85334951e-01
-2.38452766e-01]
[ -3.41386961e-01 -1.33997304e-01 -2.63727379e-01 5.90280780e-02
-2.06725010e-01 -2.19556469e-01 -6.90052769e-02 -1.90092165e-01
4.52486909e-02 -1.29282060e-01 -6.62895783e-03 -3.88101254e-01
-1.02320723e-01]
[ -1.04495330e-01 -5.47897679e-02 -2.51104981e-01 -5.92918682e-02
-2.30326374e-01 -2.67848485e-01 -3.70171776e-01 -8.77319586e-02
3.05269985e-02 -3.15161054e-01 -3.24059395e-01 -4.64490341e-01
-1.14279039e-01]
[ -2.04518038e-01 -5.42781933e-01 -3.27371357e-01 -4.27557506e-01
-3.39488373e-01 -2.22338224e-01 -1.30717245e-02 -3.52270696e-01
1.06899529e-01 -3.07058863e-01 -2.78517026e-01 -1.50122521e-01
-1.68785898e-01]
[ -2.08582160e-01 -3.00789735e-01 -3.11494673e-01 -1.60110476e-01
-9.94917434e-02 -1.42482725e-01 -1.69500713e-01 -1.01440027e-01
-2.49401565e-01 -5.74753109e-01 -2.59939185e-01 -5.98214185e-02
-1.29478977e-01]
[ -1.08685705e-01 -9.31298438e-03 -2.32119621e-01 -3.95693090e-01
-2.66046805e-01 -2.50202345e-01 -4.74019716e-02 -2.27600949e-01
3.27813674e-02 7.89225589e-02 -3.91685592e-01 -2.95206886e-01
-1.57572167e-01]]
Progress: 0.5% ... Training loss: 1.066 ... Validation loss: 1.754[[-0.25204242]
[ 0.01234874]
[-0.16466869]
[ 0.06575707]
[-0.02091813]
[-0.1838984 ]
[-0.37560452]
[-0.33127953]
[-0.3506802 ]
[-0.37857023]
[ 0.06230993]
[ 0.15331868]
[-0.30898113]]
[[-0.47767097 -0.72244469 -0.56782639 -0.53847404 -0.5269895 -0.55596195
-0.60266082 -0.59828394 -0.71006356 -0.66111185 -0.58744146 -0.57163872
-0.74250343]
[ 0.00138876 -0.13673188 0.05096774 -0.0102833 -0.04155403 0.05853592
-0.13240361 0.21455166 -0.12879016 -0.17713672 -0.03062955 0.01773121
0.06709083]
[-0.17652094 0.10970567 -0.02585687 0.06302331 0.10257643 -0.08085316
-0.17694529 -0.3291152 -0.13516185 -0.3116063 0.11325103 0.31813203
-0.24747225]
[ 0.17509553 -0.26588004 -0.24865643 -0.02673375 -0.33366702 -0.02019509
0.12675717 0.03553201 0.278991 -0.00258804 -0.18329474 -0.43267762
0.1623257 ]
[ 0.07117585 0.12930702 0.08765968 0.20654853 0.05742283 0.06621628
-0.07834375 -0.06532249 -0.03204645 -0.03666224 0.2798237 0.29472913
0.09406354]
[-0.48201374 -0.5422624 -0.60627449 -0.51987637 -0.54851261 -0.56662928
-0.28985258 -0.24926892 -0.37848571 -0.32317855 -0.35364031 -0.44996379
-0.27704057]
[-0.41456276 -0.59857621 -0.31879326 -0.39409653 -0.43464383 -0.55190939
-0.55896866 -0.59805977 -0.38989536 -0.36631964 -0.55276117 -0.41022511
-0.44201409]
[-0.33612993 -0.3241968 -0.44994875 -0.25923542 -0.27139472 -0.41081733
-0.37662297 -0.32866425 -0.43488145 -0.56536283 -0.26354316 -0.29369607
-0.49837584]
[-0.42625185 -0.43649375 -0.36785218 -0.25554754 -0.41489595 -0.19122758
-0.08350272 -0.35595607 -0.22975162 -0.36829415 -0.26860398 -0.3730739
-0.19843916]
[-0.94556224 -0.99371423 -0.95520848 -0.96454361 -1.06988613 -0.96636924
-0.86577831 -0.91566683 -0.93943987 -0.79270685 -1.09205898 -1.04487549
-0.77520686]
[-0.46061335 -0.2945001 -0.45126723 -0.36744902 -0.38719204 -0.33741059
-0.47333179 -0.51663708 -0.53528579 -0.11171689 -0.46397513 -0.62400263
-0.4012213 ]
[-0.13142544 0.08425568 -0.34216691 -0.25437684 -0.04212659 -0.07346008
-0.22533835 -0.34005475 -0.21671439 0.04187703 -0.16579174 -0.02876296
-0.35627398]
[-0.01874681 0.20492162 0.10142478 0.07532836 0.08450203 0.02594213
0.09310837 -0.0904274 -0.16363422 -0.25978157 -0.24504623 0.21488144
0.10384861]
[-0.26400871 -0.09095311 0.16303047 -0.21781737 -0.1123986 0.11092881
-0.14319001 -0.04144288 -0.08849866 0.01998712 -0.08174986 -0.14842434
0.04487309]
[-0.07674225 -0.24917511 -0.17771639 -0.2720211 -0.47174271 -0.08428243
-0.01068266 0.00328499 -0.01807522 0.01835225 -0.14118283 -0.12377457
-0.21858511]
[-0.06768889 0.00474058 -0.24306923 -0.25675609 0.13867328 -0.16299707
-0.15160775 0.02881471 0.03815709 -0.03144931 -0.18374295 -0.07039236
0.05527622]
[ 0.02436419 -0.15355605 -0.15393758 -0.03048336 -0.1158819 -0.10606503
0.0205737 -0.23391476 -0.08668261 -0.12556196 -0.0068944 -0.1479406
-0.04660275]
[-0.27954933 -0.16888152 -0.06700283 -0.12787558 -0.32979602 -0.26822976
-0.37713212 0.04222343 -0.30784275 -0.22798346 0.11419351 -0.07835583
0.25365828]
[-0.22546763 -0.11599846 -0.07864419 -0.05091189 -0.06167347 -0.11406534
-0.14588497 -0.02826726 -0.19080192 -0.06642656 0.04319197 -0.03061778
-0.1241462 ]
[-0.17681056 0.02103966 -0.22968105 -0.24901982 -0.06260936 -0.20420354
-0.34934849 -0.21795628 0.06275266 -0.29366713 -0.16853031 0.11175849
-0.31831225]
[-0.36937328 -0.09144524 -0.13636075 -0.23695446 -0.07138503 -0.31000739
0.04065223 -0.07595242 -0.13280477 0.07341661 -0.10651302 -0.19858466
-0.18458781]
[-0.14990213 -0.21312887 -0.03897579 -0.21758929 -0.1901851 -0.28208134
-0.10377897 -0.08580809 -0.30264525 0.04556811 0.05148061 -0.2120563
-0.28736631]
[-0.11894111 -0.22559142 -0.10736993 -0.34189341 0.04375811 -0.00821004
-0.17933768 -0.10027609 0.12799113 -0.05677754 -0.26453668 -0.40785799
-0.29960771]
[-0.02822061 -0.05317765 -0.14317009 -0.0713041 -0.24199902 0.06965211
-0.03620525 0.00165667 -0.1834939 -0.01965755 -0.09325026 -0.35123948
-0.10152078]
[-0.06649073 0.02902721 -0.12751928 -0.29754204 0.11808314 0.02351184
-0.21852538 -0.1752902 0.12593013 -0.06515088 -0.25062572 -0.16438536
-0.25627785]
[ 0.04926678 -0.25537296 -0.08950732 -0.30929797 -0.15598815 -0.09586293
-0.09101106 -0.06763821 -0.1340769 0.09259032 -0.33182893 -0.0711175
0.06508785]
[-0.24646092 -0.19366841 -0.13605367 -0.15332147 -0.24227057 -0.09987108
0.01890567 -0.1293811 0.12303495 -0.12974529 -0.19681203 -0.28422912
0.21596162]
[-0.04749065 -0.11587734 0.0110018 -0.11362588 -0.08858691 0.15703217
-0.03907481 0.00125861 -0.20860815 -0.01367366 0.07522981 -0.18423439
0.17781272]
[-0.03711243 0.04238355 -0.13438958 0.09092598 -0.09074545 -0.05596154
0.02119431 -0.09345723 0.02142904 0.07775819 -0.22434079 -0.00995067
0.16754529]
[-0.12553947 -0.19997419 0.04763343 -0.1813327 -0.05335275 0.1051539
0.0723738 -0.13153931 -0.27002552 -0.10114907 -0.32355247 -0.05862088
0.24973465]
[ 0.07598755 0.00453748 0.00268009 0.04135628 0.01613657 -0.02622349
-0.03046201 0.04316914 0.12803891 -0.03436489 -0.30935736 0.08197297
-0.01592869]
[-0.03322569 -0.07362031 0.00883911 0.14230355 -0.02789339 -0.2878018
-0.11169237 0.10348107 -0.14831795 -0.09587927 -0.08711038 -0.18819904
-0.02658814]
[ 0.10410004 0.08778503 0.00496316 -0.02424745 -0.11695954 -0.05272952
-0.09191126 -0.10623484 -0.18923813 -0.07069617 -0.24531965 0.05387362
0.05646925]
[ 0.11773347 -0.19488123 0.16322809 -0.10880896 0.10258408 0.02817456
-0.10929064 -0.07681683 0.20595879 -0.24741733 -0.14826094 0.0543787
0.07309244]
[ 0.04866754 0.07358745 -0.20882493 0.01227985 0.02097132 0.00277333
-0.11060493 -0.28538682 -0.25359558 -0.12472979 -0.06114188 -0.0363851
-0.11779451]
[-0.05760635 -0.19639183 0.06521303 0.13604662 -0.11061006 -0.1352938
0.03806754 -0.00239116 0.08174071 -0.35211715 -0.2426793 -0.11997689
0.0115805 ]
[ 0.02026992 -0.26369536 0.06443422 -0.1939501 -0.17984198 -0.23009126
-0.2426625 0.09784726 0.01293864 0.1782449 -0.12016066 0.06923528
-0.03980799]
[ 0.1897791 0.02209598 -0.09709689 -0.22951718 -0.08382112 -0.09841627
-0.12338791 0.15329223 -0.1399129 -0.11875083 -0.21931898 -0.15594432
-0.00590377]
[-0.16265555 -0.19832061 -0.1022069 -0.19451938 -0.0688446 0.02983148
-0.141728 -0.08154277 -0.1027782 0.11317204 -0.23262488 -0.18002929
-0.16286807]
[-0.02917417 -0.20873583 -0.15178285 -0.17173761 -0.04472626 0.04578049
-0.00403969 0.06242676 -0.19851163 -0.18573375 -0.03055919 -0.1921229
-0.00516996]
[ 0.12369561 0.05282649 0.00227162 -0.16401157 -0.33999019 0.01005928
-0.08550496 -0.15111642 -0.27460592 0.17845591 -0.14413992 -0.26918281
0.05061058]
[-0.04601201 -0.04767633 -0.27751546 -0.06637767 0.02387524 0.1637948
-0.16196934 -0.08938327 0.00795553 0.04293853 0.0480226 0.10731836
0.08320051]
[ 0.16909405 0.14761021 -0.18299016 0.20291232 -0.08070078 0.02045613
0.01029034 -0.1495946 -0.03931259 -0.16519007 0.10393577 -0.08507603
-0.16584272]
[ 0.02374711 0.01867463 0.06931809 -0.13822732 -0.16073951 -0.05013632
-0.01742004 -0.12196094 -0.05835997 -0.00783294 -0.04464547 0.01883426
-0.09493863]
[-0.02766615 -0.17144684 -0.15469522 0.14098646 -0.21992654 0.24316583
0.01160394 -0.17901877 -0.16121038 -0.43351891 0.00426024 -0.08962772
-0.10668979]
[ 0.09220918 -0.39367909 -0.04919528 -0.07552657 -0.12520054 0.20544003
0.14370752 0.21657606 -0.10140557 -0.00212198 -0.11788407 0.121071
-0.08714931]
[ 0.20309397 -0.28347765 -0.12285648 -0.08504016 -0.19862188 0.12209852
0.03484029 -0.16079888 -0.02177236 -0.13132877 -0.11777492 -0.17184614
-0.06128695]
[-0.14407536 -0.05424776 0.03612623 -0.21564499 -0.0289738 -0.14389475
0.02141166 -0.06611731 -0.0931292 -0.06359653 -0.24913549 -0.23518054
-0.07672851]
[-0.16638407 -0.06382005 -0.0803085 -0.11701514 -0.28311511 -0.29385477
-0.01734399 -0.08413293 -0.11745631 -0.10520904 -0.01580616 -0.14418579
-0.27127848]
[-0.18020998 -0.21294606 -0.29838894 -0.25258402 -0.26167754 -0.20830529
-0.38895381 0.07636962 -0.10264792 -0.33357369 -0.26289816 -0.18946167
-0.27880496]
[-0.11079976 0.12384167 0.02690348 -0.03188255 -0.20892786 -0.16724379
-0.12172811 -0.0796624 -0.10896363 -0.28676877 -0.18884988 -0.18460322
-0.24052666]
[-0.34511127 -0.13464306 -0.26570467 0.05898071 -0.20759142 -0.22286312
-0.07537319 -0.19442224 0.03923362 -0.13435272 -0.00666953 -0.38736289
-0.10643601]
[-0.10794804 -0.05536747 -0.25301879 -0.05933094 -0.23112205 -0.2703646
-0.37433824 -0.09184129 0.02622699 -0.31946994 -0.3240905 -0.46378761
-0.11806074]
[-0.20488776 -0.54285269 -0.32758457 -0.42756152 -0.33960457 -0.22263407
-0.01341831 -0.35261233 0.10659858 -0.30747036 -0.27852323 -0.14995966
-0.16925984]
[-0.21117886 -0.30124711 -0.31334426 -0.16013972 -0.10024133 -0.14464142
-0.17323269 -0.10448389 -0.25186601 -0.57786878 -0.25997114 -0.05889478
-0.13211751]
[-0.11126792 -0.00995864 -0.23440645 -0.39572529 -0.26683696 -0.25212329
-0.05050409 -0.22964155 0.03043506 0.07499334 -0.39172186 -0.29418792
-0.16006772]]
Progress: 0.6% ... Training loss: 0.959 ... Validation loss: 1.600[[-0.19235937]
[ 0.08685668]
[-0.09999759]
[ 0.13977272]
[ 0.05177203]
[-0.11790793]
[-0.31450526]
[-0.28268528]
[-0.29011907]
[-0.32309411]
[ 0.13724729]
[ 0.23684553]
[-0.25810245]]
[[ -4.81643242e-01 -7.22174192e-01 -5.70982953e-01 -5.37079401e-01
-5.27504337e-01 -5.59005784e-01 -6.08632768e-01 -6.02181069e-01
-7.14191763e-01 -6.65720235e-01 -5.85958435e-01 -5.66823446e-01
-7.45539943e-01]
[ 1.19244000e-03 -1.36708030e-01 5.07459513e-02 -1.01969370e-02
-4.15851893e-02 5.83365808e-02 -1.32667903e-01 2.14271108e-01
-1.29119326e-01 -1.77379033e-01 -3.05470726e-02 1.79642730e-02
6.69531745e-02]
[ -1.85514472e-01 1.10363641e-01 -3.36426426e-02 6.63160553e-02
1.01430152e-01 -8.77102264e-02 -1.90226870e-01 -3.40526594e-01
-1.46108841e-01 -3.24296336e-01 1.16674402e-01 3.28707863e-01
-2.57510815e-01]
[ 1.77211851e-01 -2.66192045e-01 -2.44893867e-01 -2.79650944e-02
-3.33032842e-01 -1.80844697e-02 1.29872729e-01 3.79203451e-02
2.80498596e-01 -9.97399896e-04 -1.84717401e-01 -4.39283968e-01
1.63714850e-01]
[ 7.06766797e-02 1.29358436e-01 8.68190844e-02 2.06993713e-01
5.73583666e-02 6.59506742e-02 -7.96457821e-02 -6.50712862e-02
-3.32482236e-02 -3.71030726e-02 2.80413315e-01 2.95979543e-01
9.22521162e-02]
[ -4.82523041e-01 -5.42253417e-01 -6.06299059e-01 -5.19803087e-01
-5.48537289e-01 -5.66924086e-01 -2.90560427e-01 -2.49295466e-01
-3.79281699e-01 -3.23460393e-01 -3.53581411e-01 -4.49927150e-01
-2.77165097e-01]
[ -4.16063335e-01 -5.98471684e-01 -3.20387439e-01 -3.93468492e-01
-4.34819687e-01 -5.53134143e-01 -5.60819813e-01 -5.99467848e-01
-3.91602431e-01 -3.68008724e-01 -5.52124972e-01 -4.08190050e-01
-4.43670265e-01]
[ -3.41840346e-01 -3.23784935e-01 -4.54437807e-01 -2.57284593e-01
-2.72105662e-01 -4.15028802e-01 -3.84764330e-01 -3.35033234e-01
-4.41385657e-01 -5.72878020e-01 -2.61464381e-01 -2.87747397e-01
-5.03453981e-01]
[ -4.30762237e-01 -4.36290871e-01 -3.70484646e-01 -2.54331612e-01
-4.15207276e-01 -1.94982974e-01 -9.10127367e-02 -3.61655087e-01
-2.37064452e-01 -3.75552070e-01 -2.67641006e-01 -3.71325353e-01
-2.04458387e-01]
[ -9.51284668e-01 -9.93281454e-01 -9.60224502e-01 -9.62337516e-01
-1.07060676e+00 -9.70715543e-01 -8.73570156e-01 -9.21458815e-01
-9.46082035e-01 -7.99692032e-01 -1.08979219e+00 -1.03801255e+00
-7.80723809e-01]
[ -4.67601144e-01 -2.94183037e-01 -4.55250437e-01 -3.65653494e-01
-3.87728037e-01 -3.42839317e-01 -4.84170109e-01 -5.24925895e-01
-5.45591898e-01 -1.22047176e-01 -4.62403276e-01 -6.20845127e-01
-4.09223791e-01]
[ -1.30945910e-01 8.42340828e-02 -3.41907946e-01 -2.54510399e-01
-4.20927647e-02 -7.31714566e-02 -2.24918570e-01 -3.39476569e-01
-2.16086208e-01 4.24484704e-02 -1.65893518e-01 -2.90144836e-02
-3.55632624e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.63853987e-01 -9.09570451e-02 1.63108289e-01 -2.17826703e-01
-1.12394316e-01 1.10990530e-01 -1.42806528e-01 -4.09807230e-02
-8.82096350e-02 2.04697118e-02 -8.17445996e-02 -1.48396750e-01
4.53263360e-02]
[ -7.68535211e-02 -2.49183707e-01 -1.77573075e-01 -2.72069768e-01
-4.71735986e-01 -8.42799432e-02 -1.07846283e-02 3.40456970e-03
-1.81468437e-02 1.83949249e-02 -1.41250912e-01 -1.23978109e-01
-2.18381356e-01]
[ -6.76993036e-02 4.74190665e-03 -2.43024724e-01 -2.56738679e-01
1.38681632e-01 -1.62984010e-01 -1.51819135e-01 2.89646005e-02
3.79537939e-02 -3.13187333e-02 -1.83709522e-01 -7.04003015e-02
5.52724097e-02]
[ 2.41159298e-02 -1.53535903e-01 -1.54284532e-01 -3.04101914e-02
-1.15925072e-01 -1.06278684e-01 2.02571484e-02 -2.33925278e-01
-8.67597887e-02 -1.26052466e-01 -6.76901377e-03 -1.47456917e-01
-4.67495021e-02]
[ -2.80385212e-01 -1.68830057e-01 -6.77688030e-02 -1.27515472e-01
-3.29868131e-01 -2.68859599e-01 -3.78031562e-01 4.13611803e-02
-3.09012272e-01 -2.28894031e-01 1.14551746e-01 -7.74116774e-02
2.52294520e-01]
[ -2.27069674e-01 -1.15878638e-01 -8.02681503e-02 -5.02791765e-02
-6.19270589e-02 -1.15499141e-01 -1.48150781e-01 -3.02035233e-02
-1.92581185e-01 -6.81770915e-02 4.38375599e-02 -2.82597079e-02
-1.25506942e-01]
[ -1.77133128e-01 2.10808989e-02 -2.30116835e-01 -2.48892958e-01
-6.26714049e-02 -2.04493583e-01 -3.49586118e-01 -2.18277160e-01
6.25574668e-02 -2.93967773e-01 -1.68395815e-01 1.12261832e-01
-3.18427887e-01]
[ -3.70859451e-01 -9.13014314e-02 -1.37698353e-01 -2.36306843e-01
-7.16330488e-02 -3.11162475e-01 3.82768757e-02 -7.77253237e-02
-1.34514828e-01 7.13385605e-02 -1.05848816e-01 -1.96531718e-01
-1.85993972e-01]
[ -1.52914471e-01 -2.12975420e-01 -4.07610447e-02 -2.16767252e-01
-1.90420330e-01 -2.83988361e-01 -1.08156025e-01 -8.90808520e-02
-3.06291269e-01 4.12039630e-02 5.23350335e-02 -2.10207575e-01
-2.90067460e-01]
[ -1.20156931e-01 -2.25541386e-01 -1.07970110e-01 -3.41553167e-01
4.36669717e-02 -9.28529413e-03 -1.81393989e-01 -1.01818011e-01
1.25751117e-01 -5.89617695e-02 -2.64258858e-01 -4.07445867e-01
-3.01288450e-01]
[ -3.03673735e-02 -5.30807123e-02 -1.44496697e-01 -7.07176940e-02
-2.42126063e-01 6.79402985e-02 -3.97447527e-02 -9.72503894e-04
-1.86756523e-01 -2.26588708e-02 -9.27935297e-02 -3.50397816e-01
-1.04427982e-01]
[ -6.78845990e-02 2.90897662e-02 -1.28302880e-01 -2.97222543e-01
1.17973343e-01 2.23646468e-02 -2.20738242e-01 -1.77177768e-01
1.23675800e-01 -6.74707624e-02 -2.50376361e-01 -1.63877250e-01
-2.58126980e-01]
[ 4.95235576e-02 -2.55380965e-01 -8.93760266e-02 -3.09341955e-01
-1.55969934e-01 -9.57095152e-02 -9.06796295e-02 -6.72792930e-02
-1.33793914e-01 9.29777175e-02 -3.31866576e-01 -7.12426002e-02
6.54339327e-02]
[ -2.45449362e-01 -1.93707616e-01 -1.35478272e-01 -1.53582422e-01
-2.42201667e-01 -9.91193947e-02 2.09935049e-02 -1.27820519e-01
1.25122028e-01 -1.28076374e-01 -1.97033318e-01 -2.84718376e-01
2.17797624e-01]
[ -4.69807587e-02 -1.15897542e-01 1.13206778e-02 -1.13746903e-01
-8.85470997e-02 1.57466628e-01 -3.81172121e-02 2.08336875e-03
-2.07851279e-01 -1.28209720e-02 7.51116934e-02 -1.84472627e-01
1.78638693e-01]
[ -3.65812199e-02 4.23573536e-02 -1.34039097e-01 9.07770912e-02
-9.07042747e-02 -5.56147293e-02 2.19859101e-02 -9.26780756e-02
2.21800492e-02 7.89259216e-02 -2.24454361e-01 -1.02929228e-02
1.68419656e-01]
[ -1.24912343e-01 -1.99998477e-01 4.79803595e-02 -1.81494315e-01
-5.33110618e-02 1.05609687e-01 7.34694456e-02 -1.30728510e-01
-2.69018218e-01 -1.00244991e-01 -3.23666681e-01 -5.89142345e-02
2.50850676e-01]
[ 7.62070030e-02 4.53173076e-03 2.77450628e-03 4.13218304e-02
1.61461691e-02 -2.60926360e-02 -3.00935027e-02 4.35065768e-02
1.28394594e-01 -3.39401254e-02 -3.09378729e-01 8.19203113e-02
-1.56172987e-02]
[ -3.27779177e-02 -7.36381963e-02 9.05488685e-03 1.42195223e-01
-2.78631164e-02 -2.87575373e-01 -1.11315283e-01 1.04149511e-01
-1.47797689e-01 -9.52518805e-02 -8.72033180e-02 -1.88404376e-01
-2.60424480e-02]
[ 1.03479739e-01 8.78061021e-02 4.68233218e-03 -2.41006685e-02
-1.16993008e-01 -5.32464874e-02 -9.31237312e-02 -1.07088755e-01
-1.90364312e-01 -7.18191981e-02 -2.45237870e-01 5.39066856e-02
5.55411527e-02]
[ 1.15104421e-01 -1.94752751e-01 1.61437416e-01 -1.08003989e-01
1.02341194e-01 2.60303722e-02 -1.13399113e-01 -8.00952084e-02
2.01921211e-01 -2.50818982e-01 -1.47570382e-01 5.60008937e-02
6.96204844e-02]
[ 4.79851801e-02 7.36147883e-02 -2.09085826e-01 1.24245586e-02
2.09202323e-02 2.38009391e-03 -1.11632160e-01 -2.85978163e-01
-2.54444519e-01 -1.25572273e-01 -6.10228555e-02 -3.60159311e-02
-1.18378369e-01]
[ -5.75819939e-02 -1.96394324e-01 6.52444739e-02 1.36033898e-01
-1.10606325e-01 -1.35273843e-01 3.81226981e-02 -2.34877562e-03
8.17796877e-02 -3.52085255e-01 -2.42689106e-01 -1.20008384e-01
1.16108980e-02]
[ 2.00181775e-02 -2.63685965e-01 6.42515336e-02 -1.93897087e-01
-1.79863656e-01 -2.30278995e-01 -2.43052864e-01 9.74213807e-02
1.25393278e-02 1.77745096e-01 -1.20094733e-01 6.94367254e-02
-4.01500807e-02]
[ 1.89538625e-01 2.21060142e-02 -9.72178334e-02 -2.29474538e-01
-8.38376653e-02 -9.85680224e-02 -1.23716029e-01 1.52965389e-01
-1.40240131e-01 -1.19124552e-01 -2.19281676e-01 -1.55857551e-01
-6.18509548e-03]
[ -1.62944580e-01 -1.98300451e-01 -1.02485541e-01 -1.94417880e-01
-6.88839297e-02 2.95599892e-02 -1.42184208e-01 -8.19854119e-02
-1.03190869e-01 1.12601346e-01 -2.32529480e-01 -1.79765104e-01
-1.63224981e-01]
[ -3.05460375e-02 -2.08652310e-01 -1.52805447e-01 -1.71339588e-01
-4.48789477e-02 4.47406388e-02 -6.17445469e-03 6.05374581e-02
-2.00101473e-01 -1.87795266e-01 -3.00979106e-02 -1.90793097e-01
-6.90718087e-03]
[ 1.23476308e-01 5.28389888e-02 2.13750925e-03 -1.63960288e-01
-3.40004615e-01 9.91037684e-03 -8.58163898e-02 -1.51358939e-01
-2.74830844e-01 1.78048585e-01 -1.44089622e-01 -2.69084150e-01
5.03611893e-02]
[ -4.68662810e-02 -4.76289529e-02 -2.78016513e-01 -6.61245012e-02
2.37916990e-02 1.62989840e-01 -1.63439652e-01 -9.05516992e-02
6.38808379e-03 4.13391803e-02 4.82527902e-02 1.07746412e-01
8.20305201e-02]
[ 1.66284250e-01 1.47810229e-01 -1.84924672e-01 2.03917348e-01
-8.09916751e-02 1.86663752e-02 6.60004484e-03 -1.52788005e-01
-4.26242556e-02 -1.68661624e-01 1.04811909e-01 -8.27576633e-02
-1.68468969e-01]
[ 1.98207004e-02 1.88929828e-02 6.64479231e-02 -1.37075791e-01
-1.61078153e-01 -5.28928010e-02 -2.37006801e-02 -1.26320331e-01
-6.40715369e-02 -1.39217390e-02 -4.34016095e-02 2.20274775e-02
-9.98764211e-02]
[ -2.85846187e-02 -1.71407204e-01 -1.55354376e-01 1.41255289e-01
-2.20002386e-01 2.42286882e-01 1.00745251e-02 -1.80173609e-01
-1.62590978e-01 -4.34832370e-01 4.50773029e-03 -8.89641439e-02
-1.07984687e-01]
[ 9.14268275e-02 -3.93646625e-01 -4.97818886e-02 -7.52808558e-02
-1.25275056e-01 2.04755398e-01 1.42406098e-01 2.15487697e-01
-1.02475246e-01 -3.42148996e-03 -1.17672325e-01 1.21740698e-01
-8.80113326e-02]
[ 2.02596820e-01 -2.83454828e-01 -1.23113533e-01 -8.49196619e-02
-1.98658502e-01 1.21759900e-01 3.42493490e-02 -1.61250837e-01
-2.23722928e-02 -1.31855338e-01 -1.17677875e-01 -1.71580706e-01
-6.17108064e-02]
[ -1.44356600e-01 -5.42220193e-02 3.58921839e-02 -2.15535255e-01
-2.90147781e-02 -1.44123541e-01 2.10691727e-02 -6.64236173e-02
-9.35243946e-02 -6.37815796e-02 -2.49045030e-01 -2.34880883e-01
-7.69040293e-02]
[ -1.65869048e-01 -6.38466848e-02 -7.99994133e-02 -1.17152528e-01
-2.83078168e-01 -2.93524266e-01 -1.64446651e-02 -8.32445304e-02
-1.16573833e-01 -1.04253393e-01 -1.59388486e-02 -1.44482464e-01
-2.70601325e-01]
[ -1.80125271e-01 -2.12931973e-01 -2.98544050e-01 -2.52532080e-01
-2.61710041e-01 -2.08394321e-01 -3.89011758e-01 7.64560866e-02
-1.02375053e-01 -3.33282875e-01 -2.62816102e-01 -1.89134355e-01
-2.78500695e-01]
[ -1.13240192e-01 1.23992622e-01 2.51153684e-02 -3.11562062e-02
-2.09139547e-01 -1.69184258e-01 -1.25384723e-01 -8.26121762e-02
-1.12195540e-01 -2.90037097e-01 -1.88253512e-01 -1.83094485e-01
-2.42996208e-01]
[ -3.48316968e-01 -1.34493270e-01 -2.67587727e-01 5.99631666e-02
-2.07825413e-01 -2.25329738e-01 -8.05982352e-02 -1.98240841e-01
3.37482379e-02 -1.39482544e-01 -5.75803407e-03 -3.85755798e-01
-1.11093424e-01]
[ -1.10341078e-01 -5.52138922e-02 -2.54611544e-01 -5.85043671e-02
-2.31365376e-01 -2.72113500e-01 -3.77346105e-01 -9.46964980e-02
2.30680907e-02 -3.22536809e-01 -3.23435397e-01 -4.62063879e-01
-1.20758428e-01]
[ -2.07373659e-01 -5.42734597e-01 -3.29531872e-01 -4.26898255e-01
-3.39847807e-01 -2.24561448e-01 -1.74833991e-02 -3.55106594e-01
1.03276986e-01 -3.11085056e-01 -2.77752526e-01 -1.47534072e-01
-1.71817225e-01]
[ -2.11582900e-01 -3.01212138e-01 -3.13696623e-01 -1.59966240e-01
-1.00334717e-01 -1.44988111e-01 -1.73422045e-01 -1.04701322e-01
-2.52145692e-01 -5.78068521e-01 -2.59807042e-01 -5.82727459e-02
-1.31970868e-01]
[ -1.12654210e-01 -9.85188211e-03 -2.35428021e-01 -3.95281282e-01
-2.67001641e-01 -2.53090627e-01 -5.25125654e-02 -2.30895366e-01
2.93195788e-02 7.32379597e-02 -3.91164833e-01 -2.92633493e-01
-1.61014686e-01]]
Progress: 0.6% ... Training loss: 0.890 ... Validation loss: 1.474[[-0.17212574]
[ 0.12020021]
[-0.0704504 ]
[ 0.17320094]
[ 0.09034421]
[-0.09683393]
[-0.30368071]
[-0.27768108]
[-0.28041739]
[-0.31091601]
[ 0.17501837]
[ 0.29979746]
[-0.25113652]]
[[-0.48551529 -0.72003053 -0.57328926 -0.53358117 -0.52613928 -0.56122179
-0.61353438 -0.60593137 -0.71862693 -0.67139941 -0.58246068 -0.55845046
-0.74937413]
[ 0.0012996 -0.13675707 0.05082286 -0.01027645 -0.0416084 0.05840994
-0.13247537 0.21452514 -0.12897836 -0.17717644 -0.03061767 0.01785535
0.06714626]
[-0.19184952 0.11384724 -0.03736569 0.07177677 0.10355016 -0.09173443
-0.20012807 -0.34928848 -0.15502258 -0.3346988 0.12250584 0.34188049
-0.26584981]
[ 0.1820549 -0.26956061 -0.2417063 -0.03218073 -0.33499889 -0.01519529
0.13776126 0.04408749 0.28663492 0.00876937 -0.18922086 -0.45048125
0.16960535]
[ 0.06786771 0.13089434 0.08516834 0.20956393 0.05823193 0.06448658
-0.08378599 -0.06721477 -0.03664797 -0.04055799 0.28311831 0.30306672
0.09018126]
[-0.48127947 -0.54258839 -0.60581723 -0.52042129 -0.54872173 -0.56620864
-0.28825164 -0.24706904 -0.37710185 -0.32100671 -0.35423768 -0.45067417
-0.27500145]
[-0.41957061 -0.59665925 -0.32251004 -0.39049972 -0.43363586 -0.55524738
-0.56570474 -0.60307548 -0.39611092 -0.37428104 -0.54924528 -0.40183744
-0.4477247 ]
[-0.34372969 -0.32265054 -0.45553037 -0.25544984 -0.27138263 -0.41620815
-0.38722196 -0.33685486 -0.44350784 -0.57470241 -0.25924721 -0.28236791
-0.5050871 ]
[-0.43027407 -0.43643913 -0.37030948 -0.25453235 -0.4152944 -0.19472452
-0.09003657 -0.36074116 -0.23615225 -0.37444511 -0.26778874 -0.37144223
-0.20375601]
[-0.9540429 -0.99121337 -0.96224663 -0.95927599 -1.06932526 -0.97245047
-0.87680222 -0.92311536 -0.94862871 -0.80291121 -1.08634998 -1.02893347
-0.7828506 ]
[-0.46886415 -0.29361981 -0.45588731 -0.36450606 -0.38728542 -0.34369548
-0.48572564 -0.52625095 -0.54719355 -0.12413905 -0.46128892 -0.61863594
-0.4106167 ]
[-0.13058955 0.08406637 -0.34180711 -0.25473477 -0.0421816 -0.07289905
-0.22418858 -0.33878389 -0.2154765 0.04322346 -0.16615722 -0.02943454
-0.35493445]
[-0.01874681 0.20492162 0.10142478 0.07532836 0.08450203 0.02594213
0.09310837 -0.0904274 -0.16363422 -0.25978157 -0.24504623 0.21488144
0.10384861]
[-0.26327923 -0.09121048 0.16348511 -0.21819481 -0.11254154 0.11142964
-0.14169188 -0.03972897 -0.08733451 0.02184562 -0.08217617 -0.14906577
0.04643751]
[-0.07677474 -0.24914273 -0.17758425 -0.27199286 -0.47170857 -0.08429385
-0.01054713 0.0035436 -0.01788105 0.0186271 -0.14117469 -0.12384312
-0.21824027]
[-0.06790464 0.0049799 -0.24333988 -0.25658017 0.13886687 -0.16313513
-0.15219015 0.02851547 0.03769475 -0.03221965 -0.18353727 -0.06957146
0.0550937 ]
[ 0.02197852 -0.15262222 -0.15536493 -0.02876926 -0.11536829 -0.10739807
0.01736415 -0.23576695 -0.08927507 -0.12940119 -0.00526629 -0.14441449
-0.04895846]
[-0.28048621 -0.16877292 -0.06788277 -0.12736706 -0.32979794 -0.26898385
-0.37820274 0.04121255 -0.30919929 -0.22905828 0.11473602 -0.0770623
0.25219271]
[-0.22823848 -0.1151403 -0.08105626 -0.04913224 -0.06147587 -0.11629566
-0.14985223 -0.03150204 -0.19429954 -0.07022772 0.0450478 -0.0254276
-0.12710505]
[-0.17756692 0.0213365 -0.2302968 -0.24852001 -0.0624814 -0.20476506
-0.35001321 -0.21856638 0.06201079 -0.29432742 -0.16787916 0.11377704
-0.31871148]
[-0.37117633 -0.09091578 -0.1380623 -0.23575089 -0.07137857 -0.31148543
0.03779062 -0.07805656 -0.13454677 0.07123959 -0.10518268 -0.19472783
-0.18612241]
[-0.1533973 -0.21274056 -0.04100282 -0.21638137 -0.19027839 -0.2841951
-0.10852915 -0.08951096 -0.3067661 0.04074003 0.05283808 -0.20906282
-0.29034722]
[-0.1198517 -0.22564438 -0.10786334 -0.34168307 0.04361291 -0.00912151
-0.18083617 -0.10130229 0.12627116 -0.05834091 -0.26434868 -0.40757228
-0.30084157]
[-0.0304974 -0.05302657 -0.14455395 -0.07060067 -0.24210813 0.06785606
-0.04001162 -0.00113023 -0.18695535 -0.02283749 -0.09270797 -0.35026875
-0.1046659 ]
[-0.06753217 0.0289914 -0.12819288 -0.29734344 0.11791474 0.02253366
-0.22001585 -0.17642693 0.1244082 -0.06667007 -0.25047922 -0.16399426
-0.25763037]
[ 0.04984932 -0.25555478 -0.08918543 -0.3095939 -0.15607795 -0.09550442
-0.09002521 -0.0666743 -0.1332625 0.09371705 -0.33210714 -0.07169263
0.06598333]
[-0.24538719 -0.19375717 -0.13543663 -0.15363855 -0.242228 -0.09907345
0.02115947 -0.12771211 0.12526444 -0.12790113 -0.19708928 -0.28481494
0.21790764]
[-0.04599312 -0.11628569 0.01173707 -0.11437536 -0.0887552 0.15809529
-0.03652874 0.00369888 -0.20644092 -0.01105901 0.07440475 -0.1853961
0.18020453]
[-0.03517756 0.04173146 -0.13345327 0.0896527 -0.09102258 -0.05483395
0.02445284 -0.09061731 0.02461979 0.0814903 -0.22525567 -0.01170805
0.17062525]
[-0.12480576 -0.20002157 0.04802229 -0.18155159 -0.05333449 0.1056689
0.07370496 -0.13055126 -0.26890539 -0.10011806 -0.32370709 -0.05898941
0.25099412]
[ 0.07644039 0.00437333 0.00294384 0.04111019 0.01605119 -0.02595617
-0.0297735 0.04381081 0.12869532 -0.03360259 -0.30951791 0.08146242
-0.01542487]
[-0.03237268 -0.07375859 0.00921133 0.14196768 -0.02794322 -0.2873755
-0.11054021 0.10494491 -0.14703329 -0.09447365 -0.08734566 -0.18858019
-0.02541347]
[ 0.10316065 0.08797399 0.0045299 -0.02370256 -0.11690702 -0.05347965
-0.09376999 -0.10753194 -0.19095632 -0.07217272 -0.24498255 0.05428917
0.05498196]
[ 0.11450681 -0.19457893 0.16119059 -0.10759238 0.10246943 0.02572291
-0.11422984 -0.08081917 0.20090965 -0.25160332 -0.14722495 0.05649889
0.06879235]
[ 0.0478007 0.07370643 -0.20916423 0.01256673 0.02097958 0.00228786
-0.1119781 -0.28630811 -0.25471364 -0.12593623 -0.06092331 -0.03586371
-0.11863224]
[-0.05732464 -0.19646895 0.06535413 0.13589074 -0.1106503 -0.13512805
0.03859086 -0.0019288 0.08218806 -0.35165386 -0.24281041 -0.12020178
0.0119566 ]
[ 0.01971494 -0.26346416 0.0640446 -0.19364584 -0.17974149 -0.23041279
-0.24341761 0.09718774 0.0122251 0.17729309 -0.11972574 0.07046469
-0.04029612]
[ 0.18915414 0.02235524 -0.09749033 -0.22918705 -0.08368967 -0.0987919
-0.12422015 0.15238517 -0.14069347 -0.11986827 -0.21897558 -0.15501982
-0.00668458]
[-0.16357266 -0.19799542 -0.10286733 -0.19385456 -0.06865279 0.02913006
-0.14301811 -0.08291575 -0.10402106 0.11138598 -0.23202547 -0.17867298
-0.16398127]
[-0.03054648 -0.20865049 -0.1528006 -0.17134152 -0.04488215 0.0447484
-0.00614002 0.06055129 -0.2000684 -0.18779946 -0.03010534 -0.19081131
-0.00688891]
[ 0.12303011 0.05308625 0.0018618 -0.16365499 -0.33986838 0.00963126
-0.08647515 -0.15202455 -0.27535482 0.17716598 -0.14373961 -0.26826851
0.04970825]
[-0.04772268 -0.04706986 -0.27848317 -0.06522979 0.0241469 0.16232377
-0.16466343 -0.09157198 0.0050147 0.03975416 0.04916762 0.10965838
0.08081704]
[ 0.16495227 0.14855014 -0.18560654 0.20520618 -0.0805138 0.01793349
0.00493041 -0.15388782 -0.04389124 -0.17009256 0.10608301 -0.07952395
-0.16953604]
[ 0.01741069 0.02022792 0.0649029 -0.1351207 -0.16032244 -0.05424977
-0.02765005 -0.1290968 -0.06745029 -0.01827883 -0.04138947 0.02633598
-0.1027693 ]
[-0.02890806 -0.1712849 -0.15548557 0.141487 -0.2199313 0.2420992
0.00960531 -0.18057377 -0.16302073 -0.43522392 0.00470541 -0.08859188
-0.1083442 ]
[ 0.09117261 -0.39354359 -0.04988686 -0.0750477 -0.12519396 0.20458873
0.14199257 0.21512416 -0.10274907 -0.00371002 -0.11745897 0.12217837
-0.08823182]
[ 0.20249416 -0.2834059 -0.12316884 -0.08479399 -0.19861516 0.12167826
0.03408898 -0.16136281 -0.02250723 -0.13190551 -0.11756402 -0.17130821
-0.06179645]
[-0.14408382 -0.05434744 0.0360297 -0.21568999 -0.02908488 -0.14396091
0.02156697 -0.06593753 -0.09310063 -0.06317994 -0.24920867 -0.23513376
-0.07648123]
[-0.16544616 -0.06401043 -0.07981215 -0.11739915 -0.28316176 -0.29332367
-0.01563871 -0.08244076 -0.11582747 -0.1034031 -0.01617928 -0.14489847
-0.27007028]
[-0.18052113 -0.21283727 -0.29865558 -0.25226513 -0.26163566 -0.20859243
-0.38917775 0.07623461 -0.10270593 -0.33364994 -0.26263269 -0.18865856
-0.27882878]
[-0.11291606 0.12388737 0.02522319 -0.0313765 -0.20921091 -0.16894424
-0.12485933 -0.08182769 -0.11153449 -0.28942818 -0.18834606 -0.18312211
-0.24227082]
[-0.34943707 -0.13398434 -0.26828911 0.06090837 -0.20748285 -0.22602528
-0.08248269 -0.1997091 0.03184952 -0.14187125 -0.00496768 -0.38445927
-0.11284784]
[-0.11019006 -0.05523096 -0.25453476 -0.05861254 -0.23136635 -0.27208255
-0.37720964 -0.09440272 0.02342204 -0.32213236 -0.32348122 -0.46209165
-0.12029142]
[-0.20822897 -0.54224264 -0.33000608 -0.42605113 -0.33955429 -0.2250383
-0.01857222 -0.35558543 0.10209708 -0.31185056 -0.27678591 -0.14511499
-0.17264642]
[-0.21276333 -0.30049679 -0.3143543 -0.15863519 -0.09981969 -0.14581562
-0.17499984 -0.10586814 -0.2533197 -0.5792473 -0.25853866 -0.05525599
-0.13292187]
[-0.11324255 -0.00907689 -0.236226 -0.39435856 -0.2665195 -0.25348226
-0.05251497 -0.23092715 0.02934947 0.07238858 -0.38994237 -0.28891803
-0.16116593]]
Progress: 0.7% ... Training loss: 0.868 ... Validation loss: 1.433[[-0.14536137]
[ 0.18073132]
[-0.0314201 ]
[ 0.23153699]
[ 0.14528833]
[-0.06755621]
[-0.28699568]
[-0.26742937]
[-0.265309 ]
[-0.29747351]
[ 0.23706688]
[ 0.37600283]
[-0.24388334]]
[[-0.48760587 -0.71686072 -0.57456245 -0.52914427 -0.52365891 -0.56264944
-0.61689591 -0.60821338 -0.72126945 -0.67474603 -0.57786182 -0.54866631
-0.75106251]
[ 0.0012923 -0.136735 0.05080523 -0.01023915 -0.041594 0.05840416
-0.13248275 0.21451841 -0.12898964 -0.17716748 -0.03057816 0.01796466
0.06712823]
[-0.20087923 0.12267881 -0.04142567 0.08379617 0.10943013 -0.09690383
-0.21582468 -0.36340941 -0.16876683 -0.35125783 0.13524627 0.36549507
-0.27840534]
[ 0.18520604 -0.27426981 -0.23951304 -0.0382767 -0.3384904 -0.01277583
0.14441974 0.04880159 0.29117856 0.01490148 -0.19602739 -0.46608675
0.17435988]
[ 0.06804233 0.13217909 0.08495047 0.21140607 0.05843056 0.06463356
-0.08303345 -0.06612368 -0.03537511 -0.03863764 0.28549806 0.30803632
0.09056257]
[-0.47939971 -0.54361515 -0.60517906 -0.52175046 -0.54937584 -0.56527271
-0.28451889 -0.24301098 -0.37372434 -0.31647247 -0.35555377 -0.45266321
-0.27150749]
[-0.42145779 -0.59471211 -0.32358285 -0.38756141 -0.43213922 -0.55640351
-0.56847041 -0.60552174 -0.39853973 -0.37757727 -0.54643834 -0.39597823
-0.45027683]
[-0.34752775 -0.31847285 -0.45725271 -0.24971103 -0.26845101 -0.41840656
-0.393695 -0.34192663 -0.44891196 -0.58064581 -0.25295757 -0.27090591
-0.50899272]
[-0.43030177 -0.43611746 -0.37040557 -0.25428194 -0.4151411 -0.19473896
-0.08945175 -0.36063316 -0.23573601 -0.37443589 -0.2674344 -0.37070226
-0.20326835]
[-0.95473409 -0.98849132 -0.96326834 -0.95578368 -1.06742497 -0.97316438
-0.87653211 -0.92252297 -0.94770757 -0.80273074 -1.08195481 -1.01878494
-0.78193159]
[-0.47139026 -0.29146173 -0.45686351 -0.36113742 -0.38557976 -0.34508906
-0.48990626 -0.52945549 -0.55107398 -0.1279208 -0.45835968 -0.61404434
-0.41317416]
[-0.13120543 0.08460598 -0.34206226 -0.25399736 -0.04186008 -0.0732246
-0.22519921 -0.3395237 -0.21655638 0.04212857 -0.1653468 -0.02810253
-0.35577213]
[-0.01874681 0.20492162 0.10142478 0.07532836 0.08450203 0.02594213
0.09310837 -0.0904274 -0.16363422 -0.25978157 -0.24504623 0.21488144
0.10384861]
[-0.26258563 -0.09161508 0.16376661 -0.21869859 -0.11278988 0.1118093
-0.14033621 -0.03816739 -0.08616327 0.0235971 -0.082707 -0.1497792
0.04774055]
[-0.07615821 -0.24941672 -0.17740924 -0.27236194 -0.47186981 -0.08401828
-0.00931615 0.00484933 -0.01679427 0.02017597 -0.14156944 -0.12454636
-0.21719736]
[-0.06761124 0.00493495 -0.24333917 -0.25667078 0.13889587 -0.16303632
-0.15156721 0.02910994 0.03838625 -0.03173898 -0.18353604 -0.06934078
0.05593884]
[ 0.02140299 -0.15207912 -0.1556374 -0.02795772 -0.11495527 -0.1077386
0.01659256 -0.23623863 -0.08983944 -0.13019548 -0.0045242 -0.1427301
-0.04960284]
[-0.28095039 -0.16818292 -0.06818302 -0.12645926 -0.32936152 -0.2692971
-0.3788883 0.04052433 -0.30983008 -0.22985723 0.11572793 -0.07486536
0.25131851]
[-0.22907366 -0.11443371 -0.08146221 -0.04798163 -0.06096051 -0.11676177
-0.15109015 -0.03260978 -0.19549615 -0.07165212 0.04595848 -0.02380995
-0.12822881]
[-0.17787488 0.02204546 -0.23055084 -0.24765835 -0.06197952 -0.20505573
-0.35047017 -0.21898834 0.06142345 -0.29468701 -0.16674782 0.11614239
-0.31895398]
[-0.37272982 -0.08879823 -0.13883155 -0.23296701 -0.06993239 -0.31245436
0.0349666 -0.08010674 -0.13671324 0.06845712 -0.10220353 -0.18922399
-0.18773186]
[-0.15566362 -0.21112412 -0.04181593 -0.21397532 -0.18916804 -0.28529689
-0.11217126 -0.09246146 -0.31006289 0.03736062 0.05537278 -0.20502948
-0.2927861 ]
[-0.11937831 -0.22581675 -0.1077272 -0.34202837 0.04346916 -0.00883469
-0.179719 -0.10055435 0.12741993 -0.05749101 -0.26461553 -0.4079059
-0.29990408]
[-0.0307564 -0.05278284 -0.14468064 -0.0702861 -0.24196194 0.06769692
-0.04022735 -0.00142608 -0.18727432 -0.02319228 -0.09236621 -0.34968011
-0.10486578]
[-0.06718061 0.0287807 -0.12809758 -0.29767242 0.11779714 0.02270015
-0.21942984 -0.1760025 0.12503207 -0.06610326 -0.25078482 -0.16439269
-0.257102 ]
[ 0.05045559 -0.25594966 -0.08895149 -0.31013968 -0.15635767 -0.09519988
-0.08896687 -0.06576109 -0.13229161 0.09479158 -0.33260848 -0.07280376
0.06687287]
[-0.2448172 -0.19402844 -0.13526087 -0.15409725 -0.24243007 -0.09878076
0.02237951 -0.126644 0.12666477 -0.1267839 -0.19744714 -0.28529093
0.21915655]
[-0.0455169 -0.11652135 0.01189505 -0.11484513 -0.08894189 0.15838083
-0.03554907 0.00446831 -0.20565581 -0.0101748 0.0739337 -0.18589993
0.1809989 ]
[-0.03474031 0.04147239 -0.13333113 0.08926757 -0.09118641 -0.05463984
0.02539416 -0.0897702 0.02544606 0.08238523 -0.2255059 -0.01227035
0.17131607]
[-0.12401321 -0.20031865 0.04825079 -0.18204443 -0.053564 0.10612631
0.07550049 -0.12920661 -0.26747087 -0.0984945 -0.32406113 -0.0595313
0.25256807]
[ 0.07730937 0.00379861 0.00327339 0.04031909 0.01561681 -0.02551161
-0.02824417 0.04517049 0.13039884 -0.03181068 -0.31014347 0.08000992
-0.01407953]
[-0.0320822 -0.07398592 0.00932985 0.1416587 -0.02810277 -0.28723908
-0.1100788 0.10552553 -0.14655407 -0.09390122 -0.08761589 -0.18912615
-0.02496136]
[ 0.10256701 0.08836382 0.00429811 -0.02290915 -0.1166212 -0.05378982
-0.09475283 -0.10836805 -0.19184116 -0.07327626 -0.24438365 0.05523412
0.0540453 ]
[ 0.11319447 -0.19407981 0.16081417 -0.10657003 0.10293403 0.02506431
-0.11647826 -0.08265936 0.19853605 -0.2536942 -0.14647442 0.05730436
0.06694134]
[ 0.04723979 0.07410813 -0.20933454 0.0131836 0.02131179 0.00201746
-0.11285505 -0.2868376 -0.25549359 -0.12676317 -0.06046657 -0.03506439
-0.11915791]
[-0.05724467 -0.19653209 0.06538233 0.13578661 -0.11070838 -0.1350817
0.03875221 -0.00186091 0.0823217 -0.35159599 -0.24291292 -0.12044002
0.01207154]
[ 0.01987181 -0.26353051 0.06409238 -0.19377076 -0.17979535 -0.23034346
-0.24319461 0.09741406 0.01245682 0.17756152 -0.11982892 0.0702806
-0.04006099]
[ 0.18919674 0.02226705 -0.09745625 -0.22926723 -0.08375776 -0.09875608
-0.12408945 0.15251401 -0.14060538 -0.1197203 -0.21908162 -0.15522746
-0.00659796]
[-0.16360576 -0.19797179 -0.10288797 -0.19385238 -0.06861083 0.02908515
-0.14313373 -0.08304755 -0.10413499 0.11124931 -0.23203739 -0.17867984
-0.16402653]
[-0.03088377 -0.2083157 -0.15295246 -0.17087588 -0.04462105 0.04454341
-0.00661909 0.05995772 -0.20054152 -0.18822378 -0.02954307 -0.18970505
-0.0073187 ]
[ 0.12239128 0.05389825 0.00148755 -0.16276731 -0.33942529 0.00920224
-0.08759984 -0.15301733 -0.27610541 0.17580458 -0.14269061 -0.26610869
0.04874778]
[-0.04815042 -0.04666021 -0.27869617 -0.06461849 0.0245426 0.16201265
-0.16542538 -0.09230977 0.00432317 0.03884297 0.04986226 0.11120756
0.08011102]
[ 0.16273872 0.15112679 -0.18666203 0.20909972 -0.07875281 0.01671402
0.0014873 -0.15645425 -0.04661906 -0.17297044 0.11011002 -0.07215759
-0.1717792 ]
[ 0.0155207 0.02253127 0.06383316 -0.13227857 -0.15873691 -0.05538081
-0.03075034 -0.13147277 -0.07069331 -0.02154689 -0.03835673 0.03290335
-0.10503618]
[-0.02922111 -0.17105208 -0.15563484 0.1418333 -0.21977388 0.24189614
0.00899418 -0.18105386 -0.16345739 -0.43581043 0.00502046 -0.08795812
-0.10881451]
[ 0.09082992 -0.39336597 -0.05000801 -0.07477224 -0.12501295 0.20442438
0.14136019 0.21453756 -0.1032432 -0.00433049 -0.11721921 0.12281791
-0.08859756]
[ 0.20255703 -0.28338799 -0.12314937 -0.08475843 -0.19858543 0.12169674
0.0340552 -0.16113082 -0.02252876 -0.13177247 -0.11757484 -0.17136338
-0.0616232 ]
[-0.1440408 -0.05437289 0.03604693 -0.21572225 -0.02910432 -0.14393765
0.02168175 -0.06584391 -0.09301571 -0.06307335 -0.24923889 -0.23518222
-0.07641926]
[-0.16504331 -0.06426663 -0.07964445 -0.11779943 -0.28331825 -0.29311809
-0.01476507 -0.08175336 -0.11501417 -0.1025641 -0.01657609 -0.14546431
-0.2694124 ]
[-0.18084236 -0.21207772 -0.29889112 -0.25146051 -0.26114556 -0.20891051
-0.38964553 0.07593685 -0.10312809 -0.33405573 -0.26169394 -0.18653229
-0.27900581]
[-0.11340975 0.12468501 0.02486596 -0.03028102 -0.20876208 -0.16923967
-0.12524072 -0.0819755 -0.1116516 -0.28987552 -0.18713816 -0.18101664
-0.2423134 ]
[-0.35085994 -0.1319739 -0.26916678 0.06373674 -0.20600168 -0.22695836
-0.08501455 -0.2016278 0.02948566 -0.14470229 -0.00201254 -0.3783386
-0.11473386]
[-0.11198346 -0.05366539 -0.25516558 -0.05627226 -0.23031762 -0.27297791
-0.37953373 -0.09622292 0.02090649 -0.32425272 -0.32137519 -0.45865597
-0.12193927]
[-0.2084681 -0.54186768 -0.33010186 -0.42564357 -0.33927898 -0.2251469
-0.01876069 -0.35564359 0.10223016 -0.31189604 -0.27614515 -0.14416663
-0.17234013]
[-0.21307792 -0.30013976 -0.31459818 -0.15801849 -0.09942482 -0.14603882
-0.17525416 -0.10625844 -0.2535968 -0.57962371 -0.25790636 -0.05338022
-0.13333583]
[-0.11249082 -0.00952236 -0.23603814 -0.39485321 -0.26673107 -0.25314156
-0.05128819 -0.22964618 0.030873 0.07391883 -0.39028842 -0.28945814
-0.15978089]]
Progress: 0.7% ... Training loss: 0.846 ... Validation loss: 1.380[[-0.16622208]
[ 0.17783321]
[-0.03670397]
[ 0.2276957 ]
[ 0.14493395]
[-0.08270612]
[-0.31208719]
[-0.29667443]
[-0.29430501]
[-0.32921048]
[ 0.24075549]
[ 0.39559652]
[-0.27572606]]
[[ -4.87304061e-01 -7.15655625e-01 -5.74731971e-01 -5.28070480e-01
-5.22450549e-01 -5.62658278e-01 -6.16204389e-01 -6.07586683e-01
-7.20035877e-01 -6.73753582e-01 -5.75826431e-01 -5.42848407e-01
-7.49843284e-01]
[ 1.37540882e-03 -1.36834421e-01 5.08249398e-02 -1.03587177e-02
-4.16498838e-02 5.84453646e-02 -1.32304891e-01 2.14739823e-01
-1.28856011e-01 -1.76975111e-01 -3.06946758e-02 1.78224374e-02
6.73008023e-02]
[ -2.04253426e-01 1.27740577e-01 -4.23230483e-02 9.00033655e-02
1.13473425e-01 -9.84775472e-02 -2.22434172e-01 -3.70358463e-01
-1.74577408e-01 -3.59495720e-01 1.42661413e-01 3.78556216e-01
-2.84709313e-01]
[ 1.89524050e-01 -2.80262753e-01 -2.38645652e-01 -4.68974548e-02
-3.43158413e-01 -1.08574581e-02 1.52672288e-01 5.61165078e-02
2.98987663e-01 2.26073763e-02 -2.04573624e-01 -4.82742526e-01
1.80965904e-01]
[ 6.78646406e-02 1.33582432e-01 8.48669013e-02 2.13330231e-01
5.92266713e-02 6.44265109e-02 -8.35353574e-02 -6.63870896e-02
-3.54628014e-02 -3.85304913e-02 2.87516194e-01 3.12082237e-01
9.02357670e-02]
[ -4.77515834e-01 -5.45397372e-01 -6.04846344e-01 -5.23894259e-01
-5.50640177e-01 -5.64473414e-01 -2.80315262e-01 -2.38655205e-01
-3.69806881e-01 -3.11518104e-01 -3.57810059e-01 -4.55079931e-01
-2.67522141e-01]
[ -4.21080537e-01 -5.94501094e-01 -3.23583169e-01 -3.87626680e-01
-4.32007138e-01 -5.56300996e-01 -5.67660350e-01 -6.04501900e-01
-3.97568512e-01 -3.76490254e-01 -5.46142233e-01 -3.94596028e-01
-4.49265122e-01]
[ -3.47463076e-01 -3.17796814e-01 -4.57388705e-01 -2.49015490e-01
-2.67678780e-01 -4.18471641e-01 -3.93441115e-01 -3.41742965e-01
-4.48215051e-01 -5.80326480e-01 -2.51394645e-01 -2.67169785e-01
-5.08527042e-01]
[ -4.30526822e-01 -4.35616828e-01 -3.70484182e-01 -2.53654560e-01
-4.14752602e-01 -1.94856562e-01 -8.97542337e-02 -3.60974933e-01
-2.36060477e-01 -3.74714049e-01 -2.66652531e-01 -3.69217397e-01
-2.03539642e-01]
[ -9.54529788e-01 -9.87104131e-01 -9.63461184e-01 -9.54377983e-01
-1.06606098e+00 -9.73263886e-01 -8.75710763e-01 -9.20996352e-01
-9.46147094e-01 -8.01187743e-01 -1.07935815e+00 -1.01205616e+00
-7.80090293e-01]
[ -4.70580552e-01 -2.92131125e-01 -4.56737608e-01 -3.61945857e-01
-3.86097912e-01 -3.44776975e-01 -4.87872136e-01 -5.27664885e-01
-5.49359253e-01 -1.25666137e-01 -4.59023638e-01 -6.14884015e-01
-4.11700997e-01]
[ -1.30118690e-01 8.34936483e-02 -3.41877541e-01 -2.55480774e-01
-4.26774478e-02 -7.27180637e-02 -2.23089589e-01 -3.37623410e-01
-2.14570475e-01 4.44134618e-02 -1.66894898e-01 -2.98051737e-02
-3.53895152e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.61876831e-01 -9.21824073e-02 1.63889607e-01 -2.19502944e-01
-1.13211965e-01 1.12144572e-01 -1.38645872e-01 -3.64948069e-02
-8.46420080e-02 2.53458399e-02 -8.35150663e-02 -1.50502463e-01
4.92735389e-02]
[ -7.57141936e-02 -2.49771429e-01 -1.77332804e-01 -2.72704554e-01
-4.72032751e-01 -8.38574054e-02 -8.37389819e-03 5.78682820e-03
-1.58902224e-02 2.14433411e-02 -1.41949423e-01 -1.24990950e-01
-2.16343588e-01]
[ -6.67800590e-02 3.98722885e-03 -2.43184132e-01 -2.57793188e-01
1.38123224e-01 -1.62680717e-01 -1.49797250e-01 3.10833166e-02
4.00691749e-02 -2.94395318e-02 -1.84779013e-01 -7.07703270e-02
5.78371974e-02]
[ 2.14436910e-02 -1.51800496e-01 -1.55676941e-01 -2.76015989e-02
-1.14778439e-01 -1.07750479e-01 1.66538789e-02 -2.35843061e-01
-8.96362327e-02 -1.29828185e-01 -4.07000006e-03 -1.41407173e-01
-4.93999774e-02]
[ -2.80998938e-01 -1.67886458e-01 -6.82157959e-02 -1.26165197e-01
-3.29117644e-01 -2.69374334e-01 -3.78923531e-01 4.04717386e-02
-3.09802900e-01 -2.30009654e-01 1.16156089e-01 -7.41587881e-02
2.51214959e-01]
[ -2.29141189e-01 -1.13424661e-01 -8.15952540e-02 -4.69714632e-02
-6.00403929e-02 -1.16888183e-01 -1.51285662e-01 -3.28668116e-02
-1.95483115e-01 -7.18845907e-02 4.76409269e-02 -1.99694787e-02
-1.28122113e-01]
[ -1.77526557e-01 2.16098043e-02 -2.30489168e-01 -2.48294538e-01
-6.23572515e-02 -2.04899441e-01 -3.49824363e-01 -2.18399702e-01
6.22174936e-02 -2.94330829e-01 -1.67264358e-01 1.14866705e-01
-3.18448913e-01]
[ -3.72473119e-01 -8.89737139e-02 -1.38809607e-01 -2.33339269e-01
-7.01149373e-02 -3.12359030e-01 3.57608070e-02 -7.95366158e-02
-1.35962695e-01 6.91461838e-02 -1.02292868e-01 -1.89174247e-01
-1.87185809e-01]
[ -1.56203967e-01 -2.10617660e-01 -4.19389627e-02 -2.13159734e-01
-1.88538465e-01 -2.85508392e-01 -1.13094536e-01 -9.33657153e-02
-3.11039293e-01 3.69047840e-02 5.61716093e-02 -2.03101629e-01
-2.93404493e-01]
[ -1.19246803e-01 -2.25940868e-01 -1.07702909e-01 -3.42240442e-01
4.33514825e-02 -8.76637945e-03 -1.79368248e-01 -1.00265681e-01
1.27762321e-01 -5.71814546e-02 -2.64770688e-01 -4.08058019e-01
-2.99654932e-01]
[ -3.08468675e-02 -5.26059266e-02 -1.44698846e-01 -7.00346337e-02
-2.41863957e-01 6.76502720e-02 -4.05434738e-02 -1.65502807e-03
-1.87484773e-01 -2.34563808e-02 -9.21640784e-02 -3.49500921e-01
-1.04990198e-01]
[ -6.70941948e-02 2.87236594e-02 -1.28095552e-01 -2.97796091e-01
1.17792850e-01 2.27212943e-02 -2.19249244e-01 -1.75768622e-01
1.25241401e-01 -6.59535399e-02 -2.50773914e-01 -1.64207757e-01
-2.56959155e-01]
[ 5.09792415e-02 -2.56485208e-01 -8.88558271e-02 -3.10801397e-01
-1.56726433e-01 -9.49836447e-02 -8.79154428e-02 -6.47088024e-02
-1.31402165e-01 9.60217001e-02 -3.33267363e-01 -7.38269445e-02
6.77813252e-02]
[ -2.44588535e-01 -1.94223020e-01 -1.35226868e-01 -1.54410590e-01
-2.42579665e-01 -9.86938153e-02 2.29004554e-02 -1.26172315e-01
1.27245890e-01 -1.26185857e-01 -1.97722228e-01 -2.85581719e-01
2.19734565e-01]
[ -4.44867061e-02 -1.17509718e-01 1.20811373e-02 -1.16314794e-01
-8.96965461e-02 1.58861951e-01 -3.34355280e-02 6.26924718e-03
-2.03865802e-01 -7.94250541e-03 7.23741185e-02 -1.87495318e-01
1.82876007e-01]
[ -3.42104578e-02 4.07941852e-02 -1.33228090e-01 8.81840462e-02
-9.17115935e-02 -5.44106521e-02 2.66862387e-02 -8.88926860e-02
2.66615801e-02 8.36940766e-02 -2.26353129e-01 -1.37255904e-02
1.72429989e-01]
[ -1.23648459e-01 -2.00836466e-01 4.83444405e-02 -1.82828532e-01
-5.39676902e-02 1.06341458e-01 7.63961935e-02 -1.28557858e-01
-2.66773511e-01 -9.77956758e-02 -3.24692958e-01 -6.08164338e-02
2.53443247e-01]
[ 7.82833688e-02 3.11038809e-03 3.40863864e-03 3.91587038e-02
1.50422015e-02 -2.51744923e-02 -2.63753946e-02 4.69854475e-02
1.32440805e-01 -3.00087754e-02 -3.10840311e-01 7.86272807e-02
-1.25179509e-02]
[ -3.15940143e-02 -7.43738218e-02 9.40932797e-03 1.41015247e-01
-2.84503647e-02 -2.87072681e-01 -1.09122581e-01 1.06651056e-01
-1.45610491e-01 -9.27939173e-02 -8.81531144e-02 -1.89747705e-01
-2.39967368e-02]
[ 1.02596106e-01 8.83792551e-02 4.29633237e-03 -2.28959611e-02
-1.16603186e-01 -5.37875083e-02 -9.46978623e-02 -1.08327093e-01
-1.91783621e-01 -7.31808500e-02 -2.44366932e-01 5.53422307e-02
5.41021202e-02]
[ 1.12240259e-01 -1.93444086e-01 1.60641300e-01 -1.05449160e-01
1.03649504e-01 2.46926915e-02 -1.18559531e-01 -8.42419603e-02
1.96571346e-01 -2.55186787e-01 -1.45454093e-01 5.88099067e-02
6.54471101e-02]
[ 4.70457875e-02 7.43168102e-02 -2.09368567e-01 1.34671949e-02
2.14804512e-02 1.93830999e-03 -1.13225228e-01 -2.87177375e-01
-2.55759429e-01 -1.27151171e-01 -6.01893537e-02 -3.45679975e-02
-1.19491252e-01]
[ -5.73944562e-02 -1.96424610e-01 6.53447839e-02 1.36074724e-01
-1.10596193e-01 -1.35105052e-01 3.85606138e-02 -2.02847903e-03
8.22685345e-02 -3.51699112e-01 -2.42765174e-01 -1.19969231e-01
1.19696131e-02]
[ 1.97254231e-02 -2.63339838e-01 6.40384227e-02 -1.93644032e-01
-1.79569281e-01 -2.30409837e-01 -2.43535849e-01 9.69611775e-02
1.21343448e-02 1.76864373e-01 -1.19694082e-01 7.09439778e-02
-4.03223637e-02]
[ 1.89220577e-01 2.22517997e-02 -9.74548078e-02 -2.29258982e-01
-8.36808196e-02 -9.87450950e-02 -1.24030906e-01 1.52569246e-01
-1.40498642e-01 -1.19553541e-01 -2.19067139e-01 -1.55019794e-01
-6.50875985e-03]
[ -1.63586008e-01 -1.98008664e-01 -1.02881722e-01 -1.93845459e-01
-6.86344629e-02 2.91020366e-02 -1.43035617e-01 -8.29680407e-02
-1.04077661e-01 1.11336168e-01 -2.32058366e-01 -1.78705170e-01
-1.63973469e-01]
[ -3.06573662e-02 -2.08640037e-01 -1.52905950e-01 -1.71235429e-01
-4.48750744e-02 4.46536428e-02 -6.19433800e-03 6.03730210e-02
-2.00136114e-01 -1.87800093e-01 -2.99196384e-02 -1.90339573e-01
-6.94232886e-03]
[ 1.22454918e-01 5.41360276e-02 1.48088914e-03 -1.62556380e-01
-3.39280331e-01 9.21506954e-03 -8.73035266e-02 -1.52745447e-01
-2.75940241e-01 1.76224301e-01 -1.42475038e-01 -2.65473617e-01
4.90168293e-02]
[ -4.83132095e-02 -4.63526104e-02 -2.78741680e-01 -6.41827109e-02
2.47990084e-02 1.61909512e-01 -1.65638573e-01 -9.25674123e-02
4.06961355e-03 3.85337685e-02 5.03426480e-02 1.11997901e-01
7.96994178e-02]
[ 1.61645524e-01 1.52829221e-01 -1.86895438e-01 2.11541344e-01
-7.75294524e-02 1.61662634e-02 -6.95507631e-04 -1.58224897e-01
-4.83396187e-02 -1.74986511e-01 1.12676571e-01 -6.80280062e-02
-1.73363550e-01]
[ 1.48718986e-02 2.40469419e-02 6.35931260e-02 -1.30321984e-01
-1.57524521e-01 -5.57359208e-02 -3.20600681e-02 -1.32325691e-01
-7.17762548e-02 -2.26524350e-02 -3.59742360e-02 3.81635419e-02
-1.05977589e-01]
[ -2.91958175e-02 -1.71076010e-01 -1.55629899e-01 1.41791899e-01
-2.19789590e-01 2.41910693e-01 9.05685681e-03 -1.80991661e-01
-1.63405755e-01 -4.35747814e-01 4.98209770e-03 -8.79923102e-02
-1.08761356e-01]
[ 9.08692038e-02 -3.93443938e-01 -5.00023287e-02 -7.48463954e-02
-1.25069997e-01 2.04442756e-01 1.41427995e-01 2.14541135e-01
-1.03157755e-01 -4.29779610e-03 -1.17294589e-01 1.22610102e-01
-8.85839304e-02]
[ 2.02754981e-01 -2.83502016e-01 -1.23124789e-01 -8.49390415e-02
-1.98690541e-01 1.21771581e-01 3.44330705e-02 -1.60764733e-01
-2.21632268e-02 -1.31355229e-01 -1.17773537e-01 -1.71641267e-01
-6.12548227e-02]
[ -1.43736190e-01 -5.47105192e-02 3.60999764e-02 -2.16177773e-01
-2.93756241e-02 -1.43819292e-01 2.22750560e-02 -6.52331806e-02
-9.24181240e-02 -6.24990616e-02 -2.49645782e-01 -2.35746890e-01
-7.59504926e-02]
[ -1.64662526e-01 -6.46619878e-02 -7.95704958e-02 -1.18350731e-01
-2.83593307e-01 -2.92964006e-01 -1.38430054e-02 -8.08089643e-02
-1.14141188e-01 -1.01626489e-01 -1.71242554e-02 -1.46146576e-01
-2.68720038e-01]
[ -1.80422287e-01 -2.11739936e-01 -2.98906169e-01 -2.51239882e-01
-2.60944679e-01 -2.08868139e-01 -3.88876685e-01 7.69873346e-02
-1.01904384e-01 -3.33088147e-01 -2.61073615e-01 -1.85018986e-01
-2.78023597e-01]
[ -1.12579762e-01 1.23670677e-01 2.50371023e-02 -3.14447823e-02
-2.09428172e-01 -1.68830661e-01 -1.23544618e-01 -8.00789828e-02
-1.10328567e-01 -2.87898194e-01 -1.88323107e-01 -1.82766582e-01
-2.40747829e-01]
[ -3.50460544e-01 -1.31851334e-01 -2.69138180e-01 6.37803038e-02
-2.05959047e-01 -2.26817008e-01 -8.37602875e-02 -2.00372231e-01
3.08076591e-02 -1.43112861e-01 -1.65698952e-03 -3.77044840e-01
-1.13276609e-01]
[ -1.11461952e-01 -5.40541073e-02 -2.55102288e-01 -5.69714233e-02
-2.30575188e-01 -2.72808758e-01 -3.78660926e-01 -9.53800131e-02
2.18817594e-02 -3.23374527e-01 -3.21908823e-01 -4.59165383e-01
-1.21088375e-01]
[ -2.08228996e-01 -5.41898990e-01 -3.30082405e-01 -4.25771585e-01
-3.39152755e-01 -2.25020610e-01 -1.81133395e-02 -3.54853851e-01
1.02718517e-01 -3.10648931e-01 -2.76155836e-01 -1.43197000e-01
-1.71404605e-01]
[ -2.13479186e-01 -2.99628886e-01 -3.14700758e-01 -1.57222442e-01
-9.89732147e-02 -1.46226847e-01 -1.75749881e-01 -1.06915704e-01
-2.53937413e-01 -5.80199322e-01 -2.56865536e-01 -5.15460108e-02
-1.34066916e-01]
[ -1.12398861e-01 -9.45375503e-03 -2.36085220e-01 -3.94808658e-01
-2.66600269e-01 -2.53122587e-01 -5.10667477e-02 -2.29606631e-01
3.11423564e-02 7.39173603e-02 -3.90191237e-01 -2.88623217e-01
-1.59649820e-01]]
Progress: 0.8% ... Training loss: 0.837 ... Validation loss: 1.395[[-0.17220252]
[ 0.18998052]
[-0.03207084]
[ 0.23777557]
[ 0.15900525]
[-0.08352289]
[-0.33147964]
[-0.31288503]
[-0.314256 ]
[-0.35010267]
[ 0.25752204]
[ 0.42705011]
[-0.29871106]]
[[-0.48800438 -0.71402841 -0.57505229 -0.52576977 -0.52085001 -0.5630957
-0.61683657 -0.60834255 -0.72062669 -0.67429758 -0.57315908 -0.53604317
-0.7505843 ]
[ 0.00150688 -0.13682676 0.05082495 -0.01031273 -0.04166533 0.05850392
-0.13190479 0.21511431 -0.12852133 -0.17661113 -0.03059274 0.01820908
0.06757321]
[-0.20895426 0.13302274 -0.04341335 0.09671833 0.1178085 -0.10089918
-0.23209853 -0.38073953 -0.18302233 -0.37036152 0.15001335 0.39248545
-0.29386983]
[ 0.19393319 -0.28473014 -0.23775602 -0.05351117 -0.34700755 -0.00869032
0.16141948 0.0631477 0.30694206 0.03075929 -0.21062428 -0.49420243
0.18834265]
[ 0.06548916 0.13580715 0.08438556 0.21622017 0.0609633 0.06329685
-0.08877307 -0.07132989 -0.04001579 -0.0437474 0.29009542 0.31708724
0.08507111]
[-0.47582435 -0.54689539 -0.60451604 -0.52552317 -0.55178045 -0.5636185
-0.27632242 -0.23425196 -0.36624483 -0.30665484 -0.35945527 -0.45731875
-0.26370167]
[-0.42119574 -0.59404776 -0.32370049 -0.38697592 -0.43157289 -0.55639516
-0.56703783 -0.60469155 -0.3970543 -0.37613126 -0.54521785 -0.3908208
-0.44931378]
[-0.34815374 -0.31626302 -0.4576238 -0.24717168 -0.26635685 -0.41892532
-0.39445965 -0.34285088 -0.44874612 -0.58116501 -0.2489974 -0.26251469
-0.50895702]
[-0.43068345 -0.43470641 -0.37059938 -0.25292954 -0.41397303 -0.19507389
-0.08958729 -0.36116805 -0.23603755 -0.37509194 -0.26548215 -0.36694924
-0.20322145]
[-0.95378591 -0.98625305 -0.96356664 -0.95325998 -1.06519684 -0.97307395
-0.87230219 -0.91826247 -0.94298965 -0.79789622 -1.07716229 -1.00531591
-0.77726939]
[-0.4703567 -0.29193992 -0.45673305 -0.3618365 -0.3858036 -0.34479346
-0.48723246 -0.52726974 -0.54865817 -0.12464004 -0.4587612 -0.61380826
-0.41076811]
[-0.13035743 0.08385089 -0.34191395 -0.25511746 -0.04244042 -0.07280177
-0.22337405 -0.33783988 -0.21486088 0.04410168 -0.16650638 -0.02916153
-0.35398891]
[-0.01874681 0.20492162 0.10142478 0.07532836 0.08450203 0.02594213
0.09310837 -0.0904274 -0.16363422 -0.25978157 -0.24504623 0.21488144
0.10384861]
[-0.26119487 -0.09288559 0.16406517 -0.22019135 -0.11373352 0.11255859
-0.13696601 -0.034573 -0.08345795 0.02763201 -0.08433434 -0.15171578
0.05085658]
[-0.07556459 -0.24988647 -0.17730907 -0.27285618 -0.47208724 -0.08379151
-0.0080585 0.006175 -0.01564988 0.02176867 -0.14209294 -0.12512008
-0.21604303]
[-0.06632445 0.00358368 -0.24310078 -0.25821207 0.13778488 -0.16250756
-0.14871869 0.03216033 0.04103146 -0.02802908 -0.18521252 -0.07140209
0.0589403 ]
[ 0.02177871 -0.15207325 -0.15562287 -0.02807169 -0.11489405 -0.10763543
0.01746898 -0.23536971 -0.08879777 -0.12898325 -0.00442177 -0.14128633
-0.04873774]
[-0.28177727 -0.16696654 -0.06842445 -0.12468349 -0.3284174 -0.2697151
-0.37980569 0.03931129 -0.31063147 -0.23103506 0.11767413 -0.0705356
0.24985925]
[-0.22896296 -0.11342185 -0.08160096 -0.04711721 -0.06004391 -0.11681837
-0.15089871 -0.03260622 -0.19518596 -0.07180407 0.047683 -0.0195034
-0.12783004]
[-0.17759643 0.02184651 -0.23052634 -0.24807996 -0.06209489 -0.20497626
-0.34994423 -0.21855199 0.06220752 -0.29437781 -0.16684381 0.1161291
-0.31844259]
[-0.37249894 -0.0886111 -0.13886227 -0.23303826 -0.06980269 -0.31241506
0.03580942 -0.07961886 -0.13577552 0.06913825 -0.10182875 -0.18825322
-0.1871332 ]
[-0.15680242 -0.20965855 -0.04207445 -0.21185165 -0.18777891 -0.28584155
-0.11404625 -0.09433967 -0.31187775 0.0360835 0.05769285 -0.20070647
-0.29388489]
[-0.11969596 -0.22515099 -0.10783608 -0.34139493 0.04404995 -0.00906631
-0.18008302 -0.1010638 0.1272039 -0.05797958 -0.26378543 -0.40632089
-0.30007321]
[-0.03063315 -0.05251732 -0.14469556 -0.07012979 -0.24181713 0.06772977
-0.03991956 -0.0011559 -0.18701256 -0.02321529 -0.09208711 -0.34915756
-0.10443705]
[-0.0664577 0.02825806 -0.12799999 -0.2983864 0.11744215 0.02300031
-0.21776536 -0.17430908 0.12686327 -0.06443649 -0.2512073 -0.16464308
-0.25559784]
[ 0.05141673 -0.25677334 -0.08878602 -0.31118509 -0.15698967 -0.09482481
-0.08715209 -0.06388622 -0.13060601 0.09706173 -0.3335725 -0.07435418
0.06861513]
[-0.2440609 -0.19468647 -0.13513712 -0.15500591 -0.24291912 -0.09843916
0.02410957 -0.12502479 0.12853734 -0.12484699 -0.19830114 -0.28617639
0.22094351]
[-0.04398243 -0.11793567 0.01217297 -0.11696843 -0.0900233 0.15911305
-0.03253264 0.00707188 -0.202953 -0.00684001 0.07173829 -0.18807448
0.18385842]
[-0.03339878 0.04001553 -0.13309989 0.08706978 -0.09229538 -0.05403299
0.02869655 -0.08732268 0.02861665 0.08551506 -0.22710209 -0.01499563
0.17408398]
[-0.12254684 -0.20149969 0.04854306 -0.18400561 -0.05459363 0.10693694
0.07913785 -0.12641805 -0.26450274 -0.09530342 -0.3255659 -0.06198541
0.25601138]
[ 0.07894441 0.00257054 0.00351803 0.03829036 0.01457841 -0.02489731
-0.02508805 0.04827358 0.13380645 -0.02866523 -0.31149617 0.07743926
-0.01135927]
[-0.0313905 -0.07457943 0.00945195 0.14069374 -0.02862886 -0.28700117
-0.10874754 0.10707491 -0.14523658 -0.09232947 -0.0884055 -0.19012865
-0.02361666]
[ 0.10246891 0.08854541 0.00426724 -0.02258223 -0.11647186 -0.0538521
-0.09494327 -0.10858612 -0.19197965 -0.07335236 -0.24406413 0.05590135
0.05385497]
[ 0.11201223 -0.19339413 0.16060529 -0.10531111 0.10372415 0.02459759
-0.11906765 -0.0846489 0.19598337 -0.25560792 -0.14528934 0.05903165
0.06488598]
[ 0.04676819 0.0746093 -0.20942648 0.01392742 0.02175016 0.00183747
-0.11358202 -0.28744835 -0.25602899 -0.12753285 -0.05988201 -0.03392829
-0.11986387]
[-0.05767035 -0.19602174 0.06526342 0.13660356 -0.11022129 -0.13523214
0.03789661 -0.00248791 0.08176449 -0.35225635 -0.24235402 -0.11896305
0.01158297]
[ 0.01946483 -0.26297557 0.06393354 -0.1931922 -0.17918829 -0.23052266
-0.24385648 0.09653986 0.01177912 0.17612602 -0.11917811 0.07263803
-0.04067095]
[ 0.1891094 0.02252947 -0.09749891 -0.2289894 -0.08347186 -0.09881292
-0.12414635 0.1524475 -0.14057317 -0.11965386 -0.21875523 -0.15438472
-0.00654021]
[-0.16384933 -0.19770818 -0.10293787 -0.19344017 -0.06834401 0.02894344
-0.14354449 -0.08335517 -0.10464254 0.11064779 -0.23170427 -0.17799354
-0.16437234]
[-0.03097053 -0.20792143 -0.15301537 -0.17040837 -0.04420314 0.04444194
-0.00674322 0.0596899 -0.20058069 -0.18827645 -0.02881845 -0.18784112
-0.00744509]
[ 0.12220889 0.05439361 0.00142387 -0.16219974 -0.33914821 0.0091143
-0.08757215 -0.1531538 -0.27628562 0.17576815 -0.1420977 -0.26480838
0.04846998]
[-0.04881315 -0.04582872 -0.27882925 -0.06346652 0.02522118 0.16162059
-0.16654112 -0.09344705 0.00301373 0.03748456 0.05106371 0.11307935
0.07886482]
[ 0.16036867 0.15431247 -0.18713038 0.21368107 -0.07636641 0.01554441
-0.00273936 -0.1600456 -0.05032779 -0.1768973 0.11482555 -0.06452942
-0.17509961]
[ 0.01449345 0.02449134 0.06348845 -0.12974613 -0.15715749 -0.0559551
-0.03278456 -0.13303204 -0.07243894 -0.02341079 -0.03536603 0.03928775
-0.10665307]
[-0.02936546 -0.17078866 -0.15568502 0.14233561 -0.21952831 0.24179901
0.00863193 -0.18130987 -0.16362251 -0.43602317 0.0055775 -0.0871742
-0.10894737]
[ 0.09047677 -0.39311944 -0.05007478 -0.07432088 -0.12477589 0.20426063
0.14079302 0.21387102 -0.10382123 -0.00491919 -0.1168397 0.12366923
-0.08917179]
[ 0.20290611 -0.28352456 -0.1231058 -0.0849469 -0.19869074 0.12184031
0.0347404 -0.1603891 -0.02189845 -0.13096487 -0.11775941 -0.17148053
-0.0609168 ]
[-0.14349047 -0.05495377 0.03615985 -0.21644311 -0.02958278 -0.14370055
0.0228337 -0.06465817 -0.09191271 -0.06187531 -0.249895 -0.23614809
-0.07547231]
[-0.1637573 -0.06552527 -0.07938615 -0.11962526 -0.28425168 -0.29258504
-0.01196733 -0.07922853 -0.11237989 -0.09963118 -0.01836746 -0.14795009
-0.26724618]
[-0.18088918 -0.21090181 -0.29903656 -0.25021455 -0.26026908 -0.20914393
-0.38947549 0.07626606 -0.10263056 -0.33390011 -0.25970769 -0.18226075
-0.27888364]
[-0.11254567 0.12398013 0.02499954 -0.03101065 -0.20922276 -0.16884149
-0.12309991 -0.0796018 -0.10999291 -0.2872769 -0.18783573 -0.18155538
-0.24040433]
[-0.34952347 -0.13250537 -0.26898252 0.06281943 -0.20644835 -0.22642139
-0.08164799 -0.19844613 0.0331972 -0.1404708 -0.00224942 -0.37739786
-0.11088086]
[-0.11142561 -0.05386653 -0.25510004 -0.05686518 -0.23034385 -0.27281148
-0.37832236 -0.09507185 0.02242057 -0.32308765 -0.3216493 -0.45839456
-0.12039415]
[-0.20803713 -0.54213017 -0.33003343 -0.42603522 -0.33934426 -0.22488619
-0.01728258 -0.35417622 0.10322804 -0.30979052 -0.27639888 -0.14339245
-0.17076041]
[-0.21392943 -0.29876105 -0.31486364 -0.15599963 -0.09817347 -0.1465149
-0.17609164 -0.10738347 -0.2543378 -0.58075413 -0.25543661 -0.04863964
-0.13462298]
[-0.11195209 -0.009372 -0.23609859 -0.394782 -0.26643607 -0.25298547
-0.05008873 -0.2288941 0.03206351 0.07488133 -0.39005069 -0.28726173
-0.15865135]]
Progress: 0.8% ... Training loss: 0.826 ... Validation loss: 1.394[[-0.16146071]
[ 0.21243282]
[-0.01443612]
[ 0.2632276 ]
[ 0.1803568 ]
[-0.07092015]
[-0.33380796]
[-0.31592597]
[-0.30761137]
[-0.35371273]
[ 0.27684586]
[ 0.45434527]
[-0.30320529]]
[[-0.48990853 -0.71059988 -0.57549584 -0.52153615 -0.51803109 -0.5641482
-0.61884603 -0.6100474 -0.72352612 -0.67677054 -0.56904784 -0.5265724
-0.75244249]
[ 0.00125552 -0.13645052 0.05075769 -0.0098199 -0.04133761 0.05837517
-0.13223957 0.2146695 -0.12888928 -0.17698475 -0.0300948 0.01948961
0.06727504]
[-0.21347037 0.13923188 -0.04439628 0.10430705 0.12250507 -0.10328474
-0.24114258 -0.39033301 -0.19155728 -0.38091609 0.15783975 0.40755978
-0.30288827]
[ 0.19611221 -0.28776241 -0.23730206 -0.05834371 -0.34947568 -0.00756835
0.16479033 0.06591417 0.31090221 0.03393866 -0.21498469 -0.50422269
0.19174143]
[ 0.06646491 0.13382901 0.08459251 0.21459655 0.05960592 0.06384186
-0.08696148 -0.07017052 -0.03727252 -0.04178154 0.28855093 0.31468899
0.0867843 ]
[-0.47388826 -0.5487101 -0.60417457 -0.52758205 -0.55327101 -0.56265268
-0.27169709 -0.22943707 -0.36242026 -0.30109557 -0.36191779 -0.46089997
-0.25895956]
[-0.42267763 -0.59205175 -0.32407855 -0.38458081 -0.42963263 -0.55708967
-0.56855006 -0.60689763 -0.39912271 -0.37868413 -0.54263404 -0.38432525
-0.45173501]
[-0.34861476 -0.31500512 -0.45776261 -0.24573793 -0.26551578 -0.4191424
-0.39425636 -0.34321558 -0.44919712 -0.58120068 -0.24784404 -0.25924009
-0.50916951]
[-0.43241752 -0.43251672 -0.3708958 -0.24984475 -0.4122729 -0.19607206
-0.09334126 -0.36377845 -0.23975812 -0.37850659 -0.26248199 -0.36347318
-0.20565917]
[-0.95474502 -0.98408548 -0.96383933 -0.95012437 -1.06344992 -0.97353651
-0.87206078 -0.91791002 -0.94430273 -0.79675262 -1.07444988 -0.99881185
-0.77686271]
[-0.47221358 -0.28920528 -0.45711553 -0.35851989 -0.38349242 -0.34577175
-0.4899324 -0.52965854 -0.55167332 -0.1284489 -0.45538783 -0.60780521
-0.41340113]
[-0.12928232 0.08257758 -0.3417306 -0.25671491 -0.04350762 -0.07230487
-0.22135311 -0.33616981 -0.21294805 0.04632302 -0.16831737 -0.03200365
-0.35209192]
[-0.01874681 0.20492162 0.10142478 0.07532836 0.08450203 0.02594213
0.09310837 -0.0904274 -0.16363422 -0.25978157 -0.24504623 0.21488144
0.10384861]
[-0.26031594 -0.09351441 0.16422404 -0.22098121 -0.11431573 0.11299981
-0.13493467 -0.03206566 -0.08177036 0.03012672 -0.08525379 -0.15302562
0.05302311]
[-0.07505775 -0.25020183 -0.17724702 -0.2732596 -0.47230256 -0.08357314
-0.00687039 0.0073445 -0.01464493 0.02311821 -0.14253361 -0.12568517
-0.21500912]
[-0.06638359 0.00313995 -0.24306923 -0.25844536 0.13760098 -0.16238772
-0.14781421 0.03235544 0.04120755 -0.02716792 -0.1858326 -0.0719474
0.05948963]
[ 0.02116733 -0.15134995 -0.15576478 -0.02702891 -0.11403176 -0.10796049
0.01660429 -0.2361041 -0.08971012 -0.13013893 -0.00337914 -0.13883153
-0.04966413]
[-0.28236971 -0.16587436 -0.06862169 -0.12344924 -0.32765582 -0.27001131
-0.38055333 0.03836335 -0.31148609 -0.23226063 0.11911015 -0.06706792
0.24863465]
[-0.22889369 -0.11308203 -0.0816191 -0.04677324 -0.05976501 -0.11688221
-0.15067929 -0.03257541 -0.1948596 -0.07141615 0.04819472 -0.01816787
-0.1274919 ]
[-0.17790729 0.02245219 -0.23059588 -0.247435 -0.0615899 -0.20510629
-0.35021732 -0.21901431 0.06163333 -0.29466689 -0.16634806 0.11786643
-0.31874562]
[-0.37232271 -0.08872001 -0.13884717 -0.23331919 -0.0699891 -0.31228352
0.03660053 -0.07912551 -0.13534271 0.06979397 -0.10224616 -0.18891645
-0.18646922]
[-0.15728451 -0.20897174 -0.04215312 -0.21086334 -0.18742583 -0.28606177
-0.11475965 -0.09491405 -0.31262908 0.03534185 0.05862787 -0.1995014
-0.29472153]
[-0.12092888 -0.22388018 -0.10802651 -0.33959092 0.04517873 -0.00977447
-0.18273322 -0.1029918 0.12435923 -0.06050768 -0.26214134 -0.40456301
-0.30174902]
[-0.03069383 -0.05213655 -0.14473522 -0.06965354 -0.24157114 0.0676314
-0.04019712 -0.00122429 -0.18707141 -0.0234155 -0.09150633 -0.34839783
-0.10450956]
[-0.06648035 0.02828442 -0.12800384 -0.29835867 0.11746528 0.02298726
-0.21781082 -0.17435605 0.12681605 -0.06448914 -0.25118088 -0.16461263
-0.25564008]
[ 0.05220645 -0.25753029 -0.08864731 -0.31219737 -0.15773115 -0.09448236
-0.08555334 -0.06245046 -0.1292184 0.09887459 -0.33459956 -0.07651494
0.07003182]
[-0.24359042 -0.19520645 -0.13506301 -0.15568925 -0.24331411 -0.09821556
0.02536743 -0.12387615 0.12985104 -0.12359165 -0.19895598 -0.28705786
0.22213916]
[-0.04333447 -0.11833211 0.0122498 -0.11754374 -0.09035517 0.15941929
-0.03104273 0.00846599 -0.20166657 -0.00540555 0.07115521 -0.18880116
0.18521516]
[-0.03267948 0.03928977 -0.13298531 0.08591077 -0.09283192 -0.05372132
0.0300919 -0.08608634 0.03009103 0.08709503 -0.22795273 -0.01670993
0.17565375]
[-0.12177569 -0.20240745 0.04868943 -0.18498081 -0.05537836 0.10734916
0.08103075 -0.12473446 -0.26305554 -0.09343071 -0.32655192 -0.06416462
0.25794817]
[ 0.07907277 0.00246741 0.00353083 0.03812447 0.01448505 -0.024848
-0.02482451 0.04853444 0.13410938 -0.02834728 -0.31162208 0.07729106
-0.01109365]
[-0.03089741 -0.07494916 0.00953773 0.14005655 -0.02897844 -0.28680693
-0.10774255 0.10845717 -0.14426337 -0.09105331 -0.08898401 -0.19086462
-0.02250346]
[ 0.10123529 0.08996974 0.00408781 -0.02073557 -0.11544229 -0.05432511
-0.09690364 -0.11036712 -0.1938912 -0.07518677 -0.24267515 0.05904241
0.0520654 ]
[ 0.11049034 -0.1918698 0.16031605 -0.10328661 0.1053088 0.02399326
-0.12142327 -0.08701988 0.19280195 -0.25792655 -0.14352194 0.06295374
0.06227535]
[ 0.04714487 0.0740837 -0.20935917 0.01349139 0.02136211 0.00204724
-0.11281198 -0.2867324 -0.25537225 -0.12651099 -0.06058773 -0.03481617
-0.1191401 ]
[-0.05753017 -0.19609549 0.06527762 0.136449 -0.11030341 -0.13518501
0.03817505 -0.0023237 0.08203852 -0.35209317 -0.24250436 -0.11919503
0.01172522]
[ 0.01938215 -0.26286221 0.06391422 -0.19307805 -0.1791283 -0.23056147
-0.24395098 0.09636205 0.01164409 0.17595575 -0.11907274 0.07273568
-0.0407617 ]
[ 0.18885116 0.02262013 -0.09751267 -0.22883364 -0.08337962 -0.09887171
-0.12437944 0.15207113 -0.14098255 -0.1200264 -0.21868363 -0.1543122
-0.00686845]
[-0.16403812 -0.19748412 -0.10297157 -0.19315603 -0.06809285 0.02884911
-0.14382215 -0.08388001 -0.10493469 0.11016987 -0.23140563 -0.17729764
-0.16477286]
[-0.03089207 -0.20798198 -0.15299873 -0.17048035 -0.04426745 0.04448777
-0.00652413 0.05993165 -0.20042884 -0.18802393 -0.02894072 -0.18802769
-0.00723504]
[ 0.12194822 0.05483581 0.00135914 -0.16179538 -0.33879395 0.00895526
-0.08805973 -0.15369275 -0.27668297 0.17513862 -0.14158532 -0.26358773
0.04810724]
[-0.04937223 -0.04482866 -0.27896352 -0.06236946 0.02611248 0.16125941
-0.16742335 -0.09428197 0.00206174 0.03599926 0.05234727 0.11572405
0.07794698]
[ 0.15911609 0.15589212 -0.1873272 0.21615582 -0.07522311 0.01483534
-0.00559091 -0.16190024 -0.05295564 -0.17940332 0.11715173 -0.06213407
-0.1770561 ]
[ 0.01364357 0.0257693 0.06326509 -0.12822691 -0.15619689 -0.05637177
-0.03416768 -0.13439145 -0.07416189 -0.02511979 -0.03381403 0.04252101
-0.10819624]
[-0.02963989 -0.17019196 -0.15575836 0.14325486 -0.21902594 0.24160762
0.00817221 -0.18174907 -0.16396021 -0.43631414 0.00653827 -0.08514651
-0.1093284 ]
[ 0.09022838 -0.39285602 -0.05013695 -0.07383691 -0.12452108 0.2041345
0.14042378 0.21342071 -0.10418443 -0.00531563 -0.11638562 0.12482847
-0.08962493]
[ 0.20285194 -0.28349505 -0.12311044 -0.08489948 -0.19867103 0.1218157
0.03462969 -0.16049652 -0.0219993 -0.13108478 -0.1177108 -0.17145161
-0.06100477]
[-0.14345012 -0.05501504 0.03617172 -0.21651441 -0.02965903 -0.1436697
0.02295158 -0.06451252 -0.09186928 -0.06172824 -0.25002937 -0.23640802
-0.07532856]
[-0.1633695 -0.06596169 -0.07932242 -0.12019963 -0.28456146 -0.29244496
-0.01122826 -0.07858809 -0.11167541 -0.09889824 -0.01894343 -0.14881116
-0.2667277 ]
[-0.18096408 -0.21077499 -0.29903635 -0.25019 -0.26004384 -0.20919086
-0.38913263 0.0765867 -0.1025291 -0.33397728 -0.25962204 -0.18171666
-0.27861255]
[-0.11283044 0.1248218 0.02487625 -0.03014713 -0.20851119 -0.1690414
-0.12353329 -0.08011606 -0.11036973 -0.28772675 -0.18686018 -0.17891896
-0.24067509]
[-0.3497789 -0.13194258 -0.26902264 0.06363836 -0.20607113 -0.22669516
-0.0821933 -0.19827993 0.03282983 -0.14040099 -0.00155256 -0.37681388
-0.11044065]
[-0.11372319 -0.05091521 -0.2555644 -0.05284493 -0.22787788 -0.27379846
-0.38166249 -0.09853691 0.01800982 -0.32638789 -0.3180071 -0.45095884
-0.1239713 ]
[-0.20734674 -0.54291318 -0.32989892 -0.42686385 -0.34004405 -0.22450565
-0.01547662 -0.35256522 0.10456421 -0.30779651 -0.27757662 -0.14526779
-0.16932247]
[-0.21366185 -0.29900324 -0.31482398 -0.15628732 -0.09844164 -0.1463612
-0.1751615 -0.10656781 -0.25367913 -0.57992095 -0.25580284 -0.04901576
-0.1338883 ]
[-0.11173828 -0.00920052 -0.23611701 -0.39453815 -0.26625721 -0.25295609
-0.04928646 -0.22819456 0.03270674 0.07536768 -0.38963222 -0.2865455
-0.15801671]]
Progress: 0.8% ... Training loss: 0.816 ... Validation loss: 1.373[[-0.1606118 ]
[ 0.24057546]
[-0.0022495 ]
[ 0.2847284 ]
[ 0.2070164 ]
[-0.06834424]
[-0.34592153]
[-0.33235857]
[-0.32382056]
[-0.37072327]
[ 0.3029821 ]
[ 0.5057943 ]
[-0.32275615]]
[[ -4.92098758e-01 -7.05530622e-01 -5.75788560e-01 -5.15730538e-01
-5.13308820e-01 -5.65265168e-01 -6.22334162e-01 -6.12513757e-01
-7.25949511e-01 -6.79893612e-01 -5.62105109e-01 -5.09281112e-01
-7.55036961e-01]
[ 1.25551692e-03 -1.36450517e-01 5.07576927e-02 -9.81990081e-03
-4.13376059e-02 5.83751658e-02 -1.32239574e-01 2.14669503e-01
-1.28889283e-01 -1.76984745e-01 -3.00948008e-02 1.94896143e-02
6.72750357e-02]
[ -2.20986925e-01 1.49730720e-01 -4.50688723e-02 1.17673265e-01
1.31843493e-01 -1.06615921e-01 -2.57089668e-01 -4.05561253e-01
-2.06026967e-01 -3.97663843e-01 1.71119196e-01 4.35693938e-01
-3.17551917e-01]
[ 1.99981251e-01 -2.94354913e-01 -2.36930812e-01 -6.60260368e-02
-3.55155266e-01 -5.82336943e-03 1.73045356e-01 7.27841264e-02
3.18640188e-01 4.30812755e-02 -2.23007143e-01 -5.22951291e-01
1.99100035e-01]
[ 6.72689135e-02 1.32598012e-01 8.46954444e-02 2.12722579e-01
5.80823977e-02 6.43296872e-02 -8.50893696e-02 -6.88534278e-02
-3.62154310e-02 -4.09610829e-02 2.87269598e-01 3.11853309e-01
8.75564804e-02]
[ -4.72667644e-01 -5.49062770e-01 -6.04102671e-01 -5.28372255e-01
-5.53706099e-01 -5.62145282e-01 -2.68354575e-01 -2.25622520e-01
-3.59406471e-01 -2.97375534e-01 -3.62496436e-01 -4.61240324e-01
-2.55459898e-01]
[ -4.23379824e-01 -5.90391292e-01 -3.24192673e-01 -3.82963991e-01
-4.27955292e-01 -5.57439576e-01 -5.69405433e-01 -6.07513103e-01
-3.99688483e-01 -3.79879449e-01 -5.40047625e-01 -3.76249452e-01
-4.52708032e-01]
[ -3.50142877e-01 -3.11908424e-01 -4.57909015e-01 -2.41826653e-01
-2.62842255e-01 -4.19889830e-01 -3.97114347e-01 -3.45463537e-01
-4.51661037e-01 -5.83146176e-01 -2.43847295e-01 -2.50848084e-01
-5.11025400e-01]
[ -4.31930659e-01 -4.32426136e-01 -3.70879702e-01 -2.50074567e-01
-4.12251851e-01 -1.95833591e-01 -9.16606226e-02 -3.62514179e-01
-2.37883739e-01 -3.76668666e-01 -2.62676223e-01 -3.62783174e-01
-2.03745989e-01]
[ -9.55514254e-01 -9.80883560e-01 -9.64005223e-01 -9.47077430e-01
-1.06036845e+00 -9.73892103e-01 -8.71973713e-01 -9.16903577e-01
-9.43660596e-01 -7.96326956e-01 -1.07021625e+00 -9.85664579e-01
-7.75727655e-01]
[ -4.72349600e-01 -2.87838163e-01 -4.57138254e-01 -3.56858096e-01
-3.82399296e-01 -3.45961540e-01 -4.90066688e-01 -5.29471609e-01
-5.51530247e-01 -1.27693081e-01 -4.53774331e-01 -6.04197658e-01
-4.12946205e-01]
[ -1.28899912e-01 8.25036018e-02 -3.41714516e-01 -2.56915566e-01
-4.37453995e-02 -7.21109490e-02 -2.19996103e-01 -3.35147797e-01
-2.11874787e-01 4.75586804e-02 -1.68354213e-01 -3.19410056e-02
-3.51097953e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.59577341e-01 -9.41976905e-02 1.64293272e-01 -2.21820950e-01
-1.14920574e-01 1.13370654e-01 -1.32907277e-01 -2.97970046e-02
-8.01596024e-02 3.26005002e-02 -8.62363926e-02 -1.54305727e-01
5.51084660e-02]
[ -7.44937443e-02 -2.50517737e-01 -1.77224126e-01 -2.73820615e-01
-4.72515601e-01 -8.33794847e-02 -5.67928747e-03 8.59500729e-03
-1.35464978e-02 2.42371474e-02 -1.42952017e-01 -1.26178899e-01
-2.13863273e-01]
[ -6.63010887e-02 3.59881309e-03 -2.43077214e-01 -2.58068088e-01
1.37847492e-01 -1.62385439e-01 -1.47301260e-01 3.30455891e-02
4.19725359e-02 -2.64694952e-02 -1.85163285e-01 -7.04775492e-02
6.01392003e-02]
[ 2.09794791e-02 -1.51004027e-01 -1.55787393e-01 -2.67017874e-02
-1.13610093e-01 -1.08045458e-01 1.63781852e-02 -2.36082259e-01
-8.98569703e-02 -1.30471180e-01 -2.68160002e-03 -1.36476378e-01
-4.97406917e-02]
[ -2.83018415e-01 -1.64728729e-01 -6.87063285e-02 -1.22171787e-01
-3.26635564e-01 -2.70290685e-01 -3.81469090e-01 3.73039381e-02
-3.12368216e-01 -2.33600068e-01 1.20846725e-01 -6.26030686e-02
2.47302130e-01]
[ -2.28895000e-01 -1.12735934e-01 -8.16366269e-02 -4.65420549e-02
-5.94172475e-02 -1.16919019e-01 -1.50717472e-01 -3.24989064e-02
-1.94801902e-01 -7.14871273e-02 4.84883029e-02 -1.69474036e-02
-1.27415560e-01]
[ -1.78428409e-01 2.39512968e-02 -2.30654672e-01 -2.45831556e-01
-6.04120208e-02 -2.05417830e-01 -3.51029139e-01 -2.19742712e-01
6.08148362e-02 -2.95296795e-01 -1.64726757e-01 1.21951345e-01
-3.19370059e-01]
[ -3.72469408e-01 -8.79774374e-02 -1.38883553e-01 -2.32168467e-01
-6.93148494e-02 -3.12426418e-01 3.61107202e-02 -7.93555291e-02
-1.35642401e-01 6.95734454e-02 -1.00999926e-01 -1.86501997e-01
-1.86666545e-01]
[ -1.58238330e-01 -2.08021507e-01 -4.22098388e-02 -2.09565744e-01
-1.86558449e-01 -2.86356744e-01 -1.16395387e-01 -9.63687592e-02
-3.14012709e-01 3.41806281e-02 5.97186865e-02 -1.97524026e-01
-2.95822759e-01]
[ -1.20872748e-01 -2.23658644e-01 -1.08033671e-01 -3.39479889e-01
4.53784011e-02 -9.76528830e-03 -1.82516939e-01 -1.02794932e-01
1.24737972e-01 -6.01307624e-02 -2.61943259e-01 -4.03707613e-01
-3.01294455e-01]
[ -3.05485893e-02 -5.21594414e-02 -1.44725876e-01 -6.98054532e-02
-2.41584975e-01 6.77011220e-02 -3.96280816e-02 -7.38479424e-04
-1.86583700e-01 -2.29696087e-02 -9.15748061e-02 -3.48407133e-01
-1.03951357e-01]
[ -6.61301687e-02 2.80915975e-02 -1.27985996e-01 -2.98673737e-01
1.17278434e-01 2.31406999e-02 -2.16900380e-01 -1.73658449e-01
1.27806998e-01 -6.34316408e-02 -2.51454567e-01 -1.64854493e-01
-2.54693950e-01]
[ 5.25850291e-02 -2.57905037e-01 -8.86204677e-02 -3.12691384e-01
-1.58024765e-01 -9.43115173e-02 -8.46869128e-02 -6.16975306e-02
-1.28361583e-01 9.98480216e-02 -3.35058642e-01 -7.70181027e-02
7.08659465e-02]
[ -2.42871532e-01 -1.95994181e-01 -1.35004117e-01 -1.56859627e-01
-2.43897275e-01 -9.78652768e-02 2.75657148e-02 -1.22138082e-01
1.31949961e-01 -1.21580407e-01 -2.00020794e-01 -2.88369543e-01
2.24280776e-01]
[ -4.28491739e-02 -1.18751536e-01 1.22837735e-02 -1.18231366e-01
-9.07492655e-02 1.59666113e-01 -2.98813118e-02 9.38825995e-03
-2.00621053e-01 -4.38405030e-03 7.03779029e-02 -1.89753026e-01
1.86297981e-01]
[ -3.15560876e-02 3.82777411e-02 -1.32920198e-01 8.41697117e-02
-9.36694514e-02 -5.33175572e-02 3.24960011e-02 -8.38171868e-02
3.22282281e-02 8.95957759e-02 -2.29118081e-01 -1.88497126e-02
1.78151881e-01]
[ -1.21275943e-01 -2.02833389e-01 4.87225898e-02 -1.85582959e-01
-5.58643749e-02 1.07587523e-01 8.22685915e-02 -1.23763181e-01
-2.62003428e-01 -9.22987278e-02 -3.27052865e-01 -6.49983146e-02
2.59000412e-01]
[ 7.99931930e-02 1.75984471e-03 3.58767917e-03 3.68971273e-02
1.38448505e-02 -2.45453663e-02 -2.30896639e-02 5.00552675e-02
1.36050029e-01 -2.64824375e-02 -3.12354649e-01 7.58865716e-02
-9.46977541e-03]
[ -3.03668638e-02 -7.53845874e-02 9.56811894e-03 1.39277954e-01
-2.94122010e-02 -2.86656635e-01 -1.06769555e-01 1.09556161e-01
-1.43325338e-01 -9.00165270e-02 -8.95794907e-02 -1.91711447e-01
-2.16460099e-02]
[ 1.00474671e-01 9.08220587e-02 4.03926200e-03 -1.95583275e-02
-1.14710771e-01 -5.45928650e-02 -9.83034487e-02 -1.11622642e-01
-1.95012141e-01 -7.62584601e-02 -2.41793921e-01 6.09094638e-02
5.09387348e-02]
[ 1.10167790e-01 -1.91522850e-01 1.60285889e-01 -1.02572590e-01
1.05748234e-01 2.38640300e-02 -1.22231320e-01 -8.75404585e-02
1.92209745e-01 -2.58263845e-01 -1.42829916e-01 6.40997245e-02
6.17555350e-02]
[ 4.71460276e-02 7.40811864e-02 -2.09359032e-01 1.34880051e-02
2.13600045e-02 2.04788132e-03 -1.12809667e-01 -2.86730763e-01
-2.55370003e-01 -1.26507735e-01 -6.05911114e-02 -3.48216335e-02
-1.19137765e-01]
[ -5.71841819e-02 -1.96543266e-01 6.53124654e-02 1.35732766e-01
-1.10708924e-01 -1.35045643e-01 3.89114029e-02 -1.54475429e-03
8.28404879e-02 -3.51280326e-01 -2.43072703e-01 -1.20259701e-01
1.25105777e-02]
[ 1.90420084e-02 -2.62424136e-01 6.38813976e-02 -1.92558192e-01
-1.78755281e-01 -2.30658317e-01 -2.44424615e-01 9.59860997e-02
1.11062188e-02 1.75154916e-01 -1.18509672e-01 7.43142855e-02
-4.12498828e-02]
[ 1.88384266e-01 2.31115547e-02 -9.75476852e-02 -2.28284120e-01
-8.29530758e-02 -9.90076156e-02 -1.25082665e-01 1.51471801e-01
-1.41621425e-01 -1.20882555e-01 -2.18134236e-01 -1.52955821e-01
-7.57691152e-03]
[ -1.63968304e-01 -1.97708332e-01 -1.02965024e-01 -1.93335592e-01
-6.82426424e-02 2.88895667e-02 -1.43642404e-01 -8.38135581e-02
-1.04801885e-01 1.10364229e-01 -2.31668732e-01 -1.77773533e-01
-1.64687926e-01]
[ -3.10686897e-02 -2.07503707e-01 -1.53034507e-01 -1.70034506e-01
-4.37759190e-02 4.43822166e-02 -6.92180702e-03 5.94865213e-02
-2.00718962e-01 -1.88608155e-01 -2.83504972e-02 -1.86369475e-01
-7.69757247e-03]
[ 1.21687925e-01 5.53741828e-02 1.33137817e-03 -1.61247103e-01
-3.38453164e-01 8.85142405e-03 -8.84799705e-02 -1.54072629e-01
-2.77021516e-01 1.74570029e-01 -1.40995272e-01 -2.62373139e-01
4.76685315e-02]
[ -4.96807535e-02 -4.42202712e-02 -2.79004601e-01 -6.14126666e-02
2.68036290e-02 1.61063790e-01 -1.67990173e-01 -9.47880444e-02
1.58040519e-03 3.53269832e-02 5.34855088e-02 1.18499221e-01
7.72050090e-02]
[ 1.57599692e-01 1.58410229e-01 -1.87441495e-01 2.18980671e-01
-7.34469997e-02 1.41973813e-02 -8.38614045e-03 -1.64355534e-01
-5.55652305e-02 -1.82331445e-01 1.20042053e-01 -5.76954973e-02
-1.79277942e-01]
[ 1.22311879e-02 2.82889509e-02 6.31051438e-02 -1.25150714e-01
-1.53845509e-01 -5.70245415e-02 -3.69214460e-02 -1.36850103e-01
-7.65480941e-02 -2.77082819e-02 -3.05246731e-02 5.10362295e-02
-1.10569973e-01]
[ -3.05184282e-02 -1.68650920e-01 -1.55828497e-01 1.45673706e-01
-2.17720206e-01 2.41132031e-01 6.32921938e-03 -1.82871197e-01
-1.65768515e-01 -4.37539822e-01 8.62473195e-03 -8.17330482e-02
-1.10513728e-01]
[ 9.03889491e-02 -3.92959974e-01 -5.01242641e-02 -7.39816450e-02
-1.24652243e-01 2.04220956e-01 1.40856886e-01 2.13998286e-01
-1.03852034e-01 -4.73244569e-03 -1.16569060e-01 1.24627246e-01
-8.91794378e-02]
[ 2.03097685e-01 -2.83920920e-01 -1.23080020e-01 -8.53664415e-02
-1.99016160e-01 1.21950199e-01 3.50821797e-02 -1.60015308e-01
-2.16856071e-02 -1.30431709e-01 -1.18241547e-01 -1.72200218e-01
-6.05536690e-02]
[ -1.43290320e-01 -5.51793771e-02 3.61844900e-02 -2.16655146e-01
-2.97365413e-02 -1.43597090e-01 2.33118575e-02 -6.39755432e-02
-9.15097417e-02 -6.11785071e-02 -2.50232924e-01 -2.36532777e-01
-7.48857609e-02]
[ -1.63089339e-01 -6.62676984e-02 -7.93020261e-02 -1.20570233e-01
-2.84772256e-01 -2.92332385e-01 -1.04972476e-02 -7.79704824e-02
-1.11024810e-01 -9.81846910e-02 -1.93554045e-02 -1.49344848e-01
-2.66178816e-01]
[ -1.79818907e-01 -2.11878613e-01 -2.98944106e-01 -2.51642620e-01
-2.61031936e-01 -2.08708990e-01 -3.86830252e-01 7.96092251e-02
-1.00328809e-01 -3.31108203e-01 -2.61060262e-01 -1.83957725e-01
-2.76110887e-01]
[ -1.12725581e-01 1.25262506e-01 2.48734263e-02 -3.00040043e-02
-2.08229368e-01 -1.69053506e-01 -1.23238551e-01 -8.01296704e-02
-1.09951162e-01 -2.87576799e-01 -1.86340377e-01 -1.77755646e-01
-2.40392678e-01]
[ -3.49413177e-01 -1.31621198e-01 -2.69017115e-01 6.39176903e-02
-2.05857246e-01 -2.26618317e-01 -8.14096363e-02 -1.97400645e-01
3.39301550e-02 -1.39285063e-01 -8.41798000e-04 -3.75297745e-01
-1.09171697e-01]
[ -1.14681784e-01 -4.87796862e-02 -2.55660953e-01 -5.03454905e-02
-2.26262988e-01 -2.74255307e-01 -3.82972975e-01 -9.95639837e-02
1.66733399e-02 -3.27623690e-01 -3.15500552e-01 -4.45985510e-01
-1.24983080e-01]
[ -2.06927011e-01 -5.43087390e-01 -3.29875288e-01 -4.26966543e-01
-3.40151686e-01 -2.24300772e-01 -1.37900904e-02 -3.51224505e-01
1.06065365e-01 -3.06149960e-01 -2.77650857e-01 -1.44384986e-01
-1.67975146e-01]
[ -2.14595948e-01 -2.97385090e-01 -3.14929462e-01 -1.54391453e-01
-9.65662046e-02 -1.46781728e-01 -1.76661418e-01 -1.07738130e-01
-2.54994909e-01 -5.80682920e-01 -2.53712478e-01 -4.28241312e-02
-1.34703955e-01]
[ -1.12403913e-01 -7.94337383e-03 -2.36206080e-01 -3.93292526e-01
-2.65210696e-01 -2.53181656e-01 -5.02335773e-02 -2.29010705e-01
3.19971389e-02 7.40010743e-02 -3.88136932e-01 -2.82214171e-01
-1.59005681e-01]]
Progress: 0.9% ... Training loss: 0.799 ... Validation loss: 1.359[[-0.1661561 ]
[ 0.24910163]
[-0.00222371]
[ 0.28904683]
[ 0.21894771]
[-0.07461395]
[-0.36048075]
[-0.34656399]
[-0.34003466]
[-0.39007098]
[ 0.31212547]
[ 0.54022605]
[-0.34561168]]
[[ -4.94448419e-01 -7.00682257e-01 -5.75829309e-01 -5.09794364e-01
-5.08723389e-01 -5.66158767e-01 -6.26278280e-01 -6.16387002e-01
-7.29233436e-01 -6.84177259e-01 -5.55856989e-01 -4.92185843e-01
-7.58472134e-01]
[ 1.35628908e-03 -1.36590901e-01 5.07591065e-02 -1.00098330e-02
-4.14495686e-02 5.84180980e-02 -1.32026880e-01 2.14901416e-01
-1.28749576e-01 -1.76803785e-01 -3.02601220e-02 1.92293684e-02
6.74653397e-02]
[ -2.25485925e-01 1.58792058e-01 -4.51432424e-02 1.27712937e-01
1.39578234e-01 -1.08737319e-01 -2.66791746e-01 -4.16048585e-01
-2.14826748e-01 -4.09676468e-01 1.82355512e-01 4.58542684e-01
-3.27628233e-01]
[ 2.02980577e-01 -3.00769299e-01 -2.36886554e-01 -7.53650301e-02
-3.60608212e-01 -4.67063848e-03 1.77776535e-01 7.62839905e-02
3.24504442e-01 4.83424530e-02 -2.31532448e-01 -5.41380331e-01
2.03530315e-01]
[ 7.03028649e-02 1.30100629e-01 8.47227211e-02 2.10595912e-01
5.56998061e-02 6.54029275e-02 -7.92601248e-02 -6.28455759e-02
-3.10267978e-02 -3.32676545e-02 2.84996369e-01 3.07752850e-01
9.32186052e-02]
[ -4.72568027e-01 -5.49649185e-01 -6.04094217e-01 -5.28984006e-01
-5.54157623e-01 -5.61958413e-01 -2.67280242e-01 -2.23975453e-01
-3.58687432e-01 -2.95887153e-01 -3.63404537e-01 -4.62420388e-01
-2.53997887e-01]
[ -4.23055914e-01 -5.89763137e-01 -3.24200236e-01 -3.82261831e-01
-4.26956440e-01 -5.57374968e-01 -5.68033446e-01 -6.06856335e-01
-3.97978003e-01 -3.78528265e-01 -5.38916350e-01 -3.70163958e-01
-4.51299381e-01]
[ -3.50627707e-01 -3.09971577e-01 -4.57917821e-01 -2.39997926e-01
-2.61257765e-01 -4.20121183e-01 -3.97524425e-01 -3.46005863e-01
-4.51923555e-01 -5.83579730e-01 -2.41611680e-01 -2.45267458e-01
-5.11164998e-01]
[ -4.31556782e-01 -4.32690983e-01 -3.70876780e-01 -2.50540818e-01
-4.12265942e-01 -1.95688680e-01 -9.08052123e-02 -3.61652334e-01
-2.36807965e-01 -3.75620004e-01 -2.62835573e-01 -3.62562259e-01
-2.02617763e-01]
[ -9.56167425e-01 -9.77933911e-01 -9.64023970e-01 -9.43555123e-01
-1.05727337e+00 -9.74180810e-01 -8.71165261e-01 -9.16039676e-01
-9.42775735e-01 -7.95536068e-01 -1.06607396e+00 -9.72597724e-01
-7.74527401e-01]
[ -4.71845935e-01 -2.88441307e-01 -4.57130561e-01 -3.57716116e-01
-3.82941477e-01 -3.45692717e-01 -4.88752777e-01 -5.28214386e-01
-5.50158647e-01 -1.26129317e-01 -4.54336690e-01 -6.04659996e-01
-4.11359030e-01]
[ -1.28437831e-01 8.18708368e-02 -3.41708456e-01 -2.58126966e-01
-4.41805675e-02 -7.19260296e-02 -2.19226815e-01 -3.34645567e-01
-2.10888474e-01 4.86587015e-02 -1.69634706e-01 -3.38385500e-02
-3.50026093e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.58932423e-01 -9.50314667e-02 1.64302799e-01 -2.22528763e-01
-1.15582743e-01 1.13694842e-01 -1.31233189e-01 -2.76051650e-02
-7.87748947e-02 3.50873596e-02 -8.70001652e-02 -1.55078029e-01
5.70870513e-02]
[ -7.45389634e-02 -2.50723218e-01 -1.77222121e-01 -2.73963526e-01
-4.72684760e-01 -8.33481281e-02 -5.58620216e-03 8.59585811e-03
-1.35787736e-02 2.41877976e-02 -1.43317670e-01 -1.27053054e-01
-2.13791667e-01]
[ -6.56947138e-02 2.83736509e-03 -2.43068807e-01 -2.59072743e-01
1.37113421e-01 -1.62167749e-01 -1.45705246e-01 3.48706776e-02
4.35617142e-02 -2.46248543e-02 -1.86014028e-01 -7.18166474e-02
6.18758148e-02]
[ 2.11394803e-02 -1.50371350e-01 -1.55791759e-01 -2.60302091e-02
-1.12964849e-01 -1.08008218e-01 1.70909054e-02 -2.35849568e-01
-8.88705392e-02 -1.29769822e-01 -1.92576325e-03 -1.33630348e-01
-4.89833910e-02]
[ -2.83043884e-01 -1.64573301e-01 -6.87101946e-02 -1.21888496e-01
-3.26269230e-01 -2.70323542e-01 -3.81438987e-01 3.70810013e-02
-3.12242687e-01 -2.33402673e-01 1.21126251e-01 -6.11254842e-02
2.46996115e-01]
[ -2.29120498e-01 -1.12436887e-01 -8.16411791e-02 -4.62694731e-02
-5.90037673e-02 -1.16989777e-01 -1.50943933e-01 -3.27685526e-02
-1.95085281e-01 -7.22452710e-02 4.90053003e-02 -1.43730585e-02
-1.27478270e-01]
[ -1.78829377e-01 2.57115734e-02 -2.30663168e-01 -2.44050837e-01
-5.90824330e-02 -2.05648831e-01 -3.51629258e-01 -2.20159559e-01
6.02886974e-02 -2.95800701e-01 -1.62638446e-01 1.26522978e-01
-3.19791228e-01]
[ -3.72263168e-01 -8.80365466e-02 -1.38881800e-01 -2.32450616e-01
-6.93100110e-02 -3.12353773e-01 3.69104791e-02 -7.90242669e-02
-1.35002806e-01 7.01212483e-02 -1.01247254e-01 -1.86277677e-01
-1.86063755e-01]
[ -1.58989871e-01 -2.07087502e-01 -4.22178398e-02 -2.08436656e-01
-1.85684121e-01 -2.86636033e-01 -1.18130176e-01 -9.79029109e-02
-3.15286142e-01 3.26179527e-02 6.10606778e-02 -1.95438653e-01
-2.96976597e-01]
[ -1.20756604e-01 -2.23681201e-01 -1.08033406e-01 -3.39518096e-01
4.54669631e-02 -9.74217516e-03 -1.82265387e-01 -1.02540430e-01
1.25045332e-01 -5.97829517e-02 -2.61962670e-01 -4.03445175e-01
-3.00993099e-01]
[ -3.02963326e-02 -5.25087264e-02 -1.44722588e-01 -7.02693765e-02
-2.41789583e-01 6.78134671e-02 -3.90108618e-02 -5.99739528e-05
-1.86057497e-01 -2.23633887e-02 -9.20177457e-02 -3.48956536e-01
-1.03355891e-01]
[ -6.63548331e-02 2.82555581e-02 -1.27986954e-01 -2.98718452e-01
1.17443792e-01 2.31010634e-02 -2.17221902e-01 -1.74106253e-01
1.27605995e-01 -6.38349794e-02 -2.51447942e-01 -1.64654284e-01
-2.54934648e-01]
[ 5.27345584e-02 -2.58064617e-01 -8.86185695e-02 -3.12845425e-01
-1.58165172e-01 -9.42663670e-02 -8.44068305e-02 -6.13565468e-02
-1.28078128e-01 1.00272072e-01 -3.35177366e-01 -7.72858957e-02
7.12168037e-02]
[ -2.42738000e-01 -1.96140345e-01 -1.35002987e-01 -1.57066671e-01
-2.43995657e-01 -9.78080863e-02 2.78590286e-02 -1.21890428e-01
1.32271426e-01 -1.21274018e-01 -2.00168035e-01 -2.88478666e-01
2.24596145e-01]
[ -4.19776893e-02 -1.19811977e-01 1.22962525e-02 -1.19701488e-01
-9.18127053e-02 1.60093157e-01 -2.74814890e-02 1.15513991e-02
-1.98588321e-01 -1.76844726e-03 6.86771381e-02 -1.92095999e-01
1.88773620e-01]
[ -3.13266913e-02 3.80466739e-02 -1.32918087e-01 8.37961754e-02
-9.38420888e-02 -5.32338761e-02 3.30167213e-02 -8.33643839e-02
3.28494103e-02 9.01832649e-02 -2.29366519e-01 -1.93142590e-02
1.78716406e-01]
[ -1.20899014e-01 -2.03291313e-01 4.87271189e-02 -1.86096280e-01
-5.62857343e-02 1.07767442e-01 8.33394143e-02 -1.22738189e-01
-2.61084585e-01 -9.10443603e-02 -3.27548618e-01 -6.56240076e-02
2.60118502e-01]
[ 8.11912059e-02 2.84819050e-04 3.60098897e-03 3.48884689e-02
1.26218020e-02 -2.41087485e-02 -2.05183871e-02 5.25509686e-02
1.38904597e-01 -2.35517483e-02 -3.13809951e-01 7.32233634e-02
-7.02521574e-03]
[ -2.99632166e-02 -7.58373476e-02 9.57274876e-03 1.38530422e-01
-2.98315160e-02 -2.86532760e-01 -1.05805937e-01 1.10491024e-01
-1.42375864e-01 -8.89883856e-02 -9.01558427e-02 -1.92531827e-01
-2.06983705e-02]
[ 9.98775899e-02 9.10561966e-02 4.03677789e-03 -1.90408579e-02
-1.14479762e-01 -5.47196417e-02 -9.94053563e-02 -1.12624267e-01
-1.96078463e-01 -7.73707274e-02 -2.41421265e-01 6.13586827e-02
5.00219812e-02]
[ 1.09339865e-01 -1.90764273e-01 1.60276727e-01 -1.01559561e-01
1.06593944e-01 2.35664431e-02 -1.23746520e-01 -8.92354366e-02
1.90652558e-01 -2.59867322e-01 -1.41986330e-01 6.57562769e-02
5.98761799e-02]
[ 4.70578580e-02 7.41479305e-02 -2.09360208e-01 1.36254997e-02
2.14972054e-02 2.01823649e-03 -1.13008545e-01 -2.86915268e-01
-2.55460075e-01 -1.26613088e-01 -6.05488216e-02 -3.43420428e-02
-1.19302169e-01]
[ -5.70298849e-02 -1.96669222e-01 6.53142005e-02 1.35470512e-01
-1.10816200e-01 -1.34998812e-01 3.92596175e-02 -1.27695584e-03
8.32574320e-02 -3.50904932e-01 -2.43293240e-01 -1.20563437e-01
1.29464829e-02]
[ 1.89019425e-02 -2.62029159e-01 6.38757313e-02 -1.92130260e-01
-1.78280093e-01 -2.30710268e-01 -2.44516380e-01 9.56143459e-02
1.09194105e-02 1.74585931e-01 -1.18053200e-01 7.67390113e-02
-4.14404527e-02]
[ 1.87741250e-01 2.40448390e-02 -9.75550862e-02 -2.27267091e-01
-8.21195786e-02 -9.92282284e-02 -1.26244940e-01 1.50117031e-01
-1.42697569e-01 -1.22090248e-01 -2.17146544e-01 -1.50957600e-01
-8.51066681e-03]
[ -1.64004233e-01 -1.97490121e-01 -1.02967239e-01 -1.93126191e-01
-6.78182119e-02 2.88277496e-02 -1.43835577e-01 -8.41573894e-02
-1.04905090e-01 1.10172737e-01 -2.31483656e-01 -1.76870095e-01
-1.64749774e-01]
[ -3.12838181e-02 -2.07171002e-01 -1.53037061e-01 -1.69688500e-01
-4.35283466e-02 4.42889111e-02 -7.48252101e-03 5.91344055e-02
-2.01147870e-01 -1.89190705e-01 -2.79248449e-02 -1.85827726e-01
-8.09051954e-03]
[ 1.21468791e-01 5.59869357e-02 1.32903735e-03 -1.60999919e-01
-3.38022121e-01 8.77924381e-03 -8.89465057e-02 -1.54449452e-01
-2.77425876e-01 1.73892275e-01 -1.40727924e-01 -2.61083794e-01
4.74337822e-02]
[ -4.96901874e-02 -4.41304701e-02 -2.79005497e-01 -6.12339501e-02
2.69755697e-02 1.61053964e-01 -1.67942403e-01 -9.46288099e-02
1.57497374e-03 3.54033212e-02 5.37334757e-02 1.19424919e-01
7.72915992e-02]
[ 1.56703266e-01 1.60784436e-01 -1.87457109e-01 2.22095296e-01
-7.14720276e-02 1.37806961e-02 -9.97121568e-03 -1.65759054e-01
-5.69375739e-02 -1.83891427e-01 1.23483237e-01 -5.15387715e-02
-1.80690200e-01]
[ 1.17753444e-02 2.90439127e-02 6.30972573e-02 -1.24146666e-01
-1.53199040e-01 -5.71946544e-02 -3.77663777e-02 -1.37525550e-01
-7.73584469e-02 -2.86458525e-02 -2.95256978e-02 5.34669333e-02
-1.11422221e-01]
[ -3.04683262e-02 -1.68368747e-01 -1.55829074e-01 1.46021208e-01
-2.17441178e-01 2.41122448e-01 6.44038465e-03 -1.82698906e-01
-1.65684658e-01 -4.37327840e-01 9.02594653e-03 -8.05926106e-02
-1.10302763e-01]
[ 9.03202008e-02 -3.92859459e-01 -5.01255260e-02 -7.38248153e-02
-1.24564763e-01 2.04191733e-01 1.40684945e-01 2.13864398e-01
-1.04001147e-01 -4.93594238e-03 -1.16418924e-01 1.25107301e-01
-8.93010596e-02]
[ 2.03267817e-01 -2.84057475e-01 -1.23078657e-01 -8.55980987e-02
-1.99127345e-01 1.22001720e-01 3.52902813e-02 -1.59774481e-01
-2.13895121e-02 -1.30155975e-01 -1.18436378e-01 -1.72455653e-01
-6.02567549e-02]
[ -1.43011023e-01 -5.56943813e-02 3.61895790e-02 -2.17215278e-01
-3.02249430e-02 -1.43469399e-01 2.39813124e-02 -6.33211056e-02
-9.09489904e-02 -6.04753907e-02 -2.50896413e-01 -2.37944551e-01
-7.42586439e-02]
[ -1.62596227e-01 -6.69465278e-02 -7.92960594e-02 -1.21306316e-01
-2.85194618e-01 -2.92157567e-01 -9.19756303e-03 -7.66085965e-02
-1.09871157e-01 -9.67686914e-02 -2.00547807e-02 -1.50249677e-01
-2.65033187e-01]
[ -1.80366971e-01 -2.10601271e-01 -2.98953689e-01 -2.50380302e-01
-2.59705869e-01 -2.08887534e-01 -3.87666275e-01 7.85108694e-02
-1.00901073e-01 -3.31981699e-01 -2.59567664e-01 -1.79776477e-01
-2.76427027e-01]
[ -1.11915255e-01 1.24121977e-01 2.48840097e-02 -3.11664788e-02
-2.09020544e-01 -1.68775679e-01 -1.21307221e-01 -7.81406497e-02
-1.08221252e-01 -2.85445865e-01 -1.87340661e-01 -1.79382270e-01
-2.38682303e-01]
[ -3.48322534e-01 -1.32088747e-01 -2.69007209e-01 6.31584860e-02
-2.06350500e-01 -2.26215654e-01 -7.85903064e-02 -1.94492912e-01
3.69505586e-02 -1.35629883e-01 -1.29100901e-03 -3.74692118e-01
-1.05888098e-01]
[ -1.15053581e-01 -4.82409276e-02 -2.55665193e-01 -4.98729668e-02
-2.25747462e-01 -2.74329211e-01 -3.83313234e-01 -9.99331129e-02
1.64347653e-02 -3.28213956e-01 -3.15067450e-01 -4.44374747e-01
-1.25199661e-01]
[ -2.06928883e-01 -5.43272112e-01 -3.29871317e-01 -4.27200704e-01
-3.40361398e-01 -2.24232629e-01 -1.34457532e-02 -3.50809999e-01
1.06301705e-01 -3.05627744e-01 -2.77970002e-01 -1.44560995e-01
-1.67378455e-01]
[ -2.15119838e-01 -2.96678380e-01 -3.14937926e-01 -1.53118137e-01
-9.56559551e-02 -1.47012882e-01 -1.77474226e-01 -1.08620995e-01
-2.55876244e-01 -5.81252654e-01 -2.52520452e-01 -4.01630804e-02
-1.35895030e-01]
[ -1.12546686e-01 -6.95964402e-03 -2.36213247e-01 -3.92691958e-01
-2.64350669e-01 -2.53281654e-01 -5.04478349e-02 -2.29348262e-01
3.19454335e-02 7.31809142e-02 -3.87186578e-01 -2.78763255e-01
-1.59013260e-01]]
Progress: 0.9% ... Training loss: 0.787 ... Validation loss: 1.357[[-0.15394925]
[ 0.28469323]
[ 0.01537806]
[ 0.32782201]
[ 0.24955129]
[-0.05986716]
[-0.35666471]
[-0.3485952 ]
[-0.33412137]
[-0.39431991]
[ 0.34829675]
[ 0.59996474]
[-0.35277037]]
[[ -4.97422103e-01 -6.93846798e-01 -5.75871312e-01 -5.00875309e-01
-5.02586733e-01 -5.67435523e-01 -6.30599010e-01 -6.19809680e-01
-7.34323023e-01 -6.88378850e-01 -5.46818810e-01 -4.71665577e-01
-7.61911969e-01]
[ 1.18750362e-03 -1.36061335e-01 5.07555945e-02 -9.47642976e-03
-4.10041868e-02 5.83137576e-02 -1.32308120e-01 2.14495449e-01
-1.29073098e-01 -1.77056731e-01 -2.96893758e-02 2.08824491e-02
6.71577140e-02]
[ -2.31326282e-01 1.72334121e-01 -4.52335574e-02 1.43335511e-01
1.50478645e-01 -1.11376568e-01 -2.78162893e-01 -4.26749819e-01
-2.25299583e-01 -4.22070091e-01 1.99153561e-01 4.96277138e-01
-3.38164758e-01]
[ 2.04010072e-01 -3.05323990e-01 -2.36860245e-01 -8.03543796e-02
-3.64807759e-01 -3.96338911e-03 1.80295999e-01 7.76030979e-02
3.26004568e-01 4.95308524e-02 -2.37033369e-01 -5.57250665e-01
2.04896158e-01]
[ 7.11141322e-02 1.27974600e-01 8.47403473e-02 2.09566951e-01
5.41708960e-02 6.58942152e-02 -7.67426630e-02 -5.89025877e-02
-2.88040102e-02 -2.90664616e-02 2.83380752e-01 3.05355270e-01
9.65097868e-02]
[ -4.71588604e-01 -5.51331928e-01 -6.04078784e-01 -5.30635053e-01
-5.55427355e-01 -5.61488489e-01 -2.64651770e-01 -2.21192289e-01
-3.56818077e-01 -2.92385968e-01 -3.65516524e-01 -4.66680338e-01
-2.51110124e-01]
[ -4.23802815e-01 -5.87269591e-01 -3.24216062e-01 -3.78754502e-01
-4.24678485e-01 -5.57734948e-01 -5.68326226e-01 -6.06578172e-01
-3.98643254e-01 -3.78852428e-01 -5.35251078e-01 -3.60663921e-01
-4.50899657e-01]
[ -3.51855454e-01 -3.05509962e-01 -4.57938064e-01 -2.35219863e-01
-2.57861792e-01 -4.20739280e-01 -3.99253968e-01 -3.47527664e-01
-4.53787064e-01 -5.84661046e-01 -2.36296575e-01 -2.32644412e-01
-5.12058608e-01]
[ -4.32568317e-01 -4.31050789e-01 -3.70891313e-01 -2.48495887e-01
-4.11124536e-01 -1.96215032e-01 -9.34966713e-02 -3.63819907e-01
-2.38882787e-01 -3.78050175e-01 -2.60570250e-01 -3.58852284e-01
-2.04705641e-01]
[ -9.57233942e-01 -9.73234350e-01 -9.64048429e-01 -9.38078625e-01
-1.05356913e+00 -9.74872829e-01 -8.72399836e-01 -9.16200107e-01
-9.44027384e-01 -7.95100087e-01 -1.05956823e+00 -9.56067454e-01
-7.73825852e-01]
[ -4.72804021e-01 -2.86625806e-01 -4.57137766e-01 -3.54809641e-01
-3.81515878e-01 -3.46042392e-01 -4.89872848e-01 -5.28864440e-01
-5.51848948e-01 -1.26812412e-01 -4.51993200e-01 -6.01144562e-01
-4.12269070e-01]
[ -1.28419990e-01 8.22683872e-02 -3.41711961e-01 -2.57830664e-01
-4.37648113e-02 -7.19188396e-02 -2.18957478e-01 -3.34463129e-01
-2.10680751e-01 4.85713507e-02 -1.69350207e-01 -3.23111458e-02
-3.49511602e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.58810008e-01 -9.54939567e-02 1.64307242e-01 -2.22959679e-01
-1.15931239e-01 1.13833137e-01 -1.30667369e-01 -2.70938910e-02
-7.86241370e-02 3.61024426e-02 -8.76788130e-02 -1.56163660e-01
5.76652495e-02]
[ -7.39418703e-02 -2.51536503e-01 -1.77214291e-01 -2.74831897e-01
-4.73192816e-01 -8.31386002e-02 -4.23032314e-03 1.00831392e-02
-1.24410689e-02 2.59021106e-02 -1.44385219e-01 -1.29274118e-01
-2.12354961e-01]
[ -6.52965166e-02 2.19593008e-03 -2.43062866e-01 -2.59582434e-01
1.36452693e-01 -1.61989766e-01 -1.44786923e-01 3.60438155e-02
4.43785404e-02 -2.32890141e-02 -1.86586716e-01 -7.32901834e-02
6.31536676e-02]
[ 2.07878453e-02 -1.49903829e-01 -1.55796279e-01 -2.52052865e-02
-1.12341597e-01 -1.08114450e-01 1.71254846e-02 -2.35820707e-01
-8.92425615e-02 -1.29949298e-01 -1.09366391e-03 -1.31032132e-01
-4.89634138e-02]
[ -2.82789099e-01 -1.64210127e-01 -6.87117124e-02 -1.21699928e-01
-3.26092562e-01 -2.70276084e-01 -3.80974366e-01 3.76379787e-02
-3.11646841e-01 -2.32703692e-01 1.21510667e-01 -5.94704615e-02
2.47692793e-01]
[ -2.29674965e-01 -1.10927915e-01 -8.16503406e-02 -4.42428793e-02
-5.76607339e-02 -1.17246061e-01 -1.51395517e-01 -3.29466134e-02
-1.95606490e-01 -7.32467820e-02 5.10973249e-02 -1.01052178e-02
-1.27723398e-01]
[ -1.79789669e-01 2.80307868e-02 -2.30676471e-01 -2.41397164e-01
-5.73443526e-02 -2.06104279e-01 -3.53222755e-01 -2.21677364e-01
5.82275945e-02 -2.97001890e-01 -1.59805039e-01 1.33843588e-01
-3.21176524e-01]
[ -3.72855384e-01 -8.54726355e-02 -1.38893065e-01 -2.29897082e-01
-6.72524090e-02 -3.12658894e-01 3.58501124e-02 -7.99748628e-02
-1.35695018e-01 6.92067232e-02 -9.86190894e-02 -1.80267091e-01
-1.86529753e-01]
[ -1.59343393e-01 -2.06357647e-01 -4.22219982e-02 -2.07336588e-01
-1.85235670e-01 -2.86784106e-01 -1.18877925e-01 -9.82455473e-02
-3.15894741e-01 3.23633625e-02 6.23561269e-02 -1.93315740e-01
-2.97271703e-01]
[ -1.20966230e-01 -2.23486061e-01 -1.08035767e-01 -3.39265885e-01
4.57258811e-02 -9.83900610e-03 -1.82615341e-01 -1.03009455e-01
1.24564638e-01 -6.02099802e-02 -2.61634648e-01 -4.02721951e-01
-3.01214493e-01]
[ -3.09834327e-02 -5.13898379e-02 -1.44732801e-01 -6.88962307e-02
-2.40996553e-01 6.74176321e-02 -4.10564408e-02 -1.72228973e-03
-1.87565129e-01 -2.43857504e-02 -9.05629888e-02 -3.46785888e-01
-1.05180870e-01]
[ -6.60252280e-02 2.78187051e-02 -1.27983838e-01 -2.99202914e-01
1.17067639e-01 2.32571190e-02 -2.16397702e-01 -1.73371392e-01
1.28414104e-01 -6.29329800e-02 -2.51843686e-01 -1.65170007e-01
-2.54200162e-01]
[ 5.34980509e-02 -2.59012770e-01 -8.86092513e-02 -3.13940513e-01
-1.59030050e-01 -9.39805783e-02 -8.28184675e-02 -5.96269808e-02
-1.26586746e-01 1.02305151e-01 -3.36297234e-01 -7.98655670e-02
7.29284241e-02]
[ -2.42269223e-01 -1.96703667e-01 -1.34996874e-01 -1.57922586e-01
-2.44514010e-01 -9.75914166e-02 2.93777964e-02 -1.20794324e-01
1.33781921e-01 -1.19921516e-01 -2.00929220e-01 -2.89706264e-01
2.26118085e-01]
[ -4.13877632e-02 -1.20390563e-01 1.23030045e-02 -1.20479138e-01
-9.23454884e-02 1.60332555e-01 -2.63062150e-02 1.27366218e-02
-1.97477905e-01 -2.94963545e-04 6.78624691e-02 -1.93254629e-01
1.90312083e-01]
[ -3.09632753e-02 3.75910895e-02 -1.32914911e-01 8.31869543e-02
-9.42414637e-02 -5.30892596e-02 3.38701340e-02 -8.25917804e-02
3.36635087e-02 9.09810779e-02 -2.29878446e-01 -2.03578216e-02
1.79471868e-01]
[ -1.20121751e-01 -2.04369813e-01 4.87376744e-02 -1.87260585e-01
-5.72350633e-02 1.08119259e-01 8.53159952e-02 -1.21065783e-01
-2.59558247e-01 -8.86512833e-02 -3.28729166e-01 -6.80511850e-02
2.62469057e-01]
[ 8.18223334e-02 -3.75100822e-04 3.60738160e-03 3.39852296e-02
1.19975750e-02 -2.38573854e-02 -1.88916834e-02 5.40017750e-02
1.40525331e-01 -2.19038157e-02 -3.14599419e-01 7.15085561e-02
-5.64089581e-03]
[ -2.97162899e-02 -7.60733417e-02 9.57529352e-03 1.38087852e-01
-3.00897013e-02 -2.86452485e-01 -1.05293461e-01 1.11094977e-01
-1.41879334e-01 -8.84688362e-02 -9.04960171e-02 -1.93126490e-01
-2.02228555e-02]
[ 9.97465811e-02 9.12911307e-02 4.03563793e-03 -1.87493886e-02
-1.14299517e-01 -5.47779868e-02 -9.96140601e-02 -1.12720522e-01
-1.96331054e-01 -7.74761039e-02 -2.41201635e-01 6.18099551e-02
4.98709366e-02]
[ 1.08373802e-01 -1.90163921e-01 1.60267887e-01 -1.00467548e-01
1.07319800e-01 2.32663297e-02 -1.25286868e-01 -9.09941108e-02
1.88500329e-01 -2.61765066e-01 -1.41314129e-01 6.66230843e-02
5.78548024e-02]
[ 4.69866743e-02 7.42763021e-02 -2.09360909e-01 1.37613267e-02
2.15993386e-02 1.99002951e-03 -1.13172346e-01 -2.87060798e-01
-2.55611890e-01 -1.26777204e-01 -6.04321004e-02 -3.41466966e-02
-1.19452108e-01]
[ -5.67305173e-02 -1.97194927e-01 6.53190447e-02 1.34770777e-01
-1.11205808e-01 -1.34883579e-01 3.98103559e-02 -7.22341719e-04
8.38078515e-02 -3.50180608e-01 -2.43944899e-01 -1.21768343e-01
1.36310663e-02]
[ 1.86195732e-02 -2.61616970e-01 6.38722216e-02 -1.91693376e-01
-1.77876970e-01 -2.30809373e-01 -2.44980850e-01 9.52240366e-02
1.02336937e-02 1.73988631e-01 -1.17574763e-01 7.83608447e-02
-4.17409294e-02]
[ 1.87894641e-01 2.38316053e-02 -9.75532573e-02 -2.27491906e-01
-8.22811268e-02 -9.91700527e-02 -1.25933528e-01 1.50457104e-01
-1.42430200e-01 -1.21701869e-01 -2.17381108e-01 -1.51352996e-01
-8.20759710e-03]
[ -1.64104318e-01 -1.97369701e-01 -1.02967915e-01 -1.93045524e-01
-6.76927543e-02 2.87885077e-02 -1.44117724e-01 -8.44587194e-02
-1.05149985e-01 1.09939143e-01 -2.31449593e-01 -1.76695558e-01
-1.64818274e-01]
[ -3.11847027e-02 -2.07550604e-01 -1.53034434e-01 -1.70118599e-01
-4.38748043e-02 4.43634990e-02 -7.26054809e-03 5.93159399e-02
-2.00926446e-01 -1.88938733e-01 -2.84892675e-02 -1.86808271e-01
-7.83692946e-03]
[ 1.21223784e-01 5.65136405e-02 1.32519560e-03 -1.60489022e-01
-3.37681965e-01 8.66928681e-03 -8.94024665e-02 -1.54948319e-01
-2.77796010e-01 1.73227885e-01 -1.40118324e-01 -2.59855413e-01
4.67200140e-02]
[ -4.97579085e-02 -4.33923251e-02 -2.79009967e-01 -6.05488253e-02
2.77626906e-02 1.60959270e-01 -1.68188190e-01 -9.49439808e-02
1.45260464e-03 3.50782874e-02 5.46045231e-02 1.22206571e-01
7.71706992e-02]
[ 1.54598647e-01 1.65771379e-01 -1.87486152e-01 2.28723541e-01
-6.74313901e-02 1.28685574e-02 -1.42190409e-02 -1.68684224e-01
-6.04958807e-02 -1.87361476e-01 1.30140946e-01 -3.85120611e-02
-1.83562628e-01]
[ 1.00058439e-02 3.31039211e-02 6.30666667e-02 -1.19649217e-01
-1.50104343e-01 -5.80772053e-02 -4.14349862e-02 -1.40721734e-01
-8.08778252e-02 -3.26715802e-02 -2.44015854e-02 6.45703673e-02
-1.14937219e-01]
[ -3.09181645e-02 -1.67660703e-01 -1.55834784e-01 1.47186115e-01
-2.16769547e-01 2.40880651e-01 5.62982827e-03 -1.83273321e-01
-1.66434861e-01 -4.37821081e-01 1.01715829e-02 -7.79915328e-02
-1.11035081e-01]
[ 8.99687652e-02 -3.92536521e-01 -5.01288457e-02 -7.32502126e-02
-1.24255126e-01 2.04040335e-01 1.39883464e-01 2.13175744e-01
-1.04885468e-01 -5.49031724e-03 -1.15970005e-01 1.26186076e-01
-8.99586796e-02]
[ 2.03131836e-01 -2.83993586e-01 -1.23079676e-01 -8.54298872e-02
-1.99006035e-01 1.21949180e-01 3.49868147e-02 -1.59911516e-01
-2.16712179e-02 -1.30385628e-01 -1.18251882e-01 -1.71978632e-01
-6.04369126e-02]
[ -1.42876566e-01 -5.58678628e-02 3.61916167e-02 -2.17380771e-01
-3.04018722e-02 -1.43410409e-01 2.44006324e-02 -6.28265020e-02
-9.06129134e-02 -5.99698708e-02 -2.51121858e-01 -2.38362004e-01
-7.37323680e-02]
[ -1.62455432e-01 -6.71247736e-02 -7.92945571e-02 -1.21525206e-01
-2.85329348e-01 -2.92098898e-01 -8.84473960e-03 -7.62905348e-02
-1.09577001e-01 -9.64301876e-02 -2.02897100e-02 -1.50539006e-01
-2.64749057e-01]
[ -1.80013810e-01 -2.10756058e-01 -2.98951331e-01 -2.50557313e-01
-2.59794471e-01 -2.08791274e-01 -3.86987167e-01 7.94779199e-02
-1.00438734e-01 -3.30897108e-01 -2.59555600e-01 -1.79428573e-01
-2.75467104e-01]
[ -1.12393118e-01 1.26556758e-01 2.48708306e-02 -2.87449967e-02
-2.07267538e-01 -1.69073025e-01 -1.22537634e-01 -7.88326124e-02
-1.09022953e-01 -2.85892029e-01 -1.84862729e-01 -1.73257697e-01
-2.39108382e-01]
[ -3.48736094e-01 -1.30991978e-01 -2.69012301e-01 6.48178812e-02
-2.05627452e-01 -2.26396406e-01 -7.92136960e-02 -1.94761597e-01
3.62940688e-02 -1.36182164e-01 3.84385710e-04 -3.71280297e-01
-1.06188523e-01]
[ -1.16849437e-01 -4.52235873e-02 -2.55684708e-01 -4.63079599e-02
-2.23083969e-01 -2.75024438e-01 -3.86112843e-01 -1.02756325e-01
1.29509417e-02 -3.31496659e-01 -3.11731023e-01 -4.37949819e-01
-1.27759146e-01]
[ -2.07034311e-01 -5.42898513e-01 -3.29872509e-01 -4.26598659e-01
-3.40090700e-01 -2.24314494e-01 -1.34161445e-02 -3.50438371e-01
1.06457484e-01 -3.05051361e-01 -2.76965119e-01 -1.42361538e-01
-1.66923426e-01]
[ -2.15240859e-01 -2.95566487e-01 -3.14944966e-01 -1.51687641e-01
-9.46512908e-02 -1.47186041e-01 -1.77429952e-01 -1.08480173e-01
-2.55520883e-01 -5.81047715e-01 -2.50924090e-01 -3.54897835e-02
-1.35711315e-01]
[ -1.11992879e-01 -7.92662690e-03 -2.36204757e-01 -3.93514096e-01
-2.65131376e-01 -2.52984068e-01 -4.86327222e-02 -2.27671949e-01
3.31797419e-02 7.52616833e-02 -3.88155927e-01 -2.80372125e-01
-1.57019938e-01]]
Progress: 1.0% ... Training loss: 0.772 ... Validation loss: 1.324[[-0.1541962 ]
[ 0.30288023]
[ 0.02318814]
[ 0.34436116]
[ 0.27116817]
[-0.05301632]
[-0.36298903]
[-0.35678044]
[-0.34250147]
[-0.40506077]
[ 0.3722379 ]
[ 0.64215164]
[-0.36830299]]
[[ -4.98630882e-01 -6.88874247e-01 -5.75710392e-01 -4.95433587e-01
-4.97859538e-01 -5.68006768e-01 -6.32424965e-01 -6.21069790e-01
-7.34972878e-01 -6.89522462e-01 -5.40087867e-01 -4.54680354e-01
-7.62041548e-01]
[ 1.20091118e-03 -1.35906066e-01 5.07610075e-02 -9.34794343e-03
-4.08485245e-02 5.82914905e-02 -1.32295325e-01 2.14606974e-01
-1.29078497e-01 -1.76978672e-01 -2.95917290e-02 2.10690972e-02
6.72621707e-02]
[ -2.35383278e-01 1.81966836e-01 -4.47874844e-02 1.54653912e-01
1.58950633e-01 -1.12951672e-01 -2.87864439e-01 -4.36791426e-01
-2.33303326e-01 -4.32821136e-01 2.11227875e-01 5.23626420e-01
-3.47585124e-01]
[ 2.06474976e-01 -3.12449573e-01 -2.37147852e-01 -8.81389311e-02
-3.70921655e-01 -2.91348615e-03 1.86394741e-01 8.29096904e-02
3.31804724e-01 5.57442474e-02 -2.45074502e-01 -5.76655566e-01
2.09908641e-01]
[ 7.07860156e-02 1.27600535e-01 8.47602492e-02 2.10169100e-01
5.43112695e-02 6.56972788e-02 -7.77204575e-02 -5.91162541e-02
-3.10984537e-02 -2.96094695e-02 2.83953001e-01 3.04322858e-01
9.53703485e-02]
[ -4.70637514e-01 -5.52479817e-01 -6.04157948e-01 -5.32080917e-01
-5.56256030e-01 -5.61175028e-01 -2.61823777e-01 -2.18174114e-01
-3.54388376e-01 -2.88953447e-01 -3.67000334e-01 -4.68795056e-01
-2.47966885e-01]
[ -4.23086318e-01 -5.87665860e-01 -3.24271656e-01 -3.79927644e-01
-4.24845355e-01 -5.57520715e-01 -5.66446828e-01 -6.04841064e-01
-3.96441749e-01 -3.76586133e-01 -5.35465257e-01 -3.59852800e-01
-4.48060965e-01]
[ -3.52778179e-01 -3.02112585e-01 -4.57808736e-01 -2.31069040e-01
-2.54554144e-01 -4.21123656e-01 -4.00725893e-01 -3.49038320e-01
-4.54720288e-01 -5.85701438e-01 -2.31521365e-01 -2.20404133e-01
-5.12733470e-01]
[ -4.33535198e-01 -4.28671599e-01 -3.70776989e-01 -2.45654151e-01
-4.09170461e-01 -1.96704651e-01 -9.57742112e-02 -3.65709714e-01
-2.40944522e-01 -3.80679180e-01 -2.57184551e-01 -3.53219691e-01
-2.06971269e-01]
[ -9.57422729e-01 -9.69503195e-01 -9.63945545e-01 -9.34148572e-01
-1.05006136e+00 -9.75148027e-01 -8.71913249e-01 -9.15163208e-01
-9.43533395e-01 -7.94003869e-01 -1.05387991e+00 -9.41487974e-01
-7.71727973e-01]
[ -4.73111137e-01 -2.85404423e-01 -4.57112341e-01 -3.53570001e-01
-3.80346776e-01 -3.46197171e-01 -4.89971467e-01 -5.29192429e-01
-5.51305807e-01 -1.26482147e-01 -4.50605295e-01 -5.98201336e-01
-4.11757929e-01]
[ -1.28146106e-01 8.15482568e-02 -3.41731376e-01 -2.58626805e-01
-4.41755021e-02 -7.18351635e-02 -2.18387521e-01 -3.33817219e-01
-2.10081635e-01 4.91742868e-02 -1.69963516e-01 -3.32645762e-02
-3.49079180e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.58501606e-01 -9.59255280e-02 1.64272060e-01 -2.23482364e-01
-1.16302053e-01 1.13960246e-01 -1.29658290e-01 -2.58611244e-02
-7.78137437e-02 3.72956357e-02 -8.81997463e-02 -1.57036177e-01
5.88946890e-02]
[ -7.34924337e-02 -2.51947768e-01 -1.77246304e-01 -2.75335214e-01
-4.73433732e-01 -8.30207505e-02 -2.86494961e-03 1.12527478e-02
-1.12883498e-02 2.73907905e-02 -1.44954057e-01 -1.29946865e-01
-2.11107214e-01]
[ -6.54232833e-02 2.43978923e-03 -2.43059406e-01 -2.59596462e-01
1.36688403e-01 -1.62020459e-01 -1.44920164e-01 3.61103360e-02
4.42433063e-02 -2.33712964e-02 -1.86480242e-01 -7.31241333e-02
6.34582725e-02]
[ 2.08112110e-02 -1.49548977e-01 -1.55783497e-01 -2.49837396e-02
-1.11905644e-01 -1.08118819e-01 1.74952362e-02 -2.35815194e-01
-8.87640532e-02 -1.29624582e-01 -5.86171457e-04 -1.29075012e-01
-4.85428667e-02]
[ -2.82071403e-01 -1.65126197e-01 -6.87738386e-02 -1.22944184e-01
-3.26811736e-01 -2.70052931e-01 -3.79498441e-01 3.92731908e-02
-3.10008950e-01 -2.30598607e-01 1.20671327e-01 -6.06835307e-02
2.49817768e-01]
[ -2.29637315e-01 -1.10498476e-01 -8.16310319e-02 -4.35280643e-02
-5.70503712e-02 -1.17260918e-01 -1.51041332e-01 -3.28229882e-02
-1.95464506e-01 -7.29130867e-02 5.21713629e-02 -7.76640806e-03
-1.27487303e-01]
[ -1.79951229e-01 2.88360638e-02 -2.30650769e-01 -2.40663593e-01
-5.66434996e-02 -2.06206359e-01 -3.53541208e-01 -2.21978162e-01
5.79696118e-02 -2.97362027e-01 -1.58760455e-01 1.36594269e-01
-3.21354726e-01]
[ -3.73024290e-01 -8.41646388e-02 -1.38861467e-01 -2.28632571e-01
-6.62489850e-02 -3.12710175e-01 3.58004191e-02 -8.01850115e-02
-1.35523618e-01 6.93207333e-02 -9.74415000e-02 -1.76575843e-01
-1.86200690e-01]
[ -1.60026541e-01 -2.05209024e-01 -4.21603996e-02 -2.05659569e-01
-1.84072237e-01 -2.87044325e-01 -1.20521859e-01 -9.94465733e-02
-3.16865250e-01 3.09816498e-02 6.43174030e-02 -1.89185538e-01
-2.98417667e-01]
[ -1.21493474e-01 -2.22190461e-01 -1.07974447e-01 -3.37668893e-01
4.68333072e-02 -1.00960077e-02 -1.83770617e-01 -1.03861751e-01
1.23372811e-01 -6.14608749e-02 -2.59688554e-01 -3.99431553e-01
-3.02406484e-01]
[ -3.12039048e-02 -5.07736778e-02 -1.44706235e-01 -6.82184876e-02
-2.40538560e-01 6.72823966e-02 -4.16609100e-02 -2.31123412e-03
-1.88049458e-01 -2.51147098e-02 -8.97941540e-02 -3.45599485e-01
-1.05770598e-01]
[ -6.58957020e-02 2.76082123e-02 -1.27987955e-01 -2.99431274e-01
1.16949566e-01 2.32984404e-02 -2.16109024e-01 -1.73096605e-01
1.28697337e-01 -6.26589534e-02 -2.52038037e-01 -1.65353310e-01
-2.53945304e-01]
[ 5.40908649e-02 -2.59928255e-01 -8.86671726e-02 -3.15086228e-01
-1.59794400e-01 -9.37799391e-02 -8.16221213e-02 -5.82645673e-02
-1.25397116e-01 1.04022898e-01 -3.37442476e-01 -8.22013160e-02
7.45699753e-02]
[ -2.41833875e-01 -1.97458582e-01 -1.35037489e-01 -1.58758730e-01
-2.45146155e-01 -9.74344749e-02 3.06838397e-02 -1.19592117e-01
1.35051373e-01 -1.18379199e-01 -2.01686597e-01 -2.91064019e-01
2.27634280e-01]
[ -4.12939676e-02 -1.20498916e-01 1.22942732e-02 -1.20618342e-01
-9.24568415e-02 1.60377993e-01 -2.60007507e-02 1.29977325e-02
-1.97226951e-01 -4.08167397e-05 6.77457049e-02 -1.93375684e-01
1.90536114e-01]
[ -3.01861886e-02 3.62809373e-02 -1.32972791e-01 8.14729810e-02
-9.52481801e-02 -5.28276883e-02 3.56711667e-02 -8.10184534e-02
3.54655003e-02 9.31014964e-02 -2.31423240e-01 -2.30738022e-02
1.81484443e-01]
[ -1.19494802e-01 -2.05361431e-01 4.86767057e-02 -1.88753877e-01
-5.83099525e-02 1.08386464e-01 8.72858406e-02 -1.19557845e-01
-2.58063642e-01 -8.68703985e-02 -3.29925201e-01 -7.04747299e-02
2.64521243e-01]
[ 8.30700949e-02 -2.11684171e-03 3.50715753e-03 3.16336503e-02
1.04488529e-02 -2.34475493e-02 -1.60937016e-02 5.70438203e-02
1.43670506e-01 -1.84675175e-02 -3.16224074e-01 6.82668834e-02
-2.63190218e-03]
[ -2.95120800e-02 -7.62026504e-02 9.56492684e-03 1.37860939e-01
-3.01882260e-02 -2.86413799e-01 -1.04775029e-01 1.11680044e-01
-1.41428535e-01 -8.78451063e-02 -9.06456982e-02 -1.93281487e-01
-1.97430281e-02]
[ 9.92134011e-02 9.19929566e-02 4.06451564e-03 -1.77689114e-02
-1.13694953e-01 -5.49356225e-02 -1.00745557e-01 -1.13686338e-01
-1.97175835e-01 -7.85581742e-02 -2.40533119e-01 6.25779374e-02
4.90145326e-02]
[ 1.07637827e-01 -1.88881720e-01 1.60339980e-01 -9.85324622e-02
1.08722247e-01 2.29788515e-02 -1.26822907e-01 -9.25284318e-02
1.86830505e-01 -2.63182825e-01 -1.39328667e-01 7.03553079e-02
5.61645114e-02]
[ 4.68217559e-02 7.44996196e-02 -2.09352977e-01 1.41207650e-02
2.18662526e-02 1.95037795e-03 -1.13454552e-01 -2.87124338e-01
-2.55828699e-01 -1.26921044e-01 -6.01357457e-02 -3.32452760e-02
-1.19578240e-01]
[ -5.65439417e-02 -1.97485283e-01 6.52981195e-02 1.34378724e-01
-1.11433800e-01 -1.34816574e-01 4.03109350e-02 -2.03663731e-04
8.42676478e-02 -3.49669662e-01 -2.44242130e-01 -1.22280607e-01
1.41207376e-02]
[ 1.81552092e-02 -2.60663291e-01 6.39276349e-02 -1.90619193e-01
-1.77044053e-01 -2.30977206e-01 -2.45775781e-01 9.40584474e-02
9.11991932e-03 1.72671640e-01 -1.16316649e-01 8.15393539e-02
-4.28347878e-02]
[ 1.87597875e-01 2.44013935e-02 -9.75274514e-02 -2.26849880e-01
-8.17226389e-02 -9.92654172e-02 -1.26541613e-01 1.49848464e-01
-1.42977894e-01 -1.22356042e-01 -2.16727370e-01 -1.49889507e-01
-8.77358918e-03]
[ -1.64306895e-01 -1.97078244e-01 -1.02949730e-01 -1.92764389e-01
-6.74289390e-02 2.86870745e-02 -1.44731997e-01 -8.53457550e-02
-1.05621751e-01 1.09066105e-01 -2.31173965e-01 -1.76191453e-01
-1.65291853e-01]
[ -3.16629630e-02 -2.06325463e-01 -1.52973221e-01 -1.68728642e-01
-4.25177794e-02 4.41534184e-02 -8.16974730e-03 5.84172253e-02
-2.01615137e-01 -1.90267902e-01 -2.68323588e-02 -1.82429393e-01
-8.93370682e-03]
[ 1.20904695e-01 5.73711297e-02 1.36731976e-03 -1.59549136e-01
-3.37012398e-01 8.50402043e-03 -9.01486987e-02 -1.55573724e-01
-2.78321598e-01 1.72347864e-01 -1.39074279e-01 -2.58041527e-01
4.60512146e-02]
[ -5.00173394e-02 -4.25018108e-02 -2.78979496e-01 -5.96165618e-02
2.85982656e-02 1.60831483e-01 -1.68749993e-01 -9.54671326e-02
8.94673479e-04 3.43727631e-02 5.59030131e-02 1.25452818e-01
7.65641651e-02]
[ 1.54098229e-01 1.67969848e-01 -1.87410584e-01 2.31118540e-01
-6.57329174e-02 1.26187100e-02 -1.57454263e-02 -1.69749185e-01
-6.17079601e-02 -1.88652598e-01 1.32594664e-01 -3.33843914e-02
-1.84675033e-01]
[ 9.70005173e-03 3.40444996e-02 6.31063297e-02 -1.18549589e-01
-1.49286599e-01 -5.82071363e-02 -4.20010253e-02 -1.41286469e-01
-8.13553000e-02 -3.32422099e-02 -2.31502627e-02 6.72813001e-02
-1.15456402e-01]
[ -3.10027944e-02 -1.67471780e-01 -1.55827973e-01 1.47431539e-01
-2.16676804e-01 2.40832668e-01 5.35784655e-03 -1.83471736e-01
-1.66680308e-01 -4.38099799e-01 1.04368471e-02 -7.78676510e-02
-1.11279463e-01]
[ 8.96032399e-02 -3.91858360e-01 -5.00935676e-02 -7.22530656e-02
-1.23543755e-01 2.03893167e-01 1.38943868e-01 2.12449908e-01
-1.05509534e-01 -6.06303612e-03 -1.15000600e-01 1.28809295e-01
-9.03240328e-02]
[ 2.03158739e-01 -2.84005702e-01 -1.23083353e-01 -8.53957198e-02
-1.98968724e-01 1.21964948e-01 3.51321876e-02 -1.59701753e-01
-2.16290494e-02 -1.30096513e-01 -1.18314910e-01 -1.71826831e-01
-6.02311522e-02]
[ -1.42745652e-01 -5.61402968e-02 3.61783684e-02 -2.17669988e-01
-3.06312334e-02 -1.43359114e-01 2.47747328e-02 -6.24446075e-02
-9.02577617e-02 -5.95891460e-02 -2.51433024e-01 -2.39001624e-01
-7.34122744e-02]
[ -1.62288882e-01 -6.73674314e-02 -7.93105398e-02 -1.21869384e-01
-2.85518069e-01 -2.92032123e-01 -8.31374491e-03 -7.57539977e-02
-1.09204555e-01 -9.59413226e-02 -2.06977866e-02 -1.51191339e-01
-2.64238807e-01]
[ -1.80458975e-01 -2.09870310e-01 -2.98893029e-01 -2.49382763e-01
-2.58805815e-01 -2.08988733e-01 -3.87786237e-01 7.82414891e-02
-1.01195005e-01 -3.32148145e-01 -2.58007506e-01 -1.75318001e-01
-2.76277390e-01]
[ -1.12113026e-01 1.27511228e-01 2.48770358e-02 -2.81598467e-02
-2.06378465e-01 -1.69038737e-01 -1.21987128e-01 -7.80304555e-02
-1.08157605e-01 -2.84755023e-01 -1.84103099e-01 -1.69776203e-01
-2.37826156e-01]
[ -3.48974321e-01 -1.29814535e-01 -2.68981153e-01 6.64909745e-02
-2.04728775e-01 -2.26561649e-01 -7.95433145e-02 -1.94722575e-01
3.56899952e-02 -1.35866964e-01 2.49714686e-03 -3.67831603e-01
-1.06154018e-01]
[ -1.16539375e-01 -4.54054064e-02 -2.55697624e-01 -4.65622980e-02
-2.23289889e-01 -2.74935444e-01 -3.85469410e-01 -1.01846288e-01
1.37433064e-02 -3.30639419e-01 -3.11873172e-01 -4.38032873e-01
-1.26916748e-01]
[ -2.07010938e-01 -5.42761704e-01 -3.29868933e-01 -4.26549950e-01
-3.39672467e-01 -2.24338778e-01 -1.31288539e-02 -3.50249363e-01
1.06901456e-01 -3.04434902e-01 -2.76579604e-01 -1.40869346e-01
-1.66270272e-01]
[ -2.15538542e-01 -2.94757139e-01 -3.14923463e-01 -1.50747715e-01
-9.39339478e-02 -1.47280593e-01 -1.77685664e-01 -1.08550679e-01
-2.55531228e-01 -5.81399995e-01 -2.49807027e-01 -3.36191455e-02
-1.35495885e-01]
[ -1.11847349e-01 -7.47621774e-03 -2.36203680e-01 -3.93307635e-01
-2.64571260e-01 -2.52972113e-01 -4.77716259e-02 -2.26950416e-01
3.40849929e-02 7.59685148e-02 -3.87473923e-01 -2.78123386e-01
-1.56195921e-01]]
Progress: 1.1% ... Training loss: 0.760 ... Validation loss: 1.307[[-0.15824165]
[ 0.31910075]
[ 0.0315904 ]
[ 0.35743754]
[ 0.28781672]
[-0.04879373]
[-0.36926067]
[-0.3640375 ]
[-0.35111905]
[-0.41857526]
[ 0.3886626 ]
[ 0.68701912]
[-0.37901331]]
[[ -4.98831396e-01 -6.84238968e-01 -5.75526923e-01 -4.90492757e-01
-4.93954581e-01 -5.68204453e-01 -6.31965890e-01 -6.20170576e-01
-7.34181935e-01 -6.88489516e-01 -5.34186103e-01 -4.37120653e-01
-7.60898728e-01]
[ 1.41048762e-03 -1.36254509e-01 5.07209945e-02 -9.86569379e-03
-4.11459224e-02 5.83577748e-02 -1.31806377e-01 2.15316682e-01
-1.28766727e-01 -1.76479785e-01 -3.00682496e-02 2.02232608e-02
6.78654884e-02]
[ -2.37479672e-01 1.88117885e-01 -4.43725363e-02 1.61313272e-01
1.64144308e-01 -1.13667878e-01 -2.92275108e-01 -4.42308705e-01
-2.36856794e-01 -4.38711037e-01 2.18074858e-01 5.44161800e-01
-3.52462853e-01]
[ 2.11103598e-01 -3.22946436e-01 -2.37862969e-01 -1.02531261e-01
-3.80597015e-01 -1.42935232e-03 1.96171856e-01 9.02477938e-02
3.40290407e-01 6.53080102e-02 -2.59400573e-01 -6.11429381e-01
2.19773823e-01]
[ 7.07530115e-02 1.28370965e-01 8.47914283e-02 2.11040518e-01
5.55805908e-02 6.57120323e-02 -7.77488647e-02 -5.80988631e-02
-2.97112459e-02 -2.78987046e-02 2.85238290e-01 3.14275426e-01
9.67611251e-02]
[ -4.70335419e-01 -5.52793763e-01 -6.04236806e-01 -5.32369785e-01
-5.56592866e-01 -5.61053052e-01 -2.60979516e-01 -2.16476747e-01
-3.53582176e-01 -2.87135649e-01 -3.67367149e-01 -4.69130675e-01
-2.46475772e-01]
[ -4.22746927e-01 -5.85434142e-01 -3.24152489e-01 -3.77928045e-01
-4.22743926e-01 -5.57548874e-01 -5.64969597e-01 -6.04220579e-01
-3.94581090e-01 -3.74643894e-01 -5.32358168e-01 -3.49332822e-01
-4.46307822e-01]
[ -3.52313681e-01 -3.01989814e-01 -4.57841632e-01 -2.31324099e-01
-2.54562296e-01 -4.20984906e-01 -3.99375408e-01 -3.48216646e-01
-4.53543437e-01 -5.84373800e-01 -2.31790071e-01 -2.18052408e-01
-5.11452163e-01]
[ -4.34462260e-01 -4.26387756e-01 -3.70610436e-01 -2.42940706e-01
-4.07108323e-01 -1.97129883e-01 -9.81831903e-02 -3.67568901e-01
-2.43032957e-01 -3.82908251e-01 -2.54249259e-01 -3.47035539e-01
-2.09402920e-01]
[ -9.58563708e-01 -9.63236706e-01 -9.63633087e-01 -9.27163229e-01
-1.04478233e+00 -9.75689633e-01 -8.73641053e-01 -9.16829435e-01
-9.44856829e-01 -7.94964828e-01 -1.04579318e+00 -9.19427786e-01
-7.73341711e-01]
[ -4.72792627e-01 -2.85907714e-01 -4.57163002e-01 -3.54709738e-01
-3.80594705e-01 -3.46127588e-01 -4.88969627e-01 -5.28188727e-01
-5.50592973e-01 -1.25105268e-01 -4.51785264e-01 -5.98937896e-01
-4.10213962e-01]
[ -1.27144714e-01 8.01094463e-02 -3.41819206e-01 -2.60303294e-01
-4.53880191e-02 -7.15558063e-02 -2.16398559e-01 -3.31874356e-01
-2.07715758e-01 5.16169711e-02 -1.71463416e-01 -3.58679694e-02
-3.46915498e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.58002896e-01 -9.66789633e-02 1.64186382e-01 -2.24422373e-01
-1.16947976e-01 1.14137536e-01 -1.28255757e-01 -2.39248175e-02
-7.66564541e-02 3.93929714e-02 -8.91700558e-02 -1.58400236e-01
6.07233681e-02]
[ -7.35526613e-02 -2.52073975e-01 -1.77253685e-01 -2.75451642e-01
-4.73502315e-01 -8.30256225e-02 -3.14746180e-03 1.10642959e-02
-1.14407759e-02 2.70727871e-02 -1.45139759e-01 -1.30541209e-01
-2.11320655e-01]
[ -6.54588645e-02 2.93225028e-03 -2.43054134e-01 -2.59011872e-01
1.36903188e-01 -1.62023148e-01 -1.44851034e-01 3.63730662e-02
4.44281735e-02 -2.28515548e-02 -1.85862799e-01 -7.14839314e-02
6.37506015e-02]
[ 2.15654101e-02 -1.49474696e-01 -1.55821102e-01 -2.53464207e-02
-1.11649706e-01 -1.07970480e-01 1.93748376e-02 -2.34278358e-01
-8.65687137e-02 -1.27100516e-01 -3.16592233e-04 -1.26144627e-01
-4.60250377e-02]
[ -2.82191542e-01 -1.64700115e-01 -6.87299463e-02 -1.22332310e-01
-3.26420972e-01 -2.70089653e-01 -3.79654980e-01 3.88774180e-02
-3.10180248e-01 -2.30533695e-01 1.21317043e-01 -5.89150668e-02
2.49115712e-01]
[ -2.29947904e-01 -1.08690966e-01 -8.15090341e-02 -4.16389583e-02
-5.55278208e-02 -1.17422823e-01 -1.51383901e-01 -3.35222880e-02
-1.95727708e-01 -7.37431636e-02 5.44650674e-02 -2.22455499e-03
-1.27775497e-01]
[ -1.79828186e-01 2.84700470e-02 -2.30664575e-01 -2.41273178e-01
-5.69963718e-02 -2.06154019e-01 -3.53374759e-01 -2.21868072e-01
5.82278275e-02 -2.97238429e-01 -1.59362721e-01 1.36326135e-01
-3.21051657e-01]
[ -3.73314764e-01 -8.28340635e-02 -1.38819193e-01 -2.27075443e-01
-6.52277670e-02 -3.12791718e-01 3.54497400e-02 -8.06825793e-02
-1.35853613e-01 6.90286202e-02 -9.59347049e-02 -1.72330702e-01
-1.86525830e-01]
[ -1.59467630e-01 -2.05871079e-01 -4.22127640e-02 -2.06646447e-01
-1.84549871e-01 -2.86894700e-01 -1.19187648e-01 -9.83123115e-02
-3.15809605e-01 3.24478593e-02 6.34768494e-02 -1.89579000e-01
-2.97297761e-01]
[ -1.21828765e-01 -2.21273279e-01 -1.07912587e-01 -3.36529744e-01
4.76504678e-02 -1.02536132e-02 -1.84465171e-01 -1.04343947e-01
1.22834779e-01 -6.20438076e-02 -2.58618620e-01 -3.96735881e-01
-3.03105515e-01]
[ -3.13978857e-02 -5.01315349e-02 -1.44663910e-01 -6.75145451e-02
-2.40152409e-01 6.71789033e-02 -4.24226287e-02 -2.85887020e-03
-1.88546188e-01 -2.58405987e-02 -8.90171523e-02 -3.44365516e-01
-1.06416977e-01]
[ -6.63053594e-02 2.81500808e-02 -1.27934777e-01 -2.98732365e-01
1.17704591e-01 2.31270112e-02 -2.17109380e-01 -1.73985567e-01
1.27552939e-01 -6.38471982e-02 -2.51212519e-01 -1.64068762e-01
-2.55038964e-01]
[ 5.45855202e-02 -2.60817197e-01 -8.87310200e-02 -3.16002351e-01
-1.60602912e-01 -9.36332542e-02 -8.04773735e-02 -5.72991966e-02
-1.24290664e-01 1.05542895e-01 -3.38313312e-01 -8.42667990e-02
7.57186310e-02]
[ -2.41631460e-01 -1.97880530e-01 -1.35065997e-01 -1.59280839e-01
-2.45538056e-01 -9.73674994e-02 3.11819748e-02 -1.19032177e-01
1.35632661e-01 -1.17733879e-01 -2.02166264e-01 -2.91921863e-01
2.28273603e-01]
[ -4.11470683e-02 -1.20788269e-01 1.22680628e-02 -1.20975735e-01
-9.26927785e-02 1.60438925e-01 -2.55780587e-02 1.33698481e-02
-1.96980927e-01 4.42301913e-04 6.73331118e-02 -1.93795079e-01
1.90887625e-01]
[ -2.96652033e-02 3.55165098e-02 -1.33027282e-01 8.04010656e-02
-9.59435069e-02 -5.26581127e-02 3.71563355e-02 -7.98141733e-02
3.69996136e-02 9.48040482e-02 -2.32278933e-01 -2.44155186e-02
1.83037911e-01]
[ -1.18662680e-01 -2.06226949e-01 4.85845213e-02 -1.90380646e-01
-5.92792055e-02 1.08645254e-01 8.94664051e-02 -1.17867684e-01
-2.56353467e-01 -8.49518054e-02 -3.31178506e-01 -7.23073185e-02
2.66923180e-01]
[ 8.37141791e-02 -3.08075304e-03 3.43084847e-03 3.02221385e-02
9.65122289e-03 -2.32761084e-02 -1.48746373e-02 5.84325601e-02
1.45247094e-01 -1.68892761e-02 -3.17355308e-01 6.58945246e-02
-1.00405197e-03]
[ -2.90319996e-02 -7.67911252e-02 9.49913292e-03 1.36937896e-01
-3.06914757e-02 -2.86293842e-01 -1.03738833e-01 1.13075438e-01
-1.40464526e-01 -8.63962252e-02 -9.13990428e-02 -1.94272179e-01
-1.83742162e-02]
[ 9.88981424e-02 9.23701939e-02 4.09014519e-03 -1.70106554e-02
-1.13352919e-01 -5.50438828e-02 -1.01430997e-01 -1.14391129e-01
-1.98062732e-01 -7.92120397e-02 -2.40106201e-01 6.29114979e-02
4.82755580e-02]
[ 1.06947134e-01 -1.88053248e-01 1.60433615e-01 -9.72903494e-02
1.09658967e-01 2.27568688e-02 -1.28367566e-01 -9.39641800e-02
1.85118618e-01 -2.64806113e-01 -1.38088172e-01 7.24151197e-02
5.40537600e-02]
[ 4.68997239e-02 7.41285309e-02 -2.09367073e-01 1.36906796e-02
2.15890191e-02 1.98292337e-03 -1.13329339e-01 -2.87031971e-01
-2.55663831e-01 -1.26798907e-01 -6.06231635e-02 -3.40814018e-02
-1.19402117e-01]
[ -5.63722702e-02 -1.97784402e-01 6.52836795e-02 1.34059041e-01
-1.11638167e-01 -1.34755450e-01 4.06969846e-02 9.10088265e-05
8.47174226e-02 -3.49369143e-01 -2.44597997e-01 -1.22416528e-01
1.45552950e-02]
[ 1.86627144e-02 -2.61412210e-01 6.38627703e-02 -1.91706607e-01
-1.77606391e-01 -2.30835350e-01 -2.44755693e-01 9.51572634e-02
1.02986362e-02 1.74167067e-01 -1.17368579e-01 8.00372850e-02
-4.14602575e-02]
[ 1.87445070e-01 2.48686940e-02 -9.74967481e-02 -2.26359112e-01
-8.12582116e-02 -9.93129026e-02 -1.26748523e-01 1.49400326e-01
-1.43223894e-01 -1.22757961e-01 -2.16257992e-01 -1.48563407e-01
-9.01697685e-03]
[ -1.64096473e-01 -1.97299201e-01 -1.02987058e-01 -1.93375207e-01
-6.76410356e-02 2.87630008e-02 -1.44319492e-01 -8.49237598e-02
-1.05185524e-01 1.09726860e-01 -2.31683043e-01 -1.75976730e-01
-1.64628596e-01]
[ -3.16700343e-02 -2.06417153e-01 -1.52979684e-01 -1.68950500e-01
-4.26345413e-02 4.41603263e-02 -8.22190328e-03 5.82837583e-02
-2.01597681e-01 -1.90373138e-01 -2.70147041e-02 -1.82631796e-01
-8.91389714e-03]
[ 1.20813970e-01 5.81119217e-02 1.42252729e-03 -1.58737471e-01
-3.36146392e-01 8.39698397e-03 -9.04183797e-02 -1.55810412e-01
-2.78329857e-01 1.72141513e-01 -1.38038574e-01 -2.54369144e-01
4.57871860e-02]
[ -5.00479145e-02 -4.28343558e-02 -2.78989389e-01 -6.00281538e-02
2.83601965e-02 1.60837131e-01 -1.68869361e-01 -9.55753754e-02
7.34867386e-04 3.41648909e-02 5.53977446e-02 1.25175389e-01
7.65167233e-02]
[ 1.52697630e-01 1.72356167e-01 -1.87191594e-01 2.36778401e-01
-6.21294609e-02 1.21979696e-02 -1.80992174e-02 -1.72090852e-01
-6.39291125e-02 -1.90938365e-01 1.38207393e-01 -2.09693533e-02
-1.87413660e-01]
[ 8.54979244e-03 3.77535589e-02 6.33682266e-02 -1.14391423e-01
-1.46326241e-01 -5.86755166e-02 -4.48727199e-02 -1.43785126e-01
-8.37323294e-02 -3.63132319e-02 -1.84299718e-02 7.71848483e-02
-1.18258238e-01]
[ -3.13762354e-02 -1.66441476e-01 -1.55764695e-01 1.48699099e-01
-2.15772174e-01 2.40667170e-01 4.42711671e-03 -1.84207187e-01
-1.67495563e-01 -4.39019929e-01 1.16700954e-02 -7.54878710e-02
-1.12151631e-01]
[ 8.95467116e-02 -3.91754037e-01 -5.00877486e-02 -7.21303771e-02
-1.23456245e-01 2.03874419e-01 1.38828288e-01 2.12402241e-01
-1.05660800e-01 -6.17476791e-03 -1.14914417e-01 1.28926857e-01
-9.04412393e-02]
[ 2.03133090e-01 -2.83998175e-01 -1.23083091e-01 -8.53636203e-02
-1.98942757e-01 1.21959692e-01 3.50051966e-02 -1.59781266e-01
-2.17524010e-02 -1.30185565e-01 -1.18301331e-01 -1.71814002e-01
-6.03460570e-02]
[ -1.42761316e-01 -5.62409734e-02 3.61781120e-02 -2.17752415e-01
-3.06848475e-02 -1.43356547e-01 2.47600013e-02 -6.24364408e-02
-9.02707937e-02 -5.96017174e-02 -2.51542353e-01 -2.39064620e-01
-7.34836448e-02]
[ -1.62089501e-01 -6.77468092e-02 -7.93373101e-02 -1.22250699e-01
-2.85824309e-01 -2.91982332e-01 -7.68943857e-03 -7.51956474e-02
-1.08701033e-01 -9.52694515e-02 -2.11715401e-02 -1.52009417e-01
-2.63784033e-01]
[ -1.80483301e-01 -2.09068220e-01 -2.98858582e-01 -2.48627785e-01
-2.58228309e-01 -2.09022867e-01 -3.87685296e-01 7.84729913e-02
-1.01126901e-01 -3.32058717e-01 -2.57230709e-01 -1.73220405e-01
-2.76148120e-01]
[ -1.11876506e-01 1.27611735e-01 2.48386617e-02 -2.82857501e-02
-2.06347977e-01 -1.68948740e-01 -1.21257063e-01 -7.69342989e-02
-1.07623828e-01 -2.83599264e-01 -1.84083231e-01 -1.68002790e-01
-2.36719391e-01]
[ -3.48227362e-01 -1.31088282e-01 -2.69074782e-01 6.42447056e-02
-2.05977166e-01 -2.26340086e-01 -7.82730693e-02 -1.93681727e-01
3.74018874e-02 -1.33897444e-01 4.48990288e-04 -3.70835461e-01
-1.04026600e-01]
[ -1.16870747e-01 -4.38798015e-02 -2.55647332e-01 -4.47053680e-02
-2.22229155e-01 -2.75045266e-01 -3.85964576e-01 -1.02365490e-01
1.32488071e-02 -3.30760713e-01 -3.10238680e-01 -4.34332147e-01
-1.27428851e-01]
[ -2.06995901e-01 -5.42706236e-01 -3.29849941e-01 -4.26647984e-01
-3.39407519e-01 -2.24374779e-01 -1.29293576e-02 -3.50068562e-01
1.07025880e-01 -3.04346937e-01 -2.76545149e-01 -1.40417754e-01
-1.66107567e-01]
[ -2.16414652e-01 -2.91755204e-01 -3.14706878e-01 -1.46920040e-01
-9.09949133e-02 -1.47647714e-01 -1.79206036e-01 -1.10164259e-01
-2.56649688e-01 -5.82998637e-01 -2.45298056e-01 -2.15428977e-02
-1.37429036e-01]
[ -1.11435136e-01 -7.36368774e-03 -2.36218027e-01 -3.93107895e-01
-2.64376999e-01 -2.52929261e-01 -4.67938361e-02 -2.26086604e-01
3.50150314e-02 7.72443831e-02 -3.86993488e-01 -2.76498869e-01
-1.55182917e-01]]
Progress: 1.1% ... Training loss: 0.749 ... Validation loss: 1.289[[-0.18014028]
[ 0.31313306]
[ 0.0232596 ]
[ 0.35064077]
[ 0.28628054]
[-0.06422075]
[-0.39809393]
[-0.39196949]
[-0.37790375]
[-0.44834574]
[ 0.38476468]
[ 0.70608008]
[-0.41033812]]
[[ -4.99082172e-01 -6.82034014e-01 -5.75340073e-01 -4.87719081e-01
-4.91108004e-01 -5.68358160e-01 -6.32021720e-01 -6.20435138e-01
-7.33970665e-01 -6.88525955e-01 -5.30481671e-01 -4.24608917e-01
-7.60692613e-01]
[ 1.41048762e-03 -1.36254509e-01 5.07209945e-02 -9.86569379e-03
-4.11459224e-02 5.83577748e-02 -1.31806377e-01 2.15316682e-01
-1.28766727e-01 -1.76479785e-01 -3.00682496e-02 2.02232608e-02
6.78654884e-02]
[ -2.40172200e-01 1.93320253e-01 -4.37746548e-02 1.67111149e-01
1.68960929e-01 -1.14524128e-01 -2.98552513e-01 -4.49276469e-01
-2.41693767e-01 -4.47850474e-01 2.24885090e-01 5.60181903e-01
-3.60038249e-01]
[ 2.14505370e-01 -3.30949865e-01 -2.38541328e-01 -1.12829358e-01
-3.88609710e-01 -3.77826896e-04 2.03617500e-01 9.57933622e-02
3.46812997e-01 7.31452439e-02 -2.70013897e-01 -6.38119919e-01
2.26625474e-01]
[ 7.14147363e-02 1.27836307e-01 8.47586788e-02 2.10928427e-01
5.53325705e-02 6.58037990e-02 -7.63744671e-02 -5.67560191e-02
-2.78701462e-02 -2.65141073e-02 2.84916778e-01 3.13012628e-01
9.87662702e-02]
[ -4.68834107e-01 -5.54890927e-01 -6.04486929e-01 -5.34549836e-01
-5.58358647e-01 -5.60623020e-01 -2.56870013e-01 -2.11906345e-01
-3.49823092e-01 -2.81833396e-01 -3.69798052e-01 -4.73155359e-01
-2.41695024e-01]
[ -4.22887595e-01 -5.82970784e-01 -3.23949989e-01 -3.75138167e-01
-4.19845248e-01 -5.57676233e-01 -5.64592282e-01 -6.04762090e-01
-3.94395330e-01 -3.74802168e-01 -5.28692614e-01 -3.36020107e-01
-4.46426542e-01]
[ -3.51186846e-01 -3.04362723e-01 -4.58028909e-01 -2.34317458e-01
-2.56634058e-01 -4.20684985e-01 -3.96298903e-01 -3.45552635e-01
-4.50111431e-01 -5.81447765e-01 -2.34535205e-01 -2.23171581e-01
-5.08453630e-01]
[ -4.34555908e-01 -4.25954290e-01 -3.70585711e-01 -2.42396054e-01
-4.06704429e-01 -1.97170356e-01 -9.84090497e-02 -3.67553167e-01
-2.43450296e-01 -3.82883601e-01 -2.53988120e-01 -3.46807761e-01
-2.09287985e-01]
[ -9.58446637e-01 -9.61213966e-01 -9.63537355e-01 -9.24456830e-01
-1.04238384e+00 -9.75703403e-01 -8.71470597e-01 -9.15017016e-01
-9.43339240e-01 -7.92607304e-01 -1.04300921e+00 -9.08485595e-01
-7.70663625e-01]
[ -4.71462572e-01 -2.87959412e-01 -4.57337305e-01 -3.57440709e-01
-3.82291959e-01 -3.45821141e-01 -4.85909110e-01 -5.25323612e-01
-5.47303036e-01 -1.21934667e-01 -4.53775780e-01 -6.02905957e-01
-4.07446399e-01]
[ -1.26198009e-01 7.85651536e-02 -3.41950811e-01 -2.62117600e-01
-4.66242328e-02 -7.12863620e-02 -2.14292069e-01 -3.29843252e-01
-2.05563773e-01 5.41835100e-02 -1.73506221e-01 -3.84454636e-02
-3.44585651e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.57419569e-01 -9.75748286e-02 1.64066069e-01 -2.25328237e-01
-1.17677877e-01 1.14325833e-01 -1.26590329e-01 -2.19813074e-02
-7.52190880e-02 4.15752835e-02 -9.00833654e-02 -1.59626757e-01
6.27279840e-02]
[ -7.31505873e-02 -2.52444878e-01 -1.77306782e-01 -2.75893670e-01
-4.73813273e-01 -8.29235758e-02 -1.97191490e-03 1.23529340e-02
-1.04207587e-02 2.85686115e-02 -1.45604492e-01 -1.31252112e-01
-2.10102318e-01]
[ -6.52412901e-02 2.38772268e-03 -2.43096807e-01 -2.59497875e-01
1.36647707e-01 -1.61972709e-01 -1.44174692e-01 3.68411508e-02
4.49603334e-02 -2.21630612e-02 -1.86537545e-01 -7.26709418e-02
6.44913636e-02]
[ 2.18994694e-02 -1.48914183e-01 -1.55790803e-01 -2.48460355e-02
-1.10961931e-01 -1.07931692e-01 2.02771718e-02 -2.33672029e-01
-8.55742253e-02 -1.26098812e-01 4.98099444e-04 -1.22471250e-01
-4.49532396e-02]
[ -2.82609927e-01 -1.63790991e-01 -6.86302219e-02 -1.21049515e-01
-3.25610151e-01 -2.70203046e-01 -3.80244595e-01 3.78747341e-02
-3.11080389e-01 -2.31563881e-01 1.22687895e-01 -5.57360580e-02
2.47794966e-01]
[ -2.29756247e-01 -1.07898976e-01 -8.14568246e-02 -4.11814828e-02
-5.45536844e-02 -1.17406002e-01 -1.50798152e-01 -3.29685705e-02
-1.94907589e-01 -7.31758253e-02 5.54426640e-02 3.38569886e-03
-1.27067970e-01]
[ -1.79279634e-01 2.68996633e-02 -2.30767208e-01 -2.43038701e-01
-5.83795992e-02 -2.05997173e-01 -3.52287834e-01 -2.20846720e-01
5.96485291e-02 -2.96335551e-01 -1.60999179e-01 1.32137474e-01
-3.19956918e-01]
[ -3.73174011e-01 -8.31340310e-02 -1.38844101e-01 -2.27340167e-01
-6.53885055e-02 -3.12770635e-01 3.61494356e-02 -8.01808124e-02
-1.35037183e-01 6.97613299e-02 -9.62854508e-02 -1.72875938e-01
-1.85847999e-01]
[ -1.58751294e-01 -2.06770400e-01 -4.23120592e-02 -2.07921925e-01
-1.85286430e-01 -2.86697380e-01 -1.17330130e-01 -9.66429360e-02
-3.14064509e-01 3.44346422e-02 6.23461100e-02 -1.90478639e-01
-2.95284317e-01]
[ -1.22046015e-01 -2.20606943e-01 -1.07867638e-01 -3.35810288e-01
4.80541560e-02 -1.03217480e-02 -1.85073138e-01 -1.04694569e-01
1.22162975e-01 -6.24390842e-02 -2.58050270e-01 -3.95878724e-01
-3.03436370e-01]
[ -3.13264576e-02 -5.02836833e-02 -1.44677979e-01 -6.76847866e-02
-2.40246804e-01 6.72031752e-02 -4.22489802e-02 -2.69558351e-03
-1.88395974e-01 -2.56265306e-02 -8.91860771e-02 -3.44648017e-01
-1.06214126e-01]
[ -6.64816534e-02 2.83819826e-02 -1.27915147e-01 -2.98221496e-01
1.17964462e-01 2.30747489e-02 -2.17397521e-01 -1.74139685e-01
1.27147804e-01 -6.40991823e-02 -2.50853696e-01 -1.63951453e-01
-2.55343773e-01]
[ 5.52390074e-02 -2.61512513e-01 -8.88281332e-02 -3.16770254e-01
-1.61289436e-01 -9.34688379e-02 -7.87237368e-02 -5.55937333e-02
-1.22707654e-01 1.07654375e-01 -3.39072360e-01 -8.57531354e-02
7.76872032e-02]
[ -2.41284205e-01 -1.98674746e-01 -1.35137219e-01 -1.60234925e-01
-2.46165902e-01 -9.72587807e-02 3.22434544e-02 -1.18210852e-01
1.36635142e-01 -1.16741664e-01 -2.03233157e-01 -2.93682391e-01
2.29313308e-01]
[ -4.00897653e-02 -1.22122360e-01 1.21024195e-02 -1.22847616e-01
-9.40555964e-02 1.60782153e-01 -2.27428033e-02 1.59471056e-02
-1.94441132e-01 3.71771618e-03 6.51568289e-02 -1.96546662e-01
1.93968606e-01]
[ -2.87243119e-02 3.38810142e-02 -1.33159482e-01 7.79951478e-02
-9.75142149e-02 -5.24026906e-02 3.93280921e-02 -7.79029657e-02
3.90798230e-02 9.71846485e-02 -2.34194304e-01 -2.88217089e-02
1.85382679e-01]
[ -1.18291799e-01 -2.06627683e-01 4.85189164e-02 -1.90883885e-01
-5.96374431e-02 1.08759642e-01 9.05990815e-02 -1.16932676e-01
-2.55408751e-01 -8.37743428e-02 -3.31580704e-01 -7.29436591e-02
2.68193033e-01]
[ 8.42423466e-02 -3.86358573e-03 3.35512151e-03 2.93079678e-02
9.00994468e-03 -2.31314682e-02 -1.35274641e-02 5.98710163e-02
1.46701870e-01 -1.52807292e-02 -3.18038350e-01 6.47905438e-02
4.07777408e-04]
[ -2.88506302e-02 -7.71318279e-02 9.47064719e-03 1.36484534e-01
-3.10222832e-02 -2.86246725e-01 -1.03273221e-01 1.13588440e-01
-1.39996550e-01 -8.59450918e-02 -9.17660011e-02 -1.94901432e-01
-1.79184385e-02]
[ 9.92763438e-02 9.15904641e-02 4.03062234e-03 -1.78266131e-02
-1.13921627e-01 -5.49544455e-02 -1.00869063e-01 -1.13687175e-01
-1.97491770e-01 -7.83677308e-02 -2.40966367e-01 6.06146284e-02
4.89004536e-02]
[ 1.06379233e-01 -1.86747051e-01 1.60555220e-01 -9.57022366e-02
1.10921979e-01 2.25667372e-02 -1.29827815e-01 -9.52371439e-02
1.83595362e-01 -2.66272850e-01 -1.36606009e-01 7.49133877e-02
5.25127231e-02]
[ 4.67492899e-02 7.42965218e-02 -2.09350529e-01 1.40238663e-02
2.18034753e-02 1.95114470e-03 -1.13732943e-01 -2.87415108e-01
-2.55935693e-01 -1.27134009e-01 -6.03226122e-02 -3.35301498e-02
-1.19874747e-01]
[ -5.62923996e-02 -1.98366875e-01 6.52509919e-02 1.33310777e-01
-1.12227824e-01 -1.34721795e-01 4.08399015e-02 4.50950052e-05
8.48649456e-02 -3.49480117e-01 -2.45531870e-01 -1.24656195e-01
1.45714781e-02]
[ 1.85900354e-02 -2.61738319e-01 6.38621861e-02 -1.91804075e-01
-1.77867802e-01 -2.30837018e-01 -2.44768031e-01 9.49861261e-02
1.02020574e-02 1.74037849e-01 -1.17459588e-01 7.99337591e-02
-4.18023493e-02]
[ 1.87630734e-01 2.45944786e-02 -9.75188490e-02 -2.26669496e-01
-8.14986940e-02 -9.92618567e-02 -1.26308479e-01 1.49792343e-01
-1.42829834e-01 -1.22366768e-01 -2.16593455e-01 -1.49055153e-01
-8.62273360e-03]
[ -1.64208168e-01 -1.97124340e-01 -1.02969749e-01 -1.93094380e-01
-6.74506396e-02 2.87343795e-02 -1.44483061e-01 -8.50730821e-02
-1.05412360e-01 1.09551960e-01 -2.31435740e-01 -1.75112795e-01
-1.64796830e-01]
[ -3.16877499e-02 -2.06369980e-01 -1.52975367e-01 -1.68917797e-01
-4.25866001e-02 4.41550351e-02 -8.26269695e-03 5.82346607e-02
-2.01633594e-01 -1.90443588e-01 -2.69735408e-02 -1.82517167e-01
-8.96744015e-03]
[ 1.20659876e-01 5.88931115e-02 1.47444542e-03 -1.58243503e-01
-3.35588522e-01 8.35656634e-03 -9.07512655e-02 -1.56047712e-01
-2.78486031e-01 1.71576760e-01 -1.37391743e-01 -2.52153138e-01
4.55827139e-02]
[ -5.05759402e-02 -4.13282816e-02 -2.78870391e-01 -5.84789427e-02
2.98519346e-02 1.60655592e-01 -1.69789949e-01 -9.67231560e-02
-4.81145407e-04 3.23655953e-02 5.71904896e-02 1.29772331e-01
7.50893918e-02]
[ 1.51886843e-01 1.74736290e-01 -1.87018198e-01 2.39759530e-01
-5.99689861e-02 1.19299824e-02 -1.99439584e-02 -1.73665699e-01
-6.56210984e-02 -1.92483424e-01 1.41154742e-01 -1.44898572e-02
-1.88842972e-01]
[ 8.24676773e-03 3.85890176e-02 6.34558063e-02 -1.13475387e-01
-1.45387024e-01 -5.87699966e-02 -4.55409632e-02 -1.44369142e-01
-8.42095893e-02 -3.70778100e-02 -1.73785558e-02 8.06651398e-02
-1.18898366e-01]
[ -3.13415447e-02 -1.66158622e-01 -1.55754680e-01 1.49072747e-01
-2.15476137e-01 2.40657045e-01 4.51805087e-03 -1.84083897e-01
-1.67310617e-01 -4.38827054e-01 1.21541923e-02 -7.43284433e-02
-1.11997295e-01]
[ 8.91793269e-02 -3.91044922e-01 -5.00039865e-02 -7.09905807e-02
-1.22549545e-01 2.03744646e-01 1.37921448e-01 2.11554755e-01
-1.06305571e-01 -6.98517536e-03 -1.13658528e-01 1.32514754e-01
-9.10953522e-02]
[ 2.03075031e-01 -2.83869005e-01 -1.23080603e-01 -8.49889312e-02
-1.98802281e-01 1.21945000e-01 3.50553073e-02 -1.59781504e-01
-2.18611662e-02 -1.29905736e-01 -1.18015614e-01 -1.71007108e-01
-6.02239187e-02]
[ -1.42713554e-01 -5.63664520e-02 3.61664600e-02 -2.17907437e-01
-3.08101747e-02 -1.43341839e-01 2.48648344e-02 -6.23079032e-02
-9.01542112e-02 -5.94870696e-02 -2.51693234e-01 -2.39469950e-01
-7.33713097e-02]
[ -1.61359415e-01 -6.95688719e-02 -7.94728738e-02 -1.24155230e-01
-2.87203791e-01 -2.91790483e-01 -5.75648637e-03 -7.32732907e-02
-1.06779145e-01 -9.32230221e-02 -2.32149254e-02 -1.55656470e-01
-2.62071264e-01]
[ -1.80303929e-01 -2.09649156e-01 -2.98872038e-01 -2.48945306e-01
-2.58439069e-01 -2.08964096e-01 -3.87026522e-01 7.87308591e-02
-1.00881069e-01 -3.31383930e-01 -2.57409927e-01 -1.72729716e-01
-2.75832622e-01]
[ -1.11656327e-01 1.27834486e-01 2.48145040e-02 -2.78362660e-02
-2.06100681e-01 -1.68914630e-01 -1.20383693e-01 -7.58103803e-02
-1.06873001e-01 -2.82190175e-01 -1.83636125e-01 -1.66214295e-01
-2.35459790e-01]
[ -3.48312816e-01 -1.31362338e-01 -2.69088004e-01 6.41129964e-02
-2.06062371e-01 -2.26351239e-01 -7.83906221e-02 -1.93616019e-01
3.72142540e-02 -1.33758378e-01 2.97007893e-05 -3.71652080e-01
-1.04159409e-01]
[ -1.16602422e-01 -4.47611133e-02 -2.55729232e-01 -4.54564999e-02
-2.22837284e-01 -2.74955500e-01 -3.85191456e-01 -1.01244281e-01
1.39410727e-02 -3.29431721e-01 -3.11162178e-01 -4.35931267e-01
-1.26518575e-01]
[ -2.05771948e-01 -5.44551644e-01 -3.30039289e-01 -4.29075384e-01
-3.41122272e-01 -2.24034683e-01 -9.25488111e-03 -3.47384563e-01
1.10619185e-01 -3.00928421e-01 -2.79196223e-01 -1.44843586e-01
-1.62324177e-01]
[ -2.15822565e-01 -2.91478087e-01 -3.14695454e-01 -1.46694148e-01
-9.04315784e-02 -1.47520990e-01 -1.77665895e-01 -1.08634053e-01
-2.54786068e-01 -5.81402432e-01 -2.44512449e-01 -1.75434809e-02
-1.35653422e-01]
[ -1.11439767e-01 -5.85509479e-03 -2.36117544e-01 -3.91994387e-01
-2.63103754e-01 -2.53005453e-01 -4.68587008e-02 -2.26160875e-01
3.50163256e-02 7.67723911e-02 -3.85302467e-01 -2.71539261e-01
-1.55318989e-01]]
Progress: 1.1% ... Training loss: 0.737 ... Validation loss: 1.303[[-0.18668302]
[ 0.30596166]
[ 0.02281207]
[ 0.3495157 ]
[ 0.28815545]
[-0.06654068]
[-0.40680801]
[-0.40518959]
[-0.38956888]
[-0.4625067 ]
[ 0.38438988]
[ 0.7194797 ]
[-0.42706616]]
[[ -5.01209084e-01 -6.77263395e-01 -5.74978233e-01 -4.80979162e-01
-4.85609209e-01 -5.69126052e-01 -6.35239389e-01 -6.22830252e-01
-7.36664042e-01 -6.91540861e-01 -5.23059556e-01 -4.01203632e-01
-7.63411093e-01]
[ 1.82909992e-03 -1.37159348e-01 5.06544119e-02 -1.07848971e-02
-4.18115806e-02 5.85215847e-02 -1.30849710e-01 2.16523456e-01
-1.28121289e-01 -1.75313831e-01 -3.10875667e-02 1.81725944e-02
6.88820713e-02]
[ -2.41544004e-01 1.93872871e-01 -4.36384968e-02 1.68803911e-01
1.69958111e-01 -1.14942033e-01 -3.01826056e-01 -4.53115450e-01
-2.44292791e-01 -4.52932639e-01 2.26905627e-01 5.65871589e-01
-3.63544700e-01]
[ 2.17608021e-01 -3.34174520e-01 -2.38899211e-01 -1.18905978e-01
-3.93506417e-01 5.81940175e-04 2.09924032e-01 1.00511491e-01
3.52975109e-01 7.97694451e-02 -2.75305834e-01 -6.54509649e-01
2.33244672e-01]
[ 7.35489967e-02 1.23988999e-01 8.44873911e-02 2.06472672e-01
5.20757332e-02 6.66607627e-02 -7.17043022e-02 -5.26400175e-02
-2.34107779e-02 -2.06667630e-02 2.79520396e-01 3.03305666e-01
1.04243502e-01]
[ -4.67887539e-01 -5.56280344e-01 -6.04598372e-01 -5.36018386e-01
-5.59410679e-01 -5.60335473e-01 -2.54391725e-01 -2.08829047e-01
-3.47532639e-01 -2.78420420e-01 -3.71319324e-01 -4.76083231e-01
-2.38875885e-01]
[ -4.23091315e-01 -5.81014855e-01 -3.23804984e-01 -3.72645671e-01
-4.16904410e-01 -5.57851690e-01 -5.64402322e-01 -6.04709928e-01
-3.93600069e-01 -3.74347990e-01 -5.25840737e-01 -3.23856334e-01
-4.45693354e-01]
[ -3.50541860e-01 -3.06753791e-01 -4.58148653e-01 -2.36196685e-01
-2.58610478e-01 -4.20462848e-01 -3.94812599e-01 -3.43813947e-01
-4.48170314e-01 -5.79591992e-01 -2.36415167e-01 -2.26437580e-01
-5.06653438e-01]
[ -4.35498444e-01 -4.24838371e-01 -3.70470630e-01 -2.40965599e-01
-4.05540657e-01 -1.97497976e-01 -1.00700122e-01 -3.69257376e-01
-2.46114084e-01 -3.85158289e-01 -2.52490678e-01 -3.43063727e-01
-2.10934551e-01]
[ -9.59289805e-01 -9.60127157e-01 -9.63373343e-01 -9.21826114e-01
-1.03973030e+00 -9.76118195e-01 -8.72541636e-01 -9.14449377e-01
-9.43702918e-01 -7.92546523e-01 -1.03977557e+00 -8.94796493e-01
-7.70165694e-01]
[ -4.71399511e-01 -2.88025918e-01 -4.57357495e-01 -3.57434623e-01
-3.82324779e-01 -3.45803488e-01 -4.85447420e-01 -5.24698561e-01
-5.47113969e-01 -1.21453345e-01 -4.53924015e-01 -6.03450241e-01
-4.07038475e-01]
[ -1.24972603e-01 7.68362130e-02 -3.42065734e-01 -2.64179228e-01
-4.81687970e-02 -7.08826161e-02 -2.11819240e-01 -3.27872003e-01
-2.03026119e-01 5.70896465e-02 -1.75643533e-01 -4.18763448e-02
-3.41785552e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.57362358e-01 -9.75395156e-02 1.64066722e-01 -2.25315387e-01
-1.17577439e-01 1.14317093e-01 -1.26429328e-01 -2.16210133e-02
-7.49911578e-02 4.18797288e-02 -8.99236187e-02 -1.59113968e-01
6.29516547e-02]
[ -7.25728552e-02 -2.53476732e-01 -1.77389738e-01 -2.76952381e-01
-4.74579779e-01 -8.27174318e-02 -5.95260860e-04 1.40048876e-02
-9.32985983e-03 3.04947858e-02 -1.46906396e-01 -1.33978052e-01
-2.08541665e-01]
[ -6.54527692e-02 2.83134117e-03 -2.43070082e-01 -2.59004728e-01
1.37046791e-01 -1.62024572e-01 -1.44268465e-01 3.69090140e-02
4.46467397e-02 -2.22895590e-02 -1.86085794e-01 -7.10262248e-02
6.42740194e-02]
[ 2.18523730e-02 -1.48332325e-01 -1.55723312e-01 -2.38351188e-02
-1.09662128e-01 -1.07982498e-01 2.03593207e-02 -2.33578163e-01
-8.49980082e-02 -1.25577298e-01 1.52632179e-03 -1.16201019e-01
-4.44304400e-02]
[ -2.82264011e-01 -1.64041229e-01 -6.86572583e-02 -1.21415841e-01
-3.25677151e-01 -2.70136430e-01 -3.79415326e-01 3.85981420e-02
-3.10052263e-01 -2.30524109e-01 1.22451446e-01 -5.53830606e-02
2.48965689e-01]
[ -2.30179415e-01 -1.06512211e-01 -8.13697064e-02 -3.95184560e-02
-5.31203157e-02 -1.17597705e-01 -1.51697982e-01 -3.37491383e-02
-1.95659952e-01 -7.42825101e-02 5.73145873e-02 7.52329315e-03
-1.27955613e-01]
[ -1.78693397e-01 2.46737041e-02 -2.30875906e-01 -2.45178557e-01
-6.03588375e-02 -2.05768973e-01 -3.51299995e-01 -2.19734596e-01
6.10456221e-02 -2.95302673e-01 -1.63559549e-01 1.26735210e-01
-3.18827882e-01]
[ -3.72835653e-01 -8.38775588e-02 -1.38885995e-01 -2.28299317e-01
-6.59732968e-02 -3.12680448e-01 3.72270594e-02 -7.94185189e-02
-1.34130849e-01 7.06402851e-02 -9.70353487e-02 -1.74375749e-01
-1.84962614e-01]
[ -1.59199164e-01 -2.06164864e-01 -4.22525657e-02 -2.06561270e-01
-1.84495415e-01 -2.86851670e-01 -1.18485082e-01 -9.70327195e-02
-3.14921228e-01 3.41078334e-02 6.41671272e-02 -1.85703281e-01
-2.95596265e-01]
[ -1.22364293e-01 -2.19898492e-01 -1.07793937e-01 -3.35066723e-01
4.90061348e-02 -1.04735037e-02 -1.85775867e-01 -1.05393678e-01
1.21111051e-01 -6.34616440e-02 -2.57023588e-01 -3.92487497e-01
-3.04081897e-01]
[ -3.16776508e-02 -4.98835705e-02 -1.44656277e-01 -6.71877423e-02
-2.40106252e-01 6.71005217e-02 -4.30286546e-02 -3.27621523e-03
-1.89176669e-01 -2.64782796e-02 -8.88996335e-02 -3.44697381e-01
-1.06982345e-01]
[ -6.61427235e-02 2.77632704e-02 -1.27962547e-01 -2.98903483e-01
1.17321914e-01 2.32020196e-02 -2.16417616e-01 -1.73297455e-01
1.28039540e-01 -6.29203817e-02 -2.51702776e-01 -1.65645049e-01
-2.54299407e-01]
[ 5.58984727e-02 -2.62219529e-01 -8.88880142e-02 -3.17711029e-01
-1.61968522e-01 -9.32911510e-02 -7.73759099e-02 -5.44394527e-02
-1.21299113e-01 1.09228839e-01 -3.39997275e-01 -8.77222998e-02
7.91482957e-02]
[ -2.40974250e-01 -1.98977733e-01 -1.35164565e-01 -1.60680542e-01
-2.46450914e-01 -9.71479357e-02 3.31178301e-02 -1.17508711e-01
1.37559363e-01 -1.15790840e-01 -2.03677984e-01 -2.94299520e-01
2.30196517e-01]
[ -3.96526192e-02 -1.22544552e-01 1.20648987e-02 -1.23566905e-01
-9.45195081e-02 1.60927785e-01 -2.16027390e-02 1.68961644e-02
-1.93406091e-01 4.76856546e-03 6.44498274e-02 -1.97286273e-01
1.95010527e-01]
[ -2.83431481e-02 3.31485857e-02 -1.33199855e-01 7.71108330e-02
-9.81417200e-02 -5.22603297e-02 4.05618297e-02 -7.69549749e-02
4.02295153e-02 9.84312060e-02 -2.34923938e-01 -3.02478120e-02
1.86530270e-01]
[ -1.17548026e-01 -2.07598874e-01 4.84448042e-02 -1.92211525e-01
-6.05341609e-02 1.09035036e-01 9.24308565e-02 -1.15573563e-01
-2.53766982e-01 -8.19442860e-02 -3.32835600e-01 -7.48434671e-02
2.70169930e-01]
[ 8.49104056e-02 -4.55510867e-03 3.29112451e-03 2.83293326e-02
8.42220626e-03 -2.29534117e-02 -1.19780003e-02 6.17929515e-02
1.48412641e-01 -1.32791351e-02 -3.18718026e-01 6.36372505e-02
2.51899933e-03]
[ -2.81896157e-02 -7.85029206e-02 9.39247329e-03 1.34920356e-01
-3.22594836e-02 -2.86037891e-01 -1.01848511e-01 1.15131282e-01
-1.38553742e-01 -8.43839744e-02 -9.31982673e-02 -1.97893080e-01
-1.64336042e-02]
[ 9.88453420e-02 9.17797244e-02 4.03902161e-03 -1.73480854e-02
-1.13795309e-01 -5.50552813e-02 -1.01995727e-01 -1.14346145e-01
-1.98675547e-01 -7.92698695e-02 -2.40844859e-01 6.01772509e-02
4.77980207e-02]
[ 1.05637987e-01 -1.86294194e-01 1.60651165e-01 -9.46480826e-02
1.11969892e-01 2.22995825e-02 -1.31895504e-01 -9.66329195e-02
1.81620234e-01 -2.67835719e-01 -1.35561390e-01 7.72718209e-02
5.05621386e-02]
[ 4.68846487e-02 7.40972605e-02 -2.09362306e-01 1.38339721e-02
2.16142001e-02 1.99437188e-03 -1.13458035e-01 -2.87160412e-01
-2.55684376e-01 -1.26832304e-01 -6.05626104e-02 -3.39259785e-02
-1.19608690e-01]
[ -5.63704603e-02 -1.98381332e-01 6.52584770e-02 1.33396015e-01
-1.12247696e-01 -1.34739121e-01 4.07833788e-02 -1.79543994e-04
8.47274747e-02 -3.49644332e-01 -2.45591522e-01 -1.25002205e-01
1.43168780e-02]
[ 1.85540250e-02 -2.61946501e-01 6.38592026e-02 -1.92027827e-01
-1.77969798e-01 -2.30856603e-01 -2.44861314e-01 9.50057587e-02
1.00928415e-02 1.73929684e-01 -1.17822878e-01 7.96256995e-02
-4.17272834e-02]
[ 1.87539245e-01 2.47695499e-02 -9.75087433e-02 -2.26517317e-01
-8.13385792e-02 -9.92946805e-02 -1.26499118e-01 1.49574795e-01
-1.43008758e-01 -1.22548796e-01 -2.16442408e-01 -1.48678692e-01
-8.82099659e-03]
[ -1.64402651e-01 -1.96516387e-01 -1.02923750e-01 -1.92467833e-01
-6.66460332e-02 2.86200463e-02 -1.44917659e-01 -8.56395736e-02
-1.05903241e-01 1.08885303e-01 -2.30730739e-01 -1.72583141e-01
-1.65170250e-01]
[ -3.12787200e-02 -2.07323840e-01 -1.53027355e-01 -1.69989812e-01
-4.33890063e-02 4.43232242e-02 -7.34556291e-03 5.90113013e-02
-2.00774219e-01 -1.89515348e-01 -2.82545790e-02 -1.85017357e-01
-7.98301923e-03]
[ 1.20731354e-01 5.83583156e-02 1.45840613e-03 -1.58684188e-01
-3.35999147e-01 8.38668880e-03 -9.07350908e-02 -1.55957773e-01
-2.78393155e-01 1.71509838e-01 -1.37940079e-01 -2.53211461e-01
4.56047822e-02]
[ -5.08813938e-02 -4.06500171e-02 -2.78830929e-01 -5.77073791e-02
3.05424192e-02 1.60514499e-01 -1.70513849e-01 -9.75035146e-02
-1.24297597e-03 3.14059437e-02 5.80474353e-02 1.31817257e-01
7.42552933e-02]
[ 1.50732080e-01 1.76792333e-01 -1.86894423e-01 2.42755128e-01
-5.79947193e-02 1.15734881e-02 -2.22644673e-02 -1.75188927e-01
-6.76108378e-02 -1.94498041e-01 1.44571872e-01 -6.66451603e-03
-1.90632311e-01]
[ 7.66527039e-03 4.03218951e-02 6.35714952e-02 -1.11472210e-01
-1.43625091e-01 -5.89810196e-02 -4.63503031e-02 -1.45292996e-01
-8.52281002e-02 -3.82931544e-02 -1.52508573e-02 8.66294718e-02
-1.20129003e-01]
[ -3.19803328e-02 -1.65032051e-01 -1.55665041e-01 1.50760257e-01
-2.14358328e-01 2.40388532e-01 3.01828388e-03 -1.85259295e-01
-1.68448791e-01 -4.40062844e-01 1.39231834e-02 -7.03036706e-02
-1.13240708e-01]
[ 8.87994375e-02 -3.90474528e-01 -4.99512274e-02 -7.00878441e-02
-1.21935077e-01 2.03598792e-01 1.36954886e-01 2.10677003e-01
-1.06960463e-01 -7.87432426e-03 -1.12842004e-01 1.35296378e-01
-9.17789283e-02]
[ 2.03025707e-01 -2.83933656e-01 -1.23085523e-01 -8.49795186e-02
-1.98812609e-01 1.21936889e-01 3.50327967e-02 -1.59718049e-01
-2.19515980e-02 -1.29871992e-01 -1.17977755e-01 -1.70952705e-01
-6.01956461e-02]
[ -1.42493872e-01 -5.67329376e-02 3.61352684e-02 -2.18294235e-01
-3.11668377e-02 -1.43271849e-01 2.53797370e-02 -6.17220074e-02
-8.96737799e-02 -5.88236174e-02 -2.52062607e-01 -2.40234973e-01
-7.28337739e-02]
[ -1.60928234e-01 -7.03266772e-02 -7.95329305e-02 -1.25173105e-01
-2.87757212e-01 -2.91651067e-01 -4.70609477e-03 -7.21329575e-02
-1.05683969e-01 -9.19498403e-02 -2.42792604e-02 -1.57294911e-01
-2.60725135e-01]
[ -1.80396168e-01 -2.08943589e-01 -2.98824047e-01 -2.48050159e-01
-2.57578881e-01 -2.09063246e-01 -3.87136295e-01 7.84902335e-02
-1.01124089e-01 -3.31717374e-01 -2.56495038e-01 -1.69533501e-01
-2.75987637e-01]
[ -1.11399502e-01 1.27382247e-01 2.47827612e-02 -2.81642347e-02
-2.06340344e-01 -1.68867043e-01 -1.20078992e-01 -7.51257422e-02
-1.06313375e-01 -2.81363217e-01 -1.84055401e-01 -1.66623213e-01
-2.34619711e-01]
[ -3.47320307e-01 -1.33284825e-01 -2.69226639e-01 6.15875286e-02
-2.07841421e-01 -2.25989285e-01 -7.57806660e-02 -1.91211240e-01
3.97442409e-02 -1.30459195e-01 -2.76072262e-03 -3.76701449e-01
-1.01077150e-01]
[ -1.16539271e-01 -4.49746307e-02 -2.55743948e-01 -4.55785463e-02
-2.22913684e-01 -2.74957301e-01 -3.84815147e-01 -1.00805060e-01
1.44483211e-02 -3.29141591e-01 -3.11336933e-01 -4.34730076e-01
-1.26066333e-01]
[ -2.07106120e-01 -5.43048217e-01 -3.29894072e-01 -4.26261961e-01
-3.39155713e-01 -2.24479459e-01 -1.24027985e-02 -3.49207466e-01
1.08110337e-01 -3.03094558e-01 -2.75934544e-01 -1.36966961e-01
-1.64593909e-01]
[ -2.15549634e-01 -2.91595919e-01 -3.14675388e-01 -1.46731716e-01
-9.00476914e-02 -1.47411601e-01 -1.76557432e-01 -1.07633422e-01
-2.53890733e-01 -5.80451436e-01 -2.44284951e-01 -1.49853970e-02
-1.34715644e-01]
[ -1.11153473e-01 -6.06665155e-03 -2.36116825e-01 -3.92114731e-01
-2.63143117e-01 -2.52972051e-01 -4.61369604e-02 -2.25462676e-01
3.56390396e-02 7.73529454e-02 -3.85373992e-01 -2.71199154e-01
-1.54500648e-01]]
Progress: 1.2% ... Training loss: 0.730 ... Validation loss: 1.302[[-0.17398327]
[ 0.31989375]
[ 0.03627383]
[ 0.36422441]
[ 0.30413647]
[-0.0513063 ]
[-0.39355493]
[-0.39899448]
[-0.37603531]
[-0.45279848]
[ 0.40110571]
[ 0.75093549]
[-0.41813623]]
[[ -5.02637224e-01 -6.73205517e-01 -5.74727513e-01 -4.76109191e-01
-4.81033468e-01 -5.69729748e-01 -6.38082523e-01 -6.24931297e-01
-7.39276396e-01 -6.94369415e-01 -5.16731992e-01 -3.83701984e-01
-7.65770098e-01]
[ 2.02000020e-03 -1.37414702e-01 5.06276210e-02 -1.12579211e-02
-4.20529455e-02 5.85700846e-02 -1.30572465e-01 2.16964562e-01
-1.27825307e-01 -1.75037995e-01 -3.14630020e-02 1.73809806e-02
6.93136750e-02]
[ -2.41090598e-01 1.95904081e-01 -4.35569849e-02 1.70132017e-01
1.72617062e-01 -1.15004686e-01 -3.00677133e-01 -4.52525082e-01
-2.42214267e-01 -4.53101956e-01 2.30128580e-01 5.79116714e-01
-3.62816939e-01]
[ 2.18160920e-01 -3.39197942e-01 -2.39091755e-01 -1.24083325e-01
-3.97777929e-01 8.62678039e-04 2.10769889e-01 1.00359761e-01
3.54365424e-01 8.08115252e-02 -2.80948612e-01 -6.73048273e-01
2.32937571e-01]
[ 7.42820489e-02 1.23145826e-01 8.44680329e-02 2.06801560e-01
5.10383548e-02 6.70081892e-02 -6.95989036e-02 -4.94488494e-02
-2.24244418e-02 -1.72288204e-02 2.79365085e-01 3.03311735e-01
1.06555784e-01]
[ -4.67982896e-01 -5.55971680e-01 -6.04607025e-01 -5.35830596e-01
-5.59051422e-01 -5.60308090e-01 -2.54424688e-01 -2.08253065e-01
-3.47918157e-01 -2.78022896e-01 -3.71442836e-01 -4.75759082e-01
-2.38334579e-01]
[ -4.23072874e-01 -5.80339589e-01 -3.23766545e-01 -3.71940941e-01
-4.16247398e-01 -5.57912515e-01 -5.64250935e-01 -6.03813958e-01
-3.93326903e-01 -3.73975937e-01 -5.24317670e-01 -3.19808091e-01
-4.44834771e-01]
[ -3.49522308e-01 -3.07753661e-01 -4.58217801e-01 -2.37317785e-01
-2.58977568e-01 -4.20245414e-01 -3.92323328e-01 -3.41382488e-01
-4.45583754e-01 -5.77394968e-01 -2.37129937e-01 -2.26140080e-01
-5.04132993e-01]
[ -4.38178619e-01 -4.21262405e-01 -3.70176463e-01 -2.36491216e-01
-4.02306656e-01 -1.98461826e-01 -1.07025799e-01 -3.74947367e-01
-2.51738360e-01 -3.91542582e-01 -2.47898847e-01 -3.33793525e-01
-2.17226831e-01]
[ -9.59860679e-01 -9.57978586e-01 -9.63248034e-01 -9.19312060e-01
-1.03717265e+00 -9.76487465e-01 -8.73730603e-01 -9.13737208e-01
-9.44541636e-01 -7.92651759e-01 -1.03623867e+00 -8.83589874e-01
-7.69652146e-01]
[ -4.72587727e-01 -2.86564022e-01 -4.57234144e-01 -3.55708708e-01
-3.80968360e-01 -3.46195571e-01 -4.87929673e-01 -5.27298095e-01
-5.49311599e-01 -1.24842982e-01 -4.52128431e-01 -6.00757533e-01
-4.09885769e-01]
[ -1.24951051e-01 7.67857729e-02 -3.42059589e-01 -2.64173395e-01
-4.81996760e-02 -7.09011208e-02 -2.11866003e-01 -3.27771219e-01
-2.03139840e-01 5.71668264e-02 -1.75699406e-01 -4.18355774e-02
-3.41823754e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.57012345e-01 -9.80753254e-02 1.64016524e-01 -2.25902568e-01
-1.18114600e-01 1.14474604e-01 -1.25485028e-01 -2.02573300e-02
-7.43287701e-02 4.32614185e-02 -9.07042252e-02 -1.60803066e-01
6.42690323e-02]
[ -7.25320187e-02 -2.53407718e-01 -1.77387151e-01 -2.76815018e-01
-4.74529753e-01 -8.27172783e-02 -5.56569605e-04 1.41560721e-02
-9.24244198e-03 3.04516768e-02 -1.46717057e-01 -1.33995082e-01
-2.08407912e-01]
[ -6.58253084e-02 3.44474189e-03 -2.43040636e-01 -2.58548254e-01
1.37762134e-01 -1.62133193e-01 -1.45182529e-01 3.61699433e-02
4.37387311e-02 -2.30059728e-02 -1.85706015e-01 -6.93222216e-02
6.36351624e-02]
[ 2.18703107e-02 -1.47924423e-01 -1.55698102e-01 -2.32855916e-02
-1.09352089e-01 -1.07993097e-01 2.03455745e-02 -2.33494167e-01
-8.49844295e-02 -1.25555979e-01 2.30331745e-03 -1.14568162e-01
-4.43304293e-02]
[ -2.82393072e-01 -1.63353954e-01 -6.86362369e-02 -1.20874145e-01
-3.25270443e-01 -2.70210671e-01 -3.79415093e-01 3.89457746e-02
-3.09994496e-01 -2.30492391e-01 1.23311176e-01 -5.36629439e-02
2.49313451e-01]
[ -2.30109661e-01 -1.06724080e-01 -8.13598876e-02 -3.95688210e-02
-5.28910498e-02 -1.17586146e-01 -1.51252463e-01 -3.32821878e-02
-1.95456623e-01 -7.39398398e-02 5.73924077e-02 9.45022957e-03
-1.27666138e-01]
[ -1.78201854e-01 2.40666369e-02 -2.30911828e-01 -2.45843481e-01
-6.06531081e-02 -2.05634472e-01 -3.50107850e-01 -2.18670999e-01
6.25621742e-02 -2.93989356e-01 -1.63895015e-01 1.25595323e-01
-3.17563868e-01]
[ -3.72816536e-01 -8.39726390e-02 -1.38904670e-01 -2.28177812e-01
-6.60459594e-02 -3.12689104e-01 3.73493537e-02 -7.91886496e-02
-1.34237245e-01 7.06656300e-02 -9.70148399e-02 -1.73913837e-01
-1.84837788e-01]
[ -1.59674761e-01 -2.05216966e-01 -4.21693811e-02 -2.05365172e-01
-1.83263658e-01 -2.87076534e-01 -1.19755678e-01 -9.80019210e-02
-3.15614254e-01 3.31581628e-02 6.57968010e-02 -1.80591649e-01
-2.96592556e-01]
[ -1.22364654e-01 -2.19550273e-01 -1.07778120e-01 -3.34926824e-01
4.92737728e-02 -1.04847737e-02 -1.85700741e-01 -1.05120561e-01
1.21229459e-01 -6.34711017e-02 -2.56594698e-01 -3.91119705e-01
-3.03825264e-01]
[ -3.33844525e-02 -4.81053868e-02 -1.44495914e-01 -6.48348323e-02
-2.38691798e-01 6.64884426e-02 -4.71374016e-02 -7.16854867e-03
-1.93045755e-01 -3.08786754e-02 -8.69460990e-02 -3.42204142e-01
-1.11375268e-01]
[ -6.61851039e-02 2.79212302e-02 -1.27950394e-01 -2.98850682e-01
1.17483958e-01 2.31687674e-02 -2.16646755e-01 -1.73463461e-01
1.27806549e-01 -6.33350860e-02 -2.51626360e-01 -1.65277428e-01
-2.54477133e-01]
[ 5.65436447e-02 -2.62939772e-01 -8.89453026e-02 -3.18648393e-01
-1.62835078e-01 -9.30867547e-02 -7.59869802e-02 -5.32963478e-02
-1.19871098e-01 1.10670308e-01 -3.40993101e-01 -9.05564182e-02
8.07085435e-02]
[ -2.40676217e-01 -1.99351455e-01 -1.35193897e-01 -1.61223536e-01
-2.46833135e-01 -9.70352988e-02 3.40439617e-02 -1.16762774e-01
1.38387568e-01 -1.14923819e-01 -2.04172685e-01 -2.94969629e-01
2.31047308e-01]
[ -3.93358347e-02 -1.23241072e-01 1.20191482e-02 -1.24280398e-01
-9.50789016e-02 1.61049513e-01 -2.09166910e-02 1.75544356e-02
-1.92715701e-01 5.56986636e-03 6.36702156e-02 -1.99104839e-01
1.95828822e-01]
[ -2.78550001e-02 3.23493286e-02 -1.33241061e-01 7.61888028e-02
-9.86533313e-02 -5.21293344e-02 4.16456717e-02 -7.59289719e-02
4.14451371e-02 9.95584065e-02 -2.35618056e-01 -3.18096253e-02
1.87705152e-01]
[ -1.16905352e-01 -2.08481010e-01 4.83632997e-02 -1.93529621e-01
-6.14508395e-02 1.09271224e-01 9.41430279e-02 -1.14001561e-01
-2.52300161e-01 -8.02325105e-02 -3.33974608e-01 -7.76040171e-02
2.72567344e-01]
[ 8.54566163e-02 -5.18477336e-03 3.23690135e-03 2.74529051e-02
7.81219631e-03 -2.28122175e-02 -1.09686620e-02 6.31572573e-02
1.49787738e-01 -1.18011127e-02 -3.19269518e-01 6.20861652e-02
4.02082510e-03]
[ -2.78080567e-02 -7.90598459e-02 9.35022814e-03 1.34031734e-01
-3.27600802e-02 -2.85951568e-01 -1.01162190e-01 1.16122314e-01
-1.37832356e-01 -8.36743003e-02 -9.38615131e-02 -1.99243623e-01
-1.56360758e-02]
[ 9.86141791e-02 9.19194467e-02 4.05098039e-03 -1.70469795e-02
-1.13667144e-01 -5.51013107e-02 -1.02524286e-01 -1.14702643e-01
-1.99078465e-01 -7.96760415e-02 -2.40541429e-01 6.08207080e-02
4.70973418e-02]
[ 1.02667788e-01 -1.82703810e-01 1.60974664e-01 -8.91845990e-02
1.16206612e-01 2.13048205e-02 -1.38106023e-01 -1.02507590e-01
1.74927811e-01 -2.73906564e-01 -1.30263048e-01 8.92207199e-02
4.34097145e-02]
[ 4.65811497e-02 7.45533934e-02 -2.09331039e-01 1.45055326e-02
2.19802237e-02 1.89855821e-03 -1.13996730e-01 -2.87669258e-01
-2.56183817e-01 -1.27509404e-01 -5.99583723e-02 -3.30127507e-02
-1.20308991e-01]
[ -5.65394913e-02 -1.98516572e-01 6.52644525e-02 1.33321178e-01
-1.12389358e-01 -1.34785087e-01 4.03005195e-02 -7.32047052e-04
8.42976986e-02 -3.50128600e-01 -2.45808196e-01 -1.25810733e-01
1.37858125e-02]
[ 1.87789106e-02 -2.63017013e-01 6.37962923e-02 -1.93069740e-01
-1.78969839e-01 -2.30761275e-01 -2.44333730e-01 9.55731455e-02
1.06390486e-02 1.74587140e-01 -1.19171329e-01 7.67433688e-02
-4.12564007e-02]
[ 1.87637835e-01 2.46458191e-02 -9.75062036e-02 -2.26732483e-01
-8.14389996e-02 -9.92779977e-02 -1.26371932e-01 1.49490980e-01
-1.42788141e-01 -1.22492173e-01 -2.16537557e-01 -1.48045926e-01
-8.64580481e-03]
[ -1.64674182e-01 -1.95501000e-01 -1.02871964e-01 -1.91748127e-01
-6.56281001e-02 2.84825010e-02 -1.45685787e-01 -8.62820781e-02
-1.06561298e-01 1.07729746e-01 -2.29893242e-01 -1.69785204e-01
-1.65575257e-01]
[ -3.08363062e-02 -2.08389505e-01 -1.53099124e-01 -1.71155763e-01
-4.45024410e-02 4.45259055e-02 -6.29958873e-03 6.02586641e-02
-2.00003104e-01 -1.88333614e-01 -2.97401453e-02 -1.87998858e-01
-6.68029932e-03]
[ 1.20555720e-01 5.87258564e-02 1.48168098e-03 -1.58385202e-01
-3.35838827e-01 8.30948708e-03 -9.11483792e-02 -1.56214821e-01
-2.78622557e-01 1.70973641e-01 -1.37617214e-01 -2.52534931e-01
4.52124605e-02]
[ -5.09575691e-02 -4.02325820e-02 -2.78814696e-01 -5.72741812e-02
3.10173367e-02 1.60466832e-01 -1.70778766e-01 -9.77270412e-02
-1.45484072e-03 3.11055800e-02 5.85961743e-02 1.33378153e-01
7.40549468e-02]
[ 1.50630701e-01 1.77381303e-01 -1.86872739e-01 2.43358099e-01
-5.74613262e-02 1.15223891e-02 -2.24204775e-02 -1.75250270e-01
-6.78313582e-02 -1.94543275e-01 1.45358292e-01 -5.40306119e-03
-1.90744188e-01]
[ 6.26152396e-03 4.41228017e-02 6.38083820e-02 -1.07621688e-01
-1.40290428e-01 -5.95219851e-02 -4.94261601e-02 -1.48184022e-01
-8.80792201e-02 -4.23941284e-02 -1.04799707e-02 9.85890693e-02
-1.23516140e-01]
[ -3.24894724e-02 -1.63871623e-01 -1.55592202e-01 1.52250761e-01
-2.13485663e-01 2.40179175e-01 1.96410902e-03 -1.86183407e-01
-1.69414069e-01 -4.40912739e-01 1.54106938e-02 -6.70040427e-02
-1.14352009e-01]
[ 8.87166937e-02 -3.90394858e-01 -4.99415335e-02 -6.99100967e-02
-1.21756377e-01 2.03572351e-01 1.36632320e-01 2.10558122e-01
-1.07066364e-01 -7.97257685e-03 -1.12688156e-01 1.36024375e-01
-9.17732422e-02]
[ 2.03037612e-01 -2.83996354e-01 -1.23092596e-01 -8.49325872e-02
-1.98810068e-01 1.21951047e-01 3.48858896e-02 -1.59518463e-01
-2.21557025e-02 -1.29834873e-01 -1.18091843e-01 -1.71665953e-01
-6.01510501e-02]
[ -1.42521764e-01 -5.66806466e-02 3.61395549e-02 -2.18244319e-01
-3.11278358e-02 -1.43279804e-01 2.53135859e-02 -6.17852080e-02
-8.97464200e-02 -5.89171992e-02 -2.52012155e-01 -2.40112407e-01
-7.29332970e-02]
[ -1.60440017e-01 -7.13192068e-02 -7.95967468e-02 -1.26337045e-01
-2.88516449e-01 -2.91512433e-01 -3.58897262e-03 -7.08765561e-02
-1.04554067e-01 -9.06184886e-02 -2.55889411e-02 -1.59967381e-01
-2.59405156e-01]
[ -1.80137411e-01 -2.08966491e-01 -2.98838356e-01 -2.48232736e-01
-2.57650874e-01 -2.08996124e-01 -3.86750627e-01 7.92448570e-02
-1.00452491e-01 -3.31009267e-01 -2.56494175e-01 -1.69318559e-01
-2.75109203e-01]
[ -1.11407648e-01 1.27090609e-01 2.47652814e-02 -2.84452013e-02
-2.06627651e-01 -1.68922853e-01 -1.20056143e-01 -7.50005289e-02
-1.06107204e-01 -2.81328593e-01 -1.84301281e-01 -1.67191285e-01
-2.34639083e-01]
[ -3.47274305e-01 -1.32641813e-01 -2.69189084e-01 6.23826543e-02
-2.07073048e-01 -2.26010557e-01 -7.58450308e-02 -1.91087721e-01
4.00470368e-02 -1.30606482e-01 -1.40559586e-03 -3.73035461e-01
-1.00637783e-01]
[ -1.17125202e-01 -4.39870589e-02 -2.55679939e-01 -4.45882990e-02
-2.21697122e-01 -2.75177709e-01 -3.86050023e-01 -1.01998279e-01
1.33219162e-02 -3.30142971e-01 -3.10291964e-01 -4.31527295e-01
-1.27174575e-01]
[ -2.08210687e-01 -5.41996894e-01 -3.29780891e-01 -4.24406447e-01
-3.37803104e-01 -2.24861977e-01 -1.47256635e-02 -3.51024596e-01
1.05748893e-01 -3.05214001e-01 -2.74019540e-01 -1.33106424e-01
-1.67017012e-01]
[ -2.15564259e-01 -2.91909889e-01 -3.14688274e-01 -1.46794335e-01
-9.03221492e-02 -1.47366178e-01 -1.76289431e-01 -1.07033035e-01
-2.54094594e-01 -5.79887895e-01 -2.44589798e-01 -1.54046425e-02
-1.34267068e-01]
[ -1.11482503e-01 -4.56002180e-03 -2.36032090e-01 -3.90983653e-01
-2.61963722e-01 -2.53184445e-01 -4.69093547e-02 -2.25842651e-01
3.50001158e-02 7.58970908e-02 -3.83862614e-01 -2.67215990e-01
-1.55088255e-01]]
Progress: 1.2% ... Training loss: 0.725 ... Validation loss: 1.272[[-0.18700457]
[ 0.29197526]
[ 0.0100609 ]
[ 0.34616176]
[ 0.27557678]
[-0.06795909]
[-0.41126189]
[-0.42480061]
[-0.39198218]
[-0.48095635]
[ 0.37998559]
[ 0.70922845]
[-0.44707864]]
[[ -5.03511075e-01 -6.71679961e-01 -5.74598643e-01 -4.73720010e-01
-4.78545735e-01 -5.70031802e-01 -6.39962031e-01 -6.25757799e-01
-7.41298346e-01 -6.95569096e-01 -5.13549606e-01 -3.76371140e-01
-7.66923583e-01]
[ 2.18415377e-03 -1.37733456e-01 5.05932686e-02 -1.16272952e-02
-4.23204255e-02 5.86129732e-02 -1.30278282e-01 2.17307778e-01
-1.27576086e-01 -1.74679747e-01 -3.18637897e-02 1.66035406e-02
6.96318083e-02]
[ -2.41761609e-01 1.97592376e-01 -4.33179058e-02 1.71937643e-01
1.74755081e-01 -1.15403821e-01 -3.02918449e-01 -4.55062796e-01
-2.42356363e-01 -4.56916525e-01 2.32750408e-01 5.85207403e-01
-3.65464610e-01]
[ 2.14521276e-01 -3.29941435e-01 -2.38113657e-01 -1.17294624e-01
-3.89627950e-01 -4.93524057e-04 2.01638375e-01 9.03158664e-02
3.46704749e-01 6.60736818e-02 -2.69060728e-01 -6.58243071e-01
2.23524097e-01]
[ 7.57877983e-02 1.19298748e-01 8.40791200e-02 2.02381302e-01
4.72661862e-02 6.74585335e-02 -6.57974608e-02 -4.57965560e-02
-2.01925795e-02 -1.28245599e-02 2.73211073e-01 2.91322950e-01
1.10242000e-01]
[ -4.67123756e-01 -5.59225954e-01 -6.04945867e-01 -5.38388258e-01
-5.61903778e-01 -5.59896393e-01 -2.51865220e-01 -2.04763791e-01
-3.46261322e-01 -2.73589402e-01 -3.75005115e-01 -4.81546615e-01
-2.34814661e-01]
[ -4.21686746e-01 -5.82726039e-01 -3.24078412e-01 -3.74951782e-01
-4.18409532e-01 -5.57554583e-01 -5.61316772e-01 -6.00502654e-01
-3.90060714e-01 -3.69584631e-01 -5.26989573e-01 -3.24727644e-01
-4.40640466e-01]
[ -3.48828783e-01 -3.09553604e-01 -4.58376111e-01 -2.39341687e-01
-2.60084718e-01 -4.20054169e-01 -3.90159794e-01 -3.39446038e-01
-4.42771440e-01 -5.75637760e-01 -2.39065527e-01 -2.30928255e-01
-5.01504343e-01]
[ -4.38892713e-01 -4.19994762e-01 -3.70090498e-01 -2.34598307e-01
-4.01148482e-01 -1.98701598e-01 -1.08472420e-01 -3.75767706e-01
-2.53520443e-01 -3.92964437e-01 -2.45623054e-01 -3.30596912e-01
-2.18514392e-01]
[ -9.57336017e-01 -9.62793036e-01 -9.63810989e-01 -9.24595750e-01
-1.04093288e+00 -9.75850794e-01 -8.67520913e-01 -9.07354860e-01
-9.38509649e-01 -7.85256499e-01 -1.04144402e+00 -8.94479444e-01
-7.62170265e-01]
[ -4.72490355e-01 -2.86827050e-01 -4.57300900e-01 -3.55705780e-01
-3.81242626e-01 -3.46124016e-01 -4.87013922e-01 -5.25947551e-01
-5.48216791e-01 -1.23255279e-01 -4.51795755e-01 -6.01358848e-01
-4.08172028e-01]
[ -1.25348387e-01 7.56902276e-02 -3.42152931e-01 -2.64592129e-01
-4.91286458e-02 -7.08882466e-02 -2.12780898e-01 -3.27587422e-01
-2.04313379e-01 5.73440166e-02 -1.76720708e-01 -4.26433407e-02
-3.41964062e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.56411040e-01 -9.85480252e-02 1.63915015e-01 -2.26444340e-01
-1.18558270e-01 1.14644262e-01 -1.23637264e-01 -1.80905202e-02
-7.27685619e-02 4.57528966e-02 -9.11369178e-02 -1.60909383e-01
6.64742716e-02]
[ -7.30387770e-02 -2.53402363e-01 -1.77367905e-01 -2.76659246e-01
-4.74435965e-01 -8.28181214e-02 -1.88549459e-03 1.33108250e-02
-1.06312941e-02 2.91652263e-02 -1.46516200e-01 -1.34100854e-01
-2.09339488e-01]
[ -6.48642692e-02 3.17323015e-04 -2.43328428e-01 -2.61128184e-01
1.34961370e-01 -1.61736764e-01 -1.42736225e-01 3.87398493e-02
4.57129066e-02 -1.92056348e-02 -1.89373353e-01 -7.54608655e-02
6.64168344e-02]
[ 2.21369024e-02 -1.48368591e-01 -1.55755636e-01 -2.39655758e-02
-1.09766747e-01 -1.07935031e-01 2.09609811e-02 -2.32868566e-01
-8.42930849e-02 -1.24678544e-01 1.78859908e-03 -1.15689457e-01
-4.33982577e-02]
[ -2.82232196e-01 -1.63465899e-01 -6.86646451e-02 -1.20650060e-01
-3.25289876e-01 -2.70190602e-01 -3.79070959e-01 3.95624861e-02
-3.09572625e-01 -2.29644969e-01 1.23625402e-01 -5.25403721e-02
2.49824753e-01]
[ -2.29245875e-01 -1.08632398e-01 -8.15749212e-02 -4.21888817e-02
-5.43705831e-02 -1.17339432e-01 -1.49143914e-01 -3.11419062e-02
-1.93335289e-01 -7.11362703e-02 5.48596994e-02 5.12990685e-03
-1.24991289e-01]
[ -1.77642936e-01 2.21659274e-02 -2.31041135e-01 -2.47810431e-01
-6.22881532e-02 -2.05466132e-01 -3.48869439e-01 -2.17599352e-01
6.42450828e-02 -2.93065054e-01 -1.66002196e-01 1.20145994e-01
-3.16433167e-01]
[ -3.72495198e-01 -8.42259463e-02 -1.38974133e-01 -2.28480387e-01
-6.59627990e-02 -3.12608271e-01 3.84654719e-02 -7.82444199e-02
-1.33089334e-01 7.18584503e-02 -9.72866889e-02 -1.73949451e-01
-1.83474074e-01]
[ -1.59963063e-01 -2.04444421e-01 -4.21086008e-02 -2.04646164e-01
-1.82769144e-01 -2.87154926e-01 -1.20486274e-01 -9.85548326e-02
-3.16089815e-01 3.20892581e-02 6.66384321e-02 -1.79932189e-01
-2.96917755e-01]
[ -1.23234539e-01 -2.18162388e-01 -1.07643754e-01 -3.33059143e-01
5.07591489e-02 -1.07692322e-02 -1.87519330e-01 -1.06366424e-01
1.19113796e-01 -6.52396334e-02 -2.54427228e-01 -3.87111330e-01
-3.05621971e-01]
[ -3.37045934e-02 -4.73199857e-02 -1.44446121e-01 -6.37774220e-02
-2.38092667e-01 6.63561232e-02 -4.80490937e-02 -7.84944608e-03
-1.93886339e-01 -3.19020098e-02 -8.58280582e-02 -3.41044018e-01
-1.12296163e-01]
[ -6.57091720e-02 2.70155881e-02 -1.28048587e-01 -2.99882864e-01
1.16557625e-01 2.33457729e-02 -2.15363095e-01 -1.72357040e-01
1.28980712e-01 -6.19650750e-02 -2.52636077e-01 -1.67249315e-01
-2.53047093e-01]
[ 5.73876372e-02 -2.64349740e-01 -8.90997807e-02 -3.20312096e-01
-1.64119496e-01 -9.28524781e-02 -7.39929818e-02 -5.14147623e-02
-1.17813680e-01 1.13005724e-01 -3.42714145e-01 -9.40700720e-02
8.29596534e-02]
[ -2.40473238e-01 -1.99624068e-01 -1.35237615e-01 -1.61607536e-01
-2.47136025e-01 -9.69726359e-02 3.47977400e-02 -1.16151809e-01
1.39064944e-01 -1.14194212e-01 -2.04678145e-01 -2.95921076e-01
2.31851470e-01]
[ -3.88992516e-02 -1.23860021e-01 1.19374283e-02 -1.25225543e-01
-9.56862463e-02 1.61178326e-01 -1.97644451e-02 1.87095433e-02
-1.91622631e-01 6.87118696e-03 6.26975075e-02 -2.00574165e-01
1.97346562e-01]
[ -2.71184707e-02 3.08859120e-02 -1.33362979e-01 7.41995974e-02
-1.00011775e-01 -5.19262727e-02 4.34194098e-02 -7.42999552e-02
4.33941505e-02 1.01724633e-01 -2.37281067e-01 -3.59460662e-02
1.89823414e-01]
[ -1.16237061e-01 -2.09991792e-01 4.81899917e-02 -1.95228501e-01
-6.28844350e-02 1.09505332e-01 9.60487566e-02 -1.12322238e-01
-2.50878417e-01 -7.83617896e-02 -3.35519645e-01 -8.16563974e-02
2.74797293e-01]
[ 8.68752455e-02 -7.11172771e-03 3.00358938e-03 2.48476218e-02
5.87656728e-03 -2.24691565e-02 -7.67488837e-03 6.64775198e-02
1.53313025e-01 -7.89282959e-03 -3.21305081e-01 5.74232464e-02
7.54175659e-03]
[ -2.76153655e-02 -7.94355670e-02 9.31225666e-03 1.33433292e-01
-3.31639135e-02 -2.85902435e-01 -1.00723108e-01 1.16628371e-01
-1.37419833e-01 -8.32324643e-02 -9.43611091e-02 -2.00123148e-01
-1.51512894e-02]
[ 9.86510504e-02 9.18985370e-02 4.04259691e-03 -1.70672812e-02
-1.13698009e-01 -5.50884222e-02 -1.02398734e-01 -1.14522818e-01
-1.98999508e-01 -7.95030782e-02 -2.40571358e-01 6.07358886e-02
4.73042810e-02]
[ 1.01649766e-01 -1.81272279e-01 1.61162977e-01 -8.68657623e-02
1.18148200e-01 2.10106075e-02 -1.40313609e-01 -1.04957663e-01
1.72403512e-01 -2.76434086e-01 -1.28089038e-01 9.28964327e-02
4.05302901e-02]
[ 4.62950042e-02 7.52475865e-02 -2.09278530e-01 1.52860432e-02
2.28085125e-02 1.80587417e-03 -1.14816108e-01 -2.88269200e-01
-2.56742351e-01 -1.28268800e-01 -5.91596426e-02 -3.10984978e-02
-1.20873848e-01]
[ -5.63672440e-02 -1.98722324e-01 6.52398699e-02 1.33002584e-01
-1.12545800e-01 -1.34733415e-01 4.07167972e-02 -3.43792487e-04
8.46770774e-02 -3.49771381e-01 -2.46081520e-01 -1.25965957e-01
1.42343981e-02]
[ 1.86027395e-02 -2.63156357e-01 6.37694111e-02 -1.93421558e-01
-1.79252057e-01 -2.30771081e-01 -2.44655509e-01 9.52893421e-02
1.03365418e-02 1.74216280e-01 -1.19667239e-01 7.59532206e-02
-4.13496327e-02]
[ 1.87769662e-01 2.42967104e-02 -9.75390346e-02 -2.27035709e-01
-8.16888940e-02 -9.92469213e-02 -1.26124201e-01 1.49856075e-01
-1.42624278e-01 -1.22186772e-01 -2.16923396e-01 -1.49043328e-01
-8.40725312e-03]
[ -1.64269562e-01 -1.96815394e-01 -1.02996010e-01 -1.92906157e-01
-6.68630268e-02 2.86538028e-02 -1.44654074e-01 -8.50978841e-02
-1.05631464e-01 1.09328728e-01 -2.31521519e-01 -1.72444561e-01
-1.64486826e-01]
[ -3.08074011e-02 -2.08554745e-01 -1.53102650e-01 -1.71256146e-01
-4.46867848e-02 4.45489731e-02 -6.17677398e-03 6.03445863e-02
-1.99866202e-01 -1.88322579e-01 -2.99410089e-02 -1.87582047e-01
-6.73891173e-03]
[ 1.20703629e-01 5.82758012e-02 1.43802815e-03 -1.58811232e-01
-3.36207513e-01 8.36286938e-03 -9.07602586e-02 -1.55899656e-01
-2.78323324e-01 1.71446226e-01 -1.38227174e-01 -2.53747402e-01
4.56377759e-02]
[ -5.06575586e-02 -4.10687033e-02 -2.78894087e-01 -5.78501501e-02
3.03927864e-02 1.60548141e-01 -1.70290481e-01 -9.69104375e-02
-9.78220558e-04 3.23430184e-02 5.77932559e-02 1.33362249e-01
7.49006973e-02]
[ 1.49118919e-01 1.80788593e-01 -1.86612944e-01 2.47411967e-01
-5.45516586e-02 1.10603109e-02 -2.59425881e-02 -1.77895848e-01
-7.09693106e-02 -1.97991695e-01 1.49759645e-01 1.67335512e-03
-1.93623820e-01]
[ 5.41107252e-03 4.50787518e-02 6.39265565e-02 -1.06551665e-01
-1.39483526e-01 -5.97337007e-02 -5.16195581e-02 -1.50071389e-01
-9.01098405e-02 -4.49491570e-02 -8.88894730e-03 1.01564957e-01
-1.25378886e-01]
[ -3.28651564e-02 -1.63295623e-01 -1.55526243e-01 1.53437870e-01
-2.12972043e-01 2.40069321e-01 1.00743788e-03 -1.86844948e-01
-1.70310868e-01 -4.41650693e-01 1.64660914e-02 -6.50633179e-02
-1.15324405e-01]
[ 8.85810356e-02 -3.90094305e-01 -4.99114380e-02 -6.95139290e-02
-1.21378950e-01 2.03532415e-01 1.36372586e-01 2.10321723e-01
-1.07287189e-01 -8.28946392e-03 -1.12273637e-01 1.37498781e-01
-9.19367735e-02]
[ 2.02916108e-01 -2.83757125e-01 -1.23076788e-01 -8.46395752e-02
-1.98567144e-01 1.21924801e-01 3.46891798e-02 -1.59611977e-01
-2.23855749e-02 -1.29900261e-01 -1.17798069e-01 -1.70603150e-01
-6.02536272e-02]
[ -1.42313265e-01 -5.74363140e-02 3.60563593e-02 -2.18773564e-01
-3.18886676e-02 -1.43195815e-01 2.59444647e-02 -6.10293723e-02
-8.92859814e-02 -5.78925076e-02 -2.52814408e-01 -2.42079773e-01
-7.21955113e-02]
[ -1.59670484e-01 -7.32819774e-02 -7.97775403e-02 -1.28467810e-01
-2.89881421e-01 -2.91308602e-01 -1.66477715e-03 -6.89748600e-02
-1.02761058e-01 -8.86106046e-02 -2.80400338e-02 -1.65254661e-01
-2.57691136e-01]
[ -1.79575184e-01 -2.10027874e-01 -2.98943091e-01 -2.49650347e-01
-2.58618902e-01 -2.08845816e-01 -3.85738630e-01 8.05738659e-02
-9.91421018e-02 -3.29627288e-01 -2.57749204e-01 -1.72494633e-01
-2.73701739e-01]
[ -1.10039196e-01 1.24079373e-01 2.44120018e-02 -3.18600374e-02
-2.09003299e-01 -1.68547697e-01 -1.16769852e-01 -7.14540412e-02
-1.03079862e-01 -2.77673420e-01 -1.87521313e-01 -1.75742021e-01
-2.30601040e-01]
[ -3.47383490e-01 -1.32508841e-01 -2.69159200e-01 6.28590228e-02
-2.06953829e-01 -2.26078938e-01 -7.61439768e-02 -1.91403269e-01
3.99163375e-02 -1.30436290e-01 -6.79447847e-04 -3.71968190e-01
-1.00924138e-01]
[ -1.17357500e-01 -4.38316353e-02 -2.55649506e-01 -4.42298502e-02
-2.21513753e-01 -2.75241722e-01 -3.86390852e-01 -1.02298466e-01
1.27944004e-02 -3.30493538e-01 -3.09997496e-01 -4.31566564e-01
-1.27745319e-01]
[ -2.07671313e-01 -5.45449849e-01 -3.30131775e-01 -4.27392516e-01
-3.41120477e-01 -2.24570731e-01 -1.31105298e-02 -3.48573747e-01
1.07208983e-01 -3.02094191e-01 -2.78186779e-01 -1.40512591e-01
-1.64103931e-01]
[ -2.15145206e-01 -2.91533645e-01 -3.14720625e-01 -1.46559200e-01
-8.96687759e-02 -1.47258728e-01 -1.75034722e-01 -1.05821690e-01
-2.52831808e-01 -5.78462593e-01 -2.43974480e-01 -1.25837839e-02
-1.32536088e-01]
[ -1.11805427e-01 -3.87210926e-03 -2.35974211e-01 -3.89934587e-01
-2.61222102e-01 -2.53255110e-01 -4.72271669e-02 -2.25847917e-01
3.45509816e-02 7.56553549e-02 -3.82750225e-01 -2.64230522e-01
-1.55265411e-01]]
Progress: 1.3% ... Training loss: 0.725 ... Validation loss: 1.307[[-0.18042153]
[ 0.32005561]
[ 0.02031608]
[ 0.37091143]
[ 0.30066615]
[-0.05893706]
[-0.40913957]
[-0.42676159]
[-0.38931593]
[-0.48288576]
[ 0.41209508]
[ 0.77666164]
[-0.45466751]]
[[ -5.05983235e-01 -6.62998187e-01 -5.74433109e-01 -4.64393766e-01
-4.71125232e-01 -5.71020311e-01 -6.44796953e-01 -6.30402189e-01
-7.45396877e-01 -7.01313566e-01 -5.01712653e-01 -3.45551969e-01
-7.70979921e-01]
[ 2.32796398e-03 -1.37743721e-01 5.05880367e-02 -1.17259098e-02
-4.23887734e-02 5.86872256e-02 -1.29701387e-01 2.17692527e-01
-1.27104576e-01 -1.74271617e-01 -3.19189808e-02 1.66220704e-02
7.03213050e-02]
[ -2.46348692e-01 2.09976606e-01 -4.30241211e-02 1.86347176e-01
1.85941977e-01 -1.17184150e-01 -3.12838627e-01 -4.65172386e-01
-2.51433340e-01 -4.68369608e-01 2.49455722e-01 6.26762997e-01
-3.76385409e-01]
[ 2.16647667e-01 -3.38998902e-01 -2.38271899e-01 -1.27526452e-01
-3.97413465e-01 4.02655092e-04 2.05760130e-01 9.36046048e-02
3.49669467e-01 7.00966999e-02 -2.81416797e-01 -6.89300098e-01
2.26574555e-01]
[ 7.88787080e-02 1.16311884e-01 8.39971999e-02 1.98228366e-01
4.46079138e-02 6.83729334e-02 -6.03995913e-02 -4.13486088e-02
-1.40328032e-02 -6.91579457e-03 2.70610575e-01 2.83406029e-01
1.17045590e-01]
[ -4.67542082e-01 -5.57169795e-01 -6.04921320e-01 -5.36654764e-01
-5.60414480e-01 -5.59985475e-01 -2.51705170e-01 -2.04514329e-01
-3.46154603e-01 -2.73648074e-01 -3.72815569e-01 -4.73869327e-01
-2.34199580e-01]
[ -4.20629905e-01 -5.84415641e-01 -3.24147613e-01 -3.77054194e-01
-4.20041387e-01 -5.57195018e-01 -5.59285389e-01 -5.97856496e-01
-3.88124254e-01 -3.66433959e-01 -5.28575666e-01 -3.28359536e-01
-4.37797769e-01]
[ -3.50168437e-01 -3.04299676e-01 -4.58270708e-01 -2.32961886e-01
-2.55411298e-01 -4.20605899e-01 -3.92277268e-01 -3.41644849e-01
-4.44728640e-01 -5.77313896e-01 -2.31519017e-01 -2.12372721e-01
-5.02977223e-01]
[ -4.39602614e-01 -4.18540931e-01 -3.70047099e-01 -2.33015858e-01
-3.99839939e-01 -1.99027870e-01 -1.10246111e-01 -3.77004637e-01
-2.55204320e-01 -3.95248669e-01 -2.43715581e-01 -3.26140030e-01
-2.19909423e-01]
[ -9.59090844e-01 -9.55479207e-01 -9.63691726e-01 -9.16518589e-01
-1.03479598e+00 -9.76553181e-01 -8.70000694e-01 -9.08959092e-01
-9.41024102e-01 -7.87317805e-01 -1.03176985e+00 -8.67789441e-01
-7.63376592e-01]
[ -4.72518941e-01 -2.86454372e-01 -4.57299968e-01 -3.55366306e-01
-3.80925881e-01 -3.46162618e-01 -4.87010710e-01 -5.25443700e-01
-5.48055067e-01 -1.22975667e-01 -4.50695346e-01 -5.98985340e-01
-4.07412850e-01]
[ -1.24976015e-01 7.50780366e-02 -3.42168979e-01 -2.65415433e-01
-4.97428873e-02 -7.07547758e-02 -2.12004061e-01 -3.27027162e-01
-2.03558550e-01 5.82573430e-02 -1.77437852e-01 -4.46490389e-02
-3.40927046e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.56206494e-01 -9.88239349e-02 1.63902299e-01 -2.26777518e-01
-1.18838813e-01 1.14731993e-01 -1.23024843e-01 -1.72842119e-02
-7.22385431e-02 4.65888867e-02 -9.15217997e-02 -1.61731314e-01
6.73460548e-02]
[ -7.34175961e-02 -2.52530363e-01 -1.77349983e-01 -2.75737107e-01
-4.73843056e-01 -8.29332146e-02 -2.31067150e-03 1.26221079e-02
-1.10774729e-02 2.84843178e-02 -1.45466919e-01 -1.30985472e-01
-2.09583703e-01]
[ -6.49231302e-02 1.46431560e-03 -2.43319232e-01 -2.60335565e-01
1.35817365e-01 -1.61743352e-01 -1.42572762e-01 3.92114521e-02
4.60887947e-02 -1.88554645e-02 -1.88170741e-01 -7.07108872e-02
6.68999725e-02]
[ 2.26489059e-02 -1.49202353e-01 -1.55791153e-01 -2.50231691e-02
-1.10564185e-01 -1.07761414e-01 2.19277862e-02 -2.31750141e-01
-8.34592217e-02 -1.23203973e-01 8.69398903e-04 -1.18111411e-01
-4.20185830e-02]
[ -2.82319531e-01 -1.63209037e-01 -6.86605867e-02 -1.20375548e-01
-3.25109359e-01 -2.70202630e-01 -3.79103780e-01 3.97378371e-02
-3.09712669e-01 -2.29982458e-01 1.24065812e-01 -5.08019287e-02
2.49738309e-01]
[ -2.29186796e-01 -1.07613601e-01 -8.15626881e-02 -4.10484675e-02
-5.34279280e-02 -1.17386772e-01 -1.49082380e-01 -3.09824474e-02
-1.93089931e-01 -7.07084990e-02 5.67624464e-02 8.13412144e-03
-1.24732390e-01]
[ -1.78177218e-01 2.39126043e-02 -2.31015931e-01 -2.45609684e-01
-6.08799265e-02 -2.05670636e-01 -3.49588193e-01 -2.18229502e-01
6.32358118e-02 -2.93610190e-01 -1.63808478e-01 1.26309764e-01
-3.17126217e-01]
[ -3.71913881e-01 -8.44958382e-02 -1.38983151e-01 -2.28768959e-01
-6.60643672e-02 -3.12475682e-01 3.95840038e-02 -7.71906638e-02
-1.31867604e-01 7.33192794e-02 -9.72155597e-02 -1.72586246e-01
-1.81977237e-01]
[ -1.61289707e-01 -2.01834207e-01 -4.20371785e-02 -2.01683650e-01
-1.80506384e-01 -2.87564570e-01 -1.23077946e-01 -1.01063673e-01
-3.18241075e-01 2.93407002e-02 7.00764991e-02 -1.71925756e-01
-2.99115234e-01]
[ -1.24015536e-01 -2.17084460e-01 -1.07606181e-01 -3.31717630e-01
5.18518184e-02 -1.11222755e-02 -1.89560116e-01 -1.08030952e-01
1.16976530e-01 -6.75201209e-02 -2.53050046e-01 -3.84391097e-01
-3.07626784e-01]
[ -3.36037917e-02 -4.72811510e-02 -1.44449913e-01 -6.37585914e-02
-2.38104198e-01 6.63913554e-02 -4.76450192e-02 -7.48446587e-03
-1.93527250e-01 -3.16151930e-02 -8.57961602e-02 -3.41012004e-01
-1.11804666e-01]
[ -6.54110244e-02 2.67011612e-02 -1.28061004e-01 -3.00263479e-01
1.16252379e-01 2.34573251e-02 -2.14580446e-01 -1.71554807e-01
1.29700885e-01 -6.10770139e-02 -2.52981603e-01 -1.67841289e-01
-2.52213053e-01]
[ 5.79916689e-02 -2.65054750e-01 -8.91248383e-02 -3.21203996e-01
-1.64878005e-01 -9.26578019e-02 -7.25737031e-02 -5.00534406e-02
-1.16573497e-01 1.14449966e-01 -3.43625849e-01 -9.63839611e-02
8.43383844e-02]
[ -2.40305152e-01 -1.99803546e-01 -1.35244788e-01 -1.61801421e-01
-2.47313003e-01 -9.69124910e-02 3.54292414e-02 -1.15493230e-01
1.39677529e-01 -1.13416891e-01 -2.04889084e-01 -2.96158631e-01
2.32611544e-01]
[ -3.85077536e-02 -1.24181284e-01 1.19230313e-02 -1.25702053e-01
-9.59686496e-02 1.61299536e-01 -1.89801654e-02 1.94660244e-02
-1.90870335e-01 7.94216262e-03 6.22822855e-02 -2.00984180e-01
1.98356839e-01]
[ -2.68410711e-02 3.04068705e-02 -1.33378661e-01 7.35266443e-02
-1.00419242e-01 -5.18318296e-02 4.39694309e-02 -7.37028878e-02
4.39728160e-02 1.02577915e-01 -2.37765126e-01 -3.70826115e-02
1.90526641e-01]
[ -1.15459170e-01 -2.11219191e-01 4.81389490e-02 -1.96872345e-01
-6.40583276e-02 1.09805755e-01 9.79846625e-02 -1.10373618e-01
-2.49381281e-01 -7.60654209e-02 -3.37054151e-01 -8.54223884e-02
2.77394235e-01]
[ 8.71327188e-02 -7.47349856e-03 2.99698913e-03 2.45065188e-02
5.59628344e-03 -2.24018663e-02 -7.26496313e-03 6.68410902e-02
1.53891322e-01 -7.41622005e-03 -3.21599274e-01 5.65518598e-02
7.89502402e-03]
[ -2.75191099e-02 -7.95392300e-02 9.30856390e-03 1.33276616e-01
-3.32566113e-02 -2.85872901e-01 -1.00483304e-01 1.16900888e-01
-1.37213654e-01 -8.29568307e-02 -9.45098972e-02 -2.00330331e-01
-1.48897686e-02]
[ 9.87221003e-02 9.17866959e-02 4.03877835e-03 -1.71956547e-02
-1.13795850e-01 -5.50693100e-02 -1.02263045e-01 -1.14407143e-01
-1.98876177e-01 -7.92956225e-02 -2.40666509e-01 6.03469997e-02
4.74538037e-02]
[ 1.01223055e-01 -1.80564466e-01 1.61178327e-01 -8.60794385e-02
1.18821083e-01 2.08961292e-02 -1.40932568e-01 -1.05647316e-01
1.71324292e-01 -2.76978117e-01 -1.27418694e-01 9.43279944e-02
3.99583710e-02]
[ 4.55898049e-02 7.58797824e-02 -2.09255508e-01 1.62505467e-02
2.34298818e-02 1.60046846e-03 -1.16286341e-01 -2.89454231e-01
-2.58142082e-01 -1.30023822e-01 -5.82421904e-02 -2.96874068e-02
-1.22490396e-01]
[ -5.60726593e-02 -1.99272267e-01 6.52216053e-02 1.32223734e-01
-1.13083426e-01 -1.34611519e-01 4.14839797e-02 4.53566894e-04
8.54351751e-02 -3.49075896e-01 -2.46768725e-01 -1.27525721e-01
1.51133253e-02]
[ 1.86340814e-02 -2.63501973e-01 6.37610226e-02 -1.93688592e-01
-1.79534055e-01 -2.30759828e-01 -2.44658905e-01 9.53488554e-02
1.04660175e-02 1.74486120e-01 -1.19979616e-01 7.52402344e-02
-4.11771041e-02]
[ 1.87794389e-01 2.42326181e-02 -9.75408831e-02 -2.27011731e-01
-8.17248213e-02 -9.92324822e-02 -1.26034491e-01 1.49890163e-01
-1.42470059e-01 -1.21970390e-01 -2.16895861e-01 -1.48662078e-01
-8.28354105e-03]
[ -1.64270196e-01 -1.96810040e-01 -1.02995061e-01 -1.92854926e-01
-6.68443588e-02 2.86405960e-02 -1.44788853e-01 -8.50949588e-02
-1.05746024e-01 1.09247729e-01 -2.31435059e-01 -1.71845778e-01
-1.64507468e-01]
[ -3.06351140e-02 -2.08902582e-01 -1.53111925e-01 -1.71702795e-01
-4.50628538e-02 4.46176137e-02 -5.82467600e-03 6.06577519e-02
-1.99547421e-01 -1.87866620e-01 -3.05108658e-02 -1.88600116e-01
-6.28276637e-03]
[ 1.19897911e-01 5.96179266e-02 1.46723004e-03 -1.57906240e-01
-3.35396829e-01 8.13543383e-03 -9.22168516e-02 -1.57034649e-01
-2.79814220e-01 1.69085655e-01 -1.37114863e-01 -2.50236201e-01
4.39079343e-02]
[ -5.06677326e-02 -4.11778153e-02 -2.78895738e-01 -5.78624930e-02
3.03184101e-02 1.60542286e-01 -1.70302029e-01 -9.67357631e-02
-1.08155132e-03 3.25398384e-02 5.77436338e-02 1.33246651e-01
7.49870909e-02]
[ 1.48430150e-01 1.84097470e-01 -1.86562936e-01 2.51103574e-01
-5.17064022e-02 1.08002496e-02 -2.71215356e-02 -1.79139456e-01
-7.19985837e-02 -1.99029191e-01 1.53949879e-01 1.33285037e-02
-1.94366151e-01]
[ 3.71060279e-03 4.99598774e-02 6.40568357e-02 -1.01157290e-01
-1.35364764e-01 -6.03986874e-02 -5.54277499e-02 -1.53800640e-01
-9.30490688e-02 -4.95770255e-02 -1.88900425e-03 1.16591381e-01
-1.29067712e-01]
[ -3.34570690e-02 -1.61613256e-01 -1.55486052e-01 1.55680162e-01
-2.11202701e-01 2.39762103e-01 -4.85335913e-04 -1.88057928e-01
-1.71703138e-01 -4.42642499e-01 1.87800481e-02 -5.81451040e-02
-1.16510830e-01]
[ 8.82667953e-02 -3.89699674e-01 -4.98951189e-02 -6.88479578e-02
-1.20949547e-01 2.03392239e-01 1.35645408e-01 2.09625469e-01
-1.07896969e-01 -9.08173369e-03 -1.11542959e-01 1.38859463e-01
-9.27219316e-02]
[ 2.02973476e-01 -2.83881152e-01 -1.23079877e-01 -8.47129194e-02
-1.98699762e-01 1.21952476e-01 3.48367774e-02 -1.59396851e-01
-2.22878769e-02 -1.29624298e-01 -1.17941530e-01 -1.70946036e-01
-5.99888569e-02]
[ -1.41995486e-01 -5.79717042e-02 3.60384941e-02 -2.19397444e-01
-3.23410965e-02 -1.43080874e-01 2.68480977e-02 -6.01370916e-02
-8.84745116e-02 -5.69928040e-02 -2.53443306e-01 -2.43279812e-01
-7.12843443e-02]
[ -1.59379470e-01 -7.35966677e-02 -7.97908662e-02 -1.28892410e-01
-2.90167266e-01 -2.91222974e-01 -8.28537683e-04 -6.81861751e-02
-1.02059087e-01 -8.77009492e-02 -2.85455281e-02 -1.66210405e-01
-2.56866784e-01]
[ -1.79162499e-01 -2.10702187e-01 -2.98962671e-01 -2.50378817e-01
-2.59201078e-01 -2.08705205e-01 -3.84865543e-01 8.17144884e-02
-9.81484390e-02 -3.28482141e-01 -2.58486289e-01 -1.74207591e-01
-2.72632212e-01]
[ -1.09306245e-01 1.22869079e-01 2.43592379e-02 -3.35655769e-02
-2.10226941e-01 -1.68277481e-01 -1.15245118e-01 -7.00504504e-02
-1.01772091e-01 -2.75519403e-01 -1.88847660e-01 -1.78943476e-01
-2.28435853e-01]
[ -3.47363026e-01 -1.31275979e-01 -2.69147742e-01 6.45536967e-02
-2.05908540e-01 -2.26102626e-01 -7.55492923e-02 -1.90588663e-01
4.03241991e-02 -1.29345538e-01 1.37500799e-03 -3.67121538e-01
-9.97890276e-02]
[ -1.18878083e-01 -3.97873218e-02 -2.55566882e-01 -3.96660792e-02
-2.18078079e-01 -2.75798556e-01 -3.89110017e-01 -1.05394781e-01
9.70410561e-03 -3.32944397e-01 -3.05152936e-01 -4.19025091e-01
-1.30161291e-01]
[ -2.08387667e-01 -5.43836914e-01 -3.30089080e-01 -4.25052281e-01
-3.39288546e-01 -2.24876259e-01 -1.43678586e-02 -3.49192856e-01
1.05938532e-01 -3.03535114e-01 -2.75276760e-01 -1.33500254e-01
-1.65487362e-01]
[ -2.14906627e-01 -2.91710828e-01 -3.14731858e-01 -1.46865291e-01
-8.98611158e-02 -1.47160292e-01 -1.74358938e-01 -1.05012462e-01
-2.52163772e-01 -5.77509994e-01 -2.44139709e-01 -1.22577413e-02
-1.31318565e-01]
[ -1.12384210e-01 -1.62611533e-03 -2.35923263e-01 -3.88199834e-01
-2.59697432e-01 -2.53485841e-01 -4.86186940e-02 -2.26840662e-01
3.39364951e-02 7.33362551e-02 -3.80273165e-01 -2.56984800e-01
-1.56463489e-01]]
Progress: 1.4% ... Training loss: 0.710 ... Validation loss: 1.270[[-0.18439157]
[ 0.30022403]
[ 0.01013519]
[ 0.35840017]
[ 0.29037244]
[-0.06810654]
[-0.42139987]
[-0.43860929]
[-0.39840541]
[-0.49476007]
[ 0.39773633]
[ 0.77323378]
[-0.46942963]]
[[ -5.07980568e-01 -6.59373946e-01 -5.74223011e-01 -4.59942466e-01
-4.66825869e-01 -5.71561093e-01 -6.48086924e-01 -6.33930332e-01
-7.49469634e-01 -7.06408970e-01 -4.96595376e-01 -3.26588107e-01
-7.74847391e-01]
[ 2.46410494e-03 -1.37886971e-01 5.05781980e-02 -1.19879807e-02
-4.25057413e-02 5.87128715e-02 -1.29435897e-01 2.17928324e-01
-1.26810169e-01 -1.74091406e-01 -3.20381817e-02 1.64232349e-02
7.05234435e-02]
[ -2.44782756e-01 2.07031305e-01 -4.31029533e-02 1.82712702e-01
1.84299203e-01 -1.16823433e-01 -3.09760026e-01 -4.63482347e-01
-2.47725517e-01 -4.67305282e-01 2.47009244e-01 6.27244423e-01
-3.74775194e-01]
[ 2.16110588e-01 -3.40370321e-01 -2.38329749e-01 -1.30524786e-01
-3.99436434e-01 2.64283638e-04 2.05576401e-01 9.16134107e-02
3.49324921e-01 6.75275609e-02 -2.82602144e-01 -7.09343647e-01
2.24430631e-01]
[ 8.14737724e-02 1.10140688e-01 8.36149910e-02 1.91345460e-01
3.89638172e-02 6.92871138e-02 -5.61104503e-02 -3.46689443e-02
-1.00967684e-02 1.53918516e-03 2.61751727e-01 2.65929130e-01
1.23851079e-01]
[ -4.67718150e-01 -5.58522947e-01 -6.05011535e-01 -5.37572105e-01
-5.61467499e-01 -5.59857098e-01 -2.51446908e-01 -2.03914173e-01
-3.46764088e-01 -2.72015334e-01 -3.74697066e-01 -4.76289246e-01
-2.33232714e-01]
[ -4.21991974e-01 -5.81363722e-01 -3.23958809e-01 -3.73401270e-01
-4.16470600e-01 -5.57589238e-01 -5.61495521e-01 -6.00080664e-01
-3.90410315e-01 -3.70029539e-01 -5.24588295e-01 -3.12762758e-01
-4.40193742e-01]
[ -3.48219931e-01 -3.08832095e-01 -4.58491620e-01 -2.38038268e-01
-2.58826935e-01 -4.20013777e-01 -3.87119487e-01 -3.37091683e-01
-4.39861115e-01 -5.72442821e-01 -2.36262069e-01 -2.21413081e-01
-4.98024265e-01]
[ -4.39298597e-01 -4.18673387e-01 -3.70063156e-01 -2.33374727e-01
-3.99972038e-01 -1.98959317e-01 -1.09622760e-01 -3.76057236e-01
-2.54382591e-01 -3.94410358e-01 -2.43876869e-01 -3.25977274e-01
-2.19016533e-01]
[ -9.58472030e-01 -9.55456144e-01 -9.63702351e-01 -9.16414593e-01
-1.03331299e+00 -9.76379832e-01 -8.66975416e-01 -9.05425146e-01
-9.38526080e-01 -7.84852599e-01 -1.03097357e+00 -8.56594503e-01
-7.60247555e-01]
[ -4.73043334e-01 -2.87734658e-01 -4.57336851e-01 -3.56640625e-01
-3.81865807e-01 -3.46202044e-01 -4.87905262e-01 -5.26785314e-01
-5.48975779e-01 -1.24028249e-01 -4.52240475e-01 -6.02229918e-01
-4.07961544e-01]
[ -1.24356050e-01 7.33691506e-02 -3.42259850e-01 -2.66944778e-01
-5.13159172e-02 -7.04938667e-02 -2.10305526e-01 -3.25342938e-01
-2.02342151e-01 6.05912658e-02 -1.79487468e-01 -4.83001462e-02
-3.39090650e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.55509331e-01 -9.97570530e-02 1.63815589e-01 -2.27888710e-01
-1.19762924e-01 1.15002088e-01 -1.20925579e-01 -1.46300909e-02
-7.06023199e-02 4.96064562e-02 -9.30429631e-02 -1.64490820e-01
7.02317745e-02]
[ -7.42443760e-02 -2.52244228e-01 -1.77323614e-01 -2.75188403e-01
-4.73479218e-01 -8.31401441e-02 -4.16759152e-03 1.04474915e-02
-1.28876894e-02 2.65171757e-02 -1.45100192e-01 -1.30578590e-01
-2.11223479e-01]
[ -6.53739893e-02 1.33273672e-03 -2.43326415e-01 -2.60095374e-01
1.35899198e-01 -1.61752717e-01 -1.43128788e-01 3.87152482e-02
4.46740605e-02 -1.91262942e-02 -1.88529781e-01 -6.97081287e-02
6.59105651e-02]
[ 2.18308608e-02 -1.47690830e-01 -1.55675962e-01 -2.28747668e-02
-1.08717186e-01 -1.08028271e-01 2.02931442e-02 -2.33245945e-01
-8.49868231e-02 -1.25645567e-01 3.15893056e-03 -1.11404201e-01
-4.38569708e-02]
[ -2.82413911e-01 -1.62501054e-01 -6.86216575e-02 -1.19602886e-01
-3.24228285e-01 -2.70247231e-01 -3.79185372e-01 3.96930409e-02
-3.09601365e-01 -2.30067272e-01 1.25356699e-01 -4.46226062e-02
2.49867404e-01]
[ -2.29057701e-01 -1.07876049e-01 -8.15753865e-02 -4.15812175e-02
-5.35701231e-02 -1.17336877e-01 -1.48597286e-01 -3.07075196e-02
-1.92625051e-01 -7.05834276e-02 5.59767274e-02 8.07033648e-03
-1.24332125e-01]
[ -1.77486477e-01 2.19579164e-02 -2.31101235e-01 -2.47602510e-01
-6.22514081e-02 -2.05456529e-01 -3.48186419e-01 -2.16883498e-01
6.48621522e-02 -2.92410758e-01 -1.65638898e-01 1.22512635e-01
-3.15630087e-01]
[ -3.70916773e-01 -8.63907280e-02 -1.39079758e-01 -2.30850647e-01
-6.75120501e-02 -3.12165892e-01 4.28121120e-02 -7.46312673e-02
-1.29132568e-01 7.64287846e-02 -9.90215989e-02 -1.75477497e-01
-1.79160583e-01]
[ -1.61203379e-01 -2.01996777e-01 -4.20514883e-02 -2.02015952e-01
-1.80692526e-01 -2.87554426e-01 -1.22957096e-01 -1.00757547e-01
-3.18090327e-01 2.95617365e-02 6.97945578e-02 -1.72573759e-01
-2.98851676e-01]
[ -1.23803957e-01 -2.17281201e-01 -1.07620928e-01 -3.32013584e-01
5.16348105e-02 -1.10648039e-02 -1.89099488e-01 -1.07461271e-01
1.17571467e-01 -6.69328068e-02 -2.53250426e-01 -3.84545744e-01
-3.07063506e-01]
[ -3.33797499e-02 -4.74121962e-02 -1.44464451e-01 -6.40476919e-02
-2.38171162e-01 6.64560180e-02 -4.70970964e-02 -6.74848384e-03
-1.92958426e-01 -3.10165044e-02 -8.59317694e-02 -3.40952012e-01
-1.11114911e-01]
[ -6.55426278e-02 2.68964912e-02 -1.28047777e-01 -3.00037293e-01
1.16404252e-01 2.34037443e-02 -2.14965647e-01 -1.71913070e-01
1.29358852e-01 -6.14247049e-02 -2.52806903e-01 -1.67583879e-01
-2.52573196e-01]
[ 5.85026961e-02 -2.65563782e-01 -8.91674712e-02 -3.21853232e-01
-1.65401758e-01 -9.25189160e-02 -7.14076193e-02 -4.87500887e-02
-1.15379251e-01 1.16079583e-01 -3.44331188e-01 -9.78817766e-02
8.59938225e-02]
[ -2.39751501e-01 -2.00773276e-01 -1.35306261e-01 -1.63078571e-01
-2.48162118e-01 -9.67354061e-02 3.69853436e-02 -1.14003141e-01
1.41293109e-01 -1.11584914e-01 -2.06127935e-01 -2.98142416e-01
2.34478984e-01]
[ -3.80140977e-02 -1.25075349e-01 1.18705977e-02 -1.26720633e-01
-9.67761047e-02 1.61466717e-01 -1.78111362e-02 2.09011601e-02
-1.89756263e-01 9.25014483e-03 6.10262175e-02 -2.03574309e-01
1.99918149e-01]
[ -2.60958442e-02 2.87434524e-02 -1.33452354e-01 7.16902108e-02
-1.01720347e-01 -5.16073725e-02 4.59831773e-02 -7.20142790e-02
4.59461735e-02 1.04527820e-01 -2.39299288e-01 -4.06551800e-02
1.92289482e-01]
[ -1.14723062e-01 -2.12468703e-01 4.80654344e-02 -1.98309927e-01
-6.52051662e-02 1.10058238e-01 1.00145556e-01 -1.08451812e-01
-2.47686469e-01 -7.38359444e-02 -3.38406183e-01 -8.84965715e-02
2.79770137e-01]
[ 8.76692808e-02 -8.08471765e-03 2.95229524e-03 2.35335263e-02
5.05977306e-03 -2.22657982e-02 -6.04455046e-03 6.81918287e-02
1.55197108e-01 -5.94820888e-03 -3.22356539e-01 5.52733431e-02
9.34789655e-03]
[ -2.68059967e-02 -8.03622421e-02 9.24991199e-03 1.31864643e-01
-3.40534554e-02 -2.85702412e-01 -9.89833133e-02 1.18716860e-01
-1.35652891e-01 -8.11798562e-02 -9.56431146e-02 -2.02238505e-01
-1.31104886e-02]
[ 9.85812960e-02 9.20821113e-02 4.05921504e-03 -1.68378623e-02
-1.13518012e-01 -5.51061067e-02 -1.02545553e-01 -1.14769178e-01
-1.99203457e-01 -7.97540663e-02 -2.40412512e-01 6.10986826e-02
4.69683938e-02]
[ 9.98417623e-02 -1.79470640e-01 1.61268394e-01 -8.43059717e-02
1.20173070e-01 2.05609707e-02 -1.44060719e-01 -1.08793695e-01
1.67774047e-01 -2.80182807e-01 -1.25670062e-01 9.75647992e-02
3.60825049e-02]
[ 4.53689505e-02 7.55587987e-02 -2.09273734e-01 1.64020466e-02
2.32044808e-02 1.60591088e-03 -1.16453291e-01 -2.89461607e-01
-2.58541888e-01 -1.30040967e-01 -5.86187727e-02 -2.99268691e-02
-1.22952091e-01]
[ -5.59232517e-02 -1.99634926e-01 6.51966661e-02 1.31662549e-01
-1.13423801e-01 -1.34567469e-01 4.17444809e-02 7.83589878e-04
8.56861696e-02 -3.48757134e-01 -2.47296734e-01 -1.28899248e-01
1.55314272e-02]
[ 1.83602672e-02 -2.63337243e-01 6.37781761e-02 -1.93311480e-01
-1.79312482e-01 -2.30812028e-01 -2.44920572e-01 9.48612590e-02
1.00122908e-02 1.73777780e-01 -1.19792981e-01 7.53972891e-02
-4.16357779e-02]
[ 1.87792679e-01 2.40342989e-02 -9.75519786e-02 -2.27308977e-01
-8.19093784e-02 -9.92165333e-02 -1.26089600e-01 1.49705193e-01
-1.42460289e-01 -1.21935302e-01 -2.17246217e-01 -1.49124435e-01
-8.28800866e-03]
[ -1.64670207e-01 -1.95984789e-01 -1.02930703e-01 -1.91916260e-01
-6.57487870e-02 2.85029505e-02 -1.45695480e-01 -8.62341704e-02
-1.06405303e-01 1.07332753e-01 -2.30353044e-01 -1.66094725e-01
-1.65438316e-01]
[ -3.05650261e-02 -2.09200147e-01 -1.53124631e-01 -1.72053733e-01
-4.53992397e-02 4.46535932e-02 -5.69745638e-03 6.07141871e-02
-1.99387785e-01 -1.87619626e-01 -3.10059791e-02 -1.89423208e-01
-5.99113638e-03]
[ 1.20154270e-01 5.82994740e-02 1.40935131e-03 -1.59312282e-01
-3.36433095e-01 8.25145688e-03 -9.17747344e-02 -1.56563758e-01
-2.79401627e-01 1.69823053e-01 -1.38824002e-01 -2.53041287e-01
4.45813168e-02]
[ -5.07979618e-02 -4.04139263e-02 -2.78871313e-01 -5.69791196e-02
3.10919970e-02 1.60473707e-01 -1.70557806e-01 -9.69733678e-02
-1.40111077e-03 3.22645367e-02 5.89085945e-02 1.36422372e-01
7.46729485e-02]
[ 1.47892861e-01 1.85504970e-01 -1.86486695e-01 2.52924625e-01
-5.03393096e-02 1.06176114e-02 -2.82887567e-02 -1.80303618e-01
-7.30300444e-02 -2.00449536e-01 1.56175635e-01 1.94598798e-02
-1.95745302e-01]
[ 3.15680241e-03 5.12340832e-02 6.41333527e-02 -9.97063560e-02
-1.33964838e-01 -6.05445723e-02 -5.65094873e-02 -1.54914990e-01
-9.42967239e-02 -5.11156784e-02 -5.67174906e-04 1.21129114e-01
-1.30253423e-01]
[ -3.39214579e-02 -1.60792417e-01 -1.55441612e-01 1.56845516e-01
-2.10341415e-01 2.39602804e-01 -1.55752888e-03 -1.88824739e-01
-1.72686690e-01 -4.43480888e-01 1.99205843e-02 -5.50701140e-02
-1.17358953e-01]
[ 8.80452499e-02 -3.89389078e-01 -4.98748848e-02 -6.83644695e-02
-1.20636706e-01 2.03323078e-01 1.35179093e-01 2.09136034e-01
-1.08383481e-01 -9.64845735e-03 -1.11052336e-01 1.39996375e-01
-9.32546235e-02]
[ 2.02770607e-01 -2.83726734e-01 -1.23066758e-01 -8.44701992e-02
-1.98572927e-01 1.21899415e-01 3.43817358e-02 -1.59858440e-01
-2.26942086e-02 -1.30143988e-01 -1.17694064e-01 -1.70608579e-01
-6.04467274e-02]
[ -1.41838850e-01 -5.81749852e-02 3.60206536e-02 -2.19615517e-01
-3.25167890e-02 -1.43022327e-01 2.73884648e-02 -5.94992058e-02
-8.80336802e-02 -5.62298354e-02 -2.53671645e-01 -2.43459567e-01
-7.06176880e-02]
[ -1.59058310e-01 -7.42521997e-02 -7.98264585e-02 -1.29800100e-01
-2.90725472e-01 -2.91130361e-01 1.43557950e-04 -6.72490395e-02
-1.01132408e-01 -8.67868597e-02 -2.95419736e-02 -1.68413488e-01
-2.56020249e-01]
[ -1.78733855e-01 -2.11532664e-01 -2.99012041e-01 -2.51489028e-01
-2.59812993e-01 -2.08536147e-01 -3.83550075e-01 8.32348950e-02
-9.69994472e-02 -3.27427865e-01 -2.59578038e-01 -1.75891244e-01
-2.70928222e-01]
[ -1.07982331e-01 1.19468520e-01 2.42055176e-02 -3.72899112e-02
-2.12772379e-01 -1.67881124e-01 -1.12017591e-01 -6.70487123e-02
-9.83451206e-02 -2.72586031e-01 -1.92204045e-01 -1.87086776e-01
-2.25282880e-01]
[ -3.47206719e-01 -1.31835009e-01 -2.69177483e-01 6.38999125e-02
-2.06047637e-01 -2.26031471e-01 -7.50649285e-02 -1.89735280e-01
4.07380219e-02 -1.28404827e-01 6.06990334e-04 -3.66127955e-01
-9.86954292e-02]
[ -1.19475355e-01 -3.87319703e-02 -2.55520558e-01 -3.84632551e-02
-2.17031866e-01 -2.75917989e-01 -3.89784390e-01 -1.06156947e-01
8.48714834e-03 -3.33829798e-01 -3.04316243e-01 -4.15842944e-01
-1.30930024e-01]
[ -2.08051553e-01 -5.44413589e-01 -3.30132996e-01 -4.25120839e-01
-3.39556331e-01 -2.24730973e-01 -1.28490118e-02 -3.47515008e-01
1.06935260e-01 -3.01092854e-01 -2.75466296e-01 -1.30555150e-01
-1.64141361e-01]
[ -2.15614569e-01 -2.91289736e-01 -3.14697491e-01 -1.46187542e-01
-8.93943975e-02 -1.47327614e-01 -1.76066146e-01 -1.06881181e-01
-2.53784776e-01 -5.79241649e-01 -2.43533607e-01 -1.10951252e-02
-1.33063080e-01]
[ -1.12609589e-01 -7.01925256e-04 -2.35865587e-01 -3.87223187e-01
-2.58676095e-01 -2.53586110e-01 -4.89540570e-02 -2.27386597e-01
3.35816519e-02 7.23292382e-02 -3.79108738e-01 -2.51142043e-01
-1.56830061e-01]]
Progress: 1.4% ... Training loss: 0.707 ... Validation loss: 1.280[[-0.20853055]
[ 0.27124223]
[-0.01405838]
[ 0.32801642]
[ 0.26490751]
[-0.09283234]
[-0.44961069]
[-0.46648622]
[-0.42827844]
[-0.52409926]
[ 0.37367829]
[ 0.75085821]
[-0.50300995]]
[[ -5.07541037e-01 -6.59672627e-01 -5.74241782e-01 -4.60764056e-01
-4.67340828e-01 -5.71371778e-01 -6.46577419e-01 -6.32650201e-01
-7.47792548e-01 -7.04886213e-01 -4.96645641e-01 -3.24206329e-01
-7.73115582e-01]
[ 2.84693202e-03 -1.38442431e-01 5.05547157e-02 -1.26804141e-02
-4.29459247e-02 5.88580557e-02 -1.28591534e-01 2.19111118e-01
-1.26042826e-01 -1.73133848e-01 -3.26447779e-02 1.50844328e-02
7.18406326e-02]
[ -2.43645068e-01 2.02435866e-01 -4.31805396e-02 1.77489320e-01
1.80593788e-01 -1.16403359e-01 -3.07473082e-01 -4.61505251e-01
-2.44444763e-01 -4.65147993e-01 2.41416526e-01 6.17705587e-01
-3.73044963e-01]
[ 2.18389752e-01 -3.43141121e-01 -2.38403249e-01 -1.35230108e-01
-4.01618309e-01 9.83811830e-04 2.11386912e-01 9.61379425e-02
3.54620398e-01 7.40256639e-02 -2.87731677e-01 -7.17770461e-01
2.29702769e-01]
[ 8.01696288e-02 1.13336305e-01 8.36865929e-02 1.94901269e-01
4.12319734e-02 6.89027568e-02 -5.96209059e-02 -3.75817275e-02
-1.36612086e-02 -2.23638589e-03 2.65700922e-01 2.78202300e-01
1.21349571e-01]
[ -4.68301121e-01 -5.57531852e-01 -6.04992545e-01 -5.36089069e-01
-5.60620336e-01 -5.60035345e-01 -2.52771706e-01 -2.04896490e-01
-3.47755884e-01 -2.73325724e-01 -3.72646995e-01 -4.71479954e-01
-2.34127434e-01]
[ -4.20517257e-01 -5.83336905e-01 -3.24042360e-01 -3.76416886e-01
-4.18241317e-01 -5.57037562e-01 -5.57639916e-01 -5.96566220e-01
-3.86743491e-01 -3.64779046e-01 -5.27532620e-01 -3.16583153e-01
-4.34938955e-01]
[ -3.46063773e-01 -3.13809212e-01 -4.58608310e-01 -2.43817097e-01
-2.63331915e-01 -4.19225369e-01 -3.81784204e-01 -3.31475043e-01
-4.34512233e-01 -5.66774479e-01 -2.42140034e-01 -2.34380510e-01
-4.92654296e-01]
[ -4.38835557e-01 -4.19136525e-01 -3.70079552e-01 -2.34177129e-01
-4.00338960e-01 -1.98779320e-01 -1.08316580e-01 -3.74685196e-01
-2.53165058e-01 -3.92845286e-01 -2.44357490e-01 -3.25954439e-01
-2.17258948e-01]
[ -9.57550822e-01 -9.57667159e-01 -9.63771460e-01 -9.18442861e-01
-1.03534678e+00 -9.75950745e-01 -8.63417223e-01 -9.01488079e-01
-9.34754552e-01 -7.80854035e-01 -1.03218669e+00 -8.57941539e-01
-7.55602983e-01]
[ -4.71492946e-01 -2.90663707e-01 -4.57426860e-01 -3.60890857e-01
-3.84444671e-01 -3.45628475e-01 -4.84271347e-01 -5.23305108e-01
-5.45756285e-01 -1.19468790e-01 -4.56306855e-01 -6.09499054e-01
-4.03568851e-01]
[ -1.23316703e-01 7.20868724e-02 -3.42298379e-01 -2.68780088e-01
-5.24987293e-02 -7.01546887e-02 -2.08325363e-01 -3.23239406e-01
-2.00091730e-01 6.32067590e-02 -1.81460815e-01 -5.16396693e-02
-3.36640293e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.55471384e-01 -9.97559673e-02 1.63809916e-01 -2.27733128e-01
-1.19708559e-01 1.15010449e-01 -1.20728238e-01 -1.40664589e-02
-7.04691860e-02 4.99767889e-02 -9.27901845e-02 -1.64222155e-01
7.07746247e-02]
[ -7.45927702e-02 -2.51635534e-01 -1.77307899e-01 -2.74125566e-01
-4.73038313e-01 -8.32610208e-02 -4.96745466e-03 9.69940579e-03
-1.34632123e-02 2.56246528e-02 -1.43626072e-01 -1.27240167e-01
-2.12089629e-01]
[ -6.58259352e-02 1.76709832e-03 -2.43316001e-01 -2.59757357e-01
1.36251024e-01 -1.61849330e-01 -1.44039276e-01 3.76404864e-02
4.36649628e-02 -2.01122861e-02 -1.88257536e-01 -6.92151714e-02
6.51360886e-02]
[ 2.28424868e-02 -1.48660937e-01 -1.55717965e-01 -2.44313660e-02
-1.09695744e-01 -1.07738416e-01 2.24817742e-02 -2.31483652e-01
-8.28877971e-02 -1.23019628e-01 1.87722406e-03 -1.13792293e-01
-4.13882563e-02]
[ -2.81522098e-01 -1.63974083e-01 -6.86725664e-02 -1.21660089e-01
-3.25341557e-01 -2.69944071e-01 -3.77436078e-01 4.19326121e-02
-3.07432641e-01 -2.27274973e-01 1.23292395e-01 -4.86655710e-02
2.53005032e-01]
[ -2.29192674e-01 -1.07820168e-01 -8.15770125e-02 -4.14389003e-02
-5.36019256e-02 -1.17281841e-01 -1.48206306e-01 -3.04062550e-02
-1.92471021e-01 -7.01865627e-02 5.59867000e-02 1.04498006e-02
-1.24117130e-01]
[ -1.76743243e-01 1.93300665e-02 -2.31153485e-01 -2.50247017e-01
-6.46179475e-02 -2.05168790e-01 -3.46549985e-01 -2.15019105e-01
6.65860535e-02 -2.91021718e-01 -1.68680274e-01 1.13682029e-01
-3.14129363e-01]
[ -3.70160112e-01 -8.76339495e-02 -1.39112719e-01 -2.32451899e-01
-6.85753275e-02 -3.11903798e-01 4.49797634e-02 -7.25301165e-02
-1.26928566e-01 7.89781542e-02 -1.00149121e-01 -1.76779425e-01
-1.76857485e-01]
[ -1.60807655e-01 -2.02388873e-01 -4.20622814e-02 -2.02812795e-01
-1.81110099e-01 -2.87446382e-01 -1.22109780e-01 -1.00033180e-01
-3.17285594e-01 3.04853879e-02 6.89841061e-02 -1.73174471e-01
-2.97957066e-01]
[ -1.23689157e-01 -2.17372267e-01 -1.07626529e-01 -3.32208526e-01
5.15592696e-02 -1.10163436e-02 -1.88672352e-01 -1.07071093e-01
1.18002801e-01 -6.64510313e-02 -2.53371334e-01 -3.84492634e-01
-3.06544920e-01]
[ -3.30433520e-02 -4.79574565e-02 -1.44480276e-01 -6.47961222e-02
-2.38598192e-01 6.65980952e-02 -4.62193395e-02 -5.83454439e-03
-1.92252580e-01 -2.99965615e-02 -8.65763899e-02 -3.42087997e-01
-1.10014336e-01]
[ -6.53845769e-02 2.67167561e-02 -1.28053911e-01 -3.00250079e-01
1.16235292e-01 2.34582407e-02 -2.14565565e-01 -1.71430205e-01
1.29760188e-01 -6.09218877e-02 -2.52977971e-01 -1.67771906e-01
-2.52126731e-01]
[ 5.91801845e-02 -2.66513568e-01 -8.91950995e-02 -3.23069508e-01
-1.66399622e-01 -9.23207531e-02 -6.99926675e-02 -4.74300911e-02
-1.13768381e-01 1.17709177e-01 -3.45524090e-01 -1.01498519e-01
8.75233356e-02]
[ -2.39102538e-01 -2.01780405e-01 -1.35339890e-01 -1.64522724e-01
-2.49089416e-01 -9.64989895e-02 3.90207162e-02 -1.12098536e-01
1.43493131e-01 -1.09482867e-01 -2.07593144e-01 -3.00864972e-01
2.37018382e-01]
[ -3.70219526e-02 -1.27122658e-01 1.18140915e-02 -1.29321421e-01
-9.87451915e-02 1.61881531e-01 -1.52817061e-02 2.34815794e-02
-1.87394286e-01 1.20564760e-02 5.82401896e-02 -2.08811195e-01
2.02692459e-01]
[ -2.55425175e-02 2.79291302e-02 -1.33477707e-01 7.04771228e-02
-1.02386313e-01 -5.14007953e-02 4.72168729e-02 -7.05449726e-02
4.71077094e-02 1.06140908e-01 -2.40308043e-01 -4.28120009e-02
1.94131865e-01]
[ -1.13665434e-01 -2.13923882e-01 4.80012514e-02 -2.00381349e-01
-6.68275917e-02 1.10475722e-01 1.03043511e-01 -1.05799461e-01
-2.45389913e-01 -7.01967454e-02 -3.40313911e-01 -9.35838205e-02
2.83882533e-01]
[ 8.82499115e-02 -9.23966854e-03 2.92322198e-03 2.20181258e-02
3.98850358e-03 -2.20754076e-02 -4.72020821e-03 6.95544156e-02
1.56663649e-01 -4.41877886e-03 -3.23645780e-01 5.25548137e-02
1.06812760e-02]
[ -2.64622658e-02 -8.07820837e-02 9.23672109e-03 1.31181118e-01
-3.45034910e-02 -2.85610358e-01 -9.82367435e-02 1.19636909e-01
-1.34778869e-01 -8.03884818e-02 -9.61543815e-02 -2.03468612e-01
-1.22888718e-02]
[ 9.84558258e-02 9.21986005e-02 4.06220278e-03 -1.64825500e-02
-1.13383794e-01 -5.51252488e-02 -1.02639695e-01 -1.14843701e-01
-1.99389318e-01 -7.99135953e-02 -2.40210301e-01 6.18770126e-02
4.67324329e-02]
[ 9.90570455e-02 -1.78524994e-01 1.61302830e-01 -8.29503028e-02
1.21239348e-01 2.03323881e-02 -1.45388433e-01 -1.10482931e-01
1.65806706e-01 -2.81621676e-01 -1.24639599e-01 9.98970045e-02
3.38616011e-02]
[ 4.51727152e-02 7.59401628e-02 -2.09265166e-01 1.69538955e-02
2.36258364e-02 1.53522934e-03 -1.16897556e-01 -2.89909112e-01
-2.58927381e-01 -1.30611893e-01 -5.80158234e-02 -2.85183174e-02
-1.23490285e-01]
[ -5.57873407e-02 -1.99947052e-01 6.51872490e-02 1.31271917e-01
-1.13725066e-01 -1.34509193e-01 4.20863407e-02 1.14721403e-03
8.60356980e-02 -3.48416874e-01 -2.47677890e-01 -1.29634116e-01
1.58937177e-02]
[ 1.84927634e-02 -2.63805748e-01 6.37639581e-02 -1.93841839e-01
-1.79697551e-01 -2.30756380e-01 -2.44603413e-01 9.51912847e-02
1.03887496e-02 1.74254012e-01 -1.20412464e-01 7.45505378e-02
-4.11500855e-02]
[ 1.87631666e-01 2.42676841e-02 -9.75411432e-02 -2.27029951e-01
-8.16828605e-02 -9.92579619e-02 -1.26257686e-01 1.49468733e-01
-1.42561692e-01 -1.22403986e-01 -2.16894143e-01 -1.46968306e-01
-8.60166448e-03]
[ -1.64674988e-01 -1.95968975e-01 -1.02930231e-01 -1.91898000e-01
-6.57253518e-02 2.84999406e-02 -1.45713245e-01 -8.62464801e-02
-1.06420739e-01 1.07315223e-01 -2.30327921e-01 -1.66002900e-01
-1.65450232e-01]
[ -3.02265984e-02 -2.10128671e-01 -1.53143992e-01 -1.73185042e-01
-4.62623091e-02 4.47967576e-02 -4.93524513e-03 6.14372002e-02
-1.98628902e-01 -1.86841549e-01 -3.23919094e-02 -1.91512147e-01
-5.19529557e-03]
[ 1.20016453e-01 5.87616340e-02 1.41995764e-03 -1.58971406e-01
-3.36052961e-01 8.20026001e-03 -9.20157639e-02 -1.57044646e-01
-2.79579016e-01 1.69310302e-01 -1.38295171e-01 -2.51015831e-01
4.41798272e-02]
[ -5.06763944e-02 -4.04638502e-02 -2.78871223e-01 -5.69886242e-02
3.10480573e-02 1.60512243e-01 -1.70289240e-01 -9.66187308e-02
-1.11300670e-03 3.26070616e-02 5.88818804e-02 1.36363872e-01
7.51107826e-02]
[ 1.47321676e-01 1.86897119e-01 -1.86453182e-01 2.54834623e-01
-4.90703042e-02 1.03912852e-02 -2.98001473e-02 -1.81556853e-01
-7.40891187e-02 -2.02047377e-01 1.58703625e-01 2.51648273e-02
-1.97050680e-01]
[ 2.17717514e-03 5.27918659e-02 6.41791865e-02 -9.78911017e-02
-1.32505313e-01 -6.08703672e-02 -5.90435548e-02 -1.57187572e-01
-9.66967633e-02 -5.36010628e-02 1.66764405e-03 1.26608448e-01
-1.32670509e-01]
[ -3.40639939e-02 -1.60549856e-01 -1.55434021e-01 1.57316538e-01
-2.10110637e-01 2.39529682e-01 -2.01545022e-03 -1.89209799e-01
-1.73037761e-01 -4.43813754e-01 2.04113797e-02 -5.41453152e-02
-1.17878874e-01]
[ 8.81296294e-02 -3.89430017e-01 -4.98784300e-02 -6.84842296e-02
-1.20706155e-01 2.03354140e-01 1.35352788e-01 2.09336114e-01
-1.08221998e-01 -9.42599692e-03 -1.11160313e-01 1.39835683e-01
-9.29838187e-02]
[ 2.02912606e-01 -2.83962388e-01 -1.23071402e-01 -8.46738533e-02
-1.98745731e-01 1.21936699e-01 3.45809019e-02 -1.59494553e-01
-2.24264899e-02 -1.29708622e-01 -1.17968035e-01 -1.70988408e-01
-6.00453591e-02]
[ -1.41664224e-01 -5.84529284e-02 3.60112326e-02 -2.19886709e-01
-3.27397929e-02 -1.42966676e-01 2.77832131e-02 -5.89437139e-02
-8.76134782e-02 -5.56516608e-02 -2.53945203e-01 -2.43989937e-01
-7.01179728e-02]
[ -1.58427305e-01 -7.58597592e-02 -7.98688699e-02 -1.31610119e-01
-2.91969632e-01 -2.90924762e-01 1.47248662e-03 -6.59765072e-02
-9.98417576e-02 -8.53131220e-02 -3.15601501e-02 -1.73701917e-01
-2.54774665e-01]
[ -1.77762670e-01 -2.12384364e-01 -2.99043339e-01 -2.52930619e-01
-2.60659210e-01 -2.08238979e-01 -3.81725359e-01 8.57064868e-02
-9.47540774e-02 -3.25106252e-01 -2.60575859e-01 -1.76550538e-01
-2.68289569e-01]
[ -1.06808596e-01 1.16869601e-01 2.41230296e-02 -4.02960160e-02
-2.14872782e-01 -1.67461845e-01 -1.09273001e-01 -6.40797793e-02
-9.58085008e-02 -2.69568527e-01 -1.95222398e-01 -1.94487086e-01
-2.22158862e-01]
[ -3.46037316e-01 -1.34459788e-01 -2.69251520e-01 6.02313426e-02
-2.08872609e-01 -2.25558391e-01 -7.19547353e-02 -1.87165940e-01
4.39058847e-02 -1.24977286e-01 -3.15531711e-03 -3.72640080e-01
-9.50579478e-02]
[ -1.19122278e-01 -3.96984098e-02 -2.55539639e-01 -3.94304458e-02
-2.17707915e-01 -2.75758932e-01 -3.88527358e-01 -1.04816235e-01
9.56781057e-03 -3.32366424e-01 -3.05414549e-01 -4.17654060e-01
-1.29595423e-01]
[ -2.08234632e-01 -5.43560581e-01 -3.30117437e-01 -4.24197739e-01
-3.38867363e-01 -2.24846204e-01 -1.33658669e-02 -3.47885012e-01
1.06822950e-01 -3.01601523e-01 -2.73858189e-01 -1.26854463e-01
-1.64102125e-01]
[ -2.15889349e-01 -2.91024874e-01 -3.14688455e-01 -1.45779243e-01
-8.90143003e-02 -1.47366566e-01 -1.76681387e-01 -1.07351764e-01
-2.54568506e-01 -5.79264651e-01 -2.43213641e-01 -1.04530643e-02
-1.33677635e-01]
[ -1.12308186e-01 -1.20030172e-03 -2.35880925e-01 -3.87584942e-01
-2.59092977e-01 -2.53438678e-01 -4.75862216e-02 -2.26375780e-01
3.46886223e-02 7.38043937e-02 -3.79412864e-01 -2.51057642e-01
-1.55501875e-01]]
Progress: 1.4% ... Training loss: 0.712 ... Validation loss: 1.323[[-0.19744026]
[ 0.28827552]
[-0.00444761]
[ 0.34867952]
[ 0.27867668]
[-0.08492103]
[-0.44709916]
[-0.4684243 ]
[-0.42545142]
[-0.52186592]
[ 0.39495786]
[ 0.77566548]
[-0.50706142]]
[[ -5.09921988e-01 -6.55541455e-01 -5.74414572e-01 -4.55453798e-01
-4.63741703e-01 -5.72315518e-01 -6.50155496e-01 -6.35944888e-01
-7.51007490e-01 -7.09899101e-01 -4.90249802e-01 -3.08695658e-01
-7.75964983e-01]
[ 3.15941925e-03 -1.38715236e-01 5.05716791e-02 -1.30378918e-02
-4.31740000e-02 5.89593558e-02 -1.27839530e-01 2.20087338e-01
-1.25328483e-01 -1.72355452e-01 -3.29423096e-02 1.46591183e-02
7.26371911e-02]
[ -2.44454573e-01 2.05918250e-01 -4.32941094e-02 1.82189511e-01
1.83346574e-01 -1.16917572e-01 -3.10070234e-01 -4.63428664e-01
-2.45632091e-01 -4.67748131e-01 2.47979743e-01 6.33677931e-01
-3.75249652e-01]
[ 2.19098410e-01 -3.43825233e-01 -2.38380084e-01 -1.36491698e-01
-4.02407729e-01 1.30099552e-03 2.13876838e-01 9.80936899e-02
3.56741053e-01 7.49352914e-02 -2.88390816e-01 -7.20305048e-01
2.31981375e-01]
[ 7.84135983e-02 1.15040567e-01 8.36359292e-02 1.96756802e-01
4.25752397e-02 6.84003798e-02 -6.28032216e-02 -4.05475808e-02
-1.71558242e-02 -4.91454472e-03 2.67013794e-01 2.81515387e-01
1.18869050e-01]
[ -4.67997663e-01 -5.58014096e-01 -6.04956033e-01 -5.36629722e-01
-5.61140110e-01 -5.59810445e-01 -2.51326077e-01 -2.03206455e-01
-3.46490845e-01 -2.71473201e-01 -3.73355551e-01 -4.72840378e-01
-2.31993264e-01]
[ -4.20928287e-01 -5.83144689e-01 -3.24067005e-01 -3.76037616e-01
-4.17846466e-01 -5.57170447e-01 -5.58184129e-01 -5.96773126e-01
-3.87441965e-01 -3.65702118e-01 -5.27184078e-01 -3.15966574e-01
-4.35134199e-01]
[ -3.47721053e-01 -3.10013847e-01 -4.58745622e-01 -2.38450604e-01
-2.60224300e-01 -4.19970313e-01 -3.84862274e-01 -3.33465518e-01
-4.36882530e-01 -5.69799926e-01 -2.35584855e-01 -2.20069761e-01
-4.94947789e-01]
[ -4.38820082e-01 -4.19060466e-01 -3.70072137e-01 -2.34367792e-01
-4.00235892e-01 -1.98741943e-01 -1.07679767e-01 -3.74191489e-01
-2.52690698e-01 -3.92370439e-01 -2.44611146e-01 -3.26266951e-01
-2.16504295e-01]
[ -9.57387866e-01 -9.56036178e-01 -9.63797595e-01 -9.16114753e-01
-1.03382872e+00 -9.75938642e-01 -8.61983114e-01 -8.98484380e-01
-9.33708583e-01 -7.78438038e-01 -1.02918959e+00 -8.49681484e-01
-7.52458702e-01]
[ -4.74005214e-01 -2.88165790e-01 -4.57544113e-01 -3.57450936e-01
-3.82310311e-01 -3.46492030e-01 -4.88372591e-01 -5.27378739e-01
-5.49365387e-01 -1.24711852e-01 -4.52644763e-01 -6.02915218e-01
-4.07737185e-01]
[ -1.22716767e-01 7.15393705e-02 -3.42273021e-01 -2.69533671e-01
-5.30653837e-02 -6.99187894e-02 -2.07198071e-01 -3.22183112e-01
-1.98857969e-01 6.44126736e-02 -1.82178493e-01 -5.32291686e-02
-3.35216153e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.54971853e-01 -1.00212052e-01 1.63840958e-01 -2.28271687e-01
-1.20116543e-01 1.15236326e-01 -1.19372754e-01 -1.23837825e-02
-6.92423057e-02 5.17979665e-02 -9.34035496e-02 -1.65307655e-01
7.26294216e-02]
[ -7.49156288e-02 -2.51581010e-01 -1.77314420e-01 -2.73987126e-01
-4.73033443e-01 -8.33381763e-02 -5.53636836e-03 9.08052074e-03
-1.39801773e-02 2.50402815e-02 -1.43631283e-01 -1.27260955e-01
-2.12513112e-01]
[ -6.55945858e-02 1.62005813e-03 -2.43302249e-01 -2.60134124e-01
1.35979381e-01 -1.61760745e-01 -1.43347694e-01 3.82608950e-02
4.43214615e-02 -1.94489093e-02 -1.88446168e-01 -6.99867611e-02
6.60749076e-02]
[ 2.16183728e-02 -1.47756407e-01 -1.55784801e-01 -2.28131243e-02
-1.08573008e-01 -1.08144993e-01 2.03325382e-02 -2.33371245e-01
-8.54219991e-02 -1.25850166e-01 3.15178090e-03 -1.11273425e-01
-4.41413798e-02]
[ -2.81183589e-01 -1.64163525e-01 -6.86609260e-02 -1.22060049e-01
-3.25425031e-01 -2.69834675e-01 -3.76815229e-01 4.25573337e-02
-3.06644722e-01 -2.26518130e-01 1.23079734e-01 -4.83990500e-02
2.54270835e-01]
[ -2.29294010e-01 -1.07945901e-01 -8.15731855e-02 -4.16439539e-02
-5.38330213e-02 -1.17270287e-01 -1.48300543e-01 -3.05350946e-02
-1.92867996e-01 -6.99515933e-02 5.56106538e-02 9.37466178e-03
-1.24325792e-01]
[ -1.76170206e-01 1.85823951e-02 -2.31123306e-01 -2.50828216e-01
-6.54237653e-02 -2.04993022e-01 -3.45684019e-01 -2.13502912e-01
6.79958425e-02 -2.90221157e-01 -1.69145226e-01 1.10985410e-01
-3.13151925e-01]
[ -3.70308872e-01 -8.68345072e-02 -1.39138808e-01 -2.31350672e-01
-6.79447819e-02 -3.12030044e-01 4.44143245e-02 -7.28474385e-02
-1.27325480e-01 7.87257931e-02 -9.87712638e-02 -1.73189235e-01
-1.77049777e-01]
[ -1.62231420e-01 -1.99118574e-01 -4.21703740e-02 -1.98676471e-01
-1.78244601e-01 -2.87999486e-01 -1.23793121e-01 -1.01763921e-01
-3.18829521e-01 2.83690522e-02 7.40857393e-02 -1.60487586e-01
-2.99221238e-01]
[ -1.23671394e-01 -2.17360006e-01 -1.07624319e-01 -3.32166985e-01
5.15720670e-02 -1.10213649e-02 -1.88683779e-01 -1.06926651e-01
1.18054867e-01 -6.64446938e-02 -2.53315211e-01 -3.84699693e-01
-3.06384042e-01]
[ -3.29020693e-02 -4.81132538e-02 -1.44468142e-01 -6.51556085e-02
-2.38742536e-01 6.67079730e-02 -4.55062122e-02 -5.22799390e-03
-1.91689122e-01 -2.93578392e-02 -8.69807589e-02 -3.42762595e-01
-1.09194283e-01]
[ -6.57145891e-02 2.70788642e-02 -1.28069187e-01 -2.99810380e-01
1.16628964e-01 2.32897351e-02 -2.15279820e-01 -1.71955455e-01
1.29123187e-01 -6.16814205e-02 -2.52581396e-01 -1.67048686e-01
-2.52902699e-01]
[ 6.00531760e-02 -2.67416470e-01 -8.91510153e-02 -3.24196627e-01
-1.67331194e-01 -9.19899701e-02 -6.80838024e-02 -4.55627149e-02
-1.11904000e-01 1.19691668e-01 -3.46612320e-01 -1.04666579e-01
8.94859595e-02]
[ -2.38724025e-01 -2.02239894e-01 -1.35318049e-01 -1.65056852e-01
-2.49494575e-01 -9.63264022e-02 4.00541446e-02 -1.10907565e-01
1.44695731e-01 -1.08397447e-01 -2.08123629e-01 -3.02102841e-01
2.38366189e-01]
[ -3.67456557e-02 -1.27433105e-01 1.18315808e-02 -1.29824209e-01
-9.89758251e-02 1.62025951e-01 -1.45322350e-02 2.41860020e-02
-1.86731197e-01 1.28512685e-02 5.76978211e-02 -2.09473719e-01
2.03738144e-01]
[ -2.49914232e-02 2.74324409e-02 -1.33451471e-01 6.96578202e-02
-1.02858305e-01 -5.12063699e-02 4.83985324e-02 -6.94537645e-02
4.84160302e-02 1.07517637e-01 -2.40924403e-01 -4.42785598e-02
1.95820652e-01]
[ -1.12518960e-01 -2.14903239e-01 4.80570276e-02 -2.01712986e-01
-6.78264509e-02 1.10982175e-01 1.06060295e-01 -1.03092848e-01
-2.42742918e-01 -6.70165923e-02 -3.41506839e-01 -9.56980581e-02
2.87389402e-01]
[ 8.89530102e-02 -1.01400235e-02 2.96310523e-03 2.08360766e-02
3.09040840e-03 -2.17781850e-02 -3.13973340e-03 7.13512876e-02
1.58468300e-01 -2.71821285e-03 -3.24646814e-01 4.92919168e-02
1.25411162e-02]
[ -2.58313292e-02 -8.17231181e-02 9.27314142e-03 1.29908463e-01
-3.54149996e-02 -2.85401618e-01 -9.72346302e-02 1.21191869e-01
-1.33483705e-01 -7.93110769e-02 -9.73031020e-02 -2.06335799e-01
-1.11567270e-02]
[ 9.80498603e-02 9.24076490e-02 4.04930153e-03 -1.61983250e-02
-1.13231472e-01 -5.52540636e-02 -1.03606975e-01 -1.15756239e-01
-2.00239101e-01 -8.10734071e-02 -2.39949820e-01 6.22094819e-02
4.57789369e-02]
[ 9.70287192e-02 -1.76557513e-01 1.61178719e-01 -7.95902699e-02
1.23541402e-01 1.96445470e-02 -1.48847190e-01 -1.13943281e-01
1.61607997e-01 -2.85225086e-01 -1.21663217e-01 1.06906982e-01
2.95893427e-02]
[ 4.44938916e-02 7.66442898e-02 -2.09294628e-01 1.79256548e-02
2.42359329e-02 1.23299251e-03 -1.18401947e-01 -2.91242514e-01
-2.60280582e-01 -1.32149751e-01 -5.71519480e-02 -2.71611186e-02
-1.25160141e-01]
[ -5.58964224e-02 -1.99882106e-01 6.51831657e-02 1.31187879e-01
-1.13731987e-01 -1.34559024e-01 4.17833406e-02 8.75063636e-04
8.57224207e-02 -3.48862127e-01 -2.47779152e-01 -1.30255641e-01
1.55858120e-02]
[ 1.82735043e-02 -2.63606097e-01 6.37508339e-02 -1.93599729e-01
-1.79451415e-01 -2.30826909e-01 -2.44965715e-01 9.46231835e-02
9.97044904e-03 1.73559709e-01 -1.20100532e-01 7.56255705e-02
-4.16807416e-02]
[ 1.87293312e-01 2.43360776e-02 -9.75443911e-02 -2.26956743e-01
-8.15812897e-02 -9.93414893e-02 -1.26857476e-01 1.48596919e-01
-1.43193774e-01 -1.23295450e-01 -2.16886836e-01 -1.47184636e-01
-9.33791998e-03]
[ -1.64951462e-01 -1.95727825e-01 -1.02941574e-01 -1.91584774e-01
-6.55343097e-02 2.84531155e-02 -1.46085193e-01 -8.62881066e-02
-1.06806257e-01 1.06733752e-01 -2.29850506e-01 -1.64044528e-01
-1.65863413e-01]
[ -3.02574881e-02 -2.10104076e-01 -1.53145223e-01 -1.73151793e-01
-4.62267457e-02 4.47820951e-02 -4.99746724e-03 6.13494054e-02
-1.98694905e-01 -1.86907621e-01 -3.23422728e-02 -1.91375594e-01
-5.31373156e-03]
[ 1.19820589e-01 5.91901132e-02 1.40308702e-03 -1.58505372e-01
-3.35639817e-01 8.08969433e-03 -9.23404451e-02 -1.57378847e-01
-2.79863373e-01 1.68881128e-01 -1.37800262e-01 -2.49837803e-01
4.38319014e-02]
[ -5.10197165e-02 -3.97944256e-02 -2.78895485e-01 -5.61925240e-02
3.17158324e-02 1.60339809e-01 -1.70828216e-01 -9.72658041e-02
-1.75778669e-03 3.16935474e-02 5.97841591e-02 1.38227213e-01
7.43144044e-02]
[ 1.46101053e-01 1.89472559e-01 -1.86532841e-01 2.58101992e-01
-4.70487910e-02 9.90985308e-03 -3.18776855e-02 -1.83385957e-01
-7.58375268e-02 -2.04054834e-01 1.62371717e-01 3.27707083e-02
-1.98628740e-01]
[ 1.96911185e-03 5.36096643e-02 6.41508562e-02 -9.69909916e-02
-1.31865242e-01 -6.09762520e-02 -5.98096583e-02 -1.57726169e-01
-9.72008876e-02 -5.42721441e-02 2.82931645e-03 1.29891433e-01
-1.33111643e-01]
[ -3.46397661e-02 -1.59386440e-01 -1.55474483e-01 1.59094021e-01
-2.09054475e-01 2.39194993e-01 -3.48698413e-03 -1.90405629e-01
-1.74326935e-01 -4.44828265e-01 2.21853253e-02 -4.91586897e-02
-1.18966109e-01]
[ 8.80341007e-02 -3.89222462e-01 -4.98862909e-02 -6.81545876e-02
-1.20462394e-01 2.03290413e-01 1.35081233e-01 2.09284010e-01
-1.08518882e-01 -9.52877890e-03 -1.10789415e-01 1.40685759e-01
-9.31321912e-02]
[ 2.02934128e-01 -2.84128953e-01 -1.23068638e-01 -8.48592120e-02
-1.98866394e-01 1.21941873e-01 3.44836531e-02 -1.59527715e-01
-2.25121621e-02 -1.29752892e-01 -1.18153379e-01 -1.71346139e-01
-6.00280030e-02]
[ -1.41601777e-01 -5.85442103e-02 3.60164150e-02 -2.19996817e-01
-3.28707650e-02 -1.42941765e-01 2.79777841e-02 -5.87109373e-02
-8.74723987e-02 -5.54246250e-02 -2.54065884e-01 -2.44360798e-01
-6.98710450e-02]
[ -1.58093709e-01 -7.63717467e-02 -7.98396264e-02 -1.32261034e-01
-2.92458706e-01 -2.90772031e-01 2.44260376e-03 -6.49574974e-02
-9.90271389e-02 -8.41964323e-02 -3.24100533e-02 -1.75738288e-01
-2.53781468e-01]
[ -1.76995516e-01 -2.13761911e-01 -2.98992380e-01 -2.54534142e-01
-2.61941553e-01 -2.07871754e-01 -3.80113191e-01 8.76012506e-02
-9.25072849e-02 -3.23720689e-01 -2.62070597e-01 -1.81306815e-01
-2.66487424e-01]
[ -1.08240428e-01 1.19329340e-01 2.40230251e-02 -3.69269673e-02
-2.12852227e-01 -1.68031291e-01 -1.11447426e-01 -6.58876123e-02
-9.74807173e-02 -2.71871514e-01 -1.91554964e-01 -1.86199453e-01
-2.23978816e-01]
[ -3.46369245e-01 -1.33235524e-01 -2.69285911e-01 6.19127881e-02
-2.07575928e-01 -2.25686325e-01 -7.25768461e-02 -1.87388286e-01
4.30087285e-02 -1.24921049e-01 -1.35512931e-03 -3.67182390e-01
-9.49541898e-02]
[ -1.19592163e-01 -3.88240717e-02 -2.55566144e-01 -3.80578506e-02
-2.16836506e-01 -2.75931141e-01 -3.88938293e-01 -1.04964092e-01
8.88660126e-03 -3.32314109e-01 -3.04017801e-01 -4.14093617e-01
-1.29720041e-01]
[ -2.08254845e-01 -5.43716079e-01 -3.30107552e-01 -4.24323944e-01
-3.38968982e-01 -2.24847638e-01 -1.33427895e-02 -3.47713289e-01
1.06942261e-01 -3.01356230e-01 -2.74035387e-01 -1.27413588e-01
-1.63621189e-01]
[ -2.15347794e-01 -2.91536543e-01 -3.14663067e-01 -1.46777544e-01
-8.97495951e-02 -1.47181242e-01 -1.75371657e-01 -1.06105100e-01
-2.53376710e-01 -5.78433617e-01 -2.44003370e-01 -1.31366215e-02
-1.32331366e-01]
[ -1.13112410e-01 -1.32532152e-04 -2.35924286e-01 -3.86265554e-01
-2.58076604e-01 -2.53735755e-01 -4.88635701e-02 -2.27524534e-01
3.30519311e-02 7.19157882e-02 -3.77874059e-01 -2.47110058e-01
-1.56890324e-01]]
Progress: 1.5% ... Training loss: 0.703 ... Validation loss: 1.300[[-0.17671588]
[ 0.32219473]
[ 0.02071606]
[ 0.38892723]
[ 0.31337742]
[-0.06199976]
[-0.43407807]
[-0.45726781]
[-0.40879863]
[-0.50992325]
[ 0.44176971]
[ 0.86825863]
[-0.49769563]]
[[ -5.13733505e-01 -6.45470824e-01 -5.74539372e-01 -4.42169681e-01
-4.53456234e-01 -5.74283840e-01 -6.57076444e-01 -6.41976130e-01
-7.56934708e-01 -7.17715828e-01 -4.73281260e-01 -2.64675623e-01
-7.82921208e-01]
[ 2.84841972e-03 -1.38055325e-01 5.05649715e-02 -1.21232975e-02
-4.25305376e-02 5.87779900e-02 -1.28447050e-01 2.19506632e-01
-1.26049920e-01 -1.72777231e-01 -3.20442244e-02 1.67287281e-02
7.21497077e-02]
[ -2.47184423e-01 2.13361541e-01 -4.33821404e-02 1.92262741e-01
1.90792012e-01 -1.18233956e-01 -3.14885131e-01 -4.69623432e-01
-2.49098561e-01 -4.74548722e-01 2.59970078e-01 6.66841141e-01
-3.81256233e-01]
[ 2.19929979e-01 -3.51115709e-01 -2.38311841e-01 -1.46068704e-01
-4.09829005e-01 2.04569380e-03 2.14113849e-01 9.81161963e-02
3.56706469e-01 7.62226316e-02 -3.01465072e-01 -7.57140314e-01
2.32368886e-01]
[ 7.85516160e-02 1.18429725e-01 8.36048676e-02 2.02712057e-01
4.66082387e-02 6.81625770e-02 -6.23440177e-02 -3.95453716e-02
-1.66930343e-02 -3.59144131e-03 2.75493815e-01 3.02302356e-01
1.18461785e-01]
[ -4.67970589e-01 -5.58506426e-01 -6.04954546e-01 -5.37154518e-01
-5.61473584e-01 -5.59811128e-01 -2.51016495e-01 -2.02276520e-01
-3.46485496e-01 -2.70733151e-01 -3.73887982e-01 -4.74348851e-01
-2.31230963e-01]
[ -4.22196470e-01 -5.79516429e-01 -3.24119887e-01 -3.70892957e-01
-4.13636618e-01 -5.57863943e-01 -5.59783513e-01 -5.98690764e-01
-3.89555324e-01 -3.68424132e-01 -5.20613347e-01 -2.97526739e-01
-4.38319094e-01]
[ -3.48347519e-01 -3.08623015e-01 -4.58757615e-01 -2.36006334e-01
-2.59006591e-01 -4.20192457e-01 -3.85450559e-01 -3.34391141e-01
-4.36974148e-01 -5.70608125e-01 -2.32669643e-01 -2.12923494e-01
-4.95264519e-01]
[ -4.40171739e-01 -4.15720153e-01 -3.70106852e-01 -2.30690253e-01
-3.97339029e-01 -1.99439530e-01 -1.10237328e-01 -3.76405435e-01
-2.54585778e-01 -3.94783038e-01 -2.39651456e-01 -3.14210527e-01
-2.17740795e-01]
[ -9.58061964e-01 -9.51481612e-01 -9.63846876e-01 -9.09724021e-01
-1.02916050e+00 -9.76474095e-01 -8.61578676e-01 -8.97947232e-01
-9.32600579e-01 -7.78023916e-01 -1.01960215e+00 -8.22130533e-01
-7.51370232e-01]
[ -4.75567347e-01 -2.86277231e-01 -4.57577755e-01 -3.54654201e-01
-3.80309300e-01 -3.47116767e-01 -4.90980234e-01 -5.30297195e-01
-5.52659935e-01 -1.28256040e-01 -4.49970975e-01 -5.97601349e-01
-4.11555650e-01]
[ -1.23699768e-01 7.29633203e-02 -3.42288200e-01 -2.67979465e-01
-5.17436692e-02 -7.03725090e-02 -2.09430513e-01 -3.23929077e-01
-2.00766134e-01 6.23399788e-02 -1.80526515e-01 -4.99599360e-02
-3.36461984e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.54884039e-01 -1.00287747e-01 1.63840130e-01 -2.28360416e-01
-1.20038575e-01 1.15258464e-01 -1.18921097e-01 -1.20657614e-02
-6.89640896e-02 5.23415514e-02 -9.33595967e-02 -1.64712129e-01
7.30586120e-02]
[ -7.52689613e-02 -2.51705704e-01 -1.77316117e-01 -2.74068726e-01
-4.73147095e-01 -8.34510728e-02 -6.40367888e-03 8.70442520e-03
-1.49107865e-02 2.42926972e-02 -1.43928885e-01 -1.28682617e-01
-2.13295993e-01]
[ -6.54322625e-02 1.04135450e-03 -2.43294639e-01 -2.60762126e-01
1.35277326e-01 -1.61674969e-01 -1.43000052e-01 3.89635596e-02
4.46520258e-02 -1.87540969e-02 -1.89317095e-01 -7.27896161e-02
6.69961344e-02]
[ 2.24153941e-02 -1.48134755e-01 -1.55774986e-01 -2.36316917e-02
-1.08762113e-01 -1.07958458e-01 2.19590724e-02 -2.31573355e-01
-8.35763570e-02 -1.24112985e-01 2.86121254e-03 -1.11143623e-01
-4.16909516e-02]
[ -2.82504876e-01 -1.62240536e-01 -6.87010310e-02 -1.18679938e-01
-3.23217892e-01 -2.70342855e-01 -3.78775461e-01 4.03929218e-02
-3.09384109e-01 -2.29241982e-01 1.27118100e-01 -3.81025740e-02
2.50000186e-01]
[ -2.30117033e-01 -1.04314616e-01 -8.16088471e-02 -3.70909624e-02
-5.01517555e-02 -1.17777965e-01 -1.49573938e-01 -3.21503615e-02
-1.94055762e-01 -7.18608742e-02 6.10927886e-02 2.27471095e-02
-1.25929875e-01]
[ -1.75787194e-01 1.78476031e-02 -2.31116811e-01 -2.51580900e-01
-6.60167436e-02 -2.04840024e-01 -3.44771164e-01 -2.12765383e-01
6.91684082e-02 -2.89646758e-01 -1.69878759e-01 1.09447152e-01
-3.12184816e-01]
[ -3.70557787e-01 -8.71455629e-02 -1.39134560e-01 -2.31606784e-01
-6.84297899e-02 -3.12030253e-01 4.42024249e-02 -7.31833108e-02
-1.27649030e-01 7.86305499e-02 -9.95217689e-02 -1.74570361e-01
-1.77267684e-01]
[ -1.63107966e-01 -1.96758807e-01 -4.21991207e-02 -1.95777324e-01
-1.75760732e-01 -2.88446745e-01 -1.25615056e-01 -1.03548143e-01
-3.19599033e-01 2.64269302e-02 7.86412841e-02 -1.46661675e-01
-3.00516422e-01]
[ -1.24729030e-01 -2.15328148e-01 -1.07645122e-01 -3.29768591e-01
5.33021219e-02 -1.15521857e-02 -1.90588287e-01 -1.08698904e-01
1.16092687e-01 -6.83098678e-02 -2.50721923e-01 -3.80001493e-01
-3.07591659e-01]
[ -3.30467419e-02 -4.76951051e-02 -1.44471056e-01 -6.46937415e-02
-2.38552166e-01 6.66501448e-02 -4.57882032e-02 -5.36455159e-03
-1.91990657e-01 -2.94943633e-02 -8.65276323e-02 -3.41890836e-01
-1.09197676e-01]
[ -6.55385799e-02 2.67851792e-02 -1.28064702e-01 -3.00135527e-01
1.16332042e-01 2.33932497e-02 -2.14732885e-01 -1.71454153e-01
1.29616029e-01 -6.10143776e-02 -2.52891468e-01 -1.67560855e-01
-2.52264764e-01]
[ 6.01525993e-02 -2.67480855e-01 -8.91497081e-02 -3.24275660e-01
-1.67391340e-01 -9.19621358e-02 -6.78363732e-02 -4.52016421e-02
-1.11684732e-01 1.20066428e-01 -3.46682436e-01 -1.04826219e-01
8.97634845e-02]
[ -2.38382011e-01 -2.02635989e-01 -1.35312572e-01 -1.65726766e-01
-2.49861843e-01 -9.62130407e-02 4.07523043e-02 -1.10208067e-01
1.45760868e-01 -1.07716974e-01 -2.08642563e-01 -3.03205867e-01
2.39518900e-01]
[ -3.64241689e-02 -1.27984717e-01 1.18408126e-02 -1.30493529e-01
-9.96742780e-02 1.62180045e-01 -1.39007489e-02 2.48995981e-02
-1.86102878e-01 1.37907961e-02 5.67796743e-02 -2.11992073e-01
2.04723940e-01]
[ -2.40910753e-02 2.63053448e-02 -1.33437427e-01 6.80256855e-02
-1.03881266e-01 -5.08506635e-02 5.07693728e-02 -6.71726130e-02
5.07893853e-02 1.09937843e-01 -2.42241233e-01 -4.70625661e-02
1.98699667e-01]
[ -1.11699115e-01 -2.15759634e-01 4.80745017e-02 -2.02895943e-01
-6.88169474e-02 1.11402994e-01 1.08566502e-01 -1.00691964e-01
-2.40695646e-01 -6.43153664e-02 -3.42593317e-01 -9.77758734e-02
2.90542410e-01]
[ 8.93585457e-02 -1.04329823e-02 2.96864524e-03 2.03299488e-02
2.78842806e-03 -2.16622141e-02 -2.27901354e-03 7.21654784e-02
1.59376736e-01 -1.74842944e-03 -3.24954897e-01 4.86606442e-02
1.35310155e-02]
[ -2.53763473e-02 -8.22375958e-02 9.28267490e-03 1.29038342e-01
-3.59965783e-02 -2.85265757e-01 -9.62728862e-02 1.22508192e-01
-1.32629538e-01 -7.79117776e-02 -9.80487380e-02 -2.08091031e-01
-9.86329549e-03]
[ 9.74380048e-02 9.30946407e-02 4.03990862e-03 -1.50654016e-02
-1.12656172e-01 -5.54368150e-02 -1.05045904e-01 -1.16876162e-01
-2.01588183e-01 -8.23802010e-02 -2.39108658e-01 6.41661695e-02
4.41723253e-02]
[ 9.47671575e-02 -1.74512310e-01 1.61129633e-01 -7.60292163e-02
1.25723217e-01 1.88181337e-02 -1.52998104e-01 -1.19053457e-01
1.56459494e-01 -2.90733615e-01 -1.18069771e-01 1.14193439e-01
2.24571526e-02]
[ 4.45047667e-02 7.66779280e-02 -2.09294563e-01 1.79671653e-02
2.42734138e-02 1.23312825e-03 -1.18400273e-01 -2.91170697e-01
-2.60265422e-01 -1.32084953e-01 -5.71258952e-02 -2.70931872e-02
-1.25049008e-01]
[ -5.57829635e-02 -2.00304226e-01 6.51901047e-02 1.30575275e-01
-1.14147125e-01 -1.34487442e-01 4.22852776e-02 1.36685119e-03
8.61090725e-02 -3.48510331e-01 -2.48417404e-01 -1.32020456e-01
1.61563155e-02]
[ 1.84836096e-02 -2.63893972e-01 6.37560440e-02 -1.94002879e-01
-1.79675901e-01 -2.30749644e-01 -2.44553800e-01 9.51037507e-02
1.04638492e-02 1.74266860e-01 -1.20504748e-01 7.49567103e-02
-4.10445825e-02]
[ 1.87237571e-01 2.48265159e-02 -9.75503732e-02 -2.26491561e-01
-8.09557540e-02 -9.93789375e-02 -1.26882911e-01 1.48365390e-01
-1.43275319e-01 -1.23400174e-01 -2.16383642e-01 -1.44383184e-01
-9.35644734e-03]
[ -1.65178290e-01 -1.95531063e-01 -1.02947603e-01 -1.91327316e-01
-6.51185675e-02 2.83440559e-02 -1.46526057e-01 -8.68391808e-02
-1.07145617e-01 1.05717592e-01 -2.29615342e-01 -1.62436303e-01
-1.66309196e-01]
[ -3.07031153e-02 -2.09228704e-01 -1.53159614e-01 -1.72088485e-01
-4.52824157e-02 4.45352456e-02 -6.38212039e-03 6.02739112e-02
-1.99299353e-01 -1.88646789e-01 -3.05124587e-02 -1.86070187e-01
-6.47748699e-03]
[ 1.19793793e-01 5.92479693e-02 1.40209705e-03 -1.58439319e-01
-3.35557604e-01 8.07326905e-03 -9.23504509e-02 -1.57465676e-01
-2.79848903e-01 1.68865321e-01 -1.37719790e-01 -2.49460516e-01
4.37673103e-02]
[ -5.16365540e-02 -3.82384735e-02 -2.78910787e-01 -5.42947128e-02
3.33272352e-02 1.60025099e-01 -1.71895745e-01 -9.84598867e-02
-2.86767500e-03 3.01144642e-02 6.23802596e-02 1.44870969e-01
7.29477311e-02]
[ 1.44030686e-01 1.94739167e-01 -1.86585875e-01 2.64808237e-01
-4.23905140e-02 8.88973047e-03 -3.59411694e-02 -1.86685454e-01
-7.93796972e-02 -2.08224222e-01 1.70033129e-01 4.88020133e-02
-2.02063899e-01]
[ 1.95309014e-03 5.41567884e-02 6.41412786e-02 -9.63593295e-02
-1.31225705e-01 -6.10266862e-02 -5.99170116e-02 -1.57837136e-01
-9.72115139e-02 -5.43932824e-02 3.97660883e-03 1.33461284e-01
-1.33347731e-01]
[ -3.52520395e-02 -1.58203143e-01 -1.55490470e-01 1.60907672e-01
-2.07947812e-01 2.38868964e-01 -4.76449630e-03 -1.91787145e-01
-1.75487467e-01 -4.45928961e-01 2.40008625e-02 -4.51052399e-02
-1.20289321e-01]
[ 8.75747566e-02 -3.88592014e-01 -4.98939986e-02 -6.69533693e-02
-1.19689717e-01 2.03120251e-01 1.34277290e-01 2.08510054e-01
-1.09281598e-01 -1.00540743e-02 -1.09514541e-01 1.44479463e-01
-9.37313644e-02]
[ 2.03058708e-01 -2.84480863e-01 -1.23065393e-01 -8.52878622e-02
-1.99169309e-01 1.22013559e-01 3.46758016e-02 -1.59297016e-01
-2.23136141e-02 -1.29616440e-01 -1.18631402e-01 -1.72396217e-01
-5.97609278e-02]
[ -1.41476923e-01 -5.89348477e-02 3.60208970e-02 -2.20450151e-01
-3.31897232e-02 -1.42887675e-01 2.83451915e-02 -5.84354217e-02
-8.71726376e-02 -5.49489407e-02 -2.54625740e-01 -2.45522284e-01
-6.94666559e-02]
[ -1.57837196e-01 -7.68188006e-02 -7.98327971e-02 -1.32850094e-01
-2.92834354e-01 -2.90683942e-01 3.02591101e-03 -6.42868289e-02
-9.85169210e-02 -8.34335660e-02 -3.30567998e-02 -1.77425162e-01
-2.53086177e-01]
[ -1.77001075e-01 -2.12386346e-01 -2.99004810e-01 -2.53237134e-01
-2.60314329e-01 -2.08020291e-01 -3.80166892e-01 8.74100443e-02
-9.24729901e-02 -3.23873608e-01 -2.60244308e-01 -1.74680180e-01
-2.66040772e-01]
[ -1.10038022e-01 1.21668398e-01 2.39918974e-02 -3.39567015e-02
-2.10969937e-01 -1.68842697e-01 -1.15439665e-01 -6.91054558e-02
-1.01193894e-01 -2.75248331e-01 -1.88718948e-01 -1.81031613e-01
-2.27109759e-01]
[ -3.46642550e-01 -1.32698822e-01 -2.69291432e-01 6.32482505e-02
-2.07121591e-01 -2.25752135e-01 -7.22607953e-02 -1.87561492e-01
4.28506517e-02 -1.24819409e-01 9.90692365e-05 -3.65441351e-01
-9.56567261e-02]
[ -1.20068043e-01 -3.76579531e-02 -2.55580382e-01 -3.60573617e-02
-2.15456365e-01 -2.76192004e-01 -3.89320003e-01 -1.05549832e-01
8.47491960e-03 -3.32319183e-01 -3.01947187e-01 -4.08531712e-01
-1.30085429e-01]
[ -2.09666952e-01 -5.42388578e-01 -3.30135912e-01 -4.21799902e-01
-3.37537657e-01 -2.25291272e-01 -1.57765512e-02 -3.50087410e-01
1.04436073e-01 -3.04257010e-01 -2.70842020e-01 -1.18915520e-01
-1.66952571e-01]
[ -2.14082782e-01 -2.92909596e-01 -3.14644158e-01 -1.48843550e-01
-9.11305781e-02 -1.46685471e-01 -1.72173082e-01 -1.03042303e-01
-2.50462099e-01 -5.75755117e-01 -2.45786745e-01 -1.70343992e-02
-1.28730654e-01]
[ -1.13632211e-01 2.36265095e-03 -2.35949621e-01 -3.83585144e-01
-2.55479992e-01 -2.54115187e-01 -4.99524289e-02 -2.28172486e-01
3.27974402e-02 7.03684761e-02 -3.73557964e-01 -2.34673714e-01
-1.57383264e-01]]
Progress: 1.6% ... Training loss: 0.687 ... Validation loss: 1.233[[-0.18602992]
[ 0.31637316]
[ 0.01580323]
[ 0.38330853]
[ 0.3151786 ]
[-0.06829109]
[-0.44625203]
[-0.47824573]
[-0.42253127]
[-0.52856642]
[ 0.43939653]
[ 0.8844869 ]
[-0.5234122 ]]
[[ -5.14904138e-01 -6.40248654e-01 -5.74291253e-01 -4.36175674e-01
-4.47259266e-01 -5.74793860e-01 -6.58820760e-01 -6.43823972e-01
-7.59279610e-01 -7.19260146e-01 -4.65553958e-01 -2.36640764e-01
-7.83698617e-01]
[ 2.79134183e-03 -1.37863703e-01 5.05689999e-02 -1.20615213e-02
-4.22452271e-02 5.87170848e-02 -1.28614808e-01 2.19387119e-01
-1.26181700e-01 -1.72996146e-01 -3.17937283e-02 1.75984816e-02
7.22122473e-02]
[ -2.49721502e-01 2.16249568e-01 -4.30652361e-02 1.95716606e-01
1.94950762e-01 -1.19079062e-01 -3.20885755e-01 -4.79302963e-01
-2.53104081e-01 -4.85276858e-01 2.65156530e-01 6.88003620e-01
-3.90850833e-01]
[ 2.20491242e-01 -3.52149238e-01 -2.38351846e-01 -1.47933530e-01
-4.11174371e-01 2.21490871e-03 2.15961823e-01 9.69521213e-02
3.58641671e-01 7.66456774e-02 -3.03054805e-01 -7.66319066e-01
2.31644439e-01]
[ 8.16886783e-02 1.12243017e-01 8.31690203e-02 1.95306673e-01
3.90638485e-02 6.93806215e-02 -5.47369768e-02 -2.92334231e-02
-9.49851561e-03 7.21441392e-03 2.65857104e-01 2.74212999e-01
1.29312658e-01]
[ -4.66124065e-01 -5.61462261e-01 -6.05158179e-01 -5.40528632e-01
-5.64259402e-01 -5.59183159e-01 -2.46394719e-01 -1.95364990e-01
-3.42586300e-01 -2.63552216e-01 -3.78196935e-01 -4.84351222e-01
-2.23880301e-01]
[ -4.22271255e-01 -5.78415575e-01 -3.24063467e-01 -3.69772732e-01
-4.11866377e-01 -5.57989025e-01 -5.59522388e-01 -5.98361847e-01
-3.89587014e-01 -3.68438987e-01 -5.18837012e-01 -2.89757952e-01
-4.37534150e-01]
[ -3.47568335e-01 -3.10509346e-01 -4.58836745e-01 -2.38566338e-01
-2.60209394e-01 -4.19886808e-01 -3.83083563e-01 -3.32336090e-01
-4.34236741e-01 -5.68290578e-01 -2.34889890e-01 -2.13061958e-01
-4.92378805e-01]
[ -4.41510707e-01 -4.12768182e-01 -3.69943401e-01 -2.26939722e-01
-3.94389021e-01 -1.99943985e-01 -1.13599095e-01 -3.79502463e-01
-2.57302188e-01 -3.98148362e-01 -2.34983621e-01 -3.01581719e-01
-2.20781455e-01]
[ -9.57115265e-01 -9.52308082e-01 -9.63908549e-01 -9.10777982e-01
-1.02925927e+00 -9.76166585e-01 -8.58796637e-01 -8.92493949e-01
-9.29800907e-01 -7.73239027e-01 -1.01981142e+00 -8.14996076e-01
-7.44961818e-01]
[ -4.75799477e-01 -2.85463854e-01 -4.57539957e-01 -3.53572926e-01
-3.78949499e-01 -3.47235113e-01 -4.91001713e-01 -5.30685214e-01
-5.52891394e-01 -1.28453513e-01 -4.48839478e-01 -5.93495515e-01
-4.11536938e-01]
[ -1.23202383e-01 7.21870720e-02 -3.42327219e-01 -2.69070141e-01
-5.22730723e-02 -7.02575922e-02 -2.08302943e-01 -3.22795869e-01
-1.99445843e-01 6.38708648e-02 -1.81533776e-01 -5.09434667e-02
-3.34908449e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.54157378e-01 -1.01142520e-01 1.63757163e-01 -2.29553018e-01
-1.20862106e-01 1.15519095e-01 -1.17283661e-01 -9.21501953e-03
-6.74980017e-02 5.52661106e-02 -9.47309421e-02 -1.67291548e-01
7.61003939e-02]
[ -7.48462404e-02 -2.52274976e-01 -1.77358620e-01 -2.74774004e-01
-4.73621879e-01 -8.33138586e-02 -5.24678305e-03 1.01321363e-02
-1.39904417e-02 2.60289697e-02 -1.44937791e-01 -1.31307896e-01
-2.11866355e-01]
[ -6.50867973e-02 -6.93309497e-06 -2.43341974e-01 -2.61506390e-01
1.34333439e-01 -1.61527359e-01 -1.41562685e-01 4.12220626e-02
4.53186239e-02 -1.67019095e-02 -1.90681311e-01 -7.58807001e-02
6.92374011e-02]
[ 2.27441141e-02 -1.47936441e-01 -1.55781568e-01 -2.37591569e-02
-1.08619360e-01 -1.07901732e-01 2.27042471e-02 -2.30640149e-01
-8.26640613e-02 -1.23173498e-01 3.10169791e-03 -1.09806682e-01
-4.04502486e-02]
[ -2.82489766e-01 -1.62129979e-01 -6.86919825e-02 -1.18526483e-01
-3.22838154e-01 -2.70365351e-01 -3.78709858e-01 4.02484522e-02
-3.09229425e-01 -2.29349536e-01 1.27488115e-01 -3.58001553e-02
2.50322445e-01]
[ -2.29450992e-01 -1.05550346e-01 -8.16621501e-02 -3.88574116e-02
-5.10813967e-02 -1.17585004e-01 -1.47686784e-01 -3.05052307e-02
-1.92310260e-01 -7.03465878e-02 5.93331456e-02 2.00145806e-02
-1.24066443e-01]
[ -1.75537845e-01 1.64624902e-02 -2.31172355e-01 -2.52862509e-01
-6.68659858e-02 -2.04734170e-01 -3.43793364e-01 -2.12302216e-01
7.02790517e-02 -2.88669708e-01 -1.71259076e-01 1.07723550e-01
-3.11278874e-01]
[ -3.70707466e-01 -8.65972625e-02 -1.39099397e-01 -2.31114466e-01
-6.73605914e-02 -3.12081799e-01 4.36086074e-02 -7.32078575e-02
-1.28082657e-01 7.84168579e-02 -9.84433164e-02 -1.69107332e-01
-1.77154001e-01]
[ -1.64316720e-01 -1.93765569e-01 -4.20350318e-02 -1.92138951e-01
-1.73071371e-01 -2.88887247e-01 -1.28606340e-01 -1.06357827e-01
-3.21799481e-01 2.31066924e-02 8.31803054e-02 -1.34427920e-01
-3.03573882e-01]
[ -1.24849927e-01 -2.15054160e-01 -1.07631702e-01 -3.29517192e-01
5.36057918e-02 -1.16206119e-02 -1.90815389e-01 -1.09067754e-01
1.15870379e-01 -6.86559624e-02 -2.50359999e-01 -3.79067049e-01
-3.07806729e-01]
[ -3.30467419e-02 -4.76951051e-02 -1.44471056e-01 -6.46937415e-02
-2.38552166e-01 6.66501448e-02 -4.57882032e-02 -5.36455159e-03
-1.91990657e-01 -2.94943633e-02 -8.65276323e-02 -3.41890836e-01
-1.09197676e-01]
[ -6.56013642e-02 2.69646200e-02 -1.28061083e-01 -2.99916764e-01
1.16500034e-01 2.33793036e-02 -2.14939984e-01 -1.71486592e-01
1.29384762e-01 -6.10523406e-02 -2.52681971e-01 -1.66822770e-01
-2.52170279e-01]
[ 6.07507767e-02 -2.68328569e-01 -8.92096174e-02 -3.25364584e-01
-1.68209755e-01 -9.17924099e-02 -6.66118714e-02 -4.37619928e-02
-1.10467157e-01 1.22148145e-01 -3.47878925e-01 -1.07752703e-01
9.16287447e-02]
[ -2.37905823e-01 -2.03473900e-01 -1.35359147e-01 -1.66767495e-01
-2.50628371e-01 -9.60524345e-02 4.21287417e-02 -1.08980195e-01
1.47210184e-01 -1.06228518e-01 -2.09734419e-01 -3.05119693e-01
2.41132319e-01]
[ -3.55802944e-02 -1.29164408e-01 1.17569756e-02 -1.32138082e-01
-1.00773944e-01 1.62456843e-01 -1.22111601e-02 2.71753029e-02
-1.84307736e-01 1.64156049e-02 5.49997070e-02 -2.14789213e-01
2.07603884e-01]
[ -2.35974382e-02 2.54257649e-02 -1.33475903e-01 6.68641769e-02
-1.04722622e-01 -5.06904372e-02 5.21477791e-02 -6.59083133e-02
5.22226154e-02 1.11377423e-01 -2.43365529e-01 -4.98729587e-02
2.00264530e-01]
[ -1.10944095e-01 -2.16738948e-01 4.80011525e-02 -2.04236726e-01
-6.99207129e-02 1.11669900e-01 1.10971323e-01 -9.83153479e-02
-2.38647631e-01 -6.17278915e-02 -3.43810812e-01 -1.01154583e-01
2.93627532e-01]
[ 9.03691593e-02 -1.16592915e-02 2.88797937e-03 1.82445249e-02
1.46519694e-03 -2.13814569e-02 4.78098272e-05 7.45926464e-02
1.62105667e-01 5.27203524e-04 -3.26585410e-01 4.39068717e-02
1.63608234e-02]
[ -2.47113359e-02 -8.34096266e-02 9.20200163e-03 1.27437123e-01
-3.70517106e-02 -2.85086077e-01 -9.48587294e-02 1.24400076e-01
-1.31110135e-01 -7.59139717e-02 -9.94214275e-02 -2.10797060e-01
-7.82325542e-03]
[ 9.70680717e-02 9.36277221e-02 4.07098243e-03 -1.41586010e-02
-1.12256147e-01 -5.55303797e-02 -1.05921458e-01 -1.17410478e-01
-2.02554492e-01 -8.31200686e-02 -2.38314873e-01 6.56002291e-02
4.30213595e-02]
[ 9.32305336e-02 -1.72066973e-01 1.61301930e-01 -7.22548963e-02
1.29093758e-01 1.83406129e-02 -1.56545387e-01 -1.22216256e-01
1.52187757e-01 -2.93743525e-01 -1.14392962e-01 1.25951874e-01
1.85996097e-02]
[ 4.44512769e-02 7.68665393e-02 -2.09289841e-01 1.81978314e-02
2.44321852e-02 1.21763695e-03 -1.18521937e-01 -2.91271018e-01
-2.60358156e-01 -1.32198305e-01 -5.68791645e-02 -2.64706361e-02
-1.25143836e-01]
[ -5.57761398e-02 -2.00606595e-01 6.51806020e-02 1.30068892e-01
-1.14554432e-01 -1.34471929e-01 4.23143805e-02 1.28237398e-03
8.62331048e-02 -3.48880263e-01 -2.48992936e-01 -1.34033950e-01
1.61035193e-02]
[ 1.86764343e-02 -2.64261582e-01 6.37370594e-02 -1.94357283e-01
-1.79906932e-01 -2.30689632e-01 -2.44114084e-01 9.56484809e-02
1.09119311e-02 1.74899162e-01 -1.20979943e-01 7.47608272e-02
-4.04487058e-02]
[ 1.86631656e-01 2.63678050e-02 -9.74819054e-02 -2.24947247e-01
-7.95365523e-02 -9.95685233e-02 -1.27984103e-01 1.47076208e-01
-1.44190445e-01 -1.24670642e-01 -2.14330860e-01 -1.37827789e-01
-1.03679195e-02]
[ -1.65522219e-01 -1.94980339e-01 -1.02894714e-01 -1.90467433e-01
-6.43889924e-02 2.82062179e-02 -1.47207535e-01 -8.80245422e-02
-1.07740145e-01 1.04322730e-01 -2.28536113e-01 -1.58669718e-01
-1.67258752e-01]
[ -3.07119786e-02 -2.09800106e-01 -1.53181039e-01 -1.72403039e-01
-4.58252946e-02 4.45618810e-02 -5.93918253e-03 6.05295618e-02
-1.99249214e-01 -1.88127687e-01 -3.12684703e-02 -1.86655021e-01
-5.92388914e-03]
[ 1.19843343e-01 5.88584336e-02 1.38240883e-03 -1.58730638e-01
-3.35897139e-01 8.12041664e-03 -9.21672082e-02 -1.56932916e-01
-2.79707142e-01 1.69320825e-01 -1.38186591e-01 -2.50261859e-01
4.42898091e-02]
[ -5.20693833e-02 -3.69097928e-02 -2.78851965e-01 -5.28529307e-02
3.47349934e-02 1.59814254e-01 -1.72828697e-01 -9.95317823e-02
-3.86960124e-03 2.86085819e-02 6.41699562e-02 1.49488217e-01
7.18838977e-02]
[ 1.43407491e-01 1.95796436e-01 -1.86527560e-01 2.66044789e-01
-4.13822853e-02 8.66826428e-03 -3.75694520e-02 -1.88199370e-01
-8.10433710e-02 -2.10176339e-01 1.71332366e-01 5.12619046e-02
-2.03878589e-01]
[ 1.69075294e-03 5.55112772e-02 6.42077572e-02 -9.50611299e-02
-1.29685663e-01 -6.11379171e-02 -6.07543866e-02 -1.58372546e-01
-9.77437914e-02 -5.52226051e-02 5.93988913e-03 1.40203033e-01
-1.33872748e-01]
[ -3.54727731e-02 -1.57770558e-01 -1.55459997e-01 1.61705103e-01
-2.07480145e-01 2.38772327e-01 -5.39610129e-03 -1.92236527e-01
-1.75943853e-01 -4.46427526e-01 2.48696800e-02 -4.27599287e-02
-1.20911453e-01]
[ 8.75175253e-02 -3.88582230e-01 -4.98964791e-02 -6.69234357e-02
-1.19649718e-01 2.03118040e-01 1.34177250e-01 2.08712469e-01
-1.09401122e-01 -1.00115406e-02 -1.09574414e-01 1.44684667e-01
-9.37001354e-02]
[ 2.03293098e-01 -2.84931069e-01 -1.23090470e-01 -8.58436433e-02
-1.99540997e-01 1.22096518e-01 3.52056178e-02 -1.58621173e-01
-2.18243850e-02 -1.28905051e-01 -1.19391080e-01 -1.74241888e-01
-5.91110802e-02]
[ -1.41390150e-01 -5.90946239e-02 3.60133808e-02 -2.20596780e-01
-3.33295977e-02 -1.42858128e-01 2.85708858e-02 -5.82318310e-02
-8.69352183e-02 -5.47034170e-02 -2.54763561e-01 -2.45773240e-01
-6.92486556e-02]
[ -1.57523044e-01 -7.76865449e-02 -7.98710701e-02 -1.33901127e-01
-2.93604127e-01 -2.90579983e-01 3.70622147e-03 -6.34794803e-02
-9.76964702e-02 -8.27328165e-02 -3.42679807e-02 -1.80696296e-01
-2.52412186e-01]
[ -1.76959401e-01 -2.11469555e-01 -2.98974105e-01 -2.52015529e-01
-2.58963455e-01 -2.08054580e-01 -3.79233792e-01 8.79877135e-02
-9.19559736e-02 -3.22905820e-01 -2.58542321e-01 -1.67381173e-01
-2.64857497e-01]
[ -1.09759278e-01 1.20636111e-01 2.39439003e-02 -3.50041552e-02
-2.11516506e-01 -1.68775935e-01 -1.14645871e-01 -6.78728605e-02
-1.00728406e-01 -2.73878099e-01 -1.89927415e-01 -1.82679822e-01
-2.25860491e-01]
[ -3.46471965e-01 -1.33502330e-01 -2.69321991e-01 6.25053929e-02
-2.07703132e-01 -2.25646279e-01 -7.12479971e-02 -1.86682082e-01
4.33752101e-02 -1.23622520e-01 -8.29585790e-04 -3.65676232e-01
-9.46389048e-02]
[ -1.18946053e-01 -3.99974346e-02 -2.55723902e-01 -3.86074200e-02
-2.17631727e-01 -2.75802957e-01 -3.87030952e-01 -1.01817514e-01
1.13504375e-02 -3.28345843e-01 -3.04970732e-01 -4.14530403e-01
-1.25648775e-01]
[ -2.09528482e-01 -5.42266916e-01 -3.30122211e-01 -4.21976981e-01
-3.37148391e-01 -2.25267175e-01 -1.58978967e-02 -3.49808833e-01
1.04752475e-01 -3.04165594e-01 -2.70741035e-01 -1.16298025e-01
-1.66551542e-01]
[ -2.14013224e-01 -2.92795268e-01 -3.14640895e-01 -1.48787441e-01
-9.08376516e-02 -1.46707590e-01 -1.71794720e-01 -1.02233443e-01
-2.50300435e-01 -5.75029880e-01 -2.45543133e-01 -1.67550815e-02
-1.27725975e-01]
[ -1.14241277e-01 4.59580591e-03 -2.35838108e-01 -3.81408770e-01
-2.53477960e-01 -2.54340460e-01 -5.13500591e-02 -2.29483444e-01
3.18252977e-02 6.81618781e-02 -3.70528913e-01 -2.26730993e-01
-1.58695331e-01]]
Progress: 1.6% ... Training loss: 0.679 ... Validation loss: 1.233[[-0.18624144]
[ 0.31544215]
[ 0.01240533]
[ 0.38155843]
[ 0.31541308]
[-0.0685307 ]
[-0.44924069]
[-0.48138451]
[-0.42781667]
[-0.53826241]
[ 0.43688121]
[ 0.8983272 ]
[-0.53984169]]
[[ -5.16897907e-01 -6.35111327e-01 -5.74110746e-01 -4.29887542e-01
-4.41729691e-01 -5.75560524e-01 -6.63038922e-01 -6.47956576e-01
-7.62888901e-01 -7.22215857e-01 -4.57894273e-01 -2.12591768e-01
-7.85573577e-01]
[ 2.93692197e-03 -1.37759540e-01 5.05641868e-02 -1.21522083e-02
-4.21356285e-02 5.87744952e-02 -1.28044279e-01 2.19792347e-01
-1.25818925e-01 -1.72504872e-01 -3.17740008e-02 1.85649406e-02
7.30567841e-02]
[ -2.51077708e-01 2.20307915e-01 -4.28810316e-02 2.00975530e-01
1.99768902e-01 -1.19702067e-01 -3.23262674e-01 -4.81954670e-01
-2.54948080e-01 -4.87637218e-01 2.72073412e-01 7.11603680e-01
-3.92254380e-01]
[ 2.19295504e-01 -3.48435364e-01 -2.38186842e-01 -1.44016826e-01
-4.07015678e-01 1.47944508e-03 2.12808631e-01 9.31608049e-02
3.57197591e-01 7.15833599e-02 -2.99870680e-01 -7.67226108e-01
2.28160745e-01]
[ 8.53928307e-02 1.04029922e-01 8.27916426e-02 1.84792607e-01
3.03853988e-02 7.09020243e-02 -4.69875854e-02 -2.01845302e-02
-2.72010754e-03 1.86943309e-02 2.54875791e-01 2.54415699e-01
1.39776496e-01]
[ -4.65882086e-01 -5.62663075e-01 -6.05223649e-01 -5.41989089e-01
-5.65584797e-01 -5.58952129e-01 -2.45420820e-01 -1.94207490e-01
-3.41871756e-01 -2.62139225e-01 -3.79799690e-01 -4.85513717e-01
-2.21998455e-01]
[ -4.20407710e-01 -5.80926056e-01 -3.24215066e-01 -3.73654974e-01
-4.14327950e-01 -5.57398300e-01 -5.54959779e-01 -5.93842732e-01
-3.84456132e-01 -3.61596981e-01 -5.21799047e-01 -2.97109503e-01
-4.30424112e-01]
[ -3.48736285e-01 -3.07504636e-01 -4.58722327e-01 -2.35019422e-01
-2.56973582e-01 -4.20295171e-01 -3.84812538e-01 -3.34410663e-01
-4.36096653e-01 -5.70219592e-01 -2.31334763e-01 -2.00212962e-01
-4.93091597e-01]
[ -4.42458892e-01 -4.11326600e-01 -3.69862617e-01 -2.24739770e-01
-3.92557811e-01 -2.00384444e-01 -1.16255574e-01 -3.81942054e-01
-2.59832559e-01 -4.00745685e-01 -2.32465731e-01 -2.95677218e-01
-2.23242542e-01]
[ -9.56204239e-01 -9.53554714e-01 -9.63981975e-01 -9.12265403e-01
-1.03015661e+00 -9.75888295e-01 -8.55519696e-01 -8.89533727e-01
-9.26352390e-01 -7.68627559e-01 -1.02054538e+00 -8.13613938e-01
-7.39211798e-01]
[ -4.77400742e-01 -2.82026331e-01 -4.57420709e-01 -3.49911539e-01
-3.75339365e-01 -3.47834928e-01 -4.94714142e-01 -5.34034660e-01
-5.56304082e-01 -1.31630983e-01 -4.44856417e-01 -5.82087307e-01
-4.13250406e-01]
[ -1.22522755e-01 7.07311777e-02 -3.42394908e-01 -2.70839937e-01
-5.37058138e-02 -6.99631324e-02 -2.06716400e-01 -3.21244195e-01
-1.98026527e-01 6.61655282e-02 -1.83274654e-01 -5.34943616e-02
-3.33126997e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.53887785e-01 -1.01514437e-01 1.63732739e-01 -2.30052870e-01
-1.21224638e-01 1.15628987e-01 -1.16460203e-01 -8.12216543e-03
-6.67747525e-02 5.64108275e-02 -9.52935993e-02 -1.68109180e-01
7.73182669e-02]
[ -7.53398594e-02 -2.51828293e-01 -1.77336440e-01 -2.74224575e-01
-4.73309024e-01 -8.34507046e-02 -6.38355648e-03 8.76988770e-03
-1.49968362e-02 2.44574549e-02 -1.44423854e-01 -1.30647112e-01
-2.13257102e-01]
[ -6.45549312e-02 -1.36316123e-03 -2.43414437e-01 -2.63221705e-01
1.32825621e-01 -1.61244635e-01 -1.39995306e-01 4.28459870e-02
4.66284263e-02 -1.43835700e-02 -1.92628156e-01 -7.81713028e-02
7.17958498e-02]
[ 2.35580784e-02 -1.49502426e-01 -1.55859067e-01 -2.59271563e-02
-1.10209894e-01 -1.07626612e-01 2.45432967e-02 -2.29008535e-01
-8.08574675e-02 -1.20436974e-01 8.72082936e-04 -1.15548041e-01
-3.78949821e-02]
[ -2.82174379e-01 -1.61510267e-01 -6.86869926e-02 -1.17962923e-01
-3.21967990e-01 -2.70316802e-01 -3.77696782e-01 4.13302064e-02
-3.07838731e-01 -2.27720878e-01 1.29169099e-01 -3.03878720e-02
2.52550872e-01]
[ -2.28781153e-01 -1.07385366e-01 -8.17389101e-02 -4.11469046e-02
-5.29639462e-02 -1.17304137e-01 -1.46118642e-01 -2.86342725e-02
-1.90535936e-01 -6.79540570e-02 5.67963120e-02 1.39012836e-02
-1.22045395e-01]
[ -1.76110820e-01 1.78959407e-02 -2.31120391e-01 -2.51343721e-01
-6.54599227e-02 -2.04938729e-01 -3.44242004e-01 -2.13173645e-01
6.93812259e-02 -2.89497062e-01 -1.69584109e-01 1.10518278e-01
-3.11648958e-01]
[ -3.71396204e-01 -8.52084502e-02 -1.39047307e-01 -2.29414445e-01
-6.59204070e-02 -3.12304153e-01 4.19980456e-02 -7.46155291e-02
-1.29578545e-01 7.67800843e-02 -9.70809348e-02 -1.63281053e-01
-1.78103335e-01]
[ -1.64487278e-01 -1.92876619e-01 -4.19959789e-02 -1.90914338e-01
-1.71825570e-01 -2.89029271e-01 -1.29162893e-01 -1.06971789e-01
-3.21940154e-01 2.25032019e-02 8.50978142e-02 -1.27801355e-01
-3.03762029e-01]
[ -1.25231106e-01 -2.14383603e-01 -1.07595740e-01 -3.28643381e-01
5.45364223e-02 -1.18131944e-02 -1.91844491e-01 -1.10238761e-01
1.14862734e-01 -6.95039027e-02 -2.49289866e-01 -3.75343608e-01
-3.08627400e-01]
[ -3.33736911e-02 -4.71994517e-02 -1.44445381e-01 -6.39409580e-02
-2.38054693e-01 6.65110245e-02 -4.66969018e-02 -6.12909101e-03
-1.93034068e-01 -3.05894898e-02 -8.58525397e-02 -3.41622731e-01
-1.10316912e-01]
[ -6.55786048e-02 2.68849454e-02 -1.28063715e-01 -3.00022941e-01
1.16420350e-01 2.33925722e-02 -2.14909706e-01 -1.71434389e-01
1.29427078e-01 -6.09622483e-02 -2.52792796e-01 -1.66932614e-01
-2.52095118e-01]
[ 6.13947347e-02 -2.69459788e-01 -8.92684964e-02 -3.26886927e-01
-1.69475057e-01 -9.15996969e-02 -6.53910914e-02 -4.22972860e-02
-1.09124664e-01 1.24224125e-01 -3.49540306e-01 -1.13919166e-01
9.38136601e-02]
[ -2.36930693e-01 -2.05374263e-01 -1.35439957e-01 -1.69254984e-01
-2.52494011e-01 -9.56917762e-02 4.47934073e-02 -1.06317631e-01
1.50314472e-01 -1.03272312e-01 -2.12254491e-01 -3.11497037e-01
2.44779189e-01]
[ -3.51782782e-02 -1.29846624e-01 1.17264408e-02 -1.33157988e-01
-1.01466285e-01 1.62621110e-01 -1.10313615e-02 2.81964312e-02
-1.83188905e-01 1.75686966e-02 5.36117428e-02 -2.17523189e-01
2.09063916e-01]
[ -2.32159774e-02 2.49608259e-02 -1.33501917e-01 6.61455805e-02
-1.05173998e-01 -5.05756398e-02 5.32078647e-02 -6.49109521e-02
5.32543660e-02 1.12590155e-01 -2.43853691e-01 -5.11981929e-02
2.01743587e-01]
[ -1.10678880e-01 -2.17151319e-01 4.79712434e-02 -2.05054289e-01
-7.03487058e-02 1.11775305e-01 1.11555014e-01 -9.76035278e-02
-2.38134431e-01 -6.09305523e-02 -3.44584446e-01 -1.02979437e-01
2.94997037e-01]
[ 9.12513759e-02 -1.30569848e-02 2.82223517e-03 1.61256598e-02
9.84753954e-07 -2.11144822e-02 1.80122774e-03 7.66505844e-02
1.64324693e-01 2.85300599e-03 -3.28283829e-01 3.89044260e-02
1.87462689e-02]
[ -2.46678866e-02 -8.34673967e-02 9.19794206e-03 1.27334416e-01
-3.71165190e-02 -2.85070742e-01 -9.47046566e-02 1.24587635e-01
-1.30985520e-01 -7.57059915e-02 -9.95281994e-02 -2.10936197e-01
-7.62802807e-03]
[ 9.64076135e-02 9.45370279e-02 4.10792874e-03 -1.30399203e-02
-1.11410759e-01 -5.56928278e-02 -1.07265530e-01 -1.19050000e-01
-2.03870049e-01 -8.51306883e-02 -2.37543084e-01 6.77612931e-02
4.12807305e-02]
[ 9.17005281e-02 -1.68845223e-01 1.61440506e-01 -6.80358986e-02
1.32448394e-01 1.77653400e-02 -1.59947709e-01 -1.25394240e-01
1.48445434e-01 -2.96775828e-01 -1.10354740e-01 1.36360110e-01
1.53586554e-02]
[ 4.40549082e-02 7.74632339e-02 -2.09269670e-01 1.88828808e-02
2.49509307e-02 1.09166678e-03 -1.19463636e-01 -2.92167951e-01
-2.61172766e-01 -1.33262868e-01 -5.62910465e-02 -2.54380660e-02
-1.26040949e-01]
[ -5.60087554e-02 -2.00430007e-01 6.51932739e-02 1.30492204e-01
-1.14338974e-01 -1.34531785e-01 4.17828684e-02 7.42490494e-04
8.55239540e-02 -3.49291469e-01 -2.48726320e-01 -1.33359706e-01
1.54448818e-02]
[ 1.88433936e-02 -2.64934667e-01 6.37062776e-02 -1.95162177e-01
-1.80508420e-01 -2.30628423e-01 -2.43775272e-01 9.59303263e-02
1.11668439e-02 1.75474288e-01 -1.21892847e-01 7.22130114e-02
-3.99657197e-02]
[ 1.86227653e-01 2.73478708e-02 -9.74383113e-02 -2.23898249e-01
-7.85973892e-02 -9.97204068e-02 -1.28717515e-01 1.45833583e-01
-1.44978703e-01 -1.25537173e-01 -2.13125613e-01 -1.33383604e-01
-1.14372116e-02]
[ -1.65803539e-01 -1.93707014e-01 -1.02855564e-01 -1.89118244e-01
-6.30638812e-02 2.80665749e-02 -1.47711517e-01 -8.88977280e-02
-1.08183413e-01 1.03524968e-01 -2.26782511e-01 -1.52460266e-01
-1.67596556e-01]
[ -3.05285061e-02 -2.10804278e-01 -1.53214168e-01 -1.73507231e-01
-4.68229152e-02 4.46634809e-02 -5.35584009e-03 6.12310405e-02
-1.98866611e-01 -1.87459975e-01 -3.27144589e-02 -1.88931125e-01
-5.18166130e-03]
[ 1.19955757e-01 5.86576537e-02 1.37398838e-03 -1.59065518e-01
-3.36058557e-01 8.15504402e-03 -9.19499516e-02 -1.56828994e-01
-2.79474664e-01 1.69590702e-01 -1.38560221e-01 -2.51082919e-01
4.46005649e-02]
[ -5.19515051e-02 -3.73954495e-02 -2.78868142e-01 -5.34160441e-02
3.42608209e-02 1.59878582e-01 -1.72643457e-01 -9.92791222e-02
-3.61799916e-03 2.89175794e-02 6.35125797e-02 1.48193131e-01
7.22138014e-02]
[ 1.43211402e-01 1.96769816e-01 -1.86497554e-01 2.67329517e-01
-4.02980804e-02 8.60923440e-03 -3.77108908e-02 -1.88577593e-01
-8.13137673e-02 -2.10545305e-01 1.73229005e-01 5.61886080e-02
-2.04317190e-01]
[ 1.09394648e-03 5.71485312e-02 6.42688036e-02 -9.33588145e-02
-1.28137415e-01 -6.13634981e-02 -6.19412181e-02 -1.59582656e-01
-9.89458751e-02 -5.66683394e-02 8.25676221e-03 1.44671897e-01
-1.35385226e-01]
[ -3.53718915e-02 -1.58015587e-01 -1.55472620e-01 1.61876472e-01
-2.07531567e-01 2.38828782e-01 -5.35366302e-03 -1.91837010e-01
-1.75933364e-01 -4.45693212e-01 2.53899693e-02 -3.80219876e-02
-1.20445174e-01]
[ 8.69159170e-02 -3.87963436e-01 -4.98539506e-02 -6.57166294e-02
-1.18683783e-01 2.02854994e-01 1.32305327e-01 2.07243201e-01
-1.10885529e-01 -1.17237380e-02 -1.08060460e-01 1.49040498e-01
-9.51704476e-02]
[ 2.03353951e-01 -2.84944304e-01 -1.23093998e-01 -8.58010616e-02
-1.99572829e-01 1.22113602e-01 3.53932764e-02 -1.58323987e-01
-2.17680394e-02 -1.28570655e-01 -1.19403432e-01 -1.73904803e-01
-5.88141777e-02]
[ -1.41105807e-01 -5.96164404e-02 3.59883337e-02 -2.21233598e-01
-3.39048178e-02 -1.42757921e-01 2.94418927e-02 -5.73728659e-02
-8.61758032e-02 -5.37252673e-02 -2.55426206e-01 -2.47339727e-01
-6.81641976e-02]
[ -1.57254624e-01 -7.81483596e-02 -7.98919691e-02 -1.34517617e-01
-2.93996117e-01 -2.90499981e-01 4.47220402e-03 -6.28879484e-02
-9.68733217e-02 -8.18919758e-02 -3.49298036e-02 -1.82137012e-01
-2.51662928e-01]
[ -1.77749780e-01 -2.09605839e-01 -2.98903648e-01 -2.49920362e-01
-2.56845790e-01 -2.08342541e-01 -3.80697245e-01 8.56140418e-02
-9.36734550e-02 -3.24781967e-01 -2.55889587e-01 -1.58777156e-01
-2.66410466e-01]
[ -1.10053865e-01 1.21809137e-01 2.39699274e-02 -3.36118162e-02
-2.10040413e-01 -1.68889334e-01 -1.14778706e-01 -6.77205467e-02
-1.01171745e-01 -2.72775035e-01 -1.88633847e-01 -1.76994482e-01
-2.24504838e-01]
[ -3.45768859e-01 -1.35493324e-01 -2.69408044e-01 5.96134599e-02
-2.09772486e-01 -2.25387950e-01 -6.94468736e-02 -1.84573668e-01
4.51680730e-02 -1.20632277e-01 -4.18338290e-03 -3.72743634e-01
-9.12191918e-02]
[ -1.18747119e-01 -4.06796734e-02 -2.55760804e-01 -3.97321842e-02
-2.18444991e-01 -2.75697621e-01 -3.86890735e-01 -1.01546228e-01
1.19885650e-02 -3.27865561e-01 -3.06335642e-01 -4.18369898e-01
-1.25014991e-01]
[ -2.09220961e-01 -5.42485866e-01 -3.30133189e-01 -4.21537020e-01
-3.37000770e-01 -2.25182901e-01 -1.52530307e-02 -3.48726145e-01
1.05667135e-01 -3.02648069e-01 -2.69524589e-01 -1.10369889e-01
-1.64806457e-01]
[ -2.14050944e-01 -2.92998776e-01 -3.14644838e-01 -1.49005589e-01
-9.12026436e-02 -1.46698200e-01 -1.71358455e-01 -1.02001360e-01
-2.49956231e-01 -5.75071236e-01 -2.45520059e-01 -1.87396300e-02
-1.27436418e-01]
[ -1.14338764e-01 5.38975052e-03 -2.35818581e-01 -3.80697224e-01
-2.52691674e-01 -2.54423495e-01 -5.16251884e-02 -2.29794110e-01
3.17514070e-02 6.77169269e-02 -3.69487800e-01 -2.23817590e-01
-1.58768149e-01]]
Progress: 1.6% ... Training loss: 0.675 ... Validation loss: 1.228[[-0.18569939]
[ 0.30724504]
[ 0.00474251]
[ 0.3729643 ]
[ 0.30683013]
[-0.0732044 ]
[-0.45431881]
[-0.49111047]
[-0.43095319]
[-0.54016534]
[ 0.4280505 ]
[ 0.87683985]
[-0.55016224]]
[[ -5.18060320e-01 -6.34801269e-01 -5.74083566e-01 -4.29272620e-01
-4.41145717e-01 -5.75820103e-01 -6.65233035e-01 -6.49688066e-01
-7.65900110e-01 -7.24471317e-01 -4.58267089e-01 -2.14893225e-01
-7.87860439e-01]
[ 3.23744307e-03 -1.38234513e-01 5.05416328e-02 -1.30003753e-02
-4.25547540e-02 5.88864018e-02 -1.27251976e-01 2.20794207e-01
-1.25279963e-01 -1.71768425e-01 -3.26809813e-02 1.61195953e-02
7.40360516e-02]
[ -2.50069019e-01 2.18005844e-01 -4.29316693e-02 1.98682543e-01
1.97045994e-01 -1.19367511e-01 -3.21275251e-01 -4.80457976e-01
-2.51411277e-01 -4.86028738e-01 2.70072593e-01 7.04485424e-01
-3.90137291e-01]
[ 2.16904877e-01 -3.46028885e-01 -2.38075023e-01 -1.41144810e-01
-4.04323250e-01 8.85624255e-04 2.08053477e-01 8.78972120e-02
3.52532855e-01 6.52766375e-02 -2.96702712e-01 -7.58357349e-01
2.23107723e-01]
[ 8.82162311e-02 1.00498502e-01 8.26451190e-02 1.79756694e-01
2.72459962e-02 7.17056633e-02 -4.12278461e-02 -1.35521756e-02
3.06076725e-03 2.68109095e-02 2.49705730e-01 2.44704029e-01
1.47924824e-01]
[ -4.65639310e-01 -5.63773635e-01 -6.05264962e-01 -5.43291001e-01
-5.66601142e-01 -5.58797263e-01 -2.44451937e-01 -1.92622418e-01
-3.41537262e-01 -2.60663539e-01 -3.81863226e-01 -4.91119426e-01
-2.20487591e-01]
[ -4.21200623e-01 -5.80656795e-01 -3.24193450e-01 -3.73161084e-01
-4.13463373e-01 -5.57624052e-01 -5.56600755e-01 -5.94718915e-01
-3.86514136e-01 -3.63168524e-01 -5.21290197e-01 -2.96094676e-01
-4.31893099e-01]
[ -3.47550925e-01 -3.10033236e-01 -4.58798522e-01 -2.38153012e-01
-2.59680498e-01 -4.19860849e-01 -3.81468563e-01 -3.31474043e-01
-4.32121013e-01 -5.67293743e-01 -2.34668033e-01 -2.10613135e-01
-4.88893670e-01]
[ -4.42784343e-01 -4.10027838e-01 -3.69844698e-01 -2.23527434e-01
-3.91790694e-01 -2.00450719e-01 -1.16724344e-01 -3.82069942e-01
-2.60541187e-01 -4.01630105e-01 -2.30975221e-01 -2.92151675e-01
-2.23356990e-01]
[ -9.54379667e-01 -9.56437806e-01 -9.64098784e-01 -9.16379237e-01
-1.03328546e+00 -9.75240014e-01 -8.50351087e-01 -8.83700499e-01
-9.21830024e-01 -7.63633374e-01 -1.02454727e+00 -8.26762277e-01
-7.32237782e-01]
[ -4.78208354e-01 -2.81992428e-01 -4.57408199e-01 -3.49483455e-01
-3.74878622e-01 -3.47976269e-01 -4.95891849e-01 -5.34973367e-01
-5.57798524e-01 -1.32788216e-01 -4.45106789e-01 -5.81638112e-01
-4.14670340e-01]
[ -1.23229941e-01 7.15092297e-02 -3.42368580e-01 -2.69883466e-01
-5.31292758e-02 -7.01729133e-02 -2.08504190e-01 -3.22621095e-01
-1.99510950e-01 6.42741476e-02 -1.82419831e-01 -5.22607290e-02
-3.34555720e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.53653901e-01 -1.02000267e-01 1.63713987e-01 -2.30655715e-01
-1.21724769e-01 1.15728753e-01 -1.16007281e-01 -7.32690871e-03
-6.63517787e-02 5.72307840e-02 -9.61197993e-02 -1.69774254e-01
7.81780630e-02]
[ -7.51419501e-02 -2.52329605e-01 -1.77360505e-01 -2.74870705e-01
-4.73685018e-01 -8.33779869e-02 -5.54893908e-03 1.00500613e-02
-1.46118009e-02 2.55326780e-02 -1.45292643e-01 -1.32885119e-01
-2.12153626e-01]
[ -6.54284183e-02 -1.16276903e-03 -2.43390984e-01 -2.62654012e-01
1.33349689e-01 -1.61431946e-01 -1.41717909e-01 4.11768041e-02
4.41110560e-02 -1.63088381e-02 -1.92546469e-01 -7.91662531e-02
6.95402375e-02]
[ 2.30383766e-02 -1.48891172e-01 -1.55838814e-01 -2.52804751e-02
-1.09610378e-01 -1.07794736e-01 2.33417764e-02 -2.29804038e-01
-8.19788724e-02 -1.21976396e-01 1.45215551e-03 -1.14693016e-01
-3.88713853e-02]
[ -2.82175583e-01 -1.61189711e-01 -6.86764709e-02 -1.17550411e-01
-3.21563159e-01 -2.70347800e-01 -3.77771416e-01 4.12378179e-02
-3.07746370e-01 -2.27825478e-01 1.29753001e-01 -2.79516709e-02
2.52283522e-01]
[ -2.28444493e-01 -1.08318155e-01 -8.17674285e-02 -4.22680543e-02
-5.37008580e-02 -1.17183270e-01 -1.45293134e-01 -2.76990837e-02
-1.89740739e-01 -6.66227381e-02 5.57348851e-02 1.09961060e-02
-1.20735817e-01]
[ -1.74843933e-01 1.44240845e-02 -2.31209036e-01 -2.55205045e-01
-6.87919177e-02 -2.04424362e-01 -3.41148464e-01 -2.10328131e-01
7.32418279e-02 -2.86703125e-01 -1.73668462e-01 9.87394141e-02
-3.08012047e-01]
[ -3.71634894e-01 -8.39628107e-02 -1.39022600e-01 -2.28029354e-01
-6.49860245e-02 -3.12428045e-01 4.17541668e-02 -7.49547863e-02
-1.29825811e-01 7.63322636e-02 -9.55635051e-02 -1.60247977e-01
-1.78151641e-01]
[ -1.64808049e-01 -1.92083931e-01 -4.19813147e-02 -1.90217800e-01
-1.71420576e-01 -2.89132331e-01 -1.29782868e-01 -1.07345719e-01
-3.22760080e-01 2.18517166e-02 8.59082674e-02 -1.26148503e-01
-3.04147736e-01]
[ -1.25050279e-01 -2.14374074e-01 -1.07603534e-01 -3.28953238e-01
5.44683179e-02 -1.17355003e-02 -1.91172364e-01 -1.09683459e-01
1.15504480e-01 -6.89280332e-02 -2.49511303e-01 -3.74894201e-01
-3.07822075e-01]
[ -3.32672427e-02 -4.74813228e-02 -1.44458868e-01 -6.43374492e-02
-2.38356437e-01 6.65928701e-02 -4.62582417e-02 -5.62688793e-03
-1.92795763e-01 -3.02743540e-02 -8.63611635e-02 -3.43192509e-01
-1.09782115e-01]
[ -6.56375954e-02 2.73074104e-02 -1.28054025e-01 -2.99522936e-01
1.16775873e-01 2.33358595e-02 -2.15161353e-01 -1.71560145e-01
1.29240328e-01 -6.12595217e-02 -2.52192958e-01 -1.65672835e-01
-2.52286265e-01]
[ 6.16942063e-02 -2.69854228e-01 -8.92871518e-02 -3.27396573e-01
-1.69953875e-01 -9.15023703e-02 -6.45821277e-02 -4.14835150e-02
-1.08370024e-01 1.25200907e-01 -3.50025865e-01 -1.15828284e-01
9.46981155e-02]
[ -2.36279510e-01 -2.06667344e-01 -1.35480427e-01 -1.70919339e-01
-2.53681709e-01 -9.54272808e-02 4.68215696e-02 -1.04388196e-01
1.52586267e-01 -1.01169103e-01 -2.13971183e-01 -3.14863176e-01
2.47368978e-01]
[ -3.47838133e-02 -1.30397508e-01 1.17050582e-02 -1.34023468e-01
-1.02144956e-01 1.62792901e-01 -9.86055684e-03 2.92159049e-02
-1.82137818e-01 1.88443545e-02 5.26440159e-02 -2.19268088e-01
2.10429762e-01]
[ -2.27276838e-02 2.43493111e-02 -1.33525750e-01 6.50813993e-02
-1.05781460e-01 -5.04236902e-02 5.44245541e-02 -6.37801658e-02
5.46558561e-02 1.14093796e-01 -2.44725611e-01 -5.37572862e-02
2.03417562e-01]
[ -1.09652742e-01 -2.18663718e-01 4.79166803e-02 -2.07036713e-01
-7.18410279e-02 1.12137069e-01 1.14428079e-01 -9.51463689e-02
-2.35498919e-01 -5.84312797e-02 -3.46425384e-01 -1.08746128e-01
2.98492058e-01]
[ 9.16868367e-02 -1.37803960e-02 2.80055542e-03 1.52064337e-02
-6.94026800e-04 -2.09732275e-02 2.84672036e-03 7.77646841e-02
1.65631528e-01 4.09563429e-03 -3.29046432e-01 3.71160618e-02
1.99979644e-02]
[ -2.41950430e-02 -8.41745117e-02 9.16723863e-03 1.26285496e-01
-3.77380455e-02 -2.84927469e-01 -9.34464240e-02 1.26407950e-01
-1.29894621e-01 -7.39469877e-02 -1.00643146e-01 -2.12857886e-01
-5.86613431e-03]
[ 9.57254971e-02 9.55239367e-02 4.13729725e-03 -1.17468975e-02
-1.10614314e-01 -5.59070542e-02 -1.08676631e-01 -1.20541344e-01
-2.05407320e-01 -8.68539378e-02 -2.36380775e-01 7.00385440e-02
3.93356125e-02]
[ 9.05029296e-02 -1.68071621e-01 1.61496716e-01 -6.65671429e-02
1.33713299e-01 1.74667209e-02 -1.62483504e-01 -1.27962571e-01
1.45185463e-01 -2.99680938e-01 -1.09265829e-01 1.39410187e-01
1.18861604e-02]
[ 4.37657473e-02 7.75671803e-02 -2.09261653e-01 1.90488910e-02
2.51276660e-02 1.01439464e-03 -1.20382059e-01 -2.92907579e-01
-2.61941995e-01 -1.34295373e-01 -5.61518708e-02 -2.53088480e-02
-1.27050678e-01]
[ -5.58354425e-02 -2.01046208e-01 6.51692921e-02 1.29552144e-01
-1.14997838e-01 -1.34460137e-01 4.21144244e-02 1.04939491e-03
8.58814434e-02 -3.49063720e-01 -2.49604441e-01 -1.36456053e-01
1.58576023e-02]
[ 1.87881792e-02 -2.64846255e-01 6.37109507e-02 -1.94993895e-01
-1.80376627e-01 -2.30644885e-01 -2.43872992e-01 9.57956658e-02
1.10795769e-02 1.75348159e-01 -1.21693632e-01 7.29716080e-02
-4.01008733e-02]
[ 1.86348510e-01 2.71005873e-02 -9.74495797e-02 -2.24127573e-01
-7.87909565e-02 -9.96692453e-02 -1.28440851e-01 1.46221089e-01
-1.44751241e-01 -1.25042269e-01 -2.13470745e-01 -1.33710094e-01
-1.10138452e-02]
[ -1.65937777e-01 -1.94021591e-01 -1.02858342e-01 -1.89425108e-01
-6.34224534e-02 2.80488903e-02 -1.48076870e-01 -8.92577792e-02
-1.08507984e-01 1.02928315e-01 -2.27148090e-01 -1.53474968e-01
-1.68061145e-01]
[ -3.04187475e-02 -2.11319416e-01 -1.53228910e-01 -1.74130626e-01
-4.73911020e-02 4.47287016e-02 -4.96355957e-03 6.16726277e-02
-1.98613060e-01 -1.87024219e-01 -3.36002088e-02 -1.91154086e-01
-4.73803717e-03]
[ 1.19946066e-01 5.89598027e-02 1.37871162e-03 -1.58823618e-01
-3.35839834e-01 8.13953951e-03 -9.19871226e-02 -1.56919498e-01
-2.79520128e-01 1.69536563e-01 -1.38174093e-01 -2.50400559e-01
4.46445768e-02]
[ -5.24238675e-02 -3.64306426e-02 -2.78837721e-01 -5.24282449e-02
3.52926327e-02 1.59666854e-01 -1.73957134e-01 -1.00610085e-01
-4.91658087e-03 2.69421725e-02 6.47449427e-02 1.50915795e-01
7.04516230e-02]
[ 1.42605910e-01 1.98237238e-01 -1.86459423e-01 2.69290628e-01
-3.91248056e-02 8.37269235e-03 -3.92490599e-02 -1.89892242e-01
-8.28405626e-02 -2.12125808e-01 1.75357798e-01 6.04189901e-02
-2.06013507e-01]
[ 3.38735032e-04 5.84345016e-02 6.43151035e-02 -9.18467056e-02
-1.27123498e-01 -6.15934246e-02 -6.40526202e-02 -1.61148706e-01
-1.00770070e-01 -5.91187158e-02 9.96768756e-03 1.48656701e-01
-1.37318316e-01]
[ -3.58281121e-02 -1.56915948e-01 -1.55449054e-01 1.63437700e-01
-2.06419142e-01 2.38669288e-01 -6.17194881e-03 -1.92435883e-01
-1.76844667e-01 -4.46403495e-01 2.67052302e-02 -3.51949264e-02
-1.20954877e-01]
[ 8.66938521e-02 -3.87624548e-01 -4.98415549e-02 -6.52064986e-02
-1.18328697e-01 2.02775782e-01 1.31698330e-01 2.06617923e-01
-1.11337418e-01 -1.23196942e-02 -1.07495571e-01 1.50883371e-01
-9.56667986e-02]
[ 2.03710953e-01 -2.85509160e-01 -1.23112064e-01 -8.64759627e-02
-2.00205401e-01 1.22225410e-01 3.60749230e-02 -1.57500185e-01
-2.10662733e-02 -1.27661657e-01 -1.20216856e-01 -1.76351687e-01
-5.77593202e-02]
[ -1.40961544e-01 -6.00477308e-02 3.59751793e-02 -2.21688273e-01
-3.42453753e-02 -1.42692069e-01 2.98180938e-02 -5.69078374e-02
-8.58600611e-02 -5.33347652e-02 -2.55949422e-01 -2.48795111e-01
-6.77024832e-02]
[ -1.56738531e-01 -7.91490486e-02 -7.99284690e-02 -1.35833791e-01
-2.94848970e-01 -2.90343694e-01 5.96964896e-03 -6.12598625e-02
-9.56615520e-02 -8.00141986e-02 -3.66836116e-02 -1.86489049e-01
-2.49975816e-01]
[ -1.77124312e-01 -2.10354900e-01 -2.98932750e-01 -2.51054777e-01
-2.57628361e-01 -2.08145575e-01 -3.79397194e-01 8.72396666e-02
-9.20580928e-02 -3.23231342e-01 -2.56871282e-01 -1.62508491e-01
-2.64596100e-01]
[ -1.10248846e-01 1.21033416e-01 2.39568889e-02 -3.43625801e-02
-2.10407624e-01 -1.68879864e-01 -1.14979112e-01 -6.78262514e-02
-1.01561837e-01 -2.73287608e-01 -1.89574199e-01 -1.79360094e-01
-2.24517039e-01]
[ -3.45384592e-01 -1.36240447e-01 -2.69431591e-01 5.82490327e-02
-2.10710818e-01 -2.25217366e-01 -6.81827753e-02 -1.83369570e-01
4.66013569e-02 -1.19424556e-01 -5.65777910e-03 -3.75443191e-01
-8.99029858e-02]
[ -1.18947978e-01 -4.00689034e-02 -2.55758398e-01 -3.87715008e-02
-2.18076194e-01 -2.75796954e-01 -3.87700174e-01 -1.01769873e-01
1.16562186e-02 -3.27835012e-01 -3.05500352e-01 -4.17106695e-01
-1.24790452e-01]
[ -2.09391545e-01 -5.42803536e-01 -3.30142805e-01 -4.21840771e-01
-3.37147040e-01 -2.25133249e-01 -1.47900736e-02 -3.48271375e-01
1.05223249e-01 -3.02551563e-01 -2.70058085e-01 -1.13448585e-01
-1.64778951e-01]
[ -2.13468738e-01 -2.93969313e-01 -3.14682695e-01 -1.50153567e-01
-9.23066486e-02 -1.46456896e-01 -1.69051169e-01 -9.97585633e-02
-2.48313426e-01 -5.72944549e-01 -2.46917445e-01 -2.09661506e-02
-1.24753172e-01]
[ -1.15054508e-01 6.26795595e-03 -2.35785798e-01 -3.79685848e-01
-2.51813649e-01 -2.54694976e-01 -5.37466225e-02 -2.31474427e-01
2.97697819e-02 6.51629837e-02 -3.68393213e-01 -2.22444583e-01
-1.60696453e-01]]
Progress: 1.7% ... Training loss: 0.675 ... Validation loss: 1.241[[-0.19411536]
[ 0.31157411]
[ 0.00209952]
[ 0.37508943]
[ 0.31467457]
[-0.08014936]
[-0.46867449]
[-0.50701246]
[-0.44475988]
[-0.56072673]
[ 0.43698636]
[ 0.9152341 ]
[-0.56903681]]
[[ -5.17607983e-01 -6.33029622e-01 -5.74073579e-01 -4.27306877e-01
-4.38804154e-01 -5.75798437e-01 -6.63127251e-01 -6.47258988e-01
-7.63979367e-01 -7.20528786e-01 -4.54491923e-01 -2.03038240e-01
-7.84266676e-01]
[ 3.34462369e-03 -1.38139031e-01 5.05403807e-02 -1.31178252e-02
-4.24762064e-02 5.88927903e-02 -1.27075261e-01 2.20987138e-01
-1.25265448e-01 -1.71694487e-01 -3.27194354e-02 1.57905377e-02
7.44256945e-02]
[ -2.51888408e-01 2.23592996e-01 -4.28627264e-02 2.05839434e-01
2.02952401e-01 -1.20276328e-01 -3.25009825e-01 -4.86137140e-01
-2.54258299e-01 -4.91176138e-01 2.79497379e-01 7.27937942e-01
-3.95756578e-01]
[ 2.18280567e-01 -3.51208050e-01 -2.38119329e-01 -1.48096730e-01
-4.09343959e-01 1.48777153e-03 2.11035049e-01 9.00243394e-02
3.55828123e-01 6.95777419e-02 -3.04283105e-01 -7.76580656e-01
2.27122145e-01]
[ 8.90346494e-02 1.00497460e-01 8.26286345e-02 1.79026591e-01
2.72099634e-02 7.20352306e-02 -4.03748295e-02 -1.12088521e-02
4.39987287e-03 2.78353638e-02 2.48927654e-01 2.44817890e-01
1.50098011e-01]
[ -4.64662369e-01 -5.64654313e-01 -6.05282601e-01 -5.44573555e-01
-5.67215112e-01 -5.58426685e-01 -2.41641118e-01 -1.88828683e-01
-3.39135528e-01 -2.56749125e-01 -3.83348595e-01 -4.93415488e-01
-2.16168597e-01]
[ -4.20383911e-01 -5.80818855e-01 -3.24204361e-01 -3.73934173e-01
-4.13652244e-01 -5.57398091e-01 -5.54383213e-01 -5.92501688e-01
-3.84128773e-01 -3.60129910e-01 -5.21051422e-01 -2.94870419e-01
-4.29177119e-01]
[ -3.48061472e-01 -3.08455112e-01 -4.58780430e-01 -2.35693127e-01
-2.57507801e-01 -4.20095047e-01 -3.81653671e-01 -3.31844997e-01
-4.32224771e-01 -5.66804525e-01 -2.31288645e-01 -2.01975880e-01
-4.88906340e-01]
[ -4.42805725e-01 -4.10175238e-01 -3.69844444e-01 -2.23731180e-01
-3.91903174e-01 -2.00427900e-01 -1.16481697e-01 -3.81990075e-01
-2.60347896e-01 -4.01227993e-01 -2.31176803e-01 -2.92234118e-01
-2.22859195e-01]
[ -9.53776573e-01 -9.55675812e-01 -9.64101245e-01 -9.15175479e-01
-1.03174240e+00 -9.75067847e-01 -8.47327142e-01 -8.80084307e-01
-9.18848249e-01 -7.59285316e-01 -1.02223620e+00 -8.19496172e-01
-7.27617600e-01]
[ -4.78182698e-01 -2.81574808e-01 -4.57404962e-01 -3.49294423e-01
-3.74376574e-01 -3.48004620e-01 -4.95489148e-01 -5.34301479e-01
-5.57628302e-01 -1.31428256e-01 -4.44338951e-01 -5.79427119e-01
-4.13740473e-01]
[ -1.22596969e-01 7.07176024e-02 -3.42379562e-01 -2.71075760e-01
-5.39170019e-02 -6.99315670e-02 -2.06844937e-01 -3.21189299e-01
-1.97786318e-01 6.64104882e-02 -1.83567527e-01 -5.42548209e-02
-3.32585671e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.53040334e-01 -1.02668822e-01 1.63699041e-01 -2.31539158e-01
-1.22346308e-01 1.15987784e-01 -1.14191723e-01 -4.59698777e-03
-6.48470062e-02 5.97862135e-02 -9.72047116e-02 -1.71630581e-01
8.13253450e-02]
[ -7.46338615e-02 -2.52672527e-01 -1.77367358e-01 -2.75452430e-01
-4.73961318e-01 -8.32325441e-02 -4.20034049e-03 1.17893185e-02
-1.33676784e-02 2.71685283e-02 -1.45901934e-01 -1.33985593e-01
-2.10353181e-01]
[ -6.57956863e-02 -9.22391674e-04 -2.43383736e-01 -2.62291181e-01
1.33744768e-01 -1.61551790e-01 -1.42728086e-01 3.98267791e-02
4.32130598e-02 -1.72607816e-02 -1.92063409e-01 -7.85086464e-02
6.81317408e-02]
[ 2.31328531e-02 -1.48166745e-01 -1.55834521e-01 -2.45698116e-02
-1.08839486e-01 -1.07810459e-01 2.37026056e-02 -2.29343040e-01
-8.16501488e-02 -1.21911427e-01 2.62348633e-03 -1.10855238e-01
-3.84845169e-02]
[ -2.82298994e-01 -1.60704399e-01 -6.86722843e-02 -1.16868477e-01
-3.21117023e-01 -2.70407618e-01 -3.77931502e-01 4.11931537e-02
-3.07947746e-01 -2.27904462e-01 1.30521966e-01 -2.62237307e-02
2.52017730e-01]
[ -2.27450797e-01 -1.09807217e-01 -8.17902467e-02 -4.46055046e-02
-5.52287110e-02 -1.16812609e-01 -1.42832250e-01 -2.54604598e-02
-1.87135023e-01 -6.31309019e-02 5.38164367e-02 6.54596676e-03
-1.17643118e-01]
[ -1.74897991e-01 1.51276104e-02 -2.31202176e-01 -2.54485052e-01
-6.78581592e-02 -2.04492356e-01 -3.40883315e-01 -2.10049638e-01
7.35657958e-02 -2.86378091e-01 -1.72598168e-01 1.01824517e-01
-3.07544139e-01]
[ -3.71582549e-01 -8.38457571e-02 -1.39022114e-01 -2.27969630e-01
-6.48739496e-02 -3.12417562e-01 4.24140081e-02 -7.45750901e-02
-1.29324617e-01 7.70389775e-02 -9.52557720e-02 -1.60316319e-01
-1.77601891e-01]
[ -1.65354670e-01 -1.91195406e-01 -4.19681898e-02 -1.88400597e-01
-1.70165525e-01 -2.89334161e-01 -1.31056769e-01 -1.08532751e-01
-3.23853171e-01 2.10649330e-02 8.80161995e-02 -1.20217229e-01
-3.05309563e-01]
[ -1.24946240e-01 -2.14264932e-01 -1.07603099e-01 -3.28900414e-01
5.45683180e-02 -1.17231335e-02 -1.90754109e-01 -1.09457836e-01
1.16079850e-01 -6.86716271e-02 -2.49333637e-01 -3.74291455e-01
-3.07240518e-01]
[ -3.31415394e-02 -4.76244952e-02 -1.44461394e-01 -6.45528814e-02
-2.38495396e-01 6.66487449e-02 -4.59287398e-02 -5.25584108e-03
-1.92538753e-01 -2.99085168e-02 -8.65607957e-02 -3.43477214e-01
-1.09344370e-01]
[ -6.57764297e-02 2.70707444e-02 -1.28053722e-01 -2.99709563e-01
1.16584908e-01 2.33323702e-02 -2.15289909e-01 -1.71682207e-01
1.28968543e-01 -6.09995278e-02 -2.52536443e-01 -1.66272288e-01
-2.52394306e-01]
[ 6.22657945e-02 -2.70698964e-01 -8.92984040e-02 -3.28430048e-01
-1.70842651e-01 -9.13157478e-02 -6.32591767e-02 -4.02148092e-02
-1.06827836e-01 1.26660277e-01 -3.51104733e-01 -1.19434027e-01
9.63210330e-02]
[ -2.35919065e-01 -2.07354029e-01 -1.35490433e-01 -1.71854639e-01
-2.54426417e-01 -9.52334797e-02 4.85129070e-02 -1.03102269e-01
1.54316308e-01 -9.97130439e-02 -2.14923293e-01 -3.16727016e-01
2.49239412e-01]
[ -3.41256237e-02 -1.31132287e-01 1.16905361e-02 -1.35179512e-01
-1.02843999e-01 1.63036639e-01 -8.23974805e-03 3.11934792e-02
-1.80678486e-01 2.08931817e-02 5.14140365e-02 -2.21947515e-01
2.13061204e-01]
[ -2.19509081e-02 2.32314811e-02 -1.33540387e-01 6.34136192e-02
-1.06818036e-01 -5.01497960e-02 5.65862491e-02 -6.18077903e-02
5.67536895e-02 1.16794273e-01 -2.46015695e-01 -5.66553201e-02
2.05993710e-01]
[ -1.09211275e-01 -2.19297875e-01 4.79060178e-02 -2.07959554e-01
-7.26241268e-02 1.12336619e-01 1.15809862e-01 -9.37069379e-02
-2.34461805e-01 -5.68319164e-02 -3.47330736e-01 -1.11005909e-01
3.00260586e-01]
[ 9.28232496e-02 -1.52252956e-02 2.78077832e-03 1.30948759e-02
-2.11858708e-03 -2.06308506e-02 5.30739942e-03 8.05537886e-02
1.68723306e-01 7.23305301e-03 -3.30530028e-01 3.26562609e-02
2.31434932e-02]
[ -2.40848589e-02 -8.43955864e-02 9.16455195e-03 1.25964242e-01
-3.79748669e-02 -2.84891924e-01 -9.31658514e-02 1.26692310e-01
-1.29572488e-01 -7.36834693e-02 -1.00989617e-01 -2.13787851e-01
-5.54980153e-03]
[ 9.55105195e-02 9.59550635e-02 4.14348200e-03 -1.10079954e-02
-1.10154163e-01 -5.59913182e-02 -1.09104415e-01 -1.20842673e-01
-2.05841929e-01 -8.72923767e-02 -2.35701594e-01 7.22674259e-02
3.86947295e-02]
[ 8.85994753e-02 -1.65473616e-01 1.61537147e-01 -6.31246795e-02
1.36797746e-01 1.68444320e-02 -1.66638615e-01 -1.32520901e-01
1.40470597e-01 -3.03373852e-01 -1.05979364e-01 1.48934810e-01
7.06896574e-03]
[ 4.36994886e-02 7.76403595e-02 -2.09260590e-01 1.91270736e-02
2.51810039e-02 9.93881812e-04 -1.20561142e-01 -2.93145184e-01
-2.62098758e-01 -1.34556487e-01 -5.60775247e-02 -2.52041350e-02
-1.27288288e-01]
[ -5.58257273e-02 -2.01079794e-01 6.51689671e-02 1.29518544e-01
-1.15027227e-01 -1.34456423e-01 4.21381577e-02 1.07073652e-03
8.59123159e-02 -3.49044707e-01 -2.49638030e-01 -1.36576675e-01
1.58814307e-02]
[ 1.88126095e-02 -2.64759485e-01 6.37103050e-02 -1.94986666e-01
-1.80213045e-01 -2.30643779e-01 -2.43807166e-01 9.59476415e-02
1.11505653e-02 1.75721085e-01 -1.21647436e-01 7.37658706e-02
-3.97585818e-02]
[ 1.86306964e-01 2.72491785e-02 -9.74487214e-02 -2.23987855e-01
-7.86699729e-02 -9.96823490e-02 -1.28520226e-01 1.46105162e-01
-1.44837108e-01 -1.25073507e-01 -2.13273081e-01 -1.33132423e-01
-1.10740194e-02]
[ -1.65692432e-01 -1.95044992e-01 -1.02870315e-01 -1.90648577e-01
-6.44220525e-02 2.81992255e-02 -1.47383350e-01 -8.85247149e-02
-1.07847966e-01 1.03982105e-01 -2.28615072e-01 -1.56798982e-01
-1.67181132e-01]
[ -3.05012645e-02 -2.11180442e-01 -1.53227169e-01 -1.73919476e-01
-4.71786008e-02 4.46865498e-02 -5.20085207e-03 6.13765577e-02
-1.98843831e-01 -1.87283825e-01 -3.32871774e-02 -1.90353110e-01
-5.06513211e-03]
[ 1.20205140e-01 5.85531933e-02 1.37367277e-03 -1.59282649e-01
-3.36152986e-01 8.23556326e-03 -9.13897518e-02 -1.56328046e-01
-2.78985058e-01 1.70263458e-01 -1.38732193e-01 -2.51322485e-01
4.53856030e-02]
[ -5.30088630e-02 -3.44907843e-02 -2.78817082e-01 -5.01044617e-02
3.73052338e-02 1.59357373e-01 -1.75247238e-01 -1.02039491e-01
-6.23978750e-03 2.50204449e-02 6.77517082e-02 1.58866522e-01
6.85657128e-02]
[ 1.42388004e-01 1.99079688e-01 -1.86449599e-01 2.70298801e-01
-3.83152132e-02 8.25544505e-03 -3.97708296e-02 -1.90346296e-01
-8.32945123e-02 -2.12868171e-01 1.76514750e-01 6.23046203e-02
-2.06603770e-01]
[ -6.95057003e-05 5.98087570e-02 6.43312050e-02 -9.01843459e-02
-1.25708905e-01 -6.17817256e-02 -6.49340081e-02 -1.62079897e-01
-1.01583132e-01 -6.01592344e-02 1.20874101e-02 1.54603852e-01
-1.38520554e-01]
[ -3.60325690e-02 -1.56392512e-01 -1.55443846e-01 1.64457389e-01
-2.05784879e-01 2.38577962e-01 -6.73040379e-03 -1.92730401e-01
-1.77243891e-01 -4.46733197e-01 2.78470876e-02 -3.25046296e-02
-1.21226516e-01]
[ 8.65850288e-02 -3.87620587e-01 -4.98403121e-02 -6.50516490e-02
-1.18368051e-01 2.02733352e-01 1.31382709e-01 2.06324205e-01
-1.11626658e-01 -1.25392959e-02 -1.07404401e-01 1.50615776e-01
-9.60019868e-02]
[ 2.03870700e-01 -2.85681884e-01 -1.23116325e-01 -8.66974417e-02
-2.00376680e-01 1.22303352e-01 3.64636321e-02 -1.56775182e-01
-2.08120366e-02 -1.27063547e-01 -1.20525428e-01 -1.77189218e-01
-5.70159465e-02]
[ -1.40956971e-01 -6.00420409e-02 3.59755907e-02 -2.21647694e-01
-3.42165321e-02 -1.42691287e-01 2.98324600e-02 -5.68539045e-02
-8.58493699e-02 -5.32974966e-02 -2.55896155e-01 -2.48587730e-01
-6.77002809e-02]
[ -1.56401579e-01 -7.96068782e-02 -7.99365950e-02 -1.36374543e-01
-2.95220133e-01 -2.90232853e-01 6.99817920e-03 -5.99220872e-02
-9.47256613e-02 -7.87056521e-02 -3.72653142e-02 -1.87550080e-01
-2.48751589e-01]
[ -1.76771344e-01 -2.10356913e-01 -2.98939016e-01 -2.51029931e-01
-2.57585420e-01 -2.07988517e-01 -3.78149546e-01 8.88990726e-02
-9.10422382e-02 -3.21466969e-01 -2.56627234e-01 -1.60982140e-01
-2.62797856e-01]
[ -1.11095677e-01 1.22100613e-01 2.39720323e-02 -3.33650186e-02
-2.09024318e-01 -1.69208769e-01 -1.17076471e-01 -7.02575221e-02
-1.04155161e-01 -2.75020961e-01 -1.88441254e-01 -1.76518007e-01
-2.26802599e-01]
[ -3.44742286e-01 -1.37072599e-01 -2.69442239e-01 5.73975428e-02
-2.11441534e-01 -2.24981934e-01 -6.61761158e-02 -1.81483567e-01
4.91950152e-02 -1.16582147e-01 -6.09135292e-03 -3.75192956e-01
-8.71235143e-02]
[ -1.18151977e-01 -4.09155956e-02 -2.55771282e-01 -3.99869905e-02
-2.18792992e-01 -2.75554694e-01 -3.85969613e-01 -9.93825301e-02
1.36908812e-02 -3.25403751e-01 -3.06617950e-01 -4.19022413e-01
-1.22204503e-01]
[ -2.09567066e-01 -5.42751351e-01 -3.30141200e-01 -4.21721798e-01
-3.37093565e-01 -2.25188100e-01 -1.50971369e-02 -3.48658781e-01
1.05043586e-01 -3.03092629e-01 -2.69979796e-01 -1.13930967e-01
-1.65205131e-01]
[ -2.13397274e-01 -2.93024700e-01 -3.14675920e-01 -1.49037314e-01
-9.10573416e-02 -1.46419376e-01 -1.68036056e-01 -9.86970071e-02
-2.47712270e-01 -5.71637586e-01 -2.45388523e-01 -1.53428236e-02
-1.23240673e-01]
[ -1.14633172e-01 6.27280508e-03 -2.35789730e-01 -3.79676007e-01
-2.51837788e-01 -2.54598331e-01 -5.22562843e-02 -2.29930183e-01
3.11740663e-02 6.69367570e-02 -3.67895031e-01 -2.22805476e-01
-1.59140779e-01]]
Progress: 1.8% ... Training loss: 0.669 ... Validation loss: 1.238[[-0.17342919]
[ 0.32758223]
[ 0.01374732]
[ 0.39485046]
[ 0.33466534]
[-0.06010903]
[-0.44899587]
[-0.49209047]
[-0.4210594 ]
[-0.54390226]
[ 0.45758125]
[ 0.96718093]
[-0.55391048]]
[[ -5.18755236e-01 -6.30658026e-01 -5.74058934e-01 -4.24351864e-01
-4.35272878e-01 -5.76285956e-01 -6.64934002e-01 -6.49021938e-01
-7.65778557e-01 -7.23474298e-01 -4.50303036e-01 -1.84975940e-01
-7.85733727e-01]
[ 3.59371289e-03 -1.38664486e-01 5.05356084e-02 -1.37160921e-02
-4.29479891e-02 5.90387689e-02 -1.26447141e-01 2.22167869e-01
-1.24861842e-01 -1.70630469e-01 -3.36053070e-02 1.36689376e-02
7.57068008e-02]
[ -2.48459048e-01 2.24072423e-01 -4.28697222e-02 2.05791449e-01
2.03334713e-01 -1.19237085e-01 -3.15609983e-01 -4.77403688e-01
-2.44007150e-01 -4.82739398e-01 2.81591575e-01 7.40468972e-01
-3.85238827e-01]
[ 2.18104445e-01 -3.57576553e-01 -2.38143398e-01 -1.56306516e-01
-4.16925705e-01 1.61262422e-03 2.10091436e-01 8.77144807e-02
3.54506590e-01 6.90721075e-02 -3.14166043e-01 -8.15272202e-01
2.25363698e-01]
[ 9.15686991e-02 9.85135543e-02 8.26035171e-02 1.76966429e-01
2.50074545e-02 7.31407664e-02 -3.39967487e-02 -1.83508646e-03
1.01196051e-02 3.73457703e-02 2.46768260e-01 2.38505410e-01
1.60955313e-01]
[ -4.65351175e-01 -5.64907706e-01 -6.05285370e-01 -5.44824149e-01
-5.67598372e-01 -5.58578553e-01 -2.43318456e-01 -1.89601325e-01
-3.40973747e-01 -2.57922902e-01 -3.83937610e-01 -4.96428100e-01
-2.16776125e-01]
[ -4.21052624e-01 -5.78268266e-01 -3.24190444e-01 -3.70336749e-01
-4.10102415e-01 -5.57768722e-01 -5.55620318e-01 -5.93042789e-01
-3.85143126e-01 -3.61224728e-01 -5.16418083e-01 -2.75496486e-01
-4.30383616e-01]
[ -3.47045936e-01 -3.09286368e-01 -4.58787043e-01 -2.37121894e-01
-2.58372645e-01 -4.19776253e-01 -3.78361945e-01 -3.28579679e-01
-4.28943894e-01 -5.63884900e-01 -2.32032465e-01 -2.03829034e-01
-4.85173610e-01]
[ -4.45216306e-01 -4.07833116e-01 -3.69826515e-01 -2.20275921e-01
-3.89299653e-01 -2.01440170e-01 -1.22638972e-01 -3.88704953e-01
-2.66680114e-01 -4.07720455e-01 -2.28093341e-01 -2.87107750e-01
-2.30413309e-01]
[ -9.55546629e-01 -9.52272889e-01 -9.64082041e-01 -9.10049025e-01
-1.02718423e+00 -9.75882919e-01 -8.50708958e-01 -8.82227952e-01
-9.22807142e-01 -7.62628590e-01 -1.01638849e+00 -8.00321142e-01
-7.31636312e-01]
[ -4.78376817e-01 -2.81624919e-01 -4.57405387e-01 -3.49535730e-01
-3.74257704e-01 -3.48161227e-01 -4.96118472e-01 -5.34861343e-01
-5.57836352e-01 -1.31920226e-01 -4.44322252e-01 -5.79217326e-01
-4.13260523e-01]
[ -1.23385358e-01 7.11728510e-02 -3.42375875e-01 -2.70587582e-01
-5.36887946e-02 -7.01758647e-02 -2.08613787e-01 -3.23249095e-01
-1.99523289e-01 6.44042995e-02 -1.83047971e-01 -5.40051092e-02
-3.34682319e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.52810699e-01 -1.03449255e-01 1.63692241e-01 -2.32348989e-01
-1.23078411e-01 1.16118675e-01 -1.13621595e-01 -2.80233236e-03
-6.45196419e-02 6.13561561e-02 -9.83386333e-02 -1.74831031e-01
8.30128996e-02]
[ -7.56097259e-02 -2.52086230e-01 -1.77362883e-01 -2.74784802e-01
-4.73532141e-01 -8.35393639e-02 -6.59216278e-03 9.01357777e-03
-1.56931536e-02 2.41966678e-02 -1.45246238e-01 -1.33610311e-01
-2.12982911e-01]
[ -6.59339893e-02 -8.64526524e-05 -2.43379400e-01 -2.61134073e-01
1.35032784e-01 -1.61666800e-01 -1.42970821e-01 3.96020490e-02
4.31112430e-02 -1.74555151e-02 -1.90786814e-01 -7.19276826e-02
6.80205587e-02]
[ 2.24297375e-02 -1.47392615e-01 -1.55828319e-01 -2.30538888e-02
-1.07762749e-01 -1.08034330e-01 2.23523206e-02 -2.30201330e-01
-8.34198532e-02 -1.23350234e-01 4.32019275e-03 -1.06097605e-01
-4.05416477e-02]
[ -2.82366022e-01 -1.59520041e-01 -6.86675344e-02 -1.15429935e-01
-3.19767260e-01 -2.70517388e-01 -3.78055159e-01 4.11788151e-02
-3.07706187e-01 -2.27980226e-01 1.32402354e-01 -1.88203304e-02
2.52456626e-01]
[ -2.26851375e-01 -1.10652597e-01 -8.17951692e-02 -4.60044776e-02
-5.60936322e-02 -1.16578686e-01 -1.41345073e-01 -2.37514783e-02
-1.85588942e-01 -6.15006307e-02 5.26348078e-02 4.23261667e-03
-1.15843785e-01]
[ -1.74732871e-01 1.45447616e-02 -2.31204127e-01 -2.55186093e-01
-6.83839055e-02 -2.04416928e-01 -3.40479217e-01 -2.09754646e-01
7.41617133e-02 -2.86114607e-01 -1.73323726e-01 1.00138166e-01
-3.07064120e-01]
[ -3.70939361e-01 -8.43413431e-02 -1.39026312e-01 -2.28764717e-01
-6.53999441e-02 -3.12219805e-01 4.45249306e-02 -7.27009508e-02
-1.27444558e-01 7.89549940e-02 -9.56777124e-02 -1.61721969e-01
-1.75368494e-01]
[ -1.65399249e-01 -1.90479554e-01 -4.19659773e-02 -1.87608893e-01
-1.69416577e-01 -2.89400603e-01 -1.30984573e-01 -1.08204279e-01
-3.23690279e-01 2.11837719e-02 8.92114801e-02 -1.16393387e-01
-3.05045908e-01]
[ -1.25731736e-01 -2.12893289e-01 -1.07595386e-01 -3.27166299e-01
5.60681747e-02 -1.21283519e-02 -1.92673002e-01 -1.11537345e-01
1.14166751e-01 -7.09797888e-02 -2.47412786e-01 -3.70548851e-01
-3.09278235e-01]
[ -3.41536713e-02 -4.68390869e-02 -1.44454814e-01 -6.32050250e-02
-2.37868007e-01 6.62791233e-02 -4.83671390e-02 -7.99026128e-03
-1.95090558e-01 -3.25613012e-02 -8.56290144e-02 -3.42575981e-01
-1.12754171e-01]
[ -6.64398400e-02 2.73294255e-02 -1.28049653e-01 -2.99284182e-01
1.17119034e-01 2.30751499e-02 -2.17248628e-01 -1.73759722e-01
1.26972658e-01 -6.26974019e-02 -2.52246727e-01 -1.65616912e-01
-2.54687009e-01]
[ 6.28566954e-02 -2.71471995e-01 -8.93033938e-02 -3.29461305e-01
-1.71548290e-01 -9.11206629e-02 -6.19041083e-02 -3.87590116e-02
-1.05386725e-01 1.28356179e-01 -3.52119985e-01 -1.21697135e-01
9.82182766e-02]
[ -2.35802703e-01 -2.07563994e-01 -1.35491243e-01 -1.72080300e-01
-2.54592326e-01 -9.51913736e-02 4.87673666e-02 -1.02898484e-01
1.54677078e-01 -9.94246094e-02 -2.15159559e-01 -3.17318366e-01
2.49560177e-01]
[ -3.36263461e-02 -1.32118590e-01 1.16835646e-02 -1.36471994e-01
-1.03777295e-01 1.63291771e-01 -6.94041633e-03 3.29843012e-02
-1.79583621e-01 2.26811813e-02 4.96680407e-02 -2.25767668e-01
2.15310014e-01]
[ -2.18429819e-02 2.30652835e-02 -1.33541302e-01 6.31056017e-02
-1.07044312e-01 -5.01064667e-02 5.69485788e-02 -6.15724948e-02
5.70840320e-02 1.17036778e-01 -2.46296253e-01 -5.79046134e-02
2.06295278e-01]
[ -1.08567485e-01 -2.20083071e-01 4.79003289e-02 -2.09201569e-01
-7.33961226e-02 1.12578085e-01 1.17701676e-01 -9.20599034e-02
-2.32946427e-01 -5.49886965e-02 -3.48336926e-01 -1.13343453e-01
3.02860938e-01]
[ 9.35913209e-02 -1.64301955e-02 2.77324955e-03 1.11755969e-02
-3.35537341e-03 -2.03431541e-02 7.08127158e-03 8.26290989e-02
1.70838905e-01 9.44650485e-03 -3.32217175e-01 2.78622025e-02
2.58455979e-02]
[ -2.33016037e-02 -8.56142205e-02 9.15608895e-03 1.24214820e-01
-3.92374389e-02 -2.84634972e-01 -9.12848563e-02 1.29521065e-01
-1.27729189e-01 -7.09850082e-02 -1.02712768e-01 -2.17500248e-01
-2.99456622e-03]
[ 9.51770192e-02 9.61839370e-02 4.14503687e-03 -1.07363818e-02
-1.10086610e-01 -5.61078611e-02 -1.10006182e-01 -1.21847046e-01
-2.06641144e-01 -8.82213698e-02 -2.35580185e-01 7.17538856e-02
3.75315867e-02]
[ 8.67359486e-02 -1.64517142e-01 1.61550215e-01 -6.11009368e-02
1.38262081e-01 1.62101274e-02 -1.71244465e-01 -1.36998702e-01
1.35485829e-01 -3.07901620e-01 -1.04367069e-01 1.52106711e-01
8.08825087e-04]
[ 4.36111067e-02 7.77236951e-02 -2.09259754e-01 1.93487799e-02
2.53278818e-02 9.69475955e-04 -1.20879590e-01 -2.93418177e-01
-2.62266266e-01 -1.35066364e-01 -5.59358712e-02 -2.48828410e-02
-1.27731986e-01]
[ -5.58401678e-02 -2.01106803e-01 6.51688549e-02 1.29456393e-01
-1.15063043e-01 -1.34456891e-01 4.20814221e-02 9.76723782e-04
8.58606670e-02 -3.49087709e-01 -2.49712090e-01 -1.36749732e-01
1.58096497e-02]
[ 1.82008075e-02 -2.63880326e-01 6.37164254e-02 -1.94003409e-01
-1.79311988e-01 -2.30846505e-01 -2.45077532e-01 9.44770000e-02
9.78124592e-03 1.73862425e-01 -1.20439947e-01 7.78389379e-02
-4.13713369e-02]
[ 1.86335700e-01 2.72180926e-02 -9.74489907e-02 -2.24040499e-01
-7.86733685e-02 -9.96736060e-02 -1.28474622e-01 1.46133982e-01
-1.44738826e-01 -1.25014831e-01 -2.13342309e-01 -1.33259929e-01
-1.09166871e-02]
[ -1.66249131e-01 -1.93871533e-01 -1.02862889e-01 -1.89240142e-01
-6.30163662e-02 2.79206287e-02 -1.48644067e-01 -9.02710246e-02
-1.09122296e-01 1.01745377e-01 -2.26881280e-01 -1.50835010e-01
-1.68662660e-01]
[ -3.05012645e-02 -2.11180442e-01 -1.53227169e-01 -1.73919476e-01
-4.71786008e-02 4.46865498e-02 -5.20085207e-03 6.13765577e-02
-1.98843831e-01 -1.87283825e-01 -3.32871774e-02 -1.90353110e-01
-5.06513211e-03]
[ 1.20299712e-01 5.80805726e-02 1.37180690e-03 -1.59769284e-01
-3.36568168e-01 8.28507653e-03 -9.11793278e-02 -1.56098565e-01
-2.78777699e-01 1.70605548e-01 -1.39358540e-01 -2.52738618e-01
4.57186376e-02]
[ -5.30171980e-02 -3.44734191e-02 -2.78816957e-01 -5.00816447e-02
3.73275051e-02 1.59351697e-01 -1.75268244e-01 -1.02078803e-01
-6.25454249e-03 2.49817968e-02 6.77894374e-02 1.58982040e-01
6.85144386e-02]
[ 1.40675364e-01 2.03339703e-01 -1.86430033e-01 2.76080989e-01
-3.42261663e-02 7.51344386e-03 -4.35842200e-02 -1.94179610e-01
-8.69248141e-02 -2.17002047e-01 1.83145190e-01 7.77001266e-02
-2.11232191e-01]
[ -8.04634956e-04 6.15055322e-02 6.43406467e-02 -8.84199065e-02
-1.23903171e-01 -6.20751591e-02 -6.66938667e-02 -1.64198053e-01
-1.03229971e-01 -6.26510417e-02 1.43465990e-02 1.61753745e-01
-1.40448801e-01]
[ -3.67606100e-02 -1.54929246e-01 -1.55434938e-01 1.66877186e-01
-2.04063489e-01 2.38178441e-01 -8.67572294e-03 -1.94547173e-01
-1.78922884e-01 -4.48563344e-01 3.04268690e-02 -2.47211424e-02
-1.23857588e-01]
[ 8.61256297e-02 -3.87238170e-01 -4.98371123e-02 -6.44892032e-02
-1.17932403e-01 2.02551198e-01 1.30263408e-01 2.05076416e-01
-1.12784206e-01 -1.38939009e-02 -1.06821653e-01 1.51833046e-01
-9.73402767e-02]
[ 2.03674569e-01 -2.85525180e-01 -1.23115115e-01 -8.63982445e-02
-2.00215957e-01 1.22231818e-01 3.59483686e-02 -1.57258224e-01
-2.12967287e-02 -1.27647091e-01 -1.20221882e-01 -1.76633245e-01
-5.76450297e-02]
[ -1.40588709e-01 -6.09050958e-02 3.59696650e-02 -2.22601884e-01
-3.50779997e-02 -1.42508049e-01 3.08762920e-02 -5.52343301e-02
-8.50220076e-02 -5.16100454e-02 -2.57030660e-01 -2.51143793e-01
-6.59455743e-02]
[ -1.55847270e-01 -8.03586623e-02 -7.99420436e-02 -1.37437107e-01
-2.95916875e-01 -2.90060729e-01 8.68847949e-03 -5.81955505e-02
-9.32040231e-02 -7.68676175e-02 -3.84927223e-02 -1.90109223e-01
-2.47018717e-01]
[ -1.76313732e-01 -2.10945241e-01 -2.98943483e-01 -2.51960550e-01
-2.58121743e-01 -2.07917250e-01 -3.77193316e-01 9.07199749e-02
-8.99707158e-02 -3.20234738e-01 -2.57409993e-01 -1.62459594e-01
-2.60853003e-01]
[ -1.10210954e-01 1.20678653e-01 2.39610263e-02 -3.52388741e-02
-2.10228265e-01 -1.68854671e-01 -1.14720279e-01 -6.75986093e-02
-1.02384369e-01 -2.72283430e-01 -1.90484465e-01 -1.81458341e-01
-2.23418068e-01]
[ -3.44726668e-01 -1.36457205e-01 -2.69440425e-01 5.81370173e-02
-2.10841571e-01 -2.24991281e-01 -6.59409490e-02 -1.80934831e-01
4.97510808e-02 -1.16012075e-01 -4.99066369e-03 -3.70948443e-01
-8.66909436e-02]
[ -1.19556552e-01 -3.94436427e-02 -2.55762777e-01 -3.79470897e-02
-2.17730954e-01 -2.76036867e-01 -3.89063517e-01 -1.02803071e-01
1.03241784e-02 -3.28840101e-01 -3.04750386e-01 -4.16995464e-01
-1.25954960e-01]
[ -2.10494232e-01 -5.42347137e-01 -3.30133925e-01 -4.20755415e-01
-3.36259400e-01 -2.25511510e-01 -1.72776407e-02 -3.50461043e-01
1.02733525e-01 -3.05470774e-01 -2.68928679e-01 -1.11622078e-01
-1.68099351e-01]
[ -2.14651483e-01 -2.90927596e-01 -3.14663311e-01 -1.45865693e-01
-8.81743029e-02 -1.47020785e-01 -1.71072654e-01 -1.01943354e-01
-2.50503450e-01 -5.74443452e-01 -2.41981761e-01 -4.89012659e-03
-1.26796965e-01]
[ -1.15157739e-01 7.50248851e-03 -2.35781994e-01 -3.78415588e-01
-2.50571476e-01 -2.54823333e-01 -5.32728568e-02 -2.31252888e-01
3.03397174e-02 6.51758500e-02 -3.66111229e-01 -2.15786202e-01
-1.60337173e-01]]
Progress: 1.8% ... Training loss: 0.664 ... Validation loss: 1.190[[-0.17013921]
[ 0.33524632]
[ 0.01636035]
[ 0.41046684]
[ 0.3416376 ]
[-0.05823435]
[-0.45154936]
[-0.50054378]
[-0.42745939]
[-0.55100336]
[ 0.47193032]
[ 0.99887617]
[-0.5616944 ]]
[[ -5.20125653e-01 -6.27627598e-01 -5.73959105e-01 -4.18838525e-01
-4.31600398e-01 -5.76670471e-01 -6.67156514e-01 -6.50708589e-01
-7.67539807e-01 -7.25390703e-01 -4.44821105e-01 -1.71578350e-01
-7.88083999e-01]
[ 3.59731722e-03 -1.38701550e-01 5.05358724e-02 -1.37601393e-02
-4.29792421e-02 5.90367500e-02 -1.26420525e-01 2.22239562e-01
-1.24782758e-01 -1.70669217e-01 -3.36180738e-02 1.34589227e-02
7.57513763e-02]
[ -2.49424612e-01 2.27591050e-01 -4.27367618e-02 2.11457503e-01
2.06934792e-01 -1.19522859e-01 -3.17757903e-01 -4.80120165e-01
-2.45095976e-01 -4.85258889e-01 2.89009832e-01 7.63134793e-01
-3.88153113e-01]
[ 2.17554615e-01 -3.57746133e-01 -2.38148088e-01 -1.57520006e-01
-4.16759738e-01 1.44372916e-03 2.08268798e-01 8.56362301e-02
3.53710833e-01 6.65072549e-02 -3.16236477e-01 -8.22060486e-01
2.24053006e-01]
[ 9.14910069e-02 9.95482679e-02 8.26068121e-02 1.78579967e-01
2.61018929e-02 7.31298189e-02 -3.37748926e-02 -9.84993250e-04
9.63777196e-03 3.95875936e-02 2.47826371e-01 2.45105028e-01
1.62089798e-01]
[ -4.65101350e-01 -5.65761993e-01 -6.05322431e-01 -5.45672455e-01
-5.68156401e-01 -5.58487355e-01 -2.42306561e-01 -1.87904917e-01
-3.39995238e-01 -2.56023711e-01 -3.85345850e-01 -4.99673843e-01
-2.15054214e-01]
[ -4.21944784e-01 -5.74635828e-01 -3.24084324e-01 -3.65032232e-01
-4.06666776e-01 -5.58094971e-01 -5.56663743e-01 -5.93612138e-01
-3.86059963e-01 -3.62312887e-01 -5.10400558e-01 -2.60664710e-01
-4.31464127e-01]
[ -3.46968531e-01 -3.09937994e-01 -4.58799088e-01 -2.36910394e-01
-2.58701437e-01 -4.19685266e-01 -3.78029028e-01 -3.27581171e-01
-4.27732650e-01 -5.62666927e-01 -2.31436157e-01 -2.01091961e-01
-4.83953056e-01]
[ -4.44961324e-01 -4.08017295e-01 -3.69851997e-01 -2.20758575e-01
-3.89808185e-01 -2.01364176e-01 -1.21722595e-01 -3.87722838e-01
-2.65760471e-01 -4.06854980e-01 -2.28733318e-01 -2.90404096e-01
-2.29401837e-01]
[ -9.54587350e-01 -9.51395547e-01 -9.64104180e-01 -9.08148667e-01
-1.02647549e+00 -9.75649213e-01 -8.46559054e-01 -8.76540895e-01
-9.17966296e-01 -7.56833955e-01 -1.01300773e+00 -7.90627660e-01
-7.25964441e-01]
[ -4.79880721e-01 -2.79682792e-01 -4.57331594e-01 -3.46477878e-01
-3.72046441e-01 -3.48544249e-01 -4.99539586e-01 -5.37586101e-01
-5.61060302e-01 -1.35386846e-01 -4.42124188e-01 -5.74217947e-01
-4.16559474e-01]
[ -1.23150681e-01 7.02957292e-02 -3.42395998e-01 -2.71360737e-01
-5.45685176e-02 -7.00946179e-02 -2.08124814e-01 -3.23103712e-01
-1.98947625e-01 6.49707658e-02 -1.84061176e-01 -5.76712106e-02
-3.34181813e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.52785488e-01 -1.03639751e-01 1.63685401e-01 -2.32408947e-01
-1.23182180e-01 1.16126925e-01 -1.13422301e-01 -2.46284838e-03
-6.43275357e-02 6.18773972e-02 -9.84878067e-02 -1.75331050e-01
8.32869133e-02]
[ -7.53350378e-02 -2.52784270e-01 -1.77392376e-01 -2.75558737e-01
-4.74009138e-01 -8.34608452e-02 -5.86517878e-03 1.02943192e-02
-1.51401170e-02 2.55555862e-02 -1.46401082e-01 -1.36138941e-01
-2.11596971e-01]
[ -6.60434579e-02 -9.29839708e-05 -2.43382207e-01 -2.61068063e-01
1.35068422e-01 -1.61675147e-01 -1.42946455e-01 3.98957001e-02
4.32078223e-02 -1.73719537e-02 -1.90963704e-01 -7.24075899e-02
6.80382480e-02]
[ 2.13969504e-02 -1.45281345e-01 -1.55748749e-01 -1.98735987e-02
-1.05967550e-01 -1.08323077e-01 2.05592093e-02 -2.31704263e-01
-8.53238043e-02 -1.25716626e-01 7.45979158e-03 -9.87071607e-02
-4.28413646e-02]
[ -2.82277624e-01 -1.58488624e-01 -6.86385407e-02 -1.14020730e-01
-3.18750359e-01 -2.70549259e-01 -3.77944244e-01 4.12895292e-02
-3.07450517e-01 -2.27613819e-01 1.34316985e-01 -1.25003330e-02
2.52700761e-01]
[ -2.26533597e-01 -1.10931979e-01 -8.18156266e-02 -4.64856490e-02
-5.64342254e-02 -1.16470973e-01 -1.40209234e-01 -2.26394076e-02
-1.84337802e-01 -6.01819551e-02 5.24049208e-02 2.61446998e-03
-1.14359366e-01]
[ -1.73977569e-01 1.23798558e-02 -2.31264839e-01 -2.57706341e-01
-7.06256306e-02 -2.04115693e-01 -3.38402200e-01 -2.07759239e-01
7.65651269e-02 -2.84428437e-01 -1.75881893e-01 9.15273372e-02
-3.04791175e-01]
[ -3.71384424e-01 -8.35227800e-02 -1.38996318e-01 -2.27124568e-01
-6.41243859e-02 -3.12389828e-01 4.32346407e-02 -7.36401714e-02
-1.28365408e-01 7.85068598e-02 -9.43718027e-02 -1.56271201e-01
-1.76233526e-01]
[ -1.65419182e-01 -1.89634224e-01 -4.19592444e-02 -1.86468924e-01
-1.68579759e-01 -2.89393350e-01 -1.30558383e-01 -1.07588479e-01
-3.23246063e-01 2.20405315e-02 9.10065400e-02 -1.10898198e-01
-3.04307958e-01]
[ -1.25538445e-01 -2.13089764e-01 -1.07605776e-01 -3.27458965e-01
5.59027977e-02 -1.20748213e-02 -1.92118094e-01 -1.11052906e-01
1.14853645e-01 -7.03466518e-02 -2.47540688e-01 -3.70915771e-01
-3.08564798e-01]
[ -3.43298289e-02 -4.65555266e-02 -1.44445117e-01 -6.28328549e-02
-2.37681575e-01 6.62170839e-02 -4.88391047e-02 -8.42249268e-03
-1.95491832e-01 -3.31024056e-02 -8.53052220e-02 -3.42293989e-01
-1.13318983e-01]
[ -6.66210459e-02 2.77174608e-02 -1.28042408e-01 -2.98778942e-01
1.17341235e-01 2.30116071e-02 -2.17731012e-01 -1.74009963e-01
1.26508235e-01 -6.32721611e-02 -2.51763239e-01 -1.65424092e-01
-2.55214552e-01]
[ 6.33627201e-02 -2.72279879e-01 -8.93373727e-02 -3.30590904e-01
-1.72336828e-01 -9.09772699e-02 -6.07847722e-02 -3.73756589e-02
-1.04047160e-01 1.30081224e-01 -3.53224231e-01 -1.24007820e-01
1.00207374e-01]
[ -2.35215255e-01 -2.08898366e-01 -1.35536990e-01 -1.73776846e-01
-2.55896397e-01 -9.49858540e-02 5.05700312e-02 -1.01030203e-01
1.56598559e-01 -9.75840732e-02 -2.16919916e-01 -3.22814356e-01
2.51875838e-01]
[ -3.31046178e-02 -1.33152350e-01 1.16474840e-02 -1.37741589e-01
-1.04695015e-01 1.63469158e-01 -5.54150965e-03 3.45157311e-02
-1.78231424e-01 2.44878196e-02 4.80633036e-02 -2.28931539e-01
2.17302941e-01]
[ -2.13126711e-02 2.18192314e-02 -1.33582514e-01 6.13627880e-02
-1.08436131e-01 -4.99187345e-02 5.84738292e-02 -5.99524221e-02
5.85874273e-02 1.18938493e-01 -2.47975267e-01 -6.32547883e-02
2.08276883e-01]
[ -1.08200370e-01 -2.21024061e-01 4.78712791e-02 -2.10082629e-01
-7.43943920e-02 1.12722533e-01 1.18687574e-01 -9.11495369e-02
-2.32153700e-01 -5.39091972e-02 -3.49398859e-01 -1.17288986e-01
3.03889138e-01]
[ 9.46266140e-02 -1.77688250e-02 2.71063494e-03 9.38902629e-03
-4.82131293e-03 -2.00330072e-02 1.01111878e-02 8.58450733e-02
1.73884841e-01 1.29960521e-02 -3.33726932e-01 2.35578476e-02
2.94884933e-02]
[ -2.30278243e-02 -8.59551267e-02 9.13740751e-03 1.23496565e-01
-3.96965415e-02 -2.84567736e-01 -9.06511608e-02 1.30357805e-01
-1.27043797e-01 -7.02235132e-02 -1.03286709e-01 -2.19111958e-01
-2.04254441e-03]
[ 9.46689313e-02 9.68081965e-02 4.16551156e-03 -9.84784971e-03
-1.09388256e-01 -5.62294454e-02 -1.11338525e-01 -1.23295324e-01
-2.07648041e-01 -8.95828019e-02 -2.34898512e-01 7.34706437e-02
3.58654043e-02]
[ 8.63685852e-02 -1.63727818e-01 1.61578934e-01 -5.99183592e-02
1.39572406e-01 1.60750351e-02 -1.72294562e-01 -1.37924762e-01
1.34560609e-01 -3.08554282e-01 -1.03229023e-01 1.55895759e-01
-2.34754503e-05]
[ 4.33909109e-02 7.82618237e-02 -2.09245529e-01 2.00273372e-02
2.58102152e-02 8.93645358e-04 -1.21365736e-01 -2.93959356e-01
-2.62673830e-01 -1.35557608e-01 -5.53473794e-02 -2.30732911e-02
-1.28370490e-01]
[ -5.62004750e-02 -2.01136814e-01 6.51778746e-02 1.29652085e-01
-1.15112866e-01 -1.34520476e-01 4.12618410e-02 1.96608630e-04
8.48497602e-02 -3.50229402e-01 -2.49849466e-01 -1.36828149e-01
1.46619895e-02]
[ 1.84230435e-02 -2.64498446e-01 6.36903855e-02 -1.94656782e-01
-1.79822983e-01 -2.30772537e-01 -2.44537967e-01 9.53241315e-02
1.02626345e-02 1.75053260e-01 -1.21474104e-01 7.57819906e-02
-4.04546949e-02]
[ 1.86138821e-01 2.78250233e-02 -9.74360370e-02 -2.23562698e-01
-7.81736367e-02 -9.97303700e-02 -1.28667660e-01 1.45718209e-01
-1.45125813e-01 -1.25452341e-01 -2.12816284e-01 -1.31319926e-01
-1.12923671e-02]
[ -1.66531613e-01 -1.93485822e-01 -1.02845921e-01 -1.88790980e-01
-6.26519865e-02 2.78293750e-02 -1.49436352e-01 -9.12049608e-02
-1.09823028e-01 1.00390196e-01 -2.26348527e-01 -1.49716421e-01
-1.69590059e-01]
[ -3.05905682e-02 -2.11135723e-01 -1.53221287e-01 -1.73914959e-01
-4.71328333e-02 4.46425891e-02 -5.54456425e-03 6.11013431e-02
-1.99126641e-01 -1.87794197e-01 -3.32629528e-02 -1.90566585e-01
-5.39281769e-03]
[ 1.20413177e-01 5.78835871e-02 1.36612299e-03 -1.59988797e-01
-3.36643648e-01 8.31352178e-03 -9.09902237e-02 -1.55913279e-01
-2.78521133e-01 1.70801866e-01 -1.39589096e-01 -2.53186500e-01
4.60313369e-02]
[ -5.32048812e-02 -3.41481361e-02 -2.78808666e-01 -4.97438738e-02
3.75970835e-02 1.59295743e-01 -1.75728422e-01 -1.02586988e-01
-6.68622962e-03 2.43323727e-02 6.82589714e-02 1.60514337e-01
6.79408024e-02]
[ 1.39181015e-01 2.07023953e-01 -1.86319929e-01 2.81589797e-01
-3.05645712e-02 7.03109280e-03 -4.69342410e-02 -1.97203814e-01
-9.01372163e-02 -2.20843401e-01 1.89202582e-01 8.99281085e-02
-2.15315188e-01]
[ -2.06217405e-03 6.49959219e-02 6.44640362e-02 -8.39341596e-02
-1.20735453e-01 -6.24680680e-02 -6.92206022e-02 -1.66562729e-01
-1.05615576e-01 -6.56427337e-02 1.96928984e-02 1.76845431e-01
-1.43800167e-01]
[ -3.68680607e-02 -1.54150172e-01 -1.55407032e-01 1.68461768e-01
-2.03105947e-01 2.38100146e-01 -9.04838100e-03 -1.94538761e-01
-1.79100073e-01 -4.48413517e-01 3.21889521e-02 -1.89402745e-02
-1.24042981e-01]
[ 8.60804244e-02 -3.87142115e-01 -4.98326985e-02 -6.42682896e-02
-1.17814937e-01 2.02534122e-01 1.30178732e-01 2.04992948e-01
-1.12868038e-01 -1.40220564e-02 -1.06564544e-01 1.52439163e-01
-9.75171032e-02]
[ 2.03720300e-01 -2.85936350e-01 -1.23122134e-01 -8.69213573e-02
-2.00675350e-01 1.22267486e-01 3.59535566e-02 -1.57149883e-01
-2.11963441e-02 -1.27714757e-01 -1.20891994e-01 -1.78396490e-01
-5.76748068e-02]
[ -1.40305934e-01 -6.14734118e-02 3.59493781e-02 -2.23250316e-01
-3.56867934e-02 -1.42418733e-01 3.17074684e-02 -5.46446347e-02
-8.42603466e-02 -5.07677809e-02 -2.57838361e-01 -2.53364295e-01
-6.51998710e-02]
[ -1.55526277e-01 -8.09132438e-02 -7.99664635e-02 -1.37997839e-01
-2.96421436e-01 -2.89977403e-01 9.65701365e-03 -5.68918618e-02
-9.22403265e-02 -7.53884719e-02 -3.91368489e-02 -1.91732573e-01
-2.45707337e-01]
[ -1.75399565e-01 -2.12434522e-01 -2.98998710e-01 -2.53971824e-01
-2.59591909e-01 -2.07614022e-01 -3.74687442e-01 9.41040871e-02
-8.75377085e-02 -3.17058229e-01 -2.59479184e-01 -1.67672674e-01
-2.57573089e-01]
[ -1.10684380e-01 1.22120051e-01 2.40124467e-02 -3.32084166e-02
-2.08946678e-01 -1.69036067e-01 -1.15538964e-01 -6.79135151e-02
-1.02583346e-01 -2.73404847e-01 -1.88271134e-01 -1.75431654e-01
-2.24225738e-01]
[ -3.44813220e-01 -1.35695908e-01 -2.69418974e-01 5.92655948e-02
-2.10061018e-01 -2.25063586e-01 -6.61893540e-02 -1.81115528e-01
4.97536662e-02 -1.16274100e-01 -3.83334860e-03 -3.67873542e-01
-8.68450895e-02]
[ -1.19827299e-01 -3.90998002e-02 -2.55751342e-01 -3.70077749e-02
-2.17584636e-01 -2.76083556e-01 -3.89175194e-01 -1.02620575e-01
1.00260764e-02 -3.29023622e-01 -3.04109560e-01 -4.15774947e-01
-1.26338997e-01]
[ -2.10248809e-01 -5.42704047e-01 -3.30155652e-01 -4.20935991e-01
-3.36886577e-01 -2.25411100e-01 -1.60768062e-02 -3.49423084e-01
1.04014175e-01 -3.04006501e-01 -2.68916544e-01 -1.11680082e-01
-1.66620294e-01]
[ -2.15587776e-01 -2.89051409e-01 -3.14604963e-01 -1.42874517e-01
-8.57799555e-02 -1.47322062e-01 -1.73343446e-01 -1.03966851e-01
-2.52143642e-01 -5.76205848e-01 -2.38298931e-01 3.94373231e-03
-1.28842495e-01]
[ -1.14860258e-01 6.86830166e-03 -2.35816163e-01 -3.79128207e-01
-2.51036652e-01 -2.54693374e-01 -5.23122447e-02 -2.30230673e-01
3.09533041e-02 6.67589087e-02 -3.67182858e-01 -2.18644322e-01
-1.58831336e-01]]
Progress: 1.9% ... Training loss: 0.660 ... Validation loss: 1.176[[-0.17171717]
[ 0.32316115]
[ 0.00944554]
[ 0.40131262]
[ 0.33323157]
[-0.05871789]
[-0.45505092]
[-0.5113845 ]
[-0.4285077 ]
[-0.55850445]
[ 0.46099604]
[ 0.97213002]
[-0.57155099]]
[[ -5.21017113e-01 -6.25330633e-01 -5.73890978e-01 -4.15694475e-01
-4.29033594e-01 -5.76962278e-01 -6.68507108e-01 -6.52544981e-01
-7.68580889e-01 -7.27188647e-01 -4.40951896e-01 -1.61653974e-01
-7.89712325e-01]
[ 3.62431683e-03 -1.38741939e-01 5.05337746e-02 -1.38371471e-02
-4.30214475e-02 5.90437402e-02 -1.26365941e-01 2.22298447e-01
-1.24742921e-01 -1.70633574e-01 -3.36987364e-02 1.32119483e-02
7.57957951e-02]
[ -2.48642246e-01 2.23522435e-01 -4.28564821e-02 2.06946474e-01
2.03261959e-01 -1.19189533e-01 -3.15322176e-01 -4.77981899e-01
-2.42271184e-01 -4.83536397e-01 2.83937798e-01 7.53281187e-01
-3.86083930e-01]
[ 2.16526594e-01 -3.53011185e-01 -2.37962313e-01 -1.51588197e-01
-4.11542047e-01 9.56011465e-04 2.05665919e-01 8.22801523e-02
3.51384799e-01 6.26689911e-02 -3.08654851e-01 -8.06769522e-01
2.21017530e-01]
[ 9.20787859e-02 9.71520709e-02 8.24854028e-02 1.75395020e-01
2.34120553e-02 7.35039052e-02 -3.18360800e-02 6.91664831e-04
1.10311926e-02 4.17592784e-02 2.42628029e-01 2.35582623e-01
1.63901911e-01]
[ -4.65006158e-01 -5.65738841e-01 -6.05341751e-01 -5.45157798e-01
-5.68044277e-01 -5.58428103e-01 -2.41880106e-01 -1.86403215e-01
-3.39549947e-01 -2.54750564e-01 -3.84797254e-01 -4.98881791e-01
-2.13882130e-01]
[ -4.21367205e-01 -5.76046212e-01 -3.24177805e-01 -3.67276199e-01
-4.08138132e-01 -5.57896131e-01 -5.54476809e-01 -5.90807530e-01
-3.83772600e-01 -3.59196068e-01 -5.12685821e-01 -2.66351145e-01
-4.27846682e-01]
[ -3.46067328e-01 -3.13746326e-01 -4.58918258e-01 -2.40828324e-01
-2.62162098e-01 -4.19355788e-01 -3.75316219e-01 -3.24507666e-01
-4.24815686e-01 -5.59585357e-01 -2.36090998e-01 -2.12219845e-01
-4.80700408e-01]
[ -4.46180355e-01 -4.05282628e-01 -3.69713836e-01 -2.17601562e-01
-3.86881275e-01 -2.01873949e-01 -1.25404798e-01 -3.91386370e-01
-2.70022445e-01 -4.10899656e-01 -2.25340255e-01 -2.82660807e-01
-2.33311470e-01]
[ -9.53579437e-01 -9.54769551e-01 -9.64252247e-01 -9.12115381e-01
-1.02986704e+00 -9.75352389e-01 -8.43229488e-01 -8.71771474e-01
-9.14766917e-01 -7.51651934e-01 -1.01760726e+00 -8.02217696e-01
-7.19759640e-01]
[ -4.80668820e-01 -2.78612035e-01 -4.57270561e-01 -3.44760864e-01
-3.70428504e-01 -3.48797331e-01 -5.01541777e-01 -5.39044901e-01
-5.63258114e-01 -1.37592304e-01 -4.40332402e-01 -5.70596051e-01
-4.19081222e-01]
[ -1.23015553e-01 7.01380796e-02 -3.42402775e-01 -2.71601263e-01
-5.46878897e-02 -7.00605625e-02 -2.07808195e-01 -3.22698050e-01
-1.98561548e-01 6.54210611e-02 -1.84251884e-01 -5.79820481e-02
-3.33732321e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.52745052e-01 -1.03563159e-01 1.63686194e-01 -2.32205894e-01
-1.23068932e-01 1.16122886e-01 -1.13205220e-01 -1.94985314e-03
-6.40101603e-02 6.21892080e-02 -9.80716779e-02 -1.74466099e-01
8.37220775e-02]
[ -7.50983025e-02 -2.53384721e-01 -1.77420897e-01 -2.76174236e-01
-4.74486730e-01 -8.33533085e-02 -5.17390816e-03 1.14536851e-02
-1.45968704e-02 2.67887994e-02 -1.47386347e-01 -1.38458317e-01
-2.10501559e-01]
[ -6.63965158e-02 5.17754369e-04 -2.43374509e-01 -2.59851263e-01
1.35669428e-01 -1.61746286e-01 -1.43746093e-01 3.96481953e-02
4.22605070e-02 -1.79182161e-02 -1.89785138e-01 -7.04353964e-02
6.72868677e-02]
[ 2.11794509e-02 -1.45096403e-01 -1.55747385e-01 -1.99900067e-02
-1.06009663e-01 -1.08345962e-01 2.06530400e-02 -2.32230290e-01
-8.53415166e-02 -1.25852023e-01 7.09433482e-03 -9.90596684e-02
-4.28525718e-02]
[ -2.81811454e-01 -1.59077797e-01 -6.86785648e-02 -1.14907518e-01
-3.19187302e-01 -2.70438061e-01 -3.76670468e-01 4.29697693e-02
-3.05832146e-01 -2.25984946e-01 1.33711211e-01 -1.32322588e-02
2.54911759e-01]
[ -2.26135417e-01 -1.11697191e-01 -8.18558646e-02 -4.74150048e-02
-5.70466266e-02 -1.16377672e-01 -1.39355997e-01 -2.11143909e-02
-1.83474809e-01 -5.83719727e-02 5.16838062e-02 -1.52518591e-04
-1.12777090e-01]
[ -1.73515720e-01 1.00906962e-02 -2.31325714e-01 -2.60327800e-01
-7.30047520e-02 -2.03886305e-01 -3.37215604e-01 -2.06354675e-01
7.80047963e-02 -2.83308239e-01 -1.79121938e-01 8.43528787e-02
-3.03475037e-01]
[ -3.70894202e-01 -8.52376900e-02 -1.39060781e-01 -2.29113176e-01
-6.56822411e-02 -3.12233383e-01 4.49726633e-02 -7.18507725e-02
-1.26779151e-01 8.02764304e-02 -9.65219926e-02 -1.61537916e-01
-1.74306715e-01]
[ -1.65297745e-01 -1.89842045e-01 -4.19743775e-02 -1.86489817e-01
-1.68741066e-01 -2.89378561e-01 -1.30158638e-01 -1.07170911e-01
-3.22808217e-01 2.25872458e-02 9.09230012e-02 -1.11377481e-01
-3.03722420e-01]
[ -1.26757069e-01 -2.10570775e-01 -1.07477962e-01 -3.24453233e-01
5.84764923e-02 -1.25504642e-02 -1.95648779e-01 -1.14797603e-01
1.10764388e-01 -7.41969115e-02 -2.44556965e-01 -3.65280088e-01
-3.12420969e-01]
[ -3.42057288e-02 -4.66946789e-02 -1.44451507e-01 -6.30377981e-02
-2.37755432e-01 6.62548505e-02 -4.85077879e-02 -8.09159642e-03
-1.95148896e-01 -3.26942827e-02 -8.54348590e-02 -3.42212733e-01
-1.12912162e-01]
[ -6.68160520e-02 2.81711826e-02 -1.28018245e-01 -2.98310800e-01
1.17901490e-01 2.29126851e-02 -2.18541571e-01 -1.74595496e-01
1.25801469e-01 -6.41418689e-02 -2.51059080e-01 -1.63165898e-01
-2.56022406e-01]
[ 6.36942116e-02 -2.72695295e-01 -8.93648499e-02 -3.31219832e-01
-1.72903104e-01 -9.08767604e-02 -5.98102563e-02 -3.64579365e-02
-1.03038410e-01 1.31273323e-01 -3.53947125e-01 -1.26470434e-01
1.01454873e-01]
[ -2.34645110e-01 -2.09909812e-01 -1.35589387e-01 -1.75444103e-01
-2.56977899e-01 -9.48064833e-02 5.27141742e-02 -9.90046034e-02
1.58860633e-01 -9.55598658e-02 -2.18592491e-01 -3.27076789e-01
2.54933260e-01]
[ -3.26784392e-02 -1.33813734e-01 1.16069534e-02 -1.38803142e-01
-1.05469546e-01 1.63615594e-01 -4.37591865e-03 3.58820802e-02
-1.77252775e-01 2.61593690e-02 4.64606447e-02 -2.32876935e-01
2.19294473e-01]
[ -2.09781354e-02 2.10078407e-02 -1.33608632e-01 6.03603526e-02
-1.09219195e-01 -4.97956303e-02 5.94092729e-02 -5.89663209e-02
5.97182905e-02 1.19906831e-01 -2.48897292e-01 -6.62646633e-02
2.09500281e-01]
[ -1.08054170e-01 -2.21168357e-01 4.78625478e-02 -2.10302179e-01
-7.45202953e-02 1.12773530e-01 1.19159733e-01 -9.07345274e-02
-2.31707430e-01 -5.33840277e-02 -3.49550546e-01 -1.17415245e-01
3.04484222e-01]
[ 9.55601403e-02 -1.91600763e-02 2.64269943e-03 7.62581349e-03
-6.13454134e-03 -1.97987065e-02 1.26446805e-02 8.87246452e-02
1.76550494e-01 1.63883768e-02 -3.35167725e-01 1.87562246e-02
3.27207521e-02]
[ -2.25572680e-02 -8.74239892e-02 9.06955317e-03 1.21343921e-01
-4.13423474e-02 -2.84416306e-01 -8.94259973e-02 1.31929003e-01
-1.25831162e-01 -6.85241410e-02 -1.05512908e-01 -2.25546143e-01
-4.14496073e-04]
[ 9.47197851e-02 9.65441951e-02 4.15497008e-03 -1.01554139e-02
-1.09674130e-01 -5.62046767e-02 -1.11283858e-01 -1.23051197e-01
-2.07464106e-01 -8.93785435e-02 -2.35197621e-01 7.19522975e-02
3.60129894e-02]
[ 8.50799342e-02 -1.61361964e-01 1.61703388e-01 -5.64678603e-02
1.42471347e-01 1.56069342e-02 -1.75617490e-01 -1.41278211e-01
1.30154688e-01 -3.12108012e-01 -9.98692483e-02 1.63351790e-01
-4.45212517e-03]
[ 4.34745545e-02 7.81259694e-02 -2.09252885e-01 1.98864147e-02
2.56880487e-02 9.24408156e-04 -1.21122792e-01 -2.93577765e-01
-2.62463619e-01 -1.35150592e-01 -5.55260386e-02 -2.33926843e-02
-1.27957289e-01]
[ -5.63864334e-02 -2.01052335e-01 6.51804392e-02 1.29770794e-01
-1.14962602e-01 -1.34551003e-01 4.08947994e-02 -9.88113976e-05
8.43716258e-02 -3.50851330e-01 -2.49870928e-01 -1.37200113e-01
1.42340395e-02]
[ 1.85220583e-02 -2.64976734e-01 6.36713224e-02 -1.95284123e-01
-1.80247119e-01 -2.30742428e-01 -2.44354416e-01 9.56687683e-02
1.06208449e-02 1.75550282e-01 -1.22260429e-01 7.37807292e-02
-3.99586959e-02]
[ 1.86127270e-01 2.75793550e-02 -9.74369874e-02 -2.23832141e-01
-7.82624135e-02 -9.97140703e-02 -1.28661877e-01 1.45640724e-01
-1.45026112e-01 -1.25507723e-01 -2.13202024e-01 -1.30590440e-01
-1.11864531e-02]
[ -1.66419107e-01 -1.94322392e-01 -1.02868834e-01 -1.89636863e-01
-6.34557141e-02 2.78957369e-02 -1.49109870e-01 -9.07290274e-02
-1.09454760e-01 1.00826265e-01 -2.27421941e-01 -1.50714607e-01
-1.69183430e-01]
[ -3.04047095e-02 -2.12156042e-01 -1.53255454e-01 -1.75010953e-01
-4.82125011e-02 4.47319259e-02 -5.02654181e-03 6.16684030e-02
-1.98696514e-01 -1.87314110e-01 -3.48341113e-02 -1.93067177e-01
-4.81280275e-03]
[ 1.20026444e-01 5.87401372e-02 1.40302967e-03 -1.58859177e-01
-3.35763156e-01 8.20233138e-03 -9.16088545e-02 -1.56682126e-01
-2.79070648e-01 1.69687358e-01 -1.38379537e-01 -2.48921572e-01
4.49693872e-02]
[ -5.33831210e-02 -3.35324505e-02 -2.78791416e-01 -4.90211962e-02
3.82312632e-02 1.59223198e-01 -1.76254290e-01 -1.03060629e-01
-7.20530880e-03 2.36505430e-02 6.92659116e-02 1.63098661e-01
6.73180015e-02]
[ 1.38450671e-01 2.08469908e-01 -1.86270024e-01 2.83742958e-01
-2.91465538e-02 6.79185085e-03 -4.90638086e-02 -1.99430549e-01
-9.22166428e-02 -2.23335998e-01 1.91683038e-01 9.51645807e-02
-2.17983347e-01]
[ -3.09977302e-03 6.75141884e-02 6.45802119e-02 -8.12323647e-02
-1.18278571e-01 -6.28820682e-02 -7.25403180e-02 -1.69830918e-01
-1.08679664e-01 -6.92535656e-02 2.29645938e-02 1.84718398e-01
-1.47320978e-01]
[ -3.68143958e-02 -1.54574130e-01 -1.55419061e-01 1.68181834e-01
-2.03474000e-01 2.38144736e-01 -9.09340960e-03 -1.94215754e-01
-1.79089701e-01 -4.48143983e-01 3.17057739e-02 -2.04422546e-02
-1.23916221e-01]
[ 8.60073715e-02 -3.87155051e-01 -4.98247096e-02 -6.38628955e-02
-1.17639750e-01 2.02499961e-01 1.29854134e-01 2.04878543e-01
-1.12993380e-01 -1.41413003e-02 -1.06089945e-01 1.53500869e-01
-9.76059372e-02]
[ 2.03823947e-01 -2.86357049e-01 -1.23139819e-01 -8.71797262e-02
-2.01134407e-01 1.22313998e-01 3.63227407e-02 -1.56696489e-01
-2.09678065e-02 -1.27150087e-01 -1.21249928e-01 -1.79747989e-01
-5.74137610e-02]
[ -1.40099533e-01 -6.18528798e-02 3.59277359e-02 -2.23772802e-01
-3.60827532e-02 -1.42351382e-01 3.23984695e-02 -5.38004957e-02
-8.36725056e-02 -4.99661524e-02 -2.58419095e-01 -2.54838085e-01
-6.43218991e-02]
[ -1.55387430e-01 -8.11391235e-02 -7.99781279e-02 -1.38326405e-01
-2.96610653e-01 -2.89932079e-01 1.01122417e-02 -5.63928481e-02
-9.18132744e-02 -7.48449098e-02 -3.94617728e-02 -1.92138070e-01
-2.45146001e-01]
[ -1.74457430e-01 -2.14721470e-01 -2.99089316e-01 -2.56678697e-01
-2.61585724e-01 -2.07256772e-01 -3.72029891e-01 9.80569035e-02
-8.44379882e-02 -3.13284668e-01 -2.62414160e-01 -1.73435791e-01
-2.53609834e-01]
[ -1.10499552e-01 1.21453364e-01 2.39814865e-02 -3.43136310e-02
-2.09638941e-01 -1.69023940e-01 -1.15287463e-01 -6.69484335e-02
-1.02491025e-01 -2.72617047e-01 -1.89373972e-01 -1.77899565e-01
-2.22774715e-01]
[ -3.45423503e-01 -1.35664414e-01 -2.69406232e-01 5.97531838e-02
-2.09967841e-01 -2.25246497e-01 -6.83262319e-02 -1.83017725e-01
4.75721849e-02 -1.18043452e-01 -3.65996530e-03 -3.68792270e-01
-8.90397506e-02]
[ -1.20041697e-01 -3.89581342e-02 -2.55732062e-01 -3.63778836e-02
-2.17240621e-01 -2.76161821e-01 -3.89376577e-01 -1.02336380e-01
9.40507017e-03 -3.28915388e-01 -3.03763993e-01 -4.14920716e-01
-1.26533410e-01]
[ -2.10103465e-01 -5.43118134e-01 -3.30178973e-01 -4.21780774e-01
-3.37495128e-01 -2.25384434e-01 -1.56336192e-02 -3.49207664e-01
1.04430459e-01 -3.03796667e-01 -2.70086237e-01 -1.15383863e-01
-1.65745820e-01]
[ -2.15858200e-01 -2.88198796e-01 -3.14575510e-01 -1.41719103e-01
-8.47396378e-02 -1.47407040e-01 -1.73494410e-01 -1.04519501e-01
-2.52102550e-01 -5.76797435e-01 -2.36688515e-01 8.51536983e-03
-1.29250722e-01]
[ -1.14682518e-01 6.74935401e-03 -2.35826561e-01 -3.79234457e-01
-2.51112517e-01 -2.54665463e-01 -5.15312631e-02 -2.29477058e-01
3.14940183e-02 6.76672762e-02 -3.67103162e-01 -2.19495633e-01
-1.58190242e-01]]
Progress: 1.9% ... Training loss: 0.657 ... Validation loss: 1.186[[-0.18708696]
[ 0.29154839]
[-0.01087805]
[ 0.37314855]
[ 0.30980548]
[-0.0740018 ]
[-0.47521633]
[-0.53089922]
[-0.44448456]
[-0.57928562]
[ 0.43363243]
[ 0.93373458]
[-0.59211796]]
[[ -5.21078460e-01 -6.24621857e-01 -5.73881136e-01 -4.14851988e-01
-4.28330072e-01 -5.76974800e-01 -6.68034386e-01 -6.51537461e-01
-7.68610878e-01 -7.26263483e-01 -4.39979842e-01 -1.55443316e-01
-7.88335445e-01]
[ 3.44990505e-03 -1.38064308e-01 5.05493921e-02 -1.29648038e-02
-4.23603198e-02 5.89742930e-02 -1.26610219e-01 2.21871930e-01
-1.24930358e-01 -1.71083393e-01 -3.26435022e-02 1.59702638e-02
7.55318560e-02]
[ -2.46367475e-01 2.17202199e-01 -4.29765916e-02 1.99157313e-01
1.97829350e-01 -1.18525997e-01 -3.10098171e-01 -4.73996881e-01
-2.36561590e-01 -4.79219011e-01 2.76670844e-01 7.41734971e-01
-3.80585564e-01]
[ 2.16053411e-01 -3.51058384e-01 -2.37884804e-01 -1.49103776e-01
-4.08485063e-01 6.71549514e-04 2.04018931e-01 7.94583429e-02
3.50273383e-01 5.98960826e-02 -3.05771225e-01 -8.01581833e-01
2.18107819e-01]
[ 9.43889701e-02 9.25723837e-02 8.23547871e-02 1.69086627e-01
1.92883409e-02 7.42374134e-02 -2.66396543e-02 6.96793579e-03
1.58784149e-02 5.00936225e-02 2.34140350e-01 2.18091978e-01
1.72984070e-01]
[ -4.64798871e-01 -5.66070587e-01 -6.05358080e-01 -5.45484772e-01
-5.68297286e-01 -5.58345715e-01 -2.40845687e-01 -1.84688408e-01
-3.38877108e-01 -2.52762740e-01 -3.85663671e-01 -5.00117715e-01
-2.12092483e-01]
[ -4.21171612e-01 -5.76582547e-01 -3.24198243e-01 -3.68125333e-01
-4.08664173e-01 -5.57803056e-01 -5.53862993e-01 -5.90182276e-01
-3.82959169e-01 -3.58388723e-01 -5.13370520e-01 -2.66828475e-01
-4.25990054e-01]
[ -3.43990139e-01 -3.19865707e-01 -4.59040748e-01 -2.47896287e-01
-2.67412768e-01 -4.18714661e-01 -3.69231819e-01 -3.18296958e-01
-4.19266506e-01 -5.52766226e-01 -2.43729359e-01 -2.29429056e-01
-4.73955081e-01]
[ -4.46272570e-01 -4.05210902e-01 -3.69709499e-01 -2.17280415e-01
-3.86585586e-01 -2.01910855e-01 -1.25435555e-01 -3.91466722e-01
-2.70430140e-01 -4.10792018e-01 -2.25046364e-01 -2.82577645e-01
-2.33654101e-01]
[ -9.51609149e-01 -9.59773821e-01 -9.64382292e-01 -9.17630529e-01
-1.03396839e+00 -9.74737331e-01 -8.36747778e-01 -8.64358301e-01
-9.09164113e-01 -7.43419816e-01 -1.02362592e+00 -8.15001086e-01
-7.11328472e-01]
[ -4.80891469e-01 -2.79208694e-01 -4.57272256e-01 -3.45469674e-01
-3.70896775e-01 -3.48844014e-01 -5.01923875e-01 -5.39620590e-01
-5.63724673e-01 -1.37991740e-01 -4.40805881e-01 -5.71982689e-01
-4.19666738e-01]
[ -1.22375337e-01 6.88232736e-02 -3.42425954e-01 -2.73300229e-01
-5.58523001e-02 -6.98492545e-02 -2.06205929e-01 -3.21065117e-01
-1.97070038e-01 6.73103185e-02 -1.86655328e-01 -6.26513232e-02
-3.31529003e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.52741217e-01 -1.03597725e-01 1.63685382e-01 -2.32306900e-01
-1.23134414e-01 1.16131355e-01 -1.13194507e-01 -1.83971882e-03
-6.40346587e-02 6.23774341e-02 -9.81833742e-02 -1.74848379e-01
8.39009899e-02]
[ -7.49132306e-02 -2.53465495e-01 -1.77430252e-01 -2.76269856e-01
-4.74512850e-01 -8.33044580e-02 -4.51085645e-03 1.25792489e-02
-1.40632677e-02 2.79929207e-02 -1.47613923e-01 -1.38096654e-01
-2.09410803e-01]
[ -6.63843074e-02 1.48013703e-04 -2.43385513e-01 -2.60207660e-01
1.35146142e-01 -1.61730242e-01 -1.43574037e-01 3.99554977e-02
4.23400897e-02 -1.73561016e-02 -1.90503768e-01 -7.42368475e-02
6.78153786e-02]
[ 2.09000140e-02 -1.45096363e-01 -1.55748877e-01 -2.00695768e-02
-1.05885909e-01 -1.08372597e-01 2.02851606e-02 -2.32807129e-01
-8.56809597e-02 -1.26355218e-01 7.06418557e-03 -9.72543972e-02
-4.29583453e-02]
[ -2.81552866e-01 -1.59378785e-01 -6.86888804e-02 -1.15288643e-01
-3.19439371e-01 -2.70372593e-01 -3.76150417e-01 4.36659824e-02
-3.05249602e-01 -2.25312628e-01 1.33318027e-01 -1.37413933e-02
2.55948178e-01]
[ -2.25729303e-01 -1.12767256e-01 -8.18783926e-02 -4.93073319e-02
-5.82471650e-02 -1.16230682e-01 -1.38156414e-01 -1.99693152e-02
-1.82430561e-01 -5.74706609e-02 4.97078388e-02 -3.38229044e-03
-1.11378637e-01]
[ -1.73230825e-01 8.98963948e-03 -2.31347725e-01 -2.61531306e-01
-7.38738099e-02 -2.03802807e-01 -3.36401536e-01 -2.05513399e-01
7.91159536e-02 -2.82486985e-01 -1.80301439e-01 8.17517053e-02
-3.02426694e-01]
[ -3.70183342e-01 -8.80451845e-02 -1.39115589e-01 -2.31614432e-01
-6.78469238e-02 -3.11983909e-01 4.73444797e-02 -6.94880822e-02
-1.25064279e-01 8.30172467e-02 -9.95323829e-02 -1.69590338e-01
-1.71900983e-01]
[ -1.64423731e-01 -1.91063667e-01 -4.20002456e-02 -1.88167991e-01
-1.69754058e-01 -2.89157264e-01 -1.27869582e-01 -1.04913087e-01
-3.20605215e-01 2.53643428e-02 8.93295984e-02 -1.13932214e-01
-3.01124043e-01]
[ -1.27027848e-01 -2.10318904e-01 -1.07465717e-01 -3.23851966e-01
5.91044820e-02 -1.26615855e-02 -1.96384606e-01 -1.15473038e-01
1.09729641e-01 -7.48139058e-02 -2.44030099e-01 -3.64653523e-01
-3.13484940e-01]
[ -3.43829567e-02 -4.62786777e-02 -1.44442857e-01 -6.26010344e-02
-2.37490581e-01 6.61923807e-02 -4.89280657e-02 -8.56084495e-03
-1.95581628e-01 -3.33096926e-02 -8.49741994e-02 -3.41549268e-01
-1.13490009e-01]
[ -6.64363396e-02 2.75738407e-02 -1.28035866e-01 -2.98982773e-01
1.17265095e-01 2.30525053e-02 -2.17356103e-01 -1.73249636e-01
1.26991638e-01 -6.25515898e-02 -2.51701695e-01 -1.64331199e-01
-2.54511349e-01]
[ 6.44956323e-02 -2.73926731e-01 -8.94023953e-02 -3.32768444e-01
-1.74234564e-01 -9.06488526e-02 -5.77471801e-02 -3.39575003e-02
-1.00869509e-01 1.34309411e-01 -3.55520909e-01 -1.31690105e-01
1.04492405e-01]
[ -2.34507565e-01 -2.10102354e-01 -1.35596717e-01 -1.75693959e-01
-2.57153557e-01 -9.47652749e-02 5.32277652e-02 -9.82826077e-02
1.59304597e-01 -9.48510166e-02 -2.18864484e-01 -3.27841509e-01
2.55706436e-01]
[ -3.19212905e-02 -1.34888512e-01 1.15709635e-02 -1.40182872e-01
-1.06551476e-01 1.63874808e-01 -2.20750008e-03 3.83918898e-02
-1.75388053e-01 2.89081017e-02 4.46952648e-02 -2.36182062e-01
2.22362400e-01]
[ -2.06540568e-02 2.02400746e-02 -1.33624136e-01 5.93902999e-02
-1.09843956e-01 -4.96974721e-02 6.04251146e-02 -5.79542543e-02
6.06703133e-02 1.21007188e-01 -2.49772981e-01 -6.83751982e-02
2.10623421e-01]
[ -1.07980515e-01 -2.21240769e-01 4.78595436e-02 -2.10390301e-01
-7.45862856e-02 1.12799861e-01 1.19415348e-01 -9.04894848e-02
-2.31476375e-01 -5.31170256e-02 -3.49607099e-01 -1.17483145e-01
3.04806239e-01]
[ 9.67054583e-02 -2.11401025e-02 2.58914416e-03 4.69017751e-03
-8.34406907e-03 -1.94425780e-02 1.59680475e-02 9.22519980e-02
1.79951221e-01 2.03859946e-02 -3.37722828e-01 1.22593523e-02
3.67546207e-02]
[ -2.24224888e-02 -8.80161788e-02 9.05923927e-03 1.20473605e-01
-4.21265308e-02 -2.84361435e-01 -8.91341062e-02 1.32373287e-01
-1.25595704e-01 -6.83578931e-02 -1.06365536e-01 -2.28450914e-01
-1.67494366e-04]
[ 9.46689526e-02 9.66011549e-02 4.15575755e-03 -1.00248072e-02
-1.09559237e-01 -5.62255087e-02 -1.11400173e-01 -1.23292650e-01
-2.07638279e-01 -8.94510937e-02 -2.35180163e-01 7.22154415e-02
3.57341527e-02]
[ 8.38571202e-02 -1.59628736e-01 1.61760311e-01 -5.35900722e-02
1.44877897e-01 1.51853641e-02 -1.79289158e-01 -1.44797800e-01
1.26106922e-01 -3.15794338e-01 -9.71819471e-02 1.68379544e-01
-8.92365780e-03]
[ 4.32507850e-02 7.79656522e-02 -2.09251968e-01 1.99018289e-02
2.55597811e-02 8.70076321e-04 -1.21629908e-01 -2.94136739e-01
-2.62995143e-01 -1.35876447e-01 -5.55657713e-02 -2.41513355e-02
-1.28723602e-01]
[ -5.61283310e-02 -2.02194974e-01 6.51567887e-02 1.28122408e-01
-1.16148749e-01 -1.34451322e-01 4.14993715e-02 5.90343719e-04
8.50433630e-02 -3.50433574e-01 -2.51630443e-01 -1.40747017e-01
1.50095573e-02]
[ 1.83546800e-02 -2.64423828e-01 6.36884931e-02 -1.94686091e-01
-1.79542049e-01 -2.30801824e-01 -2.44781794e-01 9.51021026e-02
1.02180075e-02 1.74745077e-01 -1.21397636e-01 7.73030088e-02
-4.04514703e-02]
[ 1.85860491e-01 2.78669143e-02 -9.74277747e-02 -2.23397711e-01
-7.79136137e-02 -9.97735126e-02 -1.29083092e-01 1.44969788e-01
-1.45458547e-01 -1.26265578e-01 -2.12832590e-01 -1.29710918e-01
-1.17683452e-02]
[ -1.66586181e-01 -1.93760119e-01 -1.02855512e-01 -1.88819471e-01
-6.28825261e-02 2.78328442e-02 -1.49358448e-01 -9.11598738e-02
-1.09619447e-01 1.00494423e-01 -2.26472795e-01 -1.48092714e-01
-1.69412256e-01]
[ -3.04903313e-02 -2.12009958e-01 -1.53251458e-01 -1.74773782e-01
-4.80004969e-02 4.47139055e-02 -5.14071840e-03 6.17596701e-02
-1.98765699e-01 -1.87520342e-01 -3.45060094e-02 -1.91329278e-01
-4.87503666e-03]
[ 1.20906641e-01 5.67884332e-02 1.35954345e-03 -1.61258031e-01
-3.37411027e-01 8.47860197e-03 -8.97439049e-02 -1.54996669e-01
-2.77336117e-01 1.72475365e-01 -1.41306353e-01 -2.54240288e-01
4.75453698e-02]
[ -5.33647220e-02 -3.34298374e-02 -2.78790351e-01 -4.90291871e-02
3.83035111e-02 1.59223051e-01 -1.76192549e-01 -1.03070401e-01
-7.11305049e-03 2.36811821e-02 6.92751575e-02 1.63138622e-01
6.72966358e-02]
[ 1.38166950e-01 2.09444688e-01 -1.86253557e-01 2.85039026e-01
-2.82231855e-02 6.68568278e-03 -5.00765067e-02 -2.00461237e-01
-9.29055243e-02 -2.24240422e-01 1.93222690e-01 9.96282506e-02
-2.18839010e-01]
[ -3.85001614e-03 6.87265130e-02 6.46152245e-02 -7.96719060e-02
-1.17266611e-01 -6.30958949e-02 -7.42088327e-02 -1.71611648e-01
-1.10323507e-01 -7.15246812e-02 2.46140261e-02 1.88292463e-01
-1.49391881e-01]
[ -3.68648860e-02 -1.54463717e-01 -1.55417153e-01 1.68338583e-01
-2.03388728e-01 2.38128362e-01 -9.16819245e-03 -1.94313297e-01
-1.79229662e-01 -4.48241407e-01 3.18549366e-02 -2.00984232e-02
-1.24032411e-01]
[ 8.59379364e-02 -3.87098062e-01 -4.98242510e-02 -6.37402330e-02
-1.17596939e-01 2.02485800e-01 1.29690213e-01 2.04557113e-01
-1.13315607e-01 -1.42973532e-02 -1.06071199e-01 1.54121272e-01
-9.78863082e-02]
[ 2.03817974e-01 -2.86498445e-01 -1.23144824e-01 -8.72556258e-02
-2.01227769e-01 1.22321649e-01 3.63757751e-02 -1.56662584e-01
-2.10516301e-02 -1.27055505e-01 -1.21366632e-01 -1.79982009e-01
-5.73928272e-02]
[ -1.39853708e-01 -6.26943147e-02 3.59068940e-02 -2.24655529e-01
-3.69270780e-02 -1.42262270e-01 3.32358480e-02 -5.27366629e-02
-8.30104833e-02 -4.89451097e-02 -2.59408743e-01 -2.57721750e-01
-6.32826507e-02]
[ -1.54431913e-01 -8.37023478e-02 -8.00340616e-02 -1.41439920e-01
-2.98667364e-01 -2.89641768e-01 1.31870062e-02 -5.32184091e-02
-8.89415733e-02 -7.14850115e-02 -4.31542843e-02 -2.00460241e-01
-2.41886472e-01]
[ -1.74639911e-01 -2.14249166e-01 -2.99081035e-01 -2.55905113e-01
-2.61038030e-01 -2.07292066e-01 -3.71831130e-01 9.83023188e-02
-8.44739902e-02 -3.13019854e-01 -2.61590317e-01 -1.69993483e-01
-2.53379334e-01]
[ -1.09342124e-01 1.17896296e-01 2.38920288e-02 -3.84130252e-02
-2.12699734e-01 -1.68628710e-01 -1.11175727e-01 -6.24415529e-02
-9.89332875e-02 -2.68184222e-01 -1.93818958e-01 -1.89389172e-01
-2.17605318e-01]
[ -3.45060883e-01 -1.36515630e-01 -2.69420061e-01 5.91029414e-02
-2.10294118e-01 -2.25153181e-01 -6.72647026e-02 -1.81609853e-01
4.84104088e-02 -1.15960022e-01 -4.51232611e-03 -3.69871234e-01
-8.77123248e-02]
[ -1.19941004e-01 -4.01659551e-02 -2.55751968e-01 -3.77454055e-02
-2.18325951e-01 -2.76122106e-01 -3.89545787e-01 -1.02819427e-01
9.47010805e-03 -3.29020833e-01 -3.05392816e-01 -4.19240020e-01
-1.26718930e-01]
[ -2.09934180e-01 -5.43511212e-01 -3.30193674e-01 -4.22294382e-01
-3.38165369e-01 -2.25311363e-01 -1.51204350e-02 -3.48495308e-01
1.04945031e-01 -3.02914245e-01 -2.70790188e-01 -1.19074224e-01
-1.64681622e-01]
[ -2.15226349e-01 -2.89718069e-01 -3.14607312e-01 -1.44075924e-01
-8.64519960e-02 -1.47208153e-01 -1.72043703e-01 -1.02812449e-01
-2.50896604e-01 -5.75141264e-01 -2.39326235e-01 4.15269723e-03
-1.27362646e-01]
[ -1.14534059e-01 6.88977068e-03 -2.35820067e-01 -3.78943379e-01
-2.50539242e-01 -2.54650706e-01 -5.09960926e-02 -2.29103168e-01
3.19762591e-02 6.81749992e-02 -3.66554751e-01 -2.16836334e-01
-1.57635349e-01]]
Progress: 1.9% ... Training loss: 0.657 ... Validation loss: 1.222[[-0.18114693]
[ 0.30819395]
[-0.0028614 ]
[ 0.40207175]
[ 0.32557295]
[-0.06527008]
[-0.4778485 ]
[-0.53476502]
[-0.44780192]
[-0.58681538]
[ 0.46958064]
[ 1.00692323]
[-0.5975303 ]]
[[ -5.23705574e-01 -6.17460612e-01 -5.74059666e-01 -4.04289674e-01
-4.20622871e-01 -5.78084018e-01 -6.72874112e-01 -6.56658104e-01
-7.72595696e-01 -7.30938989e-01 -4.25989160e-01 -1.16715664e-01
-7.93951017e-01]
[ 3.66012122e-03 -1.38498976e-01 5.05614630e-02 -1.35572799e-02
-4.27174779e-02 5.90488938e-02 -1.26195927e-01 2.22230911e-01
-1.24494686e-01 -1.70556364e-01 -3.32358319e-02 1.48121564e-02
7.61483850e-02]
[ -2.48395202e-01 2.23179305e-01 -4.31570054e-02 2.08341323e-01
2.03983882e-01 -1.19490413e-01 -3.13654421e-01 -4.78593955e-01
-2.39147571e-01 -4.85526466e-01 2.88239279e-01 7.71963746e-01
-3.87103067e-01]
[ 2.17150243e-01 -3.55061568e-01 -2.37810528e-01 -1.56534756e-01
-4.12001385e-01 9.04581812e-04 2.05582813e-01 7.95614006e-02
3.51728093e-01 6.01749729e-02 -3.13706399e-01 -8.26091414e-01
2.19146863e-01]
[ 9.18867483e-02 1.01583621e-01 8.21365511e-02 1.81480033e-01
2.85910822e-02 7.30811330e-02 -3.25957548e-02 1.79976501e-03
1.11652597e-02 4.31586963e-02 2.49849726e-01 2.54868372e-01
1.66592475e-01]
[ -4.64728116e-01 -5.66283394e-01 -6.05335277e-01 -5.45407948e-01
-5.68506758e-01 -5.58208427e-01 -2.39987024e-01 -1.83675885e-01
-3.38495210e-01 -2.50769527e-01 -3.85686524e-01 -4.97927705e-01
-2.10909871e-01]
[ -4.21526716e-01 -5.74824908e-01 -3.24244163e-01 -3.65604199e-01
-4.06496174e-01 -5.58016916e-01 -5.53847069e-01 -5.89701727e-01
-3.83187036e-01 -3.58070781e-01 -5.09318443e-01 -2.57466622e-01
-4.26065711e-01]
[ -3.43076337e-01 -3.20413758e-01 -4.59007600e-01 -2.47836889e-01
-2.67755395e-01 -4.18468156e-01 -3.65131469e-01 -3.14919247e-01
-4.15155657e-01 -5.48239037e-01 -2.42883404e-01 -2.23946909e-01
-4.69293748e-01]
[ -4.47860796e-01 -4.02213521e-01 -3.69799175e-01 -2.12750810e-01
-3.83542529e-01 -2.02616873e-01 -1.29645495e-01 -3.95306522e-01
-2.73673070e-01 -4.15278225e-01 -2.19626419e-01 -2.71281944e-01
-2.37906570e-01]
[ -9.51945791e-01 -9.56913588e-01 -9.64427341e-01 -9.12856130e-01
-1.03072468e+00 -9.74946119e-01 -8.35118056e-01 -8.62884336e-01
-9.07377987e-01 -7.41272780e-01 -1.01621256e+00 -7.90120895e-01
-7.09272440e-01]
[ -4.81491841e-01 -2.77789773e-01 -4.57313564e-01 -3.42796018e-01
-3.69053647e-01 -3.49205496e-01 -5.02973251e-01 -5.40241872e-01
-5.64482777e-01 -1.38363656e-01 -4.37481537e-01 -5.67985736e-01
-4.20158854e-01]
[ -1.22397094e-01 6.85382797e-02 -3.42419242e-01 -2.73561323e-01
-5.62801722e-02 -6.98150704e-02 -2.06021277e-01 -3.20886817e-01
-1.97076108e-01 6.78873350e-02 -1.87097907e-01 -6.31987570e-02
-3.31577101e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.52677944e-01 -1.03359446e-01 1.63686339e-01 -2.31843635e-01
-1.22897504e-01 1.16142833e-01 -1.12752544e-01 -1.17176742e-03
-6.37883094e-02 6.30365925e-02 -9.75125294e-02 -1.73430212e-01
8.44930229e-02]
[ -7.51216278e-02 -2.53361103e-01 -1.77436203e-01 -2.76057161e-01
-4.74327174e-01 -8.33672086e-02 -4.94775105e-03 1.17710181e-02
-1.45085396e-02 2.77215279e-02 -1.47247144e-01 -1.37365138e-01
-2.09928171e-01]
[ -6.64379455e-02 6.42943809e-06 -2.43369486e-01 -2.60196133e-01
1.35118665e-01 -1.61631183e-01 -1.43222121e-01 4.06084465e-02
4.24046261e-02 -1.61732498e-02 -1.90583846e-01 -7.08768062e-02
6.84571591e-02]
[ 2.10799550e-02 -1.45349986e-01 -1.55737888e-01 -2.04847315e-02
-1.06082550e-01 -1.08324031e-01 2.06347104e-02 -2.32399871e-01
-8.52922994e-02 -1.25899969e-01 6.77275052e-03 -9.79826855e-02
-4.23944347e-02]
[ -2.82048816e-01 -1.58748796e-01 -6.87177070e-02 -1.13991804e-01
-3.18608364e-01 -2.70564658e-01 -3.77049519e-01 4.27971493e-02
-3.06596359e-01 -2.26214316e-01 1.35003891e-01 -9.50721953e-03
2.54127935e-01]
[ -2.25871419e-01 -1.11019750e-01 -8.19165138e-02 -4.72157488e-02
-5.63822902e-02 -1.16376995e-01 -1.38026743e-01 -1.98138453e-02
-1.82002626e-01 -5.73488046e-02 5.26748112e-02 1.42874435e-03
-1.10942378e-01]
[ -1.73177603e-01 8.64319034e-03 -2.31339221e-01 -2.61708148e-01
-7.42764037e-02 -2.03760172e-01 -3.35741794e-01 -2.05012604e-01
7.98503863e-02 -2.81760015e-01 -1.80687560e-01 8.10429701e-02
-3.01580224e-01]
[ -3.69702025e-01 -8.89954969e-02 -1.39083870e-01 -2.32526776e-01
-6.88337722e-02 -3.11835375e-01 4.94023400e-02 -6.76580659e-02
-1.23223118e-01 8.51925475e-02 -1.00498136e-01 -1.70082886e-01
-1.69724404e-01]
[ -1.65019802e-01 -1.88400121e-01 -4.20642262e-02 -1.84153043e-01
-1.66914270e-01 -2.89506316e-01 -1.29028266e-01 -1.05750839e-01
-3.20970959e-01 2.43625809e-02 9.50522339e-02 -9.87589279e-02
-3.01921132e-01]
[ -1.27154872e-01 -2.10189239e-01 -1.07470601e-01 -3.23705971e-01
5.93265852e-02 -1.27297963e-02 -1.96729027e-01 -1.15966938e-01
1.09429039e-01 -7.52450964e-02 -2.43822925e-01 -3.64367263e-01
-3.13720064e-01]
[ -3.47438432e-02 -4.59174024e-02 -1.44457568e-01 -6.19266990e-02
-2.37163392e-01 6.60376244e-02 -4.99691931e-02 -9.64712721e-03
-1.96490171e-01 -3.45577361e-02 -8.43327418e-02 -3.40911401e-01
-1.14781777e-01]
[ -6.61887813e-02 2.73853178e-02 -1.28027231e-01 -2.99202659e-01
1.17030062e-01 2.31392946e-02 -2.16701579e-01 -1.72338094e-01
1.27677430e-01 -6.16667629e-02 -2.51944910e-01 -1.64724262e-01
-2.53590968e-01]
[ 6.46826202e-02 -2.74305632e-01 -8.93926500e-02 -3.33255717e-01
-1.74648136e-01 -9.05848749e-02 -5.73958809e-02 -3.34688389e-02
-1.00553890e-01 1.34790013e-01 -3.56062807e-01 -1.34077265e-01
1.04988922e-01]
[ -2.34279300e-01 -2.10509827e-01 -1.35583226e-01 -1.76286998e-01
-2.57610404e-01 -9.46729033e-02 5.39228042e-02 -9.76383555e-02
1.60244625e-01 -9.42004568e-02 -2.19521621e-01 -3.30041823e-01
2.56716318e-01]
[ -3.13627078e-02 -1.35615134e-01 1.15973105e-02 -1.41128165e-01
-1.07422742e-01 1.64107821e-01 -5.34344214e-04 4.00529516e-02
-1.73814672e-01 3.07414034e-02 4.33261544e-02 -2.39213145e-01
2.24556082e-01]
[ -1.93453042e-02 1.78381995e-02 -1.33550502e-01 5.61060256e-02
-1.12256839e-01 -4.92184545e-02 6.40634575e-02 -5.37447687e-02
6.39548465e-02 1.25767036e-01 -2.52883207e-01 -7.80901879e-02
2.15858268e-01]
[ -1.07029616e-01 -2.22395540e-01 4.79065929e-02 -2.12112879e-01
-7.58426017e-02 1.13158135e-01 1.22205212e-01 -8.75831589e-02
-2.29033469e-01 -4.99279836e-02 -3.50985727e-01 -1.20592052e-01
3.08726139e-01]
[ 9.78640165e-02 -2.26426621e-02 2.63828804e-03 2.30381070e-03
-9.95761908e-03 -1.90952077e-02 1.87427834e-02 9.50666031e-02
1.83052877e-01 2.34854340e-02 -3.39685377e-01 6.63205665e-03
3.97461372e-02]
[ -2.21095652e-02 -8.85027319e-02 9.07373589e-03 1.19816388e-01
-4.25283487e-02 -2.84281189e-01 -8.82065138e-02 1.33389528e-01
-1.24700194e-01 -6.74044044e-02 -1.06941809e-01 -2.29718442e-01
8.55879891e-04]
[ 9.47450061e-02 9.64959106e-02 4.15984554e-03 -1.00041919e-02
-1.09510599e-01 -5.62102626e-02 -1.11261315e-01 -1.23173933e-01
-2.07478762e-01 -8.90042888e-02 -2.35248980e-01 7.26181270e-02
3.59303725e-02]
[ 8.23327494e-02 -1.57746403e-01 1.61677394e-01 -5.03604612e-02
1.47525681e-01 1.46445665e-02 -1.82674323e-01 -1.48424193e-01
1.22162520e-01 -3.18861107e-01 -9.37070974e-02 1.78842100e-01
-1.35554791e-02]
[ 4.32913437e-02 7.76397101e-02 -2.09239866e-01 1.98305036e-02
2.53462688e-02 9.34842902e-04 -1.21316329e-01 -2.93503917e-01
-2.62867468e-01 -1.35079987e-01 -5.60655701e-02 -2.25553875e-02
-1.28262946e-01]
[ -5.60569489e-02 -2.02403247e-01 6.51638142e-02 1.27843837e-01
-1.16332893e-01 -1.34417151e-01 4.17844923e-02 8.92552393e-04
8.53155347e-02 -3.50228373e-01 -2.51803682e-01 -1.41020616e-01
1.53496426e-02]
[ 1.80945829e-02 -2.63938027e-01 6.36719305e-02 -1.93976168e-01
-1.79085458e-01 -2.30875154e-01 -2.45190811e-01 9.45071094e-02
9.79191765e-03 1.73912791e-01 -1.20328469e-01 8.03756359e-02
-4.11615976e-02]
[ 1.85522146e-01 2.81164208e-02 -9.74318569e-02 -2.23271072e-01
-7.77188372e-02 -9.98297043e-02 -1.29793312e-01 1.43938236e-01
-1.46198023e-01 -1.27349867e-01 -2.12770910e-01 -1.28482847e-01
-1.28997701e-02]
[ -1.66819905e-01 -1.93675167e-01 -1.02861955e-01 -1.88732925e-01
-6.29691685e-02 2.77634596e-02 -1.49885497e-01 -9.17425578e-02
-1.10213957e-01 9.96593725e-02 -2.26392203e-01 -1.47566819e-01
-1.70177954e-01]
[ -3.06152073e-02 -2.12105600e-01 -1.53254219e-01 -1.74831427e-01
-4.80449874e-02 4.46551288e-02 -5.46300658e-03 6.11624693e-02
-1.99069794e-01 -1.87915820e-01 -3.46643317e-02 -1.91639821e-01
-5.14076976e-03]
[ 1.20867498e-01 5.67863519e-02 1.36135122e-03 -1.61248222e-01
-3.37423604e-01 8.46624516e-03 -8.98196625e-02 -1.55040851e-01
-2.77482395e-01 1.72479496e-01 -1.41387142e-01 -2.54678584e-01
4.75547999e-02]
[ -5.34079487e-02 -3.33899273e-02 -2.78791438e-01 -4.89361485e-02
3.83487411e-02 1.59206862e-01 -1.76286049e-01 -1.03228331e-01
-7.23258457e-03 2.35900470e-02 6.93386263e-02 1.63839435e-01
6.70960033e-02]
[ 1.35932706e-01 2.15875760e-01 -1.86412852e-01 2.94028574e-01
-2.17490767e-02 5.72683852e-03 -5.48636021e-02 -2.05312981e-01
-9.65113709e-02 -2.30010371e-01 2.04515000e-01 1.26358586e-01
-2.24402137e-01]
[ -4.22240021e-03 6.96633032e-02 6.45862449e-02 -7.85441623e-02
-1.16301930e-01 -6.32590165e-02 -7.50092546e-02 -1.72608695e-01
-1.11050810e-01 -7.25693819e-02 2.60767122e-02 1.90893629e-01
-1.50732712e-01]
[ -3.75143033e-02 -1.52622661e-01 -1.55461356e-01 1.71467028e-01
-2.01527009e-01 2.37805726e-01 -1.07331721e-02 -1.95840764e-01
-1.80633151e-01 -4.49393526e-01 3.51862654e-02 -9.71481935e-03
-1.25852838e-01]
[ 8.56563368e-02 -3.86698324e-01 -4.98385077e-02 -6.29732068e-02
-1.17138686e-01 2.02354100e-01 1.28917162e-01 2.03709374e-01
-1.13987799e-01 -1.51908370e-02 -1.05276975e-01 1.55256358e-01
-9.88059828e-02]
[ 2.03849012e-01 -2.86497783e-01 -1.23143818e-01 -8.71608439e-02
-2.01229582e-01 1.22330860e-01 3.64652280e-02 -1.56436999e-01
-2.09543338e-02 -1.26872839e-01 -1.21255403e-01 -1.79728610e-01
-5.72424296e-02]
[ -1.39812813e-01 -6.28350558e-02 3.59110287e-02 -2.24861590e-01
-3.70948769e-02 -1.42244198e-01 3.32794615e-02 -5.26398739e-02
-8.29313221e-02 -4.88608675e-02 -2.59635288e-01 -2.58509174e-01
-6.31923027e-02]
[ -1.54254155e-01 -8.41233282e-02 -8.00171900e-02 -1.41947040e-01
-2.99022958e-01 -2.89570262e-01 1.36798971e-02 -5.24452478e-02
-8.85258621e-02 -7.06534013e-02 -4.37973630e-02 -2.02075576e-01
-2.41138016e-01]
[ -1.74503523e-01 -2.14291627e-01 -2.99075246e-01 -2.55853279e-01
-2.61011714e-01 -2.07277286e-01 -3.71546520e-01 9.88567723e-02
-8.41391118e-02 -3.12278639e-01 -2.61556663e-01 -1.70155397e-01
-2.52559785e-01]
[ -1.08882179e-01 1.17822492e-01 2.39131873e-02 -3.85017065e-02
-2.12593015e-01 -1.68552937e-01 -1.09343508e-01 -6.00313809e-02
-9.75680242e-02 -2.65745782e-01 -1.93515128e-01 -1.90314785e-01
-2.14783729e-01]
[ -3.45125436e-01 -1.36077727e-01 -2.69432809e-01 6.01658374e-02
-2.10007061e-01 -2.25251093e-01 -6.73430594e-02 -1.81626316e-01
4.85882922e-02 -1.15834259e-01 -2.88664449e-03 -3.66531387e-01
-8.79977276e-02]
[ -1.19748661e-01 -3.97777465e-02 -2.55749594e-01 -3.72083795e-02
-2.18087209e-01 -2.76088499e-01 -3.88704612e-01 -1.02172736e-01
1.06970096e-02 -3.28012735e-01 -3.04065426e-01 -4.15637664e-01
-1.25106189e-01]
[ -2.09598351e-01 -5.44650696e-01 -3.30173337e-01 -4.22791316e-01
-3.38991797e-01 -2.25083598e-01 -1.33482493e-02 -3.46744887e-01
1.06327345e-01 -3.00869502e-01 -2.71764781e-01 -1.17953442e-01
-1.63323111e-01]
[ -2.16789305e-01 -2.87195553e-01 -3.14682509e-01 -1.40078936e-01
-8.35679080e-02 -1.47804142e-01 -1.75383262e-01 -1.06275243e-01
-2.53885185e-01 -5.77972877e-01 -2.34673571e-01 1.44683894e-02
-1.31264993e-01]
[ -1.14989826e-01 8.79105357e-03 -2.35861425e-01 -3.76819545e-01
-2.48596780e-01 -2.54844817e-01 -5.15433692e-02 -2.29954666e-01
3.14995494e-02 6.70004884e-02 -3.63228254e-01 -2.05797774e-01
-1.58544171e-01]]
Progress: 2.0% ... Training loss: 0.647 ... Validation loss: 1.177[[-0.19248761]
[ 0.29111933]
[-0.01694954]
[ 0.38756357]
[ 0.31210034]
[-0.07571564]
[-0.49188471]
[-0.55241944]
[-0.46150717]
[-0.6047339 ]
[ 0.45925724]
[ 0.99883118]
[-0.61698451]]
[[ -5.24527698e-01 -6.15368342e-01 -5.74074010e-01 -4.01808950e-01
-4.17959364e-01 -5.78405065e-01 -6.74045291e-01 -6.58661915e-01
-7.73886267e-01 -7.32769666e-01 -4.21857114e-01 -1.06696715e-01
-7.95635096e-01]
[ 3.79956592e-03 -1.38663677e-01 5.05628214e-02 -1.37048851e-02
-4.29101980e-02 5.91066938e-02 -1.25806426e-01 2.22555859e-01
-1.24150798e-01 -1.70206427e-01 -3.33443826e-02 1.57848187e-02
7.65209342e-02]
[ -2.48211092e-01 2.21939433e-01 -4.31566667e-02 2.07577936e-01
2.03111201e-01 -1.19317639e-01 -3.11941360e-01 -4.77671243e-01
-2.37697111e-01 -4.85301510e-01 2.87673265e-01 7.75296093e-01
-3.86885520e-01]
[ 2.16751623e-01 -3.53683929e-01 -2.37827079e-01 -1.55487724e-01
-4.10325566e-01 6.70858563e-04 2.04631517e-01 7.71393858e-02
3.51122082e-01 5.67344736e-02 -3.11851318e-01 -8.22057790e-01
2.17549671e-01]
[ 9.20361938e-02 1.02362080e-01 8.21352950e-02 1.82682063e-01
3.08698595e-02 7.31248467e-02 -3.22099450e-02 4.07901161e-03
1.08034566e-02 4.55335398e-02 2.51322859e-01 2.54671003e-01
1.69122632e-01]
[ -4.64953012e-01 -5.66294162e-01 -6.05334479e-01 -5.45400329e-01
-5.68277069e-01 -5.58259218e-01 -2.40552040e-01 -1.83768724e-01
-3.38922112e-01 -2.50977873e-01 -3.85621624e-01 -4.95932713e-01
-2.10668056e-01]
[ -4.20640852e-01 -5.76280059e-01 -3.24231319e-01 -3.67584988e-01
-4.07915464e-01 -5.57754932e-01 -5.51319716e-01 -5.86745875e-01
-3.80804622e-01 -3.54005282e-01 -5.10184856e-01 -2.56803490e-01
-4.22548637e-01]
[ -3.41874740e-01 -3.22880583e-01 -4.58989022e-01 -2.50803008e-01
-2.70162614e-01 -4.18018184e-01 -3.60933641e-01 -3.10133422e-01
-4.11556365e-01 -5.44100336e-01 -2.46522437e-01 -2.33752006e-01
-4.64340707e-01]
[ -4.48032978e-01 -4.02118796e-01 -3.69800655e-01 -2.12566791e-01
-3.83416837e-01 -2.02703104e-01 -1.30252909e-01 -3.95884916e-01
-2.74247013e-01 -4.15656944e-01 -2.19631262e-01 -2.72195342e-01
-2.38432023e-01]
[ -9.50144981e-01 -9.60345443e-01 -9.64399730e-01 -9.17495155e-01
-1.03456674e+00 -9.74347998e-01 -8.29636413e-01 -8.56508431e-01
-9.02386895e-01 -7.34911439e-01 -1.02092239e+00 -7.97498520e-01
-7.02057706e-01]
[ -4.81789905e-01 -2.77612416e-01 -4.57314220e-01 -3.42177062e-01
-3.68226543e-01 -3.49308701e-01 -5.03346059e-01 -5.40011191e-01
-5.64913942e-01 -1.37839899e-01 -4.36217590e-01 -5.67510395e-01
-4.19840025e-01]
[ -1.22209457e-01 6.79547586e-02 -3.42415457e-01 -2.74296526e-01
-5.67363501e-02 -6.97350520e-02 -2.05577361e-01 -3.20422960e-01
-1.96655177e-01 6.86193721e-02 -1.88097419e-01 -6.43568420e-02
-3.30924187e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.52659027e-01 -1.03736319e-01 1.63689262e-01 -2.32203642e-01
-1.23256094e-01 1.16184156e-01 -1.12727473e-01 -8.56866602e-04
-6.38105449e-02 6.31704254e-02 -9.81480048e-02 -1.74970334e-01
8.48963115e-02]
[ -7.51115569e-02 -2.53218496e-01 -1.77437194e-01 -2.75964651e-01
-4.74164189e-01 -8.33779935e-02 -4.91474753e-03 1.19579231e-02
-1.44241344e-02 2.78654168e-02 -1.46892477e-01 -1.35031073e-01
-2.09582542e-01]
[ -6.65848717e-02 3.02114010e-05 -2.43368016e-01 -2.60147598e-01
1.35288927e-01 -1.61673556e-01 -1.43525976e-01 4.05289834e-02
4.21646251e-02 -1.61187576e-02 -1.90453356e-01 -7.03467380e-02
6.83479781e-02]
[ 2.15673346e-02 -1.46065450e-01 -1.55730712e-01 -2.16081766e-02
-1.06575530e-01 -1.08224057e-01 2.17966171e-02 -2.30926798e-01
-8.41409204e-02 -1.23742757e-01 6.16597155e-03 -1.00950529e-01
-4.01849255e-02]
[ -2.82336375e-01 -1.57930391e-01 -6.87266756e-02 -1.12731013e-01
-3.17646304e-01 -2.70663526e-01 -3.77602152e-01 4.18525468e-02
-3.07313285e-01 -2.27195879e-01 1.37082195e-01 -4.22969981e-04
2.52653521e-01]
[ -2.24898196e-01 -1.13295834e-01 -8.18970812e-02 -5.05965275e-02
-5.90932300e-02 -1.15996736e-01 -1.35204528e-01 -1.65800787e-02
-1.79267806e-01 -5.36644775e-02 4.84886157e-02 -8.49924261e-03
-1.07014086e-01]
[ -1.72782837e-01 7.81029104e-03 -2.31334911e-01 -2.62697568e-01
-7.49215967e-02 -2.03618082e-01 -3.34848030e-01 -2.03876798e-01
8.09690010e-02 -2.81037010e-01 -1.81680489e-01 7.66792778e-02
-3.00145187e-01]
[ -3.69342678e-01 -8.97445252e-02 -1.39077891e-01 -2.33181856e-01
-6.96152090e-02 -3.11695065e-01 5.13140353e-02 -6.58946735e-02
-1.21986453e-01 8.70975983e-02 -1.01345272e-01 -1.71395369e-01
-1.68206512e-01]
[ -1.64883454e-01 -1.88536378e-01 -4.20618574e-02 -1.84229528e-01
-1.66979104e-01 -2.89471613e-01 -1.28586324e-01 -1.05005804e-01
-3.20590227e-01 2.48459254e-02 9.50703636e-02 -9.88268572e-02
-3.01277219e-01]
[ -1.27336088e-01 -2.09986473e-01 -1.07472931e-01 -3.23344811e-01
5.95434817e-02 -1.28015837e-02 -1.97233973e-01 -1.16551432e-01
1.08963411e-01 -7.57606085e-02 -2.43517819e-01 -3.63925406e-01
-3.14287038e-01]
[ -3.46400843e-02 -4.61083933e-02 -1.44455778e-01 -6.22144945e-02
-2.37351060e-01 6.60707630e-02 -4.98528190e-02 -9.31641165e-03
-1.96316507e-01 -3.42090105e-02 -8.46991473e-02 -3.41647132e-01
-1.14453779e-01]
[ -6.63665086e-02 2.76373359e-02 -1.28029651e-01 -2.98847915e-01
1.17288372e-01 2.30662446e-02 -2.17193366e-01 -1.72842687e-01
1.27222800e-01 -6.21864312e-02 -2.51642076e-01 -1.64259084e-01
-2.54065482e-01]
[ 6.52310898e-02 -2.75216059e-01 -8.93858273e-02 -3.34475778e-01
-1.75649588e-01 -9.03950807e-02 -5.57285301e-02 -3.17504803e-02
-9.90623391e-02 1.36861846e-01 -3.57473598e-01 -1.37158520e-01
1.06986205e-01]
[ -2.34034618e-01 -2.11072271e-01 -1.35579099e-01 -1.77029903e-01
-2.58219801e-01 -9.45702853e-02 5.46735388e-02 -9.68051241e-02
1.61146654e-01 -9.32971959e-02 -2.20300854e-01 -3.32777659e-01
2.57749401e-01]
[ -3.07374001e-02 -1.36941402e-01 1.16075497e-02 -1.42961722e-01
-1.08740200e-01 1.64355285e-01 1.28484789e-03 4.20311827e-02
-1.72185728e-01 3.29311554e-02 4.11283024e-02 -2.44407332e-01
2.26994463e-01]
[ -1.89030009e-02 1.68425904e-02 -1.33543371e-01 5.46028379e-02
-1.13216412e-01 -4.90488857e-02 6.51534660e-02 -5.26841070e-02
6.50011549e-02 1.27469877e-01 -2.54272288e-01 -8.15836944e-02
2.17526348e-01]
[ -1.06385365e-01 -2.23208694e-01 4.79147451e-02 -2.13437411e-01
-7.68163388e-02 1.13385031e-01 1.24338051e-01 -8.55900077e-02
-2.27331363e-01 -4.81327264e-02 -3.52222156e-01 -1.24141355e-01
3.11539855e-01]
[ 9.83283709e-02 -2.33211288e-02 2.64457113e-03 1.21874429e-03
-1.07090631e-02 -1.89512417e-02 2.02034904e-02 9.63038242e-02
1.84445394e-01 2.51826314e-02 -3.40653088e-01 3.69792161e-03
4.12996973e-02]
[ -2.17050523e-02 -8.90438738e-02 9.07909884e-03 1.18708346e-01
-4.31491275e-02 -2.84178812e-01 -8.70775887e-02 1.35002854e-01
-1.23547633e-01 -6.60431154e-02 -1.07927178e-01 -2.31769734e-01
2.46025983e-03]
[ 9.44038965e-02 9.69916441e-02 4.15578110e-03 -9.21343377e-03
-1.08936862e-01 -5.63153349e-02 -1.12311126e-01 -1.23788971e-01
-2.08288423e-01 -8.98305593e-02 -2.34320289e-01 7.51945490e-02
3.50790242e-02]
[ 8.18553485e-02 -1.56299312e-01 1.61668152e-01 -4.81907873e-02
1.49414398e-01 1.44710244e-02 -1.83566396e-01 -1.49049083e-01
1.20932800e-01 -3.19696930e-01 -9.11668064e-02 1.85848737e-01
-1.47744589e-02]
[ 4.31887433e-02 7.78309365e-02 -2.09241064e-01 2.01054069e-02
2.55420649e-02 9.06841571e-04 -1.21531183e-01 -2.93762167e-01
-2.63047189e-01 -1.35350231e-01 -5.57800881e-02 -2.17328489e-02
-1.28531976e-01]
[ -5.62928946e-02 -2.02125769e-01 6.51606774e-02 1.28288501e-01
-1.16020090e-01 -1.34509887e-01 4.11464331e-02 7.48671594e-05
8.46236283e-02 -3.51030435e-01 -2.51423340e-01 -1.40790685e-01
1.45190018e-02]
[ 1.81311027e-02 -2.64259847e-01 6.36733211e-02 -1.94497653e-01
-1.79758350e-01 -2.30842208e-01 -2.45012754e-01 9.42379538e-02
9.92206562e-03 1.73736287e-01 -1.21237690e-01 8.00006583e-02
-4.14346809e-02]
[ 1.85765465e-01 2.75916599e-02 -9.74280346e-02 -2.23894081e-01
-7.82644206e-02 -9.97521697e-02 -1.29150124e-01 1.44709169e-01
-1.45695704e-01 -1.26701427e-01 -2.13489358e-01 -1.30183265e-01
-1.22523442e-02]
[ -1.66919879e-01 -1.93586398e-01 -1.02862554e-01 -1.88603496e-01
-6.28045929e-02 2.77315115e-02 -1.50160575e-01 -9.20972215e-02
-1.10469206e-01 9.93287910e-02 -2.26289466e-01 -1.47396609e-01
-1.70524475e-01]
[ -3.09321368e-02 -2.11142881e-01 -1.53262245e-01 -1.73424255e-01
-4.68629123e-02 4.45233476e-02 -6.05841148e-03 6.03711451e-02
-1.99450965e-01 -1.89113476e-01 -3.26384004e-02 -1.86948171e-01
-6.19055946e-03]
[ 1.21282929e-01 5.56240848e-02 1.36888993e-03 -1.62681674e-01
-3.38406865e-01 8.60914139e-03 -8.91729080e-02 -1.54476114e-01
-2.76812351e-01 1.73402994e-01 -1.43143523e-01 -2.57368982e-01
4.86108809e-02]
[ -5.34682818e-02 -3.37092118e-02 -2.78789507e-01 -4.93302688e-02
3.78620196e-02 1.59204448e-01 -1.76478207e-01 -1.03456941e-01
-7.35378142e-03 2.32215058e-02 6.87212938e-02 1.63706735e-01
6.68421937e-02]
[ 1.35754648e-01 2.16393949e-01 -1.86415575e-01 2.94739756e-01
-2.11420211e-02 5.65227681e-03 -5.52915012e-02 -2.05436993e-01
-9.70021568e-02 -2.30299088e-01 2.05197480e-01 1.27528060e-01
-2.24635560e-01]
[ -4.98040464e-03 7.13068217e-02 6.45734420e-02 -7.63365882e-02
-1.14474481e-01 -6.35064430e-02 -7.69415889e-02 -1.74477289e-01
-1.12928329e-01 -7.46085813e-02 2.92982474e-02 2.00097906e-01
-1.53153919e-01]
[ -3.79331772e-02 -1.51857339e-01 -1.55468328e-01 1.72840758e-01
-2.00706437e-01 2.37596517e-01 -1.21827905e-02 -1.97090719e-01
-1.81789791e-01 -4.50753401e-01 3.66123540e-02 -6.27672504e-03
-1.27480405e-01]
[ 8.54583161e-02 -3.86780450e-01 -4.98386515e-02 -6.29134532e-02
-1.17201252e-01 2.02304770e-01 1.28327920e-01 2.03351668e-01
-1.14638057e-01 -1.56856232e-02 -1.05379165e-01 1.54183559e-01
-9.93412782e-02]
[ 2.03866760e-01 -2.86585576e-01 -1.23143313e-01 -8.72662664e-02
-2.01317969e-01 1.22340493e-01 3.64477517e-02 -1.56391574e-01
-2.09078453e-02 -1.26830450e-01 -1.21396780e-01 -1.80346848e-01
-5.72050272e-02]
[ -1.39327908e-01 -6.40719389e-02 3.59214971e-02 -2.26451340e-01
-3.84832712e-02 -1.42061427e-01 3.47431893e-02 -5.10347450e-02
-8.16153932e-02 -4.69414703e-02 -2.61502956e-01 -2.64165011e-01
-6.12146664e-02]
[ -1.53948324e-01 -8.47889466e-02 -8.00113169e-02 -1.42786562e-01
-2.99605222e-01 -2.89477770e-01 1.45251722e-02 -5.12353263e-02
-8.76821190e-02 -6.93011599e-02 -4.47572474e-02 -2.04160298e-01
-2.39867871e-01]
[ -1.73932665e-01 -2.15187090e-01 -2.99068253e-01 -2.56773687e-01
-2.61740383e-01 -2.07080619e-01 -3.70009284e-01 1.01114075e-01
-8.26090838e-02 -3.10149001e-01 -2.62385548e-01 -1.70942884e-01
-2.50429712e-01]
[ -1.08456067e-01 1.15953805e-01 2.39262826e-02 -4.07461228e-02
-2.14318083e-01 -1.68374135e-01 -1.08530150e-01 -5.90318353e-02
-9.70663430e-02 -2.64539525e-01 -1.96332324e-01 -1.96455493e-01
-2.13497922e-01]
[ -3.44448783e-01 -1.36981938e-01 -2.69423795e-01 5.85280303e-02
-2.10975368e-01 -2.25058173e-01 -6.51433089e-02 -1.79361236e-01
5.06759627e-02 -1.12610595e-01 -4.58997432e-03 -3.70281790e-01
-8.47795933e-02]
[ -1.19040659e-01 -4.08803513e-02 -2.55739986e-01 -3.86384945e-02
-2.18943723e-01 -2.75881154e-01 -3.87026666e-01 -9.99494152e-02
1.26632398e-02 -3.25074321e-01 -3.05370597e-01 -4.18592049e-01
-1.21974999e-01]
[ -2.10302914e-01 -5.43880599e-01 -3.30180827e-01 -4.21486668e-01
-3.38491171e-01 -2.25285768e-01 -1.48355839e-02 -3.47657841e-01
1.04908546e-01 -3.02272351e-01 -2.70251931e-01 -1.12522197e-01
-1.65366631e-01]
[ -2.16457834e-01 -2.87909878e-01 -3.14675451e-01 -1.41020139e-01
-8.41450216e-02 -1.47666017e-01 -1.74137173e-01 -1.05111997e-01
-2.53058940e-01 -5.76971143e-01 -2.35629231e-01 1.18739785e-02
-1.29420224e-01]
[ -1.15307978e-01 9.66822941e-03 -2.35868963e-01 -3.75705516e-01
-2.47712865e-01 -2.54981571e-01 -5.19776643e-02 -2.30879765e-01
3.09873538e-02 6.55207673e-02 -3.61576250e-01 -2.03061995e-01
-1.59924146e-01]]
Progress: 2.0% ... Training loss: 0.646 ... Validation loss: 1.196[[-0.20368531]
[ 0.27533756]
[-0.02887793]
[ 0.37590957]
[ 0.30061044]
[-0.08153153]
[-0.50912697]
[-0.56695571]
[-0.48015813]
[-0.6189557 ]
[ 0.45025327]
[ 0.98543094]
[-0.63841518]]
[[ -5.25120309e-01 -6.12860912e-01 -5.74165545e-01 -3.97752187e-01
-4.14482671e-01 -5.78834301e-01 -6.75231588e-01 -6.59579548e-01
-7.74187163e-01 -7.33783062e-01 -4.16173490e-01 -9.01990259e-02
-7.96158409e-01]
[ 3.27112374e-03 -1.37979242e-01 5.05256195e-02 -1.26447790e-02
-4.21432152e-02 5.88872022e-02 -1.26912461e-01 2.21491148e-01
-1.25369914e-01 -1.71207109e-01 -3.23624755e-02 1.81184246e-02
7.54336477e-02]
[ -2.47026231e-01 2.18046887e-01 -4.30038985e-02 2.03473324e-01
1.99779495e-01 -1.18695921e-01 -3.07700657e-01 -4.74828216e-01
-2.32788596e-01 -4.81729992e-01 2.82518105e-01 7.65632974e-01
-3.82575145e-01]
[ 2.17488358e-01 -3.53762741e-01 -2.37839473e-01 -1.56871237e-01
-4.10576957e-01 8.71389576e-04 2.06383516e-01 7.93545597e-02
3.53918296e-01 5.74441414e-02 -3.12208038e-01 -8.23102832e-01
2.19792632e-01]
[ 9.14694475e-02 1.02987970e-01 8.21283837e-02 1.84299509e-01
3.17638127e-02 7.30020634e-02 -3.43199642e-02 1.56278192e-03
8.66300265e-03 4.42971584e-02 2.52383772e-01 2.55231628e-01
1.67465093e-01]
[ -4.65101275e-01 -5.65660462e-01 -6.05354499e-01 -5.44681473e-01
-5.67394719e-01 -5.58390394e-01 -2.41100029e-01 -1.83918510e-01
-3.39507948e-01 -2.51921692e-01 -3.84439319e-01 -4.91148124e-01
-2.11100285e-01]
[ -4.19823400e-01 -5.77121382e-01 -3.24162808e-01 -3.68315495e-01
-4.08900174e-01 -5.57503648e-01 -5.48575007e-01 -5.84314228e-01
-3.77762128e-01 -3.49852352e-01 -5.10966314e-01 -2.61915675e-01
-4.18153524e-01]
[ -3.39802282e-01 -3.27334375e-01 -4.58799827e-01 -2.56116938e-01
-2.74378730e-01 -4.17200795e-01 -3.54439277e-01 -3.03706425e-01
-4.04996179e-01 -5.37486018e-01 -2.52046873e-01 -2.45822787e-01
-4.56593623e-01]
[ -4.48849745e-01 -4.00737065e-01 -3.69867974e-01 -2.10953558e-01
-3.81831749e-01 -2.03106037e-01 -1.31938009e-01 -3.97991075e-01
-2.76196076e-01 -4.17951764e-01 -2.17568903e-01 -2.68026138e-01
-2.40036563e-01]
[ -9.47810919e-01 -9.64253321e-01 -9.64186643e-01 -9.22273046e-01
-1.03827292e+00 -9.73475915e-01 -8.21516000e-01 -8.48693025e-01
-8.94717806e-01 -7.25934630e-01 -1.02537751e+00 -8.08618277e-01
-6.90910386e-01]
[ -4.82057322e-01 -2.76993331e-01 -4.57358365e-01 -3.41083980e-01
-3.67290219e-01 -3.49565490e-01 -5.04142074e-01 -5.40504905e-01
-5.65313132e-01 -1.38914872e-01 -4.34769954e-01 -5.64147936e-01
-4.20750121e-01]
[ -1.22351223e-01 6.79638680e-02 -3.42414032e-01 -2.74324063e-01
-5.66998838e-02 -6.98157810e-02 -2.05895776e-01 -3.21141953e-01
-1.96857294e-01 6.82461446e-02 -1.88151164e-01 -6.48287185e-02
-3.31055982e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.52746334e-01 -1.03512532e-01 1.63678723e-01 -2.32030064e-01
-1.23003607e-01 1.16122963e-01 -1.13178054e-01 -1.13217522e-03
-6.41272617e-02 6.25464494e-02 -9.78248194e-02 -1.73852060e-01
8.45658925e-02]
[ -7.51126552e-02 -2.53385046e-01 -1.77435124e-01 -2.76038850e-01
-4.74278641e-01 -8.33738941e-02 -4.85928225e-03 1.21334199e-02
-1.45452000e-02 2.80147150e-02 -1.46938230e-01 -1.35892863e-01
-2.09742393e-01]
[ -6.64490012e-02 4.04335929e-04 -2.43366416e-01 -2.59789053e-01
1.35739086e-01 -1.61692694e-01 -1.43177867e-01 4.11746186e-02
4.25286666e-02 -1.58367889e-02 -1.89730026e-01 -6.66900268e-02
6.92158228e-02]
[ 2.20918435e-02 -1.47123853e-01 -1.55668797e-01 -2.29319043e-02
-1.07882595e-01 -1.08010918e-01 2.35964923e-02 -2.29582124e-01
-8.24191562e-02 -1.20955245e-01 4.27647464e-03 -1.06721756e-01
-3.75629923e-02]
[ -2.82153618e-01 -1.58130139e-01 -6.87168113e-02 -1.13025195e-01
-3.17755355e-01 -2.70621945e-01 -3.77164994e-01 4.22649897e-02
-3.06634743e-01 -2.26555654e-01 1.36869622e-01 -3.14419882e-04
2.53519981e-01]
[ -2.24587459e-01 -1.13733445e-01 -8.18675310e-02 -5.09277593e-02
-5.95316857e-02 -1.15881311e-01 -1.34059824e-01 -1.54741018e-02
-1.78163018e-01 -5.25850996e-02 4.80653827e-02 -1.28230476e-02
-1.05711858e-01]
[ -1.71772647e-01 6.22386507e-03 -2.31270962e-01 -2.64976858e-01
-7.65554327e-02 -2.03297204e-01 -3.32633246e-01 -2.01252299e-01
8.39780197e-02 -2.79086491e-01 -1.83673261e-01 7.08651990e-02
-2.97611149e-01]
[ -3.68628261e-01 -9.20266991e-02 -1.38989768e-01 -2.35646015e-01
-7.16059541e-02 -3.11360843e-01 5.44473389e-02 -6.33771146e-02
-1.19615168e-01 9.03968294e-02 -1.04246237e-01 -1.76626918e-01
-1.64543728e-01]
[ -1.64945757e-01 -1.88049984e-01 -4.20714246e-02 -1.83303035e-01
-1.66392326e-01 -2.89487655e-01 -1.28611108e-01 -1.04890186e-01
-3.20422865e-01 2.50577683e-02 9.63767345e-02 -9.40929458e-02
-3.00978215e-01]
[ -1.28137629e-01 -2.08640334e-01 -1.07543762e-01 -3.21604040e-01
6.10929968e-02 -1.32170410e-02 -1.99143889e-01 -1.18790440e-01
1.07034821e-01 -7.80540032e-02 -2.41436697e-01 -3.59128030e-01
-3.16405444e-01]
[ -3.45920698e-02 -4.62200013e-02 -1.44444109e-01 -6.25030707e-02
-2.37474991e-01 6.61220162e-02 -4.94490083e-02 -8.96792334e-03
-1.96178985e-01 -3.39414875e-02 -8.48943783e-02 -3.42551782e-01
-1.13777174e-01]
[ -6.64158748e-02 2.77697276e-02 -1.28037089e-01 -2.98704283e-01
1.17433582e-01 2.30320424e-02 -2.17339311e-01 -1.73016060e-01
1.27102631e-01 -6.24079493e-02 -2.51477290e-01 -1.63995981e-01
-2.54182275e-01]
[ 6.56240593e-02 -2.75772285e-01 -8.93503611e-02 -3.35331398e-01
-1.76330849e-01 -9.02665522e-02 -5.47765859e-02 -3.07715265e-02
-9.82174624e-02 1.38174275e-01 -3.58492278e-01 -1.41102106e-01
1.08409087e-01]
[ -2.33476918e-01 -2.12152737e-01 -1.35527736e-01 -1.78578214e-01
-2.59350429e-01 -9.43344585e-02 5.65931801e-02 -9.52536595e-02
1.63164137e-01 -9.11673650e-02 -2.22133571e-01 -3.37142358e-01
2.60400265e-01]
[ -3.02985199e-02 -1.37410025e-01 1.16334137e-02 -1.43805988e-01
-1.09279762e-01 1.64501050e-01 2.43731025e-03 4.33191081e-02
-1.71178509e-01 3.41110430e-02 4.01528400e-02 -2.46085031e-01
2.28507544e-01]
[ -1.77021338e-02 1.54269706e-02 -1.33464545e-01 5.24209134e-02
-1.14729587e-01 -4.86269341e-02 6.89316524e-02 -4.85436440e-02
6.86056147e-02 1.32131881e-01 -2.56027686e-01 -8.71959528e-02
2.22972404e-01]
[ -1.05403047e-01 -2.24700117e-01 4.80015547e-02 -2.15631233e-01
-7.84271499e-02 1.13812909e-01 1.28085988e-01 -8.24768633e-02
-2.24584870e-01 -4.43630474e-02 -3.54343148e-01 -1.29806809e-01
3.16184098e-01]
[ 9.93062738e-02 -2.44042844e-02 2.70107842e-03 -4.85736957e-04
-1.18312351e-02 -1.86838873e-02 2.21618690e-02 9.87572594e-02
1.87068861e-01 2.77001609e-02 -3.41880899e-01 -3.73084327e-04
4.41332424e-02]
[ -2.12827879e-02 -8.96070584e-02 9.10536700e-03 1.17846756e-01
-4.37211692e-02 -2.84057593e-01 -8.62070931e-02 1.36250869e-01
-1.22424580e-01 -6.50259568e-02 -1.08703344e-01 -2.33449089e-01
3.59914970e-03]
[ 9.35563682e-02 9.79479875e-02 4.09601287e-03 -7.56205852e-03
-1.07987282e-01 -5.65726692e-02 -1.14136124e-01 -1.25566304e-01
-2.10085195e-01 -9.22308321e-02 -2.32917980e-01 7.90384037e-02
3.23294875e-02]
[ 8.15090454e-02 -1.55917340e-01 1.61644251e-01 -4.72852347e-02
1.50053324e-01 1.43473902e-02 -1.84594666e-01 -1.50198539e-01
1.20004285e-01 -3.20556079e-01 -9.01053500e-02 1.89437088e-01
-1.60697390e-02]
[ 4.31988613e-02 7.75245913e-02 -2.09232676e-01 1.97596568e-02
2.51769528e-02 9.28870032e-04 -1.21492812e-01 -2.93717464e-01
-2.63090926e-01 -1.35412232e-01 -5.62109780e-02 -2.27394845e-02
-1.28530470e-01]
[ -5.61384645e-02 -2.02530030e-01 6.51778215e-02 1.27744522e-01
-1.16444544e-01 -1.34449130e-01 4.15379931e-02 4.72868952e-04
8.50313015e-02 -3.50707230e-01 -2.52025925e-01 -1.42108126e-01
1.49609114e-02]
[ 1.82992137e-02 -2.64555050e-01 6.36948041e-02 -1.94995475e-01
-1.80158666e-01 -2.30777792e-01 -2.44655257e-01 9.48633080e-02
1.02396798e-02 1.74360482e-01 -1.21897412e-01 7.80144373e-02
-4.06378637e-02]
[ 1.85871584e-01 2.70436393e-02 -9.74106481e-02 -2.24538532e-01
-7.88512437e-02 -9.97060362e-02 -1.28760647e-01 1.45010252e-01
-1.45388324e-01 -1.26486279e-01 -2.14484899e-01 -1.32643707e-01
-1.18800773e-02]
[ -1.67309492e-01 -1.93185246e-01 -1.02884469e-01 -1.88500609e-01
-6.23445394e-02 2.75986769e-02 -1.51392891e-01 -9.36031241e-02
-1.11600967e-01 9.69551849e-02 -2.26195282e-01 -1.45818403e-01
-1.72126823e-01]
[ -3.12361456e-02 -2.10797604e-01 -1.53280920e-01 -1.72905873e-01
-4.64494635e-02 4.44072790e-02 -6.95342636e-03 5.93703249e-02
-2.00268658e-01 -1.90030215e-01 -3.20087751e-02 -1.85795155e-01
-7.19239231e-03]
[ 1.21286099e-01 5.55914155e-02 1.37267556e-03 -1.62760307e-01
-3.38431790e-01 8.61223950e-03 -8.90782426e-02 -1.54430661e-01
-2.76786135e-01 1.73509485e-01 -1.43190347e-01 -2.57245537e-01
4.87569860e-02]
[ -5.40533428e-02 -3.30337246e-02 -2.78823997e-01 -4.85108307e-02
3.86261843e-02 1.58930441e-01 -1.77955691e-01 -1.05311351e-01
-8.87821653e-03 2.11248777e-02 6.97556249e-02 1.66758765e-01
6.49435636e-02]
[ 1.35221930e-01 2.17956970e-01 -1.86470599e-01 2.97665283e-01
-1.91651804e-02 5.43885861e-03 -5.62899710e-02 -2.06446568e-01
-9.76528262e-02 -2.31014197e-01 2.08807459e-01 1.36270459e-01
-2.25663273e-01]
[ -5.16847914e-03 7.16806125e-02 6.45506677e-02 -7.58430679e-02
-1.14039825e-01 -6.36023855e-02 -7.74736226e-02 -1.75052608e-01
-1.13390478e-01 -7.52960074e-02 3.00433433e-02 2.02221407e-01
-1.53902817e-01]
[ -3.84532469e-02 -1.50802367e-01 -1.55516493e-01 1.74606060e-01
-1.99518649e-01 2.37311855e-01 -1.37591839e-02 -1.98594292e-01
-1.83152100e-01 -4.52078787e-01 3.85769528e-02 -1.84293134e-03
-1.29303404e-01]
[ 8.51931077e-02 -3.86516025e-01 -4.98633654e-02 -6.22218222e-02
-1.16817096e-01 2.02207296e-01 1.27862368e-01 2.02604677e-01
-1.15050309e-01 -1.64989882e-02 -1.04783689e-01 1.56281114e-01
-1.00193106e-01]
[ 2.03997352e-01 -2.86893776e-01 -1.23127940e-01 -8.76110596e-02
-2.01606540e-01 1.22397481e-01 3.67477144e-02 -1.55964357e-01
-2.07160954e-02 -1.26381741e-01 -1.21904964e-01 -1.81937792e-01
-5.67588703e-02]
[ -1.39350825e-01 -6.41204059e-02 3.59212797e-02 -2.26474805e-01
-3.85154899e-02 -1.42062069e-01 3.46220441e-02 -5.10793827e-02
-8.16723062e-02 -4.69783049e-02 -2.61533766e-01 -2.64485657e-01
-6.12644842e-02]
[ -1.53567384e-01 -8.54832080e-02 -7.99759705e-02 -1.43703614e-01
-3.00256153e-01 -2.89349132e-01 1.57322537e-02 -5.00798241e-02
-8.66448160e-02 -6.77923021e-02 -4.59737487e-02 -2.07429239e-01
-2.38567882e-01]
[ -1.73625269e-01 -2.15186776e-01 -2.99058862e-01 -2.57016228e-01
-2.61737973e-01 -2.07016361e-01 -3.69421802e-01 1.02013715e-01
-8.16792054e-02 -3.09455749e-01 -2.62294403e-01 -1.70059059e-01
-2.49555294e-01]
[ -1.08491544e-01 1.15672204e-01 2.39248755e-02 -4.08707053e-02
-2.14303777e-01 -1.68475434e-01 -1.08337883e-01 -5.85883510e-02
-9.69752318e-02 -2.64208017e-01 -1.96524218e-01 -1.98001111e-01
-2.12997603e-01]
[ -3.44407947e-01 -1.37887857e-01 -2.69389449e-01 5.73038601e-02
-2.11984231e-01 -2.24967596e-01 -6.42271724e-02 -1.79387833e-01
5.13897945e-02 -1.12264978e-01 -5.97207879e-03 -3.74103626e-01
-8.40321389e-02]
[ -1.18637535e-01 -4.17419974e-02 -2.55708696e-01 -3.96218143e-02
-2.19680987e-01 -2.75747109e-01 -3.85705567e-01 -9.82756857e-02
1.40091816e-02 -3.23390273e-01 -3.06485934e-01 -4.19622730e-01
-1.20042725e-01]
[ -2.09946794e-01 -5.44646989e-01 -3.30145942e-01 -4.22503930e-01
-3.39406788e-01 -2.25161170e-01 -1.36509793e-02 -3.46538269e-01
1.06151249e-01 -3.00970013e-01 -2.71711510e-01 -1.16761889e-01
-1.63499595e-01]
[ -2.16182422e-01 -2.87329302e-01 -3.14673818e-01 -1.39685903e-01
-8.32905641e-02 -1.47592443e-01 -1.72756222e-01 -1.03418820e-01
-2.51620904e-01 -5.75130328e-01 -2.33349523e-01 1.70869591e-02
-1.26908960e-01]
[ -1.14730508e-01 8.62321029e-03 -2.35808734e-01 -3.77160223e-01
-2.48655679e-01 -2.54832759e-01 -5.05542197e-02 -2.30080072e-01
3.22936333e-02 6.68517979e-02 -3.62859418e-01 -2.06750147e-01
-1.58251484e-01]]
Progress: 2.1% ... Training loss: 0.647 ... Validation loss: 1.213[[-0.20826812]
[ 0.26058115]
[-0.03851697]
[ 0.3594118 ]
[ 0.2871495 ]
[-0.08848043]
[-0.51485934]
[-0.57393881]
[-0.48550251]
[-0.62334182]
[ 0.43677063]
[ 0.95941577]
[-0.6520017 ]]
[[ -5.24999688e-01 -6.13003614e-01 -5.74130688e-01 -3.97966123e-01
-4.14976711e-01 -5.78674865e-01 -6.74128761e-01 -6.57936002e-01
-7.73752547e-01 -7.32548324e-01 -4.15955048e-01 -9.40960995e-02
-7.93741129e-01]
[ 3.27700319e-03 -1.37844582e-01 5.05150341e-02 -1.26374308e-02
-4.19800316e-02 5.88360661e-02 -1.27161613e-01 2.21143308e-01
-1.25541709e-01 -1.71425903e-01 -3.22589981e-02 1.74686171e-02
7.53395647e-02]
[ -2.42427142e-01 2.13375885e-01 -4.25240962e-02 1.97198470e-01
1.95152579e-01 -1.17047096e-01 -2.94995889e-01 -4.63405008e-01
-2.19734557e-01 -4.68535004e-01 2.76268365e-01 7.48411983e-01
-3.66101999e-01]
[ 2.16447839e-01 -3.54603635e-01 -2.37877457e-01 -1.58300275e-01
-4.11610974e-01 6.24807406e-04 2.03012720e-01 7.47494594e-02
3.51094689e-01 5.32931911e-02 -3.14260745e-01 -8.27450251e-01
2.15105592e-01]
[ 9.38815835e-02 1.00745089e-01 8.23931398e-02 1.81438373e-01
2.98391563e-02 7.39354103e-02 -2.79850085e-02 1.01715102e-02
1.38947809e-02 5.24262599e-02 2.48058257e-01 2.44047317e-01
1.76850603e-01]
[ -4.65425324e-01 -5.66367674e-01 -6.05334683e-01 -5.45409481e-01
-5.68169162e-01 -5.58418451e-01 -2.42079037e-01 -1.83592697e-01
-3.40845896e-01 -2.52116317e-01 -3.85550886e-01 -4.95880720e-01
-2.11194050e-01]
[ -4.19093618e-01 -5.77885095e-01 -3.24016404e-01 -3.69977971e-01
-4.09723634e-01 -5.57222637e-01 -5.45986362e-01 -5.81881558e-01
-3.75292330e-01 -3.47094758e-01 -5.12262594e-01 -2.68035028e-01
-4.13873927e-01]
[ -3.38289084e-01 -3.29701309e-01 -4.58650561e-01 -2.59172236e-01
-2.76733207e-01 -4.16584622e-01 -3.49867853e-01 -2.99819171e-01
-4.00132676e-01 -5.33040036e-01 -2.54908593e-01 -2.56790194e-01
-4.50602525e-01]
[ -4.49665208e-01 -4.00193500e-01 -3.69945756e-01 -2.10321398e-01
-3.81185828e-01 -2.03421864e-01 -1.34417559e-01 -4.00375214e-01
-2.78556655e-01 -4.20469453e-01 -2.17067301e-01 -2.66927556e-01
-2.42688523e-01]
[ -9.47001014e-01 -9.66502861e-01 -9.64013793e-01 -9.24925563e-01
-1.04010929e+00 -9.73110633e-01 -8.18793464e-01 -8.44959653e-01
-8.91996022e-01 -7.21573621e-01 -1.02735756e+00 -8.22082854e-01
-6.84681194e-01]
[ -4.82346124e-01 -2.77200714e-01 -4.57358277e-01 -3.41972507e-01
-3.67789774e-01 -3.49588871e-01 -5.04339212e-01 -5.41358272e-01
-5.65707698e-01 -1.40391518e-01 -4.35842487e-01 -5.67215041e-01
-4.21549945e-01]
[ -1.21768859e-01 6.71264958e-02 -3.42349266e-01 -2.75596641e-01
-5.76704158e-02 -6.96043824e-02 -2.04719663e-01 -3.19760359e-01
-1.95549737e-01 6.98530450e-02 -1.89866538e-01 -6.90178104e-02
-3.28960379e-01]
[ -1.87468056e-02 2.04921619e-01 1.01424782e-01 7.53283560e-02
8.45020254e-02 2.59421274e-02 9.31083677e-02 -9.04274015e-02
-1.63634219e-01 -2.59781572e-01 -2.45046226e-01 2.14881444e-01
1.03848611e-01]
[ -2.53014683e-01 -1.03493443e-01 1.63661995e-01 -2.31954605e-01
-1.22994364e-01 1.16038926e-01 -1.13927711e-01 -1.28542577e-03
-6.48375817e-02 6.20125746e-02 -9.76928069e-02 -1.74229012e-01
8.38960869e-02]
[ -7.55472365e-02 -2.53374438e-01 -1.77451132e-01 -2.75954177e-01
-4.74221439e-01 -8.34807193e-02 -6.07142170e-03 1.12097482e-02
-1.60862589e-02 2.70666116e-02 -1.46935612e-01 -1.36985732e-01
-2.10913390e-01]
[ -6.70253197e-02 7.12680827e-04 -2.43415376e-01 -2.59548422e-01
1.35942777e-01 -1.61815427e-01 -1.44045607e-01 4.06728637e-02
4.14789474e-02 -1.79514917e-02 -1.89772416e-01 -6.62376030e-02
6.80744104e-02]
[ 2.23689161e-02 -1.47195668e-01 -1.55624787e-01 -2.30784921e-02
-1.08117322e-01 -1.07912894e-01 2.44904862e-02 -2.29045854e-01
-8.17887039e-02 -1.19945673e-01 4.29148073e-03 -1.08109268e-01
-3.64402032e-02]
[ -2.81218327e-01 -1.59137507e-01 -6.85982893e-02 -1.14567233e-01
-3.18569348e-01 -2.70337029e-01 -3.74924237e-01 4.48008362e-02
-3.03991939e-01 -2.23266730e-01 1.35391026e-01 -4.24395282e-03
2.57666026e-01]
[ -2.23523444e-01 -1.15587911e-01 -8.16858371e-02 -5.38712347e-02
-6.17038692e-02 -1.15449972e-01 -1.30981682e-01 -1.24497731e-02
-1.75257642e-01 -4.90378798e-02 4.49944921e-02 -2.43355948e-02
-1.01642804e-01]
[ -1.70792030e-01 4.31061428e-03 -2.31141797e-01 -2.67269410e-01
-7.87311695e-02 -2.02889375e-01 -3.30406770e-01 -1.98654156e-01
8.66270524e-02 -2.77066820e-01 -1.86316291e-01 6.04516067e-02
-2.94710598e-01]
[ -3.68159951e-01 -9.23631395e-02 -1.38957869e-01 -2.36293620e-01
-7.18859957e-02 -3.11206134e-01 5.63012698e-02 -6.20787143e-02
-1.18066391e-01 9.22777260e-02 -1.04517023e-01 -1.78473829e-01
-1.62159819e-01]
[ -1.65392881e-01 -1.87157768e-01 -4.21693149e-02 -1.81789756e-01
-1.65036432e-01 -2.89654250e-01 -1.29697182e-01 -1.06471988e-01
-3.21320034e-01 2.41532261e-02 9.82162732e-02 -8.62065927e-02
-3.02234072e-01]
[ -1.28684549e-01 -2.08202558e-01 -1.07597851e-01 -3.20933685e-01
6.15850750e-02 -1.34355306e-02 -2.00735885e-01 -1.20264555e-01
1.05546831e-01 -7.96141261e-02 -2.40796585e-01 -3.58023240e-01
-3.18101952e-01]
[ -3.46830353e-02 -4.62761290e-02 -1.44442168e-01 -6.26570813e-02
-2.37544721e-01 6.61139229e-02 -4.97024206e-02 -9.32698919e-03
-1.96430033e-01 -3.41348683e-02 -8.52455984e-02 -3.43406694e-01
-1.13952744e-01]
[ -6.66734532e-02 2.80468674e-02 -1.28072940e-01 -2.98376032e-01
1.17755427e-01 2.29152978e-02 -2.18170082e-01 -1.73753790e-01
1.26298269e-01 -6.34082429e-02 -2.51017628e-01 -1.62745495e-01
-2.55169502e-01]
[ 6.67606023e-02 -2.77234422e-01 -8.92024207e-02 -3.37788449e-01
-1.78103487e-01 -8.98810144e-02 -5.24072976e-02 -2.81602743e-02
-9.59092179e-02 1.41355944e-01 -3.61234440e-01 -1.51036633e-01
1.12037286e-01]
[ -2.33119115e-01 -2.12730885e-01 -1.35486030e-01 -1.79423431e-01
-2.60056983e-01 -9.41854540e-02 5.74703482e-02 -9.41953456e-02
1.64071954e-01 -9.01953969e-02 -2.23265305e-01 -3.40079923e-01
2.62150875e-01]
[ -3.01002098e-02 -1.37717233e-01 1.16583358e-02 -1.44228726e-01
-1.09704672e-01 1.64596349e-01 2.90764235e-03 4.37247022e-02
-1.70663197e-01 3.45570219e-02 3.95309916e-02 -2.48027220e-01
2.28987778e-01]
[ -1.63921480e-02 1.35773775e-02 -1.33295685e-01 4.97345696e-02
-1.16829644e-01 -4.81285412e-02 7.30719662e-02 -4.38276412e-02
7.24838412e-02 1.37306511e-01 -2.58595729e-01 -9.66986204e-02
2.28626213e-01]
[ -1.04598263e-01 -2.25957612e-01 4.81255174e-02 -2.17686082e-01
-8.00122849e-02 1.14173614e-01 1.30753450e-01 -8.02746181e-02
-2.22467664e-01 -4.15809497e-02 -3.56430072e-01 -1.37530987e-01
3.19639509e-01]
[ 1.00163023e-01 -2.55683049e-02 2.80834141e-03 -2.23764085e-03
-1.29441115e-02 -1.84008126e-02 2.41749336e-02 1.01004254e-01
1.89642711e-01 3.01237846e-02 -3.43540058e-01 -5.97523124e-03
4.71248360e-02]
[ -2.11812426e-02 -8.97227718e-02 9.12119019e-03 1.17691748e-01
-4.38571625e-02 -2.84032681e-01 -8.59792516e-02 1.36847256e-01
-1.22242867e-01 -6.44604644e-02 -1.08882668e-01 -2.34049325e-01
4.08371037e-03]
[ 9.28297561e-02 9.82503745e-02 4.03430669e-03 -6.98159228e-03
-1.07746615e-01 -5.68222588e-02 -1.16240334e-01 -1.27936127e-01
-2.11868555e-01 -9.44475028e-02 -2.32632719e-01 7.90003824e-02
2.98368611e-02]
[ 8.02047265e-02 -1.54990542e-01 1.61508374e-01 -4.53624441e-02
1.51403968e-01 1.39683242e-02 -1.87977987e-01 -1.53737997e-01
1.16427167e-01 -3.23857765e-01 -8.78745688e-02 1.95071970e-01
-2.03972172e-02]
[ 4.29257453e-02 7.77791677e-02 -2.09255393e-01 2.00931722e-02
2.54917390e-02 8.33528374e-04 -1.22250593e-01 -2.94448793e-01
-2.63782652e-01 -1.36337896e-01 -5.57804232e-02 -2.18095346e-02
-1.29541681e-01]
[ -5.59132217e-02 -2.03025197e-01 6.52240321e-02 1.26918732e-01
-1.16989334e-01 -1.34351722e-01 4.22237635e-02 1.15821620e-03
8.56778183e-02 -3.50066939e-01 -2.52860122e-01 -1.44306719e-01
1.57638891e-02]
[ 1.81147562e-02 -2.64425110e-01 6.36761270e-02 -1.94823359e-01
-1.80015852e-01 -2.30827058e-01 -2.45097943e-01 9.44425915e-02
9.76419832e-03 1.73721624e-01 -1.21761967e-01 7.81597606e-02
-4.11746621e-02]
[ 1.85931192e-01 2.68101103e-02 -9.73991529e-02 -2.24763326e-01
-7.90840914e-02 -9.96793538e-02 -1.28690486e-01 1.45158465e-01
-1.45251930e-01 -1.26428138e-01 -2.14803627e-01 -1.33324118e-01
-1.17798044e-02]
[ -1.67756116e-01 -1.92097327e-01 -1.02983877e-01 -1.87028904e-01
-6.08954247e-02 2.73726447e-02 -1.52461030e-01 -9.53059237e-02
-1.12510630e-01 9.52179726e-02 -2.24140960e-01 -1.38803141e-01
-1.73423843e-01]
[ -3.10549271e-02 -2.11038088e-01 -1.53258374e-01 -1.73251395e-01
-4.66599976e-02 4.44679332e-02 -6.50900454e-03 5.96810959e-02
-1.99877868e-01 -1.89333559e-01 -3.25152956e-02 -1.86442079e-01
-6.38642287e-03]
[ 1.21046519e-01 5.52830644e-02 1.38824720e-03 -1.63311361e-01
-3.38662710e-01 8.59563215e-03 -8.92553745e-02 -1.54572345e-01
-2.77050533e-01 1.72378874e-01 -1.44086179e-01 -2.57874553e-01
4.83402065e-02]
[ -5.41236857e-02 -3.28513767e-02 -2.78843677e-01 -4.81643987e-02
3.89131271e-02 1.58889938e-01 -1.78113126e-01 -1.05579879e-01
-8.97703574e-03 2.08476306e-02 7.02799137e-02 1.67569647e-01
6.44807649e-02]
[ 1.34664029e-01 2.19272427e-01 -1.86551312e-01 2.99674199e-01
-1.78970480e-02 5.24827761e-03 -5.72073026e-02 -2.07415506e-01
-9.86475966e-02 -2.32196558e-01 2.11029530e-01 1.42377117e-01
-2.26922896e-01]
[ -6.02386667e-03 7.29745131e-02 6.44160469e-02 -7.41994105e-02
-1.12545793e-01 -6.39581536e-02 -7.99852896e-02 -1.77583512e-01
-1.15760409e-01 -7.84172391e-02 3.21966789e-02 2.07213056e-01
-1.56845896e-01]
[ -3.86243007e-02 -1.50422303e-01 -1.55549116e-01 1.75180981e-01
-1.99127374e-01 2.37213096e-01 -1.43234030e-02 -1.99079931e-01
-1.83605525e-01 -4.52526701e-01 3.92892078e-02 -1.06563295e-04
-1.29883956e-01]
[ 8.52579448e-02 -3.86555696e-01 -4.98613001e-02 -6.22527779e-02
-1.16855619e-01 2.02227299e-01 1.28032472e-01 2.02829595e-01
-1.14876429e-01 -1.62884781e-02 -1.04823230e-01 1.56170598e-01
-1.00020988e-01]
[ 2.04153650e-01 -2.87092886e-01 -1.23102278e-01 -8.78790438e-02
-2.01769875e-01 1.22452546e-01 3.70655600e-02 -1.55582834e-01
-2.04907173e-02 -1.25904879e-01 -1.22178697e-01 -1.82352539e-01
-5.62096886e-02]
[ -1.39074690e-01 -6.45878047e-02 3.59730447e-02 -2.27103386e-01
-3.90373867e-02 -1.41940315e-01 3.54324702e-02 -4.99601365e-02
-8.09941120e-02 -4.58810178e-02 -2.62437444e-01 -2.67326394e-01
-5.99563202e-02]
[ -1.53363582e-01 -8.59328665e-02 -7.99380365e-02 -1.44323968e-01
-3.00720009e-01 -2.89272811e-01 1.62534861e-02 -4.93652139e-02
-8.61248725e-02 -6.70467890e-02 -4.67286045e-02 -2.09718512e-01
-2.37898046e-01]
[ -1.73193387e-01 -2.15598242e-01 -2.99019352e-01 -2.57452516e-01
-2.61829035e-01 -2.06890034e-01 -3.68459055e-01 1.03902674e-01
-8.04218660e-02 -3.08013489e-01 -2.62507654e-01 -1.69738638e-01
-2.47408508e-01]
[ -1.08629760e-01 1.15620198e-01 2.39285689e-02 -4.10829360e-02
-2.14354886e-01 -1.68547746e-01 -1.09002800e-01 -5.92864562e-02
-9.74980794e-02 -2.64506671e-01 -1.96843655e-01 -1.99833967e-01
-2.13124289e-01]
[ -3.43867569e-01 -1.39316211e-01 -2.69273244e-01 5.53021525e-02
-2.13305216e-01 -2.24664565e-01 -6.21698971e-02 -1.77646284e-01
5.28966466e-02 -1.09500237e-01 -8.28196431e-03 -3.78346158e-01
-8.09142384e-02]
[ -1.18677949e-01 -4.13216131e-02 -2.55719929e-01 -3.89960067e-02
-2.19470370e-01 -2.75761372e-01 -3.85639576e-01 -9.80914237e-02
1.41635305e-02 -3.23162286e-01 -3.05744838e-01 -4.19911085e-01
-1.19900791e-01]
[ -2.10767512e-01 -5.44659908e-01 -3.30198380e-01 -4.22673565e-01
-3.39533878e-01 -2.25407211e-01 -1.61213171e-02 -3.49218277e-01
1.03828931e-01 -3.04110203e-01 -2.71730695e-01 -1.19300396e-01
-1.66807275e-01]
[ -2.15320800e-01 -2.88877679e-01 -3.14572657e-01 -1.41670380e-01
-8.49905505e-02 -1.47229156e-01 -1.70308948e-01 -1.00670874e-01
-2.49342566e-01 -5.72591166e-01 -2.35560647e-01 7.75503397e-03
-1.23226235e-01]
[ -1.14461575e-01 8.36165258e-03 -2.35767930e-01 -3.77795314e-01
-2.48882522e-01 -2.54739487e-01 -4.92507407e-02 -2.29003075e-01
3.35766953e-02 6.78077542e-02 -3.63295597e-01 -2.09557167e-01
-1.56381493e-01]]
Progress: 2.1% ... Training loss: 0.651 ... Validation loss: 1.232[[-0.20443959]
[ 0.26562526]
[-0.03854462]
[ 0.36364183]
[ 0.28931224]
[-0.08251936]
[-0.51202329]
[-0.57203246]
[-0.48372429]
[-0.6166351 ]
[ 0.44781245]
[ 0.97969984]
[-0.65389671]]
[[ -5.25674437e-01 -6.10577589e-01 -5.74269012e-01 -3.94732464e-01
-4.12621541e-01 -5.79062038e-01 -6.75619740e-01 -6.58973804e-01
-7.74449369e-01 -7.34580927e-01 -4.10593683e-01 -8.05245260e-02
-7.93346993e-01]
[ 3.45051667e-03 -1.38011352e-01 5.05403199e-02 -1.29185403e-02
-4.21326955e-02 5.89013347e-02 -1.26800296e-01 2.21563652e-01
-1.25200722e-01 -1.71030315e-01 -3.25844153e-02 1.69424602e-02
7.58059455e-02]
[ -2.40732737e-01 2.12166912e-01 -4.22373134e-02 1.95749623e-01
1.93887009e-01 -1.16386586e-01 -2.89072260e-01 -4.58313032e-01
-2.14078498e-01 -4.61329236e-01 2.75883142e-01 7.52173862e-01
-3.58244961e-01]
[ 2.17312360e-01 -3.56978699e-01 -2.37674367e-01 -1.62102286e-01
-4.13417937e-01 1.02208214e-03 2.05398453e-01 7.69273725e-02
3.52916515e-01 5.54813385e-02 -3.19541720e-01 -8.42522797e-01
2.18116592e-01]
[ 9.32456477e-02 1.02693811e-01 8.21448089e-02 1.84078085e-01
3.20154825e-02 7.35391440e-02 -3.19168129e-02 6.86356301e-03
1.09870407e-02 4.82512538e-02 2.50329017e-01 2.52272198e-01
1.72665435e-01]
[ -4.66595965e-01 -5.65156330e-01 -6.05465569e-01 -5.43883758e-01
-5.67128478e-01 -5.58833564e-01 -2.45325764e-01 -1.86606057e-01
-3.43685292e-01 -2.56455268e-01 -3.83773359e-01 -4.92673029e-01
-2.14321669e-01]
[ -4.18338989e-01 -5.78905339e-01 -3.23827989e-01 -3.71586637e-01
-4.11013151e-01 -5.56958945e-01 -5.43961945e-01 -5.79256167e-01
-3.73109850e-01 -3.43977953e-01 -5.13869286e-01 -2.73100516e-01
-4.10269450e-01]
[ -3.37163346e-01 -3.30875405e-01 -4.58437368e-01 -2.60931817e-01
-2.78121993e-01 -4.16087455e-01 -3.45332241e-01 -2.95936335e-01
-3.95886894e-01 -5.28480180e-01 -2.56010854e-01 -2.58726134e-01
-4.44501156e-01]
[ -4.50868445e-01 -3.97960072e-01 -3.70219774e-01 -2.07247682e-01
-3.78769288e-01 -2.04087732e-01 -1.38063288e-01 -4.03690125e-01
-2.81851169e-01 -4.25070168e-01 -2.12738574e-01 -2.55239892e-01
-2.46609224e-01]
[ -9.46646724e-01 -9.65702051e-01 -9.63953483e-01 -9.24142152e-01
-1.03991394e+00 -9.73074981e-01 -8.16775574e-01 -8.42475157e-01
-8.89685037e-01 -7.19916048e-01 -1.02497132e+00 -8.15889869e-01
-6.79823809e-01]
[ -4.83115593e-01 -2.76760305e-01 -4.57424871e-01 -3.41609931e-01
-3.67333165e-01 -3.49879058e-01 -5.06397201e-01 -5.43252873e-01
-5.67557385e-01 -1.43283354e-01 -4.35032484e-01 -5.65566680e-01
-4.24071573e-01]
[ -1.21590836e-01 6.69176611e-02 -3.42310517e-01 -2.75841409e-01
-5.77312672e-02 -6.95628174e-02 -2.04378255e-01 -3.19478940e-01
-1.95132059e-01 7.05933169e-02 -1.89972280e-01 -6.92198034e-02
-3.28001050e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.53502220e-01 -1.03078643e-01 1.63601105e-01 -2.31374266e-01
-1.22702730e-01 1.15850858e-01 -1.15133692e-01 -2.55948142e-03
-6.60271843e-02 6.06067957e-02 -9.71585203e-02 -1.74135944e-01
8.26468262e-02]
[ -7.58622477e-02 -2.53056735e-01 -1.77491861e-01 -2.75359055e-01
-4.73990677e-01 -8.35989161e-02 -7.24072557e-03 1.00488778e-02
-1.70297972e-02 2.56167352e-02 -1.46217927e-01 -1.35481229e-01
-2.12096737e-01]
[ -6.72351561e-02 9.77546953e-04 -2.43420793e-01 -2.59419539e-01
1.36189707e-01 -1.61873015e-01 -1.44582718e-01 4.04807174e-02
4.11818183e-02 -1.89412354e-02 -1.89417835e-01 -6.51081195e-02
6.77730253e-02]
[ 2.24202123e-02 -1.47277707e-01 -1.55590854e-01 -2.32124407e-02
-1.08283177e-01 -1.07901342e-01 2.48339684e-02 -2.28767158e-01
-8.16083698e-02 -1.19554422e-01 4.24756251e-03 -1.08449457e-01
-3.61132270e-02]
[ -2.80795132e-01 -1.59505773e-01 -6.85240003e-02 -1.15279855e-01
-3.18979186e-01 -2.70235311e-01 -3.74119658e-01 4.62076991e-02
-3.03076032e-01 -2.21966620e-01 1.34843185e-01 -7.55818366e-03
2.59765424e-01]
[ -2.22963466e-01 -1.16479780e-01 -8.15659647e-02 -5.49977736e-02
-6.26101074e-02 -1.15216079e-01 -1.29466410e-01 -1.09169873e-02
-1.73594338e-01 -4.68526788e-02 4.35287642e-02 -2.71305131e-02
-9.96037988e-02]
[ -1.70649968e-01 4.33697404e-03 -2.31096536e-01 -2.67278052e-01
-7.89480144e-02 -2.02775752e-01 -3.29447145e-01 -1.97925135e-01
8.75878242e-02 -2.76350981e-01 -1.86268889e-01 6.10618518e-02
-2.93275593e-01]
[ -3.67431404e-01 -9.37972822e-02 -1.38796397e-01 -2.38224505e-01
-7.35049114e-02 -3.10863443e-01 5.89875120e-02 -5.96450163e-02
-1.15813409e-01 9.52010131e-02 -1.06719444e-01 -1.84152054e-01
-1.59045740e-01]
[ -1.65993343e-01 -1.85335494e-01 -4.23519584e-02 -1.79319076e-01
-1.63031428e-01 -2.89994030e-01 -1.31105935e-01 -1.08117991e-01
-3.22355306e-01 2.20989825e-02 1.02467283e-01 -7.41569103e-02
-3.03348371e-01]
[ -1.29212135e-01 -2.07404408e-01 -1.07700870e-01 -3.20019577e-01
6.24839793e-02 -1.37301980e-02 -2.02409261e-01 -1.21616070e-01
1.03874116e-01 -8.17009138e-02 -2.39601187e-01 -3.54673625e-01
-3.19880829e-01]
[ -3.47875154e-02 -4.61861371e-02 -1.44453685e-01 -6.25259301e-02
-2.37467432e-01 6.60676792e-02 -4.99973441e-02 -9.61024761e-03
-1.96679398e-01 -3.44926617e-02 -8.51016840e-02 -3.43287759e-01
-1.14307110e-01]
[ -6.68271285e-02 2.83394711e-02 -1.28106847e-01 -2.98052488e-01
1.18101516e-01 2.28362416e-02 -2.18522260e-01 -1.74047049e-01
1.26006944e-01 -6.38427132e-02 -2.50604698e-01 -1.61579535e-01
-2.55544905e-01]
[ 6.74906340e-02 -2.78078449e-01 -8.90898232e-02 -3.38998653e-01
-1.78978168e-01 -8.96176275e-02 -5.07028835e-02 -2.62537494e-02
-9.42224688e-02 1.43589372e-01 -3.62612635e-01 -1.54675884e-01
1.14433335e-01]
[ -2.32640206e-01 -2.13415179e-01 -1.35396056e-01 -1.80413907e-01
-2.60866129e-01 -9.39724587e-02 5.91323556e-02 -9.24852423e-02
1.65627622e-01 -8.87365783e-02 -2.24373578e-01 -3.43659576e-01
2.64346411e-01]
[ -2.91623164e-02 -1.39243066e-01 1.18391191e-02 -1.46416017e-01
-1.11386377e-01 1.65044508e-01 5.61456105e-03 4.68982351e-02
-1.67924530e-01 3.78659354e-02 3.68313079e-02 -2.54160452e-01
2.33040628e-01]
[ -1.61058426e-02 1.32599379e-02 -1.33250893e-01 4.92685898e-02
-1.17177781e-01 -4.80202501e-02 7.37464043e-02 -4.29444809e-02
7.32381039e-02 1.38346789e-01 -2.58958462e-01 -9.74690002e-02
2.29792895e-01]
[ -1.03757822e-01 -2.27023949e-01 4.82907181e-02 -2.19389993e-01
-8.13401474e-02 1.14568237e-01 1.33742077e-01 -7.73361541e-02
-2.20073715e-01 -3.85560806e-02 -3.58158155e-01 -1.42785589e-01
3.23810955e-01]
[ 1.00401826e-01 -2.58259414e-02 2.84457324e-03 -2.70347256e-03
-1.32448014e-02 -1.83333569e-02 2.47460641e-02 1.01530240e-01
1.90313219e-01 3.07527669e-02 -3.44004978e-01 -8.24591917e-03
4.79746628e-02]
[ -2.09594737e-02 -9.00969428e-02 9.17840962e-03 1.16890780e-01
-4.43547606e-02 -2.83954294e-01 -8.53452612e-02 1.37685762e-01
-1.21711333e-01 -6.37089355e-02 -1.09700555e-01 -2.36717395e-01
5.11770704e-03]
[ 9.24004418e-02 9.85426552e-02 3.97325182e-03 -6.47468650e-03
-1.07404939e-01 -5.69677561e-02 -1.17435269e-01 -1.29393567e-01
-2.12853018e-01 -9.59981300e-02 -2.32152455e-01 8.03817564e-02
2.80256380e-02]
[ 8.02548159e-02 -1.55051126e-01 1.61523135e-01 -4.54407338e-02
1.51324503e-01 1.39930182e-02 -1.87853141e-01 -1.53517911e-01
1.16569484e-01 -3.23639643e-01 -8.79933712e-02 1.94645896e-01
-2.01049326e-02]
[ 4.24832011e-02 7.81297859e-02 -2.09296923e-01 2.04567915e-02
2.57966409e-02 6.80957459e-04 -1.23316231e-01 -2.95626480e-01
-2.64730383e-01 -1.37931110e-01 -5.54780758e-02 -2.14651865e-02
-1.31110130e-01]
[ -5.57773634e-02 -2.03295139e-01 6.52536204e-02 1.26390578e-01
-1.17378776e-01 -1.34290103e-01 4.25329547e-02 1.36688999e-03
8.60565600e-02 -3.50028594e-01 -2.53461423e-01 -1.45481894e-01
1.60142503e-02]
[ 1.82396053e-02 -2.64726547e-01 6.37176934e-02 -1.95354653e-01
-1.80429878e-01 -2.30783969e-01 -2.44909501e-01 9.47130891e-02
1.00040938e-02 1.74102059e-01 -1.22488594e-01 7.62004750e-02
-4.08171671e-02]
[ 1.85603711e-01 2.72703650e-02 -9.74460926e-02 -2.24295992e-01
-7.85526818e-02 -9.98137223e-02 -1.29524376e-01 1.44160133e-01
-1.46149634e-01 -1.27355394e-01 -2.14208733e-01 -1.31636109e-01
-1.27018020e-02]
[ -1.67605232e-01 -1.92520670e-01 -1.02925878e-01 -1.87591843e-01
-6.14880721e-02 2.74784304e-02 -1.51992024e-01 -9.48372502e-02
-1.12051703e-01 9.59086129e-02 -2.25006445e-01 -1.40267469e-01
-1.72862829e-01]
[ -3.15766735e-02 -2.10366402e-01 -1.53322049e-01 -1.72446939e-01
-4.58253831e-02 4.42686686e-02 -7.60626870e-03 5.82657105e-02
-2.00811963e-01 -1.90828301e-01 -3.12133826e-02 -1.82901278e-01
-7.66813187e-03]
[ 1.20886164e-01 5.58560050e-02 1.33504984e-03 -1.62636494e-01
-3.38064051e-01 8.51931742e-03 -8.94927665e-02 -1.55020287e-01
-2.77165311e-01 1.71962979e-01 -1.42884950e-01 -2.54786119e-01
4.81623637e-02]
[ -5.52469972e-02 -3.14567041e-02 -2.79019379e-01 -4.61062020e-02
4.05006110e-02 1.58348213e-01 -1.80989370e-01 -1.08817752e-01
-1.19077219e-02 1.70234537e-02 7.28621439e-02 1.74726441e-01
6.08279202e-02]
[ 1.34158129e-01 2.20632994e-01 -1.86644887e-01 3.01881194e-01
-1.66591628e-02 5.02219363e-03 -5.84558988e-02 -2.08722054e-01
-9.98303077e-02 -2.33605775e-01 2.13888934e-01 1.50208809e-01
-2.28298665e-01]
[ -6.45497084e-03 7.41511343e-02 6.42659595e-02 -7.24697168e-02
-1.11317039e-01 -6.42119076e-02 -8.15046414e-02 -1.78756778e-01
-1.16850841e-01 -8.02456192e-02 3.47670973e-02 2.14113927e-01
-1.58282185e-01]
[ -3.91170868e-02 -1.49650312e-01 -1.55653989e-01 1.76592226e-01
-1.98207503e-01 2.36934584e-01 -1.56551397e-02 -2.00216023e-01
-1.84855483e-01 -4.53749431e-01 4.10903096e-02 3.51016070e-03
-1.31613360e-01]
[ 8.50744956e-02 -3.86221824e-01 -4.99035700e-02 -6.17272409e-02
-1.16421351e-01 2.02130435e-01 1.27490648e-01 2.02144036e-01
-1.15310531e-01 -1.68757713e-02 -1.04182053e-01 1.57847974e-01
-1.00568375e-01]
[ 2.04216249e-01 -2.87185306e-01 -1.23089910e-01 -8.80584184e-02
-2.01802917e-01 1.22478981e-01 3.70577351e-02 -1.55377982e-01
-2.06271261e-02 -1.25793447e-01 -1.22486258e-01 -1.82554983e-01
-5.60630187e-02]
[ -1.39260007e-01 -6.44719336e-02 3.59512874e-02 -2.26829808e-01
-3.88722822e-02 -1.42004659e-01 3.49482594e-02 -5.02701988e-02
-8.14785739e-02 -4.62790336e-02 -2.62119369e-01 -2.66810461e-01
-6.04167842e-02]
[ -1.53312217e-01 -8.59663439e-02 -7.99297555e-02 -1.44410487e-01
-3.00777274e-01 -2.89258556e-01 1.63269579e-02 -4.91881322e-02
-8.59942083e-02 -6.69440413e-02 -4.68048053e-02 -2.10023757e-01
-2.37751351e-01]
[ -1.73818931e-01 -2.13951967e-01 -2.99144007e-01 -2.55346858e-01
-2.60076044e-01 -2.07196778e-01 -3.69439660e-01 1.02582601e-01
-8.14013404e-02 -3.09112609e-01 -2.59088932e-01 -1.60132586e-01
-2.47942422e-01]
[ -1.08071947e-01 1.15131921e-01 2.39961554e-02 -4.18778635e-02
-2.14819017e-01 -1.68385697e-01 -1.07908057e-01 -5.80662772e-02
-9.62789523e-02 -2.63252331e-01 -1.97772279e-01 -2.02049648e-01
-2.11404613e-01]
[ -3.44199742e-01 -1.38256624e-01 -2.69336163e-01 5.69303003e-02
-2.12563136e-01 -2.24793352e-01 -6.23570963e-02 -1.78322595e-01
5.29491616e-02 -1.10431487e-01 -5.50730418e-03 -3.71264762e-01
-8.07621487e-02]
[ -1.17957344e-01 -4.27106276e-02 -2.55569441e-01 -4.06684549e-02
-2.20941505e-01 -2.75472044e-01 -3.83954806e-01 -9.56286593e-02
1.58385769e-02 -3.20495700e-01 -3.07787910e-01 -4.25147038e-01
-1.16893213e-01]
[ -2.11194956e-01 -5.44686027e-01 -3.30210734e-01 -4.22589376e-01
-3.39728400e-01 -2.25580612e-01 -1.72750289e-02 -3.50294551e-01
1.02858271e-01 -3.05195646e-01 -2.71696724e-01 -1.20910984e-01
-1.68211695e-01]
[ -2.14792987e-01 -2.89504718e-01 -3.14474271e-01 -1.42768353e-01
-8.57423337e-02 -1.46989945e-01 -1.68541912e-01 -9.84239374e-02
-2.47750239e-01 -5.70863147e-01 -2.36896361e-01 4.64789191e-03
-1.20338590e-01]
[ -1.15376156e-01 9.43667390e-03 -2.35887758e-01 -3.76816768e-01
-2.47717102e-01 -2.55141266e-01 -5.18082005e-02 -2.31680341e-01
3.12821645e-02 6.40116163e-02 -3.61818238e-01 -2.06181323e-01
-1.59552622e-01]]
Progress: 2.2% ... Training loss: 0.645 ... Validation loss: 1.211[[-0.1730645 ]
[ 0.30306789]
[-0.01239698]
[ 0.40495396]
[ 0.32799831]
[-0.05545215]
[-0.48287255]
[-0.54206478]
[-0.45633744]
[-0.58772582]
[ 0.49451505]
[ 1.08531708]
[-0.6259869 ]]
[[ -5.29841023e-01 -6.03554257e-01 -5.75012789e-01 -3.83517023e-01
-4.04351053e-01 -5.80669527e-01 -6.84871594e-01 -6.69051680e-01
-7.82319784e-01 -7.45463368e-01 -3.96147698e-01 -4.07564187e-02
-8.05189577e-01]
[ 3.59024253e-03 -1.38150638e-01 5.05726749e-02 -1.31109395e-02
-4.22604587e-02 5.89558008e-02 -1.26401713e-01 2.22155841e-01
-1.24879548e-01 -1.70470529e-01 -3.27851904e-02 1.64530729e-02
7.65314136e-02]
[ -2.40244453e-01 2.17719886e-01 -4.26208325e-02 2.03266776e-01
1.99996196e-01 -1.16563189e-01 -2.87214549e-01 -4.56195473e-01
-2.10883728e-01 -4.60441782e-01 2.87130262e-01 7.87621772e-01
-3.54439706e-01]
[ 2.16229976e-01 -3.62155835e-01 -2.37369722e-01 -1.69327856e-01
-4.19569475e-01 1.13772595e-03 2.02317843e-01 7.23346236e-02
3.49743366e-01 5.27000175e-02 -3.30414436e-01 -8.70747072e-01
2.15134625e-01]
[ 9.38337567e-02 1.02901026e-01 8.20994937e-02 1.85037162e-01
3.24967039e-02 7.36276860e-02 -2.95230098e-02 8.71699562e-03
1.30085037e-02 4.93415925e-02 2.52810929e-01 2.49671642e-01
1.74175394e-01]
[ -4.69015636e-01 -5.63555733e-01 -6.05705170e-01 -5.41732464e-01
-5.65379751e-01 -5.59616347e-01 -2.51847837e-01 -1.93683046e-01
-3.50162061e-01 -2.63760044e-01 -3.81119448e-01 -4.86108550e-01
-2.22935628e-01]
[ -4.19469685e-01 -5.76590909e-01 -3.24109276e-01 -3.67408421e-01
-4.08033852e-01 -5.57466069e-01 -5.45743918e-01 -5.81742991e-01
-3.74791505e-01 -3.46392326e-01 -5.08419070e-01 -2.56601435e-01
-4.13626771e-01]
[ -3.38269571e-01 -3.27372587e-01 -4.58731392e-01 -2.56208817e-01
-2.74402117e-01 -4.16568011e-01 -3.47657181e-01 -2.98262626e-01
-3.96998686e-01 -5.31127988e-01 -2.49315123e-01 -2.42772083e-01
-4.45800231e-01]
[ -4.51349316e-01 -3.97398727e-01 -3.70301632e-01 -2.06103622e-01
-3.78178485e-01 -2.04256921e-01 -1.39178323e-01 -4.04982820e-01
-2.82610736e-01 -4.26215034e-01 -2.11579134e-01 -2.51072682e-01
-2.47826112e-01]
[ -9.50201406e-01 -9.59335557e-01 -9.64663574e-01 -9.14087703e-01
-1.03270691e+00 -9.74472491e-01 -8.25272874e-01 -8.51600429e-01
-8.96557464e-01 -7.28986551e-01 -1.01192625e+00 -7.77893389e-01
-6.90028380e-01]
[ -4.83978618e-01 -2.75696119e-01 -4.57541156e-01 -3.40207051e-01
-3.66089567e-01 -3.50167764e-01 -5.07911572e-01 -5.45474208e-01
-5.69060385e-01 -1.46031075e-01 -4.33039570e-01 -5.61889832e-01
-4.26259681e-01]
[ -1.22310592e-01 6.74661711e-02 -3.42380910e-01 -2.75102169e-01
-5.71431919e-02 -6.98162528e-02 -2.06110606e-01 -3.21315132e-01
-1.96786416e-01 6.88997186e-02 -1.89050967e-01 -6.77083118e-02
-3.30095614e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.54155249e-01 -1.02677683e-01 1.63526535e-01 -2.30692083e-01
-1.22345597e-01 1.15629630e-01 -1.16744099e-01 -4.31474320e-03
-6.76186183e-02 5.88502748e-02 -9.64061352e-02 -1.73062229e-01
8.02993892e-02]
[ -7.71432175e-02 -2.52585193e-01 -1.77599226e-01 -2.74539390e-01
-4.73487914e-01 -8.39819052e-02 -1.08061775e-02 6.22903266e-03
-2.05854275e-02 2.19854118e-02 -1.45255101e-01 -1.34252197e-01
-2.16633148e-01]
[ -6.77116939e-02 1.70774967e-03 -2.43478948e-01 -2.58769804e-01
1.37103899e-01 -1.62049319e-01 -1.45814740e-01 3.90517334e-02
3.99769840e-02 -2.06669512e-02 -1.88449581e-01 -6.05006114e-02
6.62113382e-02]
[ 2.21967289e-02 -1.46882450e-01 -1.55619157e-01 -2.20425861e-02
-1.07390313e-01 -1.07995020e-01 2.47416087e-02 -2.29110271e-01
-8.13814536e-02 -1.19503597e-01 5.69061158e-03 -1.04506039e-01
-3.62211054e-02]
[ -2.81319794e-01 -1.58224185e-01 -6.86765537e-02 -1.13162094e-01
-3.17556163e-01 -2.70493222e-01 -3.75111542e-01 4.46660659e-02
-3.04115211e-01 -2.23681121e-01 1.37719607e-01 1.41671566e-03
2.57418758e-01]
[ -2.23294753e-01 -1.16009838e-01 -8.16480531e-02 -5.43740337e-02
-6.22071678e-02 -1.15336633e-01 -1.30096100e-01 -1.13700375e-02
-1.74492156e-01 -4.76886164e-02 4.42459452e-02 -2.48224467e-02
-1.00453239e-01]
[ -1.70054206e-01 3.35431771e-03 -2.31004495e-01 -2.68547372e-01
-7.99979131e-02 -2.02544296e-01 -3.28034897e-01 -1.96412241e-01
8.93548922e-02 -2.75092225e-01 -1.87667539e-01 5.58886128e-02
-2.91405200e-01]
[ -3.68045261e-01 -9.15577576e-02 -1.38979008e-01 -2.35420278e-01
-7.12890385e-02 -3.11147449e-01 5.70309755e-02 -6.15363700e-02
-1.17272006e-01 9.35937051e-02 -1.03154443e-01 -1.74979953e-01
-1.60533410e-01]
[ -1.67650918e-01 -1.82407191e-01 -4.26499630e-02 -1.74743516e-01
-1.59699055e-01 -2.90631618e-01 -1.34304700e-01 -1.11573578e-01
-3.24921608e-01 1.84904907e-02 1.08466040e-01 -5.80273365e-02
-3.06781041e-01]
[ -1.29159172e-01 -2.07387515e-01 -1.07701465e-01 -3.20091469e-01
6.24877815e-02 -1.37025440e-02 -2.02145080e-01 -1.21404923e-01
1.04210499e-01 -8.15852999e-02 -2.39641998e-01 -3.54301893e-01
-3.19434873e-01]
[ -3.48932577e-02 -4.60714002e-02 -1.44472617e-01 -6.23102986e-02
-2.37316572e-01 6.60043886e-02 -5.03845691e-02 -1.00535693e-02
-1.96949725e-01 -3.48257648e-02 -8.48285549e-02 -3.42427124e-01
-1.14767796e-01]
[ -6.67461755e-02 2.82523695e-02 -1.28092483e-01 -2.98173063e-01
1.17994297e-01 2.28750289e-02 -2.18278369e-01 -1.73821739e-01
1.26230914e-01 -6.35668285e-02 -2.50762943e-01 -1.61892157e-01
-2.55217953e-01]
[ 6.78227567e-02 -2.78473866e-01 -8.90248302e-02 -3.39675269e-01
-1.79544229e-01 -8.94855103e-02 -4.96663977e-02 -2.51902919e-02
-9.32995668e-02 1.44871801e-01 -3.63390826e-01 -1.57538114e-01
1.15887502e-01]
[ -2.32186070e-01 -2.13854801e-01 -1.35323631e-01 -1.81393116e-01
-2.61395164e-01 -9.37900867e-02 6.07753013e-02 -9.10520029e-02
1.67356444e-01 -8.73035070e-02 -2.25482860e-01 -3.46018016e-01
2.66598998e-01]
[ -2.86909054e-02 -1.39739763e-01 1.19166853e-02 -1.47259332e-01
-1.11900319e-01 1.65228894e-01 6.82741366e-03 4.83081434e-02
-1.66999774e-01 3.93205325e-02 3.56439540e-02 -2.56439901e-01
2.34760888e-01]
[ -1.56618166e-02 1.26647373e-02 -1.33174757e-01 4.83958389e-02
-1.17777460e-01 -4.78394331e-02 7.49332681e-02 -4.12947862e-02
7.44769515e-02 1.40097294e-01 -2.59847979e-01 -1.00516562e-01
2.31724486e-01]
[ -1.03376952e-01 -2.27482327e-01 4.83554607e-02 -2.20052094e-01
-8.18725750e-02 1.14736841e-01 1.34934731e-01 -7.59744054e-02
-2.18906891e-01 -3.74421475e-02 -3.58800281e-01 -1.45012993e-01
3.25474111e-01]
[ 1.00598166e-01 -2.60550823e-02 2.87754212e-03 -3.09882807e-03
-1.35033384e-02 -1.82617604e-02 2.52729555e-02 1.01996974e-01
1.90876804e-01 3.14565866e-02 -3.44355652e-01 -8.97617731e-03
4.86611326e-02]
[ -2.09671537e-02 -9.01214293e-02 9.18097369e-03 1.16815131e-01
-4.43965092e-02 -2.83958948e-01 -8.53966257e-02 1.37661196e-01
-1.21737742e-01 -6.37542252e-02 -1.09788224e-01 -2.37100173e-01
5.10527754e-03]
[ 9.14585828e-02 9.94176207e-02 3.83913326e-03 -4.92215703e-03
-1.06498802e-01 -5.72810062e-02 -1.19815848e-01 -1.31708600e-01
-2.14898587e-01 -9.83075802e-02 -2.30683514e-01 8.43613904e-02
2.50697349e-02]
[ 7.84507624e-02 -1.54093480e-01 1.61292314e-01 -4.35880009e-02
1.52781359e-01 1.33995424e-02 -1.92731203e-01 -1.58935854e-01
1.11572553e-01 -3.28751263e-01 -8.57973357e-02 1.99280251e-01
-2.68854120e-02]
[ 4.22997135e-02 7.84480131e-02 -2.09339722e-01 2.11845213e-02
2.62122279e-02 6.07315065e-04 -1.23704905e-01 -2.96033675e-01
-2.64992473e-01 -1.38665613e-01 -5.46966136e-02 -1.94026875e-02
-1.31851800e-01]
[ -5.57385834e-02 -2.03334195e-01 6.52596766e-02 1.26322898e-01
-1.17428927e-01 -1.34275516e-01 4.26407179e-02 1.50199649e-03
8.61675199e-02 -3.49920830e-01 -2.53526655e-01 -1.45650424e-01
1.61810886e-02]
[ 1.83207995e-02 -2.64974211e-01 6.37454033e-02 -1.95681099e-01
-1.80722429e-01 -2.30750815e-01 -2.44708080e-01 9.50372478e-02
1.02265524e-02 1.74413570e-01 -1.22896400e-01 7.49782505e-02
-4.05522177e-02]
[ 1.85021481e-01 2.79497130e-02 -9.75375707e-02 -2.23330407e-01
-7.77816098e-02 -9.99854099e-02 -1.30414731e-01 1.42548930e-01
-1.47136840e-01 -1.28842109e-01 -2.13111869e-01 -1.28123017e-01
-1.43482185e-02]
[ -1.67946730e-01 -1.91650299e-01 -1.03017807e-01 -1.86402769e-01
-6.06277074e-02 2.73326158e-02 -1.52706488e-01 -9.55917899e-02
-1.12781873e-01 9.46454184e-02 -2.23186831e-01 -1.35579719e-01
-1.74080178e-01]
[ -3.14935271e-02 -2.10588547e-01 -1.53299139e-01 -1.72782576e-01
-4.61102633e-02 4.43178867e-02 -7.37991375e-03 5.85607443e-02
-2.00658755e-01 -1.90660154e-01 -3.16859463e-02 -1.83829438e-01
-7.33407788e-03]
[ 1.21069671e-01 5.54811957e-02 1.37271634e-03 -1.63073330e-01
-3.38368043e-01 8.58450231e-03 -8.91641956e-02 -1.54690194e-01
-2.76819197e-01 1.72489776e-01 -1.43450738e-01 -2.56244660e-01
4.88159467e-02]
[ -5.65538611e-02 -2.88013636e-02 -2.79263206e-01 -4.29886935e-02
4.35961722e-02 1.57727884e-01 -1.84219323e-01 -1.12451887e-01
-1.47631924e-02 1.20587082e-02 7.77119943e-02 1.88417628e-01
5.62288960e-02]
[ 1.33245789e-01 2.22812565e-01 -1.86842454e-01 3.04980680e-01
-1.44391302e-02 4.66426212e-03 -6.07360246e-02 -2.11022902e-01
-1.01548066e-01 -2.36011401e-01 2.17583984e-01 1.59241582e-01
-2.30828012e-01]
[ -7.18902280e-03 7.61056223e-02 6.40401423e-02 -7.00376138e-02
-1.09459930e-01 -6.45211964e-02 -8.34341879e-02 -1.81097575e-01
-1.18591453e-01 -8.25953145e-02 3.82179191e-02 2.22303553e-01
-1.60769281e-01]
[ -3.97992118e-02 -1.48457931e-01 -1.55810759e-01 1.79305381e-01
-1.96726507e-01 2.36592461e-01 -1.74584403e-02 -2.01997597e-01
-1.86146444e-01 -4.55225409e-01 4.43206219e-02 1.42536416e-02
-1.33881070e-01]
[ 8.43481042e-02 -3.85587498e-01 -5.00002504e-02 -6.02822856e-02
-1.15651239e-01 2.01872063e-01 1.25558270e-01 1.99937546e-01
-1.16945154e-01 -1.86777096e-02 -1.02668707e-01 1.62606927e-01
-1.02563127e-01]
[ 2.04204407e-01 -2.87225452e-01 -1.23077021e-01 -8.80785191e-02
-2.01812086e-01 1.22487574e-01 3.69937023e-02 -1.55346037e-01
-2.07154250e-02 -1.25788260e-01 -1.22567904e-01 -1.82826752e-01
-5.59927773e-02]
[ -1.39031485e-01 -6.49060018e-02 3.60165230e-02 -2.27427182e-01
-3.93099610e-02 -1.41914450e-01 3.54290400e-02 -4.97838839e-02
-8.10353379e-02 -4.55189128e-02 -2.62791983e-01 -2.68604527e-01
-5.96178981e-02]
[ -1.53109313e-01 -8.63069887e-02 -7.98785791e-02 -1.45019711e-01
-3.01152545e-01 -2.89188476e-01 1.69821851e-02 -4.85640386e-02
-8.54696048e-02 -6.61249905e-02 -4.76373446e-02 -2.12400875e-01
-2.37003203e-01]
[ -1.74250228e-01 -2.13142077e-01 -2.99235097e-01 -2.54161957e-01
-2.59181894e-01 -2.07317057e-01 -3.69890614e-01 1.01701504e-01
-8.16450019e-02 -3.09832859e-01 -2.57192972e-01 -1.55975053e-01
-2.48411770e-01]
[ -1.08683049e-01 1.16674143e-01 2.38663475e-02 -4.00718950e-02
-2.13531613e-01 -1.68626034e-01 -1.09818804e-01 -5.99143536e-02
-9.79370519e-02 -2.65181870e-01 -1.95790291e-01 -1.96445572e-01
-2.13032918e-01]
[ -3.43947974e-01 -1.38195868e-01 -2.69320219e-01 5.71500934e-02
-2.12430530e-01 -2.24749817e-01 -6.12380500e-02 -1.77360271e-01
5.43445595e-02 -1.09210816e-01 -5.05637440e-03 -3.68609415e-01
-7.95052571e-02]
[ -1.18632112e-01 -4.19054105e-02 -2.55671199e-01 -3.88812538e-02
-2.19973873e-01 -2.75702350e-01 -3.85625893e-01 -9.72634333e-02
1.45238097e-02 -3.21655874e-01 -3.05957776e-01 -4.20571961e-01
-1.18321558e-01]
[ -2.11917228e-01 -5.44314700e-01 -3.30310289e-01 -4.21739807e-01
-3.39006915e-01 -2.25817012e-01 -1.91624690e-02 -3.51957943e-01
1.00630134e-01 -3.07090999e-01 -2.70712858e-01 -1.17372657e-01
-1.70657509e-01]
[ -2.16106488e-01 -2.88164465e-01 -3.14674816e-01 -1.39982225e-01
-8.39144320e-02 -1.47449951e-01 -1.71423876e-01 -1.02001984e-01
-2.50094212e-01 -5.73628998e-01 -2.33528782e-01 1.26825164e-02
-1.24567122e-01]
[ -1.17012446e-01 1.24861992e-02 -2.36177716e-01 -3.73253760e-01
-2.44509575e-01 -2.55837125e-01 -5.58690770e-02 -2.36220079e-01
2.76456217e-02 5.77502882e-02 -3.56369398e-01 -1.91561487e-01
-1.65096414e-01]]
Progress: 2.2% ... Training loss: 0.632 ... Validation loss: 1.126[[-0.17850652]
[ 0.29794518]
[-0.019254 ]
[ 0.39614605]
[ 0.31936753]
[-0.06111805]
[-0.4934281 ]
[-0.5531038 ]
[-0.46765383]
[-0.59784542]
[ 0.486578 ]
[ 1.07070831]
[-0.64112858]]
[[ -5.29029677e-01 -6.03551349e-01 -5.74957072e-01 -3.85211302e-01
-4.05294488e-01 -5.80366361e-01 -6.81249242e-01 -6.64939096e-01
-7.79712486e-01 -7.41723047e-01 -3.97631951e-01 -4.07234447e-02
-7.98579257e-01]
[ 3.86665517e-03 -1.38522093e-01 5.05924963e-02 -1.38907378e-02
-4.26220088e-02 5.90294797e-02 -1.25777305e-01 2.22951581e-01
-1.24233819e-01 -1.69768761e-01 -3.35391456e-02 1.41190320e-02
7.78618209e-02]
[ -2.40646595e-01 2.17104020e-01 -4.26328040e-02 2.02194144e-01
1.98961964e-01 -1.16644251e-01 -2.86983353e-01 -4.58035898e-01
-2.09530756e-01 -4.64581251e-01 2.86009613e-01 7.93950252e-01
-3.55937233e-01]
[ 2.15040957e-01 -3.59896125e-01 -2.37451272e-01 -1.65901617e-01
-4.16977030e-01 7.92151887e-04 1.99480512e-01 6.85068208e-02
3.47652617e-01 4.91714013e-02 -3.26114586e-01 -8.70067153e-01
2.10515972e-01]
[ 9.46590317e-02 1.01823263e-01 8.21423580e-02 1.83538143e-01
3.13972339e-02 7.38853847e-02 -2.83772136e-02 1.28475538e-02
1.33112119e-02 5.24929279e-02 2.49802804e-01 2.44321999e-01
1.78902489e-01]
[ -4.68605287e-01 -5.64575158e-01 -6.05665147e-01 -5.43283116e-01
-5.66377893e-01 -5.59451726e-01 -2.50654346e-01 -1.91503285e-01
-3.49410181e-01 -2.61487803e-01 -3.83432021e-01 -4.89947694e-01
-2.20136789e-01]
[ -4.19122090e-01 -5.76175033e-01 -3.24091573e-01 -3.67778137e-01
-4.08212414e-01 -5.57368302e-01 -5.43731390e-01 -5.80503187e-01
-3.73403711e-01 -3.44499293e-01 -5.08291658e-01 -2.58801427e-01
-4.10998648e-01]
[ -3.37636500e-01 -3.29959320e-01 -4.58660298e-01 -2.59760718e-01
-2.77389105e-01 -4.16287453e-01 -3.44725948e-01 -2.95098054e-01
-3.93498451e-01 -5.28871120e-01 -2.53600709e-01 -2.53063917e-01
-4.41666799e-01]
[ -4.51812015e-01 -3.95784102e-01 -3.70348464e-01 -2.04038962e-01
-3.76475535e-01 -2.04485715e-01 -1.40606130e-01 -4.06522667e-01
-2.83791350e-01 -4.28043322e-01 -2.08607729e-01 -2.43033542e-01
-2.49609282e-01]
[ -9.48893287e-01 -9.62563575e-01 -9.64541311e-01 -9.19443172e-01
-1.03644066e+00 -9.74049033e-01 -8.19862540e-01 -8.46127816e-01
-8.91147195e-01 -7.24026196e-01 -1.01769800e+00 -7.90253764e-01
-6.81602389e-01]
[ -4.84438085e-01 -2.75023239e-01 -4.57564864e-01 -3.39124526e-01
-3.65512703e-01 -3.50295236e-01 -5.09040764e-01 -5.46178778e-01
-5.70571375e-01 -1.46877700e-01 -4.32029398e-01 -5.60249164e-01
-4.27559500e-01]
[ -1.22230928e-01 6.84456527e-02 -3.42397477e-01 -2.74236833e-01
-5.64470397e-02 -6.97980864e-02 -2.05682303e-01 -3.21038885e-01
-1.96226398e-01 6.93798427e-02 -1.87788731e-01 -6.52804347e-02
-3.29444561e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.53919089e-01 -1.02927404e-01 1.63540326e-01 -2.31000184e-01
-1.22542347e-01 1.15694674e-01 -1.16028297e-01 -3.36558626e-03
-6.69736964e-02 6.00391293e-02 -9.67382449e-02 -1.73166391e-01
8.13974813e-02]
[ -7.71903005e-02 -2.52836004e-01 -1.77591112e-01 -2.74921506e-01
-4.73706665e-01 -8.39656837e-02 -1.09488525e-02 6.36327624e-03
-2.08904948e-02 2.21190020e-02 -1.45925157e-01 -1.36657902e-01
-2.16489001e-01]
[ -6.74301950e-02 1.09915952e-03 -2.43456789e-01 -2.59747469e-01
1.36429887e-01 -1.61951331e-01 -1.45068596e-01 4.03336867e-02
4.05503850e-02 -1.94863436e-02 -1.89880938e-01 -6.20975865e-02
6.79973181e-02]
[ 2.26197366e-02 -1.47308934e-01 -1.55588549e-01 -2.30134757e-02
-1.08063445e-01 -1.07887558e-01 2.58559940e-02 -2.28053436e-01
-8.05485076e-02 -1.18165800e-01 4.68961059e-03 -1.08810302e-01
-3.45091697e-02]
[ -2.81532486e-01 -1.57123407e-01 -6.87030759e-02 -1.12046342e-01
-3.16639955e-01 -2.70564975e-01 -3.75191189e-01 4.42401072e-02
-3.04295615e-01 -2.24183149e-01 1.39284606e-01 5.01184281e-03
2.57263817e-01]
[ -2.23166606e-01 -1.16227568e-01 -8.16335154e-02 -5.50584214e-02
-6.28447135e-02 -1.15260753e-01 -1.28914253e-01 -1.08924598e-02
-1.73761896e-01 -4.68036398e-02 4.33958604e-02 -2.68529169e-02
-9.92561216e-02]
[ -1.68941483e-01 -4.07045996e-04 -2.30906225e-01 -2.73056011e-01
-8.37765342e-02 -2.02163629e-01 -3.24695258e-01 -1.92734027e-01
9.34516438e-02 -2.72150043e-01 -1.93268830e-01 4.32833206e-02
-2.87043705e-01]
[ -3.68273888e-01 -9.06709021e-02 -1.38993305e-01 -2.34743304e-01
-7.05784768e-02 -3.11208264e-01 5.70936702e-02 -6.13854047e-02
-1.17356434e-01 9.33138997e-02 -1.01900256e-01 -1.73653014e-01
-1.60335160e-01]
[ -1.67942406e-01 -1.81604271e-01 -4.26798762e-02 -1.73766610e-01
-1.58790509e-01 -2.90719323e-01 -1.34937196e-01 -1.12249215e-01
-3.25300617e-01 1.77077986e-02 1.09936632e-01 -5.25554376e-02
-3.07356881e-01]
[ -1.29488107e-01 -2.06493735e-01 -1.07728337e-01 -3.18868572e-01
6.34831431e-02 -1.38603712e-02 -2.03129346e-01 -1.22554807e-01
1.03266758e-01 -8.24986816e-02 -2.37908584e-01 -3.50480100e-01
-3.20668426e-01]
[ -3.50623614e-02 -4.58180777e-02 -1.44481255e-01 -6.18075826e-02
-2.37133864e-01 6.59448124e-02 -5.10480512e-02 -1.05548539e-02
-1.97518359e-01 -3.54293313e-02 -8.44026149e-02 -3.41815191e-01
-1.15632683e-01]
[ -6.67214654e-02 2.82537564e-02 -1.28091731e-01 -2.98244118e-01
1.17998982e-01 2.28835957e-02 -2.18226869e-01 -1.73753630e-01
1.26273213e-01 -6.35595094e-02 -2.50825519e-01 -1.61964811e-01
-2.55108524e-01]
[ 6.82276949e-02 -2.78827572e-01 -8.90060982e-02 -3.40230462e-01
-1.80030776e-01 -8.93892329e-02 -4.85734074e-02 -2.40120839e-02
-9.21377305e-02 1.46268410e-01 -3.64004218e-01 -1.59559279e-01
1.17554676e-01]
[ -2.31809786e-01 -2.14455727e-01 -1.35293507e-01 -1.82563480e-01
-2.62244454e-01 -9.36531856e-02 6.23920022e-02 -8.94555370e-02
1.68888214e-01 -8.58973092e-02 -2.26894629e-01 -3.51460687e-01
2.69179866e-01]
[ -2.79988378e-02 -1.41161660e-01 1.19665565e-02 -1.49072203e-01
-1.13308766e-01 1.65454401e-01 8.92896830e-03 5.03568457e-02
-1.65105848e-01 4.18231290e-02 3.31810836e-02 -2.63616892e-01
2.37731476e-01]
[ -1.53107517e-02 1.22011073e-02 -1.33156409e-01 4.76107547e-02
-1.18193369e-01 -4.77623193e-02 7.59159132e-02 -3.99480566e-02
7.54624445e-02 1.41383945e-01 -2.60467777e-01 -1.02071828e-01
2.33439513e-01]
[ -1.02479064e-01 -2.28864550e-01 4.84261398e-02 -2.22640371e-01
-8.37386612e-02 1.15055524e-01 1.37999581e-01 -7.31219958e-02
-2.16489903e-01 -3.41245777e-02 -3.61532590e-01 -1.55056784e-01
3.30311497e-01]
[ 1.01368200e-01 -2.73548395e-02 2.92489142e-03 -5.01325794e-03
-1.49969989e-02 -1.80299732e-02 2.77038515e-02 1.04721725e-01
1.93589392e-01 3.42318795e-02 -3.46115352e-01 -1.48964646e-02
5.16005932e-02]
[ -2.04958897e-02 -9.11157482e-02 9.21758894e-03 1.15190520e-01
-4.55069675e-02 -2.83848869e-01 -8.40316739e-02 1.39400620e-01
-1.20354652e-01 -6.20364603e-02 -1.11362249e-01 -2.42401599e-01
6.90895288e-03]
[ 9.07213510e-02 1.00388973e-01 3.80285126e-03 -3.12650776e-03
-1.05522834e-01 -5.74744393e-02 -1.21891348e-01 -1.33672986e-01
-2.16673282e-01 -1.00162243e-01 -2.29086147e-01 8.94404529e-02
2.21957365e-02]
[ 7.76510983e-02 -1.53210817e-01 1.61243135e-01 -4.20292708e-02
1.53844767e-01 1.31992298e-02 -1.94776219e-01 -1.61272348e-01
1.09375443e-01 -3.30968308e-01 -8.42753244e-02 2.02894650e-01
-2.95855010e-02]
[ 4.21065476e-02 7.86095083e-02 -2.09346494e-01 2.14295927e-02
2.63856712e-02 5.54334793e-04 -1.24307817e-01 -2.96738765e-01
-2.65518563e-01 -1.39364803e-01 -5.44516684e-02 -1.90129289e-02
-1.32628788e-01]
[ -5.56262265e-02 -2.03822962e-01 6.52723966e-02 1.25601655e-01
-1.17938160e-01 -1.34231853e-01 4.30383546e-02 1.87548350e-03
8.67058430e-02 -3.49651695e-01 -2.54318049e-01 -1.47920253e-01
1.66444347e-02]
[ 1.84100448e-02 -2.65209697e-01 6.37546001e-02 -1.96006629e-01
-1.81018897e-01 -2.30723593e-01 -2.44484247e-01 9.54248112e-02
1.05104164e-02 1.74775329e-01 -1.23307413e-01 7.35656953e-02
-4.01193959e-02]
[ 1.84352875e-01 2.95461048e-02 -9.75872874e-02 -2.21677165e-01
-7.61236973e-02 -1.00170716e-01 -1.31935768e-01 1.40361462e-01
-1.48602364e-01 -1.31328643e-01 -2.10689643e-01 -1.19645420e-01
-1.66928901e-02]
[ -1.68271639e-01 -1.90926187e-01 -1.03041739e-01 -1.85575159e-01
-5.97016501e-02 2.72266274e-02 -1.53871473e-01 -9.67243737e-02
-1.13754993e-01 9.26387172e-02 -2.21856170e-01 -1.28507008e-01
-1.75475909e-01]
[ -3.16034846e-02 -2.10615302e-01 -1.53303457e-01 -1.72953144e-01
-4.62371944e-02 4.42673633e-02 -7.81603121e-03 5.79782460e-02
-2.01253709e-01 -1.91141670e-01 -3.21814365e-02 -1.83444699e-01
-7.83622836e-03]
[ 1.20927510e-01 5.56955454e-02 1.37178612e-03 -1.62840267e-01
-3.38189893e-01 8.56142339e-03 -8.93470571e-02 -1.54886939e-01
-2.77208415e-01 1.72477096e-01 -1.43320930e-01 -2.52130966e-01
4.88875258e-02]
[ -5.64697041e-02 -2.88218295e-02 -2.79266090e-01 -4.29304698e-02
4.35152893e-02 1.57743897e-01 -1.83984390e-01 -1.12203769e-01
-1.45692830e-02 1.22575476e-02 7.77285826e-02 1.88451996e-01
5.64608752e-02]
[ 1.33245789e-01 2.22812565e-01 -1.86842454e-01 3.04980680e-01
-1.44391302e-02 4.66426212e-03 -6.07360246e-02 -2.11022902e-01
-1.01548066e-01 -2.36011401e-01 2.17583984e-01 1.59241582e-01
-2.30828012e-01]
[ -8.16447666e-03 7.83232761e-02 6.39683324e-02 -6.71673287e-02
-1.07376270e-01 -6.48018468e-02 -8.56506002e-02 -1.83869217e-01
-1.21050522e-01 -8.56833838e-02 4.18072731e-02 2.30987811e-01
-1.64433208e-01]
[ -4.00920667e-02 -1.47832640e-01 -1.55831211e-01 1.80410026e-01
-1.96088598e-01 2.36464780e-01 -1.84496539e-02 -2.02769151e-01
-1.87123500e-01 -4.56180851e-01 4.55806315e-02 1.65666501e-02
-1.35080977e-01]
[ 8.44877782e-02 -3.85732741e-01 -4.99943421e-02 -6.04184300e-02
-1.15758426e-01 2.01909793e-01 1.25927968e-01 2.00610524e-01
-1.16589589e-01 -1.80429862e-02 -1.02848148e-01 1.61987230e-01
-1.01784326e-01]
[ 2.04530297e-01 -2.87752730e-01 -1.23055998e-01 -8.88969968e-02
-2.02455099e-01 1.22591152e-01 3.76942132e-02 -1.54628841e-01
-1.99241758e-02 -1.24903606e-01 -1.23603253e-01 -1.85269105e-01
-5.50078593e-02]
[ -1.39092949e-01 -6.47924970e-02 3.60123502e-02 -2.27327016e-01
-3.91907004e-02 -1.41936903e-01 3.52198398e-02 -4.99467348e-02
-8.12450231e-02 -4.57691496e-02 -2.62690779e-01 -2.68413580e-01
-5.98563334e-02]
[ -1.52590391e-01 -8.74290057e-02 -7.98467091e-02 -1.46251210e-01
-3.02034941e-01 -2.89056473e-01 1.85556868e-02 -4.65944712e-02
-8.36923902e-02 -6.42308549e-02 -4.92643103e-02 -2.16841215e-01
-2.35007703e-01]
[ -1.74541215e-01 -2.12476059e-01 -2.99252836e-01 -2.53707831e-01
-2.58450674e-01 -2.07431100e-01 -3.70501515e-01 1.00635884e-01
-8.23222551e-02 -3.10687745e-01 -2.56311099e-01 -1.49751418e-01
-2.49462806e-01]
[ -1.08211453e-01 1.15122177e-01 2.39106830e-02 -4.19098934e-02
-2.14918696e-01 -1.68468277e-01 -1.08253597e-01 -5.77897726e-02
-9.67571326e-02 -2.63151379e-01 -1.97912039e-01 -2.02407416e-01
-2.10436103e-01]
[ -3.43688381e-01 -1.39082441e-01 -2.69291468e-01 5.59331079e-02
-2.13506757e-01 -2.24687902e-01 -6.00762589e-02 -1.75996569e-01
5.57515784e-02 -1.07854904e-01 -6.37637748e-03 -3.73545785e-01
-7.78182410e-02]
[ -1.18433327e-01 -4.12844978e-02 -2.55677453e-01 -3.82731554e-02
-2.19401512e-01 -2.75670013e-01 -3.84910290e-01 -9.59175346e-02
1.49726603e-02 -3.20394607e-01 -3.04924538e-01 -4.16908058e-01
-1.17112127e-01]
[ -2.10882637e-01 -5.46015416e-01 -3.30231598e-01 -4.24575873e-01
-3.41544152e-01 -2.25459056e-01 -1.57266300e-02 -3.49060200e-01
1.03689490e-01 -3.03336116e-01 -2.74727369e-01 -1.28277955e-01
-1.65887772e-01]
[ -2.16284109e-01 -2.88489609e-01 -3.14676870e-01 -1.40317310e-01
-8.45394697e-02 -1.47449831e-01 -1.71627029e-01 -1.02060021e-01
-2.50057005e-01 -5.74248106e-01 -2.34212053e-01 7.27383473e-03
-1.24444205e-01]
[ -1.17580088e-01 1.40880096e-02 -2.36221457e-01 -3.71497459e-01
-2.42648314e-01 -2.56019016e-01 -5.72240183e-02 -2.37784056e-01
2.66498205e-02 5.54155844e-02 -3.53644318e-01 -1.82528662e-01
-1.66654068e-01]]
Progress: 2.3% ... Training loss: 0.628 ... Validation loss: 1.138[[-0.16921496]
[ 0.31335432]
[-0.00878316]
[ 0.41605568]
[ 0.33531994]
[-0.05092078]
[-0.48945074]
[-0.54860019]
[-0.46360314]
[-0.59157556]
[ 0.51354078]
[ 1.13774535]
[-0.63988883]]
[[ -5.30291912e-01 -5.98911008e-01 -5.75183271e-01 -3.78204814e-01
-3.99851034e-01 -5.80813257e-01 -6.83515790e-01 -6.67777843e-01
-7.82002264e-01 -7.45035243e-01 -3.86932388e-01 -1.66054968e-02
-8.01692809e-01]
[ 3.88758835e-03 -1.38453494e-01 5.05936633e-02 -1.38858663e-02
-4.26343732e-02 5.90444268e-02 -1.25621732e-01 2.23301910e-01
-1.24087939e-01 -1.69646739e-01 -3.33677343e-02 1.36418248e-02
7.81102901e-02]
[ -2.39603480e-01 2.19489589e-01 -4.26381106e-02 2.05736007e-01
2.01527480e-01 -1.16472321e-01 -2.82861230e-01 -4.54093440e-01
-2.04273040e-01 -4.61363114e-01 2.92374638e-01 8.08618609e-01
-3.50397817e-01]
[ 2.16389327e-01 -3.65397337e-01 -2.37234653e-01 -1.74950982e-01
-4.23116925e-01 1.39941264e-03 2.03105020e-01 7.03777368e-02
3.52195932e-01 5.14348448e-02 -3.38648007e-01 -8.92155073e-01
2.15818973e-01]
[ 9.42877043e-02 1.05313923e-01 8.20464107e-02 1.88835927e-01
3.52229971e-02 7.37617471e-02 -2.78480744e-02 1.39963675e-02
1.34858114e-02 5.31909953e-02 2.57470114e-01 2.54847030e-01
1.79389003e-01]
[ -4.69272313e-01 -5.64185771e-01 -6.05718025e-01 -5.42533187e-01
-5.65663334e-01 -5.59678190e-01 -2.52690324e-01 -1.93138635e-01
-3.51630833e-01 -2.63343353e-01 -3.82226129e-01 -4.89204205e-01
-2.22250438e-01]
[ -4.19601170e-01 -5.74580754e-01 -3.24183936e-01 -3.65215658e-01
-4.06230061e-01 -5.57509904e-01 -5.44120498e-01 -5.81179244e-01
-3.73856689e-01 -3.44728177e-01 -5.04803869e-01 -2.49836606e-01
-4.11564357e-01]
[ -3.37194806e-01 -3.29541813e-01 -4.58642189e-01 -2.58866755e-01
-2.76956036e-01 -4.16173704e-01 -3.42469240e-01 -2.93159006e-01
-3.90708814e-01 -5.27228243e-01 -2.51512116e-01 -2.50373597e-01
-4.38395841e-01]
[ -4.52331488e-01 -3.94485072e-01 -3.70399265e-01 -2.02522860e-01
-3.75424495e-01 -2.04701153e-01 -1.41699611e-01 -4.08045538e-01
-2.85080654e-01 -4.29776638e-01 -2.06577002e-01 -2.38768782e-01
-2.50999493e-01]
[ -9.49748405e-01 -9.59187213e-01 -9.64695189e-01 -9.13763611e-01
-1.03248370e+00 -9.74381019e-01 -8.20441480e-01 -8.46574823e-01
-8.92225363e-01 -7.24669306e-01 -1.00914041e+00 -7.73853294e-01
-6.81828308e-01]
[ -4.84977431e-01 -2.74210634e-01 -4.57602590e-01 -3.38365551e-01
-3.64761795e-01 -3.50469659e-01 -5.10071136e-01 -5.47842445e-01
-5.71392426e-01 -1.48789746e-01 -4.30956779e-01 -5.56850194e-01
-4.28691221e-01]
[ -1.22060350e-01 6.79568889e-02 -3.42383806e-01 -2.74952896e-01
-5.69738896e-02 -6.97614323e-02 -2.05334850e-01 -3.20823441e-01
-1.95500477e-01 6.97601259e-02 -1.88605935e-01 -6.84164840e-02
-3.28885533e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.54378914e-01 -1.02503382e-01 1.63492688e-01 -2.30362926e-01
-1.22004830e-01 1.15528940e-01 -1.17585530e-01 -5.22437871e-03
-6.85630820e-02 5.81423930e-02 -9.59735939e-02 -1.72547042e-01
7.92349023e-02]
[ -7.72613117e-02 -2.52948612e-01 -1.77594723e-01 -2.74967976e-01
-4.73695180e-01 -8.39741089e-02 -1.12048189e-02 6.29444361e-03
-2.10513310e-02 2.20625786e-02 -1.45764975e-01 -1.35826849e-01
-2.16595372e-01]
[ -6.71385857e-02 6.32851880e-04 -2.43427819e-01 -2.60258115e-01
1.35997265e-01 -1.61862358e-01 -1.43955156e-01 4.18270531e-02
4.14795192e-02 -1.76870138e-02 -1.90516865e-01 -6.43869065e-02
6.96931240e-02]
[ 2.24040542e-02 -1.47403902e-01 -1.55590251e-01 -2.29322129e-02
-1.08301241e-01 -1.07901273e-01 2.57091713e-02 -2.28312941e-01
-8.09071109e-02 -1.18052495e-01 4.35845917e-03 -1.09159340e-01
-3.48628811e-02]
[ -2.81472633e-01 -1.56673987e-01 -6.87320883e-02 -1.11681697e-01
-3.16090997e-01 -2.70561843e-01 -3.74810192e-01 4.45116264e-02
-3.03715676e-01 -2.23999883e-01 1.40412732e-01 7.53688443e-03
2.57873995e-01]
[ -2.23497170e-01 -1.14255881e-01 -8.17068906e-02 -5.17598804e-02
-6.05742791e-02 -1.15422959e-01 -1.29483743e-01 -1.14483227e-02
-1.74228980e-01 -4.72892080e-02 4.75195847e-02 -1.96827861e-02
-1.00118615e-01]
[ -1.68560060e-01 -7.96338207e-04 -2.30884204e-01 -2.73499684e-01
-8.40179246e-02 -2.02071094e-01 -3.23381216e-01 -1.91610111e-01
9.50143863e-02 -2.71171560e-01 -1.93403900e-01 4.52507756e-02
-2.85094858e-01]
[ -3.67638243e-01 -9.21278409e-02 -1.38914988e-01 -2.36623470e-01
-7.20591876e-02 -3.11006852e-01 5.91722025e-02 -5.93965652e-02
-1.15382057e-01 9.56266112e-02 -1.04221009e-01 -1.80783233e-01
-1.57580135e-01]
[ -1.68530692e-01 -1.80124675e-01 -4.27490423e-02 -1.71762910e-01
-1.57333838e-01 -2.90877718e-01 -1.36361675e-01 -1.13535196e-01
-3.26437078e-01 1.58439451e-02 1.13012248e-01 -4.55656125e-02
-3.08920934e-01]
[ -1.29523319e-01 -2.05936073e-01 -1.07742100e-01 -3.18211907e-01
6.40488577e-02 -1.38926315e-02 -2.02680906e-01 -1.22783179e-01
1.03366159e-01 -8.23732120e-02 -2.36834223e-01 -3.47130503e-01
-3.20353183e-01]
[ -3.53505439e-02 -4.52832529e-02 -1.44504128e-01 -6.12495493e-02
-2.36794728e-01 6.58385593e-02 -5.18505051e-02 -1.12758020e-02
-1.98255541e-01 -3.66365418e-02 -8.36746736e-02 -3.40917703e-01
-1.16601985e-01]
[ -6.73251185e-02 2.90568623e-02 -1.28137831e-01 -2.97240797e-01
1.18842604e-01 2.26747761e-02 -2.20067735e-01 -1.75548207e-01
1.24403875e-01 -6.57371549e-02 -2.49644215e-01 -1.59882780e-01
-2.57213723e-01]
[ 6.88571428e-02 -2.79772275e-01 -8.89534357e-02 -3.41461141e-01
-1.81132515e-01 -8.92248963e-02 -4.70783391e-02 -2.21281549e-02
-9.05157519e-02 1.48443463e-01 -3.65319481e-01 -1.64645408e-01
1.19772149e-01]
[ -2.31392874e-01 -2.15070366e-01 -1.35258479e-01 -1.83614519e-01
-2.62884705e-01 -9.35179830e-02 6.36916261e-02 -8.81734877e-02
1.70567916e-01 -8.44757632e-02 -2.28048032e-01 -3.53995092e-01
2.71438775e-01]
[ -2.77049723e-02 -1.41472252e-01 1.19917931e-02 -1.49653550e-01
-1.13736576e-01 1.65557951e-01 1.00234062e-02 5.12288567e-02
-1.64154709e-01 4.29202382e-02 3.23835490e-02 -2.65385617e-01
2.39095249e-01]
[ -1.47933180e-02 1.14985118e-02 -1.33117358e-01 4.65742845e-02
-1.18918060e-01 -4.75924043e-02 7.77141451e-02 -3.83235711e-02
7.73283703e-02 1.43246147e-01 -2.61495486e-01 -1.04884811e-01
2.35728284e-01]
[ -1.01770092e-01 -2.29630898e-01 4.84870179e-02 -2.23887379e-01
-8.47365010e-02 1.15311052e-01 1.40681477e-01 -7.09402193e-02
-2.14088479e-01 -3.18271667e-02 -3.62796982e-01 -1.58507396e-01
3.33622386e-01]
[ 1.01690373e-01 -2.78311460e-02 2.95519633e-03 -5.76032625e-03
-1.54923761e-02 -1.79269738e-02 2.87652548e-02 1.06076502e-01
1.94494517e-01 3.53119477e-02 -3.46735082e-01 -1.71434749e-02
5.29218711e-02]
[ -2.05076834e-02 -9.10981111e-02 9.21651201e-03 1.15231978e-01
-4.54885072e-02 -2.83853318e-01 -8.40524932e-02 1.39390487e-01
-1.20404727e-01 -6.20560236e-02 -1.11336392e-01 -2.42376171e-01
6.89469392e-03]
[ 9.06719093e-02 1.00319359e-01 3.80114014e-03 -3.08425483e-03
-1.05468934e-01 -5.74747373e-02 -1.22053441e-01 -1.33808383e-01
-2.16567390e-01 -1.00056826e-01 -2.29093369e-01 9.01044820e-02
2.22066331e-02]
[ 7.62315759e-02 -1.51754637e-01 1.61088056e-01 -3.92875461e-02
1.56050489e-01 1.27877353e-02 -1.98796349e-01 -1.66049169e-01
1.04988552e-01 -3.35926600e-01 -8.11180447e-02 2.14076834e-01
-3.59467652e-02]
[ 4.21118361e-02 7.85274701e-02 -2.09345679e-01 2.13514122e-02
2.62778913e-02 5.54181588e-04 -1.24262827e-01 -2.96653335e-01
-2.65521206e-01 -1.39370715e-01 -5.45801817e-02 -1.98377184e-02
-1.32698764e-01]
[ -5.57312955e-02 -2.03748797e-01 6.52652021e-02 1.25741887e-01
-1.17828525e-01 -1.34269961e-01 4.26171671e-02 1.45798012e-03
8.62899987e-02 -3.49986633e-01 -2.54246369e-01 -1.47809446e-01
1.62610337e-02]
[ 1.84805528e-02 -2.66156902e-01 6.38003614e-02 -1.97215802e-01
-1.82070607e-01 -2.30649577e-01 -2.44098238e-01 9.60833811e-02
1.10629268e-02 1.75303539e-01 -1.24786565e-01 6.94441527e-02
-3.94994801e-02]
[ 1.84289076e-01 2.96243969e-02 -9.75905890e-02 -2.21584675e-01
-7.60192655e-02 -1.00183593e-01 -1.32027776e-01 1.40209345e-01
-1.48755172e-01 -1.31491072e-01 -2.10635390e-01 -1.19510936e-01
-1.68430710e-02]
[ -1.68458078e-01 -1.89966548e-01 -1.03065268e-01 -1.84367462e-01
-5.85769690e-02 2.71300845e-02 -1.53957885e-01 -9.69186566e-02
-1.14278598e-01 9.25955112e-02 -2.20166666e-01 -1.24137085e-01
-1.75187157e-01]
[ -3.15727865e-02 -2.10890295e-01 -1.53284826e-01 -1.73335067e-01
-4.65103621e-02 4.42916685e-02 -7.90097621e-03 5.80298626e-02
-2.01393511e-01 -1.90881335e-01 -3.27812781e-02 -1.84748545e-01
-7.48418238e-03]
[ 1.20340511e-01 5.70603419e-02 1.31165448e-03 -1.61274336e-01
-3.37136136e-01 8.35762354e-03 -9.06403519e-02 -1.56381511e-01
-2.78417946e-01 1.70632742e-01 -1.41392371e-01 -2.45721099e-01
4.70445511e-02]
[ -5.65437589e-02 -2.85813250e-02 -2.79276258e-01 -4.26676045e-02
4.37351730e-02 1.57703130e-01 -1.84240688e-01 -1.12460129e-01
-1.47665740e-02 1.18681612e-02 7.81058364e-02 1.89448772e-01
5.60885302e-02]
[ 1.32097572e-01 2.26094519e-01 -1.86979881e-01 3.10029422e-01
-1.08008020e-02 4.22252067e-03 -6.37394011e-02 -2.13989015e-01
-1.04505731e-01 -2.39358859e-01 2.24099806e-01 1.70906021e-01
-2.34452040e-01]
[ -8.93029266e-03 8.02570518e-02 6.38499904e-02 -6.47014793e-02
-1.05328640e-01 -6.50774168e-02 -8.78724386e-02 -1.86510739e-01
-1.22943219e-01 -8.85701772e-02 4.58584079e-02 2.40303239e-01
-1.67598355e-01]
[ -4.03766993e-02 -1.47099820e-01 -1.55867782e-01 1.81584790e-01
-1.95326380e-01 2.36331169e-01 -1.93375885e-02 -2.03651977e-01
-1.87970674e-01 -4.56976208e-01 4.68683364e-02 1.92525844e-02
-1.36146428e-01]
[ 8.44893500e-02 -3.85747666e-01 -4.99896549e-02 -6.04664764e-02
-1.15828628e-01 2.01910811e-01 1.25695493e-01 2.00653546e-01
-1.16751672e-01 -1.80495733e-02 -1.02953700e-01 1.61696123e-01
-1.01614514e-01]
[ 2.04467515e-01 -2.87664026e-01 -1.23059690e-01 -8.87629506e-02
-2.02376695e-01 1.22575052e-01 3.75740956e-02 -1.54759701e-01
-2.01206921e-02 -1.25005601e-01 -1.23474432e-01 -1.84904740e-01
-5.51882284e-02]
[ -1.38731141e-01 -6.58009393e-02 3.60614588e-02 -2.28527797e-01
-4.02389249e-02 -1.41812491e-01 3.63435001e-02 -4.85834236e-02
-7.99550365e-02 -4.46170501e-02 -2.64129468e-01 -2.73567566e-01
-5.83733626e-02]
[ -1.52414391e-01 -8.77448700e-02 -7.98285823e-02 -1.46635074e-01
-3.02332180e-01 -2.89005996e-01 1.92114374e-02 -4.58321729e-02
-8.31047451e-02 -6.34889043e-02 -4.98021768e-02 -2.18506356e-01
-2.34262405e-01]
[ -1.75077710e-01 -2.11056309e-01 -2.99320389e-01 -2.51863485e-01
-2.57036940e-01 -2.07712054e-01 -3.71803103e-01 9.87668508e-02
-8.38628165e-02 -3.12672575e-01 -2.54041121e-01 -1.43894730e-01
-2.51228040e-01]
[ -1.07788000e-01 1.13786512e-01 2.39615414e-02 -4.32540352e-02
-2.16134034e-01 -1.68311787e-01 -1.06558288e-01 -5.58716996e-02
-9.53431719e-02 -2.61245297e-01 -1.99694366e-01 -2.07862431e-01
-2.08811273e-01]
[ -3.43910170e-01 -1.37997236e-01 -2.69334465e-01 5.74610410e-02
-2.12428789e-01 -2.24815677e-01 -6.10180934e-02 -1.77243490e-01
5.54362236e-02 -1.08412007e-01 -4.25691945e-03 -3.70309344e-01
-7.82710703e-02]
[ -1.18115551e-01 -4.19139492e-02 -2.55641686e-01 -3.88392989e-02
-2.20010509e-01 -2.75575782e-01 -3.83757530e-01 -9.41263661e-02
1.60516875e-02 -3.18677163e-01 -3.05631753e-01 -4.21025932e-01
-1.15487232e-01]
[ -2.11184353e-01 -5.45134730e-01 -3.30281687e-01 -4.23116794e-01
-3.40213999e-01 -2.25526714e-01 -1.55488236e-02 -3.49630323e-01
1.03356311e-01 -3.03618295e-01 -2.72154567e-01 -1.23094673e-01
-1.65732674e-01]
[ -2.16393713e-01 -2.88334408e-01 -3.14686629e-01 -1.40101239e-01
-8.42576506e-02 -1.47453746e-01 -1.71667967e-01 -1.02087029e-01
-2.49751315e-01 -5.74378228e-01 -2.33757568e-01 8.72440944e-03
-1.24193797e-01]
[ -1.18375597e-01 1.62124889e-02 -2.36315618e-01 -3.68912130e-01
-2.40746633e-01 -2.56259190e-01 -5.92273928e-02 -2.39675441e-01
2.48669396e-02 5.25714201e-02 -3.49758497e-01 -1.72019367e-01
-1.68889847e-01]]
Progress: 2.4% ... Training loss: 0.627 ... Validation loss: 1.098[[-0.15311881]
[ 0.32971549]
[ 0.0012495 ]
[ 0.4354256 ]
[ 0.35041777]
[-0.03911081]
[-0.48084725]
[-0.54465441]
[-0.44898011]
[-0.58227312]
[ 0.5359666 ]
[ 1.19177634]
[-0.6323248 ]]
[[ -5.32311832e-01 -5.93637476e-01 -5.75287837e-01 -3.70710670e-01
-3.94007782e-01 -5.81339218e-01 -6.86946936e-01 -6.72135830e-01
-7.86572269e-01 -7.51305791e-01 -3.76724715e-01 1.15291368e-02
-8.07726678e-01]
[ 3.91723929e-03 -1.38353053e-01 5.05928062e-02 -1.38414501e-02
-4.25758184e-02 5.90453400e-02 -1.25542266e-01 2.23370270e-01
-1.24037730e-01 -1.69570772e-01 -3.32678275e-02 1.40268166e-02
7.81552237e-02]
[ -2.39679998e-01 2.21446433e-01 -4.26888407e-02 2.08229247e-01
2.03683188e-01 -1.16509748e-01 -2.81358015e-01 -4.54467273e-01
-2.03411588e-01 -4.62473963e-01 2.97372395e-01 8.19799834e-01
-3.50325588e-01]
[ 2.14873865e-01 -3.67610990e-01 -2.37226840e-01 -1.76090674e-01
-4.24537108e-01 1.02369259e-03 1.99218888e-01 6.58687729e-02
3.46750431e-01 4.55197922e-02 -3.42185770e-01 -9.04065901e-01
2.10497648e-01]
[ 9.31306385e-02 1.09753821e-01 8.19473068e-02 1.97498304e-01
4.02107920e-02 7.33908562e-02 -2.99266746e-02 1.31280283e-02
1.20350423e-02 5.07473164e-02 2.71025899e-01 2.86771947e-01
1.73889437e-01]
[ -4.69535603e-01 -5.63834782e-01 -6.05715425e-01 -5.41948848e-01
-5.65356102e-01 -5.59732081e-01 -2.53378043e-01 -1.93307143e-01
-3.52318968e-01 -2.63700968e-01 -3.81206221e-01 -4.86041883e-01
-2.22765028e-01]
[ -4.20734427e-01 -5.72184928e-01 -3.24237818e-01 -3.61455994e-01
-4.03306160e-01 -5.57774517e-01 -5.45744635e-01 -5.83669968e-01
-3.76294688e-01 -3.47697230e-01 -5.00062061e-01 -2.35653610e-01
-4.14461759e-01]
[ -3.36871065e-01 -3.29507894e-01 -4.58633514e-01 -2.59079105e-01
-2.77043871e-01 -4.16072998e-01 -3.39892091e-01 -2.90440200e-01
-3.88969026e-01 -5.25720174e-01 -2.50585417e-01 -2.52238872e-01
-4.35527669e-01]
[ -4.53279580e-01 -3.93052295e-01 -3.70436388e-01 -2.00518216e-01
-3.74219292e-01 -2.04988199e-01 -1.44950285e-01 -4.10677157e-01
-2.88045447e-01 -4.33002213e-01 -2.04815166e-01 -2.34793192e-01
-2.54627646e-01]
[ -9.50637516e-01 -9.55563317e-01 -9.64757216e-01 -9.10063553e-01
-1.02918866e+00 -9.74684634e-01 -8.21395119e-01 -8.47679108e-01
-8.93069602e-01 -7.27836898e-01 -1.00285735e+00 -7.58823876e-01
-6.82967444e-01]
[ -4.85422715e-01 -2.74290879e-01 -4.57602595e-01 -3.36996159e-01
-3.64574443e-01 -3.50531821e-01 -5.10933761e-01 -5.47871397e-01
-5.72892445e-01 -1.49172485e-01 -4.29647075e-01 -5.53908193e-01
-4.29671201e-01]
[ -1.22746853e-01 6.86267473e-02 -3.42401505e-01 -2.73886050e-01
-5.61077833e-02 -6.99004998e-02 -2.06503965e-01 -3.22262249e-01
-1.97507356e-01 6.82662838e-02 -1.87748453e-01 -6.69322707e-02
-3.30938389e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.54320004e-01 -1.02565240e-01 1.63500235e-01 -2.30551927e-01
-1.22257402e-01 1.15556146e-01 -1.17142033e-01 -4.54145448e-03
-6.82716510e-02 5.86194355e-02 -9.61286519e-02 -1.72644516e-01
7.98990087e-02]
[ -7.71661507e-02 -2.53321563e-01 -1.77585507e-01 -2.75292269e-01
-4.74076292e-01 -8.39371443e-02 -1.09282481e-02 7.06985384e-03
-2.07833296e-02 2.28061793e-02 -1.46125520e-01 -1.36462952e-01
-2.16014012e-01]
[ -6.83984466e-02 2.29131916e-03 -2.43463722e-01 -2.58049569e-01
1.38138426e-01 -1.62123202e-01 -1.46737965e-01 3.82943498e-02
3.78718927e-02 -2.14928513e-02 -1.88217820e-01 -5.76320715e-02
6.54650507e-02]
[ 2.24914521e-02 -1.47002594e-01 -1.55594318e-01 -2.24933063e-02
-1.07939177e-01 -1.07889513e-01 2.62305461e-02 -2.27905766e-01
-8.03374903e-02 -1.17647654e-01 5.37157074e-03 -1.06825905e-01
-3.43965022e-02]
[ -2.81477198e-01 -1.56388384e-01 -6.87360487e-02 -1.10990296e-01
-3.15772807e-01 -2.70586234e-01 -3.74732957e-01 4.46344022e-02
-3.03572417e-01 -2.23701500e-01 1.41375910e-01 1.08341891e-02
2.57979065e-01]
[ -2.23347356e-01 -1.14413532e-01 -8.17100057e-02 -5.19674866e-02
-6.07530753e-02 -1.15376368e-01 -1.28430933e-01 -1.07631615e-02
-1.73223724e-01 -4.71628170e-02 4.75324553e-02 -1.94101042e-02
-9.87011767e-02]
[ -1.68430423e-01 3.49565008e-05 -2.30889994e-01 -2.72743133e-01
-8.31533478e-02 -2.02049202e-01 -3.22819448e-01 -1.91175594e-01
9.55511252e-02 -2.70757064e-01 -1.92086832e-01 4.66785035e-02
-2.84340465e-01]
[ -3.67469647e-01 -9.32653088e-02 -1.38896558e-01 -2.38003041e-01
-7.30713807e-02 -3.10942720e-01 6.02101688e-02 -5.83240402e-02
-1.14805113e-01 9.66257994e-02 -1.05729628e-01 -1.85552379e-01
-1.56539423e-01]
[ -1.68946441e-01 -1.78826187e-01 -4.27734613e-02 -1.69640097e-01
-1.56113660e-01 -2.90996344e-01 -1.36900751e-01 -1.13882654e-01
-3.27330970e-01 1.46305302e-02 1.16028350e-01 -3.85306217e-02
-3.09995252e-01]
[ -1.29947686e-01 -2.05099181e-01 -1.07764961e-01 -3.17329592e-01
6.48770685e-02 -1.40402675e-02 -2.04215985e-01 -1.24032352e-01
1.01936010e-01 -8.39290093e-02 -2.35898672e-01 -3.44419880e-01
-3.21769787e-01]
[ -3.59341588e-02 -4.46677760e-02 -1.44519864e-01 -6.01624427e-02
-2.36396092e-01 6.56828510e-02 -5.37643986e-02 -1.29599954e-02
-2.00027600e-01 -3.85833387e-02 -8.29507074e-02 -3.40154254e-01
-1.19092535e-01]
[ -6.73473754e-02 2.90727703e-02 -1.28136902e-01 -2.97191668e-01
1.18882765e-01 2.26685922e-02 -2.20253479e-01 -1.75487213e-01
1.24365212e-01 -6.57234246e-02 -2.49450638e-01 -1.59519474e-01
-2.57205609e-01]
[ 6.92089360e-02 -2.80207831e-01 -8.89396805e-02 -3.42209271e-01
-1.81754799e-01 -8.91404775e-02 -4.59700659e-02 -2.11320522e-02
-8.96076106e-02 1.49605842e-01 -3.66179186e-01 -1.68417288e-01
1.21058210e-01]
[ -2.31156861e-01 -2.15421583e-01 -1.35248407e-01 -1.84281046e-01
-2.63244554e-01 -9.34530916e-02 6.45380641e-02 -8.71513471e-02
1.71598622e-01 -8.36367484e-02 -2.28677674e-01 -3.55612634e-01
2.73088806e-01]
[ -2.72388010e-02 -1.42157913e-01 1.20123127e-02 -1.50729627e-01
-1.14497601e-01 1.65700355e-01 1.13876211e-02 5.27067049e-02
-1.62844784e-01 4.44501932e-02 3.09068370e-02 -2.68365178e-01
2.41046344e-01]
[ -1.43491068e-02 1.06353259e-02 -1.33098081e-01 4.50245464e-02
-1.19880977e-01 -4.74674174e-02 7.92895560e-02 -3.67575401e-02
7.88718677e-02 1.44733255e-01 -2.62811102e-01 -1.09609283e-01
2.38091215e-01]
[ -1.00981236e-01 -2.30799597e-01 4.85221255e-02 -2.25486592e-01
-8.59784643e-02 1.15543374e-01 1.43421562e-01 -6.85109218e-02
-2.11826526e-01 -2.89364740e-02 -3.64393207e-01 -1.62956947e-01
3.37237036e-01]
[ 1.02036653e-01 -2.83242957e-02 2.97030804e-03 -6.43608653e-03
-1.60042097e-02 -1.78305574e-02 2.98588474e-02 1.07594672e-01
1.95685989e-01 3.69474438e-02 -3.47325587e-01 -1.85537368e-02
5.46369566e-02]
[ -2.00441313e-02 -9.20507996e-02 9.24254061e-03 1.13658270e-01
-4.64075004e-02 -2.83752446e-01 -8.26080653e-02 1.41445398e-01
-1.19248261e-01 -6.02492139e-02 -1.13054398e-01 -2.46932025e-01
8.82839249e-03]
[ 8.98082757e-02 1.01602374e-01 3.76639554e-03 -6.44036728e-04
-1.04259253e-01 -5.77151490e-02 -1.24673753e-01 -1.36259432e-01
-2.19050512e-01 -1.03112515e-01 -2.26965752e-01 9.59793469e-02
1.84502372e-02]
[ 7.50411022e-02 -1.50149950e-01 1.61046032e-01 -3.62709553e-02
1.58117529e-01 1.25117910e-02 -2.01178089e-01 -1.68393590e-01
1.01565846e-01 -3.38669450e-01 -7.76393628e-02 2.21680190e-01
-3.97717447e-02]
[ 4.17878005e-02 7.86797425e-02 -2.09351247e-01 2.17386259e-02
2.64631936e-02 4.68595311e-04 -1.25351400e-01 -2.97509429e-01
-2.66437097e-01 -1.40407154e-01 -5.42494217e-02 -1.96118143e-02
-1.33912050e-01]
[ -5.58586152e-02 -2.03586338e-01 6.52600472e-02 1.25825924e-01
-1.17744483e-01 -1.34303910e-01 4.23120699e-02 1.10039280e-03
8.60137899e-02 -3.50515915e-01 -2.54126877e-01 -1.48080061e-01
1.58046283e-02]
[ 1.85945500e-02 -2.66329035e-01 6.38076820e-02 -1.97463397e-01
-1.82295264e-01 -2.30613755e-01 -2.43762810e-01 9.66808718e-02
1.13363253e-02 1.75963267e-01 -1.25193468e-01 6.83240355e-02
-3.88673195e-02]
[ 1.83908183e-01 3.03212366e-02 -9.76036581e-02 -2.20865561e-01
-7.51963136e-02 -1.00247119e-01 -1.32822707e-01 1.39169093e-01
-1.49660386e-01 -1.32697042e-01 -2.09802736e-01 -1.16417749e-01
-1.79623119e-02]
[ -1.68645641e-01 -1.89562343e-01 -1.03077101e-01 -1.83628827e-01
-5.80133636e-02 2.70666759e-02 -1.54336665e-01 -9.78040832e-02
-1.14831814e-01 9.16160752e-02 -2.19381176e-01 -1.20268449e-01
-1.75995302e-01]
[ -3.15422697e-02 -2.11240158e-01 -1.53280865e-01 -1.73584886e-01
-4.68307900e-02 4.43166699e-02 -7.56089681e-03 5.82459940e-02
-2.01212231e-01 -1.90604114e-01 -3.30289149e-02 -1.84205069e-01
-7.35537804e-03]
[ 1.19967464e-01 5.78301282e-02 1.28931143e-03 -1.60392997e-01
-3.36472716e-01 8.26160227e-03 -9.15128792e-02 -1.57373427e-01
-2.79047177e-01 1.68987184e-01 -1.40064623e-01 -2.42677521e-01
4.54824116e-02]
[ -5.66321286e-02 -2.86552426e-02 -2.79276704e-01 -4.27514986e-02
4.36552866e-02 1.57688041e-01 -1.84549134e-01 -1.12534805e-01
-1.51005402e-02 1.14632526e-02 7.80288431e-02 1.90324655e-01
5.56090755e-02]
[ 1.31642482e-01 2.27305271e-01 -1.87002799e-01 3.11580222e-01
-9.53897238e-03 4.08667456e-03 -6.50176498e-02 -2.15652131e-01
-1.05722877e-01 -2.41021076e-01 2.26181074e-01 1.74992679e-01
-2.36353252e-01]
[ -9.75246452e-03 8.35856945e-02 6.37833155e-02 -6.09369139e-02
-1.02162070e-01 -6.53506146e-02 -9.02866649e-02 -1.88985876e-01
-1.25206691e-01 -9.13825325e-02 5.12488951e-02 2.52500019e-01
-1.70280804e-01]
[ -4.08059007e-02 -1.46522484e-01 -1.55883968e-01 1.82902691e-01
-1.94829294e-01 2.36195169e-01 -2.06230662e-02 -2.05099735e-01
-1.89245582e-01 -4.58381938e-01 4.84191801e-02 2.33427801e-02
-1.38298000e-01]
[ 8.42363402e-02 -3.85433402e-01 -4.99981233e-02 -5.96379976e-02
-1.15363928e-01 2.01842799e-01 1.24762554e-01 1.99682865e-01
-1.17494698e-01 -1.89326810e-02 -1.02077607e-01 1.64260671e-01
-1.02540038e-01]
[ 2.04294349e-01 -2.87505826e-01 -1.23064396e-01 -8.85453795e-02
-2.02176859e-01 1.22528641e-01 3.69313380e-02 -1.55252747e-01
-2.07465355e-02 -1.25623493e-01 -1.23368265e-01 -1.84883133e-01
-5.56997754e-02]
[ -1.38644726e-01 -6.60015595e-02 3.60660565e-02 -2.28792452e-01
-4.04426005e-02 -1.41785952e-01 3.66534506e-02 -4.82427200e-02
-7.96669338e-02 -4.43189736e-02 -2.64433832e-01 -2.74336523e-01
-5.79683253e-02]
[ -1.52095119e-01 -8.84471285e-02 -7.98099285e-02 -1.47710124e-01
-3.02962230e-01 -2.88911112e-01 2.03722115e-02 -4.45718823e-02
-8.19568748e-02 -6.21381254e-02 -5.11369192e-02 -2.21470586e-01
-2.32721582e-01]
[ -1.74795444e-01 -2.11106661e-01 -2.99314291e-01 -2.51787289e-01
-2.56818353e-01 -2.07631860e-01 -3.70813812e-01 9.98839711e-02
-8.29581219e-02 -3.11547890e-01 -2.53662214e-01 -1.39891129e-01
-2.49974305e-01]
[ -1.07488986e-01 1.13737855e-01 2.39622836e-02 -4.37375404e-02
-2.16112382e-01 -1.68290594e-01 -1.05765247e-01 -5.47801721e-02
-9.46449842e-02 -2.60548447e-01 -1.99841917e-01 -2.09135977e-01
-2.07485572e-01]
[ -3.44827802e-01 -1.36691769e-01 -2.69368765e-01 6.06120747e-02
-2.10990535e-01 -2.25076473e-01 -6.31802420e-02 -1.79119150e-01
5.31916586e-02 -1.10789389e-01 -7.79356005e-04 -3.62635008e-01
-8.16520801e-02]
[ -1.18990252e-01 -4.07104566e-02 -2.55665617e-01 -3.72044463e-02
-2.18564013e-01 -2.75758873e-01 -3.85280128e-01 -9.58896026e-02
1.38951952e-02 -3.20445707e-01 -3.03957537e-01 -4.18722148e-01
-1.17458660e-01]
[ -2.11698893e-01 -5.44531438e-01 -3.30293716e-01 -4.22003717e-01
-3.39678801e-01 -2.25644825e-01 -1.67072304e-02 -3.50518763e-01
1.01851488e-01 -3.04997575e-01 -2.70885090e-01 -1.19316187e-01
-1.67503358e-01]
[ -2.15909604e-01 -2.89037121e-01 -3.14665366e-01 -1.41486571e-01
-8.52438290e-02 -1.47306452e-01 -1.69608922e-01 -9.99536384e-02
-2.47962685e-01 -5.72606385e-01 -2.35114525e-01 3.40167410e-03
-1.21216095e-01]
[ -1.19155013e-01 1.81154685e-02 -2.36353191e-01 -3.66882154e-01
-2.39072139e-01 -2.56450717e-01 -6.12109955e-02 -2.42062188e-01
2.30301698e-02 4.94590746e-02 -3.46603903e-01 -1.63727661e-01
-1.71495835e-01]]
Progress: 2.4% ... Training loss: 0.633 ... Validation loss: 1.062[[-0.16042614]
[ 0.31806138]
[-0.00883291]
[ 0.42521648]
[ 0.33795875]
[-0.0466818 ]
[-0.48830474]
[-0.55726456]
[-0.45431694]
[-0.59510028]
[ 0.52472281]
[ 1.17879771]
[-0.65196394]]
[[ -5.32523598e-01 -5.91225055e-01 -5.75283447e-01 -3.67046756e-01
-3.91452312e-01 -5.81424581e-01 -6.86712809e-01 -6.71323867e-01
-7.86189270e-01 -7.50563813e-01 -3.71555299e-01 2.57564704e-02
-8.05980100e-01]
[ 3.84006854e-03 -1.37896550e-01 5.05937221e-02 -1.32872978e-02
-4.20733861e-02 5.90273912e-02 -1.25636872e-01 2.23073272e-01
-1.24241764e-01 -1.69691858e-01 -3.25508020e-02 1.62120051e-02
7.79397215e-02]
[ -2.40174748e-01 2.22906595e-01 -4.26825704e-02 2.11570363e-01
2.05417022e-01 -1.16587524e-01 -2.82050949e-01 -4.58167613e-01
-2.03699461e-01 -4.66203222e-01 3.01660831e-01 8.34305620e-01
-3.54297571e-01]
[ 2.12323657e-01 -3.62650595e-01 -2.37206873e-01 -1.69200176e-01
-4.19807313e-01 3.69103875e-04 1.91569899e-01 5.46824894e-02
3.38452433e-01 3.22167151e-02 -3.34066457e-01 -8.88979784e-01
1.96456113e-01]
[ 9.75391904e-02 1.00278361e-01 8.19103168e-02 1.82968916e-01
2.96470273e-02 7.44747942e-02 -1.81669441e-02 2.91886398e-02
2.44482680e-02 6.97455921e-02 2.53667479e-01 2.42286716e-01
1.95993257e-01]
[ -4.68780027e-01 -5.66113126e-01 -6.05722550e-01 -5.45021580e-01
-5.67739740e-01 -5.59529103e-01 -2.50871906e-01 -1.88338587e-01
-3.50094824e-01 -2.59218201e-01 -3.84973176e-01 -4.94509942e-01
-2.16687104e-01]
[ -4.20040290e-01 -5.73497264e-01 -3.24243410e-01 -3.63322062e-01
-4.04325617e-01 -5.57600700e-01 -5.43140879e-01 -5.81527982e-01
-3.74495807e-01 -3.44131280e-01 -5.02503817e-01 -2.41142291e-01
-4.10084544e-01]
[ -3.36527798e-01 -3.29699983e-01 -4.58635630e-01 -2.58949012e-01
-2.77691532e-01 -4.15972607e-01 -3.38258910e-01 -2.89076631e-01
-3.87092319e-01 -5.24546621e-01 -2.49992185e-01 -2.49758294e-01
-4.34056373e-01]
[ -4.54241708e-01 -3.91343372e-01 -3.70430463e-01 -1.98332135e-01
-3.72823593e-01 -2.05239830e-01 -1.48403943e-01 -4.14015888e-01
-2.91071075e-01 -4.36834434e-01 -2.02772263e-01 -2.31541386e-01
-2.58710046e-01]
[ -9.50085385e-01 -9.56242864e-01 -9.64763405e-01 -9.11046264e-01
-1.03027326e+00 -9.74530581e-01 -8.19096775e-01 -8.42590754e-01
-8.90641304e-01 -7.23486044e-01 -1.00410081e+00 -7.59128028e-01
-6.76599288e-01]
[ -4.85834248e-01 -2.74780891e-01 -4.57601366e-01 -3.37125739e-01
-3.65061320e-01 -3.50600250e-01 -5.11778067e-01 -5.49454264e-01
-5.74345934e-01 -1.50420448e-01 -4.30496893e-01 -5.58155745e-01
-4.30947276e-01]
[ -1.22056598e-01 6.77224611e-02 -3.42405452e-01 -2.75396384e-01
-5.71913576e-02 -6.97605689e-02 -2.04668587e-01 -3.20632355e-01
-1.95608063e-01 7.05534417e-02 -1.89227752e-01 -7.06049198e-02
-3.28186436e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.53888323e-01 -1.03073265e-01 1.63496903e-01 -2.31500657e-01
-1.22761672e-01 1.15662104e-01 -1.15565993e-01 -2.05660755e-03
-6.70320407e-02 6.09545529e-02 -9.70510895e-02 -1.74172312e-01
8.28364528e-02]
[ -7.73611992e-02 -2.53512863e-01 -1.77585631e-01 -2.75510227e-01
-4.74260079e-01 -8.39604227e-02 -1.17077513e-02 7.15963639e-03
-2.13558264e-02 2.24933474e-02 -1.46485529e-01 -1.37698214e-01
-2.16341370e-01]
[ -6.76959697e-02 1.31691325e-04 -2.43469313e-01 -2.60723951e-01
1.35758728e-01 -1.61948822e-01 -1.44306666e-01 4.14926604e-02
4.01347581e-02 -1.78069325e-02 -1.91812880e-01 -6.67820185e-02
7.02181133e-02]
[ 2.34983035e-02 -1.48693144e-01 -1.55601175e-01 -2.50181952e-02
-1.09610390e-01 -1.07680859e-01 2.88334876e-02 -2.25184156e-01
-7.77260314e-02 -1.13802363e-01 2.55253717e-03 -1.13122696e-01
-3.00532732e-02]
[ -2.81752810e-01 -1.56085994e-01 -6.87347978e-02 -1.10652781e-01
-3.15311943e-01 -2.70636712e-01 -3.75218247e-01 4.35776825e-02
-3.04320749e-01 -2.24751353e-01 1.41742578e-01 1.15680463e-02
2.57074311e-01]
[ -2.23544143e-01 -1.13544970e-01 -8.17081572e-02 -5.02159603e-02
-5.97058206e-02 -1.15398158e-01 -1.28459862e-01 -1.08986392e-02
-1.73693853e-01 -4.73092946e-02 4.94256736e-02 -1.46902404e-02
-9.89587939e-02]
[ -1.68098969e-01 -1.16442460e-03 -2.30892470e-01 -2.74090983e-01
-8.44813611e-02 -2.01945262e-01 -3.21794037e-01 -1.90369405e-01
9.68035190e-02 -2.69720674e-01 -1.93949891e-01 4.25716022e-02
-2.83401069e-01]
[ -3.67293772e-01 -9.34803184e-02 -1.38897933e-01 -2.38175864e-01
-7.32271611e-02 -3.10915009e-01 6.08058673e-02 -5.75651337e-02
-1.14192090e-01 9.73070450e-02 -1.05547029e-01 -1.84462459e-01
-1.55832209e-01]
[ -1.69040468e-01 -1.78066307e-01 -4.27724510e-02 -1.68829715e-01
-1.55712757e-01 -2.91019116e-01 -1.36784362e-01 -1.13983374e-01
-3.27243984e-01 1.43218231e-02 1.17194430e-01 -3.50863958e-02
-3.09895128e-01]
[ -1.30460198e-01 -2.04277305e-01 -1.07761684e-01 -3.16326519e-01
6.55474855e-02 -1.41733717e-02 -2.05973867e-01 -1.25805527e-01
1.00278211e-01 -8.59491891e-02 -2.35184833e-01 -3.44036623e-01
-3.23787767e-01]
[ -3.60530679e-02 -4.41770038e-02 -1.44518714e-01 -5.97398085e-02
-2.35962698e-01 6.56441394e-02 -5.43076039e-02 -1.35965997e-02
-2.00234074e-01 -3.91449317e-02 -8.24113967e-02 -3.38016983e-01
-1.19578729e-01]
[ -6.77719668e-02 2.97193382e-02 -1.28134593e-01 -2.96252791e-01
1.19437636e-01 2.25636381e-02 -2.21717034e-01 -1.76708781e-01
1.22828208e-01 -6.75176962e-02 -2.48325327e-01 -1.57935525e-01
-2.59148141e-01]
[ 6.92853186e-02 -2.80309998e-01 -8.89400977e-02 -3.42344478e-01
-1.81852921e-01 -8.91262164e-02 -4.57329136e-02 -2.08562192e-02
-8.93451494e-02 1.49939250e-01 -3.66318008e-01 -1.68734323e-01
1.21434504e-01]
[ -2.31048875e-01 -2.15930313e-01 -1.35250251e-01 -1.85102107e-01
-2.63901104e-01 -9.34187160e-02 6.50127367e-02 -8.63056531e-02
1.72107224e-01 -8.25675754e-02 -2.29761403e-01 -3.59424239e-01
2.74431160e-01]
[ -2.69880189e-02 -1.42542659e-01 1.20108456e-02 -1.51286660e-01
-1.14879311e-01 1.65762494e-01 1.21770444e-02 5.38318661e-02
-1.62087825e-01 4.55427032e-02 3.02349999e-02 -2.69450791e-01
2.42495199e-01]
[ -1.38744879e-02 9.45523091e-03 -1.33101385e-01 4.36467210e-02
-1.21105060e-01 -4.73524045e-02 8.09140939e-02 -3.48830279e-02
8.03782120e-02 1.47123852e-01 -2.64427327e-01 -1.13598743e-01
2.40691379e-01]
[ -1.00172989e-01 -2.31951695e-01 4.85167141e-02 -2.27196092e-01
-8.73336620e-02 1.15744420e-01 1.46406677e-01 -6.54773348e-02
-2.09320929e-01 -2.55929464e-02 -3.66103830e-01 -1.66585393e-01
3.41629766e-01]
[ 1.02921824e-01 -3.00874880e-02 2.96430418e-03 -8.86101064e-03
-1.78458915e-02 -1.76267139e-02 3.24660882e-02 1.10393570e-01
1.98441878e-01 4.03822397e-02 -3.49769907e-01 -2.53969698e-02
5.81733418e-02]
[ -1.97708032e-02 -9.25520565e-02 9.24029188e-03 1.12818432e-01
-4.70179094e-02 -2.83696588e-01 -8.16682850e-02 1.42585781e-01
-1.18458271e-01 -5.89149545e-02 -1.14021741e-01 -2.49276376e-01
1.02663524e-02]
[ 8.91059617e-02 1.02872485e-01 3.77136628e-03 1.18823163e-03
-1.03109647e-01 -5.78985068e-02 -1.27327261e-01 -1.38941836e-01
-2.21382715e-01 -1.06150945e-01 -2.25190761e-01 9.94549633e-02
1.50303120e-02]
[ 7.46251924e-02 -1.49308417e-01 1.61049551e-01 -3.46959738e-02
1.59312444e-01 1.24179637e-02 -2.02036062e-01 -1.69498147e-01
1.00212345e-01 -3.39945862e-01 -7.61846388e-02 2.26474561e-01
-4.13458382e-02]
[ 4.17913146e-02 7.84882081e-02 -2.09351593e-01 2.14897056e-02
2.62514670e-02 4.77679826e-04 -1.25468003e-01 -2.97690983e-01
-2.66501065e-01 -1.40442641e-01 -5.46119056e-02 -2.00362132e-02
-1.33969950e-01]
[ -5.57395736e-02 -2.03827115e-01 6.52588790e-02 1.25374462e-01
-1.17990746e-01 -1.34271471e-01 4.27061121e-02 1.69359557e-03
8.63816747e-02 -3.49979456e-01 -2.54610291e-01 -1.49336033e-01
1.65790926e-02]
[ 1.87358725e-02 -2.66975610e-01 6.38057711e-02 -1.98330584e-01
-1.83057671e-01 -2.30569136e-01 -2.43211218e-01 9.70939200e-02
1.17617160e-02 1.76376202e-01 -1.26654955e-01 6.49356746e-02
-3.86670715e-02]
[ 1.83564008e-01 3.13885622e-02 -9.76007349e-02 -2.19643926e-01
-7.41973540e-02 -1.00324447e-01 -1.33581560e-01 1.37751727e-01
-1.50389733e-01 -1.33833934e-01 -2.08282223e-01 -1.11440246e-01
-1.92364676e-02]
[ -1.68685859e-01 -1.90241167e-01 -1.03078651e-01 -1.84575569e-01
-5.88689893e-02 2.70878794e-02 -1.54319222e-01 -9.78486540e-02
-1.14816596e-01 9.13444127e-02 -2.20551223e-01 -1.21171045e-01
-1.75751783e-01]
[ -3.17113697e-02 -2.11432984e-01 -1.53280609e-01 -1.73730542e-01
-4.73115886e-02 4.42865313e-02 -8.14384700e-03 5.74640350e-02
-2.01699407e-01 -1.91653587e-01 -3.35374946e-02 -1.86877119e-01
-8.20079171e-03]
[ 1.19924551e-01 5.82060702e-02 1.28946410e-03 -1.60039029e-01
-3.36242581e-01 8.26133433e-03 -9.15837854e-02 -1.57310023e-01
-2.79028305e-01 1.68903396e-01 -1.39170580e-01 -2.40734084e-01
4.57152184e-02]
[ -5.66668066e-02 -2.84720381e-02 -2.79276204e-01 -4.23657253e-02
4.39978711e-02 1.57673601e-01 -1.84540366e-01 -1.12453050e-01
-1.50728744e-02 1.14700399e-02 7.83689635e-02 1.92396559e-01
5.55420879e-02]
[ 1.31714711e-01 2.27434124e-01 -1.87002767e-01 3.11913352e-01
-9.13765744e-03 4.08496439e-03 -6.49284559e-02 -2.15075828e-01
-1.05474819e-01 -2.40383727e-01 2.26554265e-01 1.73703333e-01
-2.35835882e-01]
[ -1.06551686e-02 8.62821690e-02 6.37912761e-02 -5.73999366e-02
-9.94652520e-02 -6.55974851e-02 -9.35379041e-02 -1.91947274e-01
-1.28295071e-01 -9.51589069e-02 5.60493107e-02 2.64414322e-01
-1.73941586e-01]
[ -4.06330037e-02 -1.47166101e-01 -1.55885564e-01 1.82158454e-01
-1.95440602e-01 2.36255093e-01 -2.00902020e-02 -2.04500096e-01
-1.88675905e-01 -4.57773080e-01 4.75211678e-02 2.16035089e-02
-1.37636222e-01]
[ 8.40094044e-02 -3.85168479e-01 -4.99970261e-02 -5.89350558e-02
-1.14947419e-01 2.01798094e-01 1.24145541e-01 1.99056424e-01
-1.18057544e-01 -1.94349149e-02 -1.01459491e-01 1.66299111e-01
-1.03105687e-01]
[ 2.04406247e-01 -2.87750734e-01 -1.23065415e-01 -8.90121234e-02
-2.02477650e-01 1.22555631e-01 3.72432013e-02 -1.54889270e-01
-2.05499747e-02 -1.25182991e-01 -1.24098591e-01 -1.86655265e-01
-5.52301693e-02]
[ -1.38559521e-01 -6.61850323e-02 3.60651662e-02 -2.29111308e-01
-4.06525608e-02 -1.41770505e-01 3.69138521e-02 -4.76278011e-02
-7.94739201e-02 -4.38231036e-02 -2.64872198e-01 -2.76232840e-01
-5.74263892e-02]
[ -1.51967942e-01 -8.87345218e-02 -7.98110710e-02 -1.48219232e-01
-3.03201496e-01 -2.88889156e-01 2.07465821e-02 -4.40360666e-02
-8.16135358e-02 -6.17143547e-02 -5.17999987e-02 -2.23550324e-01
-2.32189110e-01]
[ -1.74609163e-01 -2.11244578e-01 -2.99315009e-01 -2.52039398e-01
-2.56596543e-01 -2.07602336e-01 -3.70057210e-01 1.00870154e-01
-8.24050855e-02 -3.10412525e-01 -2.53914819e-01 -1.39479655e-01
-2.48731075e-01]
[ -1.07593331e-01 1.13080793e-01 2.39604660e-02 -4.47024684e-02
-2.16793964e-01 -1.68316406e-01 -1.06098059e-01 -5.50129447e-02
-9.49560454e-02 -2.60859759e-01 -2.01354542e-01 -2.14071614e-01
-2.07523319e-01]
[ -3.45359724e-01 -1.35475739e-01 -2.69365312e-01 6.25590767e-02
-2.09901130e-01 -2.25211249e-01 -6.50842572e-02 -1.80749799e-01
5.14795094e-02 -1.12596570e-01 1.49667728e-03 -3.58136463e-01
-8.35599555e-02]
[ -1.18973375e-01 -4.05365778e-02 -2.55665852e-01 -3.64903181e-02
-2.18062280e-01 -2.75731033e-01 -3.84519816e-01 -9.42096821e-02
1.40131499e-02 -3.18702780e-01 -3.03772241e-01 -4.16080124e-01
-1.15065687e-01]
[ -2.11121810e-01 -5.45237648e-01 -3.30297502e-01 -4.23512942e-01
-3.40844024e-01 -2.25522899e-01 -1.52693937e-02 -3.49152702e-01
1.03506636e-01 -3.03068973e-01 -2.72928912e-01 -1.25166647e-01
-1.65041707e-01]
[ -2.15157800e-01 -2.90686321e-01 -3.14671443e-01 -1.43798438e-01
-8.71996902e-02 -1.47114505e-01 -1.67052936e-01 -9.69172335e-02
-2.45730477e-01 -5.69551154e-01 -2.37725483e-01 -9.75474494e-04
-1.17292793e-01]
[ -1.19219937e-01 1.78021029e-02 -2.36352919e-01 -3.67127782e-01
-2.39737480e-01 -2.56435812e-01 -6.11954880e-02 -2.42131955e-01
2.33691356e-02 4.91054917e-02 -3.46217798e-01 -1.64340813e-01
-1.71727335e-01]]
Progress: 2.5% ... Training loss: 0.623 ... Validation loss: 1.071[[-0.17498296]
[ 0.28758861]
[-0.03405381]
[ 0.39412349]
[ 0.30463948]
[-0.06359888]
[-0.5082181 ]
[-0.57600256]
[-0.47111276]
[-0.613845 ]
[ 0.49508134]
[ 1.11801556]
[-0.67277218]]
[[ -5.31528759e-01 -5.92051252e-01 -5.75232167e-01 -3.69007423e-01
-3.92842002e-01 -5.81175747e-01 -6.83034037e-01 -6.67578315e-01
-7.82883233e-01 -7.46588513e-01 -3.72631151e-01 1.59542430e-02
-8.00513165e-01]
[ 3.92678843e-03 -1.37956580e-01 5.05962724e-02 -1.34341349e-02
-4.21478579e-02 5.90528566e-02 -1.25297584e-01 2.23631090e-01
-1.24056528e-01 -1.69343916e-01 -3.26900271e-02 1.56635376e-02
7.84641225e-02]
[ -2.36280258e-01 2.15821569e-01 -4.25066022e-02 2.00935510e-01
1.97831429e-01 -1.15550465e-01 -2.70026158e-01 -4.47279202e-01
-1.90205297e-01 -4.54169863e-01 2.90889375e-01 8.06366445e-01
-3.37734884e-01]
[ 2.10226635e-01 -3.58268484e-01 -2.37340712e-01 -1.65544934e-01
-4.14970763e-01 -3.21091120e-04 1.86275615e-01 4.47775967e-02
3.34556922e-01 2.21340592e-02 -3.28330474e-01 -8.83486127e-01
1.86601581e-01]
[ 9.78529006e-02 9.73717554e-02 8.19747623e-02 1.80075796e-01
2.72234742e-02 7.46929111e-02 -1.89796560e-02 3.02555295e-02
2.32361664e-02 7.10297782e-02 2.50033910e-01 2.44415064e-01
1.97705640e-01]
[ -4.69116325e-01 -5.66140823e-01 -6.05714046e-01 -5.44195765e-01
-5.67816339e-01 -5.59556110e-01 -2.51540692e-01 -1.88295627e-01
-3.51435090e-01 -2.59371319e-01 -3.84590169e-01 -4.92710075e-01
-2.17348955e-01]
[ -4.18458822e-01 -5.77064151e-01 -3.24137045e-01 -3.69453047e-01
-4.08834267e-01 -5.57108998e-01 -5.38340200e-01 -5.76280389e-01
-3.70052569e-01 -3.38030729e-01 -5.08634073e-01 -2.58361438e-01
-4.02271378e-01]
[ -3.34508367e-01 -3.34242491e-01 -4.58538321e-01 -2.65031219e-01
-2.82247403e-01 -4.15432181e-01 -3.30827393e-01 -2.81863414e-01
-3.79708154e-01 -5.17260180e-01 -2.57129095e-01 -2.70779106e-01
-4.24699834e-01]
[ -4.55065204e-01 -3.90167608e-01 -3.70467165e-01 -1.96542507e-01
-3.71573144e-01 -2.05515242e-01 -1.50940952e-01 -4.16612606e-01
-2.93600597e-01 -4.39622051e-01 -2.00787670e-01 -2.28773874e-01
-2.61851400e-01]
[ -9.48366094e-01 -9.61083450e-01 -9.64645456e-01 -9.17211041e-01
-1.03571574e+00 -9.74026249e-01 -8.12624005e-01 -8.34715424e-01
-8.84494357e-01 -7.16567614e-01 -1.01088038e+00 -7.84796344e-01
-6.66847499e-01]
[ -4.85378096e-01 -2.75980526e-01 -4.57564339e-01 -3.39465908e-01
-3.66488630e-01 -3.50454826e-01 -5.10437803e-01 -5.48506103e-01
-5.73410586e-01 -1.48400614e-01 -4.32928039e-01 -5.63804436e-01
-4.28994816e-01]
[ -1.21790935e-01 6.68013535e-02 -3.42384952e-01 -2.76489187e-01
-5.82122427e-02 -6.96806150e-02 -2.03455222e-01 -3.19548796e-01
-1.94732743e-01 7.20614329e-02 -1.90916603e-01 -7.29604950e-02
-3.26524186e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.54112911e-01 -1.02814800e-01 1.63489596e-01 -2.31166806e-01
-1.22556916e-01 1.15606656e-01 -1.16183574e-01 -2.76756330e-03
-6.77589637e-02 6.01682916e-02 -9.65928392e-02 -1.73896047e-01
8.20363407e-02]
[ -7.72898885e-02 -2.53580708e-01 -1.77580739e-01 -2.75624581e-01
-4.74341802e-01 -8.39385095e-02 -1.13044178e-02 7.96370091e-03
-2.10689707e-02 2.30205336e-02 -1.46521942e-01 -1.37235708e-01
-2.15668068e-01]
[ -6.78544605e-02 -1.15765810e-04 -2.43455564e-01 -2.60128515e-01
1.35431498e-01 -1.61938440e-01 -1.44671413e-01 4.16550986e-02
3.93652191e-02 -1.74085200e-02 -1.91836489e-01 -6.59211395e-02
6.99327028e-02]
[ 2.40417193e-02 -1.50288249e-01 -1.55558703e-01 -2.74737971e-02
-1.11534073e-01 -1.07486571e-01 3.03977100e-02 -2.23622539e-01
-7.66809425e-02 -1.11690137e-01 -3.50804132e-04 -1.19053783e-01
-2.77790524e-02]
[ -2.81804260e-01 -1.55439603e-01 -6.87436613e-02 -1.10241002e-01
-3.14868559e-01 -2.70651395e-01 -3.75333753e-01 4.34324168e-02
-3.04495777e-01 -2.25252871e-01 1.42754875e-01 1.41370252e-02
2.56852874e-01]
[ -2.22140874e-01 -1.17016338e-01 -8.16205149e-02 -5.56657176e-02
-6.34589289e-02 -1.14991187e-01 -1.23926874e-01 -6.22458834e-03
-1.69040011e-01 -4.18656937e-02 4.35476733e-02 -3.18447721e-02
-9.19145362e-02]
[ -1.67479891e-01 -3.11554868e-03 -2.30859329e-01 -2.76469520e-01
-8.65034059e-02 -2.01756162e-01 -3.19740200e-01 -1.88407629e-01
9.89716853e-02 -2.68066895e-01 -1.97122371e-01 3.03278383e-02
-2.80408683e-01]
[ -3.66894387e-01 -9.46847596e-02 -1.38874444e-01 -2.39782181e-01
-7.44471982e-02 -3.10805331e-01 6.24161413e-02 -5.57925324e-02
-1.12656577e-01 9.89450814e-02 -1.07296557e-01 -1.89487138e-01
-1.53981019e-01]
[ -1.68174429e-01 -1.78818626e-01 -4.27422398e-02 -1.70159149e-01
-1.56378608e-01 -2.90825938e-01 -1.33496006e-01 -1.10929108e-01
-3.24019858e-01 1.79911272e-02 1.16042876e-01 -3.67273922e-02
-3.05809442e-01]
[ -1.30717173e-01 -2.03746361e-01 -1.07776753e-01 -3.15788236e-01
6.61938359e-02 -1.42543736e-02 -2.06309658e-01 -1.26622443e-01
9.99471950e-02 -8.66243530e-02 -2.34294587e-01 -3.41666851e-01
-3.24223299e-01]
[ -3.68610315e-02 -4.33144702e-02 -1.44545930e-01 -5.79585281e-02
-2.35204289e-01 6.54007223e-02 -5.72802846e-02 -1.61111048e-02
-2.03119793e-01 -4.20607174e-02 -8.09454948e-02 -3.36997526e-01
-1.23321727e-01]
[ -6.77338905e-02 2.97493357e-02 -1.28136255e-01 -2.96177170e-01
1.19487742e-01 2.25623890e-02 -2.21737340e-01 -1.76604903e-01
1.22760458e-01 -6.76352568e-02 -2.48136664e-01 -1.57170907e-01
-2.59217194e-01]
[ 7.02159643e-02 -2.81914475e-01 -8.88946192e-02 -3.44375199e-01
-1.83669054e-01 -8.88878492e-02 -4.27747150e-02 -1.77122859e-02
-8.67104792e-02 1.53926225e-01 -3.69073003e-01 -1.73830463e-01
1.25488230e-01]
[ -2.30240522e-01 -2.17318988e-01 -1.35213153e-01 -1.87539419e-01
-2.65283619e-01 -9.31913729e-02 6.80458317e-02 -8.32850344e-02
1.75356282e-01 -7.94706880e-02 -2.32262960e-01 -3.64536901e-01
2.79134961e-01]
[ -2.63600743e-02 -1.43697015e-01 1.20441405e-02 -1.52971869e-01
-1.15999204e-01 1.65954921e-01 1.43358087e-02 5.64329751e-02
-1.60131131e-01 4.83698382e-02 2.81081496e-02 -2.74220976e-01
2.45893317e-01]
[ -1.31843123e-02 8.28031968e-03 -1.33073448e-01 4.16723552e-02
-1.22275436e-01 -4.71646409e-02 8.34485684e-02 -3.26110161e-02
8.27325199e-02 1.49995363e-01 -2.66412511e-01 -1.18706835e-01
2.43860752e-01]
[ -9.93445852e-02 -2.33538413e-01 4.85635860e-02 -2.29894503e-01
-8.92949050e-02 1.16013745e-01 1.49480881e-01 -6.23503750e-02
-2.06726906e-01 -2.24290043e-02 -3.68786429e-01 -1.76256254e-01
3.46324196e-01]
[ 1.03344059e-01 -3.08172716e-02 2.98512458e-03 -1.01062509e-02
-1.86138174e-02 -1.75226907e-02 3.38324898e-02 1.12286504e-01
1.99833157e-01 4.19248940e-02 -3.50909002e-01 -2.94317102e-02
6.05607408e-02]
[ -1.96757774e-02 -9.27398970e-02 9.24577212e-03 1.12448778e-01
-4.73095920e-02 -2.83677757e-01 -8.14727668e-02 1.42844934e-01
-1.18306778e-01 -5.87000472e-02 -1.14375657e-01 -2.50892713e-01
1.06063825e-02]
[ 8.87769942e-02 1.03086399e-01 3.76061004e-03 1.69802940e-03
-1.02894246e-01 -5.79860976e-02 -1.28257720e-01 -1.39759943e-01
-2.22176473e-01 -1.07400114e-01 -2.24875873e-01 9.93585163e-02
1.36798132e-02]
[ 7.33059312e-02 -1.48150931e-01 1.61000393e-01 -3.24229764e-02
1.60863029e-01 1.20717911e-02 -2.06375749e-01 -1.74091920e-01
9.56598320e-02 -3.44693445e-01 -7.42005634e-02 2.29032094e-01
-4.78366268e-02]
[ 4.19127589e-02 7.81532483e-02 -2.09344284e-01 2.10137476e-02
2.57775888e-02 5.18682195e-04 -1.25033605e-01 -2.97410803e-01
-2.66082995e-01 -1.40044019e-01 -5.52213847e-02 -2.17834698e-02
-1.33520950e-01]
[ -5.55601164e-02 -2.04141236e-01 6.52676031e-02 1.24789946e-01
-1.18323217e-01 -1.34227840e-01 4.32312051e-02 2.21605527e-03
8.69022762e-02 -3.49383283e-01 -2.55225464e-01 -1.50785864e-01
1.73168276e-02]
[ 1.85938024e-02 -2.66807227e-01 6.37987835e-02 -1.98161656e-01
-1.82956786e-01 -2.30607728e-01 -2.43647290e-01 9.64900723e-02
1.13662006e-02 1.75756185e-01 -1.26507563e-01 6.44844171e-02
-3.93741125e-02]
[ 1.83417628e-01 3.10725478e-02 -9.76001245e-02 -2.20233865e-01
-7.46927871e-02 -1.00345924e-01 -1.34139476e-01 1.37193471e-01
-1.50869109e-01 -1.34713550e-01 -2.09062443e-01 -1.12546810e-01
-2.00392260e-02]
[ -1.68659906e-01 -1.90460381e-01 -1.03075290e-01 -1.84767970e-01
-5.90811838e-02 2.70967901e-02 -1.54194274e-01 -9.76541286e-02
-1.14670483e-01 9.15383265e-02 -2.20771804e-01 -1.22048628e-01
-1.75599478e-01]
[ -3.19429245e-02 -2.11127108e-01 -1.53288000e-01 -1.73511256e-01
-4.71348693e-02 4.42270613e-02 -8.84632120e-03 5.64791205e-02
-2.02329837e-01 -1.92790037e-01 -3.30257211e-02 -1.85608137e-01
-9.12896982e-03]
[ 1.19693612e-01 5.87027860e-02 1.27506313e-03 -1.59531685e-01
-3.35823354e-01 8.18746808e-03 -9.21595703e-02 -1.58028670e-01
-2.79591103e-01 1.67766399e-01 -1.38431652e-01 -2.39393118e-01
4.49404665e-02]
[ -5.67188583e-02 -2.85324998e-02 -2.79277437e-01 -4.23720885e-02
4.40017894e-02 1.57645814e-01 -1.84924748e-01 -1.12826202e-01
-1.52708659e-02 1.08591623e-02 7.83661817e-02 1.92999787e-01
5.51380368e-02]
[ 1.31267021e-01 2.28617299e-01 -1.87016760e-01 3.14383704e-01
-7.81202103e-03 3.98691657e-03 -6.63273359e-02 -2.16274489e-01
-1.06660575e-01 -2.41342796e-01 2.29772177e-01 1.82376051e-01
-2.37525763e-01]
[ -1.10550749e-02 8.76081852e-02 6.37616427e-02 -5.54996161e-02
-9.81680718e-02 -6.57291631e-02 -9.48862538e-02 -1.93017986e-01
-1.29785889e-01 -9.69182979e-02 5.83693702e-02 2.68545536e-01
-1.76133377e-01]
[ -4.08404218e-02 -1.46581527e-01 -1.55898128e-01 1.83206425e-01
-1.94830668e-01 2.36166245e-01 -2.09099255e-02 -2.05287319e-01
-1.89287027e-01 -4.58329196e-01 4.87638502e-02 2.43522660e-02
-1.38491808e-01]
[ 8.43690034e-02 -3.86268435e-01 -4.99659173e-02 -6.04484835e-02
-1.16185399e-01 2.01942534e-01 1.25202865e-01 2.00286137e-01
-1.17477911e-01 -1.78837990e-02 -1.03309608e-01 1.64522282e-01
-1.01520863e-01]
[ 2.04516821e-01 -2.87917211e-01 -1.23060116e-01 -8.92786559e-02
-2.02651775e-01 1.22582232e-01 3.75263015e-02 -1.54637269e-01
-2.02822955e-02 -1.24788066e-01 -1.24382883e-01 -1.87387296e-01
-5.48300962e-02]
[ -1.38183890e-01 -6.71839846e-02 3.60924875e-02 -2.30290812e-01
-4.18282096e-02 -1.41669635e-01 3.82884304e-02 -4.60982612e-02
-7.81942427e-02 -4.19723328e-02 -2.66343670e-01 -2.82187386e-01
-5.53904460e-02]
[ -1.51596041e-01 -8.97950717e-02 -7.97901901e-02 -1.49664426e-01
-3.04180155e-01 -2.88789450e-01 2.21466125e-02 -4.27468651e-02
-8.02991383e-02 -6.03023477e-02 -5.37989581e-02 -2.28944943e-01
-2.30734042e-01]
[ -1.74209112e-01 -2.12145013e-01 -2.99289839e-01 -2.53431126e-01
-2.57511389e-01 -2.07508265e-01 -3.68632777e-01 1.03015980e-01
-8.13014928e-02 -3.08518074e-01 -2.55601442e-01 -1.45829189e-01
-2.46505682e-01]
[ -1.06398193e-01 1.10303808e-01 2.40381876e-02 -4.85986257e-02
-2.19574062e-01 -1.67966332e-01 -1.02702042e-01 -5.08096083e-02
-9.19034241e-02 -2.56133836e-01 -2.05844810e-01 -2.22365128e-01
-2.01771926e-01]
[ -3.45698686e-01 -1.34744932e-01 -2.69380580e-01 6.36327153e-02
-2.09394184e-01 -2.25314408e-01 -6.60669242e-02 -1.82274648e-01
5.03468174e-02 -1.14123767e-01 2.77880218e-03 -3.55493599e-01
-8.57381207e-02]
[ -1.18710447e-01 -4.21477319e-02 -2.55631972e-01 -3.89031460e-02
-2.19744042e-01 -2.75620205e-01 -3.83340224e-01 -9.30265943e-02
1.54713414e-02 -3.17268294e-01 -3.06258481e-01 -4.23047163e-01
-1.12838864e-01]
[ -2.10550357e-01 -5.47030183e-01 -3.30254431e-01 -4.25511395e-01
-3.43127821e-01 -2.25349746e-01 -1.29450664e-02 -3.46846085e-01
1.05337830e-01 -3.00093560e-01 -2.76250726e-01 -1.34277689e-01
-1.62485259e-01]
[ -2.14604707e-01 -2.91712063e-01 -3.14643126e-01 -1.45033869e-01
-8.82848828e-02 -1.46957617e-01 -1.64963443e-01 -9.42714218e-02
-2.43848288e-01 -5.67457986e-01 -2.38711197e-01 -8.01657515e-03
-1.13378070e-01]
[ -1.19422532e-01 1.82168190e-02 -2.36370332e-01 -3.66864572e-01
-2.39389399e-01 -2.56487956e-01 -6.16002840e-02 -2.43184735e-01
2.31316549e-02 4.79555035e-02 -3.45428831e-01 -1.62894028e-01
-1.72857450e-01]]
Progress: 2.5% ... Training loss: 0.614 ... Validation loss: 1.113[[-0.16716904]
[ 0.30064046]
[-0.02824995]
[ 0.41075003]
[ 0.31576933]
[-0.05805324]
[-0.50141581]
[-0.57450938]
[-0.46565369]
[-0.61369163]
[ 0.51361671]
[ 1.15872688]
[-0.67414566]]
[[ -5.32316363e-01 -5.88710935e-01 -5.75424524e-01 -3.63594969e-01
-3.89532604e-01 -5.81512477e-01 -6.85639600e-01 -6.68469830e-01
-7.85122693e-01 -7.47188413e-01 -3.65036988e-01 2.77845856e-02
-8.00079622e-01]
[ 3.92678843e-03 -1.37956580e-01 5.05962724e-02 -1.34341349e-02
-4.21478579e-02 5.90528566e-02 -1.25297584e-01 2.23631090e-01
-1.24056528e-01 -1.69343916e-01 -3.26900271e-02 1.56635376e-02
7.84641225e-02]
[ -2.36462320e-01 2.18995063e-01 -4.26484542e-02 2.06731881e-01
2.01430255e-01 -1.15663268e-01 -2.70016745e-01 -4.45213730e-01
-1.89762914e-01 -4.54022050e-01 2.98791198e-01 8.21407274e-01
-3.35651812e-01]
[ 2.09170248e-01 -3.59927427e-01 -2.37372636e-01 -1.66821994e-01
-4.16422922e-01 -6.16927404e-04 1.82764653e-01 4.07055871e-02
3.30864930e-01 1.74640373e-02 -3.31041021e-01 -8.84891376e-01
1.79521624e-01]
[ 9.89856776e-02 9.29403121e-02 8.23633941e-02 1.73508227e-01
2.28242952e-02 7.53752192e-02 -1.53847678e-02 3.43511553e-02
2.52182142e-02 7.66097400e-02 2.39734430e-01 2.22963187e-01
2.05255650e-01]
[ -4.69720713e-01 -5.66188698e-01 -6.05761054e-01 -5.43975639e-01
-5.67836490e-01 -5.59730022e-01 -2.53738692e-01 -1.90550915e-01
-3.53314007e-01 -2.60978872e-01 -3.84962969e-01 -4.94471960e-01
-2.19338504e-01]
[ -4.18168983e-01 -5.76844620e-01 -3.24107450e-01 -3.69291562e-01
-4.08920768e-01 -5.56967117e-01 -5.36751757e-01 -5.73784941e-01
-3.69279744e-01 -3.35464385e-01 -5.07547119e-01 -2.59051267e-01
-3.99282126e-01]
[ -3.34680897e-01 -3.33568364e-01 -4.58559416e-01 -2.63357450e-01
-2.81390692e-01 -4.15533429e-01 -3.31241097e-01 -2.81122754e-01
-3.79705054e-01 -5.17306826e-01 -2.55004424e-01 -2.70470024e-01
-4.24121962e-01]
[ -4.55551937e-01 -3.88243310e-01 -3.70598458e-01 -1.93811173e-01
-3.69891917e-01 -2.05668365e-01 -1.52261275e-01 -4.17773458e-01
-2.94526915e-01 -4.40602472e-01 -1.97153552e-01 -2.18468749e-01
-2.62821976e-01]
[ -9.48836125e-01 -9.59057005e-01 -9.64776083e-01 -9.13724607e-01
-1.03418593e+00 -9.74146102e-01 -8.13315167e-01 -8.34792496e-01
-8.85043279e-01 -7.16742500e-01 -1.00612543e+00 -7.77567842e-01
-6.66204695e-01]
[ -4.85540757e-01 -2.75933287e-01 -4.57543467e-01 -3.38826830e-01
-3.66156321e-01 -3.50477660e-01 -5.10900155e-01 -5.47372436e-01
-5.73871690e-01 -1.47193458e-01 -4.32206106e-01 -5.64188501e-01
-4.27840373e-01]
[ -1.22132057e-01 6.74977510e-02 -3.42444999e-01 -2.75827985e-01
-5.76430749e-02 -6.98243308e-02 -2.04645291e-01 -3.20785422e-01
-1.95752026e-01 7.09608863e-02 -1.89920540e-01 -7.16424381e-02
-3.27714434e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.54538711e-01 -1.02608993e-01 1.63433998e-01 -2.30943202e-01
-1.22389338e-01 1.15481863e-01 -1.17742923e-01 -4.41410636e-03
-6.90723239e-02 5.85410812e-02 -9.64892768e-02 -1.74642018e-01
8.04898453e-02]
[ -7.75306388e-02 -2.53377793e-01 -1.77600728e-01 -2.75151024e-01
-4.74158936e-01 -8.40230752e-02 -1.20238159e-02 7.18721137e-03
-2.15995325e-02 2.24824025e-02 -1.46024605e-01 -1.36258428e-01
-2.16470189e-01]
[ -6.77482428e-02 -6.70975968e-04 -2.43417151e-01 -2.60654416e-01
1.34969520e-01 -1.61905191e-01 -1.44397784e-01 4.19144644e-02
3.95112746e-02 -1.64282575e-02 -1.92817748e-01 -6.71778486e-02
7.04323456e-02]
[ 2.40514906e-02 -1.50378570e-01 -1.55535648e-01 -2.76274135e-02
-1.11772870e-01 -1.07462586e-01 3.06493994e-02 -2.22630120e-01
-7.65803376e-02 -1.10897589e-01 -3.05136724e-04 -1.19420085e-01
-2.69574596e-02]
[ -2.82007052e-01 -1.54631790e-01 -6.88098694e-02 -1.08898666e-01
-3.14095844e-01 -2.70689030e-01 -3.75361451e-01 4.34784079e-02
-3.05189802e-01 -2.25314102e-01 1.44841085e-01 1.61749675e-02
2.56874045e-01]
[ -2.21707861e-01 -1.17445695e-01 -8.15561542e-02 -5.66940706e-02
-6.40075338e-02 -1.14835742e-01 -1.22777071e-01 -4.91889196e-03
-1.67889156e-01 -4.05416723e-02 4.24337899e-02 -3.50089471e-02
-8.99658953e-02]
[ -1.67146723e-01 -3.41274794e-03 -2.30815959e-01 -2.76782869e-01
-8.66101497e-02 -2.01683530e-01 -3.18872835e-01 -1.86946249e-01
1.00572015e-01 -2.67076620e-01 -1.97287029e-01 2.61536909e-02
-2.78593086e-01]
[ -3.67150570e-01 -9.43133776e-02 -1.38905201e-01 -2.38941596e-01
-7.40084573e-02 -3.10878242e-01 6.15445974e-02 -5.62513125e-02
-1.13677683e-01 9.82186767e-02 -1.06423141e-01 -1.88451490e-01
-1.54727481e-01]
[ -1.68978317e-01 -1.76066551e-01 -4.29254948e-02 -1.65875089e-01
-1.53946109e-01 -2.91140207e-01 -1.35597108e-01 -1.12753864e-01
-3.25894827e-01 1.62556401e-02 1.21640487e-01 -2.19527866e-02
-3.07860754e-01]
[ -1.30761612e-01 -2.03661716e-01 -1.07785571e-01 -3.15705101e-01
6.62602700e-02 -1.42698582e-02 -2.06410810e-01 -1.26749330e-01
9.98579250e-02 -8.67589255e-02 -2.34220534e-01 -3.41590397e-01
-3.24308342e-01]
[ -3.69923592e-02 -4.32500632e-02 -1.44559752e-01 -5.79245473e-02
-2.35133839e-01 6.53760849e-02 -5.76589619e-02 -1.63763689e-02
-2.03472254e-01 -4.25432782e-02 -8.08984942e-02 -3.37013273e-01
-1.23838791e-01]
[ -6.74846942e-02 2.94024605e-02 -1.28096809e-01 -2.96650493e-01
1.19143869e-01 2.26649705e-02 -2.20864488e-01 -1.75751065e-01
1.23609054e-01 -6.64850425e-02 -2.48728778e-01 -1.58187292e-01
-2.57968343e-01]
[ 7.07553294e-02 -2.82618203e-01 -8.88029831e-02 -3.45418727e-01
-1.84606243e-01 -8.87327223e-02 -4.12904537e-02 -1.60274435e-02
-8.55275213e-02 1.55999615e-01 -3.70451558e-01 -1.79253294e-01
1.27626689e-01]
[ -2.30081080e-01 -2.17485869e-01 -1.35185634e-01 -1.87859954e-01
-2.65493783e-01 -9.31359358e-02 6.86402190e-02 -8.26699592e-02
1.75898288e-01 -7.87962767e-02 -2.32599203e-01 -3.65406407e-01
2.80134992e-01]
[ -2.53993164e-02 -1.45728525e-01 1.22620596e-02 -1.55983248e-01
-1.18035605e-01 1.66372830e-01 1.69943847e-02 5.99996275e-02
-1.57564397e-01 5.20096100e-02 2.39538660e-02 -2.84586128e-01
2.51126265e-01]
[ -1.29280875e-02 7.72560597e-03 -1.33014455e-01 4.06148463e-02
-1.22985043e-01 -4.70696914e-02 8.43789037e-02 -3.14663985e-02
8.34231064e-02 1.50997249e-01 -2.67510496e-01 -1.23772788e-01
2.45621399e-01]
[ -9.90225714e-02 -2.33914201e-01 4.86256930e-02 -2.30708513e-01
-8.98562866e-02 1.16136733e-01 1.50527017e-01 -6.12163745e-02
-2.05852108e-01 -2.11844164e-02 -3.69579894e-01 -1.79144140e-01
3.48256296e-01]
[ 1.04079774e-01 -3.18954163e-02 3.10128660e-03 -1.18494371e-02
-1.98288800e-02 -1.73021444e-02 3.61351365e-02 1.14921612e-01
2.02394284e-01 4.45494012e-02 -3.52506751e-01 -3.47859275e-02
6.35090635e-02]
[ -1.92865575e-02 -9.33501741e-02 9.30460105e-03 1.11563445e-01
-4.79619741e-02 -2.83580061e-01 -8.05386280e-02 1.44247951e-01
-1.17066071e-01 -5.74358085e-02 -1.15207960e-01 -2.53406530e-01
1.20322087e-02]
[ 8.84469744e-02 1.03698944e-01 3.70703425e-03 2.52832133e-03
-1.02335205e-01 -5.81012459e-02 -1.29462921e-01 -1.40670693e-01
-2.23248852e-01 -1.08391606e-01 -2.23931476e-01 1.01924512e-01
1.22875191e-02]
[ 7.20064540e-02 -1.46502708e-01 1.60770866e-01 -2.93530667e-02
1.62943141e-01 1.16693552e-02 -2.09997747e-01 -1.78340830e-01
9.13730095e-02 -3.48569331e-01 -7.08375998e-02 2.36779721e-01
-5.40284354e-02]
[ 4.15076631e-02 7.86691754e-02 -2.09395422e-01 2.19234750e-02
2.63257452e-02 3.98244553e-04 -1.26249865e-01 -2.98678512e-01
-2.67043799e-01 -1.41436101e-01 -5.42260440e-02 -1.93158761e-02
-1.35134376e-01]
[ -5.55447051e-02 -2.04199710e-01 6.52711258e-02 1.24698059e-01
-1.18386393e-01 -1.34223600e-01 4.32642379e-02 2.24567201e-03
8.69457580e-02 -3.49375161e-01 -2.55312791e-01 -1.51120443e-01
1.73410154e-02]
[ 1.85630338e-02 -2.66632082e-01 6.37879107e-02 -1.97973451e-01
-1.82768748e-01 -2.30623066e-01 -2.43783219e-01 9.64123761e-02
1.12715245e-02 1.75637912e-01 -1.26194804e-01 6.51607764e-02
-3.94213682e-02]
[ 1.83352530e-01 3.12606712e-02 -9.76137902e-02 -2.20028525e-01
-7.45387793e-02 -1.00352719e-01 -1.34191698e-01 1.37206780e-01
-1.50898333e-01 -1.34910817e-01 -2.08786487e-01 -1.11274839e-01
-2.02349092e-02]
[ -1.68626239e-01 -1.90506954e-01 -1.03073743e-01 -1.84886341e-01
-5.90647602e-02 2.71141379e-02 -1.54059670e-01 -9.74427482e-02
-1.14521079e-01 9.16783819e-02 -2.20867509e-01 -1.21575858e-01
-1.75358674e-01]
[ -3.17462500e-02 -2.11712206e-01 -1.53237124e-01 -1.74252637e-01
-4.78039567e-02 4.43131862e-02 -8.12139605e-03 5.73370292e-02
-2.01803768e-01 -1.91968112e-01 -3.42484551e-02 -1.88471752e-01
-8.12244278e-03]
[ 1.19915316e-01 5.82650243e-02 1.31196834e-03 -1.60197399e-01
-3.36185566e-01 8.25269923e-03 -9.16269938e-02 -1.57423491e-01
-2.79092470e-01 1.68611139e-01 -1.39529881e-01 -2.41648629e-01
4.61868613e-02]
[ -5.68933751e-02 -2.80453312e-02 -2.79308571e-01 -4.17457337e-02
4.45056076e-02 1.57571366e-01 -1.85514162e-01 -1.13322215e-01
-1.58301041e-02 1.00900282e-02 7.93210205e-02 1.95596712e-01
5.44570540e-02]
[ 1.29932673e-01 2.33326628e-01 -1.87362249e-01 3.21459184e-01
-3.22540869e-03 3.44574808e-03 -6.98943417e-02 -2.20081371e-01
-1.09589859e-01 -2.44899218e-01 2.39466878e-01 2.01748227e-01
-2.41812103e-01]
[ -1.18118733e-02 8.84180703e-02 6.36300210e-02 -5.40858287e-02
-9.73270052e-02 -6.59717970e-02 -9.71001356e-02 -1.95231675e-01
-1.31713382e-01 -9.99383213e-02 6.01077913e-02 2.73058775e-01
-1.79195005e-01]
[ -4.11123244e-02 -1.46377490e-01 -1.55916318e-01 1.84057093e-01
-1.94507900e-01 2.36113139e-01 -2.14855969e-02 -2.05821831e-01
-1.89907915e-01 -4.58593451e-01 4.95375148e-02 2.80055954e-02
-1.39080533e-01]
[ 8.41191459e-02 -3.85974411e-01 -5.00050646e-02 -5.99984997e-02
-1.15879877e-01 2.01850313e-01 1.24234024e-01 1.99258834e-01
-1.18266894e-01 -1.87873765e-02 -1.02802193e-01 1.65994241e-01
-1.02497966e-01]
[ 2.04494794e-01 -2.87888349e-01 -1.23064882e-01 -8.92329256e-02
-2.02623917e-01 1.22573360e-01 3.74509231e-02 -1.54749416e-01
-2.03514663e-02 -1.24905935e-01 -1.24322215e-01 -1.87267153e-01
-5.49687584e-02]
[ -1.38123100e-01 -6.73040636e-02 3.61106468e-02 -2.30500866e-01
-4.19710481e-02 -1.41645948e-01 3.85274160e-02 -4.57960133e-02
-7.80230107e-02 -4.15726169e-02 -2.66603281e-01 -2.82736134e-01
-5.49262052e-02]
[ -1.51520928e-01 -8.99292315e-02 -7.97750426e-02 -1.49840300e-01
-3.04322790e-01 -2.88764533e-01 2.24102275e-02 -4.24342400e-02
-8.00372256e-02 -5.99016906e-02 -5.39929513e-02 -2.29230721e-01
-2.30373623e-01]
[ -1.73385041e-01 -2.13143257e-01 -2.99152795e-01 -2.54783235e-01
-2.58704049e-01 -2.07236507e-01 -3.66266122e-01 1.06386499e-01
-7.87948549e-02 -3.05461530e-01 -2.56689860e-01 -1.51288798e-01
-2.43152706e-01]
[ -1.07267648e-01 1.11923257e-01 2.38552028e-02 -4.63875859e-02
-2.18202020e-01 -1.68260386e-01 -1.05397175e-01 -5.37067046e-02
-9.42071692e-02 -2.59194556e-01 -2.03291951e-01 -2.15374599e-01
-2.05009927e-01]
[ -3.45645079e-01 -1.34666445e-01 -2.69361617e-01 6.40082769e-02
-2.09085689e-01 -2.25297386e-01 -6.60587742e-02 -1.81902687e-01
5.02528961e-02 -1.13108094e-01 3.28675442e-03 -3.53481873e-01
-8.47930092e-02]
[ -1.19095964e-01 -4.19539394e-02 -2.55669479e-01 -3.78026412e-02
-2.19669734e-01 -2.75673569e-01 -3.84503622e-01 -9.38059719e-02
1.45028399e-02 -3.17735797e-01 -3.05415901e-01 -4.19992563e-01
-1.13862715e-01]
[ -2.11038765e-01 -5.46295997e-01 -3.30338932e-01 -4.23886677e-01
-3.42312872e-01 -2.25492413e-01 -1.38500669e-02 -3.47181638e-01
1.04457834e-01 -3.01099512e-01 -2.74242372e-01 -1.30112096e-01
-1.63452009e-01]
[ -2.14698629e-01 -2.91231275e-01 -3.14622807e-01 -1.44984485e-01
-8.79143396e-02 -1.47018926e-01 -1.65015963e-01 -9.43612420e-02
-2.44133850e-01 -5.67219124e-01 -2.38439084e-01 -1.47513230e-02
-1.11782961e-01]
[ -1.19436722e-01 1.88784409e-02 -2.36411469e-01 -3.66086957e-01
-2.38705790e-01 -2.56511744e-01 -6.15026195e-02 -2.43005399e-01
2.31274330e-02 4.81103216e-02 -3.44051327e-01 -1.58759627e-01
-1.72915045e-01]]
Progress: 2.5% ... Training loss: 0.610 ... Validation loss: 1.086[[-0.18588771]
[ 0.26987959]
[-0.05044281]
[ 0.38215911]
[ 0.28349642]
[-0.07772107]
[-0.52656307]
[-0.60003593]
[-0.49165427]
[-0.63839552]
[ 0.48491045]
[ 1.11351878]
[-0.70532782]]
[[ -5.31927579e-01 -5.88226674e-01 -5.75483534e-01 -3.62674797e-01
-3.89070453e-01 -5.81438095e-01 -6.83868008e-01 -6.66103793e-01
-7.82663746e-01 -7.45602846e-01 -3.62363832e-01 3.50126233e-02
-7.96850385e-01]
[ 4.20300087e-03 -1.38414660e-01 5.06432309e-02 -1.41525773e-02
-4.25500202e-02 5.91468107e-02 -1.24538839e-01 2.24650032e-01
-1.23382693e-01 -1.68500137e-01 -3.36011500e-02 1.41093560e-02
7.97678907e-02]
[ -2.34396336e-01 2.13247410e-01 -4.22426256e-02 1.98631470e-01
1.95396135e-01 -1.14757613e-01 -2.62468777e-01 -4.39152541e-01
-1.81375985e-01 -4.47724017e-01 2.88760226e-01 8.06282331e-01
-3.25409360e-01]
[ 2.07842755e-01 -3.55210969e-01 -2.37736374e-01 -1.61664626e-01
-4.11418267e-01 -1.31018220e-03 1.78639247e-01 3.25501012e-02
3.28236148e-01 8.79423266e-03 -3.23208422e-01 -8.75980747e-01
1.71947177e-01]
[ 9.99920023e-02 8.84487248e-02 8.26585866e-02 1.67641323e-01
1.87364415e-02 7.57765317e-02 -1.20864340e-02 3.77062105e-02
2.78196900e-02 8.03634772e-02 2.30426379e-01 2.00891544e-01
2.11178094e-01]
[ -4.69000097e-01 -5.68334408e-01 -6.05600035e-01 -5.46123018e-01
-5.69963473e-01 -5.59470781e-01 -2.51033569e-01 -1.86251104e-01
-3.51547809e-01 -2.56461921e-01 -3.88284482e-01 -5.03492314e-01
-2.14884297e-01]
[ -4.17805252e-01 -5.77267209e-01 -3.24033552e-01 -3.70585348e-01
-4.09436727e-01 -5.56826038e-01 -5.35075513e-01 -5.72240140e-01
-3.67457652e-01 -3.34054887e-01 -5.08262970e-01 -2.57289425e-01
-3.96394935e-01]
[ -3.32775301e-01 -3.38473118e-01 -4.58246098e-01 -2.69511461e-01
-2.86202576e-01 -4.14885631e-01 -3.24961589e-01 -2.74425985e-01
-3.73355154e-01 -5.10913566e-01 -2.62247372e-01 -2.88908943e-01
-4.14992469e-01]
[ -4.55752957e-01 -3.87138334e-01 -3.70653787e-01 -1.92723173e-01
-3.69195936e-01 -2.05723396e-01 -1.52371358e-01 -4.18490639e-01
-2.94235515e-01 -4.40925451e-01 -1.95841729e-01 -2.14614171e-01
-2.62729375e-01]
[ -9.47113184e-01 -9.62561890e-01 -9.64517526e-01 -9.18064760e-01
-1.03747204e+00 -9.73603268e-01 -8.07000167e-01 -8.26866710e-01
-8.78920152e-01 -7.09021096e-01 -1.01092271e+00 -7.86679266e-01
-6.54712525e-01]
[ -4.84737373e-01 -2.78049609e-01 -4.57377778e-01 -3.42105285e-01
-3.68665464e-01 -3.50146424e-01 -5.07755987e-01 -5.44689854e-01
-5.70480182e-01 -1.44374703e-01 -4.35880464e-01 -5.74614138e-01
-4.24162948e-01]
[ -1.21869459e-01 6.67508809e-02 -3.42376340e-01 -2.76716552e-01
-5.86066671e-02 -6.97053145e-02 -2.03553668e-01 -3.19569590e-01
-1.95037072e-01 7.24174584e-02 -1.91417387e-01 -7.39482307e-02
-3.26320536e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.54665595e-01 -1.02694777e-01 1.63418224e-01 -2.30892341e-01
-1.22344150e-01 1.15438536e-01 -1.18314720e-01 -5.12211974e-03
-6.96472555e-02 5.79426355e-02 -9.65202816e-02 -1.75122968e-01
7.96572253e-02]
[ -7.73978670e-02 -2.53711681e-01 -1.77560367e-01 -2.75558752e-01
-4.74523798e-01 -8.39701770e-02 -1.12011381e-02 8.58997391e-03
-2.10515449e-02 2.34974921e-02 -1.46654323e-01 -1.39117500e-01
-2.15377363e-01]
[ -6.68283860e-02 -2.61883525e-03 -2.43260967e-01 -2.62724678e-01
1.33035079e-01 -1.61599405e-01 -1.41339043e-01 4.62615055e-02
4.19632377e-02 -1.14931462e-02 -1.95738588e-01 -7.27827524e-02
7.57624614e-02]
[ 2.42745158e-02 -1.50613060e-01 -1.55508762e-01 -2.82571895e-02
-1.12040776e-01 -1.07410332e-01 3.13320067e-02 -2.22129734e-01
-7.59811633e-02 -1.10455846e-01 -5.66084044e-04 -1.20786540e-01
-2.58970556e-02]
[ -2.82132978e-01 -1.53920164e-01 -6.88446142e-02 -1.08351308e-01
-3.13508935e-01 -2.70711163e-01 -3.75446026e-01 4.32083337e-02
-3.05201423e-01 -2.25844760e-01 1.45743278e-01 2.13413923e-02
2.56799580e-01]
[ -2.21442351e-01 -1.18496620e-01 -8.14698245e-02 -5.81534610e-02
-6.51002310e-02 -1.14705314e-01 -1.21808489e-01 -3.68475419e-03
-1.66799342e-01 -3.92300932e-02 4.06607802e-02 -3.85112057e-02
-8.84992885e-02]
[ -1.65817624e-01 -6.65022526e-03 -2.30622816e-01 -2.81484786e-01
-9.02736032e-02 -2.01228111e-01 -3.15149391e-01 -1.83333919e-01
1.05034293e-01 -2.64128547e-01 -2.02998764e-01 7.30733452e-03
-2.73185160e-01]
[ -3.66782384e-01 -9.58732168e-02 -1.38800312e-01 -2.40437940e-01
-7.51208319e-02 -3.10755915e-01 6.31829264e-02 -5.42601190e-02
-1.12479557e-01 1.00574171e-01 -1.08358956e-01 -1.89928172e-01
-1.51972586e-01]
[ -1.68749259e-01 -1.75203648e-01 -4.29549217e-02 -1.64800671e-01
-1.53184357e-01 -2.91080313e-01 -1.34382934e-01 -1.11832958e-01
-3.24670292e-01 1.74542569e-02 1.23413312e-01 -1.54635176e-02
-3.06149378e-01]
[ -1.30599519e-01 -2.04097838e-01 -1.07747776e-01 -3.16426762e-01
6.57093109e-02 -1.41757610e-02 -2.05534843e-01 -1.26110511e-01
1.00744836e-01 -8.58007927e-02 -2.35097793e-01 -3.43647605e-01
-3.23330184e-01]
[ -3.72706990e-02 -4.27435958e-02 -1.44600103e-01 -5.71869381e-02
-2.34751223e-01 6.52716449e-02 -5.84477969e-02 -1.72626428e-02
-2.04162767e-01 -4.34112287e-02 -8.00945488e-02 -3.35805708e-01
-1.24969102e-01]
[ -6.77942205e-02 2.98397709e-02 -1.28129196e-01 -2.96080836e-01
1.19595253e-01 2.25548534e-02 -2.21853011e-01 -1.76710082e-01
1.22654922e-01 -6.76550972e-02 -2.48035902e-01 -1.56699517e-01
-2.59169762e-01]
[ 7.10716938e-02 -2.82982033e-01 -8.87624702e-02 -3.45995070e-01
-1.85094894e-01 -8.86496328e-02 -4.03255270e-02 -1.49705580e-02
-8.45904007e-02 1.57333467e-01 -3.71087846e-01 -1.81971875e-01
1.29033768e-01]
[ -2.29352009e-01 -2.18549107e-01 -1.35088197e-01 -1.89649664e-01
-2.66715037e-01 -9.28709173e-02 7.16179260e-02 -8.00554328e-02
1.79043728e-01 -7.59002861e-02 -2.34672405e-01 -3.69998539e-01
2.84234864e-01]
[ -2.48926948e-02 -1.46599312e-01 1.23436406e-02 -1.57260094e-01
-1.18874946e-01 1.66549169e-01 1.87274778e-02 6.18428193e-02
-1.56003764e-01 5.37747613e-02 2.21628716e-02 -2.88412962e-01
2.53729343e-01]
[ -1.22214059e-02 6.54604773e-03 -1.32924425e-01 3.89312284e-02
-1.24102251e-01 -4.68514225e-02 8.72238361e-02 -2.87966823e-02
8.59827658e-02 1.54389255e-01 -2.69283801e-01 -1.28995291e-01
2.49491690e-01]
[ -9.85567854e-02 -2.34677243e-01 4.86906859e-02 -2.31978239e-01
-9.08004086e-02 1.16306725e-01 1.52095494e-01 -5.95539372e-02
-2.04365640e-01 -1.99552814e-02 -3.70897863e-01 -1.84868064e-01
3.50989001e-01]
[ 1.05067813e-01 -3.36272481e-02 3.23513912e-03 -1.47601820e-02
-2.19694461e-02 -1.70201610e-02 3.89571896e-02 1.18059356e-01
2.05199885e-01 4.73900818e-02 -3.55192150e-01 -4.46950692e-02
6.67636047e-02]
[ -1.90141747e-02 -9.39099799e-02 9.34177565e-03 1.10703591e-01
-4.85155900e-02 -2.83511126e-01 -7.98313625e-02 1.45326211e-01
-1.16194298e-01 -5.66307659e-02 -1.16065467e-01 -2.55951063e-01
1.31303958e-02]
[ 8.87860373e-02 1.02552279e-01 3.78696763e-03 1.52416779e-03
-1.03371061e-01 -5.79759368e-02 -1.28350873e-01 -1.39071251e-01
-2.22418907e-01 -1.06512702e-01 -2.25794328e-01 9.78776738e-02
1.39068681e-02]
[ 7.12556130e-02 -1.45441952e-01 1.60647426e-01 -2.71973991e-02
1.64644539e-01 1.14507858e-02 -2.12363817e-01 -1.80772018e-01
8.88264507e-02 -3.50729906e-01 -6.80824137e-02 2.47962194e-01
-5.70507905e-02]
[ 4.15471348e-02 7.86719450e-02 -2.09394315e-01 2.18435695e-02
2.63093031e-02 3.98795710e-04 -1.26191946e-01 -2.98751215e-01
-2.66921774e-01 -1.41421950e-01 -5.43669228e-02 -1.94509303e-02
-1.35104792e-01]
[ -5.51918512e-02 -2.05674645e-01 6.53871755e-02 1.22386825e-01
-1.20006576e-01 -1.34065482e-01 4.46855364e-02 3.61801131e-03
8.83120333e-02 -3.47819508e-01 -2.58012371e-01 -1.57117535e-01
1.92905819e-02]
[ 1.84688686e-02 -2.66321172e-01 6.37621981e-02 -1.97544847e-01
-1.82363009e-01 -2.30639144e-01 -2.43816462e-01 9.62886985e-02
1.12135010e-02 1.75204645e-01 -1.25642047e-01 6.75776972e-02
-3.97065051e-02]
[ 1.83050527e-01 3.21049900e-02 -9.76759507e-02 -2.19064302e-01
-7.38270583e-02 -1.00427470e-01 -1.34831082e-01 1.36339733e-01
-1.51654489e-01 -1.35945633e-01 -2.07471275e-01 -1.05211648e-01
-2.17091540e-02]
[ -1.68639250e-01 -1.90509505e-01 -1.03071088e-01 -1.84942327e-01
-5.91218571e-02 2.71147111e-02 -1.53953148e-01 -9.74401592e-02
-1.14603660e-01 9.17198056e-02 -2.20945302e-01 -1.21570708e-01
-1.75279838e-01]
[ -3.16695808e-02 -2.12487027e-01 -1.53179342e-01 -1.75486076e-01
-4.87676787e-02 4.44022530e-02 -7.59518463e-03 5.78546844e-02
-2.01491860e-01 -1.91640294e-01 -3.61108312e-02 -1.93915973e-01
-7.53210256e-03]
[ 1.20377440e-01 5.65260951e-02 1.43497446e-03 -1.62287826e-01
-3.37775950e-01 8.42657971e-03 -9.02846605e-02 -1.55787331e-01
-2.78126224e-01 1.70694049e-01 -1.42328731e-01 -2.48819871e-01
4.86434386e-02]
[ -5.73409870e-02 -2.75999112e-02 -2.79352359e-01 -4.09417304e-02
4.49258019e-02 1.57429479e-01 -1.86647395e-01 -1.14751694e-01
-1.69626728e-02 8.32115693e-03 8.00137068e-02 1.97934117e-01
5.27332068e-02]
[ 1.29575148e-01 2.34742540e-01 -1.87455541e-01 3.23342954e-01
-1.83661762e-03 3.29175949e-03 -7.13236964e-02 -2.21363659e-01
-1.10512704e-01 -2.46212873e-01 2.42019315e-01 2.08984312e-01
-2.42917131e-01]
[ -1.22615233e-02 8.97810129e-02 6.35288962e-02 -5.24358267e-02
-9.60600816e-02 -6.61433107e-02 -9.84090706e-02 -1.96558886e-01
-1.32693455e-01 -1.01753749e-01 6.23932772e-02 2.77844682e-01
-1.80683991e-01]
[ -4.15299295e-02 -1.45332426e-01 -1.55980231e-01 1.86293371e-01
-1.93369107e-01 2.35932595e-01 -2.33050336e-02 -2.07216180e-01
-1.91266926e-01 -4.59700423e-01 5.21830985e-02 3.50456225e-02
-1.40738246e-01]
[ 8.40724524e-02 -3.86071552e-01 -5.00023168e-02 -6.00065883e-02
-1.15962520e-01 2.01837804e-01 1.24039936e-01 1.99084804e-01
-1.18504424e-01 -1.89536601e-02 -1.02931640e-01 1.65211920e-01
-1.02712274e-01]
[ 2.04668387e-01 -2.88417938e-01 -1.23032529e-01 -8.99098213e-02
-2.03157352e-01 1.22648859e-01 3.79384395e-02 -1.54194832e-01
-1.97484121e-02 -1.24332812e-01 -1.25193496e-01 -1.89281387e-01
-5.43632718e-02]
[ -1.37966220e-01 -6.77544531e-02 3.61455467e-02 -2.31141580e-01
-4.24589279e-02 -1.41592298e-01 3.90002885e-02 -4.50873933e-02
-7.75453299e-02 -4.09172760e-02 -2.67582916e-01 -2.85122496e-01
-5.41351190e-02]
[ -1.51438501e-01 -9.00382878e-02 -7.97648215e-02 -1.50002341e-01
-3.04422797e-01 -2.88741881e-01 2.27395872e-02 -4.19622201e-02
-7.97761152e-02 -5.94962749e-02 -5.42034297e-02 -2.29625722e-01
-2.30025090e-01]
[ -1.73186044e-01 -2.13334033e-01 -2.99124601e-01 -2.55178294e-01
-2.58902298e-01 -2.07197050e-01 -3.65405616e-01 1.07723446e-01
-7.81487477e-02 -3.04630316e-01 -2.57066347e-01 -1.53037127e-01
-2.41822764e-01]
[ -1.07033688e-01 1.11968080e-01 2.38833299e-02 -4.63112137e-02
-2.18114646e-01 -1.68234408e-01 -1.04574534e-01 -5.21766475e-02
-9.32756513e-02 -2.57921204e-01 -2.02985888e-01 -2.14315888e-01
-2.02581009e-01]
[ -3.45234059e-01 -1.36505180e-01 -2.69224015e-01 6.15976672e-02
-2.11168571e-01 -2.25099630e-01 -6.45429470e-02 -1.80441627e-01
5.19778791e-02 -1.10887998e-01 2.23007443e-04 -3.59184263e-01
-8.25654594e-02]
[ -1.18989930e-01 -4.29496177e-02 -2.55602283e-01 -3.87737414e-02
-2.20540214e-01 -2.75623168e-01 -3.84171204e-01 -9.30877716e-02
1.48149867e-02 -3.16752537e-01 -3.06385349e-01 -4.22582708e-01
-1.12941729e-01]
[ -2.09972563e-01 -5.48887854e-01 -3.30159776e-01 -4.27402819e-01
-3.44846794e-01 -2.25084125e-01 -1.01603851e-02 -3.43937048e-01
1.07992052e-01 -2.96720712e-01 -2.79597863e-01 -1.38143805e-01
-1.57954322e-01]
[ -2.13760081e-01 -2.93086622e-01 -3.14484102e-01 -1.47474439e-01
-9.02274153e-02 -1.46706632e-01 -1.61732624e-01 -9.04932341e-02
-2.41194409e-01 -5.64111581e-01 -2.41223006e-01 -2.61603301e-02
-1.07272144e-01]
[ -1.19602561e-01 1.99379347e-02 -2.36497544e-01 -3.64887639e-01
-2.37553402e-01 -2.56552832e-01 -6.14562425e-02 -2.43340063e-01
2.32686078e-02 4.73127878e-02 -3.41776784e-01 -1.52179610e-01
-1.73267453e-01]]
Progress: 2.6% ... Training loss: 0.609 ... Validation loss: 1.128[[-0.18631313]
[ 0.27400887]
[-0.04907928]
[ 0.38866204]
[ 0.28766793]
[-0.07726719]
[-0.53294187]
[-0.60621947]
[-0.49592426]
[-0.64250282]
[ 0.49750187]
[ 1.14952388]
[-0.71291606]]
[[ -5.32386503e-01 -5.86840039e-01 -5.75590142e-01 -3.60933807e-01
-3.87731111e-01 -5.81555178e-01 -6.83223713e-01 -6.66241958e-01
-7.82589097e-01 -7.46403582e-01 -3.58473805e-01 4.67135260e-02
-7.95997910e-01]
[ 3.90534952e-03 -1.37832471e-01 5.05519855e-02 -1.33680532e-02
-4.20913788e-02 5.90355283e-02 -1.25291265e-01 2.23696233e-01
-1.24031092e-01 -1.69300605e-01 -3.24900972e-02 1.72973566e-02
7.88778932e-02]
[ -2.34371804e-01 2.13142773e-01 -4.23529178e-02 1.99014694e-01
1.95059383e-01 -1.14664518e-01 -2.62068392e-01 -4.41535753e-01
-1.79611814e-01 -4.49542093e-01 2.90668123e-01 8.14005469e-01
-3.26068184e-01]
[ 2.08384698e-01 -3.58547643e-01 -2.37333754e-01 -1.65272063e-01
-4.15145750e-01 -8.82480101e-04 1.81497546e-01 3.55107118e-02
3.30401767e-01 1.17334994e-02 -3.29162305e-01 -8.95779668e-01
1.75388450e-01]
[ 9.90764301e-02 9.00451112e-02 8.24173282e-02 1.70083891e-01
2.09569103e-02 7.53135933e-02 -1.63308193e-02 3.49938155e-02
2.43188168e-02 7.58325603e-02 2.32350347e-01 2.06955221e-01
2.06511213e-01]
[ -4.68926323e-01 -5.68284286e-01 -6.05547731e-01 -5.46211826e-01
-5.69975227e-01 -5.59413567e-01 -2.50433127e-01 -1.84532115e-01
-3.51324766e-01 -2.55030507e-01 -3.88458720e-01 -5.03887031e-01
-2.13564940e-01]
[ -4.17778300e-01 -5.76856781e-01 -3.24017688e-01 -3.69937220e-01
-4.09004365e-01 -5.56818240e-01 -5.34290148e-01 -5.71408836e-01
-3.67337213e-01 -3.33834613e-01 -5.06634290e-01 -2.52643149e-01
-3.95955415e-01]
[ -3.32244841e-01 -3.39228280e-01 -4.58192347e-01 -2.70474215e-01
-2.87100138e-01 -4.14593390e-01 -3.22216024e-01 -2.73216579e-01
-3.70259350e-01 -5.08875893e-01 -2.62299264e-01 -2.87010383e-01
-4.11171308e-01]
[ -4.56281271e-01 -3.85912460e-01 -3.70820731e-01 -1.90680814e-01
-3.67876886e-01 -2.06045969e-01 -1.53984071e-01 -4.19861366e-01
-2.95784675e-01 -4.42809524e-01 -1.93109435e-01 -2.09425841e-01
-2.64259737e-01]
[ -9.46805510e-01 -9.61233071e-01 -9.64593457e-01 -9.16172611e-01
-1.03611596e+00 -9.73513796e-01 -8.04557500e-01 -8.24582004e-01
-8.76063002e-01 -7.06289315e-01 -1.00671479e+00 -7.72455266e-01
-6.49774620e-01]
[ -4.85113614e-01 -2.78279865e-01 -4.57369122e-01 -3.42118611e-01
-3.69025226e-01 -3.50253484e-01 -5.08176236e-01 -5.44971585e-01
-5.71947260e-01 -1.45823673e-01 -4.35649873e-01 -5.77066292e-01
-4.25529705e-01]
[ -1.21698020e-01 6.65835787e-02 -3.42354089e-01 -2.76956451e-01
-5.87608891e-02 -6.96530459e-02 -2.03057427e-01 -3.19183594e-01
-1.94537018e-01 7.29399344e-02 -1.91721063e-01 -7.43816272e-02
-3.25842007e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.54655027e-01 -1.02388323e-01 1.63395820e-01 -2.30642460e-01
-1.22127975e-01 1.15427228e-01 -1.18129621e-01 -4.65093419e-03
-6.93767375e-02 5.79823703e-02 -9.58223229e-02 -1.72275134e-01
7.99206648e-02]
[ -7.71393002e-02 -2.54209795e-01 -1.77464563e-01 -2.76260210e-01
-4.74975942e-01 -8.38562906e-02 -1.03302254e-02 1.02275055e-02
-2.05715908e-02 2.51987276e-02 -1.47919311e-01 -1.43286787e-01
-2.13701257e-01]
[ -6.74711046e-02 -1.71792759e-03 -2.43375860e-01 -2.61490280e-01
1.34104325e-01 -1.61821576e-01 -1.42686561e-01 4.47156630e-02
4.03214438e-02 -1.36590060e-02 -1.94194483e-01 -6.75496530e-02
7.32472482e-02]
[ 2.48731046e-02 -1.51341266e-01 -1.55337788e-01 -2.95741823e-02
-1.12893648e-01 -1.07197216e-01 3.29869190e-02 -2.20065616e-01
-7.45274507e-02 -1.08222027e-01 -1.96418460e-03 -1.25143782e-01
-2.31092894e-02]
[ -2.82558477e-01 -1.52928770e-01 -6.90024311e-02 -1.06518442e-01
-3.12534241e-01 -2.70884469e-01 -3.76335242e-01 4.20595393e-02
-3.06352198e-01 -2.27172711e-01 1.48261021e-01 2.67730604e-02
2.54969162e-01]
[ -2.20885439e-01 -1.19660540e-01 -8.12833579e-02 -5.98505699e-02
-6.65233238e-02 -1.14427685e-01 -1.20202208e-01 -1.55229924e-03
-1.65445179e-01 -3.73454734e-02 3.89573525e-02 -4.39244824e-02
-8.61150641e-02]
[ -1.65285294e-01 -7.75930626e-03 -2.30493717e-01 -2.83172303e-01
-9.15255061e-02 -2.00986068e-01 -3.13641763e-01 -1.81877004e-01
1.06832903e-01 -2.62873695e-01 -2.05075030e-01 1.01014791e-03
-2.71015907e-01]
[ -3.66139949e-01 -9.64949530e-02 -1.38705565e-01 -2.41544031e-01
-7.58903725e-02 -3.10525631e-01 6.59639659e-02 -5.20369009e-02
-1.10047322e-01 1.02772708e-01 -1.09329165e-01 -1.92705750e-01
-1.48904444e-01]
[ -1.69850182e-01 -1.72996958e-01 -4.32924095e-02 -1.61092802e-01
-1.50477119e-01 -2.91520619e-01 -1.37166034e-01 -1.16222807e-01
-3.26677123e-01 1.44433417e-02 1.29072413e-01 3.38245554e-03
-3.09461809e-01]
[ -1.30542246e-01 -2.04236326e-01 -1.07715681e-01 -3.16581978e-01
6.56281748e-02 -1.41428445e-02 -2.05390851e-01 -1.25526119e-01
1.00987177e-01 -8.53365420e-02 -2.35452780e-01 -3.44468139e-01
-3.22574838e-01]
[ -3.74163069e-02 -4.24456625e-02 -1.44636927e-01 -5.65045695e-02
-2.34583869e-01 6.51711005e-02 -5.90398839e-02 -1.75969425e-02
-2.04693007e-01 -4.39247240e-02 -7.93138708e-02 -3.34973199e-01
-1.25584378e-01]
[ -6.80332741e-02 3.03272002e-02 -1.28213979e-01 -2.95484912e-01
1.20133330e-01 2.24272945e-02 -2.22472296e-01 -1.77472139e-01
1.21843153e-01 -6.86086371e-02 -2.47332666e-01 -1.54717046e-01
-2.59951024e-01]
[ 7.15343539e-02 -2.83522773e-01 -8.86606924e-02 -3.46735033e-01
-1.85704651e-01 -8.84898257e-02 -3.88998641e-02 -1.32084083e-02
-8.34284037e-02 1.59277739e-01 -3.71914550e-01 -1.84625501e-01
1.31052800e-01]
[ -2.29266998e-01 -2.18624849e-01 -1.35072002e-01 -1.89808087e-01
-2.66822834e-01 -9.28397699e-02 7.21128423e-02 -7.97442819e-02
1.79520241e-01 -7.55721288e-02 -2.34849473e-01 -3.70484418e-01
2.84725513e-01]
[ -2.41349872e-02 -1.47532542e-01 1.25162726e-02 -1.58855981e-01
-1.19836522e-01 1.66867072e-01 2.12196584e-02 6.44851917e-02
-1.53697049e-01 5.64208956e-02 2.01570984e-02 -2.92791538e-01
2.57604641e-01]
[ -1.21117921e-02 6.37896651e-03 -1.32900779e-01 3.86082925e-02
-1.24320202e-01 -4.68005234e-02 8.78341372e-02 -2.82818327e-02
8.64361775e-02 1.54784707e-01 -2.69531888e-01 -1.29847044e-01
2.50178932e-01]
[ -9.69329733e-02 -2.37049841e-01 4.91406627e-02 -2.35941862e-01
-9.37954541e-02 1.17077291e-01 1.57810753e-01 -5.34861139e-02
-1.99748722e-01 -1.38556888e-02 -3.75013842e-01 -1.99497882e-01
3.59530103e-01]
[ 1.05364384e-01 -3.39381759e-02 3.29753100e-03 -1.51806276e-02
-2.22911131e-02 -1.69135571e-02 3.98673825e-02 1.19214443e-01
2.06129565e-01 4.86120661e-02 -3.55640643e-01 -4.56641588e-02
6.80685252e-02]
[ -1.87935707e-02 -9.41658901e-02 9.39819442e-03 1.10157614e-01
-4.87824682e-02 -2.83446170e-01 -7.92426522e-02 1.46236820e-01
-1.15629020e-01 -5.56812892e-02 -1.16623018e-01 -2.57050151e-01
1.42383381e-02]
[ 8.80467956e-02 1.03289793e-01 3.64184459e-03 2.97416776e-03
-1.02439728e-01 -5.82223443e-02 -1.30352437e-01 -1.40812480e-01
-2.24140012e-01 -1.08366364e-01 -2.24287300e-01 1.03784775e-01
1.12906862e-02]
[ 7.03693726e-02 -1.44301244e-01 1.60401308e-01 -2.52205402e-02
1.66025501e-01 1.10645684e-02 -2.14729313e-01 -1.83506829e-01
8.59299356e-02 -3.53984509e-01 -6.58453658e-02 2.52410234e-01
-6.11520566e-02]
[ 4.15514897e-02 7.84481862e-02 -2.09376955e-01 2.15140022e-02
2.61073086e-02 4.21870341e-04 -1.26246986e-01 -2.98819590e-01
-2.66966806e-01 -1.41449433e-01 -5.48370465e-02 -2.03357239e-02
-1.35261659e-01]
[ -5.51696414e-02 -2.05702568e-01 6.54025615e-02 1.22220039e-01
-1.19991233e-01 -1.34059105e-01 4.46814297e-02 3.45433249e-03
8.83418973e-02 -3.47821525e-01 -2.58179727e-01 -1.57511595e-01
1.95178181e-02]
[ 1.86040032e-02 -2.66546918e-01 6.38048030e-02 -1.97905970e-01
-1.82651294e-01 -2.30586929e-01 -2.43493283e-01 9.67375927e-02
1.16677298e-02 1.75678834e-01 -1.26150075e-01 6.56464868e-02
-3.91529862e-02]
[ 1.82953060e-01 3.23531928e-02 -9.77053655e-02 -2.18750013e-01
-7.35022949e-02 -1.00447507e-01 -1.35007047e-01 1.35795802e-01
-1.51675933e-01 -1.36153395e-01 -2.06774509e-01 -1.02097596e-01
-2.18311786e-02]
[ -1.68860276e-01 -1.89939107e-01 -1.03160025e-01 -1.84073293e-01
-5.83626050e-02 2.70062774e-02 -1.54546847e-01 -9.85268928e-02
-1.15071287e-01 9.07560065e-02 -2.19541033e-01 -1.16257004e-01
-1.75990657e-01]
[ -3.17584328e-02 -2.12512940e-01 -1.53185276e-01 -1.75482394e-01
-4.88464785e-02 4.43825216e-02 -7.76131409e-03 5.76202320e-02
-2.01650800e-01 -1.91826229e-01 -3.61754266e-02 -1.94634254e-01
-7.76860211e-03]
[ 1.20093715e-01 5.73441892e-02 1.31742840e-03 -1.61514014e-01
-3.37124491e-01 8.27967928e-03 -9.11197972e-02 -1.56928392e-01
-2.78753038e-01 1.69209396e-01 -1.41112236e-01 -2.44273390e-01
4.73180503e-02]
[ -5.77969198e-02 -2.66902613e-02 -2.79471386e-01 -3.96221159e-02
4.61057338e-02 1.57210926e-01 -1.87644896e-01 -1.16174519e-01
-1.79865936e-02 6.01254075e-03 8.21622573e-02 2.04025689e-01
5.07097461e-02]
[ 1.29372173e-01 2.35032355e-01 -1.87501650e-01 3.24181627e-01
-1.53075555e-03 3.22061280e-03 -7.17244739e-02 -2.21884034e-01
-1.10880874e-01 -2.46663910e-01 2.43062877e-01 2.12477234e-01
-2.43946160e-01]
[ -1.26880769e-02 9.13011988e-02 6.32946996e-02 -5.03994725e-02
-9.46575075e-02 -6.63476889e-02 -9.98485360e-02 -1.98265638e-01
-1.33785015e-01 -1.03417214e-01 6.54269177e-02 2.86128209e-01
-1.82789912e-01]
[ -4.19691080e-02 -1.44826592e-01 -1.56063915e-01 1.87504478e-01
-1.92965572e-01 2.35685827e-01 -2.50584477e-02 -2.08556855e-01
-1.92734657e-01 -4.61063518e-01 5.35010538e-02 3.66505390e-02
-1.42842207e-01]
[ 8.36119714e-02 -3.85485829e-01 -5.01107126e-02 -5.88069748e-02
-1.15274678e-01 2.01663258e-01 1.22658147e-01 1.97523913e-01
-1.19679091e-01 -2.02636023e-02 -1.01455172e-01 1.69826415e-01
-1.04307250e-01]
[ 2.04816367e-01 -2.88616372e-01 -1.22991580e-01 -9.02797999e-02
-2.03344294e-01 1.22725601e-01 3.82712766e-02 -1.53603007e-01
-1.94081227e-02 -1.23721679e-01 -1.25810998e-01 -1.90713268e-01
-5.34656910e-02]
[ -1.37490486e-01 -6.86918688e-02 3.63095654e-02 -2.32366390e-01
-4.33464788e-02 -1.41394312e-01 4.05100336e-02 -4.31003700e-02
-7.61448538e-02 -3.89491316e-02 -2.69132140e-01 -2.90269098e-01
-5.19050758e-02]
[ -1.51375350e-01 -9.01377329e-02 -7.97487143e-02 -1.50156932e-01
-3.04499313e-01 -2.88722356e-01 2.30253448e-02 -4.16992404e-02
-7.95578343e-02 -5.92534527e-02 -5.43938858e-02 -2.30129425e-01
-2.29783584e-01]
[ -1.72489771e-01 -2.13439626e-01 -2.99012889e-01 -2.55674034e-01
-2.58911059e-01 -2.06932964e-01 -3.63069845e-01 1.10135877e-01
-7.57859316e-02 -3.01956097e-01 -2.56557324e-01 -1.52376982e-01
-2.37649201e-01]
[ -1.06848559e-01 1.11824700e-01 2.39459284e-02 -4.66941369e-02
-2.18459645e-01 -1.68145689e-01 -1.03678598e-01 -5.14306279e-02
-9.25148780e-02 -2.56702823e-01 -2.03003790e-01 -2.14019597e-01
-2.01341508e-01]
[ -3.45847904e-01 -1.35627770e-01 -2.69413327e-01 6.32564627e-02
-2.10418630e-01 -2.25407584e-01 -6.61321673e-02 -1.82087546e-01
4.99869809e-02 -1.12919519e-01 2.23861815e-03 -3.57597869e-01
-8.51639222e-02]
[ -1.18503908e-01 -4.36730027e-02 -2.55467743e-01 -3.96847796e-02
-2.21273499e-01 -2.75437583e-01 -3.82871453e-01 -9.11963610e-02
1.64113888e-02 -3.14700320e-01 -3.07243643e-01 -4.24007196e-01
-1.10048105e-01]
[ -2.10262683e-01 -5.48569119e-01 -3.30224543e-01 -4.26577242e-01
-3.44427897e-01 -2.25213746e-01 -1.08366971e-02 -3.44442900e-01
1.07479797e-01 -2.97370576e-01 -2.78671021e-01 -1.34442822e-01
-1.58873319e-01]
[ -2.13806873e-01 -2.92852293e-01 -3.14520956e-01 -1.47015836e-01
-8.99362449e-02 -1.46653677e-01 -1.61146009e-01 -9.02678281e-02
-2.40885347e-01 -5.63884902e-01 -2.40386000e-01 -2.33408710e-02
-1.06619561e-01]
[ -1.19916354e-01 2.04110799e-02 -2.36560486e-01 -3.64401990e-01
-2.37084268e-01 -2.56671920e-01 -6.17901238e-02 -2.44074586e-01
2.26328340e-02 4.56279638e-02 -3.41054227e-01 -1.48479944e-01
-1.74659587e-01]]
Progress: 2.6% ... Training loss: 0.605 ... Validation loss: 1.109[[-0.17146106]
[ 0.29813362]
[-0.03182617]
[ 0.41987174]
[ 0.30849109]
[-0.06086673]
[-0.52133791]
[-0.59254172]
[-0.48511904]
[-0.63268315]
[ 0.53466104]
[ 1.22858456]
[-0.70053946]]
[[ -5.33550323e-01 -5.82535284e-01 -5.76056915e-01 -3.54807509e-01
-3.83233972e-01 -5.82078676e-01 -6.85553823e-01 -6.70232542e-01
-7.84231060e-01 -7.50070239e-01 -3.48306828e-01 7.38858065e-02
-7.99503959e-01]
[ 3.72441639e-03 -1.37366756e-01 5.04787505e-02 -1.27601235e-02
-4.16701365e-02 5.89332237e-02 -1.25899986e-01 2.22762965e-01
-1.24558572e-01 -1.69801984e-01 -3.17252850e-02 1.87358956e-02
7.82250506e-02]
[ -2.35423553e-01 2.16682004e-01 -4.28792769e-02 2.04521003e-01
1.98785825e-01 -1.15206079e-01 -2.64656695e-01 -4.45364034e-01
-1.81697146e-01 -4.54191718e-01 3.00548509e-01 8.37777549e-01
-3.31857027e-01]
[ 2.09177154e-01 -3.62167019e-01 -2.37068854e-01 -1.72155279e-01
-4.19388241e-01 -6.15503647e-04 1.82814219e-01 3.54277416e-02
3.32182212e-01 1.23180495e-02 -3.37958820e-01 -9.15574681e-01
1.77948337e-01]
[ 9.76531852e-02 9.46884780e-02 8.20176182e-02 1.76397486e-01
2.60546638e-02 7.48023286e-02 -1.94317384e-02 3.26522163e-02
2.14495474e-02 7.22362360e-02 2.42376782e-01 2.27289816e-01
2.01506653e-01]
[ -4.68913939e-01 -5.67916144e-01 -6.05519178e-01 -5.45595780e-01
-5.69655256e-01 -5.59388347e-01 -2.50298911e-01 -1.84240369e-01
-3.51155954e-01 -2.54730343e-01 -3.87381318e-01 -4.99691825e-01
-2.13024395e-01]
[ -4.18556392e-01 -5.73892836e-01 -3.24395370e-01 -3.65247429e-01
-4.06150675e-01 -5.57147989e-01 -5.35581806e-01 -5.73765883e-01
-3.68667025e-01 -3.35888583e-01 -4.99804113e-01 -2.35008732e-01
-3.99649521e-01]
[ -3.31972571e-01 -3.39666419e-01 -4.58133336e-01 -2.70871549e-01
-2.87558020e-01 -4.14484292e-01 -3.20629483e-01 -2.72058891e-01
-3.68782532e-01 -5.07505703e-01 -2.61732287e-01 -2.87200862e-01
-4.09403288e-01]
[ -4.58170235e-01 -3.83096919e-01 -3.71278238e-01 -1.86387598e-01
-3.65144395e-01 -2.06923033e-01 -1.59959310e-01 -4.26181049e-01
-3.00869421e-01 -4.48886393e-01 -1.88069350e-01 -1.95316874e-01
-2.70976788e-01]
[ -9.49399871e-01 -9.55534763e-01 -9.65387842e-01 -9.06561680e-01
-1.03047182e+00 -9.74635438e-01 -8.11199118e-01 -8.31871159e-01
-8.81676636e-01 -7.14021736e-01 -9.92942866e-01 -7.35046096e-01
-6.59579541e-01]
[ -4.85629216e-01 -2.77139762e-01 -4.57513817e-01 -3.41013802e-01
-3.68044866e-01 -3.50513020e-01 -5.09258767e-01 -5.47326606e-01
-5.72966025e-01 -1.47474993e-01 -4.33848308e-01 -5.75936685e-01
-4.26907820e-01]
[ -1.20970459e-01 6.54546587e-02 -3.42162634e-01 -2.78470470e-01
-5.99371194e-02 -6.93443631e-02 -2.00879417e-01 -3.16766712e-01
-1.92673548e-01 7.58631919e-02 -1.93779907e-01 -7.71722941e-02
-3.22761564e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.54474580e-01 -1.02689379e-01 1.63451359e-01 -2.31035965e-01
-1.22452542e-01 1.15514409e-01 -1.17673101e-01 -3.52913252e-03
-6.89864478e-02 5.90488964e-02 -9.64048125e-02 -1.74144598e-01
8.10510386e-02]
[ -7.74207249e-02 -2.53966380e-01 -1.77518521e-01 -2.75871295e-01
-4.74725947e-01 -8.39683616e-02 -1.12308911e-02 8.79619136e-03
-2.12916826e-02 2.37441535e-02 -1.47417925e-01 -1.41994015e-01
-2.14766381e-01]
[ -6.77130575e-02 -4.18447543e-04 -2.43448967e-01 -2.59613513e-01
1.35337882e-01 -1.61895308e-01 -1.42785109e-01 4.44935172e-02
4.01170760e-02 -1.40383364e-02 -1.91428815e-01 -5.90918051e-02
7.25038338e-02]
[ 2.48967521e-02 -1.50701165e-01 -1.55376360e-01 -2.84857213e-02
-1.12154671e-01 -1.07238121e-01 3.29033868e-02 -2.19903084e-01
-7.45267236e-02 -1.08197953e-01 -3.50302605e-04 -1.24265809e-01
-2.28548798e-02]
[ -2.83389415e-01 -1.51160461e-01 -6.93088840e-02 -1.03475480e-01
-3.10871093e-01 -2.71185663e-01 -3.78104270e-01 3.92132623e-02
-3.08421283e-01 -2.29700135e-01 1.52455940e-01 4.11303269e-02
2.50392791e-01]
[ -2.20649481e-01 -1.19553741e-01 -8.12667560e-02 -5.99563872e-02
-6.64083804e-02 -1.14371649e-01 -1.19389316e-01 -1.10529340e-03
-1.64496355e-01 -3.64811573e-02 3.91572222e-02 -4.43432221e-02
-8.50314836e-02]
[ -1.65126114e-01 -8.15110074e-03 -2.30448859e-01 -2.83670178e-01
-9.20230630e-02 -2.00931088e-01 -3.13297783e-01 -1.81175425e-01
1.07421417e-01 -2.62605310e-01 -2.05681190e-01 -2.95696038e-03
-2.70432784e-01]
[ -3.65798831e-01 -9.73639865e-02 -1.38604490e-01 -2.42691761e-01
-7.66808717e-02 -3.10403119e-01 6.70753284e-02 -5.09233978e-02
-1.09035525e-01 1.03867614e-01 -1.10730305e-01 -1.97139590e-01
-1.47500644e-01]
[ -1.70501456e-01 -1.71702333e-01 -4.34727337e-02 -1.59206902e-01
-1.49466236e-01 -2.91730324e-01 -1.38451814e-01 -1.17994848e-01
-3.27734457e-01 1.30827398e-02 1.32344972e-01 1.54047278e-02
-3.10823011e-01]
[ -1.31351969e-01 -2.02906497e-01 -1.07925731e-01 -3.14406842e-01
6.70540019e-02 -1.45513029e-02 -2.07901454e-01 -1.28109344e-01
9.87029334e-02 -8.77669241e-02 -2.32874846e-01 -3.37064421e-01
-3.25459788e-01]
[ -3.76774047e-02 -4.22089561e-02 -1.44680153e-01 -5.60358744e-02
-2.34354743e-01 6.50539094e-02 -5.99520332e-02 -1.84488357e-02
-2.05390776e-01 -4.47935367e-02 -7.88747410e-02 -3.34269205e-01
-1.26651381e-01]
[ -6.82796164e-02 3.06793080e-02 -1.28273989e-01 -2.95065101e-01
1.20527767e-01 2.22973474e-02 -2.23182883e-01 -1.78538959e-01
1.21166963e-01 -6.93662044e-02 -2.46793583e-01 -1.53395629e-01
-2.60810839e-01]
[ 7.19052764e-02 -2.83877466e-01 -8.85787687e-02 -3.47434366e-01
-1.86136304e-01 -8.83780514e-02 -3.80159689e-02 -1.22568756e-02
-8.25818715e-02 1.60443600e-01 -3.72698730e-01 -1.87795810e-01
1.32604461e-01]
[ -2.28794855e-01 -2.19150897e-01 -1.34969871e-01 -1.90769610e-01
-2.67384559e-01 -9.26570054e-02 7.37743815e-02 -7.79651918e-02
1.81263627e-01 -7.36922071e-02 -2.35837665e-01 -3.72406629e-01
2.87111428e-01]
[ -2.41349872e-02 -1.47532542e-01 1.25162726e-02 -1.58855981e-01
-1.19836522e-01 1.66867072e-01 2.12196584e-02 6.44851917e-02
-1.53697049e-01 5.64208956e-02 2.01570984e-02 -2.92791538e-01
2.57604641e-01]
[ -1.16567879e-02 5.77600009e-03 -1.32792218e-01 3.74692788e-02
-1.24964172e-01 -4.66138677e-02 8.93115181e-02 -2.68477742e-02
8.80037373e-02 1.56931928e-01 -2.70733970e-01 -1.32788773e-01
2.52731404e-01]
[ -9.65100806e-02 -2.37418369e-01 4.92232261e-02 -2.36645114e-01
-9.43372683e-02 1.17245901e-01 1.59432461e-01 -5.22667042e-02
-1.98587853e-01 -1.25358072e-02 -3.75903502e-01 -2.01895329e-01
3.61266018e-01]
[ 1.05753398e-01 -3.42819068e-02 3.37583456e-03 -1.58386605e-02
-2.26362929e-02 -1.67849036e-02 4.08280612e-02 1.20788370e-01
2.07378477e-01 5.01334652e-02 -3.56214029e-01 -4.70663943e-02
7.00512757e-02]
[ -1.87661748e-02 -9.42101946e-02 9.41014337e-03 1.10063794e-01
-4.88285325e-02 -2.83436366e-01 -7.91727465e-02 1.46408161e-01
-1.15580836e-01 -5.55455663e-02 -1.16741502e-01 -2.57461361e-01
1.44282987e-02]
[ 8.84291676e-02 1.02098920e-01 3.78103377e-03 1.82479072e-03
-1.03649744e-01 -5.80407577e-02 -1.29356952e-01 -1.39551622e-01
-2.23433258e-01 -1.06379607e-01 -2.26258800e-01 1.00493675e-01
1.26580008e-02]
[ 7.04610503e-02 -1.44504934e-01 1.60425911e-01 -2.55221668e-02
1.65744645e-01 1.10998573e-02 -2.14572393e-01 -1.83254344e-01
8.62413121e-02 -3.53867111e-01 -6.62472088e-02 2.50407433e-01
-6.09373235e-02]
[ 4.15004704e-02 7.84791066e-02 -2.09387583e-01 2.16637987e-02
2.61379925e-02 3.96367966e-04 -1.26430994e-01 -2.98991881e-01
-2.67011795e-01 -1.41720572e-01 -5.46658470e-02 -2.02608721e-02
-1.35467749e-01]
[ -5.54160109e-02 -2.05428075e-01 6.53263210e-02 1.22729018e-01
-1.19678607e-01 -1.34182633e-01 4.40397422e-02 2.42879968e-03
8.76917024e-02 -3.48621471e-01 -2.57722956e-01 -1.56507788e-01
1.85428580e-02]
[ 1.85389481e-02 -2.66732447e-01 6.37883154e-02 -1.98031471e-01
-1.82900375e-01 -2.30576222e-01 -2.43516035e-01 9.64243167e-02
1.15775207e-02 1.75053988e-01 -1.26349127e-01 6.79229899e-02
-3.98207321e-02]
[ 1.82457230e-01 3.30775753e-02 -9.78000401e-02 -2.17928419e-01
-7.28882986e-02 -1.00589956e-01 -1.36063726e-01 1.34599514e-01
-1.52605022e-01 -1.37226033e-01 -2.05503066e-01 -9.75222415e-02
-2.30054566e-02]
[ -1.69070788e-01 -1.89428962e-01 -1.03226549e-01 -1.83286063e-01
-5.77657062e-02 2.68989874e-02 -1.55093011e-01 -9.96079200e-02
-1.15548773e-01 8.97153619e-02 -2.18316784e-01 -1.14003692e-01
-1.76700125e-01]
[ -3.22068807e-02 -2.11694979e-01 -1.53296007e-01 -1.74553243e-01
-4.79180694e-02 4.41665490e-02 -9.10299522e-03 5.56894832e-02
-2.02836151e-01 -1.93705158e-01 -3.47479010e-02 -1.90526894e-01
-9.82655010e-03]
[ 1.19860537e-01 5.76809854e-02 1.26615751e-03 -1.61073577e-01
-3.36867750e-01 8.17857739e-03 -9.18056324e-02 -1.57612944e-01
-2.79337858e-01 1.68356397e-01 -1.40533428e-01 -2.43204523e-01
4.65996640e-02]
[ -5.77351524e-02 -2.67950505e-02 -2.79451876e-01 -3.97452119e-02
4.59976036e-02 1.57246069e-01 -1.87458929e-01 -1.15780743e-01
-1.78200736e-02 6.41968954e-03 8.19356825e-02 2.03361344e-01
5.11403156e-02]
[ 1.27965589e-01 2.38529015e-01 -1.87935475e-01 3.29738063e-01
1.88885800e-03 2.67429132e-03 -7.48122579e-02 -2.25897236e-01
-1.13912597e-01 -2.51301915e-01 2.50252199e-01 2.28204010e-01
-2.49955343e-01]
[ -1.38275211e-02 9.40868837e-02 6.29033175e-02 -4.60084811e-02
-9.18402522e-02 -6.68225109e-02 -1.03269830e-01 -2.01488130e-01
-1.37155759e-01 -1.07123205e-01 7.24025156e-02 3.04582021e-01
-1.87754446e-01]
[ -4.23275589e-02 -1.44203044e-01 -1.56168028e-01 1.88686243e-01
-1.92312440e-01 2.35496332e-01 -2.62283344e-02 -2.09648819e-01
-1.93793027e-01 -4.62022326e-01 5.49139045e-02 4.07318941e-02
-1.44452510e-01]
[ 8.33031336e-02 -3.85166286e-01 -5.01792223e-02 -5.81066028e-02
-1.14751712e-01 2.01507633e-01 1.21530889e-01 1.96200676e-01
-1.20542062e-01 -2.12230318e-02 -1.00575271e-01 1.73446374e-01
-1.05351754e-01]
[ 2.04648075e-01 -2.88616547e-01 -1.23002424e-01 -9.01063209e-02
-2.03348466e-01 1.22661081e-01 3.77271837e-02 -1.54100491e-01
-1.99652634e-02 -1.24210690e-01 -1.25777106e-01 -1.91063847e-01
-5.42398844e-02]
[ -1.37539948e-01 -6.87105750e-02 3.63055833e-02 -2.32386876e-01
-4.33492806e-02 -1.41416620e-01 4.03537606e-02 -4.32854694e-02
-7.63108749e-02 -3.92250350e-02 -2.69196906e-01 -2.90949283e-01
-5.21301802e-02]
[ -1.51249460e-01 -9.04043439e-02 -7.97058613e-02 -1.50620385e-01
-3.04777902e-01 -2.88676903e-01 2.34511216e-02 -4.12258193e-02
-7.91177502e-02 -5.88269580e-02 -5.50810847e-02 -2.32389121e-01
-2.29160769e-01]
[ -1.73376183e-01 -2.11794199e-01 -2.99273815e-01 -2.53052518e-01
-2.57162726e-01 -2.07363968e-01 -3.65751420e-01 1.06869609e-01
-7.80721196e-02 -3.05113063e-01 -2.52933325e-01 -1.44507183e-01
-2.40429496e-01]
[ -1.07589759e-01 1.13537143e-01 2.36971338e-02 -4.42356486e-02
-2.16909610e-01 -1.68499373e-01 -1.05803026e-01 -5.40778378e-02
-9.40862786e-02 -2.58872292e-01 -2.00051507e-01 -2.07171484e-01
-2.03764161e-01]
[ -3.46176215e-01 -1.34238264e-01 -2.69551219e-01 6.52292313e-02
-2.09066990e-01 -2.25569700e-01 -6.72109906e-02 -1.83018575e-01
4.89543138e-02 -1.14086057e-01 5.28711884e-03 -3.52363549e-01
-8.67513026e-02]
[ -1.18648778e-01 -4.37216991e-02 -2.55461038e-01 -3.95466943e-02
-2.21374162e-01 -2.75465947e-01 -3.82825688e-01 -9.13232782e-02
1.65179730e-02 -3.14893561e-01 -3.07137583e-01 -4.23370481e-01
-1.10394125e-01]
[ -2.09851649e-01 -5.48867668e-01 -3.30133606e-01 -4.26669437e-01
-3.44870780e-01 -2.25020456e-01 -8.94351333e-03 -3.42179096e-01
1.08810548e-01 -2.94377989e-01 -2.78326293e-01 -1.31152888e-01
-1.56159761e-01]
[ -2.13906738e-01 -2.92764563e-01 -3.14560216e-01 -1.46484033e-01
-8.98736041e-02 -1.46718024e-01 -1.61363957e-01 -9.06547696e-02
-2.40787548e-01 -5.64171922e-01 -2.39776449e-01 -2.16495545e-02
-1.07519220e-01]
[ -1.20509134e-01 2.16327093e-02 -2.36718879e-01 -3.62830736e-01
-2.35805102e-01 -2.56898193e-01 -6.31724377e-02 -2.46207319e-01
2.12190267e-02 4.31481271e-02 -3.38224706e-01 -1.38302032e-01
-1.77439732e-01]]
Progress: 2.7% ... Training loss: 0.602 ... Validation loss: 1.050[[-0.17774866]
[ 0.27960646]
[-0.04393282]
[ 0.40644528]
[ 0.28940092]
[-0.06634186]
[-0.53132325]
[-0.60126696]
[-0.49627033]
[-0.6416825 ]
[ 0.52179369]
[ 1.19681027]
[-0.71846587]]
[[ -5.33727622e-01 -5.82748323e-01 -5.76060864e-01 -3.54579985e-01
-3.83039302e-01 -5.82208018e-01 -6.85690935e-01 -6.70636388e-01
-7.84251669e-01 -7.50915270e-01 -3.47235823e-01 6.74227280e-02
-7.99476423e-01]
[ 3.74593464e-03 -1.37386970e-01 5.04813040e-02 -1.27959544e-02
-4.16843997e-02 5.89389697e-02 -1.25840410e-01 2.22865871e-01
-1.24520990e-01 -1.69713498e-01 -3.17684371e-02 1.86435012e-02
7.83276172e-02]
[ -2.32392739e-01 2.10220979e-01 -4.23832555e-02 1.95450046e-01
1.92556337e-01 -1.14138821e-01 -2.53011876e-01 -4.33482884e-01
-1.71217096e-01 -4.42411669e-01 2.89369511e-01 8.11257982e-01
-3.17873509e-01]
[ 2.07972615e-01 -3.58528407e-01 -2.37308390e-01 -1.68950789e-01
-4.16403990e-01 -1.21359025e-03 1.79968802e-01 2.88399217e-02
3.29189755e-01 5.51243987e-03 -3.33603533e-01 -9.06736755e-01
1.73090556e-01]
[ 9.84902894e-02 9.43950152e-02 8.20989098e-02 1.76337758e-01
2.65571621e-02 7.50472324e-02 -1.80996670e-02 3.85172153e-02
2.23053438e-02 7.81922198e-02 2.40318844e-01 2.21756061e-01
2.08507086e-01]
[ -4.70062678e-01 -5.67476580e-01 -6.05633818e-01 -5.44992719e-01
-5.69251683e-01 -5.59751310e-01 -2.54256731e-01 -1.88777749e-01
-3.54582383e-01 -2.59392261e-01 -3.87668503e-01 -5.01188582e-01
-2.17780176e-01]
[ -4.17240906e-01 -5.75241955e-01 -3.24152305e-01 -3.67182604e-01
-4.07317043e-01 -5.56726945e-01 -5.31103395e-01 -5.67896104e-01
-3.64028498e-01 -3.29001221e-01 -5.00836632e-01 -2.41657271e-01
-3.90699817e-01]
[ -3.30622828e-01 -3.43516440e-01 -4.57855928e-01 -2.76305665e-01
-2.91876958e-01 -4.13969276e-01 -3.14649503e-01 -2.66733251e-01
-3.63431973e-01 -5.02316469e-01 -2.68519358e-01 -3.07711568e-01
-4.02521599e-01]
[ -4.58497158e-01 -3.82172626e-01 -3.71364126e-01 -1.84450186e-01
-3.64080027e-01 -2.07137865e-01 -1.61373306e-01 -4.27316203e-01
-3.02161778e-01 -4.50642281e-01 -1.85488629e-01 -1.90032998e-01
-2.72440779e-01]
[ -9.48060677e-01 -9.58424045e-01 -9.65104624e-01 -9.10577445e-01
-1.03308403e+00 -9.74173874e-01 -8.04650839e-01 -8.25161355e-01
-8.75309900e-01 -7.07297729e-01 -9.97487148e-01 -7.48676720e-01
-6.49606923e-01]
[ -4.85473409e-01 -2.78203782e-01 -4.57458602e-01 -3.42146558e-01
-3.69392295e-01 -3.50525482e-01 -5.09524819e-01 -5.47500312e-01
-5.73066577e-01 -1.47189692e-01 -4.35037844e-01 -5.83881086e-01
-4.25771916e-01]
[ -1.21275891e-01 6.55726766e-02 -3.42181122e-01 -2.78150769e-01
-5.99948494e-02 -6.94351998e-02 -2.02075069e-01 -3.17779926e-01
-1.93669431e-01 7.45126742e-02 -1.93572143e-01 -7.89693936e-02
-3.24258463e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55346074e-01 -1.01523831e-01 1.63317202e-01 -2.29384043e-01
-1.21336859e-01 1.15196392e-01 -1.20618946e-01 -7.38550951e-03
-7.14697494e-02 5.48605951e-02 -9.41863096e-02 -1.68095120e-01
7.64960281e-02]
[ -7.76128574e-02 -2.54215899e-01 -1.77516302e-01 -2.76320191e-01
-4.74949722e-01 -8.40080744e-02 -1.18207263e-02 8.42472454e-03
-2.20877421e-02 2.34069327e-02 -1.48668975e-01 -1.46326692e-01
-2.14972976e-01]
[ -6.72976664e-02 -1.47190191e-03 -2.43346706e-01 -2.60723179e-01
1.34499011e-01 -1.61724972e-01 -1.41675812e-01 4.66340945e-02
4.15500035e-02 -1.11194246e-02 -1.93145766e-01 -6.28575917e-02
7.53550006e-02]
[ 2.50192643e-02 -1.50394639e-01 -1.55345242e-01 -2.78091283e-02
-1.11810941e-01 -1.07180304e-01 3.37257504e-02 -2.18951669e-01
-7.38739890e-02 -1.07030335e-01 1.15802720e-03 -1.23423282e-01
-2.10619853e-02]
[ -2.82792607e-01 -1.51870120e-01 -6.92166183e-02 -1.04749455e-01
-3.11579573e-01 -2.71026638e-01 -3.76315896e-01 4.14263999e-02
-3.06316558e-01 -2.27261085e-01 1.51013106e-01 3.79376116e-02
2.54359108e-01]
[ -2.20439263e-01 -1.20104333e-01 -8.12133584e-02 -6.09438822e-02
-6.70361709e-02 -1.14300467e-01 -1.18695590e-01 -4.79563854e-04
-1.63884893e-01 -3.57418426e-02 3.82716012e-02 -4.85876114e-02
-8.42386529e-02]
[ -1.64697398e-01 -9.90504275e-03 -2.30339661e-01 -2.85697357e-01
-9.38190463e-02 -2.00749564e-01 -3.12138038e-01 -1.79730386e-01
1.08830558e-01 -2.61406319e-01 -2.08248003e-01 -9.54286634e-03
-2.69200904e-01]
[ -3.64845948e-01 -9.97740419e-02 -1.38405597e-01 -2.46307458e-01
-7.93081519e-02 -3.10056868e-01 7.20130312e-02 -4.68859404e-02
-1.05084547e-01 1.08112801e-01 -1.15542584e-01 -2.12078939e-01
-1.42044558e-01]
[ -1.70390779e-01 -1.71570373e-01 -4.34884724e-02 -1.59227545e-01
-1.49540085e-01 -2.91698926e-01 -1.38156413e-01 -1.17734728e-01
-3.27356991e-01 1.31938121e-02 1.32632239e-01 1.59249428e-02
-3.10185673e-01]
[ -1.31748979e-01 -2.02132436e-01 -1.08001495e-01 -3.12690629e-01
6.80167913e-02 -1.47561457e-02 -2.09568139e-01 -1.29133503e-01
9.70509053e-02 -8.95232725e-02 -2.30706908e-01 -3.33073849e-01
-3.27211005e-01]
[ -3.79373112e-02 -4.17243766e-02 -1.44728214e-01 -5.53109183e-02
-2.33897904e-01 6.49400370e-02 -6.07505310e-02 -1.97103821e-02
-2.06081286e-01 -4.58829229e-02 -7.79282757e-02 -3.31980935e-01
-1.27822030e-01]
[ -6.82067102e-02 3.07085718e-02 -1.28269675e-01 -2.95180052e-01
1.20527389e-01 2.23145229e-02 -2.22902055e-01 -1.78176001e-01
1.21519729e-01 -6.91563006e-02 -2.46772592e-01 -1.53397993e-01
-2.60244260e-01]
[ 7.24641915e-02 -2.84672510e-01 -8.84847163e-02 -3.48523530e-01
-1.86990373e-01 -8.82113320e-02 -3.64867699e-02 -1.03155900e-02
-8.10386504e-02 1.62853588e-01 -3.73909075e-01 -1.91858777e-01
1.35320345e-01]
[ -2.28386444e-01 -2.19530490e-01 -1.34910126e-01 -1.91597564e-01
-2.67779182e-01 -9.25408415e-02 7.52825349e-02 -7.64176689e-02
1.82946591e-01 -7.21226165e-02 -2.36606720e-01 -3.74065589e-01
2.89936640e-01]
[ -2.36800866e-02 -1.48015352e-01 1.25889637e-02 -1.59858058e-01
-1.20530558e-01 1.67023045e-01 2.28378770e-02 6.60142388e-02
-1.52345775e-01 5.81972380e-02 1.89697921e-02 -2.96026233e-01
2.59973826e-01]
[ -1.12627289e-02 5.18752266e-03 -1.32739461e-01 3.64320365e-02
-1.25473447e-01 -4.65019115e-02 9.06005238e-02 -2.53585788e-02
8.92790955e-02 1.58604693e-01 -2.71706378e-01 -1.35917367e-01
2.54723529e-01]
[ -9.56403839e-02 -2.39011631e-01 4.93946042e-02 -2.39255495e-01
-9.61681230e-02 1.17556978e-01 1.63042614e-01 -4.92034295e-02
-1.95833293e-01 -8.91542073e-03 -3.78756491e-01 -2.11797498e-01
3.66590175e-01]
[ 1.06136053e-01 -3.53058008e-02 3.45686670e-03 -1.71637254e-02
-2.36660323e-02 -1.66570730e-02 4.18741911e-02 1.22065106e-01
2.08576203e-01 5.13093917e-02 -3.57428529e-01 -5.21225085e-02
7.11991409e-02]
[ -1.86212349e-02 -9.43713443e-02 9.42999015e-03 1.09717327e-01
-4.89892170e-02 -2.83407450e-01 -7.87422445e-02 1.46929824e-01
-1.15132137e-01 -5.50420253e-02 -1.17078573e-01 -2.58044244e-01
1.51676541e-02]
[ 8.83917638e-02 1.01542042e-01 3.80129834e-03 1.41309196e-03
-1.04273126e-01 -5.80297749e-02 -1.30011056e-01 -1.40562916e-01
-2.23940736e-01 -1.07315425e-01 -2.27102706e-01 9.64268136e-02
1.10993442e-02]
[ 7.02355812e-02 -1.44309768e-01 1.60394157e-01 -2.52285352e-02
1.65930734e-01 1.10396468e-02 -2.15246090e-01 -1.84312154e-01
8.55179656e-02 -3.54893352e-01 -6.59361132e-02 2.50898865e-01
-6.20802644e-02]
[ 4.12698752e-02 7.86615489e-02 -2.09406149e-01 2.21468222e-02
2.64795835e-02 3.25633240e-04 -1.27151564e-01 -2.99446636e-01
-2.67578050e-01 -1.42156970e-01 -5.42470994e-02 -1.86255945e-02
-1.36277830e-01]
[ -5.53088053e-02 -2.05728020e-01 6.53556923e-02 1.22092586e-01
-1.20016820e-01 -1.34146502e-01 4.43407073e-02 2.79034500e-03
8.80464102e-02 -3.48302770e-01 -2.58326350e-01 -1.58907420e-01
1.90214903e-02]
[ 1.82179471e-02 -2.66265668e-01 6.37281359e-02 -1.97362183e-01
-1.82367562e-01 -2.30673123e-01 -2.44081068e-01 9.55031132e-02
1.09279040e-02 1.73676607e-01 -1.25557050e-01 7.15910568e-02
-4.07798509e-02]
[ 1.82864466e-01 3.20017133e-02 -9.77201334e-02 -2.19426712e-01
-7.39621344e-02 -1.00454417e-01 -1.34879673e-01 1.35897155e-01
-1.51501267e-01 -1.36060038e-01 -2.07713442e-01 -1.02635207e-01
-2.12407641e-02]
[ -1.68809394e-01 -1.90002393e-01 -1.03167142e-01 -1.84037968e-01
-5.83807491e-02 2.70028879e-02 -1.54345081e-01 -9.86033885e-02
-1.14839953e-01 9.10349578e-02 -2.19295024e-01 -1.16666528e-01
-1.75522439e-01]
[ -3.23353172e-02 -2.11497258e-01 -1.53319096e-01 -1.74420713e-01
-4.78031099e-02 4.41093342e-02 -9.42716017e-03 5.49716162e-02
-2.03066219e-01 -1.94554474e-01 -3.45724827e-02 -1.89115147e-01
-1.05692507e-02]
[ 1.19786981e-01 5.76948511e-02 1.26052970e-03 -1.61171808e-01
-3.36838336e-01 8.15558808e-03 -9.20975327e-02 -1.57933072e-01
-2.79556106e-01 1.67974847e-01 -1.40622826e-01 -2.43813362e-01
4.63497469e-02]
[ -5.75116451e-02 -2.78445358e-02 -2.79387704e-01 -4.10062741e-02
4.49184488e-02 1.57343900e-01 -1.87070728e-01 -1.14537176e-01
-1.73336280e-02 7.67454328e-03 8.00296201e-02 2.00093441e-01
5.26881091e-02]
[ 1.27286413e-01 2.40090238e-01 -1.88063682e-01 3.32619883e-01
3.66249260e-03 2.44745970e-03 -7.65783602e-02 -2.27582467e-01
-1.15352268e-01 -2.53533720e-01 2.54127942e-01 2.35215118e-01
-2.52656467e-01]
[ -1.55062604e-02 9.78517305e-02 6.25554578e-02 -4.05234905e-02
-8.79046930e-02 -6.74586639e-02 -1.08577358e-01 -2.07247209e-01
-1.41877728e-01 -1.13991601e-01 7.99200654e-02 3.23037180e-01
-1.94342418e-01]
[ -4.27398280e-02 -1.43770150e-01 -1.56220062e-01 1.89553348e-01
-1.91969602e-01 2.35347343e-01 -2.75630814e-02 -2.11091412e-01
-1.94949720e-01 -4.63295738e-01 5.58168290e-02 4.25556788e-02
-1.46245139e-01]
[ 8.34263407e-02 -3.85741019e-01 -5.01371296e-02 -5.87285483e-02
-1.15299767e-01 2.01571509e-01 1.21873012e-01 1.96457963e-01
-1.20126092e-01 -2.06128896e-02 -1.01491368e-01 1.71292365e-01
-1.05030478e-01]
[ 2.04569654e-01 -2.88516269e-01 -1.23013539e-01 -8.98890887e-02
-2.03218106e-01 1.22633750e-01 3.74923951e-02 -1.54318197e-01
-2.01913005e-02 -1.24478065e-01 -1.25544172e-01 -1.90342439e-01
-5.45421011e-02]
[ -1.37386700e-01 -6.90211921e-02 3.63438740e-02 -2.32766781e-01
-4.37062191e-02 -1.41357214e-01 4.09925528e-02 -4.24996036e-02
-7.58012698e-02 -3.82853816e-02 -2.69722627e-01 -2.92622152e-01
-5.12183094e-02]
[ -1.50684198e-01 -9.16896589e-02 -7.95924932e-02 -1.52581000e-01
-3.06074622e-01 -2.88497587e-01 2.57769053e-02 -3.84344304e-02
-7.72411728e-02 -5.58579581e-02 -5.82167592e-02 -2.41406932e-01
-2.26017525e-01]
[ -1.73129078e-01 -2.12187083e-01 -2.99241119e-01 -2.53490053e-01
-2.57683183e-01 -2.07312821e-01 -3.64996629e-01 1.07968002e-01
-7.73395064e-02 -3.04098464e-01 -2.53313505e-01 -1.47562381e-01
-2.39319584e-01]
[ -1.07163591e-01 1.12552472e-01 2.37984858e-02 -4.56080337e-02
-2.18100758e-01 -1.68390141e-01 -1.04596130e-01 -5.23052635e-02
-9.25543157e-02 -2.56735836e-01 -2.00933401e-01 -2.13013490e-01
-2.01176110e-01]
[ -3.46947384e-01 -1.33465811e-01 -2.69633666e-01 6.67263884e-02
-2.08246499e-01 -2.25871598e-01 -6.91533535e-02 -1.84982262e-01
4.68470053e-02 -1.17166711e-01 6.74867550e-03 -3.51411629e-01
-8.94750704e-02]
[ -1.18160593e-01 -4.61145265e-02 -2.55304101e-01 -4.30015049e-02
-2.23989157e-01 -2.75227571e-01 -3.81652707e-01 -8.98793123e-02
1.79177917e-02 -3.13038935e-01 -3.11404687e-01 -4.34200788e-01
-1.07468814e-01]
[ -2.09145944e-01 -5.49891207e-01 -3.30019836e-01 -4.28232708e-01
-3.46216464e-01 -2.24776494e-01 -5.69685233e-03 -3.39626791e-01
1.11638907e-01 -2.91420222e-01 -2.80753663e-01 -1.39241484e-01
-1.52259746e-01]
[ -2.14126243e-01 -2.91948972e-01 -3.14606250e-01 -1.45102343e-01
-8.85168330e-02 -1.46801205e-01 -1.61847610e-01 -9.07241019e-02
-2.40884560e-01 -5.64281569e-01 -2.38291713e-01 -1.77810318e-02
-1.07077549e-01]
[ -1.20196053e-01 2.10033047e-02 -2.36675209e-01 -3.63710401e-01
-2.36327445e-01 -2.56797563e-01 -6.20411769e-02 -2.45518653e-01
2.22008947e-02 4.40337719e-02 -3.38740504e-01 -1.38678494e-01
-1.76069301e-01]]
Progress: 2.8% ... Training loss: 0.596 ... Validation loss: 1.070[[-0.18789935]
[ 0.25968488]
[-0.05578942]
[ 0.39074882]
[ 0.27181055]
[-0.07399481]
[-0.54401353]
[-0.61579875]
[-0.51136041]
[-0.65440429]
[ 0.51069491]
[ 1.18381634]
[-0.73529953]]
[[ -5.33480239e-01 -5.82487565e-01 -5.76073792e-01 -3.53860673e-01
-3.82794406e-01 -5.82224154e-01 -6.84718000e-01 -6.69842384e-01
-7.83269904e-01 -7.50327892e-01 -3.45138088e-01 6.94699196e-02
-7.98827082e-01]
[ 3.79882855e-03 -1.37356761e-01 5.04896710e-02 -1.27780732e-02
-4.16266919e-02 5.89016155e-02 -1.25731957e-01 2.23011272e-01
-1.24323447e-01 -1.69583910e-01 -3.16395111e-02 1.80456137e-02
7.89358370e-02]
[ -2.30179224e-01 2.05093835e-01 -4.18545761e-02 1.88243047e-01
1.87993793e-01 -1.13240654e-01 -2.44762152e-01 -4.25770503e-01
-1.62250985e-01 -4.35362022e-01 2.81039839e-01 7.91862028e-01
-3.07890611e-01]
[ 2.08086857e-01 -3.58583982e-01 -2.37377209e-01 -1.69737438e-01
-4.16432101e-01 -1.32108982e-03 1.80066152e-01 2.70958095e-02
3.30242740e-01 4.20451989e-03 -3.35241339e-01 -9.08300351e-01
1.72824354e-01]
[ 9.72349899e-02 9.83159450e-02 8.16862863e-02 1.81360690e-01
3.08752928e-02 7.44946154e-02 -2.19679909e-02 3.42628363e-02
1.76832860e-02 7.40879206e-02 2.47394762e-01 2.40915220e-01
2.03942585e-01]
[ -4.70078691e-01 -5.67795626e-01 -6.05606972e-01 -5.45046671e-01
-5.69687585e-01 -5.59748230e-01 -2.54544461e-01 -1.88435874e-01
-3.54983203e-01 -2.59422248e-01 -3.87977798e-01 -5.03333911e-01
-2.17626508e-01]
[ -4.16617099e-01 -5.75929605e-01 -3.23975952e-01 -3.68504922e-01
-4.07988517e-01 -5.56503523e-01 -5.28862757e-01 -5.64606929e-01
-3.61828897e-01 -3.26187085e-01 -5.01126015e-01 -2.42856726e-01
-3.86367761e-01]
[ -3.28576329e-01 -3.48001166e-01 -4.57389083e-01 -2.82592969e-01
-2.96169024e-01 -4.13212033e-01 -3.07225407e-01 -2.59756577e-01
-3.56041536e-01 -4.95018923e-01 -2.76267941e-01 -3.28566351e-01
-3.93605131e-01]
[ -4.59546019e-01 -3.80558556e-01 -3.71606709e-01 -1.81501388e-01
-3.62362635e-01 -2.07628014e-01 -1.64720495e-01 -4.30725786e-01
-3.04986466e-01 -4.54138098e-01 -1.81473146e-01 -1.83177995e-01
-2.76675774e-01]
[ -9.47228491e-01 -9.60115009e-01 -9.64883549e-01 -9.12549287e-01
-1.03438039e+00 -9.73946308e-01 -8.00991533e-01 -8.20521934e-01
-8.71280504e-01 -7.03894747e-01 -9.97815172e-01 -7.53461676e-01
-6.43603717e-01]
[ -4.85604636e-01 -2.78834961e-01 -4.57428349e-01 -3.42722138e-01
-3.70248720e-01 -3.50546196e-01 -5.09297922e-01 -5.47606502e-01
-5.73043868e-01 -1.47032730e-01 -4.36218106e-01 -5.88471635e-01
-4.25685690e-01]
[ -1.20371419e-01 6.40174672e-02 -3.42004989e-01 -2.80318124e-01
-6.15241068e-02 -6.91484558e-02 -1.99931457e-01 -3.15115016e-01
-1.91357007e-01 7.75386078e-02 -1.96395636e-01 -8.69384538e-02
-3.21180699e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55655400e-01 -1.01223365e-01 1.63269453e-01 -2.28596678e-01
-1.21021203e-01 1.15079980e-01 -1.21878860e-01 -8.59682146e-03
-7.26368748e-02 5.35484082e-02 -9.32372613e-02 -1.66408650e-01
7.49330406e-02]
[ -7.76054307e-02 -2.54315827e-01 -1.77508238e-01 -2.76469839e-01
-4.75064117e-01 -8.39997843e-02 -1.18676029e-02 8.46678852e-03
-2.21311906e-02 2.34038423e-02 -1.48846119e-01 -1.46917391e-01
-2.15080402e-01]
[ -6.71252889e-02 -1.64527754e-03 -2.43302858e-01 -2.60769569e-01
1.34304483e-01 -1.61663509e-01 -1.40931772e-01 4.79289568e-02
4.21019245e-02 -1.00527357e-02 -1.93060800e-01 -6.35605683e-02
7.67882501e-02]
[ 2.55120526e-02 -1.50668576e-01 -1.55225466e-01 -2.89483094e-02
-1.12340949e-01 -1.06994513e-01 3.53444406e-02 -2.16986017e-01
-7.23909951e-02 -1.05241521e-01 4.43365879e-04 -1.24954631e-01
-1.82207180e-02]
[ -2.82714425e-01 -1.52358352e-01 -6.91704796e-02 -1.05507852e-01
-3.11895024e-01 -2.70980925e-01 -3.76035187e-01 4.20189733e-02
-3.06070891e-01 -2.26821248e-01 1.50315627e-01 3.67028636e-02
2.55055034e-01]
[ -2.20190818e-01 -1.20709077e-01 -8.11421948e-02 -6.15975000e-02
-6.76383693e-02 -1.14216173e-01 -1.17589260e-01 8.37201711e-04
-1.62653058e-01 -3.47684122e-02 3.73398046e-02 -5.27119049e-02
-8.25688863e-02]
[ -1.63912405e-01 -1.20849197e-02 -2.30133983e-01 -2.88209004e-01
-9.57574404e-02 -2.00441218e-01 -3.09734374e-01 -1.77242957e-01
1.11682370e-01 -2.59153590e-01 -2.11215451e-01 -1.89503994e-02
-2.66389697e-01]
[ -3.64224026e-01 -1.01159757e-01 -1.38260301e-01 -2.48499755e-01
-8.07191307e-02 -3.09812074e-01 7.47607108e-02 -4.44934845e-02
-1.02791274e-01 1.11100731e-01 -1.18195906e-01 -2.18387643e-01
-1.38630179e-01]
[ -1.70144511e-01 -1.71437026e-01 -4.34977421e-02 -1.59081453e-01
-1.49337598e-01 -2.91682475e-01 -1.37350519e-01 -1.17471553e-01
-3.26497376e-01 1.36496029e-02 1.33293123e-01 1.72286174e-02
-3.09589202e-01]
[ -1.32393134e-01 -2.01099022e-01 -1.08150743e-01 -3.10961421e-01
6.90532278e-02 -1.50588764e-02 -2.11489098e-01 -1.30933642e-01
9.53065084e-02 -9.13847727e-02 -2.28440801e-01 -3.28640573e-01
-3.29611663e-01]
[ -3.83545264e-02 -4.13960535e-02 -1.44799956e-01 -5.46921552e-02
-2.33573189e-01 6.47746311e-02 -6.22397039e-02 -2.09856724e-02
-2.07300861e-01 -4.74549483e-02 -7.72959524e-02 -3.31072928e-01
-1.29515784e-01]
[ -6.78829867e-02 3.02414781e-02 -1.28204171e-01 -2.95725078e-01
1.20071998e-01 2.24375261e-02 -2.21862324e-01 -1.77046096e-01
1.22541689e-01 -6.77868403e-02 -2.47555847e-01 -1.55173683e-01
-2.58774503e-01]
[ 7.27651017e-02 -2.85082613e-01 -8.84181645e-02 -3.49111590e-01
-1.87472915e-01 -8.81073076e-02 -3.53836338e-02 -9.14273608e-03
-8.00928126e-02 1.64113482e-01 -3.74562270e-01 -1.93915242e-01
1.36701170e-01]
[ -2.28063833e-01 -2.19966573e-01 -1.34845057e-01 -1.92386102e-01
-2.68232909e-01 -9.24203597e-02 7.66226645e-02 -7.52936162e-02
1.84356405e-01 -7.09337556e-02 -2.37657785e-01 -3.76261917e-01
2.91755665e-01]
[ -2.31022818e-02 -1.48774416e-01 1.27101883e-02 -1.61155830e-01
-1.21395603e-01 1.67255153e-01 2.48995022e-02 6.81739651e-02
-1.50428672e-01 6.06531238e-02 1.73813242e-02 -2.99041069e-01
2.63090682e-01]
[ -1.05163153e-02 4.05806336e-03 -1.32603847e-01 3.43851956e-02
-1.26543039e-01 -4.62534062e-02 9.34626210e-02 -2.29289802e-02
9.21052113e-02 1.61771016e-01 -2.73547584e-01 -1.41392414e-01
2.58607818e-01]
[ -9.50476498e-02 -2.39889862e-01 4.95308108e-02 -2.40523467e-01
-9.71860696e-02 1.17789129e-01 1.64830682e-01 -4.72068642e-02
-1.94195961e-01 -6.98796451e-03 -3.80162415e-01 -2.16316154e-01
3.69412268e-01]
[ 1.06479412e-01 -3.56659282e-02 3.53018302e-03 -1.79119918e-02
-2.41099700e-02 -1.65639518e-02 4.28058011e-02 1.23289183e-01
2.09544696e-01 5.24393265e-02 -3.57974786e-01 -5.46666752e-02
7.27378458e-02]
[ -1.84707273e-02 -9.45902699e-02 9.45558393e-03 1.09433493e-01
-4.91979908e-02 -2.83372784e-01 -7.83989347e-02 1.47509231e-01
-1.14786150e-01 -5.44282508e-02 -1.17409631e-01 -2.58973809e-01
1.56651866e-02]
[ 8.80084364e-02 1.01662641e-01 3.73315876e-03 2.29386770e-03
-1.03987391e-01 -5.81904346e-02 -1.31387036e-01 -1.41781943e-01
-2.24995667e-01 -1.08870574e-01 -2.26502462e-01 9.59423032e-02
9.33855687e-03]
[ 6.99594225e-02 -1.44018547e-01 1.60310052e-01 -2.46474153e-02
1.66347647e-01 1.09460264e-02 -2.15992245e-01 -1.85319075e-01
8.45911734e-02 -3.55965784e-01 -6.50851985e-02 2.53786520e-01
-6.38285874e-02]
[ 4.10516201e-02 7.89096019e-02 -2.09444084e-01 2.26104949e-02
2.67180004e-02 2.49459847e-04 -1.27701510e-01 -2.99950483e-01
-2.68252183e-01 -1.42904629e-01 -5.37397622e-02 -1.79570236e-02
-1.37298813e-01]
[ -5.48662229e-02 -2.06656931e-01 6.54968867e-02 1.20417261e-01
-1.21024669e-01 -1.34001349e-01 4.57597752e-02 4.27124987e-03
8.96567353e-02 -3.47082868e-01 -2.59992729e-01 -1.65479302e-01
2.12914752e-02]
[ 1.83537937e-02 -2.66517600e-01 6.37613680e-02 -1.97744000e-01
-1.82651811e-01 -2.30637891e-01 -2.43904364e-01 9.57560408e-02
1.11904996e-02 1.74141638e-01 -1.26045496e-01 7.00197922e-02
-4.04510922e-02]
[ 1.82801407e-01 3.18562538e-02 -9.77236147e-02 -2.19739665e-01
-7.40671851e-02 -1.00440381e-01 -1.34892596e-01 1.35825751e-01
-1.51451497e-01 -1.36283860e-01 -2.08301532e-01 -1.00479645e-01
-2.13723756e-02]
[ -1.68654057e-01 -1.90686993e-01 -1.03087014e-01 -1.84945683e-01
-5.91116954e-02 2.70969372e-02 -1.53888033e-01 -9.78780936e-02
-1.14300272e-01 9.19339904e-02 -2.20609777e-01 -1.18941663e-01
-1.74612449e-01]
[ -3.22598141e-02 -2.11765829e-01 -1.53288795e-01 -1.74819461e-01
-4.81467832e-02 4.41490489e-02 -9.16626228e-03 5.54231061e-02
-2.02902648e-01 -1.94284032e-01 -3.52332597e-02 -1.91211295e-01
-9.96052944e-03]
[ 1.20020338e-01 5.68652380e-02 1.35288379e-03 -1.62111810e-01
-3.37672521e-01 8.28274982e-03 -9.10422159e-02 -1.57058533e-01
-2.78796554e-01 1.69316038e-01 -1.42016642e-01 -2.46508858e-01
4.76423441e-02]
[ -5.77213028e-02 -2.70817641e-02 -2.79465376e-01 -3.97999115e-02
4.58421987e-02 1.57231094e-01 -1.87607722e-01 -1.15191961e-01
-1.77372124e-02 6.72658729e-03 8.22493868e-02 2.03605502e-01
5.17414329e-02]
[ 1.26747437e-01 2.41171826e-01 -1.88194422e-01 3.34528838e-01
4.88847418e-03 2.23808482e-03 -7.83847111e-02 -2.29438233e-01
-1.16942095e-01 -2.55854089e-01 2.56806501e-01 2.41734734e-01
-2.55261021e-01]
[ -1.60037462e-02 9.90574706e-02 6.24116738e-02 -3.90248557e-02
-8.67656793e-02 -6.76617090e-02 -1.10226924e-01 -2.08643490e-01
-1.43504700e-01 -1.15633544e-01 8.22339871e-02 3.26984264e-01
-1.96230241e-01]
[ -4.30601719e-02 -1.43556283e-01 -1.56287273e-01 1.90245159e-01
-1.91652381e-01 2.35177464e-01 -2.87290968e-02 -2.12301025e-01
-1.95922709e-01 -4.64231413e-01 5.65103118e-02 4.41231409e-02
-1.47673151e-01]
[ 8.31634154e-02 -3.85531287e-01 -5.01860866e-02 -5.80461596e-02
-1.15006205e-01 2.01463540e-01 1.20840604e-01 1.95510534e-01
-1.21007432e-01 -2.15772085e-02 -1.00751926e-01 1.73516838e-01
-1.06206688e-01]
[ 2.04594754e-01 -2.88592530e-01 -1.23006283e-01 -8.99833862e-02
-2.03318436e-01 1.22648248e-01 3.75472000e-02 -1.54032265e-01
-2.01733593e-02 -1.24370381e-01 -1.25767227e-01 -1.91114140e-01
-5.43326365e-02]
[ -1.37388700e-01 -6.90335455e-02 3.63470993e-02 -2.32801726e-01
-4.37404617e-02 -1.41358517e-01 4.10290234e-02 -4.24886166e-02
-7.58045590e-02 -3.82472482e-02 -2.69760758e-01 -2.92950109e-01
-5.12172355e-02]
[ -1.50408644e-01 -9.23108877e-02 -7.95142730e-02 -1.53442412e-01
-3.06615175e-01 -2.88404063e-01 2.67927728e-02 -3.71395721e-02
-7.61969042e-02 -5.49463033e-02 -5.93615845e-02 -2.44704824e-01
-2.24825266e-01]
[ -1.73013335e-01 -2.12489065e-01 -2.99212697e-01 -2.53558202e-01
-2.57995043e-01 -2.07255931e-01 -3.64298648e-01 1.08514711e-01
-7.64625609e-02 -3.03761905e-01 -2.53008196e-01 -1.47467459e-01
-2.38939438e-01]
[ -1.06687338e-01 1.12049956e-01 2.38979487e-02 -4.63483333e-02
-2.18487431e-01 -1.68302697e-01 -1.03126747e-01 -5.04853480e-02
-9.07520589e-02 -2.55140447e-01 -2.01334623e-01 -2.16353007e-01
-1.98637602e-01]
[ -3.46437180e-01 -1.35282336e-01 -2.69466348e-01 6.45861221e-02
-2.09919084e-01 -2.25658942e-01 -6.74479959e-02 -1.83211878e-01
4.85024293e-02 -1.14932505e-01 3.31890032e-03 -3.57899407e-01
-8.66998762e-02]
[ -1.17527179e-01 -4.72045596e-02 -2.55148244e-01 -4.48751807e-02
-2.25117387e-01 -2.75024416e-01 -3.79983263e-01 -8.75969225e-02
1.99931159e-02 -3.10574577e-01 -3.13371831e-01 -4.40624048e-01
-1.04415747e-01]
[ -2.10317822e-01 -5.48280129e-01 -3.30287881e-01 -4.25353337e-01
-3.44308813e-01 -2.25239168e-01 -9.21666380e-03 -3.43052832e-01
1.08162161e-01 -2.95497936e-01 -2.76793811e-01 -1.30232369e-01
-1.57590636e-01]
[ -2.13213935e-01 -2.93410818e-01 -3.14375134e-01 -1.47603105e-01
-9.04669318e-02 -1.46450851e-01 -1.58581030e-01 -8.69675430e-02
-2.38486183e-01 -5.60663541e-01 -2.41292063e-01 -2.65522433e-02
-1.01865442e-01]
[ -1.20066666e-01 2.06877768e-02 -2.36661877e-01 -3.63981395e-01
-2.36467699e-01 -2.56751793e-01 -6.13002956e-02 -2.45070428e-01
2.32338416e-02 4.44488213e-02 -3.38538953e-01 -1.40105328e-01
-1.75530237e-01]]
Progress: 2.8% ... Training loss: 0.596 ... Validation loss: 1.085[[-0.15971875]
[ 0.27659254]
[-0.04254748]
[ 0.41993544]
[ 0.28824567]
[-0.0493012 ]
[-0.52179874]
[-0.5971388 ]
[-0.48670053]
[-0.63350276]
[ 0.53998184]
[ 1.235675 ]
[-0.71389989]]
[[ -5.35174810e-01 -5.78970598e-01 -5.76546576e-01 -3.47053810e-01
-3.78797703e-01 -5.82915064e-01 -6.89216392e-01 -6.75026488e-01
-7.87334686e-01 -7.54616023e-01 -3.34817641e-01 9.99443527e-02
-8.04675148e-01]
[ 3.78953100e-03 -1.37272496e-01 5.04856274e-02 -1.27842344e-02
-4.15840413e-02 5.88929750e-02 -1.25708642e-01 2.22971465e-01
-1.24350661e-01 -1.69652643e-01 -3.15400658e-02 1.82655340e-02
7.89403368e-02]
[ -2.28118154e-01 2.03023652e-01 -4.15402695e-02 1.87174280e-01
1.86943718e-01 -1.12581491e-01 -2.38276129e-01 -4.18753453e-01
-1.55072636e-01 -4.29528564e-01 2.81492556e-01 8.00037611e-01
-3.00778882e-01]
[ 2.05106522e-01 -3.56686363e-01 -2.37903269e-01 -1.67536888e-01
-4.15077901e-01 -2.38513293e-03 1.70847817e-01 1.78484733e-02
3.22580532e-01 -6.51860453e-03 -3.34420109e-01 -9.14956054e-01
1.60617573e-01]
[ 9.61982024e-02 1.01706791e-01 8.12469304e-02 1.86881555e-01
3.44145550e-02 7.39107969e-02 -2.45009835e-02 3.15650420e-02
1.43127454e-02 7.03853733e-02 2.55786766e-01 2.55209768e-01
1.98705636e-01]
[ -4.71339194e-01 -5.66415316e-01 -6.05786904e-01 -5.42919555e-01
-5.68617869e-01 -5.60151625e-01 -2.57891085e-01 -1.92417400e-01
-3.58140738e-01 -2.63289286e-01 -3.85139416e-01 -4.95469341e-01
-2.21977891e-01]
[ -4.17952126e-01 -5.73990533e-01 -3.24341149e-01 -3.64465872e-01
-4.05832504e-01 -5.56975613e-01 -5.31338089e-01 -5.67488574e-01
-3.64915745e-01 -3.29141825e-01 -4.96520996e-01 -2.29633005e-01
-3.90996949e-01]
[ -3.27548764e-01 -3.49801622e-01 -4.57062584e-01 -2.84306053e-01
-2.97525898e-01 -4.12849491e-01 -3.03725859e-01 -2.55714370e-01
-3.51421314e-01 -4.91583409e-01 -2.77163461e-01 -3.31424345e-01
-3.88493784e-01]
[ -4.61502169e-01 -3.78159497e-01 -3.72035802e-01 -1.77506505e-01
-3.60152315e-01 -2.08448854e-01 -1.70659590e-01 -4.36286499e-01
-3.11078546e-01 -4.60105563e-01 -1.77196327e-01 -1.74015427e-01
-2.83848419e-01]
[ -9.48621106e-01 -9.57658639e-01 -9.65203133e-01 -9.06839226e-01
-1.03144723e+00 -9.74556398e-01 -8.03800795e-01 -8.23690426e-01
-8.73989312e-01 -7.06228416e-01 -9.90163229e-01 -7.29017504e-01
-6.46470229e-01]
[ -4.86340787e-01 -2.78657775e-01 -4.57528395e-01 -3.42075879e-01
-3.70208793e-01 -3.50775409e-01 -5.10967132e-01 -5.48863996e-01
-5.74276665e-01 -1.49805328e-01 -4.35345153e-01 -5.88268617e-01
-4.29052345e-01]
[ -1.21766770e-01 6.53018966e-02 -3.42233082e-01 -2.78226478e-01
-6.04180252e-02 -6.96429373e-02 -2.03714487e-01 -3.19070708e-01
-1.95131643e-01 7.32911460e-02 -1.94095830e-01 -8.41927779e-02
-3.25989402e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55560349e-01 -1.01318376e-01 1.63310471e-01 -2.28560905e-01
-1.21156083e-01 1.15109095e-01 -1.21474954e-01 -7.76293658e-03
-7.23508456e-02 5.43195621e-02 -9.32384070e-02 -1.66646213e-01
7.54609161e-02]
[ -7.85748129e-02 -2.53351368e-01 -1.77673187e-01 -2.75121031e-01
-4.74396162e-01 -8.43122704e-02 -1.45598880e-02 5.09919785e-03
-2.46138105e-02 1.99834337e-02 -1.47024497e-01 -1.42496636e-01
-2.18554579e-01]
[ -6.78469792e-02 -1.00099468e-03 -2.43400471e-01 -2.59746015e-01
1.34983758e-01 -1.61861426e-01 -1.42831000e-01 4.56519347e-02
4.02910499e-02 -1.21773839e-02 -1.91998682e-01 -5.94936945e-02
7.42506881e-02]
[ 2.51998200e-02 -1.50167502e-01 -1.55291582e-01 -2.81406460e-02
-1.11876762e-01 -1.07112517e-01 3.49807801e-02 -2.17485242e-01
-7.28091150e-02 -1.05598935e-01 1.39649556e-03 -1.23996848e-01
-1.88512032e-02]
[ -2.83096640e-01 -1.51695664e-01 -6.92754398e-02 -1.03989188e-01
-3.11182484e-01 -2.71123119e-01 -3.76533510e-01 4.15825444e-02
-3.06842828e-01 -2.27338859e-01 1.52239735e-01 4.32218024e-02
2.53937471e-01]
[ -2.20526908e-01 -1.20163921e-01 -8.12844923e-02 -6.01944798e-02
-6.68940228e-02 -1.14352863e-01 -1.18435710e-01 -2.76378418e-04
-1.63826538e-01 -3.60084271e-02 3.89153831e-02 -4.71743631e-02
-8.43862945e-02]
[ -1.62883067e-01 -1.41171295e-02 -2.29862254e-01 -2.91053167e-01
-9.77250602e-02 -2.00046051e-01 -3.07031612e-01 -1.73942777e-01
1.15471536e-01 -2.56693698e-01 -2.14922280e-01 -2.82104176e-02
-2.62546771e-01]
[ -3.63960218e-01 -1.01594328e-01 -1.38136357e-01 -2.48813219e-01
-8.10007916e-02 -3.09702318e-01 7.60802048e-02 -4.29499891e-02
-1.01755763e-01 1.12605622e-01 -1.17789997e-01 -2.18214646e-01
-1.36909138e-01]
[ -1.70241056e-01 -1.70832533e-01 -4.35469829e-02 -1.57875142e-01
-1.48518528e-01 -2.91770549e-01 -1.37393654e-01 -1.17922580e-01
-3.26258603e-01 1.34922500e-02 1.35424800e-01 2.24017925e-02
-3.09553349e-01]
[ -1.33538553e-01 -1.99384276e-01 -1.08445525e-01 -3.08168352e-01
7.07511068e-02 -1.55869194e-02 -2.15144242e-01 -1.34276570e-01
9.16357853e-02 -9.48078217e-02 -2.24898314e-01 -3.19414221e-01
-3.33691283e-01]
[ -3.90771527e-02 -4.08194584e-02 -1.44917915e-01 -5.36903939e-02
-2.33118971e-01 6.45288824e-02 -6.42518994e-02 -2.30446731e-02
-2.09360191e-01 -4.95097570e-02 -7.65969604e-02 -3.30614626e-01
-1.32109971e-01]
[ -6.81090982e-02 3.05077624e-02 -1.28250666e-01 -2.95258110e-01
1.20295862e-01 2.23388620e-02 -2.22539568e-01 -1.77558530e-01
1.21863052e-01 -6.85811989e-02 -2.47138792e-01 -1.54815955e-01
-2.59693066e-01]
[ 7.28179667e-02 -2.85118814e-01 -8.84054091e-02 -3.49165151e-01
-1.87520914e-01 -8.80876936e-02 -3.51992807e-02 -8.80888568e-03
-7.99288770e-02 1.64413026e-01 -3.74631907e-01 -1.94127783e-01
1.37004548e-01]
[ -2.27646031e-01 -2.20517102e-01 -1.34720464e-01 -1.93514931e-01
-2.68750580e-01 -9.22694465e-02 7.81789290e-02 -7.38250644e-02
1.85985269e-01 -6.92317977e-02 -2.38992992e-01 -3.79181830e-01
2.94308978e-01]
[ -2.26945692e-02 -1.49253470e-01 1.28122282e-02 -1.61918746e-01
-1.21876307e-01 1.67429416e-01 2.63640101e-02 6.98789648e-02
-1.48954010e-01 6.23835634e-02 1.63375654e-02 -3.00814364e-01
2.65406477e-01]
[ -1.00181653e-02 3.00288683e-03 -1.32454546e-01 3.28594733e-02
-1.27511960e-01 -4.60591158e-02 9.53408012e-02 -2.11016973e-02
9.39583436e-02 1.64107178e-01 -2.75128324e-01 -1.46420109e-01
2.61009212e-01]
[ -9.49135567e-02 -2.40029156e-01 4.95720693e-02 -2.40747813e-01
-9.73701582e-02 1.17833694e-01 1.65305040e-01 -4.68245307e-02
-1.93908749e-01 -6.29432921e-03 -3.80396688e-01 -2.17613736e-01
3.70163774e-01]
[ 1.06916127e-01 -3.62220856e-02 3.63285942e-03 -1.87864974e-02
-2.46506304e-02 -1.64302008e-02 4.42005266e-02 1.25061272e-01
2.11101275e-01 5.39781406e-02 -3.58734387e-01 -5.72912546e-02
7.47581968e-02]
[ -1.81571017e-02 -9.52065282e-02 9.54577736e-03 1.08545532e-01
-4.98267858e-02 -2.83261216e-01 -7.76204149e-02 1.48768961e-01
-1.13787780e-01 -5.35281486e-02 -1.18485889e-01 -2.62107524e-01
1.67224813e-02]
[ 8.68876388e-02 1.02751313e-01 3.51139386e-03 4.21397480e-03
-1.03098877e-01 -5.85541485e-02 -1.34464815e-01 -1.44975752e-01
-2.28072480e-01 -1.12716736e-01 -2.24995574e-01 9.81177606e-02
4.33065352e-03]
[ 6.94453836e-02 -1.43337093e-01 1.60159961e-01 -2.33759939e-02
1.67098144e-01 1.07384931e-02 -2.17397096e-01 -1.86813390e-01
8.29863865e-02 -3.57629312e-01 -6.36434705e-02 2.56831402e-01
-6.60975867e-02]
[ 4.09830478e-02 7.88065412e-02 -2.09434033e-01 2.24752680e-02
2.66554125e-02 2.36934946e-04 -1.28001850e-01 -3.00375560e-01
-2.68476801e-01 -1.43365693e-01 -5.39576050e-02 -1.89216827e-02
-1.37586939e-01]
[ -5.50628992e-02 -2.06585866e-01 6.54577225e-02 1.20679906e-01
-1.20856586e-01 -1.34058547e-01 4.52361386e-02 3.48983032e-03
8.91086675e-02 -3.47706629e-01 -2.59929998e-01 -1.64514701e-01
2.05566664e-02]
[ 1.84879307e-02 -2.66685100e-01 6.38073823e-02 -1.98055556e-01
-1.82833061e-01 -2.30592480e-01 -2.43579539e-01 9.62702808e-02
1.15179999e-02 1.74758585e-01 -1.26471031e-01 6.87765331e-02
-3.97946985e-02]
[ 1.82858951e-01 3.14082776e-02 -9.76625114e-02 -2.20378261e-01
-7.46571547e-02 -1.00399246e-01 -1.34716764e-01 1.35979901e-01
-1.51268289e-01 -1.36342232e-01 -2.09412940e-01 -1.03275111e-01
-2.12056906e-02]
[ -1.68637816e-01 -1.90700544e-01 -1.03083650e-01 -1.84967092e-01
-5.91290019e-02 2.71031807e-02 -1.53837352e-01 -9.77855555e-02
-1.14252568e-01 9.20259549e-02 -2.20638982e-01 -1.19024436e-01
-1.74509365e-01]
[ -3.22865086e-02 -2.12375410e-01 -1.53208479e-01 -1.75647248e-01
-4.89119228e-02 4.41902096e-02 -9.13787093e-03 5.55664129e-02
-2.02965726e-01 -1.94606210e-01 -3.65794257e-02 -1.94824364e-01
-9.74450608e-03]
[ 1.20166876e-01 5.62824686e-02 1.44755203e-03 -1.62830363e-01
-3.38185471e-01 8.35535315e-03 -9.05217321e-02 -1.56545779e-01
-2.78442045e-01 1.70052311e-01 -1.43217768e-01 -2.48845012e-01
4.85132522e-02]
[ -5.85470087e-02 -2.49630714e-02 -2.79748266e-01 -3.67963288e-02
4.81120131e-02 1.56820626e-01 -1.89994832e-01 -1.18218004e-01
-2.01650649e-02 3.33333941e-03 8.72034347e-02 2.13295128e-01
4.79759585e-02]
[ 1.24283109e-01 2.45444156e-01 -1.88820330e-01 3.41704842e-01
9.02227017e-03 1.29434086e-03 -8.53016513e-02 -2.36344040e-01
-1.23678603e-01 -2.63089393e-01 2.66429507e-01 2.65971913e-01
-2.64012268e-01]
[ -1.62333529e-02 9.95523633e-02 6.23291151e-02 -3.83803317e-02
-8.63615364e-02 -6.77445182e-02 -1.10857908e-01 -2.09693552e-01
-1.44070060e-01 -1.16620282e-01 8.32258369e-02 3.30679901e-01
-1.97164531e-01]
[ -4.35543651e-02 -1.42966928e-01 -1.56420324e-01 1.92022835e-01
-1.90945590e-01 2.34974187e-01 -3.01867440e-02 -2.14007517e-01
-1.96993966e-01 -4.65679691e-01 5.87913198e-02 5.23556658e-02
-1.50078096e-01]
[ 8.28309273e-02 -3.85191557e-01 -5.02621668e-02 -5.72937632e-02
-1.14542821e-01 2.01315917e-01 1.19741540e-01 1.94621482e-01
-1.22080412e-01 -2.23324279e-02 -9.98699317e-02 1.77566861e-01
-1.07183311e-01]
[ 2.04412669e-01 -2.88514260e-01 -1.23046372e-01 -8.95560102e-02
-2.03142009e-01 1.22597439e-01 3.70957331e-02 -1.54470345e-01
-2.05733659e-02 -1.24843851e-01 -1.25325527e-01 -1.89307247e-01
-5.52347833e-02]
[ -1.37342115e-01 -6.90862648e-02 3.63631361e-02 -2.32898558e-01
-4.37891345e-02 -1.41334290e-01 4.12442112e-02 -4.22080208e-02
-7.56890949e-02 -3.79485919e-02 -2.69902470e-01 -2.93092669e-01
-5.08724372e-02]
[ -1.50139582e-01 -9.27175369e-02 -7.94447716e-02 -1.54022378e-01
-3.06950735e-01 -2.88317890e-01 2.77347771e-02 -3.60575156e-02
-7.51129582e-02 -5.39772029e-02 -6.01493667e-02 -2.47041521e-01
-2.23593497e-01]
[ -1.73161757e-01 -2.12028380e-01 -2.99270651e-01 -2.52525598e-01
-2.57328363e-01 -2.07338617e-01 -3.64780547e-01 1.07716212e-01
-7.66255373e-02 -3.04533422e-01 -2.51186551e-01 -1.44415946e-01
-2.39759183e-01]
[ -1.07336847e-01 1.12691363e-01 2.37952195e-02 -4.52454018e-02
-2.17925112e-01 -1.68576898e-01 -1.04743766e-01 -5.19921105e-02
-9.27606154e-02 -2.56603606e-01 -2.00172830e-01 -2.13886196e-01
-2.00339502e-01]
[ -3.46734963e-01 -1.34862081e-01 -2.69530921e-01 6.54346826e-02
-2.09469877e-01 -2.25783714e-01 -6.79798265e-02 -1.83638796e-01
4.81666916e-02 -1.15651351e-01 4.35125514e-03 -3.55717693e-01
-8.70800121e-02]
[ -1.18806019e-01 -4.59557850e-02 -2.55405125e-01 -4.22547952e-02
-2.24150469e-01 -2.75457003e-01 -3.82866638e-01 -9.12278343e-02
1.74055880e-02 -3.14157583e-01 -3.10481747e-01 -4.32412416e-01
-1.09297179e-01]
[ -2.10952286e-01 -5.47620198e-01 -3.30412676e-01 -4.23428970e-01
-3.43347992e-01 -2.25498814e-01 -1.10921695e-02 -3.44307006e-01
1.06389526e-01 -2.97248042e-01 -2.74282710e-01 -1.21894481e-01
-1.59746815e-01]
[ -2.13402869e-01 -2.93490488e-01 -3.14377902e-01 -1.47205920e-01
-9.04854943e-02 -1.46481307e-01 -1.58666121e-01 -8.66836691e-02
-2.38476908e-01 -5.60844414e-01 -2.41002625e-01 -2.36079201e-02
-1.02074860e-01]
[ -1.20392833e-01 2.12543762e-02 -2.36699902e-01 -3.63459462e-01
-2.35975907e-01 -2.56881229e-01 -6.20870770e-02 -2.46118715e-01
2.23757597e-02 4.35626001e-02 -3.37420669e-01 -1.39906342e-01
-1.76423295e-01]]
Progress: 2.9% ... Training loss: 0.590 ... Validation loss: 1.033[[-0.1569117 ]
[ 0.28017838]
[-0.04092529]
[ 0.42696288]
[ 0.29096384]
[-0.04806057]
[-0.5282861 ]
[-0.60470146]
[-0.48840076]
[-0.64337614]
[ 0.54805554]
[ 1.25906811]
[-0.72526308]]
[[ -5.35799933e-01 -5.78754116e-01 -5.76628093e-01 -3.45469924e-01
-3.78275125e-01 -5.83015557e-01 -6.89309048e-01 -6.74497444e-01
-7.89057008e-01 -7.54208728e-01 -3.33476462e-01 1.03557165e-01
-8.04868998e-01]
[ 3.77394456e-03 -1.36973326e-01 5.04686424e-02 -1.26097204e-02
-4.13888612e-02 5.88671921e-02 -1.25667647e-01 2.22954181e-01
-1.24442157e-01 -1.69618160e-01 -3.11664308e-02 1.93985237e-02
7.91213936e-02]
[ -2.28250549e-01 2.04429709e-01 -4.17360693e-02 1.89831222e-01
1.88462747e-01 -1.12716701e-01 -2.38878826e-01 -4.20173595e-01
-1.55283816e-01 -4.31399196e-01 2.86299046e-01 8.07812387e-01
-3.03451269e-01]
[ 2.04809856e-01 -3.57652009e-01 -2.37791465e-01 -1.69564589e-01
-4.16038800e-01 -2.43003869e-03 1.71338987e-01 1.56963071e-02
3.21851069e-01 -9.73521937e-03 -3.37540679e-01 -9.14947719e-01
1.59026882e-01]
[ 9.63632661e-02 1.02589068e-01 8.12341120e-02 1.89160010e-01
3.56163691e-02 7.40061041e-02 -2.38641901e-02 3.54481336e-02
1.46588223e-02 7.48431203e-02 2.57898184e-01 2.49172769e-01
2.02406497e-01]
[ -4.71599374e-01 -5.66705098e-01 -6.05745654e-01 -5.43279682e-01
-5.68781662e-01 -5.60173393e-01 -2.58038068e-01 -1.92228512e-01
-3.58792798e-01 -2.62075427e-01 -3.86155535e-01 -4.99405689e-01
-2.20437993e-01]
[ -4.18513290e-01 -5.72782857e-01 -3.24529799e-01 -3.61359581e-01
-4.04164511e-01 -5.57126768e-01 -5.31867091e-01 -5.67350773e-01
-3.65874503e-01 -3.29282649e-01 -4.92719664e-01 -2.16654618e-01
-3.91974759e-01]
[ -3.26818640e-01 -3.50200340e-01 -4.56959734e-01 -2.85291517e-01
-2.98296621e-01 -4.12699251e-01 -3.00606995e-01 -2.52513364e-01
-3.49005732e-01 -4.88330676e-01 -2.77643938e-01 -3.38316674e-01
-3.84310413e-01]
[ -4.61602560e-01 -3.78113063e-01 -3.72038733e-01 -1.77572716e-01
-3.60243693e-01 -2.08462560e-01 -1.70759220e-01 -4.36509698e-01
-3.11184413e-01 -4.60290781e-01 -1.77422045e-01 -1.75109557e-01
-2.84089273e-01]
[ -9.48164444e-01 -9.56906986e-01 -9.65257209e-01 -9.05174120e-01
-1.03048558e+00 -9.74516575e-01 -8.01232239e-01 -8.19553223e-01
-8.70957904e-01 -7.01936531e-01 -9.87314658e-01 -7.25464581e-01
-6.41380904e-01]
[ -4.86595204e-01 -2.79027233e-01 -4.57473995e-01 -3.42355579e-01
-3.70723796e-01 -3.50765152e-01 -5.10136564e-01 -5.48079765e-01
-5.75270611e-01 -1.48465744e-01 -4.36458665e-01 -5.91368313e-01
-4.28235230e-01]
[ -1.22160624e-01 6.54853111e-02 -3.42280885e-01 -2.77917393e-01
-6.02225739e-02 -6.97294056e-02 -2.04770364e-01 -3.20687644e-01
-1.96470206e-01 7.18002262e-02 -1.93751872e-01 -8.35904253e-02
-3.27391237e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55329723e-01 -1.01896291e-01 1.63385795e-01 -2.29583270e-01
-1.21654860e-01 1.15199514e-01 -1.20703076e-01 -6.42163477e-03
-7.16721559e-02 5.59894711e-02 -9.45918235e-02 -1.70109762e-01
7.75179798e-02]
[ -7.91403689e-02 -2.52847288e-01 -1.77743537e-01 -2.74269019e-01
-4.73872465e-01 -8.44447604e-02 -1.59810245e-02 3.30900465e-03
-2.63904696e-02 1.85884892e-02 -1.46270993e-01 -1.40806703e-01
-2.20174628e-01]
[ -6.78249164e-02 -1.52851701e-03 -2.43320922e-01 -2.59931028e-01
1.34570895e-01 -1.61825092e-01 -1.42263657e-01 4.69402470e-02
4.04344168e-02 -1.05057823e-02 -1.92796054e-01 -6.03867163e-02
7.56864403e-02]
[ 2.50790784e-02 -1.49822918e-01 -1.55344692e-01 -2.75857047e-02
-1.11425408e-01 -1.07150158e-01 3.52843504e-02 -2.17129760e-01
-7.25975992e-02 -1.05457709e-01 2.28386759e-03 -1.19781413e-01
-1.84757483e-02]
[ -2.83139944e-01 -1.51358221e-01 -6.93139978e-02 -1.03338376e-01
-3.10808242e-01 -2.71150412e-01 -3.76579708e-01 4.15512056e-02
-3.06759809e-01 -2.27367256e-01 1.53238917e-01 4.58593359e-02
2.53587396e-01]
[ -2.20657804e-01 -1.19963743e-01 -8.13475886e-02 -5.93317519e-02
-6.67621664e-02 -1.14356858e-01 -1.18280748e-01 3.05838838e-05
-1.64084283e-01 -3.61650767e-02 3.99336377e-02 -4.91298703e-02
-8.44147413e-02]
[ -1.63068413e-01 -1.37202572e-02 -2.29921305e-01 -2.90174453e-01
-9.72401471e-02 -2.00139676e-01 -3.07375329e-01 -1.73998427e-01
1.15119860e-01 -2.56805217e-01 -2.13403170e-01 -2.97353068e-02
-2.63022428e-01]
[ -3.64140423e-01 -1.00930548e-01 -1.38203985e-01 -2.47855590e-01
-8.03832712e-02 -3.09776159e-01 7.51850621e-02 -4.35671540e-02
-1.02323305e-01 1.12077745e-01 -1.16515066e-01 -2.13811341e-01
-1.37544460e-01]
[ -1.69148621e-01 -1.72072260e-01 -4.33400312e-02 -1.60340164e-01
-1.49926944e-01 -2.91476157e-01 -1.33168314e-01 -1.14322769e-01
-3.22854269e-01 1.75005033e-02 1.32620653e-01 1.75685885e-02
-3.04469456e-01]
[ -1.33682000e-01 -1.99146561e-01 -1.08477719e-01 -3.07878225e-01
7.09382508e-02 -1.56329672e-02 -2.15599596e-01 -1.34697670e-01
9.12003133e-02 -9.54682741e-02 -2.24529805e-01 -3.18858260e-01
-3.34331299e-01]
[ -3.92832821e-02 -4.06511641e-02 -1.44941936e-01 -5.33903866e-02
-2.33048520e-01 6.44826356e-02 -6.49154442e-02 -2.38178434e-02
-2.10018838e-01 -5.02123292e-02 -7.65110819e-02 -3.30751797e-01
-1.33104136e-01]
[ -6.80702065e-02 3.05655893e-02 -1.28251963e-01 -2.95238190e-01
1.20416841e-01 2.23425062e-02 -2.22394320e-01 -1.77457286e-01
1.22088768e-01 -6.83492275e-02 -2.47011580e-01 -1.54455199e-01
-2.59396894e-01]
[ 7.29985996e-02 -2.85292195e-01 -8.83739373e-02 -3.49475157e-01
-1.87742934e-01 -8.80468367e-02 -3.45566160e-02 -8.20238180e-03
-7.93812360e-02 1.65145285e-01 -3.75064995e-01 -1.95300024e-01
1.37730581e-01]
[ -2.27081406e-01 -2.21779488e-01 -1.34552501e-01 -1.95734910e-01
-2.70022041e-01 -9.20868604e-02 8.05199350e-02 -7.11352554e-02
1.88483285e-01 -6.62798815e-02 -2.41730748e-01 -3.87523257e-01
2.98607697e-01]
[ -2.24820970e-02 -1.49526057e-01 1.28594389e-02 -1.62452437e-01
-1.22138391e-01 1.67494708e-01 2.71316611e-02 7.07604419e-02
-1.48223752e-01 6.33695982e-02 1.56292431e-02 -3.01611121e-01
2.66633296e-01]
[ -9.18739923e-03 1.68337164e-03 -1.32271996e-01 3.06079838e-02
-1.28777140e-01 -4.58141251e-02 9.85223941e-02 -1.74693995e-02
9.69922853e-02 1.68478598e-01 -2.77580118e-01 -1.52598937e-01
2.66274527e-01]
[ -9.41345458e-02 -2.41050579e-01 4.97385093e-02 -2.42757761e-01
-9.87599475e-02 1.18067347e-01 1.68540297e-01 -4.40684152e-02
-1.91669088e-01 -3.69209286e-03 -3.82592874e-01 -2.24092678e-01
3.74114624e-01]
[ 1.07349573e-01 -3.68670916e-02 3.71949189e-03 -1.99024113e-02
-2.53643216e-02 -1.63267011e-02 4.56017442e-02 1.26878221e-01
2.12783242e-01 5.56093729e-02 -3.59765268e-01 -6.20054993e-02
7.67042178e-02]
[ -1.77899436e-02 -9.57676307e-02 9.63315364e-03 1.07453028e-01
-5.04395162e-02 -2.83186252e-01 -7.64278274e-02 1.50165093e-01
-1.12615490e-01 -5.20033943e-02 -1.19578343e-01 -2.65812988e-01
1.84439097e-02]
[ 8.63066712e-02 1.03033594e-01 3.44329529e-03 5.23691212e-03
-1.02808759e-01 -5.86774748e-02 -1.36053627e-01 -1.46786947e-01
-2.29556509e-01 -1.14556338e-01 -2.24444923e-01 9.79757752e-02
1.63757375e-03]
[ 6.79493152e-02 -1.41106760e-01 1.59767141e-01 -1.89214943e-02
1.69847259e-01 1.03442169e-02 -2.21239760e-01 -1.91457868e-01
7.81703562e-02 -3.62594951e-01 -5.87042940e-02 2.72506931e-01
-7.20338172e-02]
[ 4.08804046e-02 7.90269263e-02 -2.09459773e-01 2.29161665e-02
2.69593372e-02 2.07332693e-04 -1.28440557e-01 -3.00671161e-01
-2.68789352e-01 -1.43753140e-01 -5.33752229e-02 -1.63878529e-02
-1.38096473e-01]
[ -5.52052577e-02 -2.06307187e-01 6.54105795e-02 1.21219714e-01
-1.20514838e-01 -1.34100739e-01 4.47095282e-02 2.76866433e-03
8.86756192e-02 -3.48226580e-01 -2.59264375e-01 -1.61859649e-01
1.99965644e-02]
[ 1.85098139e-02 -2.67110745e-01 6.38411445e-02 -1.98671189e-01
-1.83319945e-01 -2.30575744e-01 -2.43461811e-01 9.64974288e-02
1.16174616e-02 1.74639155e-01 -1.27500586e-01 6.68192424e-02
-3.98075072e-02]
[ 1.82770332e-01 3.15727718e-02 -9.76838563e-02 -2.20210000e-01
-7.44740167e-02 -1.00425781e-01 -1.35014678e-01 1.35617727e-01
-1.51569340e-01 -1.36730899e-01 -2.09163014e-01 -1.02593096e-01
-2.15851137e-02]
[ -1.68485274e-01 -1.91317493e-01 -1.02999065e-01 -1.85959208e-01
-5.97989663e-02 2.71726181e-02 -1.53379881e-01 -9.71510386e-02
-1.13856921e-01 9.29410397e-02 -2.21943553e-01 -1.21525515e-01
-1.73795895e-01]
[ -3.23422737e-02 -2.12236430e-01 -1.53222231e-01 -1.75518008e-01
-4.87306803e-02 4.41667548e-02 -9.30297860e-03 5.53382119e-02
-2.03127788e-01 -1.94805215e-01 -3.64481574e-02 -1.94656819e-01
-9.95221201e-03]
[ 1.19991081e-01 5.65799925e-02 1.40772074e-03 -1.62355351e-01
-3.37928160e-01 8.30170034e-03 -9.10488002e-02 -1.57007658e-01
-2.78947320e-01 1.69383557e-01 -1.42609307e-01 -2.46715299e-01
4.77171423e-02]
[ -5.87619861e-02 -2.46807970e-02 -2.79778908e-01 -3.62932718e-02
4.84708522e-02 1.56758333e-01 -1.90621570e-01 -1.18825718e-01
-2.08128507e-02 2.59943571e-03 8.79321015e-02 2.14941520e-01
4.71462801e-02]
[ 1.23827263e-01 2.46996583e-01 -1.88994212e-01 3.44364120e-01
1.04667972e-02 1.15363970e-03 -8.65653702e-02 -2.37987498e-01
-1.24869395e-01 -2.64957392e-01 2.69931389e-01 2.69846575e-01
-2.66546815e-01]
[ -1.64660649e-02 1.00328236e-01 6.22388795e-02 -3.73493624e-02
-8.56401263e-02 -6.78263086e-02 -1.11708388e-01 -2.10528575e-01
-1.44997702e-01 -1.17516575e-01 8.46951644e-02 3.32061607e-01
-1.98383603e-01]
[ -4.39884304e-02 -1.41954991e-01 -1.56538591e-01 1.94025629e-01
-1.89747372e-01 2.34811052e-01 -3.20154017e-02 -2.15591052e-01
-1.98576378e-01 -4.66900808e-01 6.13843414e-02 6.11950459e-02
-1.51997362e-01]
[ 8.27448145e-02 -3.85072772e-01 -5.02835913e-02 -5.70300092e-02
-1.14385489e-01 2.01289252e-01 1.19443332e-01 1.94195523e-01
-1.22320578e-01 -2.27180115e-02 -9.95198360e-02 1.79001895e-01
-1.07601522e-01]
[ 2.04311014e-01 -2.88119200e-01 -1.23075898e-01 -8.90247930e-02
-2.02810837e-01 1.22570467e-01 3.69714139e-02 -1.54248148e-01
-2.09506464e-02 -1.24418249e-01 -1.24906205e-01 -1.87942726e-01
-5.51115143e-02]
[ -1.37170107e-01 -6.94411664e-02 3.64201594e-02 -2.33388647e-01
-4.42135295e-02 -1.41278394e-01 4.18261955e-02 -4.13703690e-02
-7.52178668e-02 -3.70428362e-02 -2.70499633e-01 -2.94981709e-01
-4.98264014e-02]
[ -1.49878150e-01 -9.32480629e-02 -7.93645584e-02 -1.54918245e-01
-3.07508531e-01 -2.88247596e-01 2.85378722e-02 -3.48334340e-02
-7.43040449e-02 -5.26895599e-02 -6.12783837e-02 -2.50494021e-01
-2.22091082e-01]
[ -1.72603687e-01 -2.12656030e-01 -2.99169533e-01 -2.53507053e-01
-2.57936113e-01 -2.07194777e-01 -3.63100297e-01 1.10373033e-01
-7.46630283e-02 -3.02008589e-01 -2.52338214e-01 -1.48407665e-01
-2.36875021e-01]
[ -1.08133952e-01 1.14474754e-01 2.35418389e-02 -4.20424242e-02
-2.15954443e-01 -1.68797243e-01 -1.06840050e-01 -5.40655256e-02
-9.49006353e-02 -2.58272348e-01 -1.96541771e-01 -2.01856979e-01
-2.02910184e-01]
[ -3.46659217e-01 -1.35093476e-01 -2.69508081e-01 6.53149587e-02
-2.09534683e-01 -2.25753669e-01 -6.71157826e-02 -1.82717879e-01
4.85346144e-02 -1.14625076e-01 3.96005692e-03 -3.56042630e-01
-8.59635270e-02]
[ -1.19487586e-01 -4.55124532e-02 -2.55466763e-01 -4.18010071e-02
-2.23845138e-01 -2.75601164e-01 -3.84206091e-01 -9.30638270e-02
1.59290413e-02 -3.15863110e-01 -3.09908761e-01 -4.34795433e-01
-1.10313508e-01]
[ -2.11092854e-01 -5.46420760e-01 -3.30513372e-01 -4.21386002e-01
-3.41915567e-01 -2.25586385e-01 -1.12061869e-02 -3.44079345e-01
1.05900671e-01 -2.96825124e-01 -2.71231593e-01 -1.16372589e-01
-1.60029767e-01]
[ -2.13001291e-01 -2.94566956e-01 -3.14221670e-01 -1.48988015e-01
-9.19880292e-02 -1.46328445e-01 -1.56761729e-01 -8.46742880e-02
-2.37361838e-01 -5.59058248e-01 -2.43222908e-01 -2.84460104e-02
-9.97317717e-02]
[ -1.20000595e-01 2.03293396e-02 -2.36611858e-01 -3.64581432e-01
-2.36867140e-01 -2.56792289e-01 -6.06427604e-02 -2.44719591e-01
2.37345780e-02 4.53172275e-02 -3.38833668e-01 -1.44864111e-01
-1.74392464e-01]]
Progress: 2.9% ... Training loss: 0.588 ... Validation loss: 1.025[[-0.15826838]
[ 0.26956396]
[-0.04624357]
[ 0.418157 ]
[ 0.28054963]
[-0.04835005]
[-0.53556898]
[-0.61375711]
[-0.49550336]
[-0.65256117]
[ 0.53543399]
[ 1.22524353]
[-0.7373897 ]]
[[ -5.34578728e-01 -5.81745755e-01 -5.76227132e-01 -3.50466723e-01
-3.81579384e-01 -5.82674299e-01 -6.84541541e-01 -6.68277589e-01
-7.84276503e-01 -7.46921646e-01 -3.40374046e-01 8.13623035e-02
-7.95865953e-01]
[ 3.79302334e-03 -1.36989568e-01 5.04912266e-02 -1.26379475e-02
-4.14252596e-02 5.88832157e-02 -1.25464042e-01 2.23428555e-01
-1.24429360e-01 -1.69258342e-01 -3.11961086e-02 1.88639212e-02
7.97480703e-02]
[ -2.26797442e-01 2.00177315e-01 -4.13801778e-02 1.84554695e-01
1.84798169e-01 -1.12311682e-01 -2.32909443e-01 -4.14980570e-01
-1.49035714e-01 -4.25386046e-01 2.78942771e-01 7.88222515e-01
-2.96153498e-01]
[ 2.03542975e-01 -3.54970767e-01 -2.38212959e-01 -1.65185100e-01
-4.12816216e-01 -2.82503346e-03 1.67353843e-01 9.40247286e-03
3.18573743e-01 -1.70240656e-02 -3.30559863e-01 -8.93528388e-01
1.50480764e-01]
[ 9.66922201e-02 1.01693130e-01 8.12930037e-02 1.88122404e-01
3.53276070e-02 7.41159091e-02 -2.39356515e-02 3.62552004e-02
1.40142442e-02 7.67387542e-02 2.55486283e-01 2.50716063e-01
2.04342440e-01]
[ -4.71246195e-01 -5.67701521e-01 -6.05614602e-01 -5.44834658e-01
-5.69795944e-01 -5.60056788e-01 -2.56709315e-01 -1.89448877e-01
-3.57591565e-01 -2.59466528e-01 -3.88757249e-01 -5.08006401e-01
-2.17255393e-01]
[ -4.18565747e-01 -5.73292360e-01 -3.24449212e-01 -3.62485351e-01
-4.05067717e-01 -5.57101068e-01 -5.30454826e-01 -5.66170577e-01
-3.65428181e-01 -3.27510437e-01 -4.94797763e-01 -2.25767030e-01
-3.89516040e-01]
[ -3.25919144e-01 -3.53254445e-01 -4.56689709e-01 -2.89205557e-01
-3.01077571e-01 -4.12415851e-01 -2.96659174e-01 -2.48695591e-01
-3.44518508e-01 -4.84155014e-01 -2.82598150e-01 -3.52827284e-01
-3.78890752e-01]
[ -4.62348083e-01 -3.76064612e-01 -3.72284232e-01 -1.74538969e-01
-3.58222638e-01 -2.08782288e-01 -1.73641095e-01 -4.39510522e-01
-3.13937295e-01 -4.63209628e-01 -1.73480484e-01 -1.63072787e-01
-2.87733946e-01]
[ -9.47652519e-01 -9.58542934e-01 -9.65053183e-01 -9.07440884e-01
-1.03244064e+00 -9.74389988e-01 -7.97809811e-01 -8.15830193e-01
-8.67793409e-01 -6.97264662e-01 -9.91477913e-01 -7.40824026e-01
-6.34472399e-01]
[ -4.86349915e-01 -2.80318717e-01 -4.57377737e-01 -3.44283725e-01
-3.71832059e-01 -3.50692040e-01 -5.08788727e-01 -5.45906308e-01
-5.74242027e-01 -1.46435898e-01 -4.38687182e-01 -5.97843315e-01
-4.26488581e-01]
[ -1.22463145e-01 6.59011644e-02 -3.42345007e-01 -2.77283523e-01
-5.98366341e-02 -6.98231264e-02 -2.05733665e-01 -3.21807352e-01
-1.97281389e-01 7.07364384e-02 -1.93052564e-01 -8.19429422e-02
-3.28630083e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55456791e-01 -1.01863953e-01 1.63401358e-01 -2.29559139e-01
-1.21690359e-01 1.15175005e-01 -1.21036534e-01 -6.41167818e-03
-7.20220654e-02 5.58394232e-02 -9.46432276e-02 -1.71180656e-01
7.77644199e-02]
[ -7.88072844e-02 -2.53481814e-01 -1.77670394e-01 -2.75289646e-01
-4.74418455e-01 -8.43511527e-02 -1.49095505e-02 5.18355833e-03
-2.54501014e-02 2.02789539e-02 -1.47796847e-01 -1.45298373e-01
-2.18715964e-01]
[ -6.77502245e-02 -1.78565333e-03 -2.43304371e-01 -2.60315832e-01
1.34311471e-01 -1.61795459e-01 -1.41868588e-01 4.74868477e-02
4.08294202e-02 -9.81421202e-03 -1.93630009e-01 -6.25785974e-02
7.67405427e-02]
[ 2.53028859e-02 -1.50656114e-01 -1.55215502e-01 -2.93668076e-02
-1.12611236e-01 -1.07056088e-01 3.66919372e-02 -2.15793248e-01
-7.18502462e-02 -1.03704535e-01 4.96828689e-05 -1.28900537e-01
-1.61611904e-02]
[ -2.82787313e-01 -1.52088858e-01 -6.91991275e-02 -1.04724097e-01
-3.11593827e-01 -2.71053092e-01 -3.75408915e-01 4.33107297e-02
-3.05533176e-01 -2.25392948e-01 1.51485689e-01 4.07200522e-02
2.56662172e-01]
[ -2.21062633e-01 -1.19541504e-01 -8.14337165e-02 -5.81712098e-02
-6.63329067e-02 -1.14451740e-01 -1.18629104e-01 -6.25393456e-04
-1.64827120e-01 -3.70701145e-02 4.06183598e-02 -4.77282306e-02
-8.61733273e-02]
[ -1.62570675e-01 -1.51848386e-02 -2.29797035e-01 -2.92161579e-01
-9.85725515e-02 -1.99998636e-01 -3.05616403e-01 -1.72358780e-01
1.17333425e-01 -2.55158604e-01 -2.16047131e-01 -3.89687540e-02
-2.60705181e-01]
[ -3.63652101e-01 -1.02347905e-01 -1.38058471e-01 -2.50014673e-01
-8.17905627e-02 -3.09612027e-01 7.74982955e-02 -4.12721852e-02
-9.99517011e-02 1.14638616e-01 -1.18985927e-01 -2.20235673e-01
-1.34324570e-01]
[ -1.69270973e-01 -1.71917517e-01 -4.33681893e-02 -1.59685234e-01
-1.49645711e-01 -2.91521596e-01 -1.33474548e-01 -1.14939006e-01
-3.23124553e-01 1.73319155e-02 1.33508171e-01 2.12308443e-02
-3.04803766e-01]
[ -1.34347255e-01 -1.97459697e-01 -1.08693520e-01 -3.05472986e-01
7.27322476e-02 -1.59009107e-02 -2.18021266e-01 -1.37216836e-01
8.86144242e-02 -9.83250724e-02 -2.21270343e-01 -3.09058870e-01
-3.37654165e-01]
[ -3.95735699e-02 -3.99021355e-02 -1.45019050e-01 -5.22884390e-02
-2.32509992e-01 6.43785614e-02 -6.61092069e-02 -2.49625111e-02
-2.10864580e-01 -5.13932956e-02 -7.52382353e-02 -3.27656190e-01
-1.34374672e-01]
[ -6.79759950e-02 3.03462299e-02 -1.28227700e-01 -2.95427556e-01
1.20248462e-01 2.23655312e-02 -2.22100957e-01 -1.77206221e-01
1.22370799e-01 -6.77668636e-02 -2.47295144e-01 -1.54930424e-01
-2.58979967e-01]
[ 7.32190498e-02 -2.85551104e-01 -8.83269944e-02 -3.50044163e-01
-1.88107784e-01 -8.79887023e-02 -3.38267251e-02 -7.41046984e-03
-7.86776982e-02 1.66295156e-01 -3.75649438e-01 -1.97354794e-01
1.38867585e-01]
[ -2.26409550e-01 -2.23384484e-01 -1.34334830e-01 -1.98514697e-01
-2.71929687e-01 -9.18590115e-02 8.39357115e-02 -6.77255604e-02
1.91896830e-01 -6.23138906e-02 -2.45230656e-01 -3.99412595e-01
3.04224398e-01]
[ -2.22325423e-02 -1.49964116e-01 1.29185047e-02 -1.63193754e-01
-1.22610509e-01 1.67570713e-01 2.81312028e-02 7.20445738e-02
-1.47208525e-01 6.45426836e-02 1.46081673e-02 -3.04606212e-01
2.68312326e-01]
[ -8.67747620e-03 6.53349880e-04 -1.32165549e-01 2.90770756e-02
-1.29606334e-01 -4.56845986e-02 1.00550116e-01 -1.56444016e-02
9.92309795e-02 1.70860214e-01 -2.79063062e-01 -1.57948111e-01
2.69485818e-01]
[ -9.40635518e-02 -2.41180746e-01 4.97763464e-02 -2.42989998e-01
-9.89001894e-02 1.18102211e-01 1.68899097e-01 -4.33820456e-02
-1.91527258e-01 -3.12334877e-03 -3.82922952e-01 -2.25335417e-01
3.75002034e-01]
[ 1.07566994e-01 -3.72369850e-02 3.76638386e-03 -2.05497447e-02
-2.57364258e-02 -1.62783878e-02 4.62861211e-02 1.27748526e-01
2.13580691e-01 5.65796196e-02 -3.60328191e-01 -6.40901338e-02
7.78409386e-02]
[ -1.75353429e-02 -9.61485752e-02 9.68309200e-03 1.06830733e-01
-5.07849366e-02 -2.83119179e-01 -7.55271191e-02 1.51140751e-01
-1.11785039e-01 -5.08459126e-02 -1.20235504e-01 -2.66719249e-01
1.96390612e-02]
[ 8.57849741e-02 1.04151443e-01 3.30233866e-03 7.10020789e-03
-1.01803467e-01 -5.88168746e-02 -1.37594356e-01 -1.48628761e-01
-2.31171899e-01 -1.16478002e-01 -2.22678600e-01 1.04869878e-01
-8.61965105e-04]
[ 6.73658449e-02 -1.40203322e-01 1.59619146e-01 -1.71999735e-02
1.70906363e-01 1.02048588e-02 -2.22541215e-01 -1.93065565e-01
7.62273843e-02 -3.64491748e-01 -5.70082746e-02 2.77516879e-01
-7.47661154e-02]
[ 4.07579184e-02 7.91391868e-02 -2.09478709e-01 2.31268657e-02
2.71054334e-02 1.76250547e-04 -1.28985057e-01 -3.01213268e-01
-2.69193353e-01 -1.44395803e-01 -5.30611758e-02 -1.54656294e-02
-1.38946820e-01]
[ -5.49647294e-02 -2.06661465e-01 6.54749866e-02 1.20403747e-01
-1.20949787e-01 -1.34034148e-01 4.57210695e-02 3.81196413e-03
8.95272447e-02 -3.47319566e-01 -2.60041261e-01 -1.64229632e-01
2.14366770e-02]
[ 1.84353522e-02 -2.67196422e-01 6.38340716e-02 -1.98734716e-01
-1.83396342e-01 -2.30594335e-01 -2.43754203e-01 9.60861583e-02
1.13629882e-02 1.74171116e-01 -1.27634330e-01 6.62696724e-02
-4.02420938e-02]
[ 1.82748249e-01 3.16004671e-02 -9.76867325e-02 -2.20171839e-01
-7.44543940e-02 -1.00431914e-01 -1.35085019e-01 1.35540424e-01
-1.51638459e-01 -1.36805281e-01 -2.09131870e-01 -1.02571308e-01
-2.16731787e-02]
[ -1.68430775e-01 -1.91542849e-01 -1.02977300e-01 -1.86299196e-01
-6.00176422e-02 2.71929945e-02 -1.53173328e-01 -9.68680137e-02
-1.13632421e-01 9.32603210e-02 -2.22405429e-01 -1.22702695e-01
-1.73400527e-01]
[ -3.23332659e-02 -2.12466372e-01 -1.53201418e-01 -1.75913925e-01
-4.90292132e-02 4.41712276e-02 -9.30233561e-03 5.55957175e-02
-2.03190075e-01 -1.94752152e-01 -3.71908766e-02 -1.97224794e-01
-9.78886536e-03]
[ 1.20043539e-01 5.59603722e-02 1.45904035e-03 -1.63253984e-01
-3.38505430e-01 8.33616241e-03 -9.09633896e-02 -1.56641641e-01
-2.78907145e-01 1.69723520e-01 -1.44401584e-01 -2.51126074e-01
4.85738796e-02]
[ -5.87931720e-02 -2.46113633e-02 -2.79779331e-01 -3.62168704e-02
4.85947448e-02 1.56736808e-01 -1.90810954e-01 -1.18947968e-01
-2.09625489e-02 2.68795767e-03 8.79035431e-02 2.16268173e-01
4.73369163e-02]
[ 1.23590789e-01 2.47686162e-01 -1.89064355e-01 3.45411056e-01
1.09640753e-02 1.06379203e-03 -8.75049499e-02 -2.38926749e-01
-1.25477941e-01 -2.65859916e-01 2.71179215e-01 2.73232944e-01
-2.67584070e-01]
[ -1.72663937e-02 1.02347722e-01 6.19742017e-02 -3.44051835e-02
-8.36085766e-02 -6.81157450e-02 -1.14469446e-01 -2.13709260e-01
-1.47836253e-01 -1.21298666e-01 8.88841285e-02 3.42068349e-01
-2.02526778e-01]
[ -4.44321921e-02 -1.41326870e-01 -1.56628508e-01 1.95537649e-01
-1.89081053e-01 2.34666411e-01 -3.35473870e-02 -2.17249262e-01
-1.99935882e-01 -4.68256970e-01 6.31707655e-02 6.66078307e-02
-1.54071267e-01]
[ 8.25693641e-02 -3.84896331e-01 -5.03204355e-02 -5.64340820e-02
-1.14122446e-01 2.01244228e-01 1.18908647e-01 1.93724841e-01
-1.22875228e-01 -2.32697102e-02 -9.88840683e-02 1.81080014e-01
-1.08478702e-01]
[ 2.04485800e-01 -2.88495052e-01 -1.23041627e-01 -8.95434139e-02
-2.03137018e-01 1.22622665e-01 3.75085548e-02 -1.53730903e-01
-2.03274280e-02 -1.23880928e-01 -1.25623826e-01 -1.90268070e-01
-5.43514127e-02]
[ -1.36984754e-01 -7.01162192e-02 3.65043011e-02 -2.34406597e-01
-4.50537643e-02 -1.41223610e-01 4.24680559e-02 -4.06495072e-02
-7.46535712e-02 -3.61180444e-02 -2.71844285e-01 -3.00811621e-01
-4.87873414e-02]
[ -1.49323489e-01 -9.47251803e-02 -7.91900645e-02 -1.57314939e-01
-3.08794296e-01 -2.88091231e-01 3.04509784e-02 -3.22364099e-02
-7.25075057e-02 -4.99926029e-02 -6.45004969e-02 -2.59986968e-01
-2.19647097e-01]
[ -1.72234580e-01 -2.13515040e-01 -2.99057264e-01 -2.54843198e-01
-2.58869165e-01 -2.07058717e-01 -3.61685521e-01 1.12947803e-01
-7.34788461e-02 -2.99924573e-01 -2.54264089e-01 -1.55035314e-01
-2.34414814e-01]
[ -1.08778994e-01 1.15786172e-01 2.33909009e-02 -4.02178657e-02
-2.14885917e-01 -1.69007638e-01 -1.08983199e-01 -5.62094353e-02
-9.66479273e-02 -2.60605003e-01 -1.94466658e-01 -1.97277327e-01
-2.05192008e-01]
[ -3.46280916e-01 -1.35801727e-01 -2.69407908e-01 6.37128488e-02
-2.10387797e-01 -2.25639745e-01 -6.55170663e-02 -1.81251287e-01
5.01066204e-02 -1.12621210e-01 2.06651388e-03 -3.62134417e-01
-8.33587626e-02]
[ -1.19801742e-01 -4.56896817e-02 -2.55523702e-01 -4.12354688e-02
-2.23737332e-01 -2.75679632e-01 -3.84352374e-01 -9.31014382e-02
1.49959717e-02 -3.15695957e-01 -3.10180052e-01 -4.33113404e-01
-1.11341839e-01]
[ -2.11200827e-01 -5.46592518e-01 -3.30500565e-01 -4.21514256e-01
-3.42095083e-01 -2.25618180e-01 -1.13718188e-02 -3.44028987e-01
1.05925417e-01 -2.96659028e-01 -2.71695411e-01 -1.17062517e-01
-1.58945483e-01]
[ -2.12892774e-01 -2.94665936e-01 -3.14179590e-01 -1.49460707e-01
-9.22188034e-02 -1.46329016e-01 -1.56149978e-01 -8.42269760e-02
-2.36890834e-01 -5.58714187e-01 -2.43462461e-01 -3.07550497e-02
-9.88669018e-02]
[ -1.19334654e-01 1.85215703e-02 -2.36435145e-01 -3.66993368e-01
-2.38524401e-01 -2.56615065e-01 -5.80059759e-02 -2.42300322e-01
2.65448973e-02 4.85226170e-02 -3.41807165e-01 -1.55594352e-01
-1.70680127e-01]]
Progress: 3.0% ... Training loss: 0.584 ... Validation loss: 1.044[[-0.15302209]
[ 0.27139336]
[-0.04731832]
[ 0.42436585]
[ 0.27963901]
[-0.0462038 ]
[-0.54077922]
[-0.6199676 ]
[-0.49485367]
[-0.65656881]
[ 0.54150504]
[ 1.23176376]
[-0.7431737 ]]
[[ -5.34875031e-01 -5.80282536e-01 -5.76291525e-01 -3.47664975e-01
-3.80689274e-01 -5.82744084e-01 -6.83852017e-01 -6.66669983e-01
-7.84380620e-01 -7.45365876e-01 -3.36512588e-01 9.46813651e-02
-7.94166020e-01]
[ 3.89625219e-03 -1.37099947e-01 5.05174373e-02 -1.28988911e-02
-4.15474383e-02 5.89090967e-02 -1.25042689e-01 2.23854404e-01
-1.24169243e-01 -1.69005994e-01 -3.14594043e-02 1.80518517e-02
8.02653490e-02]
[ -2.27020896e-01 1.98036422e-01 -4.13040625e-02 1.83163102e-01
1.82697678e-01 -1.12281181e-01 -2.32909704e-01 -4.15481501e-01
-1.49126929e-01 -4.26844323e-01 2.76007543e-01 7.90417204e-01
-2.96239325e-01]
[ 2.02828917e-01 -3.51623005e-01 -2.38580299e-01 -1.61345330e-01
-4.09210695e-01 -3.05926231e-03 1.64949327e-01 4.69198025e-03
3.16288666e-01 -1.99193038e-02 -3.24178172e-01 -8.72337125e-01
1.47160377e-01]
[ 9.63109071e-02 1.02585782e-01 8.11351755e-02 1.89789640e-01
3.55269627e-02 7.40679631e-02 -2.49801413e-02 3.48058118e-02
1.47327809e-02 7.45030582e-02 2.58309330e-01 2.52743727e-01
2.00247759e-01]
[ -4.71485829e-01 -5.67089070e-01 -6.05634135e-01 -5.44036120e-01
-5.69273522e-01 -5.60113098e-01 -2.57140450e-01 -1.89139369e-01
-3.58217373e-01 -2.59644648e-01 -3.87503877e-01 -5.04517126e-01
-2.17761213e-01]
[ -4.19384679e-01 -5.71093971e-01 -3.24699019e-01 -3.58936805e-01
-4.03413148e-01 -5.57314100e-01 -5.31459005e-01 -5.67564184e-01
-3.67026958e-01 -3.28739256e-01 -4.89524357e-01 -2.13558159e-01
-3.91607630e-01]
[ -3.25221735e-01 -3.56445528e-01 -4.56346850e-01 -2.93288879e-01
-3.04137743e-01 -4.12160677e-01 -2.93856035e-01 -2.45105354e-01
-3.42059832e-01 -4.80826090e-01 -2.88472800e-01 -3.65651091e-01
-3.74383178e-01]
[ -4.62405416e-01 -3.75429309e-01 -3.72294460e-01 -1.73663804e-01
-3.57511713e-01 -2.08802701e-01 -1.72931599e-01 -4.39031793e-01
-3.13890576e-01 -4.62756256e-01 -1.72617351e-01 -1.57492458e-01
-2.86439517e-01]
[ -9.47011845e-01 -9.60991657e-01 -9.64664122e-01 -9.09815803e-01
-1.03493101e+00 -9.74104845e-01 -7.93389235e-01 -8.09907249e-01
-8.64931740e-01 -6.91482726e-01 -9.94924642e-01 -7.45237297e-01
-6.27746345e-01]
[ -4.86844014e-01 -2.78494464e-01 -4.57583545e-01 -3.42010290e-01
-3.70238441e-01 -3.50869723e-01 -5.09710569e-01 -5.46965911e-01
-5.75154977e-01 -1.48005468e-01 -4.35231017e-01 -5.87880717e-01
-4.27445815e-01]
[ -1.23028209e-01 6.67806946e-02 -3.42464967e-01 -2.76043113e-01
-5.91121350e-02 -6.99651672e-02 -2.07155076e-01 -3.23685826e-01
-1.98949298e-01 6.88994290e-02 -1.91546738e-01 -7.90376018e-02
-3.31194312e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55317922e-01 -1.02204420e-01 1.63468572e-01 -2.30083180e-01
-1.22033912e-01 1.15228813e-01 -1.20404531e-01 -5.16509910e-03
-7.15854070e-02 5.71601416e-02 -9.54936343e-02 -1.73864775e-01
7.88558805e-02]
[ -7.88284928e-02 -2.53296469e-01 -1.77670967e-01 -2.74790149e-01
-4.74281159e-01 -8.43546596e-02 -1.47509469e-02 5.27343603e-03
-2.52596385e-02 2.03965899e-02 -1.47089526e-01 -1.43485255e-01
-2.18706248e-01]
[ -6.80064670e-02 -1.22234409e-03 -2.43358526e-01 -2.59653868e-01
1.34742314e-01 -1.61854920e-01 -1.42643531e-01 4.67979660e-02
4.00463464e-02 -1.07532873e-02 -1.92703762e-01 -5.92771677e-02
7.56305878e-02]
[ 2.51495745e-02 -1.50043459e-01 -1.55271449e-01 -2.84546920e-02
-1.12192572e-01 -1.07098423e-01 3.68297585e-02 -2.15546917e-01
-7.18263507e-02 -1.03365191e-01 1.39756097e-03 -1.26407934e-01
-1.58445593e-02]
[ -2.83540309e-01 -1.50342298e-01 -6.94381089e-02 -1.01656532e-01
-3.10168999e-01 -2.71262103e-01 -3.76981230e-01 4.13437037e-02
-3.07420634e-01 -2.27463654e-01 1.55926022e-01 5.27768156e-02
2.53364681e-01]
[ -2.20926954e-01 -1.19971002e-01 -8.13887672e-02 -5.87877752e-02
-6.65890190e-02 -1.14403719e-01 -1.18177655e-01 -1.80294675e-04
-1.64726673e-01 -3.61651407e-02 3.99810329e-02 -4.74454835e-02
-8.50138665e-02]
[ -1.62112566e-01 -1.72746324e-02 -2.29604548e-01 -2.94965656e-01
-1.00726628e-01 -1.99834581e-01 -3.04253508e-01 -1.70512851e-01
1.19011027e-01 -2.53898764e-01 -2.20169137e-01 -4.90352073e-02
-2.58619956e-01]
[ -3.63353561e-01 -1.03440683e-01 -1.37918391e-01 -2.51396985e-01
-8.27144878e-02 -3.09517716e-01 7.91745548e-02 -3.96054296e-02
-9.86239270e-02 1.16492484e-01 -1.20932324e-01 -2.24687873e-01
-1.32110986e-01]
[ -1.69047426e-01 -1.72190150e-01 -4.32798853e-02 -1.60367103e-01
-1.50058500e-01 -2.91440239e-01 -1.32427204e-01 -1.13703183e-01
-3.22340170e-01 1.86183550e-02 1.32876200e-01 1.84673810e-02
-3.03305047e-01]
[ -1.34544316e-01 -1.96609600e-01 -1.08749950e-01 -3.04003464e-01
7.36113195e-02 -1.59675305e-02 -2.18342632e-01 -1.37559110e-01
8.80730736e-02 -9.85773117e-02 -2.19768944e-01 -3.02099451e-01
-3.37529182e-01]
[ -3.93665454e-02 -4.02125027e-02 -1.44963998e-01 -5.28583628e-02
-2.32770313e-01 6.44542734e-02 -6.51592629e-02 -2.39907023e-02
-2.10111915e-01 -5.04912290e-02 -7.58126873e-02 -3.28663681e-01
-1.33111934e-01]
[ -6.84754343e-02 3.11788623e-02 -1.28346409e-01 -2.94320504e-01
1.21136280e-01 2.21946193e-02 -2.23771332e-01 -1.78971376e-01
1.20569603e-01 -7.01143731e-02 -2.45940501e-01 -1.52408111e-01
-2.61130446e-01]
[ 7.35856445e-02 -2.86036404e-01 -8.82531304e-02 -3.50916085e-01
-1.88671922e-01 -8.79003865e-02 -3.27133205e-02 -5.87124790e-03
-7.76662979e-02 1.68033332e-01 -3.76704142e-01 -1.99984711e-01
1.40719030e-01]
[ -2.26212271e-01 -2.23626696e-01 -1.34288706e-01 -1.98980409e-01
-2.72125159e-01 -9.17929506e-02 8.49108946e-02 -6.67487786e-02
1.92835363e-01 -6.13896531e-02 -2.45692815e-01 -4.00080067e-01
3.05686030e-01]
[ -2.18496412e-02 -1.50382910e-01 1.30132989e-02 -1.63963460e-01
-1.23081708e-01 1.67699022e-01 2.96064182e-02 7.37095020e-02
-1.45822221e-01 6.63089795e-02 1.36122687e-02 -3.06028088e-01
2.70711298e-01]
[ -8.45126156e-03 3.77301426e-04 -1.32117713e-01 2.84066617e-02
-1.29877128e-01 -4.56215097e-02 1.01554545e-01 -1.47831237e-02
1.00152501e-01 1.72139330e-01 -2.79649892e-01 -1.58806624e-01
2.70919576e-01]
[ -9.35124612e-02 -2.41911354e-01 4.99299984e-02 -2.44544383e-01
-9.98024968e-02 1.18275480e-01 1.71400540e-01 -4.11498061e-02
-1.89575200e-01 -6.39890184e-04 -3.84491088e-01 -2.29740981e-01
3.78865720e-01]
[ 1.08028384e-01 -3.80799381e-02 3.90337488e-03 -2.20287166e-02
-2.64939936e-02 -1.61576430e-02 4.79803311e-02 1.29809392e-01
2.15238910e-01 5.85861510e-02 -3.61723291e-01 -6.86143659e-02
8.03174196e-02]
[ -1.74914467e-02 -9.62233552e-02 9.70160958e-03 1.06605261e-01
-5.08935919e-02 -2.83108920e-01 -7.54203268e-02 1.51417740e-01
-1.11701737e-01 -5.06793631e-02 -1.20495210e-01 -2.67821909e-01
2.00448216e-02]
[ 8.56193441e-02 1.04323820e-01 3.26014066e-03 7.61454865e-03
-1.01625333e-01 -5.88509293e-02 -1.37983882e-01 -1.49079040e-01
-2.31615850e-01 -1.17016003e-01 -2.22014173e-01 1.07731816e-01
-2.13318725e-03]
[ 6.72098330e-02 -1.39981100e-01 1.59573012e-01 -1.66420011e-02
1.71355331e-01 1.01581884e-02 -2.23169422e-01 -1.93525482e-01
7.55140320e-02 -3.64818722e-01 -5.62393506e-02 2.81531980e-01
-7.53610506e-02]
[ 4.06799879e-02 7.87645251e-02 -2.09457454e-01 2.28602962e-02
2.67486530e-02 1.71356086e-04 -1.29230473e-01 -3.01504129e-01
-2.69278235e-01 -1.44618944e-01 -5.36120667e-02 -1.80912213e-02
-1.39131587e-01]
[ -5.50883099e-02 -2.06543942e-01 6.54452223e-02 1.20649146e-01
-1.20849981e-01 -1.34062856e-01 4.52882049e-02 3.14762911e-03
8.91167066e-02 -3.47929023e-01 -2.59857535e-01 -1.63980421e-01
2.06220203e-02]
[ 1.84517408e-02 -2.67220201e-01 6.38391180e-02 -1.98786704e-01
-1.83437561e-01 -2.30588286e-01 -2.43697255e-01 9.61299932e-02
1.14375279e-02 1.74236344e-01 -1.27711340e-01 6.59952974e-02
-4.01870278e-02]
[ 1.82695847e-01 3.16703283e-02 -9.76962919e-02 -2.20091115e-01
-7.44013495e-02 -1.00445011e-01 -1.35248388e-01 1.35324146e-01
-1.51810202e-01 -1.37041415e-01 -2.09027630e-01 -1.02412292e-01
-2.19539198e-02]
[ -1.68292995e-01 -1.91677589e-01 -1.02948133e-01 -1.86680445e-01
-6.01079548e-02 2.72399478e-02 -1.52566169e-01 -9.62258102e-02
-1.13107070e-01 9.40064725e-02 -2.22800679e-01 -1.24565280e-01
-1.72592877e-01]
[ -3.21269695e-02 -2.13645851e-01 -1.53101922e-01 -1.77690308e-01
-5.02451279e-02 4.42454568e-02 -8.80383274e-03 5.65553469e-02
-2.02531961e-01 -1.94450969e-01 -3.97933010e-02 -2.01651285e-01
-8.69943887e-03]
[ 1.20112701e-01 5.52133790e-02 1.53665939e-03 -1.64433164e-01
-3.39340733e-01 8.37473850e-03 -9.06928737e-02 -1.56451615e-01
-2.78863115e-01 1.69978944e-01 -1.46384277e-01 -2.55017848e-01
4.91522666e-02]
[ -5.90803587e-02 -2.40459660e-02 -2.79848582e-01 -3.55021696e-02
4.92335765e-02 1.56627830e-01 -1.91849696e-01 -1.20104083e-01
-2.21205326e-02 1.14040438e-03 8.88898415e-02 2.18317592e-01
4.58559911e-02]
[ 1.22112562e-01 2.51473471e-01 -1.89482392e-01 3.52352730e-01
1.44588147e-02 6.39821599e-04 -9.15416643e-02 -2.43332892e-01
-1.29567652e-01 -2.70804257e-01 2.79933832e-01 2.95984890e-01
-2.73538383e-01]
[ -1.83596409e-02 1.04540312e-01 6.16534123e-02 -3.09068661e-02
-8.15389749e-02 -6.84062431e-02 -1.17553398e-01 -2.17007680e-01
-1.50764360e-01 -1.25450041e-01 9.36037818e-02 3.55854931e-01
-2.07571040e-01]
[ -4.44724356e-02 -1.41307231e-01 -1.56650990e-01 1.95893746e-01
-1.89020652e-01 2.34654467e-01 -3.35487215e-02 -2.17211331e-01
-2.00160090e-01 -4.68075251e-01 6.36147455e-02 6.81545221e-02
-1.54643326e-01]
[ 8.23061177e-02 -3.84474035e-01 -5.03896922e-02 -5.56390295e-02
-1.13664908e-01 2.01157747e-01 1.17854348e-01 1.92640279e-01
-1.23752722e-01 -2.42317104e-02 -9.80054690e-02 1.84073543e-01
-1.09504789e-01]
[ 2.04450627e-01 -2.88522790e-01 -1.23040071e-01 -8.95416679e-02
-2.03216326e-01 1.22616867e-01 3.71727312e-02 -1.53952800e-01
-2.06134744e-02 -1.24081571e-01 -1.25695289e-01 -1.90812488e-01
-5.45648375e-02]
[ -1.36794118e-01 -7.07035549e-02 3.65981796e-02 -2.35417412e-01
-4.57204780e-02 -1.41162742e-01 4.32392970e-02 -3.96000419e-02
-7.39801034e-02 -3.49841863e-02 -2.73149856e-01 -3.05676468e-01
-4.74260923e-02]
[ -1.48818731e-01 -9.58939094e-02 -7.89990987e-02 -1.59179269e-01
-3.09911935e-01 -2.87947441e-01 3.28635045e-02 -2.95381292e-02
-7.07655206e-02 -4.69255565e-02 -6.71818643e-02 -2.67845419e-01
-2.16788622e-01]
[ -1.72381497e-01 -2.12982439e-01 -2.99126835e-01 -2.53390430e-01
-2.58365140e-01 -2.07099017e-01 -3.61737086e-01 1.13171920e-01
-7.36950339e-02 -2.99626312e-01 -2.52388897e-01 -1.50250801e-01
-2.34851717e-01]
[ -1.09042139e-01 1.16385397e-01 2.33204143e-02 -3.87765622e-02
-2.14272018e-01 -1.69067809e-01 -1.08220039e-01 -5.52748539e-02
-9.63714994e-02 -2.60598497e-01 -1.92586142e-01 -1.93269488e-01
-2.04993910e-01]
[ -3.45770024e-01 -1.36813344e-01 -2.69215258e-01 6.16447630e-02
-2.11671442e-01 -2.25458555e-01 -6.29480906e-02 -1.79009492e-01
5.23879519e-02 -1.09156155e-01 -2.22337295e-04 -3.67891624e-01
-7.92668653e-02]
[ -1.19864429e-01 -4.63117984e-02 -2.55441619e-01 -4.19773812e-02
-2.24417359e-01 -2.75707163e-01 -3.84878955e-01 -9.27232471e-02
1.43796060e-02 -3.15681096e-01 -3.12070959e-01 -4.34479783e-01
-1.10585769e-01]
[ -2.11613331e-01 -5.46250448e-01 -3.30593042e-01 -4.20490090e-01
-3.41543030e-01 -2.25728950e-01 -1.24621357e-02 -3.45143449e-01
1.04479632e-01 -2.97958937e-01 -2.70652757e-01 -1.11069531e-01
-1.61502300e-01]
[ -2.12756198e-01 -2.95243101e-01 -3.14079886e-01 -1.50729958e-01
-9.30818022e-02 -1.46244571e-01 -1.55256724e-01 -8.32865914e-02
-2.36402105e-01 -5.58048639e-01 -2.44968202e-01 -3.52299610e-02
-9.71906214e-02]
[ -1.19515359e-01 1.95136335e-02 -2.36513756e-01 -3.65693430e-01
-2.37539964e-01 -2.56676511e-01 -5.84855813e-02 -2.42920062e-01
2.60575576e-02 4.77476508e-02 -3.39404767e-01 -1.50326525e-01
-1.71204160e-01]]
Progress: 3.0% ... Training loss: 0.580 ... Validation loss: 1.038[[-0.14821128]
[ 0.28144356]
[-0.04155398]
[ 0.44094545]
[ 0.29095052]
[-0.03988793]
[-0.5430396 ]
[-0.62303198]
[-0.49108349]
[-0.65925309]
[ 0.55830478]
[ 1.26831849]
[-0.7513056 ]]
[[ -5.34933411e-01 -5.78186634e-01 -5.76473199e-01 -3.43871040e-01
-3.78254792e-01 -5.82863057e-01 -6.82396180e-01 -6.64508456e-01
-7.83460828e-01 -7.43819264e-01 -3.31293683e-01 1.07257498e-01
-7.90101039e-01]
[ 3.70909177e-03 -1.36755566e-01 5.04507799e-02 -1.22960489e-02
-4.10908458e-02 5.88288905e-02 -1.25716189e-01 2.22892820e-01
-1.24670479e-01 -1.69713397e-01 -3.07282599e-02 1.97496171e-02
7.95126836e-02]
[ -2.26739219e-01 1.98009742e-01 -4.13044591e-02 1.84161391e-01
1.82256764e-01 -1.12171426e-01 -2.31207171e-01 -4.15393243e-01
-1.46480598e-01 -4.27159873e-01 2.78311566e-01 7.98465868e-01
-2.93124641e-01]
[ 2.03091135e-01 -3.53653468e-01 -2.38366083e-01 -1.64071015e-01
-4.10616211e-01 -2.96112961e-03 1.66905546e-01 5.06470796e-03
3.16717464e-01 -1.81048329e-02 -3.29224143e-01 -8.83301738e-01
1.47584979e-01]
[ 9.93104117e-02 9.76537622e-02 8.19832833e-02 1.82547956e-01
3.04415487e-02 7.49409922e-02 -1.48928392e-02 4.68909092e-02
2.49246893e-02 8.83119313e-02 2.49564609e-01 2.25766386e-01
2.18320173e-01]
[ -4.71045032e-01 -5.67926975e-01 -6.05490040e-01 -5.45495285e-01
-5.70294355e-01 -5.59961381e-01 -2.55172722e-01 -1.85272296e-01
-3.57037530e-01 -2.56349808e-01 -3.89898296e-01 -5.11702532e-01
-2.14127133e-01]
[ -4.19842520e-01 -5.69979883e-01 -3.24859382e-01 -3.56820171e-01
-4.01940611e-01 -5.57427800e-01 -5.31782188e-01 -5.68801064e-01
-3.68333096e-01 -3.29713351e-01 -4.86999229e-01 -2.02830568e-01
-3.92260016e-01]
[ -3.24305188e-01 -3.57923373e-01 -4.56137637e-01 -2.95583169e-01
-3.05729518e-01 -4.11882821e-01 -2.89638263e-01 -2.41334226e-01
-3.38218754e-01 -4.76780421e-01 -2.90917455e-01 -3.71011760e-01
-3.68327508e-01]
[ -4.63897763e-01 -3.71869160e-01 -3.72734305e-01 -1.67463602e-01
-3.53790746e-01 -2.09351641e-01 -1.78230433e-01 -4.44427117e-01
-3.18674278e-01 -4.68213876e-01 -1.64952806e-01 -1.40516162e-01
-2.91830625e-01]
[ -9.47086912e-01 -9.59985168e-01 -9.64725845e-01 -9.08901753e-01
-1.03417342e+00 -9.74113899e-01 -7.91723199e-01 -8.08192241e-01
-8.64358013e-01 -6.89391019e-01 -9.93620188e-01 -7.37763656e-01
-6.23522297e-01]
[ -4.88018668e-01 -2.75980385e-01 -4.57908687e-01 -3.36650542e-01
-3.67388396e-01 -3.51274393e-01 -5.12854992e-01 -5.49837712e-01
-5.78972242e-01 -1.51449440e-01 -4.28943450e-01 -5.75181909e-01
-4.30651580e-01]
[ -1.22371332e-01 6.56186134e-02 -3.42325003e-01 -2.77753531e-01
-6.01388695e-02 -6.97845114e-02 -2.05113208e-01 -3.21523036e-01
-1.96774680e-01 7.11604870e-02 -1.93788161e-01 -8.40522378e-02
-3.28566338e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55213767e-01 -1.02374132e-01 1.63505222e-01 -2.30396855e-01
-1.22233068e-01 1.15266442e-01 -1.19917509e-01 -4.45265681e-03
-7.12199436e-02 5.79291265e-02 -9.60300617e-02 -1.75271219e-01
7.97450742e-02]
[ -7.84313973e-02 -2.53597082e-01 -1.77593067e-01 -2.75356627e-01
-4.74630926e-01 -8.42533094e-02 -1.31458967e-02 8.17373868e-03
-2.40234033e-02 2.29066790e-02 -1.47901469e-01 -1.45580144e-01
-2.16484217e-01]
[ -6.78952586e-02 -1.83479850e-03 -2.43279208e-01 -2.60530692e-01
1.34001726e-01 -1.61796735e-01 -1.42100060e-01 4.78841681e-02
4.02763221e-02 -9.74880206e-03 -1.94173269e-01 -6.38472327e-02
7.71047466e-02]
[ 2.54561849e-02 -1.50431172e-01 -1.55182034e-01 -2.94667878e-02
-1.12522070e-01 -1.06989423e-01 3.85844599e-02 -2.14489522e-01
-7.06303684e-02 -1.01655709e-01 3.94349964e-04 -1.27303797e-01
-1.30950101e-02]
[ -2.83864430e-01 -1.49319396e-01 -6.95765269e-02 -9.99902227e-02
-3.09198426e-01 -2.71363059e-01 -3.77957384e-01 4.01848669e-02
-3.08520002e-01 -2.29105651e-01 1.58061128e-01 5.84904534e-02
2.51747588e-01]
[ -2.21205507e-01 -1.19624534e-01 -8.14598689e-02 -5.77715987e-02
-6.60093331e-02 -1.14468157e-01 -1.18457500e-01 -6.34737138e-04
-1.65362805e-01 -3.65295209e-02 4.08415352e-02 -4.48900823e-02
-8.57044671e-02]
[ -1.61903991e-01 -1.82347913e-02 -2.29528231e-01 -2.96027295e-01
-1.01721516e-01 -1.99748073e-01 -3.03634460e-01 -1.69654854e-01
1.19395795e-01 -2.53097510e-01 -2.21903594e-01 -5.16401903e-02
-2.57539545e-01]
[ -3.62735248e-01 -1.04602121e-01 -1.37755916e-01 -2.53611016e-01
-8.39840518e-02 -3.09336672e-01 8.20151909e-02 -3.69546624e-02
-9.60008368e-02 1.19137431e-01 -1.23683610e-01 -2.32035759e-01
-1.28499229e-01]
[ -1.69498139e-01 -1.70010276e-01 -4.34888920e-02 -1.56566092e-01
-1.47804522e-01 -2.91621598e-01 -1.33657219e-01 -1.15138676e-01
-3.23123369e-01 1.71298125e-02 1.38716766e-01 3.34170565e-02
-3.04172937e-01]
[ -1.34999144e-01 -1.95206297e-01 -1.08911492e-01 -3.01508581e-01
7.51876249e-02 -1.61760934e-02 -2.20117581e-01 -1.39397451e-01
8.65355391e-02 -1.00526604e-01 -2.16668511e-01 -2.94978059e-01
-3.38740196e-01]
[ -3.94792336e-02 -3.98442362e-02 -1.45006786e-01 -5.23246261e-02
-2.32545847e-01 6.44148210e-02 -6.54959050e-02 -2.43683348e-02
-2.10322896e-01 -5.08588086e-02 -7.51103321e-02 -3.26485409e-01
-1.33452912e-01]
[ -6.91933321e-02 3.18086254e-02 -1.28492529e-01 -2.93224497e-01
1.21995627e-01 2.19826041e-02 -2.26460172e-01 -1.81965739e-01
1.17732383e-01 -7.28330314e-02 -2.44922035e-01 -1.50848547e-01
-2.64783715e-01]
[ 7.39485516e-02 -2.86665728e-01 -8.81610259e-02 -3.51884908e-01
-1.89431101e-01 -8.77991991e-02 -3.15120692e-02 -4.05501189e-03
-7.65866024e-02 1.69927640e-01 -3.78118482e-01 -2.04093735e-01
1.43202895e-01]
[ -2.25879189e-01 -2.24161672e-01 -1.34194284e-01 -2.00061563e-01
-2.72621399e-01 -9.16945675e-02 8.67555401e-02 -6.52829857e-02
1.94579935e-01 -5.98576947e-02 -2.46953532e-01 -4.03507351e-01
3.08325906e-01]
[ -2.09507166e-02 -1.51729922e-01 1.32261302e-02 -1.66570596e-01
-1.24521378e-01 1.67968517e-01 3.31515277e-02 7.74266464e-02
-1.42654674e-01 7.02887816e-02 1.00732372e-02 -3.14163706e-01
2.76022108e-01]
[ -8.15492619e-03 -5.54310223e-05 -1.32053863e-01 2.76167109e-02
-1.30225555e-01 -4.55537525e-02 1.02780311e-01 -1.36975602e-02
1.01269034e-01 1.73599933e-01 -2.80422642e-01 -1.60421191e-01
2.72657304e-01]
[ -9.28287588e-02 -2.42882992e-01 5.01329269e-02 -2.46464056e-01
-1.00887166e-01 1.18487083e-01 1.74366579e-01 -3.86202238e-02
-1.87300731e-01 2.61218625e-03 -3.86660302e-01 -2.35459874e-01
3.83336264e-01]
[ 1.08236110e-01 -3.83369837e-02 3.95073864e-03 -2.25393298e-02
-2.67569306e-02 -1.61074296e-02 4.86986706e-02 1.31011142e-01
2.15956062e-01 5.96182451e-02 -3.62296108e-01 -7.02713888e-02
8.13286133e-02]
[ -1.74830623e-02 -9.62361882e-02 9.70391314e-03 1.06568535e-01
-5.09067784e-02 -2.83107182e-01 -7.53911101e-02 1.51455380e-01
-1.11675836e-01 -5.06477911e-02 -1.20532137e-01 -2.67914524e-01
2.00891172e-02]
[ 8.55891051e-02 1.04396804e-01 3.23290032e-03 7.92082639e-03
-1.01521098e-01 -5.88496268e-02 -1.38146325e-01 -1.49342980e-01
-2.31821136e-01 -1.17286984e-01 -2.21685870e-01 1.09972569e-01
-2.88180437e-03]
[ 6.62221506e-02 -1.39188549e-01 1.59353656e-01 -1.44300254e-02
1.72692303e-01 9.89622761e-03 -2.26194405e-01 -1.96713285e-01
7.19676318e-02 -3.67693517e-01 -5.43353469e-02 2.86789135e-01
-8.03186322e-02]
[ 4.07201929e-02 7.83293000e-02 -2.09420717e-01 2.24280556e-02
2.63393476e-02 1.92396164e-04 -1.29075720e-01 -3.01271022e-01
-2.69071089e-01 -1.44319675e-01 -5.44458617e-02 -2.06849957e-02
-1.38608180e-01]
[ -5.51260678e-02 -2.06427586e-01 6.54197280e-02 1.20747834e-01
-1.20767949e-01 -1.34072319e-01 4.52049532e-02 2.91019661e-03
8.90215739e-02 -3.48235069e-01 -2.59796176e-01 -1.62988757e-01
2.03180669e-02]
[ 1.82092152e-02 -2.67095440e-01 6.38090227e-02 -1.98756900e-01
-1.83324633e-01 -2.30633472e-01 -2.44405400e-01 9.53676922e-02
1.06185877e-02 1.72799956e-01 -1.27967795e-01 6.60192425e-02
-4.12020860e-02]
[ 1.82397045e-01 3.24685634e-02 -9.78044305e-02 -2.19040553e-01
-7.35253702e-02 -1.00529180e-01 -1.36092337e-01 1.34085327e-01
-1.52617791e-01 -1.38270745e-01 -2.07578606e-01 -9.64453510e-02
-2.32617919e-02]
[ -1.68429225e-01 -1.91379647e-01 -1.03019356e-01 -1.85828130e-01
-5.95914273e-02 2.71833453e-02 -1.53052884e-01 -9.70861198e-02
-1.13337181e-01 9.32307858e-02 -2.21148906e-01 -1.18842232e-01
-1.72962508e-01]
[ -3.20993782e-02 -2.13907125e-01 -1.53074050e-01 -1.78201885e-01
-5.05996087e-02 4.42570854e-02 -8.28660593e-03 5.67760899e-02
-2.02254221e-01 -1.94019203e-01 -4.10725264e-02 -2.05265756e-01
-7.84337783e-03]
[ 1.20216867e-01 5.46661520e-02 1.58475277e-03 -1.65254365e-01
-3.39850944e-01 8.42319371e-03 -9.03635415e-02 -1.56386077e-01
-2.78598866e-01 1.70007691e-01 -1.47714084e-01 -2.56873808e-01
4.97722569e-02]
[ -5.90386811e-02 -2.42245452e-02 -2.79822761e-01 -3.57829533e-02
4.90579336e-02 1.56649067e-01 -1.91675251e-01 -1.19842599e-01
-2.19957451e-02 1.45508074e-03 8.84617375e-02 2.17530624e-01
4.62276033e-02]
[ 1.20640598e-01 2.55347357e-01 -1.89924409e-01 3.59531943e-01
1.82145463e-02 1.38242991e-04 -9.67108251e-02 -2.47632904e-01
-1.34056127e-01 -2.76369042e-01 2.89352685e-01 3.15840393e-01
-2.79585166e-01]
[ -1.91287775e-02 1.07061836e-01 6.13557212e-02 -2.72506776e-02
-7.93488811e-02 -6.86544621e-02 -1.20586339e-01 -2.20089392e-01
-1.53703777e-01 -1.28804435e-01 9.89900388e-02 3.67788552e-01
-2.11388256e-01]
[ -4.46037594e-02 -1.40880679e-01 -1.56705143e-01 1.96715509e-01
-1.88515172e-01 2.34597895e-01 -3.41554935e-02 -2.17486500e-01
-2.00679880e-01 -4.68354817e-01 6.48734673e-02 7.11152222e-02
-1.55211065e-01]
[ 8.21814319e-02 -3.84378607e-01 -5.04109987e-02 -5.54581107e-02
-1.13539085e-01 2.01122329e-01 1.17343911e-01 1.92029217e-01
-1.24167685e-01 -2.48524481e-02 -9.77858723e-02 1.84950400e-01
-1.10146887e-01]
[ 2.04531156e-01 -2.88531169e-01 -1.23032096e-01 -8.96159745e-02
-2.03238471e-01 1.22631843e-01 3.74824614e-02 -1.53438587e-01
-2.04437490e-02 -1.23714175e-01 -1.25888617e-01 -1.91583179e-01
-5.43292305e-02]
[ -1.36512684e-01 -7.13974451e-02 3.67112289e-02 -2.36467331e-01
-4.64416602e-02 -1.41075785e-01 4.43423344e-02 -3.84835427e-02
-7.30524426e-02 -3.36683122e-02 -2.74420782e-01 -3.09331337e-01
-4.58814587e-02]
[ -1.48547892e-01 -9.63455070e-02 -7.89246345e-02 -1.59919490e-01
-3.10339564e-01 -2.87887312e-01 3.39368942e-02 -2.79788653e-02
-6.98655135e-02 -4.52441957e-02 -6.81517205e-02 -2.70486036e-01
-2.15215441e-01]
[ -1.71889670e-01 -2.12816643e-01 -2.99120027e-01 -2.53088584e-01
-2.57975867e-01 -2.07003780e-01 -3.59750749e-01 1.15576790e-01
-7.17961178e-02 -2.97451400e-01 -2.51311112e-01 -1.44041748e-01
-2.32341541e-01]
[ -1.08370565e-01 1.15073660e-01 2.35240713e-02 -4.08185038e-02
-2.15340437e-01 -1.68911807e-01 -1.05744079e-01 -5.25999116e-02
-9.38282801e-02 -2.57206132e-01 -1.94955791e-01 -1.99315040e-01
-2.00396856e-01]
[ -3.45968773e-01 -1.36063042e-01 -2.69276180e-01 6.30744801e-02
-2.11107756e-01 -2.25543183e-01 -6.30036185e-02 -1.78801069e-01
5.17997442e-02 -1.09331313e-01 1.31851825e-03 -3.64552075e-01
-7.88237388e-02]
[ -1.20562567e-01 -4.55666054e-02 -2.55569525e-01 -4.07472517e-02
-2.23888257e-01 -2.75863611e-01 -3.86864169e-01 -9.50583319e-02
1.18926549e-02 -3.18118474e-01 -3.11053762e-01 -4.32631914e-01
-1.13954080e-01]
[ -2.11598032e-01 -5.45776341e-01 -3.30589012e-01 -4.19992851e-01
-3.41309663e-01 -2.25709303e-01 -1.13753139e-02 -3.44371112e-01
1.04982750e-01 -2.96960980e-01 -2.70147911e-01 -1.11447561e-01
-1.59809567e-01]
[ -2.13281517e-01 -2.95071109e-01 -3.14179627e-01 -1.49445113e-01
-9.25037144e-02 -1.46407110e-01 -1.56962911e-01 -8.43446377e-02
-2.38394651e-01 -5.58852005e-01 -2.44314672e-01 -3.51391066e-02
-9.82140565e-02]
[ -1.19864696e-01 2.08764673e-02 -2.36686584e-01 -3.63831885e-01
-2.36184163e-01 -2.56776848e-01 -5.97242885e-02 -2.44581507e-01
2.51110902e-02 4.55071116e-02 -3.36478733e-01 -1.40232456e-01
-1.72409247e-01]]
Progress: 3.0% ... Training loss: 0.575 ... Validation loss: 1.010[[-0.14408798]
[ 0.26429293]
[-0.05410131]
[ 0.42556422]
[ 0.27716485]
[-0.03867972]
[-0.54063566]
[-0.62526564]
[-0.4867301 ]
[-0.66342288]
[ 0.5422475 ]
[ 1.22397382]
[-0.76075241]]
[[ -5.34885733e-01 -5.78875057e-01 -5.76309630e-01 -3.45264247e-01
-3.78670567e-01 -5.82853719e-01 -6.81485727e-01 -6.62214987e-01
-7.83208379e-01 -7.41934559e-01 -3.32855804e-01 9.66246171e-02
-7.86462994e-01]
[ 4.06815443e-03 -1.37296450e-01 5.05512562e-02 -1.33437698e-02
-4.16134084e-02 5.89262705e-02 -1.24153560e-01 2.24919090e-01
-1.23567798e-01 -1.68119292e-01 -3.20099279e-02 1.64054521e-02
8.17048817e-02]
[ -2.23907053e-01 1.91927432e-01 -4.05587501e-02 1.75859266e-01
1.76551131e-01 -1.11416350e-01 -2.20382742e-01 -4.03188017e-01
-1.35169618e-01 -4.13927716e-01 2.68919152e-01 7.85363483e-01
-2.76519059e-01]
[ 1.99759933e-01 -3.46380014e-01 -2.39274334e-01 -1.52173733e-01
-4.02848820e-01 -3.84872067e-03 1.55436487e-01 -1.08783718e-02
3.05378852e-01 -3.54680817e-02 -3.14242245e-01 -8.48653259e-01
1.27958753e-01]
[ 1.02135770e-01 9.22454366e-02 8.27978649e-02 1.73383477e-01
2.49825929e-02 7.55865912e-02 -5.71025787e-03 6.05504414e-02
3.47109877e-02 1.02779564e-01 2.38123779e-01 1.96814026e-01
2.37515194e-01]
[ -4.72276519e-01 -5.67132787e-01 -6.05651570e-01 -5.44377553e-01
-5.69274398e-01 -5.60224016e-01 -2.59606123e-01 -1.89987906e-01
-3.61851225e-01 -2.61115570e-01 -3.89309947e-01 -5.14564236e-01
-2.19776518e-01]
[ -4.18453003e-01 -5.74019809e-01 -3.24288130e-01 -3.63526783e-01
-4.05961019e-01 -5.57065369e-01 -5.26606151e-01 -5.62029413e-01
-3.63291862e-01 -3.20539422e-01 -4.95690083e-01 -2.27485168e-01
-3.81558973e-01]
[ -3.23901167e-01 -3.59246290e-01 -4.56001341e-01 -2.97050232e-01
-3.06694882e-01 -4.11755875e-01 -2.87389516e-01 -2.38717750e-01
-3.35608507e-01 -4.74708103e-01 -2.91912575e-01 -3.72282605e-01
-3.64592060e-01]
[ -4.64518437e-01 -3.70685766e-01 -3.72869080e-01 -1.65346309e-01
-3.52718085e-01 -2.09542698e-01 -1.80784474e-01 -4.46518180e-01
-3.20977655e-01 -4.70786748e-01 -1.62494163e-01 -1.36969141e-01
-2.94478765e-01]
[ -9.46158243e-01 -9.64122283e-01 -9.64227767e-01 -9.15020619e-01
-1.03791521e+00 -9.73849255e-01 -7.88120583e-01 -8.02556944e-01
-8.61289596e-01 -6.82268341e-01 -1.00139494e+00 -7.61182131e-01
-6.14058896e-01]
[ -4.88493165e-01 -2.75690896e-01 -4.57929254e-01 -3.35968745e-01
-3.67130818e-01 -3.51363294e-01 -5.14017911e-01 -5.51157863e-01
-5.79635149e-01 -1.52749154e-01 -4.28177072e-01 -5.75915042e-01
-4.32015379e-01]
[ -1.22884126e-01 6.60809779e-02 -3.42391270e-01 -2.77255111e-01
-5.95478199e-02 -6.99245677e-02 -2.07115560e-01 -3.23256728e-01
-1.98645781e-01 6.92451371e-02 -1.93418772e-01 -8.51407598e-02
-3.30526973e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55443324e-01 -1.02141315e-01 1.63444758e-01 -2.30130484e-01
-1.21960845e-01 1.15199204e-01 -1.21070192e-01 -5.84179226e-03
-7.21222460e-02 5.67056800e-02 -9.57573705e-02 -1.75429989e-01
7.81950279e-02]
[ -7.85949428e-02 -2.53833029e-01 -1.77579769e-01 -2.75627289e-01
-4.74871760e-01 -8.42806062e-02 -1.39138954e-02 7.88083276e-03
-2.47468779e-02 2.20678033e-02 -1.48491186e-01 -1.48556243e-01
-2.16986618e-01]
[ -6.81915061e-02 -1.91973671e-03 -2.43241535e-01 -2.60309047e-01
1.34123618e-01 -1.61833380e-01 -1.42396978e-01 4.78244979e-02
3.94064496e-02 -9.07262827e-03 -1.94550343e-01 -6.63242180e-02
7.72439462e-02]
[ 2.61721957e-02 -1.52394136e-01 -1.54927049e-01 -3.31192398e-02
-1.14482964e-01 -1.06816788e-01 4.08424985e-02 -2.11878711e-01
-6.86700611e-02 -9.79334185e-02 -4.30095318e-03 -1.40914817e-01
-8.50324014e-03]
[ -2.83758200e-01 -1.49551333e-01 -6.95554000e-02 -1.00236593e-01
-3.09427229e-01 -2.71348867e-01 -3.77544533e-01 4.06612958e-02
-3.07991847e-01 -2.28304115e-01 1.57919004e-01 5.87758503e-02
2.52416978e-01]
[ -2.20732976e-01 -1.20973706e-01 -8.12749559e-02 -5.98598224e-02
-6.71848903e-02 -1.14330882e-01 -1.16845741e-01 1.77175730e-03
-1.63675772e-01 -3.33652131e-02 3.85465468e-02 -5.02702220e-02
-8.21486726e-02]
[ -1.61366176e-01 -2.03549895e-02 -2.29322325e-01 -2.98737943e-01
-1.03751169e-01 -1.99580484e-01 -3.01513490e-01 -1.67072306e-01
1.21852360e-01 -2.50980739e-01 -2.25816787e-01 -5.96071314e-02
-2.54203599e-01]
[ -3.62546193e-01 -1.04986092e-01 -1.37703811e-01 -2.54155311e-01
-8.42889592e-02 -3.09298059e-01 8.32352893e-02 -3.58692657e-02
-9.50352589e-02 1.20547116e-01 -1.24032740e-01 -2.33272332e-01
-1.26788230e-01]
[ -1.69744474e-01 -1.68846168e-01 -4.35770613e-02 -1.54973253e-01
-1.46770286e-01 -2.91676350e-01 -1.34452931e-01 -1.15534477e-01
-3.23677390e-01 1.59869743e-02 1.41666225e-01 3.73850346e-02
-3.04859033e-01]
[ -1.35213353e-01 -1.95064828e-01 -1.08939616e-01 -3.00979377e-01
7.54397447e-02 -1.62443468e-02 -2.21093190e-01 -1.40082494e-01
8.55526025e-02 -1.01325775e-01 -2.16175641e-01 -2.94630717e-01
-3.39527465e-01]
[ -3.97290255e-02 -3.91563559e-02 -1.45079186e-01 -5.13330883e-02
-2.32002654e-01 6.43293944e-02 -6.64590607e-02 -2.55065069e-02
-2.11056451e-01 -5.20515598e-02 -7.39257842e-02 -3.23345816e-01
-1.34705019e-01]
[ -6.98739123e-02 3.25662157e-02 -1.28602131e-01 -2.92252093e-01
1.22819459e-01 2.18275958e-02 -2.28694471e-01 -1.84585238e-01
1.15435316e-01 -7.56190977e-02 -2.44099055e-01 -1.50022456e-01
-2.67869927e-01]
[ 7.44270556e-02 -2.87592660e-01 -8.80418256e-02 -3.53269886e-01
-1.90478837e-01 -8.76872489e-02 -2.98189751e-02 -2.21675144e-03
-7.50866015e-02 1.72044743e-01 -3.79706819e-01 -2.10261843e-01
1.45451683e-01]
[ -2.25546835e-01 -2.24755466e-01 -1.34110440e-01 -2.01190410e-01
-2.73267633e-01 -9.16115517e-02 8.84175832e-02 -6.37488916e-02
1.96307031e-01 -5.85334479e-02 -2.48212957e-01 -4.07528786e-01
3.10730101e-01]
[ -2.05503459e-02 -1.52773427e-01 1.33664054e-02 -1.68136789e-01
-1.25539771e-01 1.68095855e-01 3.47169211e-02 7.96138287e-02
-1.41169381e-01 7.25392059e-02 7.91337987e-03 -3.20053509e-01
2.79004064e-01]
[ -7.62963868e-03 -1.34172708e-03 -1.31904725e-01 2.53641721e-02
-1.31480108e-01 -4.54129780e-02 1.05159622e-01 -1.11556844e-02
1.03579819e-01 1.77024652e-01 -2.82795927e-01 -1.66811513e-01
2.76675146e-01]
[ -9.23971180e-02 -2.43618179e-01 5.02661948e-02 -2.48066594e-01
-1.01689707e-01 1.18599034e-01 1.76388883e-01 -3.64792008e-02
-1.85854542e-01 4.75192488e-03 -3.88407162e-01 -2.41976978e-01
3.86927236e-01]
[ 1.08469691e-01 -3.86036891e-02 3.99149204e-03 -2.30883632e-02
-2.70288055e-02 -1.60637396e-02 4.92848863e-02 1.31919174e-01
2.16777344e-01 6.04950114e-02 -3.62808771e-01 -7.18838358e-02
8.25021599e-02]
[ -1.73005117e-02 -9.65298237e-02 9.74380719e-03 1.06092289e-01
-5.11544716e-02 -2.83073476e-01 -7.48013157e-02 1.52392856e-01
-1.11058289e-01 -4.96500136e-02 -1.21046705e-01 -2.69049519e-01
2.11637811e-02]
[ 8.53784704e-02 1.04637624e-01 3.19408590e-03 8.27106575e-03
-1.01294026e-01 -5.89035245e-02 -1.38967754e-01 -1.50152982e-01
-2.32590842e-01 -1.18250492e-01 -2.21315627e-01 1.10815592e-01
-4.03479772e-03]
[ 6.50848619e-02 -1.37847455e-01 1.59144115e-01 -1.22077778e-02
1.74578503e-01 9.64852308e-03 -2.30020123e-01 -2.01607719e-01
6.75991603e-02 -3.71883773e-01 -5.19363771e-02 2.93194533e-01
-8.60572511e-02]
[ 4.04611990e-02 7.88222012e-02 -2.09462657e-01 2.31816502e-02
2.67703998e-02 1.31720607e-04 -1.29928450e-01 -3.02083149e-01
-2.69928435e-01 -1.45216614e-01 -5.36656272e-02 -1.90453035e-02
-1.39627727e-01]
[ -5.52243374e-02 -2.06378382e-01 6.54055931e-02 1.20873133e-01
-1.20728584e-01 -1.34091204e-01 4.48368788e-02 2.69825890e-03
8.86400206e-02 -3.48692913e-01 -2.59761540e-01 -1.63485393e-01
1.98387875e-02]
[ 1.81382272e-02 -2.66947714e-01 6.37839159e-02 -1.98508414e-01
-1.83163690e-01 -2.30649013e-01 -2.44631076e-01 9.49206915e-02
1.02835007e-02 1.72404951e-01 -1.27615140e-01 6.72140612e-02
-4.17213129e-02]
[ 1.82235658e-01 3.26207830e-02 -9.78284329e-02 -2.18949271e-01
-7.35201196e-02 -1.00562306e-01 -1.36587184e-01 1.33268785e-01
-1.52741720e-01 -1.39193314e-01 -2.07448960e-01 -9.57142054e-02
-2.37656006e-02]
[ -1.68494508e-01 -1.92054487e-01 -1.02960847e-01 -1.86880912e-01
-6.03898409e-02 2.71922449e-02 -1.53359211e-01 -9.72235832e-02
-1.13262627e-01 9.28469722e-02 -2.22617678e-01 -1.20801738e-01
-1.72921439e-01]
[ -3.20184279e-02 -2.14111180e-01 -1.53047695e-01 -1.78521758e-01
-5.08443705e-02 4.42828996e-02 -7.95560209e-03 5.72120218e-02
-2.02068544e-01 -1.93653674e-01 -4.15419206e-02 -2.06403528e-01
-7.42551639e-03]
[ 1.20366733e-01 5.41799677e-02 1.64311399e-03 -1.66016359e-01
-3.40192896e-01 8.45882666e-03 -8.99899967e-02 -1.56039782e-01
-2.78312928e-01 1.70662920e-01 -1.48703657e-01 -2.58897706e-01
5.06884291e-02]
[ -5.89718300e-02 -2.46524336e-02 -2.79778759e-01 -3.62709399e-02
4.86968375e-02 1.56683769e-01 -1.91337003e-01 -1.19430915e-01
-2.16591691e-02 1.98636371e-03 8.77593505e-02 2.17560876e-01
4.68597312e-02]
[ 1.20168347e-01 2.56336604e-01 -1.90031524e-01 3.61668455e-01
1.94046331e-02 1.90479302e-05 -9.83424139e-02 -2.49117852e-01
-1.35465336e-01 -2.78014720e-01 2.91929876e-01 3.21450132e-01
-2.81975690e-01]
[ -1.92599326e-02 1.07625868e-01 6.12970575e-02 -2.65102869e-02
-7.88097677e-02 -6.86909802e-02 -1.21002335e-01 -2.20528729e-01
-1.53957815e-01 -1.29565858e-01 1.00167260e-01 3.69512015e-01
-2.11830004e-01]
[ -4.50852042e-02 -1.39986966e-01 -1.56829245e-01 1.98765240e-01
-1.87676597e-01 2.34445368e-01 -3.63071340e-02 -2.19583782e-01
-2.02367683e-01 -4.70110849e-01 6.72230991e-02 7.63750325e-02
-1.58315897e-01]
[ 8.18828092e-02 -3.84182338e-01 -5.04514963e-02 -5.47766266e-02
-1.13249000e-01 2.01042242e-01 1.16079335e-01 1.91239995e-01
-1.25392559e-01 -2.59101653e-02 -9.69754643e-02 1.85708097e-01
-1.11301505e-01]
[ 2.04488799e-01 -2.88484997e-01 -1.23039088e-01 -8.94704571e-02
-2.03160282e-01 1.22616723e-01 3.72212138e-02 -1.53551430e-01
-2.07047767e-02 -1.23876554e-01 -1.25748556e-01 -1.91383702e-01
-5.45103461e-02]
[ -1.36438182e-01 -7.15930514e-02 3.67393214e-02 -2.36844449e-01
-4.66514001e-02 -1.41053257e-01 4.46368828e-02 -3.82236382e-02
-7.27237437e-02 -3.33177940e-02 -2.74907253e-01 -3.10828858e-01
-4.53455519e-02]
[ -1.48134297e-01 -9.77095392e-02 -7.87441749e-02 -1.62442794e-01
-3.11673662e-01 -2.87798351e-01 3.51585872e-02 -2.58860298e-02
-6.87776961e-02 -4.27767538e-02 -7.16400070e-02 -2.81271133e-01
-2.12425263e-01]
[ -1.71431218e-01 -2.13761014e-01 -2.98980621e-01 -2.55022296e-01
-2.59095380e-01 -2.06887167e-01 -3.58287522e-01 1.17452613e-01
-7.04447675e-02 -2.95142542e-01 -2.53686978e-01 -1.51946293e-01
-2.29960903e-01]
[ -1.07302882e-01 1.12015687e-01 2.39166686e-02 -4.52677266e-02
-2.18079844e-01 -1.68644767e-01 -1.01630073e-01 -4.73186183e-02
-9.01411242e-02 -2.52040334e-01 -2.00799069e-01 -2.15882427e-01
-1.93264054e-01]
[ -3.45807250e-01 -1.37369365e-01 -2.69134113e-01 6.13916117e-02
-2.12383996e-01 -2.25486248e-01 -6.22507831e-02 -1.77468775e-01
5.26363665e-02 -1.07142514e-01 -9.99781148e-04 -3.68912404e-01
-7.61102233e-02]
[ -1.20808039e-01 -4.62997823e-02 -2.55490825e-01 -4.24433439e-02
-2.24394621e-01 -2.75889127e-01 -3.87382509e-01 -9.55067476e-02
1.07622528e-02 -3.17799251e-01 -3.13451802e-01 -4.39930027e-01
-1.13797062e-01]
[ -2.12060764e-01 -5.45172732e-01 -3.30699999e-01 -4.18469155e-01
-3.40568864e-01 -2.25828113e-01 -1.34170740e-02 -3.46153233e-01
1.03509197e-01 -2.98948480e-01 -2.68111930e-01 -1.06630649e-01
-1.61913629e-01]
[ -2.13746594e-01 -2.94465751e-01 -3.14253025e-01 -1.47985172e-01
-9.17819413e-02 -1.46522223e-01 -1.58352891e-01 -8.59175359e-02
-2.39651727e-01 -5.60224471e-01 -2.42904654e-01 -3.27192362e-02
-1.00282539e-01]
[ -1.20437697e-01 2.23240815e-02 -2.36843724e-01 -3.61992275e-01
-2.34898366e-01 -2.56922311e-01 -6.16669345e-02 -2.46686028e-01
2.36314013e-02 4.27920135e-02 -3.33628231e-01 -1.36578994e-01
-1.74481710e-01]]
Progress: 3.1% ... Training loss: 0.572 ... Validation loss: 1.033[[-0.13539511]
[ 0.2681246 ]
[-0.05859163]
[ 0.43546934]
[ 0.27542946]
[-0.03574783]
[-0.53881985]
[-0.62692223]
[-0.48179168]
[-0.66359362]
[ 0.55391585]
[ 1.2394303 ]
[-0.76175121]]
[[ -5.35177326e-01 -5.77198615e-01 -5.76466020e-01 -3.41710227e-01
-3.76956747e-01 -5.82926846e-01 -6.81320913e-01 -6.62562754e-01
-7.83361660e-01 -7.40777140e-01 -3.27213837e-01 1.04907155e-01
-7.86276768e-01]
[ 4.07621690e-03 -1.36908783e-01 5.04978586e-02 -1.26894059e-02
-4.12576238e-02 5.89257692e-02 -1.24017547e-01 2.25145396e-01
-1.23355279e-01 -1.68043979e-01 -3.09084233e-02 1.72612170e-02
8.16825884e-02]
[ -2.22951652e-01 1.91742583e-01 -4.03442340e-02 1.77557484e-01
1.76314780e-01 -1.11224236e-01 -2.15799146e-01 -3.97410513e-01
-1.30379057e-01 -4.07681798e-01 2.73300802e-01 7.95367079e-01
-2.70069783e-01]
[ 1.97412229e-01 -3.42142497e-01 -2.40046685e-01 -1.47347657e-01
-3.98761609e-01 -4.43423309e-03 1.45838802e-01 -2.27848073e-02
2.97213222e-01 -5.01398905e-02 -3.07385336e-01 -8.25153767e-01
1.13118982e-01]
[ 1.01196174e-01 9.41864562e-02 8.25491913e-02 1.78392120e-01
2.68503507e-02 7.53340318e-02 -8.89112926e-03 5.96851214e-02
3.18940326e-02 1.03072329e-01 2.44783028e-01 1.99343452e-01
2.33829622e-01]
[ -4.72973673e-01 -5.66726041e-01 -6.05729022e-01 -5.43566799e-01
-5.68907686e-01 -5.60330615e-01 -2.61747898e-01 -1.92409319e-01
-3.64423011e-01 -2.63542062e-01 -3.89028100e-01 -5.17013649e-01
-2.22567701e-01]
[ -4.18268865e-01 -5.73828813e-01 -3.24138381e-01 -3.63215988e-01
-4.06221863e-01 -5.56989094e-01 -5.25061934e-01 -5.60176948e-01
-3.61918913e-01 -3.17401334e-01 -4.94961085e-01 -2.34460955e-01
-3.78410195e-01]
[ -3.23647489e-01 -3.60194904e-01 -4.55778180e-01 -2.97725207e-01
-3.07694323e-01 -4.11664577e-01 -2.85430394e-01 -2.35930656e-01
-3.34033190e-01 -4.72283090e-01 -2.92109650e-01 -3.70930597e-01
-3.61561763e-01]
[ -4.64882435e-01 -3.69461200e-01 -3.73018489e-01 -1.63327737e-01
-3.51819692e-01 -2.09666187e-01 -1.82234160e-01 -4.47484718e-01
-3.22029745e-01 -4.72314505e-01 -1.59609083e-01 -1.30566176e-01
-2.96245139e-01]
[ -9.46189527e-01 -9.63868041e-01 -9.64080890e-01 -9.12853583e-01
-1.03801209e+00 -9.73821994e-01 -7.86594111e-01 -7.99835167e-01
-8.60102214e-01 -6.78610171e-01 -9.97807399e-01 -7.57553750e-01
-6.10424651e-01]
[ -4.89243265e-01 -2.74811236e-01 -4.57989264e-01 -3.35033805e-01
-3.66524219e-01 -3.51493691e-01 -5.16218454e-01 -5.53080967e-01
-5.82151288e-01 -1.55451228e-01 -4.27127094e-01 -5.78421859e-01
-4.34789124e-01]
[ -1.22726079e-01 6.58207695e-02 -3.42332089e-01 -2.77891941e-01
-6.00527153e-02 -6.98839475e-02 -2.06529614e-01 -3.22803793e-01
-1.97992634e-01 6.98978924e-02 -1.94357436e-01 -8.79325486e-02
-3.29765955e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55468263e-01 -1.02095796e-01 1.63449156e-01 -2.30102458e-01
-1.21983187e-01 1.15195246e-01 -1.21219457e-01 -5.89813390e-03
-7.22448734e-02 5.65344852e-02 -9.58364239e-02 -1.76366862e-01
7.81990616e-02]
[ -7.88508268e-02 -2.53869693e-01 -1.77597006e-01 -2.75527483e-01
-4.74936224e-01 -8.42944338e-02 -1.46735005e-02 7.05427541e-03
-2.56388645e-02 2.14220507e-02 -1.48757071e-01 -1.50056685e-01
-2.17966311e-01]
[ -6.88504847e-02 -1.14964322e-03 -2.43364240e-01 -2.58985507e-01
1.34934339e-01 -1.61973429e-01 -1.44302554e-01 4.54097590e-02
3.70322050e-02 -1.17664176e-02 -1.93315589e-01 -6.53763559e-02
7.41708754e-02]
[ 2.60043313e-02 -1.52119167e-01 -1.54955459e-01 -3.28809533e-02
-1.14416967e-01 -1.06851223e-01 4.02435523e-02 -2.11930011e-01
-6.92913533e-02 -9.77371276e-02 -3.92216768e-03 -1.43347199e-01
-8.79074062e-03]
[ -2.83655652e-01 -1.49486250e-01 -6.95238214e-02 -1.00003096e-01
-3.09396579e-01 -2.71325596e-01 -3.77066615e-01 4.11309139e-02
-3.07340009e-01 -2.27450245e-01 1.58438956e-01 5.89966758e-02
2.53257177e-01]
[ -2.19835383e-01 -1.22143336e-01 -8.09253806e-02 -6.16342347e-02
-6.87136211e-02 -1.14093334e-01 -1.13132504e-01 5.88683620e-03
-1.60058181e-01 -2.83864989e-02 3.65176075e-02 -5.84207730e-02
-7.62242885e-02]
[ -1.61240086e-01 -2.08972279e-02 -2.29206674e-01 -2.99311517e-01
-1.04401612e-01 -1.99538504e-01 -3.00713061e-01 -1.65834486e-01
1.22428372e-01 -2.50309592e-01 -2.26438990e-01 -6.06124530e-02
-2.52649064e-01]
[ -3.62750532e-01 -1.05241103e-01 -1.37658230e-01 -2.54635880e-01
-8.46243592e-02 -3.09322432e-01 8.32931693e-02 -3.54106115e-02
-9.54671705e-02 1.20382924e-01 -1.24617844e-01 -2.35637727e-01
-1.26996429e-01]
[ -1.69918775e-01 -1.68118495e-01 -4.36918141e-02 -1.53172206e-01
-1.45769937e-01 -2.91727506e-01 -1.35183284e-01 -1.16691146e-01
-3.24103127e-01 1.57570332e-02 1.44525242e-01 4.63842505e-02
-3.05664709e-01]
[ -1.35148937e-01 -1.94875539e-01 -1.08940826e-01 -3.00790443e-01
7.56273383e-02 -1.62401354e-02 -2.20826997e-01 -1.39504825e-01
8.58710065e-02 -1.01081972e-01 -2.15737814e-01 -2.93460030e-01
-3.39183523e-01]
[ -4.00625250e-02 -3.83405259e-02 -1.45198340e-01 -4.99443612e-02
-2.31477187e-01 6.42261069e-02 -6.77437676e-02 -2.66490391e-02
-2.12048650e-01 -5.35257115e-02 -7.20605538e-02 -3.19914457e-01
-1.36446373e-01]
[ -6.98680887e-02 3.25549977e-02 -1.28599399e-01 -2.92260256e-01
1.22804882e-01 2.18291589e-02 -2.28669798e-01 -1.84544329e-01
1.15455859e-01 -7.55750499e-02 -2.44114585e-01 -1.50071667e-01
-2.67820009e-01]
[ 7.51338832e-02 -2.88672698e-01 -8.78109969e-02 -3.55176434e-01
-1.91769748e-01 -8.75265964e-02 -2.70405647e-02 7.62316701e-04
-7.26759553e-02 1.75992922e-01 -3.82201438e-01 -2.18187011e-01
1.49874671e-01]
[ -2.25372440e-01 -2.24960272e-01 -1.34064056e-01 -2.01639906e-01
-2.73489672e-01 -9.15673527e-02 8.92227415e-02 -6.28643792e-02
1.97119610e-01 -5.76321533e-02 -2.48693092e-01 -4.08314194e-01
3.12064200e-01]
[ -2.02398507e-02 -1.53227218e-01 1.34512469e-02 -1.68841100e-01
-1.25977643e-01 1.68173229e-01 3.60271702e-02 8.13387667e-02
-1.39885467e-01 7.40620203e-02 6.98728897e-03 -3.22007773e-01
2.81341390e-01]
[ -7.55699798e-03 -1.43676790e-03 -1.31886881e-01 2.51666264e-02
-1.31533348e-01 -4.53942726e-02 1.05493352e-01 -1.08408235e-02
1.03861019e-01 1.77365141e-01 -2.82940586e-01 -1.66984737e-01
2.77164181e-01]
[ -9.20311894e-02 -2.44285485e-01 5.04519005e-02 -2.49454017e-01
-1.02620304e-01 1.18715479e-01 1.78124409e-01 -3.49299117e-02
-1.84387676e-01 6.91957328e-03 -3.90041617e-01 -2.47373347e-01
3.90226850e-01]
[ 1.08954456e-01 -3.93455626e-02 4.14680922e-03 -2.44485764e-02
-2.77665565e-02 -1.59459471e-02 5.14111117e-02 1.34348990e-01
2.18854651e-01 6.26669303e-02 -3.64074855e-01 -7.51794106e-02
8.53444806e-02]
[ -1.68808457e-02 -9.71928978e-02 9.88195722e-03 1.04539103e-01
-5.19023287e-02 -2.82981375e-01 -7.31537053e-02 1.54467343e-01
-1.09432246e-01 -4.76566082e-02 -1.22604483e-01 -2.72573206e-01
2.36762244e-02]
[ 8.51441102e-02 1.04916932e-01 3.13885136e-03 8.79962316e-03
-1.01058211e-01 -5.89498844e-02 -1.39692735e-01 -1.51191611e-01
-2.33202007e-01 -1.19424567e-01 -2.20848060e-01 1.11845980e-01
-5.20766814e-03]
[ 6.42722186e-02 -1.37106632e-01 1.58961942e-01 -1.07248932e-02
1.75463626e-01 9.49026788e-03 -2.32990682e-01 -2.05054155e-01
6.44929925e-02 -3.75159033e-01 -5.03321152e-02 2.96104357e-01
-9.03541837e-02]
[ 4.02915584e-02 7.89203419e-02 -2.09503453e-01 2.33458896e-02
2.67999706e-02 8.65601186e-05 -1.30746868e-01 -3.03130630e-01
-2.70624629e-01 -1.46470668e-01 -5.35829114e-02 -1.97972088e-02
-1.41035395e-01]
[ -5.52631773e-02 -2.06478757e-01 6.54080985e-02 1.20851237e-01
-1.20813744e-01 -1.34095220e-01 4.47169138e-02 2.51069944e-03
8.85989998e-02 -3.49003085e-01 -2.59700471e-01 -1.62409847e-01
1.98561500e-02]
[ 1.83594993e-02 -2.67425621e-01 6.38775126e-02 -1.99363985e-01
-1.83644219e-01 -2.30592110e-01 -2.43872197e-01 9.57265666e-02
1.11546172e-02 1.73521803e-01 -1.28831987e-01 6.45696217e-02
-4.03881405e-02]
[ 1.82004479e-01 3.27551231e-02 -9.78450300e-02 -2.18832396e-01
-7.34706357e-02 -1.00597163e-01 -1.37464618e-01 1.32639949e-01
-1.53615603e-01 -1.40296795e-01 -2.07451557e-01 -9.65264216e-02
-2.47599392e-02]
[ -1.68230680e-01 -1.93184300e-01 -1.02777800e-01 -1.88626347e-01
-6.16028522e-02 2.72939676e-02 -1.52236420e-01 -9.54478750e-02
-1.12253655e-01 9.48661216e-02 -2.25147675e-01 -1.26210648e-01
-1.70688974e-01]
[ -3.22044003e-02 -2.14040746e-01 -1.53065348e-01 -1.78381412e-01
-5.08057242e-02 4.42527759e-02 -8.69659462e-03 5.67615966e-02
-2.02842874e-01 -1.94464781e-01 -4.14614444e-02 -2.05927924e-01
-8.52206118e-03]
[ 1.20202865e-01 5.43812052e-02 1.61838880e-03 -1.65907806e-01
-3.40028978e-01 8.42016262e-03 -9.04924865e-02 -1.56571427e-01
-2.78889983e-01 1.70212269e-01 -1.48585760e-01 -2.58922068e-01
5.02397314e-02]
[ -5.91746674e-02 -2.40098079e-02 -2.79846548e-01 -3.52374617e-02
4.94479773e-02 1.56621298e-01 -1.91987330e-01 -1.20513280e-01
-2.25535435e-02 1.10108724e-03 8.93879611e-02 2.23718714e-01
4.56832874e-02]
[ 1.18894691e-01 2.59844783e-01 -1.90477859e-01 3.68750799e-01
2.27768238e-02 -3.41676511e-04 -1.03098053e-01 -2.53986327e-01
-1.40061839e-01 -2.82887164e-01 3.00741923e-01 3.38486073e-01
-2.89337449e-01]
[ -1.98995060e-02 1.09801453e-01 6.09490560e-02 -2.26811354e-02
-7.67388327e-02 -6.88760062e-02 -1.23312367e-01 -2.22876869e-01
-1.55706968e-01 -1.31885717e-01 1.05815174e-01 3.80541944e-01
-2.15282491e-01]
[ -4.49057042e-02 -1.40329008e-01 -1.56763423e-01 1.98194507e-01
-1.87990723e-01 2.34510112e-01 -3.55243236e-02 -2.18333739e-01
-2.01817189e-01 -4.69022830e-01 6.64100055e-02 7.45353575e-02
-1.57184310e-01]
[ 8.19059861e-02 -3.84247377e-01 -5.04396500e-02 -5.48795590e-02
-1.13329635e-01 2.01050212e-01 1.16146305e-01 1.91377657e-01
-1.25301787e-01 -2.57856149e-02 -9.70972825e-02 1.85315722e-01
-1.11145964e-01]
[ 2.04319743e-01 -2.88305189e-01 -1.23075734e-01 -8.91266101e-02
-2.02990880e-01 1.22573942e-01 3.65359673e-02 -1.54351680e-01
-2.13010844e-02 -1.24742083e-01 -1.25292362e-01 -1.90901653e-01
-5.53852475e-02]
[ -1.36280106e-01 -7.24687142e-02 3.68634560e-02 -2.37944057e-01
-4.75601012e-02 -1.40995816e-01 4.56503332e-02 -3.71334222e-02
-7.18529007e-02 -3.23963955e-02 -2.76466307e-01 -3.16676236e-01
-4.40339670e-02]
[ -1.48016578e-01 -9.79695554e-02 -7.87021988e-02 -1.62853026e-01
-3.11932633e-01 -2.87768477e-01 3.57447371e-02 -2.52206560e-02
-6.82879054e-02 -4.21617135e-02 -7.21526786e-02 -2.82363523e-01
-2.11940642e-01]
[ -1.71643451e-01 -2.13291966e-01 -2.99015798e-01 -2.54203633e-01
-2.58624259e-01 -2.06930289e-01 -3.58731649e-01 1.17133237e-01
-7.11037313e-02 -2.95411351e-01 -2.52360281e-01 -1.44651830e-01
-2.30592456e-01]
[ -1.06823480e-01 1.10733014e-01 2.41290745e-02 -4.70268089e-02
-2.19405841e-01 -1.68511011e-01 -9.91414166e-02 -4.41219480e-02
-8.79402431e-02 -2.48910000e-01 -2.02584067e-01 -2.21664163e-01
-1.89611656e-01]
[ -3.46157740e-01 -1.36519802e-01 -2.69176332e-01 6.28597107e-02
-2.11781658e-01 -2.25605095e-01 -6.39221555e-02 -1.78819048e-01
5.11072905e-02 -1.08071256e-01 8.10334721e-04 -3.67365728e-01
-7.74734230e-02]
[ -1.21025286e-01 -4.63414146e-02 -2.55480262e-01 -4.26430046e-02
-2.24433100e-01 -2.75907218e-01 -3.87891359e-01 -9.64064401e-02
1.02623606e-02 -3.18879687e-01 -3.13946893e-01 -4.42451554e-01
-1.14035374e-01]
[ -2.11430900e-01 -5.46004453e-01 -3.30452996e-01 -4.20107579e-01
-3.41761276e-01 -2.25653572e-01 -1.02169470e-02 -3.42912037e-01
1.06095121e-01 -2.94893878e-01 -2.70337574e-01 -1.15846937e-01
-1.56974232e-01]
[ -2.13840978e-01 -2.93977469e-01 -3.14300120e-01 -1.45996102e-01
-9.12748860e-02 -1.46526967e-01 -1.58137867e-01 -8.55936092e-02
-2.39143662e-01 -5.59858890e-01 -2.39806648e-01 -2.81423746e-02
-1.00510896e-01]
[ -1.21295944e-01 2.35469090e-02 -2.37043156e-01 -3.60205795e-01
-2.33917171e-01 -2.57108317e-01 -6.50345160e-02 -2.49626870e-01
2.03488524e-02 3.91283352e-02 -3.31658466e-01 -1.34147668e-01
-1.78990564e-01]]
Progress: 3.1% ... Training loss: 0.568 ... Validation loss: 1.023[[-0.12977998]
[ 0.28920922]
[-0.05146639]
[ 0.4618686 ]
[ 0.29651198]
[-0.0255894 ]
[-0.53805624]
[-0.62868246]
[-0.48440605]
[-0.66434249]
[ 0.58956249]
[ 1.30788344]
[-0.76398921]]
[[ -5.36026677e-01 -5.72884848e-01 -5.76911631e-01 -3.33762605e-01
-3.72627999e-01 -5.83189877e-01 -6.83769486e-01 -6.64359703e-01
-7.85727112e-01 -7.42527332e-01 -3.16192699e-01 1.22388013e-01
-7.89502040e-01]
[ 4.12010093e-03 -1.36965411e-01 5.05179296e-02 -1.28456135e-02
-4.13080864e-02 5.89325865e-02 -1.23895381e-01 2.25307089e-01
-1.23162430e-01 -1.67948846e-01 -3.10689713e-02 1.66347947e-02
8.20154062e-02]
[ -2.23391459e-01 1.96123894e-01 -4.07650534e-02 1.86097641e-01
1.81162392e-01 -1.11392033e-01 -2.16370599e-01 -3.98083402e-01
-1.30344998e-01 -4.08944004e-01 2.86873143e-01 8.07257642e-01
-2.70891340e-01]
[ 1.98064593e-01 -3.47028630e-01 -2.39453637e-01 -1.56468576e-01
-4.03748805e-01 -4.18444975e-03 1.49693414e-01 -1.97994699e-02
3.00886162e-01 -4.79598749e-02 -3.21655256e-01 -8.33764494e-01
1.19235230e-01]
[ 9.98102591e-02 1.00382870e-01 8.16314705e-02 1.88208929e-01
3.30618235e-02 7.49101669e-02 -1.46506238e-02 5.25698780e-02
2.62586376e-02 9.62415971e-02 2.58121322e-01 2.24389944e-01
2.23328365e-01]
[ -4.72848625e-01 -5.66981693e-01 -6.05677423e-01 -5.43947813e-01
-5.69030720e-01 -5.60317831e-01 -2.61028525e-01 -1.91319532e-01
-3.63663361e-01 -2.61985802e-01 -3.89530299e-01 -5.19839421e-01
-2.20999219e-01]
[ -4.18079002e-01 -5.73855201e-01 -3.24034006e-01 -3.63286614e-01
-4.06324812e-01 -5.56967338e-01 -5.24266018e-01 -5.58378795e-01
-3.60904535e-01 -3.16296903e-01 -4.94790459e-01 -2.36623498e-01
-3.76659973e-01]
[ -3.24115811e-01 -3.56925421e-01 -4.56138498e-01 -2.91559387e-01
-3.04064036e-01 -4.11851243e-01 -2.85926251e-01 -2.36475898e-01
-3.34149460e-01 -4.72730830e-01 -2.82558186e-01 -3.59818317e-01
-3.62014572e-01]
[ -4.65223352e-01 -3.68731656e-01 -3.73151256e-01 -1.61758347e-01
-3.51307946e-01 -2.09773271e-01 -1.83573911e-01 -4.49007141e-01
-3.22727366e-01 -4.73753044e-01 -1.57901039e-01 -1.27392955e-01
-2.98002083e-01]
[ -9.45684627e-01 -9.62343317e-01 -9.64102777e-01 -9.09640069e-01
-1.03626944e+00 -9.73818332e-01 -7.83121754e-01 -7.95188418e-01
-8.56167736e-01 -6.73545837e-01 -9.91671551e-01 -7.55973596e-01
-6.04677138e-01]
[ -4.89784146e-01 -2.73929255e-01 -4.58141450e-01 -3.32969867e-01
-3.65518599e-01 -3.51647032e-01 -5.18613721e-01 -5.54981459e-01
-5.83690235e-01 -1.57713804e-01 -4.24724127e-01 -5.74595107e-01
-4.37047768e-01]
[ -1.23184424e-01 6.71310514e-02 -3.42495127e-01 -2.75885822e-01
-5.88849377e-02 -6.99934784e-02 -2.07927022e-01 -3.24729776e-01
-1.99428028e-01 6.78705469e-02 -1.91968317e-01 -8.40422685e-02
-3.32145873e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55555226e-01 -1.01948759e-01 1.63414362e-01 -2.29927106e-01
-1.21863953e-01 1.15171702e-01 -1.21639580e-01 -6.41018588e-03
-7.26177229e-02 5.60171920e-02 -9.56270210e-02 -1.76069439e-01
7.75486434e-02]
[ -7.86879591e-02 -2.54132390e-01 -1.77545936e-01 -2.75950587e-01
-4.75134925e-01 -8.42639182e-02 -1.40164445e-02 8.10060409e-03
-2.51214184e-02 2.26969114e-02 -1.49282889e-01 -1.52164925e-01
-2.16661647e-01]
[ -6.90748223e-02 -9.92817647e-04 -2.43404864e-01 -2.58683285e-01
1.35246507e-01 -1.62029003e-01 -1.44972414e-01 4.48169877e-02
3.65497671e-02 -1.24703518e-02 -1.92971749e-01 -6.51220892e-02
7.34155282e-02]
[ 2.65022624e-02 -1.52797676e-01 -1.54750276e-01 -3.44835087e-02
-1.15433243e-01 -1.06736615e-01 4.21662667e-02 -2.09756444e-01
-6.74928482e-02 -9.51681915e-02 -5.68610468e-03 -1.49100189e-01
-5.70819655e-03]
[ -2.83419189e-01 -1.49903094e-01 -6.93856507e-02 -1.00928243e-01
-3.09870732e-01 -2.71274006e-01 -3.76101351e-01 4.27041742e-02
-3.06216758e-01 -2.26234914e-01 1.57495729e-01 5.61971287e-02
2.55416423e-01]
[ -2.20560161e-01 -1.19216003e-01 -8.13990809e-02 -5.58975664e-02
-6.54290299e-02 -1.14327041e-01 -1.16362081e-01 2.56969766e-03
-1.62659895e-01 -3.22402176e-02 4.42691956e-02 -4.64163560e-02
-8.13378542e-02]
[ -1.61199693e-01 -2.07434212e-02 -2.29186110e-01 -2.98459140e-01
-1.03989283e-01 -1.99530512e-01 -3.00051667e-01 -1.65275027e-01
1.23207939e-01 -2.49231630e-01 -2.24537704e-01 -5.99155213e-02
-2.51764765e-01]
[ -3.63075068e-01 -1.03870266e-01 -1.37813337e-01 -2.52502213e-01
-8.32795513e-02 -3.09416507e-01 8.30498225e-02 -3.53191851e-02
-9.58424973e-02 1.19795534e-01 -1.21605408e-01 -2.29542092e-01
-1.26850541e-01]
[ -1.69757944e-01 -1.68265003e-01 -4.36579939e-02 -1.53310578e-01
-1.45953704e-01 -2.91705001e-01 -1.34294225e-01 -1.16249006e-01
-3.23380608e-01 1.67004118e-02 1.44123873e-01 4.48251754e-02
-3.04781460e-01]
[ -1.35210337e-01 -1.94756952e-01 -1.08948150e-01 -3.00571895e-01
7.57331532e-02 -1.62548427e-02 -2.20836408e-01 -1.39537151e-01
8.60672235e-02 -1.01136731e-01 -2.15491182e-01 -2.93391267e-01
-3.39015438e-01]
[ -4.04519505e-02 -3.76670231e-02 -1.45340564e-01 -4.85872114e-02
-2.30960738e-01 6.41091789e-02 -6.95424287e-02 -2.84247134e-02
-2.13363976e-01 -5.54203128e-02 -7.05094913e-02 -3.16475776e-01
-1.38906218e-01]
[ -6.96494631e-02 3.22286133e-02 -1.28531546e-01 -2.92663490e-01
1.22498434e-01 2.18812720e-02 -2.27714626e-01 -1.83380274e-01
1.16426145e-01 -7.42694097e-02 -2.44568548e-01 -1.51410748e-01
-2.66359858e-01]
[ 7.52010464e-02 -2.88762808e-01 -8.77866315e-02 -3.55312857e-01
-1.91850781e-01 -8.75135955e-02 -2.67539636e-02 1.19323010e-03
-7.24478598e-02 1.76513389e-01 -3.82385930e-01 -2.18942093e-01
1.50397704e-01]
[ -2.25133426e-01 -2.25546295e-01 -1.33961529e-01 -2.02593918e-01
-2.74046625e-01 -9.15062787e-02 9.06772284e-02 -6.12840538e-02
1.98583088e-01 -5.63726598e-02 -2.49853727e-01 -4.12035944e-01
3.14642593e-01]
[ -2.01552752e-02 -1.53304908e-01 1.34779972e-02 -1.69037655e-01
-1.26097984e-01 1.68192092e-01 3.64841556e-02 8.17595406e-02
-1.39594321e-01 7.44847219e-02 6.63725472e-03 -3.22796566e-01
2.81866579e-01]
[ -6.93157459e-03 -2.80171567e-03 -1.31687835e-01 2.27204873e-02
-1.32874518e-01 -4.52403902e-02 1.08631819e-01 -7.68065485e-03
1.07109711e-01 1.80708269e-01 -2.85370049e-01 -1.75450028e-01
2.81663003e-01]
[ -9.17420074e-02 -2.44771977e-01 5.05798587e-02 -2.50396691e-01
-1.03186259e-01 1.18797238e-01 1.79463412e-01 -3.36281647e-02
-1.83446994e-01 8.44855118e-03 -3.90924765e-01 -2.50354687e-01
3.92257321e-01]
[ 1.09368442e-01 -4.04035825e-02 4.30951739e-03 -2.60218681e-02
-2.87878268e-02 -1.58563315e-02 5.32200247e-02 1.36416023e-01
2.20739645e-01 6.46419762e-02 -3.65640918e-01 -8.09808658e-02
8.75193593e-02]
[ -1.64680534e-02 -9.78954426e-02 1.00332785e-02 1.03076384e-01
-5.25898491e-02 -2.82903968e-01 -7.14130465e-02 1.56721355e-01
-1.07725490e-01 -4.55137399e-02 -1.24169047e-01 -2.75902194e-01
2.67116095e-02]
[ 8.45758967e-02 1.05948543e-01 2.94232052e-03 1.11340409e-02
-1.00067067e-01 -5.90813091e-02 -1.41899425e-01 -1.53365417e-01
-2.34958855e-01 -1.21900132e-01 -2.18726340e-01 1.17990470e-01
-8.65230629e-03]
[ 6.39102511e-02 -1.36114405e-01 1.58786942e-01 -9.15140648e-03
1.76649585e-01 9.39519943e-03 -2.34714025e-01 -2.06641148e-01
6.30373630e-02 -3.76419794e-01 -4.84918876e-02 3.02223974e-01
-9.22723379e-02]
[ 4.03247365e-02 7.88884758e-02 -2.09492292e-01 2.33220518e-02
2.67650604e-02 9.40479350e-05 -1.30666215e-01 -3.03044192e-01
-2.70457505e-01 -1.46372805e-01 -5.37189921e-02 -2.04203949e-02
-1.40781184e-01]
[ -5.53753651e-02 -2.06280909e-01 6.53595502e-02 1.21276129e-01
-1.20608930e-01 -1.34126171e-01 4.41762048e-02 1.91022117e-03
8.80948157e-02 -3.49514367e-01 -2.59256655e-01 -1.61491884e-01
1.92256249e-02]
[ 1.83912950e-02 -2.67751120e-01 6.39498665e-02 -1.99925197e-01
-1.83960965e-01 -2.30586765e-01 -2.43845007e-01 9.62335257e-02
1.12490562e-02 1.73941383e-01 -1.29709939e-01 6.20284212e-02
-3.96926557e-02]
[ 1.82158624e-01 3.21257001e-02 -9.77531373e-02 -2.19639105e-01
-7.41713989e-02 -1.00553860e-01 -1.36658678e-01 1.33598889e-01
-1.53019985e-01 -1.39484069e-01 -2.08626492e-01 -9.96607158e-02
-2.37860723e-02]
[ -1.68156063e-01 -1.93557188e-01 -1.02706857e-01 -1.89250266e-01
-6.20314654e-02 2.73204913e-02 -1.51832988e-01 -9.49091577e-02
-1.11923464e-01 9.56028931e-02 -2.25957162e-01 -1.29035722e-01
-1.70021586e-01]
[ -3.21276073e-02 -2.14213937e-01 -1.53027596e-01 -1.78832901e-01
-5.09554135e-02 4.42810171e-02 -8.44581399e-03 5.67153686e-02
-2.02468061e-01 -1.94255700e-01 -4.19244471e-02 -2.06362288e-01
-8.18045739e-03]
[ 1.20081937e-01 5.46757037e-02 1.55768744e-03 -1.65340950e-01
-3.39746569e-01 8.38741931e-03 -9.09287014e-02 -1.57083291e-01
-2.79133435e-01 1.69594079e-01 -1.47862981e-01 -2.56307028e-01
4.93542112e-02]
[ -5.95161266e-02 -2.32480758e-02 -2.79960541e-01 -3.38783333e-02
5.02614340e-02 1.56531207e-01 -1.93305859e-01 -1.21766586e-01
-2.39184244e-02 -8.81509605e-04 9.12289110e-02 2.28975548e-01
4.34793368e-02]
[ 1.17875422e-01 2.63951650e-01 -1.90951319e-01 3.75622339e-01
2.70443507e-02 -6.41811023e-04 -1.07004705e-01 -2.57967988e-01
-1.43579405e-01 -2.86693550e-01 3.10383002e-01 3.54609202e-01
-2.93962142e-01]
[ -2.03987206e-02 1.12049059e-01 6.05572771e-02 -1.87061131e-02
-7.45246747e-02 -6.90372467e-02 -1.25386948e-01 -2.25496876e-01
-1.57411513e-01 -1.35025502e-01 1.11756135e-01 3.89143293e-01
-2.19356356e-01]
[ -4.52351199e-02 -1.39555264e-01 -1.56904651e-01 1.99882078e-01
-1.87142836e-01 2.34401270e-01 -3.70604524e-02 -2.19745867e-01
-2.03019342e-01 -4.70161605e-01 6.84331924e-02 8.01815840e-02
-1.59099466e-01]
[ 8.18249615e-02 -3.84165208e-01 -5.04493894e-02 -5.46649419e-02
-1.13337644e-01 2.01026504e-01 1.15646608e-01 1.90970103e-01
-1.25694514e-01 -2.61494468e-02 -9.69121301e-02 1.85019160e-01
-1.11585955e-01]
[ 2.04463309e-01 -2.88497369e-01 -1.23020448e-01 -8.95618533e-02
-2.03184724e-01 1.22604727e-01 3.70475035e-02 -1.53686501e-01
-2.08890964e-02 -1.23990460e-01 -1.25891613e-01 -1.92936292e-01
-5.43657694e-02]
[ -1.36105241e-01 -7.28454344e-02 3.69443827e-02 -2.38697170e-01
-4.79847577e-02 -1.40946866e-01 4.65574124e-02 -3.64935843e-02
-7.10778923e-02 -3.14831117e-02 -2.77613896e-01 -3.19677760e-01
-4.29467194e-02]
[ -1.47898320e-01 -9.82732766e-02 -7.86433206e-02 -1.63209653e-01
-3.12192465e-01 -2.87739722e-01 3.64552360e-02 -2.44174024e-02
-6.76988072e-02 -4.12237379e-02 -7.26379209e-02 -2.83757445e-01
-2.11100649e-01]
[ -1.70887016e-01 -2.14401241e-01 -2.98747155e-01 -2.56486361e-01
-2.59999287e-01 -2.06757996e-01 -3.56287967e-01 1.20455963e-01
-6.83273386e-02 -2.91911917e-01 -2.54600276e-01 -1.51363802e-01
-2.26177094e-01]
[ -1.06737801e-01 1.10270451e-01 2.42158450e-02 -4.74581020e-02
-2.19774407e-01 -1.68490563e-01 -9.87100661e-02 -4.30557600e-02
-8.71977103e-02 -2.47749919e-01 -2.03197191e-01 -2.24593343e-01
-1.87902737e-01]
[ -3.46277999e-01 -1.35740657e-01 -2.69278198e-01 6.44815619e-02
-2.11074351e-01 -2.25655467e-01 -6.41987124e-02 -1.79309637e-01
5.10617442e-02 -1.08643499e-01 3.01801289e-03 -3.64896027e-01
-7.79297534e-02]
[ -1.21286347e-01 -4.51779052e-02 -2.55583697e-01 -4.08158949e-02
-2.23389460e-01 -2.75970471e-01 -3.88274665e-01 -9.64690242e-02
9.95266210e-03 -3.19332796e-01 -3.11237041e-01 -4.38944901e-01
-1.14288355e-01]
[ -2.11575611e-01 -5.44404826e-01 -3.30675398e-01 -4.17286996e-01
-3.40015426e-01 -2.25747579e-01 -1.06947803e-02 -3.43815458e-01
1.05920621e-01 -2.95717135e-01 -2.65980167e-01 -1.13119079e-01
-1.58105369e-01]
[ -2.14623069e-01 -2.92304507e-01 -3.14587782e-01 -1.42474928e-01
-8.92727446e-02 -1.46745950e-01 -1.60346878e-01 -8.82275617e-02
-2.41048515e-01 -5.62360989e-01 -2.35464259e-01 -1.81107726e-02
-1.03934688e-01]
[ -1.21324265e-01 2.36204904e-02 -2.37020316e-01 -3.59998921e-01
-2.33756467e-01 -2.57133655e-01 -6.48831584e-02 -2.49104965e-01
2.02246622e-02 3.95939423e-02 -3.31494739e-01 -1.33945145e-01
-1.78741654e-01]]
Progress: 3.2% ... Training loss: 0.565 ... Validation loss: 0.988[[-0.12071093]
[ 0.29452502]
[-0.04608721]
[ 0.47480997]
[ 0.30121934]
[-0.01598144]
[-0.53475579]
[-0.62558612]
[-0.47720739]
[-0.6602615 ]
[ 0.59910881]
[ 1.33052761]
[-0.76159883]]
[[ -5.36478207e-01 -5.72140142e-01 -5.77022246e-01 -3.30882984e-01
-3.71857631e-01 -5.83259457e-01 -6.84300741e-01 -6.65280790e-01
-7.86443691e-01 -7.43460965e-01 -3.12644566e-01 1.40196587e-01
-7.90944864e-01]
[ 4.35148651e-03 -1.37527251e-01 5.06101876e-02 -1.36159810e-02
-4.18149205e-02 5.89796856e-02 -1.22933073e-01 2.26622912e-01
-1.22199193e-01 -1.66803940e-01 -3.18447694e-02 1.45145120e-02
8.36591235e-02]
[ -2.22534178e-01 1.93445214e-01 -4.04255329e-02 1.84052941e-01
1.78755101e-01 -1.11195249e-01 -2.11834110e-01 -3.93934098e-01
-1.26389817e-01 -4.04896058e-01 2.84248989e-01 8.20485183e-01
-2.65191691e-01]
[ 1.97326154e-01 -3.45159583e-01 -2.39602749e-01 -1.52252492e-01
-4.01771573e-01 -4.34403475e-03 1.48198571e-01 -2.35809495e-02
2.99163141e-01 -4.97048546e-02 -3.16965849e-01 -8.27937929e-01
1.15221656e-01]
[ 1.00632128e-01 9.91065777e-02 8.19277864e-02 1.85380557e-01
3.13289392e-02 7.51249614e-02 -1.16242870e-02 5.88774489e-02
2.95417450e-02 9.90246704e-02 2.55226358e-01 2.12819913e-01
2.29209326e-01]
[ -4.73103922e-01 -5.66633323e-01 -6.05717174e-01 -5.43118598e-01
-5.68777070e-01 -5.60373789e-01 -2.61963604e-01 -1.91915009e-01
-3.64403747e-01 -2.62729945e-01 -3.88471738e-01 -5.19215104e-01
-2.21802282e-01]
[ -4.18377609e-01 -5.72298495e-01 -3.24200836e-01 -3.60148284e-01
-4.04871159e-01 -5.57028586e-01 -5.24307995e-01 -5.58439900e-01
-3.61130206e-01 -3.16672889e-01 -4.89471805e-01 -2.25405340e-01
-3.77219226e-01]
[ -3.23638195e-01 -3.58886393e-01 -4.55888794e-01 -2.93388784e-01
-3.05768306e-01 -4.11756887e-01 -2.82834393e-01 -2.33764321e-01
-3.31557965e-01 -4.69446643e-01 -2.85594398e-01 -3.57237448e-01
-3.58142255e-01]
[ -4.66081562e-01 -3.67192355e-01 -3.73434980e-01 -1.59528784e-01
-3.49826481e-01 -2.09946454e-01 -1.87497986e-01 -4.52890152e-01
-3.27216053e-01 -4.77805225e-01 -1.56203584e-01 -1.22066524e-01
-3.02902944e-01]
[ -9.46516184e-01 -9.61018696e-01 -9.64354212e-01 -9.06151643e-01
-1.03467872e+00 -9.74003693e-01 -7.85441086e-01 -7.97353113e-01
-8.59516844e-01 -6.75776163e-01 -9.87620792e-01 -7.40043903e-01
-6.06985428e-01]
[ -4.90330526e-01 -2.72458411e-01 -4.58275161e-01 -3.29960319e-01
-3.64293562e-01 -3.51745914e-01 -5.19953425e-01 -5.56390729e-01
-5.85111080e-01 -1.59323964e-01 -4.20701043e-01 -5.65816983e-01
-4.39076422e-01]
[ -1.22740986e-01 6.58189923e-02 -3.42350582e-01 -2.78016087e-01
-6.02161938e-02 -6.99052699e-02 -2.06077260e-01 -3.22983827e-01
-1.97521323e-01 6.98229096e-02 -1.95003702e-01 -8.90003111e-02
-3.30199790e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55849892e-01 -1.01421499e-01 1.63309355e-01 -2.29220560e-01
-1.21411689e-01 1.15106893e-01 -1.23030053e-01 -8.26705224e-03
-7.37592093e-02 5.37569260e-02 -9.47793864e-02 -1.75251376e-01
7.52639196e-02]
[ -7.87838595e-02 -2.53814903e-01 -1.77580605e-01 -2.75416671e-01
-4.74860966e-01 -8.42804819e-02 -1.43980937e-02 7.68108466e-03
-2.53774922e-02 2.23981459e-02 -1.48314040e-01 -1.49217269e-01
-2.16965578e-01]
[ -6.93058201e-02 -2.58442796e-04 -2.43497165e-01 -2.57446270e-01
1.35916386e-01 -1.62069977e-01 -1.45526087e-01 4.41781508e-02
3.59214032e-02 -1.32888668e-02 -1.91467248e-01 -6.30272099e-02
7.23841696e-02]
[ 2.66647405e-02 -1.53433917e-01 -1.54670443e-01 -3.51747550e-02
-1.15910176e-01 -1.06714680e-01 4.29170785e-02 -2.08565161e-01
-6.68989512e-02 -9.32767096e-02 -6.19259274e-03 -1.50344520e-01
-4.16870693e-03]
[ -2.83743576e-01 -1.48498591e-01 -6.95717185e-02 -9.85020848e-02
-3.08514963e-01 -2.71337586e-01 -3.76986845e-01 4.14803168e-02
-3.07180364e-01 -2.28085302e-01 1.60977473e-01 6.65840494e-02
2.53276535e-01]
[ -2.20503551e-01 -1.19408107e-01 -8.13187799e-02 -5.59524482e-02
-6.58089038e-02 -1.14307673e-01 -1.15649531e-01 3.67438950e-03
-1.62051055e-01 -3.13501332e-02 4.44393229e-02 -4.89974007e-02
-7.97949212e-02]
[ -1.60934824e-01 -2.22974038e-02 -2.29021270e-01 -3.00179393e-01
-1.05493927e-01 -1.99468359e-01 -2.98815471e-01 -1.64174367e-01
1.23976982e-01 -2.47678194e-01 -2.27270792e-01 -6.06019390e-02
-2.50308113e-01]
[ -3.62786843e-01 -1.04437806e-01 -1.37711975e-01 -2.53256428e-01
-8.37385455e-02 -3.09374924e-01 8.48955107e-02 -3.35122017e-02
-9.43026398e-02 1.21209756e-01 -1.22501683e-01 -2.30595498e-01
-1.24479031e-01]
[ -1.69615681e-01 -1.68451265e-01 -4.36134616e-02 -1.53427192e-01
-1.46036221e-01 -2.91668599e-01 -1.33454436e-01 -1.15669420e-01
-3.22353121e-01 1.81492327e-02 1.43787948e-01 4.73176439e-02
-3.03497251e-01]
[ -1.35657828e-01 -1.93712575e-01 -1.09136805e-01 -2.98748331e-01
7.69672155e-02 -1.63637842e-02 -2.22800473e-01 -1.41858500e-01
8.36948813e-02 -1.03487938e-01 -2.13462001e-01 -2.87654216e-01
-3.41999716e-01]
[ -4.08207824e-02 -3.73949310e-02 -1.45410761e-01 -4.79406353e-02
-2.30784081e-01 6.40596767e-02 -7.10107063e-02 -2.97201993e-02
-2.15070402e-01 -5.66173834e-02 -7.02468792e-02 -3.16175736e-01
-1.40716675e-01]
[ -6.97361334e-02 3.25480543e-02 -1.28566118e-01 -2.92332347e-01
1.22723302e-01 2.18481672e-02 -2.28265303e-01 -1.83235580e-01
1.16092071e-01 -7.45793664e-02 -2.44322962e-01 -1.50872851e-01
-2.66390876e-01]
[ 7.52816332e-02 -2.88948208e-01 -8.77573812e-02 -3.55575311e-01
-1.92008922e-01 -8.75011258e-02 -2.62655683e-02 1.64767226e-03
-7.20425750e-02 1.76976432e-01 -3.82671767e-01 -2.19756823e-01
1.50990329e-01]
[ -2.24890183e-01 -2.26236627e-01 -1.33860099e-01 -2.04130298e-01
-2.74776646e-01 -9.14546449e-02 9.22103457e-02 -6.00986514e-02
2.00133490e-01 -5.48111169e-02 -2.51702771e-01 -4.16117502e-01
3.16762220e-01]
[ -1.98226709e-02 -1.53986574e-01 1.35955547e-02 -1.70564923e-01
-1.26886924e-01 1.68258399e-01 3.81701346e-02 8.32837683e-02
-1.38382387e-01 7.62619611e-02 4.30606741e-03 -3.28596060e-01
2.84205327e-01]
[ -6.52711285e-03 -3.53999733e-03 -1.31564971e-01 2.11406245e-02
-1.33593492e-01 -4.51701246e-02 1.10418705e-01 -5.85954593e-03
1.08884169e-01 1.83025296e-01 -2.86894034e-01 -1.79564123e-01
2.84673006e-01]
[ -9.13158802e-02 -2.45520029e-01 5.07284669e-02 -2.51724797e-01
-1.03881405e-01 1.18881286e-01 1.81741201e-01 -3.15466098e-02
-1.81643072e-01 1.05926771e-02 -3.92063689e-01 -2.52641630e-01
3.95592713e-01]
[ 1.09965162e-01 -4.15876661e-02 4.51421647e-03 -2.78425536e-02
-2.99922618e-02 -1.57572177e-02 5.57451031e-02 1.39555253e-01
2.23363047e-01 6.83594370e-02 -3.67342135e-01 -8.69703143e-02
9.14645610e-02]
[ -1.64770598e-02 -9.78719455e-02 1.00322089e-02 1.03072887e-01
-5.26157311e-02 -2.82905270e-01 -7.14138382e-02 1.56817056e-01
-1.07700036e-01 -4.55740732e-02 -1.24169393e-01 -2.76024163e-01
2.67322771e-02]
[ 8.42710746e-02 1.06244301e-01 2.85796466e-03 1.21716981e-02
-9.96364287e-02 -5.91336803e-02 -1.43322118e-01 -1.54850220e-01
-2.35977201e-01 -1.23290467e-01 -2.17801235e-01 1.19447402e-01
-1.07307146e-02]
[ 6.31990716e-02 -1.35199516e-01 1.58568638e-01 -7.17622111e-03
1.77824023e-01 9.26567900e-03 -2.37603883e-01 -2.09700650e-01
5.96241839e-02 -3.79166345e-01 -4.67904688e-02 3.06671796e-01
-9.65442558e-02]
[ 4.02083729e-02 7.91617821e-02 -2.09527972e-01 2.38020327e-02
2.70165672e-02 7.37205374e-05 -1.31187825e-01 -3.03632122e-01
-2.70854448e-01 -1.47068419e-01 -5.30441086e-02 -1.85088111e-02
-1.41577966e-01]
[ -5.53762893e-02 -2.06296549e-01 6.53774055e-02 1.21126242e-01
-1.20664778e-01 -1.34124696e-01 4.41761601e-02 2.00387726e-03
8.79749437e-02 -3.49416306e-01 -2.59485774e-01 -1.61631235e-01
1.95861195e-02]
[ 1.83886115e-02 -2.67737546e-01 6.39465858e-02 -1.99894981e-01
-1.83937645e-01 -2.30587369e-01 -2.43853165e-01 9.62126227e-02
1.12389320e-02 1.73928684e-01 -1.29667072e-01 6.22491254e-02
-3.97227576e-02]
[ 1.82180776e-01 3.19881700e-02 -9.77415541e-02 -2.19899342e-01
-7.43605659e-02 -1.00552452e-01 -1.36526767e-01 1.33707633e-01
-1.52980216e-01 -1.39458943e-01 -2.09037377e-01 -1.01108270e-01
-2.34452690e-02]
[ -1.68465534e-01 -1.92699015e-01 -1.02878453e-01 -1.88041749e-01
-6.11307630e-02 2.72437032e-02 -1.53250408e-01 -9.72982155e-02
-1.13295796e-01 9.25134159e-02 -2.24169598e-01 -1.22752112e-01
-1.72967274e-01]
[ -3.20440579e-02 -2.14960560e-01 -1.52959480e-01 -1.80034703e-01
-5.17820034e-02 4.43061850e-02 -8.01374178e-03 5.72991427e-02
-2.02104548e-01 -1.93875031e-01 -4.38728770e-02 -2.09247972e-01
-7.52443148e-03]
[ 1.20144247e-01 5.40317383e-02 1.60193182e-03 -1.66208372e-01
-3.40424217e-01 8.40153987e-03 -9.09652102e-02 -1.56857886e-01
-2.79062487e-01 1.69496585e-01 -1.49356953e-01 -2.57651861e-01
4.94599775e-02]
[ -5.97820163e-02 -2.23809981e-02 -2.80040412e-01 -3.26095819e-02
5.11535807e-02 1.56473365e-01 -1.94302552e-01 -1.23028568e-01
-2.51374664e-02 -2.09200830e-03 9.30847262e-02 2.36176126e-01
4.20629108e-02]
[ 1.16977113e-01 2.66812048e-01 -1.91272525e-01 3.81388645e-01
2.96464647e-02 -8.05865259e-04 -1.10106366e-01 -2.61358842e-01
-1.46880882e-01 -2.90844071e-01 3.17650897e-01 3.71511471e-01
-2.98970123e-01]
[ -2.07369636e-02 1.13337367e-01 6.03609533e-02 -1.67147357e-02
-7.34653247e-02 -6.91039959e-02 -1.26589730e-01 -2.27129311e-01
-1.58387834e-01 -1.37073747e-01 1.14484226e-01 3.95367823e-01
-2.21957395e-01]
[ -4.57332489e-02 -1.38661427e-01 -1.57038282e-01 2.02143342e-01
-1.86138392e-01 2.34305707e-01 -3.91205978e-02 -2.21189069e-01
-2.05033252e-01 -4.71564894e-01 7.09183084e-02 8.73877201e-02
-1.61339510e-01]
[ 8.17441438e-02 -3.84075328e-01 -5.04863326e-02 -5.42613431e-02
-1.13026279e-01 2.01010071e-01 1.14899721e-01 1.90309913e-01
-1.26121333e-01 -2.65455365e-02 -9.62420867e-02 1.88827424e-01
-1.12247161e-01]
[ 2.04348466e-01 -2.88442821e-01 -1.23037373e-01 -8.93128422e-02
-2.03150614e-01 1.22586453e-01 3.65853472e-02 -1.54042125e-01
-2.13574865e-02 -1.24383998e-01 -1.25732235e-01 -1.93309343e-01
-5.49838698e-02]
[ -1.35961901e-01 -7.32234152e-02 3.70199234e-02 -2.39324394e-01
-4.83900824e-02 -1.40919570e-01 4.72072788e-02 -3.53323727e-02
-7.04691964e-02 -3.03729667e-02 -2.78476219e-01 -3.22744340e-01
-4.15708392e-02]
[ -1.47577233e-01 -9.90735635e-02 -7.85264846e-02 -1.64348981e-01
-3.12915988e-01 -2.87689232e-01 3.80022761e-02 -2.24333936e-02
-6.63030843e-02 -3.90116164e-02 -7.41223695e-02 -2.87204806e-01
-2.09025048e-01]
[ -1.70719405e-01 -2.14877662e-01 -2.98673263e-01 -2.57005998e-01
-2.60235121e-01 -2.06728994e-01 -3.55557927e-01 1.21426832e-01
-6.81439355e-02 -2.90770609e-01 -2.55440986e-01 -1.47968270e-01
-2.25001618e-01]
[ -1.06760850e-01 1.10742554e-01 2.41695566e-02 -4.68356620e-02
-2.19469262e-01 -1.68509667e-01 -9.80122872e-02 -4.25894305e-02
-8.66972644e-02 -2.47909735e-01 -2.01995211e-01 -2.23150447e-01
-1.87055345e-01]
[ -3.46351524e-01 -1.36074326e-01 -2.69247065e-01 6.43810347e-02
-2.11691232e-01 -2.25654377e-01 -6.40914151e-02 -1.79052776e-01
5.10650329e-02 -1.08507210e-01 2.21246315e-03 -3.65937821e-01
-7.76647429e-02]
[ -1.21963179e-01 -4.39701959e-02 -2.55744237e-01 -3.86156584e-02
-2.22225916e-01 -2.76094074e-01 -3.90667819e-01 -9.93379960e-02
6.72504170e-03 -3.20956353e-01 -3.09325552e-01 -4.34383242e-01
-1.17741575e-01]
[ -2.11720925e-01 -5.44049954e-01 -3.30748731e-01 -4.15926550e-01
-3.39430537e-01 -2.25779748e-01 -1.09049655e-02 -3.43579865e-01
1.05584192e-01 -2.95544688e-01 -2.64148310e-01 -1.06076321e-01
-1.58327337e-01]
[ -2.14652667e-01 -2.92687224e-01 -3.14540259e-01 -1.42730162e-01
-8.96076024e-02 -1.46735795e-01 -1.60318117e-01 -8.80636031e-02
-2.40603455e-01 -5.61823604e-01 -2.35746140e-01 -1.79560684e-02
-1.03018159e-01]
[ -1.21478058e-01 2.42620188e-02 -2.37133304e-01 -3.58938935e-01
-2.33137974e-01 -2.57195060e-01 -6.56529715e-02 -2.50157619e-01
1.97932660e-02 3.75017621e-02 -3.29473465e-01 -1.29751125e-01
-1.80661734e-01]]
Progress: 3.2% ... Training loss: 0.564 ... Validation loss: 0.968[[-0.13122606]
[ 0.28759194]
[-0.0556545 ]
[ 0.46783067]
[ 0.29264949]
[-0.02475269]
[-0.55538736]
[-0.64287307]
[-0.49592392]
[-0.67853248]
[ 0.59874733]
[ 1.33096635]
[-0.78191565]]
[[ -5.35755829e-01 -5.72431578e-01 -5.76894026e-01 -3.31980535e-01
-3.72477681e-01 -5.83186978e-01 -6.79705231e-01 -6.60732602e-01
-7.82426901e-01 -7.38607257e-01 -3.12704815e-01 1.33199291e-01
-7.84681527e-01]
[ 4.40274580e-03 -1.37673235e-01 5.06354875e-02 -1.38687126e-02
-4.19459642e-02 5.89859656e-02 -1.22720837e-01 2.27050973e-01
-1.21985235e-01 -1.66468530e-01 -3.21358776e-02 1.36615749e-02
8.41852305e-02]
[ -2.22381811e-01 1.92936524e-01 -4.03946537e-02 1.83392882e-01
1.77555075e-01 -1.11160269e-01 -2.10712463e-01 -3.94501413e-01
-1.24006041e-01 -4.05334055e-01 2.83557564e-01 8.13904585e-01
-2.65231716e-01]
[ 1.97772039e-01 -3.45037131e-01 -2.39596653e-01 -1.53930776e-01
-4.01881338e-01 -4.29140524e-03 1.49352964e-01 -2.35242079e-02
3.00550402e-01 -4.91641357e-02 -3.18859709e-01 -8.28097362e-01
1.17863944e-01]
[ 9.89223366e-02 1.04798534e-01 8.11791828e-02 1.96739905e-01
3.81239076e-02 7.48617124e-02 -1.91897392e-02 4.96335601e-02
2.19159029e-02 9.05283670e-02 2.69645201e-01 2.49566210e-01
2.15631968e-01]
[ -4.73124042e-01 -5.66406291e-01 -6.05717902e-01 -5.42582461e-01
-5.68422975e-01 -5.60379347e-01 -2.61063901e-01 -1.90891335e-01
-3.63988297e-01 -2.61878900e-01 -3.87404758e-01 -5.17684642e-01
-2.20964880e-01]
[ -4.17573302e-01 -5.73358103e-01 -3.23949454e-01 -3.62373154e-01
-4.06335788e-01 -5.56945059e-01 -5.20504184e-01 -5.54330902e-01
-3.57653815e-01 -3.11386708e-01 -4.91095238e-01 -2.31421128e-01
-3.71091193e-01]
[ -3.23181533e-01 -3.60479999e-01 -4.55689236e-01 -2.96043230e-01
-3.07688072e-01 -4.11682689e-01 -2.78770276e-01 -2.29841540e-01
-3.27777096e-01 -4.65469715e-01 -2.89322454e-01 -3.72222124e-01
-3.52584474e-01]
[ -4.66171030e-01 -3.66605378e-01 -3.73500833e-01 -1.58792384e-01
-3.49132672e-01 -2.09966305e-01 -1.87497785e-01 -4.53143625e-01
-3.27663695e-01 -4.78289045e-01 -1.54397198e-01 -1.17651310e-01
-3.03815778e-01]
[ -9.45530504e-01 -9.62783754e-01 -9.64002634e-01 -9.09400290e-01
-1.03694146e+00 -9.73883135e-01 -7.77850586e-01 -7.88450618e-01
-8.53604149e-01 -6.66942312e-01 -9.90712821e-01 -7.55769167e-01
-5.95812674e-01]
[ -4.90299476e-01 -2.72134420e-01 -4.58277683e-01 -3.29631862e-01
-3.63977064e-01 -3.51750498e-01 -5.19271614e-01 -5.56808568e-01
-5.84289012e-01 -1.59139695e-01 -4.19169987e-01 -5.62966961e-01
-4.39173696e-01]
[ -1.22606336e-01 6.54208544e-02 -3.42315279e-01 -2.78702675e-01
-6.06064464e-02 -6.98889275e-02 -2.05581739e-01 -3.22666503e-01
-1.97031017e-01 7.04351240e-02 -1.95920853e-01 -9.11798582e-02
-3.29664887e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.55989620e-01 -1.01038878e-01 1.63260320e-01 -2.28504064e-01
-1.21034893e-01 1.15086914e-01 -1.23512017e-01 -9.02953360e-03
-7.41843274e-02 5.27771061e-02 -9.36849079e-02 -1.72611611e-01
7.42845998e-02]
[ -7.86208299e-02 -2.54047468e-01 -1.77537430e-01 -2.75915011e-01
-4.75099777e-01 -8.42626016e-02 -1.33785066e-02 9.17088326e-03
-2.47771793e-02 2.38020970e-02 -1.48921261e-01 -1.51275358e-01
-2.15277945e-01]
[ -6.94974057e-02 -2.08341720e-05 -2.43517542e-01 -2.56800784e-01
1.36196424e-01 -1.62086258e-01 -1.45662395e-01 4.38608174e-02
3.54289553e-02 -1.31522869e-02 -1.90823325e-01 -6.26594411e-02
7.18587097e-02]
[ 2.71635811e-02 -1.54161862e-01 -1.54523915e-01 -3.69698803e-02
-1.16706952e-01 -1.06664320e-01 4.50450206e-02 -2.06585835e-01
-6.47808565e-02 -9.02861864e-02 -8.06117295e-03 -1.54870451e-01
-6.23969396e-04]
[ -2.83680243e-01 -1.48107472e-01 -6.96062854e-02 -9.74615248e-02
-3.08140253e-01 -2.71340800e-01 -3.76789553e-01 4.18980635e-02
-3.07045591e-01 -2.27800722e-01 1.62879720e-01 7.21253146e-02
2.53353410e-01]
[ -2.20232532e-01 -1.20027302e-01 -8.11962964e-02 -5.73641621e-02
-6.67043683e-02 -1.14273452e-01 -1.14203697e-01 5.14033188e-03
-1.60662315e-01 -2.98813512e-02 4.30884839e-02 -5.49483378e-02
-7.77052887e-02]
[ -1.60598448e-01 -2.36064778e-02 -2.28874413e-01 -3.02182038e-01
-1.06889280e-01 -1.99420197e-01 -2.97072318e-01 -1.62164384e-01
1.26223294e-01 -2.45980588e-01 -2.29883348e-01 -7.17144369e-02
-2.47431565e-01]
[ -3.62808152e-01 -1.04553126e-01 -1.37674125e-01 -2.53300143e-01
-8.40636568e-02 -3.09361131e-01 8.66107720e-02 -3.21464248e-02
-9.33996005e-02 1.22821289e-01 -1.22799613e-01 -2.31350666e-01
-1.22504378e-01]
[ -1.69414562e-01 -1.68545026e-01 -4.35864007e-02 -1.54084841e-01
-1.46149896e-01 -2.91653580e-01 -1.32595151e-01 -1.14748964e-01
-3.21473259e-01 1.89453933e-02 1.43430236e-01 4.43465185e-02
-3.02776491e-01]
[ -1.36001469e-01 -1.92813569e-01 -1.09273444e-01 -2.97165905e-01
7.79680449e-02 -1.64143839e-02 -2.24049146e-01 -1.43626765e-01
8.21610919e-02 -1.05171421e-01 -2.11209626e-01 -2.81391893e-01
-3.44356957e-01]
[ -4.06847957e-02 -3.76661470e-02 -1.45368186e-01 -4.85457327e-02
-2.31025658e-01 6.40799120e-02 -7.03026485e-02 -2.88899560e-02
-2.14505114e-01 -5.58438277e-02 -7.08782326e-02 -3.17300263e-01
-1.39683387e-01]
[ -6.95581898e-02 3.21675714e-02 -1.28507671e-01 -2.92909806e-01
1.22361208e-01 2.18708880e-02 -2.27446937e-01 -1.82064794e-01
1.16932072e-01 -7.34490002e-02 -2.44967918e-01 -1.52240485e-01
-2.64922602e-01]
[ 7.55713377e-02 -2.89385629e-01 -8.76721479e-02 -3.56566954e-01
-1.92526296e-01 -8.74723345e-02 -2.51545183e-02 2.92034810e-03
-7.09519853e-02 1.78785632e-01 -3.83835325e-01 -2.22906116e-01
1.53150349e-01]
[ -2.24496866e-01 -2.27320861e-01 -1.33711556e-01 -2.06272912e-01
-2.75906319e-01 -9.13997283e-02 9.50528027e-02 -5.74595236e-02
2.02986359e-01 -5.19874395e-02 -2.54276945e-01 -4.23003470e-01
3.21157117e-01]
[ -1.96392943e-02 -1.54598330e-01 1.36747520e-02 -1.71645600e-01
-1.27587183e-01 1.68283870e-01 3.89226243e-02 8.46152386e-02
-1.37611937e-01 7.76625484e-02 2.82320928e-03 -3.33591654e-01
2.86139307e-01]
[ -6.28860305e-03 -3.93852389e-03 -1.31500456e-01 2.02013341e-02
-1.34001128e-01 -4.51431337e-02 1.11567966e-01 -4.75030881e-03
1.09888802e-01 1.84533409e-01 -2.87932697e-01 -1.82251668e-01
2.86686653e-01]
[ -9.07736745e-02 -2.46431154e-01 5.09089906e-02 -2.53735790e-01
-1.05030753e-01 1.18956650e-01 1.85106481e-01 -2.84827209e-02
-1.78988395e-01 1.38957105e-02 -3.94135551e-01 -2.59566981e-01
4.00688286e-01]
[ 1.10629579e-01 -4.28366190e-02 4.71352206e-03 -3.03740657e-02
-3.13697694e-02 -1.56847576e-02 5.91591322e-02 1.43570206e-01
2.26401536e-01 7.21241571e-02 -3.69691255e-01 -9.44068996e-02
9.58257099e-02]
[ -1.64541922e-02 -9.79538482e-02 1.00537472e-02 1.02705649e-01
-5.27621750e-02 -2.82901499e-01 -7.12863909e-02 1.57173535e-01
-1.07669785e-01 -4.54577045e-02 -1.24540829e-01 -2.77418548e-01
2.72682295e-02]
[ 8.40473597e-02 1.06817787e-01 2.78193949e-03 1.30884767e-02
-9.91672986e-02 -5.91612147e-02 -1.44395436e-01 -1.56139906e-01
-2.36925524e-01 -1.24451141e-01 -2.16904032e-01 1.21115699e-01
-1.22289441e-02]
[ 6.26645681e-02 -1.34031973e-01 1.58371847e-01 -4.71183034e-03
1.79360302e-01 9.19886600e-03 -2.39939160e-01 -2.12363821e-01
5.72594060e-02 -3.81526883e-01 -4.35904737e-02 3.15960515e-01
-1.00544524e-01]
[ 4.02105333e-02 7.89950464e-02 -2.09513752e-01 2.36858914e-02
2.69341128e-02 7.68622715e-05 -1.31032312e-01 -3.03504347e-01
-2.70697746e-01 -1.46884155e-01 -5.32246911e-02 -1.85301701e-02
-1.41520834e-01]
[ -5.53019243e-02 -2.06750150e-01 6.54535899e-02 1.20126377e-01
-1.21259287e-01 -1.34106804e-01 4.46924888e-02 2.66042111e-03
8.84842453e-02 -3.49093279e-01 -2.60478821e-01 -1.65405878e-01
2.04208873e-02]
[ 1.85028337e-02 -2.68111296e-01 6.39918806e-02 -2.00499689e-01
-1.84276693e-01 -2.30572973e-01 -2.43389884e-01 9.68499914e-02
1.18784597e-02 1.74570882e-01 -1.30393041e-01 6.00074392e-02
-3.89503513e-02]
[ 1.82066686e-01 3.23221122e-02 -9.77863585e-02 -2.19456736e-01
-7.39797216e-02 -1.00570596e-01 -1.37070214e-01 1.32882485e-01
-1.53557947e-01 -1.40078842e-01 -2.08466728e-01 -9.90258409e-02
-2.42284448e-02]
[ -1.68329169e-01 -1.93238643e-01 -1.02812511e-01 -1.88815927e-01
-6.16899717e-02 2.72630307e-02 -1.52530741e-01 -9.62697574e-02
-1.12653343e-01 9.37417950e-02 -2.25228852e-01 -1.25944399e-01
-1.71662557e-01]
[ -3.20997941e-02 -2.14778241e-01 -1.52983791e-01 -1.79765789e-01
-5.16429352e-02 4.42975748e-02 -8.23177512e-03 5.71614009e-02
-2.02202267e-01 -1.94282711e-01 -4.35132799e-02 -2.08476038e-01
-7.69870729e-03]
[ 1.20054405e-01 5.44218099e-02 1.55540791e-03 -1.65570341e-01
-3.40117934e-01 8.38875757e-03 -9.14331941e-02 -1.57656630e-01
-2.79386743e-01 1.68728355e-01 -1.48387262e-01 -2.55134016e-01
4.84433457e-02]
[ -5.99116572e-02 -2.21877113e-02 -2.80083729e-01 -3.21508047e-02
5.13594124e-02 1.56457799e-01 -1.94907132e-01 -1.23520908e-01
-2.56158985e-02 -3.04710505e-03 9.34748879e-02 2.38258624e-01
4.12040227e-02]
[ 1.16677898e-01 2.68060699e-01 -1.91389673e-01 3.83666389e-01
3.09065796e-02 -8.50960967e-04 -1.11415811e-01 -2.63149952e-01
-1.48002798e-01 -2.92537766e-01 3.20737354e-01 3.75812567e-01
-3.01527416e-01]
[ -2.12544639e-02 1.15300281e-01 6.01044773e-02 -1.28711564e-02
-7.17151953e-02 -6.91711812e-02 -1.28711543e-01 -2.29780531e-01
-1.60645812e-01 -1.40290063e-01 1.19906212e-01 4.08769620e-01
-2.26386918e-01]
[ -4.58029715e-02 -1.38470858e-01 -1.57072595e-01 2.02629349e-01
-1.85878873e-01 2.34292704e-01 -3.94600303e-02 -2.21521175e-01
-2.05350107e-01 -4.71909643e-01 7.15738555e-02 8.92257514e-02
-1.61899977e-01]
[ 8.17035276e-02 -3.83969561e-01 -5.05072871e-02 -5.40202316e-02
-1.12908502e-01 2.01004451e-01 1.14684951e-01 1.90060708e-01
-1.26299131e-01 -2.67887876e-02 -9.59810473e-02 1.89820034e-01
-1.12535252e-01]
[ 2.04509051e-01 -2.88874269e-01 -1.22970327e-01 -9.00085429e-02
-2.03623350e-01 1.22609093e-01 3.73014438e-02 -1.53251278e-01
-2.08479516e-02 -1.23165672e-01 -1.26725913e-01 -1.95802929e-01
-5.40687199e-02]
[ -1.35879365e-01 -7.34368253e-02 3.70552219e-02 -2.39610424e-01
-4.86310796e-02 -1.40909635e-01 4.76882467e-02 -3.45894257e-02
-7.01058350e-02 -2.96598503e-02 -2.78875270e-01 -3.24008326e-01
-4.07502179e-02]
[ -1.47255902e-01 -1.00308828e-01 -7.83643014e-02 -1.66453107e-01
-3.13960258e-01 -2.87651659e-01 4.01843401e-02 -2.01727136e-02
-6.46750695e-02 -3.66461649e-02 -7.70095694e-02 -2.94742582e-01
-2.06447836e-01]
[ -1.70600082e-01 -2.14434549e-01 -2.98687430e-01 -2.56997948e-01
-2.60090373e-01 -2.06721025e-01 -3.55311377e-01 1.21583724e-01
-6.77629547e-02 -2.90367653e-01 -2.54852533e-01 -1.46885641e-01
-2.24468569e-01]
[ -1.06572458e-01 1.10070290e-01 2.42896661e-02 -4.75187156e-02
-2.19849244e-01 -1.68481794e-01 -9.67358745e-02 -4.02546022e-02
-8.60293096e-02 -2.45180953e-01 -2.02905452e-01 -2.24541257e-01
-1.84119479e-01]
[ -3.45966282e-01 -1.37067121e-01 -2.69118787e-01 6.26373839e-02
-2.13005535e-01 -2.25597124e-01 -6.08911966e-02 -1.75876277e-01
5.36581692e-02 -1.04832939e-01 4.03673297e-04 -3.70451091e-01
-7.38559175e-02]
[ -1.21946678e-01 -4.40888219e-02 -2.55725986e-01 -3.88376292e-02
-2.22484341e-01 -2.76088022e-01 -3.90381774e-01 -9.91957974e-02
7.24226860e-03 -3.21226699e-01 -3.09567008e-01 -4.37017950e-01
-1.17738153e-01]
[ -2.11513184e-01 -5.44376682e-01 -3.30704183e-01 -4.16663316e-01
-3.39886785e-01 -2.25765738e-01 -9.18500182e-03 -3.42848403e-01
1.07047572e-01 -2.94415955e-01 -2.64801952e-01 -1.10646679e-01
-1.56306015e-01]
[ -2.14559533e-01 -2.92453913e-01 -3.14498092e-01 -1.42479294e-01
-8.94395833e-02 -1.46726751e-01 -1.58537538e-01 -8.62318225e-02
-2.39346375e-01 -5.60707118e-01 -2.34515515e-01 -1.99453719e-02
-1.01532581e-01]
[ -1.21337008e-01 2.38568028e-02 -2.37088131e-01 -3.59419191e-01
-2.33378273e-01 -2.57184944e-01 -6.53949079e-02 -2.49729300e-01
2.01385751e-02 3.83512132e-02 -3.30156538e-01 -1.30790094e-01
-1.79839414e-01]]
Progress: 3.3% ... Training loss: 0.558 ... Validation loss: 0.977[[-0.13523233]
[ 0.29174649]
[-0.05966015]
[ 0.46870218]
[ 0.29181819]
[-0.02775677]
[-0.56551368]
[-0.65413629]
[-0.50705984]
[-0.68609737]
[ 0.60233442]
[ 1.34545386]
[-0.79788742]]
[[ -5.35757993e-01 -5.70655401e-01 -5.76925683e-01 -3.29432664e-01
-3.71338584e-01 -5.83183489e-01 -6.78244131e-01 -6.58174059e-01
-7.81290709e-01 -7.35858971e-01 -3.08112067e-01 1.36277678e-01
-7.81111332e-01]
[ 4.54546354e-03 -1.37856717e-01 5.06945939e-02 -1.42625056e-02
-4.21064500e-02 5.90083942e-02 -1.22037465e-01 2.28104068e-01
-1.21371224e-01 -1.65788460e-01 -3.24800566e-02 1.28962456e-02
8.55793611e-02]
[ -2.21392750e-01 1.91226840e-01 -4.00156804e-02 1.80652054e-01
1.75496510e-01 -1.10920476e-01 -2.05792106e-01 -3.90400538e-01
-1.17977800e-01 -4.00828737e-01 2.81851125e-01 8.12534165e-01
-2.57885893e-01]
[ 1.98642797e-01 -3.47597312e-01 -2.39163982e-01 -1.59679874e-01
-4.04245334e-01 -4.16092542e-03 1.53103122e-01 -2.07325945e-02
3.04652643e-01 -4.55522534e-02 -3.25391057e-01 -8.34835094e-01
1.23650995e-01]
[ 9.83868408e-02 1.05613569e-01 8.11039587e-02 1.97209866e-01
3.90517096e-02 7.48397735e-02 -2.22744342e-02 4.77096628e-02
1.83996745e-02 8.90002399e-02 2.69603759e-01 2.48309259e-01
2.13937116e-01]
[ -4.73157760e-01 -5.66595960e-01 -6.05668486e-01 -5.42829477e-01
-5.68695150e-01 -5.60385281e-01 -2.60860824e-01 -1.89598466e-01
-3.63986104e-01 -2.60763795e-01 -3.88189253e-01 -5.21852988e-01
-2.19524235e-01]
[ -4.17224050e-01 -5.72368922e-01 -3.23939886e-01 -3.61728397e-01
-4.05893491e-01 -5.56896529e-01 -5.17951702e-01 -5.51875924e-01
-3.55083853e-01 -3.08474294e-01 -4.88690924e-01 -2.27852058e-01
-3.66160961e-01]
[ -3.22467039e-01 -3.61873984e-01 -4.55368417e-01 -2.98374078e-01
-3.09254399e-01 -4.11553088e-01 -2.75091186e-01 -2.25357474e-01
-3.24047470e-01 -4.61812255e-01 -2.91487531e-01 -3.78895524e-01
-3.46520386e-01]
[ -4.66632381e-01 -3.65574996e-01 -3.73665181e-01 -1.57261904e-01
-3.48150537e-01 -2.10056675e-01 -1.89208117e-01 -4.55296591e-01
-3.29447936e-01 -4.81032108e-01 -1.52755944e-01 -1.12767851e-01
-3.06953525e-01]
[ -9.44711166e-01 -9.63264303e-01 -9.63740196e-01 -9.10441789e-01
-1.03785906e+00 -9.73770037e-01 -7.73307332e-01 -7.81247440e-01
-8.49443068e-01 -6.61898849e-01 -9.90400149e-01 -7.58121265e-01
-5.86433567e-01]
[ -4.90507552e-01 -2.71031393e-01 -4.58371113e-01 -3.28273615e-01
-3.63136759e-01 -3.51792327e-01 -5.19015153e-01 -5.58087653e-01
-5.83704025e-01 -1.59095697e-01 -4.17342614e-01 -5.61054721e-01
-4.39552187e-01]
[ -1.22648920e-01 6.52342856e-02 -3.42268831e-01 -2.79422051e-01
-6.09432198e-02 -6.98783693e-02 -2.05657137e-01 -3.22511648e-01
-1.97259546e-01 7.02895774e-02 -1.96964903e-01 -9.31292164e-02
-3.29368285e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.56152459e-01 -1.00913383e-01 1.63243676e-01 -2.28318100e-01
-1.21013534e-01 1.15062049e-01 -1.24227506e-01 -9.36654889e-03
-7.49677888e-02 5.20454418e-02 -9.37507674e-02 -1.74682266e-01
7.36688792e-02]
[ -7.85256268e-02 -2.54216333e-01 -1.77505145e-01 -2.76133583e-01
-4.75178446e-01 -8.42516739e-02 -1.30475905e-02 9.81536057e-03
-2.44952400e-02 2.45524576e-02 -1.49289897e-01 -1.52060190e-01
-2.14445123e-01]
[ -6.95171241e-02 -1.59647073e-04 -2.43481697e-01 -2.57073166e-01
1.35921545e-01 -1.62082121e-01 -1.45159347e-01 4.50507305e-02
3.57812984e-02 -1.22726296e-02 -1.91189604e-01 -6.39493692e-02
7.29055414e-02]
[ 2.73974757e-02 -1.53972251e-01 -1.54477166e-01 -3.68026200e-02
-1.16598720e-01 -1.06632282e-01 4.64272744e-02 -2.05305479e-01
-6.34747041e-02 -8.86009392e-02 -7.50069486e-03 -1.56500129e-01
1.64590257e-03]
[ -2.83702888e-01 -1.46834465e-01 -6.97471614e-02 -9.55279262e-02
-3.07167640e-01 -2.71360912e-01 -3.76703118e-01 4.19496658e-02
-3.06734541e-01 -2.27942609e-01 1.66172864e-01 8.14210311e-02
2.54126505e-01]
[ -2.19741721e-01 -1.21462639e-01 -8.09489820e-02 -6.06410394e-02
-6.82664959e-02 -1.14179381e-01 -1.11703507e-01 7.91676251e-03
-1.58365175e-01 -2.69231487e-02 3.94321459e-02 -6.41202287e-02
-7.31509206e-02]
[ -1.60333162e-01 -2.44791860e-02 -2.28720563e-01 -3.03359666e-01
-1.07838407e-01 -1.99363102e-01 -2.95478950e-01 -1.60409120e-01
1.28162235e-01 -2.44508823e-01 -2.31583563e-01 -7.72763649e-02
-2.44950672e-01]
[ -3.62886765e-01 -1.03967586e-01 -1.37721858e-01 -2.52030641e-01
-8.33691095e-02 -3.09380006e-01 8.61373191e-02 -3.24286121e-02
-9.36504968e-02 1.22665234e-01 -1.20309149e-01 -2.25648737e-01
-1.22808365e-01]
[ -1.68961250e-01 -1.69309039e-01 -4.34248607e-02 -1.55679490e-01
-1.46998977e-01 -2.91571037e-01 -1.30270678e-01 -1.12487776e-01
-3.19646496e-01 2.11386355e-02 1.41385085e-01 3.97201273e-02
-2.99980316e-01]
[ -1.35971999e-01 -1.92653916e-01 -1.09279579e-01 -2.97076108e-01
7.80996267e-02 -1.64116115e-02 -2.23663944e-01 -1.43531018e-01
8.24777681e-02 -1.05099193e-01 -2.10988634e-01 -2.80811583e-01
-3.44258655e-01]
[ -4.10341940e-02 -3.68335538e-02 -1.45471292e-01 -4.71759744e-02
-2.30454703e-01 6.40158911e-02 -7.18883261e-02 -3.04650818e-02
-2.15880138e-01 -5.78335781e-02 -6.95708081e-02 -3.13933347e-01
-1.41771475e-01]
[ -6.99242760e-02 3.28173162e-02 -1.28655304e-01 -2.91788206e-01
1.23161733e-01 2.17970030e-02 -2.29053887e-01 -1.83846495e-01
1.15227987e-01 -7.54984309e-02 -2.43541948e-01 -1.48439271e-01
-2.67469945e-01]
[ 7.60322712e-02 -2.90143234e-01 -8.75094697e-02 -3.58072559e-01
-1.93436076e-01 -8.74038347e-02 -2.33544270e-02 5.49843145e-03
-6.92615051e-02 1.81576557e-01 -3.85691301e-01 -2.29230667e-01
1.56744383e-01]
[ -2.24229867e-01 -2.27864316e-01 -1.33601076e-01 -2.07261812e-01
-2.76406448e-01 -9.13508058e-02 9.65876506e-02 -5.60933224e-02
2.04315205e-01 -5.01533902e-02 -2.55437328e-01 -4.26049582e-01
3.23413312e-01]
[ -1.92972353e-02 -1.55250066e-01 1.37958943e-02 -1.72811634e-01
-1.28297039e-01 1.68347145e-01 4.08333334e-02 8.70637203e-02
-1.36056162e-01 7.96559204e-02 1.36175017e-03 -3.36488491e-01
2.89104783e-01]
[ -6.02479717e-03 -4.78823878e-03 -1.31391818e-01 1.85100830e-02
-1.34919443e-01 -4.50907265e-02 1.13069177e-01 -3.31037766e-03
1.11422102e-01 1.86353722e-01 -2.89627299e-01 -1.87989855e-01
2.89077328e-01]
[ -9.04324359e-02 -2.46868265e-01 5.10431597e-02 -2.54807516e-01
-1.05530632e-01 1.19021569e-01 1.86886567e-01 -2.65908896e-02
-1.77520826e-01 1.58805352e-02 -3.95307871e-01 -2.62507967e-01
4.04264048e-01]
[ 1.10845126e-01 -4.31265705e-02 4.77490634e-03 -3.10891610e-02
-3.16880404e-02 -1.56574623e-02 6.01536573e-02 1.44824287e-01
2.27384001e-01 7.30512189e-02 -3.70344164e-01 -9.65575045e-02
9.73037724e-02]
[ -1.62110323e-02 -9.83811473e-02 1.01462031e-02 1.01869515e-01
-5.31928617e-02 -2.82866778e-01 -7.01408267e-02 1.58865643e-01
-1.06671496e-01 -4.39875650e-02 -1.25376538e-01 -2.78933430e-01
2.90811763e-02]
[ 8.41083227e-02 1.06782814e-01 2.79827436e-03 1.30721972e-02
-9.91780112e-02 -5.91596453e-02 -1.44342478e-01 -1.55620132e-01
-2.36726883e-01 -1.24211337e-01 -2.16917668e-01 1.20413853e-01
-1.18798941e-02]
[ 6.24759936e-02 -1.33831415e-01 1.58288196e-01 -4.30713472e-03
1.79735684e-01 9.15496862e-03 -2.40923674e-01 -2.13276950e-01
5.64074985e-02 -3.82824408e-01 -4.30134732e-02 3.17191526e-01
-1.02062032e-01]
[ 4.00471609e-02 7.92660836e-02 -2.09545435e-01 2.41701523e-02
2.72674228e-02 5.24318496e-05 -1.31692685e-01 -3.04195089e-01
-2.71189100e-01 -1.47569917e-01 -5.26553182e-02 -1.70906607e-02
-1.42404582e-01]
[ -5.52196223e-02 -2.07180715e-01 6.55234826e-02 1.19110224e-01
-1.21804049e-01 -1.34087414e-01 4.50851948e-02 3.29071446e-03
8.87483953e-02 -3.48888857e-01 -2.61754926e-01 -1.68053644e-01
2.13394292e-02]
[ 1.85109268e-02 -2.68332190e-01 6.40203965e-02 -2.00782545e-01
-1.84451519e-01 -2.30568083e-01 -2.43520188e-01 9.67617126e-02
1.19143979e-02 1.74400404e-01 -1.30639185e-01 5.93366011e-02
-3.89712591e-02]
[ 1.81692244e-01 3.31200801e-02 -9.79006637e-02 -2.18412837e-01
-7.31658243e-02 -1.00635021e-01 -1.38314298e-01 1.30807920e-01
-1.54952810e-01 -1.41639860e-01 -2.07096618e-01 -9.45522393e-02
-2.60852688e-02]
[ -1.68438438e-01 -1.93046331e-01 -1.02871189e-01 -1.88640878e-01
-6.16003964e-02 2.72288755e-02 -1.53297499e-01 -9.71162403e-02
-1.13126827e-01 9.25358461e-02 -2.25067162e-01 -1.24318101e-01
-1.72405578e-01]
[ -3.20382790e-02 -2.15035567e-01 -1.52958074e-01 -1.80128190e-01
-5.19316110e-02 4.43152698e-02 -8.00855621e-03 5.67933072e-02
-2.01835189e-01 -1.94210043e-01 -4.39371343e-02 -2.09502601e-01
-7.65902373e-03]
[ 1.19957965e-01 5.44996947e-02 1.55691281e-03 -1.65581497e-01
-3.40093261e-01 8.38144017e-03 -9.15756718e-02 -1.57789871e-01
-2.79702336e-01 1.68316101e-01 -1.48497878e-01 -2.55473428e-01
4.80454344e-02]
[ -5.99432089e-02 -2.21439380e-02 -2.80092667e-01 -3.21854471e-02
5.13704220e-02 1.56449845e-01 -1.95053148e-01 -1.23743422e-01
-2.57186462e-02 -3.23747745e-03 9.33764914e-02 2.38291802e-01
4.10532258e-02]
[ 1.15611476e-01 2.72108127e-01 -1.91865289e-01 3.91269676e-01
3.46242259e-02 -1.05545292e-03 -1.15346449e-01 -2.67468941e-01
-1.51256224e-01 -2.97131016e-01 3.30594632e-01 3.93619455e-01
-3.07620482e-01]
[ -2.15446077e-02 1.16494479e-01 5.98956518e-02 -1.06085403e-02
-7.06011448e-02 -6.92274219e-02 -1.29831690e-01 -2.31018114e-01
-1.61804841e-01 -1.41969022e-01 1.23092217e-01 4.17957622e-01
-2.28756244e-01]
[ -4.57192242e-02 -1.38845389e-01 -1.57017542e-01 2.01987654e-01
-1.86231892e-01 2.34324104e-01 -3.90560864e-02 -2.20809349e-01
-2.05136722e-01 -4.71333415e-01 7.07175585e-02 8.71439191e-02
-1.61069456e-01]
[ 8.18145928e-02 -3.84354301e-01 -5.04425162e-02 -5.47979494e-02
-1.13309194e-01 2.01031875e-01 1.14960944e-01 1.90637543e-01
-1.25985005e-01 -2.60881254e-02 -9.70042491e-02 1.88428105e-01
-1.11630055e-01]
[ 2.04590061e-01 -2.89034360e-01 -1.22938275e-01 -9.02986387e-02
-2.03801665e-01 1.22623739e-01 3.76635502e-02 -1.52953688e-01
-2.05515268e-02 -1.22733271e-01 -1.27195882e-01 -1.96779933e-01
-5.36412376e-02]
[ -1.35737367e-01 -7.37732964e-02 3.71224754e-02 -2.40130302e-01
-4.90098190e-02 -1.40885186e-01 4.83751583e-02 -3.36994811e-02
-6.95340818e-02 -2.86962661e-02 -2.79513578e-01 -3.25985718e-01
-3.97193757e-02]
[ -1.47131445e-01 -1.00541613e-01 -7.83191952e-02 -1.66901923e-01
-3.14237215e-01 -2.87628426e-01 4.09690985e-02 -1.94971285e-02
-6.39333454e-02 -3.59191365e-02 -7.76451446e-02 -2.96503544e-01
-2.05691980e-01]
[ -1.70194813e-01 -2.14935116e-01 -2.98552680e-01 -2.58140284e-01
-2.60418139e-01 -2.06651463e-01 -3.53461767e-01 1.24105382e-01
-6.60632787e-02 -2.87784438e-01 -2.55666095e-01 -1.47408225e-01
-2.21331937e-01]
[ -1.06414941e-01 1.10337501e-01 2.43038320e-02 -4.71176425e-02
-2.19714044e-01 -1.68465308e-01 -9.54035243e-02 -3.86871886e-02
-8.46481142e-02 -2.44218099e-01 -2.01981373e-01 -2.22411611e-01
-1.82445183e-01]
[ -3.45717245e-01 -1.37829333e-01 -2.69009982e-01 6.08041102e-02
-2.13964151e-01 -2.25541580e-01 -5.96118874e-02 -1.74627150e-01
5.49130786e-02 -1.02785861e-01 -1.61204781e-03 -3.73165002e-01
-7.10639747e-02]
[ -1.21955189e-01 -4.37487503e-02 -2.55712387e-01 -3.81195811e-02
-2.22518416e-01 -2.76097714e-01 -3.90161699e-01 -9.85939639e-02
7.65934967e-03 -3.20779594e-01 -3.08813019e-01 -4.38611788e-01
-1.16911123e-01]
[ -2.11316089e-01 -5.44520517e-01 -3.30646106e-01 -4.16661637e-01
-3.39919570e-01 -2.25739533e-01 -8.35950674e-03 -3.42106173e-01
1.07738076e-01 -2.93219859e-01 -2.64704095e-01 -1.10669218e-01
-1.54865962e-01]
[ -2.14595932e-01 -2.92389991e-01 -3.14444338e-01 -1.42602626e-01
-8.96207275e-02 -1.46728999e-01 -1.57763131e-01 -8.52299189e-02
-2.38840375e-01 -5.60463336e-01 -2.34666419e-01 -2.47869795e-02
-9.99123166e-02]
[ -1.21732339e-01 2.50281213e-02 -2.37255826e-01 -3.57843676e-01
-2.32393159e-01 -2.57258975e-01 -6.69518366e-02 -2.51334518e-01
1.87067481e-02 3.58129998e-02 -3.27856281e-01 -1.25614476e-01
-1.82032414e-01]]
Progress: 3.4% ... Training loss: 0.554 ... Validation loss: 0.972[[-0.13864294]
[ 0.28196858]
[-0.06463421]
[ 0.46494608]
[ 0.29100987]
[-0.02848312]
[-0.5731991 ]
[-0.66810432]
[-0.51437185]
[-0.69901229]
[ 0.59951499]
[ 1.35883791]
[-0.81303995]]
[[ -5.36575559e-01 -5.67767893e-01 -5.77419421e-01 -3.23760895e-01
-3.67463932e-01 -5.83394884e-01 -6.80826964e-01 -6.60203874e-01
-7.83965097e-01 -7.38884994e-01 -2.98646158e-01 1.66834346e-01
-7.86130377e-01]
[ 4.42441655e-03 -1.37639413e-01 5.06455482e-02 -1.38917005e-02
-4.18872128e-02 5.89766962e-02 -1.22690050e-01 2.27436519e-01
-1.21974493e-01 -1.66248767e-01 -3.21481471e-02 1.36712028e-02
8.49832797e-02]
[ -2.21061467e-01 1.90511422e-01 -3.98283347e-02 1.80782692e-01
1.75325272e-01 -1.10887894e-01 -2.04380549e-01 -3.88316317e-01
-1.14807377e-01 -3.99064613e-01 2.83270469e-01 8.22541763e-01
-2.53341753e-01]
[ 1.97987111e-01 -3.44845317e-01 -2.39712644e-01 -1.56721443e-01
-4.02291975e-01 -4.36364011e-03 1.50562030e-01 -2.84106306e-02
3.02822685e-01 -5.26564447e-02 -3.19777904e-01 -8.31858654e-01
1.15318183e-01]
[ 9.93223282e-02 1.02392243e-01 8.15636195e-02 1.91928802e-01
3.70581324e-02 7.50426361e-02 -2.00439566e-02 5.39009010e-02
1.94605682e-02 9.49126504e-02 2.62660162e-01 2.37209666e-01
2.20986473e-01]
[ -4.72608740e-01 -5.68661922e-01 -6.05418662e-01 -5.45580572e-01
-5.70161826e-01 -5.60281381e-01 -2.58446387e-01 -1.85050309e-01
-3.62655261e-01 -2.56357815e-01 -3.92572369e-01 -5.32731918e-01
-2.14943035e-01]
[ -4.17489567e-01 -5.72419083e-01 -3.23948659e-01 -3.61577692e-01
-4.05401549e-01 -5.56905999e-01 -5.17661484e-01 -5.51644296e-01
-3.55289242e-01 -3.07981631e-01 -4.88479336e-01 -2.19816104e-01
-3.65639260e-01]
[ -3.21383483e-01 -3.64335207e-01 -4.54967050e-01 -3.01476009e-01
-3.11424239e-01 -4.11379455e-01 -2.70094806e-01 -2.19776272e-01
-3.18469244e-01 -4.56332670e-01 -2.94503359e-01 -3.92447098e-01
-3.39111753e-01]
[ -4.67593198e-01 -3.62515727e-01 -3.74104947e-01 -1.52599545e-01
-3.44964729e-01 -2.10290125e-01 -1.93558081e-01 -4.59150268e-01
-3.33199640e-01 -4.85343307e-01 -1.45601421e-01 -8.83827668e-02
-3.11923458e-01]
[ -9.44153853e-01 -9.64832018e-01 -9.63519123e-01 -9.11438798e-01
-1.03798915e+00 -9.73702780e-01 -7.69360693e-01 -7.74247117e-01
-8.46215421e-01 -6.55686266e-01 -9.90560118e-01 -7.49134044e-01
-5.78946780e-01]
[ -4.90819556e-01 -2.70543934e-01 -4.58473244e-01 -3.27417811e-01
-3.62576946e-01 -3.51857001e-01 -5.20143288e-01 -5.59358823e-01
-5.84465471e-01 -1.60244919e-01 -4.15959440e-01 -5.58338145e-01
-4.40529961e-01]
[ -1.22487988e-01 6.47964640e-02 -3.42185122e-01 -2.80320807e-01
-6.13317033e-02 -6.98463377e-02 -2.05124570e-01 -3.21733491e-01
-1.96773771e-01 7.12932467e-02 -1.98220941e-01 -9.68424813e-02
-3.28335698e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.56493856e-01 -1.00608821e-01 1.63140545e-01 -2.27352480e-01
-1.20627452e-01 1.14991630e-01 -1.25694426e-01 -1.10099711e-02
-7.66231083e-02 5.01974430e-02 -9.27599455e-02 -1.74245042e-01
7.12466724e-02]
[ -7.78852690e-02 -2.55964191e-01 -1.77244653e-01 -2.78968394e-01
-4.76445648e-01 -8.41212405e-02 -1.00786084e-02 1.43239620e-02
-2.23309373e-02 2.92103327e-02 -1.53355665e-01 -1.60027152e-01
-2.09581307e-01]
[ -6.91898741e-02 -8.54436333e-04 -2.43394671e-01 -2.57847599e-01
1.35509925e-01 -1.62027078e-01 -1.43966800e-01 4.74709985e-02
3.67913554e-02 -1.00220035e-02 -1.91984633e-01 -6.46738018e-02
7.51857107e-02]
[ 2.70158857e-02 -1.53218185e-01 -1.54595431e-01 -3.56803524e-02
-1.15766361e-01 -1.06687363e-01 4.55728585e-02 -2.06898218e-01
-6.44726237e-02 -9.04624024e-02 -6.03895407e-03 -1.52769370e-01
4.59279372e-04]
[ -2.83734916e-01 -1.47372995e-01 -6.96743197e-02 -9.61368201e-02
-3.07457382e-01 -2.71344031e-01 -3.76287822e-01 4.26223470e-02
-3.06537536e-01 -2.26812083e-01 1.64947516e-01 8.39285226e-02
2.54798577e-01]
[ -2.19660097e-01 -1.21432116e-01 -8.09432225e-02 -6.05632336e-02
-6.81560553e-02 -1.14169588e-01 -1.11249469e-01 8.21906353e-03
-1.57844409e-01 -2.61187731e-02 4.00033374e-02 -6.41831641e-02
-7.23645802e-02]
[ -1.59732649e-01 -2.66935759e-02 -2.28420398e-01 -3.06140416e-01
-1.09798613e-01 -1.99233882e-01 -2.92489013e-01 -1.57032364e-01
1.31727824e-01 -2.41835618e-01 -2.35003614e-01 -8.77883641e-02
-2.40402645e-01]
[ -3.63346395e-01 -1.02836451e-01 -1.37868016e-01 -2.49884533e-01
-8.23792908e-02 -3.09462081e-01 8.40588889e-02 -3.40138845e-02
-9.55536114e-02 1.21033676e-01 -1.17614827e-01 -2.19758183e-01
-1.25019123e-01]
[ -1.68075215e-01 -1.70851648e-01 -4.31552664e-02 -1.58567328e-01
-1.48482378e-01 -2.91444841e-01 -1.26465592e-01 -1.08718455e-01
-3.16051188e-01 2.51176361e-02 1.38158786e-01 3.04925740e-02
-2.95044803e-01]
[ -1.36696976e-01 -1.90014644e-01 -1.09641447e-01 -2.93123398e-01
8.09246128e-02 -1.65922655e-02 -2.26980849e-01 -1.46358562e-01
7.96018637e-02 -1.08278555e-01 -2.04577368e-01 -2.57783290e-01
-3.48070626e-01]
[ -4.11042795e-02 -3.67222104e-02 -1.45492280e-01 -4.69466069e-02
-2.30361423e-01 6.39997193e-02 -7.22739938e-02 -3.08068728e-02
-2.16186928e-01 -5.82094171e-02 -6.93482284e-02 -3.13677613e-01
-1.42214918e-01]
[ -7.00441052e-02 3.30665146e-02 -1.28698122e-01 -2.91435321e-01
1.23378170e-01 2.17684518e-02 -2.29426362e-01 -1.84398345e-01
1.14865986e-01 -7.60307893e-02 -2.43194206e-01 -1.47804911e-01
-2.67939280e-01]
[ 7.61998144e-02 -2.90437954e-01 -8.74492062e-02 -3.58608860e-01
-1.93773063e-01 -8.73716836e-02 -2.23136771e-02 6.48087732e-03
-6.83874786e-02 1.82691514e-01 -3.86308909e-01 -2.30803574e-01
1.58095548e-01]
[ -2.24117252e-01 -2.28166786e-01 -1.33557707e-01 -2.07714573e-01
-2.76665355e-01 -9.13271488e-02 9.73214900e-02 -5.53833160e-02
2.05081480e-01 -4.93397130e-02 -2.56024506e-01 -4.28221261e-01
3.24385421e-01]
[ -1.90507855e-02 -1.55722051e-01 1.39056326e-02 -1.73761155e-01
-1.28790200e-01 1.68396722e-01 4.19499574e-02 8.86293747e-02
-1.35040780e-01 8.09819364e-02 3.59303170e-05 -3.39879275e-01
2.91688062e-01]
[ -5.07085247e-03 -6.53415063e-03 -1.31118370e-01 1.52659570e-02
-1.36379255e-01 -4.49269872e-02 1.17443100e-01 9.77411917e-04
1.15967567e-01 1.91339471e-01 -2.92481920e-01 -1.94253577e-01
2.95499615e-01]
[ -8.99101557e-02 -2.47952054e-01 5.12577721e-02 -2.56619034e-01
-1.06616550e-01 1.19126303e-01 1.89678442e-01 -2.40780968e-02
-1.75225272e-01 1.88104163e-02 -3.97323219e-01 -2.68844929e-01
4.08571850e-01]
[ 1.11352957e-01 -4.40286506e-02 4.91977027e-03 -3.28654988e-02
-3.25796985e-02 -1.55878957e-02 6.21475751e-02 1.47085228e-01
2.29673419e-01 7.49987849e-02 -3.72141916e-01 -1.02931666e-01
9.97500058e-02]
[ -1.61173943e-02 -9.85304113e-02 1.01840742e-02 1.01550045e-01
-5.33179126e-02 -2.82854495e-01 -6.96983278e-02 1.59537719e-01
-1.06268411e-01 -4.32620789e-02 -1.25736972e-01 -2.79679831e-01
2.99684211e-02]
[ 8.42223575e-02 1.06456374e-01 2.82802440e-03 1.27690902e-02
-9.95603942e-02 -5.91267745e-02 -1.44180975e-01 -1.55265923e-01
-2.36431831e-01 -1.23918418e-01 -2.17213148e-01 1.19569449e-01
-1.22944135e-02]
[ 6.16262292e-02 -1.32777849e-01 1.57949427e-01 -1.34980699e-03
1.81439250e-01 8.99612406e-03 -2.44439959e-01 -2.17394087e-01
5.23851870e-02 -3.86991230e-01 -3.93461600e-02 3.28009791e-01
-1.09087875e-01]
[ 3.99571225e-02 7.93959525e-02 -2.09579927e-01 2.46056019e-02
2.74230451e-02 3.09709798e-05 -1.32120696e-01 -3.04240087e-01
-2.71595531e-01 -1.47582059e-01 -5.23222699e-02 -1.59280177e-02
-1.42688322e-01]
[ -5.52812994e-02 -2.07144176e-01 6.55442891e-02 1.18902328e-01
-1.21853970e-01 -1.34093487e-01 4.48632216e-02 3.19742617e-03
8.84661331e-02 -3.49013751e-01 -2.62210729e-01 -1.68608353e-01
2.15768928e-02]
[ 1.85464343e-02 -2.68600679e-01 6.40699752e-02 -2.01147237e-01
-1.84757506e-01 -2.30549708e-01 -2.43301550e-01 9.72560368e-02
1.20776208e-02 1.74969178e-01 -1.31072549e-01 5.99218387e-02
-3.86278277e-02]
[ 1.80444213e-01 3.62610133e-02 -9.83564443e-02 -2.14330235e-01
-7.00505899e-02 -1.00858308e-01 -1.43181288e-01 1.25620049e-01
-1.59407114e-01 -1.47680492e-01 -2.01755789e-01 -7.46818544e-02
-3.20957304e-02]
[ -1.68578406e-01 -1.93062075e-01 -1.02897278e-01 -1.88592947e-01
-6.15814840e-02 2.72075862e-02 -1.53786135e-01 -9.78329156e-02
-1.13680806e-01 9.17211706e-02 -2.25192534e-01 -1.24657937e-01
-1.73209866e-01]
[ -3.18778287e-02 -2.15419516e-01 -1.52891287e-01 -1.80643222e-01
-5.23713714e-02 4.43510038e-02 -7.03545500e-03 5.78060130e-02
-2.01133275e-01 -1.93194544e-01 -4.48234048e-02 -2.11749233e-01
-6.54231110e-03]
[ 1.19749544e-01 5.52176359e-02 1.44881829e-03 -1.64588873e-01
-3.39514665e-01 8.33038224e-03 -9.23668694e-02 -1.58658989e-01
-2.80362788e-01 1.66883389e-01 -1.46900967e-01 -2.50591411e-01
4.65939473e-02]
[ -6.01177017e-02 -2.19536263e-02 -2.80127197e-01 -3.19375326e-02
5.15729241e-02 1.56413054e-01 -1.95744246e-01 -1.24549040e-01
-2.64341459e-02 -4.08219748e-03 9.36752091e-02 2.38814109e-01
4.02077629e-02]
[ 1.15460508e-01 2.73091078e-01 -1.91955847e-01 3.93666474e-01
3.62138213e-02 -1.10900998e-03 -1.16232358e-01 -2.66977897e-01
-1.52393698e-01 -2.96264087e-01 3.34260894e-01 4.01874142e-01
-3.07460972e-01]
[ -2.14026330e-02 1.15471582e-01 6.00058136e-02 -1.15429152e-02
-7.14028913e-02 -6.91948603e-02 -1.29203772e-01 -2.30425146e-01
-1.61022798e-01 -1.41157531e-01 1.21603900e-01 4.16630293e-01
-2.27963021e-01]
[ -4.57092014e-02 -1.38754661e-01 -1.57011562e-01 2.02468488e-01
-1.86072724e-01 2.34321799e-01 -3.93269269e-02 -2.20311478e-01
-2.05287227e-01 -4.71204631e-01 7.11385449e-02 8.88751312e-02
-1.60739964e-01]
[ 8.17097950e-02 -3.84183825e-01 -5.04838390e-02 -5.43737699e-02
-1.13166117e-01 2.01004361e-01 1.14487400e-01 1.90156603e-01
-1.26425529e-01 -2.65216240e-02 -9.66340811e-02 1.88694203e-01
-1.12228586e-01]
[ 2.04583028e-01 -2.89128892e-01 -1.22931223e-01 -9.03618042e-02
-2.03913496e-01 1.22619666e-01 3.73864859e-02 -1.52760120e-01
-2.07097374e-02 -1.22651768e-01 -1.27365781e-01 -1.97568856e-01
-5.34666487e-02]
[ -1.35678850e-01 -7.40489296e-02 3.71629193e-02 -2.40414259e-01
-4.92657815e-02 -1.40872010e-01 4.87395748e-02 -3.32703523e-02
-6.92424788e-02 -2.81601941e-02 -2.79980982e-01 -3.28156458e-01
-3.92057889e-02]
[ -1.46814823e-01 -1.01235099e-01 -7.82016312e-02 -1.68245285e-01
-3.14863170e-01 -2.87575985e-01 4.23927132e-02 -1.77316980e-02
-6.24224573e-02 -3.41273119e-02 -7.94915409e-02 -3.01476673e-01
-2.03354174e-01]
[ -1.69941079e-01 -2.15868564e-01 -2.98427685e-01 -2.59352326e-01
-2.61201980e-01 -2.06584165e-01 -3.52113412e-01 1.26651121e-01
-6.46651534e-02 -2.86327257e-01 -2.57417791e-01 -1.56220038e-01
-2.19061132e-01]
[ -1.06340474e-01 1.10327004e-01 2.43176079e-02 -4.72036271e-02
-2.19590972e-01 -1.68473339e-01 -9.51785012e-02 -3.82056011e-02
-8.44601948e-02 -2.43455682e-01 -2.01968658e-01 -2.23125218e-01
-1.80978206e-01]
[ -3.45806332e-01 -1.37797642e-01 -2.69007915e-01 6.11719509e-02
-2.13796049e-01 -2.25578589e-01 -5.99713215e-02 -1.74883744e-01
5.48222329e-02 -1.02342101e-01 -1.21112383e-03 -3.72818422e-01
-7.07385179e-02]
[ -1.21156075e-01 -4.55144528e-02 -2.55446431e-01 -4.12387086e-02
-2.24134621e-01 -2.75970370e-01 -3.86981195e-01 -9.43633763e-02
1.10704218e-02 -3.16404870e-01 -3.12261370e-01 -4.45951211e-01
-1.11502855e-01]
[ -2.11955652e-01 -5.42462843e-01 -3.30956819e-01 -4.12340705e-01
-3.37264706e-01 -2.25875154e-01 -1.07131613e-02 -3.44083850e-01
1.05001112e-01 -2.95478591e-01 -2.57879509e-01 -9.22832696e-02
-1.59036764e-01]
[ -2.14469837e-01 -2.93002465e-01 -3.14372569e-01 -1.43407030e-01
-9.01512840e-02 -1.46688137e-01 -1.56862675e-01 -8.41854163e-02
-2.38239449e-01 -5.59540850e-01 -2.36040387e-01 -2.82858574e-02
-9.86461951e-02]
[ -1.21850858e-01 2.47428009e-02 -2.37221025e-01 -3.58350852e-01
-2.32367358e-01 -2.57279203e-01 -6.65420146e-02 -2.50895354e-01
1.88884921e-02 3.61781925e-02 -3.28553323e-01 -1.15992750e-01
-1.81057640e-01]]
Progress: 3.4% ... Training loss: 0.548 ... Validation loss: 0.958[[-0.1403224 ]
[ 0.26855822]
[-0.0725675 ]
[ 0.45914661]
[ 0.27832367]
[-0.03290233]
[-0.58557689]
[-0.6796199 ]
[-0.52617762]
[-0.71225474]
[ 0.59212708]
[ 1.34794228]
[-0.83036729]]
[[ -5.37215580e-01 -5.65565130e-01 -5.77842520e-01 -3.18882648e-01
-3.65201430e-01 -5.83546023e-01 -6.82018522e-01 -6.62605979e-01
-7.85156006e-01 -7.40969781e-01 -2.91372568e-01 1.84468244e-01
-7.89405169e-01]
[ 4.41938016e-03 -1.37669126e-01 5.06551579e-02 -1.40321578e-02
-4.19360925e-02 5.89712926e-02 -1.22793379e-01 2.27538746e-01
-1.22056817e-01 -1.66329910e-01 -3.23049441e-02 1.21921356e-02
8.52305835e-02]
[ -2.18761313e-01 1.85649156e-01 -3.88640810e-02 1.74002391e-01
1.70285828e-01 -1.10428235e-01 -1.93765409e-01 -3.75199137e-01
-1.02701125e-01 -3.86548185e-01 2.74879807e-01 8.08334111e-01
-2.35037916e-01]
[ 1.96525549e-01 -3.41488929e-01 -2.40547899e-01 -1.51332299e-01
-3.98110395e-01 -4.72028208e-03 1.43312526e-01 -3.89936678e-02
2.96465087e-01 -6.16161772e-02 -3.11522880e-01 -8.07182218e-01
1.04313275e-01]
[ 1.00464926e-01 1.00464479e-01 8.22001789e-02 1.88325669e-01
3.47424999e-02 7.52801952e-02 -1.49245490e-02 6.29028469e-02
2.45749765e-02 1.00718465e-01 2.56518534e-01 2.23872387e-01
2.32830193e-01]
[ -4.72603491e-01 -5.69759671e-01 -6.05302112e-01 -5.47208662e-01
-5.71152089e-01 -5.60260571e-01 -2.57444051e-01 -1.84103093e-01
-3.62408907e-01 -2.54820434e-01 -3.95428623e-01 -5.40368704e-01
-2.13315987e-01]
[ -4.17629778e-01 -5.71315317e-01 -3.24039318e-01 -3.59831484e-01
-4.04493076e-01 -5.56927383e-01 -5.17126919e-01 -5.50839791e-01
-3.55003618e-01 -3.06614669e-01 -4.85750826e-01 -2.19016536e-01
-3.64548525e-01]
[ -3.20290516e-01 -3.68020315e-01 -4.54365662e-01 -3.06466526e-01
-3.15016117e-01 -4.11149876e-01 -2.64038127e-01 -2.13210971e-01
-3.12014341e-01 -4.49492946e-01 -3.00979600e-01 -4.06658586e-01
-3.29406556e-01]
[ -4.68151000e-01 -3.61338089e-01 -3.74355374e-01 -1.50092895e-01
-3.43673824e-01 -2.10400795e-01 -1.95584696e-01 -4.61272704e-01
-3.35240545e-01 -4.88214438e-01 -1.42122677e-01 -7.82701878e-02
-3.15169376e-01]
[ -9.44055620e-01 -9.65942410e-01 -9.63338422e-01 -9.11724585e-01
-1.03883965e+00 -9.73649488e-01 -7.65869922e-01 -7.70190480e-01
-8.42969599e-01 -6.52163684e-01 -9.90638849e-01 -7.48359044e-01
-5.73342187e-01]
[ -4.90345406e-01 -2.72151078e-01 -4.58214513e-01 -3.29919168e-01
-3.64226763e-01 -3.51758734e-01 -5.17475083e-01 -5.56515813e-01
-5.82194035e-01 -1.56150001e-01 -4.19455070e-01 -5.70191397e-01
-4.35971198e-01]
[ -1.22660166e-01 6.50125470e-02 -3.42247703e-01 -2.79899412e-01
-6.12141499e-02 -6.98795632e-02 -2.05716580e-01 -3.22438552e-01
-1.97345054e-01 7.05486822e-02 -1.97771819e-01 -9.67003550e-02
-3.29321991e-01]
[ -1.90031592e-02 2.05139668e-01 1.01389021e-01 7.56583285e-02
8.46898380e-02 2.58349748e-02 9.24746325e-02 -9.11187591e-02
-1.64218844e-01 -2.60550588e-01 -2.44739429e-01 2.15136019e-01
1.03211050e-01]
[ -2.56935772e-01 -1.00119031e-01 1.62973599e-01 -2.26450812e-01
-1.20073164e-01 1.14911271e-01 -1.27388899e-01 -1.40800273e-02
-7.83893034e-02 4.75337278e-02 -9.15866275e-02 -1.71860121e-01
6.77303233e-02]
[ -7.76933727e-02 -2.56826181e-01 -1.77082081e-01 -2.80276707e-01
-4.77226135e-01 -8.40675246e-02 -8.81641062e-03 1.63729515e-02
-2.16627510e-02 3.12936680e-02 -1.55517854e-01 -1.64716896e-01
-2.07332296e-01]
[ -6.88564026e-02 -1.73017265e-03 -2.43234676e-01 -2.59289723e-01
1.34489832e-01 -1.61956827e-01 -1.41985596e-01 5.02435665e-02
3.86546645e-02 -6.99576582e-03 -1.94290960e-01 -7.14434291e-02
7.90887130e-02]
[ 2.69916475e-02 -1.52854018e-01 -1.54606766e-01 -3.48709290e-02
-1.15560994e-01 -1.06679140e-01 4.59533026e-02 -2.06959879e-01
-6.42525349e-02 -9.02106391e-02 -4.96455440e-03 -1.53620929e-01
2.83309253e-04]
[ -2.83984956e-01 -1.46533270e-01 -6.98305838e-02 -9.47210521e-02
-3.06471568e-01 -2.71402222e-01 -3.77119768e-01 4.21726018e-02
-3.07365770e-01 -2.27216503e-01 1.66957267e-01 8.77109363e-02
2.54065726e-01]
[ -2.19169579e-01 -1.22244952e-01 -8.07230713e-02 -6.24762030e-02
-6.91556602e-02 -1.14071462e-01 -1.08630175e-01 1.09996598e-02
-1.55656035e-01 -2.33568172e-02 3.80155219e-02 -6.93091091e-02
-6.79615931e-02]
[ -1.58814153e-01 -2.98017672e-02 -2.27973832e-01 -3.10855088e-01
-1.12995682e-01 -1.99042149e-01 -2.88460182e-01 -1.52560109e-01
1.36633062e-01 -2.38159362e-01 -2.41198869e-01 -1.05164970e-01
-2.34411903e-01]
[ -3.63145437e-01 -1.03245799e-01 -1.37749488e-01 -2.49947135e-01
-8.27863001e-02 -3.09443511e-01 8.56868953e-02 -3.21106044e-02
-9.41533867e-02 1.23334527e-01 -1.17932575e-01 -2.20694822e-01
-1.22544453e-01]
[ -1.68719501e-01 -1.69792097e-01 -4.34174706e-02 -1.55498383e-01
-1.46899586e-01 -2.91561104e-01 -1.29188892e-01 -1.11512481e-01
-3.18517664e-01 2.31109309e-02 1.42474810e-01 4.64831250e-02
-2.98524536e-01]
[ -1.36855446e-01 -1.89532783e-01 -1.09710440e-01 -2.92621070e-01
8.11982491e-02 -1.66188629e-02 -2.27411390e-01 -1.46806837e-01
7.91427153e-02 -1.09453075e-01 -2.03694951e-01 -2.55469591e-01
-3.48988492e-01]
[ -4.10365459e-02 -3.69203000e-02 -1.45457633e-01 -4.73115017e-02
-2.30528941e-01 6.40208642e-02 -7.17771964e-02 -3.03888405e-02
-2.15858777e-01 -5.76941291e-02 -6.97360426e-02 -3.14772098e-01
-1.41585234e-01]
[ -7.03280255e-02 3.35961590e-02 -1.28797987e-01 -2.90693627e-01
1.23965293e-01 2.17064318e-02 -2.30575912e-01 -1.85775717e-01
1.13758441e-01 -7.75241808e-02 -2.42418208e-01 -1.46368018e-01
-2.69589546e-01]
[ 7.68286473e-02 -2.91596027e-01 -8.71745572e-02 -3.60687197e-01
-1.95128827e-01 -8.72590689e-02 -1.94955133e-02 9.65439262e-03
-6.57625658e-02 1.86197480e-01 -3.89057359e-01 -2.39711347e-01
1.63009064e-01]
[ -2.23845197e-01 -2.28939435e-01 -1.33427562e-01 -2.08902911e-01
-2.77370926e-01 -9.12706607e-02 9.87556592e-02 -5.36685972e-02
2.06812522e-01 -4.75801988e-02 -2.57555733e-01 -4.32488190e-01
3.27075432e-01]
[ -1.88892061e-02 -1.56142738e-01 1.39982410e-02 -1.74554923e-01
-1.29251868e-01 1.68436620e-01 4.27648910e-02 8.93597008e-02
-1.34340274e-01 8.21643927e-02 -1.01147879e-03 -3.42124784e-01
2.93050365e-01]
[ -4.28077258e-03 -8.08990605e-03 -1.30841871e-01 1.21539569e-02
-1.38076426e-01 -4.47726029e-02 1.21557761e-01 5.10194634e-03
1.19558862e-01 1.96184496e-01 -2.95724081e-01 -2.04280195e-01
3.01833490e-01]
[ -8.95886348e-02 -2.48523796e-01 5.14051729e-02 -2.57845024e-01
-1.07231098e-01 1.19194367e-01 1.91685170e-01 -2.23166111e-02
-1.73785557e-01 2.05001536e-02 -3.98642842e-01 -2.72710456e-01
4.11538562e-01]
[ 1.11479585e-01 -4.41733572e-02 4.96050477e-03 -3.31548010e-02
-3.26939447e-02 -1.55706728e-02 6.26540728e-02 1.47772426e-01
2.30288818e-01 7.57519751e-02 -3.72395190e-01 -1.03632073e-01
1.00834662e-01]
[ -1.59334733e-02 -9.87555412e-02 1.02556445e-02 1.00867134e-01
-5.36102272e-02 -2.82831033e-01 -6.90025719e-02 1.60801919e-01
-1.05503756e-01 -4.22810903e-02 -1.26329753e-01 -2.81537021e-01
3.12513389e-02]
[ 8.41251679e-02 1.06589533e-01 2.79452065e-03 1.31147937e-02
-9.94020713e-02 -5.91408395e-02 -1.44535877e-01 -1.55672428e-01
-2.36771664e-01 -1.24194290e-01 -2.16898450e-01 1.21255167e-01
-1.30389851e-02]
[ 6.04945111e-02 -1.31471568e-01 1.57483330e-01 2.61034088e-03
1.83445965e-01 8.79810434e-03 -2.49082471e-01 -2.22391234e-01
4.76109577e-02 -3.91671587e-01 -3.44336120e-02 3.42476676e-01
-1.16524949e-01]
[ 3.98467169e-02 7.92794911e-02 -2.09592988e-01 2.46785976e-02
2.73795152e-02 1.08339208e-05 -1.32427988e-01 -3.04925657e-01
-2.71832951e-01 -1.48311704e-01 -5.25730207e-02 -1.74390222e-02
-1.43454951e-01]
[ -5.50059702e-02 -2.08148635e-01 6.57239195e-02 1.17019597e-01
-1.22971314e-01 -1.34030785e-01 4.62526136e-02 4.85941866e-03
8.98026570e-02 -3.47984263e-01 -2.64573905e-01 -1.73316435e-01
2.38050902e-02]
[ 1.87518779e-02 -2.69443374e-01 6.42323161e-02 -2.02621681e-01
-1.85686835e-01 -2.30503630e-01 -2.42383544e-01 9.85196801e-02
1.31501196e-02 1.76574348e-01 -1.33331841e-01 5.50045475e-02
-3.69078818e-02]
[ 1.79971201e-01 3.73039464e-02 -9.85615243e-02 -2.12687771e-01
-6.89232818e-02 -1.00939697e-01 -1.44914477e-01 1.22413782e-01
-1.60907152e-01 -1.50218604e-01 -1.99233412e-01 -6.76799447e-02
-3.52203318e-02]
[ -1.68536547e-01 -1.93242558e-01 -1.02868718e-01 -1.88783221e-01
-6.17909895e-02 2.72182188e-02 -1.53559421e-01 -9.73777411e-02
-1.13464780e-01 9.21828116e-02 -2.25445772e-01 -1.25794501e-01
-1.72781906e-01]
[ -3.16635030e-02 -2.16356706e-01 -1.52710212e-01 -1.82093289e-01
-5.31820179e-02 4.44113003e-02 -5.78200530e-03 5.99091298e-02
-2.00473348e-01 -1.91267330e-01 -4.71813314e-02 -2.16602645e-01
-4.10739968e-03]
[ 1.19431353e-01 5.63352697e-02 1.27221991e-03 -1.63062959e-01
-3.38521924e-01 8.25926099e-03 -9.35534010e-02 -1.60057494e-01
-2.81289559e-01 1.64694615e-01 -1.44477662e-01 -2.43199882e-01
4.42513387e-02]
[ -6.00890274e-02 -2.22128117e-02 -2.80094222e-01 -3.23283407e-02
5.12315978e-02 1.56425064e-01 -1.95528474e-01 -1.24291942e-01
-2.62505220e-02 -3.71237125e-03 9.30785920e-02 2.37640274e-01
4.05934843e-02]
[ 1.15060188e-01 2.74612680e-01 -1.92201274e-01 3.96742293e-01
3.76789321e-02 -1.18992803e-03 -1.17772507e-01 -2.68857926e-01
-1.53784875e-01 -2.98737162e-01 3.38210809e-01 4.08785480e-01
-3.10812275e-01]
[ -2.18247592e-02 1.16536761e-01 5.97848630e-02 -9.87381652e-03
-7.03885962e-02 -6.92778252e-02 -1.31090849e-01 -2.32576479e-01
-1.62720613e-01 -1.43470677e-01 1.24176558e-01 4.22344185e-01
-2.30804718e-01]
[ -4.59613351e-02 -1.37812695e-01 -1.57145302e-01 2.04567720e-01
-1.85222648e-01 2.34259078e-01 -4.09661162e-02 -2.21434249e-01
-2.06429006e-01 -4.72277161e-01 7.36566040e-02 9.65476543e-02
-1.62219330e-01]
[ 8.16975439e-02 -3.84178676e-01 -5.04926639e-02 -5.41359652e-02
-1.13160917e-01 2.01003380e-01 1.14441653e-01 1.90096638e-01
-1.26425804e-01 -2.65451589e-02 -9.63662568e-02 1.89852501e-01
-1.12320441e-01]
[ 2.04385798e-01 -2.88902274e-01 -1.22988612e-01 -8.99510926e-02
-2.03766480e-01 1.22584532e-01 3.66211941e-02 -1.53591860e-01
-2.14816393e-02 -1.23508762e-01 -1.26940827e-01 -1.97637658e-01
-5.45303353e-02]
[ -1.35774992e-01 -7.38172101e-02 3.71190665e-02 -2.40106771e-01
-4.90333057e-02 -1.40890990e-01 4.81956350e-02 -3.37997651e-02
-6.96837894e-02 -2.87759844e-02 -2.79585800e-01 -3.27282463e-01
-3.98633143e-02]
[ -1.46154146e-01 -1.03139580e-01 -7.78384464e-02 -1.71199442e-01
-3.16552231e-01 -2.87455072e-01 4.62112539e-02 -1.34648690e-02
-5.91900548e-02 -2.95967639e-02 -8.41023758e-02 -3.15049944e-01
-1.98106920e-01]
[ -1.70094932e-01 -2.15295140e-01 -2.98520935e-01 -2.58731560e-01
-2.60608896e-01 -2.06614837e-01 -3.52497535e-01 1.25564712e-01
-6.45684578e-02 -2.87395032e-01 -2.55988136e-01 -1.53223614e-01
-2.19692092e-01]
[ -1.05928622e-01 1.09061848e-01 2.45973654e-02 -4.90389921e-02
-2.20684741e-01 -1.68398684e-01 -9.25475056e-02 -3.44772643e-02
-8.28216564e-02 -2.40140929e-01 -2.04619996e-01 -2.28676149e-01
-1.76574115e-01]
[ -3.45841750e-01 -1.37515988e-01 -2.69025727e-01 6.28496673e-02
-2.13374488e-01 -2.25588041e-01 -5.99631726e-02 -1.73964783e-01
5.51870519e-02 -1.00880887e-01 9.36075917e-04 -3.67934600e-01
-6.96360324e-02]
[ -1.21636340e-01 -4.51773968e-02 -2.55563019e-01 -4.00762376e-02
-2.23706037e-01 -2.76051774e-01 -3.88357519e-01 -9.62025375e-02
9.61553765e-03 -3.18262565e-01 -3.11235286e-01 -4.43997451e-01
-1.14101363e-01]
[ -2.11545951e-01 -5.43520041e-01 -3.30791048e-01 -4.14329699e-01
-3.38476482e-01 -2.25797114e-01 -7.93554078e-03 -3.41978438e-01
1.07023224e-01 -2.92426031e-01 -2.61047489e-01 -1.03683170e-01
-1.55634658e-01]
[ -2.14336094e-01 -2.94248191e-01 -3.14206720e-01 -1.45365346e-01
-9.15370196e-02 -1.46615301e-01 -1.55862362e-01 -8.25255173e-02
-2.37175765e-01 -5.58052795e-01 -2.38394991e-01 -3.08607378e-02
-9.59775545e-02]
[ -1.21736412e-01 2.46172937e-02 -2.37227900e-01 -3.58394880e-01
-2.32502070e-01 -2.57264874e-01 -6.56316811e-02 -2.50187807e-01
2.01035027e-02 3.66600173e-02 -3.28107581e-01 -1.17237172e-01
-1.80228434e-01]]
Progress: 3.5% ... Training loss: 0.542 ... Validation loss: 0.962[[-0.12955674]
[ 0.28906709]
[-0.06284559]
[ 0.48507365]
[ 0.29650416]
[-0.01866251]
[-0.57990489]
[-0.67496103]
[-0.51713403]
[-0.70321834]
[ 0.62085147]
[ 1.40719729]
[-0.8298658 ]]
[[ -5.37802427e-01 -5.62047586e-01 -5.78248858e-01 -3.12539791e-01
-3.61867100e-01 -5.83700140e-01 -6.82212388e-01 -6.63127435e-01
-7.86014653e-01 -7.41388904e-01 -2.80897678e-01 2.12916401e-01
-7.87510776e-01]
[ 4.62764429e-03 -1.38096604e-01 5.07683154e-02 -1.47108098e-02
-4.23122172e-02 5.90207181e-02 -1.21971374e-01 2.28806484e-01
-1.21250507e-01 -1.65263486e-01 -3.30264516e-02 1.05983481e-02
8.66195557e-02]
[ -2.18754154e-01 1.86973641e-01 -3.89082418e-02 1.77835758e-01
1.72492127e-01 -1.10377454e-01 -1.91982581e-01 -3.73448314e-01
-1.01279808e-01 -3.85067827e-01 2.80936245e-01 8.35677595e-01
-2.31785308e-01]
[ 1.96722429e-01 -3.42630718e-01 -2.40455788e-01 -1.53624683e-01
-3.98976502e-01 -4.75727272e-03 1.44657126e-01 -3.81979240e-02
2.97510738e-01 -6.22900071e-02 -3.14911587e-01 -8.15760202e-01
1.04578977e-01]
[ 9.97977973e-02 1.02554432e-01 8.18733900e-02 1.92896486e-01
3.71005307e-02 7.50963799e-02 -2.04557107e-02 6.05824427e-02
1.99128610e-02 9.80613899e-02 2.63054522e-01 2.36696220e-01
2.27901673e-01]
[ -4.73034191e-01 -5.69111721e-01 -6.05450148e-01 -5.46041022e-01
-5.70640034e-01 -5.60361133e-01 -2.59264815e-01 -1.85803664e-01
-3.64176483e-01 -2.56970601e-01 -3.94134580e-01 -5.38069677e-01
-2.14742504e-01]
[ -4.17454480e-01 -5.70958755e-01 -3.23981311e-01 -3.59074991e-01
-4.04250505e-01 -5.56919185e-01 -5.15513346e-01 -5.49565451e-01
-3.53614000e-01 -3.04289296e-01 -4.84755235e-01 -2.20093581e-01
-3.60578056e-01]
[ -3.20022065e-01 -3.67791417e-01 -4.54278693e-01 -3.06047786e-01
-3.14840013e-01 -4.11080530e-01 -2.61317478e-01 -2.10772646e-01
-3.09898601e-01 -4.47661107e-01 -2.99515358e-01 -4.03544002e-01
-3.25937299e-01]
[ -4.69329255e-01 -3.58460298e-01 -3.74936996e-01 -1.44436300e-01
-3.40686429e-01 -2.10706899e-01 -2.00396493e-01 -4.65547240e-01
-3.39901979e-01 -4.93831854e-01 -1.34275955e-01 -5.55764986e-02
-3.21430126e-01]
[ -9.43844780e-01 -9.64778163e-01 -9.63319635e-01 -9.09196182e-01
-1.03763077e+00 -9.73633572e-01 -7.62349191e-01 -7.66629554e-01
-8.40216808e-01 -6.48234570e-01 -9.85682087e-01 -7.33429634e-01
-5.65200596e-01]
[ -4.91749564e-01 -2.69573651e-01 -4.58797296e-01 -3.24758898e-01
-3.61778164e-01 -3.52099246e-01 -5.23112169e-01 -5.62419123e-01
-5.87687371e-01 -1.63779348e-01 -4.13443320e-01 -5.59995765e-01
-4.44473120e-01]
[ -1.22578602e-01 6.53272913e-02 -3.42247623e-01 -2.79675630e-01
-6.09987334e-02 -6.98725243e-02 -2.05628305e-01 -3.22059813e-01
-1.97297451e-01 7.09544830e-02 -1.97220574e-01 -9.48818786e-02
-3.28811004e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.57186625e-01 -9.96882740e-02 1.62844655e-01 -2.25828263e-01
-1.19712076e-01 1.14845610e-01 -1.28694564e-01 -1.58781183e-02
-7.94965804e-02 4.55418359e-02 -9.07735513e-02 -1.70579525e-01
6.57169428e-02]
[ -7.78776920e-02 -2.56644585e-01 -1.77112300e-01 -2.79792409e-01
-4.77112754e-01 -8.40956004e-02 -9.52467826e-03 1.55379742e-02
-2.23085596e-02 3.05204056e-02 -1.55147816e-01 -1.63523924e-01
-2.07839447e-01]
[ -6.88565993e-02 -1.83202456e-03 -2.43173041e-01 -2.59343805e-01
1.34203089e-01 -1.61954736e-01 -1.41593860e-01 5.15109962e-02
3.87194927e-02 -5.92647540e-03 -1.94569244e-01 -7.44467253e-02
8.07425788e-02]
[ 2.73236483e-02 -1.52824666e-01 -1.54528323e-01 -3.47856123e-02
-1.15556315e-01 -1.06632439e-01 4.71875499e-02 -2.05503417e-01
-6.30124386e-02 -8.80026635e-02 -4.50330146e-03 -1.55042862e-01
2.45136292e-03]
[ -2.83916050e-01 -1.46487052e-01 -6.98056030e-02 -9.45765353e-02
-3.06424043e-01 -2.71397746e-01 -3.76345189e-01 4.26740874e-02
-3.06538660e-01 -2.26550509e-01 1.67083345e-01 8.81710031e-02
2.56100123e-01]
[ -2.19193017e-01 -1.22292033e-01 -8.07051979e-02 -6.25218113e-02
-6.91473201e-02 -1.14067694e-01 -1.08323299e-01 1.10647012e-02
-1.55500928e-01 -2.30222971e-02 3.78110032e-02 -6.91596710e-02
-6.74556775e-02]
[ -1.58442956e-01 -3.10009906e-02 -2.27765058e-01 -3.12677310e-01
-1.14267664e-01 -1.98949302e-01 -2.86814276e-01 -1.50445230e-01
1.38326932e-01 -2.36697477e-01 -2.43649674e-01 -1.13074274e-01
-2.31833746e-01]
[ -3.63411209e-01 -1.01877161e-01 -1.37936574e-01 -2.47564195e-01
-8.13336243e-02 -3.09516099e-01 8.54157289e-02 -3.26606894e-02
-9.49066227e-02 1.22521127e-01 -1.14439234e-01 -2.10843059e-01
-1.23302024e-01]
[ -1.68630401e-01 -1.69424932e-01 -4.34320287e-02 -1.55002640e-01
-1.46572505e-01 -2.91538926e-01 -1.28240254e-01 -1.11275828e-01
-3.17654887e-01 2.36828429e-02 1.43810129e-01 5.10075211e-02
-2.97595411e-01]
[ -1.37221325e-01 -1.88021083e-01 -1.09957448e-01 -2.89986814e-01
8.29790910e-02 -1.67179949e-02 -2.28754287e-01 -1.47993105e-01
7.77755785e-02 -1.11208223e-01 -1.99155963e-01 -2.37805833e-01
-3.50407150e-01]
[ -4.14989846e-02 -3.60958231e-02 -1.45639953e-01 -4.56720696e-02
-2.29952557e-01 6.39028727e-02 -7.38350883e-02 -3.22079460e-02
-2.17584998e-01 -6.00392920e-02 -6.79071225e-02 -3.12772531e-01
-1.44310606e-01]
[ -7.08015411e-02 3.42956132e-02 -1.28984239e-01 -2.89261299e-01
1.24770146e-01 2.15886967e-02 -2.32490346e-01 -1.87491583e-01
1.11590682e-01 -7.97672631e-02 -2.40851015e-01 -1.44125785e-01
-2.72284468e-01]
[ 7.70479009e-02 -2.91831066e-01 -8.70999099e-02 -3.61225716e-01
-1.95413352e-01 -8.72151542e-02 -1.85454423e-02 1.07451235e-02
-6.48663651e-02 1.87463231e-01 -3.89643636e-01 -2.40835297e-01
1.64575104e-01]
[ -2.23715487e-01 -2.29106129e-01 -1.33373093e-01 -2.09429833e-01
-2.77618832e-01 -9.12372279e-02 9.95487350e-02 -5.32819144e-02
2.07833074e-01 -4.69550212e-02 -2.58200585e-01 -4.34508767e-01
3.28312367e-01]
[ -1.84478463e-02 -1.56882455e-01 1.42033876e-02 -1.75988210e-01
-1.30301052e-01 1.68550849e-01 4.58631951e-02 9.20844797e-02
-1.31834118e-01 8.48939729e-02 -3.31679039e-03 -3.49811114e-01
2.96952559e-01]
[ -3.86514378e-03 -8.77777534e-03 -1.30684215e-01 1.06283565e-02
-1.38753582e-01 -4.46955533e-02 1.23795835e-01 7.60636057e-03
1.21506190e-01 1.98968090e-01 -2.97026030e-01 -2.08142355e-01
3.05551310e-01]
[ -8.90808184e-02 -2.49258571e-01 5.16609749e-02 -2.59365665e-01
-1.08252529e-01 1.19303312e-01 1.94510014e-01 -1.98064682e-02
-1.71694406e-01 2.38553463e-02 -4.00474421e-01 -2.80657465e-01
4.16663030e-01]
[ 1.11769541e-01 -4.47025567e-02 5.08274434e-03 -3.41414325e-02
-3.31766500e-02 -1.55182058e-02 6.40038615e-02 1.49443633e-01
2.31724183e-01 7.71901588e-02 -3.73277870e-01 -1.06556297e-01
1.02899244e-01]
[ -1.58196188e-02 -9.88897745e-02 1.03037616e-02 1.00433452e-01
-5.38108163e-02 -2.82813380e-01 -6.85637631e-02 1.61460743e-01
-1.05153681e-01 -4.17027585e-02 -1.26775461e-01 -2.82995241e-01
3.21955386e-02]
[ 8.37412941e-02 1.07420144e-01 2.60926760e-03 1.48313327e-02
-9.85846833e-02 -5.92210589e-02 -1.46293305e-01 -1.57378741e-01
-2.38172607e-01 -1.26392693e-01 -2.15025267e-01 1.26907204e-01
-1.57360117e-02]
[ 5.98259203e-02 -1.30275522e-01 1.57140500e-01 5.23198489e-03
1.85022242e-01 8.63025905e-03 -2.52281875e-01 -2.25035414e-01
4.41673146e-02 -3.94861986e-01 -3.12007741e-02 3.51368549e-01
-1.20857952e-01]
[ 3.93226482e-02 7.99383450e-02 -2.09752834e-01 2.60237673e-02
2.78639162e-02 -9.39459318e-05 -1.34474267e-01 -3.07081814e-01
-2.73582070e-01 -1.51136094e-01 -5.13336522e-02 -1.63404350e-02
-1.46564611e-01]
[ -5.49720456e-02 -2.08268183e-01 6.57558787e-02 1.16722408e-01
-1.23133759e-01 -1.34023007e-01 4.64891336e-02 5.10474073e-03
8.99693883e-02 -3.47797045e-01 -2.64952971e-01 -1.74793252e-01
2.40469370e-02]
[ 1.86166550e-02 -2.69226909e-01 6.41655236e-02 -2.02235906e-01
-1.85400328e-01 -2.30541088e-01 -2.43220943e-01 9.78286550e-02
1.21634401e-02 1.75630247e-01 -1.32613204e-01 5.87130859e-02
-3.78300112e-02]
[ 1.79641369e-01 3.85135044e-02 -9.87605069e-02 -2.11190464e-01
-6.76329997e-02 -1.01014840e-01 -1.46208996e-01 1.20662372e-01
-1.61973339e-01 -1.51888741e-01 -1.96538424e-01 -5.69368245e-02
-3.65984739e-02]
[ -1.68388246e-01 -1.93542222e-01 -1.02808564e-01 -1.89343398e-01
-6.20497721e-02 2.72543715e-02 -1.52845407e-01 -9.68781696e-02
-1.12890875e-01 9.28240120e-02 -2.26166337e-01 -1.27127542e-01
-1.72020949e-01]
[ -3.14946774e-02 -2.16846711e-01 -1.52616981e-01 -1.82859835e-01
-5.36268996e-02 4.44572153e-02 -5.03388995e-03 6.10863986e-02
-1.99778821e-01 -1.90159975e-01 -4.82706501e-02 -2.18917523e-01
-2.82758601e-03]
[ 1.19569837e-01 5.59536929e-02 1.34817610e-03 -1.63649190e-01
-3.38783546e-01 8.29052016e-03 -9.29424245e-02 -1.59288853e-01
-2.80818748e-01 1.65498210e-01 -1.45363403e-01 -2.45707730e-01
4.54123406e-02]
[ -6.03144876e-02 -2.21969995e-02 -2.80125173e-01 -3.22427902e-02
5.12462425e-02 1.56375750e-01 -1.96369624e-01 -1.25213936e-01
-2.70094691e-02 -4.87446530e-03 9.29793982e-02 2.37671800e-01
3.96194137e-02]
[ 1.14232238e-01 2.77593272e-01 -1.92680365e-01 4.03061204e-01
4.07577315e-02 -1.39694340e-03 -1.21211609e-01 -2.72542121e-01
-1.56888956e-01 -3.02470522e-01 3.47082983e-01 4.29783846e-01
-3.15621942e-01]
[ -2.23903479e-02 1.18092376e-01 5.94837683e-02 -7.25882928e-03
-6.90336193e-02 -6.94207080e-02 -1.33512622e-01 -2.35513270e-01
-1.64845803e-01 -1.46778892e-01 1.27785193e-01 4.30327570e-01
-2.34277772e-01]
[ -4.61585117e-02 -1.37392732e-01 -1.57233697e-01 2.05447109e-01
-1.84814355e-01 2.34209762e-01 -4.19119245e-02 -2.22413458e-01
-2.07323724e-01 -4.73215995e-01 7.46800286e-02 9.91112014e-02
-1.63713066e-01]
[ 8.14883772e-02 -3.83900419e-01 -5.05859635e-02 -5.31673031e-02
-1.12830343e-01 2.00956110e-01 1.13480611e-01 1.88858669e-01
-1.27222700e-01 -2.76632057e-02 -9.51553436e-02 1.94012188e-01
-1.13877586e-01]
[ 2.04353109e-01 -2.88900996e-01 -1.22992210e-01 -8.99461253e-02
-2.03761248e-01 1.22579582e-01 3.64560942e-02 -1.53556284e-01
-2.17138857e-02 -1.23601859e-01 -1.26866809e-01 -1.97438569e-01
-5.45638311e-02]
[ -1.35701308e-01 -7.39844510e-02 3.71734744e-02 -2.40391766e-01
-4.91758282e-02 -1.40869875e-01 4.84383991e-02 -3.32204189e-02
-6.94566605e-02 -2.82695084e-02 -2.79958351e-01 -3.27866039e-01
-3.91736791e-02]
[ -1.45900534e-01 -1.03705866e-01 -7.77067785e-02 -1.72178455e-01
-3.17047730e-01 -2.87407909e-01 4.75765638e-02 -1.18705734e-02
-5.79349884e-02 -2.80477130e-02 -8.55051681e-02 -3.18810813e-01
-1.96262823e-01]
[ -1.70425147e-01 -2.14203975e-01 -2.98721247e-01 -2.56851895e-01
-2.59505838e-01 -2.06701146e-01 -3.53669822e-01 1.23570696e-01
-6.56593525e-02 -2.89233392e-01 -2.53286123e-01 -1.45615560e-01
-2.21451265e-01]
[ -1.05731688e-01 1.08222102e-01 2.47654588e-02 -5.02351633e-02
-2.21494264e-01 -1.68351074e-01 -9.11404867e-02 -3.25972337e-02
-8.13824176e-02 -2.38966620e-01 -2.06157214e-01 -2.34887161e-01
-1.74713817e-01]
[ -3.46903617e-01 -1.35509438e-01 -2.69478067e-01 6.69330928e-02
-2.11593619e-01 -2.25859411e-01 -6.43626662e-02 -1.77865596e-01
5.08506265e-02 -1.05977574e-01 5.53898922e-03 -3.60371716e-01
-7.57349605e-02]
[ -1.21737901e-01 -4.40146203e-02 -2.55695827e-01 -3.78410602e-02
-2.22726102e-01 -2.76087848e-01 -3.88577251e-01 -9.63716406e-02
9.79365538e-03 -3.18221671e-01 -3.07817064e-01 -4.34707684e-01
-1.13729098e-01]
[ -2.11696632e-01 -5.43321770e-01 -3.30757475e-01 -4.13430549e-01
-3.38248145e-01 -2.25813545e-01 -7.26323981e-03 -3.41012349e-01
1.06937324e-01 -2.91459226e-01 -2.60004708e-01 -1.02084662e-01
-1.53551750e-01]
[ -2.13809782e-01 -2.95079426e-01 -3.14022703e-01 -1.46829947e-01
-9.23296547e-02 -1.46505471e-01 -1.53750347e-01 -8.00997861e-02
-2.35267928e-01 -5.55791762e-01 -2.40172656e-01 -3.51658462e-02
-9.26462863e-02]
[ -1.21980542e-01 2.59407132e-02 -2.37412805e-01 -3.56832058e-01
-2.31073987e-01 -2.57341252e-01 -6.63298422e-02 -2.51658167e-01
1.91678774e-02 3.55416507e-02 -3.24958028e-01 -1.05750007e-01
-1.80264612e-01]]
Progress: 3.5% ... Training loss: 0.538 ... Validation loss: 0.921[[-0.1420686 ]
[ 0.27790013]
[-0.07958686]
[ 0.47848548]
[ 0.28586176]
[-0.03062847]
[-0.59769514]
[-0.70369803]
[-0.53537236]
[-0.73195609]
[ 0.61693354]
[ 1.40134103]
[-0.86413279]]
[[ -5.37911314e-01 -5.60761257e-01 -5.78187867e-01 -3.10377472e-01
-3.60379081e-01 -5.83723431e-01 -6.82148283e-01 -6.60941114e-01
-7.86334733e-01 -7.38878199e-01 -2.76358008e-01 2.24929094e-01
-7.83111646e-01]
[ 4.73076406e-03 -1.38588387e-01 5.08575990e-02 -1.55668792e-02
-4.27224396e-02 5.90372399e-02 -1.21567059e-01 2.29481588e-01
-1.20890020e-01 -1.64722260e-01 -3.41441591e-02 9.41810947e-03
8.76465249e-02]
[ -2.20042866e-01 1.90578720e-01 -3.94648239e-02 1.85248335e-01
1.76304378e-01 -1.10556210e-01 -1.98670070e-01 -3.81955886e-01
-1.04757823e-01 -3.95489709e-01 2.92037920e-01 8.67354366e-01
-2.41780290e-01]
[ 1.95035268e-01 -3.35439097e-01 -2.41707002e-01 -1.44665959e-01
-3.92685020e-01 -5.05864672e-03 1.35671358e-01 -5.48780148e-02
2.93231559e-01 -7.90701667e-02 -2.99388074e-01 -7.75701635e-01
8.95721133e-02]
[ 1.00320222e-01 1.01527908e-01 8.21654699e-02 1.91093639e-01
3.68802958e-02 7.51832930e-02 -1.86515770e-02 6.78292383e-02
1.96786207e-02 1.03731007e-01 2.58424897e-01 2.25891952e-01
2.34629658e-01]
[ -4.72416980e-01 -5.71501361e-01 -6.04961810e-01 -5.49634225e-01
-5.72673747e-01 -5.60242540e-01 -2.55114258e-01 -1.78805589e-01
-3.62018047e-01 -2.49023091e-01 -3.99866555e-01 -5.49366432e-01
-2.06256359e-01]
[ -4.16343265e-01 -5.73019961e-01 -3.23427847e-01 -3.63580962e-01
-4.06530778e-01 -5.56776831e-01 -5.09997077e-01 -5.43062472e-01
-3.48387694e-01 -2.96904107e-01 -4.88956483e-01 -2.31484736e-01
-3.49914567e-01]
[ -3.20296025e-01 -3.66243140e-01 -4.54432558e-01 -3.02291621e-01
-3.12998008e-01 -4.11133729e-01 -2.62650144e-01 -2.10759174e-01
-3.10166677e-01 -4.48744205e-01 -2.93402877e-01 -3.89486115e-01
-3.25754862e-01]
[ -4.69435758e-01 -3.57795237e-01 -3.74991554e-01 -1.43343673e-01
-3.40143238e-01 -2.10729471e-01 -2.00774948e-01 -4.65599107e-01
-3.40030926e-01 -4.94262823e-01 -1.32598361e-01 -5.10592526e-02
-3.21355018e-01]
[ -9.42525391e-01 -9.67389028e-01 -9.62540937e-01 -9.12918620e-01
-1.04012793e+00 -9.73442784e-01 -7.54611664e-01 -7.54301270e-01
-8.33036360e-01 -6.35988334e-01 -9.89023814e-01 -7.45460733e-01
-5.48440867e-01]
[ -4.91911971e-01 -2.68271881e-01 -4.58910708e-01 -3.23132815e-01
-3.60274653e-01 -3.52147616e-01 -5.24093200e-01 -5.62972660e-01
-5.88605541e-01 -1.64066186e-01 -4.10268257e-01 -5.49451288e-01
-4.43919971e-01]
[ -1.22387620e-01 6.43988798e-02 -3.42079530e-01 -2.80829657e-01
-6.19338746e-02 -6.98297659e-02 -2.04429096e-01 -3.20371900e-01
-1.96572012e-01 7.28137173e-02 -1.99197058e-01 -9.75080344e-02
-3.26716703e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.57155661e-01 -9.98404957e-02 1.62882835e-01 -2.26055921e-01
-1.19858968e-01 1.14850816e-01 -1.28619694e-01 -1.53340043e-02
-7.95014483e-02 4.62011369e-02 -9.10117545e-02 -1.71418321e-01
6.63876317e-02]
[ -7.74758839e-02 -2.58161078e-01 -1.76845357e-01 -2.81944714e-01
-4.78142069e-01 -8.40321155e-02 -6.73878545e-03 2.00432009e-02
-2.07986956e-02 3.57303804e-02 -1.58755667e-01 -1.74352939e-01
-2.02339012e-01]
[ -6.85102116e-02 -2.75724118e-03 -2.42938420e-01 -2.61074793e-01
1.33126114e-01 -1.61887247e-01 -1.39636039e-01 5.43206051e-02
4.00357322e-02 -2.88355114e-03 -1.96892662e-01 -7.48608279e-02
8.45343862e-02]
[ 2.75292184e-02 -1.53157350e-01 -1.54399324e-01 -3.51718950e-02
-1.15933956e-01 -1.06602471e-01 4.83676633e-02 -2.03967712e-01
-6.22050277e-02 -8.60526113e-02 -4.25764223e-03 -1.53735042e-01
4.62647330e-03]
[ -2.83477908e-01 -1.47361286e-01 -6.95792802e-02 -9.68996401e-02
-3.07374233e-01 -2.71340422e-01 -3.74359848e-01 4.49656704e-02
-3.04543878e-01 -2.24310885e-01 1.64222127e-01 8.09483106e-02
2.60578219e-01]
[ -2.18906011e-01 -1.22957405e-01 -8.05588439e-02 -6.38088745e-02
-6.98970503e-02 -1.14031670e-01 -1.06720593e-01 1.27738647e-02
-1.53824111e-01 -2.08827041e-02 3.66301676e-02 -7.41508137e-02
-6.50765166e-02]
[ -1.58104081e-01 -3.18853809e-02 -2.27622833e-01 -3.13838778e-01
-1.15078581e-01 -1.98910440e-01 -2.85213597e-01 -1.48253506e-01
1.40424405e-01 -2.35206968e-01 -2.45096621e-01 -1.18348937e-01
-2.28809011e-01]
[ -3.63845936e-01 -1.00040002e-01 -1.38162814e-01 -2.43919219e-01
-7.92783565e-02 -3.09585554e-01 8.32517012e-02 -3.41794125e-02
-9.66667979e-02 1.20533598e-01 -1.08831337e-01 -1.96162860e-01
-1.25223658e-01]
[ -1.68862252e-01 -1.68541244e-01 -4.35289827e-02 -1.53313451e-01
-1.45769378e-01 -2.91567450e-01 -1.29296075e-01 -1.12149813e-01
-3.18424903e-01 2.28341364e-02 1.46343155e-01 5.79581147e-02
-2.98651226e-01]
[ -1.37152385e-01 -1.87853105e-01 -1.09942751e-01 -2.89724630e-01
8.31588975e-02 -1.67124354e-02 -2.28090165e-01 -1.47312334e-01
7.83657673e-02 -1.10692803e-01 -1.98387714e-01 -2.35684587e-01
-3.49453444e-01]
[ -4.15562309e-02 -3.60323675e-02 -1.45658013e-01 -4.55140822e-02
-2.29913948e-01 6.38933842e-02 -7.42006759e-02 -3.25285536e-02
-2.17822492e-01 -6.02870211e-02 -6.78107579e-02 -3.12719919e-01
-1.44587378e-01]
[ -7.08474469e-02 3.44564377e-02 -1.29007949e-01 -2.88997147e-01
1.24906206e-01 2.15774226e-02 -2.32800749e-01 -1.87583505e-01
1.11358177e-01 -8.01120638e-02 -2.40586888e-01 -1.43780621e-01
-2.72596807e-01]
[ 7.71164154e-02 -2.91925645e-01 -8.70766247e-02 -3.61410698e-01
-1.95519442e-01 -8.72061883e-02 -1.82487941e-02 1.11233650e-02
-6.45218681e-02 1.87864959e-01 -3.89822307e-01 -2.41217734e-01
1.65118613e-01]
[ -2.23550128e-01 -2.29433964e-01 -1.33306815e-01 -2.10103696e-01
-2.77947648e-01 -9.12177058e-02 1.00869659e-01 -5.22734916e-02
2.09115089e-01 -4.55824519e-02 -2.58926267e-01 -4.37124384e-01
3.30188606e-01]
[ -1.81856447e-02 -1.57331411e-01 1.43185321e-02 -1.77126746e-01
-1.30823327e-01 1.68584847e-01 4.69955411e-02 9.34504858e-02
-1.30754092e-01 8.65009585e-02 -4.62831349e-03 -3.52911519e-01
2.99421342e-01]
[ -3.51796878e-03 -9.68983567e-03 -1.30514233e-01 9.11162561e-03
-1.39550695e-01 -4.46508966e-02 1.25806944e-01 1.01716512e-02
1.23180339e-01 2.01932777e-01 -2.98857429e-01 -2.14903758e-01
3.09215923e-01]
[ -8.83147847e-02 -2.50299208e-01 5.19558719e-02 -2.61665179e-01
-1.09577806e-01 1.19413180e-01 1.98958527e-01 -1.53455328e-02
-1.68110024e-01 2.85214383e-02 -4.02909697e-01 -2.87419347e-01
4.24436658e-01]
[ 1.12511000e-01 -4.64779136e-02 5.42668424e-03 -3.74042639e-02
-3.50374667e-02 -1.54288033e-02 6.75948455e-02 1.54168967e-01
2.35577882e-01 8.18270486e-02 -3.76515839e-01 -1.19609721e-01
1.08399680e-01]
[ -1.54164676e-02 -9.97730584e-02 1.04899899e-02 9.87785894e-02
-5.48151185e-02 -2.82765352e-01 -6.66213085e-02 1.64339919e-01
-1.03375330e-01 -3.90069884e-02 -1.28538863e-01 -2.87655891e-01
3.56093114e-02]
[ 8.38195275e-02 1.07625420e-01 2.61444071e-03 1.51635000e-02
-9.83538779e-02 -5.92197984e-02 -1.45993030e-01 -1.56992775e-01
-2.38055098e-01 -1.25792438e-01 -2.14563520e-01 1.28969413e-01
-1.50422934e-02]
[ 5.92106044e-02 -1.29228069e-01 1.56880774e-01 7.61984358e-03
1.86576381e-01 8.54854364e-03 -2.55046378e-01 -2.27943091e-01
4.15130117e-02 -3.97648618e-01 -2.80472227e-02 3.61281314e-01
-1.24609738e-01]
[ 3.91929326e-02 8.02333664e-02 -2.09800177e-01 2.65581095e-02
2.81409106e-02 -1.13390157e-04 -1.35150698e-01 -3.07704139e-01
-2.74159411e-01 -1.51974748e-01 -5.06986569e-02 -1.49506648e-02
-1.47531592e-01]
[ -5.48397357e-02 -2.08673223e-01 6.58404001e-02 1.15938640e-01
-1.23529352e-01 -1.34007487e-01 4.71730838e-02 6.25796273e-03
9.06305405e-02 -3.46866344e-01 -2.65913517e-01 -1.77641278e-01
2.56150840e-02]
[ 1.86726157e-02 -2.69342332e-01 6.41987933e-02 -2.02435091e-01
-1.85531635e-01 -2.30532240e-01 -2.42969603e-01 9.83224644e-02
1.23549299e-02 1.76130281e-01 -1.32858946e-01 5.81114999e-02
-3.73543132e-02]
[ 1.79158605e-01 3.96631515e-02 -9.89201562e-02 -2.09559461e-01
-6.64501094e-02 -1.01061085e-01 -1.48106937e-01 1.17849419e-01
-1.63740808e-01 -1.54472559e-01 -1.94155281e-01 -4.74750760e-02
-4.00030766e-02]
[ -1.68379215e-01 -1.93591246e-01 -1.02797286e-01 -1.89540946e-01
-6.21272725e-02 2.72558809e-02 -1.52858597e-01 -9.69801748e-02
-1.12841007e-01 9.26971743e-02 -2.26413556e-01 -1.27886538e-01
-1.71731221e-01]
[ -3.12624763e-02 -2.17894597e-01 -1.52419453e-01 -1.84047952e-01
-5.45789837e-02 4.44992167e-02 -3.35563008e-03 6.37041073e-02
-1.98864100e-01 -1.87907547e-01 -5.03128719e-02 -2.21463701e-01
-9.74099171e-05]
[ 1.19647531e-01 5.55394272e-02 1.38688424e-03 -1.64111275e-01
-3.39098988e-01 8.30105170e-03 -9.26306011e-02 -1.58835441e-01
-2.80536136e-01 1.65891726e-01 -1.46115760e-01 -2.47186231e-01
4.58219124e-02]
[ -6.04980123e-02 -2.14010542e-02 -2.80228091e-01 -3.09304686e-02
5.20739339e-02 1.56343361e-01 -1.97264050e-01 -1.26178446e-01
-2.78322204e-02 -6.36462940e-03 9.50124911e-02 2.41927247e-01
3.80839815e-02]
[ 1.13669629e-01 2.79113959e-01 -1.92838038e-01 4.07025537e-01
4.23596424e-02 -1.45952869e-03 -1.24397025e-01 -2.74171716e-01
-1.59426695e-01 -3.04279684e-01 3.52201883e-01 4.44706001e-01
-3.18687910e-01]
[ -2.26149494e-02 1.18872230e-01 5.93514233e-02 -6.11863156e-03
-6.83911858e-02 -6.94522009e-02 -1.34889108e-01 -2.36971240e-01
-1.65928189e-01 -1.48181701e-01 1.29403086e-01 4.34465183e-01
-2.36018769e-01]
[ -4.61325553e-02 -1.37457779e-01 -1.57212066e-01 2.05485736e-01
-1.84771083e-01 2.34214186e-01 -4.17713148e-02 -2.22202148e-01
-2.07334592e-01 -4.72689490e-01 7.46137664e-02 9.93313642e-02
-1.63429219e-01]
[ 8.14616928e-02 -3.83895852e-01 -5.05941688e-02 -5.31188455e-02
-1.12840874e-01 2.00948694e-01 1.13164897e-01 1.88761804e-01
-1.27392254e-01 -2.77225928e-02 -9.52817709e-02 1.92971637e-01
-1.13912088e-01]
[ 2.04382723e-01 -2.89061743e-01 -1.22957011e-01 -9.04013443e-02
-2.03921004e-01 1.22586485e-01 3.65333038e-02 -1.53074387e-01
-2.17965173e-02 -1.23272485e-01 -1.27742788e-01 -1.99415340e-01
-5.36449650e-02]
[ -1.35658660e-01 -7.40622394e-02 3.71950900e-02 -2.40552418e-01
-4.92864392e-02 -1.40864306e-01 4.86825532e-02 -3.30052847e-02
-6.92697785e-02 -2.79558636e-02 -2.80166164e-01 -3.28703590e-01
-3.88118337e-02]
[ -1.45764899e-01 -1.03923894e-01 -7.76542193e-02 -1.72640253e-01
-3.17239142e-01 -2.87392454e-01 4.82257757e-02 -1.12098808e-02
-5.72435794e-02 -2.73227962e-02 -8.60431467e-02 -3.19861485e-01
-1.95327956e-01]
[ -1.70061412e-01 -2.14608310e-01 -2.98596273e-01 -2.57904503e-01
-2.59901851e-01 -2.06656227e-01 -3.51889791e-01 1.26069916e-01
-6.37606865e-02 -2.86814734e-01 -2.53973447e-01 -1.47197240e-01
-2.17957305e-01]
[ -1.05423219e-01 1.07013065e-01 2.49918946e-02 -5.24448486e-02
-2.22663817e-01 -1.68313290e-01 -9.00038258e-02 -3.05623169e-02
-8.03779717e-02 -2.37046383e-01 -2.08921908e-01 -2.41123860e-01
-1.71578736e-01]
[ -3.47172061e-01 -1.33804993e-01 -2.69627329e-01 6.99917722e-02
-2.09986550e-01 -2.25908723e-01 -6.58907312e-02 -1.79076927e-01
4.95212787e-02 -1.07276679e-01 9.75708851e-03 -3.50421604e-01
-7.70471578e-02]
[ -1.21138630e-01 -4.55378148e-02 -2.55405133e-01 -4.05120319e-02
-2.24198031e-01 -2.76011151e-01 -3.85672529e-01 -9.22872627e-02
1.29996411e-02 -3.14230617e-01 -3.10495863e-01 -4.43188028e-01
-1.08113812e-01]
[ -2.11396600e-01 -5.44202546e-01 -3.30556004e-01 -4.14202782e-01
-3.38878602e-01 -2.25751540e-01 -5.41826284e-03 -3.37956777e-01
1.08301086e-01 -2.88075201e-01 -2.61364535e-01 -1.00984682e-01
-1.49074031e-01]
[ -2.13739850e-01 -2.94988349e-01 -3.13967236e-01 -1.46715463e-01
-9.24365445e-02 -1.46491442e-01 -1.53095493e-01 -7.86498795e-02
-2.34969831e-01 -5.54314457e-01 -2.39844469e-01 -3.57855361e-02
-9.03714246e-02]
[ -1.22005575e-01 2.59250263e-02 -2.37329207e-01 -3.56550106e-01
-2.30835003e-01 -2.57342196e-01 -6.51673175e-02 -2.50108170e-01
1.97139862e-02 3.74681116e-02 -3.24156820e-01 -1.03994464e-01
-1.78542143e-01]]
Progress: 3.5% ... Training loss: 0.533 ... Validation loss: 0.930[[-0.14257952]
[ 0.2739951 ]
[-0.08210418]
[ 0.47181619]
[ 0.27848424]
[-0.03273494]
[-0.60519141]
[-0.7087716 ]
[-0.54213411]
[-0.73399004]
[ 0.61184572]
[ 1.39653319]
[-0.87198997]]
[[ -5.36846469e-01 -5.63103508e-01 -5.77536441e-01 -3.15347243e-01
-3.62999908e-01 -5.83493840e-01 -6.75931238e-01 -6.53555348e-01
-7.81224683e-01 -7.31863218e-01 -2.81849288e-01 2.04940634e-01
-7.72567864e-01]
[ 4.61296540e-03 -1.38420708e-01 5.08036421e-02 -1.53174538e-02
-4.26117560e-02 5.90140150e-02 -1.22061813e-01 2.28907879e-01
-1.21317825e-01 -1.65334240e-01 -3.38221399e-02 9.67520609e-03
8.69180065e-02]
[ -2.18655481e-01 1.87631113e-01 -3.86684960e-02 1.80442324e-01
1.73477093e-01 -1.10226780e-01 -1.91034711e-01 -3.75301285e-01
-9.73423741e-02 -3.88218181e-01 2.87131386e-01 8.53411189e-01
-2.31879844e-01]
[ 1.94341597e-01 -3.34468386e-01 -2.42111128e-01 -1.42729340e-01
-3.92232803e-01 -5.23640279e-03 1.32103707e-01 -5.72459939e-02
2.91446798e-01 -8.25707906e-02 -2.97097819e-01 -7.73757855e-01
8.50883936e-02]
[ 1.00241560e-01 1.00734400e-01 8.23563833e-02 1.89818638e-01
3.63086172e-02 7.52559032e-02 -1.75952769e-02 6.75806451e-02
1.93476914e-02 1.04932009e-01 2.54797873e-01 2.25212806e-01
2.34375357e-01]
[ -4.72519801e-01 -5.71461201e-01 -6.04987567e-01 -5.49816541e-01
-5.72755100e-01 -5.60268799e-01 -2.55285573e-01 -1.78104359e-01
-3.62534758e-01 -2.48718488e-01 -3.99991214e-01 -5.52988116e-01
-2.05593324e-01]
[ -4.16476379e-01 -5.71843740e-01 -3.23636765e-01 -3.61874606e-01
-4.05581076e-01 -5.56813718e-01 -5.09238175e-01 -5.44241670e-01
-3.48325286e-01 -2.97004371e-01 -4.85749485e-01 -2.24708843e-01
-3.51517513e-01]
[ -3.19474440e-01 -3.68812043e-01 -4.53943166e-01 -3.06754385e-01
-3.15563921e-01 -4.10940743e-01 -2.58207873e-01 -2.05347590e-01
-3.05774330e-01 -4.44427421e-01 -2.98470052e-01 -4.07104299e-01
-3.18666412e-01]
[ -4.69681038e-01 -3.57631491e-01 -3.74987336e-01 -1.43481151e-01
-3.40176459e-01 -2.10759183e-01 -2.01232142e-01 -4.65865292e-01
-3.40386860e-01 -4.94773780e-01 -1.33460498e-01 -5.26577441e-02
-3.20550952e-01]
[ -9.41824401e-01 -9.68359836e-01 -9.62200576e-01 -9.15341360e-01
-1.04095156e+00 -9.73283615e-01 -7.48882479e-01 -7.48443878e-01
-8.28389837e-01 -6.30363269e-01 -9.90726062e-01 -7.54367443e-01
-5.39586361e-01]
[ -4.92045835e-01 -2.68738951e-01 -4.58897448e-01 -3.24033623e-01
-3.61337077e-01 -3.52160044e-01 -5.24478118e-01 -5.63212291e-01
-5.88935270e-01 -1.64189106e-01 -4.11789217e-01 -5.56762169e-01
-4.44271527e-01]
[ -1.22614377e-01 6.46479802e-02 -3.42174217e-01 -2.80582310e-01
-6.17786004e-02 -6.98763782e-02 -2.05200700e-01 -3.21322230e-01
-1.97306694e-01 7.13217393e-02 -1.98820823e-01 -9.73529100e-02
-3.28267048e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.57490799e-01 -9.94628549e-02 1.62748639e-01 -2.25563106e-01
-1.19583766e-01 1.14784026e-01 -1.30122257e-01 -1.69762353e-02
-8.07799055e-02 4.42698698e-02 -9.05458079e-02 -1.71852540e-01
6.42402720e-02]
[ -7.74661659e-02 -2.58250582e-01 -1.76823905e-01 -2.82247626e-01
-4.78250381e-01 -8.40230129e-02 -6.23823886e-03 2.07804564e-02
-2.05946757e-02 3.64066100e-02 -1.59159134e-01 -1.76325153e-01
-2.01392309e-01]
[ -6.83172411e-02 -2.91894286e-03 -2.42860311e-01 -2.61286012e-01
1.32875645e-01 -1.61847355e-01 -1.38547509e-01 5.59773268e-02
4.07337839e-02 -1.38958631e-03 -1.97095787e-01 -7.57081291e-02
8.64768699e-02]
[ 2.78757555e-02 -1.53566929e-01 -1.54257735e-01 -3.63197545e-02
-1.16341339e-01 -1.06556135e-01 4.98653649e-02 -2.02641090e-01
-6.07170085e-02 -8.40924321e-02 -5.26437480e-03 -1.57001047e-01
7.12573888e-03]
[ -2.84116908e-01 -1.45716721e-01 -6.99909026e-02 -9.38534822e-02
-3.06065429e-01 -2.71449893e-01 -3.76119839e-01 4.21085965e-02
-3.07128983e-01 -2.27284283e-01 1.68137291e-01 9.09813222e-02
2.55273643e-01]
[ -2.18452016e-01 -1.23907453e-01 -8.03128796e-02 -6.55420564e-02
-7.07028686e-02 -1.13948098e-01 -1.04630249e-01 1.46678001e-02
-1.51650564e-01 -1.82591080e-02 3.48914292e-02 -7.97422884e-02
-6.17479162e-02]
[ -1.57546237e-01 -3.33391467e-02 -2.27292960e-01 -3.16610808e-01
-1.16811376e-01 -1.98775267e-01 -2.82406524e-01 -1.44698344e-01
1.43654160e-01 -2.32691730e-01 -2.48261955e-01 -1.32584449e-01
-2.23939150e-01]
[ -3.63572045e-01 -1.00714297e-01 -1.38022439e-01 -2.45170708e-01
-7.99593513e-02 -3.09535132e-01 8.49534947e-02 -3.24793038e-02
-9.53036650e-02 1.21987236e-01 -1.10349713e-01 -2.00363790e-01
-1.23210125e-01]
[ -1.69145974e-01 -1.68444409e-01 -4.36132796e-02 -1.52919978e-01
-1.45459821e-01 -2.91611280e-01 -1.30442566e-01 -1.13115182e-01
-3.19609484e-01 2.20029280e-02 1.46864967e-01 6.16021199e-02
-2.99969356e-01]
[ -1.37006238e-01 -1.88309652e-01 -1.09798458e-01 -2.90616585e-01
8.28006648e-02 -1.66633193e-02 -2.27087227e-01 -1.46068805e-01
7.92189155e-02 -1.09657788e-01 -1.99548368e-01 -2.38613226e-01
-3.47006262e-01]
[ -4.17587045e-02 -3.56566310e-02 -1.45750921e-01 -4.48460814e-02
-2.29664436e-01 6.38486369e-02 -7.49855114e-02 -3.33478427e-02
-2.18441949e-01 -6.11394633e-02 -6.71878952e-02 -3.11787361e-01
-1.45715778e-01]
[ -7.10278462e-02 3.49683228e-02 -1.29127645e-01 -2.88363148e-01
1.25376352e-01 2.15287771e-02 -2.33723133e-01 -1.88745446e-01
1.10598215e-01 -8.12714431e-02 -2.39763217e-01 -1.40976367e-01
-2.73793365e-01]
[ 7.74038314e-02 -2.92339849e-01 -8.69681663e-02 -3.62335292e-01
-1.95952996e-01 -8.71636133e-02 -1.72363360e-02 1.24846498e-02
-6.32782194e-02 1.89213797e-01 -3.90811065e-01 -2.45453126e-01
1.67361523e-01]
[ -2.23392460e-01 -2.29882345e-01 -1.33184952e-01 -2.10981676e-01
-2.78368957e-01 -9.11710309e-02 1.01854434e-01 -5.11471686e-02
2.10173131e-01 -4.43664044e-02 -2.60047287e-01 -4.40387443e-01
3.32202179e-01]
[ -1.77401354e-02 -1.58225900e-01 1.45657727e-02 -1.78829983e-01
-1.31772265e-01 1.68695000e-01 4.94226719e-02 9.60860978e-02
-1.28438488e-01 8.91516393e-02 -7.00988854e-03 -3.59271321e-01
3.03550221e-01]
[ -3.26937472e-03 -1.00227771e-02 -1.30418699e-01 8.18054683e-03
-1.39862500e-01 -4.46084835e-02 1.27088318e-01 1.14265162e-02
1.24459938e-01 2.03605090e-01 -2.99623244e-01 -2.16686222e-01
3.11510728e-01]
[ -8.79519608e-02 -2.51116021e-01 5.21686800e-02 -2.63181966e-01
-1.10651376e-01 1.19503739e-01 2.01025681e-01 -1.29712343e-02
-1.66471001e-01 3.04237304e-02 -4.04613774e-01 -2.95423748e-01
4.27973372e-01]
[ 1.12689871e-01 -4.70256724e-02 5.51575455e-03 -3.84334319e-02
-3.55955733e-02 -1.54035949e-02 6.84281206e-02 1.55552527e-01
2.36401405e-01 8.28036521e-02 -3.77571197e-01 -1.24703422e-01
1.09622991e-01]
[ -1.52842626e-02 -1.00070839e-01 1.05422514e-02 9.82223516e-02
-5.51254108e-02 -2.82746293e-01 -6.61027602e-02 1.65175302e-01
-1.02591896e-01 -3.85817053e-02 -1.29115996e-01 -2.89807244e-01
3.63564594e-02]
[ 8.35146509e-02 1.08203556e-01 2.47989676e-03 1.63452472e-02
-9.78915219e-02 -5.92858822e-02 -1.47211615e-01 -1.57860008e-01
-2.38924638e-01 -1.26936488e-01 -2.13502425e-01 1.31090330e-01
-1.66085128e-02]
[ 5.87440983e-02 -1.28651239e-01 1.56652164e-01 9.16904907e-03
1.87278482e-01 8.47893166e-03 -2.56712549e-01 -2.29734563e-01
3.92833757e-02 -3.99285556e-01 -2.61082916e-02 3.67036701e-01
-1.28126068e-01]
[ 3.92147157e-02 8.01807596e-02 -2.09786574e-01 2.64829740e-02
2.80876336e-02 -1.08786612e-04 -1.35073457e-01 -3.07583377e-01
-2.74099332e-01 -1.51832023e-01 -5.07833369e-02 -1.51602233e-02
-1.47384564e-01]
[ -5.45184991e-02 -2.09528365e-01 6.60886657e-02 1.14031459e-01
-1.24479879e-01 -1.33933467e-01 4.90079002e-02 8.21744137e-03
9.22960618e-02 -3.45188218e-01 -2.68405455e-01 -1.84289361e-01
2.82987015e-02]
[ 1.83481770e-02 -2.68708262e-01 6.40176030e-02 -2.01407787e-01
-1.84868296e-01 -2.30595366e-01 -2.44257844e-01 9.61817489e-02
1.10909627e-02 1.74053847e-01 -1.31096089e-01 6.25379634e-02
-3.93231332e-02]
[ 1.79103965e-01 3.98071484e-02 -9.89610368e-02 -2.09240425e-01
-6.63467101e-02 -1.01066183e-01 -1.48221913e-01 1.17483116e-01
-1.63856482e-01 -1.54870937e-01 -1.93557156e-01 -4.43424987e-02
-4.09030300e-02]
[ -1.68355245e-01 -1.93687876e-01 -1.02807943e-01 -1.89784076e-01
-6.21226187e-02 2.72590222e-02 -1.52781888e-01 -9.72469204e-02
-1.12704029e-01 9.25754719e-02 -2.26736523e-01 -1.27152943e-01
-1.71631738e-01]
[ -3.14213565e-02 -2.17542357e-01 -1.52511123e-01 -1.83392260e-01
-5.41019634e-02 4.44649396e-02 -3.79887515e-03 6.27197276e-02
-1.99347116e-01 -1.88850425e-01 -4.92726670e-02 -2.19155546e-01
-1.23222211e-03]
[ 1.19822570e-01 5.45759220e-02 1.57305440e-03 -1.65876950e-01
-3.40108958e-01 8.34750369e-03 -9.19661570e-02 -1.57836393e-01
-2.80162590e-01 1.67080321e-01 -1.48924989e-01 -2.52176926e-01
4.76176994e-02]
[ -6.05937493e-02 -2.12436038e-02 -2.80277795e-01 -3.06061948e-02
5.23295960e-02 1.56317772e-01 -1.97584570e-01 -1.26712061e-01
-2.81603149e-02 -6.86635903e-03 9.55025913e-02 2.43288765e-01
3.72330299e-02]
[ 1.13307749e-01 2.80635019e-01 -1.93077290e-01 4.09751221e-01
4.38546139e-02 -1.53449656e-03 -1.25747363e-01 -2.76007029e-01
-1.60937814e-01 -3.05869423e-01 3.56225091e-01 4.53065570e-01
-3.21383381e-01]
[ -2.30455864e-02 1.20054376e-01 5.90395328e-02 -4.33231694e-03
-6.74396872e-02 -6.95497233e-02 -1.36725363e-01 -2.39217287e-01
-1.67644099e-01 -1.50700360e-01 1.31729757e-01 4.40370408e-01
-2.39002897e-01]
[ -4.61747514e-02 -1.37244591e-01 -1.57242439e-01 2.06011225e-01
-1.84496460e-01 2.34201412e-01 -4.19940030e-02 -2.22199465e-01
-2.07583750e-01 -4.72610853e-01 7.53906939e-02 1.00896623e-01
-1.63580351e-01]
[ 8.13937326e-02 -3.83928523e-01 -5.05957574e-02 -5.30820260e-02
-1.12944779e-01 2.00939915e-01 1.12844167e-01 1.88614012e-01
-1.27727481e-01 -2.80054664e-02 -9.53515415e-02 1.92395412e-01
-1.14209426e-01]
[ 2.04389607e-01 -2.89103602e-01 -1.22953453e-01 -9.05028768e-02
-2.03960921e-01 1.22586654e-01 3.64735137e-02 -1.53145625e-01
-2.17362739e-02 -1.23396664e-01 -1.27909660e-01 -2.00364372e-01
-5.36393209e-02]
[ -1.35699368e-01 -7.41251955e-02 3.72188984e-02 -2.40720593e-01
-4.94681434e-02 -1.40866038e-01 4.86260037e-02 -3.30070132e-02
-6.93862857e-02 -2.77949965e-02 -2.80450049e-01 -3.29954320e-01
-3.87108177e-02]
[ -1.45438069e-01 -1.04614053e-01 -7.74775659e-02 -1.74048107e-01
-3.17962678e-01 -2.87337793e-01 4.99186001e-02 -9.34316754e-03
-5.58828608e-02 -2.54160787e-02 -8.80851605e-02 -3.26078121e-01
-1.93330112e-01]
[ -1.69985373e-01 -2.13883810e-01 -2.98751028e-01 -2.56768069e-01
-2.58904205e-01 -2.06689527e-01 -3.51652580e-01 1.26123097e-01
-6.32926301e-02 -2.87364726e-01 -2.51295387e-01 -1.42650167e-01
-2.17688488e-01]
[ -1.05546714e-01 1.07054654e-01 2.49850095e-02 -5.27208159e-02
-2.22935445e-01 -1.68328502e-01 -8.96485387e-02 -2.96093069e-02
-8.02773669e-02 -2.36904266e-01 -2.09398817e-01 -2.46423815e-01
-1.70505022e-01]
[ -3.46857094e-01 -1.34912616e-01 -2.69416129e-01 6.76452681e-02
-2.11175369e-01 -2.25824768e-01 -6.38364518e-02 -1.77079919e-01
5.14343065e-02 -1.05081732e-01 6.59808213e-03 -3.59881483e-01
-7.36850349e-02]
[ -1.20860016e-01 -4.61105335e-02 -2.55311360e-01 -4.12882253e-02
-2.24836904e-01 -2.75952263e-01 -3.83847324e-01 -9.09006173e-02
1.46651488e-02 -3.12399186e-01 -3.11185286e-01 -4.46302858e-01
-1.06921284e-01]
[ -2.11172426e-01 -5.44695050e-01 -3.30362801e-01 -4.15272344e-01
-3.39368759e-01 -2.25690444e-01 -3.87382386e-03 -3.36595974e-01
1.09586605e-01 -2.85962273e-01 -2.62621220e-01 -1.03937944e-01
-1.46156401e-01]
[ -2.13594093e-01 -2.95718403e-01 -3.13825735e-01 -1.47862152e-01
-9.33970075e-02 -1.46447438e-01 -1.52323367e-01 -7.73303049e-02
-2.34556314e-01 -5.53289227e-01 -2.41690440e-01 -4.17942475e-02
-8.87494423e-02]
[ -1.22581261e-01 2.68730605e-02 -2.37548311e-01 -3.55147825e-01
-2.30013493e-01 -2.57441497e-01 -6.73832015e-02 -2.52510962e-01
1.74498656e-02 3.47216174e-02 -3.22253856e-01 -9.77673665e-02
-1.82026334e-01]]
Progress: 3.6% ... Training loss: 0.531 ... Validation loss: 0.941[[-0.13631533]
[ 0.27324141]
[-0.08167624]
[ 0.47627611]
[ 0.27948721]
[-0.03051268]
[-0.60938355]
[-0.71435612]
[-0.54004772]
[-0.73917565]
[ 0.61223603]
[ 1.39307115]
[-0.88176172]]
[[ -5.36972432e-01 -5.62799921e-01 -5.77596883e-01 -3.14019225e-01
-3.62094483e-01 -5.83515034e-01 -6.74954924e-01 -6.52054865e-01
-7.81915536e-01 -7.30839381e-01 -2.79860457e-01 2.04308999e-01
-7.70206875e-01]
[ 4.50660409e-03 -1.38206618e-01 5.07360264e-02 -1.49238288e-02
-4.24165080e-02 5.89938908e-02 -1.22442702e-01 2.28333922e-01
-1.21693592e-01 -1.65852343e-01 -3.32831370e-02 1.09946551e-02
8.63513602e-02]
[ -2.17416696e-01 1.85393055e-01 -3.81836288e-02 1.77533866e-01
1.71968659e-01 -1.09983151e-01 -1.84780180e-01 -3.68029658e-01
-9.11990078e-02 -3.80489304e-01 2.85090017e-01 8.49711959e-01
-2.20250375e-01]
[ 1.92072141e-01 -3.30256797e-01 -2.43386277e-01 -1.34593927e-01
-3.87743216e-01 -5.74459818e-03 1.23564002e-01 -6.94832673e-02
2.82777146e-01 -9.73210245e-02 -2.86054876e-01 -7.46734920e-01
6.90932570e-02]
[ 1.01599701e-01 9.65265943e-02 8.33664205e-02 1.82522272e-01
3.18827231e-02 7.55874745e-02 -1.16979088e-02 7.59036946e-02
2.28217729e-02 1.14530463e-01 2.43548930e-01 1.92915089e-01
2.45271534e-01]
[ -4.72642139e-01 -5.71929914e-01 -6.04903984e-01 -5.50043521e-01
-5.73091495e-01 -5.60247687e-01 -2.55236813e-01 -1.77508622e-01
-3.63484226e-01 -2.47777549e-01 -4.01033257e-01 -5.57258154e-01
-2.05272813e-01]
[ -4.16634772e-01 -5.71490803e-01 -3.23666447e-01 -3.60526776e-01
-4.04682116e-01 -5.56873014e-01 -5.09205104e-01 -5.44025828e-01
-3.48991344e-01 -2.96515973e-01 -4.84348326e-01 -2.24984227e-01
-3.50814232e-01]
[ -3.19124874e-01 -3.69582536e-01 -4.53820671e-01 -3.08267500e-01
-3.16306202e-01 -4.10854552e-01 -2.54973223e-01 -2.01539376e-01
-3.02749917e-01 -4.41377845e-01 -2.99717200e-01 -4.10500710e-01
-3.11883116e-01]
[ -4.70212136e-01 -3.56767642e-01 -3.75180660e-01 -1.42050359e-01
-3.39698776e-01 -2.10851379e-01 -2.02623672e-01 -4.67612462e-01
-3.42048530e-01 -4.96868164e-01 -1.31893047e-01 -5.10658961e-02
-3.22840040e-01]
[ -9.40815192e-01 -9.70623307e-01 -9.61546962e-01 -9.19344987e-01
-1.04313698e+00 -9.73047568e-01 -7.42724436e-01 -7.40438536e-01
-8.22712897e-01 -6.22569677e-01 -9.95204532e-01 -7.71301719e-01
-5.28266086e-01]
[ -4.94075697e-01 -2.65373359e-01 -4.59833173e-01 -3.17005638e-01
-3.57568644e-01 -3.52578028e-01 -5.31369962e-01 -5.71055841e-01
-5.97024561e-01 -1.72311222e-01 -4.03891256e-01 -5.38702799e-01
-4.54092948e-01]
[ -1.22055987e-01 6.35234407e-02 -3.41909034e-01 -2.82568142e-01
-6.30636507e-02 -6.97386288e-02 -2.02541947e-01 -3.18611399e-01
-1.95147127e-01 7.40347922e-02 -2.01560896e-01 -1.04827988e-01
-3.24247902e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.57509561e-01 -9.93449440e-02 1.62747783e-01 -2.25439623e-01
-1.19508591e-01 1.14781668e-01 -1.30032443e-01 -1.67613755e-02
-8.07171173e-02 4.43565280e-02 -9.04319267e-02 -1.71723827e-01
6.47485328e-02]
[ -7.72365160e-02 -2.58817430e-01 -1.76691091e-01 -2.83207080e-01
-4.78721042e-01 -8.39655745e-02 -5.06582149e-03 2.27381434e-02
-1.97142821e-02 3.83465927e-02 -1.60687091e-01 -1.80062512e-01
-1.99234366e-01]
[ -6.89131477e-02 -2.72981964e-03 -2.42988522e-01 -2.60180846e-01
1.33283066e-01 -1.61930786e-01 -1.40229013e-01 5.33698824e-02
3.78719037e-02 -3.66379137e-03 -1.96334610e-01 -7.59453555e-02
8.30490388e-02]
[ 2.81454254e-02 -1.54294245e-01 -1.54036566e-01 -3.77235802e-02
-1.17040739e-01 -1.06496294e-01 5.09171035e-02 -2.01219244e-01
-5.97633196e-02 -8.18133423e-02 -7.37651982e-03 -1.62874886e-01
9.72415092e-03]
[ -2.84081176e-01 -1.45711854e-01 -6.99761829e-02 -9.39887733e-02
-3.06093366e-01 -2.71446361e-01 -3.75976580e-01 4.20865430e-02
-3.07046175e-01 -2.27212508e-01 1.68041126e-01 9.10735817e-02
2.55403727e-01]
[ -2.18427497e-01 -1.23612630e-01 -8.03564406e-02 -6.43513301e-02
-7.00286884e-02 -1.13965177e-01 -1.04152995e-01 1.58244318e-02
-1.51423257e-01 -1.77479416e-02 3.64715953e-02 -7.89460342e-02
-6.09092550e-02]
[ -1.57147242e-01 -3.39654028e-02 -2.27162367e-01 -3.17709493e-01
-1.17077289e-01 -1.98713809e-01 -2.80083616e-01 -1.42108796e-01
1.46437333e-01 -2.30560843e-01 -2.49208739e-01 -1.35807436e-01
-2.20044557e-01]
[ -3.63405468e-01 -1.01214906e-01 -1.37925131e-01 -2.46198810e-01
-8.06426731e-02 -3.09480817e-01 8.65883390e-02 -3.05005485e-02
-9.44747231e-02 1.23408424e-01 -1.11315174e-01 -2.01306940e-01
-1.20287031e-01]
[ -1.69580951e-01 -1.67550982e-01 -4.38525633e-02 -1.51176175e-01
-1.44712947e-01 -2.91692678e-01 -1.32310931e-01 -1.15130437e-01
-3.21181095e-01 2.03479429e-02 1.49045084e-01 6.63632020e-02
-3.01788212e-01]
[ -1.37315305e-01 -1.87854186e-01 -1.09938948e-01 -2.89795019e-01
8.32250917e-02 -1.67277186e-02 -2.27800715e-01 -1.47048169e-01
7.82341639e-02 -1.10697734e-01 -1.98600514e-01 -2.37378793e-01
-3.48516259e-01]
[ -4.20099067e-02 -3.51056393e-02 -1.45876186e-01 -4.41359540e-02
-2.29269397e-01 6.37921558e-02 -7.60819728e-02 -3.47836747e-02
-2.19178948e-01 -6.26871110e-02 -6.62818738e-02 -3.09139388e-01
-1.47386766e-01]
[ -7.10053349e-02 3.48603247e-02 -1.29063512e-01 -2.88394137e-01
1.25098434e-01 2.15531507e-02 -2.33330598e-01 -1.88132202e-01
1.10681572e-01 -8.08108779e-02 -2.39924502e-01 -1.42972504e-01
-2.72898741e-01]
[ 7.76339188e-02 -2.92744464e-01 -8.68251435e-02 -3.63204851e-01
-1.96444563e-01 -8.71204751e-02 -1.64021890e-02 1.38495459e-02
-6.24382933e-02 1.90930025e-01 -3.91906582e-01 -2.49488966e-01
1.69446921e-01]
[ -2.23164388e-01 -2.30250918e-01 -1.33062210e-01 -2.11842929e-01
-2.78777054e-01 -9.11076357e-02 1.03416108e-01 -4.95791307e-02
2.11574265e-01 -4.27022267e-02 -2.61063190e-01 -4.42137954e-01
3.34502700e-01]
[ -1.74458126e-02 -1.58765970e-01 1.47069610e-02 -1.79833982e-01
-1.32346524e-01 1.68766613e-01 5.10160154e-02 9.78602250e-02
-1.27143926e-01 9.05316700e-02 -8.42374402e-03 -3.62756463e-01
3.06031771e-01]
[ -2.90622464e-03 -1.08187340e-02 -1.30248397e-01 6.82952214e-03
-1.40601295e-01 -4.45309414e-02 1.29044177e-01 1.36181515e-02
1.26341449e-01 2.05993473e-01 -3.01178996e-01 -2.20890235e-01
3.14741966e-01]
[ -8.73187954e-02 -2.52269009e-01 5.24753266e-02 -2.65327208e-01
-1.12040934e-01 1.19663933e-01 2.04532119e-01 -9.70898713e-03
-1.63719190e-01 3.34084334e-02 -4.07083817e-01 -3.03334833e-01
4.33455712e-01]
[ 1.13106817e-01 -4.78366899e-02 5.69588693e-03 -3.98583788e-02
-3.63474885e-02 -1.53308301e-02 7.00784379e-02 1.57580827e-01
2.38648360e-01 8.47897393e-02 -3.78774917e-01 -1.28828145e-01
1.12453596e-01]
[ -1.49911154e-02 -1.00472187e-01 1.06655137e-02 9.71943865e-02
-5.55767936e-02 -2.82699968e-01 -6.49312825e-02 1.67126729e-01
-1.01289611e-01 -3.71285506e-02 -1.30162898e-01 -2.92763805e-01
3.84181516e-02]
[ 8.31896104e-02 1.08626451e-01 2.32476629e-03 1.72627252e-02
-9.75346244e-02 -5.93461130e-02 -1.48534211e-01 -1.59447275e-01
-2.40068264e-01 -1.28730135e-01 -2.12713320e-01 1.30951436e-01
-1.88829633e-02]
[ 5.73442910e-02 -1.26289409e-01 1.55961255e-01 1.47609782e-02
1.90442458e-01 8.18091845e-03 -2.61502603e-01 -2.35434587e-01
3.29387620e-02 -4.05077167e-01 -1.97460574e-02 3.83816068e-01
-1.37152253e-01]
[ 3.91559049e-02 8.02508061e-02 -2.09814470e-01 2.65531718e-02
2.80893865e-02 -1.23245621e-04 -1.35220298e-01 -3.07780085e-01
-2.74243077e-01 -1.52175994e-01 -5.09003188e-02 -1.63176815e-02
-1.47572830e-01]
[ -5.47572760e-02 -2.09388838e-01 6.60397709e-02 1.14219061e-01
-1.24327586e-01 -1.33971865e-01 4.81545699e-02 6.98578018e-03
9.12784835e-02 -3.46135050e-01 -2.68483409e-01 -1.85254152e-01
2.71694812e-02]
[ 1.82969045e-02 -2.68580892e-01 6.39838491e-02 -2.01177561e-01
-1.84776193e-01 -2.30605475e-01 -2.44380215e-01 9.58739518e-02
1.09594844e-02 1.73957064e-01 -1.30825922e-01 6.28469489e-02
-3.93841152e-02]
[ 1.78774996e-01 4.04792362e-02 -9.91247033e-02 -2.08253028e-01
-6.57808184e-02 -1.01139222e-01 -1.49693750e-01 1.15672722e-01
-1.64866922e-01 -1.56774568e-01 -1.92282928e-01 -4.02128342e-02
-4.31740088e-02]
[ -1.68396622e-01 -1.93914527e-01 -1.02756780e-01 -1.90113661e-01
-6.23082067e-02 2.72672004e-02 -1.52322191e-01 -9.71591499e-02
-1.12619262e-01 9.27794412e-02 -2.27522943e-01 -1.29308347e-01
-1.71194726e-01]
[ -3.12225089e-02 -2.18514100e-01 -1.52303155e-01 -1.85040251e-01
-5.51617255e-02 4.45330136e-02 -2.22778319e-03 6.44349575e-02
-1.98315996e-01 -1.87210230e-01 -5.18063093e-02 -2.23863421e-01
1.05897094e-03]
[ 1.19933265e-01 5.41646489e-02 1.67647941e-03 -1.66710344e-01
-3.40402535e-01 8.36511952e-03 -9.15483221e-02 -1.57422890e-01
-2.79891434e-01 1.67772973e-01 -1.50154830e-01 -2.55310553e-01
4.88485973e-02]
[ -6.05834409e-02 -2.12237444e-02 -2.80284256e-01 -3.06078623e-02
5.23574222e-02 1.56320886e-01 -1.97430556e-01 -1.26719985e-01
-2.81440562e-02 -6.75603694e-03 9.55160328e-02 2.43572546e-01
3.72810978e-02]
[ 1.12827254e-01 2.82138666e-01 -1.93372322e-01 4.12797849e-01
4.53753938e-02 -1.65015591e-03 -1.27797522e-01 -2.77953960e-01
-1.62610557e-01 -3.07909093e-01 3.60095391e-01 4.58002566e-01
-3.23861416e-01]
[ -2.35482080e-02 1.21613281e-01 5.86942921e-02 -1.62772851e-03
-6.59032905e-02 -6.96634624e-02 -1.39839004e-01 -2.41768527e-01
-1.70357753e-01 -1.53567035e-01 1.36095755e-01 4.52650325e-01
-2.42757781e-01]
[ -4.62027187e-02 -1.37131121e-01 -1.57258488e-01 2.06218288e-01
-1.84379283e-01 2.34193104e-01 -4.21309835e-02 -2.22270629e-01
-2.07734357e-01 -4.72601386e-01 7.56601883e-02 1.01664424e-01
-1.63771490e-01]
[ 8.14922016e-02 -3.84318465e-01 -5.05271266e-02 -5.35446897e-02
-1.13331903e-01 2.00970800e-01 1.13132807e-01 1.89334529e-01
-1.27305506e-01 -2.73331749e-02 -9.59799292e-02 1.91622040e-01
-1.13340606e-01]
[ 2.04389297e-01 -2.89111445e-01 -1.22936890e-01 -9.05460391e-02
-2.04033093e-01 1.22589129e-01 3.63289100e-02 -1.53035778e-01
-2.19369084e-02 -1.23405127e-01 -1.28027959e-01 -2.00956375e-01
-5.34885262e-02]
[ -1.35768680e-01 -7.40305039e-02 3.71891034e-02 -2.40552652e-01
-4.93558110e-02 -1.40883302e-01 4.82945074e-02 -3.33488460e-02
-6.97376472e-02 -2.81243618e-02 -2.80284435e-01 -3.29714097e-01
-3.90729632e-02]
[ -1.45252783e-01 -1.05238780e-01 -7.73167122e-02 -1.75118180e-01
-3.18508340e-01 -2.87298075e-01 5.11629282e-02 -7.90513788e-03
-5.47986242e-02 -2.38125605e-02 -8.94931065e-02 -3.30063540e-01
-1.91575955e-01]
[ -1.69986856e-01 -2.14122878e-01 -2.98672627e-01 -2.57235478e-01
-2.59031423e-01 -2.06691560e-01 -3.51520764e-01 1.26899386e-01
-6.37254511e-02 -2.86764230e-01 -2.52224430e-01 -1.47199720e-01
-2.17146132e-01]
[ -1.05725294e-01 1.07373677e-01 2.49541553e-02 -5.21179363e-02
-2.22749481e-01 -1.68357963e-01 -8.98133970e-02 -2.98285696e-02
-8.04348012e-02 -2.36978078e-01 -2.08774092e-01 -2.47505010e-01
-1.69370870e-01]
[ -3.47025768e-01 -1.35519557e-01 -2.69342348e-01 6.72841465e-02
-2.11524985e-01 -2.25822657e-01 -6.29192610e-02 -1.76099814e-01
5.13609302e-02 -1.04292728e-01 5.64208690e-03 -3.59787070e-01
-7.29293917e-02]
[ -1.21278983e-01 -4.53920930e-02 -2.55546030e-01 -3.98661420e-02
-2.24087975e-01 -2.76050405e-01 -3.85188849e-01 -9.26903038e-02
1.33942323e-02 -3.14496770e-01 -3.09207068e-01 -4.44360243e-01
-1.09530335e-01]
[ -2.11431702e-01 -5.44193328e-01 -3.30486743e-01 -4.14282167e-01
-3.38828168e-01 -2.25734220e-01 -5.53235097e-03 -3.37768333e-01
1.08417248e-01 -2.87021332e-01 -2.60809869e-01 -9.80404883e-02
-1.47307104e-01]
[ -2.13216743e-01 -2.95756485e-01 -3.13729344e-01 -1.47931164e-01
-9.33870745e-02 -1.46348927e-01 -1.49373101e-01 -7.41804543e-02
-2.32858262e-01 -5.50449426e-01 -2.41910935e-01 -4.48712704e-02
-8.35699767e-02]
[ -1.22393893e-01 2.61955459e-02 -2.37424344e-01 -3.56226896e-01
-2.30724111e-01 -2.57412896e-01 -6.62926137e-02 -2.51363274e-01
1.86029344e-02 3.61072981e-02 -3.23883199e-01 -1.03344063e-01
-1.80360195e-01]]
Progress: 3.6% ... Training loss: 0.527 ... Validation loss: 0.943[[-0.12186808]
[ 0.28436081]
[-0.06867331]
[ 0.49485872]
[ 0.29447502]
[-0.01477673]
[-0.5976466 ]
[-0.70162198]
[-0.52961333]
[-0.72403395]
[ 0.63250185]
[ 1.41639895]
[-0.86890674]]
[[ -5.37782194e-01 -5.61641686e-01 -5.78069296e-01 -3.10250446e-01
-3.59964562e-01 -5.83687660e-01 -6.78358050e-01 -6.55865684e-01
-7.84146547e-01 -7.35202507e-01 -2.74370783e-01 2.12365093e-01
-7.75366132e-01]
[ 4.60944485e-03 -1.38379461e-01 5.07811580e-02 -1.54170033e-02
-4.26539775e-02 5.90092663e-02 -1.22160770e-01 2.28680106e-01
-1.21192493e-01 -1.65847125e-01 -3.38912529e-02 9.04710803e-03
8.67829104e-02]
[ -2.15637132e-01 1.83642584e-01 -3.73708152e-02 1.75870969e-01
1.70015012e-01 -1.09651416e-01 -1.76158220e-01 -3.56864661e-01
-8.26669046e-02 -3.69425166e-01 2.83234041e-01 8.40001082e-01
-2.04613346e-01]
[ 1.92200678e-01 -3.30615909e-01 -2.43181632e-01 -1.34915258e-01
-3.88399933e-01 -5.73628289e-03 1.22990850e-01 -6.92299369e-02
2.82459890e-01 -9.71183622e-02 -2.86138698e-01 -7.47202734e-01
6.93560578e-02]
[ 1.00130290e-01 9.92010034e-02 8.26374450e-02 1.89266350e-01
3.48820268e-02 7.53033478e-02 -1.85744113e-02 6.95512231e-02
1.59968575e-02 1.07386448e-01 2.51660768e-01 2.10326196e-01
2.32419809e-01]
[ -4.73981261e-01 -5.70224781e-01 -6.05561962e-01 -5.46818224e-01
-5.71101466e-01 -5.60526624e-01 -2.61513401e-01 -1.85334532e-01
-3.69367924e-01 -2.55888807e-01 -3.96836173e-01 -5.50281799e-01
-2.16131572e-01]
[ -4.16746071e-01 -5.70936562e-01 -3.23728617e-01 -3.59939360e-01
-4.03775414e-01 -5.56892768e-01 -5.08531997e-01 -5.43408084e-01
-3.48088461e-01 -2.95983891e-01 -4.83078744e-01 -2.25288226e-01
-3.48689301e-01]
[ -3.18714404e-01 -3.70590038e-01 -4.53628587e-01 -3.08505761e-01
-3.17160490e-01 -4.10786807e-01 -2.52615318e-01 -1.98906940e-01
-2.99862850e-01 -4.38811274e-01 -3.00113818e-01 -4.12531572e-01
-3.08372742e-01]
[ -4.70742661e-01 -3.55643877e-01 -3.75494465e-01 -1.39554080e-01
-3.38503210e-01 -2.10995761e-01 -2.05321501e-01 -4.69845917e-01
-3.44509732e-01 -5.00068758e-01 -1.28584695e-01 -4.32469984e-02
-3.26381975e-01]
[ -9.41550273e-01 -9.70550492e-01 -9.61798295e-01 -9.18371731e-01
-1.04233812e+00 -9.73196923e-01 -7.44980567e-01 -7.42955932e-01
-8.23605619e-01 -6.25418423e-01 -9.93102103e-01 -7.68944636e-01
-5.29922197e-01]
[ -4.95159680e-01 -2.62652222e-01 -4.60510803e-01 -3.11137302e-01
-3.54698560e-01 -3.52846787e-01 -5.36156721e-01 -5.76301505e-01
-6.01641641e-01 -1.78650901e-01 -3.96376018e-01 -5.25129243e-01
-4.62375348e-01]
[ -1.21807399e-01 6.31051251e-02 -3.41821939e-01 -2.83339002e-01
-6.34945829e-02 -6.96958427e-02 -2.01442462e-01 -3.17657525e-01
-1.94192274e-01 7.50100177e-02 -2.02800162e-01 -1.08298236e-01
-3.23074779e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58108151e-01 -9.86283053e-02 1.62347845e-01 -2.24117900e-01
-1.18575527e-01 1.14637353e-01 -1.33242438e-01 -2.13227130e-02
-8.33710287e-02 3.98753248e-02 -8.85786080e-02 -1.68237322e-01
5.88467046e-02]
[ -7.75072765e-02 -2.58814591e-01 -1.76738998e-01 -2.82887499e-01
-4.78603314e-01 -8.40019212e-02 -6.25847474e-03 2.17106723e-02
-2.11182512e-02 3.74323232e-02 -1.60267779e-01 -1.78980576e-01
-2.00959926e-01]
[ -6.94708453e-02 -1.77991148e-03 -2.43192043e-01 -2.58657603e-01
1.34281568e-01 -1.62017636e-01 -1.42106098e-01 5.12467283e-02
3.58055479e-02 -6.38068554e-03 -1.94530132e-01 -7.10589866e-02
7.98354299e-02]
[ 2.79094699e-02 -1.53744036e-01 -1.54247465e-01 -3.60482992e-02
-1.16120082e-01 -1.06549235e-01 4.98592585e-02 -2.02551232e-01
-6.02981427e-02 -8.32496172e-02 -5.22184799e-03 -1.56624760e-01
6.95698470e-03]
[ -2.83810525e-01 -1.46047444e-01 -6.98122516e-02 -9.51073737e-02
-3.06476885e-01 -2.71402717e-01 -3.74405666e-01 4.42886125e-02
-3.05520336e-01 -2.25142390e-01 1.66738369e-01 8.49801447e-02
2.59869538e-01]
[ -2.18084324e-01 -1.23907053e-01 -8.02410222e-02 -6.51172435e-02
-7.02817106e-02 -1.13910026e-01 -1.02379116e-01 1.73771399e-02
-1.49689812e-01 -1.55277530e-02 3.61522356e-02 -8.40604769e-02
-5.79695797e-02]
[ -1.56666360e-01 -3.53672305e-02 -2.26894726e-01 -3.19619816e-01
-1.18562220e-01 -1.98623016e-01 -2.77707036e-01 -1.39486908e-01
1.49211699e-01 -2.28223287e-01 -2.51889163e-01 -1.44750402e-01
-2.16444218e-01]
[ -3.63635037e-01 -1.00471410e-01 -1.38081139e-01 -2.44303094e-01
-7.97646201e-02 -3.09530270e-01 8.59456809e-02 -3.14241200e-02
-9.51651994e-02 1.22757438e-01 -1.08820044e-01 -1.94032335e-01
-1.21228814e-01]
[ -1.69774308e-01 -1.67305603e-01 -4.39353989e-02 -1.49987968e-01
-1.44371536e-01 -2.91743896e-01 -1.33435922e-01 -1.15182133e-01
-3.22189835e-01 1.95967440e-02 1.50492792e-01 6.95672146e-02
-3.02983262e-01]
[ -1.37555963e-01 -1.87298720e-01 -1.10092744e-01 -2.88815282e-01
8.38514238e-02 -1.68023319e-02 -2.29036655e-01 -1.48450569e-01
7.72622811e-02 -1.12584314e-01 -1.97120278e-01 -2.32732658e-01
-3.50287693e-01]
[ -4.20862697e-02 -3.49637832e-02 -1.45911176e-01 -4.38402739e-02
-2.29161925e-01 6.37745651e-02 -7.63569320e-02 -3.50952371e-02
-2.19431945e-01 -6.31023725e-02 -6.59309130e-02 -3.08804870e-01
-1.47842829e-01]
[ -7.12675663e-02 3.53620084e-02 -1.29162475e-01 -2.87727736e-01
1.25534696e-01 2.15015624e-02 -2.34379248e-01 -1.89584869e-01
1.09676129e-01 -8.23992715e-02 -2.39249378e-01 -1.41525474e-01
-2.74697461e-01]
[ 7.79466533e-02 -2.93169284e-01 -8.66989642e-02 -3.64024065e-01
-1.96896464e-01 -8.70683114e-02 -1.51147914e-02 1.53607974e-02
-6.11575177e-02 1.92780855e-01 -3.92808097e-01 -2.51955652e-01
1.71702381e-01]
[ -2.22990429e-01 -2.30701046e-01 -1.32923680e-01 -2.12758868e-01
-2.79298609e-01 -9.10661129e-02 1.04991202e-01 -4.81537076e-02
2.13100146e-01 -4.13365138e-02 -2.62451176e-01 -4.47377825e-01
3.37231072e-01]
[ -1.72281334e-02 -1.59192214e-01 1.48303144e-02 -1.80614889e-01
-1.32805729e-01 1.68821163e-01 5.22261084e-02 9.93158320e-02
-1.26024150e-01 9.19060850e-02 -9.51039672e-03 -3.64962041e-01
3.08137898e-01]
[ -2.32337699e-03 -1.20047431e-02 -1.29924488e-01 4.13796031e-03
-1.41808682e-01 -4.44212914e-02 1.32195722e-01 1.73614610e-02
1.29473974e-01 2.10073839e-01 -3.03708029e-01 -2.31168635e-01
3.21126690e-01]
[ -8.72103156e-02 -2.52407897e-01 5.25360578e-02 -2.65652349e-01
-1.12196811e-01 1.19685992e-01 2.05126879e-01 -9.01915122e-03
-1.63124734e-01 3.40919128e-02 -4.07347458e-01 -3.04053003e-01
4.34669912e-01]
[ 1.13461155e-01 -4.84103227e-02 5.83506779e-03 -4.09464891e-02
-3.69916302e-02 -1.52656874e-02 7.18107969e-02 1.59376913e-01
2.40649249e-01 8.61303978e-02 -3.79778130e-01 -1.32940296e-01
1.14827829e-01]
[ -1.48623497e-02 -1.00631678e-01 1.07218285e-02 9.67859523e-02
-5.57740155e-02 -2.82679914e-01 -6.43397102e-02 1.67757687e-01
-1.00788638e-01 -3.64591604e-02 -1.30627906e-01 -2.93717168e-01
3.92858608e-02]
[ 8.30961034e-02 1.08572126e-01 2.28869459e-03 1.78067939e-02
-9.75161253e-02 -5.93590642e-02 -1.48892128e-01 -1.59900356e-01
-2.40184085e-01 -1.29511918e-01 -2.12205146e-01 1.30200788e-01
-1.99728902e-02]
[ 5.57952128e-02 -1.23932652e-01 1.55044465e-01 2.05183343e-02
1.93614277e-01 7.84875171e-03 -2.69088210e-01 -2.43865069e-01
2.55833334e-02 -4.14016795e-01 -1.21732430e-02 4.03354461e-01
-1.50117292e-01]
[ 3.89687855e-02 8.04939494e-02 -2.09858152e-01 2.69101767e-02
2.82939578e-02 -1.58933776e-04 -1.35936279e-01 -3.08590748e-01
-2.74990357e-01 -1.53099297e-01 -5.05888039e-02 -1.65695887e-02
-1.48616618e-01]
[ -5.47989730e-02 -2.09398394e-01 6.60619811e-02 1.14197165e-01
-1.24333137e-01 -1.33977685e-01 4.80026085e-02 6.84040625e-03
9.11575405e-02 -3.46173439e-01 -2.68645080e-01 -1.86276435e-01
2.72402513e-02]
[ 1.82284453e-02 -2.68524016e-01 6.39506439e-02 -2.01161072e-01
-1.84754471e-01 -2.30620218e-01 -2.44617153e-01 9.55149353e-02
1.07675600e-02 1.73599007e-01 -1.30884426e-01 6.21616799e-02
-3.98165681e-02]
[ 1.78449426e-01 4.09776722e-02 -9.92446890e-02 -2.07631365e-01
-6.52446954e-02 -1.01182863e-01 -1.50917972e-01 1.14039277e-01
-1.66088429e-01 -1.58669788e-01 -1.91617045e-01 -3.62870216e-02
-4.51662256e-02]
[ -1.68425447e-01 -1.94150547e-01 -1.02704944e-01 -1.90477274e-01
-6.25757493e-02 2.72741304e-02 -1.52191159e-01 -9.70343021e-02
-1.12539268e-01 9.28814023e-02 -2.28397014e-01 -1.31288144e-01
-1.70905034e-01]
[ -3.12771939e-02 -2.18502645e-01 -1.52327295e-01 -1.84934043e-01
-5.51489858e-02 4.45192791e-02 -2.44601588e-03 6.41383333e-02
-1.98610708e-01 -1.87455827e-01 -5.17206362e-02 -2.23834090e-01
6.91315869e-04]
[ 1.19568442e-01 5.50542020e-02 1.43667894e-03 -1.65640060e-01
-3.39654664e-01 8.27216482e-03 -9.34649041e-02 -1.59727181e-01
-2.81294755e-01 1.64911566e-01 -1.48653580e-01 -2.50992403e-01
4.58218328e-02]
[ -6.06479630e-02 -2.10619984e-02 -2.80321599e-01 -3.02963657e-02
5.25934101e-02 1.56301937e-01 -1.97906974e-01 -1.27222834e-01
-2.85242195e-02 -7.26457210e-03 9.60860352e-02 2.44875388e-01
3.65758946e-02]
[ 1.12813284e-01 2.82164949e-01 -1.93371885e-01 4.12853810e-01
4.53904678e-02 -1.65110230e-03 -1.27896469e-01 -2.77948861e-01
-1.62730906e-01 -3.07888808e-01 3.60131887e-01 4.58030273e-01
-3.23894400e-01]
[ -2.36979148e-02 1.22446584e-01 5.84662828e-02 1.88215495e-04
-6.48195598e-02 -6.97107662e-02 -1.40601245e-01 -2.42898300e-01
-1.70770787e-01 -1.55059134e-01 1.38734629e-01 4.57757912e-01
-2.44884716e-01]
[ -4.64594818e-02 -1.36559232e-01 -1.57364002e-01 2.07409902e-01
-1.83878159e-01 2.34138685e-01 -4.31677305e-02 -2.23416108e-01
-2.09101520e-01 -4.73501906e-01 7.69281706e-02 1.05204180e-01
-1.65617186e-01]
[ 8.11688929e-02 -3.83724760e-01 -5.06992028e-02 -5.15998963e-02
-1.12476205e-01 2.00888661e-01 1.11095979e-01 1.87388299e-01
-1.28904242e-01 -2.89440655e-02 -9.34929183e-02 1.99197953e-01
-1.15455583e-01]
[ 2.04177208e-01 -2.88805171e-01 -1.23025910e-01 -8.98358653e-02
-2.03752036e-01 1.22544026e-01 3.52960270e-02 -1.53997054e-01
-2.28219554e-02 -1.24511567e-01 -1.27196656e-01 -1.99510006e-01
-5.49724480e-02]
[ -1.35682482e-01 -7.42442418e-02 3.72454493e-02 -2.40937462e-01
-4.96312418e-02 -1.40865982e-01 4.87383760e-02 -3.27871071e-02
-6.93614341e-02 -2.75481784e-02 -2.80816647e-01 -3.31646438e-01
-3.84618685e-02]
[ -1.45054135e-01 -1.05539712e-01 -7.72119697e-02 -1.75750876e-01
-3.18770532e-01 -2.87262237e-01 5.23533063e-02 -6.53989572e-03
-5.37496261e-02 -2.24271741e-02 -9.03281778e-02 -3.31818547e-01
-1.90016165e-01]
[ -1.69641975e-01 -2.14522412e-01 -2.98532130e-01 -2.58247601e-01
-2.59456792e-01 -2.06636204e-01 -3.50426929e-01 1.28219852e-01
-6.24333661e-02 -2.85387515e-01 -2.53522099e-01 -1.50620586e-01
-2.15350677e-01]
[ -1.05533874e-01 1.07029790e-01 2.50505515e-02 -5.30714482e-02
-2.23129701e-01 -1.68326069e-01 -8.89732932e-02 -2.90754709e-02
-7.94875717e-02 -2.36179952e-01 -2.09714615e-01 -2.50551984e-01
-1.68234060e-01]
[ -3.47948487e-01 -1.33738561e-01 -2.69846942e-01 7.21139892e-02
-2.09540548e-01 -2.26046233e-01 -6.72703416e-02 -1.79402520e-01
4.72950125e-02 -1.08555801e-01 1.14574462e-02 -3.46968276e-01
-7.85186166e-02]
[ -1.21640483e-01 -4.41252883e-02 -2.55768684e-01 -3.75492922e-02
-2.22701249e-01 -2.76142347e-01 -3.86057496e-01 -9.39161776e-02
1.23399121e-02 -3.15561206e-01 -3.06028677e-01 -4.37170730e-01
-1.10322102e-01]
[ -2.11800972e-01 -5.44228689e-01 -3.30607296e-01 -4.13973791e-01
-3.38594725e-01 -2.25794243e-01 -6.76190509e-03 -3.40071513e-01
1.07629077e-01 -2.89090951e-01 -2.59863687e-01 -9.88066612e-02
-1.49446544e-01]
[ -2.13532861e-01 -2.95397943e-01 -3.13946048e-01 -1.46971545e-01
-9.27896183e-02 -1.46417149e-01 -1.50450520e-01 -7.56048310e-02
-2.33373180e-01 -5.52447591e-01 -2.40475354e-01 -4.38646283e-02
-8.58009680e-02]
[ -1.22531063e-01 2.59436218e-02 -2.37438601e-01 -3.56605216e-01
-2.30882576e-01 -2.57431714e-01 -6.66432550e-02 -2.51989888e-01
1.82319970e-02 3.51145514e-02 -3.24642121e-01 -1.04664609e-01
-1.81306425e-01]]
Progress: 3.7% ... Training loss: 0.521 ... Validation loss: 0.919[[-0.12892263]
[ 0.2788798 ]
[-0.07565923]
[ 0.48804817]
[ 0.29093038]
[-0.02157109]
[-0.60950012]
[-0.71013639]
[-0.54419724]
[-0.73427437]
[ 0.63119983]
[ 1.43494305]
[-0.88526555]]
[[ -5.37881567e-01 -5.60424349e-01 -5.78240525e-01 -3.07445402e-01
-3.58218288e-01 -5.83706346e-01 -6.78324472e-01 -6.55826403e-01
-7.84033873e-01 -7.35056623e-01 -2.69881860e-01 2.18479627e-01
-7.74889074e-01]
[ 4.61509851e-03 -1.38145871e-01 5.07592304e-02 -1.53740244e-02
-4.24207826e-02 5.90077273e-02 -1.22156816e-01 2.28440547e-01
-1.21338622e-01 -1.65747068e-01 -3.38393065e-02 1.00794152e-02
8.69956370e-02]
[ -2.15154719e-01 1.84030559e-01 -3.72601985e-02 1.75704424e-01
1.70848615e-01 -1.09604189e-01 -1.71905969e-01 -3.53471823e-01
-7.93982558e-02 -3.66280119e-01 2.85873095e-01 8.40724657e-01
-1.99680451e-01]
[ 1.93368289e-01 -3.33490481e-01 -2.42580434e-01 -1.40846270e-01
-3.91381042e-01 -5.62189165e-03 1.29124965e-01 -6.24241672e-02
2.87826276e-01 -8.92697011e-02 -2.95531288e-01 -7.59097087e-01
8.03078487e-02]
[ 1.00222744e-01 9.85166541e-02 8.26862904e-02 1.88493585e-01
3.49029543e-02 7.53492687e-02 -2.01094699e-02 6.99317233e-02
1.46756930e-02 1.08182346e-01 2.50786925e-01 2.08509060e-01
2.32953107e-01]
[ -4.74043446e-01 -5.70292168e-01 -6.05587794e-01 -5.46944491e-01
-5.71155380e-01 -5.60529429e-01 -2.61912258e-01 -1.85926768e-01
-3.69499203e-01 -2.56232974e-01 -3.97102108e-01 -5.50968974e-01
-2.15967070e-01]
[ -4.16408392e-01 -5.71450213e-01 -3.23579166e-01 -3.60707230e-01
-4.03902415e-01 -5.56867823e-01 -5.06528939e-01 -5.41719400e-01
-3.45360979e-01 -2.94308001e-01 -4.82945391e-01 -2.28848202e-01
-3.44832623e-01]
[ -3.18544118e-01 -3.70354178e-01 -4.53582102e-01 -3.08657219e-01
-3.16789380e-01 -4.10769107e-01 -2.50280805e-01 -1.96786981e-01
-2.98400368e-01 -4.36875087e-01 -2.99100512e-01 -4.12693188e-01
-3.05646728e-01]
[ -4.70494470e-01 -3.56291874e-01 -3.75304726e-01 -1.40682907e-01
-3.39360255e-01 -2.10958579e-01 -2.03904335e-01 -4.68033853e-01
-3.43039950e-01 -4.97487934e-01 -1.30180534e-01 -4.65178114e-02
-3.23664926e-01]
[ -9.41236335e-01 -9.70634542e-01 -9.61676903e-01 -9.18415895e-01
-1.04210740e+00 -9.73173691e-01 -7.41245568e-01 -7.40000721e-01
-8.20025550e-01 -6.22904371e-01 -9.90902773e-01 -7.70312562e-01
-5.24783016e-01]
[ -4.95446023e-01 -2.62083824e-01 -4.60551032e-01 -3.10358965e-01
-3.54232750e-01 -3.52862954e-01 -5.37251527e-01 -5.77337910e-01
-6.02594938e-01 -1.79305559e-01 -3.95401213e-01 -5.21430648e-01
-4.62639431e-01]
[ -1.21141022e-01 6.16276020e-02 -3.41543259e-01 -2.86247598e-01
-6.48579593e-02 -6.96258882e-02 -1.98726775e-01 -3.14547860e-01
-1.91290580e-01 7.89993564e-02 -2.06689412e-01 -1.18308484e-01
-3.18485635e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.57969845e-01 -9.89286904e-02 1.62403079e-01 -2.24734895e-01
-1.18844868e-01 1.14654491e-01 -1.32517229e-01 -2.01702461e-02
-8.25565053e-02 4.11747620e-02 -8.94955699e-02 -1.70295537e-01
6.04720328e-02]
[ -7.77851732e-02 -2.58518535e-01 -1.76833237e-01 -2.82146312e-01
-4.78296597e-01 -8.40277186e-02 -7.82569708e-03 1.96475986e-02
-2.24421455e-02 3.52419560e-02 -1.59350018e-01 -1.77581218e-01
-2.03057924e-01]
[ -6.94596737e-02 -1.87317784e-03 -2.43167027e-01 -2.59037345e-01
1.34150465e-01 -1.62018035e-01 -1.42103875e-01 5.12722686e-02
3.58769996e-02 -6.25427398e-03 -1.94870641e-01 -7.19767034e-02
8.01734174e-02]
[ 2.76784039e-02 -1.53098978e-01 -1.54383974e-01 -3.47214474e-02
-1.15368072e-01 -1.06575572e-01 4.90872228e-02 -2.03826915e-01
-6.08819709e-02 -8.48273831e-02 -3.37134976e-03 -1.51207698e-01
5.08371094e-03]
[ -2.83504948e-01 -1.46547002e-01 -6.96702840e-02 -9.66106171e-02
-3.06888194e-01 -2.71373386e-01 -3.73133388e-01 4.59904778e-02
-3.03845453e-01 -2.23489927e-01 1.65289117e-01 7.96393165e-02
2.63090568e-01]
[ -2.17613056e-01 -1.25062577e-01 -8.00072853e-02 -6.68034935e-02
-7.13386277e-02 -1.13861370e-01 -9.91269060e-02 1.99250604e-02
-1.46740403e-01 -1.26100067e-02 3.44547410e-02 -9.20653678e-02
-5.36702609e-02]
[ -1.56942264e-01 -3.47497322e-02 -2.27017842e-01 -3.18876055e-01
-1.17942437e-01 -1.98646651e-01 -2.78113572e-01 -1.40173258e-01
1.48300840e-01 -2.29173010e-01 -2.50345601e-01 -1.38710057e-01
-2.17271315e-01]
[ -3.63801625e-01 -9.94710077e-02 -1.38204236e-01 -2.42417681e-01
-7.85960460e-02 -3.09552812e-01 8.48801031e-02 -3.24269475e-02
-9.59003894e-02 1.21920827e-01 -1.05875492e-01 -1.89882216e-01
-1.22526707e-01]
[ -1.69375859e-01 -1.67926826e-01 -4.37882354e-02 -1.51278759e-01
-1.44906499e-01 -2.91712281e-01 -1.31279752e-01 -1.12965575e-01
-3.20398259e-01 2.17321621e-02 1.48926204e-01 6.57391826e-02
-3.00208620e-01]
[ -1.37283664e-01 -1.88048170e-01 -1.09888841e-01 -2.90269495e-01
8.28812504e-02 -1.67519516e-02 -2.27376092e-01 -1.46557674e-01
7.87067774e-02 -1.10106270e-01 -1.99017731e-01 -2.37254917e-01
-3.47445058e-01]
[ -4.21686915e-02 -3.47375073e-02 -1.45959869e-01 -4.33782779e-02
-2.28998891e-01 6.37600103e-02 -7.69546168e-02 -3.56498851e-02
-2.19794700e-01 -6.35199060e-02 -6.54888371e-02 -3.07744965e-01
-1.48465993e-01]
[ -7.11367894e-02 3.50029487e-02 -1.29083997e-01 -2.88130134e-01
1.25231536e-01 2.15147255e-02 -2.33682966e-01 -1.88511064e-01
1.10374783e-01 -8.11880580e-02 -2.39794685e-01 -1.42599901e-01
-2.73614734e-01]
[ 7.80589042e-02 -2.93261135e-01 -8.66618476e-02 -3.64268003e-01
-1.97049863e-01 -8.70582973e-02 -1.44181828e-02 1.60422224e-02
-6.06052574e-02 1.93554269e-01 -3.93162108e-01 -2.53186697e-01
1.72634104e-01]
[ -2.22839859e-01 -2.31111111e-01 -1.32818196e-01 -2.13730919e-01
-2.79703128e-01 -9.10453254e-02 1.05866293e-01 -4.69183212e-02
2.14068776e-01 -4.01950827e-02 -2.63715862e-01 -4.50679811e-01
3.39746976e-01]
[ -1.70705741e-02 -1.59392873e-01 1.48984114e-02 -1.81073216e-01
-1.33003863e-01 1.68839603e-01 5.31907617e-02 1.00369543e-01
-1.25230885e-01 9.29561251e-02 -1.00347996e-02 -3.65741534e-01
3.09659090e-01]
[ -2.08509168e-03 -1.25470409e-02 -1.29808646e-01 2.96462210e-03
-1.42470286e-01 -4.43936357e-02 1.33953310e-01 1.92299574e-02
1.30852912e-01 2.12023104e-01 -3.05153497e-01 -2.36553091e-01
3.23672791e-01]
[ -8.68656611e-02 -2.53101431e-01 5.27190728e-02 -2.67112003e-01
-1.13070422e-01 1.19734548e-01 2.07303764e-01 -6.76417761e-03
-1.61306219e-01 3.65874146e-02 -4.08951427e-01 -3.08690525e-01
4.38314874e-01]
[ 1.13880485e-01 -4.92618511e-02 6.01482526e-03 -4.26803407e-02
-3.78286210e-02 -1.52254253e-02 7.40498155e-02 1.62036894e-01
2.43294749e-01 8.84473167e-02 -3.81420647e-01 -1.37838472e-01
1.18513600e-01]
[ -1.48633763e-02 -1.00654312e-01 1.07151988e-02 9.68040558e-02
-5.57815602e-02 -2.82681198e-01 -6.43344989e-02 1.67887952e-01
-1.00775165e-01 -3.63659599e-02 -1.30588311e-01 -2.93785330e-01
3.92592355e-02]
[ 8.31732033e-02 1.08610622e-01 2.32047200e-03 1.79156078e-02
-9.74031422e-02 -5.93539332e-02 -1.48680468e-01 -1.59425382e-01
-2.39972907e-01 -1.28833687e-01 -2.12148327e-01 1.31555901e-01
-1.92836213e-02]
[ 5.55321338e-02 -1.23574461e-01 1.54934691e-01 2.16647003e-02
1.94217951e-01 7.82168843e-03 -2.70538548e-01 -2.45647108e-01
2.39910044e-02 -4.15427137e-01 -1.04261716e-02 4.06946967e-01
-1.52313132e-01]
[ 3.91365415e-02 7.99014583e-02 -2.09752327e-01 2.60250686e-02
2.77035637e-02 -1.35395061e-04 -1.35108945e-01 -3.07615733e-01
-2.74303182e-01 -1.51935363e-01 -5.18211130e-02 -2.01537570e-02
-1.47219081e-01]
[ -5.46046935e-02 -2.10198775e-01 6.62291628e-02 1.12534083e-01
-1.25290639e-01 -1.33953363e-01 4.91272033e-02 8.33690380e-03
9.24959430e-02 -3.45142581e-01 -2.70335033e-01 -1.93104688e-01
2.96574108e-02]
[ 1.82854746e-02 -2.68629558e-01 6.39950043e-02 -2.01506442e-01
-1.84898683e-01 -2.30614224e-01 -2.44555000e-01 9.58676600e-02
1.07927820e-02 1.73942096e-01 -1.31195963e-01 6.14328895e-02
-3.93507188e-02]
[ 1.78151024e-01 4.18168091e-02 -9.93875318e-02 -2.06749560e-01
-6.45184261e-02 -1.01212615e-01 -1.52192960e-01 1.12200723e-01
-1.67471273e-01 -1.59923416e-01 -1.90610249e-01 -3.33051437e-02
-4.68688754e-02]
[ -1.68455746e-01 -1.94034912e-01 -1.02738268e-01 -1.90163756e-01
-6.23642251e-02 2.72757425e-02 -1.52151329e-01 -9.76310844e-02
-1.12458285e-01 9.25516044e-02 -2.27916700e-01 -1.29591656e-01
-1.71277351e-01]
[ -3.16829452e-02 -2.18004864e-01 -1.52441337e-01 -1.83837133e-01
-5.45696044e-02 4.44788195e-02 -4.10445859e-03 6.21546921e-02
-2.00058485e-01 -1.89730145e-01 -5.02853086e-02 -2.20672293e-01
-1.56961047e-03]
[ 1.19511659e-01 5.54680988e-02 1.35049497e-03 -1.65273883e-01
-3.39254260e-01 8.26283582e-03 -9.39581430e-02 -1.60879454e-01
-2.81550213e-01 1.63852622e-01 -1.47920766e-01 -2.48576889e-01
4.46060995e-02]
[ -6.07240369e-02 -2.04646563e-02 -2.80419952e-01 -2.93023630e-02
5.33002383e-02 1.56287372e-01 -1.98307182e-01 -1.27889133e-01
-2.88877583e-02 -8.14399959e-03 9.78121936e-02 2.47746694e-01
3.53254452e-02]
[ 1.12711684e-01 2.82586836e-01 -1.93444212e-01 4.14069607e-01
4.60494693e-02 -1.66827256e-03 -1.28798456e-01 -2.78743061e-01
-1.63215073e-01 -3.08544410e-01 3.62148778e-01 4.62165385e-01
-3.24735414e-01]
[ -2.37876517e-02 1.23078380e-01 5.83785029e-02 1.19368941e-03
-6.42521303e-02 -6.97207062e-02 -1.41211174e-01 -2.43287088e-01
-1.71644707e-01 -1.55278918e-01 1.40232463e-01 4.61660141e-01
-2.46064281e-01]
[ -4.66578118e-02 -1.36158378e-01 -1.57475904e-01 2.08527175e-01
-1.83499363e-01 2.34106767e-01 -4.43445726e-02 -2.24403776e-01
-2.09787002e-01 -4.74498286e-01 7.78866199e-02 1.08152989e-01
-1.66918970e-01]
[ 8.09908342e-02 -3.83477263e-01 -5.07754453e-02 -5.07941775e-02
-1.12146109e-01 2.00868992e-01 1.10209001e-01 1.86216189e-01
-1.29715235e-01 -3.00138515e-02 -9.26728467e-02 2.02173614e-01
-1.16959084e-01]
[ 2.04205395e-01 -2.88899854e-01 -1.23004376e-01 -8.99629385e-02
-2.03793424e-01 1.22548335e-01 3.53504584e-02 -1.53887795e-01
-2.27988385e-02 -1.24474464e-01 -1.27408493e-01 -1.99537037e-01
-5.49853671e-02]
[ -1.35651779e-01 -7.43120522e-02 3.72641018e-02 -2.41051321e-01
-4.96964999e-02 -1.40861911e-01 4.89471142e-02 -3.25733570e-02
-6.91714065e-02 -2.73432245e-02 -2.80934136e-01 -3.31877863e-01
-3.81926964e-02]
[ -1.44638730e-01 -1.06621922e-01 -7.69913672e-02 -1.77819607e-01
-3.19779212e-01 -2.87218760e-01 5.53183420e-02 -3.65553014e-03
-5.10513363e-02 -1.97083693e-02 -9.31632550e-02 -3.39834031e-01
-1.86773237e-01]
[ -1.69684374e-01 -2.13901836e-01 -2.98644025e-01 -2.56994035e-01
-2.58639288e-01 -2.06641554e-01 -3.50521793e-01 1.27449549e-01
-6.24196193e-02 -2.86186066e-01 -2.51434866e-01 -1.44788449e-01
-2.16584935e-01]
[ -1.05300114e-01 1.06748394e-01 2.51494145e-02 -5.35150371e-02
-2.23390553e-01 -1.68311932e-01 -8.76207288e-02 -2.77725706e-02
-7.82157386e-02 -2.34425769e-01 -2.10324511e-01 -2.50328028e-01
-1.66140224e-01]
[ -3.47554553e-01 -1.35017157e-01 -2.69600399e-01 6.96043549e-02
-2.10774252e-01 -2.25992705e-01 -6.48946762e-02 -1.76753042e-01
4.96842012e-02 -1.05080288e-01 8.05006058e-03 -3.55331167e-01
-7.36106817e-02]
[ -1.21449965e-01 -4.46401846e-02 -2.55624554e-01 -3.86793968e-02
-2.23242198e-01 -2.76121230e-01 -3.85112449e-01 -9.23517084e-02
1.35746819e-02 -3.14129043e-01 -3.07227180e-01 -4.39203346e-01
-1.07669129e-01]
[ -2.11902747e-01 -5.43271877e-01 -3.30733768e-01 -4.12237358e-01
-3.37445623e-01 -2.25805148e-01 -6.91836014e-03 -3.40235379e-01
1.07085556e-01 -2.89042156e-01 -2.56747496e-01 -9.81459964e-02
-1.50034362e-01]
[ -2.13348273e-01 -2.95881562e-01 -3.13822156e-01 -1.48059666e-01
-9.33241178e-02 -1.46397250e-01 -1.49161582e-01 -7.42886369e-02
-2.31905815e-01 -5.51578448e-01 -2.41516148e-01 -4.86754772e-02
-8.33632463e-02]
[ -1.22695717e-01 2.59315658e-02 -2.37453819e-01 -3.56598189e-01
-2.30946026e-01 -2.57447118e-01 -6.69982707e-02 -2.52860289e-01
1.79270829e-02 3.41820403e-02 -3.24304082e-01 -1.03854589e-01
-1.82112572e-01]]
Progress: 3.8% ... Training loss: 0.519 ... Validation loss: 0.917[[-0.11213013]
[ 0.30186252]
[-0.0659863 ]
[ 0.51313413]
[ 0.30900105]
[-0.00564062]
[-0.59413545]
[-0.69496597]
[-0.52817438]
[-0.72087201]
[ 0.65796731]
[ 1.47532701]
[-0.8783133 ]]
[[ -5.38245333e-01 -5.58221180e-01 -5.78355383e-01 -3.02638038e-01
-3.56107226e-01 -5.83783372e-01 -6.79433687e-01 -6.54337645e-01
-7.85527472e-01 -7.33834846e-01 -2.63402267e-01 2.26370657e-01
-7.72268307e-01]
[ 4.61809865e-03 -1.38125566e-01 5.07862076e-02 -1.54468871e-02
-4.24213175e-02 5.90086187e-02 -1.22056206e-01 2.28941537e-01
-1.21290054e-01 -1.65462841e-01 -3.40847784e-02 8.97863977e-03
8.76736363e-02]
[ -2.14602300e-01 1.85454745e-01 -3.72089162e-02 1.80006168e-01
1.73012524e-01 -1.09543266e-01 -1.69954488e-01 -3.48083250e-01
-7.75586639e-02 -3.60174361e-01 2.93166925e-01 8.59053091e-01
-1.92876413e-01]
[ 1.92400569e-01 -3.32319097e-01 -2.43169417e-01 -1.37822236e-01
-3.89396344e-01 -5.78605412e-03 1.24872828e-01 -6.89054060e-02
2.83878612e-01 -9.67842099e-02 -2.92794422e-01 -7.44913032e-01
7.13442564e-02]
[ 1.00629483e-01 9.83165136e-02 8.29990247e-02 1.87081578e-01
3.44939417e-02 7.54372960e-02 -1.78012877e-02 7.15219317e-02
1.62097003e-02 1.10944152e-01 2.48645768e-01 2.02105199e-01
2.37983916e-01]
[ -4.74815568e-01 -5.69160672e-01 -6.05850256e-01 -5.44942127e-01
-5.70228527e-01 -5.60641031e-01 -2.64935643e-01 -1.89930603e-01
-3.72420253e-01 -2.60312116e-01 -3.95221064e-01 -5.50933153e-01
-2.20136411e-01]
[ -4.15973951e-01 -5.72772186e-01 -3.23142462e-01 -3.63289892e-01
-4.05480098e-01 -5.56778575e-01 -5.04661821e-01 -5.39207073e-01
-3.43407944e-01 -2.90136628e-01 -4.86091492e-01 -2.37099620e-01
-3.40007017e-01]
[ -3.18907639e-01 -3.68175444e-01 -4.53896331e-01 -3.03756505e-01
-3.14576730e-01 -4.10847361e-01 -2.52452334e-01 -1.98175288e-01
-3.00334159e-01 -4.38692642e-01 -2.92583182e-01 -4.00546523e-01
-3.07569923e-01]
[ -4.71408084e-01 -3.53762029e-01 -3.75802809e-01 -1.36153771e-01
-3.36972244e-01 -2.11124580e-01 -2.07722796e-01 -4.71984877e-01
-3.46887010e-01 -5.01720647e-01 -1.24166493e-01 -3.42650539e-02
-3.27728600e-01]
[ -9.41776539e-01 -9.68683433e-01 -9.61878852e-01 -9.13866440e-01
-1.04078125e+00 -9.73254561e-01 -7.42710187e-01 -7.41475976e-01
-8.22129057e-01 -6.23202892e-01 -9.85266396e-01 -7.65656194e-01
-5.25305328e-01]
[ -4.96045770e-01 -2.60843704e-01 -4.60754683e-01 -3.08360417e-01
-3.52923730e-01 -3.52961678e-01 -5.40995731e-01 -5.80876849e-01
-6.05468157e-01 -1.83040838e-01 -3.92651937e-01 -5.16431349e-01
-4.65592984e-01]
[ -1.21615888e-01 6.29544743e-02 -3.41775729e-01 -2.83946049e-01
-6.35432989e-02 -6.97129016e-02 -2.00664210e-01 -3.16364505e-01
-1.93062720e-01 7.70751201e-02 -2.03808749e-01 -1.11780326e-01
-3.20340374e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58191013e-01 -9.85920556e-02 1.62326729e-01 -2.24126620e-01
-1.18639316e-01 1.14624290e-01 -1.33503935e-01 -2.12528740e-02
-8.35794097e-02 4.00059199e-02 -8.92155009e-02 -1.71948191e-01
5.91842086e-02]
[ -7.80945776e-02 -2.58155938e-01 -1.76939544e-01 -2.81430726e-01
-4.77990729e-01 -8.40732730e-02 -9.14085031e-03 1.81408947e-02
-2.35277728e-02 3.36237219e-02 -1.58349782e-01 -1.75929311e-01
-2.04614973e-01]
[ -6.99070584e-02 -1.03974281e-03 -2.43342168e-01 -2.57872748e-01
1.34981243e-01 -1.62082032e-01 -1.43819666e-01 4.85249069e-02
3.41016941e-02 -9.09120195e-03 -1.93709970e-01 -7.01874894e-02
7.70711516e-02]
[ 2.80491792e-02 -1.53881325e-01 -1.54089283e-01 -3.63952269e-02
-1.16495940e-01 -1.06513077e-01 5.06217921e-02 -2.01671832e-01
-5.91816591e-02 -8.15297731e-02 -5.26733604e-03 -1.57579735e-01
8.71343604e-03]
[ -2.83309535e-01 -1.47155814e-01 -6.95216777e-02 -9.77111931e-02
-3.07386613e-01 -2.71336550e-01 -3.72434875e-01 4.68261699e-02
-3.03240037e-01 -2.22275748e-01 1.63981372e-01 7.78803117e-02
2.64972157e-01]
[ -2.17565465e-01 -1.25412504e-01 -7.99194431e-02 -6.71603134e-02
-7.17358772e-02 -1.13846067e-01 -9.86644974e-02 2.06083131e-02
-1.46344418e-01 -1.16576566e-02 3.38023275e-02 -9.43874784e-02
-5.28253700e-02]
[ -1.56785636e-01 -3.48023359e-02 -2.26937094e-01 -3.18559862e-01
-1.18006932e-01 -1.98621945e-01 -2.76956909e-01 -1.38681637e-01
1.49340518e-01 -2.27757787e-01 -2.49886167e-01 -1.40616477e-01
-2.15350493e-01]
[ -3.64332376e-01 -9.72093948e-02 -1.38616652e-01 -2.38024501e-01
-7.62497849e-02 -3.09653245e-01 8.16556965e-02 -3.53400810e-02
-9.87242864e-02 1.18512424e-01 -9.99009452e-02 -1.75186063e-01
-1.26605577e-01]
[ -1.69687391e-01 -1.67100090e-01 -4.39285779e-02 -1.49610056e-01
-1.44200323e-01 -2.91763358e-01 -1.32618150e-01 -1.14439889e-01
-3.21919405e-01 2.03174078e-02 1.51165313e-01 6.83520214e-02
-3.01326440e-01]
[ -1.38049487e-01 -1.85959866e-01 -1.10315495e-01 -2.86498970e-01
8.48411836e-02 -1.69011219e-02 -2.30997697e-01 -1.49881995e-01
7.53571286e-02 -1.13938579e-01 -1.94294945e-01 -2.26716733e-01
-3.51583884e-01]
[ -4.20238391e-02 -3.50492037e-02 -1.45894605e-01 -4.39091701e-02
-2.29223895e-01 6.37858084e-02 -7.61161574e-02 -3.49586993e-02
-2.19069031e-01 -6.25372092e-02 -6.60551446e-02 -3.08496551e-01
-1.47355240e-01]
[ -7.10808036e-02 3.49171183e-02 -1.29062011e-01 -2.88255573e-01
1.25139833e-01 2.15234140e-02 -2.33317777e-01 -1.88150275e-01
1.10737386e-01 -8.07286818e-02 -2.39942769e-01 -1.42940561e-01
-2.73050464e-01]
[ 7.81997656e-02 -2.93553142e-01 -8.65736646e-02 -3.64898946e-01
-1.97440044e-01 -8.70376250e-02 -1.33701399e-02 1.68818136e-02
-5.97431497e-02 1.94785054e-01 -3.93958225e-01 -2.56414166e-01
1.74170295e-01]
[ -2.22755327e-01 -2.31245815e-01 -1.32778809e-01 -2.13950658e-01
-2.79821695e-01 -9.10330848e-02 1.06424417e-01 -4.63069302e-02
2.14536705e-01 -3.95055149e-02 -2.63959446e-01 -4.51125251e-01
3.40560266e-01]
[ -1.65807444e-02 -1.60701246e-01 1.52475622e-02 -1.83588304e-01
-1.34287535e-01 1.68931863e-01 5.55198021e-02 1.04032570e-01
-1.23296465e-01 9.66446111e-02 -1.36426948e-02 -3.75074529e-01
3.15048517e-01]
[ -1.71095874e-03 -1.32161921e-02 -1.29646701e-01 1.44931384e-03
-1.43107655e-01 -4.43403244e-02 1.36206755e-01 2.15147320e-02
1.32993934e-01 2.15002506e-01 -3.06967216e-01 -2.42262249e-01
3.27970800e-01]
[ -8.65257481e-02 -2.53722228e-01 5.28955962e-02 -2.68297972e-01
-1.13755806e-01 1.19789481e-01 2.09812738e-01 -4.75349866e-03
-1.59565099e-01 3.88900844e-02 -4.10503392e-01 -3.14839530e-01
4.42021599e-01]
[ 1.13917612e-01 -4.92640823e-02 6.03274047e-03 -4.27993866e-02
-3.78775410e-02 -1.52223804e-02 7.42676189e-02 1.62161951e-01
2.43470729e-01 8.87105385e-02 -3.81555279e-01 -1.38587092e-01
1.18881186e-01]
[ -1.47703930e-02 -1.00847214e-01 1.07669487e-02 9.63264320e-02
-5.59868129e-02 -2.82667352e-01 -6.38213176e-02 1.68370301e-01
-1.00312564e-01 -3.58802166e-02 -1.31082102e-01 -2.94778446e-01
3.98604511e-02]
[ 8.27285621e-02 1.09457031e-01 2.10017222e-03 1.97413346e-02
-9.66004753e-02 -5.94271320e-02 -1.51298132e-01 -1.61976021e-01
-2.42157632e-01 -1.31940166e-01 -2.10140383e-01 1.35873128e-01
-2.34020295e-02]
[ 5.54454298e-02 -1.23113664e-01 1.54892715e-01 2.25700504e-02
1.94596288e-01 7.79665362e-03 -2.71637762e-01 -2.46092709e-01
2.29278121e-02 -4.15938297e-01 -9.25869440e-03 4.07405790e-01
-1.53185777e-01]
[ 3.90058761e-02 7.96986122e-02 -2.09733372e-01 2.60233233e-02
2.74541220e-02 -1.40807975e-04 -1.35165746e-01 -3.07697092e-01
-2.74387923e-01 -1.51994453e-01 -5.23645648e-02 -2.14538539e-02
-1.47404661e-01]
[ -5.45577214e-02 -2.10426386e-01 6.62933923e-02 1.12070712e-01
-1.25534059e-01 -1.33941379e-01 4.93203283e-02 8.66512427e-03
9.26855161e-02 -3.44873489e-01 -2.70934892e-01 -1.94500040e-01
3.03404834e-02]
[ 1.82019835e-02 -2.68527969e-01 6.39586671e-02 -2.01114737e-01
-1.84874326e-01 -2.30621610e-01 -2.44706082e-01 9.54477474e-02
1.04127295e-02 1.73610603e-01 -1.30702787e-01 6.31607778e-02
-3.99914932e-02]
[ 1.77559536e-01 4.28804026e-02 -9.96499822e-02 -2.05172927e-01
-6.36295958e-02 -1.01290423e-01 -1.54661809e-01 1.09042570e-01
-1.69637658e-01 -1.63566675e-01 -1.88601293e-01 -2.83003679e-02
-5.08936090e-02]
[ -1.68556788e-01 -1.93863412e-01 -1.02749586e-01 -1.89980995e-01
-6.21698829e-02 2.72594326e-02 -1.52813608e-01 -9.81912937e-02
-1.12808387e-01 9.18166168e-02 -2.27519994e-01 -1.28296975e-01
-1.71735228e-01]
[ -3.17082294e-02 -2.17925045e-01 -1.52465288e-01 -1.83657358e-01
-5.44715711e-02 4.44716376e-02 -4.26842162e-03 6.18481203e-02
-2.00095924e-01 -1.89916887e-01 -5.00077704e-02 -2.19886703e-01
-1.93439788e-03]
[ 1.19584142e-01 5.52860471e-02 1.39704420e-03 -1.65622362e-01
-3.39345327e-01 8.27077191e-03 -9.37906118e-02 -1.60589222e-01
-2.81344568e-01 1.64327439e-01 -1.48379998e-01 -2.49553576e-01
4.53924921e-02]
[ -6.08008982e-02 -2.02915825e-02 -2.80443465e-01 -2.90571435e-02
5.34768149e-02 1.56275296e-01 -1.98637811e-01 -1.28473607e-01
-2.92844399e-02 -8.71297640e-03 9.81087939e-02 2.48224701e-01
3.45784743e-02]
[ 1.11528974e-01 2.86677812e-01 -1.94126039e-01 4.21840199e-01
5.00870858e-02 -1.87061115e-03 -1.34274927e-01 -2.84439679e-01
-1.68218754e-01 -3.14309231e-01 3.73059708e-01 4.87960383e-01
-3.31822575e-01]
[ -2.41981749e-02 1.24379314e-01 5.80624630e-02 3.24735314e-03
-6.31086018e-02 -6.97998838e-02 -1.43867660e-01 -2.46111821e-01
-1.73829778e-01 -1.58345087e-01 1.43045518e-01 4.67768147e-01
-2.49551767e-01]
[ -4.68516949e-02 -1.35640276e-01 -1.57582074e-01 2.09876222e-01
-1.82978560e-01 2.34069758e-01 -4.56913277e-02 -2.25529949e-01
-2.10991873e-01 -4.75428303e-01 7.95288270e-02 1.11186247e-01
-1.68553801e-01]
[ 8.07765364e-02 -3.83225528e-01 -5.08663824e-02 -5.01091691e-02
-1.11860687e-01 2.00832241e-01 1.08969000e-01 1.84730042e-01
-1.30818999e-01 -3.13910102e-02 -9.18980455e-02 2.03802535e-01
-1.18644228e-01]
[ 2.04215278e-01 -2.88943957e-01 -1.22987086e-01 -8.97953581e-02
-2.03802342e-01 1.22552452e-01 3.53756287e-02 -1.53865821e-01
-2.29405830e-02 -1.24138319e-01 -1.27321061e-01 -1.99451396e-01
-5.49798145e-02]
[ -1.35576431e-01 -7.45118840e-02 3.73225335e-02 -2.41377654e-01
-4.99351648e-02 -1.40849545e-01 4.94252102e-02 -3.18124352e-02
-6.87837101e-02 -2.65744579e-02 -2.81401160e-01 -3.33911861e-01
-3.73266909e-02]
[ -1.44476020e-01 -1.07085738e-01 -7.69049277e-02 -1.78499471e-01
-3.20179039e-01 -2.87192394e-01 5.61497445e-02 -2.66399565e-03
-5.00658493e-02 -1.88747520e-02 -9.40624937e-02 -3.42056081e-01
-1.85850910e-01]
[ -1.69611917e-01 -2.14128425e-01 -2.98592231e-01 -2.57319461e-01
-2.59159771e-01 -2.06630807e-01 -3.50382390e-01 1.27616925e-01
-6.20038042e-02 -2.86331002e-01 -2.51617461e-01 -1.48926923e-01
-2.16816802e-01]
[ -1.05948957e-01 1.08901064e-01 2.48078863e-02 -5.01180046e-02
-2.21380805e-01 -1.68432346e-01 -9.05381653e-02 -2.99786792e-02
-8.07853185e-02 -2.37004039e-01 -2.06159938e-01 -2.40873976e-01
-1.67707525e-01]
[ -3.48302236e-01 -1.33472791e-01 -2.69990550e-01 7.34788032e-02
-2.09131310e-01 -2.26129022e-01 -6.96464191e-02 -1.81192105e-01
4.54587829e-02 -1.09618321e-01 1.27760660e-02 -3.46266869e-01
-7.95035014e-02]
[ -1.21826677e-01 -4.40201061e-02 -2.55678532e-01 -3.75761992e-02
-2.22906483e-01 -2.76160862e-01 -3.86168695e-01 -9.41597710e-02
1.18202051e-02 -3.15200905e-01 -3.06074471e-01 -4.37711318e-01
-1.09803577e-01]
[ -2.11677850e-01 -5.43065088e-01 -3.30670379e-01 -4.11708719e-01
-3.37241485e-01 -2.25777096e-01 -5.14429836e-03 -3.38482944e-01
1.08748375e-01 -2.86743717e-01 -2.55594088e-01 -9.60029048e-02
-1.46166870e-01]
[ -2.13523552e-01 -2.95772007e-01 -3.13827573e-01 -1.47674611e-01
-9.30961441e-02 -1.46416993e-01 -1.50143280e-01 -7.49252112e-02
-2.32562510e-01 -5.52024994e-01 -2.41220354e-01 -4.79259270e-02
-8.42803232e-02]
[ -1.22659372e-01 2.60427998e-02 -2.37415996e-01 -3.56711584e-01
-2.30896229e-01 -2.57436419e-01 -6.63508709e-02 -2.52521131e-01
1.83057513e-02 3.47052095e-02 -3.24347661e-01 -1.06435310e-01
-1.80567158e-01]]
Progress: 3.8% ... Training loss: 0.517 ... Validation loss: 0.890[[-0.11100597]
[ 0.3043632 ]
[-0.06857217]
[ 0.51604155]
[ 0.31126696]
[-0.00787803]
[-0.59681001]
[-0.70387742]
[-0.52909966]
[-0.72985265]
[ 0.66506937]
[ 1.5120692 ]
[-0.89391641]]
[[ -5.38660896e-01 -5.55691141e-01 -5.78827493e-01 -2.97439918e-01
-3.52725165e-01 -5.83811147e-01 -6.82992681e-01 -6.56547682e-01
-7.87045018e-01 -7.36314824e-01 -2.54309196e-01 2.53275003e-01
-7.73588387e-01]
[ 4.68080205e-03 -1.38344747e-01 5.08292815e-02 -1.58194526e-02
-4.25980690e-02 5.90120151e-02 -1.21623265e-01 2.29408999e-01
-1.20892904e-01 -1.65070097e-01 -3.45771929e-02 8.12008487e-03
8.82501087e-02]
[ -2.15133216e-01 1.89097132e-01 -3.76911846e-02 1.85912863e-01
1.77047656e-01 -1.09570701e-01 -1.71929036e-01 -3.52130435e-01
-7.93104124e-02 -3.63569716e-01 3.02347329e-01 8.83876308e-01
-1.96340552e-01]
[ 1.91546701e-01 -3.30703057e-01 -2.43680440e-01 -1.36590224e-01
-3.87983072e-01 -5.83787480e-03 1.19933397e-01 -7.46156392e-02
2.80908706e-01 -1.03620925e-01 -2.90906572e-01 -7.40423911e-01
6.39345060e-02]
[ 1.01863698e-01 9.46272927e-02 8.38950223e-02 1.78413455e-01
2.93036082e-02 7.55069019e-02 -1.06911964e-02 8.03218465e-02
2.28320708e-02 1.19181434e-01 2.37694501e-01 1.67001555e-01
2.50611510e-01]
[ -4.74905285e-01 -5.69597158e-01 -6.05803104e-01 -5.45195646e-01
-5.70838804e-01 -5.60642584e-01 -2.65336694e-01 -1.89510882e-01
-3.72938381e-01 -2.60191927e-01 -3.96047645e-01 -5.49515584e-01
-2.19397050e-01]
[ -4.15414642e-01 -5.73869329e-01 -3.22840688e-01 -3.65450327e-01
-4.06214123e-01 -5.56753691e-01 -5.00491759e-01 -5.34754992e-01
-3.39927677e-01 -2.84513124e-01 -4.87427360e-01 -2.41131628e-01
-3.31158797e-01]
[ -3.19707296e-01 -3.65188626e-01 -4.54359792e-01 -2.98419713e-01
-3.11307594e-01 -4.10884682e-01 -2.56504243e-01 -2.01996864e-01
-3.04173400e-01 -4.42718053e-01 -2.84627550e-01 -3.80109967e-01
-3.12130872e-01]
[ -4.71105133e-01 -3.54455492e-01 -3.75656950e-01 -1.37480636e-01
-3.37670480e-01 -2.11107210e-01 -2.06453315e-01 -4.69881658e-01
-3.45342557e-01 -4.99858276e-01 -1.25640135e-01 -3.47716644e-02
-3.25416567e-01]
[ -9.41800787e-01 -9.67424400e-01 -9.61988158e-01 -9.11676649e-01
-1.03917010e+00 -9.73260348e-01 -7.42281779e-01 -7.40435384e-01
-8.21490896e-01 -6.22747777e-01 -9.80084379e-01 -7.50751903e-01
-5.21334295e-01]
[ -4.96179645e-01 -2.60764935e-01 -4.60743336e-01 -3.07509355e-01
-3.52360266e-01 -3.52962586e-01 -5.41173651e-01 -5.80080662e-01
-6.06106149e-01 -1.80912077e-01 -3.91287609e-01 -5.09838727e-01
-4.63862896e-01]
[ -1.21484878e-01 6.23763993e-02 -3.41646447e-01 -2.85390928e-01
-6.44913201e-02 -6.97028278e-02 -1.99928114e-01 -3.15047839e-01
-1.92395539e-01 7.80718971e-02 -2.06035555e-01 -1.15961732e-01
-3.18702830e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58204110e-01 -9.84556760e-02 1.62308915e-01 -2.23984767e-01
-1.18493811e-01 1.14622542e-01 -1.33678310e-01 -2.10429858e-02
-8.36712038e-02 3.95108730e-02 -8.90342651e-02 -1.70193034e-01
5.92670498e-02]
[ -7.84896840e-02 -2.57783263e-01 -1.77067735e-01 -2.80456265e-01
-4.77697953e-01 -8.40889717e-02 -1.13289739e-02 1.56612298e-02
-2.54764447e-02 3.12982900e-02 -1.57161900e-01 -1.72561878e-01
-2.07567684e-01]
[ -6.95268413e-02 -2.17774706e-03 -2.43118802e-01 -2.59515420e-01
1.33689130e-01 -1.62062132e-01 -1.41480661e-01 5.18084185e-02
3.59775473e-02 -5.58949893e-03 -1.96320965e-01 -7.52394740e-02
8.14628261e-02]
[ 2.78107451e-02 -1.53136350e-01 -1.54251618e-01 -3.42426341e-02
-1.15233303e-01 -1.06525820e-01 4.97154989e-02 -2.02254945e-01
-6.03009882e-02 -8.20190472e-02 -1.59513144e-03 -1.48596224e-01
7.89627461e-03]
[ -2.83060395e-01 -1.47651741e-01 -6.93885211e-02 -9.90533795e-02
-3.07857400e-01 -2.71327589e-01 -3.71065608e-01 4.88276562e-02
-3.01855805e-01 -2.20559322e-01 1.62622989e-01 7.43501310e-02
2.68344455e-01]
[ -2.17016862e-01 -1.26758696e-01 -7.95884907e-02 -7.01311546e-02
-7.32617525e-02 -1.13817400e-01 -9.49574085e-02 2.36420200e-02
-1.43129054e-01 -7.26130452e-03 3.01526378e-02 -1.03872817e-01
-4.65322868e-02]
[ -1.56920362e-01 -3.45400760e-02 -2.27007486e-01 -3.18076216e-01
-1.17804213e-01 -1.98627032e-01 -2.77364581e-01 -1.39215125e-01
1.48344793e-01 -2.28007976e-01 -2.49720336e-01 -1.39485442e-01
-2.16286392e-01]
[ -3.64814106e-01 -9.48237880e-02 -1.38932259e-01 -2.34228346e-01
-7.36692987e-02 -3.09676653e-01 7.91386821e-02 -3.76601287e-02
-1.00662580e-01 1.15487787e-01 -9.35492959e-02 -1.60372562e-01
-1.29214306e-01]
[ -1.69929836e-01 -1.66667443e-01 -4.40240710e-02 -1.48280346e-01
-1.43615845e-01 -2.91775451e-01 -1.34467388e-01 -1.15491776e-01
-3.23125516e-01 1.93183218e-02 1.52897193e-01 7.55128552e-02
-3.02691909e-01]
[ -1.37875398e-01 -1.86290398e-01 -1.10238429e-01 -2.87263135e-01
8.44155073e-02 -1.68906868e-02 -2.30074905e-01 -1.48929841e-01
7.63147485e-02 -1.12978980e-01 -1.95178266e-01 -2.28659887e-01
-3.50416967e-01]
[ -4.19220555e-02 -3.53559962e-02 -1.45839917e-01 -4.44669254e-02
-2.29416721e-01 6.37910812e-02 -7.55759889e-02 -3.43265689e-02
-2.18610092e-01 -6.18593901e-02 -6.66772320e-02 -3.09254241e-01
-1.46570047e-01]
[ -7.10562111e-02 3.49597481e-02 -1.29060083e-01 -2.88260396e-01
1.25205107e-01 2.15243355e-02 -2.33166799e-01 -1.88141508e-01
1.10812652e-01 -8.08162642e-02 -2.39789436e-01 -1.42068178e-01
-2.73123836e-01]
[ 7.84808499e-02 -2.94140860e-01 -8.64318898e-02 -3.66184392e-01
-1.98234852e-01 -8.70245746e-02 -1.17687267e-02 1.84972971e-02
-5.83670220e-02 1.97222448e-01 -3.95610224e-01 -2.61572734e-01
1.76984449e-01]
[ -2.22625842e-01 -2.31627692e-01 -1.32697937e-01 -2.14646230e-01
-2.80176051e-01 -9.10270191e-02 1.07284686e-01 -4.50102927e-02
2.15340106e-01 -3.83214639e-02 -2.64828013e-01 -4.52900357e-01
3.42450302e-01]
[ -1.65364303e-02 -1.60761892e-01 1.52682272e-02 -1.83700686e-01
-1.34339234e-01 1.68934242e-01 5.57775489e-02 1.04378068e-01
-1.23114443e-01 9.70112132e-02 -1.37688701e-02 -3.75133518e-01
3.15469314e-01]
[ -1.34191181e-03 -1.40312172e-02 -1.29467532e-01 -4.83778449e-04
-1.43992376e-01 -4.43232193e-02 1.38747489e-01 2.38330871e-02
1.35404031e-01 2.18173139e-01 -3.08861111e-01 -2.47770210e-01
3.32162446e-01]
[ -8.62487703e-02 -2.54516266e-01 5.31091905e-02 -2.69918475e-01
-1.14843436e-01 1.19806990e-01 2.12180967e-01 -2.43326771e-03
-1.57929814e-01 4.13559547e-02 -4.12444742e-01 -3.21670718e-01
4.46234032e-01]
[ 1.14442173e-01 -5.03166500e-02 6.27159049e-03 -4.55351034e-02
-3.91123776e-02 -1.52039155e-02 7.67984195e-02 1.65755758e-01
2.46353236e-01 9.18016489e-02 -3.83886016e-01 -1.47835593e-01
1.24374890e-01]
[ -1.44327631e-02 -1.01601475e-01 1.09297354e-02 9.47294934e-02
-5.66821752e-02 -2.82655369e-01 -6.20980349e-02 1.70846112e-01
-9.87509223e-02 -3.31546694e-02 -1.32943595e-01 -2.98577866e-01
4.30496134e-02]
[ 8.24211782e-02 1.09985208e-01 1.98060229e-03 2.10441578e-02
-9.61314543e-02 -5.94412516e-02 -1.53232106e-01 -1.63649419e-01
-2.43726836e-01 -1.33642281e-01 -2.08713591e-01 1.39959808e-01
-2.58702893e-02]
[ 5.45705154e-02 -1.21129458e-01 1.54451030e-01 2.70667283e-02
1.97391638e-01 7.75898892e-03 -2.76261202e-01 -2.50804660e-01
1.77042825e-02 -4.20275626e-01 -4.38941824e-03 4.24279728e-01
-1.59799733e-01]
[ 3.90573255e-02 7.95172030e-02 -2.09708385e-01 2.57714985e-02
2.72967106e-02 -1.38588488e-04 -1.34838434e-01 -3.07362088e-01
-2.74143440e-01 -1.51605724e-01 -5.26897205e-02 -2.23379855e-02
-1.46948108e-01]
[ -5.46869494e-02 -2.09969444e-01 6.62089495e-02 1.13007448e-01
-1.25052472e-01 -1.33947546e-01 4.84303404e-02 7.54333330e-03
9.20643479e-02 -3.45771232e-01 -2.69914058e-01 -1.90187282e-01
2.93848217e-02]
[ 1.79551725e-02 -2.67745483e-01 6.37923278e-02 -1.99817622e-01
-1.84099551e-01 -2.30631911e-01 -2.45874130e-01 9.36656106e-02
9.17075594e-03 1.71255218e-01 -1.28739008e-01 6.88375725e-02
-4.25432311e-02]
[ 1.77515016e-01 4.31528599e-02 -9.96841720e-02 -2.04788731e-01
-6.33328699e-02 -1.01292502e-01 -1.54937442e-01 1.08490019e-01
-1.69845366e-01 -1.63893580e-01 -1.87936085e-01 -2.61632219e-02
-5.13495122e-02]
[ -1.68639077e-01 -1.93490444e-01 -1.02865456e-01 -1.89171245e-01
-6.15617337e-02 2.72536850e-02 -1.53495971e-01 -9.95054477e-02
-1.13389870e-01 8.99102846e-02 -2.26184955e-01 -1.20625263e-01
-1.73278547e-01]
[ -3.13972140e-02 -2.19135508e-01 -1.52260914e-01 -1.85946947e-01
-5.57670662e-02 4.44902687e-02 -2.10960917e-03 6.44437219e-02
-1.98358997e-01 -1.87267446e-01 -5.33515536e-02 -2.27416319e-01
1.76681240e-03]
[ 1.19336289e-01 5.65349840e-02 1.24303754e-03 -1.64151455e-01
-3.38404479e-01 8.25945577e-03 -9.54367763e-02 -1.62366911e-01
-2.82540281e-01 1.62056347e-01 -1.45903359e-01 -2.43401632e-01
4.29163464e-02]
[ -6.08945381e-02 -1.99745840e-02 -2.80493539e-01 -2.85729724e-02
5.38053563e-02 1.56268862e-01 -1.99218427e-01 -1.29347808e-01
-2.98385068e-02 -9.43978743e-03 9.87942789e-02 2.50554899e-01
3.35118382e-02]
[ 1.11351852e-01 2.87969915e-01 -1.94282767e-01 4.24574220e-01
5.16564154e-02 -1.88011890e-03 -1.35537230e-01 -2.85455879e-01
-1.68922725e-01 -3.15432499e-01 3.77307115e-01 4.92956821e-01
-3.33674182e-01]
[ -2.45896370e-02 1.25222292e-01 5.78678115e-02 5.13348826e-03
-6.22481063e-02 -6.98157493e-02 -1.45836616e-01 -2.47817878e-01
-1.75492759e-01 -1.60791341e-01 1.45707496e-01 4.76534126e-01
-2.52130006e-01]
[ -4.71127795e-02 -1.34967936e-01 -1.57705043e-01 2.11538299e-01
-1.82282157e-01 2.34056091e-01 -4.74091289e-02 -2.26967599e-01
-2.12235754e-01 -4.76690208e-01 8.17857737e-02 1.16419206e-01
-1.70730348e-01]
[ 8.09956039e-02 -3.84007712e-01 -5.07073963e-02 -5.11832631e-02
-1.12678442e-01 2.00845943e-01 1.10327250e-01 1.86592897e-01
-1.29921126e-01 -2.94736340e-02 -9.36573561e-02 2.01311440e-01
-1.16459748e-01]
[ 2.04240533e-01 -2.89330997e-01 -1.22953291e-01 -9.02273637e-02
-2.04225831e-01 1.22554064e-01 3.55489235e-02 -1.53681428e-01
-2.27171775e-02 -1.23994115e-01 -1.28146360e-01 -2.01393957e-01
-5.46901844e-02]
[ -1.35449807e-01 -7.49254492e-02 3.74143369e-02 -2.42208668e-01
-5.03117670e-02 -1.40842889e-01 5.02560575e-02 -3.08083237e-02
-6.80179074e-02 -2.53849172e-02 -2.82462228e-01 -3.36019852e-01
-3.56649558e-02]
[ -1.44343335e-01 -1.07675810e-01 -7.67847367e-02 -1.79509929e-01
-3.20599501e-01 -2.87185524e-01 5.71546218e-02 -1.49055850e-03
-4.93123904e-02 -1.76694581e-02 -9.53635051e-02 -3.45641994e-01
-1.84279773e-01]
[ -1.69632631e-01 -2.13134980e-01 -2.98759986e-01 -2.55581534e-01
-2.57872197e-01 -2.06632873e-01 -3.50545002e-01 1.26675621e-01
-6.20268275e-02 -2.87651796e-01 -2.48597107e-01 -1.35966376e-01
-2.18037916e-01]
[ -1.05643274e-01 1.08104609e-01 2.50139502e-02 -5.16908982e-02
-2.22100582e-01 -1.68418323e-01 -8.84962196e-02 -2.78709722e-02
-7.89570457e-02 -2.34696100e-01 -2.07678162e-01 -2.43367992e-01
-1.64406100e-01]
[ -3.48219294e-01 -1.34503683e-01 -2.69866623e-01 7.15922989e-02
-2.10118931e-01 -2.26121971e-01 -6.86515095e-02 -1.80086088e-01
4.60777072e-02 -1.07783280e-01 9.73388284e-03 -3.52860578e-01
-7.69116198e-02]
[ -1.21733123e-01 -4.43389778e-02 -2.55592547e-01 -3.84858159e-02
-2.23215865e-01 -2.76157220e-01 -3.85412074e-01 -9.23223784e-02
1.20526205e-02 -3.12969019e-01 -3.07132705e-01 -4.40144077e-01
-1.07111829e-01]
[ -2.11790577e-01 -5.43074426e-01 -3.30609166e-01 -4.10617438e-01
-3.37169772e-01 -2.25774194e-01 -5.64371876e-03 -3.37644011e-01
1.08674177e-01 -2.85227525e-01 -2.53548859e-01 -9.20338507e-02
-1.43947092e-01]
[ -2.13530660e-01 -2.95369544e-01 -3.13821293e-01 -1.46731801e-01
-9.25040164e-02 -1.46418250e-01 -1.49746683e-01 -7.40393788e-02
-2.32321033e-01 -5.51098961e-01 -2.39693446e-01 -4.69902321e-02
-8.22481298e-02]
[ -1.23028114e-01 2.75621731e-02 -2.37700387e-01 -3.54518614e-01
-2.29604267e-01 -2.57457334e-01 -6.88923274e-02 -2.55202264e-01
1.61492344e-02 3.07895648e-02 -3.21001970e-01 -9.54646165e-02
-1.84844403e-01]]
Progress: 3.9% ... Training loss: 0.516 ... Validation loss: 0.873[[-0.10597246]
[ 0.2899459 ]
[-0.07766732]
[ 0.50489304]
[ 0.29821546]
[-0.00763317]
[-0.60181789]
[-0.70404787]
[-0.53296075]
[-0.7310812 ]
[ 0.65307201]
[ 1.48545605]
[-0.90045937]]
[[ -5.38506918e-01 -5.56599818e-01 -5.78693095e-01 -2.98125157e-01
-3.53159462e-01 -5.83804577e-01 -6.80976758e-01 -6.54476926e-01
-7.85190713e-01 -7.34637000e-01 -2.55103449e-01 2.43356034e-01
-7.70640973e-01]
[ 4.66821968e-03 -1.38353029e-01 5.08303688e-02 -1.60131146e-02
-4.26543002e-02 5.90099718e-02 -1.21641040e-01 2.29321264e-01
-1.21041453e-01 -1.65439576e-01 -3.47500033e-02 6.11606109e-03
8.81044560e-02]
[ -2.12115211e-01 1.80481490e-01 -3.60181005e-02 1.71227353e-01
1.69101790e-01 -1.09370386e-01 -1.54193381e-01 -3.31157823e-01
-6.18465690e-02 -3.44218092e-01 2.85615880e-01 8.34019623e-01
-1.68066673e-01]
[ 1.89671507e-01 -3.27928565e-01 -2.44602932e-01 -1.32193794e-01
-3.85326517e-01 -5.94598362e-03 1.12111486e-01 -8.60284077e-02
2.72576926e-01 -1.17232827e-01 -2.85898368e-01 -7.28024258e-01
4.80859460e-02]
[ 1.01019462e-01 9.69132127e-02 8.35802543e-02 1.82955099e-01
3.22549371e-02 7.54405662e-02 -1.68150738e-02 7.65387385e-02
1.57943231e-02 1.17062808e-01 2.42015990e-01 1.80980769e-01
2.45336103e-01]
[ -4.75962134e-01 -5.67898445e-01 -6.06173594e-01 -5.41917772e-01
-5.69431110e-01 -5.60708707e-01 -2.70806277e-01 -1.96544878e-01
-3.78054334e-01 -2.67215995e-01 -3.92679051e-01 -5.45635332e-01
-2.28368423e-01]
[ -4.15417071e-01 -5.74373634e-01 -3.22652194e-01 -3.65728215e-01
-4.06817366e-01 -5.56740287e-01 -4.98753043e-01 -5.33411968e-01
-3.38768590e-01 -2.82096723e-01 -4.88425356e-01 -2.43693938e-01
-3.28589853e-01]
[ -3.18677771e-01 -3.69724742e-01 -4.53638519e-01 -3.05783411e-01
-3.15383686e-01 -4.10820186e-01 -2.49739834e-01 -1.93651778e-01
-2.97387040e-01 -4.35797253e-01 -2.93069675e-01 -4.13915028e-01
-3.00520589e-01]
[ -4.71048822e-01 -3.54187122e-01 -3.75718732e-01 -1.37251593e-01
-3.37178943e-01 -2.11109367e-01 -2.06095061e-01 -4.69978034e-01
-3.45053375e-01 -4.99746087e-01 -1.25165181e-01 -2.97796077e-02
-3.24773132e-01]
[ -9.41344897e-01 -9.68950407e-01 -9.61695922e-01 -9.13508571e-01
-1.04001648e+00 -9.73250678e-01 -7.39036102e-01 -7.36314768e-01
-8.17306578e-01 -6.19415075e-01 -9.81574712e-01 -7.64747235e-01
-5.13939748e-01]
[ -4.95983038e-01 -2.63274628e-01 -4.60361440e-01 -3.11529169e-01
-3.54793535e-01 -3.52928930e-01 -5.38475283e-01 -5.77788635e-01
-6.04637573e-01 -1.78090851e-01 -3.96925917e-01 -5.25535354e-01
-4.60249288e-01]
[ -1.22110818e-01 6.33387614e-02 -3.41843084e-01 -2.83673861e-01
-6.39917727e-02 -6.97365315e-02 -2.02480364e-01 -3.18902745e-01
-1.94929756e-01 7.43432910e-02 -2.04503486e-01 -1.13764835e-01
-3.23859696e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58340111e-01 -9.81621776e-02 1.62228138e-01 -2.23159683e-01
-1.18243262e-01 1.14611396e-01 -1.34806453e-01 -2.23530557e-02
-8.45851989e-02 3.81700566e-02 -8.79871541e-02 -1.68002651e-01
5.73833116e-02]
[ -7.90346536e-02 -2.57199846e-01 -1.77228451e-01 -2.79278935e-01
-4.77231734e-01 -8.41228023e-02 -1.39816735e-02 1.22813630e-02
-2.79710617e-02 2.81273101e-02 -1.56069827e-01 -1.72620603e-01
-2.11561233e-01]
[ -6.99329418e-02 -1.62808929e-03 -2.43232001e-01 -2.58493985e-01
1.34240988e-01 -1.62080958e-01 -1.43274813e-01 4.96305036e-02
3.40628279e-02 -8.15588424e-03 -1.95301752e-01 -7.35335632e-02
7.82698516e-02]
[ 2.78651705e-02 -1.53071308e-01 -1.54178387e-01 -3.37694239e-02
-1.15190439e-01 -1.06521766e-01 5.02996678e-02 -2.01502241e-01
-5.97846974e-02 -8.06457091e-02 -1.01712734e-03 -1.48297812e-01
9.37862970e-03]
[ -2.83145834e-01 -1.47654619e-01 -6.93896134e-02 -9.89515642e-02
-3.07823206e-01 -2.71331990e-01 -3.71138721e-01 4.86700645e-02
-3.02015766e-01 -2.20616599e-01 1.62506825e-01 7.49637744e-02
2.68374183e-01]
[ -2.16642869e-01 -1.28140705e-01 -7.93065664e-02 -7.27786815e-02
-7.48283644e-02 -1.13785227e-01 -9.18868345e-02 2.64241457e-02
-1.40442041e-01 -4.01947184e-03 2.63013603e-02 -1.11994505e-01
-4.21449393e-02]
[ -1.56429458e-01 -3.69348947e-02 -2.26674592e-01 -3.21813195e-01
-1.20097439e-01 -1.98593470e-01 -2.74426669e-01 -1.35495153e-01
1.51924396e-01 -2.25478286e-01 -2.54397310e-01 -1.55841097e-01
-2.11447463e-01]
[ -3.64673106e-01 -9.48320427e-02 -1.38858721e-01 -2.34286573e-01
-7.36533720e-02 -3.09667142e-01 8.08982812e-02 -3.60445423e-02
-9.91141813e-02 1.16776386e-01 -9.24431263e-02 -1.65289040e-01
-1.26965630e-01]
[ -1.69567378e-01 -1.68433240e-01 -4.37860118e-02 -1.51149130e-01
-1.44998856e-01 -2.91755984e-01 -1.32602656e-01 -1.13397634e-01
-3.21529288e-01 2.19966456e-02 1.49136787e-01 6.58827213e-02
-2.98976349e-01]
[ -1.37852827e-01 -1.86035954e-01 -1.10268816e-01 -2.87125253e-01
8.46828120e-02 -1.68913744e-02 -2.30033365e-01 -1.48852828e-01
7.63648003e-02 -1.13245308e-01 -1.94785498e-01 -2.25867903e-01
-3.50180577e-01]
[ -4.18235963e-02 -3.54532473e-02 -1.45800545e-01 -4.45589211e-02
-2.29523660e-01 6.37968813e-02 -7.51306299e-02 -3.36618727e-02
-2.18238041e-01 -6.11634616e-02 -6.67502056e-02 -3.09127056e-01
-1.45561198e-01]
[ -7.14009541e-02 3.57913598e-02 -1.29235437e-01 -2.86728310e-01
1.26145876e-01 2.14982811e-02 -2.34830779e-01 -1.90264565e-01
1.09064985e-01 -8.27968662e-02 -2.38143550e-01 -1.38208077e-01
-2.76150118e-01]
[ 7.86651219e-02 -2.94499190e-01 -8.63255893e-02 -3.66890912e-01
-1.98686554e-01 -8.70122717e-02 -1.06780844e-02 1.97547002e-02
-5.74684952e-02 1.98840676e-01 -3.96546041e-01 -2.64462199e-01
1.79068332e-01]
[ -2.22294806e-01 -2.32690431e-01 -1.32479375e-01 -2.17069785e-01
-2.81335272e-01 -9.10005129e-02 1.10230224e-01 -4.23954977e-02
2.18319763e-01 -3.53232612e-02 -2.67794557e-01 -4.60883215e-01
3.47164746e-01]
[ -1.63978038e-02 -1.61041734e-01 1.53365537e-02 -1.84272760e-01
-1.34652133e-01 1.68945022e-01 5.67789281e-02 1.05578588e-01
-1.22264257e-01 9.80340086e-02 -1.44867840e-02 -3.76609172e-01
3.17027461e-01]
[ -1.12651377e-03 -1.45826076e-02 -1.29374564e-01 -1.57671487e-03
-1.44494280e-01 -4.43091447e-02 1.40351191e-01 2.53284046e-02
1.36863818e-01 2.19697637e-01 -3.09979304e-01 -2.50600435e-01
3.34540662e-01]
[ -8.60652977e-02 -2.55099891e-01 5.32247585e-02 -2.71030945e-01
-1.15419990e-01 1.19822259e-01 2.13617461e-01 -1.20446503e-03
-1.57008664e-01 4.25886905e-02 -4.13620316e-01 -3.25043157e-01
4.48207420e-01]
[ 1.14718631e-01 -5.11453386e-02 6.42180558e-03 -4.70414358e-02
-3.98556997e-02 -1.51901696e-02 7.84159808e-02 1.67842822e-01
2.47939304e-01 9.40696361e-02 -3.85751636e-01 -1.54135469e-01
1.27485706e-01]
[ -1.42824973e-02 -1.02020615e-01 1.09972901e-02 9.38373396e-02
-5.71018257e-02 -2.82648750e-01 -6.12571517e-02 1.71740386e-01
-9.78481717e-02 -3.22859082e-02 -1.33998724e-01 -3.02458349e-01
4.43158013e-02]
[ 8.23878679e-02 1.09611721e-01 2.01134825e-03 2.04529904e-02
-9.65749309e-02 -5.94427400e-02 -1.53205035e-01 -1.63985161e-01
-2.44058055e-01 -1.34090112e-01 -2.09812442e-01 1.35688493e-01
-2.70195417e-02]
[ 5.39546234e-02 -1.20026351e-01 1.54129804e-01 2.95472298e-02
1.98829595e-01 7.71832023e-03 -2.79185889e-01 -2.54517905e-01
1.48033262e-02 -4.23838827e-01 -1.57520270e-03 4.31586273e-01
-1.65153814e-01]
[ 3.87963978e-02 7.99648111e-02 -2.09779814e-01 2.64977445e-02
2.76628982e-02 -1.53624457e-04 -1.35940777e-01 -3.08765049e-01
-2.75360353e-01 -1.53289681e-01 -5.21040836e-02 -2.24479067e-02
-1.48947641e-01]
[ -5.45215529e-02 -2.10946057e-01 6.63745100e-02 1.11267421e-01
-1.25947119e-01 -1.33935853e-01 4.98632684e-02 9.20083363e-03
9.34710637e-02 -3.44514620e-01 -2.71931837e-01 -1.96761490e-01
3.16549173e-02]
[ 1.79136307e-02 -2.68084864e-01 6.38512668e-02 -2.00413428e-01
-1.84409916e-01 -2.30631304e-01 -2.45855012e-01 9.40033441e-02
8.94765293e-03 1.71184747e-01 -1.29862686e-01 6.68215308e-02
-4.23119052e-02]
[ 1.77585499e-01 4.27305416e-02 -9.96314527e-02 -2.05348689e-01
-6.36960978e-02 -1.01288476e-01 -1.54609806e-01 1.09024555e-01
-1.69530022e-01 -1.63579176e-01 -1.88784275e-01 -2.88509160e-02
-5.07964843e-02]
[ -1.68755501e-01 -1.93209922e-01 -1.02908563e-01 -1.88790477e-01
-6.13251703e-02 2.72442804e-02 -1.54367199e-01 -1.00078830e-01
-1.14306086e-01 8.90815113e-02 -2.25589294e-01 -1.18728809e-01
-1.74115108e-01]
[ -3.12245411e-02 -2.19774268e-01 -1.52127798e-01 -1.87337671e-01
-5.65123237e-02 4.45054076e-02 -8.30498477e-04 6.58582654e-02
-1.97440043e-01 -1.85751001e-01 -5.54598269e-02 -2.32930732e-01
3.93045623e-03]
[ 1.19287586e-01 5.67480826e-02 1.22853710e-03 -1.64200414e-01
-3.38238417e-01 8.25708366e-03 -9.57380721e-02 -1.62769778e-01
-2.82750151e-01 1.61611827e-01 -1.45911619e-01 -2.43067444e-01
4.30170812e-02]
[ -6.09268438e-02 -1.97856200e-02 -2.80526521e-01 -2.81142189e-02
5.40630888e-02 1.56265777e-01 -1.99380840e-01 -1.29581232e-01
-3.00466431e-02 -9.77893574e-03 9.94714921e-02 2.52674304e-01
3.30320077e-02]
[ 1.11107628e-01 2.89525303e-01 -1.94461118e-01 4.28094211e-01
5.35588392e-02 -1.89785992e-03 -1.37287216e-01 -2.86858482e-01
-1.69981161e-01 -3.16917650e-01 3.82679079e-01 5.01075761e-01
-3.35847631e-01]
[ -2.46682829e-02 1.25439008e-01 5.78065916e-02 5.55225518e-03
-6.20410131e-02 -6.98223244e-02 -1.46508198e-01 -2.48755837e-01
-1.75964028e-01 -1.61813455e-01 1.46336774e-01 4.78618715e-01
-2.53244045e-01]
[ -4.72686636e-02 -1.34509015e-01 -1.57799690e-01 2.12780638e-01
-1.81892404e-01 2.34040014e-01 -4.86254676e-02 -2.28397392e-01
-2.13066700e-01 -4.77966213e-01 8.32912816e-02 1.19897877e-01
-1.72727908e-01]
[ 8.04437216e-02 -3.83122293e-01 -5.09602905e-02 -4.87484755e-02
-1.11693639e-01 2.00809365e-01 1.07133681e-01 1.82696358e-01
-1.32529782e-01 -3.31436383e-02 -9.06075823e-02 2.09650698e-01
-1.21101083e-01]
[ 2.04476486e-01 -2.90180490e-01 -1.22778599e-01 -9.17380162e-02
-2.05283551e-01 1.22573483e-01 3.69637683e-02 -1.52503066e-01
-2.13586639e-02 -1.22109680e-01 -1.30420927e-01 -2.07458969e-01
-5.27401008e-02]
[ -1.35405196e-01 -7.55276565e-02 3.74930038e-02 -2.42950187e-01
-5.09129931e-02 -1.40836703e-01 5.05289983e-02 -3.02115527e-02
-6.77776576e-02 -2.49747771e-02 -2.83589445e-01 -3.39754599e-01
-3.49865375e-02]
[ -1.44305684e-01 -1.07812881e-01 -7.67508208e-02 -1.79821898e-01
-3.20747008e-01 -2.87183245e-01 5.74300097e-02 -1.10193062e-03
-4.90558967e-02 -1.73282065e-02 -9.57477226e-02 -3.47110758e-01
-1.83715256e-01]
[ -1.69538220e-01 -2.13395745e-01 -2.98730943e-01 -2.56110310e-01
-2.58104467e-01 -2.06626472e-01 -3.50037172e-01 1.27190604e-01
-6.13703760e-02 -2.87336369e-01 -2.49089948e-01 -1.38739010e-01
-2.17272090e-01]
[ -1.05527650e-01 1.06642992e-01 2.52296020e-02 -5.38272266e-02
-2.23421716e-01 -1.68407776e-01 -8.74118214e-02 -2.62336180e-02
-7.84213506e-02 -2.33376787e-01 -2.10725097e-01 -2.50569930e-01
-1.62093711e-01]
[ -3.48111197e-01 -1.35578012e-01 -2.69708506e-01 6.94101243e-02
-2.11428239e-01 -2.26113808e-01 -6.75967486e-02 -1.79505826e-01
4.73108951e-02 -1.06566842e-01 6.80152421e-03 -3.61181189e-01
-7.50208680e-02]
[ -1.22177878e-01 -4.39247766e-02 -2.55688841e-01 -3.77045072e-02
-2.22877921e-01 -2.76183495e-01 -3.86627690e-01 -9.44803560e-02
1.11370117e-02 -3.16038176e-01 -3.06335766e-01 -4.40905926e-01
-1.09365478e-01]
[ -2.11744771e-01 -5.43010597e-01 -3.30503892e-01 -4.10224136e-01
-3.37147969e-01 -2.25766183e-01 -5.14601133e-03 -3.37001506e-01
1.09189941e-01 -2.83588658e-01 -2.52822228e-01 -9.56399490e-02
-1.42205040e-01]
[ -2.13719838e-01 -2.95268420e-01 -3.13878141e-01 -1.45670813e-01
-9.21828597e-02 -1.46425871e-01 -1.50041737e-01 -7.47038464e-02
-2.32585195e-01 -5.51760661e-01 -2.38320476e-01 -4.43874419e-02
-8.35129607e-02]
[ -1.22731562e-01 2.67063931e-02 -2.37577837e-01 -3.56041602e-01
-2.30202561e-01 -2.57446939e-01 -6.71345592e-02 -2.53197186e-01
1.75065824e-02 3.24556992e-02 -3.23022948e-01 -1.02899338e-01
-1.82185653e-01]]
Progress: 3.9% ... Training loss: 0.507 ... Validation loss: 0.888[[-0.11587209]
[ 0.28038822]
[-0.08451445]
[ 0.49476002]
[ 0.28772776]
[-0.01549615]
[-0.61620698]
[-0.71779669]
[-0.54789782]
[-0.74133739]
[ 0.64494743]
[ 1.48712405]
[-0.914438 ]]
[[ -5.37461051e-01 -5.59004738e-01 -5.78081729e-01 -3.03023044e-01
-3.56130527e-01 -5.83743297e-01 -6.73467289e-01 -6.45727548e-01
-7.77933592e-01 -7.27406569e-01 -2.60370900e-01 2.22163334e-01
-7.58639928e-01]
[ 4.74814068e-03 -1.38567412e-01 5.08740025e-02 -1.64208880e-02
-4.28877298e-02 5.90144293e-02 -1.21253019e-01 2.30033134e-01
-1.20436702e-01 -1.65089565e-01 -3.50809541e-02 4.34963058e-03
8.88158780e-02]
[ -2.11026947e-01 1.76908531e-01 -3.54708074e-02 1.64993212e-01
1.65216113e-01 -1.09303488e-01 -1.47228545e-01 -3.23200076e-01
-5.46524489e-02 -3.39526983e-01 2.78481973e-01 8.21649788e-01
-1.61339630e-01]
[ 1.90650567e-01 -3.30642215e-01 -2.43884393e-01 -1.38433826e-01
-3.88545596e-01 -5.89343888e-03 1.18200988e-01 -8.19161130e-02
2.78051559e-01 -1.10623109e-01 -2.94994629e-01 -7.47081509e-01
5.55667806e-02]
[ 1.01323176e-01 9.73683756e-02 8.37593159e-02 1.83372067e-01
3.28791985e-02 7.54693800e-02 -1.55662464e-02 7.99119704e-02
1.56842529e-02 1.21523298e-01 2.41718011e-01 1.88078269e-01
2.49332935e-01]
[ -4.76188807e-01 -5.68006676e-01 -6.06165539e-01 -5.41889760e-01
-5.69455835e-01 -5.60716884e-01 -2.71822954e-01 -1.96867148e-01
-3.79329880e-01 -2.67670675e-01 -3.93392237e-01 -5.48270211e-01
-2.28080958e-01]
[ -4.15698757e-01 -5.72521877e-01 -3.23017241e-01 -3.62277434e-01
-4.04952257e-01 -5.56764089e-01 -4.99467120e-01 -5.35301949e-01
-3.39945853e-01 -2.83803115e-01 -4.82241400e-01 -2.32804654e-01
-3.32230215e-01]
[ -3.17358408e-01 -3.73982496e-01 -4.52793891e-01 -3.13483708e-01
-3.19930953e-01 -4.10738960e-01 -2.41306805e-01 -1.83531926e-01
-2.89170481e-01 -4.27798201e-01 -3.03151423e-01 -4.38581681e-01
-2.88184510e-01]
[ -4.71019291e-01 -3.53789380e-01 -3.75752423e-01 -1.37191102e-01
-3.36980936e-01 -2.11109799e-01 -2.05936789e-01 -4.70326170e-01
-3.44752493e-01 -4.99979964e-01 -1.24799361e-01 -2.62929041e-02
-3.24726705e-01]
[ -9.41443285e-01 -9.68004682e-01 -9.61964407e-01 -9.11976269e-01
-1.03931814e+00 -9.73267177e-01 -7.37900300e-01 -7.34645676e-01
-8.16806032e-01 -6.20389787e-01 -9.77571980e-01 -7.56457940e-01
-5.14078466e-01]
[ -4.95427255e-01 -2.65221177e-01 -4.59883332e-01 -3.15244645e-01
-3.56739279e-01 -3.52889066e-01 -5.35061531e-01 -5.74229076e-01
-6.01467480e-01 -1.73720298e-01 -4.02356650e-01 -5.38788472e-01
-4.53813029e-01]
[ -1.21727677e-01 6.22230986e-02 -3.41598761e-01 -2.85651701e-01
-6.52532412e-02 -6.97110837e-02 -2.00169370e-01 -3.16571931e-01
-1.92535764e-01 7.65515528e-02 -2.07320644e-01 -1.21726557e-01
-3.21127629e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58279951e-01 -9.84582696e-02 1.62315679e-01 -2.23603654e-01
-1.18558591e-01 1.14617217e-01 -1.34472431e-01 -2.14109573e-02
-8.44191734e-02 3.91114337e-02 -8.87305325e-02 -1.70172947e-01
5.86308870e-02]
[ -7.91935876e-02 -2.57092069e-01 -1.77253128e-01 -2.78979284e-01
-4.77118753e-01 -8.41306512e-02 -1.46743007e-02 1.16888586e-02
-2.86142322e-02 2.73817716e-02 -1.55980498e-01 -1.72742875e-01
-2.12032081e-01]
[ -7.00531424e-02 -1.03963697e-03 -2.43334020e-01 -2.57592041e-01
1.34782860e-01 -1.62087350e-01 -1.43656668e-01 4.90441831e-02
3.36647944e-02 -8.90308861e-03 -1.94242042e-01 -7.23919748e-02
7.78164334e-02]
[ 2.80659950e-02 -1.53330952e-01 -1.54094477e-01 -3.42924968e-02
-1.15312530e-01 -1.06513987e-01 5.13812532e-02 -2.00284303e-01
-5.87582225e-02 -7.89384591e-02 -9.49600827e-04 -1.49568783e-01
1.12298041e-02]
[ -2.83518589e-01 -1.46492314e-01 -6.97383039e-02 -9.65034527e-02
-3.06563810e-01 -2.71353240e-01 -3.72762430e-01 4.62450823e-02
-3.04097589e-01 -2.23236683e-01 1.66622012e-01 8.49915014e-02
2.63422574e-01]
[ -2.16566712e-01 -1.28589448e-01 -7.91623631e-02 -7.40512704e-02
-7.56544111e-02 -1.13779963e-01 -9.09810433e-02 2.77728354e-02
-1.39834704e-01 -3.28748111e-03 2.43537152e-02 -1.15993242e-01
-3.98516960e-02]
[ -1.55840444e-01 -3.94600256e-02 -2.26272151e-01 -3.25587286e-01
-1.22478220e-01 -1.98553536e-01 -2.70883108e-01 -1.30904588e-01
1.55962932e-01 -2.22209198e-01 -2.59305073e-01 -1.71526563e-01
-2.05918399e-01]
[ -3.64528648e-01 -9.50228837e-02 -1.38794553e-01 -2.34443020e-01
-7.39253597e-02 -3.09660460e-01 8.21769267e-02 -3.45484801e-02
-9.78535715e-02 1.18109785e-01 -9.25056297e-02 -1.64403408e-01
-1.25626654e-01]
[ -1.68867033e-01 -1.69690127e-01 -4.34165602e-02 -1.54159314e-01
-1.46338739e-01 -2.91714979e-01 -1.28317713e-01 -1.09525765e-01
-3.17941636e-01 2.61476372e-02 1.45265237e-01 5.77214667e-02
-2.93637262e-01]
[ -1.37895767e-01 -1.85591388e-01 -1.10338663e-01 -2.86885565e-01
8.50678365e-02 -1.68966721e-02 -2.30384299e-01 -1.49551708e-01
7.60674423e-02 -1.14217461e-01 -1.94068746e-01 -2.22282373e-01
-3.50975291e-01]
[ -4.20691848e-02 -3.47843398e-02 -1.45961003e-01 -4.32713114e-02
-2.29026259e-01 6.37775368e-02 -7.67046823e-02 -3.51117180e-02
-2.19489373e-01 -6.25914745e-02 -6.52687404e-02 -3.05946954e-01
-1.47512265e-01]
[ -7.13909597e-02 3.56802045e-02 -1.29227513e-01 -2.86885971e-01
1.26096444e-01 2.15007421e-02 -2.34775604e-01 -1.90419790e-01
1.09114697e-01 -8.28138677e-02 -2.38385841e-01 -1.38545205e-01
-2.76097976e-01]
[ 7.88247550e-02 -2.94749805e-01 -8.62356647e-02 -3.67470164e-01
-1.98949750e-01 -8.70035215e-02 -9.87299809e-03 2.07952477e-02
-5.67090825e-02 2.00153549e-01 -3.97192443e-01 -2.66014862e-01
1.80860234e-01]
[ -2.21994047e-01 -2.33737171e-01 -1.32226847e-01 -2.19205382e-01
-2.82394966e-01 -9.09784915e-02 1.12601417e-01 -3.95801677e-02
2.20690569e-01 -3.28250226e-02 -2.70479992e-01 -4.69436935e-01
3.52159076e-01]
[ -1.58905939e-02 -1.62281142e-01 1.56991676e-02 -1.86891428e-01
-1.36086491e-01 1.68985643e-01 6.00106231e-02 1.09184915e-01
-1.19634904e-01 1.02328686e-01 -1.84872730e-02 -3.85075388e-01
3.23038892e-01]
[ -1.05240072e-03 -1.47695213e-02 -1.29326325e-01 -2.15480812e-03
-1.44693317e-01 -4.43045596e-02 1.41199386e-01 2.59400926e-02
1.37592861e-01 2.20553464e-01 -3.10498492e-01 -2.51793790e-01
3.35759411e-01]
[ -8.58294816e-02 -2.55725131e-01 5.33843932e-02 -2.71968703e-01
-1.16126917e-01 1.19840272e-01 2.15368033e-01 8.05396534e-04
-1.55699804e-01 4.42969930e-02 -4.14800351e-01 -3.28917765e-01
4.50869490e-01]
[ 1.15066275e-01 -5.18928647e-02 6.61548356e-03 -4.86922425e-02
-4.06757798e-02 -1.51682747e-02 8.05455910e-02 1.70276480e-01
2.50131537e-01 9.63058136e-02 -3.87404803e-01 -1.59472424e-01
1.30697115e-01]
[ -1.39818578e-02 -1.02810595e-01 1.11507008e-02 9.21165383e-02
-5.78830016e-02 -2.82635329e-01 -5.95028232e-02 1.73841902e-01
-9.60854894e-02 -3.05188589e-02 -1.36066178e-01 -3.08819627e-01
4.69889564e-02]
[ 8.23248947e-02 1.09682882e-01 1.98888984e-03 2.05871699e-02
-9.65722834e-02 -5.94478902e-02 -1.53532253e-01 -1.64802712e-01
-2.44321562e-01 -1.34677810e-01 -2.09711798e-01 1.34220781e-01
-2.75636531e-02]
[ 5.35941360e-02 -1.19129767e-01 1.53869406e-01 3.15543224e-02
1.99853908e-01 7.69717595e-03 -2.80968352e-01 -2.57021794e-01
1.23525071e-02 -4.25968815e-01 9.11981381e-04 4.38935926e-01
-1.69768594e-01]
[ 3.86159658e-02 8.03541719e-02 -2.09865770e-01 2.74608945e-02
2.81271213e-02 -1.65175535e-04 -1.36970626e-01 -3.09672812e-01
-2.76227701e-01 -1.54530164e-01 -5.09149403e-02 -1.90770619e-02
-1.50452546e-01]
[ -5.43244519e-02 -2.11766417e-01 6.65647307e-02 1.08978218e-01
-1.27025757e-01 -1.33919717e-01 5.12867456e-02 1.06494968e-02
9.48427120e-02 -3.43488753e-01 -2.74686335e-01 -2.02921981e-01
3.42212488e-02]
[ 1.79752476e-02 -2.68187716e-01 6.38577943e-02 -2.00646676e-01
-1.84553569e-01 -2.30629052e-01 -2.45497774e-01 9.37096453e-02
9.26447682e-03 1.71215473e-01 -1.30411585e-01 6.57464878e-02
-4.27711777e-02]
[ 1.77617998e-01 4.24969411e-02 -9.95912245e-02 -2.05974095e-01
-6.39399881e-02 -1.01287293e-01 -1.54673262e-01 1.09212073e-01
-1.69422890e-01 -1.63586799e-01 -1.89724594e-01 -3.08213374e-02
-5.01953485e-02]
[ -1.68767022e-01 -1.93178335e-01 -1.02919853e-01 -1.88731686e-01
-6.12864666e-02 2.72429886e-02 -1.54443728e-01 -1.00285498e-01
-1.14373818e-01 8.88955340e-02 -2.25481757e-01 -1.18365751e-01
-1.74319298e-01]
[ -3.12780469e-02 -2.19839439e-01 -1.52139223e-01 -1.87430506e-01
-5.65776824e-02 4.45039608e-02 -1.12002654e-03 6.60404008e-02
-1.97845389e-01 -1.86010061e-01 -5.57414215e-02 -2.32497362e-01
3.64726770e-03]
[ 1.19299808e-01 5.66531006e-02 1.23366028e-03 -1.64189918e-01
-3.38279100e-01 8.25739242e-03 -9.57945568e-02 -1.62660734e-01
-2.82753133e-01 1.61447956e-01 -1.45644404e-01 -2.41918745e-01
4.24870769e-02]
[ -6.12097256e-02 -1.87242228e-02 -2.80714295e-01 -2.63097136e-02
5.51724609e-02 1.56242407e-01 -2.01037066e-01 -1.31506437e-01
-3.18456353e-02 -1.22108072e-02 1.02265830e-01 2.60305378e-01
3.00233335e-02]
[ 1.11002129e-01 2.89837254e-01 -1.94553124e-01 4.28846422e-01
5.38951054e-02 -1.90313194e-03 -1.37648759e-01 -2.87599217e-01
-1.70012082e-01 -3.18082360e-01 3.83546922e-01 5.03650465e-01
-3.37261281e-01]
[ -2.50168290e-02 1.26969958e-01 5.73632291e-02 8.61955316e-03
-6.04283937e-02 -6.98510024e-02 -1.48749140e-01 -2.51479318e-01
-1.77643323e-01 -1.65098919e-01 1.51487933e-01 4.88778111e-01
-2.57973794e-01]
[ -4.74703704e-02 -1.33762715e-01 -1.57948036e-01 2.14813186e-01
-1.81163292e-01 2.34023657e-01 -4.99391966e-02 -2.29666007e-01
-2.14175208e-01 -4.79013892e-01 8.55668388e-02 1.27677324e-01
-1.74688262e-01]
[ 8.04491597e-02 -3.83119324e-01 -5.09719054e-02 -4.87519677e-02
-1.11684582e-01 2.00809333e-01 1.07111362e-01 1.82612857e-01
-1.32478191e-01 -3.32352527e-02 -9.06016627e-02 2.09728786e-01
-1.21156738e-01]
[ 2.04390328e-01 -2.90048734e-01 -1.22821609e-01 -9.13524916e-02
-2.05139563e-01 1.22567522e-01 3.64158089e-02 -1.53050221e-01
-2.18340420e-02 -1.22687739e-01 -1.30019674e-01 -2.06499771e-01
-5.35606902e-02]
[ -1.35230815e-01 -7.63314795e-02 3.76816508e-02 -2.44255659e-01
-5.18292173e-02 -1.40823006e-01 5.17255381e-02 -2.81985662e-02
-6.68771270e-02 -2.30289260e-02 -2.85472426e-01 -3.46887943e-01
-3.29267215e-02]
[ -1.44180510e-01 -1.08096173e-01 -7.66700089e-02 -1.80428073e-01
-3.20973272e-01 -2.87177058e-01 5.81908695e-02 -8.34785205e-05
-4.83405522e-02 -1.62255911e-02 -9.64802109e-02 -3.48738026e-01
-1.82346853e-01]
[ -1.69275745e-01 -2.14711301e-01 -2.98516738e-01 -2.57969518e-01
-2.59479572e-01 -2.06608001e-01 -3.47875191e-01 1.30039112e-01
-5.95615870e-02 -2.85322280e-01 -2.51673748e-01 -1.45277380e-01
-2.14634067e-01]
[ -1.05362627e-01 1.06344725e-01 2.53577559e-02 -5.42039467e-02
-2.23583314e-01 -1.68399080e-01 -8.63426605e-02 -2.51035587e-02
-7.73498457e-02 -2.31926501e-01 -2.11381791e-01 -2.51891615e-01
-1.59508717e-01]
[ -3.47972682e-01 -1.36003081e-01 -2.69622336e-01 6.83699304e-02
-2.11877334e-01 -2.26106154e-01 -6.63992501e-02 -1.78577290e-01
4.85694197e-02 -1.05663889e-01 5.67231741e-03 -3.64038821e-01
-7.34698773e-02]
[ -1.22146112e-01 -4.40655586e-02 -2.55693729e-01 -3.72446545e-02
-2.23010794e-01 -2.76181420e-01 -3.86213332e-01 -9.36476153e-02
1.14671898e-02 -3.15180153e-01 -3.05870392e-01 -4.36994662e-01
-1.08912650e-01]
[ -2.11664899e-01 -5.42920817e-01 -3.30532215e-01 -4.10377989e-01
-3.37111796e-01 -2.25759070e-01 -4.72414080e-03 -3.36733940e-01
1.09640156e-01 -2.83069168e-01 -2.52729178e-01 -1.00115932e-01
-1.41651210e-01]
[ -2.13551236e-01 -2.95805921e-01 -3.13737138e-01 -1.47228636e-01
-9.30314564e-02 -1.46412313e-01 -1.48144894e-01 -7.27189828e-02
-2.31084263e-01 -5.51038675e-01 -2.40102586e-01 -4.89362616e-02
-8.07041339e-02]
[ -1.22737279e-01 2.72173008e-02 -2.37660212e-01 -3.55674671e-01
-2.29780344e-01 -2.57455692e-01 -6.74357233e-02 -2.53629993e-01
1.71510708e-02 3.15929752e-02 -3.21674720e-01 -9.99936556e-02
-1.83745538e-01]]
Progress: 4.0% ... Training loss: 0.503 ... Validation loss: 0.892[[-0.12151257]
[ 0.27584654]
[-0.08879488]
[ 0.48992443]
[ 0.28145023]
[-0.017506 ]
[-0.6254609 ]
[-0.73244917]
[-0.55984841]
[-0.75244348]
[ 0.6444782 ]
[ 1.49382592]
[-0.93174716]]
[[ -5.37081084e-01 -5.59259575e-01 -5.77832067e-01 -3.03453432e-01
-3.56756367e-01 -5.83704453e-01 -6.71382986e-01 -6.40295433e-01
-7.76251858e-01 -7.22579217e-01 -2.59668902e-01 2.27845821e-01
-7.52290153e-01]
[ 4.80442083e-03 -1.38655793e-01 5.09409220e-02 -1.67494233e-02
-4.29832987e-02 5.90228627e-02 -1.20795678e-01 2.30838630e-01
-1.20167526e-01 -1.64641075e-01 -3.53652168e-02 2.97898780e-03
9.01952971e-02]
[ -2.10194934e-01 1.74517817e-01 -3.48970739e-02 1.62301393e-01
1.62951173e-01 -1.09200782e-01 -1.42247668e-01 -3.16605980e-01
-4.85106451e-02 -3.33154546e-01 2.75603294e-01 8.18509703e-01
-1.51181263e-01]
[ 1.91206523e-01 -3.31910491e-01 -2.43652297e-01 -1.40617530e-01
-3.89240160e-01 -5.82792889e-03 1.21399614e-01 -7.73342005e-02
2.79797799e-01 -1.05833696e-01 -2.98012783e-01 -7.47742750e-01
6.10334754e-02]
[ 1.01941924e-01 9.63786784e-02 8.39754179e-02 1.80841580e-01
3.20577170e-02 7.55378972e-02 -1.48208608e-02 7.85995271e-02
1.83879942e-02 1.22278252e-01 2.39124378e-01 1.74198582e-01
2.51174975e-01]
[ -4.76112821e-01 -5.67817467e-01 -6.06155593e-01 -5.41265773e-01
-5.69251513e-01 -5.60713883e-01 -2.71719167e-01 -1.96122030e-01
-3.79213328e-01 -2.66909012e-01 -3.92225519e-01 -5.43001312e-01
-2.28046582e-01]
[ -4.15085109e-01 -5.73337966e-01 -3.22606671e-01 -3.64897467e-01
-4.06211808e-01 -5.56694952e-01 -4.95298845e-01 -5.29496401e-01
-3.35638214e-01 -2.78115154e-01 -4.84568798e-01 -2.41329796e-01
-3.22946354e-01]
[ -3.16600338e-01 -3.76200967e-01 -4.52282430e-01 -3.17278478e-01
-3.22240795e-01 -4.10643914e-01 -2.36368845e-01 -1.77563128e-01
-2.83964567e-01 -4.22352236e-01 -3.07696681e-01 -4.52015177e-01
-2.79815665e-01]
[ -4.71979386e-01 -3.51721684e-01 -3.76350673e-01 -1.32959747e-01
-3.34989955e-01 -2.11240726e-01 -2.10866236e-01 -4.74848603e-01
-3.49836577e-01 -5.05338605e-01 -1.19198675e-01 -1.02754270e-02
-3.32118676e-01]
[ -9.41583348e-01 -9.67698272e-01 -9.61944367e-01 -9.10852829e-01
-1.03928081e+00 -9.73311861e-01 -7.36581123e-01 -7.31323792e-01
-8.15451340e-01 -6.17309244e-01 -9.75035742e-01 -7.50175696e-01
-5.08856506e-01]
[ -4.95208819e-01 -2.65656043e-01 -4.59715395e-01 -3.16536255e-01
-3.57356819e-01 -3.52853267e-01 -5.33485136e-01 -5.71368461e-01
-6.00013165e-01 -1.72137636e-01 -4.03418655e-01 -5.41019856e-01
-4.50766002e-01]
[ -1.21318442e-01 6.15739008e-02 -3.41453010e-01 -2.87042991e-01
-6.60471244e-02 -6.96659422e-02 -1.98784367e-01 -3.14757396e-01
-1.90798749e-01 7.84252962e-02 -2.08900128e-01 -1.26449680e-01
-3.19101505e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58335704e-01 -9.84246404e-02 1.62299220e-01 -2.23655604e-01
-1.18561521e-01 1.14615028e-01 -1.34920515e-01 -2.17777939e-02
-8.47131933e-02 3.86370044e-02 -8.87228167e-02 -1.70024056e-01
5.79326607e-02]
[ -7.90729444e-02 -2.57232983e-01 -1.77198471e-01 -2.79311590e-01
-4.77229703e-01 -8.41171833e-02 -1.37751092e-02 1.28187074e-02
-2.79204473e-02 2.85379333e-02 -1.56348177e-01 -1.73260616e-01
-2.10762525e-01]
[ -7.01459008e-02 -9.38743222e-04 -2.43296445e-01 -2.56873399e-01
1.34627294e-01 -1.62096202e-01 -1.43878141e-01 4.92935365e-02
3.31837306e-02 -8.60333452e-03 -1.93818829e-01 -7.08784699e-02
7.80964746e-02]
[ 2.83600403e-02 -1.53482304e-01 -1.53983257e-01 -3.52088367e-02
-1.15489915e-01 -1.06489681e-01 5.29253555e-02 -1.98540791e-01
-5.69868947e-02 -7.72272566e-02 -1.10769613e-03 -1.51397879e-01
1.40120719e-02]
[ -2.83447152e-01 -1.46192419e-01 -6.97348249e-02 -9.61392917e-02
-3.06385272e-01 -2.71350892e-01 -3.72368304e-01 4.71524224e-02
-3.03609955e-01 -2.22771632e-01 1.67473814e-01 8.78002728e-02
2.64841771e-01]
[ -2.16005220e-01 -1.30105000e-01 -7.87477071e-02 -7.72894213e-02
-7.72913857e-02 -1.13704162e-01 -8.73531390e-02 3.25529434e-02
-1.36256315e-01 1.60295410e-03 2.03586793e-02 -1.26755810e-01
-3.31159016e-02]
[ -1.55593335e-01 -4.04022646e-02 -2.26087155e-01 -3.27086962e-01
-1.23481574e-01 -1.98521676e-01 -2.69489766e-01 -1.28814538e-01
1.57601361e-01 -2.20766744e-01 -2.61525986e-01 -1.77115550e-01
-2.02533858e-01]
[ -3.64134580e-01 -9.59590575e-02 -1.38579157e-01 -2.36069469e-01
-7.48245755e-02 -3.09618774e-01 8.46459902e-02 -3.20159235e-02
-9.53979676e-02 1.21058374e-01 -9.43826819e-02 -1.70569058e-01
-1.22204557e-01]
[ -1.69159137e-01 -1.68467221e-01 -4.36503803e-02 -1.51777932e-01
-1.45300836e-01 -2.91756161e-01 -1.29814392e-01 -1.10659927e-01
-3.19007674e-01 2.42943479e-02 1.49150212e-01 6.70740615e-02
-2.95796942e-01]
[ -1.37863862e-01 -1.85764997e-01 -1.10331171e-01 -2.86929149e-01
8.51185917e-02 -1.68942190e-02 -2.30469366e-01 -1.49275727e-01
7.56021398e-02 -1.13642451e-01 -1.93711369e-01 -2.18445471e-01
-3.51039850e-01]
[ -4.25142920e-02 -3.40496713e-02 -1.46205082e-01 -4.16381719e-02
-2.28320119e-01 6.37218899e-02 -7.86220473e-02 -3.72398220e-02
-2.21614233e-01 -6.48092872e-02 -6.34198645e-02 -3.02089601e-01
-1.50876027e-01]
[ -7.17383283e-02 3.63703978e-02 -1.29428898e-01 -2.85834301e-01
1.26735393e-01 2.14529476e-02 -2.36654089e-01 -1.92502406e-01
1.07466836e-01 -8.52200461e-02 -2.37246274e-01 -1.35871443e-01
-2.78810133e-01]
[ 7.90444902e-02 -2.95327167e-01 -8.61030515e-02 -3.68407402e-01
-1.99501698e-01 -8.69810886e-02 -8.56714044e-03 2.24958377e-02
-5.52787202e-02 2.01726240e-01 -3.98325763e-01 -2.70415398e-01
1.83420164e-01]
[ -2.21762412e-01 -2.34254695e-01 -1.32059485e-01 -2.20603966e-01
-2.82968862e-01 -9.09463257e-02 1.14505375e-01 -3.76113053e-02
2.22497846e-01 -3.06515755e-02 -2.72113662e-01 -4.74403832e-01
3.55743884e-01]
[ -1.56785031e-02 -1.62869232e-01 1.58782349e-02 -1.88050033e-01
-1.36935889e-01 1.69016119e-01 6.12869850e-02 1.11002916e-01
-1.18483992e-01 1.04344005e-01 -2.05088348e-02 -3.90520313e-01
3.26328484e-01]
[ -6.45755204e-04 -1.56765520e-02 -1.29059749e-01 -4.01503153e-03
-1.45637907e-01 -4.42535929e-02 1.44299799e-01 2.87191675e-02
1.40328582e-01 2.24292867e-01 -3.12467953e-01 -2.58168582e-01
3.40438058e-01]
[ -8.54425235e-02 -2.56244585e-01 5.36207491e-02 -2.73402409e-01
-1.16770230e-01 1.19887364e-01 2.17722910e-01 3.69929663e-03
-1.53861725e-01 4.69178899e-02 -4.16407378e-01 -3.33997225e-01
4.56177001e-01]
[ 1.15343715e-01 -5.23925986e-02 6.76296978e-03 -4.97739423e-02
-4.11367312e-02 -1.51401222e-02 8.23922506e-02 1.72230742e-01
2.52002052e-01 9.82079600e-02 -3.88337800e-01 -1.61968686e-01
1.33575778e-01]
[ -1.36500598e-02 -1.03480791e-01 1.13826457e-02 9.02321151e-02
-5.86846762e-02 -2.82602076e-01 -5.76360018e-02 1.77219289e-01
-9.42846682e-02 -2.81398971e-02 -1.38149279e-01 -3.15791268e-01
5.08945874e-02]
[ 8.22162532e-02 1.09919768e-01 1.94349619e-03 2.08629619e-02
-9.65307501e-02 -5.94582166e-02 -1.54632684e-01 -1.65396187e-01
-2.45242936e-01 -1.35168914e-01 -2.09513122e-01 1.34093956e-01
-2.90267454e-02]
[ 5.29702902e-02 -1.18154253e-01 1.53466850e-01 3.44263298e-02
2.01036590e-01 7.61548312e-03 -2.84691147e-01 -2.60144378e-01
8.26179616e-03 -4.28832142e-01 3.88926634e-03 4.50059715e-01
-1.75273037e-01]
[ 3.83633895e-02 8.09353462e-02 -2.10001637e-01 2.85978512e-02
2.87384228e-02 -1.96599487e-04 -1.38254505e-01 -3.10981285e-01
-2.77256493e-01 -1.56246497e-01 -4.93879463e-02 -1.46365746e-02
-1.52544869e-01]
[ -5.42518999e-02 -2.12042229e-01 6.66604601e-02 1.08291084e-01
-1.27315936e-01 -1.33911423e-01 5.16659081e-02 1.12324357e-02
9.51067683e-02 -3.42886604e-01 -2.75500911e-01 -2.05236629e-01
3.52912480e-02]
[ 1.80539809e-02 -2.68603514e-01 6.39545590e-02 -2.01455230e-01
-1.85159762e-01 -2.30617553e-01 -2.44999874e-01 9.46063602e-02
9.74732240e-03 1.71727506e-01 -1.31771384e-01 6.21903963e-02
-4.17976264e-02]
[ 1.77574496e-01 4.22995722e-02 -9.95864656e-02 -2.06251424e-01
-6.41153959e-02 -1.01289244e-01 -1.54683306e-01 1.08945736e-01
-1.69300456e-01 -1.64217864e-01 -1.90103579e-01 -3.23605994e-02
-5.05867369e-02]
[ -1.68665345e-01 -1.93676706e-01 -1.02792297e-01 -1.89687851e-01
-6.19020912e-02 2.72632576e-02 -1.53428505e-01 -9.91985066e-02
-1.13502962e-01 9.02083274e-02 -2.26998539e-01 -1.22624692e-01
-1.72691663e-01]
[ -3.13980158e-02 -2.19197865e-01 -1.52285930e-01 -1.86301097e-01
-5.58682023e-02 4.44842011e-02 -1.88330887e-03 6.44910953e-02
-1.98231947e-01 -1.87613137e-01 -5.35824483e-02 -2.27607072e-01
1.68575911e-03]
[ 1.18800293e-01 5.77492890e-02 9.28386093e-04 -1.62279216e-01
-3.37368160e-01 8.19673150e-03 -9.80320307e-02 -1.65288571e-01
-2.84585143e-01 1.57828315e-01 -1.43362946e-01 -2.33596169e-01
3.85081540e-02]
[ -6.12729355e-02 -1.85618930e-02 -2.80752606e-01 -2.59908379e-02
5.53482753e-02 1.56235194e-01 -2.01334022e-01 -1.31951034e-01
-3.21522438e-02 -1.28459524e-02 1.02771285e-01 2.61817646e-01
2.91288079e-02]
[ 1.11173413e-01 2.89430060e-01 -1.94492986e-01 4.28314524e-01
5.36309632e-02 -1.88417820e-03 -1.36928227e-01 -2.86576122e-01
-1.69176816e-01 -3.16928452e-01 3.83019536e-01 5.02158877e-01
-3.35965149e-01]
[ -2.52486888e-02 1.27942693e-01 5.71213639e-02 1.04107523e-02
-5.92563746e-02 -6.98820760e-02 -1.50210479e-01 -2.52885030e-01
-1.79041603e-01 -1.66770047e-01 1.54873085e-01 4.97214335e-01
-2.60393326e-01]
[ -4.78229558e-02 -1.32552169e-01 -1.58214494e-01 2.18177815e-01
-1.79870776e-01 2.33965295e-01 -5.26110184e-02 -2.32416355e-01
-2.16281687e-01 -4.81172374e-01 9.00481253e-02 1.41888614e-01
-1.79208821e-01]
[ 8.05422720e-02 -3.83264143e-01 -5.09276294e-02 -4.91515276e-02
-1.11846496e-01 2.00820183e-01 1.07350817e-01 1.83251840e-01
-1.32200134e-01 -3.26670713e-02 -9.11110672e-02 2.08349036e-01
-1.20480374e-01]
[ 2.04486083e-01 -2.90266138e-01 -1.22758793e-01 -9.17746985e-02
-2.05398507e-01 1.22580564e-01 3.69771932e-02 -1.52402969e-01
-2.13286803e-02 -1.22115144e-01 -1.30537827e-01 -2.08227447e-01
-5.26929486e-02]
[ -1.35236336e-01 -7.63447109e-02 3.76833117e-02 -2.44283799e-01
-5.18387653e-02 -1.40823484e-01 5.16910928e-02 -2.82120253e-02
-6.69078746e-02 -2.30589224e-02 -2.85512462e-01 -3.46994680e-01
-3.29690246e-02]
[ -1.44071092e-01 -1.08301385e-01 -7.66089549e-02 -1.80921638e-01
-3.21235921e-01 -2.87165307e-01 5.89853066e-02 6.27628634e-04
-4.76855358e-02 -1.53938714e-02 -9.70544837e-02 -3.50111185e-01
-1.81499349e-01]
[ -1.68324297e-01 -2.16117389e-01 -2.97993870e-01 -2.62017046e-01
-2.61248654e-01 -2.06505861e-01 -3.43506938e-01 1.36498799e-01
-5.47805452e-02 -2.79852732e-01 -2.55893745e-01 -1.59996835e-01
-2.06790714e-01]
[ -1.05339941e-01 1.05942339e-01 2.54416502e-02 -5.45677618e-02
-2.23976734e-01 -1.68389170e-01 -8.55018536e-02 -2.37787802e-02
-7.70033043e-02 -2.30878576e-01 -2.12142087e-01 -2.52232234e-01
-1.57817242e-01]
[ -3.47937904e-01 -1.36099536e-01 -2.69545997e-01 6.82034814e-02
-2.12057470e-01 -2.26101456e-01 -6.55912192e-02 -1.78007203e-01
4.93767760e-02 -1.04396138e-01 5.63314410e-03 -3.63784103e-01
-7.25636327e-02]
[ -1.22254382e-01 -4.39569695e-02 -2.55749675e-01 -3.62665792e-02
-2.22950019e-01 -2.76202415e-01 -3.86497062e-01 -9.36712683e-02
1.13202577e-02 -3.14843351e-01 -3.04898513e-01 -4.35795120e-01
-1.08656716e-01]
[ -2.12161508e-01 -5.42302885e-01 -3.30742310e-01 -4.08739868e-01
-3.36281551e-01 -2.25823134e-01 -6.88887220e-03 -3.37792462e-01
1.07146920e-01 -2.84171852e-01 -2.50763655e-01 -9.35497414e-02
-1.41751270e-01]
[ -2.13327408e-01 -2.96191418e-01 -3.13619133e-01 -1.47960823e-01
-9.36680477e-02 -1.46383188e-01 -1.46601902e-01 -7.07408004e-02
-2.29665811e-01 -5.49741900e-01 -2.40855560e-01 -4.90252622e-02
-7.90778835e-02]
[ -1.22877533e-01 2.80035511e-02 -2.37861549e-01 -3.54540347e-01
-2.29066221e-01 -2.57480250e-01 -6.82667699e-02 -2.54883522e-01
1.69838698e-02 2.98138072e-02 -3.18944932e-01 -9.35372954e-02
-1.85673625e-01]]
Progress: 4.0% ... Training loss: 0.499 ... Validation loss: 0.886[[-0.11777331]
[ 0.27423317]
[-0.08823269]
[ 0.49348849]
[ 0.28231546]
[-0.01613995]
[-0.62503921]
[-0.73210373]
[-0.56038385]
[-0.75599021]
[ 0.64937205]
[ 1.51130977]
[-0.93846031]]
[[ -5.37649497e-01 -5.58943204e-01 -5.78014972e-01 -3.01942417e-01
-3.56289019e-01 -5.83761652e-01 -6.72679268e-01 -6.42410235e-01
-7.77715882e-01 -7.22392436e-01 -2.58023299e-01 2.31237882e-01
-7.52887845e-01]
[ 4.94792170e-03 -1.39023787e-01 5.10442453e-02 -1.74429072e-02
-4.32819576e-02 5.90417812e-02 -1.20042271e-01 2.31777750e-01
-1.19521535e-01 -1.63722886e-01 -3.62181105e-02 1.09457802e-03
9.15099793e-02]
[ -2.08634062e-01 1.71883596e-01 -3.40274502e-02 1.59069156e-01
1.60364140e-01 -1.08996039e-01 -1.34316761e-01 -3.04770845e-01
-4.05778780e-02 -3.21556264e-01 2.72140708e-01 8.10438724e-01
-1.36837942e-01]
[ 1.90854390e-01 -3.32829247e-01 -2.43706768e-01 -1.40403435e-01
-3.89376816e-01 -5.84575763e-03 1.21459379e-01 -7.51830056e-02
2.79559660e-01 -1.03586779e-01 -2.98198784e-01 -7.39596350e-01
6.07582102e-02]
[ 1.02834073e-01 9.49516159e-02 8.45653949e-02 1.77019137e-01
2.99171215e-02 7.56412186e-02 -1.02154326e-02 8.27435087e-02
2.18607377e-02 1.26285281e-01 2.33542850e-01 1.51435720e-01
2.59240464e-01]
[ -4.76811225e-01 -5.66726968e-01 -6.06553687e-01 -5.39441929e-01
-5.68104047e-01 -5.60797103e-01 -2.75101745e-01 -2.01459817e-01
-3.81824788e-01 -2.72075521e-01 -3.89668328e-01 -5.36185006e-01
-2.33426258e-01]
[ -4.15400787e-01 -5.72631564e-01 -3.22680324e-01 -3.62828634e-01
-4.05536687e-01 -5.56722703e-01 -4.95707631e-01 -5.29666049e-01
-3.36849296e-01 -2.76017197e-01 -4.83065904e-01 -2.36357982e-01
-3.21736590e-01]
[ -3.15963019e-01 -3.77962572e-01 -4.51865403e-01 -3.20053382e-01
-3.23716545e-01 -4.10559115e-01 -2.33276213e-01 -1.72659936e-01
-2.80609243e-01 -4.17690817e-01 -3.09942398e-01 -4.57086882e-01
-2.73295825e-01]
[ -4.72026829e-01 -3.51761916e-01 -3.76384077e-01 -1.32860040e-01
-3.34858749e-01 -2.11247621e-01 -2.10957093e-01 -4.74637817e-01
-3.50133611e-01 -5.05153998e-01 -1.19102490e-01 -8.78710014e-03
-3.32013564e-01]
[ -9.42464226e-01 -9.66317834e-01 -9.62380225e-01 -9.07641902e-01
-1.03738363e+00 -9.73415695e-01 -7.40492481e-01 -7.35740982e-01
-8.19489712e-01 -6.19693043e-01 -9.70540650e-01 -7.37210485e-01
-5.11537902e-01]
[ -4.94735772e-01 -2.66719232e-01 -4.59414492e-01 -3.18185718e-01
-3.58433219e-01 -3.52789854e-01 -5.30505539e-01 -5.67499921e-01
-5.97124139e-01 -1.68540417e-01 -4.05398352e-01 -5.44535120e-01
-4.46127604e-01]
[ -1.21334816e-01 6.12517151e-02 -3.41406180e-01 -2.87386975e-01
-6.63898586e-02 -6.96585866e-02 -1.98642195e-01 -3.14602205e-01
-1.90413654e-01 7.89893500e-02 -2.09504970e-01 -1.27694884e-01
-3.18603466e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58500882e-01 -9.81494091e-02 1.62166964e-01 -2.23076621e-01
-1.18247582e-01 1.14588255e-01 -1.35646252e-01 -2.28046959e-02
-8.53843741e-02 3.74679373e-02 -8.79656544e-02 -1.68680630e-01
5.67421044e-02]
[ -7.94236536e-02 -2.56958914e-01 -1.77344562e-01 -2.78660218e-01
-4.76947855e-01 -8.41522602e-02 -1.55040392e-02 1.04572469e-02
-2.93647178e-02 2.66188934e-02 -1.55621836e-01 -1.71680519e-01
-2.12963903e-01]
[ -7.02752139e-02 -6.51666103e-04 -2.43317026e-01 -2.56802690e-01
1.34673111e-01 -1.62105083e-01 -1.44375768e-01 4.79398323e-02
3.29979268e-02 -9.74356739e-03 -1.93933896e-01 -7.06167623e-02
7.76937444e-02]
[ 2.82660003e-02 -1.53904871e-01 -1.53861007e-01 -3.58372817e-02
-1.15825663e-01 -1.06484236e-01 5.30405272e-02 -1.97827103e-01
-5.74428773e-02 -7.54695807e-02 -2.83571726e-03 -1.55743483e-01
1.54320368e-02]
[ -2.83598916e-01 -1.45647236e-01 -6.98777990e-02 -9.44041801e-02
-3.05753670e-01 -2.71378187e-01 -3.73072568e-01 4.65427466e-02
-3.04275320e-01 -2.23151112e-01 1.70121390e-01 9.67598637e-02
2.63111877e-01]
[ -2.16133337e-01 -1.29016618e-01 -7.89589040e-02 -7.54382810e-02
-7.60870306e-02 -1.13721222e-01 -8.76279170e-02 3.15960000e-02
-1.36567675e-01 1.36292801e-03 2.31438204e-02 -1.21573253e-01
-3.32241771e-02]
[ -1.55303257e-01 -4.18206808e-02 -2.25828692e-01 -3.28995086e-01
-1.24726545e-01 -1.98471007e-01 -2.67945245e-01 -1.26417315e-01
1.59248057e-01 -2.18680403e-01 -2.63992299e-01 -1.81405546e-01
-1.99354634e-01]
[ -3.64023412e-01 -9.60563494e-02 -1.38527191e-01 -2.36355434e-01
-7.49085784e-02 -3.09610364e-01 8.51208006e-02 -3.12617978e-02
-9.49364739e-02 1.21640561e-01 -9.45736940e-02 -1.71926942e-01
-1.21147136e-01]
[ -1.69015955e-01 -1.68692784e-01 -4.35612429e-02 -1.52319188e-01
-1.45590269e-01 -2.91744558e-01 -1.29222590e-01 -1.09319970e-01
-3.18193154e-01 2.58349115e-02 1.48988226e-01 6.78964446e-02
-2.94110022e-01]
[ -1.37689240e-01 -1.86148716e-01 -1.10193203e-01 -2.87539867e-01
8.47490738e-02 -1.68676054e-02 -2.29574295e-01 -1.48092013e-01
7.64064668e-02 -1.12383496e-01 -1.94603115e-01 -2.20615363e-01
-3.49221420e-01]
[ -4.24273643e-02 -3.42328014e-02 -1.46150711e-01 -4.20347223e-02
-2.28468181e-01 6.37363342e-02 -7.80324734e-02 -3.66674421e-02
-2.21089592e-01 -6.42227835e-02 -6.38330451e-02 -3.02792436e-01
-1.49976773e-01]
[ -7.19493898e-02 3.66262046e-02 -1.29578080e-01 -2.85133080e-01
1.27207609e-01 2.14177828e-02 -2.37723292e-01 -1.93548265e-01
1.06184868e-01 -8.64069521e-02 -2.36284616e-01 -1.32950249e-01
-2.80783471e-01]
[ 7.94018147e-02 -2.95926257e-01 -8.58961005e-02 -3.69765737e-01
-2.00117396e-01 -8.69412262e-02 -6.96688457e-03 2.46064775e-02
-5.36682757e-02 2.04188564e-01 -3.99906120e-01 -2.74210207e-01
1.86688149e-01]
[ -2.21541549e-01 -2.34726192e-01 -1.31928555e-01 -2.21473903e-01
-2.83365397e-01 -9.09146221e-02 1.16045682e-01 -3.60019577e-02
2.24079119e-01 -2.91370199e-02 -2.73038011e-01 -4.76209017e-01
3.58248470e-01]
[ -1.49508491e-02 -1.64931095e-01 1.65784071e-02 -1.92299494e-01
-1.39385376e-01 1.69139469e-01 6.60616421e-02 1.16758808e-01
-1.14499657e-01 1.11464755e-01 -2.74353412e-02 -4.10749095e-01
3.37208543e-01]
[ -2.61296132e-04 -1.64693017e-02 -1.28832484e-01 -5.70568521e-03
-1.46332466e-01 -4.42100139e-02 1.46567164e-01 3.15265780e-02
1.42439538e-01 2.27015614e-01 -3.14340414e-01 -2.63617071e-01
3.44762899e-01]
[ -8.52497207e-02 -2.56743894e-01 5.37684279e-02 -2.74330541e-01
-1.17333512e-01 1.19918445e-01 2.19028758e-01 5.12267859e-03
-1.52716844e-01 4.82445409e-02 -4.17482747e-01 -3.37418940e-01
4.58698915e-01]
[ 1.15521294e-01 -5.27473572e-02 6.85526679e-03 -5.06153647e-02
-4.14978877e-02 -1.51171494e-02 8.35017609e-02 1.73139605e-01
2.53051044e-01 9.92759050e-02 -3.89271951e-01 -1.63890128e-01
1.34733788e-01]
[ -1.36491993e-02 -1.03474822e-01 1.13816337e-02 9.02670814e-02
-5.86681809e-02 -2.82601526e-01 -5.76082906e-02 1.77222401e-01
-9.42842624e-02 -2.81217189e-02 -1.38125277e-01 -3.15701824e-01
5.08586684e-02]
[ 8.20413134e-02 1.10442706e-01 1.80367237e-03 2.18233774e-02
-9.60850119e-02 -5.94865266e-02 -1.55928304e-01 -1.66064185e-01
-2.46197501e-01 -1.36236863e-01 -2.08492887e-01 1.36293789e-01
-3.02738954e-02]
[ 5.18006724e-02 -1.16934414e-01 1.52857078e-01 3.77855461e-02
2.02828611e-01 7.47841079e-03 -2.90398026e-01 -2.66483092e-01
2.20005266e-03 -4.34434420e-01 7.80425782e-03 4.61520785e-01
-1.84388644e-01]
[ 3.81684096e-02 8.12586186e-02 -2.10086954e-01 2.94726976e-02
2.91184647e-02 -2.19454958e-04 -1.39053682e-01 -3.11738036e-01
-2.78002051e-01 -1.57110005e-01 -4.83756862e-02 -1.15696302e-02
-1.54148447e-01]
[ -5.41959820e-02 -2.12274775e-01 6.67300908e-02 1.07760417e-01
-1.27584997e-01 -1.33897529e-01 5.23659382e-02 1.19256504e-02
9.55994499e-02 -3.42298228e-01 -2.76234432e-01 -2.06135958e-01
3.61841033e-02]
[ 1.80886276e-02 -2.68720563e-01 6.39835690e-02 -2.01623339e-01
-1.85267759e-01 -2.30613258e-01 -2.44815532e-01 9.48546783e-02
9.96356081e-03 1.72010456e-01 -1.32047818e-01 6.16096506e-02
-4.14649764e-02]
[ 1.77333928e-01 4.29371608e-02 -9.97536074e-02 -2.05250923e-01
-6.33790604e-02 -1.01315424e-01 -1.55757527e-01 1.06712650e-01
-1.70259384e-01 -1.66063015e-01 -1.88646663e-01 -2.46700671e-02
-5.28655360e-02]
[ -1.68578570e-01 -1.93988846e-01 -1.02743884e-01 -1.90138926e-01
-6.21893247e-02 2.72770270e-02 -1.53124072e-01 -9.89011964e-02
-1.12878659e-01 9.04716380e-02 -2.27540821e-01 -1.24138844e-01
-1.72403086e-01]
[ -3.15425212e-02 -2.18665302e-01 -1.52422397e-01 -1.85460067e-01
-5.52591153e-02 4.44644078e-02 -2.80486582e-03 6.27414256e-02
-1.98857910e-01 -1.89199132e-01 -5.18789460e-02 -2.20837510e-01
-5.28433687e-04]
[ 1.18934585e-01 5.69799112e-02 1.08452279e-03 -1.63383603e-01
-3.38081504e-01 8.22121161e-03 -9.71580161e-02 -1.64164907e-01
-2.83847225e-01 1.58757627e-01 -1.45142786e-01 -2.36425900e-01
4.04670937e-02]
[ -6.13101894e-02 -1.84048603e-02 -2.80791356e-01 -2.57168820e-02
5.55252995e-02 1.56226976e-01 -2.01754004e-01 -1.32377705e-01
-3.24606980e-02 -1.34586600e-02 1.03218464e-01 2.64039195e-01
2.86465657e-02]
[ 1.10912248e-01 2.90535814e-01 -1.94740879e-01 4.30356775e-01
5.46606169e-02 -1.92132899e-03 -1.38293229e-01 -2.88162482e-01
-1.70373057e-01 -3.18632684e-01 3.85752086e-01 5.06714643e-01
-3.38356472e-01]
[ -2.53970122e-02 1.28854099e-01 5.69080769e-02 1.19245746e-02
-5.82495441e-02 -6.99096031e-02 -1.51406842e-01 -2.54045021e-01
-1.80162651e-01 -1.67851937e-01 1.57737622e-01 5.01261569e-01
-2.62284139e-01]
[ -4.82973117e-02 -1.31252329e-01 -1.58569639e-01 2.21569598e-01
-1.78577124e-01 2.33881529e-01 -5.57097205e-02 -2.35517244e-01
-2.18927927e-01 -4.83979569e-01 9.47693938e-02 1.55633022e-01
-1.84337182e-01]
[ 8.04775483e-02 -3.83188955e-01 -5.09738174e-02 -4.89271786e-02
-1.11733712e-01 2.00810536e-01 1.06897114e-01 1.82634069e-01
-1.32506840e-01 -3.32803487e-02 -9.07251643e-02 2.09443073e-01
-1.21221566e-01]
[ 2.04516942e-01 -2.90322084e-01 -1.22741378e-01 -9.18702824e-02
-2.05456132e-01 1.22585176e-01 3.71437117e-02 -1.52245523e-01
-2.11891579e-02 -1.21902056e-01 -1.30675918e-01 -2.08595230e-01
-5.24645503e-02]
[ -1.35245072e-01 -7.65651864e-02 3.77088969e-02 -2.44532957e-01
-5.20966587e-02 -1.40821878e-01 5.16549483e-02 -2.78781056e-02
-6.69324637e-02 -2.30814991e-02 -2.86008987e-01 -3.49486087e-01
-3.29450913e-02]
[ -1.43980161e-01 -1.08610910e-01 -7.65077690e-02 -1.81684375e-01
-3.21583672e-01 -2.87153608e-01 5.97080772e-02 1.39955310e-03
-4.71917018e-02 -1.43198266e-02 -9.81473910e-02 -3.53543248e-01
-1.80297881e-01]
[ -1.68147123e-01 -2.16473011e-01 -2.97909816e-01 -2.62491431e-01
-2.61438514e-01 -2.06481353e-01 -3.42340537e-01 1.37772436e-01
-5.37322492e-02 -2.78465736e-01 -2.56157179e-01 -1.59449332e-01
-2.04719974e-01]
[ -1.05641234e-01 1.06118987e-01 2.53493868e-02 -5.40268900e-02
-2.23823296e-01 -1.68411604e-01 -8.62436470e-02 -2.48944719e-02
-7.75323439e-02 -2.31783665e-01 -2.11671251e-01 -2.53255029e-01
-1.57802607e-01]
[ -3.47781428e-01 -1.36273970e-01 -2.69472525e-01 6.78214156e-02
-2.12216203e-01 -2.26091848e-01 -6.43101756e-02 -1.77033277e-01
5.04036533e-02 -1.02979563e-01 5.19520319e-03 -3.64195884e-01
-7.13606726e-02]
[ -1.21807614e-01 -4.49239236e-02 -2.55489759e-01 -3.80956701e-02
-2.23952973e-01 -2.76146278e-01 -3.84337979e-01 -9.10177477e-02
1.39033899e-02 -3.12081213e-01 -3.06929501e-01 -4.40663739e-01
-1.04605734e-01]
[ -2.12719289e-01 -5.41075221e-01 -3.31107158e-01 -4.06307211e-01
-3.34954658e-01 -2.25906253e-01 -1.01970531e-02 -3.40665082e-01
1.03433864e-01 -2.86302342e-01 -2.47009976e-01 -8.54720628e-02
-1.45189136e-01]
[ -2.13643570e-01 -2.96390639e-01 -3.13626725e-01 -1.47290444e-01
-9.36041977e-02 -1.46400157e-01 -1.47643813e-01 -7.06906439e-02
-2.30986632e-01 -5.49620516e-01 -2.41005938e-01 -4.67298823e-02
-7.95035456e-02]
[ -1.22906921e-01 2.82905350e-02 -2.37902413e-01 -3.54281234e-01
-2.28780815e-01 -2.57481046e-01 -6.85710004e-02 -2.56239909e-01
1.71242282e-02 2.89397681e-02 -3.18376155e-01 -8.99499196e-02
-1.86694372e-01]]
Progress: 4.0% ... Training loss: 0.495 ... Validation loss: 0.877[[-0.11043631]
[ 0.29348335]
[-0.07896389]
[ 0.51701882]
[ 0.30299959]
[-0.00675421]
[-0.62337796]
[-0.73129108]
[-0.55693416]
[-0.75189602]
[ 0.67604251]
[ 1.5748506 ]
[-0.93605696]]
[[ -5.37833529e-01 -5.56275143e-01 -5.78350770e-01 -2.96754910e-01
-3.53387718e-01 -5.83797881e-01 -6.71346345e-01 -6.41047616e-01
-7.76540943e-01 -7.22209431e-01 -2.50389716e-01 2.41825053e-01
-7.52204002e-01]
[ 5.10656303e-03 -1.39270499e-01 5.11611960e-02 -1.80066239e-02
-4.35461027e-02 5.90659083e-02 -1.19224240e-01 2.33133811e-01
-1.18867742e-01 -1.62661079e-01 -3.69226727e-02 -2.68978769e-04
9.31986232e-02]
[ -2.08908368e-01 1.74405301e-01 -3.45647593e-02 1.65467305e-01
1.63215100e-01 -1.09050399e-01 -1.34571095e-01 -3.06513951e-01
-3.95385226e-02 -3.23632229e-01 2.80951009e-01 8.21387343e-01
-1.39130781e-01]
[ 1.91522246e-01 -3.37349838e-01 -2.42763177e-01 -1.49455760e-01
-3.93735452e-01 -5.74287433e-03 1.26747098e-01 -7.13719844e-02
2.82245624e-01 -9.64905302e-02 -3.10841592e-01 -7.56243527e-01
6.79690697e-02]
[ 1.02461595e-01 9.73014172e-02 8.40831906e-02 1.80722649e-01
3.23595969e-02 7.55944384e-02 -1.44773227e-02 7.85513183e-02
1.86120665e-02 1.23124652e-01 2.38443440e-01 1.53818571e-01
2.52524068e-01]
[ -4.77063065e-01 -5.66616438e-01 -6.06566621e-01 -5.38853824e-01
-5.67701944e-01 -5.60818098e-01 -2.75715087e-01 -2.01888831e-01
-3.82867367e-01 -2.72529574e-01 -3.89215611e-01 -5.35573653e-01
-2.34903435e-01]
[ -4.15563308e-01 -5.70987490e-01 -3.23001612e-01 -3.59576598e-01
-4.03833662e-01 -5.56757126e-01 -4.96423649e-01 -5.30490767e-01
-3.37245042e-01 -2.77846096e-01 -4.78505519e-01 -2.22643409e-01
-3.23047559e-01]
[ -3.15736419e-01 -3.77786725e-01 -4.51774613e-01 -3.19002847e-01
-3.23500317e-01 -4.10534707e-01 -2.30001792e-01 -1.69828689e-01
-2.77631313e-01 -4.14587604e-01 -3.08577316e-01 -4.64038979e-01
-2.69631223e-01]
[ -4.72557617e-01 -3.49895320e-01 -3.76823986e-01 -1.29944384e-01
-3.32879234e-01 -2.11340224e-01 -2.14201748e-01 -4.77501426e-01
-3.53255399e-01 -5.08758226e-01 -1.15184168e-01 3.29781798e-03
-3.35856496e-01]
[ -9.43022070e-01 -9.62788332e-01 -9.63018293e-01 -9.00572755e-01
-1.03363095e+00 -9.73520592e-01 -7.41905392e-01 -7.37324878e-01
-8.20970821e-01 -6.22576029e-01 -9.61064342e-01 -7.18155655e-01
-5.14211682e-01]
[ -4.94998122e-01 -2.66351357e-01 -4.59527998e-01 -3.17045577e-01
-3.57763546e-01 -3.52819444e-01 -5.30926818e-01 -5.67917704e-01
-5.97610305e-01 -1.69210841e-01 -4.04145071e-01 -5.43977067e-01
-4.47202341e-01]
[ -1.21233172e-01 6.11513847e-02 -3.41337945e-01 -2.87789930e-01
-6.65113391e-02 -6.96477126e-02 -1.98107598e-01 -3.13886620e-01
-1.90028561e-01 7.97587946e-02 -2.09938053e-01 -1.27849021e-01
-3.17821426e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58479048e-01 -9.81980114e-02 1.62197333e-01 -2.23180303e-01
-1.18286409e-01 1.14593042e-01 -1.35684730e-01 -2.26744483e-02
-8.54659794e-02 3.73372394e-02 -8.79883960e-02 -1.68431931e-01
5.67401524e-02]
[ -7.93732189e-02 -2.57087853e-01 -1.77284177e-01 -2.78884345e-01
-4.77059798e-01 -8.41443562e-02 -1.48296011e-02 1.14678854e-02
-2.89539917e-02 2.76459481e-02 -1.56022776e-01 -1.72768036e-01
-2.11882614e-01]
[ -7.05823641e-02 -5.10241199e-04 -2.43377179e-01 -2.56256757e-01
1.35017477e-01 -1.62135241e-01 -1.45405150e-01 4.67491780e-02
3.17004240e-02 -1.04002036e-02 -1.93434866e-01 -7.07599883e-02
7.60869060e-02]
[ 2.83169936e-02 -1.53535909e-01 -1.53895266e-01 -3.54739015e-02
-1.15461165e-01 -1.06484325e-01 5.36669356e-02 -1.97394980e-01
-5.68168863e-02 -7.56171797e-02 -2.14908731e-03 -1.54104191e-01
1.57822207e-02]
[ -2.83552759e-01 -1.45545056e-01 -6.98597045e-02 -9.44610872e-02
-3.05706445e-01 -2.71374699e-01 -3.72719851e-01 4.70322291e-02
-3.03879829e-01 -2.22913721e-01 1.70193048e-01 9.56818684e-02
2.64050381e-01]
[ -2.16681572e-01 -1.26555744e-01 -7.95500537e-02 -6.96899440e-02
-7.35073597e-02 -1.13794302e-01 -9.04625011e-02 2.76031490e-02
-1.39266163e-01 -2.19980076e-03 3.02047939e-02 -1.03639659e-01
-3.93116640e-02]
[ -1.55142083e-01 -4.30229303e-02 -2.25567630e-01 -3.30687358e-01
-1.25816608e-01 -1.98441689e-01 -2.66174848e-01 -1.23852246e-01
1.61073042e-01 -2.16978283e-01 -2.66586742e-01 -1.89593739e-01
-1.96177764e-01]
[ -3.63948777e-01 -9.54596201e-02 -1.38589401e-01 -2.35327146e-01
-7.43536825e-02 -3.09608560e-01 8.60275570e-02 -3.07903714e-02
-9.39413769e-02 1.22117437e-01 -9.27840191e-02 -1.73447568e-01
-1.20440030e-01]
[ -1.68753110e-01 -1.68882037e-01 -4.34395862e-02 -1.52805031e-01
-1.45759181e-01 -2.91720617e-01 -1.27442065e-01 -1.07300053e-01
-3.16733941e-01 2.79872061e-02 1.48592628e-01 6.56243364e-02
-2.91045661e-01]
[ -1.37967681e-01 -1.84918886e-01 -1.10453157e-01 -2.85833541e-01
8.61200907e-02 -1.69191183e-02 -2.31504205e-01 -1.49847189e-01
7.45016958e-02 -1.14676011e-01 -1.91984861e-01 -2.08973303e-01
-3.51511180e-01]
[ -4.25017032e-02 -3.41201624e-02 -1.46192696e-01 -4.17317805e-02
-2.28371738e-01 6.37264654e-02 -7.84585884e-02 -3.71170404e-02
-2.21486047e-01 -6.46603901e-02 -6.35441285e-02 -3.02347116e-01
-1.50624858e-01]
[ -7.21278465e-02 3.69796568e-02 -1.29703275e-01 -2.84459121e-01
1.27560110e-01 2.13876358e-02 -2.38875660e-01 -1.94564983e-01
1.05270006e-01 -8.75588707e-02 -2.35589525e-01 -1.31110803e-01
-2.82434139e-01]
[ 7.94597142e-02 -2.96044179e-01 -8.58610699e-02 -3.70035382e-01
-2.00284489e-01 -8.69346456e-02 -6.50324483e-03 2.51598538e-02
-5.32870513e-02 2.04548012e-01 -4.00247965e-01 -2.75824007e-01
1.87435335e-01]
[ -2.21297321e-01 -2.35516069e-01 -1.31728712e-01 -2.23011247e-01
-2.84196080e-01 -9.08773397e-02 1.18007642e-01 -3.37390000e-02
2.26028240e-01 -2.72405153e-02 -2.75141003e-01 -4.83465861e-01
3.61467657e-01]
[ -1.48051660e-02 -1.65203575e-01 1.66762995e-02 -1.92878573e-01
-1.39686456e-01 1.69161528e-01 6.70047183e-02 1.17900857e-01
-1.13687135e-01 1.12526841e-01 -2.82179299e-02 -4.12613789e-01
3.38819561e-01]
[ -2.78423070e-05 -1.69431919e-02 -1.28691340e-01 -6.79690432e-03
-1.46909636e-01 -4.41831702e-02 1.48483085e-01 3.33835214e-02
1.44024369e-01 2.29310427e-01 -3.15586329e-01 -2.68034874e-01
3.47713505e-01]
[ -8.48884294e-02 -2.57434911e-01 5.40312038e-02 -2.75868164e-01
-1.18142752e-01 1.19970476e-01 2.21838424e-01 7.87133690e-03
-1.50756415e-01 5.09326874e-02 -4.19452645e-01 -3.43600444e-01
4.63432312e-01]
[ 1.15720893e-01 -5.31900113e-02 6.97569110e-03 -5.13906779e-02
-4.19838135e-02 -1.50933347e-02 8.46098495e-02 1.74869590e-01
2.54435645e-01 1.00525453e-01 -3.90075781e-01 -1.68197508e-01
1.36506942e-01]
[ -1.35103525e-02 -1.03749155e-01 1.14545526e-02 8.95815251e-02
-5.89353417e-02 -2.82590589e-01 -5.69517789e-02 1.77912697e-01
-9.36816577e-02 -2.72672233e-02 -1.39057116e-01 -3.18008188e-01
5.19737662e-02]
[ 8.17212837e-02 1.11283290e-01 1.55236561e-03 2.33784988e-02
-9.52782364e-02 -5.95280070e-02 -1.57492793e-01 -1.68017794e-01
-2.47584047e-01 -1.38585955e-01 -2.06769427e-01 1.41931121e-01
-3.33858707e-02]
[ 5.11596013e-02 -1.15723111e-01 1.52503073e-01 4.08047463e-02
2.04540306e-01 7.40265555e-03 -2.93473944e-01 -2.70321364e-01
-1.48492580e-03 -4.36938423e-01 1.14760447e-02 4.72944749e-01
-1.90486647e-01]
[ 3.79509288e-02 8.17346937e-02 -2.10209153e-01 3.05085788e-02
2.96406356e-02 -2.46643182e-04 -1.40235192e-01 -3.13012285e-01
-2.78951313e-01 -1.58492582e-01 -4.71837889e-02 -8.09038727e-03
-1.56113182e-01]
[ -5.42652483e-02 -2.12164263e-01 6.66936047e-02 1.08082332e-01
-1.27499850e-01 -1.33906754e-01 5.19651450e-02 1.16089903e-02
9.53179370e-02 -3.42914952e-01 -2.75998162e-01 -2.05046293e-01
3.56261901e-02]
[ 1.80516669e-02 -2.68742379e-01 6.39787521e-02 -2.01702639e-01
-1.85296107e-01 -2.30618319e-01 -2.44842761e-01 9.44393025e-02
9.86990694e-03 1.71681968e-01 -1.32209271e-01 6.09933522e-02
-4.17496957e-02]
[ 1.77157191e-01 4.35950037e-02 -9.98882303e-02 -2.04387469e-01
-6.26636173e-02 -1.01340066e-01 -1.56767666e-01 1.05717885e-01
-1.71288108e-01 -1.67146721e-01 -1.87280450e-01 -1.77974739e-02
-5.42418357e-02]
[ -1.68689571e-01 -1.93501353e-01 -1.02870578e-01 -1.89444963e-01
-6.16207408e-02 2.72526539e-02 -1.54049966e-01 -9.98246821e-02
-1.13776605e-01 8.90881920e-02 -2.26481359e-01 -1.20039282e-01
-1.73692002e-01]
[ -3.13163344e-02 -2.19856566e-01 -1.52167738e-01 -1.87384059e-01
-5.64707621e-02 4.45054096e-02 -1.17406828e-03 6.50539369e-02
-1.97312447e-01 -1.87481137e-01 -5.49063583e-02 -2.28136218e-01
2.62851320e-03]
[ 1.19006904e-01 5.66589842e-02 1.15985916e-03 -1.63822057e-01
-3.38365016e-01 8.23198082e-03 -9.67360446e-02 -1.63557575e-01
-2.83540673e-01 1.59458646e-01 -1.45902082e-01 -2.38297196e-01
4.13950018e-02]
[ -6.16288034e-02 -1.73436516e-02 -2.81006730e-01 -2.39417402e-02
5.66100651e-02 1.56179849e-01 -2.03349288e-01 -1.34234361e-01
-3.42863778e-02 -1.60783348e-02 1.05951830e-01 2.70722974e-01
2.53024001e-02]
[ 1.10431506e-01 2.93253074e-01 -1.95262657e-01 4.36290568e-01
5.75023885e-02 -1.99646786e-03 -1.41528986e-01 -2.92220148e-01
-1.72569414e-01 -3.22302416e-01 3.94063652e-01 5.23095108e-01
-3.43546499e-01]
[ -2.55911973e-02 1.30069267e-01 5.66042589e-02 1.40105863e-02
-5.70505415e-02 -6.99462931e-02 -1.52866463e-01 -2.55680390e-01
-1.81005668e-01 -1.69662314e-01 1.60974994e-01 5.05965598e-01
-2.64415339e-01]
[ -4.83785674e-02 -1.31002972e-01 -1.58635159e-01 2.22113813e-01
-1.78306840e-01 2.33866069e-01 -5.62481405e-02 -2.35819000e-01
-2.19426514e-01 -4.84265033e-01 9.53271324e-02 1.57061219e-01
-1.84948753e-01]
[ 8.04065566e-02 -3.83015941e-01 -5.10274924e-02 -4.85204615e-02
-1.11525511e-01 2.00799655e-01 1.06261394e-01 1.81983764e-01
-1.32991672e-01 -3.38588970e-02 -9.01593807e-02 2.11343701e-01
-1.21947860e-01]
[ 2.04523493e-01 -2.90304952e-01 -1.22727742e-01 -9.18699146e-02
-2.05419709e-01 1.22586547e-01 3.71385642e-02 -1.52036351e-01
-2.12738934e-02 -1.21725122e-01 -1.30695394e-01 -2.08365411e-01
-5.22603007e-02]
[ -1.35174189e-01 -7.68716655e-02 3.77898584e-02 -2.45007803e-01
-5.24340179e-02 -1.40810150e-01 5.23910828e-02 -2.70129668e-02
-6.62870676e-02 -2.22693114e-02 -2.86711181e-01 -3.52159975e-01
-3.20037756e-02]
[ -1.43737318e-01 -1.09128153e-01 -7.63554319e-02 -1.82721452e-01
-3.22033847e-01 -2.87128618e-01 6.14166372e-02 3.35320974e-03
-4.56907970e-02 -1.23051358e-02 -9.96570573e-02 -3.57605198e-01
-1.77958604e-01]
[ -1.67555796e-01 -2.17903419e-01 -2.97509493e-01 -2.65055661e-01
-2.62979089e-01 -2.06402172e-01 -3.38640257e-01 1.42797792e-01
-5.00470262e-02 -2.74195479e-01 -2.59497420e-01 -1.70805178e-01
-1.98587778e-01]
[ -1.05588886e-01 1.06712062e-01 2.52847599e-02 -5.27413232e-02
-2.23372008e-01 -1.68406550e-01 -8.57210932e-02 -2.38308615e-02
-7.68525249e-02 -2.31468221e-01 -2.10240954e-01 -2.54899062e-01
-1.57147684e-01]
[ -3.47767376e-01 -1.36274089e-01 -2.69449851e-01 6.82944025e-02
-2.12138579e-01 -2.26091599e-01 -6.40600752e-02 -1.76441668e-01
5.05691732e-02 -1.02210156e-01 5.61968633e-03 -3.61119252e-01
-7.00216627e-02]
[ -1.22094754e-01 -4.41235556e-02 -2.55685094e-01 -3.65132937e-02
-2.23125581e-01 -2.76179708e-01 -3.85447770e-01 -9.25305309e-02
1.23295119e-02 -3.13523518e-01 -3.05132390e-01 -4.34698700e-01
-1.07152325e-01]
[ -2.12553878e-01 -5.41392156e-01 -3.30966746e-01 -4.07340257e-01
-3.35505103e-01 -2.25888831e-01 -7.96071715e-03 -3.38877964e-01
1.05232888e-01 -2.84824841e-01 -2.48560345e-01 -9.24872146e-02
-1.42067414e-01]
[ -2.14373508e-01 -2.94227071e-01 -3.14121587e-01 -1.42388830e-01
-9.08209436e-02 -1.46506616e-01 -1.51400192e-01 -7.52377001e-02
-2.34410821e-01 -5.52768509e-01 -2.34355887e-01 -3.34988780e-02
-8.56627642e-02]
[ -1.23431530e-01 3.02780327e-02 -2.38394337e-01 -3.51120170e-01
-2.26528482e-01 -2.57566678e-01 -7.17136947e-02 -2.59933856e-01
1.42105273e-02 2.39134902e-02 -3.13490981e-01 -7.27488168e-02
-1.92202889e-01]]
Progress: 4.1% ... Training loss: 0.491 ... Validation loss: 0.844[[-0.11753107]
[ 0.27875974]
[-0.09375651]
[ 0.50185757]
[ 0.28753684]
[-0.01311708]
[-0.64156232]
[-0.74926959]
[-0.57087019]
[-0.76876668]
[ 0.65621348]
[ 1.52870632]
[-0.96893086]]
[[ -5.36890169e-01 -5.58612541e-01 -5.77680710e-01 -3.01694394e-01
-3.56272686e-01 -5.83746111e-01 -6.63161285e-01 -6.33038051e-01
-7.70236714e-01 -7.14625185e-01 -2.57698002e-01 2.17477822e-01
-7.37665679e-01]
[ 5.22540525e-03 -1.39472464e-01 5.12484606e-02 -1.85881062e-02
-4.37843768e-02 5.90727271e-02 -1.18472958e-01 2.34032860e-01
-1.18324775e-01 -1.61823099e-01 -3.75887179e-02 -2.56787033e-03
9.48695646e-02]
[ -2.07669390e-01 1.69393809e-01 -3.34589040e-02 1.57526610e-01
1.57551291e-01 -1.08965879e-01 -1.24750546e-01 -2.94048077e-01
-2.99462571e-02 -3.13311543e-01 2.68810904e-01 7.86661593e-01
-1.22039095e-01]
[ 1.90269093e-01 -3.32676840e-01 -2.43822343e-01 -1.41079478e-01
-3.88934018e-01 -5.82882775e-03 1.21099350e-01 -8.12577699e-02
2.76412080e-01 -1.06219839e-01 -2.97991228e-01 -7.26848829e-01
5.58931949e-02]
[ 1.02784943e-01 9.50329352e-02 8.47603348e-02 1.76766489e-01
3.09998478e-02 7.56203763e-02 -1.32619320e-02 8.31497267e-02
1.94888366e-02 1.31651266e-01 2.32954188e-01 1.35633383e-01
2.59930181e-01]
[ -4.77422053e-01 -5.66056718e-01 -6.06679405e-01 -5.37686805e-01
-5.66987275e-01 -5.60837747e-01 -2.77010717e-01 -2.04226600e-01
-3.84685892e-01 -2.74808755e-01 -3.88071726e-01 -5.34210083e-01
-2.37284766e-01]
[ -4.14822588e-01 -5.72502694e-01 -3.22451833e-01 -3.63050442e-01
-4.05517906e-01 -5.56720153e-01 -4.91781867e-01 -5.24413814e-01
-3.33403641e-01 -2.71260802e-01 -4.82560942e-01 -2.33679440e-01
-3.10637044e-01]
[ -3.15012342e-01 -3.80783054e-01 -4.51131084e-01 -3.24091018e-01
-3.26896672e-01 -4.10488887e-01 -2.22853126e-01 -1.61316544e-01
-2.71243521e-01 -4.07678539e-01 -3.16431669e-01 -4.90471420e-01
-2.57750380e-01]
[ -4.72737572e-01 -3.49424149e-01 -3.76903378e-01 -1.29421794e-01
-3.32351294e-01 -2.11352298e-01 -2.14742019e-01 -4.78169155e-01
-3.54240051e-01 -5.09131690e-01 -1.14910127e-01 4.81830432e-03
-3.35945000e-01]
[ -9.41336993e-01 -9.67278915e-01 -9.61682825e-01 -9.09928175e-01
-1.03862247e+00 -9.73423625e-01 -7.28299617e-01 -7.20339148e-01
-8.09417824e-01 -6.06716818e-01 -9.73951168e-01 -7.58977793e-01
-4.85897679e-01]
[ -4.95921324e-01 -2.64846473e-01 -4.59946281e-01 -3.13779563e-01
-3.56149928e-01 -3.52872384e-01 -5.35329566e-01 -5.74015208e-01
-6.02643188e-01 -1.75274858e-01 -4.00631091e-01 -5.34104306e-01
-4.54772468e-01]
[ -1.21069192e-01 6.06564420e-02 -3.41254000e-01 -2.88572931e-01
-6.69714311e-02 -6.96406703e-02 -1.97356079e-01 -3.13191246e-01
-1.89122659e-01 8.08053128e-02 -2.11057058e-01 -1.31484059e-01
-3.16743778e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58453152e-01 -9.82980637e-02 1.62198331e-01 -2.23354628e-01
-1.18349070e-01 1.14594511e-01 -1.35513377e-01 -2.22774875e-02
-8.54644977e-02 3.77227157e-02 -8.82044232e-02 -1.69058119e-01
5.71108772e-02]
[ -7.93457540e-02 -2.57284039e-01 -1.77232129e-01 -2.79050347e-01
-4.77205032e-01 -8.41431177e-02 -1.43052673e-02 1.20334092e-02
-2.86935482e-02 2.83667771e-02 -1.56707549e-01 -1.75247043e-01
-2.10801952e-01]
[ -7.10679096e-02 4.52571562e-04 -2.43575482e-01 -2.54583531e-01
1.36089432e-01 -1.62162101e-01 -1.47781863e-01 4.30609035e-02
2.92647701e-02 -1.42829167e-02 -1.91153407e-01 -6.60508113e-02
7.18280963e-02]
[ 2.86096121e-02 -1.54102020e-01 -1.53675458e-01 -3.69640696e-02
-1.16285317e-01 -1.06468364e-01 5.55426078e-02 -1.95068112e-01
-5.54117137e-02 -7.32182768e-02 -3.67402101e-03 -1.59849770e-01
1.96820633e-02]
[ -2.83319098e-01 -1.45990142e-01 -6.96641329e-02 -9.55853937e-02
-3.06112701e-01 -2.71363627e-01 -3.71021192e-01 4.91627248e-02
-3.02666095e-01 -2.20559846e-01 1.68583797e-01 9.22732918e-02
2.69658766e-01]
[ -2.16255392e-01 -1.27709797e-01 -7.92306452e-02 -7.18857905e-02
-7.48251905e-02 -1.13770426e-01 -8.77025412e-02 3.15341292e-02
-1.36438795e-01 1.44876638e-03 2.70852790e-02 -1.13339939e-01
-3.32116889e-02]
[ -1.54783645e-01 -4.50102407e-02 -2.25208925e-01 -3.33253697e-01
-1.27911799e-01 -1.98415242e-01 -2.62653290e-01 -1.19462251e-01
1.64437914e-01 -2.13460338e-01 -2.70455650e-01 -2.01421782e-01
-1.90105390e-01]
[ -3.63996266e-01 -9.53553232e-02 -1.38615380e-01 -2.35387229e-01
-7.42597594e-02 -3.09613610e-01 8.61765776e-02 -3.05733043e-02
-9.38257538e-02 1.22173414e-01 -9.26667867e-02 -1.74959860e-01
-1.20103868e-01]
[ -1.68402576e-01 -1.69750721e-01 -4.32006635e-02 -1.54972490e-01
-1.46711958e-01 -2.91699730e-01 -1.24461185e-01 -1.04554718e-01
-3.14685031e-01 3.09275156e-02 1.45105755e-01 5.74934247e-02
-2.86888824e-01]
[ -1.38161768e-01 -1.84140345e-01 -1.10595730e-01 -2.84646580e-01
8.67719174e-02 -1.69334163e-02 -2.32740268e-01 -1.51151818e-01
7.33422509e-02 -1.16127423e-01 -1.90419938e-01 -2.04381047e-01
-3.52897737e-01]
[ -4.26164794e-02 -3.41229497e-02 -1.46210535e-01 -4.14502081e-02
-2.28205746e-01 6.37207180e-02 -7.88274942e-02 -3.72879941e-02
-2.22009050e-01 -6.46487418e-02 -6.34315088e-02 -3.03264200e-01
-1.51023493e-01]
[ -7.20748862e-02 3.69736343e-02 -1.29702913e-01 -2.84528758e-01
1.27542526e-01 2.13897104e-02 -2.38620867e-01 -1.94520754e-01
1.05576518e-01 -8.74165632e-02 -2.35647328e-01 -1.30648690e-01
-2.82193577e-01]
[ 7.98191456e-02 -2.96764202e-01 -8.56799898e-02 -3.71525123e-01
-2.01011752e-01 -8.69181930e-02 -4.20312178e-03 2.78399921e-02
-5.11016545e-02 2.07173057e-01 -4.02173321e-01 -2.82414759e-01
1.91823413e-01]
[ -2.21179931e-01 -2.35784507e-01 -1.31653861e-01 -2.23671501e-01
-2.84473567e-01 -9.08706895e-02 1.19002068e-01 -3.28179349e-02
2.27182846e-01 -2.62559038e-02 -2.75942098e-01 -4.85751678e-01
3.63504934e-01]
[ -1.45420779e-02 -1.65783773e-01 1.68724472e-02 -1.94488821e-01
-1.40374180e-01 1.69177922e-01 6.92632976e-02 1.20187087e-01
-1.12040976e-01 1.15315045e-01 -3.07248165e-02 -4.18781218e-01
3.42961325e-01]
[ 4.12122924e-04 -1.80182796e-02 -1.28446672e-01 -9.07072284e-03
-1.47907270e-01 -4.41604219e-02 1.51551811e-01 3.71364659e-02
1.47154157e-01 2.33082668e-01 -3.17865824e-01 -2.74675030e-01
3.53987323e-01]
[ -8.43506156e-02 -2.58624515e-01 5.43918033e-02 -2.78675144e-01
-1.19634433e-01 1.20002531e-01 2.25912729e-01 1.21505977e-02
-1.47292154e-01 5.44987351e-02 -4.22891632e-01 -3.58819198e-01
4.71930629e-01]
[ 1.15863561e-01 -5.33755359e-02 7.05066089e-03 -5.20888203e-02
-4.22917049e-02 -1.50872022e-02 8.56694562e-02 1.75991652e-01
2.55358911e-01 1.01567468e-01 -3.90805484e-01 -1.71366848e-01
1.38342252e-01]
[ -1.34161170e-02 -1.03914256e-01 1.15040116e-02 8.92534958e-02
-5.91044262e-02 -2.82586389e-01 -5.63070408e-02 1.78740425e-01
-9.31580550e-02 -2.64825317e-02 -1.39400524e-01 -3.18701347e-01
5.30059894e-02]
[ 8.14818623e-02 1.11869286e-01 1.44403344e-03 2.46184760e-02
-9.48115165e-02 -5.95386731e-02 -1.58800076e-01 -1.69642839e-01
-2.48963004e-01 -1.40034909e-01 -2.05483364e-01 1.46435637e-01
-3.56241954e-02]
[ 5.07011565e-02 -1.14924642e-01 1.52234710e-01 4.28074929e-02
2.05555195e-01 7.37308050e-03 -2.95853315e-01 -2.72831915e-01
-3.84558885e-03 -4.39320514e-01 1.39709472e-02 4.77733251e-01
-1.94539194e-01]
[ 3.79095450e-02 8.16948558e-02 -2.10203817e-01 3.05827991e-02
2.96057259e-02 -2.47949468e-04 -1.40517145e-01 -3.13263692e-01
-2.79216974e-01 -1.58871874e-01 -4.71755100e-02 -9.32591737e-03
-1.56836300e-01]
[ -5.42268374e-02 -2.12399225e-01 6.67393202e-02 1.07706754e-01
-1.27743855e-01 -1.33904063e-01 5.22521920e-02 1.21117977e-02
9.56970130e-02 -3.42662987e-01 -2.76503480e-01 -2.06491286e-01
3.61958251e-02]
[ 1.83032479e-02 -2.69692260e-01 6.42349724e-02 -2.03890504e-01
-1.86560783e-01 -2.30603424e-01 -2.43273648e-01 9.65173702e-02
1.14485333e-02 1.73969586e-01 -1.35687172e-01 5.23672090e-02
-3.84982892e-02]
[ 1.77277320e-01 4.31324106e-02 -9.97962991e-02 -2.05298231e-01
-6.32852228e-02 -1.01331477e-01 -1.56018035e-01 1.06256024e-01
-1.70680260e-01 -1.66370801e-01 -1.88593806e-01 -2.07248264e-02
-5.34248144e-02]
[ -1.69109219e-01 -1.92901247e-01 -1.03057240e-01 -1.88054213e-01
-6.07514835e-02 2.72288569e-02 -1.55752028e-01 -1.03301131e-01
-1.15558363e-01 8.55342459e-02 -2.24821559e-01 -1.14836615e-01
-1.76795292e-01]
[ -3.11540679e-02 -2.20916555e-01 -1.51987537e-01 -1.89016089e-01
-5.75961325e-02 4.45184838e-02 -5.82652883e-05 6.66441260e-02
-1.96339053e-01 -1.86103037e-01 -5.75005291e-02 -2.32480162e-01
4.71844264e-03]
[ 1.19010547e-01 5.65298036e-02 1.21368528e-03 -1.64343799e-01
-3.38348320e-01 8.23512045e-03 -9.64971646e-02 -1.63924790e-01
-2.83420265e-01 1.59522311e-01 -1.46650243e-01 -2.38017482e-01
4.18850999e-02]
[ -6.16805496e-02 -1.70148998e-02 -2.81061145e-01 -2.35009010e-02
5.69470354e-02 1.56174761e-01 -2.03758888e-01 -1.34543278e-01
-3.47622334e-02 -1.66749548e-02 1.06674110e-01 2.72630254e-01
2.47072666e-02]
[ 1.10129684e-01 2.94709184e-01 -1.95505249e-01 4.38982858e-01
5.89087591e-02 -2.01773460e-03 -1.43444208e-01 -2.94303885e-01
-1.74375148e-01 -3.24194534e-01 3.97743398e-01 5.30257842e-01
-3.46192890e-01]
[ -2.58200842e-02 1.30661449e-01 5.64656699e-02 1.58437992e-02
-5.63116745e-02 -6.99593479e-02 -1.54662438e-01 -2.56644250e-01
-1.82934110e-01 -1.70897686e-01 1.63301482e-01 5.13080868e-01
-2.66670483e-01]
[ -4.83400272e-02 -1.31135932e-01 -1.58606211e-01 2.21957676e-01
-1.78449525e-01 2.33868958e-01 -5.61379086e-02 -2.35463387e-01
-2.19444198e-01 -4.83994980e-01 9.51209789e-02 1.56700546e-01
-1.84764698e-01]
[ 8.02736203e-02 -3.82811624e-01 -5.10756884e-02 -4.80723976e-02
-1.11347845e-01 2.00792934e-01 1.05539252e-01 1.81281216e-01
-1.33841496e-01 -3.45591335e-02 -8.97320710e-02 2.12871754e-01
-1.22846333e-01]
[ 2.04443408e-01 -2.90206751e-01 -1.22738665e-01 -9.15666673e-02
-2.05416349e-01 1.22584370e-01 3.68338753e-02 -1.52176601e-01
-2.17143491e-02 -1.21905866e-01 -1.30525701e-01 -2.09026861e-01
-5.28897180e-02]
[ -1.35126599e-01 -7.69899289e-02 3.78276398e-02 -2.45191344e-01
-5.25477277e-02 -1.40807386e-01 5.27401689e-02 -2.63253928e-02
-6.60650541e-02 -2.16125386e-02 -2.87015368e-01 -3.53088094e-01
-3.13482471e-02]
[ -1.43473840e-01 -1.09961283e-01 -7.61779653e-02 -1.84184339e-01
-3.22696905e-01 -2.87116570e-01 6.33691848e-02 5.74496751e-03
-4.38681921e-02 -1.03409991e-02 -1.01749295e-01 -3.63384740e-01
-1.75259703e-01]
[ -1.67982031e-01 -2.16947320e-01 -2.97710457e-01 -2.63528762e-01
-2.62085650e-01 -2.06425954e-01 -3.39834874e-01 1.39785147e-01
-5.15350792e-02 -2.78557454e-01 -2.57353884e-01 -1.67808351e-01
-2.01903005e-01]
[ -1.05303594e-01 1.05828568e-01 2.55025270e-02 -5.42951948e-02
-2.24009558e-01 -1.68394012e-01 -8.36825699e-02 -2.12300111e-02
-7.51231992e-02 -2.28812955e-01 -2.12087339e-01 -2.61165145e-01
-1.52556049e-01]
[ -3.47514213e-01 -1.37295536e-01 -2.69199397e-01 6.64186769e-02
-2.13264109e-01 -2.26071298e-01 -6.15839272e-02 -1.73729507e-01
5.24627153e-02 -9.89374731e-02 2.44927951e-03 -3.66095102e-01
-6.55099216e-02]
[ -1.22069321e-01 -4.45701031e-02 -2.55567701e-01 -3.75406359e-02
-2.23643528e-01 -2.76175729e-01 -3.84970419e-01 -9.15593745e-02
1.28009016e-02 -3.12374337e-01 -3.06643585e-01 -4.38397758e-01
-1.04757873e-01]
[ -2.12401919e-01 -5.41528012e-01 -3.30837737e-01 -4.08127975e-01
-3.35801270e-01 -2.25880537e-01 -6.35916277e-03 -3.37068402e-01
1.06241357e-01 -2.82710704e-01 -2.50154341e-01 -9.88067710e-02
-1.38514978e-01]
[ -2.14029487e-01 -2.95073751e-01 -3.13860342e-01 -1.44135467e-01
-9.20123465e-02 -1.46489412e-01 -1.48704197e-01 -7.12075123e-02
-2.32164515e-01 -5.49544692e-01 -2.36466870e-01 -4.33705221e-02
-7.92615653e-02]
[ -1.23139309e-01 2.91753155e-02 -2.38168111e-01 -3.52528181e-01
-2.27491314e-01 -2.57554140e-01 -6.98541027e-02 -2.57461530e-01
1.57755635e-02 2.67020936e-02 -3.15893401e-01 -7.91978676e-02
-1.88517603e-01]]
Progress: 4.2% ... Training loss: 0.489 ... Validation loss: 0.871[[-0.11143671]
[ 0.28692091]
[-0.09125535]
[ 0.50726855]
[ 0.29045802]
[-0.00924297]
[-0.64092286]
[-0.75305879]
[-0.57095009]
[-0.76532145]
[ 0.66585384]
[ 1.55652036]
[-0.9752709 ]]
[[ -5.36669804e-01 -5.57613801e-01 -5.77611962e-01 -3.01297592e-01
-3.55534136e-01 -5.83716728e-01 -6.60388689e-01 -6.29223676e-01
-7.67623166e-01 -7.12356501e-01 -2.54934271e-01 2.25034990e-01
-7.30005486e-01]
[ 5.33247350e-03 -1.39762809e-01 5.13703640e-02 -1.92582053e-02
-4.41261298e-02 5.90875541e-02 -1.17742993e-01 2.35249609e-01
-1.17871624e-01 -1.60836611e-01 -3.85299799e-02 -5.23118059e-03
9.64227452e-02]
[ -2.06710334e-01 1.67697078e-01 -3.25365465e-02 1.53240796e-01
1.54655515e-01 -1.08846228e-01 -1.18305694e-01 -2.86660165e-01
-2.25452587e-02 -3.08386884e-01 2.65674870e-01 7.83259286e-01
-1.09882047e-01]
[ 1.90030146e-01 -3.34198222e-01 -2.43700715e-01 -1.42434355e-01
-3.90336188e-01 -5.85045974e-03 1.21948297e-01 -8.33433302e-02
2.76334958e-01 -1.05586666e-01 -3.01881003e-01 -7.43078026e-01
5.54859141e-02]
[ 1.02899113e-01 9.54385332e-02 8.46308393e-02 1.77310982e-01
3.02471550e-02 7.56684811e-02 -1.02485761e-02 8.46457363e-02
2.06791145e-02 1.31966056e-01 2.34708523e-01 1.35759961e-01
2.56314308e-01]
[ -4.77846796e-01 -5.65218493e-01 -6.06893191e-01 -5.36412779e-01
-5.65949311e-01 -5.60874821e-01 -2.79094232e-01 -2.05480469e-01
-3.87428437e-01 -2.76200561e-01 -3.86339300e-01 -5.28533035e-01
-2.39494279e-01]
[ -4.14747521e-01 -5.72123265e-01 -3.22434213e-01 -3.62269440e-01
-4.05576084e-01 -5.56707898e-01 -4.89708065e-01 -5.22626940e-01
-3.31762494e-01 -2.70422246e-01 -4.81157150e-01 -2.35567076e-01
-3.07452427e-01]
[ -3.14912621e-01 -3.80382392e-01 -4.51051721e-01 -3.24383613e-01
-3.27058084e-01 -4.10478630e-01 -2.21865972e-01 -1.59191604e-01
-2.69278761e-01 -4.08127392e-01 -3.15190043e-01 -4.85644144e-01
-2.53635548e-01]
[ -4.72970486e-01 -3.49235961e-01 -3.76990969e-01 -1.28978061e-01
-3.32131276e-01 -2.11374466e-01 -2.16008932e-01 -4.79152066e-01
-3.55126373e-01 -5.09973792e-01 -1.14370329e-01 7.08878768e-03
-3.37153728e-01]
[ -9.41584224e-01 -9.65314352e-01 -9.61912429e-01 -9.07426161e-01
-1.03709092e+00 -9.73456658e-01 -7.29359986e-01 -7.18693186e-01
-8.09339529e-01 -6.08584083e-01 -9.68010563e-01 -7.49163201e-01
-4.82774689e-01]
[ -4.96393170e-01 -2.64589359e-01 -4.60062838e-01 -3.13123020e-01
-3.56072059e-01 -3.52903199e-01 -5.36072128e-01 -5.75426960e-01
-6.04057822e-01 -1.76749825e-01 -4.00392949e-01 -5.30626871e-01
-4.56421338e-01]
[ -1.20832984e-01 6.02412695e-02 -3.41112233e-01 -2.89525323e-01
-6.75424591e-02 -6.96135527e-02 -1.95842621e-01 -3.11750421e-01
-1.87809281e-01 8.23033411e-02 -2.12318162e-01 -1.33888913e-01
-3.14336691e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58519048e-01 -9.80936194e-02 1.62150252e-01 -2.23047823e-01
-1.18212694e-01 1.14585555e-01 -1.35984802e-01 -2.26326692e-02
-8.59609541e-02 3.70703799e-02 -8.77747364e-02 -1.68251192e-01
5.63700345e-02]
[ -7.92301288e-02 -2.57700789e-01 -1.77136720e-01 -2.79867939e-01
-4.77562897e-01 -8.41307875e-02 -1.33993989e-02 1.35906475e-02
-2.81198644e-02 3.01612615e-02 -1.58049640e-01 -1.79807479e-01
-2.08862049e-01]
[ -7.14689852e-02 1.79150154e-03 -2.43890387e-01 -2.52342584e-01
1.37473665e-01 -1.62195117e-01 -1.49675166e-01 4.07930510e-02
2.73063429e-02 -1.64841665e-02 -1.87539187e-01 -5.50749466e-02
6.84787106e-02]
[ 2.86933120e-02 -1.54181087e-01 -1.53634530e-01 -3.70833517e-02
-1.16266047e-01 -1.06460507e-01 5.58392076e-02 -1.94690074e-01
-5.50266426e-02 -7.29097757e-02 -3.59669025e-03 -1.59421539e-01
2.05668977e-02]
[ -2.83547271e-01 -1.45182337e-01 -6.98240516e-02 -9.38782841e-02
-3.05570134e-01 -2.71381818e-01 -3.70885846e-01 4.88457616e-02
-3.03203433e-01 -2.21341257e-01 1.70498243e-01 9.41773195e-02
2.69593969e-01]
[ -2.15538198e-01 -1.30399926e-01 -7.84426589e-02 -7.75650143e-02
-7.81260958e-02 -1.13679412e-01 -8.25675573e-02 3.83183578e-02
-1.32169312e-01 6.43098798e-03 1.94718524e-02 -1.33814833e-01
-2.32145908e-02]
[ -1.54670102e-01 -4.50176294e-02 -2.25166734e-01 -3.33141498e-01
-1.27802933e-01 -1.98415262e-01 -2.61756457e-01 -1.18605223e-01
1.65409395e-01 -2.12823872e-01 -2.70070990e-01 -2.00862066e-01
-1.87712387e-01]
[ -3.64083337e-01 -9.44154221e-02 -1.38793595e-01 -2.33883948e-01
-7.34507130e-02 -3.09631384e-01 8.46713645e-02 -3.14652645e-02
-9.42107917e-02 1.20410117e-01 -9.00183835e-02 -1.67168132e-01
-1.21874381e-01]
[ -1.68801963e-01 -1.68378494e-01 -4.35179214e-02 -1.52698680e-01
-1.45472207e-01 -2.91736563e-01 -1.26525804e-01 -1.07117759e-01
-3.16134853e-01 2.82232840e-02 1.49066795e-01 6.80780848e-02
-2.90606085e-01]
[ -1.38210793e-01 -1.84017591e-01 -1.10623135e-01 -2.84478085e-01
8.69142900e-02 -1.69372547e-02 -2.32892959e-01 -1.51418348e-01
7.34999206e-02 -1.15994673e-01 -1.89921580e-01 -2.01403442e-01
-3.53075384e-01]
[ -4.27872893e-02 -3.40244058e-02 -1.46254579e-01 -4.11191681e-02
-2.28156944e-01 6.37047013e-02 -7.97487552e-02 -3.78276961e-02
-2.22924816e-01 -6.54087415e-02 -6.33873793e-02 -3.04299591e-01
-1.51786006e-01]
[ -7.21863811e-02 3.70888670e-02 -1.29783997e-01 -2.84350181e-01
1.27808405e-01 2.13764225e-02 -2.39271457e-01 -1.95221019e-01
1.04939016e-01 -8.82526665e-02 -2.35346441e-01 -1.29719557e-01
-2.82944246e-01]
[ 7.98476408e-02 -2.96809399e-01 -8.56649237e-02 -3.71602236e-01
-2.01069998e-01 -8.69156162e-02 -4.02458072e-03 2.81051784e-02
-5.09560312e-02 2.07426158e-01 -4.02277184e-01 -2.82704927e-01
1.92203042e-01]
[ -2.21067161e-01 -2.36113278e-01 -1.31543288e-01 -2.24569920e-01
-2.84909038e-01 -9.08538286e-02 1.20212034e-01 -3.19946286e-02
2.28505098e-01 -2.51622977e-02 -2.77165303e-01 -4.88929371e-01
3.65612868e-01]
[ -1.43950720e-02 -1.66135627e-01 1.70043701e-02 -1.95361496e-01
-1.40795251e-01 1.69196226e-01 7.03686499e-02 1.21304298e-01
-1.11028172e-01 1.16499332e-01 -3.20918725e-02 -4.22985208e-01
3.45429949e-01]
[ 6.94766726e-04 -1.88265111e-02 -1.28247899e-01 -1.06372044e-02
-1.48650060e-01 -4.41315742e-02 1.53605832e-01 3.98563923e-02
1.49119913e-01 2.36016859e-01 -3.19738358e-01 -2.82315970e-01
3.58266830e-01]
[ -8.37216054e-02 -2.59917729e-01 5.48200741e-02 -2.81581858e-01
-1.21179428e-01 1.20069277e-01 2.29719524e-01 1.71052348e-02
-1.43918518e-01 5.87470905e-02 -4.26191309e-01 -3.70768964e-01
4.81480779e-01]
[ 1.16094337e-01 -5.38745658e-02 7.20259582e-03 -5.32354201e-02
-4.28557297e-02 -1.50661311e-02 8.72572898e-02 1.77875351e-01
2.57062314e-01 1.03229014e-01 -3.91966901e-01 -1.77030025e-01
1.40820089e-01]
[ -1.32836134e-02 -1.04170910e-01 1.16160525e-02 8.85845028e-02
-5.93893620e-02 -2.82576624e-01 -5.56410745e-02 1.80236170e-01
-9.25296365e-02 -2.55240096e-02 -1.40187887e-01 -3.21236189e-01
5.48089261e-02]
[ 8.07384431e-02 1.13455475e-01 9.48004979e-04 2.81884478e-02
-9.35300678e-02 -5.96072610e-02 -1.62020502e-01 -1.73534170e-01
-2.52276402e-01 -1.44579023e-01 -2.01723686e-01 1.56650936e-01
-4.30236588e-02]
[ 5.01673916e-02 -1.14220457e-01 1.51904572e-01 4.44979115e-02
2.06579486e-01 7.32224126e-03 -2.98612137e-01 -2.76089335e-01
-6.93569285e-03 -4.42682963e-01 1.60721761e-02 4.82368698e-01
-1.99626404e-01]
[ 3.76444068e-02 8.21781099e-02 -2.10318425e-01 3.16004091e-02
3.00629693e-02 -2.71178520e-04 -1.41972821e-01 -3.14857164e-01
-2.80495104e-01 -1.60476261e-01 -4.60824185e-02 -7.33813530e-03
-1.59093130e-01]
[ -5.39088014e-02 -2.13262944e-01 6.70256052e-02 1.05630499e-01
-1.28706345e-01 -1.33868840e-01 5.45681110e-02 1.48045356e-02
9.76187943e-02 -3.40808312e-01 -2.78845150e-01 -2.12469160e-01
3.99680203e-02]
[ 1.85092328e-02 -2.70742769e-01 6.45286592e-02 -2.05881864e-01
-1.87802453e-01 -2.30577731e-01 -2.41971597e-01 9.87757616e-02
1.27804571e-02 1.76023969e-01 -1.38537652e-01 4.61225280e-02
-3.56394114e-02]
[ 1.77268515e-01 4.31955817e-02 -9.97672637e-02 -2.05226924e-01
-6.34119950e-02 -1.01326454e-01 -1.55787215e-01 1.06654457e-01
-1.70495978e-01 -1.66393575e-01 -1.88057282e-01 -1.97847626e-02
-5.33006269e-02]
[ -1.69228651e-01 -1.92499094e-01 -1.03112707e-01 -1.87504039e-01
-6.02913223e-02 2.72128688e-02 -1.56223254e-01 -1.04156233e-01
-1.16405021e-01 8.50906293e-02 -2.24048156e-01 -1.11471170e-01
-1.77063386e-01]
[ -3.08926464e-02 -2.21934577e-01 -1.51708782e-01 -1.91091003e-01
-5.88234580e-02 4.45610830e-02 1.99675759e-03 6.90238275e-02
-1.94842676e-01 -1.83958356e-01 -6.06987598e-02 -2.40835482e-01
8.03493853e-03]
[ 1.18856276e-01 5.77469340e-02 9.58155842e-04 -1.62643616e-01
-3.37353624e-01 8.21323523e-03 -9.83649670e-02 -1.65915553e-01
-2.84503043e-01 1.56686053e-01 -1.43740820e-01 -2.29631725e-01
3.85513321e-02]
[ -6.17139932e-02 -1.69051283e-02 -2.81093253e-01 -2.31980718e-02
5.70788365e-02 1.56171463e-01 -2.03820879e-01 -1.34818366e-01
-3.49368094e-02 -1.69558222e-02 1.07288211e-01 2.74144441e-01
2.41186403e-02]
[ 1.09976076e-01 2.95524635e-01 -1.95646427e-01 4.40464352e-01
5.98369656e-02 -2.04003231e-03 -1.44708906e-01 -2.95438488e-01
-1.75418183e-01 -3.25169914e-01 3.99923811e-01 5.37100252e-01
-3.48056365e-01]
[ -2.64195294e-02 1.32899973e-01 5.58036183e-02 1.98014648e-02
-5.39966555e-02 -7.00257821e-02 -1.58260335e-01 -2.61311507e-01
-1.85640386e-01 -1.76175227e-01 1.69263323e-01 5.29323930e-01
-2.73114773e-01]
[ -4.85171956e-02 -1.30286363e-01 -1.58786175e-01 2.23907423e-01
-1.77464359e-01 2.33842588e-01 -5.76522813e-02 -2.37011650e-01
-2.20701465e-01 -4.85001554e-01 9.79924979e-02 1.66196027e-01
-1.87031470e-01]
[ 8.00365947e-02 -3.82331545e-01 -5.12457181e-02 -4.68524838e-02
-1.10709277e-01 2.00764012e-01 1.03733823e-01 1.79355450e-01
-1.35290433e-01 -3.61810930e-02 -8.80462183e-02 2.19826536e-01
-1.24993790e-01]
[ 2.04384100e-01 -2.90107936e-01 -1.22774576e-01 -9.13640990e-02
-2.05295353e-01 1.22577089e-01 3.64338764e-02 -1.52524223e-01
-2.20949448e-02 -1.22303622e-01 -1.30252843e-01 -2.08298415e-01
-5.34420317e-02]
[ -1.34979228e-01 -7.74473232e-02 3.79808009e-02 -2.45950308e-01
-5.30133567e-02 -1.40791623e-01 5.36039072e-02 -2.52708082e-02
-6.53244368e-02 -2.02878091e-02 -2.87951734e-01 -3.55654307e-01
-2.97294000e-02]
[ -1.43367899e-01 -1.10230477e-01 -7.60988518e-02 -1.84653565e-01
-3.22920689e-01 -2.87106642e-01 6.41220252e-02 6.86312917e-03
-4.30962729e-02 -9.52360481e-03 -1.02449722e-01 -3.65201063e-01
-1.73927416e-01]
[ -1.67850110e-01 -2.17190091e-01 -2.97613973e-01 -2.63954743e-01
-2.62269744e-01 -2.06422759e-01 -3.38704290e-01 1.41877155e-01
-5.06778359e-02 -2.77075598e-01 -2.57602183e-01 -1.71434507e-01
-1.99326709e-01]
[ -1.05348832e-01 1.05807883e-01 2.55176692e-02 -5.47770799e-02
-2.24168504e-01 -1.68393103e-01 -8.31415478e-02 -2.13907882e-02
-7.47511349e-02 -2.29403459e-01 -2.12363562e-01 -2.64619119e-01
-1.52857594e-01]
[ -3.47689065e-01 -1.36469869e-01 -2.69462673e-01 6.78511059e-02
-2.12670148e-01 -2.26078937e-01 -6.23160173e-02 -1.74813944e-01
5.18463762e-02 -1.00841074e-01 4.46415036e-03 -3.60473292e-01
-6.80957117e-02]
[ -1.22169749e-01 -4.42260919e-02 -2.55572263e-01 -3.65075827e-02
-2.23478196e-01 -2.76181680e-01 -3.84991878e-01 -9.15038761e-02
1.28404979e-02 -3.12063966e-01 -3.05555996e-01 -4.34918677e-01
-1.03923697e-01]
[ -2.12875581e-01 -5.40803987e-01 -3.31078432e-01 -4.06389812e-01
-3.34612564e-01 -2.25933328e-01 -9.16232570e-03 -3.39277762e-01
1.03731677e-01 -2.84911090e-01 -2.47992007e-01 -9.15890761e-02
-1.40752312e-01]
[ -2.13726136e-01 -2.96158848e-01 -3.13478525e-01 -1.46641608e-01
-9.36009828e-02 -1.46450721e-01 -1.45944480e-01 -6.67619577e-02
-2.30147396e-01 -5.46737434e-01 -2.39617434e-01 -4.96634197e-02
-7.19124810e-02]
[ -1.23263270e-01 3.04366705e-02 -2.38357415e-01 -3.51111654e-01
-2.26469244e-01 -2.57567285e-01 -7.10181854e-02 -2.58924981e-01
1.55925981e-02 2.49528960e-02 -3.12565466e-01 -7.12562543e-02
-1.90271281e-01]]
Progress: 4.2% ... Training loss: 0.483 ... Validation loss: 0.856[[-0.09419305]
[ 0.3085728 ]
[-0.07970721]
[ 0.5372927 ]
[ 0.30883158]
[ 0.00642388]
[-0.63078444]
[-0.74441876]
[-0.56006126]
[-0.7566648 ]
[ 0.69819228]
[ 1.61110415]
[-0.96693617]]
[[ -5.37205398e-01 -5.54409852e-01 -5.78232994e-01 -2.92994030e-01
-3.52220501e-01 -5.83757251e-01 -6.62825221e-01 -6.31799121e-01
-7.69024763e-01 -7.14012268e-01 -2.43137499e-01 2.52491638e-01
-7.34408382e-01]
[ 5.36419287e-03 -1.39847825e-01 5.14157069e-02 -1.95917896e-02
-4.41922656e-02 5.90902593e-02 -1.17552006e-01 2.35668250e-01
-1.17820626e-01 -1.60558849e-01 -3.89413144e-02 -4.75162269e-03
9.74460411e-02]
[ -2.06740154e-01 1.70726486e-01 -3.27248094e-02 1.60639351e-01
1.57466697e-01 -1.08857409e-01 -1.19331219e-01 -2.86294384e-01
-2.07111083e-02 -3.06815039e-01 2.78080295e-01 8.13685077e-01
-1.09466263e-01]
[ 1.89074955e-01 -3.33021544e-01 -2.44437875e-01 -1.39820578e-01
-3.89126402e-01 -5.91802623e-03 1.19176759e-01 -8.97800720e-02
2.72321012e-01 -1.13124403e-01 -3.00311310e-01 -7.31509452e-01
4.60167213e-02]
[ 1.02599753e-01 9.72036062e-02 8.43785517e-02 1.80877814e-01
3.23040416e-02 7.56370478e-02 -1.48913838e-02 8.08117238e-02
1.70672787e-02 1.29082197e-01 2.41934710e-01 1.45862732e-01
2.50387929e-01]
[ -4.77738356e-01 -5.66204099e-01 -6.06717254e-01 -5.37789768e-01
-5.66917871e-01 -5.60866979e-01 -2.78166421e-01 -2.03683348e-01
-3.86959538e-01 -2.73917998e-01 -3.88795015e-01 -5.39508591e-01
-2.37395644e-01]
[ -4.15493687e-01 -5.70985015e-01 -3.22778346e-01 -3.59224591e-01
-4.04197250e-01 -5.56753636e-01 -4.92077475e-01 -5.25285695e-01
-3.34524318e-01 -2.73301974e-01 -4.78592629e-01 -2.23379952e-01
-3.10862580e-01]
[ -3.15478630e-01 -3.76850630e-01 -4.51661042e-01 -3.16376229e-01
-3.23831776e-01 -4.10532051e-01 -2.25648635e-01 -1.62861574e-01
-2.70693131e-01 -4.11583234e-01 -3.02308291e-01 -4.59441383e-01
-2.59189957e-01]
[ -4.73122407e-01 -3.48346360e-01 -3.77119457e-01 -1.28089669e-01
-3.31490374e-01 -2.11392369e-01 -2.16163268e-01 -4.79916301e-01
-3.55667555e-01 -5.11076787e-01 -1.13400820e-01 9.67648336e-03
-3.37309855e-01]
[ -9.41792144e-01 -9.63403258e-01 -9.62094833e-01 -9.02777554e-01
-1.03513314e+00 -9.73481483e-01 -7.29810181e-01 -7.18820128e-01
-8.08779378e-01 -6.07991517e-01 -9.60652835e-01 -7.32625330e-01
-4.82733490e-01]
[ -4.97330169e-01 -2.62319462e-01 -4.60619424e-01 -3.08107574e-01
-3.54017225e-01 -3.52970812e-01 -5.39956313e-01 -5.79112366e-01
-6.07842711e-01 -1.80946089e-01 -3.94742683e-01 -5.16753052e-01
-4.61669168e-01]
[ -1.21043722e-01 6.06342841e-02 -3.41279249e-01 -2.88625740e-01
-6.72775877e-02 -6.96303330e-02 -1.96886838e-01 -3.13233913e-01
-1.88833020e-01 8.07510361e-02 -2.11366090e-01 -1.34298579e-01
-3.16152113e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58896268e-01 -9.75301686e-02 1.61909096e-01 -2.22045706e-01
-1.17695728e-01 1.14555378e-01 -1.38226485e-01 -2.57358143e-02
-8.79693649e-02 3.39470152e-02 -8.66329680e-02 -1.67583226e-01
5.24602073e-02]
[ -7.89733628e-02 -2.58472992e-01 -1.76900556e-01 -2.81129694e-01
-4.78214301e-01 -8.41111968e-02 -1.18412075e-02 1.62594338e-02
-2.70680293e-02 3.29171520e-02 -1.60023540e-01 -1.86143585e-01
-2.05788972e-01]
[ -7.15226416e-02 1.39660914e-03 -2.43841073e-01 -2.52864663e-01
1.36996993e-01 -1.62196389e-01 -1.49298795e-01 4.18567970e-02
2.73660875e-02 -1.55490317e-02 -1.88524098e-01 -6.06228350e-02
7.01127440e-02]
[ 2.84233790e-02 -1.53420575e-01 -1.53866865e-01 -3.55105158e-02
-1.15357944e-01 -1.06478841e-01 5.48292010e-02 -1.96706049e-01
-5.58772592e-02 -7.50692303e-02 -1.74103934e-03 -1.51094538e-01
1.82130642e-02]
[ -2.83589165e-01 -1.45519409e-01 -6.97087062e-02 -9.41643615e-02
-3.05786890e-01 -2.71378362e-01 -3.70471294e-01 4.98103298e-02
-3.03077612e-01 -2.20023240e-01 1.69640505e-01 9.48411903e-02
2.70814532e-01]
[ -2.15749756e-01 -1.29999492e-01 -7.85694946e-02 -7.64825049e-02
-7.78200106e-02 -1.13693762e-01 -8.34721091e-02 3.75466512e-02
-1.33200146e-01 5.49455763e-03 2.02140404e-02 -1.29724162e-01
-2.45734483e-02]
[ -1.54273801e-01 -4.60501524e-02 -2.24957372e-01 -3.34586726e-01
-1.28781405e-01 -1.98389365e-01 -2.59196447e-01 -1.15936850e-01
1.68198624e-01 -2.10237538e-01 -2.71906948e-01 -2.08070644e-01
-1.83921088e-01]
[ -3.64350751e-01 -9.23585097e-02 -1.39093105e-01 -2.29554844e-01
-7.13094391e-02 -3.09661007e-01 8.18059478e-02 -3.36594381e-02
-9.59431936e-02 1.17854155e-01 -8.29890116e-02 -1.53729800e-01
-1.25898200e-01]
[ -1.69346145e-01 -1.66044971e-01 -4.39291300e-02 -1.48105954e-01
-1.43553656e-01 -2.91775269e-01 -1.28666839e-01 -1.10369229e-01
-3.17595290e-01 2.58679479e-02 1.55836737e-01 8.43366303e-02
-2.94370362e-01]
[ -1.38414178e-01 -1.83300423e-01 -1.10775974e-01 -2.83318537e-01
8.75287276e-02 -1.69561363e-02 -2.33734865e-01 -1.52445993e-01
7.25652454e-02 -1.17043239e-01 -1.88336475e-01 -1.97858227e-01
-3.54140961e-01]
[ -4.28232633e-02 -3.38684341e-02 -1.46286034e-01 -4.08399829e-02
-2.28032858e-01 6.37002727e-02 -7.99685115e-02 -3.81851628e-02
-2.23225178e-01 -6.58213616e-02 -6.29829652e-02 -3.02925842e-01
-1.52127318e-01]
[ -7.21898880e-02 3.72115929e-02 -1.29804849e-01 -2.84289431e-01
1.27879690e-01 2.13740321e-02 -2.39334825e-01 -1.95160750e-01
1.04981647e-01 -8.84123113e-02 -2.35262309e-01 -1.28990311e-01
-2.82867772e-01]
[ 8.00209441e-02 -2.97296240e-01 -8.55366599e-02 -3.72548637e-01
-2.01657237e-01 -8.69024136e-02 -2.75536873e-03 2.97330836e-02
-4.99744718e-02 2.09395705e-01 -4.03672164e-01 -2.86889657e-01
1.94499367e-01]
[ -2.21045262e-01 -2.36289704e-01 -1.31481811e-01 -2.25064412e-01
-2.85179906e-01 -9.08525003e-02 1.20503515e-01 -3.16103005e-02
2.28866433e-01 -2.47797847e-02 -2.77723694e-01 -4.91734335e-01
3.67070208e-01]
[ -1.42386135e-02 -1.66430140e-01 1.71036348e-02 -1.96082926e-01
-1.41166172e-01 1.69209126e-01 7.18227560e-02 1.22588646e-01
-1.09951899e-01 1.17603726e-01 -3.33669681e-02 -4.27024465e-01
3.47510798e-01]
[ 9.14371855e-04 -1.93091086e-02 -1.28103989e-01 -1.18839938e-02
-1.49143296e-01 -4.41156823e-02 1.54993140e-01 4.13499918e-02
1.50616656e-01 2.37917163e-01 -3.20782735e-01 -2.85276798e-01
3.61018429e-01]
[ -8.34313958e-02 -2.60739932e-01 5.50251947e-02 -2.82726449e-01
-1.22021742e-01 1.20096627e-01 2.31887146e-01 1.90501061e-02
-1.42108302e-01 6.09682964e-02 -4.27609386e-01 -3.75279502e-01
4.84612809e-01]
[ 1.16204450e-01 -5.40547659e-02 7.24988819e-03 -5.36039868e-02
-4.30390532e-02 -1.50590514e-02 8.79451206e-02 1.78808185e-01
2.57852261e-01 1.03847353e-01 -3.92302917e-01 -1.78140317e-01
1.41841165e-01]
[ -1.30252520e-02 -1.05028995e-01 1.18055239e-02 8.72571855e-02
-6.01255366e-02 -2.82562485e-01 -5.38550379e-02 1.82676879e-01
-9.08160500e-02 -2.32579659e-02 -1.42080406e-01 -3.27674815e-01
5.78963407e-02]
[ 8.03378005e-02 1.14420430e-01 6.84235563e-04 3.04245313e-02
-9.25841551e-02 -5.96330722e-02 -1.63791760e-01 -1.75386379e-01
-2.54148355e-01 -1.46769694e-01 -1.99719726e-01 1.63907809e-01
-4.63520353e-02]
[ 4.99605528e-02 -1.14123848e-01 1.51802843e-01 4.53371585e-02
2.06857383e-01 7.31053605e-03 -2.99189712e-01 -2.76849755e-01
-8.24392733e-03 -4.43275312e-01 1.65006157e-02 4.84373558e-01
-2.01734974e-01]
[ 3.73938260e-02 8.27354164e-02 -2.10464966e-01 3.28267645e-02
3.06928156e-02 -2.89448222e-04 -1.43410109e-01 -3.16323184e-01
-2.81574783e-01 -1.62338245e-01 -4.45652988e-02 -3.20081761e-03
-1.61396508e-01]
[ -5.38857228e-02 -2.13286708e-01 6.70397870e-02 1.05479567e-01
-1.28735333e-01 -1.33867228e-01 5.47741288e-02 1.50171781e-02
9.78338033e-02 -3.40692143e-01 -2.79066848e-01 -2.12541136e-01
4.03101309e-02]
[ 1.87106932e-02 -2.71683189e-01 6.48243203e-02 -2.07713954e-01
-1.88814021e-01 -2.30561219e-01 -2.40535661e-01 1.00966018e-01
1.44380552e-02 1.78350094e-01 -1.41398132e-01 3.75961651e-02
-3.21040215e-02]
[ 1.77131417e-01 4.34272866e-02 -9.98688365e-02 -2.04851801e-01
-6.31872502e-02 -1.01334894e-01 -1.56252859e-01 1.05135225e-01
-1.70914393e-01 -1.67731356e-01 -1.87470556e-01 -1.78966118e-02
-5.50964612e-02]
[ -1.69398546e-01 -1.92154122e-01 -1.03246583e-01 -1.86469833e-01
-5.97737925e-02 2.71967537e-02 -1.57236359e-01 -1.05370319e-01
-1.17352434e-01 8.37283205e-02 -2.22791619e-01 -1.05789825e-01
-1.78883517e-01]
[ -3.08937500e-02 -2.21931101e-01 -1.51709773e-01 -1.91085449e-01
-5.88202625e-02 4.45609751e-02 1.99059944e-03 6.90129165e-02
-1.94847060e-01 -1.83969228e-01 -6.06895509e-02 -2.40814389e-01
8.02219104e-03]
[ 1.18557223e-01 5.88707531e-02 6.74425550e-04 -1.61115284e-01
-3.36469404e-01 8.18727298e-03 -1.00246054e-01 -1.68359113e-01
-2.85988454e-01 1.53853210e-01 -1.41302585e-01 -2.22391076e-01
3.52256860e-02]
[ -6.18014445e-02 -1.64347639e-02 -2.81164444e-01 -2.26375329e-02
5.74540247e-02 1.56162852e-01 -2.04449097e-01 -1.35546989e-01
-3.55054661e-02 -1.79439563e-02 1.08267188e-01 2.76144413e-01
2.31903321e-02]
[ 1.09183503e-01 2.99214987e-01 -1.96279491e-01 4.47936274e-01
6.32829364e-02 -2.10432869e-03 -1.49996649e-01 -3.00449193e-01
-1.79624137e-01 -3.30299220e-01 4.10689453e-01 5.59623785e-01
-3.54610413e-01]
[ -2.67384669e-02 1.33885409e-01 5.55664884e-02 2.19578455e-02
-5.30051868e-02 -7.00475905e-02 -1.60038053e-01 -2.63296001e-01
-1.87116999e-01 -1.77752255e-01 1.72731647e-01 5.37291940e-01
-2.75915393e-01]
[ -4.87983025e-02 -1.29504037e-01 -1.59017074e-01 2.26101303e-01
-1.76649552e-01 2.33816448e-01 -5.97159283e-02 -2.39050428e-01
-2.22245594e-01 -4.86595474e-01 1.00894928e-01 1.75162887e-01
-1.90446850e-01]
[ 8.00942224e-02 -3.82465046e-01 -5.11928268e-02 -4.70402948e-02
-1.10796205e-01 2.00767440e-01 1.03987895e-01 1.80072069e-01
-1.35245004e-01 -3.53704793e-02 -8.85054518e-02 2.17666275e-01
-1.24027285e-01]
[ 2.04467512e-01 -2.90297576e-01 -1.22725178e-01 -9.17261672e-02
-2.05500274e-01 1.22582252e-01 3.68405520e-02 -1.52093898e-01
-2.17528675e-02 -1.21688148e-01 -1.30765333e-01 -2.09972226e-01
-5.28336991e-02]
[ -1.35061890e-01 -7.72896260e-02 3.79339529e-02 -2.45716014e-01
-5.28300686e-02 -1.40797391e-01 5.30379475e-02 -2.58949292e-02
-6.58596773e-02 -2.09142395e-02 -2.87629783e-01 -3.54786513e-01
-3.06084269e-02]
[ -1.43291141e-01 -1.10477298e-01 -7.60404478e-02 -1.85169357e-01
-3.23120792e-01 -2.87101430e-01 6.48725312e-02 7.56201240e-03
-4.23884410e-02 -8.90670917e-03 -1.03193846e-01 -3.67273855e-01
-1.72956373e-01]
[ -1.68294858e-01 -2.15795617e-01 -2.98024260e-01 -2.61430057e-01
-2.60898831e-01 -2.06459152e-01 -3.40902714e-01 1.37827126e-01
-5.23895234e-02 -2.81627738e-01 -2.53805140e-01 -1.58290246e-01
-2.04800890e-01]
[ -1.05690449e-01 1.07171549e-01 2.52672759e-02 -5.22318095e-02
-2.23033751e-01 -1.68422951e-01 -8.48704313e-02 -2.29174463e-02
-7.58844945e-02 -2.30811256e-01 -2.08985496e-01 -2.55218744e-01
-1.54009462e-01]
[ -3.47495814e-01 -1.36761396e-01 -2.69250342e-01 6.74658274e-02
-2.13124024e-01 -2.26063586e-01 -6.10043367e-02 -1.72837240e-01
5.35142195e-02 -9.83913699e-02 4.01260312e-03 -3.63303045e-01
-6.46966059e-02]
[ -1.23024110e-01 -4.24902930e-02 -2.56069327e-01 -3.26681105e-02
-2.21896125e-01 -2.76239964e-01 -3.88409242e-01 -9.52373996e-02
8.63463032e-03 -3.15879002e-01 -3.01632896e-01 -4.24766123e-01
-1.09684388e-01]
[ -2.13236092e-01 -5.39768829e-01 -3.31315724e-01 -4.04322205e-01
-3.33447583e-01 -2.25962869e-01 -1.13022662e-02 -3.41564279e-01
1.01824709e-01 -2.87484197e-01 -2.45085635e-01 -8.90903123e-02
-1.44121896e-01]
[ -2.13831905e-01 -2.95672926e-01 -3.13565882e-01 -1.44963686e-01
-9.30398028e-02 -1.46456798e-01 -1.46695036e-01 -6.69546864e-02
-2.30283078e-01 -5.46476682e-01 -2.36753710e-01 -3.95245914e-02
-7.23547962e-02]
[ -1.22705170e-01 2.92871846e-02 -2.37993357e-01 -3.52817696e-01
-2.27551782e-01 -2.57531713e-01 -6.74732971e-02 -2.54408068e-01
1.87698434e-02 2.94345170e-02 -3.15022157e-01 -8.37592604e-02
-1.84493801e-01]]
Progress: 4.2% ... Training loss: 0.478 ... Validation loss: 0.827[[ -1.03369609e-01]
[ 3.00677546e-01]
[ -8.95428352e-02]
[ 5.27121262e-01]
[ 3.01700768e-01]
[ -1.10855935e-03]
[ -6.43632525e-01]
[ -7.66117217e-01]
[ -5.72881536e-01]
[ -7.77062984e-01]
[ 6.89278551e-01]
[ 1.61338580e+00]
[ -9.96102914e-01]]
[[ -5.36536398e-01 -5.55514168e-01 -5.77844887e-01 -2.95724538e-01
-3.53031015e-01 -5.83792761e-01 -6.57331780e-01 -6.23727196e-01
-7.64068670e-01 -7.07298151e-01 -2.45928652e-01 2.37479184e-01
-7.22389721e-01]
[ 5.34748979e-03 -1.39808543e-01 5.14343260e-02 -1.98798730e-02
-4.41812660e-02 5.90932673e-02 -1.17553956e-01 2.35778341e-01
-1.18060034e-01 -1.60464144e-01 -3.93092392e-02 -6.53233068e-03
9.80351640e-02]
[ -2.06621490e-01 1.71491525e-01 -3.28722761e-02 1.61752093e-01
1.58277558e-01 -1.08857735e-01 -1.18804811e-01 -2.87993319e-01
-1.87303071e-02 -3.08265712e-01 2.82208093e-01 8.19876456e-01
-1.09666275e-01]
[ 1.88459562e-01 -3.31259193e-01 -2.45075157e-01 -1.37589038e-01
-3.88298001e-01 -5.86678897e-03 1.14916153e-01 -9.73677031e-02
2.69950353e-01 -1.19529502e-01 -2.97208852e-01 -7.18223544e-01
3.77987765e-02]
[ 1.03917029e-01 9.27290200e-02 8.55107974e-02 1.72304317e-01
2.80950794e-02 7.55453335e-02 -6.55649819e-03 9.23814200e-02
2.44736839e-02 1.41070835e-01 2.30193220e-01 1.12503643e-01
2.65775357e-01]
[ -4.77218407e-01 -5.68435970e-01 -6.06179931e-01 -5.41187358e-01
-5.68901572e-01 -5.60905175e-01 -2.74131776e-01 -1.96426101e-01
-3.84051403e-01 -2.66564640e-01 -3.94388135e-01 -5.55883307e-01
-2.28556836e-01]
[ -4.15155650e-01 -5.71179611e-01 -3.22550724e-01 -3.60393376e-01
-4.04388512e-01 -5.56774613e-01 -4.89500672e-01 -5.21679907e-01
-3.32064655e-01 -2.70160690e-01 -4.78750127e-01 -2.26416790e-01
-3.03920317e-01]
[ -3.14962735e-01 -3.78124337e-01 -4.51397158e-01 -3.19150066e-01
-3.25046624e-01 -4.10556891e-01 -2.21568685e-01 -1.58860385e-01
-2.66589023e-01 -4.07700022e-01 -3.05115492e-01 -4.69262564e-01
-2.52655806e-01]
[ -4.73729657e-01 -3.46754509e-01 -3.77488409e-01 -1.25362209e-01
-3.30110582e-01 -2.11353054e-01 -2.20037807e-01 -4.82776684e-01
-3.59520285e-01 -5.14225948e-01 -1.10590628e-01 1.56450285e-02
-3.40909318e-01]
[ -9.41335967e-01 -9.64560631e-01 -9.61617053e-01 -9.05501788e-01
-1.03601431e+00 -9.73512256e-01 -7.24725464e-01 -7.10175069e-01
-8.05610646e-01 -6.00576013e-01 -9.63959083e-01 -7.48062786e-01
-4.69280775e-01]
[ -4.97187029e-01 -2.63243746e-01 -4.60457508e-01 -3.09516366e-01
-3.55083368e-01 -3.52977464e-01 -5.39255193e-01 -5.77067996e-01
-6.06516021e-01 -1.78550783e-01 -3.96693703e-01 -5.24351589e-01
-4.58777404e-01]
[ -1.20876408e-01 6.06076186e-02 -3.41259066e-01 -2.89105466e-01
-6.73402937e-02 -6.96376076e-02 -1.95855816e-01 -3.11919501e-01
-1.87709266e-01 8.21689191e-02 -2.11856449e-01 -1.34526777e-01
-3.13780834e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58644248e-01 -9.84645148e-02 1.62148615e-01 -2.23623910e-01
-1.18563141e-01 1.14534238e-01 -1.36329704e-01 -2.25358728e-02
-8.66003697e-02 3.70880650e-02 -8.90565555e-02 -1.73904315e-01
5.63766045e-02]
[ -7.88186100e-02 -2.59131973e-01 -1.76724191e-01 -2.82155967e-01
-4.78759145e-01 -8.41199617e-02 -1.05841944e-02 1.87551752e-02
-2.62315562e-02 3.54250240e-02 -1.61914785e-01 -1.92754258e-01
-2.03066218e-01]
[ -7.15187450e-02 1.44353551e-03 -2.43862903e-01 -2.52631335e-01
1.37238239e-01 -1.62197260e-01 -1.49266445e-01 4.21906753e-02
2.73035937e-02 -1.55603624e-02 -1.88281614e-01 -5.92926825e-02
7.06072224e-02]
[ 2.87293811e-02 -1.54244079e-01 -1.53617975e-01 -3.76681994e-02
-1.16283285e-01 -1.06496951e-01 5.69784715e-02 -1.93968021e-01
-5.38896016e-02 -7.23587215e-02 -4.10014204e-03 -1.56569965e-01
2.28323168e-02]
[ -2.83442082e-01 -1.45853141e-01 -6.95522093e-02 -9.51978545e-02
-3.06209259e-01 -2.71388506e-01 -3.69133813e-01 5.16139749e-02
-3.01792105e-01 -2.17994624e-01 1.68477552e-01 9.06966832e-02
2.74693718e-01]
[ -2.15833415e-01 -1.29346049e-01 -7.86764438e-02 -7.49185597e-02
-7.71228928e-02 -1.13688560e-01 -8.41665696e-02 3.69601746e-02
-1.33804642e-01 4.76938188e-03 2.29059492e-02 -1.26418822e-01
-2.56186675e-02]
[ -1.54043733e-01 -4.69656076e-02 -2.24837642e-01 -3.36011221e-01
-1.29694242e-01 -1.98400984e-01 -2.57505983e-01 -1.14363027e-01
1.70261792e-01 -2.08451582e-01 -2.73646998e-01 -2.14336177e-01
-1.81038374e-01]
[ -3.64214021e-01 -9.28127505e-02 -1.38997361e-01 -2.30377337e-01
-7.17694429e-02 -3.09669719e-01 8.30692381e-02 -3.22939517e-02
-9.48445769e-02 1.19105568e-01 -8.40141129e-02 -1.57047830e-01
-1.24274565e-01]
[ -1.69249679e-01 -1.65932639e-01 -4.39021254e-02 -1.48510972e-01
-1.43407254e-01 -2.91776991e-01 -1.27963301e-01 -1.09332601e-01
-3.17051619e-01 2.64273896e-02 1.55712757e-01 8.43473891e-02
-2.92468332e-01]
[ -1.38574500e-01 -1.82649664e-01 -1.10906196e-01 -2.82327605e-01
8.81336517e-02 -1.69438408e-02 -2.34869755e-01 -1.53213262e-01
7.15926012e-02 -1.17893764e-01 -1.87041554e-01 -1.94433325e-01
-3.54845514e-01]
[ -4.29421280e-02 -3.36557011e-02 -1.46327108e-01 -4.03773556e-02
-2.27904806e-01 6.37078691e-02 -8.06509450e-02 -3.83662801e-02
-2.23907378e-01 -6.64701028e-02 -6.25616892e-02 -3.02686164e-01
-1.52716836e-01]
[ -7.23874292e-02 3.75473358e-02 -1.29908644e-01 -2.83705356e-01
1.28184736e-01 2.13853230e-02 -2.40336369e-01 -1.96169218e-01
1.03738569e-01 -8.89327011e-02 -2.34934506e-01 -1.28430072e-01
-2.83853169e-01]
[ 8.02092637e-02 -2.97904846e-01 -8.53957836e-02 -3.73522454e-01
-2.02221187e-01 -8.69133379e-02 -1.79984923e-03 3.13902794e-02
-4.89449695e-02 2.11315917e-01 -4.04985769e-01 -2.90680612e-01
1.96818413e-01]
[ -2.20861542e-01 -2.36893623e-01 -1.31330290e-01 -2.26595680e-01
-2.85867881e-01 -9.08656533e-02 1.22305968e-01 -2.96263312e-02
2.30654795e-01 -2.29671382e-02 -2.79643672e-01 -4.98149858e-01
3.70818656e-01]
[ -1.39945343e-02 -1.67069779e-01 1.73083173e-02 -1.97590556e-01
-1.41865777e-01 1.69193387e-01 7.38093437e-02 1.25048789e-01
-1.08373089e-01 1.19758387e-01 -3.54372292e-02 -4.32477108e-01
3.51830760e-01]
[ 1.13800684e-03 -1.98781305e-02 -1.27959232e-01 -1.31220251e-02
-1.49621707e-01 -4.41282181e-02 1.56683814e-01 4.33967602e-02
1.52224863e-01 2.40144776e-01 -3.21911294e-01 -2.88332944e-01
3.64754709e-01]
[ -8.32752331e-02 -2.61073529e-01 5.51141634e-02 -2.83471805e-01
-1.22362048e-01 1.20086607e-01 2.33354297e-01 2.05056274e-02
-1.40859302e-01 6.23088129e-02 -4.28395728e-01 -3.77202387e-01
4.87139512e-01]
[ 1.16470992e-01 -5.48500295e-02 7.41867803e-03 -5.49802918e-02
-4.38020750e-02 -1.50738361e-02 8.98200668e-02 1.80839546e-01
2.59900052e-01 1.06258044e-01 -3.93645393e-01 -1.82409923e-01
1.44733583e-01]
[ -1.28852343e-02 -1.05586582e-01 1.19377387e-02 8.60654623e-02
-6.06642161e-02 -2.82570088e-01 -5.28401652e-02 1.84370952e-01
-9.02064027e-02 -2.16495033e-02 -1.43830184e-01 -3.32545936e-01
6.01280615e-02]
[ 8.01761660e-02 1.14661398e-01 6.15044066e-04 3.11145548e-02
-9.23490054e-02 -5.96208366e-02 -1.64981206e-01 -1.75986345e-01
-2.55194556e-01 -1.47562656e-01 -1.99225588e-01 1.64376380e-01
-4.76666165e-02]
[ 4.97874699e-02 -1.13794025e-01 1.51696506e-01 4.59137527e-02
2.07190041e-01 7.32217797e-03 -3.00386324e-01 -2.77879165e-01
-9.54682947e-03 -4.44109273e-01 1.69174608e-02 4.85118323e-01
-2.02962921e-01]
[ 3.73611412e-02 8.23998864e-02 -2.10431398e-01 3.21528755e-02
3.02836048e-02 -2.88294019e-04 -1.43527526e-01 -3.16301919e-01
-2.81481609e-01 -1.62518849e-01 -4.56552065e-02 -6.69607270e-03
-1.60813697e-01]
[ -5.39088960e-02 -2.13203440e-01 6.70352757e-02 1.05264559e-01
-1.28748821e-01 -1.33865706e-01 5.46433125e-02 1.51323979e-02
9.78144380e-02 -3.40976824e-01 -2.79414223e-01 -2.14158728e-01
4.08541867e-02]
[ 1.87748765e-02 -2.72090533e-01 6.49143759e-02 -2.08362454e-01
-1.89169672e-01 -2.30566541e-01 -2.39998491e-01 1.02043784e-01
1.48441305e-02 1.79171622e-01 -1.42404421e-01 3.47401493e-02
-3.13218431e-02]
[ 1.76953093e-01 4.40101545e-02 -9.99837793e-02 -2.03992128e-01
-6.26721095e-02 -1.01324732e-01 -1.57376131e-01 1.03242921e-01
-1.72043501e-01 -1.69037763e-01 -1.86194236e-01 -1.41350181e-02
-5.70870892e-02]
[ -1.69474488e-01 -1.91545186e-01 -1.03362128e-01 -1.85562867e-01
-5.90964006e-02 2.72025229e-02 -1.58038877e-01 -1.06441558e-01
-1.17827669e-01 8.22815640e-02 -2.21000056e-01 -1.00517825e-01
-1.80135718e-01]
[ -3.08899040e-02 -2.21927300e-01 -1.51711449e-01 -1.91114642e-01
-5.88649141e-02 4.45599956e-02 2.12728723e-03 6.92329985e-02
-1.94853693e-01 -1.83783741e-01 -6.07507906e-02 -2.40678926e-01
7.93257619e-03]
[ 1.18625285e-01 5.85260947e-02 7.52069872e-04 -1.61610413e-01
-3.36756483e-01 8.18330730e-03 -9.97499614e-02 -1.67379918e-01
-2.85674129e-01 1.55110884e-01 -1.42270066e-01 -2.26050885e-01
3.68601483e-02]
[ -6.18526775e-02 -1.62313088e-02 -2.81201754e-01 -2.22883901e-02
5.76442061e-02 1.56166650e-01 -2.04803707e-01 -1.36027184e-01
-3.58086062e-02 -1.83986178e-02 1.08814316e-01 2.76711055e-01
2.25312967e-02]
[ 1.08980710e-01 3.00258734e-01 -1.96478885e-01 4.50925659e-01
6.44790138e-02 -2.09115173e-03 -1.51388212e-01 -3.01942579e-01
-1.80946353e-01 -3.31824379e-01 4.15164657e-01 5.68632939e-01
-3.57940920e-01]
[ -2.70899712e-02 1.35578468e-01 5.52312802e-02 2.48459393e-02
-5.13056277e-02 -7.00245091e-02 -1.62460362e-01 -2.65366827e-01
-1.89451691e-01 -1.80738174e-01 1.76692029e-01 5.48450112e-01
-2.79547183e-01]
[ -4.87112662e-02 -1.29952422e-01 -1.58925634e-01 2.25546609e-01
-1.77105434e-01 2.33807019e-01 -5.90435103e-02 -2.37851738e-01
-2.21859060e-01 -4.85306071e-01 9.98415337e-02 1.72273244e-01
-1.89006827e-01]
[ 8.01128026e-02 -3.82463149e-01 -5.11956983e-02 -4.70812573e-02
-1.10838538e-01 2.00766732e-01 1.04180929e-01 1.80228669e-01
-1.35188585e-01 -3.51351816e-02 -8.85878301e-02 2.17475835e-01
-1.23757593e-01]
[ 2.04596286e-01 -2.90570086e-01 -1.22651628e-01 -9.25405883e-02
-2.05727863e-01 1.22574615e-01 3.74796233e-02 -1.51334438e-01
-2.10255055e-02 -1.20750344e-01 -1.31867848e-01 -2.12028248e-01
-5.12602092e-02]
[ -1.34996453e-01 -7.76263487e-02 3.80017923e-02 -2.46223087e-01
-5.31926021e-02 -1.40802453e-01 5.37758159e-02 -2.50789437e-02
-6.53640471e-02 -2.00149041e-02 -2.88410181e-01 -3.56978364e-01
-2.97841777e-02]
[ -1.43112534e-01 -1.11124660e-01 -7.58594878e-02 -1.86498988e-01
-3.23706604e-01 -2.87110808e-01 6.62134055e-02 9.52988358e-03
-4.12206094e-02 -6.96823623e-03 -1.05101077e-01 -3.72918898e-01
-1.70169851e-01]
[ -1.67998823e-01 -2.16592714e-01 -2.97784676e-01 -2.63157167e-01
-2.61781798e-01 -2.06480242e-01 -3.38859701e-01 1.41035411e-01
-5.05376105e-02 -2.78195049e-01 -2.56071302e-01 -1.64458155e-01
-2.00833780e-01]
[ -1.06034057e-01 1.08114452e-01 2.51036815e-02 -5.08850961e-02
-2.22041893e-01 -1.68393518e-01 -8.66450834e-02 -2.36415884e-02
-7.82434051e-02 -2.31420846e-01 -2.07864667e-01 -2.54107026e-01
-1.54360612e-01]
[ -3.47258459e-01 -1.37371415e-01 -2.69096804e-01 6.54304788e-02
-2.13625290e-01 -2.26077756e-01 -5.91784554e-02 -1.71377046e-01
5.55557661e-02 -9.66724088e-02 1.66402013e-03 -3.69606137e-01
-6.01467508e-02]
[ -1.22560840e-01 -4.39835013e-02 -2.55749298e-01 -3.53775069e-02
-2.23236753e-01 -2.76267063e-01 -3.85319076e-01 -9.11271869e-02
1.17726338e-02 -3.11571383e-01 -3.04938736e-01 -4.32632130e-01
-1.03466075e-01]
[ -2.13424764e-01 -5.39180742e-01 -3.31404219e-01 -4.02526531e-01
-3.32817524e-01 -2.25949459e-01 -1.23055190e-02 -3.42002828e-01
1.00889857e-01 -2.88363999e-01 -2.42976235e-01 -8.78503387e-02
-1.45189940e-01]
[ -2.13583110e-01 -2.96364874e-01 -3.13316620e-01 -1.46456134e-01
-9.40231297e-02 -1.46477401e-01 -1.44423578e-01 -6.35716996e-02
-2.28702935e-01 -5.43559311e-01 -2.38561106e-01 -4.79803837e-02
-6.72399115e-02]
[ -1.22651716e-01 2.92401439e-02 -2.38043803e-01 -3.52608533e-01
-2.27475532e-01 -2.57536293e-01 -6.71090495e-02 -2.53403214e-01
1.90711764e-02 2.97759621e-02 -3.14272033e-01 -8.05823399e-02
-1.84209013e-01]]
Progress: 4.3% ... Training loss: 0.474 ... Validation loss: 0.832[[-0.10676386]
[ 0.28567376]
[-0.10021355]
[ 0.52079676]
[ 0.28956564]
[-0.00949008]
[-0.65522047]
[-0.78056965]
[-0.58291735]
[-0.79496302]
[ 0.68385416]
[ 1.61845102]
[-1.01407334]]
[[ -5.36903575e-01 -5.55052767e-01 -5.78092755e-01 -2.92389012e-01
-3.52289223e-01 -5.83794796e-01 -6.58475131e-01 -6.24609155e-01
-7.65461783e-01 -7.07705575e-01 -2.39880053e-01 2.59992115e-01
-7.24633707e-01]
[ 5.48569882e-03 -1.40321282e-01 5.15944744e-02 -2.07988230e-02
-4.46152013e-02 5.90947564e-02 -1.16669985e-01 2.37250458e-01
-1.17412115e-01 -1.59101619e-01 -4.05259855e-02 -9.68527520e-03
9.99610756e-02]
[ -2.05973890e-01 1.68558964e-01 -3.21950208e-02 1.57979866e-01
1.55680694e-01 -1.08849149e-01 -1.14867979e-01 -2.83160845e-01
-1.24726239e-02 -3.02292607e-01 2.79337429e-01 8.28748442e-01
-9.96687364e-02]
[ 1.87438377e-01 -3.26362487e-01 -2.46491230e-01 -1.29021016e-01
-3.83356682e-01 -5.88073738e-03 1.09367407e-01 -1.09313266e-01
2.65495227e-01 -1.33380319e-01 -2.82618573e-01 -6.87625349e-01
2.01369675e-02]
[ 1.03769541e-01 9.00973455e-02 8.60585984e-02 1.71161407e-01
2.57503954e-02 7.55472416e-02 -8.16569961e-03 9.62769706e-02
2.18558522e-02 1.46724811e-01 2.25067515e-01 1.04319858e-01
2.69457266e-01]
[ -4.77325252e-01 -5.69110315e-01 -6.05989203e-01 -5.41844250e-01
-5.69468117e-01 -5.60905275e-01 -2.73850050e-01 -1.94169078e-01
-3.85058698e-01 -2.63963214e-01 -3.96458600e-01 -5.63129453e-01
-2.25594921e-01]
[ -4.15037732e-01 -5.71717440e-01 -3.22278854e-01 -3.60856798e-01
-4.05229430e-01 -5.56772451e-01 -4.87463379e-01 -5.20502636e-01
-3.30452646e-01 -2.67657044e-01 -4.79799306e-01 -2.23537925e-01
-3.00637209e-01]
[ -3.14996692e-01 -3.78480030e-01 -4.51463331e-01 -3.18448230e-01
-3.24949599e-01 -4.10556911e-01 -2.22348897e-01 -1.58167828e-01
-2.65833402e-01 -4.08086093e-01 -3.01692263e-01 -4.55902958e-01
-2.52395396e-01]
[ -4.73373852e-01 -3.47810014e-01 -3.77228142e-01 -1.26813573e-01
-3.31012848e-01 -2.11348290e-01 -2.16461217e-01 -4.80056958e-01
-3.57118147e-01 -5.10181329e-01 -1.12014991e-01 1.54680188e-02
-3.36839985e-01]
[ -9.41479245e-01 -9.64175503e-01 -9.61610366e-01 -9.01939795e-01
-1.03510654e+00 -9.73512631e-01 -7.24103175e-01 -7.08589813e-01
-8.05214012e-01 -5.97559541e-01 -9.57799773e-01 -7.19409079e-01
-4.67142564e-01]
[ -4.96865065e-01 -2.65568436e-01 -4.59947085e-01 -3.13810106e-01
-3.57602393e-01 -3.52972166e-01 -5.35929859e-01 -5.72693899e-01
-6.04230964e-01 -1.74438781e-01 -4.02396229e-01 -5.41212121e-01
-4.53041880e-01]
[ -1.20722172e-01 5.99238089e-02 -3.41119485e-01 -2.90243560e-01
-6.79417377e-02 -6.96357235e-02 -1.94688042e-01 -3.11032276e-01
-1.86628484e-01 8.38040653e-02 -2.13434012e-01 -1.37504636e-01
-3.11079802e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58603736e-01 -9.88698172e-02 1.62242845e-01 -2.24209518e-01
-1.18911271e-01 1.14534902e-01 -1.35906221e-01 -2.15563980e-02
-8.63986944e-02 3.84417659e-02 -9.02681722e-02 -1.77378205e-01
5.79554271e-02]
[ -7.88733866e-02 -2.59468164e-01 -1.76615368e-01 -2.82547218e-01
-4.78906612e-01 -8.41199368e-02 -1.02534027e-02 1.98896889e-02
-2.67338249e-02 3.66741220e-02 -1.62870797e-01 -1.95296757e-01
-2.01265957e-01]
[ -7.13970230e-02 9.07045741e-04 -2.43727504e-01 -2.53422372e-01
1.36635659e-01 -1.62195950e-01 -1.48618020e-01 4.37934004e-02
2.78301917e-02 -1.38632061e-02 -1.89452708e-01 -6.31637714e-02
7.25444817e-02]
[ 2.86470002e-02 -1.54175661e-01 -1.53651259e-01 -3.73958669e-02
-1.16239974e-01 -1.06497872e-01 5.66987442e-02 -1.94465871e-01
-5.41525905e-02 -7.28261733e-02 -3.71492729e-03 -1.56790110e-01
2.17742764e-02]
[ -2.83466039e-01 -1.45519302e-01 -6.96379629e-02 -9.40529324e-02
-3.05953873e-01 -2.71388819e-01 -3.69519764e-01 5.09193495e-02
-3.02191939e-01 -2.18993524e-01 1.70083053e-01 9.73880670e-02
2.72714915e-01]
[ -2.15605650e-01 -1.30299106e-01 -7.83107068e-02 -7.69074276e-02
-7.82596165e-02 -1.13685139e-01 -8.14457405e-02 3.92569748e-02
-1.31441560e-01 8.53359400e-03 1.98160107e-02 -1.30158586e-01
-1.95760192e-02]
[ -1.53726763e-01 -4.87265611e-02 -2.24508563e-01 -3.38786313e-01
-1.31249358e-01 -1.98397359e-01 -2.55004484e-01 -1.10817490e-01
1.73360451e-01 -2.05785951e-01 -2.77228874e-01 -2.23189666e-01
-1.75708807e-01]
[ -3.64253301e-01 -9.23168350e-02 -1.39127040e-01 -2.29258410e-01
-7.11260404e-02 -3.09670778e-01 8.19534309e-02 -3.34306803e-02
-9.57327083e-02 1.18559255e-01 -8.21062378e-02 -1.50253681e-01
-1.26203343e-01]
[ -1.69567396e-01 -1.64993885e-01 -4.41798013e-02 -1.45452696e-01
-1.42172908e-01 -2.91779290e-01 -1.29109520e-01 -1.11149323e-01
-3.18347074e-01 2.49642732e-02 1.61668625e-01 1.04777580e-01
-2.95261084e-01]
[ -1.38430287e-01 -1.83037434e-01 -1.10811103e-01 -2.83160652e-01
8.77297859e-02 -1.69421122e-02 -2.33911417e-01 -1.52365766e-01
7.25564667e-02 -1.16901131e-01 -1.87808561e-01 -1.95672763e-01
-3.53557625e-01]
[ -4.28017130e-02 -3.40411127e-02 -1.46213514e-01 -4.10490156e-02
-2.28291375e-01 6.37096717e-02 -7.96696545e-02 -3.72452682e-02
-2.23176912e-01 -6.51856470e-02 -6.33255715e-02 -3.04177222e-01
-1.51298265e-01]
[ -7.25279929e-02 3.78522138e-02 -1.29967515e-01 -2.83133093e-01
1.28376040e-01 2.13841450e-02 -2.40857925e-01 -1.96704274e-01
1.02965374e-01 -8.97001879e-02 -2.34368318e-01 -1.28099109e-01
-2.84915047e-01]
[ 8.04159158e-02 -2.98455378e-01 -8.52458501e-02 -3.74499166e-01
-2.02804816e-01 -8.69111751e-02 -4.80431286e-04 3.33119635e-02
-4.78340808e-02 2.13449456e-01 -4.06368201e-01 -2.94181129e-01
1.99472882e-01]
[ -2.20842983e-01 -2.36975736e-01 -1.31314395e-01 -2.26763218e-01
-2.85929926e-01 -9.08656199e-02 1.22529950e-01 -2.94578547e-02
2.30901403e-01 -2.28757189e-02 -2.79862231e-01 -4.98728026e-01
3.71216131e-01]
[ -1.37206277e-02 -1.67629444e-01 1.74757307e-02 -1.98956211e-01
-1.42469504e-01 1.69196092e-01 7.53934759e-02 1.26970623e-01
-1.06557460e-01 1.21387496e-01 -3.71063379e-02 -4.36730940e-01
3.55406970e-01]
[ 1.52823325e-03 -2.11452752e-02 -1.27698577e-01 -1.55082871e-02
-1.50731782e-01 -4.41242323e-02 1.59773648e-01 4.68967618e-02
1.55359170e-01 2.43445919e-01 -3.24462389e-01 -2.96225140e-01
3.69791825e-01]
[ -8.30374609e-02 -2.61782896e-01 5.53851579e-02 -2.84952695e-01
-1.23217843e-01 1.20089672e-01 2.35818096e-01 2.27179305e-02
-1.39257834e-01 6.51362955e-02 -4.30460974e-01 -3.84883038e-01
4.91758625e-01]
[ 1.16697656e-01 -5.53677127e-02 7.55788207e-03 -5.61154201e-02
-4.43244722e-02 -1.50718603e-02 9.15039703e-02 1.82894367e-01
2.61685643e-01 1.07977247e-01 -3.94770937e-01 -1.85509101e-01
1.47304414e-01]
[ -1.24626219e-02 -1.06664865e-01 1.22612480e-02 8.39333969e-02
-6.16155360e-02 -2.82566407e-01 -5.00124272e-02 1.88296975e-01
-8.79019066e-02 -1.77085336e-02 -1.46312418e-01 -3.37116178e-01
6.47354153e-02]
[ 8.00851028e-02 1.14919942e-01 5.33435721e-04 3.19626514e-02
-9.21340842e-02 -5.96215754e-02 -1.65490103e-01 -1.76739558e-01
-2.55716490e-01 -1.48411667e-01 -1.98236781e-01 1.67725409e-01
-4.96285742e-02]
[ 4.91195803e-02 -1.11990419e-01 1.51188886e-01 5.01523070e-02
2.09217987e-01 7.31614504e-03 -3.03918233e-01 -2.82600339e-01
-1.35396256e-02 -4.48070146e-01 2.24346812e-02 5.02428133e-01
-2.09446635e-01]
[ 3.72739355e-02 8.26053052e-02 -2.10490911e-01 3.26100995e-02
3.04621352e-02 -2.88991623e-04 -1.43995551e-01 -3.17004427e-01
-2.81777071e-01 -1.63319945e-01 -4.51730946e-02 -5.47590845e-03
-1.61826992e-01]
[ -5.38310198e-02 -2.13819696e-01 6.71563144e-02 1.03991715e-01
-1.29418039e-01 -1.33864577e-01 5.53803094e-02 1.59360241e-02
9.86253276e-02 -3.40425171e-01 -2.81050726e-01 -2.18757555e-01
4.20360381e-02]
[ 1.86356424e-02 -2.71941269e-01 6.48726946e-02 -2.08103377e-01
-1.89140642e-01 -2.30567313e-01 -2.40489320e-01 1.01074518e-01
1.44634981e-02 1.78137071e-01 -1.41990719e-01 3.81723327e-02
-3.20197096e-02]
[ 1.76803956e-01 4.41236237e-02 -1.00054403e-01 -2.03671662e-01
-6.24490810e-02 -1.01325878e-01 -1.58155402e-01 1.01922873e-01
-1.72871772e-01 -1.70041634e-01 -1.85970645e-01 -1.11924798e-02
-5.80512495e-02]
[ -1.69439298e-01 -1.92103052e-01 -1.03200726e-01 -1.86460275e-01
-5.97058683e-02 2.72037554e-02 -1.57518098e-01 -1.05835509e-01
-1.17718515e-01 8.33673004e-02 -2.22371199e-01 -1.00955942e-01
-1.79151596e-01]
[ -3.09148646e-02 -2.21906916e-01 -1.51727825e-01 -1.91023981e-01
-5.88578804e-02 4.45599588e-02 2.00821773e-03 6.90064695e-02
-1.94978689e-01 -1.83880203e-01 -6.05458595e-02 -2.39717952e-01
7.41255192e-03]
[ 1.18813292e-01 5.77065245e-02 9.42835124e-04 -1.62879261e-01
-3.37329064e-01 8.18537740e-03 -9.84190929e-02 -1.65543587e-01
-2.84604624e-01 1.57206254e-01 -1.44346755e-01 -2.31714193e-01
3.99572084e-02]
[ -6.17688343e-02 -1.67927419e-02 -2.81123522e-01 -2.29602070e-02
5.71716177e-02 1.56167810e-01 -2.04254762e-01 -1.35229170e-01
-3.51842263e-02 -1.75684422e-02 1.07878650e-01 2.77315357e-01
2.36153318e-02]
[ 1.08966941e-01 3.00386391e-01 -1.96490528e-01 4.51149217e-01
6.46107807e-02 -2.09127580e-03 -1.51540967e-01 -3.01903779e-01
-1.81187713e-01 -3.31777814e-01 4.15541357e-01 5.69489670e-01
-3.58102070e-01]
[ -2.74859109e-02 1.37249948e-01 5.48561328e-02 2.82287446e-02
-4.96859412e-02 -7.00283893e-02 -1.65771895e-01 -2.68397842e-01
-1.92337583e-01 -1.84024262e-01 1.82374282e-01 5.63090879e-01
-2.84375880e-01]
[ -4.90207349e-02 -1.29232464e-01 -1.59120699e-01 2.28001191e-01
-1.76427617e-01 2.33803382e-01 -6.14667785e-02 -2.40117275e-01
-2.23836012e-01 -4.87066077e-01 1.02892345e-01 1.79680425e-01
-1.93148443e-01]
[ 8.00271734e-02 -3.82397079e-01 -5.12228461e-02 -4.66242205e-02
-1.10670657e-01 2.00766022e-01 1.03606017e-01 1.79590156e-01
-1.35614375e-01 -3.55257541e-02 -8.80054141e-02 2.19562194e-01
-1.24092452e-01]
[ 2.04483953e-01 -2.90338509e-01 -1.22694760e-01 -9.20627953e-02
-2.05506224e-01 1.22573826e-01 3.67950076e-02 -1.51758195e-01
-2.18307610e-02 -1.21258819e-01 -1.31350501e-01 -2.10218315e-01
-5.21829911e-02]
[ -1.34889838e-01 -7.79201593e-02 3.80838385e-02 -2.46748493e-01
-5.35518722e-02 -1.40801491e-01 5.43917905e-02 -2.43569872e-02
-6.47806021e-02 -1.91859860e-02 -2.89075136e-01 -3.59485138e-01
-2.88422441e-02]
[ -1.42970907e-01 -1.11501734e-01 -7.57343303e-02 -1.87298111e-01
-3.24046475e-01 -2.87109600e-01 6.74275157e-02 1.09181022e-02
-4.01751578e-02 -5.59489347e-03 -1.06082573e-01 -3.75941744e-01
-1.68316534e-01]
[ -1.67813986e-01 -2.17392018e-01 -2.97687662e-01 -2.64152817e-01
-2.62400956e-01 -2.06478467e-01 -3.37391191e-01 1.43401953e-01
-4.93537077e-02 -2.76214188e-01 -2.57322286e-01 -1.63119830e-01
-1.98751863e-01]
[ -1.05641273e-01 1.06198920e-01 2.55991140e-02 -5.37309174e-02
-2.23680585e-01 -1.68389214e-01 -8.32248831e-02 -1.88893848e-02
-7.52353952e-02 -2.26820360e-01 -2.11617750e-01 -2.65181841e-01
-1.48095577e-01]
[ -3.47269639e-01 -1.37397839e-01 -2.69110437e-01 6.59235516e-02
-2.13808123e-01 -2.26077315e-01 -5.91250779e-02 -1.71537560e-01
5.58358515e-02 -9.65528447e-02 2.54030392e-03 -3.65843200e-01
-6.12924237e-02]
[ -1.23042941e-01 -4.28306507e-02 -2.56092575e-01 -3.23238013e-02
-2.21922738e-01 -2.76271399e-01 -3.87510112e-01 -9.43331967e-02
9.50503405e-03 -3.14199389e-01 -3.00724052e-01 -4.19491696e-01
-1.06589341e-01]
[ -2.13477993e-01 -5.39511326e-01 -3.31192280e-01 -4.02794674e-01
-3.33411052e-01 -2.25948775e-01 -1.21868385e-02 -3.41292337e-01
1.01175893e-01 -2.86402321e-01 -2.42904911e-01 -8.49429222e-02
-1.42777141e-01]
[ -2.13459041e-01 -2.96610580e-01 -3.13223494e-01 -1.46982910e-01
-9.42070963e-02 -1.46475934e-01 -1.43743490e-01 -6.26382885e-02
-2.28253600e-01 -5.42596194e-01 -2.39190312e-01 -4.94662398e-02
-6.55471866e-02]
[ -1.22473973e-01 2.87814711e-02 -2.37927714e-01 -3.53388763e-01
-2.27784070e-01 -2.57533819e-01 -6.55434734e-02 -2.51952762e-01
1.98938799e-02 3.15418826e-02 -3.14921831e-01 -8.03554649e-02
-1.81817783e-01]]
Progress: 4.3% ... Training loss: 0.470 ... Validation loss: 0.831[[-0.10086558]
[ 0.2934005 ]
[-0.09621067]
[ 0.53226109]
[ 0.29834533]
[-0.00420801]
[-0.65376724]
[-0.77755398]
[-0.57612621]
[-0.79473862]
[ 0.6974313 ]
[ 1.65492066]
[-1.01774578]]
[[ -5.37275166e-01 -5.52871188e-01 -5.78455730e-01 -2.87542728e-01
-3.49789851e-01 -5.83831634e-01 -6.59884657e-01 -6.25390451e-01
-7.68968050e-01 -7.06837375e-01 -2.33191004e-01 2.78881136e-01
-7.24283662e-01]
[ 5.50130676e-03 -1.40240085e-01 5.15989837e-02 -2.05183011e-02
-4.44478115e-02 5.90950538e-02 -1.16533774e-01 2.37176577e-01
-1.17423293e-01 -1.58830186e-01 -4.00376574e-02 -7.91041686e-03
1.00190393e-01]
[ -2.06026430e-01 1.69535422e-01 -3.22587762e-02 1.62025065e-01
1.57425129e-01 -1.08842981e-01 -1.13706234e-01 -2.81896493e-01
-1.32795271e-02 -2.99086855e-01 2.85141446e-01 8.55318469e-01
-9.65406121e-02]
[ 1.86835822e-01 -3.24167794e-01 -2.46883589e-01 -1.26085672e-01
-3.81608145e-01 -5.91220957e-03 1.07702218e-01 -1.11425646e-01
2.62821752e-01 -1.35088988e-01 -2.79281481e-01 -6.71374886e-01
1.94193244e-02]
[ 1.04303957e-01 8.83657829e-02 8.65066407e-02 1.67976127e-01
2.34324674e-02 7.55972603e-02 -4.94103726e-03 9.98029759e-02
2.47155231e-02 1.48343594e-01 2.20609488e-01 8.41966419e-02
2.72786154e-01]
[ -4.77506373e-01 -5.69232838e-01 -6.06067375e-01 -5.41951308e-01
-5.69633422e-01 -5.60916986e-01 -2.74933936e-01 -1.95156058e-01
-3.86094179e-01 -2.65181291e-01 -3.97007537e-01 -5.67448436e-01
-2.26716063e-01]
[ -4.14773796e-01 -5.72036696e-01 -3.22094658e-01 -3.61337965e-01
-4.05304752e-01 -5.56754016e-01 -4.84813116e-01 -5.18718423e-01
-3.28893349e-01 -2.64826731e-01 -4.79002571e-01 -2.22791249e-01
-2.97520556e-01]
[ -3.15719953e-01 -3.76155072e-01 -4.51966322e-01 -3.12846359e-01
-3.22420719e-01 -4.10610535e-01 -2.26074082e-01 -1.61338245e-01
-2.70649860e-01 -4.10579457e-01 -2.94511643e-01 -4.33061219e-01
-2.55945169e-01]
[ -4.73232575e-01 -3.47764194e-01 -3.77217177e-01 -1.27425234e-01
-3.31109102e-01 -2.11344788e-01 -2.15548828e-01 -4.79370154e-01
-3.56338672e-01 -5.09293944e-01 -1.13099336e-01 1.37783877e-02
-3.34663305e-01]
[ -9.41757437e-01 -9.63178580e-01 -9.61908377e-01 -8.99282959e-01
-1.03379143e+00 -9.73545340e-01 -7.25125546e-01 -7.11049229e-01
-8.07189009e-01 -5.99199927e-01 -9.53801039e-01 -7.09569485e-01
-4.69443525e-01]
[ -4.97264285e-01 -2.64583343e-01 -4.60143000e-01 -3.11280226e-01
-3.56367531e-01 -3.53000323e-01 -5.37415373e-01 -5.73523416e-01
-6.06281805e-01 -1.74330500e-01 -3.98979491e-01 -5.31243625e-01
-4.53716459e-01]
[ -1.20543928e-01 5.98707916e-02 -3.41011560e-01 -2.91028291e-01
-6.82997170e-02 -6.96182571e-02 -1.93426576e-01 -3.09429723e-01
-1.86115814e-01 8.53424286e-02 -2.14505410e-01 -1.39732926e-01
-3.07481845e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.58771380e-01 -9.85354717e-02 1.62087518e-01 -2.23621827e-01
-1.18576409e-01 1.14517900e-01 -1.37084733e-01 -2.32836531e-02
-8.73114867e-02 3.66736924e-02 -8.94911453e-02 -1.76656912e-01
5.56961355e-02]
[ -7.89441974e-02 -2.59527133e-01 -1.76618464e-01 -2.82681449e-01
-4.78982072e-01 -8.41219249e-02 -1.05793503e-02 1.97491437e-02
-2.71010485e-02 3.63823663e-02 -1.63134066e-01 -1.96759387e-01
-2.01558003e-01]
[ -7.13748393e-02 6.27617740e-04 -2.43680002e-01 -2.53823508e-01
1.36313090e-01 -1.62192171e-01 -1.48405008e-01 4.43028734e-02
2.79164282e-02 -1.33647214e-02 -1.90288216e-01 -6.62006817e-02
7.35149639e-02]
[ 2.88703597e-02 -1.54896051e-01 -1.53377940e-01 -3.89077214e-02
-1.17021835e-01 -1.06480118e-01 5.82386126e-02 -1.92325226e-01
-5.29424613e-02 -7.03887409e-02 -5.46209282e-03 -1.63731142e-01
2.50674446e-02]
[ -2.83545755e-01 -1.44767759e-01 -6.98424380e-02 -9.25709376e-02
-3.05150208e-01 -2.71395371e-01 -3.69385190e-01 4.98502228e-02
-3.02656219e-01 -2.19629797e-01 1.72746018e-01 1.05162594e-01
2.71337163e-01]
[ -2.15441857e-01 -1.30773596e-01 -7.81633724e-02 -7.76238743e-02
-7.84770017e-02 -1.13673658e-01 -8.01146248e-02 4.02838061e-02
-1.30276632e-01 9.88010240e-03 1.93352002e-02 -1.31072357e-01
-1.78515704e-02]
[ -1.54223753e-01 -4.74431519e-02 -2.24787156e-01 -3.35542432e-01
-1.29789470e-01 -1.98431227e-01 -2.56904110e-01 -1.12821817e-01
1.69805273e-01 -2.06969773e-01 -2.73199134e-01 -2.06803039e-01
-1.77720407e-01]
[ -3.64454296e-01 -9.11994050e-02 -1.39382799e-01 -2.27005838e-01
-6.98473275e-02 -3.09692819e-01 8.00399070e-02 -3.52656208e-02
-9.69132435e-02 1.16911667e-01 -7.86913126e-02 -1.42565841e-01
-1.28443123e-01]
[ -1.69316192e-01 -1.65680662e-01 -4.39396195e-02 -1.46899645e-01
-1.43038999e-01 -2.91751497e-01 -1.26925917e-01 -1.08649574e-01
-3.17013688e-01 2.72140480e-02 1.58908892e-01 9.70744463e-02
-2.91378949e-01]
[ -1.38408941e-01 -1.82819303e-01 -1.10871909e-01 -2.82794973e-01
8.79638748e-02 -1.69492028e-02 -2.33950964e-01 -1.52560202e-01
7.29851577e-02 -1.16950048e-01 -1.86942257e-01 -1.92933453e-01
-3.53504113e-01]
[ -4.28057420e-02 -3.41015723e-02 -1.46201199e-01 -4.11432650e-02
-2.28355327e-01 6.37102925e-02 -7.98292276e-02 -3.72480671e-02
-2.23300642e-01 -6.52044640e-02 -6.35163872e-02 -3.04767034e-01
-1.51541507e-01]
[ -7.26888641e-02 3.83568665e-02 -1.30116112e-01 -2.82358059e-01
1.28784138e-01 2.13678604e-02 -2.41989786e-01 -1.97593922e-01
1.01832574e-01 -9.06308844e-02 -2.33497904e-01 -1.25181618e-01
-2.85792664e-01]
[ 8.06340569e-02 -2.98978026e-01 -8.50880714e-02 -3.75724486e-01
-2.03484779e-01 -8.68953389e-02 1.01778269e-03 3.49424618e-02
-4.63838184e-02 2.15012447e-01 -4.08050238e-01 -3.01064147e-01
2.02374769e-01]
[ -2.20581117e-01 -2.37825446e-01 -1.31096170e-01 -2.28463708e-01
-2.86799635e-01 -9.08408603e-02 1.24653442e-01 -2.68727276e-02
2.32935497e-01 -2.01739609e-02 -2.82361384e-01 -5.04683207e-01
3.75623085e-01]
[ -1.34674684e-02 -1.68223403e-01 1.76524733e-02 -2.00317764e-01
-1.43173574e-01 1.69220535e-01 7.71081137e-02 1.28583120e-01
-1.05318397e-01 1.22857157e-01 -3.92820136e-02 -4.42159202e-01
3.58014781e-01]
[ 1.78649613e-03 -2.17593729e-02 -1.27497051e-01 -1.69967263e-02
-1.51316943e-01 -4.41030380e-02 1.61645569e-01 4.89579881e-02
1.57072533e-01 2.46043177e-01 -3.25981687e-01 -2.99805086e-01
3.73419233e-01]
[ -8.27751556e-02 -2.62343953e-01 5.56168576e-02 -2.86048565e-01
-1.23729630e-01 1.20112124e-01 2.37800695e-01 2.47703890e-02
-1.37514588e-01 6.71475264e-02 -4.31579119e-01 -3.88236097e-01
4.95766548e-01]
[ 1.16871835e-01 -5.57030994e-02 7.66308599e-03 -5.70243474e-02
-4.47241049e-02 -1.50564706e-02 9.25772994e-02 1.83847392e-01
2.63037412e-01 1.08931458e-01 -3.95484813e-01 -1.87385983e-01
1.48740483e-01]
[ -1.22426238e-02 -1.07268706e-01 1.24958586e-02 8.24991871e-02
-6.22795369e-02 -2.82550818e-01 -4.86260743e-02 1.90311731e-01
-8.66628613e-02 -1.55902384e-02 -1.47907027e-01 -3.41684592e-01
6.73852923e-02]
[ 7.99458437e-02 1.15310024e-01 4.39305503e-04 3.29980221e-02
-9.17767777e-02 -5.96315333e-02 -1.66390396e-01 -1.77431413e-01
-2.56465603e-01 -1.49250548e-01 -1.96973044e-01 1.71048506e-01
-5.06901801e-02]
[ 4.84420406e-02 -1.10159366e-01 1.50620906e-01 5.47294970e-02
2.11555805e-01 7.26666940e-03 -3.06619140e-01 -2.86253427e-01
-1.82486114e-02 -4.50674506e-01 2.75821129e-02 5.22520204e-01
-2.15636738e-01]
[ 3.72360750e-02 8.25623829e-02 -2.10488140e-01 3.26191388e-02
3.04319730e-02 -2.91620578e-04 -1.44221561e-01 -3.17245353e-01
-2.81908469e-01 -1.63529946e-01 -4.52438977e-02 -6.11044682e-03
-1.62019825e-01]
[ -5.38266886e-02 -2.13835486e-01 6.71651102e-02 1.03899461e-01
-1.29421745e-01 -1.33864885e-01 5.53481227e-02 1.58300731e-02
9.86647089e-02 -3.40508160e-01 -2.81111460e-01 -2.19291651e-01
4.20086038e-02]
[ 1.85407510e-02 -2.71707472e-01 6.47649121e-02 -2.07751782e-01
-1.88960864e-01 -2.30572368e-01 -2.41098691e-01 9.99714423e-02
1.38333872e-02 1.76803753e-01 -1.41326825e-01 4.07100783e-02
-3.37397814e-02]
[ 1.76854449e-01 4.39514373e-02 -9.99997336e-02 -2.04023176e-01
-6.26446905e-02 -1.01321864e-01 -1.57785149e-01 1.02354694e-01
-1.72566994e-01 -1.69588586e-01 -1.86580805e-01 -1.30678464e-02
-5.73260198e-02]
[ -1.69514031e-01 -1.91936919e-01 -1.03255254e-01 -1.86162687e-01
-5.95102505e-02 2.71943552e-02 -1.57971157e-01 -1.06644542e-01
-1.18312432e-01 8.26393060e-02 -2.21906399e-01 -1.00345436e-01
-1.80096061e-01]
[ -3.10658938e-02 -2.21554367e-01 -1.51857634e-01 -1.90618187e-01
-5.85025432e-02 4.45442507e-02 1.18720391e-03 6.75453187e-02
-1.95825477e-01 -1.85142406e-01 -6.00186509e-02 -2.38791020e-01
5.93092801e-03]
[ 1.18881257e-01 5.71686425e-02 1.08698551e-03 -1.63780335e-01
-3.37792006e-01 8.19248615e-03 -9.79493293e-02 -1.64836353e-01
-2.84057359e-01 1.58172472e-01 -1.45586196e-01 -2.34989984e-01
4.16073501e-02]
[ -6.18078715e-02 -1.66805163e-02 -2.81191627e-01 -2.23570243e-02
5.74126658e-02 1.56163573e-01 -2.04510917e-01 -1.36004392e-01
-3.52968028e-02 -1.85730952e-02 1.09102011e-01 2.81234227e-01
2.26129035e-02]
[ 1.08775043e-01 3.01393579e-01 -1.96736124e-01 4.53289006e-01
6.55136796e-02 -2.10913291e-03 -1.52985120e-01 -3.03704303e-01
-1.82513652e-01 -3.33656513e-01 4.18571487e-01 5.74642689e-01
-3.61857401e-01]
[ -2.80948269e-02 1.39481493e-01 5.43693625e-02 3.22355114e-02
-4.75939741e-02 -7.00806178e-02 -1.69902615e-01 -2.71945087e-01
-1.96529550e-01 -1.87814869e-01 1.88092281e-01 5.78336274e-01
-2.89449216e-01]
[ -4.90645339e-02 -1.29037482e-01 -1.59173617e-01 2.28638097e-01
-1.76174344e-01 2.33795164e-01 -6.18163554e-02 -2.40019195e-01
-2.24161799e-01 -4.86935988e-01 1.03537227e-01 1.82024940e-01
-1.93285663e-01]
[ 7.99335902e-02 -3.82052941e-01 -5.13172727e-02 -4.56946492e-02
-1.10214111e-01 2.00756483e-01 1.02680214e-01 1.78304268e-01
-1.36418147e-01 -3.62289992e-02 -8.67220115e-02 2.24017733e-01
-1.25466823e-01]
[ 2.04373509e-01 -2.90170743e-01 -1.22782438e-01 -9.16391485e-02
-2.05329454e-01 1.22563689e-01 3.58570784e-02 -1.52727353e-01
-2.25049453e-02 -1.22274316e-01 -1.30857630e-01 -2.09272832e-01
-5.34872828e-02]
[ -1.34973270e-01 -7.78778804e-02 3.80659554e-02 -2.46625829e-01
-5.35359554e-02 -1.40807603e-01 5.36686741e-02 -2.46399657e-02
-6.54173349e-02 -1.94686318e-02 -2.88970808e-01 -3.60675039e-01
-2.92413766e-02]
[ -1.42894355e-01 -1.11796993e-01 -7.56488982e-02 -1.87875578e-01
-3.24312011e-01 -2.87102925e-01 6.82008282e-02 1.18110926e-02
-3.96193209e-02 -4.81830287e-03 -1.07018612e-01 -3.78760661e-01
-1.67043170e-01]
[ -1.67893343e-01 -2.16917466e-01 -2.97812980e-01 -2.63260384e-01
-2.61669995e-01 -2.06489968e-01 -3.37708190e-01 1.41714614e-01
-5.01233023e-02 -2.77695335e-01 -2.55157789e-01 -1.59971613e-01
-2.01722268e-01]
[ -1.05736018e-01 1.06550967e-01 2.55994864e-02 -5.33286752e-02
-2.23465491e-01 -1.68407973e-01 -8.40002179e-02 -1.87581745e-02
-7.61199671e-02 -2.26460206e-01 -2.11020026e-01 -2.63419849e-01
-1.46800899e-01]
[ -3.47548322e-01 -1.35997473e-01 -2.69347176e-01 6.83045269e-02
-2.12580590e-01 -2.26100748e-01 -6.05127094e-02 -1.73169081e-01
5.43502489e-02 -9.79603240e-02 6.36846036e-03 -3.55156027e-01
-6.27391961e-02]
[ -1.23314136e-01 -4.24910670e-02 -2.56252477e-01 -3.08046373e-02
-2.21237263e-01 -2.76287554e-01 -3.88232686e-01 -9.54179216e-02
7.71323926e-03 -3.13908838e-01 -2.99465517e-01 -4.12918612e-01
-1.07487569e-01]
[ -2.13549023e-01 -5.39163389e-01 -3.31257311e-01 -4.02155680e-01
-3.33121731e-01 -2.25956287e-01 -1.29358805e-02 -3.41776235e-01
1.00533889e-01 -2.86902115e-01 -2.42025724e-01 -8.58323425e-02
-1.43652481e-01]
[ -2.13191028e-01 -2.97343231e-01 -3.13029393e-01 -1.48162494e-01
-9.49227845e-02 -1.46446337e-01 -1.41597679e-01 -5.97587925e-02
-2.26612769e-01 -5.39835899e-01 -2.41315211e-01 -5.23703644e-02
-6.04611127e-02]
[ -1.22446144e-01 2.85286362e-02 -2.37921199e-01 -3.53641001e-01
-2.28024768e-01 -2.57529456e-01 -6.49841233e-02 -2.51762364e-01
2.03134490e-02 3.15255608e-02 -3.15180958e-01 -8.11525872e-02
-1.81385371e-01]]
Progress: 4.4% ... Training loss: 0.466 ... Validation loss: 0.813[[-0.08900747]
[ 0.31371284]
[-0.08166775]
[ 0.55483306]
[ 0.31665749]
[ 0.00946037]
[-0.64669049]
[-0.76713519]
[-0.56681773]
[-0.78157346]
[ 0.72714144]
[ 1.72185582]
[-1.01049413]]
[[ -5.37544850e-01 -5.49842172e-01 -5.79241953e-01 -2.82311292e-01
-3.46480589e-01 -5.83851950e-01 -6.60815869e-01 -6.27786347e-01
-7.69433694e-01 -7.09948166e-01 -2.24304736e-01 2.90646834e-01
-7.25939770e-01]
[ 5.61792647e-03 -1.40368836e-01 5.16790450e-02 -2.09117807e-02
-4.44751758e-02 5.90973213e-02 -1.15638426e-01 2.38068744e-01
-1.16489109e-01 -1.57969885e-01 -4.01957795e-02 -8.62705342e-03
1.02526033e-01]
[ -2.05723754e-01 1.71266741e-01 -3.25778186e-02 1.65657194e-01
1.59400963e-01 -1.08834229e-01 -1.09543232e-01 -2.78690939e-01
-1.10454615e-02 -2.96162172e-01 2.91830889e-01 8.66682633e-01
-9.23009836e-02]
[ 1.86970114e-01 -3.27970882e-01 -2.46182298e-01 -1.33051366e-01
-3.85044224e-01 -5.90605733e-03 1.09827218e-01 -1.09727090e-01
2.63771988e-01 -1.31683820e-01 -2.91706768e-01 -6.96480117e-01
2.56364824e-02]
[ 1.03745675e-01 9.04905493e-02 8.61650690e-02 1.70697867e-01
2.46052160e-02 7.55806944e-02 -9.04264207e-03 9.43498174e-02
2.10852004e-02 1.44380304e-01 2.23373431e-01 8.62538543e-02
2.64208397e-01]
[ -4.78311990e-01 -5.67486896e-01 -6.06602384e-01 -5.38904242e-01
-5.67937182e-01 -5.60948246e-01 -2.80235765e-01 -2.02537792e-01
-3.90628240e-01 -2.73204678e-01 -3.92760708e-01 -5.57360191e-01
-2.35975071e-01]
[ -4.14997409e-01 -5.70231757e-01 -3.22584946e-01 -3.57531488e-01
-4.03188029e-01 -5.56762495e-01 -4.85524081e-01 -5.20151425e-01
-3.30409924e-01 -2.66635101e-01 -4.72264275e-01 -2.06118729e-01
-3.00286395e-01]
[ -3.15339589e-01 -3.76324868e-01 -4.51785446e-01 -3.13432305e-01
-3.22990013e-01 -4.10597787e-01 -2.21796401e-01 -1.57132698e-01
-2.66847074e-01 -4.06886298e-01 -2.95102874e-01 -4.44600499e-01
-2.48730147e-01]
[ -4.73501464e-01 -3.46728755e-01 -3.77545331e-01 -1.25309207e-01
-3.30063731e-01 -2.11363014e-01 -2.17625489e-01 -4.80736920e-01
-3.58245947e-01 -5.10571559e-01 -1.10321306e-01 1.93157262e-02
-3.36303050e-01]
[ -9.41989758e-01 -9.60640418e-01 -9.62543636e-01 -8.94615011e-01
-1.03151139e+00 -9.73560312e-01 -7.24654711e-01 -7.11847253e-01
-8.07457231e-01 -6.01726423e-01 -9.45417499e-01 -6.98637584e-01
-4.71279605e-01]
[ -4.97923038e-01 -2.62650695e-01 -4.60667323e-01 -3.07295084e-01
-3.54335832e-01 -3.53030977e-01 -5.41567525e-01 -5.78152098e-01
-6.10165660e-01 -1.78966113e-01 -3.93958188e-01 -5.21440488e-01
-4.57825535e-01]
[ -1.20570609e-01 5.98165057e-02 -3.41024555e-01 -2.91297759e-01
-6.83224196e-02 -6.96178469e-02 -1.93557033e-01 -3.09978974e-01
-1.86118861e-01 8.50883236e-02 -2.14738329e-01 -1.39709140e-01
-3.07986257e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59047920e-01 -9.79663923e-02 1.61821897e-01 -2.22563398e-01
-1.17997333e-01 1.14504724e-01 -1.39259349e-01 -2.64266153e-02
-8.89681249e-02 3.33929927e-02 -8.78831959e-02 -1.73043773e-01
5.16034426e-02]
[ -7.89874215e-02 -2.59493860e-01 -1.76630723e-01 -2.82709377e-01
-4.79078229e-01 -8.41224255e-02 -1.08890219e-02 1.95661580e-02
-2.72582637e-02 3.58836447e-02 -1.63219349e-01 -1.97439976e-01
-2.01919616e-01]
[ -7.19138467e-02 1.89276606e-03 -2.43960804e-01 -2.51560681e-01
1.37603983e-01 -1.62210616e-01 -1.51349971e-01 4.01239617e-02
2.50690968e-02 -1.79077475e-02 -1.87357701e-01 -5.81657262e-02
6.80848112e-02]
[ 2.88641507e-02 -1.54223770e-01 -1.53519447e-01 -3.74981563e-02
-1.16291903e-01 -1.06481690e-01 5.82856332e-02 -1.92515675e-01
-5.30101435e-02 -7.14578327e-02 -2.92996429e-03 -1.57298604e-01
2.47233708e-02]
[ -2.83635338e-01 -1.43914169e-01 -7.01288532e-02 -9.09216095e-02
-3.04045675e-01 -2.71400516e-01 -3.70156368e-01 4.80692144e-02
-3.03659266e-01 -2.21002639e-01 1.76458084e-01 1.10655579e-01
2.67825153e-01]
[ -2.15403441e-01 -1.31325467e-01 -7.80290578e-02 -7.84326613e-02
-7.90922844e-02 -1.13668164e-01 -7.84929470e-02 4.29007566e-02
-1.29564983e-01 1.21922160e-02 1.73735956e-02 -1.32166890e-01
-1.32546802e-02]
[ -1.54013177e-01 -4.79456471e-02 -2.24658169e-01 -3.36624465e-01
-1.30385861e-01 -1.98423667e-01 -2.55117631e-01 -1.11142107e-01
1.71509889e-01 -2.05760170e-01 -2.74321530e-01 -2.11258053e-01
-1.75008403e-01]
[ -3.64459711e-01 -9.07326421e-02 -1.39448039e-01 -2.26071346e-01
-6.93571507e-02 -3.09694371e-01 8.06143888e-02 -3.52514506e-02
-9.64009770e-02 1.17451544e-01 -7.72084137e-02 -1.42900658e-01
-1.27792793e-01]
[ -1.69048459e-01 -1.65680897e-01 -4.38171130e-02 -1.47656315e-01
-1.43299870e-01 -2.91742850e-01 -1.24699279e-01 -1.05802521e-01
-3.15171939e-01 2.98950504e-02 1.58075586e-01 8.69995640e-02
-2.87126466e-01]
[ -1.38739291e-01 -1.81667045e-01 -1.11254170e-01 -2.80161979e-01
8.93378476e-02 -1.69688758e-02 -2.36591479e-01 -1.55649968e-01
7.06610992e-02 -1.19192246e-01 -1.83618832e-01 -1.82353476e-01
-3.56958260e-01]
[ -4.30326319e-02 -3.34175470e-02 -1.46395667e-01 -3.96793266e-02
-2.27849991e-01 6.36994669e-02 -8.16094712e-02 -3.85990199e-02
-2.24716176e-01 -6.71132914e-02 -6.14930194e-02 -3.00357389e-01
-1.53955943e-01]
[ -7.26061257e-02 3.81315749e-02 -1.30045924e-01 -2.82710592e-01
1.28567959e-01 2.13718323e-02 -2.41436671e-01 -1.96810727e-01
1.02378678e-01 -8.98742860e-02 -2.33935740e-01 -1.26346198e-01
-2.84844815e-01]
[ 8.08767855e-02 -2.99607950e-01 -8.48689265e-02 -3.77154491e-01
-2.04219570e-01 -8.68875758e-02 2.59124571e-03 3.73800686e-02
-4.50734699e-02 2.17762389e-01 -4.09852488e-01 -3.07330586e-01
2.06340893e-01]
[ -2.20403426e-01 -2.38146342e-01 -1.30949458e-01 -2.29397363e-01
-2.87205448e-01 -9.08341826e-02 1.26263855e-01 -2.50827838e-02
2.34414750e-01 -1.85897299e-02 -2.83284271e-01 -5.07306148e-01
3.79086617e-01]
[ -1.31962072e-02 -1.69015125e-01 1.78829615e-02 -2.02054025e-01
-1.44119354e-01 1.69233709e-01 7.91737002e-02 1.31178407e-01
-1.03515234e-01 1.25307759e-01 -4.16052585e-02 -4.48237780e-01
3.61800150e-01]
[ 1.98085460e-03 -2.24812167e-02 -1.27315268e-01 -1.85901493e-02
-1.51990439e-01 -4.40953704e-02 1.63518895e-01 5.11995674e-02
1.58497328e-01 2.48473312e-01 -3.28165852e-01 -3.08779350e-01
3.76966669e-01]
[ -8.27752990e-02 -2.62434589e-01 5.56332727e-02 -2.86220588e-01
-1.23829398e-01 1.20112301e-01 2.37965647e-01 2.48619461e-02
-1.37423719e-01 6.72802298e-02 -4.31824502e-01 -3.88963282e-01
4.96024404e-01]
[ 1.17033045e-01 -5.59605396e-02 7.73693481e-03 -5.79133170e-02
-4.50850477e-02 -1.50520171e-02 9.37337768e-02 1.84982642e-01
2.64389642e-01 1.09704416e-01 -3.96381005e-01 -1.91969593e-01
1.50482930e-01]
[ -1.21014780e-02 -1.07956875e-01 1.26684352e-02 8.11243821e-02
-6.29342930e-02 -2.82546381e-01 -4.73326073e-02 1.92347139e-01
-8.54995023e-02 -1.38527151e-02 -1.49969701e-01 -3.48433615e-01
7.01334854e-02]
[ 8.01188454e-02 1.14912847e-01 5.55013019e-04 3.21718954e-02
-9.20163502e-02 -5.96253401e-02 -1.65586382e-01 -1.76886789e-01
-2.55461621e-01 -1.48377590e-01 -1.97949686e-01 1.68175063e-01
-4.93031319e-02]
[ 4.81497759e-02 -1.09251764e-01 1.50300924e-01 5.73882437e-02
2.12792335e-01 7.25631440e-03 -3.08151167e-01 -2.87886361e-01
-2.04449329e-02 -4.51941338e-01 3.06557444e-02 5.33447754e-01
-2.19496951e-01]
[ 3.74229799e-02 8.19718805e-02 -2.10359081e-01 3.13642818e-02
2.98112256e-02 -2.83377728e-04 -1.43019867e-01 -3.16226855e-01
-2.80764036e-01 -1.62218101e-01 -4.68704479e-02 -1.05363598e-02
-1.60314880e-01]
[ -5.38716057e-02 -2.13810742e-01 6.71507692e-02 1.03997077e-01
-1.29396305e-01 -1.33867075e-01 5.51687188e-02 1.55183344e-02
9.82732572e-02 -3.40610074e-01 -2.81233629e-01 -2.19297021e-01
4.19564525e-02]
[ 1.83960411e-02 -2.71513745e-01 6.46791502e-02 -2.07399849e-01
-1.88729157e-01 -2.30577442e-01 -2.42128806e-01 9.85833859e-02
1.28484336e-02 1.75617963e-01 -1.40795368e-01 4.21280581e-02
-3.51830503e-02]
[ 1.76783760e-01 4.41106967e-02 -1.00068298e-01 -2.03740695e-01
-6.25954469e-02 -1.01324058e-01 -1.57929791e-01 1.01851655e-01
-1.72961272e-01 -1.70226364e-01 -1.86247271e-01 -1.19233521e-02
-5.83205671e-02]
[ -1.69917855e-01 -1.90490078e-01 -1.03630944e-01 -1.83520968e-01
-5.78904269e-02 2.71773924e-02 -1.60183642e-01 -1.10913224e-01
-1.21049525e-01 7.80599551e-02 -2.18038849e-01 -8.86223045e-02
-1.85871298e-01]
[ -3.10547987e-02 -2.21789613e-01 -1.51820430e-01 -1.91185164e-01
-5.88214882e-02 4.45440302e-02 1.37715741e-03 6.79090429e-02
-1.95720256e-01 -1.84742426e-01 -6.10712603e-02 -2.40193544e-01
7.18861414e-03]
[ 1.18735192e-01 5.75934964e-02 9.87557173e-04 -1.63322721e-01
-3.37534455e-01 8.18728926e-03 -9.86926907e-02 -1.66612736e-01
-2.84514719e-01 1.56058087e-01 -1.44620820e-01 -2.31280241e-01
3.98239562e-02]
[ -6.18019867e-02 -1.67113300e-02 -2.81189528e-01 -2.23041100e-02
5.73954912e-02 1.56164137e-01 -2.04322225e-01 -1.35971154e-01
-3.51303837e-02 -1.84712805e-02 1.09164538e-01 2.81265710e-01
2.24774140e-02]
[ 1.08289641e-01 3.03805781e-01 -1.97239390e-01 4.58083977e-01
6.77212422e-02 -2.12886204e-03 -1.56546037e-01 -3.07773018e-01
-1.85488784e-01 -3.37721130e-01 4.25448700e-01 5.88730308e-01
-3.67735814e-01]
[ -2.88958357e-02 1.42983480e-01 5.33911403e-02 3.95398456e-02
-4.40430038e-02 -7.01167591e-02 -1.75856169e-01 -2.78075396e-01
-2.01165217e-01 -1.95395060e-01 1.99209123e-01 6.00682367e-01
-2.99757905e-01]
[ -4.91280889e-02 -1.28767723e-01 -1.59250102e-01 2.29323626e-01
-1.75871595e-01 2.33790382e-01 -6.23159240e-02 -2.40380489e-01
-2.24531042e-01 -4.87234221e-01 1.04331524e-01 1.84719559e-01
-1.93643100e-01]
[ 7.98089295e-02 -3.81870868e-01 -5.13875113e-02 -4.51351806e-02
-1.09928733e-01 2.00751197e-01 1.01661851e-01 1.77312103e-01
-1.37188075e-01 -3.71291526e-02 -8.58483114e-02 2.25629548e-01
-1.26674994e-01]
[ 2.04404246e-01 -2.90240743e-01 -1.22763449e-01 -9.18578673e-02
-2.05414407e-01 1.22564519e-01 3.60250278e-02 -1.52469597e-01
-2.23536359e-02 -1.22142836e-01 -1.31227296e-01 -2.10753890e-01
-5.32382584e-02]
[ -1.34939208e-01 -7.80445021e-02 3.81084671e-02 -2.46917993e-01
-5.37338176e-02 -1.40806102e-01 5.41086733e-02 -2.41668877e-02
-6.50901648e-02 -1.91525630e-02 -2.89387068e-01 -3.62460500e-01
-2.85614110e-02]
[ -1.42864950e-01 -1.11912524e-01 -7.56160338e-02 -1.88091297e-01
-3.24435322e-01 -2.87101690e-01 6.85335043e-02 1.22509019e-02
-3.93855699e-02 -4.49751267e-03 -1.07342123e-01 -3.79720555e-01
-1.66485355e-01]
[ -1.68214237e-01 -2.15773331e-01 -2.98133438e-01 -2.61624841e-01
-2.60410226e-01 -2.06504613e-01 -3.39632859e-01 1.37962743e-01
-5.28819579e-02 -2.81286159e-01 -2.52553789e-01 -1.52992183e-01
-2.06722105e-01]
[ -1.06331133e-01 1.09036243e-01 2.49289409e-02 -4.80016594e-02
-2.21161708e-01 -1.68434589e-01 -8.77350350e-02 -2.35105425e-02
-7.90670457e-02 -2.30705907e-01 -2.03933357e-01 -2.46582140e-01
-1.52575478e-01]
[ -3.47542547e-01 -1.35904089e-01 -2.69373887e-01 6.82959623e-02
-2.12730811e-01 -2.26099815e-01 -6.03922988e-02 -1.72909411e-01
5.48188442e-02 -9.78663563e-02 6.61619521e-03 -3.58196048e-01
-6.19283288e-02]
[ -1.23383856e-01 -4.19611527e-02 -2.56336253e-01 -2.94245438e-02
-2.20662703e-01 -2.76289729e-01 -3.88245044e-01 -9.50299052e-02
7.27019276e-03 -3.13573564e-01 -2.98073647e-01 -4.07482402e-01
-1.07605907e-01]
[ -2.13876968e-01 -5.38221784e-01 -3.31583618e-01 -3.99909319e-01
-3.32060653e-01 -2.25972033e-01 -1.52266311e-02 -3.43665839e-01
9.89311207e-02 -2.89598825e-01 -2.38114845e-01 -7.95031825e-02
-1.46715739e-01]
[ -2.12963702e-01 -2.97950803e-01 -3.12812904e-01 -1.49655690e-01
-9.56668003e-02 -1.46435721e-01 -1.38835332e-01 -5.68185756e-02
-2.24613258e-01 -5.37921048e-01 -2.43097594e-01 -6.09423181e-02
-5.54045237e-02]
[ -1.22283326e-01 2.83584174e-02 -2.37882467e-01 -3.54344633e-01
-2.28040683e-01 -2.57527040e-01 -6.37160597e-02 -2.50932383e-01
2.14417675e-02 3.22984903e-02 -3.15467804e-01 -8.43642968e-02
-1.79746384e-01]]
Progress: 4.5% ... Training loss: 0.466 ... Validation loss: 0.784[[-0.10667801]
[ 0.29680081]
[-0.09792691]
[ 0.53491503]
[ 0.29768872]
[-0.00673178]
[-0.67519408]
[-0.79086725]
[-0.59915402]
[-0.8011812 ]
[ 0.70896435]
[ 1.69568711]
[-1.04765022]]
[[ -5.36685201e-01 -5.50873335e-01 -5.78853166e-01 -2.85276808e-01
-3.48048203e-01 -5.83929296e-01 -6.53269793e-01 -6.20786556e-01
-7.61823138e-01 -7.03454178e-01 -2.27355618e-01 2.62858473e-01
-7.13784561e-01]
[ 5.58614912e-03 -1.40220992e-01 5.16381914e-02 -2.06560143e-02
-4.43383535e-02 5.91020610e-02 -1.15859480e-01 2.37642093e-01
-1.16606596e-01 -1.58376858e-01 -3.98487054e-02 -7.88841585e-03
1.01957295e-01]
[ -2.04035785e-01 1.64600621e-01 -3.10026881e-02 1.52803430e-01
1.52932031e-01 -1.09005649e-01 -9.44077311e-02 -2.61736430e-01
4.22797481e-03 -2.79788223e-01 2.74684734e-01 8.02716969e-01
-6.21567739e-02]
[ 1.87794548e-01 -3.31777763e-01 -2.45554464e-01 -1.41442471e-01
-3.88179603e-01 -5.98331562e-03 1.15842714e-01 -1.03812859e-01
2.68456561e-01 -1.23689312e-01 -3.04200903e-01 -7.21378999e-01
3.47156282e-02]
[ 1.02771336e-01 9.09255951e-02 8.56219705e-02 1.73721520e-01
2.55166102e-02 7.56724320e-02 -1.69150391e-02 8.45468453e-02
1.50290025e-02 1.36087686e-01 2.26990907e-01 1.19078948e-01
2.51501341e-01]
[ -4.78450759e-01 -5.66492496e-01 -6.06810931e-01 -5.37044516e-01
-5.67418337e-01 -5.60931820e-01 -2.81076816e-01 -2.04142578e-01
-3.91183798e-01 -2.75005382e-01 -3.89587228e-01 -5.49740247e-01
-2.37824520e-01]
[ -4.14704877e-01 -5.70616083e-01 -3.22371072e-01 -3.58339058e-01
-4.03369434e-01 -5.56791627e-01 -4.82836916e-01 -5.17025471e-01
-3.27720733e-01 -2.63361195e-01 -4.72736795e-01 -2.12531757e-01
-2.93903555e-01]
[ -3.14373236e-01 -3.80911816e-01 -4.50857147e-01 -3.21755616e-01
-3.27570082e-01 -4.10692111e-01 -2.11929719e-01 -1.45776660e-01
-2.57042758e-01 -3.97184153e-01 -3.06575356e-01 -4.88837242e-01
-2.30014178e-01]
[ -4.73200155e-01 -3.47183974e-01 -3.77338419e-01 -1.27051500e-01
-3.30798972e-01 -2.11394201e-01 -2.14460317e-01 -4.78354225e-01
-3.55825121e-01 -5.08326061e-01 -1.12770002e-01 1.19726916e-02
-3.32361972e-01]
[ -9.41039123e-01 -9.62976469e-01 -9.61849222e-01 -8.98457642e-01
-1.03420572e+00 -9.73645942e-01 -7.14119609e-01 -7.00439168e-01
-7.97251840e-01 -5.92762912e-01 -9.49893042e-01 -7.32250272e-01
-4.51964855e-01]
[ -4.97750698e-01 -2.63798841e-01 -4.60420115e-01 -3.10307628e-01
-3.55560342e-01 -3.53054041e-01 -5.39230949e-01 -5.76272016e-01
-6.07937458e-01 -1.76764658e-01 -3.97832562e-01 -5.30813868e-01
-4.53446119e-01]
[ -1.20272160e-01 5.88686100e-02 -3.40825638e-01 -2.93456030e-01
-6.93814428e-02 -6.96473712e-02 -1.91550744e-01 -3.08007238e-01
-1.84193679e-01 8.73442025e-02 -2.17608631e-01 -1.47095933e-01
-3.04489987e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59117150e-01 -9.77526765e-02 1.61762441e-01 -2.22190570e-01
-1.17792749e-01 1.14512813e-01 -1.39696388e-01 -2.72620270e-02
-8.93142081e-02 3.28643081e-02 -8.73845525e-02 -1.71648977e-01
5.06780597e-02]
[ -7.91965218e-02 -2.58327653e-01 -1.76868449e-01 -2.80566899e-01
-4.78285560e-01 -8.41000834e-02 -1.23578891e-02 1.69259336e-02
-2.82828603e-02 3.30137314e-02 -1.59543384e-01 -1.88415320e-01
-2.04969394e-01]
[ -7.16510438e-02 1.11806159e-03 -2.43765100e-01 -2.52960504e-01
1.36645882e-01 -1.62235673e-01 -1.49436571e-01 4.34425465e-02
2.68788746e-02 -1.47628461e-02 -1.89312609e-01 -6.43663525e-02
7.29156000e-02]
[ 2.87882514e-02 -1.54310661e-01 -1.53574330e-01 -3.70389600e-02
-1.16039214e-01 -1.06478255e-01 5.80277105e-02 -1.92747441e-01
-5.34661551e-02 -7.19637965e-02 -2.43026719e-03 -1.54558236e-01
2.37953405e-02]
[ -2.83494355e-01 -1.43846944e-01 -7.00369781e-02 -9.12531873e-02
-3.04133918e-01 -2.71413760e-01 -3.69014097e-01 4.92635565e-02
-3.02309712e-01 -2.19865952e-01 1.76399594e-01 1.04546037e-01
2.70542722e-01]
[ -2.15193703e-01 -1.32023805e-01 -7.78241345e-02 -8.01054814e-02
-7.97146583e-02 -1.13689531e-01 -7.60199260e-02 4.53469212e-02
-1.27612212e-01 1.46457860e-02 1.51135637e-02 -1.38736028e-01
-8.62575843e-03]
[ -1.53385649e-01 -5.15260053e-02 -2.24026369e-01 -3.42587300e-01
-1.33825391e-01 -1.98489191e-01 -2.49072055e-01 -1.04051534e-01
1.78312087e-01 -2.00012860e-01 -2.82369788e-01 -2.39310061e-01
-1.63460456e-01]
[ -3.64472958e-01 -9.02570724e-02 -1.39486745e-01 -2.24880561e-01
-6.88170322e-02 -3.09688231e-01 8.01961510e-02 -3.54820787e-02
-9.66130777e-02 1.17448974e-01 -7.52820134e-02 -1.42348157e-01
-1.27514059e-01]
[ -1.68492814e-01 -1.67358722e-01 -4.33728011e-02 -1.52071835e-01
-1.45299807e-01 -2.91799048e-01 -1.19228194e-01 -1.00479280e-01
-3.11260347e-01 3.49198507e-02 1.51571277e-01 6.68401168e-02
-2.79607588e-01]
[ -1.38718444e-01 -1.81529456e-01 -1.11221991e-01 -2.80119468e-01
8.93709474e-02 -1.69729983e-02 -2.35850429e-01 -1.55205519e-01
7.12512708e-02 -1.18549938e-01 -1.83430777e-01 -1.82333738e-01
-3.55813598e-01]
[ -4.31152328e-02 -3.29568936e-02 -1.46498094e-01 -3.89450697e-02
-2.27421805e-01 6.37127042e-02 -8.23253666e-02 -3.97089299e-02
-2.25116598e-01 -6.84262951e-02 -6.04989327e-02 -2.97113590e-01
-1.55200295e-01]
[ -7.25521663e-02 3.79966371e-02 -1.30012981e-01 -2.82883519e-01
1.28446929e-01 2.13658835e-02 -2.41047145e-01 -1.96320238e-01
1.02760603e-01 -8.93828845e-02 -2.34112810e-01 -1.26604156e-01
-2.84174335e-01]
[ 8.11178301e-02 -3.00075993e-01 -8.47144543e-02 -3.78140233e-01
-2.04811876e-01 -8.69091884e-02 4.78408228e-03 3.99132187e-02
-4.32405484e-02 2.20338151e-01 -4.11156183e-01 -3.11230708e-01
2.09889588e-01]
[ -2.20260493e-01 -2.38497318e-01 -1.30835711e-01 -2.30420187e-01
-2.87679495e-01 -9.08484311e-02 1.27890109e-01 -2.33963136e-02
2.35878886e-01 -1.72190018e-02 -2.84617455e-01 -5.12558310e-01
3.82547407e-01]
[ -1.28257742e-02 -1.70033967e-01 1.81535835e-02 -2.04412760e-01
-1.45254012e-01 1.69194971e-01 8.16911867e-02 1.34884684e-01
-1.00944791e-01 1.28993822e-01 -4.47391386e-02 -4.55686071e-01
3.68098123e-01]
[ 2.21837716e-03 -2.32717772e-02 -1.27151657e-01 -2.02625478e-02
-1.52685392e-01 -4.41182169e-02 1.65745512e-01 5.33837557e-02
1.60630459e-01 2.50984472e-01 -3.30037298e-01 -3.13276284e-01
3.80848915e-01]
[ -8.25365764e-02 -2.63028757e-01 5.58224898e-02 -2.87544621e-01
-1.24595573e-01 1.20085327e-01 2.40629703e-01 2.72300842e-02
-1.35423006e-01 6.96909992e-02 -4.33597242e-01 -3.95840898e-01
5.00231176e-01]
[ 1.17176052e-01 -5.65655636e-02 7.85055084e-03 -5.91184924e-02
-4.56765851e-02 -1.50650247e-02 9.48552677e-02 1.86368505e-01
2.65890132e-01 1.11010168e-01 -3.97619696e-01 -1.96625858e-01
1.52665895e-01]
[ -1.20052362e-02 -1.08399898e-01 1.27733429e-02 8.01611149e-02
-6.34280146e-02 -2.82554994e-01 -4.63333913e-02 1.93620826e-01
-8.47536776e-02 -1.27400005e-02 -1.51155185e-01 -3.51658551e-01
7.19841766e-02]
[ 8.03239969e-02 1.13969644e-01 7.00059011e-04 3.06155437e-02
-9.27967620e-02 -5.96416706e-02 -1.63786773e-01 -1.75224196e-01
-2.53886482e-01 -1.46762895e-01 -1.99949800e-01 1.57445678e-01
-4.67258825e-02]
[ 4.79355613e-02 -1.08793632e-01 1.50129976e-01 5.89413533e-02
2.13463011e-01 7.27490158e-03 -3.09548891e-01 -2.89034878e-01
-2.17551880e-02 -4.54026368e-01 3.23508792e-02 5.37666126e-01
-2.22278600e-01]
[ 3.72499815e-02 8.24670296e-02 -2.10461861e-01 3.24302077e-02
3.02507640e-02 -2.67332076e-04 -1.44264451e-01 -3.17780842e-01
-2.81749228e-01 -1.64095057e-01 -4.56116555e-02 -8.51859402e-03
-1.62475160e-01]
[ -5.36931515e-02 -2.15214197e-01 6.74688507e-02 1.01051943e-01
-1.30968422e-01 -1.33891023e-01 5.72583555e-02 1.83186498e-02
1.00291183e-01 -3.38635398e-01 -2.85049534e-01 -2.30137930e-01
4.63166863e-02]
[ 1.84419378e-02 -2.71822004e-01 6.47134643e-02 -2.08095621e-01
-1.88981287e-01 -2.30582895e-01 -2.41903579e-01 9.89797900e-02
1.33242873e-02 1.75906786e-01 -1.41723269e-01 4.07068665e-02
-3.44321251e-02]
[ 1.76683651e-01 4.42867340e-02 -1.00133042e-01 -2.03462339e-01
-6.23574930e-02 -1.01311944e-01 -1.58259037e-01 1.01160193e-01
-1.73413262e-01 -1.71112743e-01 -1.85982086e-01 -1.16567491e-02
-5.89188899e-02]
[ -1.69986603e-01 -1.90208696e-01 -1.03724095e-01 -1.82975991e-01
-5.76005491e-02 2.71885401e-02 -1.60723529e-01 -1.11996017e-01
-1.21309152e-01 7.67222970e-02 -2.17258089e-01 -8.61326075e-02
-1.87296195e-01]
[ -3.09689276e-02 -2.22686326e-01 -1.51645678e-01 -1.92719844e-01
-5.97511536e-02 4.45265970e-02 2.56128232e-03 6.94761945e-02
-1.94734904e-01 -1.83048192e-01 -6.34877182e-02 -2.45730141e-01
9.99371040e-03]
[ 1.18874556e-01 5.67776439e-02 1.18109937e-03 -1.64837294e-01
-3.38326569e-01 8.17083830e-03 -9.74391922e-02 -1.65286484e-01
-2.83544953e-01 1.58135493e-01 -1.46994689e-01 -2.35279279e-01
4.30899225e-02]
[ -6.18470866e-02 -1.64460190e-02 -2.81238263e-01 -2.17531245e-02
5.76857205e-02 1.56171675e-01 -2.04710062e-01 -1.36455547e-01
-3.56082411e-02 -1.91429787e-02 1.10096674e-01 2.83372934e-01
2.15709875e-02]
[ 1.08015127e-01 3.06505957e-01 -1.97634728e-01 4.63424192e-01
7.04343842e-02 -2.09409988e-03 -1.59167109e-01 -3.10946901e-01
-1.87432107e-01 -3.40246069e-01 4.33279933e-01 6.00375462e-01
-3.72483962e-01]
[ -2.91209135e-02 1.44539636e-01 5.30722453e-02 4.22067508e-02
-4.28266083e-02 -7.00912677e-02 -1.78059908e-01 -2.81655009e-01
-2.02628371e-01 -1.98989926e-01 2.03748306e-01 6.12886858e-01
-3.04173291e-01]
[ -4.90808586e-02 -1.28955910e-01 -1.59208581e-01 2.29052975e-01
-1.76067594e-01 2.33784971e-01 -6.20869017e-02 -2.40067270e-01
-2.24373781e-01 -4.86710283e-01 1.04001407e-01 1.84174379e-01
-1.93345159e-01]
[ 7.97213231e-02 -3.81612380e-01 -5.14544751e-02 -4.43404218e-02
-1.09682692e-01 2.00760667e-01 1.00797768e-01 1.76453244e-01
-1.37850589e-01 -3.79241349e-02 -8.49242384e-02 2.28225224e-01
-1.27873105e-01]
[ 2.04617483e-01 -2.90942632e-01 -1.22600681e-01 -9.35720383e-02
-2.06292033e-01 1.22541669e-01 3.76957219e-02 -1.50691091e-01
-2.11647655e-02 -1.20624800e-01 -1.33820366e-01 -2.18492641e-01
-5.10437901e-02]
[ -1.34923695e-01 -7.81035703e-02 3.81220429e-02 -2.47022108e-01
-5.37764701e-02 -1.40807977e-01 5.42428102e-02 -2.40475093e-02
-6.49872764e-02 -1.90252882e-02 -2.89491748e-01 -3.62620684e-01
-2.83984251e-02]
[ -1.42655780e-01 -1.12948184e-01 -7.54077330e-02 -1.90032355e-01
-3.25326933e-01 -2.87119271e-01 7.10657372e-02 1.49827192e-02
-3.71935979e-02 -2.09619346e-03 -1.10387605e-01 -3.90810836e-01
-1.62906695e-01]
[ -1.68065143e-01 -2.15898772e-01 -2.98051631e-01 -2.62770508e-01
-2.60732917e-01 -2.06514302e-01 -3.38516127e-01 1.39236788e-01
-5.22861596e-02 -2.80620414e-01 -2.54136544e-01 -1.60596023e-01
-2.05363819e-01]
[ -1.06125879e-01 1.08875369e-01 2.50415736e-02 -4.80646316e-02
-2.21416537e-01 -1.68454190e-01 -8.61612158e-02 -2.18839696e-02
-7.69327391e-02 -2.28988791e-01 -2.02905409e-01 -2.47256591e-01
-1.49583647e-01]
[ -3.47268772e-01 -1.37786088e-01 -2.69004537e-01 6.44473472e-02
-2.14640773e-01 -2.26137779e-01 -5.72881907e-02 -1.69340780e-01
5.80151721e-02 -9.42821945e-02 1.19977183e-03 -3.71120673e-01
-5.56843136e-02]
[ -1.23180800e-01 -4.24016888e-02 -2.56197331e-01 -2.99629521e-02
-2.21094069e-01 -2.76306575e-01 -3.86693433e-01 -9.25449053e-02
9.26620492e-03 -3.11305371e-01 -2.98452731e-01 -4.10214687e-01
-1.03107814e-01]
[ -2.13542354e-01 -5.39430752e-01 -3.31245762e-01 -4.02334498e-01
-3.33516148e-01 -2.26010677e-01 -1.09491273e-02 -3.40077378e-01
1.02518764e-01 -2.85361344e-01 -2.41971816e-01 -9.20480928e-02
-1.39379365e-01]
[ -2.12716084e-01 -2.98668233e-01 -3.12621194e-01 -1.50908608e-01
-9.65903921e-02 -1.46458798e-01 -1.35927030e-01 -5.38014899e-02
-2.22201976e-01 -5.35853955e-01 -2.44651146e-01 -6.96839393e-02
-5.04265741e-02]
[ -1.22275313e-01 2.84615725e-02 -2.37974205e-01 -3.54084319e-01
-2.27720616e-01 -2.57519437e-01 -6.33701675e-02 -2.51232274e-01
2.18791730e-02 3.11795438e-02 -3.14927184e-01 -8.95154282e-02
-1.79962498e-01]]
Progress: 4.5% ... Training loss: 0.456 ... Validation loss: 0.803[[-0.09600272]
[ 0.31320581]
[-0.08986934]
[ 0.55275721]
[ 0.30901473]
[ 0.00287331]
[-0.67089693]
[-0.78549271]
[-0.592962 ]
[-0.79287504]
[ 0.72992018]
[ 1.73713993]
[-1.04479701]]
[[ -5.36882530e-01 -5.49898948e-01 -5.78942050e-01 -2.84663779e-01
-3.46965665e-01 -5.83934351e-01 -6.52147591e-01 -6.21551341e-01
-7.61969668e-01 -7.05123066e-01 -2.25097081e-01 2.74775825e-01
-7.13493841e-01]
[ 5.63301152e-03 -1.40266204e-01 5.16805517e-02 -2.09154631e-02
-4.44587391e-02 5.91044701e-02 -1.15429539e-01 2.38297182e-01
-1.16194763e-01 -1.58108810e-01 -3.99660560e-02 -8.74849927e-03
1.02595943e-01]
[ -2.04131091e-01 1.66724245e-01 -3.13905101e-02 1.56477962e-01
1.54273436e-01 -1.09006436e-01 -9.44171002e-02 -2.62423195e-01
4.01932454e-03 -2.81265465e-01 2.80130023e-01 8.18769207e-01
-6.62855574e-02]
[ 1.87184028e-01 -3.31597456e-01 -2.45760222e-01 -1.40375829e-01
-3.87610646e-01 -6.02366643e-03 1.13223747e-01 -1.03783456e-01
2.64548420e-01 -1.24560668e-01 -3.04787525e-01 -7.19790602e-01
3.43650232e-02]
[ 1.03124639e-01 9.02028049e-02 8.58743536e-02 1.71662310e-01
2.42924968e-02 7.57024540e-02 -1.49719254e-02 8.50540263e-02
1.74249987e-02 1.37702494e-01 2.25561132e-01 1.05601500e-01
2.54199333e-01]
[ -4.79058241e-01 -5.65125459e-01 -6.07173166e-01 -5.34870440e-01
-5.66325901e-01 -5.60966569e-01 -2.85093245e-01 -2.09189486e-01
-3.94280208e-01 -2.80802934e-01 -3.86530993e-01 -5.40996698e-01
-2.44291081e-01]
[ -4.15136075e-01 -5.68661129e-01 -3.22854083e-01 -3.54132714e-01
-4.01098021e-01 -5.56817274e-01 -4.85180140e-01 -5.19535786e-01
-3.30637159e-01 -2.65989343e-01 -4.66259445e-01 -1.94049238e-01
-2.99782013e-01]
[ -3.14082537e-01 -3.81257652e-01 -4.50687521e-01 -3.22625552e-01
-3.28213711e-01 -4.10674237e-01 -2.08721908e-01 -1.43409175e-01
-2.54344626e-01 -3.95153898e-01 -3.07551510e-01 -4.93956658e-01
-2.25230980e-01]
[ -4.73278409e-01 -3.46637431e-01 -3.77312254e-01 -1.26514675e-01
-3.30737557e-01 -2.11398020e-01 -2.13687346e-01 -4.76641428e-01
-3.55403100e-01 -5.07347635e-01 -1.11843979e-01 1.05535177e-02
-3.29099788e-01]
[ -9.40954270e-01 -9.60887410e-01 -9.62033643e-01 -8.95322640e-01
-1.03276023e+00 -9.73638445e-01 -7.12287133e-01 -6.99299923e-01
-7.95149339e-01 -5.93616275e-01 -9.43132182e-01 -7.17439286e-01
-4.51591724e-01]
[ -4.98695309e-01 -2.62229814e-01 -4.60928578e-01 -3.06988138e-01
-3.53968811e-01 -3.53109158e-01 -5.43363124e-01 -5.80951252e-01
-6.12993779e-01 -1.81709174e-01 -3.94519146e-01 -5.22468190e-01
-4.58509744e-01]
[ -1.20238636e-01 5.87332206e-02 -3.40782209e-01 -2.93863213e-01
-6.96368317e-02 -6.96460912e-02 -1.91629915e-01 -3.07944190e-01
-1.84132542e-01 8.77250615e-02 -2.18199451e-01 -1.49565120e-01
-3.04099130e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59150669e-01 -9.76545798e-02 1.61730553e-01 -2.21971217e-01
-1.17694505e-01 1.14509587e-01 -1.40023296e-01 -2.73813165e-02
-8.95934460e-02 3.25299799e-02 -8.71626890e-02 -1.71926378e-01
5.03019910e-02]
[ -7.96687715e-02 -2.57517619e-01 -1.77136580e-01 -2.78883539e-01
-4.77576410e-01 -8.41277515e-02 -1.52835752e-02 1.27801744e-02
-3.04963949e-02 2.90124099e-02 -1.57355307e-01 -1.84814805e-01
-2.09513691e-01]
[ -7.21866890e-02 2.29448396e-03 -2.44098947e-01 -2.50743400e-01
1.38148972e-01 -1.62259765e-01 -1.52247582e-01 4.06100901e-02
2.35726430e-02 -1.85746829e-02 -1.86362530e-01 -4.87194413e-02
6.74683388e-02]
[ 2.90121315e-02 -1.54635000e-01 -1.53426801e-01 -3.77907803e-02
-1.16353443e-01 -1.06469324e-01 5.91478589e-02 -1.91269244e-01
-5.24773098e-02 -7.04779717e-02 -2.90935646e-03 -1.57678017e-01
2.56963386e-02]
[ -2.83607694e-01 -1.43307616e-01 -7.01581566e-02 -8.99418907e-02
-3.03689491e-01 -2.71420006e-01 -3.69780120e-01 4.85138217e-02
-3.03032967e-01 -2.20523213e-01 1.78518076e-01 1.10973094e-01
2.68375842e-01]
[ -2.15301955e-01 -1.31000753e-01 -7.80620704e-02 -7.84030974e-02
-7.87910320e-02 -1.13697647e-01 -7.66739738e-02 4.41547255e-02
-1.28095460e-01 1.35345888e-02 1.76490949e-02 -1.33786547e-01
-1.03425861e-02]
[ -1.53271021e-01 -5.20162245e-02 -2.23898392e-01 -3.43378548e-01
-1.34296098e-01 -1.98481179e-01 -2.47683019e-01 -1.02759650e-01
1.80097347e-01 -1.98604998e-01 -2.83765713e-01 -2.43138820e-01
-1.60583543e-01]
[ -3.64378727e-01 -9.02388577e-02 -1.39452255e-01 -2.25053006e-01
-6.90237701e-02 -3.09683431e-01 8.09253564e-02 -3.48761909e-02
-9.62347704e-02 1.17945205e-01 -7.55017069e-02 -1.44066362e-01
-1.26674319e-01]
[ -1.68470935e-01 -1.66899745e-01 -4.33787092e-02 -1.51783571e-01
-1.45280443e-01 -2.91796759e-01 -1.18306492e-01 -9.99813029e-02
-3.10768634e-01 3.52310204e-02 1.52332262e-01 6.59644059e-02
-2.77841030e-01]
[ -1.38607017e-01 -1.81765136e-01 -1.11085024e-01 -2.80835029e-01
8.91343841e-02 -1.69642866e-02 -2.34537072e-01 -1.53885669e-01
7.22651255e-02 -1.17592940e-01 -1.84133523e-01 -1.84084727e-01
-3.53671795e-01]
[ -4.32822758e-02 -3.23074021e-02 -1.46680115e-01 -3.76475389e-02
-2.26763632e-01 6.36987136e-02 -8.32046529e-02 -4.05658168e-02
-2.25977457e-01 -6.92470253e-02 -5.87382439e-02 -2.92718060e-01
-1.56260809e-01]
[ -7.25144003e-02 3.77959565e-02 -1.29928490e-01 -2.83124426e-01
1.28100727e-01 2.13701391e-02 -2.40536502e-01 -1.95094655e-01
1.03076305e-01 -8.87213149e-02 -2.34367607e-01 -1.29365327e-01
-2.82688136e-01]
[ 8.13125068e-02 -3.00453999e-01 -8.45815653e-02 -3.78982475e-01
-2.05329932e-01 -8.68983828e-02 6.44824143e-03 4.16464339e-02
-4.19794460e-02 2.21854445e-01 -4.12211529e-01 -3.15343852e-01
2.12555549e-01]
[ -2.20039259e-01 -2.39055451e-01 -1.30649792e-01 -2.31908733e-01
-2.88295310e-01 -9.08337576e-02 1.29999924e-01 -2.13435507e-02
2.38022671e-01 -1.50592488e-02 -2.86628513e-01 -5.18462904e-01
3.86926394e-01]
[ -1.27390692e-02 -1.70235810e-01 1.82236504e-02 -2.04840595e-01
-1.45480711e-01 1.69201593e-01 8.24055736e-02 1.35640933e-01
-1.00319222e-01 1.29591529e-01 -4.52962553e-02 -4.57184321e-01
3.69106297e-01]
[ 2.36211883e-03 -2.37302376e-02 -1.27036671e-01 -2.11746665e-02
-1.53054073e-01 -4.41079791e-02 1.66842617e-01 5.45150075e-02
1.61587911e-01 2.52349084e-01 -3.31137420e-01 -3.15280413e-01
3.82675390e-01]
[ -8.23615884e-02 -2.63458482e-01 5.59640067e-02 -2.88417006e-01
-1.25052758e-01 1.20095175e-01 2.42108819e-01 2.85260952e-02
-1.34541587e-01 7.13587317e-02 -4.34937310e-01 -3.99638801e-01
5.02762128e-01]
[ 1.17716865e-01 -5.78719872e-02 8.31045005e-03 -6.18948953e-02
-4.69700458e-02 -1.50349840e-02 9.87509249e-02 1.91397410e-01
2.69693593e-01 1.15988566e-01 -4.00582753e-01 -2.06990241e-01
1.60394777e-01]
[ -1.19892501e-02 -1.08423907e-01 1.27933587e-02 8.00376162e-02
-6.34654610e-02 -2.82553897e-01 -4.62131995e-02 1.93915935e-01
-8.46973768e-02 -1.26300064e-02 -1.51236987e-01 -3.51932483e-01
7.21683361e-02]
[ 8.03095962e-02 1.14101753e-01 6.57143745e-04 3.07985786e-02
-9.27214835e-02 -5.96438463e-02 -1.63857432e-01 -1.74974885e-01
-2.53889421e-01 -1.46745160e-01 -1.99754684e-01 1.57362297e-01
-4.63773524e-02]
[ 4.74443319e-02 -1.07845018e-01 1.49792530e-01 6.13879385e-02
2.14795546e-01 7.24592896e-03 -3.12224543e-01 -2.91129023e-01
-2.50231832e-02 -4.56633633e-01 3.52060316e-02 5.46822494e-01
-2.26282453e-01]
[ 3.69963824e-02 8.28881055e-02 -2.10587119e-01 3.34124157e-02
3.06854548e-02 -2.81536623e-04 -1.45969835e-01 -3.19673340e-01
-2.82990896e-01 -1.66058334e-01 -4.43290158e-02 -5.29896437e-03
-1.65010928e-01]
[ -5.36555107e-02 -2.15558667e-01 6.75970017e-02 9.99892276e-02
-1.31483111e-01 -1.33885516e-01 5.79676523e-02 1.87021518e-02
1.00742837e-01 -3.38425120e-01 -2.86518042e-01 -2.34748925e-01
4.74627856e-02]
[ 1.84450754e-02 -2.71893873e-01 6.47238314e-02 -2.08199995e-01
-1.89082327e-01 -2.30579789e-01 -2.41558077e-01 9.91236625e-02
1.37724296e-02 1.75630667e-01 -1.41457011e-01 4.09835726e-02
-3.42323821e-02]
[ 1.76535102e-01 4.46762917e-02 -1.00235405e-01 -2.02768415e-01
-6.19662711e-02 -1.01319707e-01 -1.58846461e-01 1.00157521e-01
-1.74135984e-01 -1.71890428e-01 -1.85026051e-01 -7.42139093e-03
-6.02784828e-02]
[ -1.70021592e-01 -1.90310997e-01 -1.03723261e-01 -1.83173566e-01
-5.77106102e-02 2.71863037e-02 -1.60904582e-01 -1.12441161e-01
-1.21256039e-01 7.63145896e-02 -2.17643177e-01 -8.78815509e-02
-1.87090239e-01]
[ -3.09845356e-02 -2.22620766e-01 -1.51688863e-01 -1.92684080e-01
-5.97804707e-02 4.45235470e-02 2.34451897e-03 6.89357182e-02
-1.94736884e-01 -1.83472990e-01 -6.33606557e-02 -2.46234587e-01
9.50030312e-03]
[ 1.18909494e-01 5.69018705e-02 1.23777488e-03 -1.65142896e-01
-3.38299063e-01 8.17382170e-03 -9.74481623e-02 -1.65574363e-01
-2.83363777e-01 1.57880106e-01 -1.47067669e-01 -2.31574572e-01
4.29468465e-02]
[ -6.20233443e-02 -1.57339039e-02 -2.81386226e-01 -2.04134137e-02
5.84353664e-02 1.56160029e-01 -2.05753632e-01 -1.37717061e-01
-3.66939349e-02 -2.10396790e-02 1.12173333e-01 2.87758342e-01
1.88723767e-02]
[ 1.07506566e-01 3.08664049e-01 -1.98148619e-01 4.67980075e-01
7.21527705e-02 -2.12656232e-03 -1.62687703e-01 -3.14606582e-01
-1.90446352e-01 -3.44224714e-01 4.39523288e-01 6.13606501e-01
-3.78729923e-01]
[ -2.95918368e-02 1.46535136e-01 5.25717134e-02 4.59785573e-02
-4.09394437e-02 -7.01201197e-02 -1.81336283e-01 -2.85506516e-01
-2.05925447e-01 -2.03171901e-01 2.08964158e-01 6.27097939e-01
-3.10891292e-01]
[ -4.90330976e-02 -1.29020226e-01 -1.59188883e-01 2.29030584e-01
-1.76119992e-01 2.33788366e-01 -6.17842596e-02 -2.39764398e-01
-2.24153593e-01 -4.86368144e-01 1.03999755e-01 1.83791021e-01
-1.93063337e-01]
[ 7.96270853e-02 -3.81309896e-01 -5.15518397e-02 -4.35847356e-02
-1.09353688e-01 2.00754776e-01 9.99576556e-02 1.75367669e-01
-1.38604995e-01 -3.86848779e-02 -8.38973017e-02 2.32385811e-01
-1.29355007e-01]
[ 2.04554151e-01 -2.90798653e-01 -1.22643107e-01 -9.32893557e-02
-2.06188867e-01 1.22537559e-01 3.72862860e-02 -1.51043415e-01
-2.15040992e-02 -1.21042822e-01 -1.33513158e-01 -2.18178875e-01
-5.15473776e-02]
[ -1.35036333e-01 -7.77618496e-02 3.80230011e-02 -2.46424350e-01
-5.34975995e-02 -1.40814657e-01 5.32494901e-02 -2.51283166e-02
-6.59085097e-02 -2.01237645e-02 -2.88792121e-01 -3.61438657e-01
-3.00353719e-02]
[ -1.42599312e-01 -1.13220969e-01 -7.53458230e-02 -1.90494401e-01
-3.25547919e-01 -2.87115883e-01 7.17783089e-02 1.56869367e-02
-3.65203516e-02 -1.43105544e-03 -1.11119254e-01 -3.92912578e-01
-1.61891367e-01]
[ -1.68096820e-01 -2.15587963e-01 -2.98113894e-01 -2.62285736e-01
-2.60346631e-01 -2.06520031e-01 -3.38511148e-01 1.38525684e-01
-5.20812394e-02 -2.81061763e-01 -2.53216756e-01 -1.58336526e-01
-2.04748258e-01]
[ -1.06355587e-01 1.10089912e-01 2.48124892e-02 -4.58617847e-02
-2.20661021e-01 -1.68468809e-01 -8.74982395e-02 -2.28434063e-02
-7.78451836e-02 -2.30548679e-01 -1.99715829e-01 -2.41019357e-01
-1.51602788e-01]
[ -3.47599640e-01 -1.36950901e-01 -2.69249718e-01 6.63740208e-02
-2.13937561e-01 -2.26160343e-01 -5.92009009e-02 -1.70649937e-01
5.62518528e-02 -9.59078819e-02 3.40093776e-03 -3.67609886e-01
-5.80666733e-02]
[ -1.23379071e-01 -4.10426651e-02 -2.56506796e-01 -2.77982503e-02
-2.19930863e-01 -2.76322890e-01 -3.88443958e-01 -9.50387241e-02
7.47966001e-03 -3.13677309e-01 -2.95110143e-01 -4.03831389e-01
-1.06871670e-01]
[ -2.13574508e-01 -5.40023969e-01 -3.31094230e-01 -4.03142771e-01
-3.33877469e-01 -2.26006143e-01 -9.43377871e-03 -3.38506802e-01
1.03073156e-01 -2.84006953e-01 -2.43824216e-01 -9.56862294e-02
-1.36424826e-01]
[ -2.12577872e-01 -2.99360663e-01 -3.12397243e-01 -1.52254639e-01
-9.74697442e-02 -1.46445252e-01 -1.34144285e-01 -5.17419305e-02
-2.20650427e-01 -5.34269842e-01 -2.46318160e-01 -7.50712306e-02
-4.70024141e-02]
[ -1.22417082e-01 2.95503540e-02 -2.38153150e-01 -3.52661699e-01
-2.26706527e-01 -2.57524630e-01 -6.40518521e-02 -2.52865835e-01
2.11379366e-02 2.88228826e-02 -3.11577437e-01 -7.81933375e-02
-1.83091037e-01]]
Progress: 4.5% ... Training loss: 0.452 ... Validation loss: 0.783[[-0.10552455]
[ 0.29463034]
[-0.10784172]
[ 0.53276259]
[ 0.28803206]
[-0.01082363]
[-0.68919125]
[-0.80355324]
[-0.612282 ]
[-0.81721893]
[ 0.70866299]
[ 1.70699929]
[-1.07652625]]
[[ -5.35730188e-01 -5.52792979e-01 -5.77987017e-01 -2.92400401e-01
-3.50001630e-01 -5.83966214e-01 -6.42261233e-01 -6.11040597e-01
-7.52190310e-01 -6.93414762e-01 -2.33407449e-01 2.48319124e-01
-6.93547206e-01]
[ 5.70805502e-03 -1.40510878e-01 5.17498021e-02 -2.12712656e-02
-4.46549333e-02 5.91026065e-02 -1.14896831e-01 2.39045973e-01
-1.15814125e-01 -1.57367651e-01 -4.03676031e-02 -9.64225482e-03
1.03359680e-01]
[ -2.03450149e-01 1.64428420e-01 -3.07433360e-02 1.51754213e-01
1.52367527e-01 -1.09029297e-01 -8.87885104e-02 -2.56555376e-01
9.37018183e-03 -2.74159994e-01 2.75745512e-01 8.09333230e-01
-5.55021254e-02]
[ 1.86226383e-01 -3.25560681e-01 -2.47170735e-01 -1.32600738e-01
-3.82446262e-01 -5.98640239e-03 1.04534314e-01 -1.18336746e-01
2.59048089e-01 -1.37788331e-01 -2.92718378e-01 -6.90288169e-01
1.86149098e-02]
[ 1.02988440e-01 9.02560682e-02 8.61053200e-02 1.69543568e-01
2.45613350e-02 7.57060470e-02 -1.71615378e-02 8.67382179e-02
1.46963918e-02 1.38806955e-01 2.23018840e-01 9.20870042e-02
2.59730723e-01]
[ -4.79131122e-01 -5.65528709e-01 -6.06966568e-01 -5.34776027e-01
-5.66791612e-01 -5.60967892e-01 -2.84563682e-01 -2.07549032e-01
-3.94136419e-01 -2.79245338e-01 -3.86980528e-01 -5.46810212e-01
-2.43154326e-01]
[ -4.14250413e-01 -5.71547735e-01 -3.22065906e-01 -3.60736071e-01
-4.03503264e-01 -5.56838661e-01 -4.78672676e-01 -5.12259628e-01
-3.24350671e-01 -2.55824893e-01 -4.74626751e-01 -2.14118946e-01
-2.83360672e-01]
[ -3.14299030e-01 -3.81040098e-01 -4.50713265e-01 -3.21847387e-01
-3.28200895e-01 -4.10671406e-01 -2.08732881e-01 -1.43580428e-01
-2.54017176e-01 -3.94847249e-01 -3.06267934e-01 -4.94064596e-01
-2.24173658e-01]
[ -4.72926903e-01 -3.47878426e-01 -3.76983363e-01 -1.29426348e-01
-3.32382523e-01 -2.11412386e-01 -2.10570724e-01 -4.73965035e-01
-3.52576521e-01 -5.04436591e-01 -1.15617316e-01 1.98694013e-03
-3.24484720e-01]
[ -9.40796045e-01 -9.62476186e-01 -9.61528960e-01 -8.97700456e-01
-1.03409927e+00 -9.73646797e-01 -7.09211270e-01 -6.94418913e-01
-7.91999056e-01 -5.86518011e-01 -9.46040822e-01 -7.29674165e-01
-4.40165641e-01]
[ -4.98091933e-01 -2.63868771e-01 -4.60461882e-01 -3.11409858e-01
-3.55924673e-01 -3.53127818e-01 -5.38341162e-01 -5.77169279e-01
-6.08085494e-01 -1.76786691e-01 -3.99791054e-01 -5.36855154e-01
-4.50782617e-01]
[ -1.20052445e-01 5.76476596e-02 -3.40455667e-01 -2.95706131e-01
-7.08450357e-02 -6.96533240e-02 -1.89585063e-01 -3.05185419e-01
-1.82606803e-01 9.06440535e-02 -2.21325506e-01 -1.57501013e-01
-3.00021853e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59234042e-01 -9.76000843e-02 1.61719286e-01 -2.21916566e-01
-1.17651494e-01 1.14511156e-01 -1.40377940e-01 -2.73942447e-02
-8.97606858e-02 3.22928614e-02 -8.74094020e-02 -1.73177249e-01
5.03671610e-02]
[ -7.96764090e-02 -2.57631972e-01 -1.77088882e-01 -2.79032917e-01
-4.77721189e-01 -8.41276982e-02 -1.51037541e-02 1.34116298e-02
-3.05499808e-02 2.94664934e-02 -1.57673709e-01 -1.86945666e-01
-2.08894320e-01]
[ -7.20875423e-02 1.89756961e-03 -2.43927564e-01 -2.51097343e-01
1.37754159e-01 -1.62263326e-01 -1.51416046e-01 4.18656148e-02
2.44053600e-02 -1.70804945e-02 -1.86490082e-01 -5.07263485e-02
6.88583928e-02]
[ 2.93422955e-02 -1.55728703e-01 -1.53129795e-01 -4.03812812e-02
-1.17322883e-01 -1.06476976e-01 6.17484151e-02 -1.88582752e-01
-5.04006598e-02 -6.66463139e-02 -6.08093328e-03 -1.66804370e-01
3.18727681e-02]
[ -2.83181759e-01 -1.44457417e-01 -6.97922263e-02 -9.32674466e-02
-3.04739897e-01 -2.71430332e-01 -3.66817681e-01 5.20061774e-02
-2.99739516e-01 -2.16150816e-01 1.74343876e-01 9.98606121e-02
2.76966225e-01]
[ -2.15227589e-01 -1.31718359e-01 -7.79290485e-02 -7.91627333e-02
-7.92447170e-02 -1.13700741e-01 -7.56136805e-02 4.52036173e-02
-1.27221150e-01 1.52617272e-02 1.62396922e-02 -1.34844618e-01
-8.53523741e-03]
[ -1.53203300e-01 -5.24621306e-02 -2.23798190e-01 -3.44187235e-01
-1.34832433e-01 -1.98483676e-01 -2.46329733e-01 -1.01205869e-01
1.81589633e-01 -1.97436896e-01 -2.85076344e-01 -2.48021877e-01
-1.57842994e-01]
[ -3.64331558e-01 -9.07833034e-02 -1.39354637e-01 -2.25788927e-01
-6.93582330e-02 -3.09685416e-01 8.17941287e-02 -3.36687067e-02
-9.56246283e-02 1.19592143e-01 -7.67087151e-02 -1.46320628e-01
-1.24745773e-01]
[ -1.68722416e-01 -1.65671285e-01 -4.35895577e-02 -1.49693634e-01
-1.44391536e-01 -2.91791486e-01 -1.20227604e-01 -1.02886568e-01
-3.12308678e-01 3.28484766e-02 1.56057963e-01 7.40047750e-02
-2.81751442e-01]
[ -1.38254861e-01 -1.83087265e-01 -1.10748430e-01 -2.83779173e-01
8.75392424e-02 -1.69795305e-02 -2.31478004e-01 -1.50872748e-01
7.49887870e-02 -1.14522174e-01 -1.87828375e-01 -1.92547445e-01
-3.48763995e-01]
[ -4.34118137e-02 -3.19350372e-02 -1.46777379e-01 -3.68148490e-02
-2.26490579e-01 6.37031321e-02 -8.42156364e-02 -4.17254567e-02
-2.26790523e-01 -7.03223393e-02 -5.78786056e-02 -2.90613935e-01
-1.57879867e-01]
[ -7.24912329e-02 3.76121999e-02 -1.29860642e-01 -2.83076392e-01
1.27871714e-01 2.13689377e-02 -2.40022856e-01 -1.94483974e-01
1.03331330e-01 -8.78518703e-02 -2.34599211e-01 -1.31781970e-01
-2.82153830e-01]
[ 8.15743158e-02 -3.01158056e-01 -8.44042777e-02 -3.80299704e-01
-2.06038303e-01 -8.69040226e-02 8.56727624e-03 4.40635612e-02
-3.99607711e-02 2.24393418e-01 -4.13951129e-01 -3.21871907e-01
2.16541446e-01]
[ -2.19778319e-01 -2.39749698e-01 -1.30414271e-01 -2.33586566e-01
-2.89045070e-01 -9.08415826e-02 1.33000127e-01 -1.83544424e-02
2.40851757e-01 -1.20874988e-02 -2.88914451e-01 -5.24042486e-01
3.92659838e-01]
[ -1.24546590e-02 -1.71181950e-01 1.84729983e-02 -2.07019474e-01
-1.46527586e-01 1.69191966e-01 8.52218480e-02 1.38666246e-01
-9.77321151e-02 1.32383203e-01 -4.83880073e-02 -4.65806866e-01
3.74504812e-01]
[ 2.64980865e-03 -2.43832555e-02 -1.26827656e-01 -2.33358400e-02
-1.53785628e-01 -4.41146889e-02 1.69202667e-01 5.69925243e-02
1.63711189e-01 2.55578877e-01 -3.33536414e-01 -3.23253649e-01
3.88668924e-01]
[ -8.23165090e-02 -2.63608026e-01 5.59958834e-02 -2.89001823e-01
-1.25334759e-01 1.20092308e-01 2.42371763e-01 2.82840249e-02
-1.34021042e-01 7.11081448e-02 -4.35340246e-01 -4.01006140e-01
5.02959506e-01]
[ 1.18087528e-01 -5.88143086e-02 8.59284948e-03 -6.38710677e-02
-4.78843958e-02 -1.50445089e-02 1.01692121e-01 1.94809874e-01
2.72684940e-01 1.19503401e-01 -4.02579111e-01 -2.13383288e-01
1.65461406e-01]
[ -1.17979109e-02 -1.08993116e-01 1.29398816e-02 7.85821440e-02
-6.40054799e-02 -2.82557935e-01 -4.48515707e-02 1.95560219e-01
-8.35375604e-02 -1.09493386e-02 -1.53095036e-01 -3.56265760e-01
7.47269576e-02]
[ 8.01271348e-02 1.14491265e-01 5.55636126e-04 3.16280242e-02
-9.24239109e-02 -5.96395902e-02 -1.65020580e-01 -1.76617534e-01
-2.54945889e-01 -1.48087307e-01 -1.98942326e-01 1.59892336e-01
-4.87224738e-02]
[ 4.70565449e-02 -1.06882189e-01 1.49455239e-01 6.40631911e-02
2.16290007e-01 7.25671533e-03 -3.15042489e-01 -2.94016561e-01
-2.77873868e-02 -4.58949624e-01 3.84213421e-02 5.59314717e-01
-2.31417047e-01]
[ 3.68880453e-02 8.31066436e-02 -2.10654233e-01 3.38763980e-02
3.08942484e-02 -2.78324725e-04 -1.46722117e-01 -3.20633748e-01
-2.83467113e-01 -1.66996100e-01 -4.38353004e-02 -4.55964035e-03
-1.66270839e-01]
[ -5.34965749e-02 -2.16663452e-01 6.78783255e-02 9.81666336e-02
-1.32700427e-01 -1.33892117e-01 5.99394205e-02 2.14745209e-02
1.02294701e-01 -3.36394172e-01 -2.89251288e-01 -2.43227937e-01
5.12074788e-02]
[ 1.85121600e-02 -2.72079276e-01 6.47924597e-02 -2.08805692e-01
-1.89287830e-01 -2.30580740e-01 -2.41323552e-01 9.96895264e-02
1.42573694e-02 1.76181195e-01 -1.42235076e-01 3.84333550e-02
-3.30926844e-02]
[ 1.76308317e-01 4.56020378e-02 -1.00412549e-01 -2.01295658e-01
-6.12102181e-02 -1.01315554e-01 -1.60326896e-01 9.77542967e-02
-1.75324202e-01 -1.73876163e-01 -1.82290837e-01 -8.19233975e-04
-6.35432585e-02]
[ -1.70021231e-01 -1.90313832e-01 -1.03722944e-01 -1.83223487e-01
-5.77279829e-02 2.71863815e-02 -1.60918569e-01 -1.12490856e-01
-1.21252499e-01 7.62864569e-02 -2.17692739e-01 -8.83033644e-02
-1.87099897e-01]
[ -3.07888804e-02 -2.23543375e-01 -1.51479512e-01 -1.94653724e-01
-6.08336039e-02 4.45153865e-02 3.86935669e-03 7.05905172e-02
-1.93497217e-01 -1.81724395e-01 -6.63250428e-02 -2.53249474e-01
1.24445521e-02]
[ 1.19086284e-01 5.59230909e-02 1.46534417e-03 -1.66770692e-01
-3.39006286e-01 8.16880000e-03 -9.59538122e-02 -1.63717591e-01
-2.82290571e-01 1.60276631e-01 -1.49496728e-01 -2.38083801e-01
4.63456821e-02]
[ -6.20275175e-02 -1.60184744e-02 -2.81315867e-01 -2.08991420e-02
5.81137724e-02 1.56159258e-01 -2.05537037e-01 -1.37403422e-01
-3.64848633e-02 -2.07335186e-02 1.11444616e-01 2.86188565e-01
1.95710045e-02]
[ 1.07150233e-01 3.09951179e-01 -1.98339599e-01 4.70724467e-01
7.32871385e-02 -2.11769928e-03 -1.65610355e-01 -3.17331847e-01
-1.93092766e-01 -3.46911941e-01 4.43607474e-01 6.21355556e-01
-3.82846683e-01]
[ -2.95161907e-02 1.46194052e-01 5.26456305e-02 4.56673061e-02
-4.12216619e-02 -7.01222845e-02 -1.80721990e-01 -2.84711741e-01
-2.05409066e-01 -2.02144897e-01 2.08424382e-01 6.24996907e-01
-3.10026858e-01]
[ -4.90452508e-02 -1.29061348e-01 -1.59167309e-01 2.29239928e-01
-1.76163622e-01 2.33788485e-01 -6.18709649e-02 -2.39524795e-01
-2.24215704e-01 -4.85890429e-01 1.03967267e-01 1.83557436e-01
-1.92744537e-01]
[ 7.94932853e-02 -3.80821766e-01 -5.16863114e-02 -4.25659653e-02
-1.08846930e-01 2.00759337e-01 9.87467935e-02 1.73826773e-01
-1.39618907e-01 -3.97283600e-02 -8.25948823e-02 2.36856716e-01
-1.31079507e-01]
[ 2.04464869e-01 -2.90667470e-01 -1.22675652e-01 -9.27796248e-02
-2.06099671e-01 1.22539039e-01 3.63937688e-02 -1.51895813e-01
-2.25046184e-02 -1.21591401e-01 -1.32849151e-01 -2.16401147e-01
-5.33141406e-02]
[ -1.35032802e-01 -7.77783879e-02 3.80263646e-02 -2.46454628e-01
-5.35177910e-02 -1.40814758e-01 5.32984177e-02 -2.50703637e-02
-6.58696974e-02 -2.00684069e-02 -2.88836730e-01 -3.61600862e-01
-2.99490587e-02]
[ -1.42530341e-01 -1.13401070e-01 -7.52952195e-02 -1.90806044e-01
-3.25697113e-01 -2.87117633e-01 7.22948918e-02 1.61912474e-02
-3.60753166e-02 -6.72193349e-04 -1.11659530e-01 -3.93992907e-01
-1.61168465e-01]
[ -1.68153290e-01 -2.15483111e-01 -2.98153706e-01 -2.62233745e-01
-2.60176827e-01 -2.06519659e-01 -3.38860938e-01 1.37674035e-01
-5.23396653e-02 -2.81321195e-01 -2.52996931e-01 -1.55785288e-01
-2.05092543e-01]
[ -1.06035886e-01 1.08512414e-01 2.52614393e-02 -4.90837830e-02
-2.22137266e-01 -1.68477174e-01 -8.53919058e-02 -1.99266780e-02
-7.57711361e-02 -2.26892714e-01 -2.04068422e-01 -2.54299262e-01
-1.45451852e-01]
[ -3.47306510e-01 -1.38378941e-01 -2.68884712e-01 6.32977968e-02
-2.15563640e-01 -2.26172202e-01 -5.61006624e-02 -1.66929341e-01
5.97478699e-02 -9.17136380e-02 -7.65589348e-04 -3.80866581e-01
-5.00932007e-02]
[ -1.23454238e-01 -4.10099445e-02 -2.56463544e-01 -2.78716982e-02
-2.20185406e-01 -2.76322144e-01 -3.88382961e-01 -9.50433639e-02
7.35234309e-03 -3.13529904e-01 -2.95371825e-01 -4.06339473e-01
-1.06564407e-01]
[ -2.13008766e-01 -5.41449372e-01 -3.30575892e-01 -4.05898985e-01
-3.35349479e-01 -2.26022832e-01 -4.18896196e-03 -3.33282891e-01
1.07758300e-01 -2.77739559e-01 -2.47202115e-01 -1.04327068e-01
-1.27842204e-01]
[ -2.12713591e-01 -2.99352762e-01 -3.12465391e-01 -1.51854508e-01
-9.71949833e-02 -1.46443037e-01 -1.34681112e-01 -5.17422735e-02
-2.21644959e-01 -5.34132836e-01 -2.46181225e-01 -7.13703131e-02
-4.71525478e-02]
[ -1.22380506e-01 2.95225259e-02 -2.38122814e-01 -3.52628391e-01
-2.26825322e-01 -2.57525297e-01 -6.35349445e-02 -2.52448685e-01
2.18473099e-02 2.96200407e-02 -3.11082098e-01 -8.13177065e-02
-1.82380425e-01]]
Progress: 4.6% ... Training loss: 0.451 ... Validation loss: 0.808[[-0.10791533]
[ 0.29425235]
[-0.11036662]
[ 0.53616501]
[ 0.28989012]
[-0.01354414]
[-0.69759885]
[-0.8092546 ]
[-0.61967011]
[-0.82463276]
[ 0.71334013]
[ 1.72986644]
[-1.09170625]]
[[ -5.35648947e-01 -5.51632487e-01 -5.78107952e-01 -2.89693752e-01
-3.48802433e-01 -5.83970227e-01 -6.40651584e-01 -6.09308367e-01
-7.50716009e-01 -6.91578997e-01 -2.28476781e-01 2.59416654e-01
-6.90157223e-01]
[ 5.71559501e-03 -1.40455876e-01 5.17342695e-02 -2.12042007e-02
-4.45913101e-02 5.91031543e-02 -1.14802926e-01 2.39184771e-01
-1.15951061e-01 -1.57231334e-01 -4.02163925e-02 -8.39392539e-03
1.03712481e-01]
[ -2.03302913e-01 1.64441515e-01 -3.07031783e-02 1.53271568e-01
1.52987825e-01 -1.09025505e-01 -8.69963474e-02 -2.53753148e-01
1.23188243e-02 -2.71878040e-01 2.77059229e-01 8.12510993e-01
-5.25350467e-02]
[ 1.86624485e-01 -3.27387421e-01 -2.46833841e-01 -1.35989602e-01
-3.84600196e-01 -5.94503297e-03 1.08028458e-01 -1.15326623e-01
2.61373298e-01 -1.33908800e-01 -2.97939887e-01 -7.00396914e-01
2.24140099e-02]
[ 1.02748436e-01 8.92105657e-02 8.63643132e-02 1.68429091e-01
2.31310517e-02 7.57164099e-02 -1.89692831e-02 8.64723068e-02
1.32029706e-02 1.38197259e-01 2.20131823e-01 8.11607402e-02
2.59260462e-01]
[ -4.79378499e-01 -5.65075040e-01 -6.07150448e-01 -5.33692026e-01
-5.66572772e-01 -5.60986696e-01 -2.85434819e-01 -2.09340806e-01
-3.95201458e-01 -2.81127916e-01 -3.85293253e-01 -5.43892095e-01
-2.44623140e-01]
[ -4.14223236e-01 -5.70632627e-01 -3.22038246e-01 -3.59085878e-01
-4.02657511e-01 -5.56836020e-01 -4.77659317e-01 -5.10701139e-01
-3.24163218e-01 -2.54347674e-01 -4.71964247e-01 -2.11098313e-01
-2.80190582e-01]
[ -3.13919625e-01 -3.82515052e-01 -4.50312228e-01 -3.24136933e-01
-3.29734894e-01 -4.10635566e-01 -2.05101233e-01 -1.39132806e-01
-2.49703892e-01 -3.90466884e-01 -3.09575249e-01 -5.02987504e-01
-2.17181968e-01]
[ -4.72870475e-01 -3.47742735e-01 -3.77055870e-01 -1.28822922e-01
-3.31838459e-01 -2.11414803e-01 -2.10476563e-01 -4.74616145e-01
-3.53050817e-01 -5.04016028e-01 -1.14553143e-01 8.18622265e-03
-3.24653998e-01]
[ -9.40922275e-01 -9.61811910e-01 -9.61642545e-01 -8.95634206e-01
-1.03373235e+00 -9.73664417e-01 -7.08489447e-01 -6.93366466e-01
-7.92134918e-01 -5.85583251e-01 -9.42834380e-01 -7.19932853e-01
-4.36657624e-01]
[ -4.98014914e-01 -2.63842389e-01 -4.60364229e-01 -3.11374499e-01
-3.55646581e-01 -3.53118346e-01 -5.36820014e-01 -5.76178614e-01
-6.06449840e-01 -1.75115955e-01 -3.99541436e-01 -5.39789931e-01
-4.47994069e-01]
[ -1.19787600e-01 5.69865142e-02 -3.40267425e-01 -2.96759664e-01
-7.14153809e-02 -6.96279144e-02 -1.87960004e-01 -3.03665305e-01
-1.81145194e-01 9.24341272e-02 -2.22674930e-01 -1.61092425e-01
-2.97794731e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59208727e-01 -9.76114494e-02 1.61759356e-01 -2.22033481e-01
-1.17743405e-01 1.14517033e-01 -1.39847532e-01 -2.67180951e-02
-8.95936769e-02 3.29150734e-02 -8.74983368e-02 -1.73383197e-01
5.14672400e-02]
[ -8.00657745e-02 -2.56860145e-01 -1.77375352e-01 -2.77428925e-01
-4.77132234e-01 -8.41626448e-02 -1.74148455e-02 1.03108814e-02
-3.26754530e-02 2.62136062e-02 -1.55447075e-01 -1.82472858e-01
-2.12597851e-01]
[ -7.21343026e-02 2.67114510e-03 -2.44032367e-01 -2.49409353e-01
1.38656951e-01 -1.62271861e-01 -1.51217949e-01 4.18110356e-02
2.45847560e-02 -1.68643922e-02 -1.84005302e-01 -4.87958678e-02
6.89231949e-02]
[ 2.94116322e-02 -1.55810835e-01 -1.53069794e-01 -4.06977609e-02
-1.17484210e-01 -1.06470470e-01 6.22532240e-02 -1.88108422e-01
-5.00871394e-02 -6.60043188e-02 -6.45074594e-03 -1.67717649e-01
3.27005944e-02]
[ -2.82979786e-01 -1.44915624e-01 -6.95844162e-02 -9.45609302e-02
-3.05197950e-01 -2.71408202e-01 -3.65250669e-01 5.39238226e-02
-2.98425779e-01 -2.14499175e-01 1.72715664e-01 9.59317826e-02
2.80951017e-01]
[ -2.15374097e-01 -1.31256158e-01 -7.80234370e-02 -7.77696922e-02
-7.89867367e-02 -1.13709867e-01 -7.61875329e-02 4.48401072e-02
-1.28057183e-01 1.48605388e-02 1.80680663e-02 -1.28464071e-01
-9.48963750e-03]
[ -1.52922239e-01 -5.37497727e-02 -2.23447320e-01 -3.46058771e-01
-1.36138436e-01 -1.98454336e-01 -2.43933816e-01 -9.82887439e-02
1.84312150e-01 -1.94618846e-01 -2.88233640e-01 -2.58803413e-01
-1.52977046e-01]
[ -3.64241329e-01 -9.09887376e-02 -1.39319156e-01 -2.26097896e-01
-6.94662973e-02 -3.09682516e-01 8.24500477e-02 -3.25101751e-02
-9.47488082e-02 1.20598586e-01 -7.67100618e-02 -1.46100397e-01
-1.23234934e-01]
[ -1.68499961e-01 -1.66119560e-01 -4.34524078e-02 -1.50692278e-01
-1.44716344e-01 -2.91772640e-01 -1.18267188e-01 -1.01458471e-01
-3.10406877e-01 3.46149289e-02 1.55180119e-01 7.31126999e-02
-2.79202031e-01]
[ -1.38531187e-01 -1.81943589e-01 -1.11117189e-01 -2.81405832e-01
8.87996937e-02 -1.70178017e-02 -2.33866240e-01 -1.53897549e-01
7.23719922e-02 -1.16745140e-01 -1.84698588e-01 -1.81902376e-01
-3.52565292e-01]
[ -4.32749736e-02 -3.24561748e-02 -1.46622604e-01 -3.77551081e-02
-2.26885423e-01 6.37206247e-02 -8.32702766e-02 -4.05820612e-02
-2.26050738e-01 -6.91953243e-02 -5.91568924e-02 -2.93991448e-01
-1.56338066e-01]
[ -7.24438519e-02 3.75046262e-02 -1.29820069e-01 -2.83240396e-01
1.27781206e-01 2.13739864e-02 -2.39639585e-01 -1.94092382e-01
1.03657444e-01 -8.74291706e-02 -2.34760417e-01 -1.32116802e-01
-2.81616411e-01]
[ 8.15947350e-02 -3.01192693e-01 -8.43832671e-02 -3.80442257e-01
-2.06112334e-01 -8.69021024e-02 8.74348702e-03 4.42625978e-02
-3.98338903e-02 2.24595869e-01 -4.14101374e-01 -3.22910680e-01
2.17048326e-01]
[ -2.19648689e-01 -2.40256982e-01 -1.30277523e-01 -2.34447702e-01
-2.89499566e-01 -9.08255948e-02 1.34224770e-01 -1.70276892e-02
2.42115339e-01 -1.07580118e-02 -2.90069111e-01 -5.26642883e-01
3.94889583e-01]
[ -1.23104857e-02 -1.71445678e-01 1.86044025e-02 -2.07773192e-01
-1.46833485e-01 1.69206488e-01 8.62145801e-02 1.39926995e-01
-9.68898264e-02 1.33568397e-01 -4.94594312e-02 -4.68421807e-01
3.77087300e-01]
[ 2.90143043e-03 -2.51004919e-02 -1.26621934e-01 -2.50832358e-02
-1.54392192e-01 -4.40912587e-02 1.71759677e-01 5.93940855e-02
1.65981946e-01 2.58469210e-01 -3.35456976e-01 -3.27315665e-01
3.93013653e-01]
[ -8.20391273e-02 -2.64182404e-01 5.63099390e-02 -2.90449811e-01
-1.26061070e-01 1.20123372e-01 2.45183554e-01 3.16486655e-02
-1.32171938e-01 7.47391049e-02 -4.37045382e-01 -4.06023657e-01
5.09290278e-01]
[ 1.18348134e-01 -5.92952518e-02 8.78480454e-03 -6.49339707e-02
-4.84480496e-02 -1.50247656e-02 1.03884061e-01 1.97279234e-01
2.74827113e-01 1.21986494e-01 -4.03712058e-01 -2.18255206e-01
1.68944193e-01]
[ -1.17219776e-02 -1.09223185e-01 1.30163872e-02 7.80295829e-02
-6.42545437e-02 -2.82550926e-01 -4.42727284e-02 1.96052193e-01
-8.29959903e-02 -1.04375810e-02 -1.53773294e-01 -3.57881574e-01
7.56018366e-02]
[ 8.02203118e-02 1.14377021e-01 5.73800580e-04 3.18148503e-02
-9.25954599e-02 -5.96298944e-02 -1.64849332e-01 -1.76267067e-01
-2.54346243e-01 -1.47488057e-01 -1.98803137e-01 1.60638719e-01
-4.86958395e-02]
[ 4.69493376e-02 -1.06781430e-01 1.49373333e-01 6.43748890e-02
2.16273146e-01 7.24620694e-03 -3.15721465e-01 -2.94935184e-01
-2.82775349e-02 -4.59813674e-01 3.86834380e-02 5.57999763e-01
-2.32425624e-01]
[ 3.69219282e-02 8.29251613e-02 -2.10605555e-01 3.36548147e-02
3.07446177e-02 -2.73951025e-04 -1.46382938e-01 -3.20105175e-01
-2.83190329e-01 -1.66467213e-01 -4.42587586e-02 -5.62988424e-03
-1.65478974e-01]
[ -5.36176698e-02 -2.16523222e-01 6.77854946e-02 9.85347170e-02
-1.32531260e-01 -1.33903183e-01 5.91058011e-02 2.04062812e-02
1.01408151e-01 -3.37391199e-01 -2.88927476e-01 -2.42049227e-01
4.98208915e-02]
[ 1.83668047e-02 -2.71737358e-01 6.46129500e-02 -2.08102030e-01
-1.88860378e-01 -2.30594180e-01 -2.42259956e-01 9.77573586e-02
1.33271057e-02 1.74189067e-01 -1.41032301e-01 4.33318521e-02
-3.54874853e-02]
[ 1.76209587e-01 4.59886467e-02 -1.00520795e-01 -2.00636875e-01
-6.08204161e-02 -1.01325914e-01 -1.60865464e-01 9.69237987e-02
-1.75947472e-01 -1.74649391e-01 -1.81405727e-01 2.03579609e-03
-6.45813469e-02]
[ -1.70016596e-01 -1.90372292e-01 -1.03722393e-01 -1.83366507e-01
-5.77784260e-02 2.71856730e-02 -1.60882536e-01 -1.12504080e-01
-1.20958345e-01 7.60975112e-02 -2.18059236e-01 -8.87897694e-02
-1.86588807e-01]
[ -3.07738026e-02 -2.23646223e-01 -1.51443553e-01 -1.94899653e-01
-6.09175048e-02 4.45171169e-02 3.83973453e-03 7.06301616e-02
-1.93437653e-01 -1.81723760e-01 -6.66287422e-02 -2.54313356e-01
1.27695968e-02]
[ 1.19168974e-01 5.57373413e-02 1.52085709e-03 -1.67124322e-01
-3.39164276e-01 8.17726084e-03 -9.53827483e-02 -1.63308751e-01
-2.81859153e-01 1.60779672e-01 -1.49996413e-01 -2.39284909e-01
4.70241648e-02]
[ -6.20660591e-02 -1.59742567e-02 -2.81327725e-01 -2.07796995e-02
5.81362554e-02 1.56156457e-01 -2.05712481e-01 -1.37618573e-01
-3.66823479e-02 -2.11161388e-02 1.11639866e-01 2.87088388e-01
1.93444902e-02]
[ 1.06734997e-01 3.12048983e-01 -1.98795608e-01 4.74891628e-01
7.54300618e-02 -2.16512086e-03 -1.68143941e-01 -3.20621487e-01
-1.95423704e-01 -3.50170613e-01 4.49427876e-01 6.32595910e-01
-3.87840200e-01]
[ -2.96788848e-02 1.46571394e-01 5.24905779e-02 4.70538969e-02
-4.07744184e-02 -7.01369511e-02 -1.82267370e-01 -2.85841335e-01
-2.07018309e-01 -2.03538018e-01 2.10348788e-01 6.32243437e-01
-3.12785435e-01]
[ -4.92595896e-02 -1.28363926e-01 -1.59341983e-01 2.30981819e-01
-1.75481181e-01 2.33764949e-01 -6.39217052e-02 -2.41361227e-01
-2.26292772e-01 -4.87079417e-01 1.06350683e-01 1.90893181e-01
-1.96069731e-01]
[ 7.94520255e-02 -3.80728150e-01 -5.17335155e-02 -4.21843139e-02
-1.08692568e-01 2.00753542e-01 9.83439977e-02 1.73564649e-01
-1.39827428e-01 -4.00834591e-02 -8.19251841e-02 2.38690016e-01
-1.31510965e-01]
[ 2.04478040e-01 -2.90845857e-01 -1.22638376e-01 -9.30060165e-02
-2.06308682e-01 1.22542781e-01 3.66682138e-02 -1.51498780e-01
-2.22742011e-02 -1.21495841e-01 -1.33302760e-01 -2.18210456e-01
-5.28235832e-02]
[ -1.34954756e-01 -7.81759862e-02 3.81434569e-02 -2.47142436e-01
-5.38513550e-02 -1.40805487e-01 5.40556768e-02 -2.42532676e-02
-6.52091450e-02 -1.91933971e-02 -2.89832126e-01 -3.64863205e-01
-2.84393550e-02]
[ -1.42450694e-01 -1.13624428e-01 -7.52062560e-02 -1.91337141e-01
-3.25905360e-01 -2.87111019e-01 7.32056624e-02 1.71944381e-02
-3.53493210e-02 2.81595011e-04 -1.12503470e-01 -3.96982534e-01
-1.59767123e-01]
[ -1.68025300e-01 -2.15985979e-01 -2.98097790e-01 -2.63037196e-01
-2.60448852e-01 -2.06509011e-01 -3.38144406e-01 1.38130514e-01
-5.17890622e-02 -2.80704866e-01 -2.54139307e-01 -1.58879093e-01
-2.03864766e-01]
[ -1.06145946e-01 1.08583946e-01 2.52424035e-02 -4.86566270e-02
-2.22110196e-01 -1.68483355e-01 -8.58705906e-02 -2.02947709e-02
-7.62743426e-02 -2.26999232e-01 -2.03660415e-01 -2.52121152e-01
-1.45784013e-01]
[ -3.47064801e-01 -1.39173185e-01 -2.68611081e-01 6.17445479e-02
-2.16348280e-01 -2.26143519e-01 -5.33534285e-02 -1.64007910e-01
6.19278971e-02 -8.83081490e-02 -2.35901398e-03 -3.82022988e-01
-4.46538661e-02]
[ -1.23787186e-01 -3.98618278e-02 -2.56731787e-01 -2.54572610e-02
-2.19238972e-01 -2.76358142e-01 -3.89883397e-01 -9.71045362e-02
5.27041304e-03 -3.15299528e-01 -2.92240029e-01 -3.98605646e-01
-1.10242674e-01]
[ -2.12871249e-01 -5.41629271e-01 -3.30463981e-01 -4.05938784e-01
-3.35551427e-01 -2.26014453e-01 -3.22732560e-03 -3.32167901e-01
1.09218023e-01 -2.76268325e-01 -2.46905055e-01 -1.03727918e-01
-1.25363522e-01]
[ -2.12637196e-01 -2.98824436e-01 -3.12422370e-01 -1.51032244e-01
-9.65868065e-02 -1.46437732e-01 -1.33519299e-01 -5.00249736e-02
-2.20840289e-01 -5.33038478e-01 -2.45100013e-01 -7.30901690e-02
-4.35146727e-02]
[ -1.22305476e-01 2.92810750e-02 -2.38147705e-01 -3.52847675e-01
-2.27073729e-01 -2.57518871e-01 -6.32750081e-02 -2.52666394e-01
2.23988238e-02 2.93043407e-02 -3.11157736e-01 -8.26436015e-02
-1.82629979e-01]]
Progress: 4.7% ... Training loss: 0.448 ... Validation loss: 0.796[[-0.10365214]
[ 0.29689215]
[-0.1083705 ]
[ 0.53591438]
[ 0.29209652]
[-0.00915245]
[-0.69749379]
[-0.80919705]
[-0.61615239]
[-0.8233712 ]
[ 0.71358692]
[ 1.73877984]
[-1.09483374]]
[[ -5.34971379e-01 -5.51981093e-01 -5.77786459e-01 -2.91772538e-01
-3.49344340e-01 -5.83911399e-01 -6.35931859e-01 -6.04024246e-01
-7.46580883e-01 -6.86028628e-01 -2.30325677e-01 2.53415254e-01
-6.80652914e-01]
[ 5.76249687e-03 -1.40549645e-01 5.17706583e-02 -2.14123531e-02
-4.46706684e-02 5.91075971e-02 -1.14474826e-01 2.39656107e-01
-1.15618253e-01 -1.56950891e-01 -4.04190634e-02 -8.85094506e-03
1.04378661e-01]
[ -2.02623452e-01 1.64415440e-01 -3.04201686e-02 1.53407618e-01
1.53321948e-01 -1.08950263e-01 -8.18470068e-02 -2.48794847e-01
1.66209158e-02 -2.66645932e-01 2.79102260e-01 8.19130589e-01
-4.55620525e-02]
[ 1.85913587e-01 -3.26827333e-01 -2.47404857e-01 -1.34314097e-01
-3.84001174e-01 -6.02505716e-03 1.04943757e-01 -1.18932686e-01
2.58742539e-01 -1.39773610e-01 -2.96375883e-01 -6.98351023e-01
1.60156228e-02]
[ 1.03999395e-01 8.61349945e-02 8.74116737e-02 1.61250682e-01
2.00619721e-02 7.58740780e-02 -1.14568873e-02 9.58450564e-02
2.00239916e-02 1.48230660e-01 2.10654106e-01 6.25949233e-02
2.72126303e-01]
[ -4.79903441e-01 -5.63964893e-01 -6.07544210e-01 -5.32042002e-01
-5.65507560e-01 -5.61051093e-01 -2.88784541e-01 -2.13119637e-01
-3.98478390e-01 -2.85613284e-01 -3.83202589e-01 -5.39459417e-01
-2.49687386e-01]
[ -4.14097109e-01 -5.70989396e-01 -3.21953784e-01 -3.60308712e-01
-4.03309142e-01 -5.56825196e-01 -4.77205867e-01 -5.09638362e-01
-3.23766387e-01 -2.53420909e-01 -4.73162795e-01 -2.13882981e-01
-2.78846362e-01]
[ -3.13641000e-01 -3.82565908e-01 -4.50155917e-01 -3.24349875e-01
-3.29697333e-01 -4.10610805e-01 -2.01903145e-01 -1.35998647e-01
-2.47252426e-01 -3.87124291e-01 -3.09686543e-01 -5.06084352e-01
-2.11492003e-01]
[ -4.73003003e-01 -3.47711583e-01 -3.77096639e-01 -1.28554945e-01
-3.31803613e-01 -2.11426038e-01 -2.10856922e-01 -4.74832418e-01
-3.53953018e-01 -5.03556501e-01 -1.14786760e-01 7.17768466e-03
-3.24644526e-01]
[ -9.41018165e-01 -9.61255829e-01 -9.61757958e-01 -8.94566203e-01
-1.03342529e+00 -9.73684889e-01 -7.07790016e-01 -6.92839889e-01
-7.92369032e-01 -5.84577659e-01 -9.41639687e-01 -7.19111599e-01
-4.35010309e-01]
[ -4.98362067e-01 -2.63353010e-01 -4.60501986e-01 -3.10846310e-01
-3.55062064e-01 -3.53152714e-01 -5.38394845e-01 -5.77199467e-01
-6.08492586e-01 -1.76578525e-01 -3.98783215e-01 -5.38376237e-01
-4.48668919e-01]
[ -1.19597275e-01 5.66747282e-02 -3.40208013e-01 -2.97873629e-01
-7.18209810e-02 -6.96131230e-02 -1.87163147e-01 -3.02969195e-01
-1.80199171e-01 9.31346229e-02 -2.24080637e-01 -1.65784749e-01
-2.96787785e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59219197e-01 -9.74418542e-02 1.61721331e-01 -2.21786289e-01
-1.17677355e-01 1.14515744e-01 -1.40036797e-01 -2.68911130e-02
-8.97350493e-02 3.27409402e-02 -8.71245432e-02 -1.72462052e-01
5.12367856e-02]
[ -8.01708867e-02 -2.56701901e-01 -1.77472132e-01 -2.77213498e-01
-4.76993997e-01 -8.41742290e-02 -1.79465329e-02 9.47806370e-03
-3.32248416e-02 2.55196367e-02 -1.55426418e-01 -1.82496440e-01
-2.13338475e-01]
[ -7.22314513e-02 2.64298424e-03 -2.44055438e-01 -2.49396727e-01
1.38664513e-01 -1.62280182e-01 -1.51821823e-01 4.14260135e-02
2.40506898e-02 -1.75568244e-02 -1.84008676e-01 -4.84133067e-02
6.77813041e-02]
[ 2.98680182e-02 -1.56817535e-01 -1.52698612e-01 -4.31594846e-02
-1.18622295e-01 -1.06424441e-01 6.48044375e-02 -1.85247880e-01
-4.77862691e-02 -6.19016311e-02 -9.80598969e-03 -1.76876931e-01
3.84036398e-02]
[ -2.83195501e-01 -1.44539623e-01 -6.97503087e-02 -9.38113688e-02
-3.04982226e-01 -2.71430466e-01 -3.66287944e-01 5.28762932e-02
-2.99450027e-01 -2.16154967e-01 1.74073336e-01 9.86755639e-02
2.78378362e-01]
[ -2.15371616e-01 -1.31003000e-01 -7.81152175e-02 -7.73885081e-02
-7.87177767e-02 -1.13712417e-01 -7.63632487e-02 4.44459965e-02
-1.28079397e-01 1.42510891e-02 1.88740879e-02 -1.25861049e-01
-9.95423418e-03]
[ -1.52894774e-01 -5.33091476e-02 -2.23493045e-01 -3.45433670e-01
-1.35680589e-01 -1.98453427e-01 -2.43684207e-01 -9.82241783e-02
1.84573173e-01 -1.94397225e-01 -2.87069133e-01 -2.56222228e-01
-1.52619871e-01]
[ -3.64211056e-01 -9.09375503e-02 -1.39308289e-01 -2.25811776e-01
-6.92940852e-02 -3.09679736e-01 8.40852305e-02 -3.11187769e-02
-9.38706921e-02 1.21897326e-01 -7.63845574e-02 -1.45324553e-01
-1.20632867e-01]
[ -1.68279741e-01 -1.66711979e-01 -4.32416038e-02 -1.52008911e-01
-1.45419664e-01 -2.91749791e-01 -1.17055094e-01 -9.95752639e-02
-3.09414018e-01 3.63099588e-02 1.53236993e-01 6.63822379e-02
-2.76517786e-01]
[ -1.38587902e-01 -1.81818881e-01 -1.11147435e-01 -2.81225536e-01
8.88830514e-02 -1.70237517e-02 -2.34106683e-01 -1.54132061e-01
7.21426047e-02 -1.17077151e-01 -1.84467455e-01 -1.81913870e-01
-3.52869279e-01]
[ -4.34276362e-02 -3.24296113e-02 -1.46688440e-01 -3.73370549e-02
-2.26783806e-01 6.37056695e-02 -8.39441765e-02 -4.11833070e-02
-2.27073020e-01 -6.90396073e-02 -5.92080449e-02 -2.93727562e-01
-1.56880738e-01]
[ -7.27955689e-02 3.82654973e-02 -1.30049322e-01 -2.82095372e-01
1.28597030e-01 2.13282853e-02 -2.41914069e-01 -1.96422007e-01
1.01416697e-01 -9.05016599e-02 -2.33139603e-01 -1.28920784e-01
-2.84986655e-01]
[ 8.17101193e-02 -3.01571070e-01 -8.41912988e-02 -3.81409065e-01
-2.06652305e-01 -8.68870569e-02 9.75348338e-03 4.58527907e-02
-3.93193020e-02 2.26728652e-01 -4.15863542e-01 -3.29045106e-01
2.20327024e-01]
[ -2.19664437e-01 -2.40219268e-01 -1.30285787e-01 -2.34447374e-01
-2.89504667e-01 -9.08264359e-02 1.34138669e-01 -1.71241127e-02
2.42055217e-01 -1.09503305e-02 -2.90050908e-01 -5.26738362e-01
3.94835407e-01]
[ -1.21311744e-02 -1.71859057e-01 1.87481758e-02 -2.08689790e-01
-1.47286219e-01 1.69229333e-01 8.79886335e-02 1.41521737e-01
-9.52687449e-02 1.35155752e-01 -5.09825988e-02 -4.72192889e-01
3.80355942e-01]
[ 3.23450612e-03 -2.60172795e-02 -1.26335793e-01 -2.73657487e-02
-1.55262409e-01 -4.40499906e-02 1.74534468e-01 6.19792773e-02
1.68555113e-01 2.61502594e-01 -3.37949293e-01 -3.34009751e-01
3.98460066e-01]
[ -8.20086386e-02 -2.64227710e-01 5.63314081e-02 -2.90618754e-01
-1.26134080e-01 1.20126379e-01 2.45551612e-01 3.17968525e-02
-1.31794570e-01 7.48634411e-02 -4.37284138e-01 -4.06931024e-01
5.09878836e-01]
[ 1.18789913e-01 -6.02920843e-02 9.12082673e-03 -6.69635736e-02
-4.93620872e-02 -1.49825938e-02 1.07326478e-01 2.01212866e-01
2.78094249e-01 1.25773093e-01 -4.05906734e-01 -2.25524340e-01
1.74770132e-01]
[ -1.15828756e-02 -1.09579991e-01 1.31334101e-02 7.72428354e-02
-6.45696349e-02 -2.82534510e-01 -4.34229103e-02 1.97282344e-01
-8.21890525e-02 -9.48451014e-03 -1.54635459e-01 -3.59592392e-01
7.71515519e-02]
[ 8.00225656e-02 1.14947407e-01 3.72620304e-04 3.31310732e-02
-9.20312996e-02 -5.96488710e-02 -1.66021615e-01 -1.77862133e-01
-2.55602469e-01 -1.49163855e-01 -1.96965230e-01 1.68632540e-01
-5.26005665e-02]
[ 4.64304228e-02 -1.05568947e-01 1.48976612e-01 6.72660485e-02
2.17457776e-01 7.18532209e-03 -3.18675101e-01 -2.97969248e-01
-3.16361500e-02 -4.62577456e-01 4.14788749e-02 5.64375746e-01
-2.36878859e-01]
[ 3.67369289e-02 8.32657629e-02 -2.10694690e-01 3.42695966e-02
3.11349687e-02 -2.96010215e-04 -1.47587971e-01 -3.21107520e-01
-2.84302969e-01 -1.67766573e-01 -4.34308055e-02 -3.95527253e-03
-1.66925060e-01]
[ -5.36519498e-02 -2.16503003e-01 6.77806847e-02 9.84420793e-02
-1.32561950e-01 -1.33910093e-01 5.88111386e-02 2.01268665e-02
1.01264489e-01 -3.37646895e-01 -2.89118267e-01 -2.43590925e-01
5.00074000e-02]
[ 1.83287167e-02 -2.71651305e-01 6.45837590e-02 -2.07993899e-01
-1.88778362e-01 -2.30597831e-01 -2.42431972e-01 9.72335541e-02
1.30950643e-02 1.73763941e-01 -1.40798925e-01 4.38694659e-02
-3.61318467e-02]
[ 1.76250544e-01 4.58553967e-02 -1.00474989e-01 -2.00862148e-01
-6.09326517e-02 -1.01321798e-01 -1.60603132e-01 9.72879728e-02
-1.75707003e-01 -1.74324507e-01 -1.81748949e-01 9.29435326e-04
-6.39957030e-02]
[ -1.70087281e-01 -1.89941480e-01 -1.03859286e-01 -1.82613157e-01
-5.72648468e-02 2.71740333e-02 -1.61562650e-01 -1.13421723e-01
-1.21526348e-01 7.46856480e-02 -2.16812185e-01 -8.48792332e-02
-1.88081248e-01]
[ -3.08014037e-02 -2.23733044e-01 -1.51448480e-01 -1.95075773e-01
-6.10613948e-02 4.45122015e-02 3.47508458e-03 6.98832115e-02
-1.93595693e-01 -1.81916127e-01 -6.67142610e-02 -2.54612075e-01
1.24089217e-02]
[ 1.18861048e-01 5.63508115e-02 1.29796313e-03 -1.66185973e-01
-3.38768384e-01 8.14491460e-03 -9.70456332e-02 -1.64930904e-01
-2.83531886e-01 1.58230547e-01 -1.48868958e-01 -2.37506569e-01
4.38161029e-02]
[ -6.21821420e-02 -1.56424297e-02 -2.81418374e-01 -2.02878080e-02
5.85084610e-02 1.56138981e-01 -2.06484503e-01 -1.38577800e-01
-3.75287288e-02 -2.23223281e-02 1.12418269e-01 2.89159113e-01
1.79844620e-02]
[ 1.06902867e-01 3.12076096e-01 -1.98772314e-01 4.74689649e-01
7.55771032e-02 -2.15253874e-03 -1.67702019e-01 -3.19791932e-01
-1.94929604e-01 -3.49107248e-01 4.49530552e-01 6.31470649e-01
-3.86802806e-01]
[ -2.96753604e-02 1.46656563e-01 5.24643050e-02 4.74044987e-02
-4.06718938e-02 -7.01376731e-02 -1.82593789e-01 -2.85908274e-01
-2.07135914e-01 -2.03287902e-01 2.10968736e-01 6.34017700e-01
-3.12913999e-01]
[ -4.92579226e-02 -1.28372940e-01 -1.59341258e-01 2.30975100e-01
-1.75488315e-01 2.33765234e-01 -6.39156817e-02 -2.41349247e-01
-2.26286995e-01 -4.87074095e-01 1.06350809e-01 1.90866817e-01
-1.96083299e-01]
[ 7.92401441e-02 -3.80386495e-01 -5.18942570e-02 -4.11177815e-02
-1.08386834e-01 2.00732530e-01 9.66070552e-02 1.71780275e-01
-1.41543632e-01 -4.17098513e-02 -8.07695121e-02 2.42231983e-01
-1.34311818e-01]
[ 2.04520360e-01 -2.90872261e-01 -1.22633659e-01 -9.31247336e-02
-2.06387396e-01 1.22548740e-01 3.69170552e-02 -1.51201658e-01
-2.22431541e-02 -1.21147821e-01 -1.33618547e-01 -2.19072253e-01
-5.30234072e-02]
[ -1.34943274e-01 -7.82044782e-02 3.81553041e-02 -2.47188511e-01
-5.38723360e-02 -1.40804154e-01 5.41597935e-02 -2.41400228e-02
-6.51307315e-02 -1.90791882e-02 -2.89885619e-01 -3.64940489e-01
-2.82878167e-02]
[ -1.42486420e-01 -1.13596788e-01 -7.52111183e-02 -1.91367530e-01
-3.25913703e-01 -2.87114664e-01 7.32715118e-02 1.73265026e-02
-3.54479697e-02 3.99685076e-04 -1.12638412e-01 -3.97477894e-01
-1.59640161e-01]
[ -1.67602929e-01 -2.16877655e-01 -2.97809087e-01 -2.65107059e-01
-2.61264924e-01 -2.06465695e-01 -3.36277507e-01 1.40900511e-01
-5.00173586e-02 -2.77724773e-01 -2.57041708e-01 -1.66133515e-01
-2.00183183e-01]
[ -1.06200922e-01 1.08826959e-01 2.51266081e-02 -4.80918205e-02
-2.21888768e-01 -1.68495956e-01 -8.63279098e-02 -2.11047142e-02
-7.63390416e-02 -2.27916144e-01 -2.02555614e-01 -2.48140814e-01
-1.46499069e-01]
[ -3.46892409e-01 -1.39881265e-01 -2.68420034e-01 6.03427009e-02
-2.16994208e-01 -2.26119485e-01 -5.19279668e-02 -1.62322473e-01
6.32565925e-02 -8.60955542e-02 -4.34958803e-03 -3.86832174e-01
-4.14750686e-02]
[ -1.24350755e-01 -3.88438268e-02 -2.57127131e-01 -2.31171536e-02
-2.18292812e-01 -2.76423223e-01 -3.93028949e-01 -1.00841839e-01
1.53464727e-03 -3.18220244e-01 -2.89916193e-01 -3.92117112e-01
-1.14933136e-01]
[ -2.13083563e-01 -5.41045993e-01 -3.30557276e-01 -4.05080156e-01
-3.35029625e-01 -2.26038692e-01 -3.67425722e-03 -3.32811165e-01
1.08256420e-01 -2.77201624e-01 -2.45859089e-01 -1.02811837e-01
-1.26056113e-01]
[ -2.12476708e-01 -2.98936699e-01 -3.12301095e-01 -1.51817707e-01
-9.68224553e-02 -1.46421093e-01 -1.31998712e-01 -4.81547546e-02
-2.19698477e-01 -5.31316862e-01 -2.45734457e-01 -7.69441041e-02
-4.02209174e-02]
[ -1.22482584e-01 2.98824770e-02 -2.38338053e-01 -3.51871817e-01
-2.26579484e-01 -2.57540987e-01 -6.41166978e-02 -2.53599704e-01
2.15878435e-02 2.74044811e-02 -3.09557714e-01 -8.05683869e-02
-1.84706594e-01]]
Progress: 4.7% ... Training loss: 0.447 ... Validation loss: 0.794[[-0.09121331]
[ 0.30658019]
[-0.10269366]
[ 0.55149185]
[ 0.30166864]
[ 0.00269552]
[-0.6892665 ]
[-0.8037396 ]
[-0.60704232]
[-0.81382006]
[ 0.73062741]
[ 1.76497108]
[-1.08725359]]
[[ -5.35303991e-01 -5.51002465e-01 -5.77980379e-01 -2.87848729e-01
-3.48199447e-01 -5.83939826e-01 -6.36542843e-01 -6.03441333e-01
-7.47747794e-01 -6.87014331e-01 -2.25277367e-01 2.72995115e-01
-6.84146242e-01]
[ 5.82798110e-03 -1.40617191e-01 5.18447368e-02 -2.17240709e-02
-4.47216394e-02 5.91113943e-02 -1.13802912e-01 2.40327327e-01
-1.15064730e-01 -1.56273412e-01 -4.06847260e-02 -9.48376329e-03
1.06239032e-01]
[ -2.02109072e-01 1.62441005e-01 -2.95749598e-02 1.49184309e-01
1.51528914e-01 -1.08902467e-01 -7.79175352e-02 -2.44049025e-01
2.08460075e-02 -2.60327984e-01 2.73832906e-01 8.08426911e-01
-3.49165968e-02]
[ 1.85395609e-01 -3.25908921e-01 -2.47795240e-01 -1.31738906e-01
-3.83199608e-01 -6.06030145e-03 1.02812918e-01 -1.21555589e-01
2.55698217e-01 -1.42768963e-01 -2.94006035e-01 -6.90701626e-01
1.09226597e-02]
[ 1.02769967e-01 8.90069853e-02 8.62448219e-02 1.68578768e-01
2.35844144e-02 7.57749501e-02 -2.15827018e-02 8.47442129e-02
1.00301547e-02 1.37488995e-01 2.20907244e-01 9.17844730e-02
2.53205290e-01]
[ -4.80344697e-01 -5.62387893e-01 -6.07883768e-01 -5.28731650e-01
-5.64192039e-01 -5.61093167e-01 -2.92235630e-01 -2.16354890e-01
-4.01433644e-01 -2.89101435e-01 -3.78250401e-01 -5.26782919e-01
-2.56025512e-01]
[ -4.14004292e-01 -5.72068602e-01 -3.21524330e-01 -3.62354005e-01
-4.04280744e-01 -5.56803630e-01 -4.74679989e-01 -5.05935149e-01
-3.21421858e-01 -2.51435826e-01 -4.76113452e-01 -2.24215318e-01
-2.72950339e-01]
[ -3.13882661e-01 -3.82031530e-01 -4.50393515e-01 -3.22761409e-01
-3.28988157e-01 -4.10635072e-01 -2.03616556e-01 -1.36847023e-01
-2.49021732e-01 -3.88449566e-01 -3.07494257e-01 -4.99647417e-01
-2.14134282e-01]
[ -4.73383758e-01 -3.46402327e-01 -3.77496586e-01 -1.25095462e-01
-3.30537411e-01 -2.11464214e-01 -2.12829339e-01 -4.77708116e-01
-3.55818633e-01 -5.06021934e-01 -1.10128408e-01 2.22584001e-02
-3.29170513e-01]
[ -9.41624641e-01 -9.59538985e-01 -9.62101065e-01 -8.89957651e-01
-1.03152810e+00 -9.73731492e-01 -7.10227006e-01 -6.93652757e-01
-7.94860124e-01 -5.86775216e-01 -9.34597410e-01 -6.95499051e-01
-4.38390745e-01]
[ -4.98839674e-01 -2.62227595e-01 -4.60833102e-01 -3.08235971e-01
-3.53930288e-01 -3.53199510e-01 -5.41738134e-01 -5.80092208e-01
-6.11441397e-01 -1.80181285e-01 -3.95525437e-01 -5.32007395e-01
-4.53841166e-01]
[ -1.19484048e-01 5.61738964e-02 -3.40081438e-01 -2.98779514e-01
-7.25306401e-02 -6.96026751e-02 -1.85993907e-01 -3.02519702e-01
-1.79004913e-01 9.36411626e-02 -2.25528523e-01 -1.71904326e-01
-2.95845470e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59429159e-01 -9.70521428e-02 1.61572356e-01 -2.21155839e-01
-1.17327981e-01 1.14498358e-01 -1.41481394e-01 -2.85740757e-02
-9.10292692e-02 3.09141877e-02 -8.62764549e-02 -1.71927194e-01
4.84803582e-02]
[ -8.02782546e-02 -2.56283772e-01 -1.77579413e-01 -2.76424536e-01
-4.76683985e-01 -8.41841893e-02 -1.86666415e-02 8.38965103e-03
-3.36944007e-02 2.44614237e-02 -1.54192632e-01 -1.79520923e-01
-2.14697695e-01]
[ -7.25495560e-02 3.72178329e-03 -2.44236486e-01 -2.46906825e-01
1.39591185e-01 -1.62307351e-01 -1.53786810e-01 3.99710854e-02
2.20718701e-02 -1.95714961e-02 -1.80492815e-01 -3.80534371e-02
6.39215482e-02]
[ 2.94438207e-02 -1.56081667e-01 -1.53052575e-01 -4.08359970e-02
-1.17679285e-01 -1.06447980e-01 6.25109587e-02 -1.87634209e-01
-5.04221437e-02 -6.56713663e-02 -7.21030393e-03 -1.66004414e-01
3.31196399e-02]
[ -2.82994995e-01 -1.45152062e-01 -6.94553871e-02 -9.52187858e-02
-3.05534283e-01 -2.71415089e-01 -3.64955111e-01 5.51957959e-02
-2.98002255e-01 -2.13908610e-01 1.72075900e-01 9.07876320e-02
2.82444726e-01]
[ -2.14978780e-01 -1.32226530e-01 -7.76041161e-02 -8.03186424e-02
-8.01084805e-02 -1.13680339e-01 -7.30228129e-02 4.84699430e-02
-1.24554068e-01 1.82060805e-02 1.53792708e-02 -1.39716734e-01
-2.55897832e-03]
[ -1.52798197e-01 -5.36605037e-02 -2.23422936e-01 -3.45842725e-01
-1.36137826e-01 -1.98446327e-01 -2.43262359e-01 -9.75146292e-02
1.85245589e-01 -1.93721496e-01 -2.87764221e-01 -2.56839463e-01
-1.51725017e-01]
[ -3.64476131e-01 -9.02918683e-02 -1.39581948e-01 -2.24258245e-01
-6.84277572e-02 -3.09702409e-01 8.20377991e-02 -3.28547108e-02
-9.61053575e-02 1.20048411e-01 -7.39430669e-02 -1.38392440e-01
-1.24062976e-01]
[ -1.68431106e-01 -1.66218673e-01 -4.34197724e-02 -1.50503245e-01
-1.44828165e-01 -2.91760361e-01 -1.17006037e-01 -9.98592127e-02
-3.09840184e-01 3.60927315e-02 1.55239106e-01 7.45254517e-02
-2.77735082e-01]
[ -1.38620646e-01 -1.81563472e-01 -1.11207064e-01 -2.80319162e-01
8.92420907e-02 -1.70347775e-02 -2.34310648e-01 -1.54266666e-01
7.20137493e-02 -1.17528415e-01 -1.83150461e-01 -1.78925709e-01
-3.53407162e-01]
[ -4.36347827e-02 -3.17309835e-02 -1.46870028e-01 -3.61582432e-02
-2.26214131e-01 6.36840142e-02 -8.54042211e-02 -4.31353518e-02
-2.28184077e-01 -7.06003790e-02 -5.76888683e-02 -2.89222534e-01
-1.59052904e-01]
[ -7.27403824e-02 3.80787178e-02 -1.29988792e-01 -2.82412943e-01
1.28400716e-01 2.13347585e-02 -2.41534669e-01 -1.96011955e-01
1.01804752e-01 -8.99249640e-02 -2.33573288e-01 -1.30009393e-01
-2.84336641e-01]
[ 8.17760305e-02 -3.01671568e-01 -8.41754198e-02 -3.81614765e-01
-2.06801303e-01 -8.68831699e-02 1.02137010e-02 4.64250636e-02
-3.88076906e-02 2.26977016e-01 -4.16126514e-01 -3.30435970e-01
2.21049953e-01]
[ -2.19565510e-01 -2.40481113e-01 -1.30170599e-01 -2.35136915e-01
-2.89877168e-01 -9.08161774e-02 1.35504202e-01 -1.60621631e-02
2.43316528e-01 -9.98846989e-03 -2.90979351e-01 -5.29720965e-01
3.97152930e-01]
[ -1.19466338e-02 -1.72294247e-01 1.89323434e-02 -2.09765150e-01
-1.47739998e-01 1.69244988e-01 8.98807717e-02 1.43778732e-01
-9.37786022e-02 1.37284165e-01 -5.25827860e-02 -4.77268560e-01
3.84529261e-01]
[ 3.32931849e-03 -2.62360511e-02 -1.26262963e-01 -2.79124544e-02
-1.55507275e-01 -4.40430596e-02 1.75698493e-01 6.30013198e-02
1.69523023e-01 2.62386742e-01 -3.38573430e-01 -3.36441940e-01
4.00097297e-01]
[ -8.19213667e-02 -2.64510499e-01 5.64340017e-02 -2.91031154e-01
-1.26396549e-01 1.20133967e-01 2.46359547e-01 3.28670505e-02
-1.31192695e-01 7.59687741e-02 -4.37889690e-01 -4.08951132e-01
5.11653967e-01]
[ 1.18895642e-01 -6.04666891e-02 9.19661406e-03 -6.74116136e-02
-4.95693746e-02 -1.49761040e-02 1.08163913e-01 2.02298589e-01
2.78864144e-01 1.26686114e-01 -4.06263973e-01 -2.26955673e-01
1.76339908e-01]
[ -1.14716389e-02 -1.09814987e-01 1.32313375e-02 7.65848914e-02
-6.48287209e-02 -2.82526861e-01 -4.25512849e-02 1.98575439e-01
-8.13862924e-02 -8.46709582e-03 -1.55300079e-01 -3.62118547e-01
7.87313920e-02]
[ 8.00842445e-02 1.14658750e-01 4.46709408e-04 3.27344682e-02
-9.23615091e-02 -5.96406162e-02 -1.65910277e-01 -1.77263577e-01
-2.55484164e-01 -1.48328826e-01 -1.97628187e-01 1.67055417e-01
-5.23622847e-02]
[ 4.57298582e-02 -1.03855217e-01 1.48253777e-01 7.24824364e-02
2.19648076e-01 7.13137492e-03 -3.23641084e-01 -3.02560245e-01
-3.67525787e-02 -4.67678894e-01 4.86177160e-02 5.87358327e-01
-2.46880292e-01]
[ 3.65383011e-02 8.38809472e-02 -2.10863059e-01 3.56821081e-02
3.16701768e-02 -3.15573151e-04 -1.49229311e-01 -3.22905169e-01
-2.85541075e-01 -1.69757166e-01 -4.16367047e-02 -1.02523751e-03
-1.70058816e-01]
[ -5.36363548e-02 -2.16807303e-01 6.78704428e-02 9.79465614e-02
-1.32821236e-01 -1.33906953e-01 5.90816533e-02 2.05380100e-02
1.01700373e-01 -3.37223307e-01 -2.89722901e-01 -2.44458634e-01
5.09358717e-02]
[ 1.83885906e-02 -2.72074136e-01 6.46892979e-02 -2.08720601e-01
-1.89127753e-01 -2.30591088e-01 -2.42122201e-01 9.81681580e-02
1.38932549e-02 1.73785135e-01 -1.41880096e-01 4.18611783e-02
-3.49516475e-02]
[ 1.75963564e-01 4.66153594e-02 -1.00705072e-01 -1.99552487e-01
-6.02905798e-02 -1.01347776e-01 -1.62545104e-01 9.44561766e-02
-1.77228016e-01 -1.76516385e-01 -1.80046508e-01 5.88655272e-03
-6.70988359e-02]
[ -1.70035261e-01 -1.90124254e-01 -1.03798013e-01 -1.82941959e-01
-5.74625174e-02 2.71802817e-02 -1.61200477e-01 -1.13010221e-01
-1.21154445e-01 7.52482020e-02 -2.17261638e-01 -8.60783492e-02
-1.87413126e-01]
[ -3.07702040e-02 -2.24078931e-01 -1.51340849e-01 -1.95996479e-01
-6.15890481e-02 4.45184990e-02 4.11093438e-03 7.02636075e-02
-1.93356190e-01 -1.81337357e-01 -6.83917731e-02 -2.58440580e-01
1.33805566e-02]
[ 1.18680561e-01 5.64538778e-02 1.26160694e-03 -1.65903329e-01
-3.38644913e-01 8.13561720e-03 -9.74553477e-02 -1.65566704e-01
-2.84247397e-01 1.57157138e-01 -1.48801946e-01 -2.37675046e-01
4.29725733e-02]
[ -6.23420059e-02 -1.47552579e-02 -2.81654112e-01 -1.85055762e-02
5.96038128e-02 1.56118971e-01 -2.07806823e-01 -1.40473339e-01
-3.86207730e-02 -2.43427798e-02 1.15508880e-01 2.96087621e-01
1.44167376e-02]
[ 1.06731284e-01 3.12876156e-01 -1.98904147e-01 4.76100790e-01
7.62796669e-02 -2.16528989e-03 -1.68983326e-01 -3.21489719e-01
-1.95866804e-01 -3.50740405e-01 4.51889747e-01 6.38860847e-01
-3.89054706e-01]
[ -2.98654361e-02 1.47464232e-01 5.22071626e-02 4.89022741e-02
-3.98946198e-02 -7.01563690e-02 -1.84226340e-01 -2.87722264e-01
-2.08393172e-01 -2.05469597e-01 2.13477123e-01 6.38431783e-01
-3.15826769e-01]
[ -4.95197720e-02 -1.27617668e-01 -1.59522205e-01 2.33265681e-01
-1.74647729e-01 2.33736122e-01 -6.63106073e-02 -2.43301684e-01
-2.28378019e-01 -4.89025310e-01 1.09263707e-01 2.00345252e-01
-1.99846816e-01]
[ 7.91000326e-02 -3.80086497e-01 -5.19663995e-02 -4.06754938e-02
-1.08123085e-01 2.00721892e-01 9.52050444e-02 1.70734913e-01
-1.42996254e-01 -4.23263066e-02 -8.03087286e-02 2.45877501e-01
-1.35622051e-01]
[ 2.04523727e-01 -2.90992209e-01 -1.22588230e-01 -9.32573173e-02
-2.06565799e-01 1.22551564e-01 3.69883521e-02 -1.51185744e-01
-2.21638056e-02 -1.20894483e-01 -1.33931434e-01 -2.19531974e-01
-5.28690865e-02]
[ -1.34889795e-01 -7.83921725e-02 3.82164695e-02 -2.47628236e-01
-5.40988903e-02 -1.40800322e-01 5.46023381e-02 -2.36439537e-02
-6.46261502e-02 -1.87831682e-02 -2.90438294e-01 -3.67748945e-01
-2.72739987e-02]
[ -1.42192776e-01 -1.14436688e-01 -7.49325788e-02 -1.93223413e-01
-3.26746825e-01 -2.87093419e-01 7.60502010e-02 2.07212829e-02
-3.32256296e-02 3.63715369e-03 -1.15436073e-01 -4.05566242e-01
-1.55293133e-01]
[ -1.67685632e-01 -2.16830431e-01 -2.97788274e-01 -2.65334157e-01
-2.61408276e-01 -2.06472066e-01 -3.36387230e-01 1.41668491e-01
-5.00627617e-02 -2.77715724e-01 -2.57422504e-01 -1.68418077e-01
-2.00167778e-01]
[ -1.06027287e-01 1.08293610e-01 2.53614657e-02 -4.91793699e-02
-2.22427994e-01 -1.68481622e-01 -8.48489315e-02 -1.92166943e-02
-7.50874386e-02 -2.25803433e-01 -2.04078765e-01 -2.51271928e-01
-1.43417135e-01]
[ -3.47464914e-01 -1.38468544e-01 -2.68858463e-01 6.42633596e-02
-2.15450378e-01 -2.26174579e-01 -5.56568338e-02 -1.66323591e-01
5.98315043e-02 -9.05303759e-02 2.93524688e-05 -3.75997227e-01
-4.84026321e-02]
[ -1.24647942e-01 -3.86676222e-02 -2.57198344e-01 -2.20144847e-02
-2.18116077e-01 -2.76442325e-01 -3.94331205e-01 -1.01238412e-01
4.01764103e-04 -3.18719155e-01 -2.88551238e-01 -3.88591750e-01
-1.15901505e-01]
[ -2.13257654e-01 -5.40613933e-01 -3.30739244e-01 -4.04120634e-01
-3.34598889e-01 -2.26050809e-01 -4.82636558e-03 -3.33983155e-01
1.07062050e-01 -2.78258694e-01 -2.44339702e-01 -9.93452260e-02
-1.28257294e-01]
[ -2.12234994e-01 -2.99063502e-01 -3.12194689e-01 -1.51970040e-01
-9.69543559e-02 -1.46407630e-01 -1.29765621e-01 -4.66057336e-02
-2.17295020e-01 -5.30121986e-01 -2.45154336e-01 -7.79265202e-02
-3.74585914e-02]
[ -1.22742303e-01 3.08158456e-02 -2.38556168e-01 -3.50074681e-01
-2.25597010e-01 -2.57559050e-01 -6.61468504e-02 -2.55491159e-01
1.94848837e-02 2.47848709e-02 -3.06645002e-01 -6.81354027e-02
-1.88079514e-01]]
Progress: 4.8% ... Training loss: 0.437 ... Validation loss: 0.772[[-0.07941163]
[ 0.31792056]
[-0.09925492]
[ 0.56785193]
[ 0.30976509]
[ 0.01022255]
[-0.68499025]
[-0.80023696]
[-0.60243477]
[-0.8083136 ]
[ 0.75468269]
[ 1.78853524]
[-1.08672911]]
[[ -5.35463946e-01 -5.48131732e-01 -5.78267052e-01 -2.82936212e-01
-3.45710536e-01 -5.83931241e-01 -6.37692941e-01 -6.05464870e-01
-7.47871190e-01 -6.88350624e-01 -2.16622957e-01 2.80383115e-01
-6.83673566e-01]
[ 5.83081920e-03 -1.40571866e-01 5.18794280e-02 -2.16774753e-02
-4.47585483e-02 5.91112738e-02 -1.13576084e-01 2.40956540e-01
-1.14885772e-01 -1.56001551e-01 -4.04854520e-02 -1.10293415e-02
1.07394517e-01]
[ -2.01873117e-01 1.64147473e-01 -2.94789413e-02 1.53389129e-01
1.52433861e-01 -1.08907127e-01 -7.64887156e-02 -2.42024764e-01
2.37218116e-02 -2.58357751e-01 2.78949357e-01 8.06320985e-01
-3.29237476e-02]
[ 1.84205438e-01 -3.24469977e-01 -2.48806576e-01 -1.29561516e-01
-3.81594071e-01 -6.02987572e-03 9.38568839e-02 -1.30296222e-01
2.46261636e-01 -1.53405412e-01 -2.92124158e-01 -6.75888043e-01
-1.78546599e-03]
[ 1.00970744e-01 9.74291774e-02 8.41047549e-02 1.85327927e-01
3.22703152e-02 7.58295437e-02 -3.83182588e-02 6.21631559e-02
-5.01740769e-03 1.17171877e-01 2.45331579e-01 1.46206807e-01
2.18203217e-01]
[ -4.80926931e-01 -5.60741407e-01 -6.08407306e-01 -5.25339436e-01
-5.62553025e-01 -5.61076305e-01 -2.96021581e-01 -2.22596883e-01
-4.04966676e-01 -2.94979305e-01 -3.73073530e-01 -5.13156938e-01
-2.64357930e-01]
[ -4.13920022e-01 -5.73070816e-01 -3.21161410e-01 -3.64460481e-01
-4.05319286e-01 -5.56806091e-01 -4.73219423e-01 -5.01891249e-01
-3.20403150e-01 -2.47651104e-01 -4.78806058e-01 -2.38012756e-01
-2.64816536e-01]
[ -3.14387679e-01 -3.78976636e-01 -4.50911559e-01 -3.16284789e-01
-3.26518127e-01 -4.10621439e-01 -2.06623089e-01 -1.40769735e-01
-2.50957878e-01 -3.92988013e-01 -2.98658971e-01 -4.90880202e-01
-2.20508565e-01]
[ -4.73039185e-01 -3.47662628e-01 -3.77126717e-01 -1.27552299e-01
-3.31846779e-01 -2.11477013e-01 -2.09684981e-01 -4.73703134e-01
-3.52937314e-01 -5.02226347e-01 -1.13287087e-01 1.63443798e-02
-3.23849917e-01]
[ -9.41383627e-01 -9.59704325e-01 -9.61721090e-01 -8.89842026e-01
-1.03212062e+00 -9.73739134e-01 -7.06336231e-01 -6.90031605e-01
-7.91115786e-01 -5.83290117e-01 -9.33118290e-01 -7.00350013e-01
-4.31067992e-01]
[ -4.99626051e-01 -2.59787586e-01 -4.61427598e-01 -3.03367011e-01
-3.51706436e-01 -3.53179244e-01 -5.46920299e-01 -5.84805755e-01
-6.15887260e-01 -1.85223098e-01 -3.89219026e-01 -5.24415156e-01
-4.60927346e-01]
[ -1.19597093e-01 5.63380930e-02 -3.40175710e-01 -2.98458577e-01
-7.24008435e-02 -6.96000653e-02 -1.86890076e-01 -3.03543129e-01
-1.79872539e-01 9.23618681e-02 -2.25153183e-01 -1.71963866e-01
-2.97334345e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59644498e-01 -9.66064613e-02 1.61405098e-01 -2.20008439e-01
-1.16832032e-01 1.14505232e-01 -1.43320114e-01 -3.04354375e-02
-9.24444853e-02 2.89993433e-02 -8.45051454e-02 -1.67505852e-01
4.57193460e-02]
[ -8.04283957e-02 -2.55995230e-01 -1.77688132e-01 -2.75729262e-01
-4.76578898e-01 -8.41812038e-02 -1.92802329e-02 7.61983153e-03
-3.44515512e-02 2.35421778e-02 -1.53461796e-01 -1.79588828e-01
-2.15897509e-01]
[ -7.27606327e-02 4.23900144e-03 -2.44430890e-01 -2.45851461e-01
1.40430649e-01 -1.62301364e-01 -1.55102776e-01 3.70850101e-02
2.06644205e-02 -2.23511835e-02 -1.78562115e-01 -3.13429198e-02
6.03080629e-02]
[ 2.94691456e-02 -1.56342541e-01 -1.52961089e-01 -4.13601327e-02
-1.17974537e-01 -1.06447858e-01 6.28135153e-02 -1.86310314e-01
-5.00326292e-02 -6.38385231e-02 -7.61215607e-03 -1.69162199e-01
3.58121135e-02]
[ -2.82770368e-01 -1.45786210e-01 -6.91766439e-02 -9.70392654e-02
-3.06261233e-01 -2.71421201e-01 -3.63116997e-01 5.80554876e-02
-2.96336439e-01 -2.11576944e-01 1.69766394e-01 8.15769860e-02
2.88773415e-01]
[ -2.15075357e-01 -1.31326805e-01 -7.77263114e-02 -7.81889237e-02
-7.93370178e-02 -1.13676561e-01 -7.38663287e-02 4.73740723e-02
-1.25153073e-01 1.73213982e-02 1.81466775e-02 -1.36373681e-01
-4.95767550e-03]
[ -1.52845146e-01 -5.37755960e-02 -2.23361631e-01 -3.45925650e-01
-1.36366449e-01 -1.98445948e-01 -2.42847466e-01 -9.69612089e-02
1.85882205e-01 -1.93262490e-01 -2.87766538e-01 -2.59884284e-01
-1.50867529e-01]
[ -3.64503924e-01 -8.96594589e-02 -1.39609631e-01 -2.22736252e-01
-6.80670603e-02 -3.09701424e-01 8.23365871e-02 -3.25305504e-02
-9.58747714e-02 1.20188474e-01 -7.22291163e-02 -1.39368608e-01
-1.24031382e-01]
[ -1.68849974e-01 -1.64493565e-01 -4.38673568e-02 -1.47212121e-01
-1.43279338e-01 -2.91749566e-01 -1.20464051e-01 -1.03505574e-01
-3.12615390e-01 3.18583423e-02 1.59904428e-01 8.45697561e-02
-2.82904160e-01]
[ -1.38447602e-01 -1.82112150e-01 -1.11037010e-01 -2.81504546e-01
8.86111979e-02 -1.70405870e-02 -2.32725145e-01 -1.52889898e-01
7.36295840e-02 -1.15888228e-01 -1.84816751e-01 -1.82648925e-01
-3.51067416e-01]
[ -4.35252692e-02 -3.23084781e-02 -1.46729434e-01 -3.73026355e-02
-2.26703644e-01 6.36793876e-02 -8.43615531e-02 -4.16460056e-02
-2.27450022e-01 -6.93896295e-02 -5.92093915e-02 -2.91936512e-01
-1.57062622e-01]
[ -7.27645545e-02 3.81451866e-02 -1.29971924e-01 -2.82190981e-01
1.28411593e-01 2.13346352e-02 -2.41134943e-01 -1.95795571e-01
1.01917206e-01 -8.96426373e-02 -2.33091452e-01 -1.28952359e-01
-2.84687129e-01]
[ 8.19292285e-02 -3.02047705e-01 -8.40112406e-02 -3.82605370e-01
-2.07270316e-01 -8.68867818e-02 1.13129988e-02 4.81498218e-02
-3.78484658e-02 2.28878178e-01 -4.17353548e-01 -3.35325833e-01
2.24455009e-01]
[ -2.19332252e-01 -2.41127249e-01 -1.29930829e-01 -2.36831677e-01
-2.90563672e-01 -9.08230502e-02 1.38074389e-01 -1.27143493e-02
2.45455605e-01 -6.76386776e-03 -2.93094155e-01 -5.35513430e-01
4.03106545e-01]
[ -1.17514244e-02 -1.72783691e-01 1.91233753e-02 -2.11053871e-01
-1.48213969e-01 1.69239242e-01 9.14937224e-02 1.45753204e-01
-9.22516981e-02 1.39378900e-01 -5.41759286e-02 -4.80587391e-01
3.88413273e-01]
[ 3.50392043e-03 -2.69447609e-02 -1.26077664e-01 -2.94417415e-02
-1.56248665e-01 -4.40474993e-02 1.77210768e-01 6.45913737e-02
1.71109162e-01 2.64480297e-01 -3.40261497e-01 -3.43283491e-01
4.03566607e-01]
[ -8.18742211e-02 -2.64625798e-01 5.65023408e-02 -2.91384199e-01
-1.26512024e-01 1.20132694e-01 2.46804103e-01 3.35297041e-02
-1.30854898e-01 7.63907988e-02 -4.38276996e-01 -4.10814076e-01
5.13204844e-01]
[ 1.19158468e-01 -6.11913838e-02 9.46568086e-03 -6.88366160e-02
-5.03555231e-02 -1.49841896e-02 1.10523842e-01 2.05625970e-01
2.81068965e-01 1.29728293e-01 -4.07707621e-01 -2.30890293e-01
1.80643312e-01]
[ -1.13905073e-02 -1.10153855e-01 1.33726024e-02 7.58953671e-02
-6.52388881e-02 -2.82529469e-01 -4.16845598e-02 1.99823697e-01
-8.06317934e-02 -7.17068470e-03 -1.56221073e-01 -3.65039373e-01
8.04914708e-02]
[ 8.00413737e-02 1.14898838e-01 3.72059281e-04 3.31229110e-02
-9.21875044e-02 -5.96390757e-02 -1.66366187e-01 -1.77951576e-01
-2.55780176e-01 -1.49093933e-01 -1.97070299e-01 1.68089740e-01
-5.34769849e-02]
[ 4.53592851e-02 -1.03168237e-01 1.47939814e-01 7.41998128e-02
2.20439638e-01 7.14103091e-03 -3.25963342e-01 -3.05689266e-01
-3.92335346e-02 -4.70999160e-01 5.06709869e-02 5.90747334e-01
-2.51708707e-01]
[ 3.65155263e-02 8.39574110e-02 -2.10879363e-01 3.57853603e-02
3.17305183e-02 -3.14939920e-04 -1.49337762e-01 -3.22943942e-01
-2.85532127e-01 -1.70035053e-01 -4.16036954e-02 -1.57933093e-03
-1.70069741e-01]
[ -5.37402663e-02 -2.16492263e-01 6.77666715e-02 9.86351278e-02
-1.32556990e-01 -1.33904072e-01 5.80845933e-02 1.97830131e-02
1.00841918e-01 -3.38106060e-01 -2.88959536e-01 -2.42569267e-01
4.97048762e-02]
[ 1.83149180e-02 -2.72253727e-01 6.46977888e-02 -2.08860002e-01
-1.89354033e-01 -2.30590010e-01 -2.42433226e-01 9.82310575e-02
1.38120557e-02 1.73291353e-01 -1.42171941e-01 4.00733094e-02
-3.52249773e-02]
[ 1.75748740e-01 4.72310578e-02 -1.00853980e-01 -1.98630288e-01
-5.98469815e-02 -1.01343783e-01 -1.63745938e-01 9.23888375e-02
-1.78541841e-01 -1.78264178e-01 -1.78898009e-01 9.82513821e-03
-7.00986471e-02]
[ -1.70072557e-01 -1.90224593e-01 -1.03784039e-01 -1.83007056e-01
-5.75594303e-02 2.71807119e-02 -1.61095147e-01 -1.13671507e-01
-1.21030060e-01 7.46481096e-02 -2.17520417e-01 -8.48116982e-02
-1.87966038e-01]
[ -3.09996384e-02 -2.23709577e-01 -1.51431720e-01 -1.95123530e-01
-6.12136069e-02 4.45240692e-02 3.22509610e-03 6.79088821e-02
-1.94387683e-01 -1.83148363e-01 -6.71804775e-02 -2.54923074e-01
1.06966781e-02]
[ 1.18658181e-01 5.64258384e-02 1.26757164e-03 -1.65873766e-01
-3.38738888e-01 8.13629864e-03 -9.75130871e-02 -1.65655612e-01
-2.84276309e-01 1.57195313e-01 -1.48810291e-01 -2.38995441e-01
4.30449335e-02]
[ -6.23644767e-02 -1.46627801e-02 -2.81676233e-01 -1.83541698e-02
5.96941648e-02 1.56119848e-01 -2.07941013e-01 -1.40660408e-01
-3.87891386e-02 -2.45657901e-02 1.15678865e-01 2.96569269e-01
1.41654180e-02]
[ 1.06429255e-01 3.15097982e-01 -1.99321545e-01 4.80860139e-01
7.84560279e-02 -2.15596600e-03 -1.71985846e-01 -3.24598588e-01
-1.98006129e-01 -3.54275082e-01 4.58565897e-01 6.49914940e-01
-3.94594191e-01]
[ -2.99482058e-02 1.48512059e-01 5.19900485e-02 5.09088155e-02
-3.88737922e-02 -7.01531381e-02 -1.85591922e-01 -2.89253433e-01
-2.09402941e-01 -2.07125737e-01 2.16956326e-01 6.44033283e-01
-3.18620533e-01]
[ -4.98372680e-02 -1.26830913e-01 -1.59793076e-01 2.35813861e-01
-1.73800481e-01 2.33745909e-01 -6.88352469e-02 -2.45367576e-01
-2.30748316e-01 -4.91320489e-01 1.12387477e-01 2.08216580e-01
-2.04629168e-01]
[ 7.90889253e-02 -3.80067697e-01 -5.19708455e-02 -4.06063007e-02
-1.08098931e-01 2.00722215e-01 9.50811725e-02 1.70555714e-01
-1.43084329e-01 -4.23933237e-02 -8.01483285e-02 2.46171664e-01
-1.35704088e-01]
[ 2.04583331e-01 -2.91177235e-01 -1.22532748e-01 -9.36463712e-02
-2.06729793e-01 1.22549837e-01 3.74450648e-02 -1.50492075e-01
-2.17516278e-02 -1.20220135e-01 -1.34541117e-01 -2.21119090e-01
-5.19134115e-02]
[ -1.34888926e-01 -7.84562306e-02 3.82168207e-02 -2.47801782e-01
-5.42271209e-02 -1.40800268e-01 5.47881118e-02 -2.35022718e-02
-6.44476574e-02 -1.88580639e-02 -2.90740834e-01 -3.69830170e-01
-2.68909993e-02]
[ -1.42205417e-01 -1.14512791e-01 -7.49041695e-02 -1.93436866e-01
-3.26861767e-01 -2.87093879e-01 7.61388202e-02 2.06870680e-02
-3.31605606e-02 3.76356140e-03 -1.15805847e-01 -4.06330880e-01
-1.55138896e-01]
[ -1.67586286e-01 -2.17300907e-01 -2.97619755e-01 -2.66344037e-01
-2.61567784e-01 -2.06476283e-01 -3.35591842e-01 1.41410712e-01
-4.94265538e-02 -2.76876064e-01 -2.57929931e-01 -1.64574163e-01
-1.99712767e-01]
[ -1.06003962e-01 1.08154393e-01 2.54491882e-02 -4.93498616e-02
-2.22658240e-01 -1.68482438e-01 -8.42538747e-02 -1.80419648e-02
-7.46119279e-02 -2.24963690e-01 -2.04204478e-01 -2.54131012e-01
-1.41305802e-01]
[ -3.47573212e-01 -1.36830522e-01 -2.69137393e-01 6.75365531e-02
-2.13991818e-01 -2.26171054e-01 -5.67008875e-02 -1.68683138e-01
5.94855137e-02 -9.24604769e-02 5.34966116e-03 -3.68602344e-01
-5.20409831e-02]
[ -1.24571715e-01 -3.93570353e-02 -2.56970578e-01 -2.34047431e-02
-2.18937134e-01 -2.76443942e-01 -3.93449995e-01 -9.94149165e-02
1.47642987e-03 -3.16512803e-01 -2.90357863e-01 -3.96660870e-01
-1.11544718e-01]
[ -2.13558418e-01 -5.40687170e-01 -3.30781078e-01 -4.03123456e-01
-3.34919484e-01 -2.26044496e-01 -5.19863314e-03 -3.33947295e-01
1.06304464e-01 -2.78983907e-01 -2.43992553e-01 -1.02064971e-01
-1.29388198e-01]
[ -2.12208189e-01 -2.98698366e-01 -3.12214621e-01 -1.51541452e-01
-9.67147249e-02 -1.46407346e-01 -1.29087318e-01 -4.55560254e-02
-2.16674832e-01 -5.29633664e-01 -2.44515043e-01 -8.20155386e-02
-3.52493960e-02]
[ -1.23217351e-01 3.26238967e-02 -2.39008274e-01 -3.46897488e-01
-2.24002661e-01 -2.57547288e-01 -6.98680466e-02 -2.59073449e-01
1.62127367e-02 2.02301004e-02 -3.02351116e-01 -5.89554970e-02
-1.93694887e-01]]
Progress: 4.8% ... Training loss: 0.434 ... Validation loss: 0.767[[-0.08315213]
[ 0.30374584]
[-0.11062397]
[ 0.55730271]
[ 0.29541754]
[ 0.00299104]
[-0.69591699]
[-0.8182698 ]
[-0.61202206]
[-0.82547738]
[ 0.74306331]
[ 1.77428145]
[-1.10989405]]
[[ -5.35287566e-01 -5.49559348e-01 -5.77724685e-01 -2.85554979e-01
-3.47220234e-01 -5.83971893e-01 -6.32082055e-01 -5.98027890e-01
-7.44692005e-01 -6.82097656e-01 -2.20491329e-01 2.64135017e-01
-6.72327858e-01]
[ 5.86558646e-03 -1.40505523e-01 5.19483414e-02 -2.15268613e-02
-4.45856446e-02 5.91073331e-02 -1.13140331e-01 2.41925158e-01
-1.14652593e-01 -1.55257912e-01 -4.03568936e-02 -1.02437331e-02
1.08605922e-01]
[ -2.01466768e-01 1.62186543e-01 -2.90257887e-02 1.49508320e-01
1.50662245e-01 -1.08958596e-01 -7.17726456e-02 -2.38052266e-01
2.93944683e-02 -2.55804466e-01 2.74718608e-01 7.93913698e-01
-2.60435877e-02]
[ 1.83009244e-01 -3.21193123e-01 -2.49783456e-01 -1.23983347e-01
-3.78507688e-01 -5.89375240e-03 8.51479623e-02 -1.41787794e-01
2.38400178e-01 -1.63851118e-01 -2.87083455e-01 -6.57223595e-01
-1.55171812e-02]
[ 1.01972279e-01 9.44866935e-02 8.50150592e-02 1.79268868e-01
2.93034443e-02 7.56952606e-02 -2.92679770e-02 7.37071307e-02
2.74745946e-03 1.28669064e-01 2.38223453e-01 1.27168350e-01
2.33312805e-01]
[ -4.80944267e-01 -5.60864284e-01 -6.08367642e-01 -5.25332711e-01
-5.62579848e-01 -5.61074376e-01 -2.95943546e-01 -2.21288981e-01
-4.05274858e-01 -2.93886682e-01 -3.73107339e-01 -5.12862897e-01
-2.61943289e-01]
[ -4.14104703e-01 -5.72435398e-01 -3.21272520e-01 -3.62449299e-01
-4.04336836e-01 -5.56789913e-01 -4.73701258e-01 -5.02272011e-01
-3.21275331e-01 -2.48340183e-01 -4.76003316e-01 -2.30930184e-01
-2.66022342e-01]
[ -3.14028309e-01 -3.81442379e-01 -4.50347841e-01 -3.20707982e-01
-3.28981543e-01 -4.10669078e-01 -2.02449687e-01 -1.35214653e-01
-2.46949370e-01 -3.87916020e-01 -3.04337072e-01 -5.08008296e-01
-2.10947977e-01]
[ -4.72879626e-01 -3.48915210e-01 -3.76717874e-01 -1.30041249e-01
-3.33478629e-01 -2.11508463e-01 -2.07311577e-01 -4.69830676e-01
-3.51362602e-01 -4.98037109e-01 -1.17905682e-01 2.95063247e-04
-3.18270979e-01]
[ -9.41313480e-01 -9.60315533e-01 -9.61402428e-01 -8.90431091e-01
-1.03260993e+00 -9.73754756e-01 -7.03947584e-01 -6.85679581e-01
-7.89981377e-01 -5.79440929e-01 -9.34184365e-01 -7.08856398e-01
-4.24056362e-01]
[ -4.99376948e-01 -2.62358920e-01 -4.60924425e-01 -3.07277274e-01
-3.54249301e-01 -3.53219747e-01 -5.43793672e-01 -5.79521526e-01
-6.13263243e-01 -1.79716241e-01 -3.95242494e-01 -5.41765082e-01
-4.52273200e-01]
[ -1.19599431e-01 5.63148501e-02 -3.40096429e-01 -2.98853485e-01
-7.25083020e-02 -6.96049201e-02 -1.86262345e-01 -3.02824703e-01
-1.79228108e-01 9.26706002e-02 -2.25591403e-01 -1.71908353e-01
-2.96651760e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59585775e-01 -9.68205129e-02 1.61488289e-01 -2.20329038e-01
-1.17032394e-01 1.14497575e-01 -1.42644625e-01 -2.92403316e-02
-9.20452937e-02 3.01641196e-02 -8.48537751e-02 -1.68226325e-01
4.71067890e-02]
[ -8.05365731e-02 -2.55731666e-01 -1.77780461e-01 -2.75044783e-01
-4.76283665e-01 -8.41673644e-02 -2.02939590e-02 6.75020186e-03
-3.54735173e-02 2.25248471e-02 -1.52858815e-01 -1.79273853e-01
-2.16343608e-01]
[ -7.29785333e-02 4.53349513e-03 -2.44467544e-01 -2.45018972e-01
1.40787850e-01 -1.62287333e-01 -1.55854772e-01 3.68131421e-02
1.89431029e-02 -2.28254026e-02 -1.77814155e-01 -2.70760433e-02
5.94555870e-02]
[ 2.92961657e-02 -1.55290832e-01 -1.53275279e-01 -3.82999139e-02
-1.16629131e-01 -1.06427007e-01 6.13929393e-02 -1.88332044e-01
-5.13722089e-02 -6.55954593e-02 -3.21332114e-03 -1.58091459e-01
3.15672555e-02]
[ -2.82624242e-01 -1.46347135e-01 -6.89986212e-02 -9.83692111e-02
-3.06718062e-01 -2.71434907e-01 -3.61991761e-01 5.97770285e-02
-2.94926767e-01 -2.10320319e-01 1.67998001e-01 7.77797667e-02
2.92355321e-01]
[ -2.14990450e-01 -1.31561179e-01 -7.76041991e-02 -7.91876854e-02
-7.99780997e-02 -1.13686050e-01 -7.24405581e-02 4.93476347e-02
-1.24186904e-01 1.85828802e-02 1.66696387e-02 -1.41586869e-01
-1.46068823e-03]
[ -1.52601088e-01 -5.52492472e-02 -2.23044206e-01 -3.48186573e-01
-1.37514688e-01 -1.98474327e-01 -2.40737182e-01 -9.40398190e-02
1.88535926e-01 -1.90460065e-01 -2.90040559e-01 -2.69885908e-01
-1.46473034e-01]
[ -3.64413467e-01 -9.04911265e-02 -1.39413580e-01 -2.24494864e-01
-6.90263848e-02 -3.09718101e-01 8.35683297e-02 -3.10040103e-02
-9.48078845e-02 1.21650446e-01 -7.46793023e-02 -1.45032154e-01
-1.21409442e-01]
[ -1.68660239e-01 -1.65380799e-01 -4.35957290e-02 -1.49183799e-01
-1.44144417e-01 -2.91774594e-01 -1.18340899e-01 -1.00905770e-01
-3.11054411e-01 3.47996773e-02 1.56884819e-01 7.58697314e-02
-2.78854240e-01]
[ -1.38330720e-01 -1.82659854e-01 -1.10885396e-01 -2.82511578e-01
8.80690582e-02 -1.70575114e-02 -2.31497705e-01 -1.51509358e-01
7.46961096e-02 -1.14542880e-01 -1.86189483e-01 -1.86595231e-01
-3.49307412e-01]
[ -4.37424892e-02 -3.17294076e-02 -1.46885901e-01 -3.59510738e-02
-2.26354158e-01 6.37053340e-02 -8.58921973e-02 -4.26691588e-02
-2.28909544e-01 -7.02715146e-02 -5.83279457e-02 -2.90598482e-01
-1.58708202e-01]
[ -7.26622556e-02 3.75001723e-02 -1.29791213e-01 -2.83366413e-01
1.27737686e-01 2.13168461e-02 -2.40194108e-01 -1.94572993e-01
1.02739305e-01 -8.80814523e-02 -2.34539827e-01 -1.33701394e-01
-2.82442451e-01]
[ 8.20404858e-02 -3.02418910e-01 -8.38852180e-02 -3.83331986e-01
-2.07721461e-01 -8.68986623e-02 1.22290865e-02 4.96712101e-02
-3.71039756e-02 2.30794962e-01 -4.18459958e-01 -3.39549879e-01
2.26836110e-01]
[ -2.19245677e-01 -2.41508668e-01 -1.29816132e-01 -2.37763865e-01
-2.90897851e-01 -9.08343806e-02 1.39118228e-01 -1.15347792e-02
2.46564553e-01 -5.45048344e-03 -2.94412572e-01 -5.39011683e-01
4.05871829e-01]
[ -1.15735546e-02 -1.73451225e-01 1.93175815e-02 -2.12657290e-01
-1.48912276e-01 1.69211504e-01 9.41087345e-02 1.47920201e-01
-9.02346061e-02 1.41614892e-01 -5.64439235e-02 -4.85244188e-01
3.92329936e-01]
[ 3.67628906e-03 -2.75504564e-02 -1.25918636e-01 -3.06064860e-02
-1.56813085e-01 -4.40650295e-02 1.79292077e-01 6.66020256e-02
1.72835945e-01 2.67150080e-01 -3.41641111e-01 -3.47708033e-01
4.07364748e-01]
[ -8.17113497e-02 -2.65235006e-01 5.67192902e-02 -2.92894679e-01
-1.27297330e-01 1.20107649e-01 2.49137192e-01 3.62962943e-02
-1.29536093e-01 7.88204834e-02 -4.40400740e-01 -4.18586334e-01
5.18211761e-01]
[ 1.19495983e-01 -6.30315580e-02 9.93055172e-03 -7.20980031e-02
-5.21110809e-02 -1.50283982e-02 1.14094634e-01 2.10508370e-01
2.84821712e-01 1.33992896e-01 -4.11316416e-01 -2.44419886e-01
1.87513035e-01]
[ -1.10650337e-02 -1.11201079e-01 1.36938079e-02 7.35640302e-02
-6.62097654e-02 -2.82563554e-01 -3.90863591e-02 2.03805157e-01
-7.82020961e-02 -3.76687611e-03 -1.58901937e-01 -3.70925997e-01
8.57656158e-02]
[ 7.99328499e-02 1.14898631e-01 3.53270666e-04 3.34931893e-02
-9.22530337e-02 -5.96323605e-02 -1.67221477e-01 -1.78188970e-01
-2.56777461e-01 -1.49341160e-01 -1.97505114e-01 1.67201228e-01
-5.47607394e-02]
[ 4.50183944e-02 -1.02061270e-01 1.47554142e-01 7.71503950e-02
2.21691029e-01 7.18543949e-03 -3.28965869e-01 -3.08655060e-01
-4.19873229e-02 -4.74176286e-01 5.38930868e-02 5.97221878e-01
-2.55734125e-01]
[ 3.64888363e-02 8.37582154e-02 -2.10839808e-01 3.55987724e-02
3.15357642e-02 -3.13697256e-04 -1.49614896e-01 -3.22886925e-01
-2.85720644e-01 -1.69921248e-01 -4.19419835e-02 -2.47887628e-03
-1.70166303e-01]
[ -5.36889767e-02 -2.16892165e-01 6.78506641e-02 9.77953804e-02
-1.33036303e-01 -1.33911100e-01 5.87879311e-02 2.06123956e-02
1.01454012e-01 -3.37599332e-01 -2.89989699e-01 -2.45962761e-01
5.09079398e-02]
[ 1.83087259e-02 -2.72974967e-01 6.48187828e-02 -2.10020895e-01
-1.90017692e-01 -2.30599973e-01 -2.41817790e-01 9.85415347e-02
1.43052088e-02 1.73619866e-01 -1.43909775e-01 3.63406716e-02
-3.46884660e-02]
[ 1.75747516e-01 4.72362622e-02 -1.00855516e-01 -1.98616955e-01
-5.98407423e-02 -1.01343665e-01 -1.63756177e-01 9.23711572e-02
-1.78551165e-01 -1.78273265e-01 -1.78877820e-01 9.92192562e-03
-7.01363071e-02]
[ -1.69979650e-01 -1.90668382e-01 -1.03654871e-01 -1.83836391e-01
-5.79746736e-02 2.71670942e-02 -1.60255214e-01 -1.12676639e-01
-1.20220642e-01 7.60271636e-02 -2.18658575e-01 -8.76173978e-02
-1.86201777e-01]
[ -3.10864191e-02 -2.23647159e-01 -1.51452974e-01 -1.95203787e-01
-6.12583630e-02 4.45341940e-02 2.76593533e-03 6.73090192e-02
-1.95069640e-01 -1.83760511e-01 -6.77653237e-02 -2.54298292e-01
1.03837815e-02]
[ 1.18592182e-01 5.65852113e-02 1.24279345e-03 -1.65610841e-01
-3.38659508e-01 8.14122890e-03 -9.80753513e-02 -1.66209876e-01
-2.84723236e-01 1.56435763e-01 -1.48350686e-01 -2.37961412e-01
4.25149472e-02]
[ -6.24287770e-02 -1.43890023e-02 -2.81724794e-01 -1.78242551e-02
6.00823634e-02 1.56126843e-01 -2.08522058e-01 -1.41342590e-01
-3.95123603e-02 -2.54482332e-02 1.16472542e-01 3.00659466e-01
1.29333322e-02]
[ 1.06375898e-01 3.15593146e-01 -1.99428805e-01 4.81954511e-01
7.88981538e-02 -2.14952847e-03 -1.72389522e-01 -3.25194752e-01
-1.98306416e-01 -3.54815584e-01 4.60080871e-01 6.51312493e-01
-3.95928220e-01]
[ -3.01213161e-02 1.49695214e-01 5.17509165e-02 5.31178174e-02
-3.77508633e-02 -7.01290462e-02 -1.87333097e-01 -2.91202710e-01
-2.11047254e-01 -2.09615489e-01 2.20521154e-01 6.51649913e-01
-3.22130730e-01]
[ -4.98841835e-02 -1.26624880e-01 -1.59852463e-01 2.36526548e-01
-1.73520430e-01 2.33752983e-01 -6.93501537e-02 -2.45849910e-01
-2.31084491e-01 -4.91694247e-01 1.13282068e-01 2.11431680e-01
-2.05733434e-01]
[ 7.89896179e-02 -3.79659813e-01 -5.20625183e-02 -3.97359087e-02
-1.07648181e-01 2.00732959e-01 9.40726224e-02 1.69104650e-01
-1.44105491e-01 -4.32323412e-02 -7.90620958e-02 2.50672172e-01
-1.37764465e-01]
[ 2.04392998e-01 -2.90703506e-01 -1.22689638e-01 -9.23636828e-02
-2.06205730e-01 1.22575620e-01 3.52494217e-02 -1.52221452e-01
-2.36032812e-02 -1.22148841e-01 -1.32893963e-01 -2.17287164e-01
-5.48021264e-02]
[ -1.34886413e-01 -7.84775243e-02 3.82180254e-02 -2.47806684e-01
-5.42130983e-02 -1.40800319e-01 5.45692677e-02 -2.36159278e-02
-6.45851049e-02 -1.88991904e-02 -2.90739099e-01 -3.69767754e-01
-2.70092239e-02]
[ -1.42145521e-01 -1.14784195e-01 -7.48200160e-02 -1.93995381e-01
-3.27137509e-01 -2.87101048e-01 7.67952470e-02 2.17199938e-02
-3.26788749e-02 4.76663945e-03 -1.16788754e-01 -4.09364146e-01
-1.53772173e-01]
[ -1.67557117e-01 -2.17676672e-01 -2.97519866e-01 -2.67085684e-01
-2.61892621e-01 -2.06485497e-01 -3.35012853e-01 1.42558816e-01
-4.96947836e-02 -2.76286328e-01 -2.58918296e-01 -1.67249875e-01
-1.98641782e-01]
[ -1.06009936e-01 1.07435206e-01 2.56612238e-02 -4.99046283e-02
-2.23382461e-01 -1.68482926e-01 -8.32168863e-02 -1.50128399e-02
-7.35497066e-02 -2.22678230e-01 -2.05537140e-01 -2.62075951e-01
-1.37564265e-01]
[ -3.47641966e-01 -1.36401222e-01 -2.69325664e-01 6.85459642e-02
-2.13392184e-01 -2.26160326e-01 -5.72054339e-02 -1.69480445e-01
5.94999134e-02 -9.30129468e-02 6.78762527e-03 -3.63975995e-01
-5.16592990e-02]
[ -1.24637800e-01 -3.97254364e-02 -2.56863695e-01 -2.37742026e-02
-2.19341502e-01 -2.76438948e-01 -3.93370150e-01 -9.89348135e-02
1.57954089e-03 -3.15793506e-01 -2.91269934e-01 -3.99191508e-01
-1.10995032e-01]
[ -2.13558711e-01 -5.40817648e-01 -3.30696371e-01 -4.03569076e-01
-3.35259221e-01 -2.26049406e-01 -4.40859238e-03 -3.32611084e-01
1.06371759e-01 -2.77803581e-01 -2.44916923e-01 -1.07250473e-01
-1.27582305e-01]
[ -2.11980195e-01 -3.00100480e-01 -3.11846777e-01 -1.53918034e-01
-9.82009456e-02 -1.46446293e-01 -1.26844681e-01 -4.22072799e-02
-2.14759636e-01 -5.26631227e-01 -2.47725147e-01 -9.11044035e-02
-2.99478127e-02]
[ -1.23016498e-01 3.19847570e-02 -2.38790244e-01 -3.48313059e-01
-2.24462549e-01 -2.57570431e-01 -6.79489954e-02 -2.57263751e-01
1.77216006e-02 2.26700915e-02 -3.03949271e-01 -6.19569856e-02
-1.90197895e-01]]
Progress: 4.8% ... Training loss: 0.432 ... Validation loss: 0.780[[-0.07810013]
[ 0.31921286]
[-0.10341982]
[ 0.5748741 ]
[ 0.30986335]
[ 0.00873027]
[-0.69669575]
[-0.80889391]
[-0.61352213]
[-0.81893044]
[ 0.76698945]
[ 1.81870854]
[-1.10785121]]
[[ -5.35524310e-01 -5.46803605e-01 -5.78380314e-01 -2.79884981e-01
-3.44462251e-01 -5.83963773e-01 -6.31163093e-01 -6.00240891e-01
-7.44564849e-01 -6.85507312e-01 -2.11669229e-01 2.78826507e-01
-6.75306385e-01]
[ 5.75827146e-03 -1.40093579e-01 5.18125580e-02 -2.07666296e-02
-4.42224300e-02 5.91106519e-02 -1.13951048e-01 2.40817103e-01
-1.15388086e-01 -1.56074305e-01 -3.93104249e-02 -7.35475580e-03
1.07312720e-01]
[ -2.01146132e-01 1.63626619e-01 -2.89993047e-02 1.52646875e-01
1.51553180e-01 -1.08966569e-01 -6.78179619e-02 -2.36818228e-01
3.17272789e-02 -2.52063810e-01 2.80303224e-01 7.97044635e-01
-2.21542620e-02]
[ 1.83929667e-01 -3.26510241e-01 -2.48542039e-01 -1.34334885e-01
-3.83716239e-01 -5.92671706e-03 9.36546629e-02 -1.30245592e-01
2.47383693e-01 -1.51355682e-01 -3.02826702e-01 -6.93681751e-01
4.20210143e-03]
[ 1.02377728e-01 9.54434942e-02 8.51462651e-02 1.81667655e-01
3.09913526e-02 7.56845377e-02 -2.62836228e-02 7.61203953e-02
4.41014717e-03 1.31052499e-01 2.42776410e-01 1.29029685e-01
2.36246425e-01]
[ -4.81302251e-01 -5.59760849e-01 -6.08720694e-01 -5.23709122e-01
-5.61511926e-01 -5.61062681e-01 -2.98919153e-01 -2.25488871e-01
-4.07661317e-01 -2.98465202e-01 -3.70511179e-01 -5.07147305e-01
-2.67174567e-01]
[ -4.14252207e-01 -5.71120003e-01 -3.21601734e-01 -3.58398145e-01
-4.02588547e-01 -5.56783856e-01 -4.73269210e-01 -5.03254399e-01
-3.21428182e-01 -2.48957713e-01 -4.70612781e-01 -2.18189895e-01
-2.68576664e-01]
[ -3.14208122e-01 -3.80002856e-01 -4.50670817e-01 -3.17867895e-01
-3.27680468e-01 -4.10662599e-01 -2.03500060e-01 -1.38361069e-01
-2.47863180e-01 -3.90253532e-01 -2.99177785e-01 -4.97105120e-01
-2.13199701e-01]
[ -4.72580120e-01 -3.49377091e-01 -3.76468809e-01 -1.32201546e-01
-3.34238141e-01 -2.11517422e-01 -2.03967085e-01 -4.67009889e-01
-3.48376285e-01 -4.95159576e-01 -1.20536746e-01 -9.35070046e-03
-3.13217774e-01]
[ -9.41408576e-01 -9.58392644e-01 -9.61679538e-01 -8.87743809e-01
-1.03051107e+00 -9.73748233e-01 -7.02983944e-01 -6.87757416e-01
-7.89396509e-01 -5.81066543e-01 -9.28507817e-01 -7.01030367e-01
-4.24361306e-01]
[ -4.99988753e-01 -2.59979250e-01 -4.61700959e-01 -3.01302208e-01
-3.51976103e-01 -3.53200768e-01 -5.47606397e-01 -5.85184383e-01
-6.16907644e-01 -1.85179360e-01 -3.87287244e-01 -5.20233532e-01
-4.60988958e-01]
[ -1.19278325e-01 5.54087646e-02 -3.39798964e-01 -3.01161300e-01
-7.35225881e-02 -6.96151518e-02 -1.83662701e-01 -3.00591917e-01
-1.76635379e-01 9.51033034e-02 -2.28708283e-01 -1.81552640e-01
-2.92615177e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59606127e-01 -9.66380093e-02 1.61427174e-01 -2.20041941e-01
-1.16905630e-01 1.14499405e-01 -1.43010188e-01 -2.94017494e-02
-9.22362315e-02 2.96949210e-02 -8.43818747e-02 -1.67967728e-01
4.68349779e-02]
[ -8.06722678e-02 -2.55351236e-01 -1.77897120e-01 -2.74417831e-01
-4.75993701e-01 -8.41635043e-02 -2.13483002e-02 5.21886161e-03
-3.61742396e-02 2.09464634e-02 -1.51881701e-01 -1.76816916e-01
-2.17921948e-01]
[ -7.32515276e-02 5.29375118e-03 -2.44776120e-01 -2.43494423e-01
1.41895066e-01 -1.62279562e-01 -1.57743003e-01 3.33739904e-02
1.70568342e-02 -2.64461882e-02 -1.75659221e-01 -1.97685251e-02
5.44981277e-02]
[ 2.95157703e-02 -1.56411765e-01 -1.52899254e-01 -4.02863639e-02
-1.17592646e-01 -1.06434969e-01 6.32554258e-02 -1.85515990e-01
-4.97459850e-02 -6.23119106e-02 -5.91364665e-03 -1.62847474e-01
3.61281199e-02]
[ -2.82798411e-01 -1.45561001e-01 -6.92700208e-02 -9.61264173e-02
-3.05755908e-01 -2.71427924e-01 -3.62644719e-01 5.81697466e-02
-2.95807837e-01 -2.11446519e-01 1.71068825e-01 8.81486192e-02
2.89998528e-01]
[ -2.15150884e-01 -1.29872588e-01 -7.79801916e-02 -7.57710641e-02
-7.84502262e-02 -1.13679798e-01 -7.32489440e-02 4.75691675e-02
-1.25130907e-01 1.61163468e-02 2.14408981e-02 -1.35574007e-01
-5.11096744e-03]
[ -1.52471748e-01 -5.54984495e-02 -2.22929330e-01 -3.48766219e-01
-1.37837182e-01 -1.98479225e-01 -2.39231438e-01 -9.24835612e-02
1.90106465e-01 -1.89295892e-01 -2.90743267e-01 -2.72517340e-01
-1.43515929e-01]
[ -3.64465698e-01 -9.01958479e-02 -1.39483310e-01 -2.23816595e-01
-6.87076726e-02 -3.09715856e-01 8.31489381e-02 -3.24615716e-02
-9.54778114e-02 1.21024485e-01 -7.32465459e-02 -1.42736358e-01
-1.22836120e-01]
[ -1.68560158e-01 -1.65195961e-01 -4.35412092e-02 -1.49253693e-01
-1.44127559e-01 -2.91777703e-01 -1.16759237e-01 -9.97688082e-02
-3.10067379e-01 3.63382796e-02 1.57141372e-01 7.19310586e-02
-2.76466029e-01]
[ -1.38171290e-01 -1.82936861e-01 -1.10768841e-01 -2.83347620e-01
8.77558203e-02 -1.70625581e-02 -2.29798953e-01 -1.50778291e-01
7.64419208e-02 -1.13027710e-01 -1.86838895e-01 -1.88365918e-01
-3.47237970e-01]
[ -4.38295557e-02 -3.11675351e-02 -1.47038363e-01 -3.53035107e-02
-2.25992640e-01 6.37091017e-02 -8.67784291e-02 -4.36907450e-02
-2.29387056e-01 -7.18887009e-02 -5.72762829e-02 -2.87246482e-01
-1.60280956e-01]
[ -7.27535642e-02 3.77038829e-02 -1.29853430e-01 -2.82963693e-01
1.27983644e-01 2.13204257e-02 -2.41017090e-01 -1.95324434e-01
1.02093334e-01 -8.87347291e-02 -2.34159468e-01 -1.32943856e-01
-2.83588075e-01]
[ 8.21548245e-02 -3.02689834e-01 -8.37963394e-02 -3.84015042e-01
-2.08058356e-01 -8.69024126e-02 1.32540862e-02 5.04946634e-02
-3.63789910e-02 2.31647141e-01 -4.19474680e-01 -3.42747083e-01
2.28220652e-01]
[ -2.19205029e-01 -2.41662738e-01 -1.29769295e-01 -2.38156761e-01
-2.91005722e-01 -9.08353267e-02 1.39374368e-01 -1.13452121e-02
2.46935490e-01 -5.19814236e-03 -2.94953435e-01 -5.40532030e-01
4.06721504e-01]
[ -1.15410625e-02 -1.73730010e-01 1.93863579e-02 -2.13244999e-01
-1.49187779e-01 1.69209719e-01 9.47397364e-02 1.48586482e-01
-8.95251562e-02 1.42025722e-01 -5.73678383e-02 -4.87992862e-01
3.93798287e-01]
[ 3.86951677e-03 -2.81914209e-02 -1.25706018e-01 -3.20537462e-02
-1.57387847e-01 -4.40717061e-02 1.81523913e-01 6.90365875e-02
1.74842619e-01 2.69931281e-01 -3.43420552e-01 -3.53182299e-01
4.11708249e-01]
[ -8.14815807e-02 -2.66009224e-01 5.70321337e-02 -2.94815196e-01
-1.28212379e-01 1.20097983e-01 2.52427454e-01 3.96330667e-02
-1.27449281e-01 8.18048825e-02 -4.42971960e-01 -4.27724333e-01
5.24663481e-01]
[ 1.19748570e-01 -6.36017448e-02 1.01538343e-02 -7.36492088e-02
-5.27220061e-02 -1.50355084e-02 1.16562942e-01 2.13516379e-01
2.87441385e-01 1.36605751e-01 -4.12818742e-01 -2.50328719e-01
1.92061101e-01]
[ -1.11041020e-02 -1.11084432e-01 1.36509142e-02 7.38680171e-02
-6.61073749e-02 -2.82562574e-01 -3.94793099e-02 2.03310903e-01
-7.86032534e-02 -4.21276309e-03 -1.58604894e-01 -3.70512874e-01
8.50088470e-02]
[ 7.97557102e-02 1.15297216e-01 2.00622189e-04 3.47364925e-02
-9.17306725e-02 -5.96277534e-02 -1.68871437e-01 -1.79058109e-01
-2.58122171e-01 -1.50639963e-01 -1.96036506e-01 1.73463008e-01
-5.71907641e-02]
[ 4.48409303e-02 -1.01442876e-01 1.47240335e-01 7.93494522e-02
2.22634398e-01 7.19030013e-03 -3.29800625e-01 -3.11002203e-01
-4.27281402e-02 -4.76932060e-01 5.67883400e-02 6.05594487e-01
-2.60732749e-01]
[ 3.64263152e-02 8.37284360e-02 -2.10854328e-01 3.56771098e-02
3.15579279e-02 -3.11425578e-04 -1.50073129e-01 -3.23369451e-01
-2.86156482e-01 -1.70210934e-01 -4.20506088e-02 -3.13620885e-03
-1.70996159e-01]
[ -5.36340562e-02 -2.17124605e-01 6.79553354e-02 9.70823934e-02
-1.33282276e-01 -1.33913011e-01 5.94192158e-02 2.15812501e-02
1.02049314e-01 -3.36829449e-01 -2.90873110e-01 -2.48632810e-01
5.27158487e-02]
[ 1.82513657e-02 -2.72784859e-01 6.47444692e-02 -2.09753345e-01
-1.89801855e-01 -2.30598338e-01 -2.42298589e-01 9.74390074e-02
1.38075533e-02 1.72617315e-01 -1.43462678e-01 3.79072135e-02
-3.58966227e-02]
[ 1.75493187e-01 4.82709030e-02 -1.01158168e-01 -1.96837486e-01
-5.89647315e-02 -1.01336101e-01 -1.65443600e-01 8.94812442e-02
-1.80051311e-01 -1.80671556e-01 -1.76353689e-01 1.80802343e-02
-7.35167677e-02]
[ -1.70018261e-01 -1.90347313e-01 -1.03730580e-01 -1.83292863e-01
-5.76810961e-02 2.71687726e-02 -1.60685055e-01 -1.13406787e-01
-1.20640745e-01 7.52258464e-02 -2.17690618e-01 -8.59818613e-02
-1.87333186e-01]
[ -3.12499967e-02 -2.22832934e-01 -1.51679340e-01 -1.93892183e-01
-6.04268063e-02 4.45406332e-02 8.88212553e-04 6.41892702e-02
-1.96461479e-01 -1.86364609e-01 -6.54734182e-02 -2.47462178e-01
6.32421513e-03]
[ 1.18494709e-01 5.69794344e-02 1.13114328e-03 -1.65307518e-01
-3.38444952e-01 8.14540229e-03 -9.90704793e-02 -1.67233701e-01
-2.85193729e-01 1.55098892e-01 -1.48019614e-01 -2.36395701e-01
4.15798435e-02]
[ -6.25489259e-02 -1.35997744e-02 -2.81902728e-01 -1.62668508e-02
6.09724941e-02 1.56132735e-01 -2.09776669e-01 -1.43610597e-01
-4.08035379e-02 -2.71067895e-02 1.19502331e-01 3.07765075e-01
9.97313209e-03]
[ 1.06136578e-01 3.17769128e-01 -1.99932110e-01 4.86325124e-01
8.08661924e-02 -2.14038740e-03 -1.74115735e-01 -3.28119416e-01
-2.00041402e-01 -3.58052873e-01 4.66027841e-01 6.58867248e-01
-4.01595741e-01]
[ -3.01309825e-02 1.49979636e-01 5.16811690e-02 5.35683560e-02
-3.74431953e-02 -7.01275413e-02 -1.87694716e-01 -2.92259968e-01
-2.11382152e-01 -2.09962562e-01 2.21512813e-01 6.55665642e-01
-3.22863341e-01]
[ -5.00357966e-02 -1.25891690e-01 -1.60086449e-01 2.38528913e-01
-1.72844882e-01 2.33759034e-01 -7.07920225e-02 -2.47537580e-01
-2.32317368e-01 -4.93026372e-01 1.15937584e-01 2.19568803e-01
-2.08638732e-01]
[ 7.91488027e-02 -3.80479504e-01 -5.17925296e-02 -4.11467731e-02
-1.08469774e-01 2.00726778e-01 9.54022692e-02 1.71134868e-01
-1.43143668e-01 -4.10019402e-02 -8.10665473e-02 2.46659788e-01
-1.34500569e-01]
[ 2.04337370e-01 -2.90603738e-01 -1.22745332e-01 -9.21100299e-02
-2.06108197e-01 1.22577477e-01 3.47985888e-02 -1.52777479e-01
-2.39501274e-02 -1.22713166e-01 -1.32626872e-01 -2.16971712e-01
-5.56200884e-02]
[ -1.34877693e-01 -7.85379802e-02 3.82369904e-02 -2.47925279e-01
-5.42866237e-02 -1.40800658e-01 5.46956693e-02 -2.33681646e-02
-6.45453683e-02 -1.87191797e-02 -2.91013360e-01 -3.70725445e-01
-2.68211472e-02]
[ -1.41973286e-01 -1.15526689e-01 -7.45678277e-02 -1.95480492e-01
-3.27778381e-01 -2.87106069e-01 7.85978834e-02 2.40594580e-02
-3.11175262e-02 7.10915933e-03 -1.18784691e-01 -4.15304466e-01
-1.50248468e-01]
[ -1.67728152e-01 -2.15998507e-01 -2.97864009e-01 -2.64416848e-01
-2.60167956e-01 -2.06476769e-01 -3.36724246e-01 1.38829058e-01
-5.18560300e-02 -2.79071954e-01 -2.53594213e-01 -1.54812501e-01
-2.03715866e-01]
[ -1.06027521e-01 1.07601100e-01 2.56704544e-02 -4.93309412e-02
-2.23220819e-01 -1.68481897e-01 -8.30267564e-02 -1.44897949e-02
-7.32625894e-02 -2.21636477e-01 -2.04889893e-01 -2.62175207e-01
-1.35875591e-01]
[ -3.47716289e-01 -1.36166584e-01 -2.69515917e-01 6.96602508e-02
-2.12931694e-01 -2.26158428e-01 -5.66267584e-02 -1.70220720e-01
6.00155446e-02 -9.40278563e-02 8.23493972e-03 -3.59129544e-01
-5.25743452e-02]
[ -1.24745909e-01 -3.83967093e-02 -2.57144143e-01 -2.09732188e-02
-2.18066472e-01 -2.76433922e-01 -3.94108635e-01 -1.00649888e-01
6.71578935e-04 -3.17216605e-01 -2.87210341e-01 -3.92944166e-01
-1.14319914e-01]
[ -2.13705689e-01 -5.40495935e-01 -3.30813933e-01 -4.02594032e-01
-3.34866220e-01 -2.26045841e-01 -5.53942833e-03 -3.33382269e-01
1.05537356e-01 -2.78789900e-01 -2.43890891e-01 -1.02495612e-01
-1.29250689e-01]
[ -2.11903605e-01 -3.00614806e-01 -3.11682423e-01 -1.55307989e-01
-9.89116693e-02 -1.46450080e-01 -1.25161537e-01 -4.05173775e-02
-2.13743345e-01 -5.25523651e-01 -2.49866231e-01 -9.99438964e-02
-2.66147498e-02]
[ -1.22960853e-01 3.21664189e-02 -2.38787601e-01 -3.48701409e-01
-2.24408881e-01 -2.57571620e-01 -6.70696707e-02 -2.58028312e-01
1.93393681e-02 2.20746860e-02 -3.03797538e-01 -6.15909722e-02
-1.89221354e-01]]
Progress: 4.9% ... Training loss: 0.429 ... Validation loss: 0.759[[-0.08554991]
[ 0.29359523]
[-0.11971809]
[ 0.55809372]
[ 0.2876043 ]
[-0.00193033]
[-0.71617263]
[-0.83474339]
[-0.62940453]
[-0.84212891]
[ 0.74553518]
[ 1.78862812]
[-1.14055178]]
[[ -5.35524830e-01 -5.47390217e-01 -5.78241187e-01 -2.79235051e-01
-3.44796057e-01 -5.83976131e-01 -6.28351325e-01 -5.94976236e-01
-7.43229820e-01 -6.82070106e-01 -2.11123344e-01 2.77731639e-01
-6.68919525e-01]
[ 5.84711123e-03 -1.40432687e-01 5.19239526e-02 -2.13756983e-02
-4.44655277e-02 5.91016904e-02 -1.13326971e-01 2.42029374e-01
-1.14935374e-01 -1.54960232e-01 -4.00309548e-02 -8.98937942e-03
1.08708618e-01]
[ -2.00380085e-01 1.57399392e-01 -2.75849355e-02 1.43781274e-01
1.45866555e-01 -1.09074771e-01 -5.60004509e-02 -2.25509479e-01
4.38704788e-02 -2.39985880e-01 2.67282971e-01 7.70778801e-01
-6.66866011e-04]
[ 1.81960794e-01 -3.16253201e-01 -2.51456170e-01 -1.15111242e-01
-3.73991167e-01 -5.68815913e-03 7.42133911e-02 -1.56362026e-01
2.30457053e-01 -1.77188467e-01 -2.75598539e-01 -6.26278669e-01
-3.51365369e-02]
[ 1.03542287e-01 9.16907515e-02 8.67765973e-02 1.72980596e-01
2.84564181e-02 7.55590611e-02 -2.07459421e-02 8.64004582e-02
8.88379446e-03 1.44933387e-01 2.33183350e-01 1.14508608e-01
2.53564568e-01]
[ -4.81211811e-01 -5.60903154e-01 -6.08508554e-01 -5.24904514e-01
-5.62181863e-01 -5.61067606e-01 -2.97615114e-01 -2.21755216e-01
-4.07669971e-01 -2.95219532e-01 -3.73144346e-01 -5.17739266e-01
-2.63139341e-01]
[ -4.14281083e-01 -5.71528375e-01 -3.21509325e-01 -3.58411909e-01
-4.02939430e-01 -5.56793797e-01 -4.72793664e-01 -5.02013404e-01
-3.22076049e-01 -2.48060361e-01 -4.70963433e-01 -2.12052461e-01
-2.67432586e-01]
[ -3.13811567e-01 -3.83521405e-01 -4.49894431e-01 -3.22691928e-01
-3.30899072e-01 -4.10716841e-01 -1.95949638e-01 -1.29887148e-01
-2.40483123e-01 -3.82563754e-01 -3.05910570e-01 -5.17937279e-01
-1.98007307e-01]
[ -4.72500674e-01 -3.49584242e-01 -3.76306398e-01 -1.32781360e-01
-3.34658813e-01 -2.11528796e-01 -2.02473999e-01 -4.65381335e-01
-3.47230032e-01 -4.93526459e-01 -1.21195402e-01 -1.25404004e-02
-3.10809923e-01]
[ -9.40877235e-01 -9.61941217e-01 -9.60773375e-01 -8.92957415e-01
-1.03377801e+00 -9.73820711e-01 -6.93684514e-01 -6.76133929e-01
-7.81338549e-01 -5.71034515e-01 -9.35911095e-01 -7.23514525e-01
-4.05843935e-01]
[ -4.99969274e-01 -2.61932850e-01 -4.61342988e-01 -3.03045263e-01
-3.53697616e-01 -3.53217939e-01 -5.45314965e-01 -5.81560117e-01
-6.16482390e-01 -1.81653754e-01 -3.90940023e-01 -5.28505780e-01
-4.56814550e-01]
[ -1.19291580e-01 5.56345601e-02 -3.39819752e-01 -3.00817643e-01
-7.31942372e-02 -6.96059844e-02 -1.84430469e-01 -3.00762547e-01
-1.77248803e-01 9.50115865e-02 -2.28027487e-01 -1.79272620e-01
-2.92527407e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59894550e-01 -9.56805867e-02 1.61052442e-01 -2.17687266e-01
-1.15920899e-01 1.14535874e-01 -1.45464018e-01 -3.24084584e-02
-9.45752882e-02 2.64058427e-02 -8.14565625e-02 -1.63435282e-01
4.26450244e-02]
[ -8.03513787e-02 -2.56887763e-01 -1.77442818e-01 -2.77214764e-01
-4.77113510e-01 -8.41967920e-02 -1.82859565e-02 1.07252118e-02
-3.42567983e-02 2.62578348e-02 -1.56096421e-01 -1.87904969e-01
-2.11190386e-01]
[ -7.30287642e-02 4.05188564e-03 -2.44472294e-01 -2.45393589e-01
1.40638712e-01 -1.62305409e-01 -1.55899764e-01 3.60373497e-02
1.86133790e-02 -2.34214469e-02 -1.78453662e-01 -2.80406638e-02
5.80764085e-02]
[ 2.94997070e-02 -1.56758399e-01 -1.52766550e-01 -4.09889760e-02
-1.17886752e-01 -1.06445007e-01 6.35748834e-02 -1.85196925e-01
-4.98453383e-02 -6.22396058e-02 -6.88524480e-03 -1.59544692e-01
3.71101476e-02]
[ -2.82987650e-01 -1.44865525e-01 -6.95248143e-02 -9.41131808e-02
-3.05030064e-01 -2.71409393e-01 -3.63834182e-01 5.70286997e-02
-2.97688323e-01 -2.12805355e-01 1.73355848e-01 9.63142714e-02
2.87049606e-01]
[ -2.15029131e-01 -1.30744640e-01 -7.77443340e-02 -7.76208001e-02
-7.94692892e-02 -1.13698302e-01 -7.12169007e-02 5.01934304e-02
-1.23603664e-01 1.86840212e-02 1.79817383e-02 -1.43990257e-01
-4.24933351e-04]
[ -1.52125045e-01 -5.84690429e-02 -2.22329151e-01 -3.53103732e-01
-1.40452331e-01 -1.98516892e-01 -2.34106040e-01 -8.68313104e-02
1.95731269e-01 -1.84581543e-01 -2.97565961e-01 -2.93672507e-01
-1.33274500e-01]
[ -3.64343322e-01 -9.08151592e-02 -1.39332071e-01 -2.24693647e-01
-6.92094548e-02 -3.09730050e-01 8.51570282e-02 -2.99818440e-02
-9.34463497e-02 1.23304556e-01 -7.33093870e-02 -1.46221093e-01
-1.19462910e-01]
[ -1.68735162e-01 -1.64293671e-01 -4.36728847e-02 -1.47396850e-01
-1.43410419e-01 -2.91766280e-01 -1.17633046e-01 -1.01137835e-01
-3.11264594e-01 3.53867028e-02 1.59902242e-01 7.95428063e-02
-2.78099454e-01]
[ -1.38062911e-01 -1.83419343e-01 -1.10619938e-01 -2.84300248e-01
8.72393045e-02 -1.70777902e-02 -2.28588747e-01 -1.49475645e-01
7.75279866e-02 -1.11710235e-01 -1.87967210e-01 -1.90810072e-01
-3.45275127e-01]
[ -4.38962976e-02 -3.08386249e-02 -1.47103904e-01 -3.45949661e-02
-2.25707990e-01 6.37199434e-02 -8.73327169e-02 -4.42279592e-02
-2.29990571e-01 -7.25300638e-02 -5.61300093e-02 -2.84386452e-01
-1.61036832e-01]
[ -7.27233908e-02 3.76128716e-02 -1.29810355e-01 -2.83094355e-01
1.27933965e-01 2.13174477e-02 -2.40723388e-01 -1.94740975e-01
1.02339189e-01 -8.83159455e-02 -2.34200440e-01 -1.33032402e-01
-2.82835737e-01]
[ 8.23036599e-02 -3.03218601e-01 -8.36159043e-02 -3.85135087e-01
-2.08583867e-01 -8.69177767e-02 1.49672266e-02 5.27019676e-02
-3.49877767e-02 2.33678534e-01 -4.20872378e-01 -3.47633666e-01
2.32081314e-01]
[ -2.19037560e-01 -2.42746218e-01 -1.29491798e-01 -2.40068746e-01
-2.92009070e-01 -9.08583783e-02 1.41969041e-01 -8.52047996e-03
2.49404475e-01 -2.52287301e-03 -2.97784040e-01 -5.48778166e-01
4.11728205e-01]
[ -1.13255150e-02 -1.74671721e-01 1.97176469e-02 -2.15428628e-01
-1.50333947e-01 1.69182426e-01 9.76677316e-02 1.52073367e-01
-8.71529112e-02 1.45604281e-01 -6.11733354e-02 -4.99558229e-01
4.00277197e-01]
[ 3.98150173e-03 -2.86653121e-02 -1.25581279e-01 -3.29896908e-02
-1.57813891e-01 -4.40824057e-02 1.83213823e-01 7.09153402e-02
1.76215987e-01 2.71763091e-01 -3.44529782e-01 -3.56596034e-01
4.14742560e-01]
[ -8.14323001e-02 -2.66144824e-01 5.70929062e-02 -2.95188899e-01
-1.28366366e-01 1.20090453e-01 2.53186956e-01 4.04038818e-02
-1.26943103e-01 8.25492803e-02 -4.43446236e-01 -4.28536755e-01
5.25884156e-01]
[ 1.19829780e-01 -6.40274907e-02 1.02848753e-02 -7.44121817e-02
-5.32555975e-02 -1.50454050e-02 1.17583571e-01 2.14838576e-01
2.88658397e-01 1.37611842e-01 -4.13767486e-01 -2.54933125e-01
1.94078606e-01]
[ -1.09072501e-02 -1.12018794e-01 1.38793269e-02 7.23030764e-02
-6.69215189e-02 -2.82578971e-01 -3.77337638e-02 2.05962216e-01
-7.67081740e-02 -1.76461991e-03 -1.60772435e-01 -3.77452959e-01
8.86943042e-02]
[ 7.98064929e-02 1.15123087e-01 2.55948624e-04 3.43707273e-02
-9.18410237e-02 -5.96326017e-02 -1.68581906e-01 -1.78437927e-01
-2.57962089e-01 -1.50084859e-01 -1.96472715e-01 1.72525646e-01
-5.65755576e-02]
[ 4.44103548e-02 -1.00259074e-01 1.46752279e-01 8.28639706e-02
2.24028473e-01 7.23625326e-03 -3.32774955e-01 -3.14554029e-01
-4.64000704e-02 -4.80671148e-01 6.05910140e-02 6.14464925e-01
-2.66642544e-01]
[ 3.64184872e-02 8.37778341e-02 -2.10865427e-01 3.57435601e-02
3.16202042e-02 -3.10272166e-04 -1.50202394e-01 -3.23585602e-01
-2.86207245e-01 -1.70336761e-01 -4.18912806e-02 -2.61188634e-03
-1.71267442e-01]
[ -5.35813086e-02 -2.17315865e-01 6.80261152e-02 9.65945696e-02
-1.33460190e-01 -1.33917683e-01 5.99426474e-02 2.22594801e-02
1.02442573e-01 -3.36258364e-01 -2.91356084e-01 -2.49790044e-01
5.36024699e-02]
[ 1.81621570e-02 -2.72291027e-01 6.45446053e-02 -2.08856372e-01
-1.89313117e-01 -2.30592563e-01 -2.43221472e-01 9.60903431e-02
1.28519982e-02 1.70350975e-01 -1.41878517e-01 4.55186166e-02
-3.90040080e-02]
[ 1.75499861e-01 4.77985386e-02 -1.01063029e-01 -1.97257595e-01
-5.93623704e-02 -1.01340304e-01 -1.64884855e-01 9.01923561e-02
-1.79680297e-01 -1.80163872e-01 -1.77221320e-01 1.55602744e-02
-7.26863684e-02]
[ -1.70075889e-01 -1.90520297e-01 -1.03693150e-01 -1.83711870e-01
-5.79071804e-02 2.71705979e-02 -1.60498789e-01 -1.13319982e-01
-1.20633807e-01 7.51398101e-02 -2.18457547e-01 -8.78588431e-02
-1.86473856e-01]
[ -3.11956971e-02 -2.23245539e-01 -1.51567280e-01 -1.94473674e-01
-6.08636981e-02 4.45315183e-02 1.66804555e-03 6.53907980e-02
-1.96005739e-01 -1.85168250e-01 -6.64391238e-02 -2.49865513e-01
7.66198949e-03]
[ 1.18637540e-01 5.58278165e-02 1.41583146e-03 -1.67087287e-01
-3.39170313e-01 8.12921772e-03 -9.76550130e-02 -1.64825203e-01
-2.84221297e-01 1.57625779e-01 -1.51036950e-01 -2.44582379e-01
4.55185681e-02]
[ -6.25850502e-02 -1.35555683e-02 -2.81917049e-01 -1.62139390e-02
6.08552720e-02 1.56138087e-01 -2.09925482e-01 -1.44037030e-01
-4.09424220e-02 -2.74513732e-02 1.19216342e-01 3.08689766e-01
9.74638706e-03]
[ 1.06090347e-01 3.17879740e-01 -1.99992832e-01 4.87053738e-01
8.09937123e-02 -2.13481841e-03 -1.74214674e-01 -3.28563251e-01
-1.99667729e-01 -3.58628907e-01 4.66979696e-01 6.61169677e-01
-4.02285876e-01]
[ -3.03772294e-02 1.51420710e-01 5.12947981e-02 5.71511284e-02
-3.60185175e-02 -7.01006588e-02 -1.91062110e-01 -2.95276246e-01
-2.13904680e-01 -2.12589637e-01 2.27920249e-01 6.71718150e-01
-3.28027057e-01]
[ -4.99932311e-02 -1.26223056e-01 -1.60009682e-01 2.38059668e-01
-1.73195185e-01 2.33752379e-01 -7.03610473e-02 -2.46909436e-01
-2.32049893e-01 -4.92291689e-01 1.15263307e-01 2.17672571e-01
-2.07915969e-01]
[ 7.91482549e-02 -3.80787702e-01 -5.16794205e-02 -4.13568375e-02
-1.08686413e-01 2.00724444e-01 9.50815866e-02 1.71260412e-01
-1.43765429e-01 -4.04636702e-02 -8.10715448e-02 2.50332288e-01
-1.34333407e-01]
[ 2.04347935e-01 -2.90729183e-01 -1.22718916e-01 -9.22872028e-02
-2.06244250e-01 1.22576153e-01 3.50200351e-02 -1.52507178e-01
-2.38081474e-02 -1.22436720e-01 -1.33052827e-01 -2.18546212e-01
-5.51048645e-02]
[ -1.34865628e-01 -7.86213331e-02 3.82677606e-02 -2.48139694e-01
-5.43946125e-02 -1.40802642e-01 5.48883778e-02 -2.29709444e-02
-6.43929292e-02 -1.84586926e-02 -2.91279397e-01 -3.72032721e-01
-2.62727744e-02]
[ -1.41865040e-01 -1.16179108e-01 -7.44007214e-02 -1.96957652e-01
-3.28330522e-01 -2.87117509e-01 8.03334850e-02 2.58702075e-02
-2.98054306e-02 8.85739019e-03 -1.21137777e-01 -4.21410848e-01
-1.47825656e-01]
[ -1.67833218e-01 -2.15617859e-01 -2.97922768e-01 -2.63734260e-01
-2.59774783e-01 -2.06465395e-01 -3.37194401e-01 1.38524662e-01
-5.23645584e-02 -2.79691956e-01 -2.52521090e-01 -1.51188010e-01
-2.04294424e-01]
[ -1.05500874e-01 1.04259744e-01 2.65514217e-02 -5.49061731e-02
-2.25860763e-01 -1.68541670e-01 -7.79322764e-02 -7.20023536e-03
-6.91278561e-02 -2.14606417e-01 -2.12590753e-01 -2.80592951e-01
-1.24706530e-01]
[ -3.47866925e-01 -1.36604528e-01 -2.69492343e-01 6.91237414e-02
-2.13233618e-01 -2.26145888e-01 -5.63224561e-02 -1.69537537e-01
5.93200796e-02 -9.34315677e-02 6.35007097e-03 -3.66608677e-01
-5.05589412e-02]
[ -1.24807395e-01 -3.83234513e-02 -2.57192307e-01 -1.95739176e-02
-2.17853892e-01 -2.76433450e-01 -3.93529175e-01 -9.94761340e-02
4.65840343e-04 -3.15412515e-01 -2.85314837e-01 -3.86383659e-01
-1.13718501e-01]
[ -2.13552384e-01 -5.41070216e-01 -3.30595961e-01 -4.03602982e-01
-3.35801562e-01 -2.26065330e-01 -2.77225251e-03 -3.30604071e-01
1.08319401e-01 -2.75951245e-01 -2.45419370e-01 -1.10283196e-01
-1.23821877e-01]
[ -2.11729511e-01 -3.01227447e-01 -3.11447793e-01 -1.56456888e-01
-9.97124600e-02 -1.46471130e-01 -1.23174415e-01 -3.74758887e-02
-2.12307221e-01 -5.22755620e-01 -2.51232426e-01 -1.04561713e-01
-2.23201000e-02]
[ -1.22960146e-01 3.14023573e-02 -2.38794475e-01 -3.49126712e-01
-2.24996727e-01 -2.57576176e-01 -6.65089633e-02 -2.57612975e-01
2.02659876e-02 2.11234796e-02 -3.04661023e-01 -6.19500770e-02
-1.89372587e-01]]
Progress: 5.0% ... Training loss: 0.429 ... Validation loss: 0.783[[-0.06239547]
[ 0.32737425]
[-0.09785557]
[ 0.59625465]
[ 0.31843001]
[ 0.02109805]
[-0.69248081]
[-0.80717824]
[-0.60372815]
[-0.81195054]
[ 0.79318106]
[ 1.87493149]
[-1.11054906]]
[[ -5.36046354e-01 -5.43015241e-01 -5.79261417e-01 -2.70202645e-01
-3.40821031e-01 -5.83989790e-01 -6.33597595e-01 -6.01353767e-01
-7.47533792e-01 -6.88161006e-01 -1.96986149e-01 3.13095888e-01
-6.78055802e-01]
[ 5.80459391e-03 -1.40247161e-01 5.18323358e-02 -2.10141920e-02
-4.42999491e-02 5.91006003e-02 -1.13714706e-01 2.41118022e-01
-1.15193894e-01 -1.55584571e-01 -3.94355426e-02 -7.61138147e-03
1.07438519e-01]
[ -2.00866117e-01 1.61460985e-01 -2.83584465e-02 1.53364354e-01
1.49379454e-01 -1.09085500e-01 -6.00901586e-02 -2.28848132e-01
3.96166254e-02 -2.44690856e-01 2.80650195e-01 8.06362144e-01
-9.25188248e-03]
[ 1.82333489e-01 -3.19093525e-01 -2.50803614e-01 -1.21828009e-01
-3.76447581e-01 -5.67491718e-03 7.62797552e-02 -1.52192945e-01
2.32947048e-01 -1.70090407e-01 -2.85448380e-01 -6.41346617e-01
-2.47762055e-02]
[ 1.03066088e-01 9.49304465e-02 8.59570185e-02 1.79664266e-01
3.09279639e-02 7.55429692e-02 -2.69653753e-02 7.84990225e-02
5.96097219e-03 1.35873979e-01 2.45943101e-01 1.33821637e-01
2.38480396e-01]
[ -4.81806292e-01 -5.59008824e-01 -6.09165357e-01 -5.20847515e-01
-5.60054191e-01 -5.61078966e-01 -3.02404053e-01 -2.28942354e-01
-4.12496914e-01 -3.02665429e-01 -3.66599795e-01 -5.00242141e-01
-2.73835501e-01]
[ -4.14300379e-01 -5.70610504e-01 -3.21820549e-01 -3.57341907e-01
-4.02233182e-01 -5.56795004e-01 -4.73343068e-01 -5.03292484e-01
-3.23014856e-01 -2.50149177e-01 -4.69003802e-01 -2.06035930e-01
-2.69206384e-01]
[ -3.14400274e-01 -3.81027317e-01 -4.50491507e-01 -3.16678219e-01
-3.28927517e-01 -4.10729125e-01 -2.01019099e-01 -1.34633301e-01
-2.44998531e-01 -3.86601706e-01 -2.97768821e-01 -4.93978463e-01
-2.05048674e-01]
[ -4.72956597e-01 -3.47090352e-01 -3.77000430e-01 -1.27759070e-01
-3.32295967e-01 -2.11541659e-01 -2.06215051e-01 -4.70514759e-01
-3.50364440e-01 -4.98806121e-01 -1.13224157e-01 5.88157797e-03
-3.18809601e-01]
[ -9.42129176e-01 -9.55999710e-01 -9.62454148e-01 -8.79607844e-01
-1.02867269e+00 -9.73850228e-01 -7.04065956e-01 -6.90441166e-01
-7.91203834e-01 -5.85309346e-01 -9.15671085e-01 -6.74285531e-01
-4.28353641e-01]
[ -5.00448297e-01 -2.60062817e-01 -4.61947372e-01 -2.99526508e-01
-3.51477169e-01 -3.53227548e-01 -5.49428397e-01 -5.86213153e-01
-6.20732693e-01 -1.86596752e-01 -3.86133073e-01 -5.10608330e-01
-4.62781216e-01]
[ -1.19219023e-01 5.56231993e-02 -3.39793729e-01 -3.01522970e-01
-7.33516789e-02 -6.96045719e-02 -1.84084450e-01 -3.00148068e-01
-1.76548782e-01 9.53770884e-02 -2.28457270e-01 -1.80504614e-01
-2.91562039e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59922235e-01 -9.55854850e-02 1.60960788e-01 -2.17349528e-01
-1.15737065e-01 1.14534782e-01 -1.46162964e-01 -3.36088586e-02
-9.49507022e-02 2.57025105e-02 -8.06400844e-02 -1.59711719e-01
4.09140620e-02]
[ -8.04820332e-02 -2.56901715e-01 -1.77525936e-01 -2.76809701e-01
-4.77062901e-01 -8.41989924e-02 -1.89940455e-02 9.90133229e-03
-3.52465391e-02 2.53842167e-02 -1.55703168e-01 -1.87608114e-01
-2.12758108e-01]
[ -7.34077145e-02 5.74734726e-03 -2.44898059e-01 -2.42367617e-01
1.42339557e-01 -1.62312542e-01 -1.58776073e-01 3.16454902e-02
1.56257464e-02 -2.86031324e-02 -1.73402691e-01 -1.59521641e-02
5.18779750e-02]
[ 2.94092290e-02 -1.56349177e-01 -1.52897809e-01 -4.00920838e-02
-1.17588326e-01 -1.06446540e-01 6.26729323e-02 -1.85800386e-01
-5.10409200e-02 -6.32229686e-02 -5.69357595e-03 -1.55788150e-01
3.60670208e-02]
[ -2.82985741e-01 -1.44589261e-01 -6.96145233e-02 -9.40820470e-02
-3.04860500e-01 -2.71409494e-01 -3.63770743e-01 5.63732114e-02
-2.97693828e-01 -2.13383112e-01 1.73420237e-01 9.79461417e-02
2.86190380e-01]
[ -2.14978470e-01 -1.30483989e-01 -7.78477032e-02 -7.74424022e-02
-7.91762045e-02 -1.13698054e-01 -7.08479182e-02 4.99138176e-02
-1.23323950e-01 1.79532530e-02 1.85404131e-02 -1.43999879e-01
-4.22293501e-04]
[ -1.52120997e-01 -5.85702236e-02 -2.22272598e-01 -3.53222365e-01
-1.40567718e-01 -1.98516328e-01 -2.33466375e-01 -8.63545318e-02
1.96132615e-01 -1.83994041e-01 -2.97901895e-01 -2.94105086e-01
-1.32184092e-01]
[ -3.64871232e-01 -8.84926223e-02 -1.39939799e-01 -2.18836553e-01
-6.72558397e-02 -3.09741836e-01 7.96664631e-02 -3.42767618e-02
-9.80573653e-02 1.19425605e-01 -6.56090783e-02 -1.22319836e-01
-1.26980052e-01]
[ -1.68883980e-01 -1.63333130e-01 -4.38170295e-02 -1.45435408e-01
-1.42653545e-01 -2.91769053e-01 -1.18327471e-01 -1.02648896e-01
-3.12144763e-01 3.43092857e-02 1.62898901e-01 8.23701610e-02
-2.80147284e-01]
[ -1.38303824e-01 -1.82491040e-01 -1.10966495e-01 -2.82495794e-01
8.82963775e-02 -1.70842718e-02 -2.30599319e-01 -1.52217558e-01
7.55405228e-02 -1.14565771e-01 -1.84679354e-01 -1.81082236e-01
-3.49290011e-01]
[ -4.40062922e-02 -3.01855452e-02 -1.47305436e-01 -3.33680681e-02
-2.25140514e-01 6.37160953e-02 -8.86304335e-02 -4.59110492e-02
-2.30609526e-01 -7.44647641e-02 -5.39589741e-02 -2.78070623e-01
-1.63821261e-01]
[ -7.27830116e-02 3.79270235e-02 -1.29901205e-01 -2.82537807e-01
1.28186270e-01 2.13158701e-02 -2.41265754e-01 -1.95377866e-01
1.01894040e-01 -8.89586455e-02 -2.33478622e-01 -1.30965358e-01
-2.83676033e-01]
[ 8.23867145e-02 -3.03509953e-01 -8.34768856e-02 -3.85839650e-01
-2.09049362e-01 -8.69161832e-02 1.63561058e-02 5.41871735e-02
-3.39902784e-02 2.35218252e-01 -4.22085673e-01 -3.53701564e-01
2.35066059e-01]
[ -2.19014696e-01 -2.42838804e-01 -1.29489964e-01 -2.40425484e-01
-2.92132358e-01 -9.08581647e-02 1.42375983e-01 -8.31813543e-03
2.49896896e-01 -2.50093082e-03 -2.98189261e-01 -5.50286946e-01
4.12579037e-01]
[ -1.12993809e-02 -1.74753993e-01 1.97634766e-02 -2.15609546e-01
-1.50408119e-01 1.69183207e-01 9.80012262e-02 1.52623233e-01
-8.69591071e-02 1.46183705e-01 -6.14836039e-02 -4.99935787e-01
4.01088422e-01]
[ 4.13845776e-03 -2.90762572e-02 -1.25424644e-01 -3.40546617e-02
-1.58264261e-01 -4.40793499e-02 1.84933489e-01 7.27110273e-02
1.77519666e-01 2.73617711e-01 -3.45635911e-01 -3.60142741e-01
4.18029017e-01]
[ -8.13435125e-02 -2.66485035e-01 5.72220912e-02 -2.95822406e-01
-1.28737048e-01 1.20092580e-01 2.54603365e-01 4.16340371e-02
-1.25646190e-01 8.36801807e-02 -4.44262100e-01 -4.31645873e-01
5.28596740e-01]
[ 1.20067473e-01 -6.46443327e-02 1.05193423e-02 -7.59219385e-02
-5.38855310e-02 -1.50406664e-02 1.19498108e-01 2.17235466e-01
2.90712290e-01 1.39972632e-01 -4.15255918e-01 -2.58985086e-01
1.97911568e-01]
[ -1.09097056e-02 -1.12014282e-01 1.38776484e-02 7.23204001e-02
-6.69161691e-02 -2.82578997e-01 -3.77982392e-02 2.05917720e-01
-7.67582965e-02 -1.79634228e-03 -1.60732201e-01 -3.77350050e-01
8.86727762e-02]
[ 7.96929344e-02 1.15541220e-01 1.14378998e-04 3.52315048e-02
-9.15040621e-02 -5.96345868e-02 -1.69518879e-01 -1.79729044e-01
-2.59020056e-01 -1.51058643e-01 -1.95570516e-01 1.76241684e-01
-5.91088537e-02]
[ 4.41108168e-02 -9.94331921e-02 1.46419180e-01 8.47171995e-02
2.24923174e-01 7.22991943e-03 -3.35422983e-01 -3.17542761e-01
-4.88588250e-02 -4.83500186e-01 6.26676174e-02 6.18576116e-01
-2.69946762e-01]
[ 3.64297637e-02 8.37528046e-02 -2.10855061e-01 3.57007302e-02
3.15980875e-02 -3.10008125e-04 -1.50119866e-01 -3.23469554e-01
-2.86137273e-01 -1.70217925e-01 -4.19359719e-02 -2.64793826e-03
-1.71150671e-01]
[ -5.36617649e-02 -2.16902986e-01 6.78651218e-02 9.75669714e-02
-1.32932583e-01 -1.33919319e-01 5.87975283e-02 2.08669466e-02
1.01542376e-01 -3.37441496e-01 -2.90159739e-01 -2.44535080e-01
5.18085694e-02]
[ 1.77588848e-02 -2.71213525e-01 6.41140284e-02 -2.06732755e-01
-1.88170231e-01 -2.30599125e-01 -2.45952032e-01 9.19958984e-02
9.39935643e-03 1.65190096e-01 -1.38775844e-01 5.80430029e-02
-4.52698387e-02]
[ 1.75353122e-01 4.81332716e-02 -1.01225927e-01 -1.96780383e-01
-5.90443719e-02 -1.01343147e-01 -1.65941601e-01 8.77200241e-02
-1.80662883e-01 -1.81482821e-01 -1.76308229e-01 1.86969976e-02
-7.50274825e-02]
[ -1.70172532e-01 -1.89701083e-01 -1.03995612e-01 -1.82344549e-01
-5.70357931e-02 2.71675493e-02 -1.61789206e-01 -1.15149982e-01
-1.21863952e-01 7.25272996e-02 -2.16181113e-01 -8.13253622e-02
-1.89964112e-01]
[ -3.13886584e-02 -2.22742829e-01 -1.51749513e-01 -1.93491020e-01
-6.04291893e-02 4.45261689e-02 8.36438528e-04 6.35343182e-02
-1.96709502e-01 -1.87526811e-01 -6.50638296e-02 -2.45700057e-01
5.20799262e-03]
[ 1.18447292e-01 5.65175453e-02 1.22628798e-03 -1.66098874e-01
-3.38659668e-01 8.12556158e-03 -9.92896158e-02 -1.66338473e-01
-2.85690274e-01 1.55567780e-01 -1.49490664e-01 -2.41134417e-01
4.28979178e-02]
[ -6.27171225e-02 -1.26619804e-02 -2.82150687e-01 -1.46290703e-02
6.16986840e-02 1.56134037e-01 -2.11801373e-01 -1.46381886e-01
-4.25158197e-02 -3.00615538e-02 1.21931137e-01 3.15798847e-01
5.85975167e-03]
[ 1.05687428e-01 3.20139471e-01 -2.00578111e-01 4.92666226e-01
8.30093709e-02 -2.14438442e-03 -1.78298010e-01 -3.33145568e-01
-2.02730438e-01 -3.63359707e-01 4.75117752e-01 6.80207856e-01
-4.10126423e-01]
[ -3.05561125e-02 1.53100395e-01 5.08693067e-02 6.02602899e-02
-3.45472771e-02 -7.01048840e-02 -1.93690941e-01 -2.98559864e-01
-2.15792652e-01 -2.15729982e-01 2.33484012e-01 6.84020173e-01
-3.33619839e-01]
[ -5.02206467e-02 -1.25136736e-01 -1.60305522e-01 2.41306709e-01
-1.72201689e-01 2.33746834e-01 -7.38219252e-02 -2.49932528e-01
-2.34769171e-01 -4.94333288e-01 1.19702622e-01 2.32872932e-01
-2.13814533e-01]
[ 7.91641609e-02 -3.80842149e-01 -5.16523266e-02 -4.14910157e-02
-1.08731465e-01 2.00724756e-01 9.52100975e-02 1.71484606e-01
-1.43640277e-01 -4.02279071e-02 -8.12866294e-02 2.49704357e-01
-1.33887074e-01]
[ 2.04228775e-01 -2.90485820e-01 -1.22818345e-01 -9.15727532e-02
-2.05972836e-01 1.22573918e-01 3.36659440e-02 -1.53571782e-01
-2.52083594e-02 -1.23233868e-01 -1.32018132e-01 -2.15241646e-01
-5.71722244e-02]
[ -1.34840819e-01 -7.87269226e-02 3.83137061e-02 -2.48332522e-01
-5.44954962e-02 -1.40802132e-01 5.51880171e-02 -2.25206039e-02
-6.42034869e-02 -1.80715120e-02 -2.91563940e-01 -3.72896267e-01
-2.57405816e-02]
[ -1.41604605e-01 -1.17607640e-01 -7.39055013e-02 -1.99885321e-01
-3.29517474e-01 -2.87111754e-01 8.42355787e-02 3.08555732e-02
-2.69950497e-02 1.36225345e-02 -1.25956854e-01 -4.35274170e-01
-1.40800083e-01]
[ -1.68371647e-01 -2.13686241e-01 -2.98644643e-01 -2.60082524e-01
-2.57777511e-01 -2.06476579e-01 -3.42228268e-01 1.30176210e-01
-5.72735043e-02 -2.86360331e-01 -2.46991168e-01 -1.32299048e-01
-2.14767034e-01]
[ -1.05693594e-01 1.05201576e-01 2.63000004e-02 -5.22782632e-02
-2.24996124e-01 -1.68546197e-01 -7.97286290e-02 -8.29336817e-03
-7.05712950e-02 -2.15246016e-01 -2.09166294e-01 -2.69657034e-01
-1.26694136e-01]
[ -3.47935729e-01 -1.35682557e-01 -2.69679269e-01 7.06863980e-02
-2.12302264e-01 -2.26148257e-01 -5.71661335e-02 -1.71541741e-01
5.88629810e-02 -9.55438592e-02 9.27274899e-03 -3.61623129e-01
-5.36142440e-02]
[ -1.24981486e-01 -3.72347715e-02 -2.57422847e-01 -1.62145645e-02
-2.16868563e-01 -2.76436674e-01 -3.94558587e-01 -1.00856455e-01
-7.25429396e-04 -3.16231552e-01 -2.80738461e-01 -3.75707958e-01
-1.17089531e-01]
[ -2.13819915e-01 -5.40624797e-01 -3.30782662e-01 -4.01919151e-01
-3.35516075e-01 -2.26071366e-01 -4.93588958e-03 -3.32270269e-01
1.06472061e-01 -2.77657105e-01 -2.43288578e-01 -1.05828929e-01
-1.26248251e-01]
[ -2.11485862e-01 -3.01953214e-01 -3.11111675e-01 -1.58350681e-01
-1.00672093e-01 -1.46466397e-01 -1.20191474e-01 -3.35558134e-02
-2.10370088e-01 -5.19097580e-01 -2.53773459e-01 -1.13432386e-01
-1.57159037e-02]
[ -1.23620627e-01 3.45987839e-02 -2.39812266e-01 -3.43955406e-01
-2.21932854e-01 -2.57591282e-01 -7.27738144e-02 -2.65386538e-01
1.47613809e-02 1.05582764e-02 -2.96087041e-01 -3.71253504e-02
-2.02174865e-01]]
Progress: 5.0% ... Training loss: 0.423 ... Validation loss: 0.737[[-0.07840832]
[ 0.31077341]
[-0.11362929]
[ 0.57806077]
[ 0.3021771 ]
[ 0.00241069]
[-0.71692886]
[-0.83350164]
[-0.62411557]
[-0.84262186]
[ 0.77122493]
[ 1.86568662]
[-1.14572758]]
[[ -5.35462687e-01 -5.45059327e-01 -5.78522229e-01 -2.74833501e-01
-3.43053962e-01 -5.84183916e-01 -6.25248220e-01 -5.91573748e-01
-7.41564832e-01 -6.78398911e-01 -2.02660658e-01 2.95428047e-01
-6.63073370e-01]
[ 5.76587705e-03 -1.40087808e-01 5.17764217e-02 -2.07481340e-02
-4.41933863e-02 5.91128026e-02 -1.14115347e-01 2.40533131e-01
-1.15514640e-01 -1.56159298e-01 -3.90655068e-02 -7.14626802e-03
1.06667284e-01]
[ -2.00698589e-01 1.62079164e-01 -2.83465270e-02 1.54043520e-01
1.49527285e-01 -1.09160934e-01 -5.95392968e-02 -2.28179409e-01
4.12794975e-02 -2.44636584e-01 2.83747235e-01 8.13003557e-01
-6.76969833e-03]
[ 1.81955458e-01 -3.16940531e-01 -2.51434160e-01 -1.17033142e-01
-3.74648555e-01 -5.53863724e-03 7.54691485e-02 -1.57422432e-01
2.32186277e-01 -1.75022213e-01 -2.80752664e-01 -6.22150169e-01
-3.24331542e-02]
[ 1.03574426e-01 8.98082862e-02 8.70513040e-02 1.69615600e-01
2.70279811e-02 7.53336975e-02 -2.50544087e-02 8.87340798e-02
6.43809338e-03 1.44809005e-01 2.31552099e-01 1.07319844e-01
2.52818524e-01]
[ -4.81521690e-01 -5.60888462e-01 -6.08709606e-01 -5.24079113e-01
-5.61748324e-01 -5.61178099e-01 -2.98485542e-01 -2.22932796e-01
-4.09802726e-01 -2.96409097e-01 -3.71572663e-01 -5.12033977e-01
-2.65743071e-01]
[ -4.14039866e-01 -5.71942129e-01 -3.21331775e-01 -3.60373915e-01
-4.03287384e-01 -5.56877519e-01 -4.69142445e-01 -4.98379907e-01
-3.19662138e-01 -2.44283655e-01 -4.73252598e-01 -2.16691494e-01
-2.59219013e-01]
[ -3.14259234e-01 -3.80571394e-01 -4.50479370e-01 -3.16050657e-01
-3.29068050e-01 -4.10796257e-01 -1.98998629e-01 -1.32942119e-01
-2.43409372e-01 -3.84422167e-01 -2.96251267e-01 -4.92065235e-01
-2.02686505e-01]
[ -4.72790603e-01 -3.48362803e-01 -3.76688562e-01 -1.30023109e-01
-3.33419610e-01 -2.11613530e-01 -2.03418307e-01 -4.67199844e-01
-3.48452200e-01 -4.95227114e-01 -1.17053558e-01 -5.90910255e-03
-3.13834721e-01]
[ -9.41897924e-01 -9.55801169e-01 -9.62183326e-01 -8.79176734e-01
-1.02848651e+00 -9.73944204e-01 -6.99816676e-01 -6.84517886e-01
-7.88616398e-01 -5.78672375e-01 -9.14648088e-01 -6.77280610e-01
-4.18529434e-01]
[ -4.99953808e-01 -2.63642819e-01 -4.61063782e-01 -3.06635616e-01
-3.55124824e-01 -3.53420830e-01 -5.42092749e-01 -5.77302839e-01
-6.14954579e-01 -1.76688984e-01 -3.96631057e-01 -5.34630393e-01
-4.48595960e-01]
[ -1.19092616e-01 5.49768696e-02 -3.39679611e-01 -3.02745054e-01
-7.39027207e-02 -6.96379652e-02 -1.82733032e-01 -2.99053429e-01
-1.75366025e-01 9.67127483e-02 -2.30515793e-01 -1.85812323e-01
-2.90154652e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59893521e-01 -9.57133861e-02 1.61006413e-01 -2.17577873e-01
-1.15869324e-01 1.14522447e-01 -1.45646644e-01 -3.28767566e-02
-9.46849103e-02 2.65420786e-02 -8.09595666e-02 -1.60578765e-01
4.18756516e-02]
[ -8.03211844e-02 -2.57806875e-01 -1.77313003e-01 -2.78652137e-01
-4.77743791e-01 -8.42480347e-02 -1.73261074e-02 1.26964606e-02
-3.40544723e-02 2.82817458e-02 -1.58346771e-01 -1.92430663e-01
-2.08908443e-01]
[ -7.34213710e-02 5.51863262e-03 -2.44830918e-01 -2.42405481e-01
1.42112139e-01 -1.62317383e-01 -1.58242406e-01 3.26490960e-02
1.57407411e-02 -2.77622840e-02 -1.74053042e-01 -1.91298096e-02
5.33346222e-02]
[ 2.97034599e-02 -1.57877494e-01 -1.52408400e-01 -4.34293025e-02
-1.19234975e-01 -1.06531967e-01 6.62605329e-02 -1.81935776e-01
-4.80250336e-02 -5.80410166e-02 -1.00608724e-02 -1.68341937e-01
4.34475185e-02]
[ -2.82927756e-01 -1.44798391e-01 -6.95326483e-02 -9.50509435e-02
-3.05052611e-01 -2.71432168e-01 -3.62996445e-01 5.74583253e-02
-2.96798992e-01 -2.12539957e-01 1.72389913e-01 9.60704661e-02
2.88629898e-01]
[ -2.14843319e-01 -1.31436484e-01 -7.76165407e-02 -7.95374231e-02
-7.98709344e-02 -1.13754955e-01 -6.84106936e-02 5.30118427e-02
-1.21861873e-01 2.08249010e-02 1.55060297e-02 -1.47661075e-01
5.49036850e-03]
[ -1.52055096e-01 -5.95586197e-02 -2.22101197e-01 -3.54809279e-01
-1.41443155e-01 -1.98549188e-01 -2.32282765e-01 -8.49296387e-02
1.97224431e-01 -1.82551733e-01 -3.00492359e-01 -2.99673704e-01
-1.29491965e-01]
[ -3.64978093e-01 -8.64736186e-02 -1.40273104e-01 -2.14705856e-01
-6.56704888e-02 -3.09704225e-01 7.77550801e-02 -3.62932434e-02
-9.95940504e-02 1.17121957e-01 -5.83699843e-02 -1.10404566e-01
-1.32494004e-01]
[ -1.68786779e-01 -1.63422315e-01 -4.37633367e-02 -1.45843764e-01
-1.42901113e-01 -2.91800625e-01 -1.16753016e-01 -1.01503394e-01
-3.10949057e-01 3.64228923e-02 1.61490264e-01 7.83062366e-02
-2.78099629e-01]
[ -1.38180616e-01 -1.83063729e-01 -1.10778612e-01 -2.83677652e-01
8.76880210e-02 -1.71326690e-02 -2.28863735e-01 -1.50382494e-01
7.71895813e-02 -1.12569497e-01 -1.86301702e-01 -1.84562046e-01
-3.46011917e-01]
[ -4.40478926e-02 -3.04113608e-02 -1.47311652e-01 -3.33540556e-02
-2.25213951e-01 6.37211666e-02 -8.85719354e-02 -4.58505539e-02
-2.31033564e-01 -7.40936215e-02 -5.45941410e-02 -2.80719706e-01
-1.64002372e-01]
[ -7.27319858e-02 3.77080317e-02 -1.29834276e-01 -2.82895690e-01
1.27967264e-01 2.12965874e-02 -2.40487220e-01 -1.94477690e-01
1.02520837e-01 -8.81726301e-02 -2.33949170e-01 -1.32486144e-01
-2.82582575e-01]
[ 8.24992307e-02 -3.03902283e-01 -8.33363653e-02 -3.86766151e-01
-2.09559684e-01 -8.69479181e-02 1.79458502e-02 5.55429928e-02
-3.26765297e-02 2.37056216e-01 -4.23375798e-01 -3.57652503e-01
2.37642881e-01]
[ -2.18950025e-01 -2.43295809e-01 -1.29352084e-01 -2.41579410e-01
-2.92559525e-01 -9.08844065e-02 1.43358997e-01 -7.12815361e-03
2.50910743e-01 -9.96245723e-04 -2.99775727e-01 -5.54191562e-01
4.15380210e-01]
[ -1.09311006e-02 -1.76573999e-01 2.03459392e-02 -2.19986725e-01
-1.52247791e-01 1.69047160e-01 1.03627664e-01 1.58983649e-01
-8.26894273e-02 1.52650767e-01 -6.77520776e-02 -5.13452051e-01
4.12699367e-01]
[ 4.26079641e-03 -2.94745162e-02 -1.25303911e-01 -3.49637766e-02
-1.58710242e-01 -4.41122925e-02 1.87183277e-01 7.47538660e-02
1.79300163e-01 2.75850349e-01 -3.46760319e-01 -3.64214489e-01
4.21616642e-01]
[ -8.12219892e-02 -2.66969812e-01 5.73820058e-02 -2.96950652e-01
-1.29230741e-01 1.20052367e-01 2.56706965e-01 4.35746651e-02
-1.24029465e-01 8.53045620e-02 -4.45422921e-01 -4.35009674e-01
5.32453958e-01]
[ 1.20160915e-01 -6.49445707e-02 1.06296516e-02 -7.67916011e-02
-5.43263196e-02 -1.50653646e-02 1.20891470e-01 2.18292435e-01
2.91987149e-01 1.41324278e-01 -4.16204528e-01 -2.62904339e-01
1.99925438e-01]
[ -1.08696327e-02 -1.12096879e-01 1.39132528e-02 7.21764211e-02
-6.70050876e-02 -2.82586783e-01 -3.73787643e-02 2.06673648e-01
-7.63985765e-02 -1.27092513e-03 -1.60904752e-01 -3.77664975e-01
8.93626220e-02]
[ 7.95515014e-02 1.16090724e-01 -2.19553654e-05 3.61984346e-02
-9.11514594e-02 -5.96071519e-02 -1.71488775e-01 -1.81287136e-01
-2.60871279e-01 -1.52527163e-01 -1.94758486e-01 1.77527497e-01
-6.21384964e-02]
[ 4.38034372e-02 -9.85977251e-02 1.46067497e-01 8.78384775e-02
2.26013622e-01 7.32199486e-03 -3.38037913e-01 -3.20554109e-01
-5.15412014e-02 -4.85842882e-01 6.57947077e-02 6.27189607e-01
-2.75673945e-01]
[ 3.64080841e-02 8.37112521e-02 -2.10877006e-01 3.56568332e-02
3.15994784e-02 -3.05518966e-04 -1.50233430e-01 -3.23655118e-01
-2.86206470e-01 -1.70462777e-01 -4.21961121e-02 -2.88905666e-03
-1.71737921e-01]
[ -5.36662950e-02 -2.16876023e-01 6.78482194e-02 9.76024473e-02
-1.32901417e-01 -1.33916077e-01 5.86831276e-02 2.07108592e-02
1.01452086e-01 -3.37582061e-01 -2.90084772e-01 -2.44388419e-01
5.15301394e-02]
[ 1.78090635e-02 -2.71551696e-01 6.42176422e-02 -2.07489737e-01
-1.88549070e-01 -2.30615548e-01 -2.45403455e-01 9.28929389e-02
1.00089585e-02 1.66122345e-01 -1.39889713e-01 5.44108868e-02
-4.38529767e-02]
[ 1.75416322e-01 4.76707479e-02 -1.01100566e-01 -1.97595437e-01
-5.94260099e-02 -1.01359696e-01 -1.65300408e-01 8.87105377e-02
-1.80149217e-01 -1.80416442e-01 -1.77479115e-01 1.58325099e-02
-7.32644182e-02]
[ -1.70225607e-01 -1.89318084e-01 -1.04099614e-01 -1.81716969e-01
-5.66619757e-02 2.71829673e-02 -1.62103759e-01 -1.15833254e-01
-1.22326789e-01 7.14231736e-02 -2.15128095e-01 -7.87827123e-02
-1.91577564e-01]
[ -3.11890922e-02 -2.24675031e-01 -1.51320259e-01 -1.96813022e-01
-6.24358249e-02 4.44419427e-02 4.11724571e-03 6.79957724e-02
-1.94260230e-01 -1.83359642e-01 -7.04394446e-02 -2.58857880e-01
1.18921021e-02]
[ 1.18442436e-01 5.64658086e-02 1.21658179e-03 -1.66160654e-01
-3.38682591e-01 8.12679911e-03 -9.94534087e-02 -1.66974073e-01
-2.85659064e-01 1.55074949e-01 -1.49420032e-01 -2.40041779e-01
4.25165585e-02]
[ -6.26969411e-02 -1.29086357e-02 -2.82096378e-01 -1.51922317e-02
6.14452743e-02 1.56124961e-01 -2.11508431e-01 -1.45876778e-01
-4.21760968e-02 -2.95270110e-02 1.21011285e-01 3.13648362e-01
7.05484331e-03]
[ 1.05755673e-01 3.19869209e-01 -2.00511849e-01 4.92353353e-01
8.30465307e-02 -2.16951879e-03 -1.77861284e-01 -3.32270627e-01
-2.02419287e-01 -3.62087610e-01 4.74651840e-01 6.79569820e-01
-4.08643080e-01]
[ -3.06903775e-02 1.55732352e-01 5.03762136e-02 6.57553788e-02
-3.19440692e-02 -7.00467743e-02 -1.97545847e-01 -3.02872616e-01
-2.18597085e-01 -2.19544018e-01 2.42717678e-01 7.02121141e-01
-3.41778213e-01]
[ -5.02509976e-02 -1.25033387e-01 -1.60329320e-01 2.41722363e-01
-1.72064308e-01 2.33758226e-01 -7.43790032e-02 -2.50230404e-01
-2.35341755e-01 -4.94412809e-01 1.20089454e-01 2.34350583e-01
-2.14118609e-01]
[ 7.93221589e-02 -3.81670285e-01 -5.14129546e-02 -4.35830646e-02
-1.09685363e-01 2.00661469e-01 9.70075440e-02 1.74448830e-01
-1.42402732e-01 -3.77399793e-02 -8.42616456e-02 2.43435042e-01
-1.29965173e-01]
[ 2.04227636e-01 -2.90427510e-01 -1.22825148e-01 -9.15012771e-02
-2.05871584e-01 1.22571598e-01 3.36301978e-02 -1.53680022e-01
-2.53877410e-02 -1.23220747e-01 -1.31893836e-01 -2.13834374e-01
-5.73671297e-02]
[ -1.34871983e-01 -7.86084503e-02 3.82747624e-02 -2.48136488e-01
-5.44227183e-02 -1.40792412e-01 5.48815091e-02 -2.29040188e-02
-6.44619396e-02 -1.84505441e-02 -2.91314835e-01 -3.72752750e-01
-2.62677078e-02]
[ -1.41504797e-01 -1.18235999e-01 -7.37393553e-02 -2.01238511e-01
-3.30087302e-01 -2.87138845e-01 8.58541884e-02 3.27201898e-02
-2.55972127e-02 1.55518351e-02 -1.27789254e-01 -4.40414754e-01
-1.38183304e-01]
[ -1.68059832e-01 -2.15122860e-01 -2.98275583e-01 -2.63513825e-01
-2.59157669e-01 -2.06568796e-01 -3.38810765e-01 1.34502944e-01
-5.41827825e-02 -2.82582088e-01 -2.51584180e-01 -1.45813780e-01
-2.09560468e-01]
[ -1.05497663e-01 1.03537667e-01 2.67683968e-02 -5.54269349e-02
-2.26727397e-01 -1.68627705e-01 -7.63704090e-02 -3.25076413e-03
-6.84210932e-02 -2.10678425e-01 -2.14273828e-01 -2.85115150e-01
-1.17971342e-01]
[ -3.47647437e-01 -1.37588752e-01 -2.69157527e-01 6.68827569e-02
-2.14307151e-01 -2.26275341e-01 -5.27964974e-02 -1.66457167e-01
6.28895414e-02 -8.96703137e-02 3.95164280e-03 -3.72520756e-01
-4.39601289e-02]
[ -1.25257076e-01 -3.52399123e-02 -2.57790411e-01 -1.20990226e-02
-2.15159412e-01 -2.76353775e-01 -3.97591763e-01 -1.04353358e-01
-3.85951911e-03 -3.18825801e-01 -2.75459968e-01 -3.63162540e-01
-1.22732010e-01]
[ -2.13642563e-01 -5.40763223e-01 -3.30649907e-01 -4.02779541e-01
-3.36015689e-01 -2.26110017e-01 -2.28935408e-03 -3.30338537e-01
1.08788384e-01 -2.75041796e-01 -2.43970340e-01 -1.11714589e-01
-1.22449969e-01]
[ -2.11599153e-01 -3.01359008e-01 -3.11259488e-01 -1.56732084e-01
-9.98279628e-02 -1.46448119e-01 -1.21096747e-01 -3.38914187e-02
-2.11520916e-01 -5.19435652e-01 -2.51652558e-01 -1.05136297e-01
-1.63037405e-02]
[ -1.23352988e-01 3.31270776e-02 -2.39520311e-01 -3.46345623e-01
-2.22882715e-01 -2.57673651e-01 -6.96909112e-02 -2.62011441e-01
1.70107978e-02 1.45363071e-02 -2.99316531e-01 -4.45355734e-02
-1.97909455e-01]]
Progress: 5.0% ... Training loss: 0.413 ... Validation loss: 0.743[[ -7.83362226e-02]
[ 3.12630439e-01]
[ -1.13034122e-01]
[ 5.81374793e-01]
[ 3.01775641e-01]
[ 1.80143339e-03]
[ -7.21518362e-01]
[ -8.34222193e-01]
[ -6.30143855e-01]
[ -8.44252585e-01]
[ 7.75376896e-01]
[ 1.87635591e+00]
[ -1.15118674e+00]]
[[ -5.34992644e-01 -5.46129154e-01 -5.77994659e-01 -2.76830648e-01
-3.44439966e-01 -5.84195908e-01 -6.19468631e-01 -5.86066007e-01
-7.36090674e-01 -6.71869898e-01 -2.04928069e-01 2.90105253e-01
-6.52750210e-01]
[ 5.77035495e-03 -1.40084087e-01 5.17672287e-02 -2.06490160e-02
-4.41941931e-02 5.91128002e-02 -1.14186353e-01 2.40660578e-01
-1.15773671e-01 -1.55921505e-01 -3.92022126e-02 -7.49136173e-03
1.06793551e-01]
[ -1.99892197e-01 1.58626089e-01 -2.72476873e-02 1.48145166e-01
1.45225730e-01 -1.09184403e-01 -5.18839007e-02 -2.19399610e-01
4.94732959e-02 -2.34876362e-01 2.75766129e-01 7.96676539e-01
7.54121824e-03]
[ 1.82507501e-01 -3.18914683e-01 -2.50869613e-01 -1.22624852e-01
-3.76763959e-01 -5.55412280e-03 8.09909086e-02 -1.51812210e-01
2.37281380e-01 -1.67796926e-01 -2.87910361e-01 -6.45490051e-01
-1.91480127e-02]
[ 1.02931025e-01 9.30744826e-02 8.61037810e-02 1.76520527e-01
2.98145041e-02 7.53486910e-02 -3.22505098e-02 7.82358081e-02
5.40586185e-04 1.34533783e-01 2.41342642e-01 1.35783321e-01
2.31809365e-01]
[ -4.81781849e-01 -5.59909591e-01 -6.08991988e-01 -5.22415370e-01
-5.60622808e-01 -5.61171689e-01 -3.00299300e-01 -2.25964010e-01
-4.11838319e-01 -2.99292198e-01 -3.69390729e-01 -5.07085191e-01
-2.70079697e-01]
[ -4.13924786e-01 -5.71387019e-01 -3.21339228e-01 -3.58899728e-01
-4.03133275e-01 -5.56880174e-01 -4.67250222e-01 -4.96935581e-01
-3.17310641e-01 -2.41957277e-01 -4.69670300e-01 -2.11983409e-01
-2.56283149e-01]
[ -3.14027651e-01 -3.82301753e-01 -4.49995393e-01 -3.19167887e-01
-3.31034524e-01 -4.10803438e-01 -1.96028045e-01 -1.29328527e-01
-2.40621165e-01 -3.80477635e-01 -3.01644657e-01 -5.04232755e-01
-1.96876335e-01]
[ -4.72832266e-01 -3.47752299e-01 -3.76894121e-01 -1.29242471e-01
-3.32774925e-01 -2.11612076e-01 -2.03907814e-01 -4.67977661e-01
-3.48869893e-01 -4.96405174e-01 -1.15919639e-01 -2.21751963e-04
-3.13535769e-01]
[ -9.42283955e-01 -9.53353626e-01 -9.62783251e-01 -8.73528696e-01
-1.02623178e+00 -9.73934404e-01 -7.01750801e-01 -6.87635663e-01
-7.90139312e-01 -5.82153766e-01 -9.06421209e-01 -6.56927323e-01
-4.22707082e-01]
[ -4.99581544e-01 -2.65544181e-01 -4.60462014e-01 -3.11171080e-01
-3.57159791e-01 -3.53431510e-01 -5.38162674e-01 -5.73255899e-01
-6.11291399e-01 -1.71165512e-01 -4.02862415e-01 -5.48964625e-01
-4.40028794e-01]
[ -1.19034007e-01 5.48448143e-02 -3.39692870e-01 -3.03056291e-01
-7.41646404e-02 -6.96390572e-02 -1.82169439e-01 -2.98733706e-01
-1.74819875e-01 9.68804179e-02 -2.31006555e-01 -1.88654677e-01
-2.89835809e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.59978165e-01 -9.55717191e-02 1.60976181e-01 -2.17325461e-01
-1.15839985e-01 1.14524388e-01 -1.45833664e-01 -3.27895499e-02
-9.52592346e-02 2.66143028e-02 -8.11508556e-02 -1.62925714e-01
4.17819523e-02]
[ -8.02071104e-02 -2.58087550e-01 -1.77192626e-01 -2.79244183e-01
-4.78006905e-01 -8.42511113e-02 -1.60749370e-02 1.46178506e-02
-3.32236564e-02 2.99748121e-02 -1.59109525e-01 -1.94721802e-01
-2.06669994e-01]
[ -7.36386356e-02 6.51225548e-03 -2.45144253e-01 -2.40740120e-01
1.43306009e-01 -1.62311264e-01 -1.60425009e-01 2.83187055e-02
1.41645173e-02 -3.15855609e-02 -1.71306842e-01 -1.11503545e-02
4.85055971e-02]
[ 2.95287306e-02 -1.56916386e-01 -1.52680241e-01 -4.09600777e-02
-1.18421880e-01 -1.06528044e-01 6.47856036e-02 -1.83436419e-01
-4.91993524e-02 -5.98993026e-02 -6.75077388e-03 -1.57396649e-01
3.99621525e-02]
[ -2.82875175e-01 -1.44509420e-01 -6.95722236e-02 -9.43076601e-02
-3.04865361e-01 -2.71433051e-01 -3.62289620e-01 5.77911308e-02
-2.96216140e-01 -2.12172628e-01 1.74261978e-01 9.60900251e-02
2.89488025e-01]
[ -2.14593987e-01 -1.32547040e-01 -7.71817729e-02 -8.21648177e-02
-8.12602111e-02 -1.13762153e-01 -6.49653409e-02 5.67418460e-02
-1.18435481e-01 2.54210549e-02 1.20526528e-02 -1.56593586e-01
1.24875056e-02]
[ -1.51977867e-01 -6.01023036e-02 -2.22009727e-01 -3.55503401e-01
-1.41915355e-01 -1.98551216e-01 -2.31561216e-01 -8.41626346e-02
1.98080453e-01 -1.81574643e-01 -3.01390258e-01 -3.02641912e-01
-1.28048514e-01]
[ -3.65011000e-01 -8.63129332e-02 -1.40295387e-01 -2.14292128e-01
-6.55875441e-02 -3.09703410e-01 7.76234816e-02 -3.65545165e-02
-9.97074382e-02 1.17044329e-01 -5.79194785e-02 -1.10178643e-01
-1.33245554e-01]
[ -1.68746265e-01 -1.63513051e-01 -4.37190802e-02 -1.46346343e-01
-1.43091607e-01 -2.91800988e-01 -1.16715479e-01 -1.01725594e-01
-3.10644892e-01 3.61845913e-02 1.60766148e-01 8.03481866e-02
-2.76940845e-01]
[ -1.38098903e-01 -1.83464032e-01 -1.10679036e-01 -2.84527792e-01
8.72531111e-02 -1.71365300e-02 -2.27927023e-01 -1.49592719e-01
7.81139700e-02 -1.11250453e-01 -1.87705333e-01 -1.87574777e-01
-3.44298013e-01]
[ -4.39405041e-02 -3.08745250e-02 -1.47157825e-01 -3.42654963e-02
-2.25604126e-01 6.37171827e-02 -8.73900389e-02 -4.43005689e-02
-2.30212887e-01 -7.28111001e-02 -5.59020052e-02 -2.84729188e-01
-1.61942352e-01]
[ -7.29004304e-02 3.84652217e-02 -1.30112701e-01 -2.81460640e-01
1.28758772e-01 2.13032102e-02 -2.42232569e-01 -1.96092467e-01
1.00900197e-01 -9.02728171e-02 -2.32082351e-01 -1.26960599e-01
-2.85184445e-01]
[ 8.26102348e-02 -3.04178555e-01 -8.31948363e-02 -3.87466149e-01
-2.09922514e-01 -8.69504314e-02 1.91467309e-02 5.70709574e-02
-3.15546383e-02 2.38635365e-01 -4.24261909e-01 -3.62100296e-01
2.40755967e-01]
[ -2.18884928e-01 -2.43549279e-01 -1.29238221e-01 -2.42365346e-01
-2.92911317e-01 -9.08867278e-02 1.44746068e-01 -6.10397174e-03
2.52008069e-01 2.36033970e-04 -3.01086451e-01 -5.59164957e-01
4.17851584e-01]
[ -1.07115003e-02 -1.77136775e-01 2.05602970e-02 -2.21332589e-01
-1.52846787e-01 1.69040688e-01 1.06028324e-01 1.61383151e-01
-8.07085510e-02 1.55149995e-01 -6.97497826e-02 -5.17106704e-01
4.17150899e-01]
[ 4.44775167e-03 -3.01443802e-02 -1.25070087e-01 -3.69549029e-02
-1.59409502e-01 -4.41175783e-02 1.89412174e-01 7.68598429e-02
1.81482194e-01 2.78835767e-01 -3.49003958e-01 -3.71842102e-01
4.26840336e-01]
[ -8.10944249e-02 -2.67436811e-01 5.75841886e-02 -2.98260187e-01
-1.29743800e-01 1.20047913e-01 2.58683306e-01 4.55733186e-02
-1.22532160e-01 8.75299425e-02 -4.46910849e-01 -4.39244115e-01
5.36615252e-01]
[ 1.20385172e-01 -6.55281289e-02 1.08605005e-02 -7.81791757e-02
-5.49157719e-02 -1.50709025e-02 1.23245481e-01 2.21030322e-01
2.94361347e-01 1.44094224e-01 -4.17627363e-01 -2.67586047e-01
2.04207859e-01]
[ -1.08393293e-02 -1.12204855e-01 1.39415139e-02 7.18689836e-02
-6.71265617e-02 -2.82587488e-01 -3.70530803e-02 2.07022782e-01
-7.60749704e-02 -1.02442409e-03 -1.61232227e-01 -3.78416543e-01
8.98953360e-02]
[ 7.94691529e-02 1.16320489e-01 -1.20571104e-04 3.66453890e-02
-9.08740319e-02 -5.96038870e-02 -1.72333835e-01 -1.82219260e-01
-2.61517822e-01 -1.53451437e-01 -1.94274216e-01 1.77825141e-01
-6.33535507e-02]
[ 4.37139462e-02 -9.86693220e-02 1.46022995e-01 8.79757969e-02
2.26192297e-01 7.32533365e-03 -3.39089919e-01 -3.22572757e-01
-5.24991396e-02 -4.87188351e-01 6.53633264e-02 6.27961981e-01
-2.77711543e-01]
[ 3.64134929e-02 8.34144685e-02 -2.10847048e-01 3.55884306e-02
3.13839247e-02 -3.05993726e-04 -1.49872528e-01 -3.23338079e-01
-2.85719561e-01 -1.70136226e-01 -4.25533601e-02 -4.27440820e-03
-1.71136209e-01]
[ -5.37367856e-02 -2.16637711e-01 6.77343642e-02 9.82508731e-02
-1.32666615e-01 -1.33913688e-01 5.78997687e-02 1.97238360e-02
1.00685533e-01 -3.38202317e-01 -2.89479921e-01 -2.42723516e-01
5.00997022e-02]
[ 1.77493673e-02 -2.71831195e-01 6.43000418e-02 -2.08291009e-01
-1.89065556e-01 -2.30615206e-01 -2.45336314e-01 9.29125662e-02
9.81159556e-03 1.66005385e-01 -1.41526806e-01 5.19290893e-02
-4.39404202e-02]
[ 1.75507376e-01 4.72697671e-02 -1.00974223e-01 -1.98315671e-01
-5.98318716e-02 -1.01362772e-01 -1.64348528e-01 8.98607208e-02
-1.79413785e-01 -1.79353263e-01 -1.78634932e-01 1.25236958e-02
-7.15369082e-02]
[ -1.70292626e-01 -1.88897620e-01 -1.04242916e-01 -1.80843695e-01
-5.62085678e-02 2.71855457e-02 -1.63241149e-01 -1.17009214e-01
-1.22962284e-01 6.99812590e-02 -2.13370145e-01 -7.26399528e-02
-1.92710089e-01]
[ -3.12696433e-02 -2.24141676e-01 -1.51442674e-01 -1.96242915e-01
-6.19097311e-02 4.44440355e-02 3.23176446e-03 6.62759164e-02
-1.94855871e-01 -1.85301270e-01 -6.90805865e-02 -2.54374610e-01
9.41635226e-03]
[ 1.18472115e-01 5.62612049e-02 1.28442961e-03 -1.66549059e-01
-3.38830592e-01 8.12595233e-03 -9.91485637e-02 -1.66493869e-01
-2.85366530e-01 1.55626041e-01 -1.49982614e-01 -2.42220522e-01
4.35866637e-02]
[ -6.26893577e-02 -1.29429549e-02 -2.82088825e-01 -1.52229022e-02
6.14401108e-02 1.56124539e-01 -2.11485744e-01 -1.45845394e-01
-4.21092814e-02 -2.95125220e-02 1.21027538e-01 3.13965916e-01
7.01380247e-03]
[ 1.05493198e-01 3.21288123e-01 -2.00873476e-01 4.95764083e-01
8.42370508e-02 -2.16302425e-03 -1.80453386e-01 -3.34958623e-01
-2.04444045e-01 -3.64859424e-01 4.79108117e-01 6.91716050e-01
-4.14003396e-01]
[ -3.08749620e-02 1.56634619e-01 5.00615380e-02 6.80037654e-02
-3.11487182e-02 -7.00418117e-02 -1.99455037e-01 -3.04391188e-01
-2.20517571e-01 -2.21825732e-01 2.46244282e-01 7.11545674e-01
-3.46430374e-01]
[ -5.02837537e-02 -1.24591346e-01 -1.60480694e-01 2.42973622e-01
-1.71642931e-01 2.33759448e-01 -7.48519630e-02 -2.51179609e-01
-2.35620656e-01 -4.95329128e-01 1.21977261e-01 2.39454247e-01
-2.16187162e-01]
[ 7.93101508e-02 -3.81586205e-01 -5.14383376e-02 -4.31969021e-02
-1.09559981e-01 2.00661895e-01 9.68118534e-02 1.74289619e-01
-1.42591769e-01 -3.79847274e-02 -8.37123828e-02 2.44499692e-01
-1.30565888e-01]
[ 2.04093329e-01 -2.89998312e-01 -1.22971943e-01 -9.06945352e-02
-2.05514818e-01 1.22575230e-01 3.22796348e-02 -1.55057139e-01
-2.67051202e-02 -1.24509033e-01 -1.30923128e-01 -2.11632483e-01
-5.95802792e-02]
[ -1.34945924e-01 -7.84126604e-02 3.81951719e-02 -2.47684306e-01
-5.42222950e-02 -1.40790649e-01 5.39980760e-02 -2.34691301e-02
-6.52841806e-02 -1.92024349e-02 -2.90730225e-01 -3.71389298e-01
-2.74643066e-02]
[ -1.41408794e-01 -1.18507359e-01 -7.36276046e-02 -2.01832264e-01
-3.30361764e-01 -2.87141217e-01 8.69399664e-02 3.39181587e-02
-2.47173829e-02 1.69136452e-02 -1.28661410e-01 -4.42495099e-01
-1.36599046e-01]
[ -1.67894271e-01 -2.15431603e-01 -2.98175285e-01 -2.64061629e-01
-2.59315582e-01 -2.06572769e-01 -3.37518002e-01 1.35873002e-01
-5.28586413e-02 -2.81152982e-01 -2.51684884e-01 -1.46674097e-01
-2.07653990e-01]
[ -1.05764956e-01 1.04830241e-01 2.64070290e-02 -5.21920094e-02
-2.25696228e-01 -1.68619743e-01 -7.91542445e-02 -5.77700855e-03
-7.05315579e-02 -2.12694334e-01 -2.10372099e-01 -2.73210128e-01
-1.22544903e-01]
[ -3.47720654e-01 -1.37214190e-01 -2.69274832e-01 6.75437804e-02
-2.13784991e-01 -2.26273664e-01 -5.23222261e-02 -1.67226136e-01
6.30146650e-02 -8.96526402e-02 5.64516525e-03 -3.68490138e-01
-4.34012755e-02]
[ -1.25293908e-01 -3.53179220e-02 -2.57791668e-01 -1.21846226e-02
-2.15284074e-01 -2.76352853e-01 -3.97443401e-01 -1.04034884e-01
-3.72007681e-03 -3.18881664e-01 -2.75615165e-01 -3.66666775e-01
-1.22354744e-01]
[ -2.13390574e-01 -5.41544397e-01 -3.30259588e-01 -4.05106015e-01
-3.37094890e-01 -2.26117319e-01 1.69989101e-03 -3.26168820e-01
1.12220059e-01 -2.70697008e-01 -2.48004607e-01 -1.25826478e-01
-1.13826346e-01]
[ -2.11653460e-01 -3.01161966e-01 -3.11311615e-01 -1.56324195e-01
-9.97858933e-02 -1.46447993e-01 -1.21421790e-01 -3.41827410e-02
-2.12006867e-01 -5.19676758e-01 -2.51403545e-01 -1.04789158e-01
-1.70438929e-02]
[ -1.23294046e-01 3.28449521e-02 -2.39490289e-01 -3.46888246e-01
-2.23158503e-01 -2.57675034e-01 -6.99271313e-02 -2.63034267e-01
1.72732492e-02 1.32673671e-02 -2.99365869e-01 -3.91652101e-02
-1.99353602e-01]]
Progress: 5.1% ... Training loss: 0.410 ... Validation loss: 0.737[[-0.06263243]
[ 0.32509506]
[-0.10367297]
[ 0.60425713]
[ 0.31471747]
[ 0.01460112]
[-0.71564871]
[-0.83413416]
[-0.62316886]
[-0.84243265]
[ 0.80184201]
[ 1.92372809]
[-1.14903055]]
[[ -5.35744454e-01 -5.42103969e-01 -5.79015176e-01 -2.67331042e-01
-3.40433961e-01 -5.84179728e-01 -6.23671380e-01 -5.89286418e-01
-7.39748182e-01 -6.76228220e-01 -1.90227190e-01 3.24119382e-01
-6.59188732e-01]
[ 5.77360017e-03 -1.40077930e-01 5.17645387e-02 -2.06299125e-02
-4.41724367e-02 5.91129260e-02 -1.14208713e-01 2.40690695e-01
-1.15786538e-01 -1.55880559e-01 -3.91471335e-02 -6.95233553e-03
1.06849125e-01]
[ -1.99688923e-01 1.59557787e-01 -2.74417923e-02 1.50904699e-01
1.45805415e-01 -1.09189518e-01 -5.01965154e-02 -2.16334395e-01
5.39937259e-02 -2.34540075e-01 2.81065560e-01 8.08773382e-01
1.34571212e-02]
[ 1.81046746e-01 -3.14229839e-01 -2.52596831e-01 -1.12869561e-01
-3.71851556e-01 -5.52157524e-03 7.00001978e-02 -1.68545056e-01
2.24779751e-01 -1.81890403e-01 -2.75514451e-01 -6.09414546e-01
-4.44117424e-02]
[ 1.02945287e-01 9.39449580e-02 8.59782880e-02 1.78042051e-01
3.03023150e-02 7.53467752e-02 -3.39113374e-02 7.80581386e-02
7.69505979e-05 1.33120308e-01 2.45769592e-01 1.43827920e-01
2.29458656e-01]
[ -4.81822953e-01 -5.59780656e-01 -6.08949187e-01 -5.21609154e-01
-5.60624755e-01 -5.61171362e-01 -3.00005078e-01 -2.24770932e-01
-4.11756164e-01 -2.97557366e-01 -3.68226532e-01 -5.05159417e-01
-2.68753423e-01]
[ -4.14452691e-01 -5.70083879e-01 -3.21812361e-01 -3.55403093e-01
-4.01467203e-01 -5.56870645e-01 -4.70062652e-01 -4.99996870e-01
-3.21106743e-01 -2.45099610e-01 -4.65066575e-01 -1.95228704e-01
-2.62523788e-01]
[ -3.14030208e-01 -3.81619385e-01 -4.50168531e-01 -3.17197081e-01
-3.30566314e-01 -4.10802938e-01 -1.94917951e-01 -1.27116886e-01
-2.38458760e-01 -3.79822117e-01 -2.98756481e-01 -5.03775361e-01
-1.93239854e-01]
[ -4.73191574e-01 -3.46641482e-01 -3.77220915e-01 -1.26129386e-01
-3.31628569e-01 -2.11603930e-01 -2.06671130e-01 -4.70395936e-01
-3.51236515e-01 -4.98534064e-01 -1.12316697e-01 5.76986487e-03
-3.17264775e-01]
[ -9.42309030e-01 -9.53623590e-01 -9.62683320e-01 -8.72630899e-01
-1.02663532e+00 -9.73935034e-01 -6.99937243e-01 -6.84022416e-01
-7.88434819e-01 -5.77570450e-01 -9.05582222e-01 -6.55353874e-01
-4.16540678e-01]
[ -5.00418508e-01 -2.61413840e-01 -4.61518624e-01 -3.02656573e-01
-3.53077406e-01 -3.53412769e-01 -5.44923374e-01 -5.80384761e-01
-6.17141608e-01 -1.79466300e-01 -3.90801834e-01 -5.24744292e-01
-4.51521373e-01]
[ -1.19102841e-01 5.42096968e-02 -3.39666456e-01 -3.03081851e-01
-7.45647928e-02 -6.96386660e-02 -1.81393726e-01 -2.97292935e-01
-1.74592323e-01 9.77170162e-02 -2.31647082e-01 -1.89318970e-01
-2.89516525e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.60127497e-01 -9.52077277e-02 1.60826056e-01 -2.16708804e-01
-1.15558610e-01 1.14527948e-01 -1.46837007e-01 -3.40242947e-02
-9.60829871e-02 2.54982232e-02 -8.04633810e-02 -1.62836233e-01
4.05448063e-02]
[ -8.00911311e-02 -2.58553481e-01 -1.77019787e-01 -2.79724201e-01
-4.78320691e-01 -8.42535549e-02 -1.50422867e-02 1.68864324e-02
-3.24853544e-02 3.23596538e-02 -1.59679702e-01 -1.96964984e-01
-2.04026360e-01]
[ -7.38718890e-02 7.17580122e-03 -2.45227366e-01 -2.39137185e-01
1.43820578e-01 -1.62308609e-01 -1.61341529e-01 2.72603371e-02
1.26012071e-02 -3.25829716e-02 -1.69509773e-01 -4.99245514e-03
4.63383691e-02]
[ 2.95098805e-02 -1.56710126e-01 -1.52710072e-01 -4.06950292e-02
-1.18222282e-01 -1.06526915e-01 6.47474465e-02 -1.83431979e-01
-4.91368834e-02 -5.99607728e-02 -6.24001287e-03 -1.56207164e-01
4.04128875e-02]
[ -2.83075648e-01 -1.44143517e-01 -6.97484282e-02 -9.30204338e-02
-3.04349961e-01 -2.71429640e-01 -3.63381010e-01 5.69496812e-02
-2.97850501e-01 -2.13434230e-01 1.76200046e-01 1.02276572e-01
2.86923043e-01]
[ -2.14582519e-01 -1.32939743e-01 -7.71621896e-02 -8.24501002e-02
-8.15033890e-02 -1.13763027e-01 -6.42210101e-02 5.76355733e-02
-1.18026720e-01 2.66271338e-02 1.10933200e-02 -1.55030782e-01
1.36826846e-02]
[ -1.51814335e-01 -6.14689099e-02 -2.21780283e-01 -3.57213147e-01
-1.43200225e-01 -1.98555441e-01 -2.28673311e-01 -8.02703141e-02
2.00995002e-01 -1.78191733e-01 -3.05137294e-01 -3.12798783e-01
-1.21236287e-01]
[ -3.65079970e-01 -8.52768169e-02 -1.40534478e-01 -2.12309008e-01
-6.46698118e-02 -3.09700846e-01 7.62638409e-02 -3.75626798e-02
-1.00361001e-01 1.16154010e-01 -5.45934431e-02 -1.05035338e-01
-1.35195306e-01]
[ -1.69088434e-01 -1.61041875e-01 -4.42394997e-02 -1.41249221e-01
-1.40776012e-01 -2.91792706e-01 -1.19638996e-01 -1.05020631e-01
-3.12563806e-01 3.16490284e-02 1.69303888e-01 9.57455513e-02
-2.82652344e-01]
[ -1.38080154e-01 -1.83501258e-01 -1.10663162e-01 -2.84585625e-01
8.72174159e-02 -1.71366520e-02 -2.27799774e-01 -1.49582157e-01
7.84044522e-02 -1.11070392e-01 -1.87785633e-01 -1.88054633e-01
-3.43994419e-01]
[ -4.40934124e-02 -3.06241189e-02 -1.47271798e-01 -3.34101751e-02
-2.25361129e-01 6.37200932e-02 -8.84693785e-02 -4.52954879e-02
-2.31529565e-01 -7.34388379e-02 -5.53813348e-02 -2.83524182e-01
-1.63266296e-01]
[ -7.29750757e-02 3.85955487e-02 -1.30167950e-01 -2.81248448e-01
1.28927725e-01 2.13048653e-02 -2.42784226e-01 -1.96804260e-01
1.00478047e-01 -9.08174002e-02 -2.31784280e-01 -1.25883093e-01
-2.86642156e-01]
[ 8.26855457e-02 -3.04429976e-01 -8.31006118e-02 -3.87846579e-01
-2.10134796e-01 -8.69517409e-02 2.01152289e-02 5.83886868e-02
-3.09288138e-02 2.40047561e-01 -4.24827042e-01 -3.63953468e-01
2.42437548e-01]
[ -2.18691261e-01 -2.44511055e-01 -1.28934562e-01 -2.44017410e-01
-2.93803323e-01 -9.08916498e-02 1.47630370e-01 -3.25424789e-03
2.54452188e-01 3.24211905e-03 -3.03842220e-01 -5.67458741e-01
4.23039386e-01]
[ -1.06855413e-02 -1.77259693e-01 2.05894819e-02 -2.21498437e-01
-1.52958447e-01 1.69040134e-01 1.06427425e-01 1.61750564e-01
-8.03119655e-02 1.55483508e-01 -7.00302855e-02 -5.18414274e-01
4.17851619e-01]
[ 4.50026032e-03 -3.03716646e-02 -1.24999034e-01 -3.76444314e-02
-1.59647525e-01 -4.41188178e-02 1.90121186e-01 7.74476253e-02
1.82166116e-01 2.79803652e-01 -3.49677543e-01 -3.73592065e-01
4.28234458e-01]
[ -8.10379298e-02 -2.67670856e-01 5.76505493e-02 -2.98717378e-01
-1.29997779e-01 1.20046702e-01 2.59808219e-01 4.65749981e-02
-1.21563003e-01 8.85142106e-02 -4.47543917e-01 -4.43016633e-01
5.38963393e-01]
[ 1.20537849e-01 -6.60413367e-02 1.10431306e-02 -7.91963297e-02
-5.53943891e-02 -1.50740125e-02 1.25052952e-01 2.23309534e-01
2.95807638e-01 1.46572192e-01 -4.18991176e-01 -2.71794184e-01
2.07141857e-01]
[ -1.06453078e-02 -1.12888819e-01 1.41422013e-02 7.01525405e-02
-6.77903601e-02 -2.82590410e-01 -3.51272783e-02 2.09527056e-01
-7.41709084e-02 9.09864890e-04 -1.63265154e-01 -3.84787806e-01
9.37191267e-02]
[ 7.94821235e-02 1.16319669e-01 -1.33113450e-04 3.67039739e-02
-9.08986205e-02 -5.96039901e-02 -1.72220770e-01 -1.82155809e-01
-2.61648879e-01 -1.52924072e-01 -1.94428718e-01 1.77754555e-01
-6.31119021e-02]
[ 4.31404617e-02 -9.71548021e-02 1.45409510e-01 9.25502214e-02
2.28081258e-01 7.33604311e-03 -3.43294809e-01 -3.27026660e-01
-5.76835912e-02 -4.90512825e-01 7.08040974e-02 6.47143420e-01
-2.86177457e-01]
[ 3.62100951e-02 8.40286924e-02 -2.11022658e-01 3.70711468e-02
3.19401232e-02 -3.01619042e-04 -1.51656535e-01 -3.25033111e-01
-2.87256869e-01 -1.72099545e-01 -4.09186584e-02 -8.41576153e-04
-1.74110466e-01]
[ -5.38000893e-02 -2.16373534e-01 6.76460927e-02 9.88300212e-02
-1.32465470e-01 -1.33912082e-01 5.69796278e-02 1.86053749e-02
9.98389212e-02 -3.39142016e-01 -2.88705452e-01 -2.41666791e-01
4.83842377e-02]
[ 1.76591447e-02 -2.71613153e-01 6.42173514e-02 -2.07954819e-01
-1.88821993e-01 -2.30613561e-01 -2.45852415e-01 9.22534567e-02
9.16717586e-03 1.65100122e-01 -1.41199884e-01 5.34302669e-02
-4.49662339e-02]
[ 1.75178929e-01 4.84298708e-02 -1.01272350e-01 -1.96421526e-01
-5.88886555e-02 -1.01357798e-01 -1.66383712e-01 8.69805966e-02
-1.81377999e-01 -1.82831688e-01 -1.75997531e-01 2.09768376e-02
-7.59043352e-02]
[ -1.70270956e-01 -1.89104037e-01 -1.04194916e-01 -1.81177169e-01
-5.63992507e-02 2.71849575e-02 -1.62922483e-01 -1.16560358e-01
-1.22620621e-01 7.03217796e-02 -2.13888388e-01 -7.47967683e-02
-1.92032848e-01]
[ -3.12803425e-02 -2.24458237e-01 -1.51423583e-01 -1.96840262e-01
-6.22225774e-02 4.44443503e-02 3.28299169e-03 6.65526741e-02
-1.94506809e-01 -1.85411588e-01 -7.02339050e-02 -2.56861851e-01
1.06530707e-02]
[ 1.18494892e-01 5.60907851e-02 1.33043297e-03 -1.66885114e-01
-3.38971746e-01 8.12550833e-03 -9.88430305e-02 -1.66044893e-01
-2.85125473e-01 1.56093563e-01 -1.50610101e-01 -2.43969686e-01
4.45307850e-02]
[ -6.27605942e-02 -1.26557483e-02 -2.82161443e-01 -1.44812166e-02
6.19441715e-02 1.56126150e-01 -2.11967028e-01 -1.46110297e-01
-4.22689566e-02 -3.05778638e-02 1.22296564e-01 3.16763351e-01
6.75446196e-03]
[ 1.05319649e-01 3.22229997e-01 -2.01099740e-01 4.98518315e-01
8.51779641e-02 -2.15888632e-03 -1.82506647e-01 -3.36175020e-01
-2.05716622e-01 -3.66692735e-01 4.83518324e-01 7.00616738e-01
-4.16629593e-01]
[ -3.11855650e-02 1.59360380e-01 4.94426426e-02 7.29261527e-02
-2.88075458e-02 -7.00344594e-02 -2.03363413e-01 -3.08967414e-01
-2.23520247e-01 -2.25959135e-01 2.54228864e-01 7.29358867e-01
-3.53924247e-01]
[ -5.04496623e-02 -1.24017392e-01 -1.60670357e-01 2.44521022e-01
-1.71125591e-01 2.33763445e-01 -7.65093390e-02 -2.52660707e-01
-2.36855531e-01 -4.96717317e-01 1.23775615e-01 2.44401875e-01
-2.18687849e-01]
[ 7.93881144e-02 -3.82013998e-01 -5.12959918e-02 -4.41266504e-02
-1.10060023e-01 2.00659935e-01 9.76358278e-02 1.75723657e-01
-1.41934417e-01 -3.66852164e-02 -8.51215838e-02 2.40379921e-01
-1.28536183e-01]
[ 2.04055607e-01 -2.89860334e-01 -1.23020635e-01 -9.02450792e-02
-2.05333708e-01 1.22575993e-01 3.16427552e-02 -1.55579072e-01
-2.71421930e-02 -1.25041189e-01 -1.30135587e-01 -2.08993798e-01
-6.05628267e-02]
[ -1.34876002e-01 -7.86665538e-02 3.82853496e-02 -2.48135101e-01
-5.45029599e-02 -1.40792075e-01 5.49247147e-02 -2.24624077e-02
-6.45737977e-02 -1.80939945e-02 -2.91424214e-01 -3.73855940e-01
-2.57526517e-02]
[ -1.41267037e-01 -1.19349419e-01 -7.34244268e-02 -2.03059811e-01
-3.31100410e-01 -2.87144411e-01 8.86078333e-02 3.61238881e-02
-2.29900867e-02 1.88471070e-02 -1.30604805e-01 -4.47481930e-01
-1.34105659e-01]
[ -1.67755131e-01 -2.16608163e-01 -2.97893808e-01 -2.65982048e-01
-2.60322640e-01 -2.06576425e-01 -3.35109475e-01 1.39141446e-01
-5.07606970e-02 -2.78661011e-01 -2.54821407e-01 -1.56903950e-01
-2.03922764e-01]
[ -1.06182153e-01 1.07301291e-01 2.58202801e-02 -4.72677117e-02
-2.23732710e-01 -1.68611277e-01 -8.32674646e-02 -9.36345643e-03
-7.44316363e-02 -2.15341728e-01 -2.03346652e-01 -2.51759536e-01
-1.29256840e-01]
[ -3.47749150e-01 -1.37133423e-01 -2.69262660e-01 6.77202656e-02
-2.13792418e-01 -2.26273565e-01 -5.20988257e-02 -1.66780317e-01
6.32887285e-02 -8.89640014e-02 5.95855771e-03 -3.70289661e-01
-4.26532922e-02]
[ -1.25542738e-01 -3.52049040e-02 -2.57924465e-01 -1.15496338e-02
-2.15230989e-01 -2.76348312e-01 -3.98922688e-01 -1.05021133e-01
-5.40908069e-03 -3.20268442e-01 -2.76070760e-01 -3.67764935e-01
-1.23253591e-01]
[ -2.13689756e-01 -5.40796485e-01 -3.30500965e-01 -4.01832849e-01
-3.36229083e-01 -2.26111440e-01 9.18243592e-05 -3.26661298e-01
1.10452238e-01 -2.72233970e-01 -2.43378065e-01 -1.13458432e-01
-1.16076831e-01]
[ -2.11868162e-01 -3.00176348e-01 -3.11631529e-01 -1.53903685e-01
-9.84816426e-02 -1.46442487e-01 -1.23616057e-01 -3.63697768e-02
-2.13948548e-01 -5.21680166e-01 -2.48308819e-01 -9.49853552e-02
-2.10193594e-02]
[ -1.23155654e-01 3.28484063e-02 -2.39433364e-01 -3.47010532e-01
-2.23051987e-01 -2.57677368e-01 -6.73356476e-02 -2.61571164e-01
2.02816615e-02 1.47804274e-02 -2.98574816e-01 -4.45306255e-02
-1.95002966e-01]]
Progress: 5.2% ... Training loss: 0.407 ... Validation loss: 0.721[[-0.06443011]
[ 0.31906128]
[-0.10950514]
[ 0.60354167]
[ 0.30603125]
[ 0.01406929]
[-0.72281464]
[-0.84782794]
[-0.63226912]
[-0.85279877]
[ 0.80013544]
[ 1.91109 ]
[-1.17229286]]
[[ -5.35295664e-01 -5.44633423e-01 -5.78253167e-01 -2.72151340e-01
-3.43149824e-01 -5.84262367e-01 -6.15817672e-01 -5.78226688e-01
-7.32205590e-01 -6.67496243e-01 -1.96223826e-01 2.99756419e-01
-6.38047458e-01]
[ 5.77399921e-03 -1.40040741e-01 5.17624216e-02 -2.05968027e-02
-4.41713348e-02 5.91131605e-02 -1.14155390e-01 2.41238536e-01
-1.15715888e-01 -1.55813537e-01 -3.89958698e-02 -7.58249791e-03
1.07976222e-01]
[ -1.98916634e-01 1.56905210e-01 -2.65645555e-02 1.43752767e-01
1.42917448e-01 -1.09346842e-01 -4.02218169e-02 -2.05103262e-01
6.46652499e-02 -2.27063134e-01 2.72004396e-01 7.82864390e-01
3.52650281e-02]
[ 1.80350949e-01 -3.09224250e-01 -2.54330964e-01 -1.04392388e-01
-3.66205483e-01 -5.31859413e-03 6.06656967e-02 -1.84189253e-01
2.19688375e-01 -1.98532943e-01 -2.61475354e-01 -5.77923387e-01
-6.21805197e-02]
[ 1.03068069e-01 9.27485372e-02 8.64924494e-02 1.76176537e-01
2.83652994e-02 7.53010871e-02 -3.31787650e-02 8.10524574e-02
-1.56472667e-04 1.36955589e-01 2.42478968e-01 1.32512850e-01
2.31882377e-01]
[ -4.81945241e-01 -5.59424081e-01 -6.09033178e-01 -5.20190146e-01
-5.60304676e-01 -5.61151289e-01 -3.00829868e-01 -2.25883488e-01
-4.12828489e-01 -2.98274529e-01 -3.65827868e-01 -4.95155337e-01
-2.71203270e-01]
[ -4.14130308e-01 -5.71199983e-01 -3.21267837e-01 -3.58802242e-01
-4.02975739e-01 -5.56922269e-01 -4.66266484e-01 -4.93992421e-01
-3.17333628e-01 -2.39556448e-01 -4.68888308e-01 -2.14164464e-01
-2.50802494e-01]
[ -3.13780801e-01 -3.83202671e-01 -4.49792286e-01 -3.20543987e-01
-3.32203167e-01 -4.10855800e-01 -1.89691834e-01 -1.20645948e-01
-2.33136714e-01 -3.76143062e-01 -3.03472069e-01 -5.19180792e-01
-1.80610403e-01]
[ -4.73485138e-01 -3.45446870e-01 -3.77608624e-01 -1.22239889e-01
-3.30371840e-01 -2.11534091e-01 -2.10640979e-01 -4.73485352e-01
-3.55037779e-01 -5.01547653e-01 -1.08114956e-01 1.71186192e-02
-3.22405985e-01]
[ -9.42308461e-01 -9.54360469e-01 -9.62442178e-01 -8.72349039e-01
-1.02777673e+00 -9.73915908e-01 -6.98181840e-01 -6.78056452e-01
-7.87048170e-01 -5.74423054e-01 -9.05877080e-01 -6.65709231e-01
-4.06233899e-01]
[ -5.00469201e-01 -2.60403182e-01 -4.61718083e-01 -3.01742637e-01
-3.52292387e-01 -3.53396305e-01 -5.44896688e-01 -5.81387252e-01
-6.16515500e-01 -1.80434115e-01 -3.88792179e-01 -5.20681110e-01
-4.50465340e-01]
[ -1.18896781e-01 5.27877166e-02 -3.39259070e-01 -3.05715199e-01
-7.57769893e-02 -6.96888287e-02 -1.78948170e-01 -2.93982994e-01
-1.72383508e-01 1.01028901e-01 -2.35298795e-01 -1.96015150e-01
-2.84119649e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.60323595e-01 -9.44992861e-02 1.60551878e-01 -2.15032857e-01
-1.14819614e-01 1.14574039e-01 -1.49215280e-01 -3.72324569e-02
-9.79777269e-02 2.22412326e-02 -7.73991170e-02 -1.53116714e-01
3.52906748e-02]
[ -8.01023253e-02 -2.58445336e-01 -1.77026113e-01 -2.79278230e-01
-4.78207176e-01 -8.42519950e-02 -1.49323291e-02 1.67462071e-02
-3.25621829e-02 3.24950667e-02 -1.59152284e-01 -1.95256951e-01
-2.04109855e-01]
[ -7.37817614e-02 6.69643608e-03 -2.44974091e-01 -2.40121927e-01
1.43077084e-01 -1.62333732e-01 -1.59790414e-01 3.02626436e-02
1.36421482e-02 -2.95453902e-02 -1.70788283e-01 -9.40509616e-03
5.09882522e-02]
[ 2.96111567e-02 -1.57279345e-01 -1.52462227e-01 -4.21576549e-02
-1.18984581e-01 -1.06546633e-01 6.62735488e-02 -1.81305263e-01
-4.80634132e-02 -5.70765678e-02 -8.72885132e-03 -1.63668955e-01
4.48394908e-02]
[ -2.82966240e-01 -1.44052737e-01 -6.96854762e-02 -9.34561862e-02
-3.04262628e-01 -2.71442511e-01 -3.62302236e-01 5.85080604e-02
-2.96290565e-01 -2.12837440e-01 1.76485406e-01 9.81306698e-02
2.89996492e-01]
[ -2.14471990e-01 -1.33693916e-01 -7.69250404e-02 -8.42185535e-02
-8.22310547e-02 -1.13783534e-01 -6.27278851e-02 6.02423540e-02
-1.16694429e-01 2.83603577e-02 8.93809933e-03 -1.62037020e-01
1.73351481e-02]
[ -1.51512798e-01 -6.38027058e-02 -2.21269981e-01 -3.61516018e-01
-1.45439457e-01 -1.98628187e-01 -2.23226783e-01 -7.38481897e-02
2.06570765e-01 -1.73570545e-01 -3.11574712e-01 -3.29500345e-01
-1.08583641e-01]
[ -3.65111205e-01 -8.48042685e-02 -1.40594989e-01 -2.11299943e-01
-6.42698529e-02 -3.09693540e-01 7.57612821e-02 -3.80142646e-02
-1.00881848e-01 1.15462304e-01 -5.31150666e-02 -1.02069310e-01
-1.36304740e-01]
[ -1.69239717e-01 -1.59984060e-01 -4.45706624e-02 -1.38704213e-01
-1.39728911e-01 -2.91752676e-01 -1.21424514e-01 -1.06950624e-01
-3.14108311e-01 2.94583363e-02 1.73072916e-01 1.05663991e-01
-2.85575535e-01]
[ -1.38150657e-01 -1.83131738e-01 -1.10769856e-01 -2.83814927e-01
8.75880128e-02 -1.71186492e-02 -2.29007886e-01 -1.50634410e-01
7.71637330e-02 -1.11995644e-01 -1.86986900e-01 -1.85181273e-01
-3.45503951e-01]
[ -4.42051161e-02 -3.03996152e-02 -1.47370028e-01 -3.22221751e-02
-2.25118666e-01 6.37456630e-02 -8.98739415e-02 -4.64862291e-02
-2.32893316e-01 -7.43520375e-02 -5.44475332e-02 -2.82040061e-01
-1.65034097e-01]
[ -7.29600017e-02 3.85521471e-02 -1.30153302e-01 -2.81366243e-01
1.28831869e-01 2.13026971e-02 -2.42483157e-01 -1.96274194e-01
1.00758608e-01 -9.03564942e-02 -2.32218192e-01 -1.27812815e-01
-2.85689929e-01]
[ 8.29096982e-02 -3.05412123e-01 -8.27331395e-02 -3.90409281e-01
-2.11468315e-01 -8.69973233e-02 2.31032273e-02 6.18836119e-02
-2.85460762e-02 2.44785703e-01 -4.28873290e-01 -3.76579369e-01
2.49859917e-01]
[ -2.18495185e-01 -2.45588016e-01 -1.28654005e-01 -2.46267865e-01
-2.94644717e-01 -9.09342634e-02 1.50366654e-01 -5.08471334e-04
2.57498619e-01 6.01780801e-03 -3.06643107e-01 -5.74483114e-01
4.28889929e-01]
[ -1.06242560e-02 -1.77588273e-01 2.06709983e-02 -2.22223934e-01
-1.53304677e-01 1.69025074e-01 1.07686165e-01 1.62931916e-01
-7.91203889e-02 1.56380117e-01 -7.11009208e-02 -5.22293881e-01
4.20370711e-01]
[ 4.62276257e-03 -3.09927103e-02 -1.24846061e-01 -3.88623070e-02
-1.60129655e-01 -4.41431765e-02 1.92011293e-01 7.94679731e-02
1.83960993e-01 2.81802589e-01 -3.50815173e-01 -3.76377243e-01
4.31623081e-01]
[ -8.08500872e-02 -2.68303198e-01 5.78828130e-02 -3.00478332e-01
-1.30765487e-01 1.20007019e-01 2.62929251e-01 4.96221428e-02
-1.18704978e-01 9.09109987e-02 -4.49502060e-01 -4.50768970e-01
5.46385659e-01]
[ 1.20617375e-01 -6.64734012e-02 1.11486910e-02 -8.02072146e-02
-5.58957696e-02 -1.50870135e-02 1.26072544e-01 2.25204050e-01
2.97026453e-01 1.47833983e-01 -4.20012617e-01 -2.76996238e-01
2.09913191e-01]
[ -1.05287041e-02 -1.13447338e-01 1.43582040e-02 6.85290119e-02
-6.83998275e-02 -2.82608854e-01 -3.38060720e-02 2.11992873e-01
-7.29911210e-02 2.90113194e-03 -1.65234190e-01 -3.91559719e-01
9.75950723e-02]
[ 7.93291385e-02 1.16971594e-01 -3.10242368e-04 3.82401628e-02
-9.02726359e-02 -5.95793976e-02 -1.74122590e-01 -1.84128417e-01
-2.63480645e-01 -1.54846091e-01 -1.92605923e-01 1.85506266e-01
-6.70082340e-02]
[ 4.27813409e-02 -9.58080016e-02 1.44888279e-01 9.70414309e-02
2.29706126e-01 7.42319721e-03 -3.47797680e-01 -3.31676178e-01
-6.15589407e-02 -4.94646428e-01 7.64639142e-02 6.62495722e-01
-2.93519429e-01]
[ 3.61400655e-02 8.41896446e-02 -2.11058557e-01 3.73133206e-02
3.21093606e-02 -2.86565956e-04 -1.52276191e-01 -3.25220762e-01
-2.87914910e-01 -1.72826979e-01 -4.08915013e-02 -2.38073170e-03
-1.74527791e-01]
[ -5.38567295e-02 -2.16174871e-01 6.75963597e-02 9.89425868e-02
-1.32310870e-01 -1.33899103e-01 5.61372164e-02 1.79477048e-02
9.90363437e-02 -3.40016228e-01 -2.88511083e-01 -2.41986600e-01
4.77557235e-02]
[ 1.76621612e-02 -2.71540960e-01 6.42270386e-02 -2.08122736e-01
-1.88744554e-01 -2.30613386e-01 -2.45826936e-01 9.22583093e-02
9.38619286e-03 1.65159534e-01 -1.41216108e-01 5.29365622e-02
-4.43541819e-02]
[ 1.75197555e-01 4.82475105e-02 -1.01219318e-01 -1.96791721e-01
-5.90666127e-02 -1.01361989e-01 -1.66330714e-01 8.72191100e-02
-1.81309781e-01 -1.82486245e-01 -1.76461719e-01 2.02034416e-02
-7.54427318e-02]
[ -1.70376371e-01 -1.88326081e-01 -1.04420893e-01 -1.79747450e-01
-5.56964114e-02 2.72116536e-02 -1.64450973e-01 -1.18380169e-01
-1.24068733e-01 6.81191624e-02 -2.11769990e-01 -6.81952508e-02
-1.95213215e-01]
[ -3.13325867e-02 -2.24406109e-01 -1.51488994e-01 -1.96856697e-01
-6.23103120e-02 4.44562744e-02 2.78406199e-03 6.58329639e-02
-1.94643166e-01 -1.86921183e-01 -7.04873401e-02 -2.55888143e-01
9.91606678e-03]
[ 1.18515887e-01 5.57842530e-02 1.37380979e-03 -1.67468356e-01
-3.39288240e-01 8.12167091e-03 -9.84673658e-02 -1.65926862e-01
-2.84668544e-01 1.56106434e-01 -1.51540308e-01 -2.46962829e-01
4.50514271e-02]
[ -6.28040099e-02 -1.23594197e-02 -2.82221787e-01 -1.38890624e-02
6.22544589e-02 1.56138150e-01 -2.12536876e-01 -1.46727036e-01
-4.27894856e-02 -3.12129655e-02 1.23170692e-01 3.18801071e-01
5.72585504e-03]
[ 1.05142418e-01 3.23801458e-01 -2.01450173e-01 5.02455046e-01
8.65435373e-02 -2.11680380e-03 -1.85136658e-01 -3.39443506e-01
-2.07929605e-01 -3.70087054e-01 4.89580722e-01 7.14270502e-01
-4.22850650e-01]
[ -3.11990935e-02 1.59549082e-01 4.94853440e-02 7.34503105e-02
-2.87677359e-02 -7.00396729e-02 -2.03264185e-01 -3.08432567e-01
-2.23597177e-01 -2.25687619e-01 2.55051435e-01 7.33530393e-01
-3.53506294e-01]
[ -5.04195343e-02 -1.24169577e-01 -1.60626641e-01 2.44301534e-01
-1.71220838e-01 2.33755972e-01 -7.60808144e-02 -2.52114125e-01
-2.36586669e-01 -4.96100727e-01 1.23446132e-01 2.43597906e-01
-2.18019515e-01]
[ 7.93955034e-02 -3.82246122e-01 -5.12421079e-02 -4.42351468e-02
-1.10394160e-01 2.00657576e-01 9.77069494e-02 1.76626599e-01
-1.42124950e-01 -3.60447857e-02 -8.58495811e-02 2.37499183e-01
-1.28211405e-01]
[ 2.04092926e-01 -2.90027326e-01 -1.22976992e-01 -9.05001246e-02
-2.05470030e-01 1.22567594e-01 3.20774802e-02 -1.55136848e-01
-2.67845153e-02 -1.24444262e-01 -1.30481566e-01 -2.09775618e-01
-5.99182259e-02]
[ -1.34868731e-01 -7.87915454e-02 3.83145980e-02 -2.48332932e-01
-5.45945179e-02 -1.40793894e-01 5.51100646e-02 -2.21304233e-02
-6.44665121e-02 -1.76527185e-02 -2.91869531e-01 -3.75607055e-01
-2.52098441e-02]
[ -1.41193223e-01 -1.20017887e-01 -7.32448357e-02 -2.04291714e-01
-3.31618351e-01 -2.87159604e-01 8.99214653e-02 3.83196400e-02
-2.21655786e-02 2.06937848e-02 -1.32606503e-01 -4.52634320e-01
-1.31337735e-01]
[ -1.67698993e-01 -2.16882729e-01 -2.97801195e-01 -2.67190804e-01
-2.60757391e-01 -2.06584635e-01 -3.34283880e-01 1.40666109e-01
-4.98412472e-02 -2.78082488e-01 -2.56281686e-01 -1.63182821e-01
-2.01779934e-01]
[ -1.06013866e-01 1.06105260e-01 2.62270841e-02 -5.01689854e-02
-2.24681536e-01 -1.68642026e-01 -7.94209438e-02 -4.15939934e-03
-7.12015806e-02 -2.11571689e-01 -2.07008368e-01 -2.65726705e-01
-1.19985916e-01]
[ -3.48040830e-01 -1.35705552e-01 -2.69682396e-01 7.24292471e-02
-2.12384925e-01 -2.26197332e-01 -5.60986062e-02 -1.70239113e-01
6.01535413e-02 -9.22682347e-02 1.19545445e-02 -3.55337750e-01
-4.80677805e-02]
[ -1.25345807e-01 -3.63055081e-02 -2.57637051e-01 -1.37642896e-02
-2.16280630e-01 -2.76386221e-01 -3.96582617e-01 -1.01573909e-01
-2.34886920e-03 -3.17349524e-01 -2.78793372e-01 -3.75959910e-01
-1.15774638e-01]
[ -2.13482478e-01 -5.42076404e-01 -3.30011994e-01 -4.03802906e-01
-3.37882527e-01 -2.26172936e-01 3.96575093e-03 -3.22454278e-01
1.13280847e-01 -2.67318812e-01 -2.47006139e-01 -1.19968951e-01
-1.08158861e-01]
[ -2.11814086e-01 -3.00410495e-01 -3.11576271e-01 -1.54497013e-01
-9.87354218e-02 -1.46448244e-01 -1.22841583e-01 -3.53427733e-02
-2.13295521e-01 -5.20637954e-01 -2.48929661e-01 -9.81063843e-02
-1.83009848e-02]
[ -1.23390746e-01 3.43576003e-02 -2.39895620e-01 -3.44268995e-01
-2.21687621e-01 -2.57624052e-01 -7.07688087e-02 -2.65248921e-01
1.69470684e-02 1.03512759e-02 -2.94414196e-01 -3.43983293e-02
-2.02357844e-01]]
Progress: 5.2% ... Training loss: 0.400 ... Validation loss: 0.726[[-0.06307935]
[ 0.33059461]
[-0.107698 ]
[ 0.61774034]
[ 0.31534786]
[ 0.01423844]
[-0.72769122]
[-0.84869118]
[-0.63794172]
[-0.85637994]
[ 0.8217211 ]
[ 1.97884091]
[-1.18184885]]
[[ -5.35708228e-01 -5.41065827e-01 -5.79040988e-01 -2.64942270e-01
-3.39285656e-01 -5.84190248e-01 -6.18540474e-01 -5.83646665e-01
-7.35343050e-01 -6.70808148e-01 -1.82724416e-01 3.43924749e-01
-6.43859498e-01]
[ 5.82366631e-03 -1.40317748e-01 5.18852309e-02 -2.13477886e-02
-4.44438578e-02 5.91030254e-02 -1.13543898e-01 2.42379708e-01
-1.15255837e-01 -1.54862253e-01 -4.00419688e-02 -9.82134343e-03
1.10732642e-01]
[ -1.98767608e-01 1.59715095e-01 -2.67087866e-02 1.48278822e-01
1.45191365e-01 -1.09362074e-01 -3.81257727e-02 -2.05758470e-01
6.51824464e-02 -2.23791531e-01 2.80745475e-01 8.04440276e-01
3.97497126e-02]
[ 1.81064013e-01 -3.13569202e-01 -2.53518678e-01 -1.13386581e-01
-3.69733433e-01 -5.45825149e-03 7.09535869e-02 -1.74699613e-01
2.28881693e-01 -1.90296312e-01 -2.74124439e-01 -6.12540541e-01
-4.36763363e-02]
[ 1.02981912e-01 9.22225602e-02 8.66267595e-02 1.75501133e-01
2.70862995e-02 7.53057660e-02 -3.48283287e-02 7.97788705e-02
-1.79142277e-03 1.33453853e-01 2.39541316e-01 1.26275287e-01
2.25257540e-01]
[ -4.82057877e-01 -5.58884224e-01 -6.09132594e-01 -5.19646576e-01
-5.60003428e-01 -5.61135404e-01 -3.00868804e-01 -2.26081026e-01
-4.12814419e-01 -2.99267137e-01 -3.64601612e-01 -4.91337702e-01
-2.70508069e-01]
[ -4.14135048e-01 -5.71293024e-01 -3.21158714e-01 -3.57812269e-01
-4.02686278e-01 -5.56933309e-01 -4.64888554e-01 -4.92568336e-01
-3.16539903e-01 -2.37372217e-01 -4.66416831e-01 -2.04934459e-01
-2.49863612e-01]
[ -3.13883537e-01 -3.80731129e-01 -4.50188750e-01 -3.15696693e-01
-3.29916375e-01 -4.10825757e-01 -1.90263723e-01 -1.23318719e-01
-2.34127530e-01 -3.76829558e-01 -2.95300528e-01 -4.95401077e-01
-1.81106100e-01]
[ -4.73410307e-01 -3.45646750e-01 -3.77501585e-01 -1.22709168e-01
-3.30842417e-01 -2.11553112e-01 -2.10066597e-01 -4.72734799e-01
-3.53781880e-01 -5.00699699e-01 -1.08777299e-01 1.60619663e-02
-3.21293424e-01]
[ -9.42719196e-01 -9.50293287e-01 -9.63168961e-01 -8.63255922e-01
-1.02423492e+00 -9.73832138e-01 -7.00937049e-01 -6.82330101e-01
-7.89422068e-01 -5.77850175e-01 -8.90976206e-01 -6.22303912e-01
-4.11145135e-01]
[ -5.00265888e-01 -2.61430279e-01 -4.61297216e-01 -3.04424863e-01
-3.53421704e-01 -3.53451780e-01 -5.41416542e-01 -5.78786744e-01
-6.13613686e-01 -1.76709483e-01 -3.92156936e-01 -5.29051712e-01
-4.45127444e-01]
[ -1.18834641e-01 5.24661086e-02 -3.39232872e-01 -3.06214531e-01
-7.57825591e-02 -6.97012588e-02 -1.78331620e-01 -2.93005523e-01
-1.71838546e-01 1.02084470e-01 -2.35627981e-01 -1.95279168e-01
-2.82295362e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.60336677e-01 -9.45725374e-02 1.60594015e-01 -2.15188297e-01
-1.14925493e-01 1.14573746e-01 -1.49225806e-01 -3.66844102e-02
-9.81406424e-02 2.25561503e-02 -7.76601700e-02 -1.53902916e-01
3.57741856e-02]
[ -8.01641949e-02 -2.57960362e-01 -1.77143574e-01 -2.78606653e-01
-4.77906915e-01 -8.42405070e-02 -1.52148437e-02 1.57968590e-02
-3.26420009e-02 3.12974514e-02 -1.57698477e-01 -1.90776231e-01
-2.05119588e-01]
[ -7.38054706e-02 7.13982395e-03 -2.45045130e-01 -2.39355789e-01
1.43669169e-01 -1.62331291e-01 -1.59692105e-01 3.02124647e-02
1.38348964e-02 -2.97423752e-02 -1.69205415e-01 -6.24543817e-03
5.09147431e-02]
[ 2.95590398e-02 -1.57560789e-01 -1.52460275e-01 -4.19974355e-02
-1.18951533e-01 -1.06544653e-01 6.59873931e-02 -1.81539953e-01
-4.82915967e-02 -5.72731991e-02 -8.32612169e-03 -1.58481013e-01
4.36420893e-02]
[ -2.83080292e-01 -1.43216574e-01 -6.99314302e-02 -9.09034069e-02
-3.03433741e-01 -2.71421646e-01 -3.63243373e-01 5.70708101e-02
-2.97389504e-01 -2.14238488e-01 1.80339043e-01 1.10371864e-01
2.86709115e-01]
[ -2.14303199e-01 -1.34499637e-01 -7.65398995e-02 -8.64744327e-02
-8.32902800e-02 -1.13818315e-01 -5.94484406e-02 6.40453174e-02
-1.14232922e-01 3.23225581e-02 5.83260230e-03 -1.73710665e-01
2.47528965e-02]
[ -1.51544390e-01 -6.23237714e-02 -2.21459969e-01 -3.58527104e-01
-1.44427323e-01 -1.98617404e-01 -2.23470284e-01 -7.49566383e-02
2.06074568e-01 -1.73607889e-01 -3.06856215e-01 -3.17099888e-01
-1.09276502e-01]
[ -3.65124959e-01 -8.44474472e-02 -1.40643348e-01 -2.10641496e-01
-6.39260845e-02 -3.09688179e-01 7.59461738e-02 -3.84996249e-02
-1.00619126e-01 1.15404927e-01 -5.19585166e-02 -9.97018946e-02
-1.36105568e-01]
[ -1.69174859e-01 -1.60099684e-01 -4.45364431e-02 -1.39024972e-01
-1.39319761e-01 -2.91765702e-01 -1.21040593e-01 -1.07061702e-01
-3.13818061e-01 3.02235474e-02 1.73581536e-01 1.11232781e-01
-2.84255029e-01]
[ -1.38029958e-01 -1.83608065e-01 -1.10595858e-01 -2.85052908e-01
8.70074338e-02 -1.71509300e-02 -2.27254563e-01 -1.48991147e-01
7.88660241e-02 -1.10099999e-01 -1.88431758e-01 -1.88537725e-01
-3.42789690e-01]
[ -4.43651507e-02 -2.96987562e-02 -1.47570632e-01 -3.04799585e-02
-2.24618004e-01 6.37808799e-02 -9.20805694e-02 -4.84582772e-02
-2.34472383e-01 -7.64920519e-02 -5.24669372e-02 -2.76391647e-01
-1.68068057e-01]
[ -7.29894189e-02 3.87218531e-02 -1.30197062e-01 -2.81024917e-01
1.28964483e-01 2.13108094e-02 -2.42871096e-01 -1.96615734e-01
1.00567088e-01 -9.07143728e-02 -2.31857156e-01 -1.27280407e-01
-2.86279338e-01]
[ 8.29557760e-02 -3.05639293e-01 -8.26557887e-02 -3.91063280e-01
-2.11794908e-01 -8.70122742e-02 2.40043771e-02 6.24127929e-02
-2.77111419e-02 2.45609270e-01 -4.29619112e-01 -3.78908313e-01
2.50845473e-01]
[ -2.18373880e-01 -2.46134066e-01 -1.28485140e-01 -2.47615538e-01
-2.95150271e-01 -9.09595536e-02 1.52771619e-01 2.13019933e-03
2.59709539e-01 8.59415748e-03 -3.08484051e-01 -5.78777655e-01
4.33789069e-01]
[ -1.04240575e-02 -1.78479777e-01 2.09708589e-02 -2.24189432e-01
-1.54148895e-01 1.68975186e-01 1.11020026e-01 1.66651522e-01
-7.63587496e-02 1.59391711e-01 -7.37238170e-02 -5.28476788e-01
4.26795588e-01]
[ 4.73386991e-03 -3.16138392e-02 -1.24713282e-01 -4.03019295e-02
-1.60753087e-01 -4.41647090e-02 1.93804207e-01 8.12862924e-02
1.85748768e-01 2.83333533e-01 -3.52289882e-01 -3.81646242e-01
4.35321687e-01]
[ -8.06389114e-02 -2.69138174e-01 5.82250818e-02 -3.02614862e-01
-1.31670737e-01 1.19962746e-01 2.66841778e-01 5.36091882e-02
-1.15590554e-01 9.43500307e-02 -4.52019756e-01 -4.59920927e-01
5.55490245e-01]
[ 1.20617375e-01 -6.64734012e-02 1.11486910e-02 -8.02072146e-02
-5.58957696e-02 -1.50870135e-02 1.26072544e-01 2.25204050e-01
2.97026453e-01 1.47833983e-01 -4.20012617e-01 -2.76996238e-01
2.09913191e-01]
[ -1.04812733e-02 -1.13715312e-01 1.44838931e-02 6.79162883e-02
-6.87370311e-02 -2.82619059e-01 -3.29817321e-02 2.13504545e-01
-7.23631294e-02 4.25233345e-03 -1.66102269e-01 -3.94305833e-01
9.95066098e-02]
[ 7.92986396e-02 1.17039967e-01 -3.12294593e-04 3.84489025e-02
-9.02442241e-02 -5.95693253e-02 -1.74693808e-01 -1.84622008e-01
-2.63932367e-01 -1.54902627e-01 -1.92776120e-01 1.82619987e-01
-6.77959641e-02]
[ 4.25004991e-02 -9.49116601e-02 1.44453445e-01 1.00309303e-01
2.31301287e-01 7.46946223e-03 -3.50721637e-01 -3.34664603e-01
-6.43737436e-02 -4.97287835e-01 8.15828604e-02 6.81790940e-01
-3.00332271e-01]
[ 3.60953440e-02 8.44456203e-02 -2.11142134e-01 3.80726392e-02
3.24530657e-02 -2.77582589e-04 -1.53074690e-01 -3.26125522e-01
-2.88239241e-01 -1.73637303e-01 -3.98809699e-02 2.04020443e-03
-1.76168758e-01]
[ -5.37597878e-02 -2.16910732e-01 6.78632326e-02 9.70555560e-02
-1.33123525e-01 -1.33922233e-01 5.78773195e-02 2.01897852e-02
1.00770897e-01 -3.38010932e-01 -2.91087345e-01 -2.48736153e-01
5.18453291e-02]
[ 1.76496700e-02 -2.71470808e-01 6.42037754e-02 -2.08034508e-01
-1.88698185e-01 -2.30609489e-01 -2.46055836e-01 9.19771631e-02
9.24715337e-03 1.64783829e-01 -1.41100999e-01 5.36218166e-02
-4.47301358e-02]
[ 1.75077177e-01 4.87304708e-02 -1.01329639e-01 -1.96085276e-01
-5.86660667e-02 -1.01343117e-01 -1.67279555e-01 8.55933335e-02
-1.82068606e-01 -1.84292059e-01 -1.75372353e-01 2.33571118e-02
-7.75569438e-02]
[ -1.70408613e-01 -1.87946693e-01 -1.04509063e-01 -1.79011680e-01
-5.51447894e-02 2.72198050e-02 -1.65183999e-01 -1.20340261e-01
-1.24698084e-01 6.71182274e-02 -2.10092325e-01 -6.04928266e-02
-1.96822453e-01]
[ -3.12503887e-02 -2.25152019e-01 -1.51296223e-01 -1.98121379e-01
-6.30293977e-02 4.44346456e-02 3.77018306e-03 6.74698634e-02
-1.93674327e-01 -1.85113330e-01 -7.26590014e-02 -2.61532168e-01
1.29711022e-02]
[ 1.18520787e-01 5.56058351e-02 1.42140113e-03 -1.67765564e-01
-3.39438612e-01 8.11949969e-03 -9.83252945e-02 -1.65742854e-01
-2.84588960e-01 1.56401352e-01 -1.51984102e-01 -2.48378222e-01
4.55906802e-02]
[ -6.28135303e-02 -1.23993427e-02 -2.82199260e-01 -1.41188113e-02
6.21585495e-02 1.56138566e-01 -2.12678542e-01 -1.46916500e-01
-4.28763174e-02 -3.16468451e-02 1.23061384e-01 3.20335795e-01
5.85925516e-03]
[ 1.04901835e-01 3.26320655e-01 -2.01965832e-01 5.07899588e-01
8.84879713e-02 -2.06055213e-03 -1.89045700e-01 -3.43974012e-01
-2.11315314e-01 -3.74414994e-01 4.97322759e-01 7.32089580e-01
-4.31254521e-01]
[ -3.14467472e-02 1.62002040e-01 4.88609800e-02 7.80232519e-02
-2.65397496e-02 -6.99858163e-02 -2.06723409e-01 -3.13387228e-01
-2.26677862e-01 -2.29913173e-01 2.62531583e-01 7.52597235e-01
-3.61968809e-01]
[ -5.05662889e-02 -1.22995530e-01 -1.60861772e-01 2.47266020e-01
-1.70141927e-01 2.33796917e-01 -7.84018475e-02 -2.54529691e-01
-2.39020454e-01 -4.97567980e-01 1.27266224e-01 2.55874846e-01
-2.22456557e-01]
[ 7.94207859e-02 -3.82375182e-01 -5.11952525e-02 -4.45222303e-02
-1.10538835e-01 2.00652147e-01 9.80338851e-02 1.77054147e-01
-1.41850811e-01 -3.55793708e-02 -8.62162827e-02 2.36239105e-01
-1.27563647e-01]
[ 2.04094894e-01 -2.89962325e-01 -1.22998482e-01 -9.03789055e-02
-2.05421899e-01 1.22567411e-01 3.19620013e-02 -1.55351774e-01
-2.68509183e-02 -1.24537541e-01 -1.30277183e-01 -2.08448567e-01
-6.03450895e-02]
[ -1.34823538e-01 -7.90609703e-02 3.84063689e-02 -2.48856010e-01
-5.48415665e-02 -1.40802409e-01 5.57365887e-02 -2.14490010e-02
-6.40063299e-02 -1.68748405e-02 -2.92483597e-01 -3.77488177e-01
-2.41398617e-02]
[ -1.41166596e-01 -1.20176403e-01 -7.32008928e-02 -2.04604841e-01
-3.31764705e-01 -2.87164252e-01 9.04223255e-02 3.88064324e-02
-2.17761975e-02 2.12014436e-02 -1.33135715e-01 -4.54335844e-01
-1.30574892e-01]
[ -1.67652806e-01 -2.16750260e-01 -2.97791158e-01 -2.67114871e-01
-2.60396957e-01 -2.06594696e-01 -3.34652770e-01 1.39405966e-01
-4.98521012e-02 -2.78628650e-01 -2.54929176e-01 -1.56230673e-01
-2.02885318e-01]
[ -1.06049352e-01 1.07559533e-01 2.61028934e-02 -4.79440412e-02
-2.23800296e-01 -1.68634218e-01 -8.01791632e-02 -5.18322931e-03
-7.21109150e-02 -2.11488154e-01 -2.02872868e-01 -2.54962287e-01
-1.20216957e-01]
[ -3.48078484e-01 -1.34908368e-01 -2.69793735e-01 7.42810564e-02
-2.12080822e-01 -2.26191449e-01 -5.56254689e-02 -1.70550667e-01
6.02918558e-02 -9.23146495e-02 1.41545649e-02 -3.49764774e-01
-4.92668755e-02]
[ -1.25267227e-01 -3.64470679e-02 -2.57531389e-01 -1.41307728e-02
-2.16478025e-01 -2.76397126e-01 -3.95145008e-01 -9.92406187e-02
-1.09291337e-03 -3.15262869e-01 -2.79213409e-01 -3.77945367e-01
-1.11144295e-01]
[ -2.13606100e-01 -5.42310748e-01 -3.29968051e-01 -4.03354348e-01
-3.37917803e-01 -2.26161279e-01 3.85366527e-03 -3.21413128e-01
1.13128873e-01 -2.66538599e-01 -2.46497503e-01 -1.14974291e-01
-1.06493691e-01]
[ -2.11890260e-01 -2.99754350e-01 -3.11819983e-01 -1.52642085e-01
-9.76299636e-02 -1.46436334e-01 -1.22750679e-01 -3.63340409e-02
-2.13260959e-01 -5.21316803e-01 -2.45821662e-01 -8.88785421e-02
-2.04360265e-02]
[ -1.23387859e-01 3.44119119e-02 -2.39855738e-01 -3.44447125e-01
-2.21699259e-01 -2.57624479e-01 -7.01897776e-02 -2.65732238e-01
1.76632754e-02 1.00253801e-02 -2.94091894e-01 -3.41542163e-02
-2.01731846e-01]]
Progress: 5.2% ... Training loss: 0.397 ... Validation loss: 0.699[[ -7.50887805e-02]
[ 3.15702147e-01]
[ -1.23527657e-01]
[ 5.96291194e-01]
[ 2.94061959e-01]
[ 6.05874445e-04]
[ -7.49755266e-01]
[ -8.73255563e-01]
[ -6.58036522e-01]
[ -8.78051748e-01]
[ 7.96891972e-01]
[ 1.91895736e+00]
[ -1.21872583e+00]]
[[ -5.35025165e-01 -5.45192930e-01 -5.77794137e-01 -2.75595101e-01
-3.44125959e-01 -5.84346360e-01 -6.07549788e-01 -5.69658768e-01
-7.25732002e-01 -6.58169493e-01 -1.98627955e-01 2.94577094e-01
-6.15997557e-01]
[ 5.93904480e-03 -1.40874328e-01 5.21041104e-02 -2.26234270e-02
-4.49315226e-02 5.90782485e-02 -1.12615615e-01 2.43824836e-01
-1.14126273e-01 -1.53698831e-01 -4.16390176e-02 -1.41824417e-02
1.13024876e-01]
[ -1.98195042e-01 1.55305862e-01 -2.54098195e-02 1.37367592e-01
1.39604858e-01 -1.09495567e-01 -2.77765736e-02 -1.93919537e-01
7.48581309e-02 -2.12385766e-01 2.65595781e-01 7.62930190e-01
6.52116986e-02]
[ 1.80900004e-01 -3.10363335e-01 -2.54322399e-01 -1.08211417e-01
-3.65613897e-01 -5.39165080e-03 6.87296186e-02 -1.80460645e-01
2.26019513e-01 -1.96185063e-01 -2.65389429e-01 -5.86446791e-01
-5.14115599e-02]
[ 1.02933650e-01 9.28581284e-02 8.62953280e-02 1.76518507e-01
2.79254138e-02 7.53161546e-02 -3.90256345e-02 7.54605020e-02
-4.83958896e-03 1.29941918e-01 2.41719607e-01 1.39476487e-01
2.17656790e-01]
[ -4.82061726e-01 -5.58977552e-01 -6.09094433e-01 -5.19577163e-01
-5.60117818e-01 -5.61139274e-01 -3.01408377e-01 -2.25392134e-01
-4.12977937e-01 -2.99112537e-01 -3.65124634e-01 -4.92532345e-01
-2.70272181e-01]
[ -4.13606619e-01 -5.74808447e-01 -3.20003911e-01 -3.66898569e-01
-4.06881037e-01 -5.57053934e-01 -4.56700992e-01 -4.82217244e-01
-3.08779344e-01 -2.27098728e-01 -4.79051601e-01 -2.43401396e-01
-2.28036303e-01]
[ -3.13753967e-01 -3.81048665e-01 -4.50036082e-01 -3.16963712e-01
-3.30709127e-01 -4.10854115e-01 -1.86369973e-01 -1.19714387e-01
-2.31481036e-01 -3.73772334e-01 -2.97228999e-01 -5.02147048e-01
-1.74800980e-01]
[ -4.73369046e-01 -3.46067355e-01 -3.77381589e-01 -1.23442978e-01
-3.31214987e-01 -2.11570656e-01 -2.08773960e-01 -4.70754824e-01
-3.53282762e-01 -4.99013898e-01 -1.10060236e-01 9.29308596e-03
-3.18263246e-01]
[ -9.42207368e-01 -9.53779874e-01 -9.62090721e-01 -8.71902511e-01
-1.02878579e+00 -9.73953205e-01 -6.91334165e-01 -6.70153780e-01
-7.80194408e-01 -5.66716940e-01 -9.03184573e-01 -6.68797985e-01
-3.86868763e-01]
[ -5.00244495e-01 -2.61631446e-01 -4.61075762e-01 -3.05507563e-01
-3.53735625e-01 -3.53470302e-01 -5.40332508e-01 -5.76292996e-01
-6.14227917e-01 -1.74905666e-01 -3.94691190e-01 -5.31596607e-01
-4.41316408e-01]
[ -1.18672449e-01 5.18069701e-02 -3.39066938e-01 -3.07502958e-01
-7.63922371e-02 -6.97320659e-02 -1.76184163e-01 -2.91051302e-01
-1.69709322e-01 1.04318533e-01 -2.37254559e-01 -1.99416629e-01
-2.78984273e-01]
[ -1.90566136e-02 2.05194450e-01 1.01368256e-01 7.57453411e-02
8.47350596e-02 2.58234092e-02 9.22043731e-02 -9.14175564e-02
-1.64449552e-01 -2.60866526e-01 -2.44658589e-01 2.15222757e-01
1.02812852e-01]
[ -2.60305135e-01 -9.48829471e-02 1.60684281e-01 -2.15825553e-01
-1.15245856e-01 1.14563012e-01 -1.48847527e-01 -3.55588222e-02
-9.77318550e-02 2.37207158e-02 -7.90343298e-02 -1.57347359e-01
3.73378635e-02]
[ -8.01310965e-02 -2.58001792e-01 -1.77111929e-01 -2.78645789e-01
-4.78000180e-01 -8.42474096e-02 -1.52455348e-02 1.59584946e-02
-3.24379574e-02 3.11324718e-02 -1.57532696e-01 -1.89945319e-01
-2.05295596e-01]
[ -7.38501239e-02 7.19141216e-03 -2.45072102e-01 -2.38973686e-01
1.43755506e-01 -1.62323928e-01 -1.60361476e-01 3.00273361e-02
1.32969670e-02 -3.00540569e-02 -1.68965108e-01 -5.99867379e-03
5.03596776e-02]
[ 2.96939069e-02 -1.58195489e-01 -1.52188193e-01 -4.38796997e-02
-1.19898799e-01 -1.06576866e-01 6.79485968e-02 -1.78630658e-01
-4.67095597e-02 -5.43370542e-02 -1.12056649e-02 -1.68572924e-01
4.89664805e-02]
[ -2.82970038e-01 -1.43698555e-01 -6.97309223e-02 -9.30381328e-02
-3.04162738e-01 -2.71444150e-01 -3.61692791e-01 5.86132104e-02
-2.95883031e-01 -2.13403676e-01 1.77645057e-01 1.02690172e-01
2.91422304e-01]
[ -2.14033575e-01 -1.36547667e-01 -7.59203865e-02 -9.10566625e-02
-8.55772470e-02 -1.13879715e-01 -5.45342358e-02 6.97880050e-02
-1.09545386e-01 3.84652295e-02 -5.03539852e-04 -1.94027783e-01
3.65876298e-02]
[ -1.51590335e-01 -6.22528423e-02 -2.21487880e-01 -3.58220542e-01
-1.44327987e-01 -1.98609796e-01 -2.23378476e-01 -7.43762667e-02
2.05916068e-01 -1.73228571e-01 -3.06753319e-01 -3.16440573e-01
-1.08045691e-01]
[ -3.65017588e-01 -8.50608322e-02 -1.40476581e-01 -2.12311389e-01
-6.48745381e-02 -3.09711804e-01 7.82994090e-02 -3.60029146e-02
-9.89808825e-02 1.17431218e-01 -5.47871744e-02 -1.08559338e-01
-1.32037586e-01]
[ -1.69153747e-01 -1.59734804e-01 -4.45855196e-02 -1.38433548e-01
-1.39063573e-01 -2.91765920e-01 -1.20649681e-01 -1.07235704e-01
-3.13385477e-01 3.01462293e-02 1.75031618e-01 1.15427455e-01
-2.84735449e-01]
[ -1.37854967e-01 -1.84642551e-01 -1.10304886e-01 -2.87082118e-01
8.59749591e-02 -1.71967433e-02 -2.25097955e-01 -1.46321359e-01
8.09079440e-02 -1.07576952e-01 -1.91043647e-01 -1.98321772e-01
-3.39043210e-01]
[ -4.42721851e-02 -3.00900195e-02 -1.47446255e-01 -3.13322699e-02
-2.24945810e-01 6.37562060e-02 -9.08361042e-02 -4.71706587e-02
-2.33553060e-01 -7.52241233e-02 -5.32798278e-02 -2.77584565e-01
-1.66027924e-01]
[ -7.31792334e-02 3.94432473e-02 -1.30423603e-01 -2.79495695e-01
1.29733744e-01 2.13535244e-02 -2.44377958e-01 -1.98148409e-01
9.85852222e-02 -9.22640585e-02 -2.30648155e-01 -1.25018929e-01
-2.88190747e-01]
[ 8.29874097e-02 -3.05849843e-01 -8.25847738e-02 -3.91670989e-01
-2.12173251e-01 -8.70191265e-02 2.48651763e-02 6.34897933e-02
-2.70353760e-02 2.46557333e-01 -4.30718913e-01 -3.84603392e-01
2.52910198e-01]
[ -2.18249988e-01 -2.46725994e-01 -1.28321558e-01 -2.48902378e-01
-2.95655603e-01 -9.09846449e-02 1.54748398e-01 4.31562599e-03
2.61963833e-01 1.05679629e-02 -3.10045003e-01 -5.83820335e-01
4.38419433e-01]
[ -1.02835937e-02 -1.78940522e-01 2.11738030e-02 -2.25642411e-01
-1.54718349e-01 1.68943926e-01 1.13016405e-01 1.68878059e-01
-7.49255414e-02 1.62019194e-01 -7.58286217e-02 -5.33244139e-01
4.31576873e-01]
[ 4.75382127e-03 -3.17112888e-02 -1.24681823e-01 -4.05240173e-02
-1.60854386e-01 -4.41691832e-02 1.94222268e-01 8.17129294e-02
1.86106963e-01 2.83776144e-01 -3.52587279e-01 -3.82533718e-01
4.36095085e-01]
[ -8.04296975e-02 -2.69960144e-01 5.85175953e-02 -3.04444756e-01
-1.32520352e-01 1.19914148e-01 2.70021144e-01 5.65350013e-02
-1.13139121e-01 9.73511751e-02 -4.54121852e-01 -4.66310788e-01
5.61670602e-01]
[ 1.20815391e-01 -6.72541383e-02 1.13981568e-02 -8.21017610e-02
-5.67258902e-02 -1.51266813e-02 1.28858692e-01 2.28604649e-01
2.99918125e-01 1.51139292e-01 -4.21930077e-01 -2.82671968e-01
2.14971157e-01]
[ -1.05040221e-02 -1.13670511e-01 1.44583697e-02 6.80842265e-02
-6.86873473e-02 -2.82615091e-01 -3.32379633e-02 2.13240543e-01
-7.26200555e-02 3.91414194e-03 -1.66002299e-01 -3.94446812e-01
9.90895313e-02]
[ 7.94448456e-02 1.16154814e-01 -1.15219194e-04 3.65036263e-02
-9.10168613e-02 -5.95996919e-02 -1.72840246e-01 -1.82398094e-01
-2.62115923e-01 -1.53005066e-01 -1.95396583e-01 1.71740992e-01
-6.39789288e-02]
[ 4.24300433e-02 -9.46147348e-02 1.44438788e-01 1.00663190e-01
2.31631524e-01 7.48977561e-03 -3.51481557e-01 -3.34841626e-01
-6.54562036e-02 -4.98007820e-01 8.16229870e-02 6.78264339e-01
-3.00663850e-01]
[ 3.60152310e-02 8.47987586e-02 -2.11237316e-01 3.88383629e-02
3.28260008e-02 -2.61733990e-04 -1.53962537e-01 -3.27182614e-01
-2.88925672e-01 -1.74867524e-01 -3.89535526e-02 4.58760785e-03
-1.77999109e-01]
[ -5.38980312e-02 -2.16131900e-01 6.76945237e-02 9.85094719e-02
-1.32369101e-01 -1.33897880e-01 5.60061981e-02 1.84207671e-02
9.88767677e-02 -3.39752165e-01 -2.89488446e-01 -2.42525006e-01
4.90376670e-02]
[ 1.76449341e-02 -2.71723402e-01 6.42481785e-02 -2.08334622e-01
-1.88956968e-01 -2.30612704e-01 -2.45777271e-01 9.21988793e-02
9.36643246e-03 1.64864549e-01 -1.41598882e-01 5.47527439e-02
-4.42439685e-02]
[ 1.75170609e-01 4.79660789e-02 -1.01145913e-01 -1.97667822e-01
-5.94420996e-02 -1.01360068e-01 -1.66207826e-01 8.74604068e-02
-1.80943644e-01 -1.82614157e-01 -1.77832109e-01 1.61639949e-02
-7.39683839e-02]
[ -1.70378584e-01 -1.88481340e-01 -1.04374252e-01 -1.80351850e-01
-5.57539394e-02 2.72106179e-02 -1.64327323e-01 -1.19350717e-01
-1.23734282e-01 6.84467256e-02 -2.11992660e-01 -6.51153612e-02
-1.93978681e-01]
[ -3.11478777e-02 -2.26342496e-01 -1.50974737e-01 -2.00719733e-01
-6.44789311e-02 4.44026163e-02 5.90811550e-03 7.05076685e-02
-1.92143280e-01 -1.82660593e-01 -7.71936781e-02 -2.73857721e-01
1.82575350e-02]
[ 1.18369213e-01 5.67199482e-02 1.10928692e-03 -1.65649561e-01
-3.38613198e-01 8.14863817e-03 -1.00037572e-01 -1.68990677e-01
-2.86115811e-01 1.53264975e-01 -1.48144386e-01 -2.38091107e-01
4.00257115e-02]
[ -6.27696336e-02 -1.27114833e-02 -2.82114724e-01 -1.47598151e-02
6.18582547e-02 1.56128982e-01 -2.12293795e-01 -1.46162838e-01
-4.23966678e-02 -3.06679902e-02 1.22207768e-01 3.18003814e-01
7.36338546e-03]
[ 1.04926518e-01 3.26146336e-01 -2.01936657e-01 5.07482541e-01
8.83489785e-02 -2.06503437e-03 -1.88899005e-01 -3.43747827e-01
-2.11076514e-01 -3.74093471e-01 4.96634166e-01 7.29994808e-01
-4.30655474e-01]
[ -3.16148741e-02 1.63236822e-01 4.85850764e-02 8.06688554e-02
-2.56775693e-02 -6.99557575e-02 -2.09101074e-01 -3.15572313e-01
-2.29239257e-01 -2.32314476e-01 2.66194900e-01 7.62269261e-01
-3.66966769e-01]
[ -5.05915017e-02 -1.22779983e-01 -1.60913753e-01 2.47769388e-01
-1.69966314e-01 2.33805182e-01 -7.89281149e-02 -2.54910423e-01
-2.39388678e-01 -4.97951329e-01 1.27998957e-01 2.57966526e-01
-2.23131331e-01]
[ 7.94707639e-02 -3.82622626e-01 -5.10889025e-02 -4.52319212e-02
-1.10880543e-01 2.00640119e-01 9.87535505e-02 1.78230702e-01
-1.41324535e-01 -3.45943348e-02 -8.72653685e-02 2.32636415e-01
-1.25787439e-01]
[ 2.04082128e-01 -2.90046655e-01 -1.22991561e-01 -9.04440722e-02
-2.05510200e-01 1.22568525e-01 3.19021584e-02 -1.55539809e-01
-2.69503285e-02 -1.24590044e-01 -1.30506517e-01 -2.09438734e-01
-6.04422345e-02]
[ -1.34805300e-01 -7.91738599e-02 3.84393239e-02 -2.49036117e-01
-5.49416928e-02 -1.40806308e-01 5.59467344e-02 -2.11191032e-02
-6.38452281e-02 -1.65721467e-02 -2.92737705e-01 -3.77969947e-01
-2.38441579e-02]
[ -1.41029352e-01 -1.21039668e-01 -7.29436135e-02 -2.06555463e-01
-3.32539940e-01 -2.87190024e-01 9.28306235e-02 4.16311663e-02
-1.95836447e-02 2.40517793e-02 -1.36236732e-01 -4.62805237e-01
-1.26140029e-01]
[ -1.67336072e-01 -2.17836291e-01 -2.97406508e-01 -2.69737255e-01
-2.61756099e-01 -2.06662870e-01 -3.30691274e-01 1.44498694e-01
-4.63934151e-02 -2.74660013e-01 -2.57683896e-01 -1.68481819e-01
-1.97608376e-01]
[ -1.05930171e-01 1.06877946e-01 2.63529174e-02 -4.95212340e-02
-2.24530643e-01 -1.68662243e-01 -7.89864174e-02 -3.71490251e-03
-7.05875676e-02 -2.10399270e-01 -2.04802782e-01 -2.61559540e-01
-1.17424646e-01]
[ -3.48010330e-01 -1.35433507e-01 -2.69662532e-01 7.25702979e-02
-2.12661677e-01 -2.26204190e-01 -5.39078674e-02 -1.69284112e-01
6.19923460e-02 -9.05864316e-02 1.19178806e-02 -3.55050775e-01
-4.54354675e-02]
[ -1.25315791e-01 -3.69750810e-02 -2.57382127e-01 -1.54922831e-02
-2.17301734e-01 -2.76393032e-01 -3.94470121e-01 -9.62572912e-02
-5.32494839e-04 -3.12922410e-01 -2.81995770e-01 -3.87494961e-01
-1.04475820e-01]
[ -2.13462854e-01 -5.43035030e-01 -3.29687976e-01 -4.05027151e-01
-3.38905097e-01 -2.26195020e-01 7.23844538e-03 -3.17881663e-01
1.15509580e-01 -2.62829243e-01 -2.49630639e-01 -1.24229075e-01
-1.00146535e-01]
[ -2.11744082e-01 -3.00652088e-01 -3.11529908e-01 -1.55131367e-01
-9.87716615e-02 -1.46472358e-01 -1.20487543e-01 -3.35736240e-02
-2.11622500e-01 -5.18957525e-01 -2.49379870e-01 -9.86343785e-02
-1.43787562e-02]
[ -1.23437375e-01 3.45078084e-02 -2.39875399e-01 -3.44030909e-01
-2.21550684e-01 -2.57620266e-01 -7.05500488e-02 -2.66210766e-01
1.71438208e-02 1.00016623e-02 -2.94066070e-01 -3.46360314e-02
-2.01306913e-01]]
Progress: 5.3% ... Training loss: 0.398 ... Validation loss: 0.727[[-0.0568047 ]
[ 0.33229304]
[-0.10798946]
[ 0.62301707]
[ 0.31075383]
[ 0.01769628]
[-0.73358141]
[-0.85422261]
[-0.64383672]
[-0.86168197]
[ 0.82985532]
[ 1.96754304]
[-1.20269363]]
[[ -5.35299789e-01 -5.43094617e-01 -5.78384539e-01 -2.70873813e-01
-3.42116705e-01 -5.84344194e-01 -6.08693909e-01 -5.73522938e-01
-7.25478947e-01 -6.61268548e-01 -1.90132059e-01 3.13026879e-01
-6.17749245e-01]
[ 5.85316366e-03 -1.40428573e-01 5.19713353e-02 -2.14468305e-02
-4.45866977e-02 5.90787695e-02 -1.13693774e-01 2.42324938e-01
-1.14924600e-01 -1.54649010e-01 -3.95429246e-02 -7.05966042e-03
1.10204793e-01]
[ -1.97862033e-01 1.54915293e-01 -2.49149955e-02 1.36471436e-01
1.38687202e-01 -1.09498632e-01 -2.58303165e-02 -1.89074455e-01
7.78590481e-02 -2.07007618e-01 2.66778537e-01 7.64336387e-01
7.17210421e-02]
[ 1.80490039e-01 -3.10074271e-01 -2.54462711e-01 -1.06271909e-01
-3.66068878e-01 -5.38895884e-03 6.45579905e-02 -1.80043658e-01
2.20822829e-01 -1.96588561e-01 -2.66444560e-01 -5.90896140e-01
-5.18687525e-02]
[ 1.02322279e-01 9.56932060e-02 8.51642448e-02 1.84148685e-01
3.10612120e-02 7.53206798e-02 -4.33073828e-02 6.76088923e-02
-9.32313566e-03 1.20093362e-01 2.54759549e-01 1.70388110e-01
1.99918042e-01]
[ -4.82291781e-01 -5.58156623e-01 -6.09444116e-01 -5.18028665e-01
-5.59406847e-01 -5.61137431e-01 -3.03219073e-01 -2.28726427e-01
-4.14321042e-01 -3.02182450e-01 -3.62787572e-01 -4.86246559e-01
-2.73496763e-01]
[ -4.13645292e-01 -5.75011049e-01 -3.20034732e-01 -3.67496198e-01
-4.06827685e-01 -5.57053705e-01 -4.55022921e-01 -4.81541219e-01
-3.07139750e-01 -2.26410666e-01 -4.79536613e-01 -2.46087833e-01
-2.24062497e-01]
[ -3.14343169e-01 -3.78205839e-01 -4.50988413e-01 -3.08933977e-01
-3.27987948e-01 -4.10850084e-01 -1.93728047e-01 -1.28166512e-01
-2.37342321e-01 -3.81037388e-01 -2.84746928e-01 -4.68499027e-01
-1.89548007e-01]
[ -4.73631614e-01 -3.45018196e-01 -3.77687152e-01 -1.20823550e-01
-3.30569723e-01 -2.11568261e-01 -2.11407247e-01 -4.73008008e-01
-3.55629262e-01 -5.01324954e-01 -1.07164352e-01 1.52870510e-02
-3.21793634e-01]
[ -9.43087945e-01 -9.50027006e-01 -9.63498864e-01 -8.62505356e-01
-1.02513265e+00 -9.73946110e-01 -7.01049973e-01 -6.83111524e-01
-7.87662021e-01 -5.77170346e-01 -8.88790989e-01 -6.29298539e-01
-4.04223643e-01]
[ -5.00564607e-01 -2.60438920e-01 -4.61439281e-01 -3.02413741e-01
-3.52808264e-01 -3.53468402e-01 -5.41878102e-01 -5.77775023e-01
-6.15785663e-01 -1.77632955e-01 -3.90684075e-01 -5.25461101e-01
-4.44091226e-01]
[ -1.18579273e-01 5.13283082e-02 -3.38914275e-01 -3.08477347e-01
-7.68719482e-02 -6.97326613e-02 -1.74923237e-01 -2.89840420e-01
-1.68511304e-01 1.05645171e-01 -2.38513163e-01 -2.02039616e-01
-2.76230527e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60444514e-01 -9.44134712e-02 1.60444365e-01 -2.14827355e-01
-1.14734410e-01 1.14564234e-01 -1.50133676e-01 -3.80921004e-02
-9.86631508e-02 2.13867858e-02 -7.75388614e-02 -1.53756921e-01
3.45485235e-02]
[ -8.02329876e-02 -2.57594296e-01 -1.77239345e-01 -2.77919329e-01
-4.77739253e-01 -8.42466970e-02 -1.59855248e-02 1.48161396e-02
-3.30413798e-02 2.99890158e-02 -1.56443912e-01 -1.86968294e-01
-2.06307694e-01]
[ -7.40253806e-02 7.45314971e-03 -2.45246962e-01 -2.37824832e-01
1.44301963e-01 -1.62322934e-01 -1.61088754e-01 2.86075083e-02
1.20037825e-02 -3.16669945e-02 -1.67680275e-01 -1.28625351e-03
4.81042469e-02]
[ 2.96072678e-02 -1.57488809e-01 -1.52423302e-01 -4.26430867e-02
-1.19201982e-01 -1.06575957e-01 6.71451352e-02 -1.79706830e-01
-4.69145131e-02 -5.60741048e-02 -9.10141932e-03 -1.64801070e-01
4.65865815e-02]
[ -2.82926514e-01 -1.43853400e-01 -6.96940135e-02 -9.35544337e-02
-3.04263479e-01 -2.71444296e-01 -3.61181126e-01 5.87116612e-02
-2.95206854e-01 -2.12768134e-01 1.77127187e-01 1.00765336e-01
2.93398308e-01]
[ -2.13920665e-01 -1.37225991e-01 -7.56969254e-02 -9.25573594e-02
-8.64035546e-02 -1.13880786e-01 -5.27729744e-02 7.22433276e-02
-1.08019784e-01 4.11055152e-02 -1.98439533e-03 -1.99476247e-01
4.12984232e-02]
[ -1.51503473e-01 -6.26145349e-02 -2.21361983e-01 -3.58928068e-01
-1.44750992e-01 -1.98610562e-01 -2.22076875e-01 -7.27784103e-02
2.07143143e-01 -1.72273413e-01 -3.07754715e-01 -3.19808741e-01
-1.05237356e-01]
[ -3.65116521e-01 -8.47492275e-02 -1.40571566e-01 -2.11285481e-01
-6.44940666e-02 -3.09711151e-01 7.65864046e-02 -3.73581517e-02
-1.00419583e-01 1.16443147e-01 -5.38869335e-02 -1.04191692e-01
-1.34324329e-01]
[ -1.69706600e-01 -1.57035446e-01 -4.54932633e-02 -1.31519635e-01
-1.36539379e-01 -2.91761977e-01 -1.26988582e-01 -1.15255490e-01
-3.18350371e-01 2.37104991e-02 1.85762837e-01 1.44995760e-01
-2.97970555e-01]
[ -1.37834655e-01 -1.84477859e-01 -1.10298660e-01 -2.87091527e-01
8.59823042e-02 -1.71967479e-02 -2.24796559e-01 -1.46534820e-01
8.13566295e-02 -1.07583354e-01 -1.90908233e-01 -1.97314732e-01
-3.39111711e-01]
[ -4.44815108e-02 -2.95023065e-02 -1.47669339e-01 -2.93038491e-02
-2.24476452e-01 6.37580091e-02 -9.29231776e-02 -4.87022743e-02
-2.35621769e-01 -7.70017064e-02 -5.10327837e-02 -2.74117846e-01
-1.68700202e-01]
[ -7.31990630e-02 3.95396642e-02 -1.30451382e-01 -2.79240097e-01
1.29817547e-01 2.13537752e-02 -2.44682008e-01 -1.98371882e-01
9.83015473e-02 -9.24178453e-02 -2.30405278e-01 -1.24497574e-01
-2.88514675e-01]
[ 8.31093007e-02 -3.06186006e-01 -8.24400219e-02 -3.92736658e-01
-2.12523373e-01 -8.70200824e-02 2.62425276e-02 6.48773149e-02
-2.57150437e-02 2.48247788e-01 -4.31991451e-01 -3.88031691e-01
2.56034314e-01]
[ -2.18135792e-01 -2.47400871e-01 -1.28075588e-01 -2.50338530e-01
-2.96337998e-01 -9.09857514e-02 1.56919164e-01 6.68670361e-03
2.64000914e-01 1.31786515e-02 -3.12133088e-01 -5.90027682e-01
4.43307476e-01]
[ -1.01550911e-02 -1.79555039e-01 2.13448168e-02 -2.27008820e-01
-1.55376041e-01 1.68942757e-01 1.14917279e-01 1.71175361e-01
-7.32604771e-02 1.63496745e-01 -7.78946752e-02 -5.39361192e-01
4.35897839e-01]
[ 4.89417174e-03 -3.20723304e-02 -1.24522851e-01 -4.16949052e-02
-1.61198321e-01 -4.41700750e-02 1.95806340e-01 8.32942888e-02
1.87734239e-01 2.85659004e-01 -3.53783602e-01 -3.86061781e-01
4.40160739e-01]
[ -8.04066272e-02 -2.70053242e-01 5.85578001e-02 -3.04642471e-01
-1.32581990e-01 1.19913914e-01 2.70357170e-01 5.68766809e-02
-1.12937611e-01 9.76770935e-02 -4.54324685e-01 -4.66736608e-01
5.62281456e-01]
[ 1.20966201e-01 -6.77566410e-02 1.16241051e-02 -8.35256910e-02
-5.73472138e-02 -1.51277113e-02 1.30558777e-01 2.30610578e-01
3.01679416e-01 1.53557979e-01 -4.23564589e-01 -2.88721889e-01
2.18749525e-01]
[ -1.04574477e-02 -1.13901514e-01 1.45423842e-02 6.76137138e-02
-6.88858669e-02 -2.82615343e-01 -3.25268233e-02 2.14058672e-01
-7.18723547e-02 4.87894041e-03 -1.66606730e-01 -3.96677903e-01
1.00593803e-01]
[ 7.92139907e-02 1.17114422e-01 -4.14087528e-04 3.86626938e-02
-9.02153266e-02 -5.95981719e-02 -1.76076478e-01 -1.85093148e-01
-2.64696946e-01 -1.55378335e-01 -1.92919542e-01 1.80025631e-01
-6.92441673e-02]
[ 4.18224112e-02 -9.24699526e-02 1.43484464e-01 1.06913872e-01
2.34077708e-01 7.49431096e-03 -3.57101416e-01 -3.41626691e-01
-7.10014292e-02 -5.05063717e-01 8.94809735e-02 6.99671721e-01
-3.12388612e-01]
[ 3.59271712e-02 8.51637482e-02 -2.11350401e-01 3.96602803e-02
3.31616983e-02 -2.60992999e-04 -1.54900813e-01 -3.28298537e-01
-2.89642274e-01 -1.76136155e-01 -3.78494585e-02 7.25098144e-03
-1.79933288e-01]
[ -5.38629335e-02 -2.16257455e-01 6.77542188e-02 9.81607161e-02
-1.32491111e-01 -1.33898176e-01 5.65126420e-02 1.88347545e-02
9.92744976e-02 -3.39385683e-01 -2.89937124e-01 -2.43687899e-01
4.97710062e-02]
[ 1.75244366e-02 -2.71536132e-01 6.41501986e-02 -2.07813157e-01
-1.88799815e-01 -2.30612247e-01 -2.46356639e-01 9.09465298e-02
8.47048278e-03 1.63242460e-01 -1.41158045e-01 5.57529287e-02
-4.61548342e-02]
[ 1.75232367e-01 4.75989195e-02 -1.01044887e-01 -1.98477627e-01
-5.97387313e-02 -1.01360419e-01 -1.65503755e-01 8.79755370e-02
-1.80204743e-01 -1.81869926e-01 -1.78987406e-01 1.37191516e-02
-7.21398620e-02]
[ -1.70444387e-01 -1.88177617e-01 -1.04467877e-01 -1.79762086e-01
-5.54903351e-02 2.72111284e-02 -1.65417333e-01 -1.20803191e-01
-1.24879128e-01 6.71903838e-02 -2.11085096e-01 -6.18602525e-02
-1.96139260e-01]
[ -3.12380234e-02 -2.25340486e-01 -1.51271634e-01 -1.99045518e-01
-6.34499258e-02 4.44034300e-02 4.89908508e-03 6.80331771e-02
-1.92625204e-01 -1.84929584e-01 -7.39036522e-02 -2.67262107e-01
1.44450634e-02]
[ 1.18217045e-01 5.74230645e-02 8.45736053e-04 -1.64275005e-01
-3.38072746e-01 8.14989930e-03 -1.01592546e-01 -1.71280921e-01
-2.87354829e-01 1.51164644e-01 -1.46040408e-01 -2.30859481e-01
3.64548604e-02]
[ -6.28431877e-02 -1.24339231e-02 -2.82183360e-01 -1.39708133e-02
6.21509740e-02 1.56129656e-01 -2.13161249e-01 -1.47013083e-01
-4.31584128e-02 -3.12639637e-02 1.23543076e-01 3.22437798e-01
6.03682568e-03]
[ 1.04918169e-01 3.26270895e-01 -2.01952823e-01 5.07789578e-01
8.85128786e-02 -2.06494117e-03 -1.89203245e-01 -3.43989751e-01
-2.11241476e-01 -3.74164232e-01 4.97268205e-01 7.31101998e-01
-4.30969927e-01]
[ -3.19110970e-02 1.64565280e-01 4.81336930e-02 8.36115576e-02
-2.46640627e-02 -6.99533600e-02 -2.12481996e-01 -3.19371939e-01
-2.31910678e-01 -2.36237042e-01 2.70884630e-01 7.74147417e-01
-3.73019996e-01]
[ -5.06736560e-02 -1.22303893e-01 -1.61080518e-01 2.49318659e-01
-1.69448168e-01 2.33806043e-01 -8.03341383e-02 -2.56513675e-01
-2.40308436e-01 -4.99277525e-01 1.30294554e-01 2.64150350e-01
-2.25912148e-01]
[ 7.92845083e-02 -3.82124118e-01 -5.13361941e-02 -4.35866790e-02
-1.10361935e-01 2.00641554e-01 9.66761651e-02 1.75525610e-01
-1.43180394e-01 -3.70133188e-02 -8.51780154e-02 2.38567094e-01
-1.30064737e-01]
[ 2.04032759e-01 -2.89847827e-01 -1.23050001e-01 -8.98434303e-02
-2.05292270e-01 1.22568914e-01 3.11569252e-02 -1.55979786e-01
-2.75853251e-02 -1.25167720e-01 -1.29729074e-01 -2.07499801e-01
-6.13644494e-02]
[ -1.34729033e-01 -7.97885146e-02 3.86330263e-02 -2.50034648e-01
-5.56070377e-02 -1.40806938e-01 5.70838091e-02 -1.92035767e-02
-6.30134721e-02 -1.50430811e-02 -2.94352897e-01 -3.83977856e-01
-2.10362081e-02]
[ -1.40997302e-01 -1.21178287e-01 -7.28803008e-02 -2.06892629e-01
-3.32708002e-01 -2.87190296e-01 9.33877410e-02 4.23256657e-02
-1.92102535e-02 2.49407865e-02 -1.36723780e-01 -4.63871357e-01
-1.25276785e-01]
[ -1.67549964e-01 -2.16661338e-01 -2.97823013e-01 -2.67655633e-01
-2.60574665e-01 -2.06660944e-01 -3.32793229e-01 1.39935988e-01
-4.83370495e-02 -2.78795595e-01 -2.53697106e-01 -1.58694133e-01
-2.03121160e-01]
[ -1.06125616e-01 1.07665062e-01 2.60963791e-02 -4.75487195e-02
-2.23986642e-01 -1.68660993e-01 -8.12406890e-02 -5.83673284e-03
-7.23076471e-02 -2.11807490e-01 -2.01654115e-01 -2.51894084e-01
-1.20503299e-01]
[ -3.48517296e-01 -1.33483015e-01 -2.70350818e-01 7.85703884e-02
-2.10693648e-01 -2.26199624e-01 -5.88950097e-02 -1.73784711e-01
5.76565257e-02 -9.51344117e-02 1.95079166e-02 -3.37201913e-01
-5.25338936e-02]
[ -1.25418599e-01 -3.68298285e-02 -2.57492893e-01 -1.50997654e-02
-2.17153797e-01 -2.76392524e-01 -3.95174305e-01 -9.77634225e-02
-1.02139747e-03 -3.13774551e-01 -2.81753203e-01 -3.85805036e-01
-1.05199897e-01]
[ -2.13512997e-01 -5.42775498e-01 -3.29731163e-01 -4.04626206e-01
-3.38803686e-01 -2.26194804e-01 6.90318949e-03 -3.18361484e-01
1.15403283e-01 -2.62594092e-01 -2.48487842e-01 -1.23798933e-01
-1.00616627e-01]
[ -2.11802852e-01 -3.00746048e-01 -3.11535061e-01 -1.55052317e-01
-9.89972923e-02 -1.46472367e-01 -1.20509775e-01 -3.35949332e-02
-2.11263039e-01 -5.19279245e-01 -2.49644530e-01 -9.72901229e-02
-1.36181371e-02]
[ -1.23429851e-01 3.47947363e-02 -2.39993362e-01 -3.43357619e-01
-2.21137099e-01 -2.57620224e-01 -7.02689922e-02 -2.66381945e-01
1.74677969e-02 9.07419160e-03 -2.92682261e-01 -3.21610249e-02
-2.02711692e-01]]
Progress: 5.3% ... Training loss: 0.390 ... Validation loss: 0.707[[-0.06300455]
[ 0.31674425]
[-0.11827434]
[ 0.60864159]
[ 0.29632512]
[ 0.01017283]
[-0.75135841]
[-0.87543896]
[-0.65826056]
[-0.88140509]
[ 0.81060807]
[ 1.93724245]
[-1.23763141]]
[[ -5.35105727e-01 -5.45788523e-01 -5.77769073e-01 -2.74691600e-01
-3.44251846e-01 -5.84429694e-01 -6.02402507e-01 -5.64622243e-01
-7.21780151e-01 -6.52119758e-01 -1.95976132e-01 3.00679375e-01
-6.02537146e-01]
[ 5.91750340e-03 -1.40776000e-01 5.21206659e-02 -2.21728571e-02
-4.48756383e-02 5.90570108e-02 -1.12808574e-01 2.44030003e-01
-1.14286803e-01 -1.53181094e-01 -4.05960142e-02 -9.71325018e-03
1.12378284e-01]
[ -1.96875747e-01 1.47824503e-01 -2.29358555e-02 1.21922530e-01
1.31758694e-01 -1.09808002e-01 -1.28188252e-02 -1.72815169e-01
9.16492120e-02 -1.90606217e-01 2.47951135e-01 7.15960175e-01
9.97059210e-02]
[ 1.80102167e-01 -3.07009706e-01 -2.55263291e-01 -1.00116849e-01
-3.62999330e-01 -5.28357699e-03 6.14874644e-02 -1.88241059e-01
2.17165063e-01 -2.04158380e-01 -2.56149135e-01 -5.64232297e-01
-6.33302990e-02]
[ 1.02694832e-01 9.12954147e-02 8.63381530e-02 1.75244295e-01
2.73931853e-02 7.51778301e-02 -4.01555879e-02 7.81546379e-02
-7.42514189e-03 1.30611344e-01 2.40430241e-01 1.40656919e-01
2.15829138e-01]
[ -4.82396414e-01 -5.58125356e-01 -6.09484201e-01 -5.17231067e-01
-5.59222610e-01 -5.61120114e-01 -3.02549151e-01 -2.27928751e-01
-4.14623171e-01 -3.01168963e-01 -3.62095350e-01 -4.84062077e-01
-2.71074795e-01]
[ -4.13438478e-01 -5.76746100e-01 -3.19613334e-01 -3.70006592e-01
-4.08075108e-01 -5.57120283e-01 -4.51980227e-01 -4.77235243e-01
-3.04680140e-01 -2.21341132e-01 -4.82203768e-01 -2.50937172e-01
-2.15707500e-01]
[ -3.14072092e-01 -3.80674918e-01 -4.50392128e-01 -3.13409328e-01
-3.30344148e-01 -4.10931958e-01 -1.88742696e-01 -1.20973088e-01
-2.32358006e-01 -3.75053651e-01 -2.91420319e-01 -4.87298276e-01
-1.77413169e-01]
[ -4.73665462e-01 -3.44914338e-01 -3.77704399e-01 -1.21361923e-01
-3.30618784e-01 -2.11562032e-01 -2.09972255e-01 -4.71812749e-01
-3.55465800e-01 -5.00345138e-01 -1.08889260e-01 8.29157604e-03
-3.18850634e-01]
[ -9.42783202e-01 -9.52979652e-01 -9.62796024e-01 -8.67422704e-01
-1.02749970e+00 -9.74040499e-01 -6.93030387e-01 -6.72127815e-01
-7.81338220e-01 -5.67352648e-01 -8.96382516e-01 -6.50612246e-01
-3.84668303e-01]
[ -5.00648277e-01 -2.60956691e-01 -4.61345882e-01 -3.03177499e-01
-3.53356609e-01 -3.53471331e-01 -5.40631175e-01 -5.77056118e-01
-6.15383133e-01 -1.76381361e-01 -3.92355462e-01 -5.29305241e-01
-4.39722458e-01]
[ -1.18460935e-01 5.07297186e-02 -3.38750161e-01 -3.09522760e-01
-7.74249986e-02 -6.97602482e-02 -1.74056793e-01 -2.88050700e-01
-1.67932376e-01 1.07622453e-01 -2.39623480e-01 -2.05341350e-01
-2.74299832e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60360313e-01 -9.48124820e-02 1.60603324e-01 -2.15813749e-01
-1.15108937e-01 1.14536164e-01 -1.48857066e-01 -3.56940492e-02
-9.78648785e-02 2.35503513e-02 -7.92047248e-02 -1.57217911e-01
3.78299920e-02]
[ -8.04365254e-02 -2.56931931e-01 -1.77475499e-01 -2.75811325e-01
-4.77028760e-01 -8.41944278e-02 -1.73907549e-02 1.26032022e-02
-3.44774965e-02 2.80209614e-02 -1.53837647e-01 -1.80484267e-01
-2.08778968e-01]
[ -7.40250901e-02 7.09972902e-03 -2.45175302e-01 -2.38309774e-01
1.44070424e-01 -1.62329271e-01 -1.60320967e-01 2.96461926e-02
1.20762498e-02 -3.06071265e-02 -1.68353638e-01 -3.20537830e-03
5.05319599e-02]
[ 2.97231775e-02 -1.58191854e-01 -1.52292926e-01 -4.34470951e-02
-1.19654044e-01 -1.06604103e-01 6.81791108e-02 -1.78144002e-01
-4.58560603e-02 -5.43504893e-02 -1.00629942e-02 -1.67158531e-01
4.91149639e-02]
[ -2.82938210e-01 -1.43728628e-01 -6.97285676e-02 -9.31499738e-02
-3.04075923e-01 -2.71443320e-01 -3.60935972e-01 5.92386624e-02
-2.95325421e-01 -2.12591040e-01 1.78207153e-01 1.02490377e-01
2.93690225e-01]
[ -2.13760209e-01 -1.38511601e-01 -7.53092646e-02 -9.59494875e-02
-8.78175625e-02 -1.13941047e-01 -5.06532189e-02 7.53088004e-02
-1.06048357e-01 4.46599197e-02 -6.36604975e-03 -2.04915915e-01
4.79258087e-02]
[ -1.51354030e-01 -6.43393404e-02 -2.20986330e-01 -3.61357952e-01
-1.46240382e-01 -1.98654745e-01 -2.18964880e-01 -6.87429711e-02
2.10505871e-01 -1.68983182e-01 -3.11595478e-01 -3.33858060e-01
-9.80673039e-02]
[ -3.65048960e-01 -8.50517241e-02 -1.40488296e-01 -2.11724514e-01
-6.47353194e-02 -3.09726198e-01 7.78232077e-02 -3.58941886e-02
-9.92008107e-02 1.18007625e-01 -5.41806659e-02 -1.05071517e-01
-1.31857189e-01]
[ -1.69593958e-01 -1.57831762e-01 -4.52500383e-02 -1.33405905e-01
-1.37283522e-01 -2.91798558e-01 -1.24439359e-01 -1.12632039e-01
-3.16772110e-01 2.65238788e-02 1.82725329e-01 1.36703428e-01
-2.93514822e-01]
[ -1.37786548e-01 -1.84629350e-01 -1.10229107e-01 -2.87565762e-01
8.57331826e-02 -1.72145895e-02 -2.23737351e-01 -1.45725111e-01
8.22008528e-02 -1.06889260e-01 -1.91528184e-01 -2.00036505e-01
-3.37905844e-01]
[ -4.44459738e-02 -2.96633696e-02 -1.47604598e-01 -2.97012518e-02
-2.24617957e-01 6.37457764e-02 -9.23951251e-02 -4.79589440e-02
-2.35203820e-01 -7.63072213e-02 -5.15543636e-02 -2.75438206e-01
-1.67624581e-01]
[ -7.34185648e-02 4.05607815e-02 -1.30805420e-01 -2.77184784e-01
1.30788598e-01 2.14243213e-02 -2.47072386e-01 -2.00934541e-01
9.58389381e-02 -9.51384323e-02 -2.28468749e-01 -1.20725370e-01
-2.91719876e-01]
[ 8.32422502e-02 -3.06923678e-01 -8.22295372e-02 -3.94041636e-01
-2.13266460e-01 -8.70561722e-02 2.84894659e-02 6.72762776e-02
-2.37655198e-02 2.50766378e-01 -4.33787729e-01 -3.94056323e-01
2.60025067e-01]
[ -2.18092207e-01 -2.47615805e-01 -1.28006848e-01 -2.50819349e-01
-2.96523490e-01 -9.09975761e-02 1.57744015e-01 7.65767661e-03
2.64785228e-01 1.42457491e-02 -3.12700259e-01 -5.91687763e-01
4.45098482e-01]
[ -1.00860229e-02 -1.79958006e-01 2.14697464e-02 -2.28081268e-01
-1.55812061e-01 1.68921602e-01 1.16386697e-01 1.72804178e-01
-7.21217215e-02 1.65130014e-01 -7.94522574e-02 -5.43376590e-01
4.39224976e-01]
[ 5.00567550e-03 -3.26388489e-02 -1.24374773e-01 -4.29748458e-02
-1.61731749e-01 -4.42008418e-02 1.97887721e-01 8.55680098e-02
1.89542733e-01 2.88062434e-01 -3.55028136e-01 -3.89534233e-01
4.44166383e-01]
[ -8.02717387e-02 -2.70674880e-01 5.88375281e-02 -3.06390909e-01
-1.33268500e-01 1.19866022e-01 2.73262899e-01 5.99625600e-02
-1.10909328e-01 1.00585912e-01 -4.56461866e-01 -4.73599707e-01
5.68664121e-01]
[ 1.21053626e-01 -6.81640137e-02 1.17752181e-02 -8.45289361e-02
-5.77538741e-02 -1.51514496e-02 1.32214279e-01 2.32743788e-01
3.03104603e-01 1.55205372e-01 -4.24771938e-01 -2.93732670e-01
2.21702210e-01]
[ -1.04534732e-02 -1.13930495e-01 1.45483568e-02 6.75592592e-02
-6.89173285e-02 -2.82616515e-01 -3.24430520e-02 2.14162541e-01
-7.17634292e-02 4.92299679e-03 -1.66668027e-01 -3.96923454e-01
1.00806669e-01]
[ 7.93423148e-02 1.16566661e-01 -2.51903842e-04 3.73815656e-02
-9.07184050e-02 -5.96287232e-02 -1.75112668e-01 -1.83581627e-01
-2.63679778e-01 -1.53623049e-01 -1.94351008e-01 1.75532474e-01
-6.68297862e-02]
[ 4.12669177e-02 -9.01899080e-02 1.42524106e-01 1.13960784e-01
2.36739264e-01 7.65596405e-03 -3.62690371e-01 -3.49011897e-01
-7.64748612e-02 -5.12553863e-01 9.82563567e-02 7.22676248e-01
-3.24193984e-01]
[ 3.59592104e-02 8.47437193e-02 -2.11280162e-01 3.91717189e-02
3.28467358e-02 -2.71426893e-04 -1.54307504e-01 -3.27674737e-01
-2.88978052e-01 -1.75366038e-01 -3.87148614e-02 5.09535079e-03
-1.78484959e-01]
[ -5.38848789e-02 -2.16113198e-01 6.77115652e-02 9.85056822e-02
-1.32360477e-01 -1.33890733e-01 5.61767351e-02 1.85224910e-02
9.89540062e-02 -3.39630492e-01 -2.89547534e-01 -2.42621660e-01
4.94081883e-02]
[ 1.74731002e-02 -2.71659604e-01 6.42186197e-02 -2.08264769e-01
-1.88910827e-01 -2.30611245e-01 -2.46289212e-01 9.13823775e-02
8.13100889e-03 1.63413087e-01 -1.42306546e-01 5.30978554e-02
-4.49352563e-02]
[ 1.75303342e-01 4.69095812e-02 -1.00924908e-01 -1.99441876e-01
-6.02237151e-02 -1.01376873e-01 -1.64860843e-01 8.86475480e-02
-1.79505768e-01 -1.80950909e-01 -1.80435010e-01 1.22623044e-02
-7.05381826e-02]
[ -1.70396651e-01 -1.88522930e-01 -1.04362354e-01 -1.80657503e-01
-5.58570615e-02 2.71935656e-02 -1.64651086e-01 -1.20129590e-01
-1.24094082e-01 6.82893376e-02 -2.12321056e-01 -6.52645224e-02
-1.94395506e-01]
[ -3.11797802e-02 -2.25994422e-01 -1.51104922e-01 -2.00458357e-01
-6.40830322e-02 4.43806110e-02 6.16345864e-03 6.96848674e-02
-1.91650034e-01 -1.83532564e-01 -7.62481788e-02 -2.73097158e-01
1.74676073e-02]
[ 1.18202426e-01 5.74871582e-02 8.61563115e-04 -1.64548909e-01
-3.38121514e-01 8.15470051e-03 -1.02085377e-01 -1.71189087e-01
-2.87785481e-01 1.51027314e-01 -1.46513177e-01 -2.31742608e-01
3.69559757e-02]
[ -6.28307188e-02 -1.25854890e-02 -2.82158598e-01 -1.44192979e-02
6.19626909e-02 1.56126461e-01 -2.13054022e-01 -1.46828331e-01
-4.29384163e-02 -3.10133115e-02 1.22882141e-01 3.21422908e-01
6.75099875e-03]
[ 1.04906873e-01 3.26312963e-01 -2.01964224e-01 5.07897368e-01
8.85545693e-02 -2.06212983e-03 -1.89313763e-01 -3.44087731e-01
-2.11361067e-01 -3.74308955e-01 4.97392551e-01 7.31341626e-01
-4.31158035e-01]
[ -3.19416600e-02 1.64819378e-01 4.80634622e-02 8.40394080e-02
-2.44552434e-02 -6.99451252e-02 -2.12917724e-01 -3.19842288e-01
-2.32296988e-01 -2.36883611e-01 2.71538787e-01 7.75959972e-01
-3.73914237e-01]
[ -5.07179613e-02 -1.21854590e-01 -1.61202217e-01 2.50943305e-01
-1.68874822e-01 2.33828042e-01 -8.18078802e-02 -2.57718754e-01
-2.41308644e-01 -5.00450294e-01 1.32934166e-01 2.70856038e-01
-2.28717497e-01]
[ 7.93789734e-02 -3.82796290e-01 -5.11347858e-02 -4.53395340e-02
-1.11197008e-01 2.00601812e-01 9.81632226e-02 1.77770725e-01
-1.42223910e-01 -3.52650631e-02 -8.76841186e-02 2.33229155e-01
-1.26759764e-01]
[ 2.03949044e-01 -2.89576580e-01 -1.23113748e-01 -8.91513414e-02
-2.05010251e-01 1.22588332e-01 3.01480118e-02 -1.56691549e-01
-2.87090136e-02 -1.25890551e-01 -1.28655911e-01 -2.04444543e-01
-6.29175704e-02]
[ -1.34696457e-01 -8.00719011e-02 3.87146599e-02 -2.50631364e-01
-5.58663696e-02 -1.40816474e-01 5.75346683e-02 -1.86140115e-02
-6.25191176e-02 -1.43502707e-02 -2.95052964e-01 -3.86407397e-01
-1.97256132e-02]
[ -1.40904839e-01 -1.21885350e-01 -7.26555913e-02 -2.08353311e-01
-3.33306531e-01 -2.87219632e-01 9.53564822e-02 4.47254700e-02
-1.77660468e-02 2.75211448e-02 -1.39368535e-01 -4.71257314e-01
-1.21756853e-01]
[ -1.67396222e-01 -2.17263951e-01 -2.97608581e-01 -2.69239945e-01
-2.61034492e-01 -2.06708696e-01 -3.31397835e-01 1.41459066e-01
-4.71933388e-02 -2.76702557e-01 -2.55341413e-01 -1.61283879e-01
-1.99849244e-01]
[ -1.06063870e-01 1.06852586e-01 2.62229864e-02 -4.87241325e-02
-2.24427430e-01 -1.68671474e-01 -7.93479252e-02 -2.95540752e-03
-7.11131341e-02 -2.09180613e-01 -2.03855368e-01 -2.58283366e-01
-1.14630258e-01]
[ -3.48578263e-01 -1.33709024e-01 -2.70355547e-01 7.84278392e-02
-2.10738088e-01 -2.26189351e-01 -5.76904562e-02 -1.72220405e-01
5.78759486e-02 -9.35674911e-02 1.80315793e-02 -3.38651759e-01
-4.93692655e-02]
[ -1.25364765e-01 -3.78174910e-02 -2.57273244e-01 -1.66477348e-02
-2.18135898e-01 -2.76409660e-01 -3.93438688e-01 -9.54527792e-02
5.59519965e-04 -3.11292981e-01 -2.83988208e-01 -3.92968289e-01
-9.96369287e-02]
[ -2.13530706e-01 -5.42805107e-01 -3.29736529e-01 -4.03824053e-01
-3.38723728e-01 -2.26196946e-01 7.05103563e-03 -3.17992954e-01
1.15455079e-01 -2.61914822e-01 -2.46786026e-01 -1.21298852e-01
-1.01718285e-01]
[ -2.11662957e-01 -3.01924857e-01 -3.11140785e-01 -1.57682326e-01
-1.00315762e-01 -1.46529985e-01 -1.17354265e-01 -2.91931315e-02
-2.09018753e-01 -5.15440857e-01 -2.53358047e-01 -1.07934340e-01
-5.41005308e-03]
[ -1.23420980e-01 3.45629085e-02 -2.39977879e-01 -3.43806038e-01
-2.21439881e-01 -2.57620274e-01 -6.96677185e-02 -2.65939296e-01
1.83384100e-02 8.83470247e-03 -2.93486891e-01 -3.48843417e-02
-2.01835869e-01]]
Progress: 5.4% ... Training loss: 0.393 ... Validation loss: 0.719[[-0.07331551]
[ 0.31584357]
[-0.12252607]
[ 0.60382176]
[ 0.29408845]
[ 0.00300061]
[-0.76785657]
[-0.89411781]
[-0.67339894]
[-0.89605689]
[ 0.80897519]
[ 1.9417977 ]
[-1.26205764]]
[[ -5.34335968e-01 -5.47589585e-01 -5.76722204e-01 -2.80948723e-01
-3.46714106e-01 -5.84533635e-01 -5.90498577e-01 -5.48774286e-01
-7.11606487e-01 -6.38423179e-01 -2.02090953e-01 2.76901114e-01
-5.74652253e-01]
[ 6.08100810e-03 -1.41758639e-01 5.24926885e-02 -2.45406869e-02
-4.57406784e-02 5.90247316e-02 -1.10357918e-01 2.47744723e-01
-1.12591468e-01 -1.50286439e-01 -4.39843873e-02 -1.91875951e-02
1.18092421e-01]
[ -1.97443967e-01 1.50632983e-01 -2.38696964e-02 1.29035638e-01
1.34774468e-01 -1.09730362e-01 -1.76683046e-02 -1.83216974e-01
8.71761276e-02 -1.99656201e-01 2.57405214e-01 7.40550524e-01
8.73850049e-02]
[ 1.80439040e-01 -3.07950083e-01 -2.55108427e-01 -1.02070842e-01
-3.63753686e-01 -5.32042842e-03 6.61130071e-02 -1.84119324e-01
2.22729953e-01 -2.00864160e-01 -2.58208268e-01 -5.64873403e-01
-5.52834949e-02]
[ 1.02508850e-01 9.25112624e-02 8.61284800e-02 1.78205317e-01
2.83951099e-02 7.52093909e-02 -4.42240316e-02 7.50618864e-02
-1.09968522e-02 1.29646333e-01 2.42571188e-01 1.45142067e-01
2.09994896e-01]
[ -4.82184484e-01 -5.58725173e-01 -6.09186382e-01 -5.19179697e-01
-5.59956297e-01 -5.61149268e-01 -3.00370822e-01 -2.22977735e-01
-4.12599756e-01 -2.97789136e-01 -3.64561026e-01 -4.89660426e-01
-2.65391093e-01]
[ -4.13176518e-01 -5.77562101e-01 -3.19195418e-01 -3.72177145e-01
-4.08938832e-01 -5.57143167e-01 -4.48416027e-01 -4.72485779e-01
-3.01600258e-01 -2.15643688e-01 -4.84350276e-01 -2.63785109e-01
-2.06248255e-01]
[ -3.14127225e-01 -3.79832895e-01 -4.50606212e-01 -3.11785346e-01
-3.29704836e-01 -4.10925639e-01 -1.87152513e-01 -1.19840891e-01
-2.31154015e-01 -3.74214205e-01 -2.88919909e-01 -4.82087531e-01
-1.74293520e-01]
[ -4.73528634e-01 -3.45079149e-01 -3.77649606e-01 -1.22671869e-01
-3.30810564e-01 -2.11585422e-01 -2.07424972e-01 -4.69871023e-01
-3.53883328e-01 -4.99459122e-01 -1.10098090e-01 4.64430221e-03
-3.15432836e-01]
[ -9.42237167e-01 -9.54389286e-01 -9.62063565e-01 -8.72016475e-01
-1.02917521e+00 -9.74112370e-01 -6.83461794e-01 -6.60074720e-01
-7.73595887e-01 -5.57811683e-01 -9.01346223e-01 -6.73718113e-01
-3.64492182e-01]
[ -5.00838629e-01 -2.59646778e-01 -4.61723218e-01 -3.00485223e-01
-3.52180516e-01 -3.53440342e-01 -5.42396437e-01 -5.78441361e-01
-6.17044956e-01 -1.77236053e-01 -3.88144602e-01 -5.17012671e-01
-4.42071380e-01]
[ -1.18261034e-01 5.00908332e-02 -3.38548841e-01 -3.11426411e-01
-7.80754596e-02 -6.97884754e-02 -1.71980129e-01 -2.85944149e-01
-1.66123127e-01 1.09738912e-01 -2.42191238e-01 -2.11410868e-01
-2.70446637e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60306446e-01 -9.49895871e-02 1.60714983e-01 -2.16538574e-01
-1.15325849e-01 1.14526435e-01 -1.48330425e-01 -3.40472191e-02
-9.74464453e-02 2.46808952e-02 -8.03711402e-02 -1.60876069e-01
3.97265985e-02]
[ -8.03666275e-02 -2.57046427e-01 -1.77391073e-01 -2.76423348e-01
-4.77244092e-01 -8.42040958e-02 -1.66806214e-02 1.41460560e-02
-3.37324646e-02 2.88302355e-02 -1.54349505e-01 -1.79621994e-01
-2.07250514e-01]
[ -7.39424266e-02 6.70066243e-03 -2.45053409e-01 -2.39092664e-01
1.43663195e-01 -1.62337727e-01 -1.59349980e-01 3.16296024e-02
1.28911692e-02 -2.87808454e-02 -1.69264541e-01 -7.20301615e-03
5.34250577e-02]
[ 3.00047950e-02 -1.59363961e-01 -1.51766360e-01 -4.64107885e-02
-1.21032394e-01 -1.06640123e-01 7.18624383e-02 -1.73530307e-01
-4.29872381e-02 -4.87780098e-02 -1.39097603e-02 -1.80097400e-01
5.79105078e-02]
[ -2.82887581e-01 -1.43939076e-01 -6.96082037e-02 -9.36346292e-02
-3.04247014e-01 -2.71448184e-01 -3.60104026e-01 6.05478360e-02
-2.94527338e-01 -2.11390193e-01 1.77772427e-01 9.90509551e-02
2.96502415e-01]
[ -2.13882215e-01 -1.37443946e-01 -7.56990600e-02 -9.36979417e-02
-8.66181847e-02 -1.13917925e-01 -5.15993681e-02 7.29980819e-02
-1.07138149e-01 4.31392000e-02 -3.07729907e-03 -1.98651041e-01
4.40400190e-02]
[ -1.51302453e-01 -6.45010627e-02 -2.20931299e-01 -3.61662092e-01
-1.46395490e-01 -1.98659403e-01 -2.18249068e-01 -6.78417407e-02
2.11586238e-01 -1.68437286e-01 -3.11959543e-01 -3.35437098e-01
-9.66090190e-02]
[ -3.65016576e-01 -8.52659606e-02 -1.40410877e-01 -2.12294038e-01
-6.49171689e-02 -3.09732925e-01 7.96091852e-02 -3.40389825e-02
-9.81069308e-02 1.19252074e-01 -5.49038435e-02 -1.06332039e-01
-1.28082407e-01]
[ -1.69625860e-01 -1.56905105e-01 -4.54808853e-02 -1.31913150e-01
-1.36668788e-01 -2.91794610e-01 -1.24565231e-01 -1.13204372e-01
-3.16751240e-01 2.50708482e-02 1.85450989e-01 1.42364666e-01
-2.93741140e-01]
[ -1.37902038e-01 -1.83888238e-01 -1.10486528e-01 -2.86407646e-01
8.64220335e-02 -1.71921629e-02 -2.24760857e-01 -1.47194381e-01
8.10528303e-02 -1.08236120e-01 -1.89924239e-01 -1.95208689e-01
-3.39431849e-01]
[ -4.43240612e-02 -3.02961224e-02 -1.47372175e-01 -3.12210976e-02
-2.25175622e-01 6.37208124e-02 -9.04793148e-02 -4.60042664e-02
-2.33813127e-01 -7.44718722e-02 -5.36721064e-02 -2.80434786e-01
-1.64729670e-01]
[ -7.33381327e-02 4.01686850e-02 -1.30700695e-01 -2.77930752e-01
1.30419296e-01 2.14108035e-02 -2.46237497e-01 -1.99614893e-01
9.67354118e-02 -9.41802083e-02 -2.29332056e-01 -1.23354160e-01
-2.90455240e-01]
[ 8.33499450e-02 -3.07288039e-01 -8.20531609e-02 -3.94894216e-01
-2.13667090e-01 -8.70698236e-02 3.01192719e-02 6.91457070e-02
-2.26500958e-02 2.53044540e-01 -4.34960155e-01 -3.98444411e-01
2.63320372e-01]
[ -2.18029773e-01 -2.47964617e-01 -1.27854597e-01 -2.51886234e-01
-2.97004757e-01 -9.10088343e-02 1.59341156e-01 9.19561032e-03
2.66172003e-01 1.59002407e-02 -3.14320406e-01 -5.98035867e-01
4.49133688e-01]
[ -9.88528569e-03 -1.80874652e-01 2.18092568e-02 -2.30341127e-01
-1.56707616e-01 1.68884558e-01 1.19817137e-01 1.76431979e-01
-6.97531245e-02 1.68517663e-01 -8.30824477e-02 -5.51843753e-01
4.46034581e-01]
[ 5.14515841e-03 -3.34077485e-02 -1.24145593e-01 -4.48822520e-02
-1.62407401e-01 -4.42197669e-02 2.00734175e-01 8.90604606e-02
1.91859493e-01 2.91535510e-01 -3.57108660e-01 -3.96358943e-01
4.50470261e-01]
[ -8.02563592e-02 -2.70750680e-01 5.88743573e-02 -3.06698668e-01
-1.33368164e-01 1.19865066e-01 2.73967161e-01 6.04682510e-02
-1.10479201e-01 1.01276293e-01 -4.56877061e-01 -4.76629574e-01
5.70629719e-01]
[ 1.21411619e-01 -6.95283119e-02 1.23046993e-02 -8.80969079e-02
-5.92183524e-02 -1.51993879e-02 1.37205901e-01 2.38907713e-01
3.07972718e-01 1.60761226e-01 -4.28327319e-01 -3.07051607e-01
2.32150194e-01]
[ -1.04215003e-02 -1.14074091e-01 1.45994744e-02 6.72070477e-02
-6.90563379e-02 -2.82621608e-01 -3.21428723e-02 2.14695762e-01
-7.13791217e-02 5.40972282e-03 -1.67059829e-01 -3.97577271e-01
1.01520684e-01]
[ 7.93352424e-02 1.16729810e-01 -2.92921511e-04 3.78356417e-02
-9.05093274e-02 -5.96248866e-02 -1.75794219e-01 -1.82899979e-01
-2.64271443e-01 -1.53524661e-01 -1.93700170e-01 1.77627315e-01
-6.71757497e-02]
[ 4.11496900e-02 -8.90731440e-02 1.42127146e-01 1.16382687e-01
2.37866780e-01 7.68214208e-03 -3.64172200e-01 -3.50644961e-01
-7.78160822e-02 -5.14517699e-01 1.01340713e-01 7.29362603e-01
-3.27773935e-01]
[ 3.59135660e-02 8.49300368e-02 -2.11335263e-01 3.96146592e-02
3.30014797e-02 -2.64596067e-04 -1.54811051e-01 -3.28202662e-01
-2.89360412e-01 -1.75958910e-01 -3.82035849e-02 6.13921300e-03
-1.79349510e-01]
[ -5.38667637e-02 -2.16157550e-01 6.77154413e-02 9.83741521e-02
-1.32364274e-01 -1.33891786e-01 5.62091430e-02 1.84564865e-02
9.89944143e-02 -3.39565081e-01 -2.89662781e-01 -2.42581718e-01
4.94884646e-02]
[ 1.74201950e-02 -2.71285569e-01 6.41009504e-02 -2.07819558e-01
-1.88572769e-01 -2.30604613e-01 -2.47374939e-01 9.00525751e-02
7.12512277e-03 1.61984848e-01 -1.41555465e-01 5.64215609e-02
-4.66548234e-02]
[ 1.75332297e-01 4.68652226e-02 -1.00903408e-01 -1.99669131e-01
-6.02688185e-02 -1.01379062e-01 -1.64725693e-01 8.88752935e-02
-1.79348094e-01 -1.80657726e-01 -1.80727597e-01 1.13516067e-02
-7.00460851e-02]
[ -1.70405185e-01 -1.88335264e-01 -1.04421219e-01 -1.80262438e-01
-5.56638451e-02 2.71959995e-02 -1.65063726e-01 -1.20402120e-01
-1.24088125e-01 6.74315542e-02 -2.11176641e-01 -6.28203667e-02
-1.95063603e-01]
[ -3.12263353e-02 -2.25856236e-01 -1.51163341e-01 -2.00029389e-01
-6.38942844e-02 4.43880396e-02 5.64916903e-03 6.91728087e-02
-1.92160093e-01 -1.83896981e-01 -7.57494587e-02 -2.72150063e-01
1.64150158e-02]
[ 1.18106453e-01 5.79944489e-02 6.95680360e-04 -1.63835206e-01
-3.37830401e-01 8.16956418e-03 -1.03260800e-01 -1.73118586e-01
-2.88478386e-01 1.48487919e-01 -1.45179786e-01 -2.26379130e-01
3.45062679e-02]
[ -6.28761220e-02 -1.21163640e-02 -2.82279113e-01 -1.33051035e-02
6.25773449e-02 1.56138401e-01 -2.13817169e-01 -1.47922722e-01
-4.36927603e-02 -3.20773167e-02 1.24620696e-01 3.26121043e-01
4.41303664e-03]
[ 1.04978912e-01 3.25924461e-01 -2.01826434e-01 5.07100651e-01
8.81349855e-02 -2.08049832e-03 -1.88071327e-01 -3.43017252e-01
-2.10523338e-01 -3.73206195e-01 4.96084560e-01 7.26637683e-01
-4.30284487e-01]
[ -3.20852241e-02 1.65828716e-01 4.77788989e-02 8.61383740e-02
-2.36936657e-02 -6.99259157e-02 -2.14622181e-01 -3.21549367e-01
-2.33497512e-01 -2.38659295e-01 2.74737274e-01 7.84453247e-01
-3.76165274e-01]
[ -5.07361455e-02 -1.21794268e-01 -1.61224646e-01 2.51240268e-01
-1.68801808e-01 2.33829980e-01 -8.20526972e-02 -2.57730357e-01
-2.41516444e-01 -5.00532563e-01 1.33252394e-01 2.71749004e-01
-2.29425120e-01]
[ 7.93447185e-02 -3.82640893e-01 -5.11513236e-02 -4.50846811e-02
-1.11159878e-01 2.00605669e-01 9.77452840e-02 1.77326736e-01
-1.43030093e-01 -3.54143989e-02 -8.74678374e-02 2.34048629e-01
-1.27608387e-01]
[ 2.03914377e-01 -2.89428158e-01 -1.23189878e-01 -8.87548257e-02
-2.04876283e-01 1.22592217e-01 2.96042214e-02 -1.57257627e-01
-2.91958887e-02 -1.26558609e-01 -1.28213995e-01 -2.02876226e-01
-6.42093017e-02]
[ -1.34620329e-01 -8.04709615e-02 3.88667259e-02 -2.51545492e-01
-5.62163809e-02 -1.40827195e-01 5.85028805e-02 -1.72482309e-02
-6.18345636e-02 -1.28838712e-02 -2.96425467e-01 -3.90119166e-01
-1.75537081e-02]
[ -1.40810203e-01 -1.22281282e-01 -7.25150366e-02 -2.09237515e-01
-3.33604473e-01 -2.87230576e-01 9.68875204e-02 4.65177930e-02
-1.64928940e-02 2.92572916e-02 -1.40622690e-01 -4.74198633e-01
-1.19148471e-01]
[ -1.66981486e-01 -2.18699187e-01 -2.97124412e-01 -2.72541965e-01
-2.62408037e-01 -2.06759783e-01 -3.27185936e-01 1.48513472e-01
-4.27120373e-02 -2.71535218e-01 -2.59521239e-01 -1.74433136e-01
-1.91474216e-01]
[ -1.06091013e-01 1.07136276e-01 2.62493640e-02 -4.79887796e-02
-2.24202376e-01 -1.68665921e-01 -7.84219901e-02 -3.22530944e-04
-7.08563962e-02 -2.06984487e-01 -2.02485265e-01 -2.56600648e-01
-1.09425886e-01]
[ -3.48453466e-01 -1.34361292e-01 -2.70147395e-01 7.65095189e-02
-2.11393102e-01 -2.26211278e-01 -5.53218837e-02 -1.69702374e-01
5.99018921e-02 -9.08446889e-02 1.56340964e-02 -3.43720272e-01
-4.47906360e-02]
[ -1.25421152e-01 -3.71341271e-02 -2.57451492e-01 -1.52344299e-02
-2.17435118e-01 -2.76397999e-01 -3.93966406e-01 -9.65095153e-02
-3.10817537e-04 -3.11363802e-01 -2.81728909e-01 -3.88606798e-01
-1.01167624e-01]
[ -2.13337827e-01 -5.43935396e-01 -3.29304657e-01 -4.06554876e-01
-3.39887572e-01 -2.26234483e-01 1.05439293e-02 -3.13827034e-01
1.18059276e-01 -2.57458217e-01 -2.51095598e-01 -1.33581300e-01
-9.39275307e-02]
[ -2.11665572e-01 -3.01425258e-01 -3.11268416e-01 -1.57058397e-01
-9.99574859e-02 -1.46524076e-01 -1.16567593e-01 -2.93694561e-02
-2.08778209e-01 -5.15695060e-01 -2.52474520e-01 -1.08962774e-01
-5.71797976e-03]
[ -1.23511663e-01 3.55754429e-02 -2.40266129e-01 -3.42432608e-01
-2.20681465e-01 -2.57601953e-01 -7.10459792e-02 -2.68303066e-01
1.74897845e-02 5.41958609e-03 -2.90433543e-01 -2.62827139e-02
-2.04265635e-01]]
Progress: 5.5% ... Training loss: 0.397 ... Validation loss: 0.724[[-0.06295592]
[ 0.32446366]
[-0.11563911]
[ 0.61237735]
[ 0.3001679 ]
[ 0.01296194]
[-0.76614762]
[-0.88519924]
[-0.66852188]
[-0.88773717]
[ 0.81879205]
[ 1.95142221]
[-1.26059998]]
[[ -5.34308805e-01 -5.48094736e-01 -5.76669738e-01 -2.81914333e-01
-3.47015590e-01 -5.84532730e-01 -5.86598854e-01 -5.46550087e-01
-7.08996917e-01 -6.36007225e-01 -2.02522699e-01 2.72492077e-01
-5.67160256e-01]
[ 6.13024249e-03 -1.42043543e-01 5.26495717e-02 -2.53584532e-02
-4.60201616e-02 5.90227813e-02 -1.09722298e-01 2.49216000e-01
-1.12189067e-01 -1.49212354e-01 -4.51025953e-02 -2.31915269e-02
1.21189894e-01]
[ -1.96690375e-01 1.47066524e-01 -2.24581378e-02 1.20992120e-01
1.31317039e-01 -1.09764142e-01 -8.76331747e-03 -1.70347162e-01
9.49949932e-02 -1.88008818e-01 2.46351999e-01 7.18659248e-01
1.08959407e-01]
[ 1.80556484e-01 -3.08118778e-01 -2.54834134e-01 -1.03613377e-01
-3.63824126e-01 -5.32150313e-03 6.87192638e-02 -1.79290228e-01
2.23522440e-01 -1.97881063e-01 -2.60728302e-01 -5.78510420e-01
-4.72384737e-02]
[ 1.01648556e-01 9.67692801e-02 8.47321137e-02 1.86273122e-01
3.18890708e-02 7.52387600e-02 -5.62791881e-02 6.06004341e-02
-2.12162826e-02 1.15151539e-01 2.54185788e-01 1.78737050e-01
1.84555848e-01]
[ -4.82743141e-01 -5.56993602e-01 -6.09914419e-01 -5.15294576e-01
-5.58497475e-01 -5.61126948e-01 -3.05149537e-01 -2.30497540e-01
-4.16847375e-01 -3.04860482e-01 -3.59548746e-01 -4.78863942e-01
-2.75545936e-01]
[ -4.13222047e-01 -5.77403141e-01 -3.19236765e-01 -3.71411694e-01
-4.08589326e-01 -5.57142293e-01 -4.47970350e-01 -4.71922852e-01
-3.01194920e-01 -2.14445804e-01 -4.83231433e-01 -2.58278770e-01
-2.04605961e-01]
[ -3.14111211e-01 -3.79949183e-01 -4.50543229e-01 -3.12589053e-01
-3.29991593e-01 -4.10925927e-01 -1.85679355e-01 -1.18728598e-01
-2.30398732e-01 -3.74098720e-01 -2.89132952e-01 -4.84322632e-01
-1.71652675e-01]
[ -4.73474221e-01 -3.44766197e-01 -3.77621223e-01 -1.22803573e-01
-3.30730549e-01 -2.11586262e-01 -2.05661991e-01 -4.68819221e-01
-3.52834638e-01 -4.98207145e-01 -1.10060079e-01 4.16116074e-03
-3.12314380e-01]
[ -9.42439095e-01 -9.52991805e-01 -9.62462789e-01 -8.69645740e-01
-1.02811000e+00 -9.74103208e-01 -6.81165381e-01 -6.61658490e-01
-7.72700228e-01 -5.58667766e-01 -8.97466930e-01 -6.63909107e-01
-3.63109790e-01]
[ -5.00994436e-01 -2.59231760e-01 -4.61833754e-01 -2.99780316e-01
-3.51740172e-01 -3.53433701e-01 -5.43931949e-01 -5.79821293e-01
-6.18511270e-01 -1.79057667e-01 -3.86880733e-01 -5.13797082e-01
-4.44015051e-01]
[ -1.18437058e-01 5.03655292e-02 -3.38717101e-01 -3.10786895e-01
-7.79794240e-02 -6.97822124e-02 -1.73837929e-01 -2.87773229e-01
-1.67590780e-01 1.07910611e-01 -2.41378307e-01 -2.10850882e-01
-2.72638608e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60602064e-01 -9.43061922e-02 1.60322193e-01 -2.14332954e-01
-1.14576381e-01 1.14538423e-01 -1.50430445e-01 -3.78222483e-02
-9.96632740e-02 2.17042500e-02 -7.78509824e-02 -1.55154739e-01
3.45734373e-02]
[ -8.05499396e-02 -2.56516331e-01 -1.77584153e-01 -2.75383509e-01
-4.76895066e-01 -8.41971087e-02 -1.85687599e-02 1.18274555e-02
-3.51525186e-02 2.63353537e-02 -1.53099819e-01 -1.78142243e-01
-2.10244306e-01]
[ -7.40776319e-02 7.70368849e-03 -2.45400012e-01 -2.37463059e-01
1.44438036e-01 -1.62332667e-01 -1.60694355e-01 2.89013708e-02
1.19388997e-02 -3.18726598e-02 -1.66520588e-01 -3.45943592e-04
4.92114718e-02]
[ 2.99309322e-02 -1.59049411e-01 -1.51831701e-01 -4.55578140e-02
-1.20800374e-01 -1.06637617e-01 7.10931684e-02 -1.74059075e-01
-4.37814049e-02 -4.92847292e-02 -1.27885962e-02 -1.77261973e-01
5.67681705e-02]
[ -2.82836655e-01 -1.44139296e-01 -6.95375609e-02 -9.38014945e-02
-3.04155668e-01 -2.71449500e-01 -3.59121816e-01 6.17141925e-02
-2.93607828e-01 -2.09788280e-01 1.77733923e-01 1.00944602e-01
2.99080287e-01]
[ -2.13852371e-01 -1.37873623e-01 -7.55439485e-02 -9.45936483e-02
-8.69977050e-02 -1.13919848e-01 -5.08416645e-02 7.41926977e-02
-1.06545267e-01 4.46983615e-02 -4.52402759e-03 -2.01113664e-01
4.64152479e-02]
[ -1.51427194e-01 -6.41534850e-02 -2.21030488e-01 -3.60930374e-01
-1.46300228e-01 -1.98655727e-01 -2.19573000e-01 -6.87369067e-02
2.10300158e-01 -1.69838469e-01 -3.11133910e-01 -3.33065951e-01
-9.89347686e-02]
[ -3.64990262e-01 -8.55768896e-02 -1.40314596e-01 -2.13126206e-01
-6.53025789e-02 -3.09734445e-01 8.09467253e-02 -3.28367520e-02
-9.73430354e-02 1.19696835e-01 -5.57739865e-02 -1.10351293e-01
-1.25329095e-01]
[ -1.69310121e-01 -1.57725049e-01 -4.51520941e-02 -1.34762476e-01
-1.37317141e-01 -2.91804833e-01 -1.19721496e-01 -1.09724331e-01
-3.12726756e-01 2.89180146e-02 1.82635135e-01 1.33222966e-01
-2.85974464e-01]
[ -1.38081802e-01 -1.82896404e-01 -1.10743068e-01 -2.84340906e-01
8.71814671e-02 -1.71840592e-02 -2.26795559e-01 -1.49094254e-01
7.90989889e-02 -1.09996578e-01 -1.87332777e-01 -1.87770934e-01
-3.42251532e-01]
[ -4.43139765e-02 -3.02577495e-02 -1.47375249e-01 -3.11701381e-02
-2.25148078e-01 6.37206651e-02 -9.03717543e-02 -4.60132360e-02
-2.33797699e-01 -7.44903154e-02 -5.34947640e-02 -2.79644513e-01
-1.64829677e-01]
[ -7.33122965e-02 4.01077982e-02 -1.30672921e-01 -2.78048983e-01
1.30355224e-01 2.14096759e-02 -2.45902708e-01 -1.99296281e-01
9.70041446e-02 -9.38890646e-02 -2.29434134e-01 -1.23532404e-01
-2.89933262e-01]
[ 8.34629685e-02 -3.07668461e-01 -8.19035894e-02 -3.95858848e-01
-2.14046327e-01 -8.70735676e-02 3.14188716e-02 7.08147015e-02
-2.14072487e-02 2.54797964e-01 -4.36130291e-01 -4.02323901e-01
2.66718084e-01]
[ -2.17991315e-01 -2.48123487e-01 -1.27793485e-01 -2.52407945e-01
-2.97193382e-01 -9.10100632e-02 1.60470293e-01 1.02468482e-02
2.67005980e-01 1.67487469e-02 -3.15040337e-01 -6.00873394e-01
4.51506648e-01]
[ -9.81952286e-03 -1.81131040e-01 2.19371275e-02 -2.31119636e-01
-1.56928737e-01 1.68881693e-01 1.20870646e-01 1.77605842e-01
-6.88961166e-02 1.69779581e-01 -8.42157778e-02 -5.54262780e-01
4.48697420e-01]
[ 5.26127778e-03 -3.38255953e-02 -1.24000364e-01 -4.62022754e-02
-1.62901505e-01 -4.42239286e-02 2.03401924e-01 9.11654817e-02
1.93750677e-01 2.93416322e-01 -3.58759166e-01 -4.03448331e-01
4.55156813e-01]
[ -8.02510140e-02 -2.70802157e-01 5.89223432e-02 -3.06941730e-01
-1.33488139e-01 1.19864471e-01 2.74318755e-01 6.07765361e-02
-1.10294789e-01 1.01282671e-01 -4.57197191e-01 -4.78596267e-01
5.71879885e-01]
[ 1.21584880e-01 -7.01022521e-02 1.25350580e-02 -8.97933791e-02
-5.97525840e-02 -1.52054020e-02 1.39516162e-01 2.41630032e-01
3.10057482e-01 1.63326711e-01 -4.30193610e-01 -3.12918962e-01
2.36742555e-01]
[ -1.03896651e-02 -1.14162772e-01 1.46475415e-02 6.70009176e-02
-6.91226776e-02 -2.82622702e-01 -3.19124881e-02 2.15144055e-01
-7.12104047e-02 5.84367685e-03 -1.67208130e-01 -3.97463678e-01
1.01906557e-01]
[ 7.94255050e-02 1.16449802e-01 -2.04374140e-04 3.71121728e-02
-9.07368520e-02 -5.96263039e-02 -1.74974982e-01 -1.81708792e-01
-2.63624160e-01 -1.52470974e-01 -1.94607319e-01 1.72739017e-01
-6.53541719e-02]
[ 4.09086328e-02 -8.84333481e-02 1.41698671e-01 1.18941099e-01
2.38724087e-01 7.69132152e-03 -3.65869283e-01 -3.54189541e-01
-7.95580229e-02 -5.17297835e-01 1.04463540e-01 7.40354134e-01
-3.34599392e-01]
[ 3.58504318e-02 8.51445085e-02 -2.11404970e-01 4.01662450e-02
3.31538121e-02 -2.62404068e-04 -1.55449067e-01 -3.29142305e-01
-2.89892692e-01 -1.76932460e-01 -3.74897201e-02 7.54744365e-03
-1.80887579e-01]
[ -5.38427282e-02 -2.16443192e-01 6.78053739e-02 9.77981625e-02
-1.32653500e-01 -1.33893001e-01 5.68175093e-02 1.90709969e-02
9.93691780e-02 -3.39115030e-01 -2.90364950e-01 -2.44842771e-01
5.02488259e-02]
[ 1.73525380e-02 -2.70884800e-01 6.39925866e-02 -2.07106606e-01
-1.88229031e-01 -2.30602513e-01 -2.48312270e-01 8.90855600e-02
6.17109201e-03 1.60720499e-01 -1.40331235e-01 6.00422104e-02
-4.81678137e-02]
[ 1.75331901e-01 4.68707304e-02 -1.00909025e-01 -1.99670452e-01
-6.02672855e-02 -1.01379047e-01 -1.64722646e-01 8.88360402e-02
-1.79333401e-01 -1.80692149e-01 -1.80719380e-01 1.13666588e-02
-7.00952670e-02]
[ -1.70427464e-01 -1.88311726e-01 -1.04423710e-01 -1.80242493e-01
-5.55871307e-02 2.71967260e-02 -1.65251867e-01 -1.20599223e-01
-1.24370869e-01 6.72371608e-02 -2.11342786e-01 -6.29957668e-02
-1.95093279e-01]
[ -3.13663014e-02 -2.25317128e-01 -1.51333085e-01 -1.98952509e-01
-6.33257569e-02 4.43929053e-02 3.98956748e-03 6.68119508e-02
-1.93494321e-01 -1.85721890e-01 -7.35816145e-02 -2.65360514e-01
1.35507002e-02]
[ 1.18046906e-01 5.82532945e-02 6.76773663e-04 -1.63775179e-01
-3.37681570e-01 8.17152731e-03 -1.03657399e-01 -1.74373979e-01
-2.88993916e-01 1.47732776e-01 -1.45055507e-01 -2.24126069e-01
3.35041752e-02]
[ -6.28611906e-02 -1.24426935e-02 -2.82215530e-01 -1.37260041e-02
6.22251710e-02 1.56137730e-01 -2.13624083e-01 -1.47340412e-01
-4.32963726e-02 -3.13550053e-02 1.23841219e-01 3.24256145e-01
5.50224541e-03]
[ 1.04732299e-01 3.27123491e-01 -2.02162192e-01 5.09856171e-01
8.90019418e-02 -2.07147989e-03 -1.90874977e-01 -3.45420945e-01
-2.13147294e-01 -3.75733104e-01 4.99506127e-01 7.36741350e-01
-4.34933311e-01]
[ -3.22036382e-02 1.66634392e-01 4.75108016e-02 8.75972865e-02
-2.29590765e-02 -6.99216382e-02 -2.15646093e-01 -3.23575789e-01
-2.34360605e-01 -2.40950032e-01 2.77035418e-01 7.89874495e-01
-3.79466806e-01]
[ -5.08587004e-02 -1.21325093e-01 -1.61398625e-01 2.52515707e-01
-1.68374808e-01 2.33835967e-01 -8.32828032e-02 -2.59373958e-01
-2.42478814e-01 -5.01918066e-01 1.34797856e-01 2.75948136e-01
-2.31676693e-01]
[ 7.93490528e-02 -3.82694505e-01 -5.11370523e-02 -4.52002049e-02
-1.11233909e-01 2.00605433e-01 9.78392422e-02 1.77391554e-01
-1.42873592e-01 -3.53747499e-02 -8.76740776e-02 2.33449610e-01
-1.27193057e-01]
[ 2.03856208e-01 -2.89213047e-01 -1.23269748e-01 -8.81981607e-02
-2.04676158e-01 1.22594329e-01 2.88619321e-02 -1.58146296e-01
-2.98437653e-02 -1.27299805e-01 -1.27432412e-01 -2.00426164e-01
-6.57632412e-02]
[ -1.34682023e-01 -8.02686498e-02 3.87778194e-02 -2.51138555e-01
-5.60009974e-02 -1.40824874e-01 5.77636690e-02 -1.78849008e-02
-6.25306954e-02 -1.37476662e-02 -2.95843463e-01 -3.88703072e-01
-1.88166066e-02]
[ -1.40819848e-01 -1.22294207e-01 -7.25096708e-02 -2.09387888e-01
-3.33649336e-01 -2.87230028e-01 9.70866356e-02 4.66970685e-02
-1.62295587e-02 2.93701597e-02 -1.40886817e-01 -4.75547776e-01
-1.18496111e-01]
[ -1.67057337e-01 -2.18010778e-01 -2.97350055e-01 -2.71660544e-01
-2.61875187e-01 -2.06754708e-01 -3.28642718e-01 1.45392869e-01
-4.32757994e-02 -2.74560838e-01 -2.57148024e-01 -1.67638728e-01
-1.95619772e-01]
[ -1.06283404e-01 1.08332805e-01 2.59794470e-02 -4.58300269e-02
-2.23337300e-01 -1.68657747e-01 -7.99204403e-02 -1.80017827e-03
-7.23057089e-02 -2.09130967e-01 -1.99247890e-01 -2.49803442e-01
-1.10681594e-01]
[ -3.48356421e-01 -1.34700371e-01 -2.69983404e-01 7.54109748e-02
-2.11682124e-01 -2.26215632e-01 -5.32073308e-02 -1.67772073e-01
6.14311174e-02 -8.84699690e-02 1.42494765e-02 -3.45376863e-01
-4.12548081e-02]
[ -1.25659597e-01 -3.67907584e-02 -2.57719468e-01 -1.40246065e-02
-2.17125468e-01 -2.76387880e-01 -3.95424347e-01 -9.91656475e-02
-1.75907258e-03 -3.13531572e-01 -2.80712604e-01 -3.87851116e-01
-1.03712463e-01]
[ -2.13369948e-01 -5.43909141e-01 -3.29301974e-01 -4.06710953e-01
-3.39851034e-01 -2.26233154e-01 1.09801976e-02 -3.13738471e-01
1.18302041e-01 -2.57277466e-01 -2.51444026e-01 -1.35414458e-01
-9.26001606e-02]
[ -2.11677841e-01 -3.01461457e-01 -3.11348512e-01 -1.56843028e-01
-9.99435126e-02 -1.46524241e-01 -1.15283389e-01 -2.86243837e-02
-2.08172696e-01 -5.15198146e-01 -2.52131585e-01 -1.06784432e-01
-4.63518953e-03]
[ -1.23591389e-01 3.57833533e-02 -2.40267189e-01 -3.41928192e-01
-2.20548944e-01 -2.57600067e-01 -7.15647288e-02 -2.68605402e-01
1.65353016e-02 5.20107256e-03 -2.89714234e-01 -2.57340236e-02
-2.05018769e-01]]
Progress: 5.5% ... Training loss: 0.395 ... Validation loss: 0.719[[-0.05142517]
[ 0.34069727]
[-0.10339658]
[ 0.63517633]
[ 0.31452241]
[ 0.02343081]
[-0.7560379 ]
[-0.87237965]
[-0.65798016]
[-0.87567265]
[ 0.84655342]
[ 2.00905251]
[-1.24641048]]
[[ -5.34534716e-01 -5.45063611e-01 -5.77369445e-01 -2.74536909e-01
-3.44024495e-01 -5.84475584e-01 -5.90809523e-01 -5.50868374e-01
-7.11512672e-01 -6.39878984e-01 -1.89901927e-01 3.04832556e-01
-5.74173150e-01]
[ 6.13024249e-03 -1.42043543e-01 5.26495717e-02 -2.53584532e-02
-4.60201616e-02 5.90227813e-02 -1.09722298e-01 2.49216000e-01
-1.12189067e-01 -1.49212354e-01 -4.51025953e-02 -2.31915269e-02
1.21189894e-01]
[ -1.96489028e-01 1.47565444e-01 -2.21831939e-02 1.22869719e-01
1.31453756e-01 -1.09801600e-01 -5.71875302e-03 -1.68500976e-01
9.72489357e-02 -1.83190009e-01 2.50660237e-01 7.28444010e-01
1.13162822e-01]
[ 1.80802736e-01 -3.11110480e-01 -2.54161065e-01 -1.09711730e-01
-3.66202037e-01 -5.39434545e-03 7.43299688e-02 -1.72732959e-01
2.26005955e-01 -1.91043367e-01 -2.71820913e-01 -6.04038111e-01
-3.45720488e-02]
[ 1.01601029e-01 9.75579554e-02 8.45022572e-02 1.86847624e-01
3.21299082e-02 7.52641203e-02 -5.67972962e-02 5.76100139e-02
-2.19099975e-02 1.12298397e-01 2.55789516e-01 1.79491268e-01
1.79322123e-01]
[ -4.82804104e-01 -5.56499048e-01 -6.10054266e-01 -5.14442979e-01
-5.58055285e-01 -5.61111299e-01 -3.05907977e-01 -2.31379089e-01
-4.17318321e-01 -3.05913493e-01 -3.58006360e-01 -4.74728378e-01
-2.76517188e-01]
[ -4.13442188e-01 -5.77008411e-01 -3.19408838e-01 -3.69205574e-01
-4.08424545e-01 -5.57116858e-01 -4.49303194e-01 -4.73560869e-01
-3.02647672e-01 -2.15957642e-01 -4.81683742e-01 -2.51392967e-01
-2.07172580e-01]
[ -3.14299815e-01 -3.77469118e-01 -4.51113476e-01 -3.07050918e-01
-3.27562894e-01 -4.10881043e-01 -1.88542890e-01 -1.23078896e-01
-2.33644026e-01 -3.77101564e-01 -2.79183130e-01 -4.61012027e-01
-1.80163681e-01]
[ -4.73616961e-01 -3.43683610e-01 -3.77968852e-01 -1.20329996e-01
-3.30000456e-01 -2.11554406e-01 -2.07955781e-01 -4.71667917e-01
-3.53937627e-01 -5.01338597e-01 -1.06381067e-01 1.55787699e-02
-3.16556055e-01]
[ -9.43157170e-01 -9.47680298e-01 -9.63837869e-01 -8.56966752e-01
-1.02384585e+00 -9.73971750e-01 -6.89860783e-01 -6.73478939e-01
-7.80541103e-01 -5.69847490e-01 -8.78347816e-01 -6.13464887e-01
-3.84068407e-01]
[ -5.00975816e-01 -2.59300516e-01 -4.61860127e-01 -2.99864822e-01
-3.51542780e-01 -3.53428783e-01 -5.43881751e-01 -5.79655080e-01
-6.18473446e-01 -1.78315236e-01 -3.86653299e-01 -5.11530037e-01
-4.42889317e-01]
[ -1.18350052e-01 4.95747148e-02 -3.38545443e-01 -3.12311946e-01
-7.86752076e-02 -6.98007645e-02 -1.72441334e-01 -2.85837554e-01
-1.66059711e-01 1.09648759e-01 -2.44005945e-01 -2.17812565e-01
-2.69096275e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60599752e-01 -9.42821509e-02 1.60296892e-01 -2.14242321e-01
-1.14541370e-01 1.14540145e-01 -1.50479103e-01 -3.75984287e-02
-9.97392733e-02 2.17340182e-02 -7.75514368e-02 -1.54551705e-01
3.47859002e-02]
[ -8.05908744e-02 -2.56152605e-01 -1.77673443e-01 -2.74843664e-01
-4.76608225e-01 -8.41862466e-02 -1.89906023e-02 1.10820531e-02
-3.53359325e-02 2.56254140e-02 -1.52127104e-01 -1.75656451e-01
-2.10932235e-01]
[ -7.41184637e-02 7.77168807e-03 -2.45426627e-01 -2.36973967e-01
1.44616611e-01 -1.62327838e-01 -1.61203262e-01 2.85238676e-02
1.14074869e-02 -3.21034170e-02 -1.66078495e-01 1.25673307e-03
4.82425842e-02]
[ 2.97488136e-02 -1.58565275e-01 -1.52062452e-01 -4.42558141e-02
-1.20252227e-01 -1.06612644e-01 6.86241522e-02 -1.76177404e-01
-4.57460803e-02 -5.20218423e-02 -1.12452296e-02 -1.71402934e-01
5.21600612e-02]
[ -2.82916210e-01 -1.43715658e-01 -6.96747250e-02 -9.26915412e-02
-3.04024096e-01 -2.71438385e-01 -3.59414150e-01 6.04611154e-02
-2.94191469e-01 -2.10499966e-01 1.78888997e-01 1.03212259e-01
2.97477901e-01]
[ -2.13858885e-01 -1.37557847e-01 -7.55969228e-02 -9.33738674e-02
-8.67068716e-02 -1.13916360e-01 -5.03441311e-02 7.40302199e-02
-1.06283908e-01 4.51919647e-02 -2.84118567e-03 -1.98090182e-01
4.68388075e-02]
[ -1.51460813e-01 -6.35130511e-02 -2.21101222e-01 -3.59604414e-01
-1.46009477e-01 -1.98649472e-01 -2.19555740e-01 -6.92204006e-02
2.10105801e-01 -1.69849905e-01 -3.09331674e-01 -3.30423957e-01
-9.94328433e-02]
[ -3.65062523e-01 -8.52677084e-02 -1.40457910e-01 -2.12201182e-01
-6.46398649e-02 -3.09718362e-01 7.97868152e-02 -3.34774238e-02
-9.85414188e-02 1.19069872e-01 -5.40359080e-02 -1.03610950e-01
-1.26457547e-01]
[ -1.69393423e-01 -1.56454964e-01 -4.54260901e-02 -1.31395171e-01
-1.36303325e-01 -2.91782390e-01 -1.21682368e-01 -1.12350354e-01
-3.13971163e-01 2.64808947e-02 1.88651381e-01 1.49846524e-01
-2.91627925e-01]
[ -1.38080623e-01 -1.82886451e-01 -1.10713899e-01 -2.84397670e-01
8.71913517e-02 -1.71856725e-02 -2.26587564e-01 -1.49080341e-01
7.92496593e-02 -1.09890947e-01 -1.87310037e-01 -1.87058859e-01
-3.41704099e-01]
[ -4.43443513e-02 -2.98873744e-02 -1.47474875e-01 -3.06595111e-02
-2.24939534e-01 6.37280886e-02 -9.07749554e-02 -4.66933739e-02
-2.34085505e-01 -7.54926186e-02 -5.25637939e-02 -2.76752083e-01
-1.66021968e-01]
[ -7.33587232e-02 4.02803896e-02 -1.30782121e-01 -2.77803007e-01
1.30464297e-01 2.14199197e-02 -2.46609364e-01 -2.00165459e-01
9.65842283e-02 -9.47498932e-02 -2.29321130e-01 -1.23234904e-01
-2.91067676e-01]
[ 8.34719820e-02 -3.07684203e-01 -8.18901196e-02 -3.95913792e-01
-2.14071955e-01 -8.70756202e-02 3.15381951e-02 7.10657307e-02
-2.13880157e-02 2.54990976e-01 -4.36187833e-01 -4.02415706e-01
2.67027684e-01]
[ -2.18054876e-01 -2.47824765e-01 -1.27885723e-01 -2.51874115e-01
-2.96946511e-01 -9.09964495e-02 1.59418899e-01 9.16922105e-03
2.65923539e-01 1.56279728e-02 -3.14384215e-01 -5.99631193e-01
4.49561052e-01]
[ -9.72004442e-03 -1.81514926e-01 2.20836721e-02 -2.32036587e-01
-1.57336610e-01 1.68858277e-01 1.22299722e-01 1.79051319e-01
-6.75733775e-02 1.71253568e-01 -8.53601809e-02 -5.56314299e-01
4.51625229e-01]
[ 5.41849575e-03 -3.45689552e-02 -1.23777843e-01 -4.78414606e-02
-1.63577921e-01 -4.42517373e-02 2.06222038e-01 9.42616412e-02
1.96192489e-01 2.96739740e-01 -3.60638384e-01 -4.09628034e-01
4.61043472e-01]
[ -8.01522688e-02 -2.71173700e-01 5.90929027e-02 -3.07808777e-01
-1.33889994e-01 1.19844178e-01 2.76410963e-01 6.26061841e-02
-1.08717491e-01 1.03260914e-01 -4.58254315e-01 -4.83214639e-01
5.76738283e-01]
[ 1.21687070e-01 -7.04636460e-02 1.26765723e-02 -9.07836305e-02
-6.01153554e-02 -1.52236628e-02 1.40908632e-01 2.42886910e-01
3.11476600e-01 1.64678230e-01 -4.31257872e-01 -3.16096228e-01
2.39462244e-01]
[ -1.03356965e-02 -1.14460966e-01 1.47145772e-02 6.63130892e-02
-6.93544371e-02 -2.82628405e-01 -3.12019262e-02 2.15801209e-01
-7.06152074e-02 6.70856609e-03 -1.68280739e-01 -4.00257802e-01
1.03153320e-01]
[ 7.91205073e-02 1.17527440e-01 -5.93413785e-04 4.01546075e-02
-8.99205793e-02 -5.95780977e-02 -1.78531481e-01 -1.84885421e-01
-2.66736783e-01 -1.56290333e-01 -1.91344103e-01 1.81744467e-01
-7.22278669e-02]
[ 4.06966196e-02 -8.71168000e-02 1.41249220e-01 1.22139094e-01
2.40354887e-01 7.73468380e-03 -3.69005407e-01 -3.57618337e-01
-8.27985623e-02 -5.20424717e-01 1.09172801e-01 7.54769398e-01
-3.40857517e-01]
[ 3.58424512e-02 8.50474444e-02 -2.11395400e-01 4.00702717e-02
3.31305049e-02 -2.62076090e-04 -1.55517464e-01 -3.29140884e-01
-2.89948316e-01 -1.76888560e-01 -3.76736572e-02 8.07120498e-03
-1.80904457e-01]
[ -5.38485018e-02 -2.16502043e-01 6.78271827e-02 9.77829153e-02
-1.32623826e-01 -1.33892894e-01 5.68421473e-02 1.92255011e-02
9.92903841e-02 -3.38936089e-01 -2.90522640e-01 -2.44798325e-01
5.01761754e-02]
[ 1.73246638e-02 -2.70758804e-01 6.39459919e-02 -2.06792301e-01
-1.88137417e-01 -2.30596736e-01 -2.48617262e-01 8.85478436e-02
5.85668924e-03 1.60240191e-01 -1.39879706e-01 6.12934480e-02
-4.89766418e-02]
[ 1.75425451e-01 4.62799302e-02 -1.00712943e-01 -2.00883396e-01
-6.09141737e-02 -1.01395522e-01 -1.63216721e-01 9.04315117e-02
-1.77974532e-01 -1.79010347e-01 -1.82973754e-01 5.96623937e-03
-6.66709765e-02]
[ -1.70427436e-01 -1.88432231e-01 -1.04406632e-01 -1.80420203e-01
-5.57811328e-02 2.71968282e-02 -1.65145054e-01 -1.20354826e-01
-1.24250308e-01 6.72772171e-02 -2.11691492e-01 -6.42720832e-02
-1.94519618e-01]
[ -3.13695966e-02 -2.25415926e-01 -1.51295753e-01 -1.99582945e-01
-6.35006654e-02 4.43898933e-02 4.18646774e-03 6.69018018e-02
-1.92815255e-01 -1.85805054e-01 -7.47059013e-02 -2.66433058e-01
1.49882616e-02]
[ 1.17956981e-01 5.89578591e-02 4.75822419e-04 -1.62763269e-01
-3.37229250e-01 8.19346072e-03 -1.04903110e-01 -1.75901454e-01
-2.89779674e-01 1.45654010e-01 -1.43476470e-01 -2.19673457e-01
3.08157698e-02]
[ -6.29580511e-02 -1.16491027e-02 -2.82387126e-01 -1.20005892e-02
6.30368845e-02 1.56157899e-01 -2.15143827e-01 -1.49532390e-01
-4.48072163e-02 -3.35604073e-02 1.27365642e-01 3.33031825e-01
1.12892301e-03]
[ 1.04629094e-01 3.28261413e-01 -2.02365351e-01 5.12385428e-01
8.98003962e-02 -2.05655009e-03 -1.92197968e-01 -3.47791743e-01
-2.14576618e-01 -3.76956295e-01 5.03153137e-01 7.45174808e-01
-4.39154715e-01]
[ -3.23561728e-02 1.67939065e-01 4.71610986e-02 9.06580586e-02
-2.17628843e-02 -6.98942469e-02 -2.18230508e-01 -3.26601592e-01
-2.36535179e-01 -2.43644571e-01 2.82606028e-01 8.03264724e-01
-3.85448351e-01]
[ -5.09796354e-02 -1.20331704e-01 -1.61735222e-01 2.55397145e-01
-1.67464081e-01 2.33870006e-01 -8.54885636e-02 -2.62221311e-01
-2.44057476e-01 -5.04355408e-01 1.38773414e-01 2.87819823e-01
-2.37108204e-01]
[ 7.93119046e-02 -3.82514741e-01 -5.11948107e-02 -4.48326830e-02
-1.11063035e-01 2.00614089e-01 9.73761671e-02 1.76880733e-01
-1.43278788e-01 -3.58299020e-02 -8.72697863e-02 2.34657945e-01
-1.27825328e-01]
[ 2.03868740e-01 -2.89366153e-01 -1.23232182e-01 -8.83950936e-02
-2.04775879e-01 1.22590286e-01 2.89413956e-02 -1.57726197e-01
-2.97937664e-02 -1.27083421e-01 -1.27643141e-01 -2.01143149e-01
-6.54754025e-02]
[ -1.34703580e-01 -8.01819040e-02 3.87390643e-02 -2.50998085e-01
-5.58787992e-02 -1.40821321e-01 5.72749708e-02 -1.82734983e-02
-6.29115227e-02 -1.42192375e-02 -2.95722739e-01 -3.87803765e-01
-1.96020876e-02]
[ -1.40811361e-01 -1.22568582e-01 -7.24847021e-02 -2.09638354e-01
-3.33916156e-01 -2.87233307e-01 9.73083334e-02 4.70200160e-02
-1.59358227e-02 2.95213151e-02 -1.41514807e-01 -4.77932805e-01
-1.18369219e-01]
[ -1.67100791e-01 -2.17957761e-01 -2.97371263e-01 -2.71418241e-01
-2.61857018e-01 -2.06744887e-01 -3.28909072e-01 1.45002613e-01
-4.40980131e-02 -2.74691354e-01 -2.56717675e-01 -1.67940907e-01
-1.96616265e-01]
[ -1.06460751e-01 1.09931845e-01 2.56420205e-02 -4.25877599e-02
-2.22168155e-01 -1.68620338e-01 -8.20949988e-02 -4.37622364e-03
-7.40543411e-02 -2.11104142e-01 -1.94686977e-01 -2.40117428e-01
-1.14468300e-01]
[ -3.48399196e-01 -1.34517996e-01 -2.70109806e-01 7.65134864e-02
-2.11452254e-01 -2.26204073e-01 -5.42255665e-02 -1.68839455e-01
6.09664165e-02 -8.96781287e-02 1.54326671e-02 -3.40611616e-01
-4.31492288e-02]
[ -1.25945038e-01 -3.49705872e-02 -2.58238802e-01 -9.08785578e-03
-2.15663561e-01 -2.76350277e-01 -3.98922289e-01 -1.04404627e-01
-5.51063950e-03 -3.17420927e-01 -2.73629676e-01 -3.66390923e-01
-1.14171239e-01]
[ -2.13432091e-01 -5.43546270e-01 -3.29436271e-01 -4.05456324e-01
-3.39267309e-01 -2.26219248e-01 1.04213568e-02 -3.13697944e-01
1.18096233e-01 -2.57764465e-01 -2.49481843e-01 -1.29708265e-01
-9.22971727e-02]
[ -2.11657718e-01 -3.01598716e-01 -3.11289849e-01 -1.57000641e-01
-1.00124592e-01 -1.46531443e-01 -1.14478775e-01 -2.77375167e-02
-2.07678751e-01 -5.14446665e-01 -2.52520540e-01 -1.06954789e-01
-2.68360037e-03]
[ -1.23612802e-01 3.63550760e-02 -2.40416981e-01 -3.41479612e-01
-2.20064918e-01 -2.57585340e-01 -7.21020210e-02 -2.69978694e-01
1.67622966e-02 3.43865163e-03 -2.87825931e-01 -2.11295534e-02
-2.06427501e-01]]
Progress: 5.5% ... Training loss: 0.382 ... Validation loss: 0.690[[-0.05779694]
[ 0.32781283]
[-0.11122839]
[ 0.62930806]
[ 0.30798879]
[ 0.01676074]
[-0.76751461]
[-0.89045027]
[-0.66880896]
[-0.89717856]
[ 0.83431747]
[ 2.01639792]
[-1.27128172]]
[[ -5.34627446e-01 -5.44312104e-01 -5.77413373e-01 -2.72222147e-01
-3.43103939e-01 -5.84447947e-01 -5.90457533e-01 -5.48481381e-01
-7.11763935e-01 -6.37881248e-01 -1.86632123e-01 3.16766189e-01
-5.72014465e-01]
[ 6.11897686e-03 -1.42000521e-01 5.26315786e-02 -2.52340958e-02
-4.59720985e-02 5.90272948e-02 -1.09864851e-01 2.49043160e-01
-1.12306026e-01 -1.49384326e-01 -4.49737849e-02 -2.30106044e-02
1.20882966e-01]
[ -1.96260054e-01 1.46785828e-01 -2.21028193e-02 1.21659417e-01
1.30867972e-01 -1.09880903e-01 -3.59431475e-03 -1.65181931e-01
1.00251489e-01 -1.82717752e-01 2.53375862e-01 7.46093724e-01
1.16636073e-01]
[ 1.80530329e-01 -3.08577494e-01 -2.55029816e-01 -1.06238382e-01
-3.64185169e-01 -5.26651452e-03 7.17819161e-02 -1.81496377e-01
2.24300891e-01 -1.98337274e-01 -2.65939708e-01 -5.87773658e-01
-4.19942295e-02]
[ 1.04022690e-01 7.96899101e-02 8.90236576e-02 1.51079907e-01
1.67005942e-02 7.42212040e-02 -2.58620954e-02 1.00704358e-01
7.73656583e-03 1.59430352e-01 2.11260460e-01 7.69430669e-02
2.49055719e-01]
[ -4.82775905e-01 -5.57422541e-01 -6.09743590e-01 -5.15363950e-01
-5.58792537e-01 -5.61143887e-01 -3.04726887e-01 -2.28030448e-01
-4.16851467e-01 -3.01511923e-01 -3.60350019e-01 -4.80429739e-01
-2.71273557e-01]
[ -4.13782399e-01 -5.74109249e-01 -3.20019214e-01 -3.62382216e-01
-4.05734725e-01 -5.56980349e-01 -4.52482212e-01 -4.77668446e-01
-3.06024581e-01 -2.19852329e-01 -4.72298367e-01 -2.28651245e-01
-2.16340266e-01]
[ -3.13719713e-01 -3.82004918e-01 -4.50085915e-01 -3.15679859e-01
-3.31544571e-01 -4.11134389e-01 -1.79687448e-01 -1.11429314e-01
-2.24870986e-01 -3.66415560e-01 -2.89402420e-01 -4.83790046e-01
-1.60927165e-01]
[ -4.73704935e-01 -3.42743590e-01 -3.78138909e-01 -1.18554449e-01
-3.29102417e-01 -2.11506569e-01 -2.09423893e-01 -4.72823946e-01
-3.55876427e-01 -5.02143770e-01 -1.03963717e-01 2.62488271e-02
-3.17696154e-01]
[ -9.43135782e-01 -9.48070546e-01 -9.63613531e-01 -8.55863753e-01
-1.02372562e+00 -9.73973880e-01 -6.88923588e-01 -6.68684155e-01
-7.79976465e-01 -5.65376983e-01 -8.77259839e-01 -6.09019212e-01
-3.78135940e-01]
[ -5.00891141e-01 -2.60543697e-01 -4.61564411e-01 -3.02152340e-01
-3.52623057e-01 -3.53494007e-01 -5.41012737e-01 -5.76219379e-01
-6.16139205e-01 -1.73918726e-01 -3.89699624e-01 -5.16251811e-01
-4.35837334e-01]
[ -1.18275997e-01 4.95880320e-02 -3.38507693e-01 -3.12078434e-01
-7.88462294e-02 -6.98349975e-02 -1.70858141e-01 -2.84333421e-01
-1.65034405e-01 1.11169456e-01 -2.42807821e-01 -2.12604068e-01
-2.67908363e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60547181e-01 -9.46325259e-02 1.60429595e-01 -2.15037168e-01
-1.14894539e-01 1.14511197e-01 -1.49549701e-01 -3.61056462e-02
-9.90926857e-02 2.32658933e-02 -7.88103192e-02 -1.56853131e-01
3.69373634e-02]
[ -8.06361652e-02 -2.56475430e-01 -1.77586959e-01 -2.74997469e-01
-4.76749189e-01 -8.41758552e-02 -1.89890442e-02 1.23085463e-02
-3.56530149e-02 2.75100116e-02 -1.53099547e-01 -1.78080791e-01
-2.08867867e-01]
[ -7.40922563e-02 7.23106298e-03 -2.45225372e-01 -2.37709630e-01
1.44029944e-01 -1.62349117e-01 -1.60721447e-01 3.02028479e-02
1.17472880e-02 -3.01367011e-02 -1.67391856e-01 -2.36523149e-03
5.09095460e-02]
[ 2.96033617e-02 -1.57612451e-01 -1.52292681e-01 -4.14745573e-02
-1.19234973e-01 -1.06556316e-01 6.66463823e-02 -1.78266933e-01
-4.73431145e-02 -5.40507827e-02 -7.71532746e-03 -1.64438366e-01
4.73817267e-02]
[ -2.83055182e-01 -1.42642324e-01 -6.99306395e-02 -9.00455301e-02
-3.03171389e-01 -2.71377380e-01 -3.60391843e-01 5.86768477e-02
-2.95465866e-01 -2.11644511e-01 1.82110667e-01 1.11890416e-01
2.94168072e-01]
[ -2.13913781e-01 -1.36814767e-01 -7.57911082e-02 -9.20062871e-02
-8.58672250e-02 -1.13893549e-01 -5.04533472e-02 7.31855648e-02
-1.06796899e-01 4.38185959e-02 -2.64011374e-04 -1.89078340e-01
4.51088436e-02]
[ -1.51231251e-01 -6.51512799e-02 -2.20647960e-01 -3.62860935e-01
-1.47535308e-01 -1.98754729e-01 -2.16604533e-01 -6.43525386e-02
2.14024502e-01 -1.65748717e-01 -3.12795496e-01 -3.36000195e-01
-9.19081741e-02]
[ -3.64810325e-01 -8.71847277e-02 -1.40057005e-01 -2.15544334e-01
-6.62864404e-02 -3.09830802e-01 8.38575806e-02 -2.85561411e-02
-9.50779773e-02 1.23858877e-01 -5.77157251e-02 -1.14806423e-01
-1.18117051e-01]
[ -1.69297440e-01 -1.56984696e-01 -4.53112709e-02 -1.32961121e-01
-1.36803078e-01 -2.91815165e-01 -1.19942367e-01 -1.11091226e-01
-3.12801271e-01 2.75990897e-02 1.86586375e-01 1.44146340e-01
-2.88718666e-01]
[ -1.38311739e-01 -1.80953090e-01 -1.11132818e-01 -2.80456475e-01
8.88674112e-02 -1.70648585e-02 -2.30749431e-01 -1.52722152e-01
7.53629730e-02 -1.13423161e-01 -1.82188043e-01 -1.70378006e-01
-3.47325412e-01]
[ -4.42801696e-02 -3.03140392e-02 -1.47354572e-01 -3.15790120e-02
-2.25206724e-01 6.36955241e-02 -8.95396686e-02 -4.52437556e-02
-2.33173827e-01 -7.40566415e-02 -5.36642736e-02 -2.78823105e-01
-1.63906899e-01]
[ -7.32835824e-02 3.96831500e-02 -1.30634801e-01 -2.78720619e-01
1.29967710e-01 2.13802471e-02 -2.45403452e-01 -1.98966725e-01
9.76465025e-02 -9.31106651e-02 -2.30678283e-01 -1.26747277e-01
-2.89228160e-01]
[ 8.34591049e-02 -3.07626831e-01 -8.19057331e-02 -3.95810490e-01
-2.14013219e-01 -8.70707496e-02 3.13204420e-02 7.08016303e-02
-2.16023591e-02 2.54778376e-01 -4.36058233e-01 -4.02060588e-01
2.66574237e-01]
[ -2.17975387e-01 -2.48409169e-01 -1.27720404e-01 -2.53324749e-01
-2.97561084e-01 -9.10371149e-02 1.61725242e-01 1.14928772e-02
2.67847271e-01 1.76078041e-02 -3.16257829e-01 -6.05453656e-01
4.54558269e-01]
[ -9.64238816e-03 -1.82010520e-01 2.22309216e-02 -2.33314086e-01
-1.57883399e-01 1.68809496e-01 1.24070566e-01 1.80754539e-01
-6.60678350e-02 1.72946201e-01 -8.71589093e-02 -5.60078688e-01
4.54864831e-01]
[ 5.53402412e-03 -3.52738899e-02 -1.23606111e-01 -4.93970892e-02
-1.64085808e-01 -4.42992070e-02 2.08603813e-01 9.63917781e-02
1.98378246e-01 2.99120416e-01 -3.62252655e-01 -4.14452570e-01
4.65901739e-01]
[ -8.00281546e-02 -2.71983288e-01 5.93172113e-02 -3.09198185e-01
-1.34638178e-01 1.19789010e-01 2.79113267e-01 6.55737048e-02
-1.06554806e-01 1.06379503e-01 -4.60219755e-01 -4.89618203e-01
5.82487728e-01]
[ 1.21849517e-01 -7.13223422e-02 1.29308875e-02 -9.26608755e-02
-6.08841776e-02 -1.52837561e-02 1.43704517e-01 2.46108622e-01
3.14416506e-01 1.67967354e-01 -4.33191098e-01 -3.22805687e-01
2.45107952e-01]
[ -1.02887118e-02 -1.14642717e-01 1.47749351e-02 6.58061285e-02
-6.95091863e-02 -2.82644186e-01 -3.05861867e-02 2.16826420e-01
-7.01366504e-02 7.62150125e-03 -1.68908909e-01 -4.01324621e-01
1.04218525e-01]
[ 7.89236876e-02 1.18554155e-01 -8.83947210e-04 4.29873600e-02
-8.90542277e-02 -5.95102191e-02 -1.81155242e-01 -1.87512654e-01
-2.69345154e-01 -1.59529195e-01 -1.88591946e-01 1.91396158e-01
-7.86353099e-02]
[ 4.05909246e-02 -8.69668595e-02 1.41142078e-01 1.22965867e-01
2.40565658e-01 7.77192163e-03 -3.70024385e-01 -3.58794853e-01
-8.36942664e-02 -5.21317598e-01 1.09507968e-01 7.54301222e-01
-3.42476136e-01]
[ 3.58429414e-02 8.49679630e-02 -2.11387804e-01 3.98041812e-02
3.30497018e-02 -2.63248651e-04 -1.55589436e-01 -3.29239615e-01
-2.89969440e-01 -1.76858661e-01 -3.80884847e-02 6.98216887e-03
-1.80677811e-01]
[ -5.37560496e-02 -2.17451146e-01 6.81139130e-02 9.57099786e-02
-1.33413178e-01 -1.33929898e-01 5.84125092e-02 2.20581021e-02
1.00457062e-01 -3.36347779e-01 -2.93469649e-01 -2.53167996e-01
5.48285907e-02]
[ 1.72690334e-02 -2.70428096e-01 6.38724607e-02 -2.06314706e-01
-1.87917005e-01 -2.30574025e-01 -2.49609583e-01 8.81005147e-02
5.00895338e-03 1.59520054e-01 -1.39174393e-01 6.36087806e-02
-4.92887237e-02]
[ 1.75402373e-01 4.64921919e-02 -1.00760901e-01 -2.00792167e-01
-6.07235935e-02 -1.01378795e-01 -1.63670683e-01 9.00851258e-02
-1.78441463e-01 -1.79530536e-01 -1.82922837e-01 6.57431983e-03
-6.68655412e-02]
[ -1.70389102e-01 -1.88919425e-01 -1.04301608e-01 -1.81150966e-01
-5.61854158e-02 2.71761500e-02 -1.64445879e-01 -1.19196521e-01
-1.23571855e-01 6.84601265e-02 -2.12781852e-01 -6.76049593e-02
-1.92843642e-01]
[ -3.14344750e-02 -2.24954842e-01 -1.51403744e-01 -1.98969422e-01
-6.30285834e-02 4.44119494e-02 2.83682653e-03 6.56972431e-02
-1.94228930e-01 -1.87208361e-01 -7.34384480e-02 -2.58281523e-01
1.17978505e-02]
[ 1.17956981e-01 5.89578591e-02 4.75822419e-04 -1.62763269e-01
-3.37229250e-01 8.19346072e-03 -1.04903110e-01 -1.75901454e-01
-2.89779674e-01 1.45654010e-01 -1.43476470e-01 -2.19673457e-01
3.08157698e-02]
[ -6.29849377e-02 -1.15526459e-02 -2.82400993e-01 -1.16565749e-02
6.31750694e-02 1.56172888e-01 -2.15389744e-01 -1.49565345e-01
-4.52488587e-02 -3.37162913e-02 1.27730505e-01 3.34481449e-01
8.06141318e-04]
[ 1.04599586e-01 3.29017864e-01 -2.02525329e-01 5.14692805e-01
9.06618682e-02 -2.02476679e-03 -1.93361010e-01 -3.49454879e-01
-2.15078438e-01 -3.77518270e-01 5.06778320e-01 7.55398401e-01
-4.40756129e-01]
[ -3.23903807e-02 1.68621260e-01 4.70725467e-02 9.23366754e-02
-2.11437571e-02 -6.98882077e-02 -2.19682220e-01 -3.26985238e-01
-2.37598992e-01 -2.44483493e-01 2.86540194e-01 8.12573962e-01
-3.87952241e-01]
[ -5.10755311e-02 -1.19843718e-01 -1.61889243e-01 2.57256757e-01
-1.66972262e-01 2.33917079e-01 -8.67965602e-02 -2.63547183e-01
-2.45480873e-01 -5.05427766e-01 1.41126509e-01 2.95143630e-01
-2.40495447e-01]
[ 7.92711949e-02 -3.82311709e-01 -5.12673384e-02 -4.41334061e-02
-1.10860181e-01 2.00628862e-01 9.67039594e-02 1.75936808e-01
-1.43913087e-01 -3.64499587e-02 -8.63703299e-02 2.39476515e-01
-1.29623585e-01]
[ 2.03911820e-01 -2.89528307e-01 -1.23201252e-01 -8.86132783e-02
-2.04963318e-01 1.22575358e-01 2.94719180e-02 -1.57315504e-01
-2.93156764e-02 -1.26637057e-01 -1.28187251e-01 -2.02732976e-01
-6.50437900e-02]
[ -1.34661101e-01 -8.06312684e-02 3.88783485e-02 -2.51693919e-01
-5.63330911e-02 -1.40843816e-01 5.81111016e-02 -1.69225540e-02
-6.25208819e-02 -1.24213671e-02 -2.96930073e-01 -3.91446284e-01
-1.78083436e-02]
[ -1.40768112e-01 -1.22890631e-01 -7.23880322e-02 -2.10382249e-01
-3.34122443e-01 -2.87256796e-01 9.80579173e-02 4.81450219e-02
-1.53888241e-02 3.07270579e-02 -1.42675311e-01 -4.80123663e-01
-1.16742542e-01]
[ -1.66776857e-01 -2.19994192e-01 -2.96815555e-01 -2.75660867e-01
-2.63767709e-01 -2.06879576e-01 -3.24178086e-01 1.52085359e-01
-3.84922504e-02 -2.69114215e-01 -2.61264813e-01 -1.80058797e-01
-1.85599043e-01]
[ -1.06518829e-01 1.09887782e-01 2.56943824e-02 -4.24850510e-02
-2.22326750e-01 -1.68600396e-01 -8.23357976e-02 -3.67236853e-03
-7.43857309e-02 -2.10382125e-01 -1.94932217e-01 -2.38913001e-01
-1.12425596e-01]
[ -3.48347205e-01 -1.34713544e-01 -2.69957546e-01 7.58333394e-02
-2.11732298e-01 -2.26237338e-01 -5.34193295e-02 -1.67135923e-01
6.17147133e-02 -8.75598804e-02 1.40582913e-02 -3.43450791e-01
-4.02772568e-02]
[ -1.26355578e-01 -3.19599602e-02 -2.59016341e-01 -2.24610504e-03
-2.13130917e-01 -2.76185542e-01 -4.03609527e-01 -1.10083000e-01
-1.12538522e-02 -3.23878941e-01 -2.65181612e-01 -3.42625688e-01
-1.26468986e-01]
[ -2.13422261e-01 -5.43363219e-01 -3.29454276e-01 -4.04620393e-01
-3.38954592e-01 -2.26217828e-01 9.62291864e-03 -3.13754302e-01
1.17561367e-01 -2.57612947e-01 -2.47490757e-01 -1.24076198e-01
-9.35359999e-02]
[ -2.11803456e-01 -3.01160043e-01 -3.11409807e-01 -1.55271993e-01
-9.95764927e-02 -1.46488269e-01 -1.14956963e-01 -2.84315566e-02
-2.08241894e-01 -5.15108181e-01 -2.50514670e-01 -1.03657223e-01
-2.89351064e-03]
[ -1.23204083e-01 3.33786548e-02 -2.39704005e-01 -3.47016885e-01
-2.22240120e-01 -2.57748242e-01 -6.60451791e-02 -2.63305439e-01
2.15050335e-02 1.23769733e-02 -2.94864421e-01 -3.51393819e-02
-1.94440555e-01]]
Progress: 5.6% ... Training loss: 0.374 ... Validation loss: 0.675[[-0.06165484]
[ 0.3283285 ]
[-0.11173156]
[ 0.63261449]
[ 0.30583706]
[ 0.0127246 ]
[-0.76928911]
[-0.89192313]
[-0.67207528]
[-0.90361915]
[ 0.84150532]
[ 2.04166047]
[-1.27499457]]
[[ -5.34282241e-01 -5.45743544e-01 -5.76954013e-01 -2.74250428e-01
-3.44652457e-01 -5.84544066e-01 -5.85413764e-01 -5.41749274e-01
-7.07304846e-01 -6.29947176e-01 -1.87347247e-01 3.13243391e-01
-5.61211444e-01]
[ 6.15036193e-03 -1.42226162e-01 5.27246183e-02 -2.58096051e-02
-4.62049251e-02 5.90211044e-02 -1.09312509e-01 2.49965866e-01
-1.11925515e-01 -1.48438913e-01 -4.57382426e-02 -2.67526085e-02
1.22885553e-01]
[ -1.96526910e-01 1.50046901e-01 -2.30039152e-02 1.27873324e-01
1.33739101e-01 -1.09797796e-01 -1.07891016e-02 -1.74277077e-01
9.53698325e-02 -1.91380150e-01 2.64437314e-01 7.77261008e-01
9.94909682e-02]
[ 1.80770867e-01 -3.09632937e-01 -2.54966752e-01 -1.08042678e-01
-3.65300308e-01 -5.33641750e-03 7.79046223e-02 -1.79742517e-01
2.29285639e-01 -1.96490947e-01 -2.69983853e-01 -5.91063222e-01
-3.69008958e-02]
[ 1.03654138e-01 8.02075755e-02 8.87890807e-02 1.52075664e-01
1.74264345e-02 7.43032228e-02 -3.26563366e-02 9.77566644e-02
1.29004456e-03 1.56475869e-01 2.09916635e-01 7.32959388e-02
2.44984741e-01]
[ -4.82686771e-01 -5.58014777e-01 -6.09579254e-01 -5.16358372e-01
-5.59459952e-01 -5.61173202e-01 -3.03050496e-01 -2.25462671e-01
-4.15707795e-01 -2.98961763e-01 -3.61758345e-01 -4.85313123e-01
-2.67295666e-01]
[ -4.13549111e-01 -5.75403769e-01 -3.19572641e-01 -3.64175954e-01
-4.07161209e-01 -5.57038430e-01 -4.49371281e-01 -4.73140334e-01
-3.03525952e-01 -2.14222963e-01 -4.73701453e-01 -2.37231888e-01
-2.10439429e-01]
[ -3.13990393e-01 -3.79644269e-01 -4.50809421e-01 -3.10794131e-01
-3.29293117e-01 -4.11056374e-01 -1.85536354e-01 -1.18382219e-01
-2.29149995e-01 -3.72447792e-01 -2.81116350e-01 -4.57730454e-01
-1.71961208e-01]
[ -4.73605914e-01 -3.43134290e-01 -3.78019252e-01 -1.18754024e-01
-3.29588022e-01 -2.11539913e-01 -2.07469247e-01 -4.71843983e-01
-3.54263455e-01 -5.00233851e-01 -1.04779000e-01 2.30424236e-02
-3.15103761e-01]
[ -9.43508419e-01 -9.45124942e-01 -9.64400769e-01 -8.47701303e-01
-1.02104935e+00 -9.73867076e-01 -6.94422872e-01 -6.74885334e-01
-7.85179724e-01 -5.69455734e-01 -8.64676291e-01 -5.79148176e-01
-3.88827082e-01]
[ -5.00626758e-01 -2.62136797e-01 -4.61046631e-01 -3.05652464e-01
-3.54147701e-01 -3.53572782e-01 -5.38149890e-01 -5.71459997e-01
-6.13552981e-01 -1.69022703e-01 -3.93875234e-01 -5.25984569e-01
-4.28903540e-01]
[ -1.18016982e-01 4.83187222e-02 -3.38231174e-01 -3.14842767e-01
-8.03259056e-02 -6.99057533e-02 -1.67328642e-01 -2.81768677e-01
-1.61441105e-01 1.14409397e-01 -2.46556384e-01 -2.23353184e-01
-2.62713937e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60448061e-01 -9.52446999e-02 1.60638105e-01 -2.16314800e-01
-1.15429047e-01 1.14476983e-01 -1.48001368e-01 -3.34935274e-02
-9.81116325e-02 2.59416551e-02 -8.05245405e-02 -1.61031761e-01
4.08678390e-02]
[ -8.06760227e-02 -2.56309659e-01 -1.77634913e-01 -2.74576980e-01
-4.76662840e-01 -8.41669350e-02 -1.94098588e-02 1.16110821e-02
-3.60029998e-02 2.67269425e-02 -1.52405198e-01 -1.76740975e-01
-2.09835815e-01]
[ -7.40512477e-02 7.00573047e-03 -2.45196737e-01 -2.37950094e-01
1.43734937e-01 -1.62356157e-01 -1.60028335e-01 3.10553976e-02
1.23807928e-02 -2.92364060e-02 -1.67910940e-01 -4.77078996e-03
5.22162344e-02]
[ 2.97837455e-02 -1.58470335e-01 -1.51978198e-01 -4.35845345e-02
-1.20176929e-01 -1.06596298e-01 6.91007710e-02 -1.75473439e-01
-4.51135251e-02 -5.06086873e-02 -1.01048884e-02 -1.73534505e-01
5.26896614e-02]
[ -2.83053398e-01 -1.42647553e-01 -6.99549533e-02 -8.96896852e-02
-3.03130751e-01 -2.71377870e-01 -3.60664468e-01 5.92235250e-02
-2.95839928e-01 -2.11405161e-01 1.83622458e-01 1.12561787e-01
2.93226094e-01]
[ -2.13882998e-01 -1.37096384e-01 -7.56733582e-02 -9.18071718e-02
-8.62715043e-02 -1.13905280e-01 -4.97162593e-02 7.41479600e-02
-1.06366092e-01 4.53888013e-02 -5.17505848e-04 -1.89462869e-01
4.61988278e-02]
[ -1.51208685e-01 -6.52220033e-02 -2.20627106e-01 -3.63037251e-01
-1.47648608e-01 -1.98760517e-01 -2.16080881e-01 -6.38953495e-02
2.14546022e-01 -1.65379036e-01 -3.13131990e-01 -3.36961443e-01
-9.10242306e-02]
[ -3.64994797e-01 -8.51657480e-02 -1.40584407e-01 -2.12294783e-01
-6.46920318e-02 -3.09777140e-01 7.95838126e-02 -3.37990819e-02
-9.82574470e-02 1.18879931e-01 -5.21093448e-02 -9.91166223e-02
-1.26835509e-01]
[ -1.69355247e-01 -1.56686134e-01 -4.54976157e-02 -1.31464941e-01
-1.36180430e-01 -2.91800139e-01 -1.21452064e-01 -1.12870439e-01
-3.13865161e-01 2.64824431e-02 1.89373282e-01 1.55859616e-01
-2.91125351e-01]
[ -1.38224420e-01 -1.81243482e-01 -1.11013915e-01 -2.81087317e-01
8.85501191e-02 -1.70915304e-02 -2.28798918e-01 -1.51473380e-01
7.71255173e-02 -1.11699378e-01 -1.83145054e-01 -1.73604209e-01
-3.44215463e-01]
[ -4.43429916e-02 -3.02792638e-02 -1.47399977e-01 -3.08768362e-02
-2.25162131e-01 6.37097907e-02 -9.03983133e-02 -4.61426027e-02
-2.34178659e-01 -7.43850081e-02 -5.33482499e-02 -2.78344856e-01
-1.65498241e-01]
[ -7.32508268e-02 3.95916052e-02 -1.30605456e-01 -2.78810750e-01
1.29857366e-01 2.13715635e-02 -2.45081928e-01 -1.98698509e-01
9.80359882e-02 -9.27675949e-02 -2.30764493e-01 -1.26998320e-01
-2.88793648e-01]
[ 8.35052167e-02 -3.07846074e-01 -8.18063564e-02 -3.96403289e-01
-2.14238055e-01 -8.70806711e-02 3.19558750e-02 7.17927088e-02
-2.11418139e-02 2.55825651e-01 -4.36857634e-01 -4.05421074e-01
2.68706955e-01]
[ -2.17984505e-01 -2.48389043e-01 -1.27736925e-01 -2.53305498e-01
-2.97596283e-01 -9.10336545e-02 1.61648985e-01 1.14525778e-02
2.67699391e-01 1.74556648e-02 -3.16297736e-01 -6.06098878e-01
4.54661475e-01]
[ -9.50275021e-03 -1.82515811e-01 2.24558482e-02 -2.34666912e-01
-1.58443798e-01 1.68765441e-01 1.26950012e-01 1.83758831e-01
-6.37579290e-02 1.75679937e-01 -8.92881309e-02 -5.65550933e-01
4.60505298e-01]
[ 5.62170574e-03 -3.57392969e-02 -1.23445629e-01 -5.05820137e-02
-1.64569980e-01 -4.43233534e-02 2.10169440e-01 9.87060897e-02
1.99547972e-01 3.01394958e-01 -3.63694894e-01 -4.19699236e-01
4.70294726e-01]
[ -7.99761015e-02 -2.72180178e-01 5.94025145e-02 -3.09716256e-01
-1.34845607e-01 1.19770963e-01 2.80153503e-01 6.64627184e-02
-1.05837752e-01 1.07308603e-01 -4.60738512e-01 -4.90898691e-01
5.84274293e-01]
[ 1.22020897e-01 -7.21542409e-02 1.32316232e-02 -9.45109210e-02
-6.17224246e-02 -1.53298828e-02 1.46360041e-01 2.49854085e-01
3.16912868e-01 1.71436990e-01 -4.35161224e-01 -3.29031311e-01
2.50730928e-01]
[ -1.02629431e-02 -1.14771035e-01 1.48172793e-02 6.54627674e-02
-6.96529685e-02 -2.82649137e-01 -3.02908640e-02 2.17267179e-01
-6.98677613e-02 8.08580544e-03 -1.69218850e-01 -4.02150598e-01
1.04854473e-01]
[ 7.89033587e-02 1.18720783e-01 -9.21635591e-04 4.31967482e-02
-8.89528895e-02 -5.95058292e-02 -1.81319838e-01 -1.87977373e-01
-2.69669010e-01 -1.59816089e-01 -1.88336636e-01 1.92479431e-01
-7.94651819e-02]
[ 4.03871373e-02 -8.62227979e-02 1.40802654e-01 1.26155224e-01
2.41485034e-01 7.82436046e-03 -3.72871906e-01 -3.62262203e-01
-8.64484433e-02 -5.23367568e-01 1.13662888e-01 7.67302467e-01
-3.48861721e-01]
[ 3.58555131e-02 8.48797746e-02 -2.11364862e-01 3.96382721e-02
3.29761717e-02 -2.66380379e-04 -1.55477238e-01 -3.29027366e-01
-2.89870667e-01 -1.76603050e-01 -3.83513342e-02 6.32781726e-03
-1.80287969e-01]
[ -5.37987008e-02 -2.17248726e-01 6.80374234e-02 9.62207282e-02
-1.33252135e-01 -1.33916562e-01 5.77751330e-02 2.12135896e-02
9.99296635e-02 -3.37019897e-01 -2.92944133e-01 -2.52085773e-01
5.36297258e-02]
[ 1.73072858e-02 -2.70714450e-01 6.39905991e-02 -2.07007346e-01
-1.88216982e-01 -2.30584546e-01 -2.49061757e-01 8.88499740e-02
5.56311713e-03 1.60530157e-01 -1.40147454e-01 6.08324366e-02
-4.77257440e-02]
[ 1.75403517e-01 4.64618247e-02 -1.00759900e-01 -2.00839891e-01
-6.07621188e-02 -1.01379469e-01 -1.63718520e-01 9.00345862e-02
-1.78412807e-01 -1.79609551e-01 -1.82911694e-01 6.53930320e-03
-6.70148281e-02]
[ -1.70319290e-01 -1.89329013e-01 -1.04188673e-01 -1.81984148e-01
-5.66680620e-02 2.71573514e-02 -1.63579759e-01 -1.18210728e-01
-1.22738165e-01 6.98298725e-02 -2.13796892e-01 -7.11386872e-02
-1.91355793e-01]
[ -3.13966485e-02 -2.24962368e-01 -1.51405400e-01 -1.99300761e-01
-6.30778214e-02 4.44021837e-02 2.99798063e-03 6.54234906e-02
-1.93993260e-01 -1.87592145e-01 -7.35876186e-02 -2.57942272e-01
1.15159747e-02]
[ 1.17904285e-01 5.95806828e-02 3.33695001e-04 -1.61823138e-01
-3.36747414e-01 8.20802368e-03 -1.06145302e-01 -1.77546273e-01
-2.90624952e-01 1.43937991e-01 -1.41713479e-01 -2.14406813e-01
2.82377571e-02]
[ -6.29100101e-02 -1.20418302e-02 -2.82273326e-01 -1.27354552e-02
6.26271276e-02 1.56146092e-01 -2.14407524e-01 -1.48447519e-01
-4.42842139e-02 -3.23082860e-02 1.26173193e-01 3.31420902e-01
3.15284729e-03]
[ 1.04661227e-01 3.28887372e-01 -2.02481585e-01 5.14502999e-01
9.06004051e-02 -2.03682725e-03 -1.92687293e-01 -3.49022008e-01
-2.14504311e-01 -3.76853654e-01 5.06391926e-01 7.53737324e-01
-4.39769891e-01]
[ -3.24448849e-02 1.69298416e-01 4.68734024e-02 9.38285968e-02
-2.05408615e-02 -6.98770024e-02 -2.21712837e-01 -3.28453344e-01
-2.39098031e-01 -2.45973446e-01 2.89638138e-01 8.18388222e-01
-3.92066382e-01]
[ -5.12200553e-02 -1.18948683e-01 -1.62179571e-01 2.60505487e-01
-1.66016548e-01 2.33965214e-01 -8.92940199e-02 -2.66462890e-01
-2.47486947e-01 -5.07598004e-01 1.45577444e-01 3.08094160e-01
-2.46871549e-01]
[ 7.91404110e-02 -3.81736415e-01 -5.14730439e-02 -4.26069913e-02
-1.10250491e-01 2.00663968e-01 9.45633827e-02 1.73204258e-01
-1.45663863e-01 -3.88479994e-02 -8.40868783e-02 2.46300781e-01
-1.33708217e-01]
[ 2.03886722e-01 -2.89410496e-01 -1.23262958e-01 -8.84115748e-02
-2.04887739e-01 1.22582780e-01 2.92020620e-02 -1.57836636e-01
-2.95194086e-02 -1.27243794e-01 -1.27914402e-01 -2.02249744e-01
-6.57747421e-02]
[ -1.34652850e-01 -8.07659237e-02 3.89079312e-02 -2.51869646e-01
-5.64982486e-02 -1.40846328e-01 5.83915008e-02 -1.63797704e-02
-6.23049940e-02 -1.20886040e-02 -2.97398537e-01 -3.93739721e-01
-1.70013285e-02]
[ -1.40760917e-01 -1.22905391e-01 -7.23793592e-02 -2.10464668e-01
-3.34145420e-01 -2.87258072e-01 9.82100465e-02 4.82655565e-02
-1.52824443e-02 3.08297402e-02 -1.42809111e-01 -4.80508215e-01
-1.16471639e-01]
[ -1.66748106e-01 -2.19974510e-01 -2.96801271e-01 -2.75617782e-01
-2.63815576e-01 -2.06885461e-01 -3.24683342e-01 1.51748129e-01
-3.85284224e-02 -2.69303491e-01 -2.60751295e-01 -1.78747433e-01
-1.86421341e-01]
[ -1.06611114e-01 1.10761397e-01 2.55734288e-02 -4.10267902e-02
-2.21779940e-01 -1.68576310e-01 -8.37177088e-02 -4.86125892e-03
-7.56733507e-02 -2.11030588e-01 -1.92624695e-01 -2.33834804e-01
-1.13467888e-01]
[ -3.48384724e-01 -1.34509732e-01 -2.70029611e-01 7.63119138e-02
-2.11542168e-01 -2.26227591e-01 -5.35556104e-02 -1.67815043e-01
6.15633910e-02 -8.82355850e-02 1.48153285e-02 -3.42206150e-01
-4.07207172e-02]
[ -1.26440162e-01 -3.17875243e-02 -2.59134405e-01 -4.83929105e-04
-2.12963241e-01 -2.76164496e-01 -4.04731601e-01 -1.11433416e-01
-1.29406184e-02 -3.24031934e-01 -2.63573069e-01 -3.36999919e-01
-1.30238094e-01]
[ -2.13413261e-01 -5.43236825e-01 -3.29608338e-01 -4.03443581e-01
-3.38597564e-01 -2.26223946e-01 9.79060002e-03 -3.14442952e-01
1.17820587e-01 -2.57682541e-01 -2.44664499e-01 -1.17150166e-01
-9.56182661e-02]
[ -2.11623533e-01 -3.02019363e-01 -3.11135531e-01 -1.57238309e-01
-1.00475369e-01 -1.46540036e-01 -1.12261124e-01 -2.43190286e-02
-2.05979175e-01 -5.10979646e-01 -2.52909935e-01 -1.10186977e-01
4.95681688e-03]
[ -1.23056608e-01 3.29252291e-02 -2.39520358e-01 -3.48071483e-01
-2.22883070e-01 -2.57782077e-01 -6.48701166e-02 -2.62050714e-01
2.31212395e-02 1.40416812e-02 -2.95822659e-01 -3.94064714e-02
-1.92694379e-01]]
Progress: 5.7% ... Training loss: 0.369 ... Validation loss: 0.663[[-0.06766927]
[ 0.32334252]
[-0.11717848]
[ 0.63314779]
[ 0.30362388]
[ 0.00557847]
[-0.78115431]
[-0.90085741]
[-0.68386141]
[-0.91900915]
[ 0.84293834]
[ 2.06025679]
[-1.29678779]]
[[ -5.34061818e-01 -5.44911092e-01 -5.76898392e-01 -2.72266496e-01
-3.43493456e-01 -5.84576306e-01 -5.81344557e-01 -5.39051860e-01
-7.03251738e-01 -6.24227554e-01 -1.83680260e-01 3.17611815e-01
-5.52052135e-01]
[ 6.12258996e-03 -1.42063715e-01 5.26801458e-02 -2.54698623e-02
-4.60734628e-02 5.90269519e-02 -1.09637994e-01 2.49533868e-01
-1.12228097e-01 -1.48839294e-01 -4.52529583e-02 -2.55870915e-02
1.22189447e-01]
[ -1.96578680e-01 1.51087082e-01 -2.33476512e-02 1.31925572e-01
1.35573880e-01 -1.09779064e-01 -1.17261355e-02 -1.77889435e-01
9.60960296e-02 -1.92879673e-01 2.69765572e-01 7.86634288e-01
9.64856533e-02]
[ 1.80718888e-01 -3.09607055e-01 -2.55085472e-01 -1.11469417e-01
-3.65742806e-01 -5.34347555e-03 7.88003806e-02 -1.79293725e-01
2.29594995e-01 -1.98521949e-01 -2.74983856e-01 -5.85193156e-01
-3.29225441e-02]
[ 1.03930214e-01 7.89649704e-02 8.91576649e-02 1.49057953e-01
1.64992550e-02 7.42749908e-02 -3.15978253e-02 9.87972407e-02
3.54380034e-03 1.61332976e-01 2.07486931e-01 5.39715528e-02
2.51153805e-01]
[ -4.82634936e-01 -5.58680863e-01 -6.09380467e-01 -5.17457328e-01
-5.60120609e-01 -5.61192299e-01 -3.01651300e-01 -2.23077937e-01
-4.14761547e-01 -2.96884722e-01 -3.63548013e-01 -4.90195049e-01
-2.62852840e-01]
[ -4.13419198e-01 -5.75707212e-01 -3.19307309e-01 -3.64888179e-01
-4.07344322e-01 -5.57058579e-01 -4.46581420e-01 -4.70266138e-01
-3.01604149e-01 -2.09027533e-01 -4.75244867e-01 -2.44335281e-01
-2.01403729e-01]
[ -3.14027365e-01 -3.78950665e-01 -4.51037620e-01 -3.07922138e-01
-3.28211251e-01 -4.11045692e-01 -1.85613956e-01 -1.19984988e-01
-2.28465647e-01 -3.73263176e-01 -2.76808485e-01 -4.47102096e-01
-1.74277677e-01]
[ -4.73437232e-01 -3.43705067e-01 -3.77812683e-01 -1.20122894e-01
-3.30087281e-01 -2.11580016e-01 -2.04978624e-01 -4.70215721e-01
-3.52185885e-01 -4.98115853e-01 -1.06518132e-01 1.71038733e-02
-3.11717289e-01]
[ -9.43549097e-01 -9.43922191e-01 -9.64548826e-01 -8.44175194e-01
-1.01952840e+00 -9.73859519e-01 -6.93247468e-01 -6.75666349e-01
-7.84550310e-01 -5.67723614e-01 -8.59579151e-01 -5.70429749e-01
-3.86159384e-01]
[ -5.00445973e-01 -2.63108492e-01 -4.60757998e-01 -3.07540487e-01
-3.54843867e-01 -3.53612074e-01 -5.35000225e-01 -5.68223738e-01
-6.10722605e-01 -1.64942901e-01 -3.96602008e-01 -5.32707765e-01
-4.21002328e-01]
[ -1.17843631e-01 4.72409652e-02 -3.37929262e-01 -3.16788912e-01
-8.14118587e-02 -6.99426855e-02 -1.65051633e-01 -2.78939499e-01
-1.59270925e-01 1.17172559e-01 -2.49691100e-01 -2.32643927e-01
-2.58734318e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60399598e-01 -9.53301931e-02 1.60677078e-01 -2.16686749e-01
-1.15513109e-01 1.14466688e-01 -1.47158103e-01 -3.24066828e-02
-9.74726574e-02 2.69203918e-02 -8.06477381e-02 -1.61359578e-01
4.29338942e-02]
[ -8.07168007e-02 -2.56244757e-01 -1.77655590e-01 -2.74397863e-01
-4.76631861e-01 -8.41621305e-02 -1.98987381e-02 1.12766870e-02
-3.64219574e-02 2.62825640e-02 -1.52237942e-01 -1.76402818e-01
-2.10297884e-01]
[ -7.39792734e-02 6.20101831e-03 -2.44965163e-01 -2.39140231e-01
1.42929510e-01 -1.62376211e-01 -1.58628900e-01 3.32380127e-02
1.34101846e-02 -2.70771878e-02 -1.70266771e-01 -1.15698776e-02
5.59178629e-02]
[ 2.99386167e-02 -1.59514931e-01 -1.51605640e-01 -4.59483444e-02
-1.21235681e-01 -1.06619924e-01 7.17171492e-02 -1.72450823e-01
-4.31586128e-02 -4.59252443e-02 -1.31985476e-02 -1.84009684e-01
5.98686497e-02]
[ -2.82863487e-01 -1.43585196e-01 -6.95910265e-02 -9.25975982e-02
-3.04017326e-01 -2.71412879e-01 -3.57836010e-01 6.26103002e-02
-2.93196132e-01 -2.07555421e-01 1.79496198e-01 1.00196486e-01
3.02334801e-01]
[ -2.14183611e-01 -1.34217518e-01 -7.64224735e-02 -8.48181287e-02
-8.34577153e-02 -1.13847918e-01 -5.36883775e-02 6.79663352e-02
-1.10015631e-01 3.96762236e-02 8.67165691e-03 -1.68458019e-01
3.41429412e-02]
[ -1.50996308e-01 -6.70613818e-02 -2.20261279e-01 -3.65928024e-01
-1.49130538e-01 -1.98803961e-01 -2.12204774e-01 -5.97328317e-02
2.18642134e-01 -1.61291749e-01 -3.17322796e-01 -3.49170697e-01
-8.26849377e-02]
[ -3.65145803e-01 -8.37899238e-02 -1.40911320e-01 -2.09439209e-01
-6.33708057e-02 -3.09745084e-01 7.60905276e-02 -3.76929987e-02
-1.00845754e-01 1.15429373e-01 -4.78142657e-02 -8.37262152e-02
-1.33597498e-01]
[ -1.69328783e-01 -1.56692295e-01 -4.54457404e-02 -1.31129877e-01
-1.35899233e-01 -2.91808267e-01 -1.19311989e-01 -1.12095891e-01
-3.12857718e-01 2.79099114e-02 1.90323746e-01 1.57998025e-01
-2.88921313e-01]
[ -1.38137450e-01 -1.81643516e-01 -1.10925999e-01 -2.81948062e-01
8.81798306e-02 -1.71099951e-02 -2.28138790e-01 -1.50633118e-01
7.79527527e-02 -1.10885899e-01 -1.84552145e-01 -1.77898801e-01
-3.43343960e-01]
[ -4.43366481e-02 -3.03286418e-02 -1.47381590e-01 -3.09574997e-02
-2.25211977e-01 6.37075591e-02 -9.03253905e-02 -4.59726821e-02
-2.34156411e-01 -7.41977652e-02 -5.35120263e-02 -2.78543827e-01
-1.65236250e-01]
[ -7.32423461e-02 3.95927093e-02 -1.30597298e-01 -2.78811617e-01
1.29885889e-01 2.13699240e-02 -2.44962335e-01 -1.98630249e-01
9.81026478e-02 -9.27716132e-02 -2.30670182e-01 -1.26495455e-01
-2.88697379e-01]
[ 8.35835952e-02 -3.08149586e-01 -8.16744951e-02 -3.97126197e-01
-2.14584006e-01 -8.70922459e-02 3.30400385e-02 7.29960450e-02
-2.03373215e-02 2.57516977e-01 -4.37823577e-01 -4.09369932e-01
2.71261319e-01]
[ -2.17923207e-01 -2.48737503e-01 -1.27630376e-01 -2.54115305e-01
-2.97908529e-01 -9.10447001e-02 1.62970990e-01 1.27272310e-02
2.69137997e-01 1.88702431e-02 -3.17350832e-01 -6.10064869e-01
4.58072737e-01]
[ -9.40944500e-03 -1.82909522e-01 2.26037820e-02 -2.35836943e-01
-1.58827511e-01 1.68744368e-01 1.28518235e-01 1.85395569e-01
-6.25152440e-02 1.77285946e-01 -9.08540942e-02 -5.68848483e-01
4.63989046e-01]
[ 5.82510690e-03 -3.70506391e-02 -1.23100616e-01 -5.34721330e-02
-1.65663769e-01 -4.43589740e-02 2.13875902e-01 1.02991021e-01
2.02745392e-01 3.06780255e-01 -3.67333926e-01 -4.33203972e-01
4.79693762e-01]
[ -7.98146068e-02 -2.72650474e-01 5.96232896e-02 -3.11142944e-01
-1.35371969e-01 1.19735972e-01 2.83005126e-01 6.91698682e-02
-1.03601762e-01 1.09862597e-01 -4.62399907e-01 -4.95386168e-01
5.90411375e-01]
[ 1.22175348e-01 -7.29661192e-02 1.34828130e-02 -9.60284926e-02
-6.25031192e-02 -1.53581973e-02 1.48915609e-01 2.52705275e-01
3.19112392e-01 1.74008943e-01 -4.37111540e-01 -3.35076536e-01
2.55208494e-01]
[ -1.02140126e-02 -1.15028649e-01 1.48827862e-02 6.48129933e-02
-6.98794505e-02 -2.82656057e-01 -2.95619144e-02 2.18070481e-01
-6.92019410e-02 8.87610463e-03 -1.70042830e-01 -4.04054820e-01
1.06238316e-01]
[ 7.86567489e-02 1.19979187e-01 -1.25329368e-03 4.63566506e-02
-8.78104368e-02 -5.94674162e-02 -1.84904649e-01 -1.91988778e-01
-2.72831722e-01 -1.63336821e-01 -1.85164414e-01 2.07102266e-01
-8.67014643e-02]
[ 4.01687210e-02 -8.49728743e-02 1.40393883e-01 1.29895829e-01
2.42960211e-01 7.85980171e-03 -3.75040356e-01 -3.65381679e-01
-8.90718174e-02 -5.25954054e-01 1.18675257e-01 7.84196838e-01
-3.54375059e-01]
[ 3.58875529e-02 8.45638029e-02 -2.11287619e-01 3.89469158e-02
3.27265188e-02 -2.74042140e-04 -1.54907694e-01 -3.28455204e-01
-2.89216417e-01 -1.75796392e-01 -3.93655411e-02 3.49581125e-03
-1.78651177e-01]
[ -5.38244914e-02 -2.17074813e-01 6.79844436e-02 9.64804033e-02
-1.33114718e-01 -1.33909389e-01 5.74265340e-02 2.09549398e-02
9.95833761e-02 -3.37449120e-01 -2.92692637e-01 -2.51787228e-01
5.33494804e-02]
[ 1.73291354e-02 -2.70810389e-01 6.40522520e-02 -2.07522615e-01
-1.88334455e-01 -2.30587468e-01 -2.49107072e-01 8.88503756e-02
5.51527008e-03 1.60721888e-01 -1.40598716e-01 5.98195196e-02
-4.75575259e-02]
[ 1.75381837e-01 4.66252913e-02 -1.00820434e-01 -2.00327242e-01
-6.05451057e-02 -1.01373523e-01 -1.64100327e-01 8.91821211e-02
-1.78435943e-01 -1.80183720e-01 -1.81801259e-01 9.42107100e-03
-6.74678738e-02]
[ -1.70318878e-01 -1.88971461e-01 -1.04237646e-01 -1.81585166e-01
-5.63129667e-02 2.71576909e-02 -1.64083324e-01 -1.18887531e-01
-1.23000573e-01 6.88985565e-02 -2.12860008e-01 -6.81735851e-02
-1.92500095e-01]
[ -3.13819838e-02 -2.25036141e-01 -1.51379603e-01 -1.99466958e-01
-6.31481495e-02 4.43984276e-02 3.19322524e-03 6.56510642e-02
-1.93869601e-01 -1.87337408e-01 -7.38308196e-02 -2.58382754e-01
1.18740492e-02]
[ 1.17852114e-01 5.92365953e-02 3.77867593e-04 -1.62186388e-01
-3.36993993e-01 8.21129078e-03 -1.06446949e-01 -1.77558109e-01
-2.91075237e-01 1.43811277e-01 -1.42760015e-01 -2.18319426e-01
2.82288609e-02]
[ -6.29643625e-02 -1.17540816e-02 -2.82354085e-01 -1.21082468e-02
6.29270758e-02 1.56158365e-01 -2.15227220e-01 -1.49434588e-01
-4.50000636e-02 -3.31975883e-02 1.27177409e-01 3.34180455e-01
1.47920557e-03]
[ 1.04576214e-01 3.30186337e-01 -2.02731320e-01 5.17547826e-01
9.17389174e-02 -2.01672130e-03 -1.94080646e-01 -3.51542253e-01
-2.15552496e-01 -3.78906990e-01 5.10549883e-01 7.61481489e-01
-4.44088553e-01]
[ -3.23369695e-02 1.69047173e-01 4.69258856e-02 9.34680543e-02
-2.06836651e-02 -6.98975585e-02 -2.20993776e-01 -3.27769109e-01
-2.38088935e-01 -2.45235090e-01 2.89381039e-01 8.13941571e-01
-3.92254337e-01]
[ -5.11772746e-02 -1.19255664e-01 -1.62107303e-01 2.60063856e-01
-1.66238296e-01 2.33954995e-01 -8.86422552e-02 -2.65842275e-01
-2.46799082e-01 -5.06906530e-01 1.44943725e-01 3.06203175e-01
-2.45882955e-01]
[ 7.90831482e-02 -3.81549469e-01 -5.15428842e-02 -4.20195682e-02
-1.10052968e-01 2.00674007e-01 9.32607623e-02 1.72143997e-01
-1.46547817e-01 -3.96224656e-02 -8.32544790e-02 2.49935024e-01
-1.35085755e-01]
[ 2.03874603e-01 -2.89418139e-01 -1.23273452e-01 -8.83347914e-02
-2.04900982e-01 1.22586021e-01 2.89744954e-02 -1.58059886e-01
-2.96712155e-02 -1.27406188e-01 -1.27906182e-01 -2.02668729e-01
-6.60435738e-02]
[ -1.34651526e-01 -8.08329382e-02 3.89236423e-02 -2.51927725e-01
-5.65961007e-02 -1.40846232e-01 5.84713378e-02 -1.61323803e-02
-6.22557351e-02 -1.18412923e-02 -2.97674374e-01 -3.95251350e-01
-1.64128858e-02]
[ -1.40696289e-01 -1.23369543e-01 -7.22412841e-02 -2.11397559e-01
-3.34540806e-01 -2.87268422e-01 9.98571096e-02 5.01577601e-02
-1.42452941e-02 3.25092387e-02 -1.44478072e-01 -4.85983980e-01
-1.14047391e-01]
[ -1.66739559e-01 -2.19896220e-01 -2.96836723e-01 -2.75357481e-01
-2.63843235e-01 -2.06896849e-01 -3.24439565e-01 1.51390741e-01
-3.80711233e-02 -2.69928161e-01 -2.59945315e-01 -1.78485031e-01
-1.88093214e-01]
[ -1.06491256e-01 1.10545318e-01 2.57709761e-02 -4.16892521e-02
-2.21864004e-01 -1.68587110e-01 -8.22824846e-02 -3.43104671e-03
-7.45277981e-02 -2.08657210e-01 -1.93805249e-01 -2.41426221e-01
-1.10160367e-01]
[ -3.48248847e-01 -1.35457344e-01 -2.69764003e-01 7.35713478e-02
-2.12464892e-01 -2.26257745e-01 -5.08035393e-02 -1.64806643e-01
6.41426694e-02 -8.45309799e-02 1.11005362e-02 -3.51672781e-01
-3.32734483e-02]
[ -1.26720031e-01 -2.99970892e-02 -2.59608033e-01 4.89401039e-03
-2.11035780e-01 -2.76122995e-01 -4.07955115e-01 -1.15224975e-01
-1.64744663e-02 -3.26887882e-01 -2.57190505e-01 -3.13049081e-01
-1.36783704e-01]
[ -2.13301123e-01 -5.43936777e-01 -3.29348047e-01 -4.04822723e-01
-3.39331442e-01 -2.26247189e-01 1.18706610e-02 -3.12552073e-01
1.19677556e-01 -2.55267344e-01 -2.46765552e-01 -1.23777820e-01
-9.02318361e-02]
[ -2.11592952e-01 -3.01654525e-01 -3.11179243e-01 -1.56423124e-01
-1.00055546e-01 -1.46544670e-01 -1.11746232e-01 -2.39743598e-02
-2.05645258e-01 -5.10890983e-01 -2.51501763e-01 -1.08917231e-01
4.65868837e-03]
[ -1.22870281e-01 3.17086085e-02 -2.39248525e-01 -3.50050799e-01
-2.23723192e-01 -2.57812028e-01 -6.20705484e-02 -2.59291503e-01
2.59120416e-02 1.75155400e-02 -2.98187326e-01 -4.84992667e-02
-1.85771459e-01]]
Progress: 5.7% ... Training loss: 0.368 ... Validation loss: 0.656[[-0.05792262]
[ 0.33696694]
[-0.11010217]
[ 0.65582462]
[ 0.31499721]
[ 0.01449227]
[-0.77408355]
[-0.89009522]
[-0.67895297]
[-0.90711485]
[ 0.8747058 ]
[ 2.11089644]
[-1.28746183]]
[[ -5.34416378e-01 -5.41386734e-01 -5.77590458e-01 -2.63468433e-01
-3.40510594e-01 -5.84547838e-01 -5.86161581e-01 -5.46335142e-01
-7.05813028e-01 -6.31263062e-01 -1.69232083e-01 3.43404922e-01
-5.62760562e-01]
[ 6.09908831e-03 -1.41973678e-01 5.26390066e-02 -2.53028107e-02
-4.60088507e-02 5.90286969e-02 -1.09882418e-01 2.49127052e-01
-1.12428240e-01 -1.49237220e-01 -4.50359247e-02 -2.51857262e-02
1.21759866e-01]
[ -1.96254883e-01 1.51302051e-01 -2.30952295e-02 1.35272530e-01
1.36011944e-01 -1.09801970e-01 -9.82065764e-03 -1.73913486e-01
9.86844890e-02 -1.88880913e-01 2.76011482e-01 7.93737268e-01
9.93374590e-02]
[ 1.80801817e-01 -3.11862444e-01 -2.54633697e-01 -1.16681978e-01
-3.67530442e-01 -5.35761319e-03 8.14219761e-02 -1.75207666e-01
2.30011213e-01 -1.92090029e-01 -2.83354177e-01 -5.95770446e-01
-2.43518644e-02]
[ 1.03247089e-01 8.40839961e-02 8.78878447e-02 1.61267150e-01
2.13286336e-02 7.43335644e-02 -4.33676699e-02 8.41132685e-02
-5.47479506e-03 1.46132843e-01 2.26143101e-01 9.41077258e-02
2.23591028e-01]
[ -4.83037349e-01 -5.57272563e-01 -6.09799263e-01 -5.14336941e-01
-5.59133102e-01 -5.61165290e-01 -3.05601083e-01 -2.28879915e-01
-4.17860658e-01 -3.02935838e-01 -3.59483239e-01 -4.81539202e-01
-2.70720510e-01]
[ -4.13441159e-01 -5.75361678e-01 -3.19318760e-01 -3.64574579e-01
-4.07194049e-01 -5.57057963e-01 -4.45959761e-01 -4.70277615e-01
-3.01369579e-01 -2.08947813e-01 -4.74610780e-01 -2.43836671e-01
-2.00372105e-01]
[ -3.14058078e-01 -3.78319396e-01 -4.51083860e-01 -3.04560884e-01
-3.27578020e-01 -4.11042811e-01 -1.86424509e-01 -1.20432483e-01
-2.28295630e-01 -3.73621453e-01 -2.70971584e-01 -4.36874028e-01
-1.75946899e-01]
[ -4.73504954e-01 -3.42425670e-01 -3.78080694e-01 -1.17162254e-01
-3.29016212e-01 -2.11569928e-01 -2.05952350e-01 -4.71768040e-01
-3.52661437e-01 -5.00066601e-01 -1.02447381e-01 2.33981804e-02
-3.14557395e-01]
[ -9.43921620e-01 -9.40967061e-01 -9.65101408e-01 -8.35660867e-01
-1.01722272e+00 -9.73830621e-01 -6.97187969e-01 -6.82031476e-01
-7.87045797e-01 -5.74070992e-01 -8.46581428e-01 -5.46534081e-01
-3.95607512e-01]
[ -5.00610012e-01 -2.62251780e-01 -4.60956555e-01 -3.06052304e-01
-3.54197142e-01 -3.53599673e-01 -5.36293649e-01 -5.69728169e-01
-6.11569417e-01 -1.66840744e-01 -3.94560497e-01 -5.29412197e-01
-4.22894045e-01]
[ -1.17829878e-01 4.70936235e-02 -3.37922620e-01 -3.17035540e-01
-8.15221807e-02 -6.99433892e-02 -1.64930111e-01 -2.78883209e-01
-1.59098703e-01 1.17137359e-01 -2.50123821e-01 -2.34158330e-01
-2.58739847e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60454366e-01 -9.51410337e-02 1.60611001e-01 -2.16124816e-01
-1.15348100e-01 1.14471157e-01 -1.47704817e-01 -3.32189429e-02
-9.77822057e-02 2.62716428e-02 -8.00494945e-02 -1.60302915e-01
4.17219017e-02]
[ -8.09890621e-02 -2.55233171e-01 -1.77986396e-01 -2.71999856e-01
-4.75866251e-01 -8.41424704e-02 -2.29788456e-02 6.62910190e-03
-3.86565403e-02 2.15164966e-02 -1.48609968e-01 -1.67439441e-01
-2.16358541e-01]
[ -7.40701266e-02 6.47121238e-03 -2.45007411e-01 -2.38841383e-01
1.43038544e-01 -1.62372342e-01 -1.59169255e-01 3.26153533e-02
1.26282349e-02 -2.80545671e-02 -1.70289456e-01 -1.27017082e-02
5.48440107e-02]
[ 2.99148622e-02 -1.59154697e-01 -1.51676015e-01 -4.55001442e-02
-1.20890943e-01 -1.06616481e-01 7.16350831e-02 -1.72848454e-01
-4.31595363e-02 -4.66411134e-02 -1.21428868e-02 -1.81972507e-01
5.92839151e-02]
[ -2.82905706e-01 -1.43253709e-01 -6.96447936e-02 -9.17600700e-02
-3.03834637e-01 -2.71410110e-01 -3.58009378e-01 6.22224041e-02
-2.93633636e-01 -2.07876670e-01 1.80397561e-01 1.01410123e-01
3.01713361e-01]
[ -2.14124867e-01 -1.34493913e-01 -7.62950221e-02 -8.57580529e-02
-8.38048745e-02 -1.13854719e-01 -5.25027550e-02 6.90274610e-02
-1.09081055e-01 4.08804899e-02 7.46744104e-03 -1.71347763e-01
3.67913274e-02]
[ -1.50918052e-01 -6.78956901e-02 -2.20088848e-01 -3.67092789e-01
-1.49849380e-01 -1.98810492e-01 -2.11014894e-01 -5.82054163e-02
2.20066550e-01 -1.59841234e-01 -3.18895915e-01 -3.53972921e-01
-7.95719730e-02]
[ -3.65257899e-01 -8.26207818e-02 -1.41132884e-01 -2.06585672e-01
-6.23555290e-02 -3.09736309e-01 7.43547603e-02 -3.98136063e-02
-1.02138927e-01 1.13324019e-01 -4.35531216e-02 -7.52953836e-02
-1.37455586e-01]
[ -1.69338863e-01 -1.55714342e-01 -4.55736289e-02 -1.27475278e-01
-1.34944725e-01 -2.91804308e-01 -1.20374399e-01 -1.12962668e-01
-3.13043851e-01 2.73054749e-02 1.96104557e-01 1.67617850e-01
-2.91566622e-01]
[ -1.38041409e-01 -1.81871249e-01 -1.10835727e-01 -2.82698070e-01
8.78641235e-02 -1.71174982e-02 -2.26783837e-01 -1.49760740e-01
7.94265709e-02 -1.09961893e-01 -1.85203289e-01 -1.79344132e-01
-3.41961604e-01]
[ -4.43366481e-02 -3.03286418e-02 -1.47381590e-01 -3.09574997e-02
-2.25211977e-01 6.37075591e-02 -9.03253905e-02 -4.59726821e-02
-2.34156411e-01 -7.41977652e-02 -5.35120263e-02 -2.78543827e-01
-1.65236250e-01]
[ -7.33921625e-02 4.02858892e-02 -1.30819224e-01 -2.77253690e-01
1.30572816e-01 2.13844122e-02 -2.46584405e-01 -2.00049021e-01
9.63435745e-02 -9.44917162e-02 -2.28837703e-01 -1.21871003e-01
-2.91130385e-01]
[ 8.35820905e-02 -3.08259380e-01 -8.16647525e-02 -3.97321296e-01
-2.14691294e-01 -8.70930137e-02 3.29909999e-02 7.29808387e-02
-2.02860703e-02 2.57486669e-01 -4.38089932e-01 -4.10370559e-01
2.71109945e-01]
[ -2.17857531e-01 -2.49081349e-01 -1.27507837e-01 -2.55135555e-01
-2.98303054e-01 -9.10506808e-02 1.64949813e-01 1.46562723e-02
2.71000193e-01 2.01980486e-02 -3.18594752e-01 -6.14974692e-01
4.62295917e-01]
[ -9.31317176e-03 -1.83216739e-01 2.27417669e-02 -2.36916770e-01
-1.59223592e-01 1.68735767e-01 1.30059904e-01 1.86267929e-01
-6.12273361e-02 1.78825619e-01 -9.22924503e-02 -5.71810795e-01
4.66786110e-01]
[ 5.83575237e-03 -3.71090021e-02 -1.23091590e-01 -5.35843295e-02
-1.65701692e-01 -4.43594718e-02 2.14206875e-01 1.03180874e-01
2.02987572e-01 3.07027119e-01 -3.67505759e-01 -4.34070726e-01
4.80247283e-01]
[ -7.97724223e-02 -2.72779553e-01 5.96843019e-02 -3.11513480e-01
-1.35527034e-01 1.19732819e-01 2.83804037e-01 7.00328644e-02
-1.03091431e-01 1.10778006e-01 -4.62792026e-01 -4.96466862e-01
5.92163689e-01]
[ 1.22293237e-01 -7.34604472e-02 1.36244260e-02 -9.71393460e-02
-6.29229098e-02 -1.53648774e-02 1.50304783e-01 2.54546832e-01
3.20699606e-01 1.75787831e-01 -4.38391815e-01 -3.39537986e-01
2.58472384e-01]
[ -1.01617331e-02 -1.15223608e-01 1.49547211e-02 6.43708046e-02
-7.00871200e-02 -2.82658869e-01 -2.87218760e-02 2.19124900e-01
-6.84985092e-02 9.69895216e-03 -1.70546812e-01 -4.05954986e-01
1.07679660e-01]
[ 7.86348742e-02 1.20200722e-01 -1.29792723e-03 4.68575040e-02
-8.76182699e-02 -5.94649235e-02 -1.85526668e-01 -1.92594958e-01
-2.73066323e-01 -1.64039704e-01 -1.84429646e-01 2.08845649e-01
-8.75755048e-02]
[ 4.00800669e-02 -8.46569725e-02 1.40281818e-01 1.30880162e-01
2.43314457e-01 7.86891680e-03 -3.75871795e-01 -3.65827246e-01
-9.00120391e-02 -5.26719044e-01 1.19660042e-01 7.85586867e-01
-3.55288727e-01]
[ 3.57210567e-02 8.48798666e-02 -2.11382029e-01 4.00512490e-02
3.29842362e-02 -2.64178009e-04 -1.56412959e-01 -3.30468801e-01
-2.90130477e-01 -1.77779202e-01 -3.83186790e-02 5.53791619e-03
-1.81495839e-01]
[ -5.38935852e-02 -2.16911496e-01 6.79088633e-02 9.69140573e-02
-1.32973786e-01 -1.33905278e-01 5.65258076e-02 2.00152479e-02
9.88507403e-02 -3.38365936e-01 -2.92259264e-01 -2.51067351e-01
5.19804701e-02]
[ 1.73407117e-02 -2.70955179e-01 6.41093776e-02 -2.07715930e-01
-1.88448272e-01 -2.30588835e-01 -2.48990199e-01 8.86450665e-02
5.55844378e-03 1.60933655e-01 -1.40638427e-01 6.02215250e-02
-4.77489861e-02]
[ 1.75345414e-01 4.67170335e-02 -1.00853423e-01 -2.00214252e-01
-6.04719969e-02 -1.01371766e-01 -1.64435943e-01 8.83607263e-02
-1.78497939e-01 -1.81204439e-01 -1.81453692e-01 1.06736150e-02
-6.85524805e-02]
[ -1.70294585e-01 -1.89005417e-01 -1.04201217e-01 -1.81724381e-01
-5.63775250e-02 2.71553575e-02 -1.63758922e-01 -1.18526574e-01
-1.22701315e-01 6.93522024e-02 -2.13059147e-01 -6.90205918e-02
-1.91930339e-01]
[ -3.13941964e-02 -2.24702694e-01 -1.51479429e-01 -1.98856770e-01
-6.28566746e-02 4.43996705e-02 3.49600778e-03 6.58027474e-02
-1.93462062e-01 -1.88361880e-01 -7.29845909e-02 -2.56966756e-01
1.09936238e-02]
[ 1.17775707e-01 5.96587657e-02 2.28694462e-04 -1.61613008e-01
-3.36650907e-01 8.21930416e-03 -1.07193889e-01 -1.78890682e-01
-2.91780208e-01 1.42469196e-01 -1.41849021e-01 -2.15305054e-01
2.66582865e-02]
[ -6.29877857e-02 -1.16669457e-02 -2.82377845e-01 -1.19158417e-02
6.30171505e-02 1.56160640e-01 -2.15511409e-01 -1.50202516e-01
-4.51731999e-02 -3.38208671e-02 1.27670155e-01 3.36359415e-01
8.10074887e-04]
[ 1.04276145e-01 3.32969486e-01 -2.03282219e-01 5.25323355e-01
9.41335578e-02 -1.99338816e-03 -1.99156543e-01 -3.56731190e-01
-2.19520511e-01 -3.84183486e-01 5.21857370e-01 7.82370790e-01
-4.55360459e-01]
[ -3.24120738e-02 1.69473029e-01 4.68014288e-02 9.46023624e-02
-2.03076307e-02 -6.98914459e-02 -2.22216734e-01 -3.29044455e-01
-2.39040239e-01 -2.46688971e-01 2.91285877e-01 8.18873609e-01
-3.94552944e-01]
[ -5.12153032e-02 -1.19043901e-01 -1.62180722e-01 2.60969387e-01
-1.66061305e-01 2.33958139e-01 -8.91145526e-02 -2.66511522e-01
-2.47176398e-01 -5.07207700e-01 1.46157396e-01 3.08764019e-01
-2.46950525e-01]
[ 7.90510247e-02 -3.81390987e-01 -5.16081225e-02 -4.15079223e-02
-1.09842654e-01 2.00676703e-01 9.27286616e-02 1.71331982e-01
-1.47053486e-01 -4.02272595e-02 -8.24106263e-02 2.53061044e-01
-1.36572158e-01]
[ 2.03878115e-01 -2.89494115e-01 -1.23236866e-01 -8.85496699e-02
-2.05046081e-01 1.22585165e-01 2.89912202e-02 -1.57892695e-01
-3.00315308e-02 -1.27020918e-01 -1.28324517e-01 -2.03752039e-01
-6.54602528e-02]
[ -1.34692389e-01 -8.06897575e-02 3.88653094e-02 -2.51622108e-01
-5.64497691e-02 -1.40843668e-01 5.77270898e-02 -1.68541363e-02
-6.29987261e-02 -1.24812927e-02 -2.97229948e-01 -3.93256216e-01
-1.78565867e-02]
[ -1.40661150e-01 -1.23486480e-01 -7.21649921e-02 -2.11908088e-01
-3.34704030e-01 -2.87271498e-01 1.00427068e-01 5.07291788e-02
-1.37426220e-02 3.32313482e-02 -1.45429137e-01 -4.88857618e-01
-1.12460019e-01]
[ -1.66907275e-01 -2.18868137e-01 -2.97148740e-01 -2.73262144e-01
-2.62922464e-01 -2.06882370e-01 -3.26785680e-01 1.47312386e-01
-4.04462872e-02 -2.73683532e-01 -2.56018675e-01 -1.65829224e-01
-1.94251540e-01]
[ -1.06437000e-01 1.10000078e-01 2.59484590e-02 -4.26878145e-02
-2.22350598e-01 -1.68591048e-01 -8.15985133e-02 -2.16402955e-03
-7.38230554e-02 -2.07162326e-01 -1.95241721e-01 -2.43802579e-01
-1.07763217e-01]
[ -3.48484063e-01 -1.33140515e-01 -2.70227594e-01 7.93117747e-02
-2.10559639e-01 -2.26236062e-01 -5.42566189e-02 -1.68512171e-01
6.13433895e-02 -8.86448585e-02 1.86938045e-02 -3.41245807e-01
-4.00334137e-02]
[ -1.26761168e-01 -2.99757359e-02 -2.59611014e-01 5.89061290e-03
-2.11188766e-01 -2.76121776e-01 -4.07411937e-01 -1.15461363e-01
-1.56811705e-02 -3.27026119e-01 -2.55823582e-01 -3.10151173e-01
-1.37364944e-01]
[ -2.13316699e-01 -5.43871199e-01 -3.29268812e-01 -4.04179763e-01
-3.39410517e-01 -2.26250517e-01 1.19947118e-02 -3.11722286e-01
1.19756483e-01 -2.53990021e-01 -2.45737622e-01 -1.21255721e-01
-8.84909191e-02]
[ -2.11666612e-01 -3.01511570e-01 -3.11209069e-01 -1.56121481e-01
-1.00018046e-01 -1.46539677e-01 -1.11984374e-01 -2.42468281e-02
-2.05582785e-01 -5.11536994e-01 -2.51316701e-01 -1.11190535e-01
5.07391485e-03]
[ -1.22914042e-01 3.23435500e-02 -2.39441324e-01 -3.49073324e-01
-2.23025981e-01 -2.57806540e-01 -6.24968154e-02 -2.60908837e-01
2.62769702e-02 1.51164116e-02 -2.96244165e-01 -4.66755583e-02
-1.88170595e-01]]
Progress: 5.8% ... Training loss: 0.367 ... Validation loss: 0.642[[-0.06115165]
[ 0.32222803]
[-0.11962591]
[ 0.6425569 ]
[ 0.30004695]
[ 0.01070686]
[-0.7880045 ]
[-0.91046534]
[-0.69236235]
[-0.92602953]
[ 0.8526132 ]
[ 2.06589717]
[-1.3219578 ]]
[[ -5.33894374e-01 -5.45105132e-01 -5.76522649e-01 -2.72007613e-01
-3.44366664e-01 -5.84686606e-01 -5.74411377e-01 -5.31161663e-01
-6.96106695e-01 -6.17448319e-01 -1.82950655e-01 2.98082761e-01
-5.34294023e-01]
[ 6.15082674e-03 -1.42211993e-01 5.27337535e-02 -2.61953727e-02
-4.62104564e-02 5.90176064e-02 -1.08930865e-01 2.50366037e-01
-1.11664588e-01 -1.48273104e-01 -4.61493628e-02 -2.93183255e-02
1.24395979e-01]
[ -1.95511896e-01 1.45373195e-01 -2.14447904e-02 1.24124465e-01
1.30276944e-01 -1.09963626e-01 5.18405452e-03 -1.58908466e-01
1.13536993e-01 -1.73996589e-01 2.59083338e-01 7.48705556e-01
1.31953655e-01]
[ 1.79986176e-01 -3.04627807e-01 -2.56646655e-01 -1.02060639e-01
-3.60958102e-01 -5.14572147e-03 6.91321098e-02 -1.93989563e-01
2.18676090e-01 -2.11464338e-01 -2.62025853e-01 -5.41010158e-01
-5.32341621e-02]
[ 1.03520073e-01 8.19529241e-02 8.85563205e-02 1.57424901e-01
1.96434626e-02 7.42558346e-02 -4.27336618e-02 8.96254135e-02
-6.24031467e-03 1.54169452e-01 2.18998434e-01 8.45528633e-02
2.28022344e-01]
[ -4.83043314e-01 -5.57920594e-01 -6.09716169e-01 -5.16074149e-01
-5.59750844e-01 -5.61168728e-01 -3.05806253e-01 -2.26351654e-01
-4.18335273e-01 -3.00997847e-01 -3.63099901e-01 -4.93580766e-01
-2.67289302e-01]
[ -4.13459371e-01 -5.75692585e-01 -3.19198027e-01 -3.64945446e-01
-4.07423872e-01 -5.57068059e-01 -4.44922889e-01 -4.68752329e-01
-3.00730524e-01 -2.06576160e-01 -4.75449242e-01 -2.45760973e-01
-1.96146333e-01]
[ -3.13705307e-01 -3.81660001e-01 -4.50203891e-01 -3.11208458e-01
-3.30988265e-01 -4.11122348e-01 -1.77060754e-01 -1.09550521e-01
-2.19642980e-01 -3.64140451e-01 -2.82040124e-01 -4.70625332e-01
-1.54681095e-01]
[ -4.73566704e-01 -3.42070694e-01 -3.78203494e-01 -1.16472799e-01
-3.28622642e-01 -2.11551847e-01 -2.06574576e-01 -4.72128093e-01
-3.53480583e-01 -5.00444314e-01 -1.01886964e-01 2.55138613e-02
-3.14776680e-01]
[ -9.43532097e-01 -9.44707267e-01 -9.64052625e-01 -8.43150952e-01
-1.02063971e+00 -9.73939167e-01 -6.86791842e-01 -6.67914131e-01
-7.78629381e-01 -5.61454925e-01 -8.59806572e-01 -5.82052060e-01
-3.70809615e-01]
[ -5.00721527e-01 -2.62702683e-01 -4.60987723e-01 -3.06912934e-01
-3.54977901e-01 -3.53574073e-01 -5.36440797e-01 -5.68644385e-01
-6.11502781e-01 -1.65433099e-01 -3.96600372e-01 -5.39531941e-01
-4.18310142e-01]
[ -1.17841040e-01 4.73201643e-02 -3.37979240e-01 -3.16751018e-01
-8.11886657e-02 -6.99354344e-02 -1.65605859e-01 -2.79508884e-01
-1.59583811e-01 1.16526581e-01 -2.49822047e-01 -2.34122098e-01
-2.59418149e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60440267e-01 -9.55706637e-02 1.60683420e-01 -2.17387860e-01
-1.15639955e-01 1.14463986e-01 -1.47563321e-01 -3.12955093e-02
-9.78480443e-02 2.77176055e-02 -8.23125260e-02 -1.66837228e-01
4.35972996e-02]
[ -8.10635538e-02 -2.55135539e-01 -1.78067640e-01 -2.71681788e-01
-4.75766013e-01 -8.41275575e-02 -2.37815369e-02 5.82668109e-03
-3.94653608e-02 2.08203589e-02 -1.48550905e-01 -1.68031329e-01
-2.17022467e-01]
[ -7.40280357e-02 6.16523666e-03 -2.44946725e-01 -2.39227942e-01
1.42732014e-01 -1.62386039e-01 -1.58565439e-01 3.42139879e-02
1.29899814e-02 -2.66126493e-02 -1.71231224e-01 -1.28544161e-02
5.66966471e-02]
[ 2.99738175e-02 -1.60106562e-01 -1.51317187e-01 -4.76819224e-02
-1.21888366e-01 -1.06640914e-01 7.34127789e-02 -1.69993408e-01
-4.17029263e-02 -4.31018759e-02 -1.54576645e-02 -1.91080616e-01
6.57952984e-02]
[ -2.82893837e-01 -1.43413437e-01 -6.96504284e-02 -9.20989538e-02
-3.03909062e-01 -2.71412609e-01 -3.57855587e-01 6.23986994e-02
-2.93404387e-01 -2.07362612e-01 1.79866401e-01 1.00438272e-01
3.03240869e-01]
[ -2.14145326e-01 -1.33960242e-01 -7.63846769e-02 -8.51317424e-02
-8.35497883e-02 -1.13846229e-01 -5.13737487e-02 6.94941126e-02
-1.08397619e-01 4.02739375e-02 7.92134853e-03 -1.76925352e-01
3.76590638e-02]
[ -1.50732641e-01 -7.02022606e-02 -2.19571590e-01 -3.70880811e-01
-1.51990697e-01 -1.98856744e-01 -2.06655275e-01 -5.26770540e-02
2.25266365e-01 -1.54811369e-01 -3.24790944e-01 -3.71296062e-01
-6.94081056e-02]
[ -3.65214103e-01 -8.31024991e-02 -1.40997241e-01 -2.07444701e-01
-6.28197741e-02 -3.09745809e-01 7.58233795e-02 -3.81214356e-02
-1.01372055e-01 1.15177206e-01 -4.50713449e-02 -7.88471150e-02
-1.33291948e-01]
[ -1.69205712e-01 -1.56312344e-01 -4.53863005e-02 -1.29035053e-01
-1.35523953e-01 -2.91831784e-01 -1.17894366e-01 -1.10540614e-01
-3.10998302e-01 2.94403492e-02 1.93810381e-01 1.61930946e-01
-2.87204712e-01]
[ -1.38154601e-01 -1.81272345e-01 -1.11041676e-01 -2.81377580e-01
8.84759244e-02 -1.70855680e-02 -2.28540711e-01 -1.51082356e-01
7.76292131e-02 -1.11278351e-01 -1.83803935e-01 -1.74583690e-01
-3.44094423e-01]
[ -4.43235145e-02 -3.03733581e-02 -1.47353601e-01 -3.10797364e-02
-2.25290353e-01 6.37024005e-02 -8.99292467e-02 -4.55722191e-02
-2.33927857e-01 -7.38343297e-02 -5.37786266e-02 -2.79709950e-01
-1.64598091e-01]
[ -7.34196811e-02 4.03693198e-02 -1.30835898e-01 -2.77085425e-01
1.30674849e-01 2.13902737e-02 -2.46961830e-01 -2.00412640e-01
9.60417045e-02 -9.47821729e-02 -2.28688507e-01 -1.21568577e-01
-2.91592377e-01]
[ 8.36859336e-02 -3.08926141e-01 -8.15032537e-02 -3.98825908e-01
-2.15466620e-01 -8.71157952e-02 3.48765484e-02 7.55392802e-02
-1.84851370e-02 2.59939457e-01 -4.40449989e-01 -4.18924360e-01
2.76233735e-01]
[ -2.17760901e-01 -2.49537142e-01 -1.27339416e-01 -2.56605875e-01
-2.98739339e-01 -9.10708656e-02 1.66990220e-01 1.66759394e-02
2.73077397e-01 2.20461929e-02 -3.20430607e-01 -6.21173746e-01
4.67532901e-01]
[ -9.20218574e-03 -1.83674392e-01 2.29141519e-02 -2.38428858e-01
-1.59771705e-01 1.68711314e-01 1.31842182e-01 1.88208300e-01
-5.97037921e-02 1.81091642e-01 -9.46003535e-02 -5.78421762e-01
4.71384155e-01]
[ 5.96218250e-03 -3.79764966e-02 -1.22878541e-01 -5.56247912e-02
-1.66529365e-01 -4.43866436e-02 2.16420274e-01 1.05637220e-01
2.05214411e-01 3.09908990e-01 -3.69861809e-01 -4.42607231e-01
4.85753053e-01]
[ -7.97166557e-02 -2.73164611e-01 5.98069943e-02 -3.12358447e-01
-1.35930739e-01 1.19718076e-01 2.85599864e-01 7.18863803e-02
-1.01991911e-01 1.12216283e-01 -4.63968712e-01 -5.01734825e-01
5.95723119e-01]
[ 1.22322007e-01 -7.36322670e-02 1.36911462e-02 -9.76237053e-02
-6.31410368e-02 -1.53715278e-02 1.51136899e-01 2.55644692e-01
3.21380798e-01 1.76765575e-01 -4.39112264e-01 -3.43036975e-01
2.60261111e-01]
[ -1.01148056e-02 -1.15445068e-01 1.50242363e-02 6.38621014e-02
-7.02937562e-02 -2.82668088e-01 -2.79297354e-02 2.19966728e-01
-6.77729434e-02 1.04078091e-02 -1.71055112e-01 -4.07127800e-01
1.08904578e-01]
[ 7.86843733e-02 1.19835719e-01 -1.24305339e-03 4.63166091e-02
-8.78491499e-02 -5.94754277e-02 -1.85131609e-01 -1.91959683e-01
-2.72311231e-01 -1.63779513e-01 -1.85011526e-01 2.06875436e-01
-8.70189711e-02]
[ 3.97746931e-02 -8.31284833e-02 1.39705874e-01 1.34458069e-01
2.44799903e-01 7.93872158e-03 -3.79044312e-01 -3.69571596e-01
-9.33605313e-02 -5.30666655e-01 1.23686433e-01 7.97842102e-01
-3.61431826e-01]
[ 3.56794918e-02 8.51164693e-02 -2.11418203e-01 4.04756706e-02
3.31675534e-02 -2.56661361e-04 -1.56949832e-01 -3.30852848e-01
-2.90621422e-01 -1.78200972e-01 -3.79046622e-02 6.71758608e-03
-1.82239879e-01]
[ -5.39018786e-02 -2.17425407e-01 6.80092153e-02 9.60103584e-02
-1.33523247e-01 -1.33907054e-01 5.71213312e-02 2.09904100e-02
9.93754610e-02 -3.37903773e-01 -2.93881260e-01 -2.55758853e-01
5.40062146e-02]
[ 1.74306582e-02 -2.71853845e-01 6.43843285e-02 -2.09499289e-01
-1.89298476e-01 -2.30609193e-01 -2.47860682e-01 9.10576613e-02
6.99789896e-03 1.63323728e-01 -1.43351100e-01 5.30354041e-02
-4.35418020e-02]
[ 1.75286680e-01 4.70450648e-02 -1.00958730e-01 -1.99577175e-01
-6.01695502e-02 -1.01361109e-01 -1.65081818e-01 8.71740979e-02
-1.79096274e-01 -1.82366170e-01 -1.80539064e-01 1.37519539e-02
-7.04179532e-02]
[ -1.70249662e-01 -1.89570615e-01 -1.04073251e-01 -1.82988481e-01
-5.69108231e-02 2.71414240e-02 -1.63301741e-01 -1.17603763e-01
-1.22048987e-01 7.04663845e-02 -2.14815524e-01 -7.24638881e-02
-1.89592265e-01]
[ -3.13485874e-02 -2.25104080e-01 -1.51372309e-01 -1.99929987e-01
-6.33087589e-02 4.43902906e-02 4.41976544e-03 6.69356374e-02
-1.92639898e-01 -1.87182698e-01 -7.48892385e-02 -2.62312283e-01
1.36096826e-02]
[ 1.17844072e-01 5.88690111e-02 4.24721771e-04 -1.63054963e-01
-3.37238871e-01 8.20095528e-03 -1.05872046e-01 -1.77121036e-01
-2.90752620e-01 1.44558350e-01 -1.44064229e-01 -2.19855844e-01
3.00392891e-02]
[ -6.30211566e-02 -1.13695621e-02 -2.82450553e-01 -1.14274446e-02
6.32795263e-02 1.56170909e-01 -2.15999477e-01 -1.50842237e-01
-4.56027571e-02 -3.45791428e-02 1.28431230e-01 3.37907596e-01
-2.02052424e-04]
[ 1.04215294e-01 3.33068647e-01 -2.03267976e-01 5.25777633e-01
9.43083548e-02 -1.98721484e-03 -1.99741521e-01 -3.55850829e-01
-2.20592699e-01 -3.83686825e-01 5.21399709e-01 7.81170737e-01
-4.55550783e-01]
[ -3.23434849e-02 1.68861722e-01 4.69001766e-02 9.41713207e-02
-2.07338049e-02 -6.99081167e-02 -2.20800317e-01 -3.27977710e-01
-2.37534315e-01 -2.45719639e-01 2.90209754e-01 8.16855070e-01
-3.92949712e-01]
[ -5.12458800e-02 -1.18542431e-01 -1.62242240e-01 2.62197385e-01
-1.65671162e-01 2.33965169e-01 -9.00924072e-02 -2.67047512e-01
-2.48316406e-01 -5.07509659e-01 1.47772668e-01 3.13468075e-01
-2.49126402e-01]
[ 7.90149060e-02 -3.81283637e-01 -5.16723520e-02 -4.11001082e-02
-1.09692023e-01 2.00686977e-01 9.21088232e-02 1.70629127e-01
-1.47553637e-01 -4.09774256e-02 -8.17374802e-02 2.55364416e-01
-1.37872640e-01]
[ 2.03801824e-01 -2.89152425e-01 -1.23334317e-01 -8.77545231e-02
-2.04712459e-01 1.22603253e-01 2.79370244e-02 -1.58943389e-01
-3.10891192e-02 -1.28005425e-01 -1.27349162e-01 -2.01316738e-01
-6.74296049e-02]
[ -1.34719193e-01 -8.05053432e-02 3.88193422e-02 -2.51294173e-01
-5.63099385e-02 -1.40839331e-01 5.72050063e-02 -1.74768771e-02
-6.36538740e-02 -1.29753281e-02 -2.96812933e-01 -3.91792425e-01
-1.91601686e-02]
[ -1.40652613e-01 -1.23704373e-01 -7.20932586e-02 -2.12511475e-01
-3.34944946e-01 -2.87274461e-01 1.01021570e-01 5.16081472e-02
-1.33143355e-02 3.39296927e-02 -1.46597413e-01 -4.93180919e-01
-1.10817655e-01]
[ -1.66742162e-01 -2.19736712e-01 -2.96938646e-01 -2.75168759e-01
-2.63667557e-01 -2.06926122e-01 -3.24511065e-01 1.51159432e-01
-3.85745680e-02 -2.70757969e-01 -2.58818105e-01 -1.73624614e-01
-1.89577893e-01]
[ -1.06701963e-01 1.11180264e-01 2.55539972e-02 -4.03657737e-02
-2.21145061e-01 -1.68526881e-01 -8.36522876e-02 -4.44745625e-03
-7.64335326e-02 -2.09420634e-01 -1.92938514e-01 -2.37722643e-01
-1.09672347e-01]
[ -3.48427197e-01 -1.33564666e-01 -2.70080269e-01 7.83972375e-02
-2.10989844e-01 -2.26248034e-01 -5.32740530e-02 -1.66737176e-01
6.25344386e-02 -8.70090414e-02 1.71221256e-02 -3.47471346e-01
-3.67555088e-02]
[ -1.26559937e-01 -3.20082430e-02 -2.59018675e-01 2.31273917e-03
-2.13081642e-01 -2.76174323e-01 -4.03499086e-01 -1.09548271e-01
-1.16164230e-02 -3.20628658e-01 -2.60698174e-01 -3.26816490e-01
-1.26389845e-01]
[ -2.13196666e-01 -5.44864128e-01 -3.28974744e-01 -4.06773718e-01
-3.40681397e-01 -2.26285980e-01 1.63119637e-02 -3.07947687e-01
1.23309784e-01 -2.50875824e-01 -2.50302948e-01 -1.37621591e-01
-7.98262943e-02]
[ -2.11660916e-01 -3.01833531e-01 -3.11132973e-01 -1.56952464e-01
-1.00450593e-01 -1.46540840e-01 -1.11774855e-01 -2.33072880e-02
-2.05630982e-01 -5.10460836e-01 -2.53056057e-01 -1.15144943e-01
7.12089799e-03]
[ -1.22931174e-01 3.18389184e-02 -2.39405789e-01 -3.49637593e-01
-2.23324156e-01 -2.57800803e-01 -6.25666137e-02 -2.60299227e-01
2.62527712e-02 1.56384553e-02 -2.97960235e-01 -4.73504629e-02
-1.87196224e-01]]
Progress: 5.8% ... Training loss: 0.365 ... Validation loss: 0.660[[-0.04681739]
[ 0.34763549]
[-0.10304831]
[ 0.67302532]
[ 0.32281455]
[ 0.02346096]
[-0.77348261]
[-0.90066379]
[-0.67386847]
[-0.91505423]
[ 0.88804822]
[ 2.14313664]
[-1.30169127]]
[[ -5.33954184e-01 -5.41943815e-01 -5.77072772e-01 -2.65244510e-01
-3.41617872e-01 -5.84661704e-01 -5.75080470e-01 -5.30565762e-01
-6.97552597e-01 -6.16227346e-01 -1.72221593e-01 3.19897501e-01
-5.36690978e-01]
[ 6.17071035e-03 -1.42290143e-01 5.27688626e-02 -2.64254596e-02
-4.62930036e-02 5.90133413e-02 -1.08644725e-01 2.50776903e-01
-1.11509919e-01 -1.47994530e-01 -4.64271031e-02 -3.00698270e-02
1.24992062e-01]
[ -1.96202890e-01 1.54068299e-01 -2.34264440e-02 1.41123081e-01
1.37489609e-01 -1.09845487e-01 -8.71243783e-03 -1.80728676e-01
1.02278099e-01 -1.92555551e-01 2.86372620e-01 8.16591490e-01
9.46888005e-02]
[ 1.79635685e-01 -3.06924221e-01 -2.56291731e-01 -1.05504938e-01
-3.62921208e-01 -5.09201523e-03 6.95781250e-02 -1.91087546e-01
2.19019919e-01 -2.07591241e-01 -2.71560324e-01 -5.46690581e-01
-3.92142309e-02]
[ 1.03584636e-01 8.33722689e-02 8.78123128e-02 1.60963044e-01
2.12248215e-02 7.42527458e-02 -4.38734743e-02 8.44225229e-02
-5.47031332e-03 1.48507992e-01 2.26986649e-01 9.09420913e-02
2.15629760e-01]
[ -4.82793300e-01 -5.59395219e-01 -6.09240334e-01 -5.19200495e-01
-5.61010470e-01 -5.61212831e-01 -3.02109283e-01 -2.19451731e-01
-4.15850909e-01 -2.94812929e-01 -3.67803572e-01 -5.05154423e-01
-2.58556622e-01]
[ -4.13639921e-01 -5.74317475e-01 -3.19661519e-01 -3.61168058e-01
-4.06111887e-01 -5.57038338e-01 -4.46489674e-01 -4.69973617e-01
-3.02341554e-01 -2.08811063e-01 -4.69978441e-01 -2.36477156e-01
-1.99827749e-01]
[ -3.14240369e-01 -3.75779745e-01 -4.51616498e-01 -2.99497496e-01
-3.26158052e-01 -4.11029312e-01 -1.87226766e-01 -1.22610023e-01
-2.28500216e-01 -3.75890718e-01 -2.64299232e-01 -4.25770573e-01
-1.79256423e-01]
[ -4.73792167e-01 -3.41578579e-01 -3.78435643e-01 -1.14857364e-01
-3.28116422e-01 -2.11516624e-01 -2.08017681e-01 -4.73131164e-01
-3.55764340e-01 -5.01055486e-01 -1.01047110e-01 2.79316020e-02
-3.16163120e-01]
[ -9.44124035e-01 -9.38567490e-01 -9.65641738e-01 -8.30291961e-01
-1.01557429e+00 -9.73836793e-01 -6.96429984e-01 -6.77630687e-01
-7.88267140e-01 -5.72436318e-01 -8.40968644e-01 -5.42903194e-01
-3.93932968e-01]
[ -5.00800400e-01 -2.62690150e-01 -4.61000973e-01 -3.06071341e-01
-3.54738632e-01 -3.53566476e-01 -5.36027426e-01 -5.67117671e-01
-6.11889578e-01 -1.62660674e-01 -3.96460918e-01 -5.34588360e-01
-4.15690671e-01]
[ -1.17861293e-01 4.74407103e-02 -3.38009290e-01 -3.16474165e-01
-8.11045645e-02 -6.99315271e-02 -1.65860021e-01 -2.79702978e-01
-1.59826913e-01 1.16324124e-01 -2.49451554e-01 -2.33231883e-01
-2.59824771e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60391686e-01 -9.58187442e-02 1.60762433e-01 -2.17895390e-01
-1.15806724e-01 1.14455300e-01 -1.47249687e-01 -3.06038198e-02
-9.76311600e-02 2.85585470e-02 -8.30455417e-02 -1.67629966e-01
4.46927738e-02]
[ -8.09020255e-02 -2.56034535e-01 -1.77776012e-01 -2.73697971e-01
-4.76500864e-01 -8.41553512e-02 -2.09886956e-02 1.04337755e-02
-3.75210598e-02 2.46923405e-02 -1.51545841e-01 -1.76171890e-01
-2.11404589e-01]
[ -7.40120766e-02 6.11712244e-03 -2.44922094e-01 -2.39450160e-01
1.42693750e-01 -1.62388273e-01 -1.58321488e-01 3.51605859e-02
1.30440494e-02 -2.58211512e-02 -1.71453717e-01 -1.32239339e-02
5.78772711e-02]
[ 2.99058032e-02 -1.59434592e-01 -1.51492807e-01 -4.56831422e-02
-1.21373240e-01 -1.06630168e-01 7.21779847e-02 -1.70488571e-01
-4.28999269e-02 -4.47514080e-02 -1.26256089e-02 -1.89423457e-01
6.26952365e-02]
[ -2.82938670e-01 -1.43217432e-01 -6.97322894e-02 -9.14471843e-02
-3.03708034e-01 -2.71406845e-01 -3.57474991e-01 6.30079806e-02
-2.93277091e-01 -2.06831917e-01 1.80683513e-01 1.02349517e-01
3.04483901e-01]
[ -2.14282425e-01 -1.32492423e-01 -7.68314555e-02 -8.18580963e-02
-8.24178817e-02 -1.13823068e-01 -5.29446487e-02 6.60102890e-02
-1.09606459e-01 3.73698317e-02 1.22708924e-02 -1.67167458e-01
3.18449867e-02]
[ -1.50969659e-01 -6.76886082e-02 -2.20108972e-01 -3.65503001e-01
-1.49715481e-01 -1.98815419e-01 -2.10883590e-01 -5.70374204e-02
2.20771218e-01 -1.57613588e-01 -3.16375680e-01 -3.49082051e-01
-7.88758228e-02]
[ -3.65399312e-01 -8.10220413e-02 -1.41534803e-01 -2.03643377e-01
-6.11387513e-02 -3.09710821e-01 7.10719611e-02 -4.37747183e-02
-1.04720649e-01 1.09047807e-01 -3.90299165e-02 -6.24568874e-02
-1.43742581e-01]
[ -1.69208633e-01 -1.56213207e-01 -4.53820219e-02 -1.29302411e-01
-1.35508013e-01 -2.91832841e-01 -1.17348838e-01 -1.10776918e-01
-3.10825413e-01 2.93989760e-02 1.93663529e-01 1.62446924e-01
-2.86236067e-01]
[ -1.38165680e-01 -1.81241668e-01 -1.11049184e-01 -2.81310559e-01
8.85349599e-02 -1.70830734e-02 -2.28638832e-01 -1.51221659e-01
7.75074365e-02 -1.11331978e-01 -1.83737509e-01 -1.74243929e-01
-3.44002956e-01]
[ -4.45227364e-02 -2.99858859e-02 -1.47522419e-01 -2.94595065e-02
-2.24998182e-01 6.37311723e-02 -9.14288001e-02 -4.61592872e-02
-2.35994200e-01 -7.44445647e-02 -5.31582939e-02 -2.79626385e-01
-1.65616433e-01]
[ -7.34514172e-02 4.03901757e-02 -1.30912331e-01 -2.76885279e-01
1.30832079e-01 2.13966727e-02 -2.47334211e-01 -2.00695929e-01
9.56963103e-02 -9.50382232e-02 -2.28385498e-01 -1.20152939e-01
-2.92849172e-01]
[ 8.36716966e-02 -3.08907799e-01 -8.14959295e-02 -3.98894899e-01
-2.15502784e-01 -8.71154214e-02 3.44216671e-02 7.55117886e-02
-1.89639158e-02 2.60132874e-01 -4.40550315e-01 -4.19339191e-01
2.76369581e-01]
[ -2.17687530e-01 -2.49882336e-01 -1.27219964e-01 -2.57645601e-01
-2.99097326e-01 -9.10821937e-02 1.68952190e-01 1.87664325e-02
2.74901775e-01 2.37115603e-02 -3.22097249e-01 -6.26910409e-01
4.72300354e-01]
[ -9.09870358e-03 -1.84084194e-01 2.30690871e-02 -2.39472691e-01
-1.60140474e-01 1.68693356e-01 1.33677067e-01 1.90239137e-01
-5.82030913e-02 1.82785884e-01 -9.60879898e-02 -5.81734112e-01
4.75182077e-01]
[ 6.06346031e-03 -3.87066612e-02 -1.22687046e-01 -5.71286897e-02
-1.67147111e-01 -4.44041024e-02 2.17974496e-01 1.07716643e-01
2.06740722e-01 3.12139744e-01 -3.71628105e-01 -4.47704548e-01
4.89849369e-01]
[ -7.96498511e-02 -2.73390024e-01 5.99233268e-02 -3.13014100e-01
-1.36190485e-01 1.19707584e-01 2.86661432e-01 7.32326714e-02
-1.01170721e-01 1.13524544e-01 -4.64750669e-01 -5.04698101e-01
5.98712440e-01]
[ 1.22442631e-01 -7.41160497e-02 1.38992317e-02 -9.91694424e-02
-6.35973250e-02 -1.53868561e-02 1.52947965e-01 2.58080765e-01
3.23580290e-01 1.78905966e-01 -4.40790737e-01 -3.50075100e-01
2.65609975e-01]
[ -9.99359317e-03 -1.15944156e-01 1.51956081e-02 6.27105765e-02
-7.07134741e-02 -2.82683269e-01 -2.62695353e-02 2.22257998e-01
-6.64920610e-02 1.28262200e-02 -1.72523325e-01 -4.10313601e-01
1.11930364e-01]
[ 7.84869548e-02 1.21197774e-01 -1.53716611e-03 4.95913789e-02
-8.67520851e-02 -5.94445853e-02 -1.88830681e-01 -1.94961734e-01
-2.76012451e-01 -1.66407806e-01 -1.81186525e-01 2.19816702e-01
-9.47964468e-02]
[ 3.91533061e-02 -8.01626069e-02 1.38543532e-01 1.42485290e-01
2.47667505e-01 8.04232693e-03 -3.85877932e-01 -3.77318655e-01
-1.00816222e-01 -5.37467635e-01 1.33242977e-01 8.25826652e-01
-3.76009488e-01]
[ 3.55855155e-02 8.55626476e-02 -2.11548048e-01 4.16958164e-02
3.35422523e-02 -2.41920212e-04 -1.58142672e-01 -3.32093144e-01
-2.91511683e-01 -1.79861318e-01 -3.65167413e-02 9.82003375e-03
-1.84648225e-01]
[ -5.38764051e-02 -2.17561791e-01 6.80607731e-02 9.55605518e-02
-1.33687268e-01 -1.33911774e-01 5.76794931e-02 2.14403636e-02
9.98333568e-02 -3.37604034e-01 -2.94428623e-01 -2.57720152e-01
5.49218497e-02]
[ 1.73915093e-02 -2.71689596e-01 6.42872157e-02 -2.09142050e-01
-1.89127464e-01 -2.30602792e-01 -2.48356406e-01 8.98087577e-02
6.59704340e-03 1.62107329e-01 -1.42628541e-01 5.51700406e-02
-4.50134497e-02]
[ 1.75235279e-01 4.73813882e-02 -1.01042025e-01 -1.98993935e-01
-5.98658085e-02 -1.01351692e-01 -1.65893917e-01 8.65602950e-02
-1.79893203e-01 -1.82902055e-01 -1.79656391e-01 1.62724783e-02
-7.13550393e-02]
[ -1.70272497e-01 -1.89442736e-01 -1.04119022e-01 -1.82786178e-01
-5.68242809e-02 2.71455209e-02 -1.63639959e-01 -1.18154089e-01
-1.22290481e-01 6.98357319e-02 -2.14451172e-01 -7.15201794e-02
-1.90339658e-01]
[ -3.13667018e-02 -2.25225038e-01 -1.51323214e-01 -2.00333306e-01
-6.34227777e-02 4.43895640e-02 4.82465260e-03 6.77033478e-02
-1.92635874e-01 -1.86635629e-01 -7.60441777e-02 -2.63326752e-01
1.50323048e-02]
[ 1.17760492e-01 6.00928508e-02 1.28123996e-04 -1.61022911e-01
-3.36307162e-01 8.21797476e-03 -1.08695706e-01 -1.80790691e-01
-2.92520088e-01 1.40810735e-01 -1.40244658e-01 -2.08485222e-01
2.38982444e-02]
[ -6.29878269e-02 -1.16054375e-02 -2.82379160e-01 -1.18745416e-02
6.30616930e-02 1.56163003e-01 -2.15457309e-01 -1.50160334e-01
-4.51457516e-02 -3.37282577e-02 1.27632760e-01 3.35906814e-01
9.22618526e-04]
[ 1.04172111e-01 3.34011218e-01 -2.03404928e-01 5.27677673e-01
9.49907532e-02 -1.98250575e-03 -2.01014056e-01 -3.57142757e-01
-2.21970313e-01 -3.84407183e-01 5.24246954e-01 7.85866787e-01
-4.58988342e-01]
[ -3.24014305e-02 1.70243749e-01 4.65482740e-02 9.73099771e-02
-1.94319728e-02 -6.98995923e-02 -2.22332289e-01 -3.30463222e-01
-2.38894320e-01 -2.48529451e-01 2.95402430e-01 8.22402052e-01
-3.99586553e-01]
[ -5.12858403e-02 -1.18139233e-01 -1.62339199e-01 2.63343827e-01
-1.65280511e-01 2.33973841e-01 -9.09733845e-02 -2.67584613e-01
-2.49439786e-01 -5.08014342e-01 1.49664759e-01 3.17317074e-01
-2.51693240e-01]
[ 7.89581603e-02 -3.81016719e-01 -5.17913862e-02 -4.02556919e-02
-1.09396396e-01 2.00697954e-01 9.10703157e-02 1.69416715e-01
-1.48285648e-01 -4.22080057e-02 -8.06268584e-02 2.59280666e-01
-1.39709792e-01]
[ 2.03732892e-01 -2.88856323e-01 -1.23448023e-01 -8.69661078e-02
-2.04468049e-01 1.22611482e-01 2.69298307e-02 -1.60011153e-01
-3.22726397e-02 -1.29108609e-01 -1.26255699e-01 -1.97318576e-01
-7.01885434e-02]
[ -1.34727478e-01 -8.04152076e-02 3.87921641e-02 -2.51162205e-01
-5.62359678e-02 -1.40837710e-01 5.69770962e-02 -1.77493909e-02
-6.38238269e-02 -1.32522131e-02 -2.96593832e-01 -3.91089513e-01
-1.96070761e-02]
[ -1.40572099e-01 -1.24270552e-01 -7.19119071e-02 -2.13871360e-01
-3.35365122e-01 -2.87288715e-01 1.02762719e-01 5.40170744e-02
-1.19746894e-02 3.60354066e-02 -1.48713042e-01 -4.99180454e-01
-1.07607705e-01]
[ -1.66528499e-01 -2.20535526e-01 -2.96599901e-01 -2.77416334e-01
-2.64415859e-01 -2.06957674e-01 -3.22319871e-01 1.55449396e-01
-3.62546875e-02 -2.67124554e-01 -2.61031910e-01 -1.81734907e-01
-1.83027056e-01]
[ -1.07159839e-01 1.14458188e-01 2.45281412e-02 -3.22244385e-02
-2.18300481e-01 -1.68451372e-01 -8.92947469e-02 -1.08438167e-02
-8.23211019e-02 -2.14597220e-01 -1.82218316e-01 -2.12585863e-01
-1.22353869e-01]
[ -3.48630418e-01 -1.31628807e-01 -2.70570038e-01 8.28940992e-02
-2.09444143e-01 -2.26215542e-01 -5.75458608e-02 -1.70812683e-01
5.91667233e-02 -9.23082059e-02 2.34775686e-02 -3.31859052e-01
-4.58999782e-02]
[ -1.26744229e-01 -3.08412482e-02 -2.59349049e-01 5.49986062e-03
-2.11986242e-01 -2.76140918e-01 -4.05490293e-01 -1.11292382e-01
-1.37524964e-02 -3.21998827e-01 -2.57363092e-01 -3.17719129e-01
-1.30718701e-01]
[ -2.13233619e-01 -5.44812248e-01 -3.28991205e-01 -4.06544359e-01
-3.40660432e-01 -2.26281788e-01 1.68297085e-02 -3.07171164e-01
1.23187236e-01 -2.49992227e-01 -2.50218352e-01 -1.38783790e-01
-7.88646796e-02]
[ -2.11620176e-01 -3.01652155e-01 -3.11108158e-01 -1.57155975e-01
-1.00197633e-01 -1.46551941e-01 -1.10617546e-01 -2.26897364e-02
-2.05447924e-01 -5.09667875e-01 -2.52955417e-01 -1.14260173e-01
7.75925899e-03]
[ -1.22994297e-01 3.22965555e-02 -2.39539301e-01 -3.49263746e-01
-2.22946668e-01 -2.57789869e-01 -6.40063190e-02 -2.62151224e-01
2.49960808e-02 1.37629787e-02 -2.96994515e-01 -4.38265127e-02
-1.90102694e-01]]
Progress: 5.8% ... Training loss: 0.361 ... Validation loss: 0.631[[-0.0504027 ]
[ 0.32985647]
[-0.11459313]
[ 0.65840129]
[ 0.30961928]
[ 0.012337 ]
[-0.78402472]
[-0.91462231]
[-0.68326791]
[-0.93211462]
[ 0.87745664]
[ 2.14638479]
[-1.32476482]]
[[ -5.33909434e-01 -5.41714634e-01 -5.76860282e-01 -2.65420729e-01
-3.41406851e-01 -5.84726034e-01 -5.73442490e-01 -5.28461472e-01
-6.96326812e-01 -6.11421056e-01 -1.68388926e-01 3.23654070e-01
-5.30104770e-01]
[ 6.21483019e-03 -1.42642980e-01 5.28811860e-02 -2.73659145e-02
-4.66053612e-02 5.89883538e-02 -1.07768693e-01 2.52078149e-01
-1.10841601e-01 -1.47110042e-01 -4.77518992e-02 -3.32683938e-02
1.27227944e-01]
[ -1.95940466e-01 1.49588094e-01 -2.26721241e-02 1.35399514e-01
1.34538517e-01 -1.10007929e-01 -7.92081249e-04 -1.74403026e-01
1.10835745e-01 -1.86263747e-01 2.82497506e-01 8.08804286e-01
1.06747340e-01]
[ 1.79084728e-01 -3.00618458e-01 -2.57724767e-01 -9.36791995e-02
-3.57686126e-01 -4.76229655e-03 5.71805717e-02 -2.04849130e-01
2.08246492e-01 -2.23735947e-01 -2.56612425e-01 -5.14026063e-01
-6.06075503e-02]
[ 1.03647600e-01 8.30815031e-02 8.81425680e-02 1.60046352e-01
2.07802067e-02 7.41293993e-02 -4.35244371e-02 8.59544293e-02
-5.13715171e-03 1.49670249e-01 2.28354485e-01 8.21492580e-02
2.10525624e-01]
[ -4.82749572e-01 -5.60346603e-01 -6.08968687e-01 -5.20724351e-01
-5.61919282e-01 -5.61266051e-01 -3.01655558e-01 -2.16879775e-01
-4.15725006e-01 -2.92123529e-01 -3.70172781e-01 -5.12754101e-01
-2.55869187e-01]
[ -4.13619423e-01 -5.74693238e-01 -3.19501401e-01 -3.63114767e-01
-4.06752616e-01 -5.57069176e-01 -4.44731830e-01 -4.68277042e-01
-3.01052711e-01 -2.06060738e-01 -4.71663670e-01 -2.41378980e-01
-1.94900081e-01]
[ -3.14182017e-01 -3.77538019e-01 -4.51315518e-01 -3.00783237e-01
-3.26981917e-01 -4.11083483e-01 -1.86057429e-01 -1.19346435e-01
-2.26490156e-01 -3.72956522e-01 -2.64172011e-01 -4.22014436e-01
-1.74595414e-01]
[ -4.73739288e-01 -3.41930745e-01 -3.78282269e-01 -1.16231004e-01
-3.28577310e-01 -2.11573217e-01 -2.05341362e-01 -4.71813193e-01
-3.54375943e-01 -4.98538187e-01 -1.02670585e-01 2.42763758e-02
-3.11229207e-01]
[ -9.44295272e-01 -9.38588086e-01 -9.65729899e-01 -8.28946096e-01
-1.01537176e+00 -9.73826108e-01 -6.96606283e-01 -6.77570952e-01
-7.89090103e-01 -5.71319073e-01 -8.36298485e-01 -5.27857412e-01
-3.94590871e-01]
[ -5.00359173e-01 -2.66460790e-01 -4.59910343e-01 -3.14165886e-01
-3.58132905e-01 -3.53808479e-01 -5.28406805e-01 -5.57222273e-01
-6.04958895e-01 -1.51183010e-01 -4.07521021e-01 -5.64530195e-01
-3.96045970e-01]
[ -1.17955824e-01 4.77943591e-02 -3.38125639e-01 -3.15855430e-01
-8.07471195e-02 -6.98950323e-02 -1.67247116e-01 -2.80808022e-01
-1.61121430e-01 1.14620435e-01 -2.48612303e-01 -2.30736422e-01
-2.61601543e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60266146e-01 -9.70821527e-02 1.61106919e-01 -2.20492815e-01
-1.16940439e-01 1.14373541e-01 -1.45420247e-01 -2.72036252e-02
-9.63654682e-02 3.23577485e-02 -8.70328299e-02 -1.77678829e-01
4.94744908e-02]
[ -8.09930697e-02 -2.55735110e-01 -1.77861388e-01 -2.72988066e-01
-4.76277804e-01 -8.41230997e-02 -2.25820610e-02 9.10740096e-03
-3.88293566e-02 2.31920159e-02 -1.50405546e-01 -1.72915581e-01
-2.13354108e-01]
[ -7.40888940e-02 6.57588973e-03 -2.45013027e-01 -2.38516668e-01
1.43077482e-01 -1.62354055e-01 -1.59378574e-01 3.43838909e-02
1.19478706e-02 -2.72301113e-02 -1.70367917e-01 -1.32389807e-02
5.59628340e-02]
[ 2.98383576e-02 -1.59083568e-01 -1.51558995e-01 -4.58420596e-02
-1.21257016e-01 -1.06610754e-01 7.24727938e-02 -1.70843249e-01
-4.30575578e-02 -4.45374982e-02 -1.27500813e-02 -1.85933351e-01
6.33963465e-02]
[ -2.82863797e-01 -1.43364123e-01 -6.96529923e-02 -9.20025212e-02
-3.03984241e-01 -2.71445671e-01 -3.57035022e-01 6.41069259e-02
-2.92617649e-01 -2.05779139e-01 1.81030037e-01 1.01578199e-01
3.05756417e-01]
[ -2.14146039e-01 -1.34007934e-01 -7.64642580e-02 -8.47312763e-02
-8.37071679e-02 -1.13897585e-01 -4.98696711e-02 6.91565231e-02
-1.06896977e-01 4.12561628e-02 8.42478171e-03 -1.78828417e-01
3.82692226e-02]
[ -1.50810200e-01 -7.02449572e-02 -2.19664904e-01 -3.69608747e-01
-1.51615075e-01 -1.98904054e-01 -2.07115005e-01 -5.23357734e-02
2.24841940e-01 -1.52825677e-01 -3.21832578e-01 -3.61145800e-01
-6.96757284e-02]
[ -3.65506830e-01 -8.02140515e-02 -1.41721726e-01 -2.01151732e-01
-6.00216021e-02 -3.09659196e-01 6.82563956e-02 -4.51378742e-02
-1.07248597e-01 1.07149986e-01 -3.48526750e-02 -4.92794064e-02
-1.47450318e-01]
[ -1.69262854e-01 -1.55398276e-01 -4.55043473e-02 -1.27613607e-01
-1.34848901e-01 -2.91817765e-01 -1.17797172e-01 -1.13503649e-01
-3.10960382e-01 2.80893453e-02 1.97239484e-01 1.71432091e-01
-2.89526716e-01]
[ -1.38121602e-01 -1.81332828e-01 -1.10987144e-01 -2.81940744e-01
8.82946411e-02 -1.71120874e-02 -2.27368739e-01 -1.50544632e-01
7.84697167e-02 -1.10635170e-01 -1.84236409e-01 -1.76557899e-01
-3.41941077e-01]
[ -4.44692816e-02 -3.05187394e-02 -1.47360804e-01 -3.08001658e-02
-2.25482206e-01 6.36875091e-02 -8.99669499e-02 -4.41186828e-02
-2.35247214e-01 -7.26575316e-02 -5.51679989e-02 -2.84855506e-01
-1.62298079e-01]
[ -7.34727041e-02 4.03264248e-02 -1.30933170e-01 -2.76577620e-01
1.30821655e-01 2.14056808e-02 -2.47502357e-01 -2.00362857e-01
9.53199310e-02 -9.42542382e-02 -2.28338631e-01 -1.19359568e-01
-2.92536710e-01]
[ 8.37600487e-02 -3.09349668e-01 -8.13462485e-02 -4.00097337e-01
-2.15974851e-01 -8.71490014e-02 3.57639990e-02 7.72675816e-02
-1.76168501e-02 2.62283994e-01 -4.41848523e-01 -4.24136843e-01
2.80207198e-01]
[ -2.17647662e-01 -2.50260975e-01 -1.27136162e-01 -2.58685945e-01
-2.99427920e-01 -9.10996646e-02 1.70038755e-01 1.97300536e-02
2.76043368e-01 2.47622101e-02 -3.23430266e-01 -6.30657166e-01
4.75047237e-01]
[ -9.03751954e-03 -1.84373765e-01 2.31860193e-02 -2.40428481e-01
-1.60458986e-01 1.68664284e-01 1.34811588e-01 1.91644355e-01
-5.72311146e-02 1.84410386e-01 -9.74700105e-02 -5.84767107e-01
4.78526556e-01]
[ 6.10140185e-03 -3.89464454e-02 -1.22613649e-01 -5.80378551e-02
-1.67462659e-01 -4.44201398e-02 2.19146718e-01 1.08476416e-01
2.07707162e-01 3.13586145e-01 -3.72517360e-01 -4.50822146e-01
4.92354265e-01]
[ -7.95207136e-02 -2.74583151e-01 6.02654372e-02 -3.15862249e-01
-1.37351693e-01 1.19624151e-01 2.90020580e-01 7.67234976e-02
-9.87064568e-02 1.17105233e-01 -4.68423512e-01 -5.15866362e-01
6.06541864e-01]
[ 1.22519742e-01 -7.45665156e-02 1.40482194e-02 -1.00283768e-01
-6.40817818e-02 -1.54263663e-02 1.54883090e-01 2.59918405e-01
3.25245624e-01 1.80896676e-01 -4.42140757e-01 -3.55015589e-01
2.68783577e-01]
[ -9.98782776e-03 -1.15957123e-01 1.52051337e-02 6.26696213e-02
-7.07294896e-02 -2.82686840e-01 -2.60644796e-02 2.22420809e-01
-6.63536393e-02 1.28512778e-02 -1.72579348e-01 -4.10447304e-01
1.12044779e-01]
[ 7.84822990e-02 1.20781129e-01 -1.45680371e-03 4.91771689e-02
-8.69846623e-02 -5.94504304e-02 -1.88408780e-01 -1.94316845e-01
-2.75639418e-01 -1.65585616e-01 -1.82231734e-01 2.16450524e-01
-9.34716109e-02]
[ 3.90854032e-02 -7.95552193e-02 1.38411083e-01 1.44181073e-01
2.48533426e-01 8.07713810e-03 -3.88710883e-01 -3.78422739e-01
-1.03271503e-01 -5.38333356e-01 1.35724102e-01 8.35914052e-01
-3.78516451e-01]
[ 3.55555828e-02 8.57977449e-02 -2.11609897e-01 4.23411908e-02
3.37571175e-02 -2.28495299e-04 -1.58639127e-01 -3.32650112e-01
-2.91941802e-01 -1.80617687e-01 -3.55618359e-02 1.25131527e-02
-1.86158326e-01]
[ -5.39003868e-02 -2.17924370e-01 6.81388762e-02 9.48166180e-02
-1.34128826e-01 -1.33912600e-01 5.78219750e-02 2.18921433e-02
9.97279187e-02 -3.37783642e-01 -2.95401371e-01 -2.59291893e-01
5.57120527e-02]
[ 1.73561043e-02 -2.71547484e-01 6.42517901e-02 -2.09064337e-01
-1.89031838e-01 -2.30583704e-01 -2.48775612e-01 8.94119398e-02
6.18017680e-03 1.62020848e-01 -1.42779746e-01 5.49423213e-02
-4.50420243e-02]
[ 1.75091382e-01 4.89040453e-02 -1.01378674e-01 -1.96066671e-01
-5.85033691e-02 -1.01296470e-01 -1.68204886e-01 8.18176664e-02
-1.81761198e-01 -1.87014624e-01 -1.73865317e-01 3.08445134e-02
-7.83060703e-02]
[ -1.70370366e-01 -1.89072964e-01 -1.04238459e-01 -1.81856383e-01
-5.65110157e-02 2.71810052e-02 -1.64987875e-01 -1.19286015e-01
-1.23752087e-01 6.77304983e-02 -2.13566698e-01 -6.87166043e-02
-1.93248980e-01]
[ -3.13501867e-02 -2.25369926e-01 -1.51285234e-01 -2.00625691e-01
-6.35986628e-02 4.43800359e-02 5.19012421e-03 6.80589603e-02
-1.92398097e-01 -1.86209751e-01 -7.65287932e-02 -2.64568561e-01
1.56372852e-02]
[ 1.17769855e-01 5.95982155e-02 1.99088366e-04 -1.61822741e-01
-3.36652027e-01 8.20044053e-03 -1.07874890e-01 -1.80631377e-01
-2.91765464e-01 1.41185338e-01 -1.41725285e-01 -2.08216800e-01
2.45630070e-02]
[ -6.29248754e-02 -1.24753700e-02 -2.82212778e-01 -1.33047646e-02
6.22584999e-02 1.56121421e-01 -2.14234283e-01 -1.48173532e-01
-4.36886892e-02 -3.16557019e-02 1.25349439e-01 3.31067155e-01
4.33975992e-03]
[ 1.04276620e-01 3.32405644e-01 -2.03108046e-01 5.25256849e-01
9.37415971e-02 -2.04318298e-03 -1.98694475e-01 -3.54630803e-01
-2.19767672e-01 -3.81622370e-01 5.20555872e-01 7.79988735e-01
-4.55119425e-01]
[ -3.26394572e-02 1.72635542e-01 4.59891613e-02 1.02784159e-01
-1.72004452e-02 -6.97867170e-02 -2.27554220e-01 -3.35445861e-01
-2.43554280e-01 -2.53822123e-01 3.05262588e-01 8.41131251e-01
-4.10607934e-01]
[ -5.12425028e-02 -1.18802165e-01 -1.62161811e-01 2.62301588e-01
-1.65749717e-01 2.33935602e-01 -9.04335326e-02 -2.66481554e-01
-2.48903914e-01 -5.06226191e-01 1.48260801e-01 3.14773965e-01
-2.49652388e-01]
[ 7.90164651e-02 -3.81604411e-01 -5.16515094e-02 -4.15135838e-02
-1.09931495e-01 2.00658507e-01 9.21860159e-02 1.71141896e-01
-1.47490824e-01 -4.06617765e-02 -8.24413245e-02 2.54649864e-01
-1.37558287e-01]
[ 2.03741099e-01 -2.88953326e-01 -1.23431108e-01 -8.71227903e-02
-2.04625577e-01 1.22608829e-01 2.70003977e-02 -1.59385838e-01
-3.22653848e-02 -1.28796167e-01 -1.26716293e-01 -1.99673764e-01
-6.96651280e-02]
[ -1.34720169e-01 -8.04571724e-02 3.88039983e-02 -2.51288446e-01
-5.62751752e-02 -1.40839143e-01 5.71401443e-02 -1.75228489e-02
-6.37125956e-02 -1.30377925e-02 -2.96776406e-01 -3.91702247e-01
-1.91510016e-02]
[ -1.40504826e-01 -1.24686690e-01 -7.17819885e-02 -2.14955789e-01
-3.35736385e-01 -2.87314004e-01 1.04031957e-01 5.56160947e-02
-1.09336385e-02 3.81148684e-02 -1.50283686e-01 -5.02530351e-01
-1.04864312e-01]
[ -1.66521693e-01 -2.19923066e-01 -2.96670173e-01 -2.76690183e-01
-2.63942823e-01 -2.06971632e-01 -3.22689125e-01 1.54687610e-01
-3.61561759e-02 -2.67873402e-01 -2.59080776e-01 -1.71982060e-01
-1.84436555e-01]
[ -1.07123181e-01 1.12986430e-01 2.48220651e-02 -3.46948482e-02
-2.19561757e-01 -1.68483019e-01 -8.68686268e-02 -7.40511873e-03
-8.06556177e-02 -2.12097403e-01 -1.86055598e-01 -2.22183877e-01
-1.16119361e-01]
[ -3.48462301e-01 -1.33132880e-01 -2.70107005e-01 7.86814458e-02
-2.10776996e-01 -2.26304552e-01 -5.34114472e-02 -1.65582336e-01
6.23220694e-02 -8.50199292e-02 1.79373442e-02 -3.44750704e-01
-3.38058376e-02]
[ -1.26673510e-01 -3.19214057e-02 -2.59121590e-01 3.43371903e-03
-2.13011196e-01 -2.76186520e-01 -4.03962953e-01 -1.08681641e-01
-1.19274046e-02 -3.19577925e-01 -2.60605185e-01 -3.26187495e-01
-1.25549378e-01]
[ -2.13322420e-01 -5.43899075e-01 -3.29152252e-01 -4.04195742e-01
-3.39648405e-01 -2.26261029e-01 1.51963617e-02 -3.09010350e-01
1.21067794e-01 -2.51413930e-01 -2.44916767e-01 -1.29266327e-01
-8.36243077e-02]
[ -2.11678293e-01 -3.00927818e-01 -3.11229829e-01 -1.55425586e-01
-9.95711861e-02 -1.46527078e-01 -1.11428186e-01 -2.38217332e-02
-2.06047230e-01 -5.10788099e-01 -2.49993791e-01 -1.09870210e-01
6.16577978e-03]
[ -1.22954219e-01 3.06649863e-02 -2.39284608e-01 -3.51449644e-01
-2.24273389e-01 -2.57850095e-01 -6.32237264e-02 -2.60847953e-01
2.57835975e-02 1.57359765e-02 -3.00139950e-01 -4.89293456e-02
-1.88628034e-01]]
Progress: 5.9% ... Training loss: 0.353 ... Validation loss: 0.631[[-0.04348381]
[ 0.33596011]
[-0.11162417]
[ 0.67329729]
[ 0.31708848]
[ 0.01990726]
[-0.78186732]
[-0.91358852]
[-0.68124314]
[-0.93292044]
[ 0.89911591]
[ 2.20722059]
[-1.33405387]]
[[ -5.34238748e-01 -5.38132401e-01 -5.77813675e-01 -2.54688486e-01
-3.37599082e-01 -5.84642644e-01 -5.78786122e-01 -5.33378947e-01
-7.01043614e-01 -6.15787605e-01 -1.49356281e-01 3.72046334e-01
-5.39383301e-01]
[ 6.16675819e-03 -1.42336122e-01 5.27793908e-02 -2.66273751e-02
-4.62861027e-02 5.90010178e-02 -1.08375109e-01 2.51051109e-01
-1.11353711e-01 -1.47942071e-01 -4.67743791e-02 -3.03351013e-02
1.25807214e-01]
[ -1.95485689e-01 1.48140179e-01 -2.15453251e-02 1.34231096e-01
1.32879262e-01 -1.10142501e-01 6.00725938e-03 -1.64703137e-01
1.17927290e-01 -1.75842994e-01 2.82698919e-01 7.95942570e-01
1.21131988e-01]
[ 1.78933305e-01 -2.99450906e-01 -2.58436462e-01 -9.11232716e-02
-3.56446170e-01 -4.69460306e-03 5.55221377e-02 -2.07420976e-01
2.06046433e-01 -2.24524710e-01 -2.53691548e-01 -4.96376537e-01
-6.03654373e-02]
[ 1.04091086e-01 7.92712145e-02 8.94908477e-02 1.51815166e-01
1.68119128e-02 7.39861705e-02 -3.63834273e-02 9.29410919e-02
1.94098021e-03 1.55710019e-01 2.19429717e-01 4.54772996e-02
2.18613680e-01]
[ -4.82883934e-01 -5.60327100e-01 -6.09152976e-01 -5.18697261e-01
-5.61616188e-01 -5.61233016e-01 -3.03398931e-01 -2.18304046e-01
-4.17682845e-01 -2.93523120e-01 -3.66653676e-01 -5.01265711e-01
-2.59192960e-01]
[ -4.13447169e-01 -5.75831228e-01 -3.19034662e-01 -3.65597773e-01
-4.07414499e-01 -5.57105521e-01 -4.41886080e-01 -4.64310317e-01
-2.98127137e-01 -2.02309416e-01 -4.73315066e-01 -2.42016202e-01
-1.87513394e-01]
[ -3.14276879e-01 -3.76301011e-01 -4.51525038e-01 -2.96813542e-01
-3.25992500e-01 -4.11074304e-01 -1.86562115e-01 -1.20120513e-01
-2.26394699e-01 -3.72971533e-01 -2.57641567e-01 -4.09823748e-01
-1.74388199e-01]
[ -4.74001530e-01 -3.39527198e-01 -3.78916202e-01 -1.11460074e-01
-3.26278878e-01 -2.11497613e-01 -2.09014333e-01 -4.76107870e-01
-3.57938331e-01 -5.02888664e-01 -9.58165782e-02 4.22889424e-02
-3.17421431e-01]
[ -9.44706113e-01 -9.34802804e-01 -9.66683660e-01 -8.18425301e-01
-1.01130955e+00 -9.73726196e-01 -7.02140567e-01 -6.84629591e-01
-7.93621865e-01 -5.77831926e-01 -8.17900861e-01 -4.82239223e-01
-4.06232940e-01]
[ -5.00553725e-01 -2.65861111e-01 -4.60098504e-01 -3.12733518e-01
-3.57500566e-01 -3.53760980e-01 -5.30417864e-01 -5.58911890e-01
-6.06508058e-01 -1.52739859e-01 -4.05352164e-01 -5.57604983e-01
-3.95715048e-01]
[ -1.17669642e-01 4.59314661e-02 -3.37544719e-01 -3.19523883e-01
-8.25126052e-02 -6.99609695e-02 -1.62777053e-01 -2.74586066e-01
-1.57539702e-01 1.20676381e-01 -2.53926624e-01 -2.42225400e-01
-2.52212491e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60432608e-01 -9.64379340e-02 1.60749762e-01 -2.18460047e-01
-1.16004601e-01 1.14420088e-01 -1.47709016e-01 -3.04038474e-02
-9.83217632e-02 2.94681570e-02 -8.41340716e-02 -1.69952844e-01
4.47381115e-02]
[ -8.10841504e-02 -2.55584031e-01 -1.78019635e-01 -2.72245266e-01
-4.76040496e-01 -8.41041631e-02 -2.40927693e-02 7.32146270e-03
-3.99587155e-02 2.12051313e-02 -1.49139680e-01 -1.69449457e-01
-2.15955464e-01]
[ -7.39498464e-02 5.70974410e-03 -2.44643487e-01 -2.39496302e-01
1.42088831e-01 -1.62389325e-01 -1.56972118e-01 3.84355324e-02
1.33723710e-02 -2.31415943e-02 -1.71430671e-01 -1.45779200e-02
6.09314461e-02]
[ 2.97680795e-02 -1.58305653e-01 -1.51756501e-01 -4.38399231e-02
-1.20217706e-01 -1.06590726e-01 7.10702381e-02 -1.72984060e-01
-4.41711819e-02 -4.76244133e-02 -8.81028351e-03 -1.71237384e-01
5.86315787e-02]
[ -2.82725486e-01 -1.44102170e-01 -6.93833114e-02 -9.39957684e-02
-3.04621703e-01 -2.71474880e-01 -3.55239693e-01 6.64723421e-02
-2.90691882e-01 -2.03237693e-01 1.78886909e-01 9.52896388e-02
3.09817968e-01]
[ -2.14095983e-01 -1.34920121e-01 -7.61614067e-02 -8.64505774e-02
-8.44469721e-02 -1.13914972e-01 -4.85285179e-02 7.17486372e-02
-1.05615369e-01 4.42495379e-02 6.17516331e-03 -1.82697027e-01
4.39027934e-02]
[ -1.50773641e-01 -7.08399257e-02 -2.19489092e-01 -3.70667911e-01
-1.52256883e-01 -1.98920171e-01 -2.05238752e-01 -5.00721656e-02
2.26437875e-01 -1.50843727e-01 -3.23948219e-01 -3.65984868e-01
-6.47105224e-02]
[ -3.65441893e-01 -7.97642182e-02 -1.41745063e-01 -1.99648281e-01
-5.96886677e-02 -3.09670141e-01 6.86473447e-02 -4.50212154e-02
-1.06522287e-01 1.08072436e-01 -3.21136306e-02 -4.71038148e-02
-1.46688925e-01]
[ -1.69440768e-01 -1.53605684e-01 -4.59344606e-02 -1.23164752e-01
-1.33237623e-01 -2.91781342e-01 -1.20135836e-01 -1.16629556e-01
-3.12900804e-01 2.51709082e-02 2.04843581e-01 1.84755401e-01
-2.94952178e-01]
[ -1.38242106e-01 -1.80541475e-01 -1.11242395e-01 -2.80060589e-01
8.92725711e-02 -1.70737413e-02 -2.29118333e-01 -1.52368897e-01
7.65753191e-02 -1.11898564e-01 -1.81712794e-01 -1.66483201e-01
-3.44429715e-01]
[ -4.44662103e-02 -3.04233205e-02 -1.47353976e-01 -3.08995695e-02
-2.25515955e-01 6.36840845e-02 -8.96677870e-02 -4.34087829e-02
-2.35075099e-01 -7.25144903e-02 -5.53055373e-02 -2.85090089e-01
-1.61558455e-01]
[ -7.35976591e-02 4.12574299e-02 -1.31197274e-01 -2.75052325e-01
1.31657589e-01 2.14392244e-02 -2.49396649e-01 -2.02911353e-01
9.37285963e-02 -9.67935513e-02 -2.26348969e-01 -1.13197059e-01
-2.95572158e-01]
[ 8.38031298e-02 -3.09551798e-01 -8.12650556e-02 -4.00566008e-01
-2.16293892e-01 -8.71571117e-02 3.69006431e-02 7.87654865e-02
-1.68823097e-02 2.63792217e-01 -4.42755977e-01 -4.28755518e-01
2.82822502e-01]
[ -2.17614396e-01 -2.50564409e-01 -1.27014159e-01 -2.59554077e-01
-2.99780068e-01 -9.11084514e-02 1.71306061e-01 2.11677863e-02
2.76994598e-01 2.62512978e-02 -3.24767835e-01 -6.35011386e-01
4.77871131e-01]
[ -8.97228270e-03 -1.84769999e-01 2.33499821e-02 -2.41622888e-01
-1.60989485e-01 1.68646642e-01 1.36643231e-01 1.93587717e-01
-5.59134468e-02 1.86293016e-01 -9.92475062e-02 -5.90954938e-01
4.82965258e-01]
[ 6.19092076e-03 -3.93978274e-02 -1.22475525e-01 -5.94818603e-02
-1.67908533e-01 -4.44405016e-02 2.21057236e-01 1.10073932e-01
2.09509853e-01 3.15705604e-01 -3.74029493e-01 -4.54731590e-01
4.96159341e-01]
[ -7.93409314e-02 -2.75718582e-01 6.06113519e-02 -3.18548862e-01
-1.38599400e-01 1.19579168e-01 2.94630108e-01 8.12430470e-02
-9.49171213e-02 1.21019675e-01 -4.71791360e-01 -5.28260100e-01
6.16553891e-01]
[ 1.22567012e-01 -7.47684224e-02 1.41115336e-02 -1.00941936e-01
-6.43230486e-02 -1.54352404e-02 1.55868218e-01 2.61003388e-01
3.26286050e-01 1.81795381e-01 -4.42688718e-01 -3.57897158e-01
2.70978231e-01]
[ -9.94632656e-03 -1.16060760e-01 1.52638245e-02 6.22388916e-02
-7.08326231e-02 -2.82691553e-01 -2.56716741e-02 2.23225323e-01
-6.58347392e-02 1.35006352e-02 -1.72999348e-01 -4.11865773e-01
1.13454626e-01]
[ 7.83702900e-02 1.21406694e-01 -1.65417154e-03 5.09330353e-02
-8.64538460e-02 -5.94253507e-02 -1.90620277e-01 -1.96209152e-01
-2.77592990e-01 -1.67081675e-01 -1.80125284e-01 2.24443506e-01
-9.73305650e-02]
[ 3.87456127e-02 -7.86540833e-02 1.37852534e-01 1.48875991e-01
2.50277188e-01 8.15794662e-03 -3.93803257e-01 -3.83877930e-01
-1.08066040e-01 -5.42260481e-01 1.42045548e-01 8.62837508e-01
-3.86844229e-01]
[ 3.55690642e-02 8.58703412e-02 -2.11612356e-01 4.24609242e-02
3.38167261e-02 -2.30912000e-04 -1.58577404e-01 -3.32367689e-01
-2.92004604e-01 -1.80202457e-01 -3.54270869e-02 1.35863637e-02
-1.86255805e-01]
[ -5.38661002e-02 -2.18323144e-01 6.82835538e-02 9.38214138e-02
-1.34494289e-01 -1.33921903e-01 5.88286738e-02 2.32080095e-02
1.00610215e-01 -3.36620825e-01 -2.96669904e-01 -2.63086247e-01
5.80184788e-02]
[ 1.73400952e-02 -2.71412133e-01 6.42116864e-02 -2.08870124e-01
-1.88915821e-01 -2.30580767e-01 -2.49017805e-01 8.89279345e-02
5.94603768e-03 1.61492045e-01 -1.42394841e-01 5.61304958e-02
-4.57750152e-02]
[ 1.74838158e-01 5.06912914e-02 -1.01898252e-01 -1.92940465e-01
-5.68203386e-02 -1.01242907e-01 -1.71742735e-01 7.61074725e-02
-1.84612564e-01 -1.92315879e-01 -1.69326316e-01 4.69340458e-02
-8.57927551e-02]
[ -1.70423344e-01 -1.88466140e-01 -1.04427514e-01 -1.80579424e-01
-5.58370230e-02 2.71947448e-02 -1.66212798e-01 -1.20762372e-01
-1.24681493e-01 6.51133784e-02 -2.11356050e-01 -6.16370794e-02
-1.96829973e-01]
[ -3.13208502e-02 -2.25876601e-01 -1.51202709e-01 -2.01709803e-01
-6.41052543e-02 4.43719525e-02 6.22167513e-03 6.90665969e-02
-1.91304259e-01 -1.85404103e-01 -7.82007072e-02 -2.69460421e-01
1.76697650e-02]
[ 1.17794063e-01 5.92009634e-02 2.99989703e-04 -1.62613771e-01
-3.36934975e-01 8.19538852e-03 -1.07225343e-01 -1.79748946e-01
-2.91217151e-01 1.42379709e-01 -1.42924805e-01 -2.11761903e-01
2.64428326e-02]
[ -6.30155509e-02 -1.15418333e-02 -2.82456869e-01 -1.13446820e-02
6.32258178e-02 1.56149148e-01 -2.15890505e-01 -1.50374597e-01
-4.51763713e-02 -3.49089995e-02 1.28624377e-01 3.38773341e-01
-4.05671246e-04]
[ 1.04206496e-01 3.33472561e-01 -2.03311786e-01 5.27598035e-01
9.46173534e-02 -2.02435745e-03 -2.00520662e-01 -3.56553563e-01
-2.21033023e-01 -3.83363629e-01 5.24060184e-01 7.86020825e-01
-4.58342345e-01]
[ -3.27639813e-02 1.74165622e-01 4.56915705e-02 1.07635181e-01
-1.58547471e-02 -6.97626392e-02 -2.30410073e-01 -3.38619663e-01
-2.45832955e-01 -2.56716449e-01 3.13697221e-01 8.60383836e-01
-4.18229313e-01]
[ -5.13798922e-02 -1.17834051e-01 -1.62432086e-01 2.65570137e-01
-1.64652366e-01 2.33975799e-01 -9.37999959e-02 -2.68803565e-01
-2.51549085e-01 -5.08765862e-01 1.52998537e-01 3.26932360e-01
-2.55244402e-01]
[ 7.91018830e-02 -3.82097033e-01 -5.14945454e-02 -4.28635763e-02
-1.10396310e-01 2.00636885e-01 9.31395448e-02 1.72968643e-01
-1.46746249e-01 -3.89869094e-02 -8.43101346e-02 2.49918720e-01
-1.34829279e-01]
[ 2.03840297e-01 -2.89755098e-01 -1.23155660e-01 -8.87880376e-02
-2.05338601e-01 1.22583087e-01 2.84153836e-02 -1.57282833e-01
-3.12042147e-02 -1.26309960e-01 -1.28997501e-01 -2.04897196e-01
-6.62131120e-02]
[ -1.34677408e-01 -8.08787467e-02 3.89331824e-02 -2.52150212e-01
-5.66164384e-02 -1.40849012e-01 5.77995383e-02 -1.66203606e-02
-6.31415966e-02 -1.20294894e-02 -2.97884592e-01 -3.94974940e-01
-1.75097439e-02]
[ -1.40455662e-01 -1.24979162e-01 -7.16830823e-02 -2.15761737e-01
-3.35986902e-01 -2.87323929e-01 1.05059240e-01 5.65213268e-02
-9.98611702e-03 3.91906791e-02 -1.51411710e-01 -5.05749532e-01
-1.02860299e-01]
[ -1.66560476e-01 -2.19411664e-01 -2.96827930e-01 -2.76249654e-01
-2.63503006e-01 -2.06964710e-01 -3.23025982e-01 1.53007479e-01
-3.64980980e-02 -2.69535095e-01 -2.57626301e-01 -1.66201982e-01
-1.86957145e-01]
[ -1.07124204e-01 1.13185556e-01 2.50027099e-02 -3.40199354e-02
-2.19379029e-01 -1.68485070e-01 -8.67606610e-02 -6.30354178e-03
-8.08583507e-02 -2.09560120e-01 -1.85542183e-01 -2.21599081e-01
-1.13132699e-01]
[ -3.48568652e-01 -1.32840227e-01 -2.70149277e-01 8.03250257e-02
-2.10393197e-01 -2.26283471e-01 -5.46436950e-02 -1.66058610e-01
6.09770800e-02 -8.54394646e-02 2.05152463e-02 -3.36314324e-01
-3.48354528e-02]
[ -1.26559685e-01 -3.18702676e-02 -2.59079262e-01 3.40011207e-03
-2.13101080e-01 -2.76200925e-01 -4.02167713e-01 -1.06442918e-01
-1.00304983e-02 -3.17174137e-01 -2.59418530e-01 -3.28787614e-01
-1.21181797e-01]
[ -2.13524995e-01 -5.43616952e-01 -3.29395639e-01 -4.00937031e-01
-3.38885196e-01 -2.26215100e-01 1.24067072e-02 -3.10357965e-01
1.18475016e-01 -2.52913566e-01 -2.40439370e-01 -1.10643412e-01
-8.67129668e-02]
[ -2.11697559e-01 -3.00611980e-01 -3.11356692e-01 -1.54277763e-01
-9.91033943e-02 -1.46523138e-01 -1.10945620e-01 -2.39837629e-02
-2.05806726e-01 -5.10346657e-01 -2.47703339e-01 -1.06222810e-01
7.08518684e-03]
[ -1.23019259e-01 3.15347749e-02 -2.39498304e-01 -3.50296884e-01
-2.23491790e-01 -2.57830039e-01 -6.43260174e-02 -2.63048503e-01
2.56294125e-02 1.19205729e-02 -2.97388087e-01 -4.23463735e-02
-1.92184913e-01]]
Progress: 6.0% ... Training loss: 0.355 ... Validation loss: 0.617[[-0.04933828]
[ 0.33220924]
[-0.11947701]
[ 0.66988932]
[ 0.31118113]
[ 0.01590127]
[-0.80001214]
[-0.93072917]
[-0.69843582]
[-0.94630294]
[ 0.90000179]
[ 2.20654949]
[-1.36953577]]
[[ -5.34056477e-01 -5.38215264e-01 -5.77401451e-01 -2.55278896e-01
-3.38344028e-01 -5.84737264e-01 -5.71660551e-01 -5.24941570e-01
-6.96182189e-01 -6.08447263e-01 -1.49812443e-01 3.49614581e-01
-5.21052591e-01]
[ 6.16294554e-03 -1.42351656e-01 5.27894282e-02 -2.67406849e-02
-4.63231909e-02 5.90011964e-02 -1.08254869e-01 2.50976983e-01
-1.11198112e-01 -1.48035725e-01 -4.69143979e-02 -3.11656878e-02
1.25989105e-01]
[ -1.94974933e-01 1.43170473e-01 -1.98138728e-02 1.25862468e-01
1.27851704e-01 -1.10404915e-01 2.21298496e-02 -1.41794437e-01
1.30746176e-01 -1.55950203e-01 2.67671140e-01 7.41239391e-01
1.63113082e-01]
[ 1.79295588e-01 -3.01186010e-01 -2.58237664e-01 -9.62368855e-02
-3.56774856e-01 -4.79939403e-03 5.88548038e-02 -2.05286185e-01
2.10703137e-01 -2.21354465e-01 -2.56262585e-01 -4.95046020e-01
-5.62766566e-02]
[ 1.03932294e-01 8.00847631e-02 8.90745270e-02 1.53131309e-01
1.78300112e-02 7.40726635e-02 -4.54511403e-02 8.47088636e-02
-3.53597348e-03 1.49808557e-01 2.23208739e-01 6.70287104e-02
2.06489387e-01]
[ -4.82980635e-01 -5.59281863e-01 -6.09371102e-01 -5.16543445e-01
-5.60769454e-01 -5.61194047e-01 -3.05234839e-01 -2.21444567e-01
-4.19328208e-01 -2.96758807e-01 -3.62916755e-01 -4.91377765e-01
-2.64535191e-01]
[ -4.13216720e-01 -5.77364530e-01 -3.18388367e-01 -3.69544519e-01
-4.08966000e-01 -5.57203274e-01 -4.36927249e-01 -4.57800484e-01
-2.93955230e-01 -1.95402102e-01 -4.78824902e-01 -2.61552633e-01
-1.73496442e-01]
[ -3.14111009e-01 -3.77400738e-01 -4.51130887e-01 -2.98283210e-01
-3.27341857e-01 -4.11151331e-01 -1.79236467e-01 -1.11718235e-01
-2.20360287e-01 -3.66163505e-01 -2.60290939e-01 -4.33866083e-01
-1.57562235e-01]
[ -4.74076034e-01 -3.39122678e-01 -3.79043334e-01 -1.10888398e-01
-3.25830722e-01 -2.11453116e-01 -2.08845115e-01 -4.75734829e-01
-3.58038546e-01 -5.03447349e-01 -9.46198866e-02 4.34333554e-02
-3.16228899e-01]
[ -9.44593538e-01 -9.35394240e-01 -9.66190997e-01 -8.19217940e-01
-1.01244069e+00 -9.73781835e-01 -6.93567512e-01 -6.75144607e-01
-7.87080322e-01 -5.70328367e-01 -8.19253307e-01 -5.09029497e-01
-3.85872209e-01]
[ -5.00520509e-01 -2.66004985e-01 -4.60008559e-01 -3.13599233e-01
-3.57658128e-01 -3.53770715e-01 -5.29581428e-01 -5.57613021e-01
-6.05891983e-01 -1.51803094e-01 -4.06001812e-01 -5.59716029e-01
-3.92213587e-01]
[ -1.17590320e-01 4.54835037e-02 -3.37432141e-01 -3.20556453e-01
-8.28298777e-02 -6.99869096e-02 -1.61568754e-01 -2.73225289e-01
-1.56236578e-01 1.22157026e-01 -2.55150126e-01 -2.45870488e-01
-2.49381465e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60446682e-01 -9.63186478e-02 1.60686677e-01 -2.18187866e-01
-1.15917518e-01 1.14427448e-01 -1.47873565e-01 -3.13408835e-02
-9.82890895e-02 2.87377390e-02 -8.36784024e-02 -1.69360683e-01
4.36352101e-02]
[ -8.10804977e-02 -2.55531963e-01 -1.78016858e-01 -2.72415353e-01
-4.76032869e-01 -8.41047940e-02 -2.39343027e-02 7.50886428e-03
-4.00412912e-02 2.13036626e-02 -1.49517251e-01 -1.71168352e-01
-2.15419779e-01]
[ -7.40197658e-02 6.51716173e-03 -2.44775963e-01 -2.37614799e-01
1.42768081e-01 -1.62362023e-01 -1.58491728e-01 3.63856790e-02
1.20316124e-02 -2.52169971e-02 -1.67986048e-01 -4.57371476e-03
5.71649201e-02]
[ 2.98369305e-02 -1.58985766e-01 -1.51553003e-01 -4.53875343e-02
-1.20822002e-01 -1.06626560e-01 7.25116362e-02 -1.71532485e-01
-4.33049251e-02 -4.56860072e-02 -1.06675948e-02 -1.74886946e-01
6.15249201e-02]
[ -2.82623294e-01 -1.44930982e-01 -6.90761544e-02 -9.65570069e-02
-3.05434036e-01 -2.71515439e-01 -3.53288055e-01 6.93630805e-02
-2.88671193e-01 -2.00239827e-01 1.74918226e-01 8.46923427e-02
3.17392530e-01]
[ -2.14029251e-01 -1.35488342e-01 -7.59582356e-02 -8.74462559e-02
-8.52970220e-02 -1.13949482e-01 -4.61243708e-02 7.52238627e-02
-1.03695687e-01 4.70600176e-02 4.00523632e-03 -1.90533962e-01
5.00537848e-02]
[ -1.50681852e-01 -7.11308162e-02 -2.19313778e-01 -3.70873874e-01
-1.52468206e-01 -1.98955462e-01 -2.02745787e-01 -4.69404600e-02
2.28760991e-01 -1.48029918e-01 -3.24782035e-01 -3.74363972e-01
-5.82468318e-02]
[ -3.65347900e-01 -8.13249515e-02 -1.41319973e-01 -2.02588066e-01
-6.11683890e-02 -3.09716286e-01 7.34368208e-02 -3.93733562e-02
-1.03401863e-01 1.12766706e-01 -3.68131035e-02 -6.28908740e-02
-1.37311116e-01]
[ -1.69378743e-01 -1.53471443e-01 -4.58856992e-02 -1.22878253e-01
-1.33102253e-01 -2.91815474e-01 -1.17732148e-01 -1.14521771e-01
-3.11049396e-01 2.67078583e-02 2.06457268e-01 1.75677323e-01
-2.90885358e-01]
[ -1.38302518e-01 -1.79795716e-01 -1.11450732e-01 -2.78893293e-01
8.99040883e-02 -1.70392957e-02 -2.30138502e-01 -1.53788854e-01
7.60585609e-02 -1.13830744e-01 -1.79437307e-01 -1.60518917e-01
-3.46500393e-01]
[ -4.45728314e-02 -2.96979684e-02 -1.47587919e-01 -2.91710977e-02
-2.24853848e-01 6.37407972e-02 -9.16977241e-02 -4.56030142e-02
-2.36554382e-01 -7.46439802e-02 -5.28868201e-02 -2.78678726e-01
-1.64799494e-01]
[ -7.36107537e-02 4.14188044e-02 -1.31230016e-01 -2.74658837e-01
1.31806391e-01 2.14491915e-02 -2.49686374e-01 -2.03057934e-01
9.34744656e-02 -9.68954035e-02 -2.25875968e-01 -1.11668551e-01
-2.95760696e-01]
[ 8.38628742e-02 -3.09958764e-01 -8.11489687e-02 -4.01556718e-01
-2.16716583e-01 -8.71802778e-02 3.85904490e-02 8.05847758e-02
-1.56105435e-02 2.65292837e-01 -4.44065027e-01 -4.34027807e-01
2.86126046e-01]
[ -2.17570246e-01 -2.50941362e-01 -1.26901715e-01 -2.60836869e-01
-3.00157537e-01 -9.11328984e-02 1.72706279e-01 2.21846413e-02
2.78317574e-01 2.71645759e-02 -3.26322722e-01 -6.40539400e-01
4.80476663e-01]
[ -8.87433092e-03 -1.85313247e-01 2.35495438e-02 -2.43156262e-01
-1.61478347e-01 1.68600177e-01 1.39011891e-01 1.95783121e-01
-5.39867499e-02 1.88827978e-01 -1.01359798e-01 -5.95376501e-01
4.87577934e-01]
[ 6.26035280e-03 -3.98011479e-02 -1.22342380e-01 -6.07725956e-02
-1.68325914e-01 -4.44675590e-02 2.22661260e-01 1.11819852e-01
2.10844875e-01 3.17746392e-01 -3.75544657e-01 -4.59104768e-01
4.99846715e-01]
[ -7.92583486e-02 -2.76216176e-01 6.08048108e-02 -3.20044842e-01
-1.39230844e-01 1.19542479e-01 2.97293477e-01 8.35373273e-02
-9.29011600e-02 1.23388446e-01 -4.73666510e-01 -5.36542674e-01
6.22782109e-01]
[ 1.22621778e-01 -7.51471350e-02 1.42164592e-02 -1.01868652e-01
-6.46898897e-02 -1.54546341e-02 1.57175850e-01 2.62651763e-01
3.27728082e-01 1.83026854e-01 -4.43618981e-01 -3.61914638e-01
2.74081217e-01]
[ -9.91264267e-03 -1.16297582e-01 1.53349667e-02 6.15511518e-02
-7.10653966e-02 -2.82705224e-01 -2.49015737e-02 2.23933869e-01
-6.52493156e-02 1.41137173e-02 -1.73800774e-01 -4.13818249e-01
1.14664474e-01]
[ 7.83504517e-02 1.21435749e-01 -1.67743288e-03 5.10754222e-02
-8.63824500e-02 -5.94089575e-02 -1.91235525e-01 -1.96429591e-01
-2.77849484e-01 -1.67429816e-01 -1.80165101e-01 2.23441590e-01
-9.73100597e-02]
[ 3.86258459e-02 -7.75319841e-02 1.37505251e-01 1.52476779e-01
2.51845417e-01 8.21623381e-03 -3.97102709e-01 -3.86265802e-01
-1.11301763e-01 -5.44432950e-01 1.48195546e-01 8.79032540e-01
-3.92282794e-01]
[ 3.55610861e-02 8.58609737e-02 -2.11638387e-01 4.24249513e-02
3.38184558e-02 -2.26125526e-04 -1.58674630e-01 -3.32704722e-01
-2.91981375e-01 -1.80633654e-01 -3.54365835e-02 1.29451263e-02
-1.86591838e-01]
[ -5.38159655e-02 -2.19167723e-01 6.85427321e-02 9.19761082e-02
-1.35298429e-01 -1.33946378e-01 6.10721805e-02 2.57423188e-02
1.02279672e-01 -3.34692981e-01 -2.99378155e-01 -2.70795997e-01
6.22633256e-02]
[ 1.73661046e-02 -2.71962899e-01 6.43634099e-02 -2.10122931e-01
-1.89395796e-01 -2.30592571e-01 -2.48033340e-01 9.06743657e-02
7.03130382e-03 1.63131813e-01 -1.44725976e-01 4.96651386e-02
-4.22236412e-02]
[ 1.74802955e-01 5.09096563e-02 -1.01979417e-01 -1.92625247e-01
-5.66282119e-02 -1.01231299e-01 -1.72178761e-01 7.48864198e-02
-1.84738916e-01 -1.93639946e-01 -1.68831413e-01 4.94701309e-02
-8.70863965e-02]
[ -1.70397582e-01 -1.88999625e-01 -1.04289630e-01 -1.81822185e-01
-5.65089494e-02 2.71774987e-02 -1.65019932e-01 -1.19070825e-01
-1.23804376e-01 6.69207702e-02 -2.13806158e-01 -6.69948120e-02
-1.93651150e-01]
[ -3.12741986e-02 -2.26826855e-01 -1.50927738e-01 -2.03908796e-01
-6.53073287e-02 4.43466507e-02 8.49790785e-03 7.17112225e-02
-1.89701563e-01 -1.83230959e-01 -8.29434983e-02 -2.81635206e-01
2.35574120e-02]
[ 1.17806168e-01 5.89387750e-02 3.38221711e-04 -1.63035530e-01
-3.37093413e-01 8.19322532e-03 -1.06654936e-01 -1.78980524e-01
-2.90360171e-01 1.42709112e-01 -1.43834063e-01 -2.14585654e-01
2.82636739e-02]
[ -6.30018096e-02 -1.21199658e-02 -2.82368797e-01 -1.24919840e-02
6.25271787e-02 1.56135826e-01 -2.14926387e-01 -1.49438826e-01
-4.44303002e-02 -3.41608082e-02 1.26437600e-01 3.37706346e-01
2.30616047e-03]
[ 1.04061569e-01 3.36067814e-01 -2.03761807e-01 5.34164094e-01
9.71238754e-02 -1.95362491e-03 -2.04582553e-01 -3.61045502e-01
-2.24692161e-01 -3.87348114e-01 5.34304985e-01 8.02291619e-01
-4.67174377e-01]
[ -3.29365483e-02 1.76733549e-01 4.50498139e-02 1.13463055e-01
-1.36333797e-02 -6.96821883e-02 -2.34532134e-01 -3.44588107e-01
-2.49091549e-01 -2.62484419e-01 3.23625463e-01 8.80729906e-01
-4.28621017e-01]
[ -5.14012352e-02 -1.17636214e-01 -1.62483862e-01 2.65989551e-01
-1.64481266e-01 2.33989612e-01 -9.42093763e-02 -2.69145066e-01
-2.51948495e-01 -5.09065329e-01 1.53425583e-01 3.27998903e-01
-2.55782656e-01]
[ 7.91894789e-02 -3.82827658e-01 -5.12475251e-02 -4.46535661e-02
-1.11121042e-01 2.00593078e-01 9.47314029e-02 1.75405337e-01
-1.45526197e-01 -3.67235049e-02 -8.67108524e-02 2.43937132e-01
-1.31020655e-01]
[ 2.03810807e-01 -2.89579005e-01 -1.23207929e-01 -8.83115697e-02
-2.05184034e-01 1.22595510e-01 2.77449609e-02 -1.57863605e-01
-3.18595974e-02 -1.26885437e-01 -1.28308118e-01 -2.02881294e-01
-6.75215834e-02]
[ -1.34647518e-01 -8.12034097e-02 3.90358345e-02 -2.52916330e-01
-5.69897328e-02 -1.40863513e-01 5.89118267e-02 -1.52375364e-02
-6.24239759e-02 -1.10082062e-02 -2.99255518e-01 -4.00840791e-01
-1.58352781e-02]
[ -1.40413634e-01 -1.25441386e-01 -7.15448332e-02 -2.16891815e-01
-3.36429228e-01 -2.87340225e-01 1.06649185e-01 5.86457158e-02
-8.63264693e-03 4.09015176e-02 -1.53324167e-01 -5.13789829e-01
-9.96775177e-02]
[ -1.66599475e-01 -2.19545528e-01 -2.96828777e-01 -2.76452058e-01
-2.63713036e-01 -2.06943856e-01 -3.22435652e-01 1.53167431e-01
-3.61129258e-02 -2.69921049e-01 -2.58432488e-01 -1.72243441e-01
-1.87029173e-01]
[ -1.06971961e-01 1.11768331e-01 2.54924028e-02 -3.71625746e-02
-2.20749490e-01 -1.68552990e-01 -8.23051173e-02 -1.42172309e-03
-7.72099263e-02 -2.04900914e-01 -1.89527055e-01 -2.38144054e-01
-1.03784015e-01]
[ -3.48621640e-01 -1.31601229e-01 -2.70335555e-01 8.34172380e-02
-2.09176823e-01 -2.26259994e-01 -5.59689424e-02 -1.67594121e-01
5.96392328e-02 -8.71441745e-02 2.55150407e-02 -3.24843355e-01
-3.82733801e-02]
[ -1.26383448e-01 -3.25060580e-02 -2.58767989e-01 1.18347722e-03
-2.13631084e-01 -2.76276912e-01 -3.98687036e-01 -1.02929049e-01
-6.48384901e-03 -3.13273750e-01 -2.61544080e-01 -3.39828420e-01
-1.12755855e-01]
[ -2.13661109e-01 -5.42870718e-01 -3.29589982e-01 -3.98014579e-01
-3.38174182e-01 -2.26154911e-01 1.16347422e-02 -3.09898057e-01
1.17487436e-01 -2.52947032e-01 -2.37131564e-01 -1.09543857e-01
-8.43296138e-02]
[ -2.11575562e-01 -3.01546509e-01 -3.11088687e-01 -1.56994919e-01
-1.00361621e-01 -1.46574999e-01 -1.07003179e-01 -1.91458919e-02
-2.02930294e-01 -5.06736342e-01 -2.51652720e-01 -1.18605031e-01
1.64040550e-02]
[ -1.23016521e-01 3.14876801e-02 -2.39490621e-01 -3.50723638e-01
-2.23656425e-01 -2.57830105e-01 -6.40800077e-02 -2.63221780e-01
2.59589031e-02 1.17957635e-02 -2.98055292e-01 -4.14538462e-02
-1.91458588e-01]]
Progress: 6.0% ... Training loss: 0.342 ... Validation loss: 0.616[[-0.03752686]
[ 0.33988772]
[-0.11453607]
[ 0.68230009]
[ 0.32184174]
[ 0.02513404]
[-0.79097739]
[-0.92611135]
[-0.68590066]
[-0.94234784]
[ 0.91149023]
[ 2.22915312]
[-1.36589784]]
[[ -5.33992330e-01 -5.38748322e-01 -5.77107882e-01 -2.55625553e-01
-3.38573812e-01 -5.84762057e-01 -5.69674001e-01 -5.19871061e-01
-6.95015113e-01 -6.04080927e-01 -1.49922274e-01 3.47422166e-01
-5.14420024e-01]
[ 6.17540300e-03 -1.42428376e-01 5.28323454e-02 -2.69583030e-02
-4.63906389e-02 5.89950527e-02 -1.08049747e-01 2.51326451e-01
-1.11063323e-01 -1.47751422e-01 -4.70903588e-02 -3.17192888e-02
1.26239651e-01]
[ -1.94927601e-01 1.44104661e-01 -2.00243992e-02 1.28021199e-01
1.28774020e-01 -1.10392573e-01 2.36177049e-02 -1.43548983e-01
1.32471682e-01 -1.55672342e-01 2.72011747e-01 7.51821537e-01
1.63176822e-01]
[ 1.78848461e-01 -2.99092220e-01 -2.58956043e-01 -9.36912649e-02
-3.55133223e-01 -4.66073400e-03 5.22925182e-02 -2.14905641e-01
2.05581619e-01 -2.31354293e-01 -2.51767108e-01 -4.81854688e-01
-6.83095648e-02]
[ 1.04145628e-01 7.63972409e-02 9.00179024e-02 1.46099453e-01
1.45634050e-02 7.39818678e-02 -4.07990320e-02 9.24426564e-02
3.66592229e-04 1.57588843e-01 2.11789922e-01 3.62037177e-02
2.15838593e-01]
[ -4.82976277e-01 -5.60059166e-01 -6.09099785e-01 -5.17802154e-01
-5.61399868e-01 -5.61217423e-01 -3.04750202e-01 -2.18652776e-01
-4.19854851e-01 -2.94179743e-01 -3.65470085e-01 -4.97109743e-01
-2.61092217e-01]
[ -4.13381150e-01 -5.76088659e-01 -3.18745895e-01 -3.66339558e-01
-4.07697708e-01 -5.57152827e-01 -4.39641808e-01 -4.60482244e-01
-2.96193633e-01 -1.98889223e-01 -4.74209748e-01 -2.53991253e-01
-1.79221109e-01]
[ -3.14222031e-01 -3.76791575e-01 -4.51312046e-01 -2.96505519e-01
-3.26414475e-01 -4.11115280e-01 -1.80028502e-01 -1.12715641e-01
-2.21496796e-01 -3.66342855e-01 -2.58070287e-01 -4.27643565e-01
-1.57334851e-01]
[ -4.74189467e-01 -3.38282311e-01 -3.79289782e-01 -1.09022804e-01
-3.24990098e-01 -2.11408225e-01 -2.11074740e-01 -4.78435068e-01
-3.59976647e-01 -5.06179592e-01 -9.18317658e-02 4.94519510e-02
-3.20582655e-01]
[ -9.44659043e-01 -9.34803117e-01 -9.66362695e-01 -8.16431664e-01
-1.01157818e+00 -9.73757594e-01 -6.93420389e-01 -6.74605745e-01
-7.88009129e-01 -5.70107330e-01 -8.15771212e-01 -5.05471152e-01
-3.85507766e-01]
[ -5.00549726e-01 -2.66026240e-01 -4.59952345e-01 -3.13495897e-01
-3.57314552e-01 -3.53766894e-01 -5.30587094e-01 -5.57203745e-01
-6.06623464e-01 -1.50662032e-01 -4.05849932e-01 -5.56298699e-01
-3.91859228e-01]
[ -1.17880126e-01 4.68617332e-02 -3.37830475e-01 -3.17856528e-01
-8.16300781e-02 -6.99069583e-02 -1.65961794e-01 -2.77761041e-01
-1.60415947e-01 1.16975277e-01 -2.51713503e-01 -2.38775647e-01
-2.56508332e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60367626e-01 -9.69767163e-02 1.60969412e-01 -2.19461491e-01
-1.16513067e-01 1.14394638e-01 -1.46288378e-01 -2.78088429e-02
-9.75039255e-02 3.19969538e-02 -8.58397143e-02 -1.74974169e-01
4.76732352e-02]
[ -8.11085601e-02 -2.55735066e-01 -1.77997206e-01 -2.72646053e-01
-4.76123702e-01 -8.40984872e-02 -2.44048876e-02 7.45092264e-03
-4.06057053e-02 2.13640045e-02 -1.50099672e-01 -1.72780931e-01
-2.14663302e-01]
[ -7.41871703e-02 7.25051447e-03 -2.44990863e-01 -2.36108110e-01
1.43419929e-01 -1.62322303e-01 -1.60779587e-01 3.39834034e-02
9.85913227e-03 -2.83326317e-02 -1.66162565e-01 2.53609950e-05
5.26943433e-02]
[ 2.97597732e-02 -1.58311676e-01 -1.51785858e-01 -4.34691528e-02
-1.20044253e-01 -1.06599847e-01 7.11379147e-02 -1.73132502e-01
-4.42474537e-02 -4.77853786e-02 -7.92608128e-03 -1.67807217e-01
5.79170975e-02]
[ -2.82601745e-01 -1.45144023e-01 -6.90131998e-02 -9.67459701e-02
-3.05537277e-01 -2.71518371e-01 -3.53242234e-01 6.97403684e-02
-2.88585717e-01 -1.99696386e-01 1.74934560e-01 8.44238173e-02
3.17478319e-01]
[ -2.14030756e-01 -1.35097403e-01 -7.59884826e-02 -8.70991118e-02
-8.52295705e-02 -1.13953396e-01 -4.54374056e-02 7.58323215e-02
-1.03436183e-01 4.72142711e-02 4.45154807e-03 -1.93960029e-01
5.20690979e-02]
[ -1.50705446e-01 -7.09422434e-02 -2.19364965e-01 -3.70159510e-01
-1.52220889e-01 -1.98945983e-01 -2.03279538e-01 -4.74933717e-02
2.28352700e-01 -1.48192199e-01 -3.23810236e-01 -3.72129884e-01
-5.95487602e-02]
[ -3.65444832e-01 -8.10580457e-02 -1.41426229e-01 -2.01470599e-01
-6.05172522e-02 -3.09690893e-01 7.25071695e-02 -3.99885900e-02
-1.04521274e-01 1.12798074e-01 -3.57753516e-02 -5.78679851e-02
-1.37641711e-01]
[ -1.69388245e-01 -1.53198325e-01 -4.59583688e-02 -1.22483145e-01
-1.32874408e-01 -2.91806573e-01 -1.17878112e-01 -1.15246852e-01
-3.11099858e-01 2.61538518e-02 2.07322732e-01 1.77554377e-01
-2.91071312e-01]
[ -1.38395260e-01 -1.78990938e-01 -1.11662256e-01 -2.77294007e-01
9.07153500e-02 -1.69998777e-02 -2.31909535e-01 -1.56100740e-01
7.42841668e-02 -1.16078945e-01 -1.76801023e-01 -1.54572133e-01
-3.49685831e-01]
[ -4.45990737e-02 -2.94480805e-02 -1.47668336e-01 -2.86284628e-02
-2.24650522e-01 6.37513404e-02 -9.22077669e-02 -4.64675645e-02
-2.36808480e-01 -7.54207326e-02 -5.21027820e-02 -2.76368337e-01
-1.66076436e-01]
[ -7.35727449e-02 4.08594719e-02 -1.31109120e-01 -2.75517087e-01
1.31363962e-01 2.14303859e-02 -2.49233321e-01 -2.02033439e-01
9.37907429e-02 -9.58074259e-02 -2.27384616e-01 -1.15747385e-01
-2.94705108e-01]
[ 8.38193156e-02 -3.09706840e-01 -8.12208782e-02 -4.01134491e-01
-2.16492196e-01 -8.71679403e-02 3.78659936e-02 7.97441503e-02
-1.62993587e-02 2.64391420e-01 -4.43420593e-01 -4.32606944e-01
2.84843014e-01]
[ -2.17552111e-01 -2.51064407e-01 -1.26852297e-01 -2.61343413e-01
-3.00370449e-01 -9.11404352e-02 1.73377960e-01 2.29007331e-02
2.78908376e-01 2.77136623e-02 -3.27006701e-01 -6.43499060e-01
4.82419909e-01]
[ -8.81558035e-03 -1.85735467e-01 2.37027556e-02 -2.44168758e-01
-1.61968462e-01 1.68577964e-01 1.40737058e-01 1.98475589e-01
-5.29202342e-02 1.90862527e-01 -1.03037327e-01 -6.00536920e-01
4.92124927e-01]
[ 6.31281269e-03 -4.00691416e-02 -1.22261506e-01 -6.14589250e-02
-1.68571924e-01 -4.44807666e-02 2.24107837e-01 1.13351721e-01
2.12215416e-01 3.19321030e-01 -3.76400684e-01 -4.62813352e-01
5.03107708e-01]
[ -7.92437782e-02 -2.76333177e-01 6.08514954e-02 -3.20490175e-01
-1.39428700e-01 1.19536153e-01 2.98063510e-01 8.44226143e-02
-9.25087933e-02 1.23853185e-01 -4.74296938e-01 -5.39544082e-01
6.24791662e-01]
[ 1.22691761e-01 -7.54866235e-02 1.43209450e-02 -1.02841061e-01
-6.49845476e-02 -1.54675108e-02 1.58527925e-01 2.64293323e-01
3.29012346e-01 1.84599867e-01 -4.44892377e-01 -3.66621444e-01
2.77014048e-01]
[ -9.89187933e-03 -1.16372767e-01 1.53842762e-02 6.13222700e-02
-7.11663379e-02 -2.82711877e-01 -2.46874827e-02 2.24509442e-01
-6.50927089e-02 1.47066799e-02 -1.74074004e-01 -4.14117897e-01
1.15197581e-01]
[ 7.81918708e-02 1.22133623e-01 -1.90631910e-03 5.29582797e-02
-8.57090734e-02 -5.93703723e-02 -1.93906310e-01 -1.99254533e-01
-2.80403777e-01 -1.70572982e-01 -1.77392586e-01 2.33838123e-01
-1.04030253e-01]
[ 3.85090796e-02 -7.64501655e-02 1.37129708e-01 1.55797400e-01
2.53353516e-01 8.26187340e-03 -3.99898398e-01 -3.89519078e-01
-1.13643051e-01 -5.46814117e-01 1.52393435e-01 8.91400575e-01
-3.97502745e-01]
[ 3.55747238e-02 8.53584220e-02 -2.11494887e-01 4.17497176e-02
3.35389595e-02 -2.31464935e-04 -1.58399563e-01 -3.31231951e-01
-2.91989870e-01 -1.79173698e-01 -3.70367335e-02 7.80413926e-03
-1.84443418e-01]
[ -5.38382546e-02 -2.19315803e-01 6.85889918e-02 9.16322952e-02
-1.35427207e-01 -1.33943046e-01 6.10935993e-02 2.59792421e-02
1.02285910e-01 -3.34664489e-01 -2.99979274e-01 -2.72791488e-01
6.30934329e-02]
[ 1.73553089e-02 -2.72060116e-01 6.43930838e-02 -2.10453956e-01
-1.89450177e-01 -2.30588514e-01 -2.48246136e-01 9.04546815e-02
6.93963875e-03 1.63059046e-01 -1.45223903e-01 4.81676335e-02
-4.19169986e-02]
[ 1.74766092e-01 5.10546731e-02 -1.02026479e-01 -1.92417665e-01
-5.65185814e-02 -1.01219914e-01 -1.72417647e-01 7.43480789e-02
-1.84900256e-01 -1.94182529e-01 -1.68647703e-01 4.95589184e-02
-8.76400796e-02]
[ -1.70432650e-01 -1.89188008e-01 -1.04260134e-01 -1.82177340e-01
-5.66680937e-02 2.71811047e-02 -1.65247934e-01 -1.20077391e-01
-1.24085601e-01 6.66897265e-02 -2.13929764e-01 -6.50223840e-02
-1.94227427e-01]
[ -3.13617731e-02 -2.26278755e-01 -1.51103518e-01 -2.02714267e-01
-6.47122887e-02 4.43800772e-02 6.81846668e-03 6.94206431e-02
-1.91270177e-01 -1.84962145e-01 -8.10189231e-02 -2.76150599e-01
2.02275081e-02]
[ 1.17810116e-01 5.89079488e-02 3.50923200e-04 -1.63109128e-01
-3.37109145e-01 8.19202221e-03 -1.06640592e-01 -1.78826351e-01
-2.90355601e-01 1.42897009e-01 -1.43978757e-01 -2.14888964e-01
2.85200369e-02]
[ -6.30346949e-02 -1.20261668e-02 -2.82399503e-01 -1.22937324e-02
6.26303884e-02 1.56145875e-01 -2.15209008e-01 -1.49771754e-01
-4.48022388e-02 -3.45338820e-02 1.26678204e-01 3.38248691e-01
1.97662680e-03]
[ 1.03957967e-01 3.37655844e-01 -2.04175146e-01 5.37606558e-01
9.85045903e-02 -1.91405441e-03 -2.06919552e-01 -3.64106519e-01
-2.26674360e-01 -3.90968991e-01 5.39133249e-01 8.11206040e-01
-4.72917281e-01]
[ -3.28983588e-02 1.76330500e-01 4.52038800e-02 1.12897121e-01
-1.39558146e-02 -6.97014577e-02 -2.33925882e-01 -3.43136305e-01
-2.48706990e-01 -2.60964468e-01 3.22548749e-01 8.77040476e-01
-4.27178265e-01]
[ -5.13908960e-02 -1.17595642e-01 -1.62505626e-01 2.66561337e-01
-1.64366539e-01 2.33986081e-01 -9.45214451e-02 -2.69114991e-01
-2.52159186e-01 -5.09281728e-01 1.54439037e-01 3.31080102e-01
-2.57050286e-01]
[ 7.91809569e-02 -3.82716585e-01 -5.12646668e-02 -4.44252913e-02
-1.11043165e-01 2.00594573e-01 9.44062230e-02 1.75325787e-01
-1.45834752e-01 -3.69020011e-02 -8.64438568e-02 2.44740693e-01
-1.31535908e-01]
[ 2.03810437e-01 -2.89570725e-01 -1.23202768e-01 -8.81969748e-02
-2.05151173e-01 1.22591802e-01 2.77224442e-02 -1.57873084e-01
-3.18995340e-02 -1.26778075e-01 -1.28053797e-01 -2.01348952e-01
-6.77534200e-02]
[ -1.34645344e-01 -8.11955497e-02 3.90352488e-02 -2.52894489e-01
-5.69921716e-02 -1.40864503e-01 5.88635945e-02 -1.53512005e-02
-6.24691463e-02 -1.09830303e-02 -2.99269934e-01 -4.01105448e-01
-1.59977584e-02]
[ -1.40444239e-01 -1.25352596e-01 -7.15807737e-02 -2.16710554e-01
-3.36338367e-01 -2.87332842e-01 1.06178570e-01 5.82401609e-02
-9.07454210e-03 4.03562220e-02 -1.53127120e-01 -5.13596527e-01
-1.00363912e-01]
[ -1.66663864e-01 -2.19191954e-01 -2.96944444e-01 -2.75728835e-01
-2.63236885e-01 -2.06919424e-01 -3.24161374e-01 1.50945444e-01
-3.78311065e-02 -2.71814662e-01 -2.56714005e-01 -1.66289033e-01
-1.90468723e-01]
[ -1.06953585e-01 1.11429001e-01 2.56652638e-02 -3.80863413e-02
-2.21165652e-01 -1.68565537e-01 -8.16598308e-02 -4.65494121e-06
-7.68198443e-02 -2.03710372e-01 -1.90950544e-01 -2.44291628e-01
-1.01699691e-01]
[ -3.48693818e-01 -1.31076837e-01 -2.70486017e-01 8.53770394e-02
-2.08542261e-01 -2.26236222e-01 -5.70643469e-02 -1.68410376e-01
5.82788825e-02 -8.76501517e-02 2.79244067e-02 -3.17776765e-01
-4.05353604e-02]
[ -1.26447095e-01 -3.16797550e-02 -2.58960791e-01 2.85136242e-03
-2.12859301e-01 -2.76255876e-01 -3.99883005e-01 -1.03901987e-01
-7.80022814e-03 -3.14148726e-01 -2.59167246e-01 -3.34704374e-01
-1.14067511e-01]
[ -2.13882928e-01 -5.41976146e-01 -3.29922631e-01 -3.95484670e-01
-3.37292499e-01 -2.26096059e-01 8.51412108e-03 -3.13348809e-01
1.14620115e-01 -2.57165132e-01 -2.33554836e-01 -9.89640953e-02
-9.19844768e-02]
[ -2.11681757e-01 -3.00876589e-01 -3.11272952e-01 -1.55401125e-01
-9.95087179e-02 -1.46550772e-01 -1.07872066e-01 -1.96254416e-02
-2.04186081e-01 -5.07213582e-01 -2.49780357e-01 -1.13161872e-01
1.67042712e-02]
[ -1.22891197e-01 3.05063449e-02 -2.39201455e-01 -3.52684945e-01
-2.24451461e-01 -2.57861862e-01 -6.19702725e-02 -2.60284980e-01
2.82471833e-02 1.47554772e-02 -3.01514981e-01 -5.54037207e-02
-1.85583143e-01]]
Progress: 6.0% ... Training loss: 0.342 ... Validation loss: 0.614[[-0.03347328]
[ 0.33876637]
[-0.11353468]
[ 0.68968538]
[ 0.32120818]
[ 0.0266971 ]
[-0.79517764]
[-0.93136054]
[-0.68479288]
[-0.94961801]
[ 0.91836384]
[ 2.24532512]
[-1.37382716]]
[[ -5.33864308e-01 -5.39789679e-01 -5.76899673e-01 -2.56361572e-01
-3.39193849e-01 -5.84844573e-01 -5.63058526e-01 -5.14019003e-01
-6.90214625e-01 -5.97425788e-01 -1.50963699e-01 3.42433943e-01
-5.02955219e-01]
[ 6.20962668e-03 -1.42762086e-01 5.29961635e-02 -2.77325112e-02
-4.66981340e-02 5.89672609e-02 -1.07436421e-01 2.53029218e-01
-1.10757359e-01 -1.46473955e-01 -4.83654652e-02 -3.60421617e-02
1.27883945e-01]
[ -1.95068076e-01 1.45709112e-01 -2.05990953e-02 1.33139860e-01
1.30241546e-01 -1.10266624e-01 2.24268211e-02 -1.49166839e-01
1.31887921e-01 -1.58785824e-01 2.78685814e-01 7.75199518e-01
1.59274174e-01]
[ 1.78434568e-01 -2.94198065e-01 -2.60163856e-01 -8.71936893e-02
-3.50982114e-01 -4.32492165e-03 4.26046568e-02 -2.27006669e-01
1.97130052e-01 -2.43674378e-01 -2.40762308e-01 -4.53529737e-01
-8.43662942e-02]
[ 1.03977451e-01 7.79158551e-02 8.94718060e-02 1.48862338e-01
1.60662181e-02 7.40644521e-02 -4.57221962e-02 8.43407457e-02
-3.82005498e-03 1.49548086e-01 2.16478611e-01 4.61906240e-02
2.02922608e-01]
[ -4.82877258e-01 -5.61749113e-01 -6.08618410e-01 -5.20369944e-01
-5.62996232e-01 -5.61303789e-01 -3.01261147e-01 -2.12982172e-01
-4.17775204e-01 -2.88972091e-01 -3.70247353e-01 -5.13295066e-01
-2.53524674e-01]
[ -4.13513254e-01 -5.74372808e-01 -3.19316455e-01 -3.61825775e-01
-4.05940187e-01 -5.57073485e-01 -4.40817902e-01 -4.65389805e-01
-2.98270902e-01 -2.02149645e-01 -4.67341160e-01 -2.35259331e-01
-1.86309398e-01]
[ -3.14273650e-01 -3.76991429e-01 -4.51276681e-01 -2.95812239e-01
-3.26574252e-01 -4.11073391e-01 -1.79301548e-01 -1.10978986e-01
-2.20781646e-01 -3.64696219e-01 -2.57718041e-01 -4.28258584e-01
-1.52564239e-01]
[ -4.74185106e-01 -3.38180236e-01 -3.79345136e-01 -1.08639961e-01
-3.24698878e-01 -2.11420130e-01 -2.11204353e-01 -4.78129774e-01
-3.60339363e-01 -5.06103609e-01 -9.07733280e-02 5.09162954e-02
-3.21527502e-01]
[ -9.44581279e-01 -9.35444405e-01 -9.66278641e-01 -8.16108998e-01
-1.01179812e+00 -9.73808742e-01 -6.89006330e-01 -6.70624823e-01
-7.84670797e-01 -5.65250319e-01 -8.14244047e-01 -5.09889450e-01
-3.76577710e-01]
[ -5.00718774e-01 -2.64947113e-01 -4.60329527e-01 -3.09840911e-01
-3.56171936e-01 -3.53663749e-01 -5.32753106e-01 -5.59805543e-01
-6.09698702e-01 -1.52915415e-01 -4.01749427e-01 -5.41915638e-01
-3.98031337e-01]
[ -1.17869184e-01 4.63520187e-02 -3.37646521e-01 -3.18812063e-01
-8.22601550e-02 -6.99359945e-02 -1.65299541e-01 -2.76335173e-01
-1.60324230e-01 1.18041497e-01 -2.53839169e-01 -2.45344486e-01
-2.54961261e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60350497e-01 -9.73566882e-02 1.61141281e-01 -2.20382182e-01
-1.16875243e-01 1.14373277e-01 -1.45288995e-01 -2.60707185e-02
-9.69793673e-02 3.35076103e-02 -8.72636138e-02 -1.80250628e-01
5.00731322e-02]
[ -8.11322302e-02 -2.55605077e-01 -1.78038419e-01 -2.72210637e-01
-4.76060658e-01 -8.40835269e-02 -2.46827656e-02 7.37049799e-03
-4.10762332e-02 2.09721095e-02 -1.49734179e-01 -1.73170422e-01
-2.14908272e-01]
[ -7.41509072e-02 6.36525772e-03 -2.44740842e-01 -2.37276687e-01
1.42581155e-01 -1.62367311e-01 -1.59166919e-01 3.68795767e-02
1.07551741e-02 -2.58044286e-02 -1.68735076e-01 -7.07294050e-03
5.65036707e-02]
[ 2.97535969e-02 -1.58069198e-01 -1.51899200e-01 -4.30114717e-02
-1.19742034e-01 -1.06595771e-01 7.14679620e-02 -1.73608791e-01
-4.40672340e-02 -4.80030681e-02 -7.19208245e-03 -1.65603226e-01
5.83303064e-02]
[ -2.82681524e-01 -1.44229391e-01 -6.93265066e-02 -9.37070980e-02
-3.04625038e-01 -2.71468082e-01 -3.53813638e-01 6.69062106e-02
-2.89954493e-01 -2.00974656e-01 1.79353599e-01 9.43191380e-02
3.12928942e-01]
[ -2.14028887e-01 -1.34749546e-01 -7.60759590e-02 -8.66003418e-02
-8.49175150e-02 -1.13952669e-01 -4.55224543e-02 7.49630239e-02
-1.03373570e-01 4.62560280e-02 5.74171560e-03 -1.88683832e-01
5.05115922e-02]
[ -1.50713883e-01 -7.12390552e-02 -2.19272788e-01 -3.70070911e-01
-1.52533986e-01 -1.98938957e-01 -2.02233505e-01 -4.59728903e-02
2.29337126e-01 -1.46330979e-01 -3.24935677e-01 -3.77363935e-01
-5.56879700e-02]
[ -3.65404431e-01 -8.13728751e-02 -1.41324269e-01 -2.02972967e-01
-6.09855041e-02 -3.09715229e-01 7.47504583e-02 -3.72684357e-02
-1.02853110e-01 1.14330711e-01 -3.79964385e-02 -6.60078404e-02
-1.32071328e-01]
[ -1.69465251e-01 -1.52714247e-01 -4.61593550e-02 -1.20217352e-01
-1.32202715e-01 -2.91754061e-01 -1.20476232e-01 -1.18274729e-01
-3.13231975e-01 2.39398555e-02 2.11413484e-01 1.91112483e-01
-2.96847934e-01]
[ -1.38451721e-01 -1.78310955e-01 -1.11862318e-01 -2.75580223e-01
9.15201521e-02 -1.69552246e-02 -2.33114460e-01 -1.57357933e-01
7.30741676e-02 -1.17180714e-01 -1.74183020e-01 -1.48427811e-01
-3.51939070e-01]
[ -4.45890897e-02 -2.94991601e-02 -1.47647814e-01 -2.90866543e-02
-2.24688056e-01 6.37404264e-02 -9.20842553e-02 -4.61776597e-02
-2.36700400e-01 -7.53880280e-02 -5.24923251e-02 -2.76768038e-01
-1.65585054e-01]
[ -7.35072028e-02 3.99165294e-02 -1.30898456e-01 -2.76944058e-01
1.30610342e-01 2.13807230e-02 -2.47940577e-01 -1.99848046e-01
9.49028726e-02 -9.34411357e-02 -2.29667586e-01 -1.22891540e-01
-2.92563366e-01]
[ 8.38448664e-02 -3.09808386e-01 -8.11665917e-02 -4.01518304e-01
-2.16618269e-01 -8.71799340e-02 3.85459409e-02 8.06061452e-02
-1.57189530e-02 2.65285478e-01 -4.44056196e-01 -4.35475800e-01
2.87032403e-01]
[ -2.17522686e-01 -2.51389046e-01 -1.26748248e-01 -2.62041547e-01
-3.00691097e-01 -9.11619748e-02 1.74766395e-01 2.43746240e-02
2.80156412e-01 2.91952428e-02 -3.28098666e-01 -6.47264777e-01
4.85618310e-01]
[ -8.74427290e-03 -1.86245758e-01 2.38719447e-02 -2.45624310e-01
-1.62511713e-01 1.68532895e-01 1.43188386e-01 2.01469298e-01
-5.11394430e-02 1.93621188e-01 -1.05201308e-01 -6.06801589e-01
4.98146984e-01]
[ 6.36969128e-03 -4.06899901e-02 -1.22063991e-01 -6.29452388e-02
-1.69114724e-01 -4.45120410e-02 2.26128249e-01 1.15734210e-01
2.13915282e-01 3.22192123e-01 -3.78324789e-01 -4.70221763e-01
5.08689358e-01]
[ -7.91835953e-02 -2.76872404e-01 6.10271211e-02 -3.21741451e-01
-1.39966935e-01 1.19495999e-01 3.00115280e-01 8.65997724e-02
-9.07437305e-02 1.25968710e-01 -4.75806746e-01 -5.44349156e-01
6.29438416e-01]
[ 1.22721170e-01 -7.57699510e-02 1.43883325e-02 -1.03489172e-01
-6.52437722e-02 -1.54824772e-02 1.59376240e-01 2.65529929e-01
3.30089012e-01 1.85431488e-01 -4.45590414e-01 -3.69786659e-01
2.79230967e-01]
[ -9.85966770e-03 -1.16615047e-01 1.54806612e-02 6.06951473e-02
-7.14227269e-02 -2.82730366e-01 -2.37796661e-02 2.25796050e-01
-6.45202727e-02 1.58994835e-02 -1.74787166e-01 -4.16021277e-01
1.16987729e-01]
[ 7.81229568e-02 1.22729086e-01 -2.05783814e-03 5.41875643e-02
-8.51823589e-02 -5.93261196e-02 -1.95370555e-01 -2.00742574e-01
-2.81845517e-01 -1.71923555e-01 -1.75988762e-01 2.38393731e-01
-1.06978512e-01]
[ 3.83675097e-02 -7.50372832e-02 1.36642019e-01 1.59735709e-01
2.54935018e-01 8.34911122e-03 -4.02044292e-01 -3.92632850e-01
-1.16248383e-01 -5.50332774e-01 1.57662575e-01 9.06192626e-01
-4.04046125e-01]
[ 3.55599894e-02 8.54325935e-02 -2.11528568e-01 4.19364872e-02
3.36462023e-02 -2.24539998e-04 -1.58593352e-01 -3.31604329e-01
-2.92175213e-01 -1.79592643e-01 -3.68694376e-02 8.58309297e-03
-1.85142039e-01]
[ -5.38865887e-02 -2.19011190e-01 6.84421225e-02 9.26290250e-02
-1.35129101e-01 -1.33918846e-01 6.01329815e-02 2.42879875e-02
1.01216331e-01 -3.36086954e-01 -2.98839044e-01 -2.69556126e-01
6.01657577e-02]
[ 1.73269330e-02 -2.71779334e-01 6.42795238e-02 -2.09461095e-01
-1.89230318e-01 -2.30573904e-01 -2.48584735e-01 8.89016287e-02
6.47159735e-03 1.61960888e-01 -1.43491799e-01 5.26563428e-02
-4.42685442e-02]
[ 1.74723277e-01 5.14843648e-02 -1.02156523e-01 -1.91831443e-01
-5.62379869e-02 -1.01193037e-01 -1.73055066e-01 7.30125642e-02
-1.85309611e-01 -1.95620305e-01 -1.67783281e-01 5.17777059e-02
-8.95356168e-02]
[ -1.70402636e-01 -1.89850514e-01 -1.04047728e-01 -1.83086071e-01
-5.73611100e-02 2.71431958e-02 -1.64207279e-01 -1.18576493e-01
-1.23391075e-01 6.84339944e-02 -2.15932959e-01 -6.92160878e-02
-1.91159426e-01]
[ -3.14065165e-02 -2.26123465e-01 -1.51201329e-01 -2.02296182e-01
-6.45896240e-02 4.44032727e-02 6.49136198e-03 6.79287342e-02
-1.91785931e-01 -1.86246856e-01 -8.02807365e-02 -2.75295839e-01
1.80814003e-02]
[ 1.17823908e-01 5.85258840e-02 3.87685897e-04 -1.63501820e-01
-3.37341749e-01 8.18222358e-03 -1.05918696e-01 -1.78537721e-01
-2.89641949e-01 1.43301547e-01 -1.45125220e-01 -2.14610526e-01
3.02126444e-02]
[ -6.30753949e-02 -1.15990705e-02 -2.82485004e-01 -1.13372001e-02
6.30982141e-02 1.56171116e-01 -2.16455657e-01 -1.51062696e-01
-4.58009570e-02 -3.58040570e-02 1.28449402e-01 3.43041109e-01
-6.44803408e-04]
[ 1.03987294e-01 3.37374695e-01 -2.04129826e-01 5.37368183e-01
9.83086429e-02 -1.92937088e-03 -2.06545451e-01 -3.63422724e-01
-2.26571643e-01 -3.89923839e-01 5.38773158e-01 8.08042217e-01
-4.72898721e-01]
[ -3.28683884e-02 1.76163549e-01 4.52985960e-02 1.13085617e-01
-1.39060095e-02 -6.97168582e-02 -2.34202126e-01 -3.42202007e-01
-2.48869535e-01 -2.60166455e-01 3.22777252e-01 8.75836511e-01
-4.27429704e-01]
[ -5.14772985e-02 -1.16965646e-01 -1.62687047e-01 2.68842515e-01
-1.63689901e-01 2.34038238e-01 -9.71630176e-02 -2.70795097e-01
-2.54612034e-01 -5.10644555e-01 1.58038720e-01 3.41300292e-01
-2.61687804e-01]
[ 7.92049692e-02 -3.82923904e-01 -5.12096980e-02 -4.49957500e-02
-1.11305523e-01 2.00576431e-01 9.49610615e-02 1.75985371e-01
-1.45502855e-01 -3.63818056e-02 -8.74564538e-02 2.41264217e-01
-1.31003072e-01]
[ 2.03815222e-01 -2.89633979e-01 -1.23189260e-01 -8.82696711e-02
-2.05209590e-01 1.22588792e-01 2.77692094e-02 -1.57682558e-01
-3.18345791e-02 -1.26619272e-01 -1.28158421e-01 -2.01481615e-01
-6.75967038e-02]
[ -1.34640394e-01 -8.12260536e-02 3.90435633e-02 -2.52996085e-01
-5.70309817e-02 -1.40866638e-01 5.91004285e-02 -1.51067329e-02
-6.22668848e-02 -1.08478930e-02 -2.99426134e-01 -4.01858500e-01
-1.56156256e-02]
[ -1.40449807e-01 -1.25318550e-01 -7.15922839e-02 -2.16628032e-01
-3.36308947e-01 -2.87329380e-01 1.05997887e-01 5.81474700e-02
-9.24374858e-03 4.02389111e-02 -1.53019870e-01 -5.13310876e-01
-1.00533554e-01]
[ -1.66733813e-01 -2.18357248e-01 -2.97370061e-01 -2.73250809e-01
-2.62306297e-01 -2.06892425e-01 -3.25820192e-01 1.45579102e-01
-3.97559108e-02 -2.76735206e-01 -2.51975942e-01 -1.52527258e-01
-2.00997122e-01]
[ -1.06907630e-01 1.11172651e-01 2.57785170e-02 -3.86103908e-02
-2.21238536e-01 -1.68601980e-01 -8.06829259e-02 1.79501415e-03
-7.62070642e-02 -2.02249313e-01 -1.91572603e-01 -2.46153322e-01
-9.98592463e-02]
[ -3.48712249e-01 -1.30926461e-01 -2.70534720e-01 8.56165346e-02
-2.08607406e-01 -2.26228166e-01 -5.69405796e-02 -1.68694426e-01
5.82392462e-02 -8.77076950e-02 2.82291525e-02 -3.19106982e-01
-3.98433588e-02]
[ -1.26488551e-01 -3.13673691e-02 -2.59080220e-01 4.09366203e-03
-2.12372144e-01 -2.76233869e-01 -3.98946546e-01 -1.02680338e-01
-7.97540979e-03 -3.13334992e-01 -2.57858756e-01 -3.30878100e-01
-1.12807026e-01]
[ -2.13891296e-01 -5.42552497e-01 -3.29697030e-01 -3.95558137e-01
-3.37883598e-01 -2.26095549e-01 9.51886270e-03 -3.10421365e-01
1.15708265e-01 -2.54005459e-01 -2.35249668e-01 -1.06624277e-01
-8.53738880e-02]
[ -2.11707049e-01 -3.00482276e-01 -3.11312177e-01 -1.54296433e-01
-9.91076515e-02 -1.46527536e-01 -1.08119857e-01 -1.92210481e-02
-2.04891112e-01 -5.06622544e-01 -2.47828471e-01 -1.08860300e-01
1.67730361e-02]
[ -1.22853998e-01 2.95753907e-02 -2.39016509e-01 -3.54129825e-01
-2.25248542e-01 -2.57883266e-01 -6.01952365e-02 -2.58182753e-01
2.97457189e-02 1.73779102e-02 -3.03999272e-01 -6.30453243e-02
-1.81222013e-01]]
Progress: 6.1% ... Training loss: 0.340 ... Validation loss: 0.610[[-0.04161764]
[ 0.32794342]
[-0.12216731]
[ 0.68111244]
[ 0.31261776]
[ 0.01984116]
[-0.81106459]
[-0.94705426]
[-0.70216112]
[-0.96105347]
[ 0.90797668]
[ 2.22535309]
[-1.40056437]]
[[ -5.33780698e-01 -5.41328353e-01 -5.76426408e-01 -2.59527254e-01
-3.40455711e-01 -5.84884871e-01 -5.57004635e-01 -5.07014231e-01
-6.85372875e-01 -5.92277335e-01 -1.55787532e-01 3.25956326e-01
-4.84512475e-01]
[ 6.20486047e-03 -1.42659362e-01 5.29690380e-02 -2.77259639e-02
-4.66213663e-02 5.89749861e-02 -1.07556669e-01 2.52940388e-01
-1.10772793e-01 -1.46744577e-01 -4.84978659e-02 -3.71278898e-02
1.28217282e-01]
[ -1.94735687e-01 1.40545852e-01 -1.95070941e-02 1.22822862e-01
1.25692862e-01 -1.10504658e-01 3.43652486e-02 -1.35392195e-01
1.43840109e-01 -1.46488337e-01 2.60939809e-01 7.33762427e-01
1.88843725e-01]
[ 1.78428600e-01 -2.93595613e-01 -2.60540966e-01 -8.48213471e-02
-3.49071370e-01 -4.28994331e-03 4.24843885e-02 -2.29225652e-01
1.96775200e-01 -2.46011054e-01 -2.38148511e-01 -4.52715201e-01
-8.79976041e-02]
[ 1.04028241e-01 7.81373659e-02 8.95983599e-02 1.49836741e-01
1.62713826e-02 7.40292004e-02 -4.58510704e-02 8.18745918e-02
-3.03374374e-03 1.48477954e-01 2.17883419e-01 4.97413351e-02
1.99576866e-01]
[ -4.83035663e-01 -5.60360627e-01 -6.08893503e-01 -5.17032974e-01
-5.61680052e-01 -5.61195103e-01 -3.03974013e-01 -2.17483262e-01
-4.20770847e-01 -2.94078233e-01 -3.65126220e-01 -4.98153557e-01
-2.61149957e-01]
[ -4.13508433e-01 -5.74574341e-01 -3.19183627e-01 -3.61675054e-01
-4.06147194e-01 -5.57067839e-01 -4.39515372e-01 -4.62534187e-01
-2.98150587e-01 -1.99638093e-01 -4.67703524e-01 -2.40187680e-01
-1.81549760e-01]
[ -3.14058377e-01 -3.79890844e-01 -4.50646055e-01 -3.01750629e-01
-3.29092186e-01 -4.11215917e-01 -1.71473385e-01 -1.01277464e-01
-2.12792652e-01 -3.56685771e-01 -2.67159674e-01 -4.55615478e-01
-1.32819172e-01]
[ -4.74046511e-01 -3.39203669e-01 -3.79032441e-01 -1.11477685e-01
-3.25563478e-01 -2.11532602e-01 -2.08133030e-01 -4.75205583e-01
-3.57274542e-01 -5.03075048e-01 -9.43720925e-02 4.33184740e-02
-3.16129109e-01]
[ -9.44377109e-01 -9.37662817e-01 -9.65601945e-01 -8.21236954e-01
-1.01422244e+00 -9.73953901e-01 -6.80509356e-01 -6.59792629e-01
-7.76565500e-01 -5.57361578e-01 -8.21665492e-01 -5.34489452e-01
-3.55585039e-01]
[ -5.00886247e-01 -2.64010334e-01 -4.60603999e-01 -3.06583642e-01
-3.54895610e-01 -3.53543815e-01 -5.35175110e-01 -5.63240942e-01
-6.13106378e-01 -1.56726683e-01 -3.98100523e-01 -5.31237642e-01
-4.03978505e-01]
[ -1.17705597e-01 4.48977580e-02 -3.37247687e-01 -3.22229800e-01
-8.33855152e-02 -7.00514368e-02 -1.61885359e-01 -2.72751726e-01
-1.56843363e-01 1.22408444e-01 -2.58348257e-01 -2.56164034e-01
-2.47728950e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60392038e-01 -9.72473863e-02 1.61114052e-01 -2.19419148e-01
-1.16760346e-01 1.14403210e-01 -1.45732519e-01 -2.54972346e-02
-9.78537039e-02 3.38174194e-02 -8.66168436e-02 -1.79779044e-01
5.02807475e-02]
[ -8.11402559e-02 -2.55390111e-01 -1.78072531e-01 -2.72095646e-01
-4.76001189e-01 -8.40816142e-02 -2.49566125e-02 6.33259244e-03
-4.09913120e-02 1.95521780e-02 -1.48816740e-01 -1.68502355e-01
-2.16496889e-01]
[ -7.43021701e-02 7.69022456e-03 -2.45050917e-01 -2.34320944e-01
1.44024783e-01 -1.62262388e-01 -1.62067064e-01 3.13712028e-02
7.65143188e-03 -3.11055422e-02 -1.64384797e-01 5.37561745e-03
4.84529857e-02]
[ 2.97743953e-02 -1.58506715e-01 -1.51722124e-01 -4.43083239e-02
-1.20221911e-01 -1.06600804e-01 7.22178112e-02 -1.71161011e-01
-4.36361558e-02 -4.57971370e-02 -9.11605808e-03 -1.73357698e-01
6.28178885e-02]
[ -2.82653130e-01 -1.44219161e-01 -6.92941819e-02 -9.37977241e-02
-3.04732112e-01 -2.71485188e-01 -3.53008215e-01 6.74729112e-02
-2.89331660e-01 -2.00470147e-01 1.79370715e-01 9.29617746e-02
3.14531992e-01]
[ -2.14006023e-01 -1.35510968e-01 -7.58724401e-02 -8.78019230e-02
-8.56958462e-02 -1.13978135e-01 -4.33758227e-02 7.91755955e-02
-1.02374786e-01 4.90462717e-02 3.00138179e-03 -1.94780519e-01
5.64955639e-02]
[ -1.50636953e-01 -7.26517650e-02 -2.19015473e-01 -3.72619831e-01
-1.53658210e-01 -1.98992023e-01 -1.99345108e-01 -4.27149216e-02
2.32717433e-01 -1.43442915e-01 -3.29618652e-01 -3.88082020e-01
-4.78149319e-02]
[ -3.65355939e-01 -8.20115023e-02 -1.41183086e-01 -2.04137101e-01
-6.14606359e-02 -3.09747985e-01 7.71390034e-02 -3.48408235e-02
-1.00710390e-01 1.16838856e-01 -3.98028609e-02 -7.20012443e-02
-1.27164100e-01]
[ -1.69372343e-01 -1.53070049e-01 -4.60613393e-02 -1.21111633e-01
-1.32409279e-01 -2.91804690e-01 -1.18989765e-01 -1.17259176e-01
-3.11303649e-01 2.50444787e-02 2.11018386e-01 1.86501780e-01
-2.94599767e-01]
[ -1.38423788e-01 -1.78460602e-01 -1.11783340e-01 -2.76166238e-01
9.13627669e-02 -1.69803314e-02 -2.32428645e-01 -1.56707556e-01
7.37632870e-02 -1.16246530e-01 -1.75024002e-01 -1.49084824e-01
-3.50146665e-01]
[ -4.45696438e-02 -2.95990690e-02 -1.47615292e-01 -2.96218001e-02
-2.24790749e-01 6.37236908e-02 -9.16521459e-02 -4.56392647e-02
-2.36204971e-01 -7.53538114e-02 -5.31841335e-02 -2.78917655e-01
-1.65138497e-01]
[ -7.34438562e-02 3.93768021e-02 -1.30746916e-01 -2.77948693e-01
1.30150267e-01 2.13291869e-02 -2.46417149e-01 -1.98011966e-01
9.62859216e-02 -9.15553967e-02 -2.30799223e-01 -1.25883960e-01
-2.90195862e-01]
[ 8.39012131e-02 -3.10431559e-01 -8.09206283e-02 -4.02751831e-01
-2.17228975e-01 -8.72269286e-02 4.00796601e-02 8.30565380e-02
-1.46814265e-02 2.68259118e-01 -4.45947743e-01 -4.40962886e-01
2.91282333e-01]
[ -2.17502944e-01 -2.51625178e-01 -1.26696294e-01 -2.62772857e-01
-3.00911437e-01 -9.11759165e-02 1.75956591e-01 2.54396780e-02
2.81425488e-01 3.00122526e-02 -3.29081670e-01 -6.50821724e-01
4.88485285e-01]
[ -8.66035958e-03 -1.86940870e-01 2.41315267e-02 -2.47641291e-01
-1.63177700e-01 1.68467518e-01 1.45862314e-01 2.05061758e-01
-4.89980726e-02 1.96894029e-01 -1.08152734e-01 -6.14050044e-01
5.05336767e-01]
[ 6.38253776e-03 -4.08087306e-02 -1.22023989e-01 -6.35067236e-02
-1.69271431e-01 -4.45201665e-02 2.26793923e-01 1.16878664e-01
2.14464103e-01 3.23237694e-01 -3.79010378e-01 -4.73630181e-01
5.10913404e-01]
[ -7.91804937e-02 -2.76890382e-01 6.10359540e-02 -3.21797189e-01
-1.39986455e-01 1.19493683e-01 3.00222126e-01 8.67173187e-02
-9.06449483e-02 1.26082947e-01 -4.75867155e-01 -5.44555960e-01
6.29686228e-01]
[ 1.22836252e-01 -7.67491019e-02 1.46480578e-02 -1.05834665e-01
-6.60403872e-02 -1.55476527e-02 1.62619994e-01 2.68631468e-01
3.33232509e-01 1.88960408e-01 -4.48488788e-01 -3.79721106e-01
2.85658708e-01]
[ -9.79842958e-03 -1.17181271e-01 1.56843455e-02 5.89312310e-02
-7.20884580e-02 -2.82767092e-01 -2.18702454e-02 2.28871942e-01
-6.28455985e-02 1.83747068e-02 -1.77108765e-01 -4.24302031e-01
1.21988617e-01]
[ 7.80948674e-02 1.22996591e-01 -2.16603417e-03 5.50887306e-02
-8.48319095e-02 -5.92992129e-02 -1.96624322e-01 -2.01806679e-01
-2.82572485e-01 -1.72958647e-01 -1.74720012e-01 2.41361125e-01
-1.08948153e-01]
[ 3.82907589e-02 -7.42782156e-02 1.36347070e-01 1.62969273e-01
2.55971161e-01 8.41895526e-03 -4.03937769e-01 -3.94266340e-01
-1.18274722e-01 -5.52453592e-01 1.61673491e-01 9.15555481e-01
-4.08805904e-01]
[ 3.55229669e-02 8.56940952e-02 -2.11590855e-01 4.25726444e-02
3.38544420e-02 -2.02322235e-04 -1.59227120e-01 -3.32489226e-01
-2.92766643e-01 -1.80602824e-01 -3.61893541e-02 9.76768045e-03
-1.86750626e-01]
[ -5.38890404e-02 -2.19191012e-01 6.84922944e-02 9.21546850e-02
-1.35264522e-01 -1.33919310e-01 6.04774296e-02 2.45619840e-02
1.01380278e-01 -3.35900885e-01 -2.99595660e-01 -2.72128943e-01
6.08868199e-02]
[ 1.73014560e-02 -2.71478317e-01 6.42196431e-02 -2.09179176e-01
-1.88996425e-01 -2.30561532e-01 -2.49047434e-01 8.79488922e-02
5.55968148e-03 1.60872720e-01 -1.42828382e-01 5.69479971e-02
-4.59388469e-02]
[ 1.74691593e-01 5.17393478e-02 -1.02215792e-01 -1.91450309e-01
-5.59984224e-02 -1.01169123e-01 -1.73704331e-01 7.20798185e-02
-1.85836545e-01 -1.96506259e-01 -1.67166413e-01 5.40747331e-02
-9.03074976e-02]
[ -1.70496436e-01 -1.89344143e-01 -1.04189709e-01 -1.81944499e-01
-5.68124374e-02 2.72051019e-02 -1.65704887e-01 -1.20886620e-01
-1.24678535e-01 6.55517798e-02 -2.14857975e-01 -6.62520359e-02
-1.93551487e-01]
[ -3.14017085e-02 -2.26375998e-01 -1.51144095e-01 -2.02950677e-01
-6.49613327e-02 4.43934248e-02 7.20218857e-03 6.89673168e-02
-1.91463142e-01 -1.85749510e-01 -8.16668782e-02 -2.78657869e-01
2.00372077e-02]
[ 1.17842271e-01 5.83221861e-02 4.19626470e-04 -1.64118791e-01
-3.37652356e-01 8.17176866e-03 -1.05653992e-01 -1.78686919e-01
-2.88714558e-01 1.42733576e-01 -1.45387178e-01 -2.13680042e-01
3.08659863e-02]
[ -6.31032727e-02 -1.11291477e-02 -2.82577193e-01 -1.04095445e-02
6.36283518e-02 1.56197304e-01 -2.17185641e-01 -1.52862089e-01
-4.64468875e-02 -3.74079915e-02 1.30295715e-01 3.48303948e-01
-3.40596006e-03]
[ 1.03968406e-01 3.37583428e-01 -2.04204846e-01 5.38241915e-01
9.84020275e-02 -1.91628952e-03 -2.06874715e-01 -3.63799866e-01
-2.27017138e-01 -3.90817624e-01 5.39817492e-01 8.11083514e-01
-4.74869899e-01]
[ -3.28244267e-02 1.75456105e-01 4.54210565e-02 1.12458463e-01
-1.43019462e-02 -6.97556572e-02 -2.33193194e-01 -3.41007270e-01
-2.47596681e-01 -2.59152215e-01 3.21531154e-01 8.73741433e-01
-4.25037901e-01]
[ -5.14985215e-02 -1.16694985e-01 -1.62772065e-01 2.69594421e-01
-1.63471153e-01 2.34054689e-01 -9.77686154e-02 -2.71720261e-01
-2.55294016e-01 -5.11436711e-01 1.59215242e-01 3.44366535e-01
-2.63764407e-01]
[ 7.92136528e-02 -3.82990047e-01 -5.11867731e-02 -4.50681204e-02
-1.11395249e-01 2.00569156e-01 9.51551729e-02 1.76507868e-01
-1.45343269e-01 -3.59428541e-02 -8.76003118e-02 2.40762673e-01
-1.30626362e-01]
[ 2.03912197e-01 -2.90550632e-01 -1.22945845e-01 -9.05433896e-02
-2.05991704e-01 1.22515866e-01 3.00139486e-02 -1.55463376e-01
-2.96219392e-02 -1.23944461e-01 -1.31490973e-01 -2.10051436e-01
-6.28915512e-02]
[ -1.34624331e-01 -8.14345757e-02 3.91327873e-02 -2.53434803e-01
-5.72737499e-02 -1.40883933e-01 5.97044343e-02 -1.38091232e-02
-6.19172645e-02 -9.68995814e-03 -3.00334668e-01 -4.04509693e-01
-1.38640329e-02]
[ -1.40427383e-01 -1.25582881e-01 -7.14995543e-02 -2.17179046e-01
-3.36577650e-01 -2.87347211e-01 1.06847166e-01 5.90627661e-02
-8.54337932e-03 4.13668069e-02 -1.53855981e-01 -5.15545472e-01
-9.90371932e-02]
[ -1.66703596e-01 -2.19028529e-01 -2.97139402e-01 -2.75156101e-01
-2.62760654e-01 -2.06919301e-01 -3.23607827e-01 1.47877592e-01
-3.80259921e-02 -2.75936196e-01 -2.54541827e-01 -1.61826021e-01
-1.96706588e-01]
[ -1.06790114e-01 1.09907085e-01 2.62211270e-02 -4.14317825e-02
-2.22207837e-01 -1.68685984e-01 -7.76931519e-02 6.51615406e-03
-7.35768001e-02 -1.97478388e-01 -1.95601163e-01 -2.57196908e-01
-9.13602150e-02]
[ -3.48813371e-01 -1.29486842e-01 -2.70957052e-01 9.03337361e-02
-2.07138932e-01 -2.26145356e-01 -5.91896695e-02 -1.71385243e-01
5.61168408e-02 -9.09137780e-02 3.50032978e-02 -3.05443699e-01
-4.50841191e-02]
[ -1.26364245e-01 -3.28855225e-02 -2.58692838e-01 8.68011603e-04
-2.13652036e-01 -2.76326063e-01 -3.95031880e-01 -9.83882075e-02
-4.75182406e-03 -3.08694906e-01 -2.62290362e-01 -3.44002217e-01
-1.04498829e-01]
[ -2.13874411e-01 -5.42842570e-01 -3.29555920e-01 -3.96206359e-01
-3.38356448e-01 -2.26120221e-01 1.09353295e-02 -3.08741516e-01
1.17002208e-01 -2.52077772e-01 -2.36844136e-01 -1.11669474e-01
-8.19838882e-02]
[ -2.11701303e-01 -3.00552710e-01 -3.11265836e-01 -1.54635418e-01
-9.92433762e-02 -1.46536640e-01 -1.07635713e-01 -1.81820482e-02
-2.04782264e-01 -5.05768267e-01 -2.48574267e-01 -1.09343449e-01
1.83130490e-02]
[ -1.22847262e-01 2.92153843e-02 -2.39041221e-01 -3.55195909e-01
-2.25678254e-01 -2.57869895e-01 -5.94744103e-02 -2.58542303e-01
3.10600520e-02 1.60364272e-02 -3.05688731e-01 -6.24553507e-02
-1.79731212e-01]]
Progress: 6.2% ... Training loss: 0.340 ... Validation loss: 0.613[[-0.0376541 ]
[ 0.343145 ]
[-0.11357927]
[ 0.69370058]
[ 0.32192068]
[ 0.02245475]
[-0.8074635 ]
[-0.93757792]
[-0.6986064 ]
[-0.95216648]
[ 0.93189244]
[ 2.27659663]
[-1.38572509]]
[[ -5.33619855e-01 -5.40345824e-01 -5.76384120e-01 -2.57351369e-01
-3.39791971e-01 -5.84949027e-01 -5.54392905e-01 -5.05589663e-01
-6.82010308e-01 -5.90228810e-01 -1.49375898e-01 3.28746242e-01
-4.82415678e-01]
[ 6.20606141e-03 -1.42622776e-01 5.29372812e-02 -2.84974777e-02
-4.67613051e-02 5.89623828e-02 -1.07410346e-01 2.52538229e-01
-1.11143789e-01 -1.47079135e-01 -4.96133378e-02 -3.86448513e-02
1.27251118e-01]
[ -1.95017879e-01 1.45858496e-01 -2.06726784e-02 1.33498176e-01
1.30286153e-01 -1.10360820e-01 2.60607939e-02 -1.50895920e-01
1.37704882e-01 -1.58729461e-01 2.79868105e-01 7.72122457e-01
1.62328654e-01]
[ 1.78777773e-01 -2.98024431e-01 -2.59273421e-01 -9.56956088e-02
-3.53064831e-01 -4.40790982e-03 5.21136786e-02 -2.15796285e-01
2.05823665e-01 -2.31959245e-01 -2.55833180e-01 -4.93652115e-01
-5.66967644e-02]
[ 1.03720618e-01 8.23982981e-02 8.85374459e-02 1.62132291e-01
2.03966029e-02 7.41880840e-02 -5.45485502e-02 6.96163257e-02
-1.03197573e-02 1.37979306e-01 2.33887939e-01 7.31322586e-02
1.73248457e-01]
[ -4.83057567e-01 -5.60216817e-01 -6.08959382e-01 -5.16456601e-01
-5.61715014e-01 -5.61184572e-01 -3.03692769e-01 -2.16572260e-01
-4.20939830e-01 -2.93270966e-01 -3.64506923e-01 -4.97850831e-01
-2.59446258e-01]
[ -4.13586026e-01 -5.73084622e-01 -3.19595255e-01 -3.58109102e-01
-4.04931337e-01 -5.57028602e-01 -4.40730429e-01 -4.66068780e-01
-2.99367048e-01 -2.03189408e-01 -4.62224346e-01 -2.31072758e-01
-1.88464094e-01]
[ -3.14217848e-01 -3.76731570e-01 -4.51334288e-01 -2.95890895e-01
-3.26400123e-01 -4.11124463e-01 -1.76534082e-01 -1.09750001e-01
-2.16199132e-01 -3.63039176e-01 -2.55924887e-01 -4.33280529e-01
-1.46110252e-01]
[ -4.73918642e-01 -3.40304065e-01 -3.78710452e-01 -1.15194244e-01
-3.27016269e-01 -2.11622250e-01 -2.04974839e-01 -4.70472827e-01
-3.54931209e-01 -5.00421276e-01 -9.89012549e-02 3.57560682e-02
-3.10653323e-01]
[ -9.44692248e-01 -9.32504720e-01 -9.66973052e-01 -8.10656570e-01
-1.01007030e+00 -9.73810133e-01 -6.87625263e-01 -6.70603599e-01
-7.83269658e-01 -5.69638829e-01 -8.03461549e-01 -4.93866295e-01
-3.76902631e-01]
[ -5.00748158e-01 -2.65203323e-01 -4.60209038e-01 -3.09698624e-01
-3.56302189e-01 -3.53624109e-01 -5.31979577e-01 -5.59319215e-01
-6.10174876e-01 -1.52283228e-01 -4.01864684e-01 -5.42046975e-01
-3.98145283e-01]
[ -1.17659646e-01 4.46250571e-02 -3.37115294e-01 -3.23409701e-01
-8.37109141e-02 -7.00633376e-02 -1.60801305e-01 -2.72225856e-01
-1.55519297e-01 1.23798559e-01 -2.59983940e-01 -2.61787668e-01
-2.45270507e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60420960e-01 -9.68835948e-02 1.60979136e-01 -2.18572454e-01
-1.16475934e-01 1.14417857e-01 -1.46285415e-01 -2.63578137e-02
-9.83902254e-02 3.30966909e-02 -8.54131707e-02 -1.76157030e-01
4.89248709e-02]
[ -8.11733613e-02 -2.55237640e-01 -1.78117742e-01 -2.71707556e-01
-4.75899532e-01 -8.40680828e-02 -2.54311693e-02 6.14281274e-03
-4.14591284e-02 1.91319034e-02 -1.48273750e-01 -1.67898690e-01
-2.16699706e-01]
[ -7.42722035e-02 7.36756888e-03 -2.44952312e-01 -2.34942875e-01
1.43644501e-01 -1.62275136e-01 -1.60898732e-01 3.31519843e-02
8.34668044e-03 -2.93365183e-02 -1.65525216e-01 1.18354368e-03
5.15291075e-02]
[ 2.97317654e-02 -1.58229321e-01 -1.51849529e-01 -4.33494411e-02
-1.19870111e-01 -1.06584757e-01 7.13636463e-02 -1.72630693e-01
-4.46641370e-02 -4.74626674e-02 -7.34512416e-03 -1.67148415e-01
5.96020404e-02]
[ -2.82681174e-01 -1.43715093e-01 -6.94602478e-02 -9.28547446e-02
-3.04395122e-01 -2.71467919e-01 -3.53503436e-01 6.63039812e-02
-2.89643645e-01 -2.01575338e-01 1.80771493e-01 9.45350628e-02
3.12906733e-01]
[ -2.13995587e-01 -1.34924185e-01 -7.59584247e-02 -8.65758838e-02
-8.53225245e-02 -1.13980087e-01 -4.24128501e-02 7.90432862e-02
-1.01638334e-01 4.86668926e-02 4.84151832e-03 -1.95824106e-01
5.62572529e-02]
[ -1.50711751e-01 -7.16725398e-02 -2.19285030e-01 -3.71300160e-01
-1.53103171e-01 -1.98956741e-01 -2.00688458e-01 -4.56919749e-02
2.31311471e-01 -1.45757200e-01 -3.27453753e-01 -3.81167602e-01
-5.15658692e-02]
[ -3.65513554e-01 -7.96229339e-02 -1.41743602e-01 -1.98598049e-01
-5.91667656e-02 -3.09671441e-01 7.16307351e-02 -4.11477393e-02
-1.04429584e-01 1.11340656e-01 -2.99398175e-02 -5.34013713e-02
-1.39708846e-01]
[ -1.69314676e-01 -1.53046890e-01 -4.59911910e-02 -1.21508695e-01
-1.32347182e-01 -2.91816975e-01 -1.18220881e-01 -1.17496515e-01
-3.10336092e-01 2.56359848e-02 2.11153145e-01 1.87571462e-01
-2.94136744e-01]
[ -1.38362412e-01 -1.78645874e-01 -1.11706326e-01 -2.77012336e-01
9.10194404e-02 -1.70099585e-02 -2.31570939e-01 -1.54922345e-01
7.47749030e-02 -1.15201148e-01 -1.75707821e-01 -1.50114428e-01
-3.48650643e-01]
[ -4.44843269e-02 -3.08273579e-02 -1.47276898e-01 -3.29508024e-02
-2.26073177e-01 6.36541412e-02 -8.88052944e-02 -4.22292332e-02
-2.34422640e-01 -7.30905683e-02 -5.78103875e-02 -2.89141774e-01
-1.60501438e-01]
[ -7.34546027e-02 3.95299669e-02 -1.30785173e-01 -2.77690509e-01
1.30217284e-01 2.13336005e-02 -2.46629757e-01 -1.98008776e-01
9.61135858e-02 -9.15646450e-02 -2.30465845e-01 -1.23796608e-01
-2.89960222e-01]
[ 8.39527202e-02 -3.10730869e-01 -8.07700666e-02 -4.03899901e-01
-2.17652805e-01 -8.72486188e-02 4.15619781e-02 8.48001216e-02
-1.34055178e-02 2.70637130e-01 -4.47759943e-01 -4.47118692e-01
2.95461836e-01]
[ -2.17471798e-01 -2.51866482e-01 -1.26624461e-01 -2.63433819e-01
-3.01135148e-01 -9.11930262e-02 1.77126911e-01 2.64892199e-02
2.82620844e-01 3.08560418e-02 -3.29856791e-01 -6.53212485e-01
4.91015026e-01]
[ -8.66839703e-03 -1.86922211e-01 2.41298507e-02 -2.47705223e-01
-1.63217220e-01 1.68467309e-01 1.45895948e-01 2.05209650e-01
-4.89584158e-02 1.96892817e-01 -1.08212847e-01 -6.15023202e-01
5.05641372e-01]
[ 6.40102792e-03 -4.09614752e-02 -1.21975998e-01 -6.40537260e-02
-1.69459158e-01 -4.45288903e-02 2.27785594e-01 1.17977097e-01
2.15180040e-01 3.23995775e-01 -3.79681843e-01 -4.76866357e-01
5.13220949e-01]
[ -7.91251540e-02 -2.77184890e-01 6.11567398e-02 -3.22555747e-01
-1.40319500e-01 1.19468731e-01 3.01913338e-01 8.84745062e-02
-8.93550747e-02 1.27749551e-01 -4.76857207e-01 -5.47902804e-01
6.33676205e-01]
[ 1.22965867e-01 -7.76319421e-02 1.49699811e-02 -1.08157940e-01
-6.70281638e-02 -1.56104319e-02 1.65425760e-01 2.72367921e-01
3.36042074e-01 1.92740373e-01 -4.51121337e-01 -3.87851620e-01
2.91424555e-01]
[ -9.74001026e-03 -1.17545129e-01 1.58066075e-02 5.76905239e-02
-7.24911638e-02 -2.82793759e-01 -2.04469504e-02 2.30284164e-01
-6.16458948e-02 1.95413754e-02 -1.78490332e-01 -4.27852829e-01
1.24192435e-01]
[ 7.80986189e-02 1.23007098e-01 -2.15541640e-03 5.51483744e-02
-8.48316517e-02 -5.92996884e-02 -1.96749970e-01 -2.01488019e-01
-2.82625329e-01 -1.72642292e-01 -1.74715432e-01 2.41532490e-01
-1.08952476e-01]
[ 3.82260225e-02 -7.38742832e-02 1.36137351e-01 1.64192036e-01
2.56512228e-01 8.45603740e-03 -4.05303773e-01 -3.95946802e-01
-1.19598027e-01 -5.54059146e-01 1.63388982e-01 9.20988139e-01
-4.11427599e-01]
[ 3.55225657e-02 8.56273202e-02 -2.11579148e-01 4.24372995e-02
3.37760399e-02 -2.02307266e-04 -1.59090833e-01 -3.32363474e-01
-2.92567436e-01 -1.80546070e-01 -3.65205178e-02 8.62065393e-03
-1.86117380e-01]
[ -5.38818518e-02 -2.19220680e-01 6.84951636e-02 9.20715171e-02
-1.35324890e-01 -1.33920551e-01 6.04015024e-02 2.46631585e-02
1.01538897e-01 -3.35758574e-01 -2.99669390e-01 -2.71834928e-01
6.12167530e-02]
[ 1.73308896e-02 -2.71563865e-01 6.42186320e-02 -2.09249155e-01
-1.89083111e-01 -2.30570830e-01 -2.48290600e-01 8.77855427e-02
6.27023668e-03 1.60799085e-01 -1.43152056e-01 5.68108236e-02
-4.63403216e-02]
[ 1.74703483e-01 5.16153247e-02 -1.02182495e-01 -1.91758773e-01
-5.61106257e-02 -1.01173022e-01 -1.73512828e-01 7.24734690e-02
-1.85626127e-01 -1.96174027e-01 -1.67587056e-01 5.24969815e-02
-8.95346495e-02]
[ -1.70469779e-01 -1.90027601e-01 -1.04022125e-01 -1.83242946e-01
-5.74673457e-02 2.71828924e-02 -1.64317910e-01 -1.19534968e-01
-1.23504250e-01 6.70486754e-02 -2.16857351e-01 -7.05439624e-02
-1.90837625e-01]
[ -3.14442149e-02 -2.26086286e-01 -1.51210481e-01 -2.02319423e-01
-6.46389161e-02 4.44104025e-02 6.24402599e-03 6.78959273e-02
-1.92266506e-01 -1.86427562e-01 -8.04262517e-02 -2.74970561e-01
1.86752731e-02]
[ 1.17608697e-01 6.15150761e-02 -4.87556067e-04 -1.59063004e-01
-3.35334831e-01 8.29661666e-03 -1.12351162e-01 -1.87703044e-01
-2.93999856e-01 1.33475318e-01 -1.37018386e-01 -1.87038565e-01
1.50372240e-02]
[ -6.31652836e-02 -1.03392877e-02 -2.82750346e-01 -8.59265967e-03
6.44408190e-02 1.56225097e-01 -2.18881407e-01 -1.55718056e-01
-4.83354789e-02 -3.97385460e-02 1.33779533e-01 3.58077138e-01
-8.65114499e-03]
[ 1.03913426e-01 3.38831411e-01 -2.04459279e-01 5.41650675e-01
9.94728377e-02 -1.91587178e-03 -2.07808160e-01 -3.66757526e-01
-2.28341046e-01 -3.94150917e-01 5.44791612e-01 8.17425399e-01
-4.82355112e-01]
[ -3.29062116e-02 1.76572670e-01 4.51072228e-02 1.15104002e-01
-1.31752962e-02 -6.97128664e-02 -2.36548165e-01 -3.43783564e-01
-2.50094836e-01 -2.62043210e-01 3.26621965e-01 8.84609105e-01
-4.31306888e-01]
[ -5.15115076e-02 -1.16560766e-01 -1.62806123e-01 2.69947374e-01
-1.63331745e-01 2.34062778e-01 -9.81358773e-02 -2.72001217e-01
-2.55557282e-01 -5.11666122e-01 1.59672115e-01 3.45535730e-01
-2.64309241e-01]
[ 7.92296238e-02 -3.83138892e-01 -5.11202514e-02 -4.54032683e-02
-1.11548700e-01 2.00559109e-01 9.55874547e-02 1.77321728e-01
-1.45111835e-01 -3.50455579e-02 -8.82765211e-02 2.38452300e-01
-1.29444214e-01]
[ 2.03889940e-01 -2.90423476e-01 -1.22990331e-01 -9.02533788e-02
-2.05902387e-01 1.22524231e-01 2.95887458e-02 -1.55988230e-01
-3.01168948e-02 -1.24388848e-01 -1.31148481e-01 -2.09128251e-01
-6.38885632e-02]
[ -1.34640203e-01 -8.13709158e-02 3.90746566e-02 -2.52954384e-01
-5.72314777e-02 -1.40874241e-01 5.92470731e-02 -1.39850102e-02
-6.24296214e-02 -1.01305515e-02 -2.99917978e-01 -4.04993292e-01
-1.46149960e-02]
[ -1.40398745e-01 -1.25912735e-01 -7.14071908e-02 -2.17884501e-01
-3.36875342e-01 -2.87362406e-01 1.07965666e-01 6.01522754e-02
-7.75644655e-03 4.23741068e-02 -1.54998311e-01 -5.18925326e-01
-9.74658124e-02]
[ -1.66767765e-01 -2.17781571e-01 -2.97407766e-01 -2.72942560e-01
-2.61673213e-01 -2.06897271e-01 -3.25876397e-01 1.44324280e-01
-4.01725089e-02 -2.79441147e-01 -2.48793592e-01 -1.44958174e-01
-2.04842683e-01]
[ -1.06916317e-01 1.11230583e-01 2.58111489e-02 -3.89070700e-02
-2.21318586e-01 -1.68632220e-01 -8.06492032e-02 2.45149769e-03
-7.62619005e-02 -2.00765024e-01 -1.92212892e-01 -2.47801625e-01
-9.86004680e-02]
[ -3.48706654e-01 -1.30533914e-01 -2.70683568e-01 8.76839288e-02
-2.08080606e-01 -2.26191819e-01 -5.59831567e-02 -1.67747073e-01
5.89465864e-02 -8.68771866e-02 3.13450802e-02 -3.13891988e-01
-3.75863650e-02]
[ -1.26443577e-01 -3.16023205e-02 -2.58979390e-01 4.12907467e-03
-2.12623558e-01 -2.76291188e-01 -3.96465009e-01 -1.01385460e-01
-6.11764807e-03 -3.11814086e-01 -2.57559976e-01 -3.35619649e-01
-1.09902160e-01]
[ -2.13756192e-01 -5.43487981e-01 -3.29297730e-01 -3.97849948e-01
-3.39061806e-01 -2.26180538e-01 1.35877959e-02 -3.05862607e-01
1.19338620e-01 -2.49306554e-01 -2.38401262e-01 -1.20413567e-01
-7.70980189e-02]
[ -2.11710688e-01 -2.99874205e-01 -3.11413403e-01 -1.53592625e-01
-9.86696578e-02 -1.46533714e-01 -1.07592111e-01 -1.89089910e-02
-2.04920630e-01 -5.06692649e-01 -2.46555650e-01 -1.09967811e-01
1.68358189e-02]
[ -1.22924207e-01 3.00681115e-02 -2.39304187e-01 -3.53659121e-01
-2.25189943e-01 -2.57825137e-01 -6.15555619e-02 -2.60080591e-01
2.97811099e-02 1.36200856e-02 -3.03554796e-01 -5.50941146e-02
-1.82883854e-01]]
Progress: 6.2% ... Training loss: 0.334 ... Validation loss: 0.595[[-0.03017416]
[ 0.35310651]
[-0.10933242]
[ 0.69868862]
[ 0.32678355]
[ 0.02714171]
[-0.80491833]
[-0.93356053]
[-0.69729293]
[-0.94278592]
[ 0.94138655]
[ 2.30035866]
[-1.38888468]]
[[ -5.33887822e-01 -5.37360594e-01 -5.77059848e-01 -2.51980957e-01
-3.37580783e-01 -5.84821880e-01 -5.56864586e-01 -5.08300650e-01
-6.84599101e-01 -5.96944731e-01 -1.41022171e-01 3.50236770e-01
-4.87361781e-01]
[ 6.20575284e-03 -1.43054640e-01 5.30613192e-02 -2.92962608e-02
-4.72858499e-02 5.89585609e-02 -1.07358038e-01 2.53715507e-01
-1.10929082e-01 -1.46679521e-01 -5.11632249e-02 -4.54319359e-02
1.28667869e-01]
[ -1.94890050e-01 1.48315562e-01 -2.08359128e-02 1.35329671e-01
1.31803629e-01 -1.10394932e-01 2.61328235e-02 -1.50394853e-01
1.38685970e-01 -1.61138440e-01 2.86391358e-01 7.86972913e-01
1.58089623e-01]
[ 1.78769981e-01 -2.98581752e-01 -2.59130470e-01 -9.67384326e-02
-3.53083522e-01 -4.40314965e-03 5.53474011e-02 -2.19879702e-01
2.07804146e-01 -2.30691450e-01 -2.59879607e-01 -4.93797750e-01
-4.88698819e-02]
[ 1.03789950e-01 8.08651935e-02 8.91574463e-02 1.58062769e-01
1.90706581e-02 7.41463339e-02 -5.49052196e-02 7.49545424e-02
-1.12776426e-02 1.40587498e-01 2.28240745e-01 5.27595379e-02
1.74763927e-01]
[ -4.83295872e-01 -5.59628435e-01 -6.09223717e-01 -5.14796892e-01
-5.61441237e-01 -5.61092128e-01 -3.07411270e-01 -2.20437019e-01
-4.24287490e-01 -2.97382365e-01 -3.63477010e-01 -4.95534063e-01
-2.64573984e-01]
[ -4.13494568e-01 -5.73541528e-01 -3.19355992e-01 -3.60453012e-01
-4.05716410e-01 -5.57079168e-01 -4.38624338e-01 -4.62682734e-01
-2.96276909e-01 -2.02036609e-01 -4.63972558e-01 -2.39140853e-01
-1.82819487e-01]
[ -3.14319635e-01 -3.74352085e-01 -4.51724586e-01 -2.92229195e-01
-3.24787835e-01 -4.11054011e-01 -1.79013509e-01 -1.13517682e-01
-2.18622251e-01 -3.67489249e-01 -2.49768573e-01 -4.21931412e-01
-1.51711824e-01]
[ -4.73883503e-01 -3.40314541e-01 -3.78724625e-01 -1.14960634e-01
-3.26845691e-01 -2.11644134e-01 -2.03073569e-01 -4.68929388e-01
-3.53522561e-01 -4.98720337e-01 -9.86915467e-02 3.73745051e-02
-3.07406787e-01]
[ -9.44646026e-01 -9.32375507e-01 -9.66794373e-01 -8.12225914e-01
-1.01085061e+00 -9.73857027e-01 -6.86322837e-01 -6.68212593e-01
-7.81403851e-01 -5.68533334e-01 -8.05156628e-01 -5.04220588e-01
-3.71873429e-01]
[ -5.00960935e-01 -2.62849824e-01 -4.60785293e-01 -3.05043810e-01
-3.54204561e-01 -3.53499016e-01 -5.35159089e-01 -5.63766628e-01
-6.12982724e-01 -1.58491038e-01 -3.94065480e-01 -5.23629050e-01
-4.04114281e-01]
[ -1.17706585e-01 4.46428288e-02 -3.37147260e-01 -3.23284063e-01
-8.37566632e-02 -7.00510886e-02 -1.61114786e-01 -2.72872405e-01
-1.55849249e-01 1.23193140e-01 -2.60440342e-01 -2.62635074e-01
-2.46168868e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60422347e-01 -9.69115462e-02 1.60980958e-01 -2.18826558e-01
-1.16533292e-01 1.14411460e-01 -1.46200145e-01 -2.59394400e-02
-9.84477936e-02 3.33109825e-02 -8.60151570e-02 -1.78388546e-01
4.93777562e-02]
[ -8.13901232e-02 -2.54145398e-01 -1.78548644e-01 -2.68898887e-01
-4.74937570e-01 -8.39599625e-02 -2.90102117e-02 6.67516522e-04
-4.44378878e-02 1.40427086e-02 -1.44936159e-01 -1.61174914e-01
-2.22708596e-01]
[ -7.42860014e-02 6.95573372e-03 -2.44778016e-01 -2.36188374e-01
1.42972745e-01 -1.62284443e-01 -1.60786423e-01 3.48118138e-02
8.22525777e-03 -2.77295750e-02 -1.67952519e-01 -2.19192087e-03
5.37769588e-02]
[ 2.96891116e-02 -1.57972806e-01 -1.51946482e-01 -4.27298777e-02
-1.19653942e-01 -1.06565702e-01 7.08977068e-02 -1.72963055e-01
-4.51605064e-02 -4.87421644e-02 -5.91424231e-03 -1.64096204e-01
5.82205367e-02]
[ -2.82560344e-01 -1.44646383e-01 -6.91476485e-02 -9.55732469e-02
-3.05288391e-01 -2.71529625e-01 -3.51200726e-01 6.91696090e-02
-2.86590914e-01 -1.98878065e-01 1.77487694e-01 8.32677780e-02
3.19543613e-01]
[ -2.14031465e-01 -1.33754328e-01 -7.62129590e-02 -8.51846557e-02
-8.46550371e-02 -1.13957320e-01 -4.40269916e-02 7.66304678e-02
-1.02423953e-01 4.54806489e-02 7.90372983e-03 -1.88079869e-01
5.16077640e-02]
[ -1.50776524e-01 -7.07954926e-02 -2.19376790e-01 -3.69427598e-01
-1.52571406e-01 -1.98918542e-01 -2.01715376e-01 -4.62001856e-02
2.29805839e-01 -1.46828922e-01 -3.25093145e-01 -3.77031735e-01
-5.37677931e-02]
[ -3.65490877e-01 -7.98812135e-02 -1.41680181e-01 -1.99417739e-01
-5.95141832e-02 -3.09688022e-01 7.30673327e-02 -4.00861551e-02
-1.03473330e-01 1.12425540e-01 -3.08043400e-02 -5.54449927e-02
-1.37008915e-01]
[ -1.69349799e-01 -1.51879056e-01 -4.62342811e-02 -1.19534887e-01
-1.31232952e-01 -2.91785669e-01 -1.19730490e-01 -1.20008823e-01
-3.11287842e-01 2.24885979e-02 2.14600520e-01 1.93041954e-01
-2.97913518e-01]
[ -1.38387524e-01 -1.78317987e-01 -1.11844037e-01 -2.75802360e-01
9.15111595e-02 -1.69904657e-02 -2.31228732e-01 -1.55050918e-01
7.49479828e-02 -1.14967685e-01 -1.74400692e-01 -1.44394724e-01
-3.48233245e-01]
[ -4.44545762e-02 -3.10394672e-02 -1.47201658e-01 -3.35294416e-02
-2.26255390e-01 6.36308995e-02 -8.79796719e-02 -4.14632890e-02
-2.33887633e-01 -7.22813333e-02 -5.84807876e-02 -2.90453816e-01
-1.58967123e-01]
[ -7.34058667e-02 3.89805341e-02 -1.30587144e-01 -2.78738772e-01
1.29657535e-01 2.13023426e-02 -2.45729388e-01 -1.96113523e-01
9.70216419e-02 -9.01444232e-02 -2.31915906e-01 -1.29196739e-01
-2.87769058e-01]
[ 8.39673708e-02 -3.10930384e-01 -8.07359284e-02 -4.04390968e-01
-2.17892202e-01 -8.72584906e-02 4.23678635e-02 8.55216458e-02
-1.27212059e-02 2.71226516e-01 -4.48372751e-01 -4.49881130e-01
2.97104287e-01]
[ -2.17445965e-01 -2.52047152e-01 -1.26557552e-01 -2.64024968e-01
-3.01375960e-01 -9.12127052e-02 1.78155761e-01 2.72481486e-02
2.83690258e-01 3.15910063e-02 -3.30683162e-01 -6.56470388e-01
4.93113519e-01]
[ -8.60623615e-03 -1.87459441e-01 2.42893159e-02 -2.48979267e-01
-1.63690957e-01 1.68433757e-01 1.47999584e-01 2.07675693e-01
-4.72281277e-02 1.99244278e-01 -1.10546039e-01 -6.21262676e-01
5.10707933e-01]
[ 6.45542815e-03 -4.13958748e-02 -1.21838678e-01 -6.53249903e-02
-1.69957242e-01 -4.45564500e-02 2.30077043e-01 1.20094806e-01
2.17106512e-01 3.26119411e-01 -3.81136869e-01 -4.83202679e-01
5.18283219e-01]
[ -7.91011228e-02 -2.77353829e-01 6.12260804e-02 -3.23143720e-01
-1.40435603e-01 1.19453228e-01 3.02807516e-01 8.91389695e-02
-8.87302192e-02 1.28582393e-01 -4.77518572e-01 -5.50198071e-01
6.35973504e-01]
[ 1.22994400e-01 -7.79828324e-02 1.50647559e-02 -1.09059588e-01
-6.74206486e-02 -1.56238953e-02 1.65890318e-01 2.73163882e-01
3.36580561e-01 1.93860453e-01 -4.52145456e-01 -3.91372688e-01
2.93120533e-01]
[ -9.71095623e-03 -1.17927794e-01 1.59284592e-02 5.67919659e-02
-7.29266350e-02 -2.82806192e-01 -1.97451836e-02 2.31381143e-01
-6.11906670e-02 2.09385042e-02 -1.79705701e-01 -4.32371606e-01
1.26453697e-01]
[ 7.80256532e-02 1.23475033e-01 -2.25981834e-03 5.62549766e-02
-8.44195250e-02 -5.92712190e-02 -1.97771748e-01 -2.02815566e-01
-2.83764290e-01 -1.74053195e-01 -1.73668871e-01 2.45628966e-01
-1.11425520e-01]
[ 3.82560003e-02 -7.42270313e-02 1.36252893e-01 1.63637201e-01
2.56110678e-01 8.46145467e-03 -4.04331759e-01 -3.94312937e-01
-1.17813077e-01 -5.52800121e-01 1.61383576e-01 9.13991421e-01
-4.05645093e-01]
[ 3.55097191e-02 8.56763608e-02 -2.11590657e-01 4.25068900e-02
3.37814471e-02 -1.95981434e-04 -1.59324914e-01 -3.32935341e-01
-2.92637339e-01 -1.80946520e-01 -3.64122363e-02 8.40480132e-03
-1.86626155e-01]
[ -5.38998518e-02 -2.19003631e-01 6.84214104e-02 9.27050748e-02
-1.35065539e-01 -1.33911752e-01 5.97700501e-02 2.35780748e-02
1.01038833e-01 -3.36308890e-01 -2.98643354e-01 -2.67918525e-01
5.97669328e-02]
[ 1.71997925e-02 -2.70844055e-01 6.39066524e-02 -2.07068560e-01
-1.88325546e-01 -2.30517925e-01 -2.50439959e-01 8.38234648e-02
4.05583047e-03 1.56664899e-01 -1.40013932e-01 6.59108025e-02
-5.18980887e-02]
[ 1.74642174e-01 5.24525895e-02 -1.02290461e-01 -1.90671024e-01
-5.53837888e-02 -1.01152868e-01 -1.75439559e-01 6.96899142e-02
-1.87054525e-01 -1.98415645e-01 -1.65125647e-01 6.34257457e-02
-9.45299762e-02]
[ -1.70521280e-01 -1.89630547e-01 -1.04159974e-01 -1.82449825e-01
-5.71619787e-02 2.72157792e-02 -1.65433760e-01 -1.21198650e-01
-1.24449770e-01 6.53760918e-02 -2.15731219e-01 -6.85417578e-02
-1.93040888e-01]
[ -3.14466637e-02 -2.26616941e-01 -1.51126434e-01 -2.03482879e-01
-6.52547118e-02 4.44065830e-02 6.57570385e-03 6.87857485e-02
-1.91744758e-01 -1.85588863e-01 -8.26067643e-02 -2.81522313e-01
2.13918102e-02]
[ 1.17463323e-01 6.40300647e-02 -1.15166829e-03 -1.54778646e-01
-3.33470046e-01 8.37412407e-03 -1.16428846e-01 -1.92997897e-01
-2.96827593e-01 1.25116372e-01 -1.29120152e-01 -1.65391534e-01
2.05520596e-03]
[ -6.32262302e-02 -9.22210898e-03 -2.82923669e-01 -6.66182039e-03
6.54306781e-02 1.56263787e-01 -2.20557089e-01 -1.57410280e-01
-4.98864053e-02 -4.23974563e-02 1.37334816e-01 3.66475919e-01
-1.24356478e-02]
[ 1.03918267e-01 3.38856579e-01 -2.04459173e-01 5.42008505e-01
9.95542552e-02 -1.91728461e-03 -2.07930441e-01 -3.66444330e-01
-2.28765171e-01 -3.93728220e-01 5.45297036e-01 8.16345355e-01
-4.83277709e-01]
[ -3.29266460e-02 1.76928339e-01 4.50097116e-02 1.15680672e-01
-1.28312353e-02 -6.96943879e-02 -2.37818628e-01 -3.44224459e-01
-2.50863916e-01 -2.62753322e-01 3.27304940e-01 8.85274735e-01
-4.32063700e-01]
[ -5.15135879e-02 -1.16469538e-01 -1.62779466e-01 2.70056255e-01
-1.63341718e-01 2.34057149e-01 -9.84731575e-02 -2.71550304e-01
-2.56157172e-01 -5.11077623e-01 1.59620614e-01 3.46465058e-01
-2.64632730e-01]
[ 7.92433188e-02 -3.83295184e-01 -5.10724577e-02 -4.56818005e-02
-1.11657519e-01 2.00546272e-01 9.59870867e-02 1.78073527e-01
-1.44889857e-01 -3.45717900e-02 -8.87233380e-02 2.37675669e-01
-1.29103128e-01]
[ 2.03890918e-01 -2.90435557e-01 -1.22986055e-01 -9.02767900e-02
-2.05917063e-01 1.22523432e-01 2.96570120e-02 -1.55937414e-01
-3.00705548e-02 -1.24336792e-01 -1.31203519e-01 -2.09289272e-01
-6.37990632e-02]
[ -1.34630601e-01 -8.15700528e-02 3.91222382e-02 -2.53178318e-01
-5.74594145e-02 -1.40880592e-01 5.97090987e-02 -1.33026104e-02
-6.22517718e-02 -9.28230736e-03 -3.00469477e-01 -4.07520553e-01
-1.36875096e-02]
[ -1.40330992e-01 -1.26699416e-01 -7.11641303e-02 -2.19543315e-01
-3.37575709e-01 -2.87398683e-01 1.09813803e-01 6.28766877e-02
-6.34134663e-03 4.51719147e-02 -1.57480027e-01 -5.26153163e-01
-9.33279839e-02]
[ -1.66791961e-01 -2.17475935e-01 -2.97527412e-01 -2.72692856e-01
-2.61461546e-01 -2.06897471e-01 -3.27322954e-01 1.42057343e-01
-4.12333426e-02 -2.82184314e-01 -2.48070720e-01 -1.43258909e-01
-2.07990125e-01]
[ -1.07085493e-01 1.12521955e-01 2.54361771e-02 -3.54776116e-02
-2.20156334e-01 -1.68524344e-01 -8.43703993e-02 -5.04751472e-04
-7.96794982e-02 -2.02971382e-01 -1.88517121e-01 -2.38640041e-01
-1.03044089e-01]
[ -3.48644765e-01 -1.31435676e-01 -2.70428212e-01 8.55579608e-02
-2.08917184e-01 -2.26235429e-01 -5.39953790e-02 -1.65045523e-01
6.06473447e-02 -8.39103313e-02 2.80667216e-02 -3.22345616e-01
-3.21110387e-02]
[ -1.26458161e-01 -3.24739764e-02 -2.58800764e-01 2.72350429e-03
-2.13487463e-01 -2.76305566e-01 -3.95177537e-01 -9.91962203e-02
-5.15422511e-03 -3.09704066e-01 -2.60552558e-01 -3.41507871e-01
-1.04538669e-01]
[ -2.13746978e-01 -5.43434082e-01 -3.29253639e-01 -3.97465775e-01
-3.39141301e-01 -2.26195624e-01 1.45987195e-02 -3.05301808e-01
1.20470942e-01 -2.48607534e-01 -2.37738115e-01 -1.24438138e-01
-7.59045740e-02]
[ -2.11662749e-01 -3.00382629e-01 -3.11277228e-01 -1.55145649e-01
-9.92871545e-02 -1.46560257e-01 -1.05487224e-01 -1.67531054e-02
-2.03269610e-01 -5.05012039e-01 -2.48409928e-01 -1.17167071e-01
2.21157259e-02]
[ -1.23048789e-01 3.31995308e-02 -2.39853358e-01 -3.49426787e-01
-2.22894819e-01 -2.57742748e-01 -6.49694355e-02 -2.65167836e-01
2.75400271e-02 5.40537139e-03 -2.94863645e-01 -3.31730558e-02
-1.94443118e-01]]
Progress: 6.2% ... Training loss: 0.338 ... Validation loss: 0.590[[-0.05305946]
[ 0.32314285]
[-0.12994865]
[ 0.66878642]
[ 0.30171063]
[ 0.00594236]
[-0.83183828]
[-0.96467689]
[-0.72270146]
[-0.97460998]
[ 0.91038009]
[ 2.25841428]
[-1.43410498]]
[[ -5.33608286e-01 -5.40014626e-01 -5.76306692e-01 -2.58118492e-01
-3.39824580e-01 -5.85002697e-01 -5.48921331e-01 -4.96698099e-01
-6.78481777e-01 -5.85310541e-01 -1.47520962e-01 3.25678682e-01
-4.66609879e-01]
[ 6.23263370e-03 -1.43266586e-01 5.31479417e-02 -3.01011516e-02
-4.74999379e-02 5.89403688e-02 -1.06434533e-01 2.54916043e-01
-1.10226505e-01 -1.45715626e-01 -5.19054817e-02 -4.83537356e-02
1.31003912e-01]
[ -1.94843465e-01 1.45672215e-01 -2.03615270e-02 1.31766350e-01
1.30166478e-01 -1.10407609e-01 3.17900972e-02 -1.45179033e-01
1.43575734e-01 -1.55817542e-01 2.80327063e-01 7.73410446e-01
1.73882910e-01]
[ 1.78778114e-01 -2.96392326e-01 -2.59709172e-01 -9.37809951e-02
-3.50739878e-01 -4.32977007e-03 5.21547615e-02 -2.27055369e-01
2.05572194e-01 -2.36976990e-01 -2.53781907e-01 -4.71272521e-01
-5.85087295e-02]
[ 1.03823012e-01 8.13374614e-02 8.89223337e-02 1.58878155e-01
1.94715471e-02 7.41275007e-02 -5.70793335e-02 7.28120654e-02
-1.18770476e-02 1.38719019e-01 2.30079091e-01 5.70969270e-02
1.69848533e-01]
[ -4.83227399e-01 -5.60417359e-01 -6.08990490e-01 -5.16720467e-01
-5.62320984e-01 -5.61150603e-01 -3.05704903e-01 -2.16518769e-01
-4.23012075e-01 -2.94031215e-01 -3.66526338e-01 -5.04675264e-01
-2.59702117e-01]
[ -4.13278222e-01 -5.76232518e-01 -3.18587419e-01 -3.66942019e-01
-4.08584558e-01 -5.57241476e-01 -4.32548243e-01 -4.54676022e-01
-2.89935037e-01 -1.93323656e-01 -4.72825684e-01 -2.67738146e-01
-1.65264936e-01]
[ -3.14212439e-01 -3.76348063e-01 -4.51334897e-01 -2.95353510e-01
-3.25921645e-01 -4.11125001e-01 -1.74076934e-01 -1.07803240e-01
-2.15297007e-01 -3.61658217e-01 -2.54223626e-01 -4.33244141e-01
-1.40745625e-01]
[ -4.73729601e-01 -3.42472898e-01 -3.78232358e-01 -1.18908483e-01
-3.28365467e-01 -2.11808094e-01 -1.98781449e-01 -4.64308795e-01
-3.50576760e-01 -4.93779691e-01 -1.03057025e-01 2.82245884e-02
-3.01299629e-01]
[ -9.44430160e-01 -9.35958547e-01 -9.65866673e-01 -8.18900912e-01
-1.01389657e+00 -9.74040740e-01 -6.77190663e-01 -6.55478794e-01
-7.74355961e-01 -5.56689213e-01 -8.14194940e-01 -5.33562806e-01
-3.49530448e-01]
[ -5.00816084e-01 -2.65173648e-01 -4.60284578e-01 -3.09604647e-01
-3.55914069e-01 -3.53636214e-01 -5.31122969e-01 -5.58797230e-01
-6.10306317e-01 -1.52722938e-01 -3.99837628e-01 -5.34843598e-01
-3.95924957e-01]
[ -1.17521386e-01 4.29154454e-02 -3.36691920e-01 -3.27532974e-01
-8.54026731e-02 -7.01859125e-02 -1.57271921e-01 -2.68315604e-01
-1.51685214e-01 1.28416700e-01 -2.66352866e-01 -2.80279446e-01
-2.37201397e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60385902e-01 -9.72669132e-02 1.61107195e-01 -2.19708523e-01
-1.16916292e-01 1.14376066e-01 -1.45284905e-01 -2.39459801e-02
-9.77991339e-02 3.52769854e-02 -8.74805794e-02 -1.81901815e-01
5.19499365e-02]
[ -8.13974337e-02 -2.54105315e-01 -1.78565878e-01 -2.69029478e-01
-4.74927097e-01 -8.39533112e-02 -2.93793746e-02 6.22197816e-04
-4.47267467e-02 1.35798050e-02 -1.45104254e-01 -1.62273056e-01
-2.23086268e-01]
[ -7.41992465e-02 5.73892235e-03 -2.44451931e-01 -2.38752498e-01
1.41628937e-01 -1.62351644e-01 -1.58129510e-01 3.92573503e-02
1.06854584e-02 -2.27911410e-02 -1.71757881e-01 -1.53122979e-02
6.17675939e-02]
[ 2.97684957e-02 -1.58526528e-01 -1.51768130e-01 -4.43019085e-02
-1.20337969e-01 -1.06621897e-01 7.26686608e-02 -1.71124582e-01
-4.33234419e-02 -4.66064295e-02 -7.74909547e-03 -1.70775929e-01
6.20339288e-02]
[ -2.82461092e-01 -1.46240739e-01 -6.87352012e-02 -9.92626190e-02
-3.06687036e-01 -2.71613066e-01 -3.48182558e-01 7.34384843e-02
-2.83677096e-01 -1.94858801e-01 1.72247712e-01 6.81493254e-02
3.28699627e-01]
[ -2.14034407e-01 -1.33632427e-01 -7.62189664e-02 -8.49286845e-02
-8.46717327e-02 -1.13948659e-01 -4.39937737e-02 7.62841519e-02
-1.02184986e-01 4.52216159e-02 8.24275737e-03 -1.86904090e-01
5.14056673e-02]
[ -1.50786010e-01 -7.15167779e-02 -2.19274724e-01 -3.69086835e-01
-1.52563221e-01 -1.98910468e-01 -2.00932221e-01 -4.45174271e-02
2.29672010e-01 -1.44755510e-01 -3.24579811e-01 -3.73385121e-01
-5.16580925e-02]
[ -3.65454139e-01 -8.01016334e-02 -1.41603408e-01 -2.00047907e-01
-5.96641948e-02 -3.09715951e-01 7.45103200e-02 -3.89369513e-02
-1.02188874e-01 1.13358165e-01 -3.11879269e-02 -5.87673147e-02
-1.34758597e-01]
[ -1.69305411e-01 -1.52408824e-01 -4.61778960e-02 -1.21072876e-01
-1.31751746e-01 -2.91808660e-01 -1.18291402e-01 -1.18654348e-01
-3.10048748e-01 2.32592391e-02 2.12565044e-01 1.87999604e-01
-2.94230338e-01]
[ -1.38369299e-01 -1.78435895e-01 -1.11792054e-01 -2.76019694e-01
9.14541720e-02 -1.70000431e-02 -2.30865216e-01 -1.54329039e-01
7.52634360e-02 -1.14479697e-01 -1.74335310e-01 -1.43634052e-01
-3.47644683e-01]
[ -4.43128600e-02 -3.32943851e-02 -1.46701434e-01 -3.78802081e-02
-2.27912064e-01 6.34817176e-02 -8.39177579e-02 -3.71549867e-02
-2.31279309e-01 -6.70396463e-02 -6.44914453e-02 -3.05695171e-01
-1.52564775e-01]
[ -7.33831171e-02 3.87488563e-02 -1.30510698e-01 -2.79245914e-01
1.29446039e-01 2.12751316e-02 -2.44834221e-01 -1.95224854e-01
9.77866249e-02 -8.91524941e-02 -2.32613200e-01 -1.29844951e-01
-2.86255843e-01]
[ 8.40049984e-02 -3.11305868e-01 -8.06371047e-02 -4.05479645e-01
-2.18212288e-01 -8.72820339e-02 4.35085682e-02 8.70502833e-02
-1.16529176e-02 2.72686434e-01 -4.50057355e-01 -4.55400454e-01
3.00442442e-01]
[ -2.17455354e-01 -2.52079604e-01 -1.26558039e-01 -2.64126695e-01
-3.01469888e-01 -9.12053442e-02 1.77808663e-01 2.70110764e-02
2.83463268e-01 3.14307679e-02 -3.30746039e-01 -6.57573738e-01
4.93156817e-01]
[ -8.55606664e-03 -1.88033627e-01 2.44430920e-02 -2.50178556e-01
-1.64197002e-01 1.68382625e-01 1.49779688e-01 2.09431254e-01
-4.56865790e-02 2.01174406e-01 -1.12160696e-01 -6.24085467e-01
5.14134965e-01]
[ 6.50801750e-03 -4.22727113e-02 -1.21602442e-01 -6.73892307e-02
-1.70902862e-01 -4.45979077e-02 2.32755370e-01 1.23401401e-01
2.19463283e-01 3.29902325e-01 -3.84066908e-01 -4.95814468e-01
5.26086210e-01]
[ -7.90541904e-02 -2.77832142e-01 6.13822391e-02 -3.24212803e-01
-1.40940897e-01 1.19412811e-01 3.05049554e-01 9.15178593e-02
-8.71673646e-02 1.30816671e-01 -4.78960540e-01 -5.56277682e-01
6.41090041e-01]
[ 1.23006576e-01 -7.80719483e-02 1.50856779e-02 -1.09558406e-01
-6.75643553e-02 -1.56311429e-02 1.66224833e-01 2.73443965e-01
3.37046995e-01 1.93991414e-01 -4.52666485e-01 -3.93906493e-01
2.94455726e-01]
[ -9.64845181e-03 -1.18547200e-01 1.61251411e-02 5.50464908e-02
-7.35625242e-02 -2.82848583e-01 -1.76866278e-02 2.34374571e-01
-5.95434641e-02 2.36367210e-02 -1.81854543e-01 -4.38863522e-01
1.31024680e-01]
[ 7.80329774e-02 1.23429741e-01 -2.27782195e-03 5.62935736e-02
-8.44923090e-02 -5.92769934e-02 -1.98025284e-01 -2.02716405e-01
-2.83656122e-01 -1.74217602e-01 -1.73957335e-01 2.44608044e-01
-1.11583231e-01]
[ 3.82786383e-02 -7.43189227e-02 1.36348735e-01 1.63881076e-01
2.56127291e-01 8.45223015e-03 -4.04398267e-01 -3.94013935e-01
-1.18433283e-01 -5.51506779e-01 1.62160679e-01 9.17775318e-01
-4.05975583e-01]
[ 3.55506275e-02 8.49158249e-02 -2.11455092e-01 4.10057983e-02
3.31667638e-02 -2.24724065e-04 -1.58001970e-01 -3.31864912e-01
-2.91680179e-01 -1.79137838e-01 -3.89927412e-02 2.39022096e-03
-1.83696536e-01]
[ -5.38975247e-02 -2.19033717e-01 6.84307057e-02 9.26259960e-02
-1.35101996e-01 -1.33913899e-01 5.99098604e-02 2.37147551e-02
1.01138846e-01 -3.36218082e-01 -2.98719139e-01 -2.68192397e-01
6.00034099e-02]
[ 1.72091762e-02 -2.70943762e-01 6.39317465e-02 -2.07055318e-01
-1.88470344e-01 -2.30529386e-01 -2.50289030e-01 8.43221028e-02
4.36651656e-03 1.56587530e-01 -1.39455006e-01 6.68933017e-02
-5.16272495e-02]
[ 1.74699260e-01 5.12548458e-02 -1.02054247e-01 -1.92681940e-01
-5.63506322e-02 -1.01201195e-01 -1.73683392e-01 7.26276660e-02
-1.85240691e-01 -1.96373297e-01 -1.68290176e-01 5.48578697e-02
-8.95456513e-02]
[ -1.70534625e-01 -1.89425523e-01 -1.04232212e-01 -1.82189740e-01
-5.70235805e-02 2.72258331e-02 -1.65886770e-01 -1.21791461e-01
-1.24788093e-01 6.45656687e-02 -2.15244123e-01 -6.66671931e-02
-1.93889522e-01]
[ -3.14552409e-02 -2.26821561e-01 -1.51038213e-01 -2.04317442e-01
-6.53726902e-02 4.44022943e-02 6.47403076e-03 6.84433062e-02
-1.91677922e-01 -1.85221363e-01 -8.34003464e-02 -2.79102458e-01
2.18312378e-02]
[ 1.17482547e-01 6.35913568e-02 -1.03841256e-03 -1.55460200e-01
-3.33754478e-01 8.35644787e-03 -1.15595840e-01 -1.91921823e-01
-2.96065786e-01 1.26213555e-01 -1.30312965e-01 -1.69253126e-01
4.34239982e-03]
[ -6.32449596e-02 -8.75520072e-03 -2.83024317e-01 -5.69852221e-03
6.59103839e-02 1.56283461e-01 -2.21416647e-01 -1.58448935e-01
-5.06678951e-02 -4.39692293e-02 1.39193540e-01 3.71129506e-01
-1.51751802e-02]
[ 1.03997574e-01 3.37562626e-01 -2.04188079e-01 5.39508176e-01
9.85867244e-02 -2.00319472e-03 -2.05712604e-01 -3.64363687e-01
-2.27463435e-01 -3.90898059e-01 5.41826283e-01 8.07264859e-01
-4.80512013e-01]
[ -3.28734590e-02 1.76505292e-01 4.51009177e-02 1.14847203e-01
-1.30653430e-02 -6.97351520e-02 -2.36929633e-01 -3.43418220e-01
-2.49974494e-01 -2.61433935e-01 3.26460751e-01 8.82534696e-01
-4.30867985e-01]
[ -5.15204632e-02 -1.16377566e-01 -1.62807018e-01 2.70428318e-01
-1.63203686e-01 2.34068278e-01 -9.88560816e-02 -2.71793223e-01
-2.56466358e-01 -5.11281768e-01 1.60258560e-01 3.48321448e-01
-2.65242932e-01]
[ 7.92291990e-02 -3.83258487e-01 -5.11047077e-02 -4.53438341e-02
-1.11649860e-01 2.00558062e-01 9.56251027e-02 1.78027719e-01
-1.45309034e-01 -3.46532247e-02 -8.86269112e-02 2.38819224e-01
-1.29482856e-01]
[ 2.03910690e-01 -2.90636572e-01 -1.22925793e-01 -9.06259488e-02
-2.06091293e-01 1.22503975e-01 3.01580990e-02 -1.54611132e-01
-2.99764488e-02 -1.23185897e-01 -1.31881094e-01 -2.10923937e-01
-6.29671978e-02]
[ -1.34624845e-01 -8.16834352e-02 3.91433713e-02 -2.53320239e-01
-5.75352018e-02 -1.40886360e-01 5.99453103e-02 -1.29351188e-02
-6.20464860e-02 -9.04646683e-03 -3.00668245e-01 -4.07934159e-01
-1.33160053e-02]
[ -1.40292954e-01 -1.27188491e-01 -7.10389772e-02 -2.20557798e-01
-3.37917397e-01 -2.87428693e-01 1.11370019e-01 6.46948048e-02
-5.00979635e-03 4.66049205e-02 -1.58928253e-01 -5.30298418e-01
-9.07087603e-02]
[ -1.66661059e-01 -2.18446554e-01 -2.97193501e-01 -2.75226797e-01
-2.62479683e-01 -2.06988079e-01 -3.24775902e-01 1.45800394e-01
-3.91561318e-02 -2.78229483e-01 -2.51149791e-01 -1.53121234e-01
-2.02572309e-01]
[ -1.07059648e-01 1.11955348e-01 2.55149357e-02 -3.64111308e-02
-2.20513492e-01 -1.68539326e-01 -8.27469533e-02 1.50762872e-03
-7.80589539e-02 -2.02212142e-01 -1.90212141e-01 -2.45573416e-01
-9.93154154e-02]
[ -3.48561256e-01 -1.32979365e-01 -2.70015621e-01 8.24012355e-02
-2.10328768e-01 -2.26330725e-01 -5.04040198e-02 -1.60572596e-01
6.33690625e-02 -7.89011765e-02 2.29990292e-02 -3.31168843e-01
-2.38338349e-02]
[ -1.26330029e-01 -3.40057958e-02 -2.58419276e-01 -7.52898641e-04
-2.14775416e-01 -2.76395542e-01 -3.91891479e-01 -9.37153444e-02
-1.72503926e-03 -3.04615349e-01 -2.65642510e-01 -3.54895468e-01
-9.44741604e-02]
[ -2.13817145e-01 -5.43146953e-01 -3.29367125e-01 -3.95868269e-01
-3.38711313e-01 -2.26141405e-01 1.31602055e-02 -3.05560940e-01
1.18409435e-01 -2.48480336e-01 -2.35529038e-01 -1.19367523e-01
-7.78340132e-02]
[ -2.11599033e-01 -3.01062775e-01 -3.11066181e-01 -1.56987389e-01
-1.00005343e-01 -1.46614898e-01 -1.03520316e-01 -1.42482929e-02
-2.01600507e-01 -5.02835411e-01 -2.50655081e-01 -1.24203870e-01
2.69320250e-02]
[ -1.22864809e-01 3.05710336e-02 -2.39273913e-01 -3.54566712e-01
-2.24933267e-01 -2.57907199e-01 -5.95345865e-02 -2.60862752e-01
3.19721040e-02 1.11253854e-02 -3.00618817e-01 -5.04014868e-02
-1.85318404e-01]]
Progress: 6.3% ... Training loss: 0.336 ... Validation loss: 0.596[[-0.03969827]
[ 0.34846184]
[-0.11512091]
[ 0.69949196]
[ 0.32059768]
[ 0.01891256]
[-0.81610508]
[-0.94501853]
[-0.70891483]
[-0.95462009]
[ 0.94857816]
[ 2.32451686]
[-1.40881672]]
[[ -5.33748256e-01 -5.37507763e-01 -5.76748925e-01 -2.50945078e-01
-3.37699848e-01 -5.84986421e-01 -5.49366384e-01 -4.98166839e-01
-6.78759597e-01 -5.87323593e-01 -1.36524241e-01 3.43309755e-01
-4.70552624e-01]
[ 6.21690205e-03 -1.43182411e-01 5.31046282e-02 -3.00469604e-02
-4.74330501e-02 5.89427062e-02 -1.06627319e-01 2.54565013e-01
-1.10276156e-01 -1.46157007e-01 -5.18378971e-02 -4.94608517e-02
1.30950475e-01]
[ -1.95174788e-01 1.49966641e-01 -2.12576158e-02 1.43112467e-01
1.33452745e-01 -1.10376013e-01 2.64384645e-02 -1.50905582e-01
1.38671306e-01 -1.62705771e-01 2.95721427e-01 8.11112727e-01
1.59570777e-01]
[ 1.79311460e-01 -3.01404998e-01 -2.58291354e-01 -1.07619849e-01
-3.54992039e-01 -4.38283233e-03 6.05798595e-02 -2.15580860e-01
2.13021854e-01 -2.25679219e-01 -2.72556727e-01 -5.12621365e-01
-3.43387933e-02]
[ 1.03147998e-01 8.57670429e-02 8.74549508e-02 1.70954507e-01
2.35629759e-02 7.41917579e-02 -6.71918561e-02 5.85668663e-02
-2.10779902e-02 1.23045000e-01 2.47451121e-01 1.00916652e-01
1.38184917e-01]
[ -4.83368277e-01 -5.59653884e-01 -6.09301764e-01 -5.14604854e-01
-5.61811468e-01 -5.61132131e-01 -3.07981762e-01 -2.19738507e-01
-4.24559553e-01 -2.96373560e-01 -3.63547703e-01 -4.98879187e-01
-2.64697955e-01]
[ -4.13529494e-01 -5.73544624e-01 -3.19336253e-01 -3.59981765e-01
-4.06028326e-01 -5.57212317e-01 -4.36970157e-01 -4.60467638e-01
-2.93785800e-01 -2.01254863e-01 -4.61177343e-01 -2.45165881e-01
-1.77862485e-01]
[ -3.14555689e-01 -3.73189345e-01 -4.52141668e-01 -2.88379239e-01
-3.23622262e-01 -4.11089500e-01 -1.79910210e-01 -1.14768100e-01
-2.19963417e-01 -3.67508712e-01 -2.45325636e-01 -4.13630301e-01
-1.51764407e-01]
[ -4.73570238e-01 -3.43379430e-01 -3.77940415e-01 -1.21215552e-01
-3.29225346e-01 -2.11826791e-01 -1.96207031e-01 -4.61910568e-01
-3.48278102e-01 -4.91265869e-01 -1.06309766e-01 2.01401606e-02
-2.97586991e-01]
[ -9.44942139e-01 -9.30898638e-01 -9.67279262e-01 -8.05960096e-01
-1.00970415e+00 -9.73983401e-01 -6.86605853e-01 -6.67845454e-01
-7.81357007e-01 -5.69398769e-01 -7.94729178e-01 -4.93306268e-01
-3.71542593e-01]
[ -5.00689243e-01 -2.65654868e-01 -4.60148970e-01 -3.10945861e-01
-3.56349188e-01 -3.53645135e-01 -5.29196466e-01 -5.56981807e-01
-6.08289528e-01 -1.50214789e-01 -4.01386336e-01 -5.38284007e-01
-3.92648236e-01]
[ -1.17712286e-01 4.40403105e-02 -3.36989875e-01 -3.25389507e-01
-8.46547260e-02 -7.01698950e-02 -1.59740867e-01 -2.71342355e-01
-1.54466950e-01 1.25007881e-01 -2.63997697e-01 -2.77197822e-01
-2.43365505e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60428071e-01 -9.70198865e-02 1.60987613e-01 -2.19454117e-01
-1.16734237e-01 1.14381080e-01 -1.46069274e-01 -2.48842348e-02
-9.82838177e-02 3.42197908e-02 -8.71362834e-02 -1.82749055e-01
5.04510418e-02]
[ -8.15133125e-02 -2.53489559e-01 -1.78784339e-01 -2.67608422e-01
-4.74494213e-01 -8.39417287e-02 -3.08852451e-02 -1.71384720e-03
-4.59701712e-02 1.12388693e-02 -1.42924918e-01 -1.56677220e-01
-2.25887172e-01]
[ -7.41509717e-02 5.52105378e-03 -2.44383787e-01 -2.38518618e-01
1.41400787e-01 -1.62353358e-01 -1.57505364e-01 3.99327140e-02
1.14775242e-02 -2.11585447e-02 -1.71582751e-01 -1.49169052e-02
6.23930142e-02]
[ 2.96203082e-02 -1.56967654e-01 -1.52200829e-01 -4.00909455e-02
-1.18847171e-01 -1.06606700e-01 7.02256644e-02 -1.74650267e-01
-4.53507668e-02 -5.12552027e-02 -1.13930449e-03 -1.57716442e-01
5.33646810e-02]
[ -2.82433437e-01 -1.46332992e-01 -6.86233373e-02 -1.00001452e-01
-3.06830997e-01 -2.71613640e-01 -3.46980137e-01 7.48008755e-02
-2.82646881e-01 -1.93520793e-01 1.71417108e-01 6.42501492e-02
3.33353003e-01]
[ -2.14286853e-01 -1.31296863e-01 -7.70115714e-02 -7.89165577e-02
-8.24575615e-02 -1.13918608e-01 -5.05959336e-02 6.92466191e-02
-1.07835784e-01 3.77598345e-02 1.81142606e-02 -1.62039082e-01
3.58872815e-02]
[ -1.50874864e-01 -7.05020209e-02 -2.19448234e-01 -3.66585860e-01
-1.51811161e-01 -1.98900554e-01 -2.01618114e-01 -4.52337531e-02
2.29082203e-01 -1.45708445e-01 -3.21913515e-01 -3.72324707e-01
-5.21695487e-02]
[ -3.65572804e-01 -7.90405632e-02 -1.41889349e-01 -1.97985090e-01
-5.90894726e-02 -3.09706125e-01 7.28465493e-02 -4.17312370e-02
-1.03552559e-01 1.11168913e-01 -2.89020176e-02 -5.23606773e-02
-1.38605937e-01]
[ -1.69223186e-01 -1.53026156e-01 -4.59665626e-02 -1.22811479e-01
-1.32314460e-01 -2.91819446e-01 -1.16717124e-01 -1.16989110e-01
-3.08794630e-01 2.49357032e-02 2.10163730e-01 1.82734590e-01
-2.91853161e-01]
[ -1.38310040e-01 -1.78740709e-01 -1.11701137e-01 -2.76704989e-01
9.11290213e-02 -1.70072658e-02 -2.29861105e-01 -1.53455678e-01
7.62135671e-02 -1.13672132e-01 -1.75284343e-01 -1.46264369e-01
-3.46104958e-01]
[ -4.43143075e-02 -3.32583520e-02 -1.46713531e-01 -3.77860147e-02
-2.27866403e-01 6.34822440e-02 -8.42001675e-02 -3.75627818e-02
-2.31337280e-01 -6.70742369e-02 -6.43044593e-02 -3.04512243e-01
-1.53111763e-01]
[ -7.34089200e-02 3.88155977e-02 -1.30532998e-01 -2.79130528e-01
1.29518918e-01 2.12777517e-02 -2.45229339e-01 -1.95623271e-01
9.74117964e-02 -8.95318909e-02 -2.32479272e-01 -1.29871154e-01
-2.86957856e-01]
[ 8.39913867e-02 -3.11237678e-01 -8.06774425e-02 -4.05330920e-01
-2.18118429e-01 -8.72804595e-02 4.30190262e-02 8.63816968e-02
-1.19878623e-02 2.72054191e-01 -4.49706830e-01 -4.54205660e-01
2.99428858e-01]
[ -2.17398427e-01 -2.52331521e-01 -1.26456579e-01 -2.65035378e-01
-3.01738063e-01 -9.12101817e-02 1.79348950e-01 2.84830188e-02
2.85112197e-01 3.28141387e-02 -3.31841796e-01 -6.61605811e-01
4.97837452e-01]
[ -8.62150070e-03 -1.87697263e-01 2.43030778e-02 -2.49784331e-01
-1.63905963e-01 1.68390887e-01 1.48974912e-01 2.08350878e-01
-4.63231603e-02 2.00170417e-01 -1.11639920e-01 -6.24042693e-01
5.12634680e-01]
[ 6.46437107e-03 -4.21208866e-02 -1.21637978e-01 -6.71549549e-02
-1.70810477e-01 -4.45931370e-02 2.32029473e-01 1.22740563e-01
2.18836391e-01 3.29124749e-01 -3.83840127e-01 -4.96429101e-01
5.25557662e-01]
[ -7.90707327e-02 -2.77778474e-01 6.13690976e-02 -3.24122792e-01
-1.40898325e-01 1.19414452e-01 3.04784850e-01 9.11876295e-02
-8.73579382e-02 1.30376545e-01 -4.78894590e-01 -5.56814271e-01
6.40586697e-01]
[ 1.23087648e-01 -7.84828095e-02 1.52219442e-02 -1.10553995e-01
-6.79272629e-02 -1.56384981e-02 1.67986346e-01 2.75393223e-01
3.38774772e-01 1.95878063e-01 -4.53844309e-01 -3.98565880e-01
2.98270643e-01]
[ -9.52753362e-03 -1.19199635e-01 1.63413610e-02 5.34146706e-02
-7.41344910e-02 -2.82857995e-01 -1.55134525e-02 2.36899389e-01
-5.77182095e-02 2.63216642e-02 -1.84067111e-01 -4.44893698e-01
1.35314167e-01]
[ 7.79468635e-02 1.24085479e-01 -2.46853138e-03 5.77518752e-02
-8.39503851e-02 -5.92684870e-02 -2.00102410e-01 -2.04510086e-01
-2.85325683e-01 -1.76055261e-01 -1.72265680e-01 2.50297899e-01
-1.15170846e-01]
[ 3.82634247e-02 -7.42223154e-02 1.36302527e-01 1.64136173e-01
2.56216171e-01 8.45405493e-03 -4.04634068e-01 -3.94464709e-01
-1.18613015e-01 -5.51974797e-01 1.62568378e-01 9.18733982e-01
-4.06519725e-01]
[ 3.55906140e-02 8.46396184e-02 -2.11366546e-01 4.03755480e-02
3.29634235e-02 -2.28643731e-04 -1.57307097e-01 -3.31123315e-01
-2.91034973e-01 -1.78364985e-01 -3.98403858e-02 -2.45160801e-04
-1.81923469e-01]
[ -5.38917439e-02 -2.19080495e-01 6.84512221e-02 9.24659256e-02
-1.35167742e-01 -1.33914562e-01 6.01854193e-02 2.39475304e-02
1.01345706e-01 -3.36036836e-01 -2.98958023e-01 -2.69211061e-01
6.05098763e-02]
[ 1.72100453e-02 -2.70987205e-01 6.39393908e-02 -2.07105912e-01
-1.88511472e-01 -2.30529569e-01 -2.50153039e-01 8.43032634e-02
4.59061710e-03 1.56582238e-01 -1.39621945e-01 6.63623938e-02
-5.13379296e-02]
[ 1.74760804e-01 5.04330380e-02 -1.01901979e-01 -1.94044653e-01
-5.71371398e-02 -1.01206998e-01 -1.72237884e-01 7.47993087e-02
-1.83329782e-01 -1.94987302e-01 -1.71011237e-01 4.83381001e-02
-8.49017229e-02]
[ -1.70504969e-01 -1.89915005e-01 -1.04069636e-01 -1.83374921e-01
-5.75713642e-02 2.72203177e-02 -1.64611399e-01 -1.20015399e-01
-1.23873773e-01 6.63309542e-02 -2.17429181e-01 -7.10833530e-02
-1.90750491e-01]
[ -3.14325549e-02 -2.27126798e-01 -1.50953015e-01 -2.04990962e-01
-6.57831423e-02 4.43986299e-02 7.45293163e-03 6.92918229e-02
-1.90975873e-01 -1.84439933e-01 -8.49071521e-02 -2.82322640e-01
2.37096209e-02]
[ 1.17400848e-01 6.44467426e-02 -1.31096365e-03 -1.53821956e-01
-3.33142648e-01 8.36547668e-03 -1.17476586e-01 -1.94756397e-01
-2.97733746e-01 1.23239703e-01 -1.27394388e-01 -1.61187223e-01
-7.76409574e-04]
[ -6.33135969e-02 -8.17975020e-03 -2.83203548e-01 -4.38203253e-03
6.64142926e-02 1.56290353e-01 -2.22322991e-01 -1.60082280e-01
-5.15580113e-02 -4.63924229e-02 1.41542805e-01 3.77462312e-01
-1.91169585e-02]
[ 1.03617416e-01 3.41786060e-01 -2.05197027e-01 5.49987413e-01
1.02413846e-01 -1.96453944e-03 -2.12767905e-01 -3.73786167e-01
-2.34090734e-01 -3.99905966e-01 5.57523955e-01 8.37568761e-01
-5.00090137e-01]
[ -3.29318179e-02 1.77352909e-01 4.48440709e-02 1.16936230e-01
-1.23688863e-02 -6.97278731e-02 -2.39142582e-01 -3.46204244e-01
-2.51479568e-01 -2.63227779e-01 3.30118105e-01 8.91659773e-01
-4.35596118e-01]
[ -5.16100919e-02 -1.15578895e-01 -1.63022342e-01 2.72415957e-01
-1.62582121e-01 2.34077741e-01 -1.00601453e-01 -2.73855462e-01
-2.57910516e-01 -5.13175435e-01 1.63047599e-01 3.57397325e-01
-2.70527595e-01]
[ 7.92261037e-02 -3.83279066e-01 -5.11045699e-02 -4.52142405e-02
-1.11641679e-01 2.00558263e-01 9.55053657e-02 1.77941443e-01
-1.45346001e-01 -3.45533107e-02 -8.84095411e-02 2.39554503e-01
-1.29699069e-01]
[ 2.03874252e-01 -2.90376735e-01 -1.23006547e-01 -8.99097307e-02
-2.05816169e-01 1.22507999e-01 2.90758288e-02 -1.55600305e-01
-3.09940999e-02 -1.24036489e-01 -1.30617271e-01 -2.06958157e-01
-6.53092867e-02]
[ -1.34644674e-01 -8.15275771e-02 3.90852182e-02 -2.53061165e-01
-5.74159020e-02 -1.40884289e-01 5.94355799e-02 -1.35970722e-02
-6.25254702e-02 -9.60204155e-03 -3.00324370e-01 -4.07387253e-01
-1.43418177e-02]
[ -1.40310025e-01 -1.27244835e-01 -7.10469903e-02 -2.20412464e-01
-3.37968282e-01 -2.87427100e-01 1.11241504e-01 6.48795937e-02
-5.27470329e-03 4.67165423e-02 -1.59003847e-01 -5.32224359e-01
-9.07103863e-02]
[ -1.66657694e-01 -2.18089799e-01 -2.97334738e-01 -2.74897832e-01
-2.62265771e-01 -2.06988832e-01 -3.25381209e-01 1.44065660e-01
-3.98337032e-02 -2.80648482e-01 -2.49798962e-01 -1.49347549e-01
-2.06858621e-01]
[ -1.07331269e-01 1.14730918e-01 2.47796092e-02 -3.06283366e-02
-2.18269462e-01 -1.68508348e-01 -8.79320974e-02 -5.25733563e-03
-8.23505206e-02 -2.07962550e-01 -1.81813172e-01 -2.25829689e-01
-1.10611422e-01]
[ -3.48613776e-01 -1.33170203e-01 -2.70008910e-01 8.18779079e-02
-2.10626486e-01 -2.26327259e-01 -5.06600657e-02 -1.60801599e-01
6.29848128e-02 -7.91485330e-02 2.16488399e-02 -3.36116638e-01
-2.38119486e-02]
[ -1.26480624e-01 -3.21508977e-02 -2.58798813e-01 3.63591330e-03
-2.13300335e-01 -2.76381724e-01 -3.94564302e-01 -9.73938026e-02
-3.93085546e-03 -3.07973881e-01 -2.59500348e-01 -3.41275384e-01
-9.99851712e-02]
[ -2.13845765e-01 -5.43182652e-01 -3.29349788e-01 -3.94947644e-01
-3.38860561e-01 -2.26140398e-01 1.34828223e-02 -3.04625266e-01
1.18919752e-01 -2.48058231e-01 -2.35054490e-01 -1.18377039e-01
-7.62457801e-02]
[ -2.11712282e-01 -3.00003334e-01 -3.11386688e-01 -1.54172304e-01
-9.89256773e-02 -1.46601753e-01 -1.05998144e-01 -1.79366658e-02
-2.03066211e-01 -5.05805099e-01 -2.45910679e-01 -1.14551351e-01
2.05618014e-02]
[ -1.22827606e-01 3.04544601e-02 -2.39296291e-01 -3.54536595e-01
-2.24993737e-01 -2.57904424e-01 -5.86176880e-02 -2.59280880e-01
3.27207021e-02 1.18380370e-02 -3.00107313e-01 -5.33364364e-02
-1.84364501e-01]]
Progress: 6.3% ... Training loss: 0.339 ... Validation loss: 0.580[[-0.04198881]
[ 0.34097981]
[-0.11915929]
[ 0.68979691]
[ 0.31513003]
[ 0.0182547 ]
[-0.82267655]
[-0.94644377]
[-0.71562291]
[-0.95748049]
[ 0.93616247]
[ 2.31225781]
[-1.41660365]]
[[ -5.33740508e-01 -5.37869620e-01 -5.76703607e-01 -2.52743658e-01
-3.37709553e-01 -5.84980486e-01 -5.46020912e-01 -4.96081810e-01
-6.76570994e-01 -5.86046993e-01 -1.39279424e-01 3.37122064e-01
-4.65032174e-01]
[ 6.19467667e-03 -1.42674173e-01 5.29913746e-02 -2.93779563e-02
-4.69485392e-02 5.89587309e-02 -1.07926763e-01 2.52838025e-01
-1.11391768e-01 -1.46948865e-01 -5.07790819e-02 -4.49149253e-02
1.28015333e-01]
[ -1.94874425e-01 1.47385455e-01 -2.04365995e-02 1.36045303e-01
1.31065057e-01 -1.10513968e-01 3.52387671e-02 -1.43804068e-01
1.45581570e-01 -1.53334432e-01 2.87819235e-01 7.93356254e-01
1.74436830e-01]
[ 1.79461020e-01 -3.02448030e-01 -2.58049741e-01 -1.10275713e-01
-3.56275506e-01 -4.42646959e-03 6.48154678e-02 -2.12852746e-01
2.16619973e-01 -2.23100931e-01 -2.77401797e-01 -5.31179927e-01
-2.65572448e-02]
[ 1.03676324e-01 7.86681582e-02 8.92534586e-02 1.58372690e-01
1.76572714e-02 7.39341042e-02 -5.70936380e-02 7.77381297e-02
-1.27385618e-02 1.41016588e-01 2.26218580e-01 4.88279576e-02
1.64733931e-01]
[ -4.83284618e-01 -5.60918525e-01 -6.08988295e-01 -5.16749493e-01
-5.62923131e-01 -5.61171798e-01 -3.06475401e-01 -2.16443131e-01
-4.23222664e-01 -2.92894190e-01 -3.67606490e-01 -5.10185490e-01
-2.60016767e-01]
[ -4.13760211e-01 -5.71755783e-01 -3.19992750e-01 -3.55257172e-01
-4.03938326e-01 -5.57107988e-01 -4.42117132e-01 -4.69015759e-01
-2.98327847e-01 -2.09487218e-01 -4.53808675e-01 -2.21731222e-01
-1.92687478e-01]
[ -3.14303379e-01 -3.75799712e-01 -4.51391005e-01 -2.95623168e-01
-3.25980718e-01 -4.11191220e-01 -1.72117257e-01 -1.07139839e-01
-2.13458867e-01 -3.59014143e-01 -2.55383062e-01 -4.40899711e-01
-1.35761513e-01]
[ -4.73599450e-01 -3.42948778e-01 -3.78009805e-01 -1.20971624e-01
-3.28987617e-01 -2.11807524e-01 -1.96133080e-01 -4.62424896e-01
-3.48193103e-01 -4.91947964e-01 -1.06093378e-01 2.01545976e-02
-2.96965726e-01]
[ -9.44857245e-01 -9.31993787e-01 -9.66991646e-01 -8.09476251e-01
-1.01062750e+00 -9.74016772e-01 -6.82716435e-01 -6.64056224e-01
-7.78978161e-01 -5.65515656e-01 -7.99462492e-01 -5.04362000e-01
-3.64465495e-01]
[ -5.00683830e-01 -2.66215923e-01 -4.60084451e-01 -3.11713717e-01
-3.56653285e-01 -3.53636836e-01 -5.28501288e-01 -5.58745191e-01
-6.07150614e-01 -1.50621122e-01 -4.03016646e-01 -5.41116333e-01
-3.93135941e-01]
[ -1.17726552e-01 4.40410012e-02 -3.37003765e-01 -3.25525542e-01
-8.45696662e-02 -7.01626139e-02 -1.60099171e-01 -2.71507012e-01
-1.54600320e-01 1.24590591e-01 -2.64165230e-01 -2.78436380e-01
-2.43474542e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60449574e-01 -9.67998266e-02 1.60905695e-01 -2.19014594e-01
-1.16557477e-01 1.14396202e-01 -1.46501959e-01 -2.56173046e-02
-9.85174002e-02 3.33900225e-02 -8.66794604e-02 -1.83346133e-01
4.93162341e-02]
[ -8.15396019e-02 -2.53657291e-01 -1.78744349e-01 -2.67707746e-01
-4.74582438e-01 -8.39401518e-02 -3.13931957e-02 -1.85936449e-03
-4.65043170e-02 1.10435659e-02 -1.43158582e-01 -1.55890706e-01
-2.26350942e-01]
[ -7.40840337e-02 4.50251655e-03 -2.44130311e-01 -2.40493057e-01
1.40492398e-01 -1.62382270e-01 -1.56541475e-01 4.25981518e-02
1.24095155e-02 -1.83406112e-02 -1.75371456e-01 -2.52978146e-02
6.64344798e-02]
[ 2.95051625e-02 -1.55764554e-01 -1.52592528e-01 -3.69689793e-02
-1.17444234e-01 -1.06551419e-01 6.74530136e-02 -1.79394824e-01
-4.72547133e-02 -5.62718797e-02 4.06491292e-03 -1.44410327e-01
4.49917473e-02]
[ -2.82507971e-01 -1.45829332e-01 -6.88356640e-02 -9.85992788e-02
-3.06264725e-01 -2.71578789e-01 -3.48411864e-01 7.18676074e-02
-2.84505861e-01 -1.95716049e-01 1.73526553e-01 7.47777152e-02
3.28474763e-01]
[ -2.14315127e-01 -1.30917530e-01 -7.71049356e-02 -7.82585202e-02
-8.21194512e-02 -1.13906026e-01 -5.14172285e-02 6.78605271e-02
-1.08578268e-01 3.67388774e-02 1.93026686e-02 -1.58278650e-01
3.38363118e-02]
[ -1.50870360e-01 -7.04849079e-02 -2.19429789e-01 -3.66843971e-01
-1.51894101e-01 -1.98905779e-01 -2.01522594e-01 -4.52562594e-02
2.29199255e-01 -1.45145861e-01 -3.21710491e-01 -3.71246530e-01
-5.23355966e-02]
[ -3.65404644e-01 -8.12939425e-02 -1.41302889e-01 -2.02530876e-01
-6.09563929e-02 -3.09784202e-01 7.85032858e-02 -3.59621589e-02
-9.90722344e-02 1.17008060e-01 -3.56970338e-02 -7.06963428e-02
-1.27497801e-01]
[ -1.69092466e-01 -1.54036181e-01 -4.56508759e-02 -1.26819829e-01
-1.33341732e-01 -2.91864522e-01 -1.13125579e-01 -1.13022039e-01
-3.05716583e-01 2.85021607e-02 2.04165729e-01 1.65497727e-01
-2.83527636e-01]
[ -1.38319000e-01 -1.78531708e-01 -1.11713699e-01 -2.76417680e-01
9.12164683e-02 -1.70031014e-02 -2.29444456e-01 -1.53478348e-01
7.66270348e-02 -1.13577730e-01 -1.74679771e-01 -1.45763553e-01
-3.45424565e-01]
[ -4.43122922e-02 -3.32690378e-02 -1.46723897e-01 -3.77685274e-02
-2.27855222e-01 6.34834134e-02 -8.42644811e-02 -3.77109502e-02
-2.31265224e-01 -6.70282150e-02 -6.42901739e-02 -3.03918492e-01
-1.53037925e-01]
[ -7.34305100e-02 3.90881768e-02 -1.30606575e-01 -2.78591061e-01
1.29767567e-01 2.12925032e-02 -2.45696766e-01 -1.96027820e-01
9.69763876e-02 -9.01409861e-02 -2.31975818e-01 -1.29000625e-01
-2.87640090e-01]
[ 8.40160400e-02 -3.11503625e-01 -8.06344778e-02 -4.05824572e-01
-2.18358573e-01 -8.72918645e-02 4.36255937e-02 8.70429276e-02
-1.12890498e-02 2.72499905e-01 -4.50319518e-01 -4.56028123e-01
3.00588431e-01]
[ -2.17409228e-01 -2.52345885e-01 -1.26471116e-01 -2.65301255e-01
-3.01767146e-01 -9.12041941e-02 1.79552268e-01 2.82504786e-02
2.85290672e-01 3.26440477e-02 -3.32439660e-01 -6.63933944e-01
4.98389430e-01]
[ -8.57818997e-03 -1.88088539e-01 2.44242265e-02 -2.50933857e-01
-1.64279974e-01 1.68368979e-01 1.50534116e-01 2.10078526e-01
-4.51182038e-02 2.01629412e-01 -1.13522851e-01 -6.28904052e-01
5.16655332e-01]
[ 6.46332955e-03 -4.22336276e-02 -1.21622826e-01 -6.76439396e-02
-1.70894346e-01 -4.45908154e-02 2.32513850e-01 1.23288872e-01
2.19198479e-01 3.29353164e-01 -3.84523643e-01 -5.00189361e-01
5.27173769e-01]
[ -7.90558528e-02 -2.77895767e-01 6.14092650e-02 -3.24410185e-01
-1.41008849e-01 1.19407537e-01 3.05534235e-01 9.17765465e-02
-8.68963437e-02 1.30842594e-01 -4.79221128e-01 -5.58173840e-01
6.41957257e-01]
[ 1.23056367e-01 -7.82659648e-02 1.51399683e-02 -1.10144913e-01
-6.77526713e-02 -1.56244983e-02 1.67376208e-01 2.74667713e-01
3.38260194e-01 1.95007174e-01 -4.53478645e-01 -3.98120576e-01
2.97063902e-01]
[ -9.50255862e-03 -1.19361506e-01 1.63949505e-02 5.28775150e-02
-7.43094990e-02 -2.82865418e-01 -1.47814853e-02 2.38024567e-01
-5.71655891e-02 2.70045885e-02 -1.84822125e-01 -4.47376607e-01
1.36725364e-01]
[ 7.79197262e-02 1.24316394e-01 -2.52621852e-03 5.80456681e-02
-8.38406924e-02 -5.92553461e-02 -2.00425382e-01 -2.04995532e-01
-2.85702072e-01 -1.76740836e-01 -1.72337755e-01 2.49049832e-01
-1.15947774e-01]
[ 3.85463576e-02 -7.68826126e-02 1.37087371e-01 1.58624810e-01
2.53761199e-01 8.33511439e-03 -3.99620397e-01 -3.88356622e-01
-1.13488655e-01 -5.44981184e-01 1.54580335e-01 8.98714461e-01
-3.96007349e-01]
[ 3.56047741e-02 8.44393151e-02 -2.11333297e-01 3.99531004e-02
3.28427363e-02 -2.28438483e-04 -1.57011027e-01 -3.30676677e-01
-2.90869344e-01 -1.77746745e-01 -4.08755266e-02 -2.90072011e-03
-1.80738279e-01]
[ -5.38102092e-02 -2.20194931e-01 6.87628112e-02 8.98488272e-02
-1.36267711e-01 -1.33961818e-01 6.35247365e-02 2.70064080e-02
1.04327535e-01 -3.33547174e-01 -3.02424374e-01 -2.79949502e-01
6.61238954e-02]
[ 1.72212482e-02 -2.71182513e-01 6.39846503e-02 -2.07663521e-01
-1.88702174e-01 -2.30534812e-01 -2.49812248e-01 8.49151319e-02
4.86997501e-03 1.57040112e-01 -1.40593131e-01 6.39693503e-02
-5.03686327e-02]
[ 1.74674117e-01 5.15697579e-02 -1.02176586e-01 -1.91969970e-01
-5.60081377e-02 -1.01170078e-01 -1.74561145e-01 7.06227570e-02
-1.85147508e-01 -1.97407612e-01 -1.67091725e-01 6.10636697e-02
-9.00973996e-02]
[ -1.70534246e-01 -1.89957031e-01 -1.04143264e-01 -1.82983987e-01
-5.75393835e-02 2.72354607e-02 -1.64619572e-01 -1.20933655e-01
-1.24500907e-01 6.55705366e-02 -2.16978570e-01 -6.83241620e-02
-1.92703381e-01]
[ -3.15505936e-02 -2.26040102e-01 -1.51272451e-01 -2.02501144e-01
-6.45657567e-02 4.44541634e-02 4.68746582e-03 6.49085608e-02
-1.93467347e-01 -1.87662750e-01 -8.10984922e-02 -2.69070216e-01
1.67320313e-02]
[ 1.17392643e-01 6.46206578e-02 -1.36606744e-03 -1.53661619e-01
-3.32988139e-01 8.37209674e-03 -1.17679724e-01 -1.95353604e-01
-2.97844146e-01 1.22691972e-01 -1.27056036e-01 -1.59667659e-01
-1.33400704e-03]
[ -6.33379806e-02 -7.74275183e-03 -2.83280817e-01 -3.63636654e-03
6.68276967e-02 1.56302131e-01 -2.23155735e-01 -1.60923201e-01
-5.21306575e-02 -4.78510178e-02 1.43164011e-01 3.80253495e-01
-2.11416255e-02]
[ 1.03586576e-01 3.42176735e-01 -2.05289986e-01 5.50834126e-01
1.02721537e-01 -1.94734306e-03 -2.13483796e-01 -3.74559594e-01
-2.34678102e-01 -4.00617840e-01 5.58656155e-01 8.40804529e-01
-5.01093802e-01]
[ -3.29445048e-02 1.77570425e-01 4.47926410e-02 1.17322899e-01
-1.21800287e-02 -6.97216308e-02 -2.39577917e-01 -3.46667093e-01
-2.52043035e-01 -2.63688277e-01 3.30916954e-01 8.92710525e-01
-4.36721956e-01]
[ -5.15908537e-02 -1.15912028e-01 -1.62930902e-01 2.72168266e-01
-1.62798905e-01 2.34062282e-01 -1.00177228e-01 -2.72897677e-01
-2.57563111e-01 -5.11934956e-01 1.62492436e-01 3.57136666e-01
-2.70020586e-01]
[ 7.91777429e-02 -3.82957062e-01 -5.12330667e-02 -4.41203913e-02
-1.11314580e-01 2.00583401e-01 9.38777664e-02 1.76560570e-01
-1.46629748e-01 -3.57342465e-02 -8.69067282e-02 2.44671379e-01
-1.32634588e-01]
[ 2.03867921e-01 -2.90382900e-01 -1.23014323e-01 -8.99010751e-02
-2.05842428e-01 1.22510455e-01 2.90487640e-02 -1.55621794e-01
-3.10017482e-02 -1.24161828e-01 -1.30693082e-01 -2.07540856e-01
-6.52362171e-02]
[ -1.34690391e-01 -8.12855882e-02 3.89854121e-02 -2.52464830e-01
-5.71342546e-02 -1.40866397e-01 5.81670839e-02 -1.46775873e-02
-6.34977509e-02 -1.08108435e-02 -2.99442620e-01 -4.04879725e-01
-1.64074360e-02]
[ -1.40270081e-01 -1.27739462e-01 -7.09134385e-02 -2.21750248e-01
-3.38324522e-01 -2.87440914e-01 1.12859180e-01 6.69850902e-02
-4.32258161e-03 4.85179423e-02 -1.61332304e-01 -5.38242451e-01
-8.73983315e-02]
[ -1.66901806e-01 -2.15445759e-01 -2.98190487e-01 -2.69706603e-01
-2.59655626e-01 -2.06865036e-01 -3.30425236e-01 1.34043250e-01
-4.47838715e-02 -2.90063925e-01 -2.41468292e-01 -1.24413477e-01
-2.23220545e-01]
[ -1.07297134e-01 1.14009427e-01 2.50357986e-02 -3.23668661e-02
-2.18860356e-01 -1.68521229e-01 -8.64627751e-02 -2.72616385e-03
-8.16464337e-02 -2.04490226e-01 -1.85091734e-01 -2.31350576e-01
-1.05969250e-01]
[ -3.48558922e-01 -1.33923640e-01 -2.69797911e-01 7.94873830e-02
-2.11239344e-01 -2.26347472e-01 -4.78976999e-02 -1.57569816e-01
6.55102453e-02 -7.65679116e-02 1.76784231e-02 -3.47135874e-01
-1.68628673e-02]
[ -1.26434720e-01 -3.27515788e-02 -2.58639328e-01 2.32759644e-03
-2.13868541e-01 -2.76400025e-01 -3.93303714e-01 -9.55161932e-02
-2.42707122e-03 -3.06162471e-01 -2.61593605e-01 -3.47816000e-01
-9.61406762e-02]
[ -2.13979864e-01 -5.42562865e-01 -3.29598543e-01 -3.93184408e-01
-3.38165315e-01 -2.26091919e-01 1.03226317e-02 -3.07933839e-01
1.16297076e-01 -2.51557603e-01 -2.31931808e-01 -1.10049991e-01
-8.19531046e-02]
[ -2.11669689e-01 -3.00469284e-01 -3.11255087e-01 -1.55326139e-01
-9.94621942e-02 -1.46619917e-01 -1.04341435e-01 -1.57636614e-02
-2.01879696e-01 -5.04230930e-01 -2.47888922e-01 -1.21397167e-01
2.47189022e-02]
[ -1.22550841e-01 2.80766810e-02 -2.38611816e-01 -3.59319899e-01
-2.27133042e-01 -2.58024930e-01 -5.33361633e-02 -2.53902277e-01
3.77581170e-02 1.83738178e-02 -3.06771345e-01 -7.17976188e-02
-1.75407747e-01]]
Progress: 6.4% ... Training loss: 0.332 ... Validation loss: 0.580[[-0.04216558]
[ 0.34049832]
[-0.11804288]
[ 0.69324848]
[ 0.32021404]
[ 0.01975945]
[-0.81969253]
[-0.94318436]
[-0.7109707 ]
[-0.95934977]
[ 0.94231833]
[ 2.3393565 ]
[-1.4121915 ]]
[[ -5.33799778e-01 -5.37401982e-01 -5.76900065e-01 -2.50339570e-01
-3.36379253e-01 -5.84920442e-01 -5.46980437e-01 -4.97459872e-01
-6.77949200e-01 -5.84964885e-01 -1.34441221e-01 3.56115556e-01
-4.67428992e-01]
[ 6.16855642e-03 -1.42487517e-01 5.29291656e-02 -2.89500481e-02
-4.68872320e-02 5.89665287e-02 -1.08450515e-01 2.51966013e-01
-1.11682953e-01 -1.47625725e-01 -4.99215198e-02 -4.26039945e-02
1.26346764e-01]
[ -1.94964147e-01 1.49716369e-01 -2.07215336e-02 1.40084447e-01
1.33018184e-01 -1.10468242e-01 3.15009695e-02 -1.50393796e-01
1.40928919e-01 -1.58546669e-01 2.95793879e-01 8.08510443e-01
1.62748095e-01]
[ 1.79391384e-01 -3.01480250e-01 -2.58778709e-01 -1.06503494e-01
-3.55888003e-01 -4.38597420e-03 6.49838645e-02 -2.16609236e-01
2.18092533e-01 -2.25513912e-01 -2.73964809e-01 -5.12883302e-01
-2.81617741e-02]
[ 1.04184023e-01 7.49387871e-02 9.02414463e-02 1.49236564e-01
1.49137784e-02 7.37370342e-02 -4.93580466e-02 8.84279223e-02
-4.82334370e-03 1.53040766e-01 2.14849787e-01 1.90163955e-02
1.81059096e-01]
[ -4.83496125e-01 -5.59346146e-01 -6.09426079e-01 -5.13295950e-01
-5.61287695e-01 -5.61077753e-01 -3.11076908e-01 -2.21268701e-01
-4.27558113e-01 -2.98216992e-01 -3.62651585e-01 -4.96070020e-01
-2.69144513e-01]
[ -4.13732823e-01 -5.72318350e-01 -3.19892414e-01 -3.55566445e-01
-4.04225431e-01 -5.57121351e-01 -4.41113573e-01 -4.68477879e-01
-2.97791450e-01 -2.06149173e-01 -4.54197862e-01 -2.20960859e-01
-1.91487933e-01]
[ -3.14321576e-01 -3.75407050e-01 -4.51490146e-01 -2.94746073e-01
-3.25680155e-01 -4.11178513e-01 -1.73168574e-01 -1.09189749e-01
-2.15180721e-01 -3.60189278e-01 -2.53753033e-01 -4.38494151e-01
-1.39033750e-01]
[ -4.73470603e-01 -3.43885588e-01 -3.77779022e-01 -1.22255028e-01
-3.29205300e-01 -2.11851611e-01 -1.93961899e-01 -4.59308503e-01
-3.46137759e-01 -4.88676537e-01 -1.06793395e-01 2.68515546e-02
-2.92801376e-01]
[ -9.45061415e-01 -9.29958357e-01 -9.67453391e-01 -8.03876207e-01
-1.00810285e+00 -9.73934803e-01 -6.88280709e-01 -6.70233440e-01
-7.85033435e-01 -5.70022856e-01 -7.89891083e-01 -4.73281431e-01
-3.79319763e-01]
[ -5.00731766e-01 -2.66443148e-01 -4.60173624e-01 -3.11943923e-01
-3.56676142e-01 -3.53590846e-01 -5.28260406e-01 -5.58417155e-01
-6.07450425e-01 -1.49611018e-01 -4.03643437e-01 -5.41115011e-01
-3.90127271e-01]
[ -1.17547914e-01 4.26984600e-02 -3.36658652e-01 -3.28157418e-01
-8.56402504e-02 -7.02412718e-02 -1.57253865e-01 -2.68879037e-01
-1.51710795e-01 1.28199222e-01 -2.67614116e-01 -2.85529921e-01
-2.38665034e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60529246e-01 -9.67304612e-02 1.60774272e-01 -2.18065132e-01
-1.16271140e-01 1.14431111e-01 -1.47755002e-01 -2.62159081e-02
-9.98403232e-02 3.27644102e-02 -8.59702866e-02 -1.81180770e-01
4.74093204e-02]
[ -8.15632358e-02 -2.53582024e-01 -1.78799473e-01 -2.67671187e-01
-4.74494222e-01 -8.39267574e-02 -3.21524103e-02 -2.79787069e-03
-4.71034971e-02 1.02769854e-02 -1.43144603e-01 -1.56094884e-01
-2.27136615e-01]
[ -7.40514039e-02 4.90181665e-03 -2.44088723e-01 -2.40167592e-01
1.40820260e-01 -1.62385640e-01 -1.57116974e-01 4.23274287e-02
1.20298326e-02 -1.87611485e-02 -1.73491531e-01 -2.06446319e-02
6.51247170e-02]
[ 2.95357643e-02 -1.56135232e-01 -1.52515046e-01 -3.76679403e-02
-1.17631046e-01 -1.06560039e-01 6.81608858e-02 -1.78419076e-01
-4.64903832e-02 -5.45069079e-02 2.94342458e-03 -1.46000849e-01
4.73873218e-02]
[ -2.82605927e-01 -1.45276381e-01 -6.90154751e-02 -9.67449599e-02
-3.05800106e-01 -2.71553650e-01 -3.49411806e-01 7.00455116e-02
-2.85956491e-01 -1.96570913e-01 1.75520228e-01 8.18307874e-02
3.24058890e-01]
[ -2.14294000e-01 -1.31215761e-01 -7.70418740e-02 -7.86534114e-02
-8.22190562e-02 -1.13915124e-01 -5.08655615e-02 6.79246007e-02
-1.08109653e-01 3.73305735e-02 1.90784752e-02 -1.58784132e-01
3.43377444e-02]
[ -1.50920252e-01 -6.95595501e-02 -2.19606624e-01 -3.65009090e-01
-1.51175863e-01 -1.98882621e-01 -2.02761806e-01 -4.71468902e-02
2.27495775e-01 -1.46823099e-01 -3.18683667e-01 -3.65703513e-01
-5.56880107e-02]
[ -3.65491136e-01 -8.02088797e-02 -1.41573856e-01 -2.00455886e-01
-5.98895697e-02 -3.09746223e-01 7.55107398e-02 -3.90251156e-02
-1.01405037e-01 1.13853507e-01 -3.22966136e-02 -6.15586745e-02
-1.32637471e-01]
[ -1.68980588e-01 -1.55477537e-01 -4.53470234e-02 -1.29597902e-01
-1.34680008e-01 -2.91908033e-01 -1.10175131e-01 -1.10763976e-01
-3.03639435e-01 3.16952762e-02 1.99830371e-01 1.54428859e-01
-2.78928336e-01]
[ -1.38310492e-01 -1.78164576e-01 -1.11838140e-01 -2.75007277e-01
9.19960005e-02 -1.69868340e-02 -2.29546964e-01 -1.53332069e-01
7.65759472e-02 -1.13236233e-01 -1.71566227e-01 -1.31881482e-01
-3.45739932e-01]
[ -4.42776618e-02 -3.40427957e-02 -1.46510214e-01 -3.92464495e-02
-2.28437038e-01 6.34574020e-02 -8.34593167e-02 -3.58098295e-02
-2.30737923e-01 -6.54073618e-02 -6.65976852e-02 -3.07811812e-01
-1.50688321e-01]
[ -7.34057080e-02 3.89634276e-02 -1.30573447e-01 -2.78989332e-01
1.29673658e-01 2.12815686e-02 -2.45268039e-01 -1.96010794e-01
9.75132176e-02 -9.00421998e-02 -2.32629076e-01 -1.30184280e-01
-2.87296417e-01]
[ 8.40391725e-02 -3.11652526e-01 -8.05818202e-02 -4.06236844e-01
-2.18533410e-01 -8.73034097e-02 4.41048188e-02 8.75342313e-02
-1.07868139e-02 2.73006396e-01 -4.50859652e-01 -4.57382228e-01
3.01572313e-01]
[ -2.17349418e-01 -2.52864469e-01 -1.26275940e-01 -2.67057345e-01
-3.02283156e-01 -9.12329023e-02 1.81637904e-01 3.05903292e-02
2.87145908e-01 3.52601142e-02 -3.34996898e-01 -6.70099136e-01
5.04214680e-01]
[ -8.56257079e-03 -1.88200740e-01 2.44529783e-02 -2.51169021e-01
-1.64364188e-01 1.68362783e-01 1.50916699e-01 2.10440844e-01
-4.47348956e-02 2.01923437e-01 -1.13819015e-01 -6.29489524e-01
5.17486563e-01]
[ 6.51343072e-03 -4.25656363e-02 -1.21539359e-01 -6.85273044e-02
-1.71237572e-01 -4.46119668e-02 2.33732875e-01 1.24570122e-01
2.20348737e-01 3.30603119e-01 -3.85323585e-01 -5.02616932e-01
5.29747371e-01]
[ -7.90387304e-02 -2.78050826e-01 6.14477044e-02 -3.24685454e-01
-1.41144601e-01 1.19401004e-01 3.06237998e-01 9.23489331e-02
-8.62570591e-02 1.31395761e-01 -4.79655296e-01 -5.60500565e-01
6.43650699e-01]
[ 1.23056276e-01 -7.82615681e-02 1.51370146e-02 -1.10140852e-01
-6.77552580e-02 -1.56251346e-02 1.67387748e-01 2.74654449e-01
3.38254706e-01 1.95023174e-01 -4.53470462e-01 -3.98016309e-01
2.97018106e-01]
[ -9.49285810e-03 -1.19390781e-01 1.64124997e-02 5.27851429e-02
-7.43489789e-02 -2.82865957e-01 -1.46372260e-02 2.38145990e-01
-5.70774295e-02 2.74128287e-02 -1.84949438e-01 -4.47928523e-01
1.37181757e-01]
[ 7.79765106e-02 1.23638014e-01 -2.37618313e-03 5.72521355e-02
-8.44329089e-02 -5.92767737e-02 -1.99918079e-01 -2.04283348e-01
-2.85600347e-01 -1.75250946e-01 -1.74235817e-01 2.47816439e-01
-1.15859995e-01]
[ 3.82356984e-02 -7.49531663e-02 1.36262838e-01 1.65063729e-01
2.56155977e-01 8.47289300e-03 -4.04702532e-01 -3.94172663e-01
-1.18610201e-01 -5.50391077e-01 1.62791356e-01 9.25649673e-01
-4.07083129e-01]
[ 3.56968198e-02 8.34953057e-02 -2.11136838e-01 3.81363062e-02
3.20256667e-02 -2.64266592e-04 -1.55148426e-01 -3.29056250e-01
-2.89361751e-01 -1.75328011e-01 -4.36538474e-02 -9.19065838e-03
-1.77323316e-01]
[ -5.37792844e-02 -2.20442116e-01 6.88428678e-02 8.91847194e-02
-1.36519055e-01 -1.33976141e-01 6.42654713e-02 2.77078829e-02
1.04915542e-01 -3.32983333e-01 -3.03118689e-01 -2.81731620e-01
6.72818493e-02]
[ 1.72599106e-02 -2.71566815e-01 6.41207674e-02 -2.08668781e-01
-1.89050151e-01 -2.30548979e-01 -2.49272982e-01 8.59549733e-02
5.42121751e-03 1.58474709e-01 -1.41948368e-01 6.02324308e-02
-4.83983864e-02]
[ 1.74607464e-01 5.21627745e-02 -1.02336804e-01 -1.90963169e-01
-5.55577852e-02 -1.01147712e-01 -1.75666418e-01 6.88294468e-02
-1.86439943e-01 -1.98960829e-01 -1.65570789e-01 6.55076709e-02
-9.32060523e-02]
[ -1.70595667e-01 -1.89000569e-01 -1.04386695e-01 -1.81549235e-01
-5.66519341e-02 2.72699795e-02 -1.66876940e-01 -1.24329040e-01
-1.26410314e-01 6.22919533e-02 -2.14269140e-01 -5.96324351e-02
-1.97183090e-01]
[ -3.16377683e-02 -2.25158166e-01 -1.51576207e-01 -2.00175056e-01
-6.35985110e-02 4.45009181e-02 2.95359823e-03 6.16012760e-02
-1.94764782e-01 -1.90958199e-01 -7.69964743e-02 -2.59336894e-01
1.12640185e-02]
[ 1.17384315e-01 6.46195818e-02 -1.31546658e-03 -1.53872933e-01
-3.33054579e-01 8.37198032e-03 -1.17786486e-01 -1.95319308e-01
-2.97718651e-01 1.23029087e-01 -1.26975148e-01 -1.60122698e-01
-7.98910684e-04]
[ -6.33646467e-02 -7.13393372e-03 -2.83375093e-01 -2.68217109e-03
6.75104450e-02 1.56321012e-01 -2.24377460e-01 -1.62802577e-01
-5.32466183e-02 -4.96443746e-02 1.45297415e-01 3.88699475e-01
-2.45829831e-02]
[ 1.03599055e-01 3.42299265e-01 -2.05252977e-01 5.51474089e-01
1.02944016e-01 -1.95473654e-03 -2.13933696e-01 -3.73903922e-01
-2.35331224e-01 -3.99880042e-01 5.59625805e-01 8.38785946e-01
-5.02586869e-01]
[ -3.28526929e-02 1.76555289e-01 4.50563811e-02 1.15329349e-01
-1.28785817e-02 -6.97695880e-02 -2.38433092e-01 -3.44401217e-01
-2.50848144e-01 -2.61523296e-01 3.28313049e-01 8.86886893e-01
-4.33923316e-01]
[ -5.16339541e-02 -1.15463188e-01 -1.63035859e-01 2.73375194e-01
-1.62446371e-01 2.34082034e-01 -1.01240031e-01 -2.74214319e-01
-2.58752388e-01 -5.12884311e-01 1.64115732e-01 3.62077448e-01
-2.72751504e-01]
[ 7.91724507e-02 -3.83069098e-01 -5.12126170e-02 -4.42420789e-02
-1.11390417e-01 2.00586209e-01 9.36019550e-02 1.76668466e-01
-1.46865433e-01 -3.55821789e-02 -8.70745503e-02 2.44997758e-01
-1.32665314e-01]
[ 2.03895981e-01 -2.90625092e-01 -1.22910421e-01 -9.03861404e-02
-2.06082968e-01 1.22498622e-01 2.95004635e-02 -1.54664005e-01
-3.06172739e-02 -1.23264656e-01 -1.31355792e-01 -2.09319029e-01
-6.38065316e-02]
[ -1.34732497e-01 -8.08406859e-02 3.88652826e-02 -2.51692066e-01
-5.67714736e-02 -1.40849614e-01 5.69544224e-02 -1.58555224e-02
-6.45632870e-02 -1.21510371e-02 -2.98359078e-01 -4.02121424e-01
-1.87215199e-02]
[ -1.40218315e-01 -1.28343801e-01 -7.07194013e-02 -2.23050915e-01
-3.38827597e-01 -2.87462902e-01 1.14616943e-01 6.91991377e-02
-2.97415999e-03 5.04093846e-02 -1.63363609e-01 -5.44105295e-01
-8.40044810e-02]
[ -1.66829590e-01 -2.16138295e-01 -2.98028669e-01 -2.71227575e-01
-2.59894096e-01 -2.06898159e-01 -3.29947601e-01 1.34563109e-01
-4.45547866e-02 -2.89244792e-01 -2.42548646e-01 -1.24382653e-01
-2.23226320e-01]
[ -1.07393456e-01 1.14331370e-01 2.48834409e-02 -3.05787224e-02
-2.18325606e-01 -1.68479963e-01 -8.72283415e-02 -2.63004100e-03
-8.29995956e-02 -2.04156749e-01 -1.83176058e-01 -2.23810083e-01
-1.07029904e-01]
[ -3.48651003e-01 -1.33110887e-01 -2.69991930e-01 8.17067092e-02
-2.10493795e-01 -2.26306045e-01 -4.98042196e-02 -1.59443641e-01
6.38640895e-02 -7.82080085e-02 2.04951782e-02 -3.42667204e-01
-1.94624381e-02]
[ -1.26368133e-01 -3.34648602e-02 -2.58393301e-01 7.10750410e-04
-2.14639818e-01 -2.76436566e-01 -3.92269264e-01 -9.43272519e-02
-1.49367276e-03 -3.03448818e-01 -2.64115415e-01 -3.50383477e-01
-9.41897772e-02]
[ -2.14056405e-01 -5.41764868e-01 -3.29810878e-01 -3.91167856e-01
-3.37329376e-01 -2.26054626e-01 8.13931185e-03 -3.09770997e-01
1.14282696e-01 -2.53224736e-01 -2.28675977e-01 -1.03731907e-01
-8.54681051e-02]
[ -2.11680034e-01 -3.00483082e-01 -3.11330081e-01 -1.54700976e-01
-9.92675092e-02 -1.46616818e-01 -1.03913374e-01 -1.58814604e-02
-2.01529181e-01 -5.03909095e-01 -2.46965258e-01 -1.18613965e-01
2.43516195e-02]
[ -1.22487823e-01 2.80292650e-02 -2.38591762e-01 -3.60093306e-01
-2.27003009e-01 -2.58029049e-01 -5.28989896e-02 -2.55099625e-01
3.77932566e-02 1.76044833e-02 -3.06585375e-01 -6.63830647e-02
-1.76846452e-01]]
Progress: 6.5% ... Training loss: 0.335 ... Validation loss: 0.570[[-0.04527403]
[ 0.33038858]
[-0.12545863]
[ 0.67973927]
[ 0.30685433]
[ 0.01462584]
[-0.83183932]
[-0.95244736]
[-0.72228575]
[-0.97273886]
[ 0.92107083]
[ 2.29789542]
[-1.43682081]]
[[ -5.33540064e-01 -5.39704297e-01 -5.76167967e-01 -2.55786378e-01
-3.39042624e-01 -5.85038238e-01 -5.39371573e-01 -4.88088832e-01
-6.70477604e-01 -5.76452010e-01 -1.44021871e-01 3.32925868e-01
-4.47223816e-01]
[ 6.09701672e-03 -1.41743758e-01 5.26873727e-02 -2.76661262e-02
-4.62815647e-02 5.90044469e-02 -1.10081404e-01 2.49229141e-01
-1.13142862e-01 -1.49870248e-01 -4.81899084e-02 -3.74288093e-02
1.22879783e-01]
[ -1.94523488e-01 1.44278578e-01 -1.91280769e-02 1.28001873e-01
1.27054176e-01 -1.10715271e-01 4.41808682e-02 -1.36459040e-01
1.53238455e-01 -1.42104362e-01 2.75754220e-01 7.68920941e-01
1.96232535e-01]
[ 1.79170577e-01 -2.96945402e-01 -2.59923115e-01 -9.81761931e-02
-3.51529605e-01 -4.23617381e-03 5.82218337e-02 -2.26904476e-01
2.12068083e-01 -2.37897285e-01 -2.58327584e-01 -4.84913872e-01
-4.82943868e-02]
[ 1.04387842e-01 7.34571482e-02 9.06989774e-02 1.47027802e-01
1.38782899e-02 7.36381110e-02 -4.82462994e-02 9.24962533e-02
-3.32274864e-03 1.55602826e-01 2.10404290e-01 6.05905820e-03
1.80342532e-01]
[ -4.83556952e-01 -5.58826850e-01 -6.09544088e-01 -5.12640187e-01
-5.60974703e-01 -5.61050489e-01 -3.11964658e-01 -2.21936639e-01
-4.28694216e-01 -2.98661294e-01 -3.61879816e-01 -4.95662939e-01
-2.69995239e-01]
[ -4.13708283e-01 -5.73356885e-01 -3.19620179e-01 -3.57410440e-01
-4.05289898e-01 -5.57148809e-01 -4.38032745e-01 -4.65830139e-01
-2.95487031e-01 -2.02520151e-01 -4.57780188e-01 -2.29643330e-01
-1.84778040e-01]
[ -3.14270396e-01 -3.76147043e-01 -4.51320772e-01 -2.96965662e-01
-3.26771895e-01 -4.11198261e-01 -1.71876847e-01 -1.07116791e-01
-2.13251890e-01 -3.58364830e-01 -2.58061032e-01 -4.44987333e-01
-1.32501292e-01]
[ -4.73339369e-01 -3.45232990e-01 -3.77346695e-01 -1.26148477e-01
-3.30600624e-01 -2.11927759e-01 -1.89652878e-01 -4.55238983e-01
-3.42629581e-01 -4.83832567e-01 -1.12789970e-01 1.06342806e-02
-2.82942941e-01]
[ -9.44891201e-01 -9.32723385e-01 -9.66664060e-01 -8.11281862e-01
-1.01133019e+00 -9.74039485e-01 -6.80437485e-01 -6.61451396e-01
-7.78184195e-01 -5.60784417e-01 -8.02908936e-01 -5.04327438e-01
-3.56656176e-01]
[ -5.00769457e-01 -2.66209512e-01 -4.60195957e-01 -3.11354365e-01
-3.56556364e-01 -3.53578820e-01 -5.28480421e-01 -5.58773712e-01
-6.08008585e-01 -1.48665523e-01 -4.03276699e-01 -5.38268079e-01
-3.90462969e-01]
[ -1.17534310e-01 4.26232171e-02 -3.36669724e-01 -3.28642592e-01
-8.57712181e-02 -7.02447031e-02 -1.57083248e-01 -2.69182245e-01
-1.51396551e-01 1.27868427e-01 -2.68078133e-01 -2.88316693e-01
-2.38742861e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60599884e-01 -9.62379162e-02 1.60615207e-01 -2.17587667e-01
-1.16010434e-01 1.14460575e-01 -1.48746772e-01 -2.75722429e-02
-1.00783375e-01 3.10646034e-02 -8.52810059e-02 -1.80925723e-01
4.56954526e-02]
[ -8.15163883e-02 -2.54051131e-01 -1.78691205e-01 -2.68779960e-01
-4.74847686e-01 -8.39464695e-02 -3.12017540e-02 -1.17184487e-03
-4.66069143e-02 1.21157296e-02 -1.44991202e-01 -1.60064748e-01
-2.24380178e-01]
[ -7.41055343e-02 5.52538663e-03 -2.44189796e-01 -2.38557206e-01
1.41371408e-01 -1.62362180e-01 -1.58006333e-01 4.10590069e-02
1.12609897e-02 -1.95650278e-02 -1.71241205e-01 -1.48784610e-02
6.28411738e-02]
[ 2.95274229e-02 -1.56208460e-01 -1.52518747e-01 -3.75101738e-02
-1.17665290e-01 -1.06555555e-01 6.82592909e-02 -1.78270098e-01
-4.63169137e-02 -5.46945077e-02 2.87104327e-03 -1.45864937e-01
4.74378051e-02]
[ -2.82668476e-01 -1.45072366e-01 -6.91489925e-02 -9.59403084e-02
-3.05640482e-01 -2.71531530e-01 -3.50189042e-01 6.90170358e-02
-2.86966350e-01 -1.97502941e-01 1.76075084e-01 8.40439233e-02
3.22326068e-01]
[ -2.14110797e-01 -1.33152642e-01 -7.63907396e-02 -8.33842572e-02
-8.42782174e-02 -1.14009056e-01 -4.54646979e-02 7.42069265e-02
-1.03181455e-01 4.40527144e-02 1.21447223e-02 -1.78872810e-01
4.69670499e-02]
[ -1.50969714e-01 -6.95051325e-02 -2.19732644e-01 -3.65331012e-01
-1.51468568e-01 -1.98865701e-01 -2.03490408e-01 -4.80235217e-02
2.27131610e-01 -1.47487178e-01 -3.20437806e-01 -3.64811340e-01
-5.48636441e-02]
[ -3.65463891e-01 -8.04923387e-02 -1.41476800e-01 -2.00498763e-01
-6.00660061e-02 -3.09751248e-01 7.55863588e-02 -3.82907622e-02
-1.01148569e-01 1.14448847e-01 -3.20877513e-02 -6.13596893e-02
-1.32193712e-01]
[ -1.68908749e-01 -1.55863481e-01 -4.51806522e-02 -1.31399539e-01
-1.35129986e-01 -2.91936265e-01 -1.08310658e-01 -1.09680830e-01
-3.02033709e-01 3.35070629e-02 1.96906427e-01 1.47443305e-01
-2.74636929e-01]
[ -1.38158094e-01 -1.79406709e-01 -1.11433504e-01 -2.78327634e-01
9.06426446e-02 -1.70735686e-02 -2.25152038e-01 -1.48999206e-01
8.04601558e-02 -1.09138519e-01 -1.75827683e-01 -1.46353717e-01
-3.36575005e-01]
[ -4.42594849e-02 -3.41241994e-02 -1.46476388e-01 -3.95306931e-02
-2.28468485e-01 6.34490248e-02 -8.32540183e-02 -3.55342479e-02
-2.30588825e-01 -6.49591912e-02 -6.67871958e-02 -3.07442234e-01
-1.50158596e-01]
[ -7.35141700e-02 3.94544018e-02 -1.30755436e-01 -2.77730216e-01
1.30214432e-01 2.13310446e-02 -2.47077488e-01 -1.97841925e-01
9.57107105e-02 -9.14155632e-02 -2.31465750e-01 -1.25484797e-01
-2.90006533e-01]
[ 8.40833387e-02 -3.11857762e-01 -8.05257601e-02 -4.06857303e-01
-2.18778060e-01 -8.73168921e-02 4.52412855e-02 8.88286670e-02
-9.82243198e-03 2.73992994e-01 -4.51687703e-01 -4.61086252e-01
3.04077649e-01]
[ -2.17313302e-01 -2.53064847e-01 -1.26201360e-01 -2.67927614e-01
-3.02471914e-01 -9.12458675e-02 1.82783303e-01 3.16044521e-02
2.88275113e-01 3.61749898e-02 -3.36207267e-01 -6.73799205e-01
5.07275153e-01]
[ -8.54737399e-03 -1.88496817e-01 2.45701506e-02 -2.52372815e-01
-1.64819994e-01 1.68345980e-01 1.52292495e-01 2.11393893e-01
-4.37195515e-02 2.03278407e-01 -1.15691725e-01 -6.36514996e-01
5.20727148e-01]
[ 6.59307293e-03 -4.33476192e-02 -1.21318019e-01 -7.04116032e-02
-1.72030629e-01 -4.46557746e-02 2.36533033e-01 1.27062284e-01
2.22723124e-01 3.33083800e-01 -3.87656730e-01 -5.11974518e-01
5.35052017e-01]
[ -7.90024321e-02 -2.78222745e-01 6.15300478e-02 -3.25195791e-01
-1.41346841e-01 1.19383501e-01 3.07107790e-01 9.34872495e-02
-8.56292682e-02 1.32518233e-01 -4.80245736e-01 -5.61820860e-01
6.45972811e-01]
[ 1.23084450e-01 -7.83852153e-02 1.51926691e-02 -1.10431245e-01
-6.78790668e-02 -1.56373995e-02 1.67945912e-01 2.75431376e-01
3.38724986e-01 1.95836884e-01 -4.53752495e-01 -3.98736879e-01
2.98181260e-01]
[ -9.46233144e-03 -1.19635264e-01 1.65140829e-02 5.19596861e-02
-7.46098214e-02 -2.82875573e-01 -1.37118373e-02 2.39623566e-01
-5.63018803e-02 2.84751812e-02 -1.85938113e-01 -4.52312889e-01
1.39641756e-01]
[ 7.79263920e-02 1.23819425e-01 -2.47296577e-03 5.83698335e-02
-8.42006352e-02 -5.92633044e-02 -2.00751051e-01 -2.04968354e-01
-2.86555443e-01 -1.76435793e-01 -1.72914195e-01 2.51847094e-01
-1.18712051e-01]
[ 3.82870088e-02 -7.58750634e-02 1.36499215e-01 1.62569510e-01
2.55224178e-01 8.45637634e-03 -4.03526526e-01 -3.91621583e-01
-1.16885276e-01 -5.48620813e-01 1.57779406e-01 9.13099100e-01
-4.02079501e-01]
[ 3.57807096e-02 8.24317817e-02 -2.10850204e-01 3.56822045e-02
3.10167395e-02 -3.06223423e-04 -1.52326585e-01 -3.26240558e-01
-2.86929652e-01 -1.72136905e-01 -4.76903354e-02 -1.98372022e-02
-1.70558606e-01]
[ -5.37962375e-02 -2.20297637e-01 6.87814060e-02 8.97350924e-02
-1.36345975e-01 -1.33971779e-01 6.38856389e-02 2.67181006e-02
1.04508712e-01 -3.33444890e-01 -3.02456212e-01 -2.78365646e-01
6.57848051e-02]
[ 1.72617688e-02 -2.71657863e-01 6.41644184e-02 -2.09099079e-01
-1.89226074e-01 -2.30555000e-01 -2.49578428e-01 8.58951710e-02
4.87591067e-03 1.58610624e-01 -1.42264701e-01 6.07775577e-02
-4.87374345e-02]
[ 1.74536170e-01 5.28907935e-02 -1.02512667e-01 -1.90030028e-01
-5.50270373e-02 -1.01118990e-01 -1.77353427e-01 6.61827888e-02
-1.87792586e-01 -2.01182669e-01 -1.63719354e-01 7.26526939e-02
-9.69289998e-02]
[ -1.70621651e-01 -1.88765158e-01 -1.04480831e-01 -1.80971090e-01
-5.64215245e-02 2.72839600e-02 -1.67479024e-01 -1.25757821e-01
-1.26755621e-01 6.10671339e-02 -2.13328665e-01 -5.65334435e-02
-1.98784268e-01]
[ -3.16377683e-02 -2.25158166e-01 -1.51576207e-01 -2.00175056e-01
-6.35985110e-02 4.45009181e-02 2.95359823e-03 6.16012760e-02
-1.94764782e-01 -1.90958199e-01 -7.69964743e-02 -2.59336894e-01
1.12640185e-02]
[ 1.17387878e-01 6.41978402e-02 -1.16989083e-03 -1.55124824e-01
-3.33496076e-01 8.36461327e-03 -1.17015110e-01 -1.94553049e-01
-2.97269714e-01 1.24525657e-01 -1.29291857e-01 -1.65987679e-01
2.04209969e-03]
[ -6.33314658e-02 -8.29280889e-03 -2.83188927e-01 -4.60141029e-03
6.63823528e-02 1.56294304e-01 -2.22834114e-01 -1.60654372e-01
-5.15010976e-02 -4.73968425e-02 1.41336910e-01 3.84708506e-01
-1.93687540e-02]
[ 1.03567033e-01 3.42834948e-01 -2.05323464e-01 5.52775366e-01
1.03399264e-01 -1.94129322e-03 -2.14763084e-01 -3.74929015e-01
-2.36119313e-01 -4.00097945e-01 5.61588436e-01 8.42648401e-01
-5.04741660e-01]
[ -3.29007056e-02 1.77146765e-01 4.48680925e-02 1.16675801e-01
-1.24249768e-02 -6.97442489e-02 -2.39564923e-01 -3.45760513e-01
-2.51905088e-01 -2.63028856e-01 3.30227439e-01 8.91786849e-01
-4.36434389e-01]
[ -5.16636191e-02 -1.14860253e-01 -1.63184681e-01 2.75414332e-01
-1.61773630e-01 2.34104517e-01 -1.02796299e-01 -2.75892401e-01
-2.59723628e-01 -5.14495500e-01 1.67409164e-01 3.71053401e-01
-2.76641758e-01]
[ 7.91453135e-02 -3.83049912e-01 -5.12494765e-02 -4.40632766e-02
-1.11348631e-01 2.00596498e-01 9.31399881e-02 1.76327066e-01
-1.47295196e-01 -3.61160688e-02 -8.68939940e-02 2.46090823e-01
-1.33421598e-01]
[ 2.03938992e-01 -2.91081266e-01 -1.22749132e-01 -9.15358446e-02
-2.06508413e-01 1.22473816e-01 3.06408025e-02 -1.52700468e-01
-2.99594496e-02 -1.21308154e-01 -1.33484721e-01 -2.14940139e-01
-6.06881024e-02]
[ -1.34789780e-01 -8.01978043e-02 3.86674524e-02 -2.50648829e-01
-5.62548671e-02 -1.40820549e-01 5.54939734e-02 -1.76815273e-02
-6.59752677e-02 -1.36836618e-02 -2.97028937e-01 -3.98849259e-01
-2.15946336e-02]
[ -1.40200652e-01 -1.28494934e-01 -7.06613705e-02 -2.23535990e-01
-3.38991787e-01 -2.87470326e-01 1.15393940e-01 6.99699601e-02
-2.47188056e-03 5.12232059e-02 -1.64059561e-01 -5.46493947e-01
-8.25549390e-02]
[ -1.66864657e-01 -2.15691830e-01 -2.98163919e-01 -2.71100820e-01
-2.59777573e-01 -2.06879980e-01 -3.31322801e-01 1.32988088e-01
-4.54895459e-02 -2.90884042e-01 -2.42436746e-01 -1.20850330e-01
-2.25331377e-01]
[ -1.07426438e-01 1.14912652e-01 2.47985282e-02 -2.97959081e-02
-2.18044927e-01 -1.68461746e-01 -8.70622278e-02 -3.66131045e-03
-8.29698591e-02 -2.04592705e-01 -1.81638188e-01 -2.22187086e-01
-1.06825328e-01]
[ -3.48620635e-01 -1.34064535e-01 -2.69726784e-01 8.00203475e-02
-2.11400205e-01 -2.26336578e-01 -4.82276024e-02 -1.57193583e-01
6.54363262e-02 -7.51709355e-02 1.70172117e-02 -3.51088409e-01
-1.41815268e-02]
[ -1.26260106e-01 -3.44485512e-02 -2.58126353e-01 -2.10167455e-03
-2.15569771e-01 -2.76480568e-01 -3.89453958e-01 -9.07774439e-02
1.35697355e-03 -3.00373070e-01 -2.67976594e-01 -3.62276910e-01
-8.72166800e-02]
[ -2.14023647e-01 -5.42409207e-01 -3.29636527e-01 -3.92304138e-01
-3.38063135e-01 -2.26081030e-01 1.04049717e-02 -3.08188079e-01
1.16070906e-01 -2.51096477e-01 -2.30994855e-01 -1.09973691e-01
-8.11436741e-02]
[ -2.11676474e-01 -3.00647984e-01 -3.11220154e-01 -1.55244689e-01
-9.94616221e-02 -1.46623330e-01 -1.02409888e-01 -1.34629308e-02
-2.01030480e-01 -5.01641440e-01 -2.48479882e-01 -1.26054633e-01
2.91603947e-02]
[ -1.22448361e-01 2.71414630e-02 -2.38432041e-01 -3.62125364e-01
-2.27874514e-01 -2.58054084e-01 -5.20571464e-02 -2.54172368e-01
3.85938099e-02 1.90240935e-02 -3.10177629e-01 -6.85271413e-02
-1.74083124e-01]]
Progress: 6.5% ... Training loss: 0.326 ... Validation loss: 0.583[[-0.03602815]
[ 0.33255588]
[-0.1231176 ]
[ 0.68252679]
[ 0.3085892 ]
[ 0.0223363 ]
[-0.83013036]
[-0.95398808]
[-0.71878967]
[-0.97086677]
[ 0.92069314]
[ 2.29560342]
[-1.44094976]]
[[ -5.33441811e-01 -5.41572781e-01 -5.75748347e-01 -2.59753626e-01
-3.40580181e-01 -5.85071803e-01 -5.32275166e-01 -4.80242171e-01
-6.63601495e-01 -5.70425059e-01 -1.49474670e-01 3.15828078e-01
-4.31594240e-01]
[ 6.11824056e-03 -1.41829651e-01 5.27351988e-02 -2.79623799e-02
-4.63738860e-02 5.89965206e-02 -1.09632031e-01 2.49843618e-01
-1.12804677e-01 -1.49445515e-01 -4.85713587e-02 -3.82479613e-02
1.23979942e-01]
[ -1.94165322e-01 1.40594234e-01 -1.78794064e-02 1.19010679e-01
1.22994439e-01 -1.10835832e-01 5.28532198e-02 -1.22429860e-01
1.61367984e-01 -1.28014120e-01 2.61620545e-01 7.31543829e-01
2.21752968e-01]
[ 1.78974859e-01 -2.93518277e-01 -2.60890091e-01 -9.11317277e-02
-3.48818873e-01 -4.15038531e-03 5.20995873e-02 -2.34572314e-01
2.09022245e-01 -2.47925481e-01 -2.47761978e-01 -4.70359539e-01
-5.97598206e-02]
[ 1.04300155e-01 7.31413927e-02 9.07088968e-02 1.46705073e-01
1.37594014e-02 7.36542087e-02 -5.01448305e-02 8.97776708e-02
-5.45777716e-03 1.54034661e-01 2.11373206e-01 1.76654873e-02
1.73052561e-01]
[ -4.83681457e-01 -5.58684173e-01 -6.09619408e-01 -5.11584867e-01
-5.60752605e-01 -5.61018669e-01 -3.13172280e-01 -2.23379680e-01
-4.30023272e-01 -3.00664080e-01 -3.60825259e-01 -4.93001791e-01
-2.73419536e-01]
[ -4.13854348e-01 -5.72972852e-01 -3.19882081e-01 -3.55420482e-01
-4.04291233e-01 -5.57106817e-01 -4.38928527e-01 -4.66423101e-01
-2.96403115e-01 -2.03432091e-01 -4.54526461e-01 -2.20365486e-01
-1.86966072e-01]
[ -3.14299276e-01 -3.76233132e-01 -4.51280998e-01 -2.97714367e-01
-3.27373019e-01 -4.11188235e-01 -1.71890376e-01 -1.05931376e-01
-2.13327813e-01 -3.57550821e-01 -2.59317874e-01 -4.49041924e-01
-1.29991940e-01]
[ -4.73329364e-01 -3.45194431e-01 -3.77309636e-01 -1.27243018e-01
-3.30710611e-01 -2.11931268e-01 -1.87959225e-01 -4.53827858e-01
-3.41205829e-01 -4.83079165e-01 -1.14533295e-01 3.31723565e-03
-2.78176115e-01]
[ -9.44921761e-01 -9.33003221e-01 -9.66567509e-01 -8.12588328e-01
-1.01169323e+00 -9.74031615e-01 -6.77899682e-01 -6.58337073e-01
-7.76346726e-01 -5.58526064e-01 -8.03906357e-01 -5.12458681e-01
-3.50085786e-01]
[ -5.01004566e-01 -2.65568855e-01 -4.60519114e-01 -3.09164020e-01
-3.55757530e-01 -3.53514789e-01 -5.30991276e-01 -5.61016515e-01
-6.10374706e-01 -1.51744352e-01 -4.01155295e-01 -5.29397024e-01
-3.94742001e-01]
[ -1.17558087e-01 4.27415759e-02 -3.36703505e-01 -3.28324439e-01
-8.56973658e-02 -7.02362766e-02 -1.57533475e-01 -2.69493229e-01
-1.51765209e-01 1.27341588e-01 -2.67893998e-01 -2.88489149e-01
-2.39370371e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60672203e-01 -9.56884613e-02 1.60406731e-01 -2.16487857e-01
-1.15601122e-01 1.14486435e-01 -1.50172922e-01 -2.98626021e-02
-1.01733764e-01 2.83305222e-02 -8.31555017e-02 -1.74605822e-01
4.19276583e-02]
[ -8.14925510e-02 -2.54831292e-01 -1.78456836e-01 -2.69955304e-01
-4.75401884e-01 -8.39629157e-02 -2.98495577e-02 9.09160863e-04
-4.58147795e-02 1.42428226e-02 -1.47201502e-01 -1.64951768e-01
-2.21669021e-01]
[ -7.41867910e-02 5.91029995e-03 -2.44331541e-01 -2.37175210e-01
1.41900207e-01 -1.62342170e-01 -1.59276521e-01 3.94602826e-02
1.01638769e-02 -2.11614241e-02 -1.69614280e-01 -9.12787248e-03
5.92000315e-02]
[ 2.94706785e-02 -1.56222373e-01 -1.52539240e-01 -3.73479789e-02
-1.17457657e-01 -1.06539471e-01 6.78826009e-02 -1.78718272e-01
-4.67293419e-02 -5.47468030e-02 3.21088530e-03 -1.44614072e-01
4.76036459e-02]
[ -2.82707996e-01 -1.45006904e-01 -6.92854961e-02 -9.49796684e-02
-3.05296752e-01 -2.71518168e-01 -3.50033044e-01 6.96741571e-02
-2.86935730e-01 -1.97381803e-01 1.77778809e-01 8.69220627e-02
3.22124528e-01]
[ -2.14136037e-01 -1.32937855e-01 -7.63953587e-02 -8.30779846e-02
-8.43224534e-02 -1.14001934e-01 -4.59903759e-02 7.43835967e-02
-1.03549117e-01 4.40435739e-02 1.21626809e-02 -1.78573912e-01
4.71285081e-02]
[ -1.51025311e-01 -6.92656556e-02 -2.19859878e-01 -3.65384966e-01
-1.51505443e-01 -1.98849978e-01 -2.04818450e-01 -4.87844058e-02
2.26264858e-01 -1.48944555e-01 -3.20598135e-01 -3.64774241e-01
-5.63933670e-02]
[ -3.65412162e-01 -8.09455016e-02 -1.41337230e-01 -2.01543809e-01
-6.05452374e-02 -3.09766231e-01 7.74450662e-02 -3.66165132e-02
-9.97382402e-02 1.16256773e-01 -3.35728570e-02 -6.69222302e-02
-1.28598492e-01]
[ -1.68927943e-01 -1.55839760e-01 -4.51581835e-02 -1.31604286e-01
-1.35047111e-01 -2.91925778e-01 -1.08189602e-01 -1.09083209e-01
-3.02297573e-01 3.41980562e-02 1.96607498e-01 1.46273607e-01
-2.73562655e-01]
[ -1.38026963e-01 -1.80117287e-01 -1.11139813e-01 -2.80458311e-01
8.98221523e-02 -1.71221287e-02 -2.21682969e-01 -1.45655502e-01
8.35926375e-02 -1.06005064e-01 -1.78621058e-01 -1.56650928e-01
-3.29260479e-01]
[ -4.42784337e-02 -3.40186681e-02 -1.46504101e-01 -3.92714275e-02
-2.28400156e-01 6.34553140e-02 -8.36314959e-02 -3.58412375e-02
-2.30916683e-01 -6.53591689e-02 -6.65576437e-02 -3.07227074e-01
-1.50775330e-01]
[ -7.36414927e-02 4.03080490e-02 -1.31039138e-01 -2.76088595e-01
1.31018439e-01 2.13764264e-02 -2.49153569e-01 -2.00406628e-01
9.37339017e-02 -9.43942177e-02 -2.29253100e-01 -1.19751623e-01
-2.93608227e-01]
[ 8.41636579e-02 -3.12390081e-01 -8.03291091e-02 -4.08227772e-01
-2.19328029e-01 -8.73367191e-02 4.78151891e-02 9.15834286e-02
-7.86737076e-03 2.76550742e-01 -4.53903474e-01 -4.69943931e-01
3.09777445e-01]
[ -2.17299572e-01 -2.53216194e-01 -1.26119885e-01 -2.68538939e-01
-3.02667793e-01 -9.12524559e-02 1.83311278e-01 3.26374514e-02
2.88746747e-01 3.73717963e-02 -3.37136427e-01 -6.76004477e-01
5.09595646e-01]
[ -8.50921244e-03 -1.88671873e-01 2.46575809e-02 -2.53042958e-01
-1.65091504e-01 1.68328673e-01 1.53429166e-01 2.12645728e-01
-4.29402554e-02 2.04039923e-01 -1.16671395e-01 -6.39981330e-01
5.23447963e-01]
[ 6.61749065e-03 -4.35081799e-02 -1.21251347e-01 -7.07644714e-02
-1.72170608e-01 -4.46614551e-02 2.37172067e-01 1.27876716e-01
2.23238075e-01 3.33936416e-01 -3.88006879e-01 -5.13430076e-01
5.36631472e-01]
[ -7.90007584e-02 -2.78197102e-01 6.15313514e-02 -3.25155223e-01
-1.41333376e-01 1.19383118e-01 3.07117730e-01 9.35485432e-02
-8.56390834e-02 1.32550740e-01 -4.80201573e-01 -5.61948951e-01
6.46219665e-01]
[ 1.23145947e-01 -7.86862436e-02 1.52993672e-02 -1.11514817e-01
-6.81932400e-02 -1.56518416e-02 1.69689383e-01 2.77085556e-01
3.40666839e-01 1.97202771e-01 -4.55092302e-01 -4.06180104e-01
3.02367649e-01]
[ -9.39511605e-03 -1.19938165e-01 1.66471704e-02 5.07839171e-02
-7.48993389e-02 -2.82887191e-01 -1.23840246e-02 2.41542109e-01
-5.49629995e-02 3.01143285e-02 -1.87447243e-01 -4.57696706e-01
1.43830814e-01]
[ 7.77822768e-02 1.24563287e-01 -2.71192414e-03 6.03769680e-02
-8.35322334e-02 -5.92256131e-02 -2.03126621e-01 -2.07952998e-01
-2.88400978e-01 -1.79640141e-01 -1.70575296e-01 2.58381555e-01
-1.24080880e-01]
[ 3.81775424e-02 -7.50029228e-02 1.36092088e-01 1.65419536e-01
2.56245101e-01 8.48834881e-03 -4.05219189e-01 -3.93796906e-01
-1.18999795e-01 -5.51157562e-01 1.62148115e-01 9.23579248e-01
-4.08965260e-01]
[ 3.57783599e-02 8.24401381e-02 -2.10852858e-01 3.57373497e-02
3.10414533e-02 -3.05762025e-04 -1.52429330e-01 -3.26277067e-01
-2.86995099e-01 -1.72177020e-01 -4.75632566e-02 -1.92770832e-02
-1.70720747e-01]
[ -5.38015475e-02 -2.20281431e-01 6.87702597e-02 8.97732094e-02
-1.36334702e-01 -1.33970659e-01 6.38069474e-02 2.66375739e-02
1.04419228e-01 -3.33476264e-01 -3.02447200e-01 -2.78319260e-01
6.56195231e-02]
[ 1.72369856e-02 -2.72138191e-01 6.42407857e-02 -2.10352674e-01
-1.89744854e-01 -2.30556077e-01 -2.49307975e-01 8.62169182e-02
5.45087320e-03 1.58430780e-01 -1.43994755e-01 5.80771398e-02
-4.61708731e-02]
[ 1.74593657e-01 5.21883393e-02 -1.02309443e-01 -1.91476640e-01
-5.55909207e-02 -1.01136942e-01 -1.75899391e-01 6.81701186e-02
-1.86364734e-01 -1.99283916e-01 -1.66025548e-01 6.72653569e-02
-9.29853207e-02]
[ -1.70582646e-01 -1.89614952e-01 -1.04240649e-01 -1.82984631e-01
-5.72897562e-02 2.72660051e-02 -1.65727958e-01 -1.23428273e-01
-1.25074205e-01 6.35998458e-02 -2.16641308e-01 -6.43571643e-02
-1.93642771e-01]
[ -3.17558757e-02 -2.24629075e-01 -1.51776499e-01 -1.98648247e-01
-6.28431799e-02 4.45389844e-02 1.01883435e-03 5.95872873e-02
-1.96383396e-01 -1.93462525e-01 -7.48063834e-02 -2.52858528e-01
7.86911197e-03]
[ 1.17307532e-01 6.50559360e-02 -1.40003230e-03 -1.54165886e-01
-3.33040646e-01 8.38896282e-03 -1.18819733e-01 -1.97005038e-01
-2.98892472e-01 1.21447621e-01 -1.27175101e-01 -1.58774914e-01
-2.56123324e-03]
[ -6.33460741e-02 -8.07384283e-03 -2.83241660e-01 -4.05833054e-03
6.66316872e-02 1.56300919e-01 -2.23252230e-01 -1.61191747e-01
-5.19868442e-02 -4.79742807e-02 1.42170194e-01 3.87100539e-01
-2.06797695e-02]
[ 1.03487077e-01 3.43694473e-01 -2.05515749e-01 5.54629536e-01
1.04020580e-01 -1.91682802e-03 -2.16528597e-01 -3.76863596e-01
-2.37703261e-01 -4.01778006e-01 5.64132498e-01 8.48188099e-01
-5.08086863e-01]
[ -3.28594475e-02 1.76727765e-01 4.49688512e-02 1.16221403e-01
-1.26048359e-02 -6.97579832e-02 -2.38714216e-01 -3.44924334e-01
-2.51061639e-01 -2.61798013e-01 3.29241419e-01 8.90341115e-01
-4.35520301e-01]
[ -5.17214850e-02 -1.14557194e-01 -1.63326998e-01 2.76851753e-01
-1.61444717e-01 2.34124438e-01 -1.04221131e-01 -2.77597829e-01
-2.60740012e-01 -5.15858812e-01 1.69836481e-01 3.77687613e-01
-2.80431084e-01]
[ 7.91011964e-02 -3.82828749e-01 -5.13528558e-02 -4.34256587e-02
-1.11076655e-01 2.00613593e-01 9.20940067e-02 1.75058876e-01
-1.48163177e-01 -3.72825744e-02 -8.58810170e-02 2.49384434e-01
-1.35341401e-01]
[ 2.03867003e-01 -2.90663306e-01 -1.22881177e-01 -9.03448856e-02
-2.06131447e-01 1.22492571e-01 2.89524490e-02 -1.54256933e-01
-3.17865957e-02 -1.22745622e-01 -1.31876551e-01 -2.10020387e-01
-6.44468879e-02]
[ -1.34803098e-01 -8.01061160e-02 3.86132575e-02 -2.50368506e-01
-5.61513200e-02 -1.40816936e-01 5.50437554e-02 -1.81616349e-02
-6.64164867e-02 -1.42076860e-02 -2.96605694e-01 -3.97019657e-01
-2.29425636e-02]
[ -1.40148530e-01 -1.29106722e-01 -7.04483343e-02 -2.25321973e-01
-3.39491943e-01 -2.87487556e-01 1.17467663e-01 7.27927743e-02
-1.30995159e-03 5.41309541e-02 -1.67136606e-01 -5.55550559e-01
-7.83474665e-02]
[ -1.66909928e-01 -2.15373278e-01 -2.98332310e-01 -2.70702635e-01
-2.59322770e-01 -2.06854704e-01 -3.31812246e-01 1.31816455e-01
-4.47140451e-02 -2.93154621e-01 -2.41319656e-01 -1.22307502e-01
-2.24655037e-01]
[ -1.07279499e-01 1.13698051e-01 2.53063428e-02 -3.22285254e-02
-2.19083749e-01 -1.68507248e-01 -8.33368950e-02 1.78822449e-03
-8.03606922e-02 -1.98953485e-01 -1.85668736e-01 -2.34716204e-01
-9.79253748e-02]
[ -3.48572990e-01 -1.35607187e-01 -2.69229835e-01 7.61768472e-02
-2.12867659e-01 -2.26362463e-01 -4.52361713e-02 -1.52457673e-01
6.80390176e-02 -6.96937249e-02 9.75315479e-03 -3.69052911e-01
-4.04566754e-03]
[ -1.26317723e-01 -3.38578981e-02 -2.58294225e-01 -6.11243052e-04
-2.15023124e-01 -2.76462452e-01 -3.89760193e-01 -9.11393013e-02
2.16140798e-04 -3.00618302e-01 -2.66152344e-01 -3.57724602e-01
-8.88517385e-02]
[ -2.14217231e-01 -5.41326268e-01 -3.30177821e-01 -3.88535398e-01
-3.36666782e-01 -2.26023688e-01 6.86147353e-03 -3.13249139e-01
1.12466342e-01 -2.56157140e-01 -2.24382885e-01 -9.31031216e-02
-9.27839555e-02]
[ -2.11711151e-01 -3.00861348e-01 -3.11145229e-01 -1.55484864e-01
-9.98073883e-02 -1.46623796e-01 -1.02044176e-01 -1.26311057e-02
-2.00629394e-01 -5.00912728e-01 -2.49311500e-01 -1.25385246e-01
3.10640770e-02]
[ -1.22601241e-01 2.85991163e-02 -2.38894563e-01 -3.60064395e-01
-2.26910623e-01 -2.58002636e-01 -5.52237249e-02 -2.58034552e-01
3.60534507e-02 1.34081105e-02 -3.06296600e-01 -5.81012582e-02
-1.80759772e-01]]
Progress: 6.5% ... Training loss: 0.327 ... Validation loss: 0.590[[-0.02425408]
[ 0.34405931]
[-0.11402311]
[ 0.70471962]
[ 0.32167621]
[ 0.03107097]
[-0.81877781]
[-0.94840462]
[-0.70514648]
[-0.96675939]
[ 0.94769143]
[ 2.36862673]
[-1.42600386]]
[[ -5.33672632e-01 -5.38625468e-01 -5.76485152e-01 -2.51146611e-01
-3.36956272e-01 -5.84925713e-01 -5.38485135e-01 -4.84605584e-01
-6.69390980e-01 -5.73875253e-01 -1.35213806e-01 3.53572230e-01
-4.42767150e-01]
[ 6.11224171e-03 -1.41849649e-01 5.27311806e-02 -2.80391586e-02
-4.63247579e-02 5.89998875e-02 -1.09809325e-01 2.50086329e-01
-1.12951776e-01 -1.49522487e-01 -4.87587913e-02 -3.97209500e-02
1.23845769e-01]
[ -1.94301528e-01 1.44992476e-01 -1.89838723e-02 1.28847142e-01
1.27271073e-01 -1.10710881e-01 4.48079113e-02 -1.32816591e-01
1.55323014e-01 -1.36937260e-01 2.79965295e-01 7.73733276e-01
2.00701162e-01]
[ 1.78619938e-01 -2.91531719e-01 -2.61659471e-01 -8.83908849e-02
-3.47212627e-01 -3.92276402e-03 4.83516580e-02 -2.42712976e-01
2.05796673e-01 -2.56203519e-01 -2.46159021e-01 -4.48447926e-01
-6.49491586e-02]
[ 1.04284768e-01 7.22888251e-02 9.04714187e-02 1.46847368e-01
1.34202342e-02 7.36583419e-02 -5.32782478e-02 8.79464204e-02
-7.81906365e-03 1.50586316e-01 2.11225505e-01 1.67392234e-02
1.62592672e-01]
[ -4.83732757e-01 -5.59429340e-01 -6.09505582e-01 -5.11827802e-01
-5.61115558e-01 -5.61013104e-01 -3.13013353e-01 -2.21533189e-01
-4.30658585e-01 -2.99004707e-01 -3.61781719e-01 -4.91936707e-01
-2.72262963e-01]
[ -4.14070993e-01 -5.70657420e-01 -3.20569567e-01 -3.48627104e-01
-4.02104615e-01 -5.56999898e-01 -4.44048897e-01 -4.71441554e-01
-3.01272701e-01 -2.08924274e-01 -4.45307739e-01 -1.97024362e-01
-1.99768965e-01]
[ -3.14364099e-01 -3.74597309e-01 -4.51647657e-01 -2.94565719e-01
-3.25843824e-01 -4.11136619e-01 -1.74471414e-01 -1.09163295e-01
-2.15345484e-01 -3.60043137e-01 -2.54053617e-01 -4.39100206e-01
-1.35089742e-01]
[ -4.73349534e-01 -3.44769829e-01 -3.77404740e-01 -1.25439748e-01
-3.30062045e-01 -2.11912960e-01 -1.88881949e-01 -4.53903761e-01
-3.42088307e-01 -4.83184491e-01 -1.11040557e-01 1.18055817e-02
-2.80418700e-01]
[ -9.45246508e-01 -9.29161674e-01 -9.67740442e-01 -8.00791958e-01
-1.00753501e+00 -9.73852063e-01 -6.86758847e-01 -6.66789204e-01
-7.84572878e-01 -5.67879440e-01 -7.85463646e-01 -4.67841506e-01
-3.72425849e-01]
[ -5.01087017e-01 -2.65022899e-01 -4.60605241e-01 -3.08305312e-01
-3.55226976e-01 -3.53469013e-01 -5.31988307e-01 -5.61544658e-01
-6.11327704e-01 -1.51362945e-01 -4.00240390e-01 -5.25855272e-01
-3.94551722e-01]
[ -1.17503827e-01 4.19847630e-02 -3.36479870e-01 -3.29477156e-01
-8.63847102e-02 -7.02791980e-02 -1.56142484e-01 -2.66992738e-01
-1.50991108e-01 1.29883104e-01 -2.70232358e-01 -2.93811804e-01
-2.36207296e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60718317e-01 -9.56414911e-02 1.60313567e-01 -2.16130063e-01
-1.15367565e-01 1.14514437e-01 -1.50926703e-01 -2.99700173e-02
-1.02633625e-01 2.79123521e-02 -8.27615249e-02 -1.72840903e-01
4.14142316e-02]
[ -8.15133976e-02 -2.54798366e-01 -1.78451592e-01 -2.69857754e-01
-4.75360310e-01 -8.39534323e-02 -3.01046872e-02 9.97469262e-04
-4.59208681e-02 1.45164683e-02 -1.47309120e-01 -1.64426367e-01
-2.21558898e-01]
[ -7.42354398e-02 5.72266438e-03 -2.44259063e-01 -2.35958129e-01
1.41880008e-01 -1.62347660e-01 -1.59371445e-01 3.98440591e-02
8.96948454e-03 -2.08726214e-02 -1.68613028e-01 -2.03639810e-03
5.71802800e-02]
[ 2.93596508e-02 -1.54754834e-01 -1.53021479e-01 -3.28151921e-02
-1.16009852e-01 -1.06474889e-01 6.44947959e-02 -1.82385848e-01
-4.93750781e-02 -5.91561500e-02 9.69963985e-03 -1.31302137e-01
3.78520665e-02]
[ -2.82737901e-01 -1.44788602e-01 -6.93330118e-02 -9.49011168e-02
-3.05249326e-01 -2.71509660e-01 -3.50010304e-01 7.02082363e-02
-2.87238607e-01 -1.96505932e-01 1.77754333e-01 8.63354516e-02
3.23797345e-01]
[ -2.14150679e-01 -1.32814121e-01 -7.64608670e-02 -8.27620776e-02
-8.41925638e-02 -1.13991644e-01 -4.61925267e-02 7.39463383e-02
-1.03653035e-01 4.34492574e-02 1.28046078e-02 -1.77279263e-01
4.67018323e-02]
[ -1.51068563e-01 -6.82949315e-02 -2.20066711e-01 -3.63317908e-01
-1.50550059e-01 -1.98813615e-01 -2.06914039e-01 -5.08420106e-02
2.24678048e-01 -1.50503056e-01 -3.17614452e-01 -3.54273982e-01
-6.06444797e-02]
[ -3.65468754e-01 -8.00500429e-02 -1.41590322e-01 -1.99639562e-01
-5.96402189e-02 -3.09733091e-01 7.48575796e-02 -3.93871630e-02
-1.01801105e-01 1.13745272e-01 -2.96680494e-02 -6.04843905e-02
-1.33640056e-01]
[ -1.68843368e-01 -1.56568235e-01 -4.48980168e-02 -1.33519661e-01
-1.35761809e-01 -2.91971712e-01 -1.05135046e-01 -1.06132521e-01
-2.99860182e-01 3.71004841e-02 1.93529007e-01 1.37148854e-01
-2.67928718e-01]
[ -1.38091561e-01 -1.79253619e-01 -1.11384331e-01 -2.77594626e-01
9.09237581e-02 -1.70728911e-02 -2.23965176e-01 -1.47393220e-01
8.15670845e-02 -1.07422524e-01 -1.73515459e-01 -1.43400775e-01
-3.33898248e-01]
[ -4.42706407e-02 -3.40555654e-02 -1.46488150e-01 -3.93785727e-02
-2.28433645e-01 6.34497265e-02 -8.34179750e-02 -3.56945460e-02
-2.30752069e-01 -6.51814180e-02 -6.66795911e-02 -3.07363154e-01
-1.50449376e-01]
[ -7.36511732e-02 4.02724262e-02 -1.31035533e-01 -2.75998375e-01
1.30925989e-01 2.13762387e-02 -2.49250517e-01 -2.00211734e-01
9.36549494e-02 -9.44338721e-02 -2.29421312e-01 -1.21244536e-01
-2.93695886e-01]
[ 8.41554572e-02 -3.12480192e-01 -8.02602357e-02 -4.08745261e-01
-2.19470145e-01 -8.73330846e-02 4.77609761e-02 9.20351587e-02
-8.04569109e-03 2.77406699e-01 -4.54899091e-01 -4.74035053e-01
3.11478812e-01]
[ -2.17236590e-01 -2.53783838e-01 -1.25934853e-01 -2.70114148e-01
-3.03237228e-01 -9.12902223e-02 1.85584546e-01 3.49665573e-02
2.90838767e-01 3.98172959e-02 -3.39530727e-01 -6.82495574e-01
5.14947948e-01]
[ -8.46548446e-03 -1.89049858e-01 2.48170830e-02 -2.54194660e-01
-1.65574034e-01 1.68296463e-01 1.55295725e-01 2.14656724e-01
-4.15113725e-02 2.05973295e-01 -1.18536670e-01 -6.45794462e-01
5.28386618e-01]
[ 6.65628074e-03 -4.38385744e-02 -1.21147717e-01 -7.19121623e-02
-1.72524288e-01 -4.46832962e-02 2.39164021e-01 1.29499563e-01
2.24887987e-01 3.35572101e-01 -3.89365088e-01 -5.18717685e-01
5.41195514e-01]
[ -7.89981393e-02 -2.78199274e-01 6.15412591e-02 -3.25165599e-01
-1.41360452e-01 1.19379721e-01 3.07337799e-01 9.37939997e-02
-8.55498160e-02 1.32774097e-01 -4.80288187e-01 -5.62230233e-01
6.46674902e-01]
[ 1.23157928e-01 -7.87783587e-02 1.53216781e-02 -1.11757468e-01
-6.82767605e-02 -1.56579024e-02 1.70088362e-01 2.77644507e-01
3.41127846e-01 1.97506639e-01 -4.55328357e-01 -4.07193201e-01
3.03256393e-01]
[ -9.32435996e-03 -1.20468190e-01 1.68386762e-02 4.93048784e-02
-7.53651741e-02 -2.82923141e-01 -1.06023851e-02 2.44032427e-01
-5.34592090e-02 3.22179106e-02 -1.89371390e-01 -4.62056953e-01
1.47313657e-01]
[ 7.76570637e-02 1.25760158e-01 -3.04114191e-03 6.39219952e-02
-8.24931792e-02 -5.91558944e-02 -2.06419994e-01 -2.10907119e-01
-2.91629789e-01 -1.83288706e-01 -1.66804081e-01 2.72297340e-01
-1.31615059e-01]
[ 3.80380457e-02 -7.44111644e-02 1.35743735e-01 1.67921358e-01
2.57175301e-01 8.56539005e-03 -4.07706700e-01 -3.96607601e-01
-1.21478128e-01 -5.54016612e-01 1.65942209e-01 9.36785042e-01
-4.14816289e-01]
[ 3.57821736e-02 8.20464706e-02 -2.10695774e-01 3.54917100e-02
3.07053685e-02 -3.19556540e-04 -1.52108281e-01 -3.25235287e-01
-2.86904729e-01 -1.70714917e-01 -4.86952445e-02 -2.21691795e-02
-1.69527617e-01]
[ -5.38373485e-02 -2.19942226e-01 6.86512571e-02 9.07082204e-02
-1.36017429e-01 -1.33956471e-01 6.27142462e-02 2.50672856e-02
1.03426767e-01 -3.34726795e-01 -3.01279007e-01 -2.73823648e-01
6.26473767e-02]
[ 1.72441187e-02 -2.72244399e-01 6.42934018e-02 -2.10615482e-01
-1.89865394e-01 -2.30559918e-01 -2.49084247e-01 8.64919240e-02
5.56547403e-03 1.58860079e-01 -1.44350345e-01 5.64978016e-02
-4.56760416e-02]
[ 1.74554833e-01 5.26193696e-02 -1.02431768e-01 -1.90766124e-01
-5.52193448e-02 -1.01116360e-01 -1.76740677e-01 6.62964002e-02
-1.87127719e-01 -2.00574231e-01 -1.64742501e-01 7.18198884e-02
-9.50859795e-02]
[ -1.70568536e-01 -1.89889911e-01 -1.04170928e-01 -1.83601398e-01
-5.75577789e-02 2.72555230e-02 -1.65365074e-01 -1.22768691e-01
-1.24604305e-01 6.43217974e-02 -2.17539964e-01 -6.72105509e-02
-1.92162051e-01]
[ -3.17461583e-02 -2.24809498e-01 -1.51735527e-01 -1.98786613e-01
-6.29734559e-02 4.45295738e-02 1.39339494e-03 6.00352373e-02
-1.96089388e-01 -1.92911360e-01 -7.50949103e-02 -2.52889087e-01
8.09775670e-03]
[ 1.17302269e-01 6.50140032e-02 -1.39962313e-03 -1.54217554e-01
-3.33089378e-01 8.39066090e-03 -1.18791168e-01 -1.97195436e-01
-2.98818334e-01 1.21415638e-01 -1.27206575e-01 -1.58891398e-01
-2.71121439e-03]
[ -6.33270223e-02 -8.36279210e-03 -2.83157489e-01 -4.60474878e-03
6.63344157e-02 1.56282899e-01 -2.22768927e-01 -1.60261900e-01
-5.15241858e-02 -4.70233393e-02 1.41269523e-01 3.84384207e-01
-1.92976951e-02]
[ 1.03406031e-01 3.44571840e-01 -2.05695512e-01 5.57132285e-01
1.04851997e-01 -1.88236004e-03 -2.18289276e-01 -3.77938135e-01
-2.39929998e-01 -4.03500546e-01 5.67138598e-01 8.57627276e-01
-5.12518611e-01]
[ -3.30190990e-02 1.79617042e-01 4.40847673e-02 1.23700431e-01
-9.31286043e-03 -6.96341213e-02 -2.45885723e-01 -3.52167229e-01
-2.56400229e-01 -2.69443770e-01 3.43255840e-01 9.16797185e-01
-4.51965658e-01]
[ -5.17462949e-02 -1.14316805e-01 -1.63415793e-01 2.77624096e-01
-1.61269021e-01 2.34137167e-01 -1.04861008e-01 -2.78206009e-01
-2.61293814e-01 -5.16606355e-01 1.70826553e-01 3.80412844e-01
-2.82236381e-01]
[ 7.90675962e-02 -3.82551568e-01 -5.14691658e-02 -4.24365050e-02
-1.10737443e-01 2.00634369e-01 9.07309847e-02 1.73490696e-01
-1.49306506e-01 -3.85938657e-02 -8.42655038e-02 2.55862316e-01
-1.38692874e-01]
[ 2.03892346e-01 -2.90630052e-01 -1.22844565e-01 -9.03533224e-02
-2.06140496e-01 1.22478482e-01 2.88307997e-02 -1.54022681e-01
-3.19669077e-02 -1.22345290e-01 -1.31679074e-01 -2.08249021e-01
-6.51785826e-02]
[ -1.34804602e-01 -8.01768433e-02 3.86249836e-02 -2.50476757e-01
-5.62121210e-02 -1.40814975e-01 5.52314303e-02 -1.78270722e-02
-6.62881159e-02 -1.39305743e-02 -2.97002610e-01 -3.98982433e-01
-2.24007848e-02]
[ -1.40158084e-01 -1.29005048e-01 -7.04899809e-02 -2.25152750e-01
-3.39391951e-01 -2.87478946e-01 1.17314045e-01 7.25736201e-02
-1.49024551e-03 5.39138515e-02 -1.67093444e-01 -5.56267177e-01
-7.86649784e-02]
[ -1.66793544e-01 -2.16162039e-01 -2.98053952e-01 -2.72706552e-01
-2.60042347e-01 -2.06925126e-01 -3.29562189e-01 1.34650833e-01
-4.25974814e-02 -2.90090100e-01 -2.43808008e-01 -1.27555102e-01
-2.20620192e-01]
[ -1.07322822e-01 1.14153050e-01 2.51839023e-02 -3.12310061e-02
-2.18745719e-01 -1.68479359e-01 -8.48575586e-02 7.34708723e-04
-8.20040368e-02 -1.99546572e-01 -1.84270237e-01 -2.31281572e-01
-1.00949780e-01]
[ -3.48634280e-01 -1.34977293e-01 -2.69336493e-01 7.79903635e-02
-2.12403914e-01 -2.26339402e-01 -4.62423195e-02 -1.52566531e-01
6.69545970e-02 -7.04815264e-02 1.17631620e-02 -3.65659994e-01
-5.53047800e-03]
[ -1.26410674e-01 -3.32090044e-02 -2.58433986e-01 1.68703985e-03
-2.14473343e-01 -2.76425829e-01 -3.91382256e-01 -9.25000223e-02
-1.63010174e-03 -3.01790255e-01 -2.63975005e-01 -3.46902074e-01
-9.22622011e-02]
[ -2.14330026e-01 -5.40336131e-01 -3.30549452e-01 -3.84549919e-01
-3.35212647e-01 -2.25960838e-01 4.35137128e-03 -3.15399580e-01
1.09495738e-01 -2.58800000e-01 -2.16665850e-01 -7.66587724e-02
-9.91343538e-02]
[ -2.11866783e-01 -2.99182644e-01 -3.11678309e-01 -1.51218202e-01
-9.79257681e-02 -1.46523303e-01 -1.06033142e-01 -1.70449842e-02
-2.03715511e-01 -5.04829997e-01 -2.42916180e-01 -1.11163793e-01
2.24465862e-02]
[ -1.22604573e-01 2.86159405e-02 -2.38934774e-01 -3.59919578e-01
-2.26876931e-01 -2.58000724e-01 -5.52910422e-02 -2.58261298e-01
3.61625661e-02 1.30261053e-02 -3.06487192e-01 -5.83332639e-02
-1.80893757e-01]]
Progress: 6.6% ... Training loss: 0.322 ... Validation loss: 0.570[[-0.03248808]
[ 0.33422928]
[-0.12388878]
[ 0.69355411]
[ 0.31145132]
[ 0.02353019]
[-0.83476272]
[-0.96495381]
[-0.72305463]
[-0.98159628]
[ 0.93480569]
[ 2.34499274]
[-1.45754311]]
[[ -5.33601045e-01 -5.38887681e-01 -5.76332373e-01 -2.52253018e-01
-3.37362503e-01 -5.84986764e-01 -5.33775736e-01 -4.77923154e-01
-6.65328570e-01 -5.69751640e-01 -1.35885151e-01 3.41732895e-01
-4.32553815e-01]
[ 6.09531737e-03 -1.41570559e-01 5.26327920e-02 -2.74142812e-02
-4.60611834e-02 5.90288060e-02 -1.10397295e-01 2.48913816e-01
-1.13321841e-01 -1.50539579e-01 -4.78139154e-02 -3.75266149e-02
1.22182079e-01]
[ -1.94123044e-01 1.40754627e-01 -1.76030048e-02 1.18648761e-01
1.23279959e-01 -1.11028523e-01 5.66450196e-02 -1.18932445e-01
1.66570503e-01 -1.23551745e-01 2.63550383e-01 7.23114261e-01
2.30431826e-01]
[ 1.78650711e-01 -2.90635461e-01 -2.61843659e-01 -8.73218763e-02
-3.46721441e-01 -3.94561280e-03 4.99045332e-02 -2.41748606e-01
2.05272831e-01 -2.56202745e-01 -2.45836691e-01 -4.40912190e-01
-6.32369122e-02]
[ 1.04163015e-01 7.45855162e-02 8.99080443e-02 1.50879138e-01
1.51807503e-02 7.37977844e-02 -5.91387505e-02 8.13340171e-02
-1.21393695e-02 1.43265334e-01 2.17537476e-01 3.59165390e-02
1.52265325e-01]
[ -4.83737305e-01 -5.59328568e-01 -6.09627663e-01 -5.11204951e-01
-5.61031349e-01 -5.60969002e-01 -3.12965172e-01 -2.21137723e-01
-4.30696299e-01 -2.98860731e-01 -3.60787918e-01 -4.92645329e-01
-2.72147271e-01]
[ -4.13940518e-01 -5.72692593e-01 -3.19880657e-01 -3.53604640e-01
-4.03685570e-01 -5.57168192e-01 -4.39078861e-01 -4.63964450e-01
-2.96473925e-01 -2.01550007e-01 -4.51935922e-01 -2.15656231e-01
-1.85379957e-01]
[ -3.14382211e-01 -3.74391380e-01 -4.51610616e-01 -2.94196612e-01
-3.25960902e-01 -4.11122803e-01 -1.72975809e-01 -1.07205778e-01
-2.13600836e-01 -3.58709436e-01 -2.54752120e-01 -4.48492168e-01
-1.31390721e-01]
[ -4.73288316e-01 -3.45832291e-01 -3.77089117e-01 -1.28012993e-01
-3.31162362e-01 -2.12006537e-01 -1.85251691e-01 -4.51170174e-01
-3.39024215e-01 -4.80336782e-01 -1.14464706e-01 2.01436047e-04
-2.74318458e-01]
[ -9.45120643e-01 -9.31415698e-01 -9.67032152e-01 -8.05844012e-01
-1.00965867e+00 -9.74006747e-01 -6.78723476e-01 -6.57295145e-01
-7.76477965e-01 -5.59104519e-01 -7.92747960e-01 -5.01308578e-01
-3.53043571e-01]
[ -5.01106389e-01 -2.65269184e-01 -4.60509108e-01 -3.08213140e-01
-3.55383668e-01 -3.53452661e-01 -5.31720325e-01 -5.60015139e-01
-6.11774947e-01 -1.49751882e-01 -4.00924858e-01 -5.25972298e-01
-3.93274672e-01]
[ -1.17441287e-01 4.16941385e-02 -3.36364799e-01 -3.31076096e-01
-8.68185094e-02 -7.03448163e-02 -1.54301758e-01 -2.65452643e-01
-1.49068977e-01 1.31196774e-01 -2.72020610e-01 -3.00564304e-01
-2.32562660e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60768863e-01 -9.51085498e-02 1.60112054e-01 -2.14453121e-01
-1.14804081e-01 1.14586821e-01 -1.52503570e-01 -3.16929204e-02
-1.04180151e-01 2.59199509e-02 -8.07821461e-02 -1.68807265e-01
3.85912883e-02]
[ -8.15098828e-02 -2.54627643e-01 -1.78521357e-01 -2.69866266e-01
-4.75212848e-01 -8.39413282e-02 -3.02914286e-02 -6.72495949e-07
-4.59324909e-02 1.37454262e-02 -1.46814415e-01 -1.62643626e-01
-2.22789535e-01]
[ -7.41943464e-02 5.26457013e-03 -2.44125680e-01 -2.37104848e-01
1.41322677e-01 -1.62388270e-01 -1.57792138e-01 4.28172500e-02
1.04547639e-02 -1.83660097e-02 -1.69954955e-01 -6.51825456e-03
6.19069938e-02]
[ 2.93636314e-02 -1.54802930e-01 -1.53015308e-01 -3.28696265e-02
-1.15959283e-01 -1.06485193e-01 6.44006788e-02 -1.81996292e-01
-4.92809555e-02 -5.91789047e-02 1.00965443e-02 -1.30933611e-01
3.79688509e-02]
[ -2.82642398e-01 -1.46418279e-01 -6.87620045e-02 -9.93478822e-02
-3.06549789e-01 -2.71625892e-01 -3.46340668e-01 7.53914043e-02
-2.83540906e-01 -1.90809523e-01 1.71541702e-01 6.97579850e-02
3.35177850e-01]
[ -2.14133871e-01 -1.32933581e-01 -7.64105755e-02 -8.27691227e-02
-8.43277735e-02 -1.14015728e-01 -4.51688321e-02 7.53330638e-02
-1.03096899e-01 4.44124901e-02 1.25999876e-02 -1.78018269e-01
4.84941613e-02]
[ -1.51080690e-01 -6.85422015e-02 -2.19991042e-01 -3.63774602e-01
-1.50926819e-01 -1.98806983e-01 -2.05642854e-01 -4.86462481e-02
2.25928594e-01 -1.49494207e-01 -3.19654886e-01 -3.61102833e-01
-5.68237040e-02]
[ -3.65471940e-01 -7.96857876e-02 -1.41618859e-01 -1.99181476e-01
-5.94512897e-02 -3.09728916e-01 7.52342100e-02 -3.92998662e-02
-1.01222815e-01 1.14114250e-01 -2.88928756e-02 -6.38670875e-02
-1.33038172e-01]
[ -1.68799363e-01 -1.57203185e-01 -4.46774263e-02 -1.35014107e-01
-1.36348290e-01 -2.92035669e-01 -1.02711171e-01 -1.04245737e-01
-2.98069509e-01 3.93001147e-02 1.91500803e-01 1.28937071e-01
-2.64346747e-01]
[ -1.38068777e-01 -1.79740127e-01 -1.11232530e-01 -2.78764775e-01
9.03583280e-02 -1.71144926e-02 -2.22547149e-01 -1.45877709e-01
8.28582164e-02 -1.06013844e-01 -1.75165703e-01 -1.48906777e-01
-3.30998139e-01]
[ -4.42969561e-02 -3.36899576e-02 -1.46616803e-01 -3.84329402e-02
-2.28118099e-01 6.34913322e-02 -8.43779880e-02 -3.72517444e-02
-2.31459468e-01 -6.66288083e-02 -6.53148704e-02 -3.03366866e-01
-1.52669438e-01]
[ -7.36176530e-02 3.96720208e-02 -1.30896483e-01 -2.76853092e-01
1.30467533e-01 2.13321748e-02 -2.48051053e-01 -1.98987811e-01
9.47464168e-02 -9.26530217e-02 -2.30711168e-01 -1.26034666e-01
-2.92039354e-01]
[ 8.41605790e-02 -3.12582884e-01 -8.02035622e-02 -4.09248148e-01
-2.19674676e-01 -8.73421448e-02 4.87029456e-02 9.30398108e-02
-7.46141416e-03 2.78437592e-01 -4.55897591e-01 -4.77863367e-01
3.13616510e-01]
[ -2.17220565e-01 -2.53988048e-01 -1.25864592e-01 -2.70735355e-01
-3.03487299e-01 -9.13118430e-02 1.87036135e-01 3.59705429e-02
2.92120199e-01 4.08770782e-02 -3.40515149e-01 -6.86610585e-01
5.17862741e-01]
[ -8.46768654e-03 -1.89025761e-01 2.48092313e-02 -2.54155131e-01
-1.65554475e-01 1.68298979e-01 1.55205277e-01 2.14528083e-01
-4.15735878e-02 2.05854871e-01 -1.18485253e-01 -6.45722980e-01
5.28192021e-01]
[ 6.65224574e-03 -4.37986229e-02 -1.21161291e-01 -7.18493172e-02
-1.72497427e-01 -4.46784568e-02 2.38965545e-01 1.29295250e-01
2.24732920e-01 3.35318256e-01 -3.89303497e-01 -5.18596794e-01
5.40834357e-01]
[ -7.89600084e-02 -2.78624403e-01 6.17023153e-02 -3.26623132e-01
-1.41798713e-01 1.19329074e-01 3.09529812e-01 9.59194850e-02
-8.38820242e-02 1.34914651e-01 -4.82079247e-01 -5.68439735e-01
6.52367480e-01]
[ 1.23187947e-01 -7.90327563e-02 1.53844037e-02 -1.12450648e-01
-6.85485640e-02 -1.56830469e-02 1.71223771e-01 2.79420163e-01
3.42364586e-01 1.98819719e-01 -4.56139052e-01 -4.10705249e-01
3.06161113e-01]
[ -9.26621123e-03 -1.21234708e-01 1.70501761e-02 4.73959310e-02
-7.61092048e-02 -2.82977365e-01 -8.44074376e-03 2.47980283e-01
-5.13116301e-02 3.51027960e-02 -1.91938041e-01 -4.70430700e-01
1.52992120e-01]
[ 7.76051166e-02 1.26597187e-01 -3.19626791e-03 6.59128294e-02
-8.18044763e-02 -5.91049686e-02 -2.08370706e-01 -2.12879549e-01
-2.93634776e-01 -1.84773771e-01 -1.64632091e-01 2.81477016e-01
-1.36149596e-01]
[ 3.79869097e-02 -7.38178464e-02 1.35514571e-01 1.70570159e-01
2.57948746e-01 8.63660102e-03 -4.09231113e-01 -3.97938067e-01
-1.23313369e-01 -5.56000459e-01 1.69241168e-01 9.45588201e-01
-4.18639631e-01]
[ 3.57671502e-02 8.20871667e-02 -2.10719083e-01 3.57214422e-02
3.07215387e-02 -3.05451510e-04 -1.52392877e-01 -3.25447341e-01
-2.87147133e-01 -1.70930958e-01 -4.85653057e-02 -2.14868588e-02
-1.70076654e-01]
[ -5.38304519e-02 -2.20099095e-01 6.86974200e-02 9.01373449e-02
-1.36271337e-01 -1.33968243e-01 6.32885036e-02 2.57241480e-02
1.03964628e-01 -3.34451958e-01 -3.01968048e-01 -2.77514713e-01
6.41512859e-02]
[ 1.72543996e-02 -2.72664031e-01 6.44255164e-02 -2.11466480e-01
-1.90322334e-01 -2.30568208e-01 -2.48456896e-01 8.71540715e-02
6.22729101e-03 1.60063425e-01 -1.45753260e-01 5.27646338e-02
-4.37003550e-02]
[ 1.74536851e-01 5.30356298e-02 -1.02540301e-01 -1.90072081e-01
-5.48485314e-02 -1.01096327e-01 -1.77450676e-01 6.50800246e-02
-1.87714067e-01 -2.01805726e-01 -1.63380744e-01 7.57277786e-02
-9.75396495e-02]
[ -1.70558177e-01 -1.90323772e-01 -1.04046331e-01 -1.84700774e-01
-5.79944350e-02 2.72373175e-02 -1.64585416e-01 -1.22185911e-01
-1.23722098e-01 6.51873794e-02 -2.19114624e-01 -7.29397696e-02
-1.90096171e-01]
[ -3.17362019e-02 -2.25353428e-01 -1.51613139e-01 -2.00002733e-01
-6.35331760e-02 4.45075495e-02 2.20006644e-03 6.07910861e-02
-1.95109416e-01 -1.92384714e-01 -7.71099787e-02 -2.57599292e-01
1.07257329e-02]
[ 1.17324094e-01 6.41024065e-02 -1.17855619e-03 -1.55778354e-01
-3.33730376e-01 8.35735572e-03 -1.17152483e-01 -1.95273735e-01
-2.97311294e-01 1.23850327e-01 -1.29917155e-01 -1.64902193e-01
1.78884602e-03]
[ -6.33184654e-02 -8.31804523e-03 -2.83137395e-01 -4.60088461e-03
6.64081062e-02 1.56274279e-01 -2.22991959e-01 -1.60466985e-01
-5.14096011e-02 -4.73043353e-02 1.41910284e-01 3.84805347e-01
-1.98781223e-02]
[ 1.03396157e-01 3.44967072e-01 -2.05781289e-01 5.57944563e-01
1.05228078e-01 -1.86177159e-03 -2.18904909e-01 -3.78671667e-01
-2.40423036e-01 -4.04162266e-01 5.68302856e-01 8.60232715e-01
-5.13855890e-01]
[ -3.30319772e-02 1.79980366e-01 4.39508114e-02 1.25061222e-01
-8.81370145e-03 -6.96210831e-02 -2.46784544e-01 -3.53140871e-01
-2.56831257e-01 -2.70630823e-01 3.45686052e-01 9.18560926e-01
-4.54874618e-01]
[ -5.17267284e-02 -1.14601033e-01 -1.63303337e-01 2.76942835e-01
-1.61497457e-01 2.34109733e-01 -1.04407782e-01 -2.77461077e-01
-2.60770612e-01 -5.15493286e-01 1.69964711e-01 3.77807308e-01
-2.80923901e-01]
[ 7.91113628e-02 -3.82894529e-01 -5.13428035e-02 -4.38211570e-02
-1.11210251e-01 2.00582176e-01 9.23947084e-02 1.75248188e-01
-1.47931017e-01 -3.70081577e-02 -8.62233542e-02 2.49471580e-01
-1.35327079e-01]
[ 2.03924475e-01 -2.90939601e-01 -1.22752989e-01 -9.12241170e-02
-2.06414201e-01 1.22448523e-01 2.95655930e-02 -1.53040215e-01
-3.11069309e-02 -1.21285246e-01 -1.32785603e-01 -2.11449909e-01
-6.30077229e-02]
[ -1.34802300e-01 -8.01758336e-02 3.86365091e-02 -2.50650091e-01
-5.62461856e-02 -1.40817243e-01 5.55514617e-02 -1.75202934e-02
-6.61823182e-02 -1.37618312e-02 -2.97391077e-01 -4.02020885e-01
-2.21761482e-02]
[ -1.40137056e-01 -1.29396074e-01 -7.03837560e-02 -2.25962325e-01
-3.39684643e-01 -2.87505388e-01 1.18473234e-01 7.38851895e-02
-5.75882233e-04 5.53701335e-02 -1.68303079e-01 -5.59010828e-01
-7.66935442e-02]
[ -1.66709888e-01 -2.17406375e-01 -2.97701631e-01 -2.76133690e-01
-2.61350705e-01 -2.07015081e-01 -3.26405875e-01 1.39830947e-01
-3.94804289e-02 -2.86179387e-01 -2.48329679e-01 -1.40962587e-01
-2.11977211e-01]
[ -1.07283698e-01 1.13158736e-01 2.55371706e-02 -3.34870055e-02
-2.19612702e-01 -1.68543048e-01 -8.30843536e-02 3.23684095e-03
-8.02814129e-02 -1.96568037e-01 -1.87571018e-01 -2.41184270e-01
-9.56956247e-02]
[ -3.48670732e-01 -1.35234296e-01 -2.69345583e-01 7.82748882e-02
-2.12310537e-01 -2.26294836e-01 -4.53772173e-02 -1.51399282e-01
6.69566684e-02 -6.91558633e-02 1.10405413e-02 -3.68045264e-01
-1.95104018e-03]
[ -1.26360507e-01 -3.36553661e-02 -2.58255697e-01 2.34228760e-04
-2.15068281e-01 -2.76490679e-01 -3.89188067e-01 -9.02790180e-02
3.41940802e-04 -2.99330742e-01 -2.66034816e-01 -3.53975693e-01
-8.73809517e-02]
[ -2.14307324e-01 -5.40416686e-01 -3.30504901e-01 -3.84854620e-01
-3.35313812e-01 -2.25985866e-01 6.12428309e-03 -3.13832438e-01
1.11499974e-01 -2.57664013e-01 -2.16920790e-01 -8.24087842e-02
-9.53466254e-02]
[ -2.11853644e-01 -2.99098097e-01 -3.11654216e-01 -1.51256460e-01
-9.80824057e-02 -1.46536766e-01 -1.05478960e-01 -1.66403110e-02
-2.02797712e-01 -5.04423509e-01 -2.43118809e-01 -1.12429196e-01
2.32069928e-02]
[ -1.22607875e-01 2.87630302e-02 -2.38958714e-01 -3.59284017e-01
-2.26656370e-01 -2.57992255e-01 -5.54628667e-02 -2.58739941e-01
3.59965429e-02 1.25088601e-02 -3.05181772e-01 -5.88853755e-02
-1.83495752e-01]]
Progress: 6.7% ... Training loss: 0.319 ... Validation loss: 0.577[[-0.03529351]
[ 0.33570064]
[-0.12432738]
[ 0.70330343]
[ 0.31089987]
[ 0.01978243]
[-0.84146267]
[-0.96934667]
[-0.73128385]
[-0.9875297 ]
[ 0.94978886]
[ 2.37753168]
[-1.46164233]]
[[ -5.33586324e-01 -5.36433136e-01 -5.76714854e-01 -2.46243636e-01
-3.34984389e-01 -5.84964198e-01 -5.33946041e-01 -4.79537425e-01
-6.64934874e-01 -5.70905769e-01 -1.25135431e-01 3.52467568e-01
-4.37128427e-01]
[ 6.09503413e-03 -1.41568931e-01 5.26322991e-02 -2.74517502e-02
-4.60700066e-02 5.90283066e-02 -1.10420609e-01 2.48921693e-01
-1.13390259e-01 -1.50573743e-01 -4.78595435e-02 -3.75155709e-02
1.22125598e-01]
[ -1.94094537e-01 1.41759253e-01 -1.77312798e-02 1.22091386e-01
1.24672969e-01 -1.11028633e-01 5.71402074e-02 -1.18750847e-01
1.66752583e-01 -1.22177845e-01 2.70266238e-01 7.31900910e-01
2.29118923e-01]
[ 1.78831867e-01 -2.93525573e-01 -2.61597219e-01 -9.80599901e-02
-3.49488566e-01 -4.01014974e-03 5.72338621e-02 -2.36879037e-01
2.11857314e-01 -2.52362723e-01 -2.60460450e-01 -4.69159454e-01
-4.58691478e-02]
[ 1.03872393e-01 7.58297236e-02 8.93885565e-02 1.55747761e-01
1.63633270e-02 7.39424206e-02 -6.41590999e-02 7.52779657e-02
-1.74790778e-02 1.34336613e-01 2.21466720e-01 4.89699861e-02
1.37066109e-01]
[ -4.83753710e-01 -5.59275383e-01 -6.09619062e-01 -5.10572331e-01
-5.61146521e-01 -5.60975319e-01 -3.12948895e-01 -2.21320721e-01
-4.30533605e-01 -2.99602883e-01 -3.60080286e-01 -4.88675049e-01
-2.73628747e-01]
[ -4.13950699e-01 -5.72210344e-01 -3.19946800e-01 -3.51523922e-01
-4.03374766e-01 -5.57164821e-01 -4.38690513e-01 -4.64898798e-01
-2.96585261e-01 -2.02290230e-01 -4.48917592e-01 -2.20258317e-01
-1.88476044e-01]
[ -3.14369624e-01 -3.74217258e-01 -4.51652110e-01 -2.93158562e-01
-3.25390922e-01 -4.11119283e-01 -1.72246506e-01 -1.06277763e-01
-2.13306790e-01 -3.57434140e-01 -2.52498893e-01 -4.44606196e-01
-1.30881630e-01]
[ -4.73202585e-01 -3.45694448e-01 -3.77009047e-01 -1.28206618e-01
-3.31334256e-01 -2.12061275e-01 -1.83051838e-01 -4.49353722e-01
-3.35835781e-01 -4.78108315e-01 -1.13813750e-01 -3.81904160e-03
-2.69164083e-01]
[ -9.45218920e-01 -9.28885225e-01 -9.67513299e-01 -7.99009285e-01
-1.00749431e+00 -9.73933060e-01 -6.81194888e-01 -6.60674299e-01
-7.77963435e-01 -5.63422996e-01 -7.81031400e-01 -4.85609821e-01
-3.62129174e-01]
[ -5.01072528e-01 -2.65210492e-01 -4.60466062e-01 -3.08201553e-01
-3.55336576e-01 -3.53479834e-01 -5.29728199e-01 -5.59061632e-01
-6.10288453e-01 -1.48018839e-01 -4.01027395e-01 -5.27955695e-01
-3.90609484e-01]
[ -1.17305139e-01 3.99523717e-02 -3.35945664e-01 -3.34364648e-01
-8.84362420e-02 -7.04454956e-02 -1.50488690e-01 -2.61399874e-01
-1.45536162e-01 1.35803595e-01 -2.77004486e-01 -3.15045975e-01
-2.25056342e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60827058e-01 -9.46547535e-02 1.59951875e-01 -2.12942142e-01
-1.14353000e-01 1.14630433e-01 -1.54192013e-01 -3.36210713e-02
-1.05416361e-01 2.41268017e-02 -7.81688270e-02 -1.60558919e-01
3.55108020e-02]
[ -8.14549492e-02 -2.54838739e-01 -1.78417663e-01 -2.70596770e-01
-4.75498321e-01 -8.39758038e-02 -2.91281430e-02 1.99803605e-03
-4.49926512e-02 1.49394381e-02 -1.47799116e-01 -1.66441325e-01
-2.21142934e-01]
[ -7.42061133e-02 4.94750321e-03 -2.44089097e-01 -2.36921610e-01
1.41092053e-01 -1.62405450e-01 -1.57417429e-01 4.20021990e-02
1.08042498e-02 -1.89113688e-02 -1.70224505e-01 -7.25994117e-03
5.99963897e-02]
[ 2.93536215e-02 -1.55021086e-01 -1.52936087e-01 -3.33794333e-02
-1.16188409e-01 -1.06480359e-01 6.47116473e-02 -1.81353316e-01
-4.95113965e-02 -5.84920287e-02 9.12548434e-03 -1.36344064e-01
3.99881783e-02]
[ -2.82688454e-01 -1.45644789e-01 -6.89686977e-02 -9.73749050e-02
-3.05918220e-01 -2.71592294e-01 -3.47996485e-01 7.35536422e-02
-2.84842275e-01 -1.92750342e-01 1.74712007e-01 7.37481173e-02
3.30574189e-01]
[ -2.14108001e-01 -1.32678294e-01 -7.64033511e-02 -8.17185666e-02
-8.41218899e-02 -1.14035930e-01 -4.40603967e-02 7.53107515e-02
-1.02310753e-01 4.46940926e-02 1.42096552e-02 -1.77351202e-01
4.78676092e-02]
[ -1.51129908e-01 -6.78294895e-02 -2.20149154e-01 -3.62041009e-01
-1.50158238e-01 -1.98774855e-01 -2.07628508e-01 -5.03017618e-02
2.23777210e-01 -1.50722063e-01 -3.16601162e-01 -3.51922878e-01
-6.11535462e-02]
[ -3.65426800e-01 -8.00825583e-02 -1.41521585e-01 -1.99611584e-01
-5.96232982e-02 -3.09749582e-01 7.74551566e-02 -3.70877445e-02
-9.92335998e-02 1.16223467e-01 -2.95319665e-02 -6.70823396e-02
-1.29043225e-01]
[ -1.68767449e-01 -1.56903580e-01 -4.46952722e-02 -1.34845533e-01
-1.36210975e-01 -2.92046072e-01 -1.02021787e-01 -1.03586899e-01
-2.96729036e-01 3.98374843e-02 1.92054957e-01 1.23900075e-01
-2.61490616e-01]
[ -1.38005424e-01 -1.80137925e-01 -1.11067155e-01 -2.79998698e-01
8.98746998e-02 -1.71614548e-02 -2.20466978e-01 -1.44175412e-01
8.49397224e-02 -1.04088005e-01 -1.76458814e-01 -1.53111278e-01
-3.27152042e-01]
[ -4.43243819e-02 -3.33526097e-02 -1.46704565e-01 -3.76456886e-02
-2.27902038e-01 6.35123734e-02 -8.48793666e-02 -3.78106948e-02
-2.31858158e-01 -6.72971091e-02 -6.43622373e-02 -3.00805456e-01
-1.53652405e-01]
[ -7.35644601e-02 3.92280684e-02 -1.30774229e-01 -2.77798157e-01
1.30051622e-01 2.12926863e-02 -2.46833880e-01 -1.97757889e-01
9.61116872e-02 -9.11910675e-02 -2.31877313e-01 -1.29041300e-01
-2.89782440e-01]
[ 8.41579003e-02 -3.12619047e-01 -8.01885373e-02 -4.09299164e-01
-2.19712948e-01 -8.73444038e-02 4.86154109e-02 9.28712893e-02
-7.53728742e-03 2.78370212e-01 -4.55893204e-01 -4.78072511e-01
3.13393935e-01]
[ -2.17199614e-01 -2.54160422e-01 -1.25804959e-01 -2.71283720e-01
-3.03675093e-01 -9.13263247e-02 1.88224798e-01 3.70426220e-02
2.93134880e-01 4.16193415e-02 -3.41300021e-01 -6.89438517e-01
5.20413839e-01]
[ -8.43089791e-03 -1.89343622e-01 2.49197684e-02 -2.55151962e-01
-1.65878591e-01 1.68268258e-01 1.56935071e-01 2.16337716e-01
-4.03277528e-02 2.07691729e-01 -1.20009939e-01 -6.48733531e-01
5.32023850e-01]
[ 6.68497571e-03 -4.40881871e-02 -1.21069462e-01 -7.26321773e-02
-1.72850878e-01 -4.47086586e-02 2.40365791e-01 1.30204435e-01
2.26042519e-01 3.36516982e-01 -3.90224315e-01 -5.22255306e-01
5.43190409e-01]
[ -7.89811724e-02 -2.78458101e-01 6.16447238e-02 -3.26312205e-01
-1.41724068e-01 1.19341026e-01 3.09139171e-01 9.52702617e-02
-8.42283683e-02 1.34224436e-01 -4.81653163e-01 -5.68893534e-01
6.51746752e-01]
[ 1.23216972e-01 -7.92543384e-02 1.54582066e-02 -1.13323276e-01
-6.87419705e-02 -1.56989217e-02 1.72154355e-01 2.80543922e-01
3.43163163e-01 1.99736716e-01 -4.57211497e-01 -4.14693340e-01
3.08420709e-01]
[ -9.21211954e-03 -1.21702863e-01 1.71991350e-02 4.59402505e-02
-7.65774929e-02 -2.83006240e-01 -6.55852474e-03 2.50882091e-01
-4.93258962e-02 3.68554061e-02 -1.93881371e-01 -4.76983070e-01
1.57854488e-01]
[ 7.75688610e-02 1.26836679e-01 -3.27862090e-03 6.68346507e-02
-8.16289611e-02 -5.90854321e-02 -2.08847397e-01 -2.14418887e-01
-2.93727916e-01 -1.86294061e-01 -1.63545574e-01 2.84319467e-01
-1.38333461e-01]
[ 3.79907986e-02 -7.34157226e-02 1.35455814e-01 1.71499298e-01
2.58394868e-01 8.64098040e-03 -4.09511981e-01 -3.97832835e-01
-1.23653481e-01 -5.56018106e-01 1.70484333e-01 9.45923103e-01
-4.19514846e-01]
[ 3.57586645e-02 8.21566462e-02 -2.10740260e-01 3.60387307e-02
3.08151274e-02 -2.99807999e-04 -1.52763735e-01 -3.25673789e-01
-2.87443964e-01 -1.71285183e-01 -4.81411555e-02 -1.98434286e-02
-1.70905011e-01]
[ -5.38013367e-02 -2.20403261e-01 6.88312997e-02 8.91878959e-02
-1.36566869e-01 -1.33986303e-01 6.41554225e-02 2.68178319e-02
1.04696499e-01 -3.33352950e-01 -3.03171343e-01 -2.80776057e-01
6.63501659e-02]
[ 1.72269714e-02 -2.72557063e-01 6.43719770e-02 -2.11085519e-01
-1.90228267e-01 -2.30556950e-01 -2.48859402e-01 8.66634879e-02
5.70317307e-03 1.59445478e-01 -1.45480652e-01 5.30391783e-02
-4.45573551e-02]
[ 1.74571691e-01 5.25930057e-02 -1.02423483e-01 -1.91030576e-01
-5.52282903e-02 -1.01115176e-01 -1.76266928e-01 6.65935200e-02
-1.86682828e-01 -2.00629111e-01 -1.64845850e-01 7.12788520e-02
-9.47365535e-02]
[ -1.70561137e-01 -1.90225782e-01 -1.04065360e-01 -1.84659385e-01
-5.78860881e-02 2.72419338e-02 -1.64718219e-01 -1.22745067e-01
-1.24049958e-01 6.49209059e-02 -2.18899826e-01 -7.18170866e-02
-1.90823210e-01]
[ -3.17507750e-02 -2.25309728e-01 -1.51632330e-01 -2.00065187e-01
-6.34790486e-02 4.45166147e-02 2.20438387e-03 6.05687755e-02
-1.95150338e-01 -1.92582275e-01 -7.72348824e-02 -2.58157516e-01
1.07399540e-02]
[ 1.17297524e-01 6.43705130e-02 -1.24878347e-03 -1.55582542e-01
-3.33545046e-01 8.37781941e-03 -1.17564743e-01 -1.96555831e-01
-2.97758640e-01 1.22720774e-01 -1.29542394e-01 -1.62914128e-01
8.20673989e-04]
[ -6.32029403e-02 -1.01534576e-02 -2.82646220e-01 -7.79505440e-03
6.46971328e-02 1.56166793e-01 -2.19491110e-01 -1.55363676e-01
-4.80974799e-02 -4.22686256e-02 1.36732260e-01 3.73730338e-01
-1.17543489e-02]
[ 1.03272955e-01 3.48165847e-01 -2.06603836e-01 5.66930866e-01
1.08328221e-01 -1.75385095e-03 -2.24453911e-01 -3.86860973e-01
-2.44363416e-01 -4.11362122e-01 5.83171887e-01 8.84817595e-01
-5.30772321e-01]
[ -3.30569568e-02 1.80229040e-01 4.38432766e-02 1.25897450e-01
-8.64309373e-03 -6.96015304e-02 -2.47459754e-01 -3.53998533e-01
-2.57580726e-01 -2.71391961e-01 3.47090476e-01 9.22370815e-01
-4.57069711e-01]
[ -5.17484286e-02 -1.14224087e-01 -1.63396219e-01 2.77986728e-01
-1.61101353e-01 2.34131417e-01 -1.05378542e-01 -2.78517648e-01
-2.61448056e-01 -5.16250014e-01 1.71468421e-01 3.81860203e-01
-2.83035190e-01]
[ 7.91122400e-02 -3.82950514e-01 -5.13139293e-02 -4.38779998e-02
-1.11287315e-01 2.00581833e-01 9.24953659e-02 1.75884377e-01
-1.47979116e-01 -3.65510607e-02 -8.65439745e-02 2.48169408e-01
-1.34961570e-01]
[ 2.03912722e-01 -2.90871816e-01 -1.22757059e-01 -9.09425593e-02
-2.06338088e-01 1.22448114e-01 2.88462418e-02 -1.53600016e-01
-3.17386834e-02 -1.21526662e-01 -1.32443818e-01 -2.08726130e-01
-6.47733945e-02]
[ -1.34778753e-01 -8.02832924e-02 3.87022403e-02 -2.51082561e-01
-5.64511854e-02 -1.40832461e-01 5.62230515e-02 -1.70035774e-02
-6.58040126e-02 -1.30284522e-02 -2.97891298e-01 -4.03493171e-01
-2.10469146e-02]
[ -1.40124954e-01 -1.29583671e-01 -7.03300882e-02 -2.26288619e-01
-3.39831978e-01 -2.87512846e-01 1.18815915e-01 7.45282405e-02
-3.10312999e-04 5.62626847e-02 -1.68800035e-01 -5.60336297e-01
-7.58318605e-02]
[ -1.66655263e-01 -2.17624137e-01 -2.97564439e-01 -2.78313868e-01
-2.61787776e-01 -2.07042947e-01 -3.24578863e-01 1.42192568e-01
-3.76971656e-02 -2.85568796e-01 -2.51088514e-01 -1.50488459e-01
-2.07477165e-01]
[ -1.07335555e-01 1.14120540e-01 2.53294469e-02 -3.11995017e-02
-2.18801047e-01 -1.68504588e-01 -8.49165108e-02 1.47041809e-03
-8.14657740e-02 -1.97743837e-01 -1.84243593e-01 -2.36556041e-01
-9.82123825e-02]
[ -3.48683082e-01 -1.35306168e-01 -2.69361609e-01 7.83054759e-02
-2.12455631e-01 -2.26290340e-01 -4.53368006e-02 -1.51201205e-01
6.69985310e-02 -6.90281085e-02 1.05842571e-02 -3.68305102e-01
-8.20798883e-04]
[ -1.26394540e-01 -3.26095155e-02 -2.58501526e-01 3.00535984e-03
-2.14108127e-01 -2.76473206e-01 -3.89281003e-01 -9.21139654e-02
-2.58799661e-05 -3.01167442e-01 -2.62351047e-01 -3.48234948e-01
-9.13797398e-02]
[ -2.14314248e-01 -5.40079395e-01 -3.30516899e-01 -3.82432497e-01
-3.34823994e-01 -2.26007248e-01 5.42421502e-03 -3.14660758e-01
1.10687043e-01 -2.57972203e-01 -2.11567367e-01 -7.04909353e-02
-9.96378493e-02]
[ -2.11830094e-01 -2.99126964e-01 -3.11603965e-01 -1.50742057e-01
-9.81514432e-02 -1.46548396e-01 -1.04229253e-01 -1.54890551e-02
-2.01421105e-01 -5.03011413e-01 -2.42293690e-01 -1.13966224e-01
2.48699050e-02]
[ -1.22509154e-01 2.75839839e-02 -2.38683544e-01 -3.61571825e-01
-2.27673074e-01 -2.58045972e-01 -5.26210592e-02 -2.56394081e-01
3.86937623e-02 1.57004967e-02 -3.08526243e-01 -7.06157719e-02
-1.78896278e-01]]
Progress: 6.7% ... Training loss: 0.317 ... Validation loss: 0.565[[-0.03645684]
[ 0.33208045]
[-0.13053206]
[ 0.69704463]
[ 0.30703004]
[ 0.01685899]
[-0.84396498]
[-0.97789097]
[-0.73192087]
[-0.99419563]
[ 0.94420314]
[ 2.3787503 ]
[-1.47293496]]
[[ -5.33505875e-01 -5.36711717e-01 -5.76324219e-01 -2.47276501e-01
-3.35271703e-01 -5.85005667e-01 -5.31641948e-01 -4.74977626e-01
-6.62539346e-01 -5.67125499e-01 -1.24878353e-01 3.46070530e-01
-4.30830031e-01]
[ 6.05662524e-03 -1.41244647e-01 5.26376364e-02 -2.74840121e-02
-4.58934991e-02 5.90499725e-02 -1.11537074e-01 2.48725603e-01
-1.14652335e-01 -1.51031204e-01 -4.85035846e-02 -4.10678357e-02
1.21980203e-01]
[ -1.94183151e-01 1.41681995e-01 -1.77398636e-02 1.22457633e-01
1.24999161e-01 -1.10975913e-01 5.57970388e-02 -1.21734336e-01
1.66091200e-01 -1.21646012e-01 2.71653117e-01 7.43986820e-01
2.27261943e-01]
[ 1.78707684e-01 -2.92998226e-01 -2.61927473e-01 -9.46982533e-02
-3.48776842e-01 -3.91446859e-03 5.29215526e-02 -2.42680071e-01
2.07838503e-01 -2.54214823e-01 -2.57406126e-01 -4.52670495e-01
-4.79275461e-02]
[ 1.04160647e-01 7.20437313e-02 9.04726798e-02 1.47851462e-01
1.28129203e-02 7.37635527e-02 -5.37781539e-02 8.64666640e-02
-7.50675170e-03 1.45137328e-01 2.08815336e-01 1.64972504e-02
1.58316734e-01]
[ -4.83749349e-01 -5.59582989e-01 -6.09437438e-01 -5.11283949e-01
-5.61421958e-01 -5.60989723e-01 -3.12583476e-01 -2.18839729e-01
-4.30662624e-01 -2.98515954e-01 -3.61567567e-01 -4.96225106e-01
-2.71774835e-01]
[ -4.13902648e-01 -5.71938253e-01 -3.19815329e-01 -3.52389546e-01
-4.03379485e-01 -5.57185283e-01 -4.37540260e-01 -4.64398359e-01
-2.94937135e-01 -2.02171680e-01 -4.48164561e-01 -2.25483856e-01
-1.86908104e-01]
[ -3.14432592e-01 -3.74324855e-01 -4.51627032e-01 -2.92672478e-01
-3.25283791e-01 -4.11092034e-01 -1.73309015e-01 -1.06153930e-01
-2.14971467e-01 -3.55699571e-01 -2.51995317e-01 -4.37174368e-01
-1.31088229e-01]
[ -4.73135067e-01 -3.46304947e-01 -3.76766248e-01 -1.29960995e-01
-3.32003219e-01 -2.12103358e-01 -1.81503442e-01 -4.46901720e-01
-3.34259412e-01 -4.75726640e-01 -1.16427946e-01 -1.02453792e-02
-2.65201967e-01]
[ -9.45177476e-01 -9.29008192e-01 -9.67204606e-01 -8.00023810e-01
-1.00761417e+00 -9.73974048e-01 -6.79743615e-01 -6.56293542e-01
-7.77123623e-01 -5.60894721e-01 -7.80544231e-01 -4.88974566e-01
-3.59014400e-01]
[ -5.01006890e-01 -2.66081948e-01 -4.60136533e-01 -3.10399375e-01
-3.56273853e-01 -3.53515447e-01 -5.28041190e-01 -5.56762099e-01
-6.08821267e-01 -1.43965431e-01 -4.04858441e-01 -5.36673436e-01
-3.85177987e-01]
[ -1.17355260e-01 4.01931844e-02 -3.36002913e-01 -3.33997836e-01
-8.82210863e-02 -7.04185942e-02 -1.51625413e-01 -2.62522898e-01
-1.46412361e-01 1.34543636e-01 -2.76505480e-01 -3.14733595e-01
-2.26425243e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60778819e-01 -9.51769412e-02 1.60177384e-01 -2.14088853e-01
-1.14804480e-01 1.14598323e-01 -1.53012382e-01 -3.10366426e-02
-1.04633446e-01 2.63123473e-02 -8.02171010e-02 -1.66677408e-01
3.86407815e-02]
[ -8.14834562e-02 -2.54865651e-01 -1.78421740e-01 -2.70780566e-01
-4.75546505e-01 -8.39688432e-02 -2.95462030e-02 2.30122065e-03
-4.55928406e-02 1.44773430e-02 -1.48208062e-01 -1.69845694e-01
-2.21849236e-01]
[ -7.42192461e-02 5.12617708e-03 -2.44101937e-01 -2.36593424e-01
1.41199731e-01 -1.62396381e-01 -1.57529068e-01 4.20136733e-02
1.07124299e-02 -1.89770981e-02 -1.69902534e-01 -8.23341178e-03
6.05675372e-02]
[ 2.93527634e-02 -1.54733542e-01 -1.52986295e-01 -3.35737473e-02
-1.16204586e-01 -1.06485211e-01 6.49679532e-02 -1.81218854e-01
-4.92589437e-02 -5.92170422e-02 9.46487910e-03 -1.35903975e-01
4.02843035e-02]
[ -2.82666390e-01 -1.45311157e-01 -6.89847530e-02 -9.70552648e-02
-3.05499184e-01 -2.71595785e-01 -3.48279772e-01 7.25682976e-02
-2.84411780e-01 -1.93910651e-01 1.76229415e-01 7.28086554e-02
3.28746726e-01]
[ -2.14050630e-01 -1.33729922e-01 -7.59824797e-02 -8.41412093e-02
-8.51037426e-02 -1.14067639e-01 -4.16579251e-02 7.89734247e-02
-1.00278341e-01 4.86021606e-02 1.07544577e-02 -1.86979944e-01
5.46894841e-02]
[ -1.51243457e-01 -6.66352908e-02 -2.20497288e-01 -3.59706650e-01
-1.49278908e-01 -1.98713146e-01 -2.10621242e-01 -5.36648770e-02
2.20457778e-01 -1.53108295e-01 -3.13754633e-01 -3.42466574e-01
-6.70019177e-02]
[ -3.65387568e-01 -8.08661676e-02 -1.41284061e-01 -2.01110496e-01
-6.02133080e-02 -3.09774846e-01 7.93918074e-02 -3.47422729e-02
-9.76810719e-02 1.18722054e-01 -3.17627473e-02 -7.15164381e-02
-1.24870208e-01]
[ -1.68773699e-01 -1.56853948e-01 -4.47548962e-02 -1.34055817e-01
-1.35889147e-01 -2.92042923e-01 -1.03126780e-01 -1.04524157e-01
-2.97669310e-01 3.96135633e-02 1.93901698e-01 1.31228238e-01
-2.63818010e-01]
[ -1.37946770e-01 -1.80610990e-01 -1.10873839e-01 -2.81276537e-01
8.93207632e-02 -1.72026916e-02 -2.18703328e-01 -1.42325416e-01
8.66469176e-02 -1.02095966e-01 -1.78370717e-01 -1.58397678e-01
-3.23578596e-01]
[ -4.43457640e-02 -3.32557428e-02 -1.46733187e-01 -3.72960660e-02
-2.27831775e-01 6.35245496e-02 -8.53795402e-02 -3.79375643e-02
-2.32308721e-01 -6.76666432e-02 -6.40106188e-02 -3.00508409e-01
-1.54279874e-01]
[ -7.35493793e-02 3.91913109e-02 -1.30750916e-01 -2.78041001e-01
1.30053138e-01 2.12885828e-02 -2.46960143e-01 -1.97679727e-01
9.61867638e-02 -9.10607491e-02 -2.31890743e-01 -1.27547976e-01
-2.89833662e-01]
[ 8.41781852e-02 -3.12847135e-01 -8.01353705e-02 -4.09787386e-01
-2.20015881e-01 -8.73547944e-02 4.92687640e-02 9.38238003e-02
-6.99172763e-03 2.79143151e-01 -4.56625914e-01 -4.81389455e-01
3.15371885e-01]
[ -2.17194618e-01 -2.54230216e-01 -1.25787591e-01 -2.71579997e-01
-3.03779346e-01 -9.13299920e-02 1.88719201e-01 3.75299448e-02
2.93526939e-01 4.18350554e-02 -3.41794911e-01 -6.91442957e-01
5.21666006e-01]
[ -8.39737221e-03 -1.89615875e-01 2.50543829e-02 -2.56058243e-01
-1.66219397e-01 1.68248411e-01 1.58132167e-01 2.17745497e-01
-3.95097149e-02 2.09525087e-01 -1.21740316e-01 -6.53377433e-01
5.35330840e-01]
[ 6.68507924e-03 -4.41375723e-02 -1.21048594e-01 -7.27482363e-02
-1.72910392e-01 -4.47086500e-02 2.40576844e-01 1.30441070e-01
2.26152450e-01 3.37021723e-01 -3.90446105e-01 -5.24181982e-01
5.43994247e-01]
[ -7.89463523e-02 -2.78707355e-01 6.17553389e-02 -3.27071492e-01
-1.42024471e-01 1.19320335e-01 3.10507110e-01 9.67460912e-02
-8.31735142e-02 1.35631732e-01 -4.82690093e-01 -5.72606522e-01
6.55051156e-01]
[ 1.23248049e-01 -7.94190661e-02 1.55370839e-02 -1.13896814e-01
-6.89542624e-02 -1.57116903e-02 1.73050606e-01 2.81668248e-01
3.43966259e-01 2.00926725e-01 -4.57883968e-01 -4.17622438e-01
3.10666421e-01]
[ -9.15172317e-03 -1.22292704e-01 1.74035797e-02 4.45892620e-02
-7.70707236e-02 -2.83032625e-01 -4.96363807e-03 2.52781715e-01
-4.78331755e-02 3.90565928e-02 -1.95511860e-01 -4.81434621e-01
1.61352562e-01]
[ 7.76323289e-02 1.26357913e-01 -3.12485182e-03 6.56708800e-02
-8.19791919e-02 -5.91119631e-02 -2.07298498e-01 -2.12365710e-01
-2.92339192e-01 -1.84679944e-01 -1.65183462e-01 2.78943382e-01
-1.35091827e-01]
[ 3.79851609e-02 -7.35074909e-02 1.35530515e-01 1.71490029e-01
2.58433164e-01 8.64082975e-03 -4.09927708e-01 -3.97642839e-01
-1.23743683e-01 -5.55824127e-01 1.70760027e-01 9.46797461e-01
-4.18808742e-01]
[ 3.57697845e-02 8.17843951e-02 -2.10646836e-01 3.51967847e-02
3.05005232e-02 -3.03998827e-04 -1.52335005e-01 -3.24696556e-01
-2.86773722e-01 -1.70462539e-01 -4.99227715e-02 -2.56598816e-02
-1.68743575e-01]
[ -5.37633888e-02 -2.21024429e-01 6.90539167e-02 8.75583657e-02
-1.37125978e-01 -1.34006735e-01 6.59436486e-02 2.90301159e-02
1.06176141e-01 -3.31442817e-01 -3.05254106e-01 -2.87531414e-01
7.03258895e-02]
[ 1.72554053e-02 -2.73335672e-01 6.46458597e-02 -2.13134025e-01
-1.91031153e-01 -2.30581583e-01 -2.47694458e-01 8.90649924e-02
6.69212161e-03 1.61790447e-01 -1.48681210e-01 4.64020972e-02
-4.00280256e-02]
[ 1.74559004e-01 5.28804409e-02 -1.02495354e-01 -1.90542536e-01
-5.49242895e-02 -1.01110664e-01 -1.76866163e-01 6.58142576e-02
-1.87171516e-01 -2.01773778e-01 -1.63785812e-01 7.50675861e-02
-9.66753701e-02]
[ -1.70582831e-01 -1.89820839e-01 -1.04161695e-01 -1.84108147e-01
-5.75638689e-02 2.72563057e-02 -1.65611244e-01 -1.24176546e-01
-1.24954056e-01 6.36673419e-02 -2.17655832e-01 -6.82474202e-02
-1.92826456e-01]
[ -3.17849626e-02 -2.24514695e-01 -1.51847840e-01 -1.99038611e-01
-6.27912724e-02 4.45412469e-02 7.46656256e-04 5.83567276e-02
-1.96081689e-01 -1.94886072e-01 -7.51048625e-02 -2.52387882e-01
6.71452094e-03]
[ 1.17297783e-01 6.42836937e-02 -1.27506134e-03 -1.55842599e-01
-3.33581021e-01 8.37142583e-03 -1.17052178e-01 -1.96269643e-01
-2.96916742e-01 1.22135454e-01 -1.29578675e-01 -1.62622096e-01
9.16144187e-04]
[ -6.31751066e-02 -1.06520519e-02 -2.82504597e-01 -8.45956854e-03
6.43095846e-02 1.56143155e-01 -2.18464633e-01 -1.54397785e-01
-4.72313844e-02 -4.10908866e-02 1.35780371e-01 3.72590210e-01
-1.04046432e-02]
[ 1.03271818e-01 3.48377056e-01 -2.06664462e-01 5.67682088e-01
1.08580606e-01 -1.75250413e-03 -2.24434848e-01 -3.87237065e-01
-2.44376804e-01 -4.11578055e-01 5.84287995e-01 8.84625449e-01
-5.32453247e-01]
[ -3.30739507e-02 1.80316586e-01 4.39123488e-02 1.26164079e-01
-8.60619951e-03 -6.96012193e-02 -2.48008289e-01 -3.53982517e-01
-2.58666240e-01 -2.71226230e-01 3.47215540e-01 9.24320967e-01
-4.58107557e-01]
[ -5.17604128e-02 -1.14047006e-01 -1.63405415e-01 2.78637522e-01
-1.60934678e-01 2.34135084e-01 -1.06347176e-01 -2.78382097e-01
-2.62365283e-01 -5.16095911e-01 1.72777688e-01 3.85059083e-01
-2.85039879e-01]
[ 7.90993656e-02 -3.82825693e-01 -5.13702087e-02 -4.33222828e-02
-1.11125873e-01 2.00590476e-01 9.19522302e-02 1.75220903e-01
-1.48384643e-01 -3.72580503e-02 -8.57074425e-02 2.50260006e-01
-1.36350555e-01]
[ 2.03776692e-01 -2.89459133e-01 -1.23184414e-01 -8.76670708e-02
-2.05135288e-01 1.22520458e-01 2.48391538e-02 -1.58094874e-01
-3.56549209e-02 -1.25144411e-01 -1.28127925e-01 -1.95575169e-01
-7.35109451e-02]
[ -1.34803915e-01 -8.01248250e-02 3.86537999e-02 -2.50806756e-01
-5.63342752e-02 -1.40820828e-01 5.55373337e-02 -1.75682982e-02
-6.64085559e-02 -1.37171248e-02 -2.97470560e-01 -4.02600012e-01
-2.19588365e-02]
[ -1.40143869e-01 -1.29445184e-01 -7.03862681e-02 -2.25867419e-01
-3.39699579e-01 -2.87504295e-01 1.18032412e-01 7.37855688e-02
-9.74548164e-04 5.55924448e-02 -1.68267598e-01 -5.58781728e-01
-7.73736160e-02]
[ -1.66553557e-01 -2.18441630e-01 -2.97321472e-01 -2.80374755e-01
-2.62383139e-01 -2.07098489e-01 -3.22047033e-01 1.45526265e-01
-3.62042720e-02 -2.83101553e-01 -2.53668812e-01 -1.57709165e-01
-2.03014663e-01]
[ -1.07259053e-01 1.12528137e-01 2.59568144e-02 -3.55793027e-02
-2.20275276e-01 -1.68541015e-01 -8.20063896e-02 7.42844891e-03
-7.90803775e-02 -1.92219487e-01 -1.91546297e-01 -2.57193617e-01
-8.72290882e-02]
[ -3.48692473e-01 -1.35484360e-01 -2.69310371e-01 7.81165935e-02
-2.12513901e-01 -2.26290307e-01 -4.51242381e-02 -1.51185912e-01
6.73461611e-02 -6.90161669e-02 1.02786467e-02 -3.69472966e-01
-2.42911206e-04]
[ -1.26448810e-01 -3.23806993e-02 -2.58501269e-01 3.60650519e-03
-2.14024855e-01 -2.76454898e-01 -3.90676094e-01 -9.29270286e-02
-1.77120529e-03 -3.01328919e-01 -2.61735615e-01 -3.45650210e-01
-9.36054656e-02]
[ -2.14259528e-01 -5.40748149e-01 -3.30204478e-01 -3.84166144e-01
-3.35763689e-01 -2.26044339e-01 7.50894716e-03 -3.11737332e-01
1.12586489e-01 -2.54203107e-01 -2.15090412e-01 -8.08766763e-02
-9.29074847e-02]
[ -2.11852355e-01 -2.98834442e-01 -3.11647162e-01 -1.49145821e-01
-9.78006472e-02 -1.46544979e-01 -1.04753622e-01 -1.54033315e-02
-2.01909116e-01 -5.02490818e-01 -2.39702681e-01 -1.11638492e-01
2.32487289e-02]
[ -1.22599201e-01 2.95658772e-02 -2.39293627e-01 -3.58251523e-01
-2.25881574e-01 -2.57988370e-01 -5.64392860e-02 -2.62339923e-01
3.62325304e-02 8.89047133e-03 -3.00865897e-01 -4.78864605e-02
-1.90626055e-01]]
Progress: 6.8% ... Training loss: 0.315 ... Validation loss: 0.565[[-0.01889404]
[ 0.35088848]
[-0.11816686]
[ 0.72552216]
[ 0.32474853]
[ 0.03367261]
[-0.82165085]
[-0.96243959]
[-0.70463437]
[-0.98061173]
[ 0.97746882]
[ 2.44082719]
[-1.44415669]]
[[ -5.33577336e-01 -5.34267024e-01 -5.76704052e-01 -2.40606802e-01
-3.32934670e-01 -5.84939148e-01 -5.34490827e-01 -4.80052119e-01
-6.66076863e-01 -5.69865288e-01 -1.14712614e-01 3.65640286e-01
-4.41865252e-01]
[ 6.06144991e-03 -1.41212467e-01 5.26343125e-02 -2.76214041e-02
-4.58542334e-02 5.90547216e-02 -1.10960406e-01 2.49453688e-01
-1.14106012e-01 -1.50995123e-01 -4.86816903e-02 -4.25006686e-02
1.23617502e-01]
[ -1.94655882e-01 1.47448991e-01 -1.91386962e-02 1.38108422e-01
1.30619546e-01 -1.10775153e-01 4.30649163e-02 -1.37554841e-01
1.52224696e-01 -1.33325661e-01 2.96398676e-01 8.07760899e-01
1.94396508e-01]
[ 1.78354303e-01 -2.90170409e-01 -2.63416007e-01 -8.98728183e-02
-3.46268346e-01 -3.70013787e-03 4.14132933e-02 -2.56041778e-01
2.00589524e-01 -2.70029303e-01 -2.49280374e-01 -4.21853422e-01
-6.91785707e-02]
[ 1.04158658e-01 7.28510649e-02 9.05009640e-02 1.49301320e-01
1.38272895e-02 7.37518394e-02 -5.42232201e-02 8.43039465e-02
-9.56473945e-03 1.45188198e-01 2.09458553e-01 1.97156197e-02
1.52755899e-01]
[ -4.83698820e-01 -5.60263196e-01 -6.09155565e-01 -5.12338615e-01
-5.62102432e-01 -5.61024586e-01 -3.10840558e-01 -2.16025791e-01
-4.29554746e-01 -2.96738103e-01 -3.63698643e-01 -5.04062528e-01
-2.69517974e-01]
[ -4.13923883e-01 -5.72007108e-01 -3.19902825e-01 -3.51559278e-01
-4.03450902e-01 -5.57174407e-01 -4.39192196e-01 -4.65176831e-01
-2.96895269e-01 -2.02542935e-01 -4.47819871e-01 -2.23586691e-01
-1.90365101e-01]
[ -3.14748335e-01 -3.70451314e-01 -4.52580030e-01 -2.82882098e-01
-3.21502191e-01 -4.10942877e-01 -1.81879889e-01 -1.16594546e-01
-2.23748120e-01 -3.64000070e-01 -2.36629831e-01 -4.00914605e-01
-1.52472294e-01]
[ -4.73358380e-01 -3.44152862e-01 -3.77451327e-01 -1.25002203e-01
-3.30191262e-01 -2.11995329e-01 -1.87241544e-01 -4.52191698e-01
-3.38925154e-01 -4.81893334e-01 -1.09312084e-01 1.14458121e-02
-2.75079531e-01]
[ -9.45465008e-01 -9.25517678e-01 -9.68125365e-01 -7.89354669e-01
-1.00436096e+00 -9.73845132e-01 -6.87689366e-01 -6.64862893e-01
-7.85956179e-01 -5.68189973e-01 -7.64901625e-01 -4.47293927e-01
-3.81813358e-01]
[ -5.01257242e-01 -2.63679792e-01 -4.60795706e-01 -3.05329612e-01
-3.54241822e-01 -3.53398203e-01 -5.34765903e-01 -5.62810078e-01
-6.14293189e-01 -1.50815192e-01 -3.97368866e-01 -5.19348953e-01
-3.96271693e-01]
[ -1.17327137e-01 3.95770781e-02 -3.35866682e-01 -3.35211967e-01
-8.86646615e-02 -7.04315553e-02 -1.51172944e-01 -2.61600696e-01
-1.46400534e-01 1.35628051e-01 -2.78942700e-01 -3.21728019e-01
-2.24994343e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60779966e-01 -9.51405603e-02 1.60163325e-01 -2.13871500e-01
-1.14775627e-01 1.14600705e-01 -1.53112584e-01 -3.11653993e-02
-1.04716959e-01 2.60949265e-02 -7.98512383e-02 -1.65972651e-01
3.81283934e-02]
[ -8.14821267e-02 -2.54985588e-01 -1.78353044e-01 -2.71407773e-01
-4.75691249e-01 -8.39738649e-02 -2.91665337e-02 3.28841041e-03
-4.53287641e-02 1.48034771e-02 -1.49384209e-01 -1.73986644e-01
-2.20462588e-01]
[ -7.42043709e-02 4.73718021e-03 -2.43906136e-01 -2.36929011e-01
1.40681385e-01 -1.62414123e-01 -1.56792754e-01 4.30382521e-02
1.09121017e-02 -1.78200902e-02 -1.70833911e-01 -1.31172260e-02
6.17134106e-02]
[ 2.93964101e-02 -1.54915082e-01 -1.52966281e-01 -3.44095455e-02
-1.16342092e-01 -1.06498255e-01 6.51852272e-02 -1.80575506e-01
-4.89591300e-02 -5.85692177e-02 8.14103679e-03 -1.39517806e-01
4.12347386e-02]
[ -2.82687024e-01 -1.45401794e-01 -6.89612844e-02 -9.69811222e-02
-3.05638822e-01 -2.71592168e-01 -3.48633901e-01 7.25114729e-02
-2.85025331e-01 -1.93683431e-01 1.75629818e-01 7.16183335e-02
3.28461514e-01]
[ -2.14193332e-01 -1.32056848e-01 -7.65122793e-02 -7.86375786e-02
-8.34446140e-02 -1.13998836e-01 -4.61418795e-02 7.33782043e-02
-1.04544032e-01 4.35607202e-02 1.84692136e-02 -1.67098526e-01
4.21827307e-02]
[ -1.51398273e-01 -6.45482853e-02 -2.21019137e-01 -3.54069386e-01
-1.47040443e-01 -1.98640403e-01 -2.15275744e-01 -6.03183155e-02
2.14876957e-01 -1.57159258e-01 -3.04346394e-01 -3.19999146e-01
-8.06117543e-02]
[ -3.65363661e-01 -8.15342630e-02 -1.41084344e-01 -2.02254596e-01
-6.07920342e-02 -3.09786406e-01 8.06454725e-02 -3.32744969e-02
-9.65927097e-02 1.20549145e-01 -3.38210080e-02 -7.48205037e-02
-1.22080744e-01]
[ -1.68948925e-01 -1.54829936e-01 -4.52977694e-02 -1.30361644e-01
-1.34369105e-01 -2.91966681e-01 -1.07718292e-01 -1.07659407e-01
-3.01284741e-01 3.47055993e-02 2.00026368e-01 1.47310146e-01
-2.70546176e-01]
[ -1.38051841e-01 -1.79722438e-01 -1.11174187e-01 -2.78860410e-01
9.02724725e-02 -1.71454508e-02 -2.21325625e-01 -1.44808892e-01
8.43313974e-02 -1.04891235e-01 -1.75192698e-01 -1.48171259e-01
-3.28322557e-01]
[ -4.43793249e-02 -3.28758864e-02 -1.46845119e-01 -3.66130978e-02
-2.27598435e-01 6.35390598e-02 -8.62100422e-02 -3.90137490e-02
-2.32884651e-01 -6.87935895e-02 -6.30281594e-02 -2.97359746e-01
-1.55939552e-01]
[ -7.35097429e-02 3.88282005e-02 -1.30681453e-01 -2.78799195e-01
1.29782225e-01 2.12736150e-02 -2.46127964e-01 -1.96368596e-01
9.70926453e-02 -9.01666199e-02 -2.32880565e-01 -1.30914889e-01
-2.88521853e-01]
[ 8.41725963e-02 -3.12820267e-01 -8.01487903e-02 -4.09729871e-01
-2.19995013e-01 -8.73523555e-02 4.91694047e-02 9.36814675e-02
-7.08412261e-03 2.78985107e-01 -4.56580635e-01 -4.81381120e-01
3.15172427e-01]
[ -2.17206170e-01 -2.54149567e-01 -1.25816233e-01 -2.71491768e-01
-3.03740576e-01 -9.13254684e-02 1.88464103e-01 3.71994917e-02
2.93343064e-01 4.14269357e-02 -3.41672582e-01 -6.91371599e-01
5.21274852e-01]
[ -8.36975533e-03 -1.89900293e-01 2.51870787e-02 -2.56879931e-01
-1.66580600e-01 1.68235362e-01 1.59211341e-01 2.19363239e-01
-3.88102449e-02 2.11417468e-01 -1.23149199e-01 -6.58011200e-01
5.38869039e-01]
[ 6.69946915e-03 -4.42358841e-02 -1.21016820e-01 -7.30169783e-02
-1.72999231e-01 -4.47160870e-02 2.41040265e-01 1.30859330e-01
2.26540119e-01 3.37411725e-01 -3.90684972e-01 -5.24828933e-01
5.44897636e-01]
[ -7.89303817e-02 -2.78829741e-01 6.18029008e-02 -3.27456511e-01
-1.42148952e-01 1.19313563e-01 3.11086716e-01 9.74504671e-02
-8.26072213e-02 1.36164649e-01 -4.83178466e-01 -5.74397444e-01
6.56761959e-01]
[ 1.23230525e-01 -7.93791475e-02 1.55148480e-02 -1.13895249e-01
-6.89348995e-02 -1.57057934e-02 1.72996205e-01 2.81554345e-01
3.43939491e-01 2.00652053e-01 -4.57958834e-01 -4.18447859e-01
3.10738469e-01]
[ -9.17504910e-03 -1.22263814e-01 1.73805404e-02 4.45251465e-02
-7.70199356e-02 -2.83021076e-01 -4.91912554e-03 2.52908795e-01
-4.79775303e-02 3.86006171e-02 -1.95789974e-01 -4.84394206e-01
1.61852268e-01]
[ 7.75506008e-02 1.26961334e-01 -3.36532566e-03 6.79432275e-02
-8.13894291e-02 -5.90798377e-02 -2.09426115e-01 -2.14315266e-01
-2.94457564e-01 -1.87065132e-01 -1.62273260e-01 2.90014411e-01
-1.41003401e-01]
[ 3.80028506e-02 -7.31011747e-02 1.35426976e-01 1.72393615e-01
2.58848771e-01 8.64309312e-03 -4.09585455e-01 -3.98422797e-01
-1.23839817e-01 -5.55962149e-01 1.72368119e-01 9.46689384e-01
-4.20760276e-01]
[ 3.57062226e-02 8.20069184e-02 -2.10699398e-01 3.66648527e-02
3.08025790e-02 -2.80552665e-04 -1.53835448e-01 -3.25537366e-01
-2.88112843e-01 -1.71615480e-01 -4.84337528e-02 -2.03433838e-02
-1.71682486e-01]
[ -5.38009004e-02 -2.20619875e-01 6.89174782e-02 8.85485547e-02
-1.36780551e-01 -1.33990622e-01 6.46293794e-02 2.72099160e-02
1.04708334e-01 -3.32548297e-01 -3.04006372e-01 -2.83219260e-01
6.72432054e-02]
[ 1.72561094e-02 -2.73540639e-01 6.46990312e-02 -2.13535652e-01
-1.91310472e-01 -2.30584811e-01 -2.47251620e-01 8.97116503e-02
6.77675268e-03 1.62169859e-01 -1.49637352e-01 4.58173093e-02
-3.90005860e-02]
[ 1.74486334e-01 5.36231165e-02 -1.02694264e-01 -1.89262968e-01
-5.44096578e-02 -1.01078228e-01 -1.78705490e-01 6.41749303e-02
-1.88500276e-01 -2.03867992e-01 -1.61842769e-01 8.11529980e-02
-9.95182540e-02]
[ -1.70577148e-01 -1.89891038e-01 -1.04123530e-01 -1.84302351e-01
-5.76362032e-02 2.72531279e-02 -1.65462180e-01 -1.23859240e-01
-1.24808625e-01 6.40403761e-02 -2.18007993e-01 -6.91486820e-02
-1.92265624e-01]
[ -3.18365611e-02 -2.23983988e-01 -1.51995721e-01 -1.98133656e-01
-6.23566028e-02 4.45624440e-02 -6.40826475e-04 5.69934061e-02
-1.97270437e-01 -1.96342894e-01 -7.35897821e-02 -2.48628185e-01
4.37449165e-03]
[ 1.17273458e-01 6.40971282e-02 -1.23941803e-03 -1.56221442e-01
-3.33780362e-01 8.37372607e-03 -1.16990451e-01 -1.95852008e-01
-2.96802244e-01 1.22393344e-01 -1.30044210e-01 -1.62265056e-01
1.30737948e-03]
[ -6.32440556e-02 -1.00820734e-02 -2.82628651e-01 -7.01557860e-03
6.49074755e-02 1.56177582e-01 -2.19821632e-01 -1.55994913e-01
-4.89106764e-02 -4.25409758e-02 1.37971852e-01 3.79263116e-01
-1.38456605e-02]
[ 1.03271373e-01 3.49916335e-01 -2.06961436e-01 5.71237523e-01
1.10049096e-01 -1.74135009e-03 -2.26673506e-01 -3.90048081e-01
-2.46047198e-01 -4.13926050e-01 5.90067438e-01 8.90507228e-01
-5.40037281e-01]
[ -3.31166416e-02 1.80948156e-01 4.37082445e-02 1.27631760e-01
-8.13748438e-03 -6.95811272e-02 -2.49610100e-01 -3.55185085e-01
-2.59818195e-01 -2.72776977e-01 3.49798213e-01 9.30241359e-01
-4.60905785e-01]
[ -5.17925275e-02 -1.13794447e-01 -1.63459947e-01 2.80072887e-01
-1.60662068e-01 2.34149268e-01 -1.07703404e-01 -2.79283396e-01
-2.64015494e-01 -5.16668178e-01 1.74807887e-01 3.93327357e-01
-2.88493279e-01]
[ 7.89953491e-02 -3.82043067e-01 -5.17000340e-02 -4.04134010e-02
-1.10175417e-01 2.00639585e-01 8.76788083e-02 1.70383585e-01
-1.52127412e-01 -4.11278122e-02 -8.08915175e-02 2.66730432e-01
-1.45760725e-01]
[ 2.03771432e-01 -2.89576269e-01 -1.23157293e-01 -8.79012039e-02
-2.05271320e-01 1.22520605e-01 2.46053316e-02 -1.57940102e-01
-3.59232371e-02 -1.25014097e-01 -1.28686198e-01 -1.97026035e-01
-7.33755857e-02]
[ -1.34792656e-01 -8.02538270e-02 3.86954781e-02 -2.51046429e-01
-5.64363592e-02 -1.40825085e-01 5.59229279e-02 -1.70811732e-02
-6.60468094e-02 -1.32628065e-02 -2.97895949e-01 -4.03868335e-01
-2.10984897e-02]
[ -1.40104082e-01 -1.29818169e-01 -7.02611489e-02 -2.27131977e-01
-3.39984385e-01 -2.87516581e-01 1.19905162e-01 7.55286775e-02
5.22333605e-04 5.75419160e-02 -1.70606532e-01 -5.65796370e-01
-7.31896625e-02]
[ -1.66474322e-01 -2.18790131e-01 -2.97257849e-01 -2.81290167e-01
-2.62560155e-01 -2.07122711e-01 -3.22372196e-01 1.45321228e-01
-3.70244560e-02 -2.82126682e-01 -2.54816112e-01 -1.56661489e-01
-2.05523461e-01]
[ -1.07289913e-01 1.12866041e-01 2.58628856e-02 -3.48729477e-02
-2.20057191e-01 -1.68520154e-01 -8.25766239e-02 7.42597918e-03
-7.95092018e-02 -1.92798518e-01 -1.90496445e-01 -2.55634883e-01
-8.72718342e-02]
[ -3.48695668e-01 -1.36132229e-01 -2.69182427e-01 7.80460778e-02
-2.12974763e-01 -2.26289208e-01 -4.39347955e-02 -1.49166106e-01
6.80284469e-02 -6.67657226e-02 9.31343141e-03 -3.68855368e-01
2.01060601e-03]
[ -1.26623874e-01 -2.98040502e-02 -2.59134094e-01 1.03289701e-02
-2.11713660e-01 -2.76385485e-01 -3.94779675e-01 -1.00383459e-01
-6.10223749e-03 -3.07458071e-01 -2.52413204e-01 -3.25025128e-01
-1.07561318e-01]
[ -2.14499150e-01 -5.38798952e-01 -3.30842453e-01 -3.77700002e-01
-3.33533501e-01 -2.25941802e-01 -7.27644803e-05 -3.17867442e-01
1.05489442e-01 -2.60917900e-01 -2.05142116e-01 -5.59955719e-02
-1.08332570e-01]
[ -2.11878694e-01 -2.98888757e-01 -3.11558117e-01 -1.49487988e-01
-9.78719537e-02 -1.46538274e-01 -1.04667325e-01 -1.40943858e-02
-2.02491433e-01 -5.01439633e-01 -2.40701872e-01 -1.12686681e-01
2.48057627e-02]
[ -1.22713114e-01 3.10293748e-02 -2.39653211e-01 -3.56293617e-01
-2.25090191e-01 -2.57931563e-01 -5.93523309e-02 -2.65569755e-01
3.45169984e-02 4.97634956e-03 -2.97379789e-01 -4.35577687e-02
-1.94965890e-01]]
Progress: 6.8% ... Training loss: 0.328 ... Validation loss: 0.555[[-0.03094505]
[ 0.33095679]
[-0.13336485]
[ 0.70636257]
[ 0.30408392]
[ 0.02018062]
[-0.84793858]
[-0.98282147]
[-0.73018749]
[-1.00526616]
[ 0.95399604]
[ 2.4014573 ]
[-1.47990164]]
[[ -5.33447898e-01 -5.37335470e-01 -5.75698832e-01 -2.47105149e-01
-3.35965930e-01 -5.85183702e-01 -5.24694523e-01 -4.69644797e-01
-6.59170331e-01 -5.56549797e-01 -1.24520683e-01 3.34011584e-01
-4.20391176e-01]
[ 6.06144991e-03 -1.41212467e-01 5.26343125e-02 -2.76214041e-02
-4.58542334e-02 5.90547216e-02 -1.10960406e-01 2.49453688e-01
-1.14106012e-01 -1.50995123e-01 -4.86816903e-02 -4.25006686e-02
1.23617502e-01]
[ -1.94447388e-01 1.41418872e-01 -1.74004853e-02 1.27027489e-01
1.25017497e-01 -1.11200124e-01 5.86760765e-02 -1.17782358e-01
1.64998801e-01 -1.13756269e-01 2.78435909e-01 7.57450818e-01
2.27706049e-01]
[ 1.78362205e-01 -2.88476867e-01 -2.63747536e-01 -8.61774552e-02
-3.44932941e-01 -3.72457365e-03 4.10521658e-02 -2.58732845e-01
2.00789024e-01 -2.74357392e-01 -2.41419600e-01 -4.03012794e-01
-7.45570800e-02]
[ 1.04104952e-01 7.34538681e-02 9.05297736e-02 1.50229446e-01
1.39361053e-02 7.38366801e-02 -5.88619837e-02 8.49043094e-02
-1.37707612e-02 1.45696013e-01 2.07618183e-01 1.57292780e-02
1.49826234e-01]
[ -4.83692858e-01 -5.60527124e-01 -6.09140013e-01 -5.12979649e-01
-5.62319947e-01 -5.61039851e-01 -3.10032876e-01 -2.16025877e-01
-4.28819352e-01 -2.95998639e-01 -3.64818056e-01 -5.08812627e-01
-2.68110902e-01]
[ -4.13939408e-01 -5.72198466e-01 -3.19862602e-01 -3.51546940e-01
-4.03469546e-01 -5.57139110e-01 -4.39790920e-01 -4.65309878e-01
-2.97756937e-01 -2.01537317e-01 -4.48003410e-01 -2.20321887e-01
-1.90406093e-01]
[ -3.14665632e-01 -3.73148114e-01 -4.51784372e-01 -2.88056551e-01
-3.24153201e-01 -4.11085866e-01 -1.72827175e-01 -1.06042463e-01
-2.16687533e-01 -3.54103384e-01 -2.45700294e-01 -4.33934886e-01
-1.33035656e-01]
[ -4.73232619e-01 -3.46425860e-01 -3.76772204e-01 -1.30663335e-01
-3.32504705e-01 -2.12254177e-01 -1.80339432e-01 -4.46345452e-01
-3.32714133e-01 -4.74395011e-01 -1.16849950e-01 -8.09936657e-03
-2.62147754e-01]
[ -9.45380710e-01 -9.28062415e-01 -9.67373374e-01 -7.93622677e-01
-1.00666841e+00 -9.73988416e-01 -6.78660655e-01 -6.55497822e-01
-7.78538578e-01 -5.57340372e-01 -7.73101474e-01 -4.73522640e-01
-3.62293807e-01]
[ -5.01175182e-01 -2.66100493e-01 -4.60178711e-01 -3.10725680e-01
-3.56531173e-01 -3.53579226e-01 -5.28860782e-01 -5.56973898e-01
-6.09707286e-01 -1.43699777e-01 -4.04934694e-01 -5.40800160e-01
-3.83927716e-01]
[ -1.17294593e-01 3.91174322e-02 -3.35705113e-01 -3.37012171e-01
-8.92684756e-02 -7.04890536e-02 -1.49942992e-01 -2.60536751e-01
-1.45258704e-01 1.36803127e-01 -2.81088303e-01 -3.28098855e-01
-2.23123377e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60773483e-01 -9.53356442e-02 1.60158178e-01 -2.14359430e-01
-1.14892143e-01 1.14592787e-01 -1.52445234e-01 -3.10970071e-02
-1.04261315e-01 2.63270826e-02 -8.06088699e-02 -1.69902822e-01
3.89880112e-02]
[ -8.14905746e-02 -2.54979181e-01 -1.78354541e-01 -2.71232925e-01
-4.75672941e-01 -8.39594234e-02 -2.94232619e-02 3.30436547e-03
-4.55808242e-02 1.50450534e-02 -1.49508844e-01 -1.75249437e-01
-2.20594155e-01]
[ -7.42506285e-02 5.36008576e-03 -2.44106127e-01 -2.35759243e-01
1.41300219e-01 -1.62357265e-01 -1.58444686e-01 4.02199684e-02
9.31693331e-03 -2.03476414e-02 -1.69254334e-01 -6.68794836e-03
5.75716789e-02]
[ 2.94227931e-02 -1.55569690e-01 -1.52782048e-01 -3.56152080e-02
-1.16994682e-01 -1.06527095e-01 6.62348741e-02 -1.78428923e-01
-4.80765625e-02 -5.60437346e-02 6.43305017e-03 -1.45360130e-01
4.49072878e-02]
[ -2.82687455e-01 -1.45411690e-01 -6.89507614e-02 -9.68284667e-02
-3.05649800e-01 -2.71591247e-01 -3.48470437e-01 7.27026562e-02
-2.84961906e-01 -1.93209405e-01 1.75789186e-01 7.24960067e-02
3.28858522e-01]
[ -2.14201049e-01 -1.31990461e-01 -7.65305548e-02 -7.83998544e-02
-8.32586775e-02 -1.13980518e-01 -4.68146682e-02 7.24984730e-02
-1.05132904e-01 4.32761736e-02 1.88691867e-02 -1.62961985e-01
4.10266031e-02]
[ -1.51399713e-01 -6.48988957e-02 -2.20898051e-01 -3.55161867e-01
-1.47474907e-01 -1.98650979e-01 -2.13987295e-01 -5.84961902e-02
2.16198537e-01 -1.56454862e-01 -3.05839546e-01 -3.25666374e-01
-7.71393029e-02]
[ -3.65287346e-01 -8.39626623e-02 -1.40468715e-01 -2.07717414e-01
-6.30646243e-02 -3.09930176e-01 8.82803842e-02 -2.57362450e-02
-9.09469189e-02 1.28471347e-01 -4.28228954e-02 -1.01123202e-01
-1.06741647e-01]
[ -1.68886408e-01 -1.55891721e-01 -4.49507144e-02 -1.31529843e-01
-1.35232616e-01 -2.92053498e-01 -1.04671994e-01 -1.03920606e-01
-2.98940616e-01 3.96159131e-02 1.97852371e-01 1.36744875e-01
-2.64599241e-01]
[ -1.37968196e-01 -1.81304213e-01 -1.10657191e-01 -2.83110900e-01
8.85175475e-02 -1.73393090e-02 -2.16350063e-01 -1.39968540e-01
8.89832684e-02 -9.94033829e-02 -1.81072354e-01 -1.63299055e-01
-3.18471535e-01]
[ -4.43874681e-02 -3.24581419e-02 -1.46958801e-01 -3.55991064e-02
-2.27270864e-01 6.35646653e-02 -8.69053907e-02 -4.02460298e-02
-2.33368400e-01 -7.01973621e-02 -6.12180163e-02 -2.92496344e-01
-1.57688352e-01]
[ -7.34937477e-02 3.85718317e-02 -1.30607827e-01 -2.79344881e-01
1.29536540e-01 2.12474442e-02 -2.45513062e-01 -1.95534748e-01
9.77928271e-02 -8.93086627e-02 -2.33601960e-01 -1.32574260e-01
-2.87147813e-01]
[ 8.41970054e-02 -3.13173185e-01 -8.00392803e-02 -4.10789939e-01
-2.20403982e-01 -8.73909837e-02 5.12398590e-02 9.53466873e-02
-5.39657882e-03 2.80911305e-01 -4.58203527e-01 -4.87590374e-01
3.19306345e-01]
[ -2.17200106e-01 -2.54270886e-01 -1.25765193e-01 -2.72052529e-01
-3.03878260e-01 -9.13398778e-02 1.89060291e-01 3.77116925e-02
2.93966149e-01 4.21572458e-02 -3.42319914e-01 -6.93217495e-01
5.23093467e-01]
[ -8.36476418e-03 -1.89961801e-01 2.52126913e-02 -2.57025700e-01
-1.66628155e-01 1.68225111e-01 1.59456591e-01 2.19607386e-01
-3.86045586e-02 2.11688204e-01 -1.23305796e-01 -6.58195637e-01
5.39325711e-01]
[ 6.70954199e-03 -4.47291695e-02 -1.20922329e-01 -7.41939728e-02
-1.73355595e-01 -4.47379525e-02 2.42417820e-01 1.31824197e-01
2.27356601e-01 3.38969925e-01 -3.92538409e-01 -5.31929304e-01
5.47808715e-01]
[ -7.89028643e-02 -2.79261034e-01 6.19440683e-02 -3.28914470e-01
-1.42704796e-01 1.19254608e-01 3.13393001e-01 9.88317019e-02
-8.08178563e-02 1.38028636e-01 -4.85121740e-01 -5.81573208e-01
6.61744832e-01]
[ 1.23264139e-01 -7.97808509e-02 1.56795939e-02 -1.15208341e-01
-6.94296421e-02 -1.57533821e-02 1.75023197e-01 2.84001586e-01
3.45569225e-01 2.02971394e-01 -4.59628643e-01 -4.24623581e-01
3.15178066e-01]
[ -9.12484747e-03 -1.23197106e-01 1.76697017e-02 4.21534306e-02
-7.78572814e-02 -2.83087092e-01 -2.36298813e-03 2.56712278e-01
-4.59706943e-02 4.23489656e-02 -1.99280017e-01 -4.93554415e-01
1.68009373e-01]
[ 7.75351343e-02 1.27221146e-01 -3.47004716e-03 6.89577750e-02
-8.10628818e-02 -5.90507093e-02 -2.10367165e-01 -2.15400855e-01
-2.95457413e-01 -1.87893361e-01 -1.61051413e-01 2.94777814e-01
-1.43703950e-01]
[ 3.80065444e-02 -7.31257774e-02 1.35436645e-01 1.72349869e-01
2.58803313e-01 8.63704828e-03 -4.09477000e-01 -3.98242246e-01
-1.23740142e-01 -5.55858109e-01 1.72313967e-01 9.46367306e-01
-4.20589064e-01]
[ 3.56956898e-02 8.20648997e-02 -2.10730225e-01 3.69977495e-02
3.08653436e-02 -2.63920804e-04 -1.54047108e-01 -3.25978443e-01
-2.88178331e-01 -1.71741656e-01 -4.83419989e-02 -2.09696719e-02
-1.71769098e-01]
[ -5.37839217e-02 -2.20984050e-01 6.90336460e-02 8.75271188e-02
-1.37144825e-01 -1.34028813e-01 6.58969396e-02 2.80264153e-02
1.06062267e-01 -3.31883475e-01 -3.05201785e-01 -2.86534924e-01
6.92838170e-02]
[ 1.72523244e-02 -2.73517111e-01 6.46640467e-02 -2.13725389e-01
-1.91444878e-01 -2.30581246e-01 -2.47113044e-01 8.93205403e-02
7.17873992e-03 1.61807914e-01 -1.49967655e-01 4.47378837e-02
-3.91014315e-02]
[ 1.74531960e-01 5.22738630e-02 -1.02387913e-01 -1.91981551e-01
-5.54997077e-02 -1.01142723e-01 -1.76300976e-01 6.66654125e-02
-1.86415470e-01 -2.01136858e-01 -1.65759252e-01 6.96443890e-02
-9.40556252e-02]
[ -1.70562295e-01 -1.90671616e-01 -1.03951866e-01 -1.85961095e-01
-5.83789863e-02 2.72093194e-02 -1.63676596e-01 -1.22329631e-01
-1.23157764e-01 6.59198450e-02 -2.20567772e-01 -7.64794566e-02
-1.88723309e-01]
[ -3.18473842e-02 -2.23984948e-01 -1.52046428e-01 -1.97980758e-01
-6.22437662e-02 4.45792374e-02 -8.57956060e-04 5.60768552e-02
-1.97410440e-01 -1.96868566e-01 -7.31899074e-02 -2.44608574e-01
3.12169295e-03]
[ 1.17259588e-01 6.41093642e-02 -1.17523807e-03 -1.56562444e-01
-3.33889890e-01 8.37763506e-03 -1.16926816e-01 -1.95343634e-01
-2.97238036e-01 1.22655410e-01 -1.30795987e-01 -1.63482270e-01
1.91720545e-03]
[ -6.32337879e-02 -1.03343037e-02 -2.82574678e-01 -7.56506837e-03
6.46379347e-02 1.56157040e-01 -2.19419277e-01 -1.55300257e-01
-4.85062381e-02 -4.16993575e-02 1.37116012e-01 3.77365025e-01
-1.24914644e-02]
[ 1.03236783e-01 3.50954053e-01 -2.07146644e-01 5.74477824e-01
1.10818487e-01 -1.67917267e-03 -2.28803290e-01 -3.92079588e-01
-2.47627902e-01 -4.16087663e-01 5.94507352e-01 8.99704710e-01
-5.44405543e-01]
[ -3.31085349e-02 1.80714494e-01 4.37569977e-02 1.27201975e-01
-8.29496080e-03 -6.95929259e-02 -2.49030128e-01 -3.54726713e-01
-2.59323982e-01 -2.72185339e-01 3.49020166e-01 9.28180173e-01
-4.59917089e-01]
[ -5.18139933e-02 -1.13605423e-01 -1.63521414e-01 2.81634645e-01
-1.60363786e-01 2.34179357e-01 -1.08774147e-01 -2.79881103e-01
-2.64836196e-01 -5.17074058e-01 1.76962537e-01 3.98269415e-01
-2.90785830e-01]
[ 7.90097019e-02 -3.82421111e-01 -5.15680349e-02 -4.13747791e-02
-1.10607992e-01 2.00604915e-01 8.84999323e-02 1.71933307e-01
-1.51593718e-01 -3.94724633e-02 -8.26631477e-02 2.62541574e-01
-1.43632266e-01]
[ 2.03790218e-01 -2.89961625e-01 -1.23067286e-01 -8.86433551e-02
-2.05497827e-01 1.22482894e-01 2.52153947e-02 -1.57402932e-01
-3.54098864e-02 -1.24348683e-01 -1.29550167e-01 -1.97256299e-01
-7.29121194e-02]
[ -1.34775791e-01 -8.05876386e-02 3.88036726e-02 -2.51802785e-01
-5.66801235e-02 -1.40848383e-01 5.69652999e-02 -1.54307717e-02
-6.53647242e-02 -1.17475522e-02 -2.99241452e-01 -4.07875383e-01
-1.88094650e-02]
[ -1.40101047e-01 -1.29925561e-01 -7.02393640e-02 -2.27399890e-01
-3.40099951e-01 -2.87522406e-01 1.20236245e-01 7.58231862e-02
7.32429676e-04 5.77635989e-02 -1.71019575e-01 -5.67132528e-01
-7.26038431e-02]
[ -1.66509479e-01 -2.18120621e-01 -2.97443110e-01 -2.80128716e-01
-2.61777560e-01 -2.07070447e-01 -3.24022761e-01 1.41867381e-01
-3.83654476e-02 -2.84958478e-01 -2.52826963e-01 -1.47651516e-01
-2.10450180e-01]
[ -1.07253238e-01 1.11293433e-01 2.62332845e-02 -3.78850839e-02
-2.21330520e-01 -1.68592180e-01 -7.94449951e-02 1.12934207e-02
-7.67493641e-02 -1.89355745e-01 -1.95225696e-01 -2.70769841e-01
-7.95154624e-02]
[ -3.48664045e-01 -1.37020769e-01 -2.68837624e-01 7.66464103e-02
-2.14241132e-01 -2.26382477e-01 -3.99836669e-02 -1.45156727e-01
7.17679721e-02 -6.18229294e-02 6.86568754e-03 -3.78523811e-01
1.03013271e-02]
[ -1.26531166e-01 -3.14141869e-02 -2.58716083e-01 6.72110846e-03
-2.13112734e-01 -2.76528031e-01 -3.91259473e-01 -9.63653241e-02
-2.59326588e-03 -3.02933584e-01 -2.56912382e-01 -3.37054621e-01
-9.99938047e-02]
[ -2.14484744e-01 -5.39358373e-01 -3.30680052e-01 -3.78904138e-01
-3.34183465e-01 -2.25971513e-01 2.21664807e-03 -3.15445462e-01
1.07251000e-01 -2.58407552e-01 -2.07546660e-01 -6.43909362e-02
-1.02789582e-01]
[ -2.11889668e-01 -2.98785437e-01 -3.11614779e-01 -1.48878150e-01
-9.78563205e-02 -1.46514204e-01 -1.04753661e-01 -1.43044933e-02
-2.02462421e-01 -5.01679118e-01 -2.40036989e-01 -1.11952563e-01
2.40545927e-02]
[ -1.22643494e-01 2.94621686e-02 -2.39176346e-01 -3.60305384e-01
-2.26500294e-01 -2.58052151e-01 -5.43440177e-02 -2.59957539e-01
3.72044199e-02 1.17673201e-02 -3.03864385e-01 -6.21243558e-02
-1.84711100e-01]]
Progress: 6.8% ... Training loss: 0.311 ... Validation loss: 0.564[[-0.03270466]
[ 0.32773303]
[-0.13584197]
[ 0.70311515]
[ 0.29959197]
[ 0.01934091]
[-0.86133306]
[-0.98984444]
[-0.73803578]
[-1.01189593]
[ 0.94693036]
[ 2.38940453]
[-1.49318129]]
[[ -5.33247583e-01 -5.38994789e-01 -5.75066152e-01 -2.51665340e-01
-3.37680060e-01 -5.85292333e-01 -5.13032903e-01 -4.59481866e-01
-6.51200357e-01 -5.46229189e-01 -1.31350742e-01 3.13469764e-01
-4.00247316e-01]
[ 6.04650323e-03 -1.41021302e-01 5.25506835e-02 -2.71747848e-02
-4.56266827e-02 5.90741783e-02 -1.10951222e-01 2.48949568e-01
-1.14110506e-01 -1.51652737e-01 -4.82314930e-02 -4.16679283e-02
1.23397272e-01]
[ -1.94187358e-01 1.39190389e-01 -1.64589732e-02 1.20318284e-01
1.22368594e-01 -1.11366050e-01 6.90277550e-02 -1.06714124e-01
1.72796246e-01 -1.01316245e-01 2.68261725e-01 7.37098447e-01
2.46551460e-01]
[ 1.78464857e-01 -2.89841563e-01 -2.63504671e-01 -9.00075970e-02
-3.46231975e-01 -3.78335568e-03 4.66939842e-02 -2.53354936e-01
2.04834659e-01 -2.68305991e-01 -2.48809747e-01 -4.22263694e-01
-6.14071681e-02]
[ 1.03918402e-01 7.54839613e-02 8.95894562e-02 1.54491305e-01
1.65182257e-02 7.39819820e-02 -6.78392161e-02 7.65697544e-02
-1.96036179e-02 1.34168862e-01 2.14344658e-01 3.92042287e-02
1.33905876e-01]
[ -4.83735088e-01 -5.60303849e-01 -6.09275823e-01 -5.12585924e-01
-5.62205125e-01 -5.61008114e-01 -3.11351236e-01 -2.17425571e-01
-4.29977396e-01 -2.98008290e-01 -3.64176386e-01 -5.10873050e-01
-2.70648808e-01]
[ -4.14020811e-01 -5.71178067e-01 -3.20180998e-01 -3.48541478e-01
-4.02442535e-01 -5.57089164e-01 -4.41494614e-01 -4.69491133e-01
-2.99740723e-01 -2.05074912e-01 -4.42732481e-01 -2.02589081e-01
-1.98407570e-01]
[ -3.14504557e-01 -3.75128492e-01 -4.51090981e-01 -2.93655865e-01
-3.26142840e-01 -4.11172682e-01 -1.64473554e-01 -9.62568978e-02
-2.10951288e-01 -3.44542549e-01 -2.56021880e-01 -4.60831913e-01
-1.14322335e-01]
[ -4.73183426e-01 -3.46663556e-01 -3.76680187e-01 -1.31032866e-01
-3.32884991e-01 -2.12283748e-01 -1.77013589e-01 -4.44164191e-01
-3.30335762e-01 -4.71573733e-01 -1.17973980e-01 -1.65444123e-02
-2.56576855e-01]
[ -9.45270583e-01 -9.28898108e-01 -9.66906565e-01 -7.95685677e-01
-1.00792475e+00 -9.74048337e-01 -6.71873542e-01 -6.48999013e-01
-7.74526885e-01 -5.50612925e-01 -7.77695944e-01 -4.90195195e-01
-3.50916220e-01]
[ -5.01247526e-01 -2.65455073e-01 -4.60463924e-01 -3.09386157e-01
-3.55698020e-01 -3.53516495e-01 -5.29323780e-01 -5.58244638e-01
-6.10851142e-01 -1.44833827e-01 -4.02747697e-01 -5.33832109e-01
-3.85064575e-01]
[ -1.17245742e-01 3.83333041e-02 -3.35555508e-01 -3.38858353e-01
-9.00733794e-02 -7.05265669e-02 -1.47609698e-01 -2.59378943e-01
-1.43153755e-01 1.38044596e-01 -2.84213848e-01 -3.38064041e-01
-2.19619269e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60765105e-01 -9.52930633e-02 1.60141875e-01 -2.14013818e-01
-1.14903337e-01 1.14598078e-01 -1.52349890e-01 -3.12122602e-02
-1.04177880e-01 2.59208747e-02 -7.97488917e-02 -1.70137060e-01
3.81792631e-02]
[ -8.15437550e-02 -2.54785016e-01 -1.78474076e-01 -2.71041640e-01
-4.75500194e-01 -8.39297146e-02 -3.10162077e-02 1.87503947e-03
-4.68712529e-02 1.32738369e-02 -1.49471216e-01 -1.76052593e-01
-2.22725694e-01]
[ -7.42919451e-02 5.72512926e-03 -2.44292589e-01 -2.34449688e-01
1.41867893e-01 -1.62334305e-01 -1.59254478e-01 3.85900472e-02
8.35256008e-03 -2.23118688e-02 -1.67670702e-01 -1.58958636e-03
5.49179928e-02]
[ 2.94561288e-02 -1.55868714e-01 -1.52640654e-01 -3.67222059e-02
-1.17406278e-01 -1.06546939e-01 6.75733467e-02 -1.76809085e-01
-4.72149639e-02 -5.41296451e-02 4.83448468e-03 -1.50744636e-01
4.87306372e-02]
[ -2.82752772e-01 -1.44339659e-01 -6.92824998e-02 -9.43108526e-02
-3.04735199e-01 -2.71549434e-01 -3.50179181e-01 6.92791325e-02
-2.86696447e-01 -1.96119954e-01 1.80212449e-01 8.68634107e-02
3.21697751e-01]
[ -2.14121304e-01 -1.33604329e-01 -7.59753748e-02 -8.18757020e-02
-8.48618969e-02 -1.14037738e-01 -4.29697220e-02 7.71233885e-02
-1.01737439e-01 4.76046698e-02 1.36109553e-02 -1.75993496e-01
4.97310300e-02]
[ -1.51526087e-01 -6.31291802e-02 -2.21367208e-01 -3.50851227e-01
-1.45964126e-01 -1.98579448e-01 -2.18278972e-01 -6.32586059e-02
2.11407702e-01 -1.59625305e-01 -2.99727444e-01 -3.04376720e-01
-8.75783674e-02]
[ -3.65240851e-01 -8.46013326e-02 -1.40345910e-01 -2.09335797e-01
-6.36860804e-02 -3.09952538e-01 9.03166596e-02 -2.31334722e-02
-8.90410801e-02 1.30211103e-01 -4.58664873e-02 -1.10211107e-01
-1.02282159e-01]
[ -1.68653797e-01 -1.58257293e-01 -4.41442943e-02 -1.38138149e-01
-1.37312046e-01 -2.92179582e-01 -9.52277268e-02 -9.44538660e-02
-2.91556413e-01 4.89547272e-02 1.87416466e-01 1.02344057e-01
-2.44906797e-01]
[ -1.37970155e-01 -1.81001201e-01 -1.10739653e-01 -2.82310387e-01
8.87220516e-02 -1.73349079e-02 -2.15660326e-01 -1.40060048e-01
8.96815019e-02 -9.91140858e-02 -1.80012337e-01 -1.63021594e-01
-3.17267288e-01]
[ -4.44197364e-02 -3.22681835e-02 -1.47051413e-01 -3.47493695e-02
-2.27089930e-01 6.35843735e-02 -8.74637524e-02 -4.07763915e-02
-2.34146474e-01 -7.05059086e-02 -6.04768926e-02 -2.88990061e-01
-1.58586560e-01]
[ -7.34872629e-02 3.85780576e-02 -1.30604156e-01 -2.79429961e-01
1.29484100e-01 2.12428377e-02 -2.45343175e-01 -1.95480828e-01
9.79950908e-02 -8.95530584e-02 -2.33616428e-01 -1.33840977e-01
-2.87194914e-01]
[ 8.42085101e-02 -3.13468288e-01 -7.99486478e-02 -4.11824162e-01
-2.20798966e-01 -8.74005170e-02 5.23510864e-02 9.58709095e-02
-4.31443168e-03 2.81645379e-01 -4.59704035e-01 -4.95207096e-01
3.22345875e-01]
[ -2.17182808e-01 -2.54409405e-01 -1.25735681e-01 -2.72686341e-01
-3.04000624e-01 -9.13472649e-02 1.89699526e-01 3.83342335e-02
2.94619660e-01 4.25425587e-02 -3.43345128e-01 -6.95698760e-01
5.24862333e-01]
[ -8.32937150e-03 -1.90263468e-01 2.53577420e-02 -2.58011489e-01
-1.66959978e-01 1.68202279e-01 1.60861635e-01 2.21288231e-01
-3.76358675e-02 2.13663040e-01 -1.24784145e-01 -6.61433741e-01
5.42989893e-01]
[ 6.75043164e-03 -4.52639428e-02 -1.20735804e-01 -7.58195682e-02
-1.73908249e-01 -4.47630938e-02 2.44941010e-01 1.34374683e-01
2.29305293e-01 3.41613794e-01 -3.94674987e-01 -5.40195915e-01
5.53864609e-01]
[ -7.88999024e-02 -2.79362865e-01 6.19511097e-02 -3.29184535e-01
-1.42852348e-01 1.19254609e-01 3.14280655e-01 9.91200857e-02
-8.03681346e-02 1.38395912e-01 -4.85800250e-01 -5.86004287e-01
6.63523806e-01]
[ 1.23315963e-01 -8.03417364e-02 1.58729273e-02 -1.16699799e-01
-6.99014850e-02 -1.57786816e-02 1.77168159e-01 2.86485135e-01
3.47324763e-01 2.05480876e-01 -4.61724211e-01 -4.32837440e-01
3.19898029e-01]
[ -9.10190122e-03 -1.23339932e-01 1.77375473e-02 4.16538730e-02
-7.79884329e-02 -2.83099537e-01 -1.67691933e-03 2.57574354e-01
-4.55067968e-02 4.30269939e-02 -1.99695106e-01 -4.94280412e-01
1.69284437e-01]
[ 7.75451104e-02 1.27298241e-01 -3.46879787e-03 6.90298084e-02
-8.10185093e-02 -5.90538997e-02 -2.10127515e-01 -2.15323217e-01
-2.95417502e-01 -1.87751358e-01 -1.61174122e-01 2.95086951e-01
-1.44156816e-01]
[ 3.79654695e-02 -7.31052640e-02 1.35458385e-01 1.73535259e-01
2.58834511e-01 8.65855342e-03 -4.09613771e-01 -3.97348842e-01
-1.24588859e-01 -5.54628424e-01 1.72238216e-01 9.49107072e-01
-4.20452356e-01]
[ 3.57014196e-02 8.20179911e-02 -2.10746584e-01 3.69200071e-02
3.08764662e-02 -2.66332338e-04 -1.53975452e-01 -3.25903317e-01
-2.88102801e-01 -1.71859026e-01 -4.84047872e-02 -2.10536201e-02
-1.71871792e-01]
[ -5.37893907e-02 -2.21011551e-01 6.90491420e-02 8.71804932e-02
-1.37172073e-01 -1.34026379e-01 6.57898017e-02 2.79724071e-02
1.06037767e-01 -3.32023861e-01 -3.05607659e-01 -2.88475362e-01
6.99331199e-02]
[ 1.72298530e-02 -2.73305248e-01 6.45751148e-02 -2.13306548e-01
-1.91243355e-01 -2.30565844e-01 -2.47530611e-01 8.85528021e-02
6.69510691e-03 1.60983194e-01 -1.49437400e-01 4.58361741e-02
-3.99258212e-02]
[ 1.74540875e-01 5.22453779e-02 -1.02380446e-01 -1.91923678e-01
-5.54816123e-02 -1.01149612e-01 -1.75848515e-01 6.65241896e-02
-1.86208104e-01 -2.00955960e-01 -1.65525470e-01 7.21867660e-02
-9.46996389e-02]
[ -1.70517621e-01 -1.91253603e-01 -1.03820532e-01 -1.87889671e-01
-5.90693645e-02 2.71783754e-02 -1.61355102e-01 -1.20777479e-01
-1.21094127e-01 6.76878219e-02 -2.23597445e-01 -8.56766844e-02
-1.84115154e-01]
[ -3.18698450e-02 -2.23545639e-01 -1.52208822e-01 -1.96981833e-01
-6.17629830e-02 4.45966135e-02 -2.08616716e-03 5.43544568e-02
-1.98230099e-01 -1.98907345e-01 -7.11816887e-02 -2.39065584e-01
-4.67673034e-04]
[ 1.17243115e-01 6.44672531e-02 -1.28625794e-03 -1.55990314e-01
-3.33688758e-01 8.38610434e-03 -1.17505673e-01 -1.96304071e-01
-2.97729285e-01 1.21491306e-01 -1.29784060e-01 -1.60426450e-01
-1.07618051e-04]
[ -6.32537343e-02 -1.00185437e-02 -2.82670061e-01 -6.73831518e-03
6.49782871e-02 1.56172993e-01 -2.19967136e-01 -1.56326015e-01
-4.91632805e-02 -4.26933756e-02 1.38505626e-01 3.81746376e-01
-1.47193970e-02]
[ 1.03196084e-01 3.51783449e-01 -2.07333011e-01 5.76409613e-01
1.11560258e-01 -1.64764883e-03 -2.30197641e-01 -3.93749492e-01
-2.48930019e-01 -4.17416322e-01 5.97363581e-01 9.05986466e-01
-5.47379191e-01]
[ -3.30826836e-02 1.80272785e-01 4.38423726e-02 1.26724692e-01
-8.70413392e-03 -6.96055188e-02 -2.48137425e-01 -3.53851535e-01
-2.58467825e-01 -2.71563139e-01 3.48252848e-01 9.26579795e-01
-4.59200149e-01]
[ -5.18278268e-02 -1.13385836e-01 -1.63586027e-01 2.82574736e-01
-1.60151018e-01 2.34188833e-01 -1.09379247e-01 -2.80558369e-01
-2.65535354e-01 -5.17378201e-01 1.78283888e-01 4.02342911e-01
-2.93251636e-01]
[ 7.89853433e-02 -3.82306644e-01 -5.16377572e-02 -4.06524495e-02
-1.10487062e-01 2.00617299e-01 8.79816600e-02 1.71327985e-01
-1.52216106e-01 -4.02127426e-02 -8.20164575e-02 2.64995475e-01
-1.45233686e-01]
[ 2.03774500e-01 -2.89827050e-01 -1.23091956e-01 -8.82767999e-02
-2.05432307e-01 1.22490104e-01 2.44602039e-02 -1.58026382e-01
-3.61715015e-02 -1.24752326e-01 -1.29084319e-01 -1.95608260e-01
-7.40507533e-02]
[ -1.34771651e-01 -8.07711955e-02 3.88684513e-02 -2.52275132e-01
-5.68962077e-02 -1.40853835e-01 5.74209744e-02 -1.47507116e-02
-6.50802489e-02 -1.12047340e-02 -3.00070335e-01 -4.10447242e-01
-1.75442119e-02]
[ -1.40074014e-01 -1.30234663e-01 -7.01360824e-02 -2.28219186e-01
-3.40302356e-01 -2.87534726e-01 1.21351951e-01 7.72909048e-02
1.56602110e-03 5.88761075e-02 -1.72393697e-01 -5.70561651e-01
-7.04922454e-02]
[ -1.66424061e-01 -2.19081619e-01 -2.97187991e-01 -2.82985413e-01
-2.62749901e-01 -2.07113451e-01 -3.20088533e-01 1.45509994e-01
-3.51682829e-02 -2.82489228e-01 -2.57711761e-01 -1.63500213e-01
-2.05100692e-01]
[ -1.07300039e-01 1.11681898e-01 2.61425717e-02 -3.67018702e-02
-2.20908696e-01 -1.68558124e-01 -7.99843041e-02 1.14679854e-02
-7.85560149e-02 -1.88572675e-01 -1.93808736e-01 -2.62745826e-01
-8.03975004e-02]
[ -3.48665864e-01 -1.36870039e-01 -2.68929974e-01 7.67314113e-02
-2.13984692e-01 -2.26379653e-01 -3.90658946e-02 -1.45514735e-01
7.24662152e-02 -6.18800469e-02 7.11232226e-03 -3.75599387e-01
1.23041373e-02]
[ -1.26584086e-01 -3.10509325e-02 -2.58882723e-01 8.38933343e-03
-2.12799736e-01 -2.76495498e-01 -3.92150806e-01 -9.76286436e-02
-3.39731455e-03 -3.03676584e-01 -2.55149088e-01 -3.30816708e-01
-1.01616151e-01]
[ -2.14524110e-01 -5.39074205e-01 -3.30826595e-01 -3.78253907e-01
-3.33925873e-01 -2.25946792e-01 1.93694902e-03 -3.15999329e-01
1.06843409e-01 -2.59268364e-01 -2.06903080e-01 -6.56636450e-02
-1.02912846e-01]
[ -2.11875113e-01 -2.98666563e-01 -3.11610158e-01 -1.49121141e-01
-9.79234057e-02 -1.46523923e-01 -1.03888449e-01 -1.41464415e-02
-2.02208000e-01 -5.01133559e-01 -2.40411553e-01 -1.14533456e-01
2.50189379e-02]
[ -1.22515927e-01 2.81432731e-02 -2.38608638e-01 -3.63362028e-01
-2.27937816e-01 -2.58128266e-01 -4.96934789e-02 -2.55371698e-01
4.10456683e-02 1.64652377e-02 -3.08208508e-01 -7.92781000e-02
-1.76655259e-01]]
Progress: 6.9% ... Training loss: 0.316 ... Validation loss: 0.569[[-0.01485429]
[ 0.3463531 ]
[-0.1212861 ]
[ 0.7267647 ]
[ 0.31996507]
[ 0.03386788]
[-0.83851742]
[-0.96814443]
[-0.70780641]
[-0.99334529]
[ 0.97332335]
[ 2.4439666 ]
[-1.45825221]]
[[ -5.33388440e-01 -5.37551671e-01 -5.75534459e-01 -2.46091485e-01
-3.35798311e-01 -5.85217651e-01 -5.17164884e-01 -4.62963699e-01
-6.55603696e-01 -5.48129260e-01 -1.22884011e-01 3.43638473e-01
-4.10372567e-01]
[ 5.99741907e-03 -1.40386579e-01 5.22958640e-02 -2.58724185e-02
-4.51083438e-02 5.91039159e-02 -1.12560964e-01 2.46715035e-01
-1.15605424e-01 -1.53337385e-01 -4.67133689e-02 -3.73097230e-02
1.20078377e-01]
[ -1.94602969e-01 1.44785989e-01 -1.81306664e-02 1.33947548e-01
1.27566675e-01 -1.11105024e-01 5.31857026e-02 -1.26606887e-01
1.57691953e-01 -1.17798601e-01 2.91139995e-01 8.06508653e-01
2.10885214e-01]
[ 1.78170050e-01 -2.87930066e-01 -2.64202304e-01 -8.36965203e-02
-3.44225329e-01 -3.64801212e-03 4.07592999e-02 -2.58181815e-01
1.99452889e-01 -2.72359036e-01 -2.42467906e-01 -3.98089090e-01
-7.09220020e-02]
[ 1.03928469e-01 7.57910575e-02 8.95524023e-02 1.53627619e-01
1.65531010e-02 7.39852730e-02 -6.84134838e-02 7.14332146e-02
-2.09833246e-02 1.29258446e-01 2.14457204e-01 3.46257116e-02
1.27796401e-01]
[ -4.83705140e-01 -5.60832372e-01 -6.09160878e-01 -5.13586212e-01
-5.62509438e-01 -5.61037060e-01 -3.10247490e-01 -2.14891740e-01
-4.29516023e-01 -2.96080438e-01 -3.65576637e-01 -5.12941539e-01
-2.69449647e-01]
[ -4.14209511e-01 -5.69590671e-01 -3.20863769e-01 -3.43174394e-01
-4.00753607e-01 -5.56998808e-01 -4.46462284e-01 -4.75520623e-01
-3.04517181e-01 -2.11341883e-01 -4.35387207e-01 -1.86632982e-01
-2.11302906e-01]
[ -3.14848392e-01 -3.71084665e-01 -4.52253289e-01 -2.84223256e-01
-3.22453385e-01 -4.10967961e-01 -1.77071326e-01 -1.09472458e-01
-2.23411081e-01 -3.55160054e-01 -2.42718025e-01 -4.15946158e-01
-1.40165068e-01]
[ -4.73143890e-01 -3.46841443e-01 -3.76611984e-01 -1.31999236e-01
-3.33041999e-01 -2.12311830e-01 -1.75546395e-01 -4.43000337e-01
-3.28941238e-01 -4.70529077e-01 -1.18894089e-01 -1.74101828e-02
-2.53715519e-01]
[ -9.45419324e-01 -9.26417941e-01 -9.67578738e-01 -7.89923630e-01
-1.00557331e+00 -9.73967136e-01 -6.79006122e-01 -6.56566677e-01
-7.82051844e-01 -5.57880239e-01 -7.67424666e-01 -4.59041034e-01
-3.69408176e-01]
[ -5.01487028e-01 -2.63762532e-01 -4.61227649e-01 -3.04149828e-01
-3.53863882e-01 -3.53406630e-01 -5.34452719e-01 -5.63839456e-01
-6.16477434e-01 -1.48968186e-01 -3.97154340e-01 -5.13597417e-01
-3.96936945e-01]
[ -1.17320551e-01 3.90854122e-02 -3.35781539e-01 -3.37023694e-01
-8.93418925e-02 -7.04795852e-02 -1.50342679e-01 -2.61763828e-01
-1.45382859e-01 1.35534301e-01 -2.81749713e-01 -3.31545299e-01
-2.23932514e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60747938e-01 -9.55638505e-02 1.60217630e-01 -2.14478144e-01
-1.15091571e-01 1.14581516e-01 -1.51751218e-01 -3.05855848e-02
-1.03903139e-01 2.66195634e-02 -8.05960775e-02 -1.72648730e-01
3.87718310e-02]
[ -8.15275717e-02 -2.54975557e-01 -1.78418432e-01 -2.71578484e-01
-4.75696888e-01 -8.39401215e-02 -3.05983764e-02 3.24291037e-03
-4.65491514e-02 1.41816638e-02 -1.50546178e-01 -1.79882010e-01
-2.22132378e-01]
[ -7.43507911e-02 5.98486198e-03 -2.44447781e-01 -2.33512684e-01
1.42302135e-01 -1.62306544e-01 -1.60280763e-01 3.74290130e-02
7.01284987e-03 -2.32425962e-02 -1.66139776e-01 5.17139310e-03
5.29039593e-02]
[ 2.93949370e-02 -1.55640444e-01 -1.52794317e-01 -3.57232243e-02
-1.17094802e-01 -1.06522208e-01 6.61953844e-02 -1.78329087e-01
-4.85955409e-02 -5.52897905e-02 5.58032570e-03 -1.47937316e-01
4.63837418e-02]
[ -2.82811570e-01 -1.43694070e-01 -6.95540959e-02 -9.25287388e-02
-3.04178733e-01 -2.71518401e-01 -3.51636163e-01 6.69605289e-02
-2.88092130e-01 -1.98672713e-01 1.82931609e-01 9.40030387e-02
3.16441503e-01]
[ -2.14163609e-01 -1.33075536e-01 -7.61576840e-02 -7.95926463e-02
-8.42402885e-02 -1.14014843e-01 -4.49032644e-02 7.52554899e-02
-1.03363084e-01 4.55538589e-02 1.72906344e-02 -1.69193415e-01
4.48247668e-02]
[ -1.51783574e-01 -5.99805060e-02 -2.22344199e-01 -3.44214348e-01
-1.43030698e-01 -1.98429306e-01 -2.27624348e-01 -7.37308848e-02
2.01509143e-01 -1.68511876e-01 -2.89779773e-01 -2.67344141e-01
-1.08813082e-01]
[ -3.65304710e-01 -8.37835143e-02 -1.40580229e-01 -2.07164770e-01
-6.28934193e-02 -3.09910306e-01 8.81574212e-02 -2.49997759e-02
-9.08977443e-02 1.28208968e-01 -4.25057431e-02 -1.02773330e-01
-1.05895890e-01]
[ -1.68667938e-01 -1.58109638e-01 -4.41043939e-02 -1.37465484e-01
-1.37284997e-01 -2.92168937e-01 -9.59460920e-02 -9.50347314e-02
-2.91828521e-01 4.92542433e-02 1.87661439e-01 1.02596928e-01
-2.45337988e-01]
[ -1.37951185e-01 -1.81056826e-01 -1.10699490e-01 -2.82810614e-01
8.86034745e-02 -1.73502022e-02 -2.14969545e-01 -1.39206040e-01
9.03365292e-02 -9.80228008e-02 -1.80509899e-01 -1.63049082e-01
-3.14973517e-01]
[ -4.43769138e-02 -3.27675130e-02 -1.46892990e-01 -3.59932580e-02
-2.27463964e-01 6.35531120e-02 -8.60799735e-02 -3.94813108e-02
-2.32949324e-01 -6.92907849e-02 -6.21550651e-02 -2.93329782e-01
-1.56580063e-01]
[ -7.34888285e-02 3.87426232e-02 -1.30661901e-01 -2.79333367e-01
1.29601771e-01 2.12449726e-02 -2.45410987e-01 -1.95384844e-01
9.79346638e-02 -9.00943186e-02 -2.33418771e-01 -1.33456322e-01
-2.87555561e-01]
[ 8.42099983e-02 -3.13579869e-01 -7.99282158e-02 -4.12120277e-01
-2.20910023e-01 -8.74008788e-02 5.28052553e-02 9.62933534e-02
-3.94899533e-03 2.82134732e-01 -4.60294708e-01 -4.97649306e-01
3.23482423e-01]
[ -2.17182313e-01 -2.54437396e-01 -1.25707883e-01 -2.72922722e-01
-3.04043599e-01 -9.13525428e-02 1.89789131e-01 3.84986487e-02
2.94479922e-01 4.29775193e-02 -3.43677215e-01 -6.95929883e-01
5.25192846e-01]
[ -8.32157786e-03 -1.90486479e-01 2.54452636e-02 -2.58585153e-01
-1.67162466e-01 1.68193654e-01 1.61738243e-01 2.22218141e-01
-3.70291972e-02 2.14458258e-01 -1.25730150e-01 -6.64779577e-01
5.45073618e-01]
[ 6.76975065e-03 -4.54182613e-02 -1.20716256e-01 -7.65478989e-02
-1.74091309e-01 -4.47741567e-02 2.45993783e-01 1.34606100e-01
2.30343844e-01 3.42370195e-01 -3.95369809e-01 -5.42634910e-01
5.55781486e-01]
[ -7.88734847e-02 -2.79603665e-01 6.20499290e-02 -3.29874615e-01
-1.43097147e-01 1.19240534e-01 3.15338339e-01 1.00219850e-01
-7.97795506e-02 1.39730270e-01 -4.86853216e-01 -5.89041042e-01
6.66286560e-01]
[ 1.23341477e-01 -8.05211570e-02 1.59370563e-02 -1.17192249e-01
-7.00480705e-02 -1.57880949e-02 1.78065405e-01 2.87661847e-01
3.48060933e-01 2.06547312e-01 -4.62312339e-01 -4.34933227e-01
3.21789641e-01]
[ -9.08507285e-03 -1.23459225e-01 1.77487751e-02 4.12660941e-02
-7.81420667e-02 -2.83103493e-01 -1.17672600e-03 2.58472928e-01
-4.47784478e-02 4.33783600e-02 -2.00212498e-01 -4.96586963e-01
1.70804335e-01]
[ 7.74211284e-02 1.28353979e-01 -3.83439220e-03 7.19460042e-02
-8.01378430e-02 -5.89979866e-02 -2.13437794e-01 -2.18882855e-01
-2.98070285e-01 -1.91028815e-01 -1.57723721e-01 3.07931146e-01
-1.51296723e-01]
[ 3.79149381e-02 -7.27238197e-02 1.35384428e-01 1.74835379e-01
2.59546107e-01 8.69330747e-03 -4.11308670e-01 -3.97263865e-01
-1.26964159e-01 -5.54476638e-01 1.73356125e-01 9.57730212e-01
-4.24136738e-01]
[ 3.57168353e-02 8.18983977e-02 -2.10698878e-01 3.67481626e-02
3.07957878e-02 -2.73042594e-04 -1.53742195e-01 -3.25405676e-01
-2.87713198e-01 -1.71399682e-01 -4.86097321e-02 -2.19157822e-02
-1.70929802e-01]
[ -5.39309859e-02 -2.19792244e-01 6.84977140e-02 9.07395016e-02
-1.35959178e-01 -1.33956470e-01 6.16860625e-02 2.22649216e-02
1.02134832e-01 -3.36334992e-01 -3.01751032e-01 -2.76975961e-01
6.09380422e-02]
[ 1.72037126e-02 -2.73093506e-01 6.44481518e-02 -2.12848994e-01
-1.91053021e-01 -2.30552376e-01 -2.48070397e-01 8.72404088e-02
6.23810382e-03 1.59726959e-01 -1.48697705e-01 4.78889077e-02
-4.14392697e-02]
[ 1.74554085e-01 5.20141120e-02 -1.02324274e-01 -1.92235810e-01
-5.56949458e-02 -1.01159360e-01 -1.75337817e-01 6.68157870e-02
-1.85733284e-01 -2.00593227e-01 -1.65792740e-01 7.12915158e-02
-9.41302901e-02]
[ -1.70586615e-01 -1.89927626e-01 -1.04249708e-01 -1.85571920e-01
-5.79390128e-02 2.72277633e-02 -1.64089922e-01 -1.25326824e-01
-1.23947113e-01 6.28322535e-02 -2.19170756e-01 -7.22147876e-02
-1.92378509e-01]
[ -3.19263049e-02 -2.22871294e-01 -1.52385700e-01 -1.95754707e-01
-6.11669357e-02 4.46242235e-02 -4.53656022e-03 5.19846374e-02
-2.00519773e-01 -2.01103255e-01 -6.87159446e-02 -2.29346853e-01
-6.38552660e-03]
[ 1.17225283e-01 6.46171385e-02 -1.34269893e-03 -1.55726854e-01
-3.33609169e-01 8.40084914e-03 -1.17825001e-01 -1.96714805e-01
-2.97942302e-01 1.21174487e-01 -1.29479245e-01 -1.60388053e-01
-3.11646568e-04]
[ -6.32848058e-02 -9.56513738e-03 -2.82776956e-01 -5.87879181e-03
6.53243695e-02 1.56190757e-01 -2.21103231e-01 -1.57644674e-01
-5.03646171e-02 -4.40723734e-02 1.40022288e-01 3.86018964e-01
-1.74080113e-02]
[ 1.03154470e-01 3.52386535e-01 -2.07523955e-01 5.78855176e-01
1.12290062e-01 -1.62595626e-03 -2.32079770e-01 -3.94991053e-01
-2.50367584e-01 -4.19189322e-01 6.01342635e-01 9.12228964e-01
-5.52065541e-01]
[ -3.30377142e-02 1.79774086e-01 4.40138236e-02 1.25730944e-01
-9.03312089e-03 -6.96364635e-02 -2.47391430e-01 -3.52403074e-01
-2.57992863e-01 -2.69888112e-01 3.46774886e-01 9.23549097e-01
-4.57688376e-01]
[ -5.17962205e-02 -1.13479714e-01 -1.63459531e-01 2.82498365e-01
-1.60198788e-01 2.34167522e-01 -1.09297872e-01 -2.79012318e-01
-2.65433755e-01 -5.16233530e-01 1.78188783e-01 4.02273667e-01
-2.92354814e-01]
[ 7.89118386e-02 -3.81717276e-01 -5.18651118e-02 -3.87903978e-02
-1.09934020e-01 2.00657554e-01 8.54859536e-02 1.68027134e-01
-1.54623399e-01 -4.27118484e-02 -7.94462177e-02 2.73717383e-01
-1.50768035e-01]
[ 2.03776375e-01 -2.89840476e-01 -1.23083866e-01 -8.83048367e-02
-2.05445061e-01 1.22488834e-01 2.45051143e-02 -1.57934174e-01
-3.61422654e-02 -1.24664795e-01 -1.29128182e-01 -1.95674456e-01
-7.39534175e-02]
[ -1.34804429e-01 -8.05420158e-02 3.87798663e-02 -2.51777460e-01
-5.66687930e-02 -1.40840015e-01 5.66979644e-02 -1.53712740e-02
-6.58619944e-02 -1.22609313e-02 -2.99504329e-01 -4.09458473e-01
-1.90001122e-02]
[ -1.40077493e-01 -1.30190049e-01 -7.01431871e-02 -2.28105246e-01
-3.40274995e-01 -2.87533238e-01 1.21203122e-01 7.72504151e-02
1.36306124e-03 5.87753745e-02 -1.72247549e-01 -5.70297506e-01
-7.07457452e-02]
[ -1.66417145e-01 -2.18978582e-01 -2.97369918e-01 -2.82437137e-01
-2.62420938e-01 -2.07124351e-01 -3.20547770e-01 1.43940807e-01
-3.53877296e-02 -2.85103075e-01 -2.56894001e-01 -1.65361077e-01
-2.10747514e-01]
[ -1.07385412e-01 1.12834580e-01 2.56972196e-02 -3.42003544e-02
-2.20024913e-01 -1.68507732e-01 -8.25452679e-02 8.33014323e-03
-8.09479255e-02 -1.91354395e-01 -1.90880183e-01 -2.52874479e-01
-8.57112315e-02]
[ -3.48638325e-01 -1.37321058e-01 -2.68756438e-01 7.57316000e-02
-2.14450523e-01 -2.26398937e-01 -3.79233372e-02 -1.43661413e-01
7.37015950e-02 -5.94258828e-02 5.84012118e-03 -3.77590137e-01
1.63862842e-02]
[ -1.26638755e-01 -3.09140386e-02 -2.58908829e-01 9.13190492e-03
-2.12771585e-01 -2.76472508e-01 -3.92965524e-01 -9.83335357e-02
-4.89950961e-03 -3.03657522e-01 -2.54682375e-01 -3.29383907e-01
-1.02387112e-01]
[ -2.14679972e-01 -5.37595042e-01 -3.31388791e-01 -3.73591326e-01
-3.32175978e-01 -2.25866480e-01 -3.28980867e-03 -3.21107143e-01
1.01956219e-01 -2.64804707e-01 -1.99263780e-01 -4.45586205e-02
-1.14568342e-01]
[ -2.12034333e-01 -2.97239432e-01 -3.12031748e-01 -1.44880049e-01
-9.63715357e-02 -1.46444829e-01 -1.08231090e-01 -1.80729611e-02
-2.06414966e-01 -5.03910499e-01 -2.34971793e-01 -9.65047679e-02
1.63942949e-02]
[ -1.22558309e-01 2.92201982e-02 -2.38806933e-01 -3.62225217e-01
-2.27097583e-01 -2.58092820e-01 -5.24262204e-02 -2.58326132e-01
3.76376428e-02 1.37888941e-02 -3.05899624e-01 -6.79567521e-02
-1.83403323e-01]]
Progress: 7.0% ... Training loss: 0.315 ... Validation loss: 0.550[[-0.02700427]
[ 0.33783958]
[-0.1292766 ]
[ 0.71989845]
[ 0.30980996]
[ 0.02282784]
[-0.8572955 ]
[-0.98818914]
[-0.72555491]
[-1.01088476]
[ 0.96860217]
[ 2.44250684]
[-1.48447185]]
[[ -5.33332205e-01 -5.37770933e-01 -5.75435727e-01 -2.46972026e-01
-3.36534670e-01 -5.85328791e-01 -5.11073092e-01 -4.54839625e-01
-6.50861404e-01 -5.42840411e-01 -1.23255341e-01 3.34782805e-01
-3.98448754e-01]
[ 5.99598652e-03 -1.40362148e-01 5.22859142e-02 -2.58018277e-02
-4.50807340e-02 5.91064202e-02 -1.12635082e-01 2.46594400e-01
-1.15660069e-01 -1.53426825e-01 -4.66179361e-02 -3.69720944e-02
1.19866094e-01]
[ -1.94643275e-01 1.45207274e-01 -1.83058995e-02 1.35169830e-01
1.27813925e-01 -1.11028416e-01 5.54731172e-02 -1.25329499e-01
1.59187232e-01 -1.18718165e-01 2.92334095e-01 8.03247300e-01
2.13854801e-01]
[ 1.78286331e-01 -2.89208337e-01 -2.63653962e-01 -8.85088389e-02
-3.45422719e-01 -3.84713305e-03 4.72021528e-02 -2.52969152e-01
2.04673574e-01 -2.65852298e-01 -2.49749009e-01 -4.18450991e-01
-5.86588042e-02]
[ 1.03947322e-01 7.64793559e-02 8.95622613e-02 1.55507811e-01
1.73887761e-02 7.39928871e-02 -7.40100288e-02 6.43048807e-02
-2.36046609e-02 1.25007584e-01 2.18604584e-01 4.54455927e-02
1.14617821e-01]
[ -4.83684456e-01 -5.61044404e-01 -6.09062897e-01 -5.14094011e-01
-5.62924551e-01 -5.61072916e-01 -3.09185441e-01 -2.12835497e-01
-4.28605324e-01 -2.94213224e-01 -3.66161805e-01 -5.15096370e-01
-2.66458055e-01]
[ -4.14186178e-01 -5.69628617e-01 -3.20752607e-01 -3.42965778e-01
-4.01038879e-01 -5.57064378e-01 -4.44248976e-01 -4.73646292e-01
-3.02605630e-01 -2.09246246e-01 -4.34399913e-01 -1.84091158e-01
-2.08714437e-01]
[ -3.14794575e-01 -3.72295571e-01 -4.51930838e-01 -2.87107769e-01
-3.23545402e-01 -4.11059498e-01 -1.71260830e-01 -1.02027977e-01
-2.19099841e-01 -3.49430778e-01 -2.46646242e-01 -4.33492416e-01
-1.27578951e-01]
[ -4.73106141e-01 -3.47754048e-01 -3.76345094e-01 -1.34219368e-01
-3.33898469e-01 -2.12417778e-01 -1.72761044e-01 -4.40037377e-01
-3.26525934e-01 -4.67432098e-01 -1.22050960e-01 -2.71178634e-02
-2.48395743e-01]
[ -9.45377188e-01 -9.27539259e-01 -9.67246912e-01 -7.91891448e-01
-1.00689695e+00 -9.74075456e-01 -6.71763860e-01 -6.47835565e-01
-7.76377351e-01 -5.51021986e-01 -7.70466684e-01 -4.72543717e-01
-3.53535806e-01]
[ -5.01403924e-01 -2.64872580e-01 -4.60858223e-01 -3.07240001e-01
-3.55047281e-01 -3.53581106e-01 -5.30167731e-01 -5.58704648e-01
-6.12883224e-01 -1.43571789e-01 -4.00304396e-01 -5.24844089e-01
-3.89970906e-01]
[ -1.17310207e-01 3.89432865e-02 -3.35684309e-01 -3.37369532e-01
-8.94837256e-02 -7.04956999e-02 -1.49998725e-01 -2.61291730e-01
-1.45102767e-01 1.36068757e-01 -2.82240602e-01 -3.33662889e-01
-2.23284968e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60743898e-01 -9.55101777e-02 1.60246506e-01 -2.14151085e-01
-1.15095096e-01 1.14574370e-01 -1.51541229e-01 -3.03116553e-02
-1.03806486e-01 2.69349292e-02 -8.01109565e-02 -1.71065928e-01
3.89520132e-02]
[ -8.15316421e-02 -2.54841230e-01 -1.78429299e-01 -2.71316002e-01
-4.75650732e-01 -8.39308644e-02 -3.07125755e-02 3.12306562e-03
-4.66770719e-02 1.40622267e-02 -1.50346062e-01 -1.79875901e-01
-2.22279639e-01]
[ -7.43013029e-02 4.89982807e-03 -2.44122119e-01 -2.36238814e-01
1.41076580e-01 -1.62408834e-01 -1.57426432e-01 4.22121155e-02
9.55533035e-03 -1.82511951e-02 -1.69545909e-01 -5.48569066e-03
6.13636957e-02]
[ 2.93991923e-02 -1.55346180e-01 -1.52948684e-01 -3.49386509e-02
-1.16564845e-01 -1.06533080e-01 6.54422685e-02 -1.80426844e-01
-4.87319600e-02 -5.77069424e-02 7.79861356e-03 -1.40660350e-01
4.26948033e-02]
[ -2.82842856e-01 -1.42814805e-01 -6.97137450e-02 -8.98525898e-02
-3.03671800e-01 -2.71464785e-01 -3.52807095e-01 6.59130077e-02
-2.89528957e-01 -2.00419273e-01 1.85951177e-01 1.04380400e-01
3.11684223e-01]
[ -2.14139708e-01 -1.33510763e-01 -7.59923209e-02 -8.12052117e-02
-8.46811346e-02 -1.14055338e-01 -4.25582055e-02 7.74364850e-02
-1.01312868e-01 4.84167506e-02 1.55460690e-02 -1.78211291e-01
5.03771671e-02]
[ -1.51772714e-01 -6.01745932e-02 -2.22311099e-01 -3.44734419e-01
-1.43132379e-01 -1.98445503e-01 -2.26329613e-01 -7.20365828e-02
2.02883372e-01 -1.67290786e-01 -2.90267724e-01 -2.70520988e-01
-1.05675464e-01]
[ -3.65291055e-01 -8.45567443e-02 -1.40415252e-01 -2.08113401e-01
-6.35357904e-02 -3.09940215e-01 9.04448112e-02 -2.17755455e-02
-8.98443156e-02 1.31216110e-01 -4.45862749e-02 -1.09729567e-01
-1.00432924e-01]
[ -1.68642216e-01 -1.58431792e-01 -4.39702500e-02 -1.38857848e-01
-1.37733290e-01 -2.92215634e-01 -9.38860869e-02 -9.26362510e-02
-2.90183050e-01 5.07653042e-02 1.85959870e-01 9.60629020e-02
-2.41515797e-01]
[ -1.37931530e-01 -1.81529058e-01 -1.10543953e-01 -2.84299328e-01
8.80007512e-02 -1.74114496e-02 -2.13580135e-01 -1.37432523e-01
9.16563799e-02 -9.66717140e-02 -1.82759685e-01 -1.70571547e-01
-3.12046838e-01]
[ -4.43662751e-02 -3.30218497e-02 -1.46837494e-01 -3.63822062e-02
-2.27538390e-01 6.35289258e-02 -8.51626601e-02 -3.88829115e-02
-2.32265862e-01 -6.81987112e-02 -6.26511219e-02 -2.94290746e-01
-1.55086229e-01]
[ -7.34801063e-02 3.85439050e-02 -1.30601691e-01 -2.79710035e-01
1.29409275e-01 2.12222258e-02 -2.44859770e-01 -1.94708660e-01
9.84188328e-02 -8.93741763e-02 -2.33858233e-01 -1.34741008e-01
-2.86511734e-01]
[ 8.42310967e-02 -3.13921605e-01 -7.97852656e-02 -4.13199177e-01
-2.21284954e-01 -8.74475876e-02 5.43247897e-02 9.79382253e-02
-2.73045088e-03 2.84324637e-01 -4.61645155e-01 -5.01016812e-01
3.27052393e-01]
[ -2.17161651e-01 -2.54830380e-01 -1.25568328e-01 -2.74142494e-01
-3.04493827e-01 -9.13954233e-02 1.92194266e-01 4.06190247e-02
2.96650698e-01 4.51830858e-02 -3.45536093e-01 -7.02655097e-01
5.30789155e-01]
[ -8.31071608e-03 -1.90683053e-01 2.55150532e-02 -2.59122688e-01
-1.67358348e-01 1.68170925e-01 1.62341457e-01 2.23253950e-01
-3.65236315e-02 2.15500759e-01 -1.26383811e-01 -6.66325404e-01
5.47024150e-01]
[ 6.77527235e-03 -4.57132681e-02 -1.20635787e-01 -7.72190010e-02
-1.74419355e-01 -4.47873011e-02 2.47143299e-01 1.35969583e-01
2.31220624e-01 3.43969647e-01 -3.96345056e-01 -5.48199331e-01
5.58902495e-01]
[ -7.88624566e-02 -2.79786205e-01 6.21116257e-02 -3.30434639e-01
-1.43326342e-01 1.19215824e-01 3.16768454e-01 1.01281180e-01
-7.88083574e-02 1.40763614e-01 -4.87668491e-01 -5.92155635e-01
6.69112644e-01]
[ 1.23358109e-01 -8.08086158e-02 1.60262913e-02 -1.17880224e-01
-7.03482308e-02 -1.58168794e-02 1.79371758e-01 2.89265361e-01
3.49064401e-01 2.07929107e-01 -4.63124918e-01 -4.38140028e-01
3.24438657e-01]
[ -9.04827725e-03 -1.24298990e-01 1.79831413e-02 3.87457546e-02
-7.89969829e-02 -2.83161065e-01 1.81061917e-03 2.62974930e-01
-4.19268341e-02 4.61444659e-02 -2.03714915e-01 -5.09303001e-01
1.78103390e-01]
[ 7.74685928e-02 1.27034185e-01 -3.52177206e-03 6.91556179e-02
-8.12902502e-02 -5.90930615e-02 -2.11026964e-01 -2.15006001e-01
-2.96132518e-01 -1.87285585e-01 -1.61396607e-01 2.96160389e-01
-1.45805636e-01]
[ 3.78801632e-02 -7.16414630e-02 1.35093328e-01 1.77701727e-01
2.60625092e-01 8.76869834e-03 -4.13769819e-01 -3.99496759e-01
-1.29287370e-01 -5.56195324e-01 1.76809526e-01 9.70823917e-01
-4.28743738e-01]
[ 3.57271374e-02 8.13417956e-02 -2.10578598e-01 3.55090064e-02
3.03212235e-02 -2.97738933e-04 -1.52487819e-01 -3.23782674e-01
-2.86821221e-01 -1.69918912e-01 -5.07854431e-02 -2.82495237e-02
-1.67826014e-01]
[ -5.39314438e-02 -2.19786597e-01 6.84954749e-02 9.07633671e-02
-1.35954656e-01 -1.33955784e-01 6.16551742e-02 2.22192550e-02
1.02108840e-01 -3.36363750e-01 -3.01729456e-01 -2.76911523e-01
6.08755010e-02]
[ 1.72010256e-02 -2.73010820e-01 6.44146391e-02 -2.12767029e-01
-1.91001339e-01 -2.30559140e-01 -2.48244301e-01 8.71189595e-02
6.17592673e-03 1.58668415e-01 -1.48513005e-01 5.07792196e-02
-4.22446987e-02]
[ 1.74562865e-01 5.15259072e-02 -1.02207376e-01 -1.93011768e-01
-5.61640486e-02 -1.01182230e-01 -1.74181001e-01 6.84209008e-02
-1.85010306e-01 -1.99353104e-01 -1.67210189e-01 6.78519220e-02
-9.17145226e-02]
[ -1.70578306e-01 -1.90269491e-01 -1.04164910e-01 -1.86285480e-01
-5.82355832e-02 2.72021344e-02 -1.63250417e-01 -1.24423849e-01
-1.23132286e-01 6.37877082e-02 -2.20181893e-01 -7.52174715e-02
-1.90601123e-01]
[ -3.19369163e-02 -2.22460699e-01 -1.52463318e-01 -1.95273485e-01
-6.07402559e-02 4.46479982e-02 -5.24738523e-03 5.03225638e-02
-2.00855485e-01 -2.02391574e-01 -6.73788941e-02 -2.26416596e-01
-8.53600561e-03]
[ 1.17208393e-01 6.50952125e-02 -1.49247497e-03 -1.54661117e-01
-3.33169365e-01 8.43032898e-03 -1.18315863e-01 -1.98091233e-01
-2.98427730e-01 1.19468570e-01 -1.27484240e-01 -1.54493793e-01
-3.28038153e-03]
[ -6.32872435e-02 -9.57813944e-03 -2.82758117e-01 -6.08988030e-03
6.51970109e-02 1.56193777e-01 -2.21267506e-01 -1.57354694e-01
-5.05499545e-02 -4.39719863e-02 1.39580022e-01 3.84897166e-01
-1.66749342e-02]
[ 1.03119058e-01 3.53666774e-01 -2.07827856e-01 5.82722850e-01
1.13210686e-01 -1.54805688e-03 -2.34032344e-01 -3.97681002e-01
-2.52248498e-01 -4.22510536e-01 6.06711533e-01 9.24591631e-01
-5.58630966e-01]
[ -3.30023462e-02 1.79209979e-01 4.41624609e-02 1.24759511e-01
-9.25275584e-03 -6.96994773e-02 -2.46414304e-01 -3.51616192e-01
-2.56796650e-01 -2.68158485e-01 3.46028064e-01 9.20668513e-01
-4.56209519e-01]
[ -5.17923316e-02 -1.13279837e-01 -1.63490237e-01 2.83066290e-01
-1.60090899e-01 2.34149875e-01 -1.09737313e-01 -2.79722569e-01
-2.65650623e-01 -5.16686755e-01 1.79260973e-01 4.05410846e-01
-2.94362493e-01]
[ 7.89265602e-02 -3.81968577e-01 -5.17566840e-02 -3.94999002e-02
-1.10265894e-01 2.00622470e-01 8.64122099e-02 1.69301378e-01
-1.53977889e-01 -4.14918300e-02 -8.03652309e-02 2.70358786e-01
-1.48928687e-01]
[ 2.03762814e-01 -2.89626109e-01 -1.23153905e-01 -8.76184771e-02
-2.05228544e-01 1.22516225e-01 2.35427409e-02 -1.58716217e-01
-3.70278693e-02 -1.25562025e-01 -1.28225229e-01 -1.92744432e-01
-7.57507224e-02]
[ -1.34806608e-01 -8.05130807e-02 3.87797298e-02 -2.51770549e-01
-5.66832201e-02 -1.40842915e-01 5.65193561e-02 -1.54520256e-02
-6.61235977e-02 -1.21449501e-02 -2.99637664e-01 -4.09651412e-01
-1.94674577e-02]
[ -1.40074331e-01 -1.30275377e-01 -7.01142386e-02 -2.28470348e-01
-3.40351274e-01 -2.87539585e-01 1.21673104e-01 7.75995031e-02
1.76749240e-03 5.92321120e-02 -1.72779161e-01 -5.72126200e-01
-6.96791389e-02]
[ -1.66321178e-01 -2.20958954e-01 -2.96848781e-01 -2.88359823e-01
-2.64559724e-01 -2.07311386e-01 -3.14479342e-01 1.52563558e-01
-2.97298843e-02 -2.79395895e-01 -2.64687873e-01 -1.92989489e-01
-1.98247769e-01]
[ -1.07392054e-01 1.13213467e-01 2.55958361e-02 -3.30069694e-02
-2.19476977e-01 -1.68490155e-01 -8.29689054e-02 8.09054370e-03
-8.13572519e-02 -1.91118148e-01 -1.88982055e-01 -2.47219676e-01
-8.58382321e-02]
[ -3.48630328e-01 -1.37717422e-01 -2.68556660e-01 7.52106413e-02
-2.15051567e-01 -2.26429086e-01 -3.51383512e-02 -1.40598111e-01
7.55588102e-02 -5.59878618e-02 4.57297769e-03 -3.82768413e-01
2.21646713e-02]
[ -1.26671435e-01 -3.01678957e-02 -2.59109073e-01 1.20525235e-02
-2.12097549e-01 -2.76415954e-01 -3.95233450e-01 -1.00315029e-01
-7.28812212e-03 -3.05099769e-01 -2.51155053e-01 -3.15872094e-01
-1.07639052e-01]
[ -2.14646841e-01 -5.37939979e-01 -3.31222434e-01 -3.74443822e-01
-3.32536899e-01 -2.25937347e-01 -6.74073213e-04 -3.18425960e-01
1.04167478e-01 -2.62040073e-01 -2.00195725e-01 -5.03193741e-02
-1.09204914e-01]
[ -2.12006159e-01 -2.97978321e-01 -3.11820437e-01 -1.46748385e-01
-9.72899967e-02 -1.46504829e-01 -1.05413085e-01 -1.48897354e-02
-2.04230109e-01 -5.01151350e-01 -2.37753725e-01 -1.04732315e-01
2.26160778e-02]
[ -1.22548674e-01 2.91822411e-02 -2.38805406e-01 -3.62578572e-01
-2.26949216e-01 -2.58117812e-01 -5.21506087e-02 -2.59317484e-01
3.80731995e-02 1.31150145e-02 -3.05233144e-01 -6.71953236e-02
-1.84401772e-01]]
Progress: 7.0% ... Training loss: 0.309 ... Validation loss: 0.547[[-0.02953604]
[ 0.32931839]
[-0.1347421 ]
[ 0.71213466]
[ 0.30453798]
[ 0.01848473]
[-0.86198705]
[-0.99664663]
[-0.73072014]
[-1.01961849]
[ 0.95416653]
[ 2.42853558]
[-1.49644885]]
[[ -5.33340571e-01 -5.37618119e-01 -5.75399001e-01 -2.45545339e-01
-3.36068298e-01 -5.85329209e-01 -5.09556872e-01 -4.51231392e-01
-6.50434197e-01 -5.39034582e-01 -1.22808749e-01 3.40843144e-01
-3.95091342e-01]
[ 5.98360878e-03 -1.40041834e-01 5.21894931e-02 -2.50168981e-02
-4.48456576e-02 5.91130165e-02 -1.13103351e-01 2.45859806e-01
-1.16018513e-01 -1.53892454e-01 -4.55643326e-02 -3.36887204e-02
1.18303570e-01]
[ -1.94677897e-01 1.43768807e-01 -1.77391489e-02 1.34008306e-01
1.26479018e-01 -1.11033829e-01 5.94203289e-02 -1.18638411e-01
1.62684731e-01 -1.12719444e-01 2.88145735e-01 7.99992898e-01
2.28015580e-01]
[ 1.78020699e-01 -2.84067648e-01 -2.65487743e-01 -7.62276030e-02
-3.40441454e-01 -3.62859149e-03 3.49595886e-02 -2.71793996e-01
1.93970364e-01 -2.84050317e-01 -2.31513804e-01 -3.65784173e-01
-9.46606761e-02]
[ 1.04229644e-01 7.15257972e-02 9.10827387e-02 1.43196926e-01
1.29914828e-02 7.37357686e-02 -6.49708242e-02 7.63588875e-02
-1.51299696e-02 1.38969979e-01 2.00752634e-01 -4.08237533e-04
1.34599185e-01]
[ -4.83678713e-01 -5.61256539e-01 -6.09086384e-01 -5.14814057e-01
-5.63008955e-01 -5.61074505e-01 -3.09535733e-01 -2.12891978e-01
-4.29018393e-01 -2.94135244e-01 -3.67587345e-01 -5.19868350e-01
-2.67420733e-01]
[ -4.14197296e-01 -5.70128553e-01 -3.20504454e-01 -3.43267903e-01
-4.01008429e-01 -5.57055546e-01 -4.43493516e-01 -4.71988025e-01
-3.02458658e-01 -2.06890753e-01 -4.35215373e-01 -1.83086820e-01
-2.07131972e-01]
[ -3.14849564e-01 -3.72323361e-01 -4.51900392e-01 -2.86747673e-01
-3.23817926e-01 -4.11044350e-01 -1.70935431e-01 -1.00383441e-01
-2.18804193e-01 -3.48111332e-01 -2.47959074e-01 -4.34313900e-01
-1.24855628e-01]
[ -4.73013965e-01 -3.48766425e-01 -3.76081037e-01 -1.36885860e-01
-3.34721093e-01 -2.12506157e-01 -1.70241080e-01 -4.37394218e-01
-3.23961294e-01 -4.64595757e-01 -1.25787415e-01 -3.62029342e-02
-2.43676459e-01]
[ -9.45298492e-01 -9.29694766e-01 -9.66573568e-01 -7.97322830e-01
-1.00893805e+00 -9.74171899e-01 -6.66387932e-01 -6.40383741e-01
-7.71287776e-01 -5.43940752e-01 -7.79468044e-01 -4.98777338e-01
-3.39434681e-01]
[ -5.01529702e-01 -2.63520154e-01 -4.61173848e-01 -3.03069693e-01
-3.53615264e-01 -3.53499491e-01 -5.34101058e-01 -5.61425968e-01
-6.16951931e-01 -1.45825016e-01 -3.95924306e-01 -5.05595441e-01
-3.97389364e-01]
[ -1.17231312e-01 3.79941303e-02 -3.35522857e-01 -3.39437023e-01
-9.00237489e-02 -7.05468598e-02 -1.48190794e-01 -2.60132753e-01
-1.43529444e-01 1.37830009e-01 -2.84909619e-01 -3.40352112e-01
-2.21905242e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60752233e-01 -9.55760132e-02 1.60245982e-01 -2.14661665e-01
-1.15223639e-01 1.14575428e-01 -1.51982389e-01 -2.98984435e-02
-1.04227266e-01 2.69125793e-02 -8.10972676e-02 -1.73834771e-01
3.87036690e-02]
[ -8.14732911e-02 -2.55340758e-01 -1.78308489e-01 -2.72272529e-01
-4.75928709e-01 -8.39665040e-02 -2.93575905e-02 4.46227605e-03
-4.55044559e-02 1.59975369e-02 -1.51669480e-01 -1.83097919e-01
-2.20503412e-01]
[ -7.43458659e-02 5.27217614e-03 -2.44244264e-01 -2.35235302e-01
1.41422615e-01 -1.62379917e-01 -1.58516270e-01 4.08744826e-02
8.59005982e-03 -1.96361692e-02 -1.68610990e-01 -2.80852274e-03
5.87498863e-02]
[ 2.94199785e-02 -1.55487856e-01 -1.52851884e-01 -3.50261190e-02
-1.16615302e-01 -1.06544608e-01 6.62252979e-02 -1.79670130e-01
-4.81340786e-02 -5.66521680e-02 7.92780312e-03 -1.41386589e-01
4.36933723e-02]
[ -2.82826827e-01 -1.43249085e-01 -6.95503257e-02 -9.10854596e-02
-3.03950181e-01 -2.71476578e-01 -3.52259361e-01 6.73047906e-02
-2.88967558e-01 -1.99348962e-01 1.84052285e-01 1.00726305e-01
3.13855561e-01]
[ -2.14127844e-01 -1.34395056e-01 -7.57087186e-02 -8.27585400e-02
-8.53065996e-02 -1.14072535e-01 -4.06747184e-02 8.07088797e-02
-1.00323408e-01 5.22056245e-02 1.31139736e-02 -1.83046367e-01
5.54516072e-02]
[ -1.51782924e-01 -6.05672457e-02 -2.22190933e-01 -3.44891843e-01
-1.43511405e-01 -1.98447653e-01 -2.24686539e-01 -6.99243327e-02
2.03974016e-01 -1.65255840e-01 -2.92198617e-01 -2.74310361e-01
-1.01165025e-01]
[ -3.65334499e-01 -8.38440647e-02 -1.40588746e-01 -2.06750263e-01
-6.29911396e-02 -3.09913261e-01 8.86558477e-02 -2.34332450e-02
-9.11541393e-02 1.29254318e-01 -4.30252086e-02 -1.04110924e-01
-1.03758580e-01]
[ -1.68704279e-01 -1.57679261e-01 -4.42378539e-02 -1.37025208e-01
-1.37178909e-01 -2.92171336e-01 -9.62986437e-02 -9.52346559e-02
-2.92048076e-01 4.79664260e-02 1.88955474e-01 1.04300090e-01
-2.46515830e-01]
[ -1.37909217e-01 -1.81865677e-01 -1.10433253e-01 -2.85054693e-01
8.76859319e-02 -1.74353834e-02 -2.12746999e-01 -1.36749305e-01
9.26004147e-02 -9.52166934e-02 -1.84293450e-01 -1.74913065e-01
-3.10069969e-01]
[ -4.43260839e-02 -3.33975193e-02 -1.46695375e-01 -3.75909007e-02
-2.27848117e-01 6.34895218e-02 -8.36805714e-02 -3.71505483e-02
-2.31216398e-01 -6.68111536e-02 -6.42332356e-02 -2.98703843e-01
-1.52510262e-01]
[ -7.34492118e-02 3.80846608e-02 -1.30556368e-01 -2.80775634e-01
1.29179500e-01 2.11966572e-02 -2.44404253e-01 -1.94926587e-01
9.91684244e-02 -8.93437157e-02 -2.35081810e-01 -1.37197943e-01
-2.86345347e-01]
[ 8.42461508e-02 -3.14079158e-01 -7.97209361e-02 -4.13571878e-01
-2.21437149e-01 -8.74562505e-02 5.48905991e-02 9.88685313e-02
-2.38447328e-03 2.85367007e-01 -4.62263870e-01 -5.02852885e-01
3.28593302e-01]
[ -2.17140217e-01 -2.55053404e-01 -1.25493076e-01 -2.74751228e-01
-3.04709870e-01 -9.14123662e-02 1.93534514e-01 4.17290301e-02
2.97956496e-01 4.61987399e-02 -3.46444623e-01 -7.06200722e-01
5.33742222e-01]
[ -8.32636232e-03 -1.90576065e-01 2.54657361e-02 -2.58891995e-01
-1.67290428e-01 1.68179594e-01 1.61868668e-01 2.22335803e-01
-3.68745407e-02 2.14839285e-01 -1.26066818e-01 -6.66903527e-01
5.46037843e-01]
[ 6.78307153e-03 -4.59197437e-02 -1.20579141e-01 -7.79090664e-02
-1.74673415e-01 -4.47979754e-02 2.48062020e-01 1.36770283e-01
2.31952863e-01 3.44874503e-01 -3.97288602e-01 -5.51516829e-01
5.60934709e-01]
[ -7.88782115e-02 -2.79674939e-01 6.20899694e-02 -3.30294676e-01
-1.43320703e-01 1.19228578e-01 3.16420210e-01 1.01189686e-01
-7.93439398e-02 1.40632564e-01 -4.87649015e-01 -5.93573447e-01
6.69092583e-01]
[ 1.23371166e-01 -8.10611688e-02 1.61036730e-02 -1.18583009e-01
-7.05965376e-02 -1.58274352e-02 1.79982794e-01 2.90574053e-01
3.49617681e-01 2.08999534e-01 -4.64052079e-01 -4.41120298e-01
3.26452851e-01]
[ -9.05365049e-03 -1.24258021e-01 1.79648353e-02 3.88618204e-02
-7.89617819e-02 -2.83157114e-01 1.66189632e-03 2.62763349e-01
-4.20631461e-02 4.59493078e-02 -2.03621022e-01 -5.09210571e-01
1.77801596e-01]
[ 7.73859262e-02 1.28219293e-01 -3.77010467e-03 7.23000138e-02
-8.02721455e-02 -5.90419991e-02 -2.13591690e-01 -2.17863309e-01
-2.98849151e-01 -1.89839583e-01 -1.57846275e-01 3.10857080e-01
-1.52628104e-01]
[ 3.78427373e-02 -7.11528483e-02 1.34912556e-01 1.79730342e-01
2.61344613e-01 8.80104626e-03 -4.14824870e-01 -4.00423549e-01
-1.30586276e-01 -5.56932290e-01 1.79381441e-01 9.79558009e-01
-4.32114161e-01]
[ 3.57122446e-02 8.14303816e-02 -2.10568866e-01 3.57499998e-02
3.04297690e-02 -2.88552123e-04 -1.53181994e-01 -3.23742998e-01
-2.87404460e-01 -1.69885807e-01 -5.06463864e-02 -2.57626112e-02
-1.68428275e-01]
[ -5.39421193e-02 -2.19719026e-01 6.84513005e-02 9.10350412e-02
-1.35846463e-01 -1.33944965e-01 6.14329563e-02 2.18404718e-02
1.01925778e-01 -3.36414966e-01 -3.01609074e-01 -2.76576618e-01
6.05405303e-02]
[ 1.71689823e-02 -2.72727614e-01 6.43244224e-02 -2.12345002e-01
-1.90817496e-01 -2.30537486e-01 -2.49281391e-01 8.62804100e-02
5.43312570e-03 1.57386055e-01 -1.48008963e-01 5.23688095e-02
-4.32615254e-02]
[ 1.74603819e-01 5.06226563e-02 -1.01944785e-01 -1.95055129e-01
-5.68654945e-02 -1.01213673e-01 -1.72489536e-01 7.09992565e-02
-1.83235742e-01 -1.96802453e-01 -1.70369259e-01 6.02065814e-02
-8.68041406e-02]
[ -1.70578572e-01 -1.90276063e-01 -1.04148140e-01 -1.86561119e-01
-5.83210704e-02 2.71952679e-02 -1.63012750e-01 -1.24076304e-01
-1.22932110e-01 6.35286296e-02 -2.20413270e-01 -7.57313555e-02
-1.90543385e-01]
[ -3.19260611e-02 -2.22684329e-01 -1.52384873e-01 -1.95942054e-01
-6.09773480e-02 4.46382315e-02 -4.85596109e-03 5.11596093e-02
-2.00503367e-01 -2.01564245e-01 -6.84271641e-02 -2.29429701e-01
-6.71399065e-03]
[ 1.17183736e-01 6.49533811e-02 -1.53438929e-03 -1.54505193e-01
-3.33400768e-01 8.44281421e-03 -1.18746401e-01 -1.98595570e-01
-2.98531475e-01 1.18796276e-01 -1.27537107e-01 -1.52854409e-01
-3.59369999e-03]
[ -6.33220682e-02 -9.09364254e-03 -2.82900650e-01 -4.78499754e-03
6.57590407e-02 1.56224846e-01 -2.22115973e-01 -1.58827092e-01
-5.14318478e-02 -4.55852322e-02 1.41628176e-01 3.89582111e-01
-1.98274342e-02]
[ 1.03243119e-01 3.52249943e-01 -2.07496592e-01 5.79694357e-01
1.12286519e-01 -1.64605400e-03 -2.31237922e-01 -3.94624931e-01
-2.49598160e-01 -4.18676683e-01 6.02573980e-01 9.14818281e-01
-5.54809713e-01]
[ -3.29557417e-02 1.78466863e-01 4.44180000e-02 1.23076069e-01
-9.88389199e-03 -6.97432848e-02 -2.44926404e-01 -3.49874885e-01
-2.55401038e-01 -2.65953342e-01 3.43412230e-01 9.14588122e-01
-4.53060676e-01]
[ -5.17825584e-02 -1.13353247e-01 -1.63476490e-01 2.82735638e-01
-1.60157122e-01 2.34143689e-01 -1.09254241e-01 -2.79188628e-01
-2.65172589e-01 -5.16498935e-01 1.78719323e-01 4.02797194e-01
-2.93357528e-01]
[ 7.89421901e-02 -3.82034246e-01 -5.17121826e-02 -3.98404906e-02
-1.10342677e-01 2.00606659e-01 8.70094935e-02 1.69927438e-01
-1.53608351e-01 -4.10454505e-02 -8.07647024e-02 2.69175367e-01
-1.48025099e-01]
[ 2.03767558e-01 -2.89695138e-01 -1.23128332e-01 -8.79164737e-02
-2.05298135e-01 1.22511589e-01 2.38205090e-02 -1.58463217e-01
-3.68625403e-02 -1.25242577e-01 -1.28721946e-01 -1.94082082e-01
-7.51288726e-02]
[ -1.34823576e-01 -8.03262894e-02 3.87036158e-02 -2.51394546e-01
-5.65141863e-02 -1.40828923e-01 5.56593674e-02 -1.64725157e-02
-6.67096862e-02 -1.28907102e-02 -2.99096450e-01 -4.08605412e-01
-2.10732277e-02]
[ -1.40061292e-01 -1.30588267e-01 -6.99935044e-02 -2.29187124e-01
-3.40584473e-01 -2.87550214e-01 1.22208830e-01 7.85461559e-02
2.15784768e-03 6.02869364e-02 -1.73894143e-01 -5.75269152e-01
-6.79210643e-02]
[ -1.66326206e-01 -2.21033350e-01 -2.96815993e-01 -2.89012551e-01
-2.64651118e-01 -2.07318122e-01 -3.14794226e-01 1.52961897e-01
-3.06376854e-02 -2.79639919e-01 -2.65389075e-01 -1.95038230e-01
-1.98996725e-01]
[ -1.07400347e-01 1.13147931e-01 2.56433222e-02 -3.28419275e-02
-2.19499697e-01 -1.68481270e-01 -8.32217099e-02 7.89244493e-03
-8.15660793e-02 -1.90333590e-01 -1.88838740e-01 -2.47553901e-01
-8.58376566e-02]
[ -3.48589308e-01 -1.38650555e-01 -2.68276797e-01 7.29395253e-02
-2.15820579e-01 -2.26461650e-01 -3.31941201e-02 -1.37415612e-01
7.73919460e-02 -5.27582414e-02 1.03592091e-03 -3.91538952e-01
2.79133492e-02]
[ -1.26650014e-01 -3.05762908e-02 -2.58927786e-01 1.10151184e-02
-2.12531717e-01 -2.76447959e-01 -3.94391917e-01 -9.81149555e-02
-6.54935618e-03 -3.02685248e-01 -2.53441653e-01 -3.20764474e-01
-1.04838764e-01]
[ -2.14571478e-01 -5.38935313e-01 -3.30751386e-01 -3.77386738e-01
-3.33670360e-01 -2.26012559e-01 3.16639822e-03 -3.14027037e-01
1.07629529e-01 -2.57019123e-01 -2.05446543e-01 -6.43527744e-02
-9.96137103e-02]
[ -2.12106233e-01 -2.97344419e-01 -3.12139524e-01 -1.43565491e-01
-9.62219154e-02 -1.46436720e-01 -1.08046532e-01 -1.79026422e-02
-2.06542126e-01 -5.04067445e-01 -2.34080621e-01 -9.01106772e-02
1.60381324e-02]
[ -1.22541269e-01 2.92728959e-02 -2.38979621e-01 -3.62350910e-01
-2.26715646e-01 -2.58114276e-01 -5.23251753e-02 -2.60396832e-01
3.80620820e-02 1.14147460e-02 -3.04564172e-01 -6.54118738e-02
-1.87153222e-01]]
Progress: 7.0% ... Training loss: 0.311 ... Validation loss: 0.564[[-0.01260491]
[ 0.35085551]
[-0.11727816]
[ 0.73843789]
[ 0.32558784]
[ 0.03605292]
[-0.84012255]
[-0.97370581]
[-0.70968589]
[-0.99627885]
[ 0.98697217]
[ 2.49167378]
[-1.46785297]]
[[ -5.33441305e-01 -5.35678322e-01 -5.76064082e-01 -2.40116904e-01
-3.33773398e-01 -5.85277304e-01 -5.12540741e-01 -4.56278229e-01
-6.54088431e-01 -5.43921141e-01 -1.12410175e-01 3.70959594e-01
-4.06624483e-01]
[ 5.94899361e-03 -1.39607219e-01 5.20108985e-02 -2.39887378e-02
-4.44905729e-02 5.91307587e-02 -1.14199015e-01 2.44587997e-01
-1.17047237e-01 -1.55038719e-01 -4.41790050e-02 -3.00536407e-02
1.16073444e-01]
[ -1.94676300e-01 1.45621058e-01 -1.81214889e-02 1.38916927e-01
1.28048900e-01 -1.11043021e-01 5.69795725e-02 -1.21834428e-01
1.59758686e-01 -1.15557449e-01 2.97661114e-01 8.22417670e-01
2.18313385e-01]
[ 1.77919070e-01 -2.84375326e-01 -2.65295853e-01 -7.60008421e-02
-3.40908553e-01 -3.60823783e-03 3.48477493e-02 -2.70301558e-01
1.92233925e-01 -2.80326918e-01 -2.34958369e-01 -3.62866024e-01
-8.84341279e-02]
[ 1.04523570e-01 6.96617188e-02 9.16007815e-02 1.37408239e-01
1.13969123e-02 7.35902836e-02 -6.02319263e-02 8.03975350e-02
-8.83792255e-03 1.41609023e-01 1.96376611e-01 -2.36066386e-02
1.39648314e-01]
[ -4.83797869e-01 -5.60135986e-01 -6.09558032e-01 -5.11780790e-01
-5.61806412e-01 -5.61006300e-01 -3.12298199e-01 -2.17290786e-01
-4.31737499e-01 -2.98196309e-01 -3.63554428e-01 -5.05704073e-01
-2.74363343e-01]
[ -4.14246091e-01 -5.69192293e-01 -3.20832166e-01 -3.41422524e-01
-3.99918470e-01 -5.57022356e-01 -4.45990340e-01 -4.74606510e-01
-3.04358109e-01 -2.11408971e-01 -4.30535194e-01 -1.72894042e-01
-2.13999992e-01]
[ -3.14957775e-01 -3.70336583e-01 -4.52490360e-01 -2.81894761e-01
-3.22401122e-01 -4.10982919e-01 -1.74866774e-01 -1.05608211e-01
-2.22643631e-01 -3.52360963e-01 -2.41828032e-01 -4.19476872e-01
-1.34142504e-01]
[ -4.73159527e-01 -3.47090372e-01 -3.76670250e-01 -1.32048282e-01
-3.33151072e-01 -2.12399484e-01 -1.75856916e-01 -4.42652711e-01
-3.27788029e-01 -4.69955158e-01 -1.19076267e-01 -2.02111946e-02
-2.52525460e-01]
[ -9.45570528e-01 -9.25468917e-01 -9.67978900e-01 -7.86377494e-01
-1.00504143e+00 -9.73997127e-01 -6.76203829e-01 -6.52591639e-01
-7.79580707e-01 -5.57389898e-01 -7.62365454e-01 -4.54665100e-01
-3.63401120e-01]
[ -5.01680586e-01 -2.61970549e-01 -4.61729824e-01 -2.99274047e-01
-3.52313793e-01 -3.53405675e-01 -5.38843591e-01 -5.66297745e-01
-6.20597622e-01 -1.49992497e-01 -3.91252159e-01 -4.94367390e-01
-4.04382623e-01]
[ -1.17230118e-01 3.79383194e-02 -3.35540091e-01 -3.39608869e-01
-8.99425087e-02 -7.05459492e-02 -1.48438833e-01 -2.60553635e-01
-1.43875551e-01 1.37258323e-01 -2.85129069e-01 -3.40506582e-01
-2.22892051e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60830391e-01 -9.46945579e-02 1.59833566e-01 -2.12408967e-01
-1.14408056e-01 1.14632412e-01 -1.54160672e-01 -3.38430439e-02
-1.05743196e-01 2.30444121e-02 -7.75917169e-02 -1.64799544e-01
3.30895074e-02]
[ -8.14629138e-02 -2.55508547e-01 -1.78247004e-01 -2.72846523e-01
-4.76083248e-01 -8.39769892e-02 -2.88901970e-02 5.67425007e-03
-4.53144972e-02 1.68076176e-02 -1.52714091e-01 -1.86813486e-01
-2.19110653e-01]
[ -7.44082219e-02 5.71103711e-03 -2.44383546e-01 -2.33815689e-01
1.42032324e-01 -1.62352275e-01 -1.59875609e-01 3.90018703e-02
6.92374173e-03 -2.09053790e-02 -1.66914913e-01 6.48220394e-03
5.56064917e-02]
[ 2.94270973e-02 -1.55426652e-01 -1.52824432e-01 -3.53160485e-02
-1.16566540e-01 -1.06549125e-01 6.62923734e-02 -1.79587498e-01
-4.78462809e-02 -5.66940951e-02 8.17245990e-03 -1.39974011e-01
4.35429518e-02]
[ -2.82837253e-01 -1.42881000e-01 -6.96585558e-02 -9.02921520e-02
-3.03504072e-01 -2.71464392e-01 -3.53150040e-01 6.62567693e-02
-2.89689533e-01 -2.01243608e-01 1.85995820e-01 1.05191796e-01
3.10796436e-01]
[ -2.14164083e-01 -1.33896392e-01 -7.59430423e-02 -8.14223664e-02
-8.47621983e-02 -1.14051920e-01 -4.22253941e-02 7.90462839e-02
-1.01673924e-01 4.97437093e-02 1.55670013e-02 -1.78643766e-01
5.18311919e-02]
[ -1.51811531e-01 -5.98740846e-02 -2.22322851e-01 -3.43076386e-01
-1.43163891e-01 -1.98433120e-01 -2.25619703e-01 -7.05307826e-02
2.02658860e-01 -1.66003929e-01 -2.90046216e-01 -2.68952466e-01
-1.03624863e-01]
[ -3.65363046e-01 -8.31048269e-02 -1.40811616e-01 -2.05092152e-01
-6.23335771e-02 -3.09891505e-01 8.69143779e-02 -2.62858625e-02
-9.23546691e-02 1.27227136e-01 -4.04584588e-02 -9.80496315e-02
-1.07631486e-01]
[ -1.68804134e-01 -1.56615138e-01 -4.46845249e-02 -1.33851963e-01
-1.36135104e-01 -2.92115806e-01 -9.95164969e-02 -9.83412669e-02
-2.94925214e-01 4.52264302e-02 1.93616381e-01 1.15944504e-01
-2.52622217e-01]
[ -1.37903158e-01 -1.81839099e-01 -1.10406866e-01 -2.85108761e-01
8.77445500e-02 -1.74354152e-02 -2.12198412e-01 -1.36721735e-01
9.31297790e-02 -9.51090166e-02 -1.84252473e-01 -1.76430064e-01
-3.08975928e-01]
[ -4.44335611e-02 -3.21983171e-02 -1.47100063e-01 -3.43171829e-02
-2.27021241e-01 6.35663658e-02 -8.74983447e-02 -4.09510710e-02
-2.33942864e-01 -7.06999217e-02 -6.06345744e-02 -2.90091542e-01
-1.58930628e-01]
[ -7.34428280e-02 3.80015224e-02 -1.30549836e-01 -2.81010830e-01
1.29214428e-01 2.11951002e-02 -2.44604540e-01 -1.94855288e-01
9.92506038e-02 -8.95098873e-02 -2.35344458e-01 -1.37062084e-01
-2.86331639e-01]
[ 8.42213629e-02 -3.13883787e-01 -7.97956974e-02 -4.13263259e-01
-2.21277630e-01 -8.74448582e-02 5.37723002e-02 9.79261329e-02
-3.30619097e-03 2.84192979e-01 -4.61829899e-01 -5.01266302e-01
3.26818596e-01]
[ -2.17144090e-01 -2.55003639e-01 -1.25498789e-01 -2.74779958e-01
-3.04691652e-01 -9.14082525e-02 1.93427514e-01 4.16568970e-02
2.97934726e-01 4.60965731e-02 -3.46500244e-01 -7.06815796e-01
5.33963879e-01]
[ -8.31265803e-03 -1.90634980e-01 2.55060495e-02 -2.59216521e-01
-1.67420749e-01 1.68168332e-01 1.62742162e-01 2.22789905e-01
-3.61002817e-02 2.15254449e-01 -1.26685605e-01 -6.70359316e-01
5.47890510e-01]
[ 6.79900127e-03 -4.60716013e-02 -1.20525527e-01 -7.82837298e-02
-1.74801424e-01 -4.48046990e-02 2.48698538e-01 1.37431806e-01
2.32403188e-01 3.45771905e-01 -3.97683871e-01 -5.53081710e-01
5.62572836e-01]
[ -7.88692457e-02 -2.79750198e-01 6.21282654e-02 -3.30569538e-01
-1.43425169e-01 1.19222904e-01 3.17157373e-01 1.01758723e-01
-7.88904918e-02 1.41224367e-01 -4.88142773e-01 -5.95525179e-01
6.70623196e-01]
[ 1.23400402e-01 -8.13345527e-02 1.61869959e-02 -1.19394241e-01
-7.08239441e-02 -1.58396921e-02 1.81039069e-01 2.91869523e-01
3.50565111e-01 2.10101066e-01 -4.64940067e-01 -4.43934202e-01
3.28827182e-01]
[ -9.05575399e-03 -1.24240250e-01 1.79689190e-02 3.86747141e-02
-7.90361998e-02 -2.83152180e-01 1.99634314e-03 2.63274770e-01
-4.16169039e-02 4.62555934e-02 -2.04133078e-01 -5.12500447e-01
1.79384860e-01]
[ 7.73294774e-02 1.28752748e-01 -3.92038291e-03 7.37946297e-02
-7.99698949e-02 -5.90166497e-02 -2.14886547e-01 -2.19119002e-01
-2.99875637e-01 -1.91182533e-01 -1.56413461e-01 3.13969711e-01
-1.55246092e-01]
[ 3.77384728e-02 -7.02062517e-02 1.34528335e-01 1.83419648e-01
2.62584734e-01 8.85536043e-03 -4.18388460e-01 -4.03673385e-01
-1.34000778e-01 -5.59561462e-01 1.84685240e-01 9.99022566e-01
-4.39447916e-01]
[ 3.56697692e-02 8.18478009e-02 -2.10716339e-01 3.67433866e-02
3.08111827e-02 -2.60250979e-04 -1.54268949e-01 -3.24874842e-01
-2.88334005e-01 -1.71428317e-01 -4.94411350e-02 -2.33594397e-02
-1.70512891e-01]
[ -5.39746536e-02 -2.19233821e-01 6.82814733e-02 9.23021142e-02
-1.35360683e-01 -1.33925423e-01 5.98637438e-02 1.99414623e-02
1.00634589e-01 -3.37645514e-01 -3.00069240e-01 -2.71002724e-01
5.76786781e-02]
[ 1.71812658e-02 -2.73004628e-01 6.44461800e-02 -2.12967162e-01
-1.91173291e-01 -2.30550117e-01 -2.48555967e-01 8.71123709e-02
6.21070400e-03 1.58642441e-01 -1.49020238e-01 4.88360883e-02
-4.14450231e-02]
[ 1.74558320e-01 5.13330862e-02 -1.02160079e-01 -1.93812791e-01
-5.61907514e-02 -1.01188977e-01 -1.74319393e-01 6.87416287e-02
-1.84350207e-01 -1.99405314e-01 -1.67972481e-01 6.91064933e-02
-9.09776631e-02]
[ -1.70598169e-01 -1.89731294e-01 -1.04361808e-01 -1.85498659e-01
-5.77864287e-02 2.72121877e-02 -1.64152396e-01 -1.26171085e-01
-1.23769886e-01 6.08721368e-02 -2.18094744e-01 -6.97143289e-02
-1.95018085e-01]
[ -3.19555433e-02 -2.22347521e-01 -1.52488108e-01 -1.95127175e-01
-6.06221708e-02 4.46552832e-02 -5.71306097e-03 4.96609744e-02
-2.01261299e-01 -2.02892814e-01 -6.70753247e-02 -2.27363061e-01
-9.12442346e-03]
[ 1.17186916e-01 6.48048156e-02 -1.47971705e-03 -1.54804576e-01
-3.33490324e-01 8.44107766e-03 -1.18432267e-01 -1.98258183e-01
-2.98311483e-01 1.19186812e-01 -1.28055138e-01 -1.54904811e-01
-2.59559250e-03]
[ -6.33535220e-02 -8.76937611e-03 -2.82991292e-01 -3.95980729e-03
6.61081874e-02 1.56249968e-01 -2.23095558e-01 -1.59727500e-01
-5.24582528e-02 -4.64891679e-02 1.42730676e-01 3.93443668e-01
-2.17168055e-02]
[ 1.03243119e-01 3.52249943e-01 -2.07496592e-01 5.79694357e-01
1.12286519e-01 -1.64605400e-03 -2.31237922e-01 -3.94624931e-01
-2.49598160e-01 -4.18676683e-01 6.02573980e-01 9.14818281e-01
-5.54809713e-01]
[ -3.30781140e-02 1.80671589e-01 4.36767504e-02 1.28747752e-01
-8.02304295e-03 -6.96604132e-02 -2.49988972e-01 -3.56446020e-01
-2.59849184e-01 -2.72916038e-01 3.52627486e-01 9.35732263e-01
-4.65956438e-01]
[ -5.17106420e-02 -1.13917601e-01 -1.63300509e-01 2.81153550e-01
-1.60627967e-01 2.34102668e-01 -1.07738273e-01 -2.77444968e-01
-2.63791714e-01 -5.14459042e-01 1.76290243e-01 3.97983964e-01
-2.90628095e-01]
[ 7.89054601e-02 -3.81705710e-01 -5.18502050e-02 -3.86199646e-02
-1.09997608e-01 2.00636597e-01 8.55916799e-02 1.68749680e-01
-1.54783003e-01 -4.24520494e-02 -7.92293123e-02 2.72825420e-01
-1.50440768e-01]
[ 2.03769745e-01 -2.89840916e-01 -1.23102766e-01 -8.81341914e-02
-2.05410835e-01 1.22511163e-01 2.39740928e-02 -1.58167340e-01
-3.67017347e-02 -1.25047519e-01 -1.29143883e-01 -1.95360211e-01
-7.45010207e-02]
[ -1.34850801e-01 -8.00086165e-02 3.85785242e-02 -2.50656540e-01
-5.62615040e-02 -1.40813930e-01 5.45680628e-02 -1.74572538e-02
-6.77350594e-02 -1.42317791e-02 -2.98058772e-01 -4.05589920e-01
-2.33663684e-02]
[ -1.40061572e-01 -1.30586286e-01 -7.00101740e-02 -2.29223601e-01
-3.40571239e-01 -2.87548523e-01 1.22173139e-01 7.83811601e-02
2.25212179e-03 6.01281610e-02 -1.73868694e-01 -5.75513250e-01
-6.80146104e-02]
[ -1.66349941e-01 -2.20444769e-01 -2.96975590e-01 -2.87921837e-01
-2.64040564e-01 -2.07296844e-01 -3.16725657e-01 1.51030047e-01
-3.16375097e-02 -2.81863757e-01 -2.63509765e-01 -1.91606684e-01
-2.02164603e-01]
[ -1.07458040e-01 1.14038698e-01 2.53794359e-02 -3.06207984e-02
-2.18705258e-01 -1.68443453e-01 -8.49923489e-02 6.20998285e-03
-8.36556528e-02 -1.91120470e-01 -1.85833490e-01 -2.39017706e-01
-8.87298224e-02]
[ -3.48702099e-01 -1.37003349e-01 -2.68826508e-01 7.71892242e-02
-2.14491178e-01 -2.26373420e-01 -3.79039966e-02 -1.42531848e-01
7.34087039e-02 -5.82484126e-02 6.85382604e-03 -3.79004875e-01
1.87775779e-02]
[ -1.26744250e-01 -2.99003374e-02 -2.59105057e-01 1.32623358e-02
-2.12019659e-01 -2.76409936e-01 -3.96626629e-01 -1.00553603e-01
-8.92107749e-03 -3.03860020e-01 -2.51139673e-01 -3.07446150e-01
-1.08948801e-01]
[ -2.14614017e-01 -5.38462322e-01 -3.30994471e-01 -3.75470912e-01
-3.33034601e-01 -2.25983561e-01 3.01869713e-03 -3.14219520e-01
1.07638610e-01 -2.58462378e-01 -2.02147329e-01 -6.46053938e-02
-1.00125237e-01]
[ -2.12145512e-01 -2.96830123e-01 -3.12358659e-01 -1.42294450e-01
-9.56827209e-02 -1.46404319e-01 -1.09604523e-01 -2.02982019e-02
-2.07345777e-01 -5.06103468e-01 -2.32079576e-01 -8.54609863e-02
1.25717693e-02]
[ -1.22592722e-01 3.02027460e-02 -2.39345477e-01 -3.60777401e-01
-2.25857724e-01 -2.58091524e-01 -5.47792939e-02 -2.64140151e-01
3.60162838e-02 6.38137069e-03 -3.01313590e-01 -5.24432663e-02
-1.95815987e-01]]
Progress: 7.1% ... Training loss: 0.320 ... Validation loss: 0.542[[-0.03049412]
[ 0.32857722]
[-0.13660767]
[ 0.71470352]
[ 0.30300682]
[ 0.01998922]
[-0.86432927]
[-0.99900428]
[-0.73057211]
[-1.02598553]
[ 0.96078593]
[ 2.44842734]
[-1.51333646]]
[[ -5.33331123e-01 -5.38067424e-01 -5.75316293e-01 -2.47372536e-01
-3.36246561e-01 -5.85503279e-01 -5.01302744e-01 -4.45941057e-01
-6.45217929e-01 -5.31157567e-01 -1.21984414e-01 3.34613501e-01
-3.78328697e-01]
[ 5.93872584e-03 -1.39288826e-01 5.19270742e-02 -2.27677466e-02
-4.40666094e-02 5.91666385e-02 -1.14960296e-01 2.43492766e-01
-1.17585245e-01 -1.55717023e-01 -4.22857131e-02 -2.37845518e-02
1.14462445e-01]
[ -1.94685199e-01 1.44431337e-01 -1.80747381e-02 1.35384416e-01
1.27169195e-01 -1.11045360e-01 6.12694736e-02 -1.18723305e-01
1.64445088e-01 -1.14641572e-01 2.93143416e-01 8.19140570e-01
2.33657675e-01]
[ 1.77849732e-01 -2.79306561e-01 -2.66968865e-01 -6.95845974e-02
-3.35883685e-01 -3.33697667e-03 3.17889571e-02 -2.83588145e-01
1.89560099e-01 -2.90780955e-01 -2.24411759e-01 -3.47004644e-01
-9.92718702e-02]
[ 1.04540441e-01 6.76087621e-02 9.20289404e-02 1.34508297e-01
9.87772684e-03 7.35137984e-02 -6.40038377e-02 7.68813034e-02
-9.87643751e-03 1.41967042e-01 1.94988893e-01 -9.71261459e-03
1.28173832e-01]
[ -4.83756980e-01 -5.61514166e-01 -6.09117321e-01 -5.14279971e-01
-5.63067112e-01 -5.61135568e-01 -3.10023875e-01 -2.13897021e-01
-4.30175544e-01 -2.94624517e-01 -3.67133931e-01 -5.14832212e-01
-2.70410776e-01]
[ -4.14100093e-01 -5.72929124e-01 -3.19455146e-01 -3.52158271e-01
-4.03872077e-01 -5.57366381e-01 -4.35274578e-01 -4.60398055e-01
-2.95229747e-01 -1.96309859e-01 -4.44817338e-01 -2.18657929e-01
-1.84745300e-01]
[ -3.14955359e-01 -3.71076749e-01 -4.52472248e-01 -2.83553625e-01
-3.22969804e-01 -4.11013624e-01 -1.70817521e-01 -1.03899111e-01
-2.19753134e-01 -3.49906770e-01 -2.43156205e-01 -4.22882874e-01
-1.24730958e-01]
[ -4.73166195e-01 -3.46478827e-01 -3.76789369e-01 -1.29957414e-01
-3.32443047e-01 -2.12355834e-01 -1.77014326e-01 -4.43578481e-01
-3.29240216e-01 -4.71126616e-01 -1.16399157e-01 -1.15575388e-02
-2.54427182e-01]
[ -9.45500884e-01 -9.27658106e-01 -9.67178561e-01 -7.91393686e-01
-1.00739302e+00 -9.74159897e-01 -6.68060777e-01 -6.42790349e-01
-7.73101677e-01 -5.47648505e-01 -7.68462076e-01 -4.79953324e-01
-3.40253158e-01]
[ -5.01599372e-01 -2.64089492e-01 -4.61155901e-01 -3.04966860e-01
-3.54076178e-01 -3.53601986e-01 -5.33357854e-01 -5.60954945e-01
-6.16390446e-01 -1.42980024e-01 -3.98658568e-01 -5.11491576e-01
-3.91962015e-01]
[ -1.17198340e-01 3.70028200e-02 -3.35197629e-01 -3.41702787e-01
-9.09034948e-02 -7.06472158e-02 -1.46185695e-01 -2.57312176e-01
-1.42433131e-01 1.40458094e-01 -2.88138749e-01 -3.47738543e-01
-2.17743537e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60817084e-01 -9.50382322e-02 1.59968990e-01 -2.13001005e-01
-1.14698142e-01 1.14594181e-01 -1.53500441e-01 -3.27953077e-02
-1.05204990e-01 2.41834155e-02 -7.82922704e-02 -1.67066240e-01
3.42219949e-02]
[ -8.14619864e-02 -2.55458073e-01 -1.78293305e-01 -2.72730991e-01
-4.76039236e-01 -8.39741525e-02 -2.92751861e-02 4.70465817e-03
-4.57333412e-02 1.62133377e-02 -1.52201271e-01 -1.85627892e-01
-2.20553695e-01]
[ -7.43769080e-02 4.39267133e-03 -2.43948693e-01 -2.36089528e-01
1.40786006e-01 -1.62457457e-01 -1.57505714e-01 4.27301371e-02
8.50839239e-03 -1.71932404e-02 -1.70585875e-01 -2.00411504e-03
6.07773260e-02]
[ 2.94941048e-02 -1.57490912e-01 -1.52076681e-01 -4.04587794e-02
-1.18790349e-01 -1.06712004e-01 7.11234709e-02 -1.72427360e-01
-4.41064563e-02 -4.82188592e-02 1.23533724e-03 -1.60243617e-01
5.61176586e-02]
[ -2.82790999e-01 -1.44289284e-01 -6.91518084e-02 -9.46953970e-02
-3.04890783e-01 -2.71576556e-01 -3.49200723e-01 7.13508018e-02
-2.85995398e-01 -1.96209041e-01 1.79356151e-01 8.39794087e-02
3.24258703e-01]
[ -2.14138751e-01 -1.33870543e-01 -7.59207181e-02 -8.24531121e-02
-8.49177801e-02 -1.14105556e-01 -4.01842935e-02 8.06808697e-02
-9.99993107e-02 5.03859843e-02 1.48646880e-02 -1.84400642e-01
5.55314834e-02]
[ -1.51795410e-01 -6.10579804e-02 -2.22095532e-01 -3.45149196e-01
-1.44169036e-01 -1.98498023e-01 -2.23094132e-01 -6.78683095e-02
2.04822996e-01 -1.63797205e-01 -2.93435104e-01 -2.74192660e-01
-9.69864281e-02]
[ -3.65348288e-01 -8.38154066e-02 -1.40675751e-01 -2.07185688e-01
-6.30166938e-02 -3.09929865e-01 8.98112844e-02 -2.38516941e-02
-9.03470971e-02 1.30294830e-01 -4.34287986e-02 -1.07471399e-01
-1.01367742e-01]
[ -1.68832561e-01 -1.55481556e-01 -4.50218195e-02 -1.31147030e-01
-1.34931074e-01 -2.92039837e-01 -1.01392167e-01 -1.02277996e-01
-2.96445097e-01 4.23457611e-02 1.99091128e-01 1.29820167e-01
-2.57679479e-01]
[ -1.37945706e-01 -1.80358008e-01 -1.10808310e-01 -2.80847536e-01
8.92791246e-02 -1.72784654e-02 -2.15564912e-01 -1.40030630e-01
8.98947714e-02 -9.84663306e-02 -1.78756501e-01 -1.60352526e-01
-3.14570602e-01]
[ -4.44061114e-02 -3.28509283e-02 -1.46869917e-01 -3.59998894e-02
-2.27713748e-01 6.34762493e-02 -8.59657732e-02 -3.89520880e-02
-2.32732400e-01 -6.90953128e-02 -6.28598043e-02 -2.96122388e-01
-1.56275305e-01]
[ -7.34316873e-02 3.77485648e-02 -1.30488502e-01 -2.81603792e-01
1.29040123e-01 2.11644670e-02 -2.43902144e-01 -1.94014905e-01
9.99393625e-02 -8.86062328e-02 -2.36105629e-01 -1.39160558e-01
-2.85117667e-01]
[ 8.42173187e-02 -3.13819941e-01 -7.98203093e-02 -4.13179864e-01
-2.21241283e-01 -8.74361230e-02 5.35029205e-02 9.75668952e-02
-3.49728215e-03 2.83739469e-01 -4.61726676e-01 -5.01290964e-01
3.26344694e-01]
[ -2.17153185e-01 -2.54865905e-01 -1.25558795e-01 -2.74629774e-01
-3.04615169e-01 -9.13845241e-02 1.93055773e-01 4.07335289e-02
2.97578377e-01 4.52655143e-02 -3.46310166e-01 -7.07366540e-01
5.33148275e-01]
[ -8.27940516e-03 -1.91432304e-01 2.57799722e-02 -2.61742052e-01
-1.68383189e-01 1.68061880e-01 1.66485657e-01 2.26927104e-01
-3.30429481e-02 2.18768278e-01 -1.30812978e-01 -6.84663047e-01
5.57877010e-01]
[ 6.83691169e-03 -4.71792083e-02 -1.20267757e-01 -8.18167921e-02
-1.75825433e-01 -4.48942350e-02 2.54027573e-01 1.41776055e-01
2.36644309e-01 3.50792420e-01 -4.02316304e-01 -5.69590442e-01
5.73990318e-01]
[ -7.88616681e-02 -2.79937455e-01 6.22081252e-02 -3.30990507e-01
-1.43631686e-01 1.19200461e-01 3.18004299e-01 1.02649817e-01
-7.83942180e-02 1.42291151e-01 -4.88678785e-01 -5.97715266e-01
6.72569991e-01]
[ 1.23425027e-01 -8.19189231e-02 1.64013063e-02 -1.20837761e-01
-7.13942476e-02 -1.58909883e-02 1.83136794e-01 2.94390240e-01
3.52388043e-01 2.13391806e-01 -4.66669554e-01 -4.51302829e-01
3.33937464e-01]
[ -9.03203954e-03 -1.24887830e-01 1.81429327e-02 3.70473377e-02
-7.95857593e-02 -2.83203172e-01 4.03376477e-03 2.65357290e-01
-4.00142132e-02 4.85404604e-02 -2.06067862e-01 -5.17856714e-01
1.83384163e-01]
[ 7.73457813e-02 1.28438958e-01 -3.81429861e-03 7.31847404e-02
-8.02199859e-02 -5.90595871e-02 -2.13862374e-01 -2.17972596e-01
-2.99383690e-01 -1.89919174e-01 -1.57120282e-01 3.11965920e-01
-1.53880895e-01]
[ 3.77800795e-02 -7.12583514e-02 1.34958747e-01 1.81000744e-01
2.61493123e-01 8.73870621e-03 -4.16713957e-01 -4.00179608e-01
-1.32489433e-01 -5.55819899e-01 1.81039878e-01 9.88019764e-01
-4.34147560e-01]
[ 3.56900155e-02 8.13186752e-02 -2.10588061e-01 3.55559099e-02
3.04268115e-02 -3.08036906e-04 -1.53123453e-01 -3.23588586e-01
-2.87294928e-01 -1.69789929e-01 -5.09809648e-02 -2.78088668e-02
-1.67847577e-01]
[ -5.39859265e-02 -2.18831999e-01 6.81559332e-02 9.31185393e-02
-1.34971870e-01 -1.33889518e-01 5.86263673e-02 1.86657967e-02
9.97090784e-02 -3.38719004e-01 -2.99150375e-01 -2.67770894e-01
5.59280699e-02]
[ 1.71733647e-02 -2.72896416e-01 6.44380234e-02 -2.12850951e-01
-1.91113799e-01 -2.30537311e-01 -2.48786089e-01 8.65708279e-02
5.40146978e-03 1.58346739e-01 -1.48996892e-01 5.13522151e-02
-4.19388390e-02]
[ 1.74548887e-01 5.13816459e-02 -1.02200034e-01 -1.93617428e-01
-5.61675446e-02 -1.01170321e-01 -1.74887700e-01 6.78859399e-02
-1.84980723e-01 -2.00026885e-01 -1.67581589e-01 7.07983477e-02
-9.22071200e-02]
[ -1.70628924e-01 -1.88663839e-01 -1.04702239e-01 -1.83236290e-01
-5.66893396e-02 2.73143436e-02 -1.66507128e-01 -1.29248483e-01
-1.25530247e-01 5.65826748e-02 -2.14640467e-01 -5.99481812e-02
-1.99940730e-01]
[ -3.19755870e-02 -2.21803696e-01 -1.52650438e-01 -1.93826518e-01
-6.01019184e-02 4.47092642e-02 -7.21965874e-03 4.69913246e-02
-2.02172756e-01 -2.04672162e-01 -6.47154895e-02 -2.20841037e-01
-1.21584880e-02]
[ 1.17192098e-01 6.46999982e-02 -1.46279283e-03 -1.55053785e-01
-3.33532295e-01 8.42990654e-03 -1.18153801e-01 -1.98177937e-01
-2.98123526e-01 1.19457157e-01 -1.28333671e-01 -1.55388434e-01
-2.22318046e-03]
[ -6.33535220e-02 -8.76937611e-03 -2.82991292e-01 -3.95980729e-03
6.61081874e-02 1.56249968e-01 -2.23095558e-01 -1.59727500e-01
-5.24582528e-02 -4.64891679e-02 1.42730676e-01 3.93443668e-01
-2.17168055e-02]
[ 1.03242506e-01 3.51951803e-01 -2.07394608e-01 5.79435092e-01
1.12060772e-01 -1.63368741e-03 -2.31395535e-01 -3.93568972e-01
-2.49836758e-01 -4.17945121e-01 6.02597559e-01 9.17918956e-01
-5.53107349e-01]
[ -3.30541640e-02 1.79746574e-01 4.39765645e-02 1.27249283e-01
-8.90480615e-03 -6.97439937e-02 -2.48204003e-01 -3.54086830e-01
-2.58498047e-01 -2.70493860e-01 3.50335447e-01 9.32107374e-01
-4.62387853e-01]
[ -5.17129944e-02 -1.14030164e-01 -1.63319916e-01 2.81556040e-01
-1.60632739e-01 2.34109951e-01 -1.07864183e-01 -2.77202072e-01
-2.63514674e-01 -5.14704353e-01 1.76655957e-01 3.98687308e-01
-2.91005524e-01]
[ 7.89282305e-02 -3.81995107e-01 -5.16841956e-02 -3.96976655e-02
-1.10443719e-01 2.00574263e-01 8.68619802e-02 1.70511597e-01
-1.53919930e-01 -4.09076954e-02 -8.04606400e-02 2.69216387e-01
-1.47853545e-01]
[ 2.03784626e-01 -2.90274083e-01 -1.22938231e-01 -8.88965877e-02
-2.05836132e-01 1.22473642e-01 2.47464377e-02 -1.56644314e-01
-3.61510721e-02 -1.23321776e-01 -1.30115909e-01 -1.97820614e-01
-7.24617288e-02]
[ -1.34850962e-01 -8.00941572e-02 3.86071761e-02 -2.50767106e-01
-5.63191318e-02 -1.40814799e-01 5.46290504e-02 -1.71536183e-02
-6.77686929e-02 -1.40083568e-02 -2.98189635e-01 -4.06401505e-01
-2.29678272e-02]
[ -1.40055285e-01 -1.30733580e-01 -6.99555841e-02 -2.29629282e-01
-3.40725696e-01 -2.87560914e-01 1.22811004e-01 7.92401716e-02
2.74490800e-03 6.09336009e-02 -1.74454323e-01 -5.77941220e-01
-6.66596475e-02]
[ -1.66329640e-01 -2.20906131e-01 -2.96724202e-01 -2.89917565e-01
-2.64816538e-01 -2.07382995e-01 -3.16095319e-01 1.52023382e-01
-3.14603598e-02 -2.80840451e-01 -2.65609362e-01 -1.97497072e-01
-2.01391559e-01]
[ -1.07435255e-01 1.12883184e-01 2.57148270e-02 -3.23386318e-02
-2.19472607e-01 -1.68492254e-01 -8.31517998e-02 8.73789528e-03
-8.21174323e-02 -1.87786194e-01 -1.87706838e-01 -2.42551805e-01
-8.35762077e-02]
[ -3.48700365e-01 -1.36855270e-01 -2.68867377e-01 7.74471927e-02
-2.14123081e-01 -2.26344136e-01 -3.76104083e-02 -1.42469874e-01
7.32961598e-02 -5.69044297e-02 7.57766045e-03 -3.73920946e-01
2.09586084e-02]
[ -1.26766706e-01 -2.95170207e-02 -2.59206406e-01 1.46750845e-02
-2.11731646e-01 -2.76357382e-01 -3.97576762e-01 -1.01434005e-01
-9.68387870e-03 -3.04418590e-01 -2.49715531e-01 -3.03249582e-01
-1.08615908e-01]
[ -2.14582611e-01 -5.39719711e-01 -3.30592622e-01 -3.77876794e-01
-3.34313087e-01 -2.26089467e-01 6.45056388e-03 -3.09680922e-01
1.10484727e-01 -2.54228745e-01 -2.06587284e-01 -7.70999257e-02
-9.10017703e-02]
[ -2.12079991e-01 -2.98551160e-01 -3.11886352e-01 -1.47324716e-01
-9.75774068e-02 -1.46588220e-01 -1.03154663e-01 -1.33995866e-02
-2.02621979e-01 -5.00888690e-01 -2.38701775e-01 -1.05074271e-01
2.58171587e-02]
[ -1.22529377e-01 2.90230185e-02 -2.38947472e-01 -3.64101330e-01
-2.26872301e-01 -2.58208951e-01 -5.05934346e-02 -2.59894633e-01
3.97349701e-02 1.17436033e-02 -3.04939180e-01 -6.98358304e-02
-1.85908342e-01]]
Progress: 7.2% ... Training loss: 0.310 ... Validation loss: 0.553[[-0.025942 ]
[ 0.32966003]
[-0.13337093]
[ 0.72391983]
[ 0.30420011]
[ 0.02331184]
[-0.86001982]
[-0.99118178]
[-0.73028217]
[-1.01749199]
[ 0.97008708]
[ 2.46043944]
[-1.50895808]]
[[ -5.33378922e-01 -5.36784646e-01 -5.75854051e-01 -2.42692521e-01
-3.34863425e-01 -5.85473592e-01 -5.03388497e-01 -4.50395244e-01
-6.45555746e-01 -5.36525591e-01 -1.14056110e-01 3.57634758e-01
-3.86855291e-01]
[ 6.00944859e-03 -1.40228009e-01 5.22707708e-02 -2.55618695e-02
-4.50323153e-02 5.91230449e-02 -1.13020405e-01 2.47073844e-01
-1.15337371e-01 -1.53521687e-01 -4.63957581e-02 -3.53104101e-02
1.21239601e-01]
[ -1.94382674e-01 1.41596941e-01 -1.67523121e-02 1.29377394e-01
1.24752765e-01 -1.11238040e-01 7.19012639e-02 -1.05143633e-01
1.74641033e-01 -1.02097509e-01 2.83863938e-01 7.91105776e-01
2.54167596e-01]
[ 1.77813171e-01 -2.78818620e-01 -2.67042779e-01 -6.88806805e-02
-3.35756141e-01 -3.32582287e-03 3.14395264e-02 -2.79674778e-01
1.87712058e-01 -2.87824740e-01 -2.26190084e-01 -3.45311809e-01
-9.39550132e-02]
[ 1.04579740e-01 6.66743706e-02 9.21133487e-02 1.33972185e-01
9.21167870e-03 7.34798428e-02 -6.10665808e-02 7.91411245e-02
-9.01628058e-03 1.43119704e-01 1.94400748e-01 -2.78992680e-02
1.29272636e-01]
[ -4.83833865e-01 -5.60921763e-01 -6.09576479e-01 -5.12546867e-01
-5.62549142e-01 -5.61077295e-01 -3.13055756e-01 -2.19313643e-01
-4.31880609e-01 -2.99812753e-01 -3.63954922e-01 -5.07677186e-01
-2.76953091e-01]
[ -4.14201628e-01 -5.71467712e-01 -3.19958166e-01 -3.46852526e-01
-4.02379016e-01 -5.57307305e-01 -4.37829218e-01 -4.65875664e-01
-2.97343601e-01 -2.02042255e-01 -4.37049897e-01 -2.06322756e-01
-1.97442587e-01]
[ -3.14920474e-01 -3.71992611e-01 -4.52103713e-01 -2.85383002e-01
-3.23908177e-01 -4.11044209e-01 -1.69514123e-01 -1.00286027e-01
-2.17354158e-01 -3.46890870e-01 -2.47006284e-01 -4.28041776e-01
-1.18610491e-01]
[ -4.73128742e-01 -3.46790117e-01 -3.76646238e-01 -1.30923376e-01
-3.32850004e-01 -2.12382078e-01 -1.75877544e-01 -4.41808930e-01
-3.28417324e-01 -4.69737742e-01 -1.18141442e-01 -1.68766697e-02
-2.51224828e-01]
[ -9.45624009e-01 -9.26559918e-01 -9.67615558e-01 -7.87421395e-01
-1.00647344e+00 -9.74085359e-01 -6.71215903e-01 -6.49452800e-01
-7.74680278e-01 -5.54620742e-01 -7.62598041e-01 -4.68876507e-01
-3.50925875e-01]
[ -5.01597106e-01 -2.63669902e-01 -4.61286387e-01 -3.03854203e-01
-3.53745850e-01 -3.53604373e-01 -5.33795425e-01 -5.61212385e-01
-6.16243380e-01 -1.43853814e-01 -3.97343538e-01 -5.08584833e-01
-3.93807547e-01]
[ -1.17183563e-01 3.63117051e-02 -3.35080658e-01 -3.42544226e-01
-9.14877113e-02 -7.06588463e-02 -1.45739339e-01 -2.55903881e-01
-1.41598647e-01 1.41788264e-01 -2.89963727e-01 -3.52709936e-01
-2.15142070e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60856894e-01 -9.47659694e-02 1.59751429e-01 -2.12331147e-01
-1.14415980e-01 1.14625112e-01 -1.54770881e-01 -3.45269829e-02
-1.05976074e-01 2.23328842e-02 -7.71093021e-02 -1.65900484e-01
3.17185079e-02]
[ -8.15397672e-02 -2.54702345e-01 -1.78579332e-01 -2.70898095e-01
-4.75481137e-01 -8.39329623e-02 -3.15941557e-02 3.75983064e-04
-4.72506745e-02 1.21807153e-02 -1.49085493e-01 -1.74909097e-01
-2.25701368e-01]
[ -7.43038668e-02 3.47968942e-03 -2.43756276e-01 -2.37762303e-01
1.40006152e-01 -1.62489796e-01 -1.56014947e-01 4.49846740e-02
9.91452224e-03 -1.45640899e-02 -1.73107886e-01 -1.13860549e-02
6.43744054e-02]
[ 2.94742712e-02 -1.57768793e-01 -1.51969777e-01 -4.08721262e-02
-1.18964015e-01 -1.06707117e-01 7.08753595e-02 -1.71769648e-01
-4.42563730e-02 -4.76656537e-02 2.51304917e-05 -1.62643853e-01
5.67966878e-02]
[ -2.82861411e-01 -1.43418799e-01 -6.94797052e-02 -9.18517896e-02
-3.04217062e-01 -2.71540031e-01 -3.50989289e-01 6.88509243e-02
-2.87934493e-01 -1.99122040e-01 1.83807313e-01 9.21560938e-02
3.17416552e-01]
[ -2.14164128e-01 -1.32523908e-01 -7.63135121e-02 -7.91538694e-02
-8.35156186e-02 -1.14079538e-01 -4.07972870e-02 7.56987541e-02
-1.00151054e-01 4.55175470e-02 2.05413760e-02 -1.75271171e-01
4.77346309e-02]
[ -1.51719273e-01 -6.23630167e-02 -2.21684993e-01 -3.47976093e-01
-1.45406317e-01 -1.98546058e-01 -2.20785511e-01 -6.34792553e-02
2.07717530e-01 -1.60562580e-01 -2.98257728e-01 -2.85489623e-01
-8.91927359e-02]
[ -3.65370444e-01 -8.36951919e-02 -1.40712946e-01 -2.06603528e-01
-6.28852348e-02 -3.09919324e-01 8.90397988e-02 -2.40366226e-02
-9.08147067e-02 1.30014819e-01 -4.28485406e-02 -1.04017405e-01
-1.02410869e-01]
[ -1.68844048e-01 -1.55444852e-01 -4.49631316e-02 -1.30904206e-01
-1.34959965e-01 -2.92040521e-01 -1.01289426e-01 -1.02003418e-01
-2.96330966e-01 4.32931084e-02 1.98524045e-01 1.30988056e-01
-2.57547655e-01]
[ -1.37933075e-01 -1.80543158e-01 -1.10749173e-01 -2.81214082e-01
8.90314406e-02 -1.72910222e-02 -2.15018760e-01 -1.39063664e-01
9.02141892e-02 -9.76781058e-02 -1.79352735e-01 -1.62222429e-01
-3.12766852e-01]
[ -4.43916895e-02 -3.29444167e-02 -1.46819402e-01 -3.61570832e-02
-2.27756623e-01 6.34686351e-02 -8.57533514e-02 -3.82865123e-02
-2.32489206e-01 -6.88655425e-02 -6.28951432e-02 -2.97248887e-01
-1.55483341e-01]
[ -7.34471436e-02 3.79477384e-02 -1.30555739e-01 -2.81394112e-01
1.29168469e-01 2.11761266e-02 -2.44698622e-01 -1.95007653e-01
9.93616863e-02 -8.95598131e-02 -2.36004899e-01 -1.37885441e-01
-2.86498498e-01]
[ 8.42192345e-02 -3.13838271e-01 -7.98143959e-02 -4.13278882e-01
-2.21284079e-01 -8.74377118e-02 5.35686664e-02 9.75814295e-02
-3.40962116e-03 2.83777385e-01 -4.61808324e-01 -5.01986155e-01
3.26540592e-01]
[ -2.17145733e-01 -2.54964911e-01 -1.25531425e-01 -2.74817710e-01
-3.04723394e-01 -9.13897660e-02 1.93294460e-01 4.11222184e-02
2.97766845e-01 4.56626952e-02 -3.46664121e-01 -7.08243054e-01
5.33740347e-01]
[ -8.25292692e-03 -1.91647573e-01 2.59020559e-02 -2.62505661e-01
-1.68593297e-01 1.68042513e-01 1.67591924e-01 2.28077378e-01
-3.23094479e-02 2.19745016e-01 -1.31861234e-01 -6.88426806e-01
5.60580750e-01]
[ 6.87411397e-03 -4.74861174e-02 -1.20167759e-01 -8.27929824e-02
-1.76114854e-01 -4.49176038e-02 2.55286433e-01 1.42919449e-01
2.37898004e-01 3.52135586e-01 -4.03126251e-01 -5.72008921e-01
5.76671042e-01]
[ -7.88855455e-02 -2.79777634e-01 6.21363458e-02 -3.30562429e-01
-1.43494668e-01 1.19214203e-01 3.17386334e-01 1.02088039e-01
-7.89541891e-02 1.41531859e-01 -4.88298315e-01 -5.97222499e-01
6.71374893e-01]
[ 1.23430669e-01 -8.20816913e-02 1.64846502e-02 -1.21140842e-01
-7.16101313e-02 -1.58971919e-02 1.83515709e-01 2.95521842e-01
3.52794102e-01 2.14375426e-01 -4.67148743e-01 -4.53842752e-01
3.35367256e-01]
[ -9.05562736e-03 -1.24645928e-01 1.80018728e-02 3.76706175e-02
-7.93819135e-02 -2.83187885e-01 3.45862180e-03 2.64150493e-01
-4.05326629e-02 4.72985650e-02 -2.05467250e-01 -5.17637426e-01
1.81840316e-01]
[ 7.72755302e-02 1.29356021e-01 -4.10824035e-03 7.67865172e-02
-7.92840639e-02 -5.90250665e-02 -2.17475020e-01 -2.20105752e-01
-3.02275372e-01 -1.92127937e-01 -1.52939957e-01 3.30763676e-01
-1.61613808e-01]
[ 3.78337245e-02 -7.20564393e-02 1.35269737e-01 1.79049008e-01
2.60632152e-01 8.70304533e-03 -4.14817523e-01 -3.97997244e-01
-1.30165329e-01 -5.54134845e-01 1.78384146e-01 9.79526656e-01
-4.28978666e-01]
[ 3.56827495e-02 8.12951088e-02 -2.10596051e-01 3.57727260e-02
3.04249648e-02 -3.03681979e-04 -1.53314693e-01 -3.23619796e-01
-2.87243338e-01 -1.69975347e-01 -5.08359488e-02 -2.76219960e-02
-1.68298035e-01]
[ -5.40116668e-02 -2.18777677e-01 6.81116611e-02 9.30560770e-02
-1.34972394e-01 -1.33873704e-01 5.82792153e-02 1.82526888e-02
9.91942613e-02 -3.39337488e-01 -2.99614884e-01 -2.70280738e-01
5.60536210e-02]
[ 1.71805610e-02 -2.73075070e-01 6.44564653e-02 -2.13102073e-01
-1.91229676e-01 -2.30540228e-01 -2.48206716e-01 8.64168804e-02
5.88802666e-03 1.58232013e-01 -1.49517116e-01 5.00282178e-02
-4.16009182e-02]
[ 1.74527491e-01 5.18368436e-02 -1.02335134e-01 -1.92668057e-01
-5.57304035e-02 -1.01155473e-01 -1.75806774e-01 6.58357697e-02
-1.85679899e-01 -2.01436297e-01 -1.65714958e-01 7.49218591e-02
-9.53007972e-02]
[ -1.70652132e-01 -1.88196435e-01 -1.04916051e-01 -1.81875362e-01
-5.61074136e-02 2.73344987e-02 -1.67463268e-01 -1.31841672e-01
-1.26455708e-01 5.38530797e-02 -2.12181925e-01 -5.19014046e-02
-2.04324667e-01]
[ -3.19728912e-02 -2.22108736e-01 -1.52566908e-01 -1.94862562e-01
-6.04451333e-02 4.47082595e-02 -6.65313761e-03 4.78698258e-02
-2.01393877e-01 -2.04120828e-01 -6.63631001e-02 -2.25810319e-01
-9.79468914e-03]
[ 1.17196319e-01 6.45108734e-02 -1.44011776e-03 -1.55719434e-01
-3.33807351e-01 8.42993851e-03 -1.18490879e-01 -1.99022974e-01
-2.97539952e-01 1.18695103e-01 -1.29219657e-01 -1.54427219e-01
-1.72500148e-03]
[ -6.33293215e-02 -9.28944520e-03 -2.82804149e-01 -5.19470455e-03
6.56905836e-02 1.56231167e-01 -2.22341308e-01 -1.58343575e-01
-5.17944048e-02 -4.48646037e-02 1.41043541e-01 3.90434383e-01
-1.92425710e-02]
[ 1.03208110e-01 3.53010738e-01 -2.07716402e-01 5.82933663e-01
1.12995613e-01 -1.60711191e-03 -2.32756880e-01 -3.95908184e-01
-2.51071806e-01 -4.20080164e-01 6.07022369e-01 9.21687956e-01
-5.59864989e-01]
[ -3.30884619e-02 1.80063582e-01 4.38216413e-02 1.28402182e-01
-8.60177836e-03 -6.97237708e-02 -2.49259871e-01 -3.55341726e-01
-2.59202204e-01 -2.72122266e-01 3.52725609e-01 9.36712715e-01
-4.65482871e-01]
[ -5.17113572e-02 -1.14044965e-01 -1.63311958e-01 2.81538657e-01
-1.60668757e-01 2.34108699e-01 -1.07927676e-01 -2.77159207e-01
-2.63581905e-01 -5.14623719e-01 1.76604004e-01 3.98898758e-01
-2.91006471e-01]
[ 7.89157120e-02 -3.81967809e-01 -5.17245777e-02 -3.96172690e-02
-1.10364129e-01 2.00587288e-01 8.65511973e-02 1.70010649e-01
-1.54199601e-01 -4.14071313e-02 -8.04956483e-02 2.68303840e-01
-1.48275396e-01]
[ 2.03771625e-01 -2.90217024e-01 -1.22988117e-01 -8.86094169e-02
-2.05746795e-01 1.22479497e-01 2.43652610e-02 -1.57058395e-01
-3.63938945e-02 -1.23845626e-01 -1.29788302e-01 -1.96599371e-01
-7.35359977e-02]
[ -1.34848540e-01 -8.01212564e-02 3.86230362e-02 -2.50839664e-01
-5.63460647e-02 -1.40816815e-01 5.47374578e-02 -1.69505397e-02
-6.77127560e-02 -1.37898006e-02 -2.98298213e-01 -4.06516792e-01
-2.27054571e-02]
[ -1.40046536e-01 -1.30804201e-01 -6.99164630e-02 -2.29963376e-01
-3.40818169e-01 -2.87567405e-01 1.23440308e-01 7.97068762e-02
3.17247338e-03 6.13353557e-02 -1.75044679e-01 -5.79937057e-01
-6.56599462e-02]
[ -1.66303219e-01 -2.20613784e-01 -2.97006909e-01 -2.88812991e-01
-2.64131763e-01 -2.07389541e-01 -3.16978517e-01 1.47501728e-01
-3.19046154e-02 -2.85026161e-01 -2.61906424e-01 -1.86968907e-01
-2.08176591e-01]
[ -1.07368736e-01 1.12185686e-01 2.60496025e-02 -3.42229546e-02
-2.20135097e-01 -1.68535488e-01 -8.03987470e-02 1.24983613e-02
-7.97407835e-02 -1.84570963e-01 -1.91022580e-01 -2.55357557e-01
-7.67911561e-02]
[ -3.48831636e-01 -1.35368539e-01 -2.69387958e-01 8.16020217e-02
-2.12889728e-01 -2.26254379e-01 -4.24820249e-02 -1.47851984e-01
6.92444136e-02 -6.28835229e-02 1.25512101e-02 -3.63181704e-01
1.07239738e-02]
[ -1.26824805e-01 -2.98687102e-02 -2.59153209e-01 1.48473393e-02
-2.12399385e-01 -2.76353115e-01 -3.97362488e-01 -1.00320501e-01
-9.18014368e-03 -3.03876430e-01 -2.50850833e-01 -2.99915472e-01
-1.06399777e-01]
[ -2.14601234e-01 -5.39638450e-01 -3.30639576e-01 -3.76985764e-01
-3.34248846e-01 -2.26076361e-01 6.29544455e-03 -3.10204610e-01
1.10525255e-01 -2.54492979e-01 -2.05257440e-01 -7.63559238e-02
-9.28981142e-02]
[ -2.12127772e-01 -2.97904787e-01 -3.12045574e-01 -1.45396793e-01
-9.68916865e-02 -1.46568039e-01 -1.05018585e-01 -1.52104757e-02
-2.03363366e-01 -5.02701449e-01 -2.35929466e-01 -9.77859222e-02
2.18116645e-02]
[ -1.22472625e-01 2.83921580e-02 -2.38776490e-01 -3.66224110e-01
-2.27544462e-01 -2.58225962e-01 -4.89332465e-02 -2.58041858e-01
4.14543971e-02 1.37121492e-02 -3.07912689e-01 -8.06517799e-02
-1.81904801e-01]]
Progress: 7.2% ... Training loss: 0.306 ... Validation loss: 0.548[[-0.02228923]
[ 0.33485451]
[-0.13055338]
[ 0.73544715]
[ 0.30934634]
[ 0.0267712 ]
[-0.86082705]
[-0.99054247]
[-0.7292616 ]
[-1.0143448 ]
[ 0.98941701]
[ 2.48319588]
[-1.50832153]]
[[ -5.33288446e-01 -5.37005962e-01 -5.75417581e-01 -2.43866111e-01
-3.35363744e-01 -5.85557763e-01 -4.97227042e-01 -4.43845000e-01
-6.40532828e-01 -5.31047374e-01 -1.13730706e-01 3.43852735e-01
-3.72895467e-01]
[ 6.07362706e-03 -1.41158094e-01 5.26756874e-02 -2.83414292e-02
-4.58768426e-02 5.90726104e-02 -1.10775083e-01 2.50988754e-01
-1.13290258e-01 -1.50929546e-01 -5.01028478e-02 -4.68074273e-02
1.28805466e-01]
[ -1.94459343e-01 1.43735952e-01 -1.69813812e-02 1.34723802e-01
1.26056479e-01 -1.11197196e-01 7.16171160e-02 -1.08243878e-01
1.74501877e-01 -1.06444341e-01 2.93842956e-01 8.03108831e-01
2.51316988e-01]
[ 1.77806809e-01 -2.79225036e-01 -2.66859944e-01 -7.05008948e-02
-3.36320150e-01 -3.33081368e-03 3.40036095e-02 -2.76616567e-01
1.89601491e-01 -2.83358201e-01 -2.29719917e-01 -3.50582802e-01
-8.26638164e-02]
[ 1.04096386e-01 7.39390807e-02 8.99186578e-02 1.55241178e-01
1.57064306e-02 7.38620284e-02 -7.99455326e-02 5.32917723e-02
-2.54190662e-02 1.20624434e-01 2.27211754e-01 5.39309231e-02
7.64972512e-02]
[ -4.83749275e-01 -5.62018485e-01 -6.09245600e-01 -5.15169231e-01
-5.63490485e-01 -5.61144416e-01 -3.10280478e-01 -2.14888312e-01
-4.29990872e-01 -2.95746825e-01 -3.67832682e-01 -5.21358998e-01
-2.71445442e-01]
[ -4.14281712e-01 -5.70365191e-01 -3.20429164e-01 -3.43892313e-01
-4.01380310e-01 -5.57229686e-01 -4.40620350e-01 -4.70004608e-01
-2.99416260e-01 -2.06371761e-01 -4.32676303e-01 -1.97935223e-01
-2.03565456e-01]
[ -3.15024793e-01 -3.70260572e-01 -4.52402311e-01 -2.80273281e-01
-3.22607024e-01 -4.10971738e-01 -1.71203808e-01 -1.02333329e-01
-2.19129307e-01 -3.49924216e-01 -2.38562721e-01 -4.14311168e-01
-1.23039590e-01]
[ -4.73093658e-01 -3.47226938e-01 -3.76510453e-01 -1.32241000e-01
-3.33077487e-01 -2.12407363e-01 -1.73610674e-01 -4.40538084e-01
-3.26784285e-01 -4.68068969e-01 -1.19626435e-01 -2.20913019e-02
-2.46610783e-01]
[ -9.45707751e-01 -9.25113569e-01 -9.68061159e-01 -7.83267610e-01
-1.00522156e+00 -9.74008615e-01 -6.71905293e-01 -6.51863867e-01
-7.75192463e-01 -5.58668089e-01 -7.55071857e-01 -4.64509370e-01
-3.53715847e-01]
[ -5.01592842e-01 -2.63499459e-01 -4.61166494e-01 -3.03269569e-01
-3.53557839e-01 -3.53609403e-01 -5.33017930e-01 -5.59711634e-01
-6.16537550e-01 -1.41706368e-01 -3.96395641e-01 -5.04899877e-01
-3.92613987e-01]
[ -1.17168814e-01 3.59959293e-02 -3.35057881e-01 -3.43152699e-01
-9.17965661e-02 -7.06728764e-02 -1.45266112e-01 -2.55473633e-01
-1.41117323e-01 1.42060015e-01 -2.90983404e-01 -3.57540333e-01
-2.13975933e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60861973e-01 -9.46615664e-02 1.59695355e-01 -2.12134010e-01
-1.14322043e-01 1.14632338e-01 -1.54853623e-01 -3.48776656e-02
-1.06145114e-01 2.19560426e-02 -7.68637399e-02 -1.65926135e-01
3.12070714e-02]
[ -8.14751392e-02 -2.55618452e-01 -1.78246903e-01 -2.73146125e-01
-4.76167535e-01 -8.39879132e-02 -2.96684092e-02 3.98443943e-03
-4.59378014e-02 1.54558342e-02 -1.52211596e-01 -1.84453550e-01
-2.21678011e-01]
[ -7.42846430e-02 3.28401590e-03 -2.43729105e-01 -2.38097851e-01
1.39761886e-01 -1.62504597e-01 -1.55305419e-01 4.59490574e-02
1.05069952e-02 -1.36331186e-02 -1.73827629e-01 -1.48137507e-02
6.58896198e-02]
[ 2.94473363e-02 -1.57592035e-01 -1.52069009e-01 -4.03596426e-02
-1.18806721e-01 -1.06685795e-01 6.98077230e-02 -1.72543236e-01
-4.50244661e-02 -4.87970918e-02 6.44410634e-04 -1.62154526e-01
5.51422964e-02]
[ -2.82884319e-01 -1.43081429e-01 -6.95878640e-02 -9.11435420e-02
-3.03936720e-01 -2.71514879e-01 -3.51760479e-01 6.68589137e-02
-2.88582127e-01 -2.00651996e-01 1.85302959e-01 9.45440496e-02
3.15088496e-01]
[ -2.14223293e-01 -1.31448165e-01 -7.67088009e-02 -7.64219569e-02
-8.26225677e-02 -1.14022508e-01 -4.24249615e-02 7.34638192e-02
-1.01700566e-01 4.25372016e-02 2.40393599e-02 -1.67734779e-01
4.45573468e-02]
[ -1.51752476e-01 -6.18620404e-02 -2.21717276e-01 -3.46331336e-01
-1.45037991e-01 -1.98520792e-01 -2.20847341e-01 -6.29236781e-02
2.07570700e-01 -1.60478291e-01 -2.96048799e-01 -2.81778056e-01
-8.85579871e-02]
[ -3.65344456e-01 -8.43295382e-02 -1.40544941e-01 -2.08165834e-01
-6.34039777e-02 -3.09939992e-01 9.09741807e-02 -2.20854641e-02
-8.92993606e-02 1.32090878e-01 -4.51873024e-02 -1.11439196e-01
-9.81184742e-02]
[ -1.68876058e-01 -1.54419979e-01 -4.51387040e-02 -1.28073403e-01
-1.34093869e-01 -2.92024284e-01 -1.02532369e-01 -1.05032540e-01
-2.97287798e-01 4.03916370e-02 2.04584067e-01 1.40909089e-01
-2.63028284e-01]
[ -1.37886749e-01 -1.81068951e-01 -1.10570400e-01 -2.82671233e-01
8.84899284e-02 -1.73356759e-02 -2.13090546e-01 -1.37365481e-01
9.19021172e-02 -9.61708167e-02 -1.80944868e-01 -1.67928716e-01
-3.09159797e-01]
[ -4.43855410e-02 -3.29956319e-02 -1.46796240e-01 -3.63098655e-02
-2.27800412e-01 6.34621553e-02 -8.55231542e-02 -3.80936440e-02
-2.32318140e-01 -6.86208455e-02 -6.30990764e-02 -2.97498537e-01
-1.55063247e-01]
[ -7.34948865e-02 3.83517661e-02 -1.30721603e-01 -2.80133688e-01
1.29675166e-01 2.12231297e-02 -2.46011343e-01 -1.96078011e-01
9.79949114e-02 -9.03863359e-02 -2.34697244e-01 -1.32334492e-01
-2.88269838e-01]
[ 8.42216118e-02 -3.13933600e-01 -7.97835675e-02 -4.13607758e-01
-2.21383058e-01 -8.74382708e-02 5.36971825e-02 9.78762156e-02
-3.11594289e-03 2.84154547e-01 -4.62259302e-01 -5.03781400e-01
3.27539135e-01]
[ -2.17128410e-01 -2.55275263e-01 -1.25431296e-01 -2.75943792e-01
-3.04959673e-01 -9.14040691e-02 1.94562178e-01 4.22860252e-02
2.98746372e-01 4.68953177e-02 -3.48381300e-01 -7.13844875e-01
5.37288647e-01]
[ -8.22564049e-03 -1.91924393e-01 2.59988918e-02 -2.63685390e-01
-1.68975123e-01 1.68011147e-01 1.69289405e-01 2.29736387e-01
-3.08917434e-02 2.20784396e-01 -1.33544632e-01 -6.94997727e-01
5.64871542e-01]
[ 6.93120434e-03 -4.81977917e-02 -1.19943178e-01 -8.50329776e-02
-1.76687063e-01 -4.49605698e-02 2.58148769e-01 1.45761538e-01
2.40390403e-01 3.55611290e-01 -4.05775988e-01 -5.79659590e-01
5.83698348e-01]
[ -7.89015733e-02 -2.79729444e-01 6.20730071e-02 -3.30155069e-01
-1.43438964e-01 1.19227545e-01 3.17140163e-01 1.01889261e-01
-7.90667805e-02 1.40846864e-01 -4.87912760e-01 -5.99259274e-01
6.71491605e-01]
[ 1.23440130e-01 -8.21818418e-02 1.65249485e-02 -1.21461630e-01
-7.17160131e-02 -1.59029747e-02 1.83845780e-01 2.96086865e-01
3.53073706e-01 2.14847409e-01 -4.67529591e-01 -4.55276525e-01
3.36199901e-01]
[ -9.03929388e-03 -1.24829200e-01 1.80340953e-02 3.71632971e-02
-7.95662840e-02 -2.83195127e-01 4.07283621e-03 2.65010005e-01
-3.97946264e-02 4.77211097e-02 -2.05991406e-01 -5.20510472e-01
1.83571424e-01]
[ 7.72715974e-02 1.29607791e-01 -4.16099862e-03 7.79198158e-02
-7.89890995e-02 -5.90206930e-02 -2.18244143e-01 -2.20686871e-01
-3.03248470e-01 -1.93106521e-01 -1.51380537e-01 3.36037980e-01
-1.64223188e-01]
[ 3.78227116e-02 -7.21125065e-02 1.35315400e-01 1.78599877e-01
2.60667784e-01 8.71980217e-03 -4.15140946e-01 -3.97331631e-01
-1.30419881e-01 -5.53952025e-01 1.77254524e-01 9.78016208e-01
-4.27037152e-01]
[ 3.57115658e-02 8.09384267e-02 -2.10490492e-01 3.51213668e-02
3.01590812e-02 -3.30003464e-04 -1.52436916e-01 -3.22739005e-01
-2.86517826e-01 -1.68819628e-01 -5.16727958e-02 -2.93177840e-02
-1.66854236e-01]
[ -5.40137788e-02 -2.18827351e-01 6.81311202e-02 9.28405853e-02
-1.35085577e-01 -1.33875047e-01 5.86112471e-02 1.84845857e-02
9.94200270e-02 -3.39328706e-01 -2.99982498e-01 -2.72581264e-01
5.67362152e-02]
[ 1.71872013e-02 -2.73250903e-01 6.45282946e-02 -2.13560265e-01
-1.91376269e-01 -2.30545068e-01 -2.47715003e-01 8.72690701e-02
6.27919202e-03 1.59020071e-01 -1.50309004e-01 4.74222736e-02
-4.03115409e-02]
[ 1.74505197e-01 5.22184874e-02 -1.02425084e-01 -1.91807432e-01
-5.54910377e-02 -1.01148300e-01 -1.76679501e-01 6.45468904e-02
-1.86328868e-01 -2.02981217e-01 -1.63628290e-01 7.85881540e-02
-9.83621998e-02]
[ -1.70642320e-01 -1.88246304e-01 -1.04889113e-01 -1.82067810e-01
-5.61058108e-02 2.73282707e-02 -1.67303650e-01 -1.31661318e-01
-1.26238565e-01 5.41844681e-02 -2.12309164e-01 -5.19036679e-02
-2.04042076e-01]
[ -3.20022101e-02 -2.21801198e-01 -1.52710465e-01 -1.93883146e-01
-6.01662711e-02 4.47312397e-02 -7.74998514e-03 4.59232777e-02
-2.02607958e-01 -2.05458168e-01 -6.46772136e-02 -2.19946838e-01
-1.36326132e-02]
[ 1.17207096e-01 6.43199362e-02 -1.36645290e-03 -1.56169857e-01
-3.33941688e-01 8.42117650e-03 -1.17820998e-01 -1.98362309e-01
-2.97102527e-01 1.19317503e-01 -1.30000707e-01 -1.57286356e-01
-2.07562432e-04]
[ -6.33474462e-02 -8.73327072e-03 -2.82995898e-01 -3.52164949e-03
6.61508220e-02 1.56257115e-01 -2.23400182e-01 -1.60243390e-01
-5.25411395e-02 -4.70379976e-02 1.44238216e-01 3.95660934e-01
-2.29042784e-02]
[ 1.03089614e-01 3.54954031e-01 -2.08143245e-01 5.88949156e-01
1.14631974e-01 -1.51783020e-03 -2.36420029e-01 -3.99777968e-01
-2.54765859e-01 -4.23645638e-01 6.15322826e-01 9.39205005e-01
-5.69942050e-01]
[ -3.31023889e-02 1.80328360e-01 4.37150066e-02 1.29062157e-01
-8.33467741e-03 -6.97076416e-02 -2.49598031e-01 -3.56096836e-01
-2.59557147e-01 -2.72749059e-01 3.53674887e-01 9.38381890e-01
-4.66714086e-01]
[ -5.17248185e-02 -1.13898360e-01 -1.63383971e-01 2.82140791e-01
-1.60585001e-01 2.34119530e-01 -1.08251895e-01 -2.77773202e-01
-2.63946498e-01 -5.15146715e-01 1.77353714e-01 4.00965360e-01
-2.92431985e-01]
[ 7.88957793e-02 -3.81731081e-01 -5.18662319e-02 -3.87621967e-02
-1.10076822e-01 2.00606409e-01 8.53311104e-02 1.68565893e-01
-1.54920499e-01 -4.28345065e-02 -7.90598828e-02 2.73270632e-01
-1.50679723e-01]
[ 2.03772247e-01 -2.90224947e-01 -1.22984694e-01 -8.86248148e-02
-2.05754349e-01 1.22478886e-01 2.43867916e-02 -1.57029174e-01
-3.63785530e-02 -1.23810303e-01 -1.29813456e-01 -1.96661517e-01
-7.34888897e-02]
[ -1.34846642e-01 -8.01269106e-02 3.86362686e-02 -2.50992489e-01
-5.63546100e-02 -1.40819518e-01 5.48617253e-02 -1.67541383e-02
-6.76257911e-02 -1.36944222e-02 -2.98507112e-01 -4.07327808e-01
-2.22690132e-02]
[ -1.40031063e-01 -1.31069668e-01 -6.98155603e-02 -2.30731801e-01
-3.41072386e-01 -2.87582630e-01 1.24337263e-01 8.07442335e-02
3.63168863e-03 6.23298135e-02 -1.76263084e-01 -5.83156093e-01
-6.39679615e-02]
[ -1.66324859e-01 -2.20108239e-01 -2.97203881e-01 -2.87411506e-01
-2.63633967e-01 -2.07362562e-01 -3.18119124e-01 1.45381417e-01
-3.30587560e-02 -2.86884294e-01 -2.59133248e-01 -1.82310245e-01
-2.12829295e-01]
[ -1.07295385e-01 1.10933548e-01 2.65370242e-02 -3.72612299e-02
-2.21080337e-01 -1.68594877e-01 -7.72452326e-02 1.73983833e-02
-7.72721715e-02 -1.80451189e-01 -1.95502990e-01 -2.67660393e-01
-6.74584389e-02]
[ -3.48904099e-01 -1.34349441e-01 -2.69754670e-01 8.43746058e-02
-2.12041680e-01 -2.26191183e-01 -4.51432790e-02 -1.50919351e-01
6.68536181e-02 -6.64722251e-02 1.60573738e-02 -3.54936970e-01
4.82204671e-03]
[ -1.26757497e-01 -3.03075515e-02 -2.58919213e-01 1.36248933e-02
-2.12968694e-01 -2.76410586e-01 -3.94377660e-01 -9.71244515e-02
-6.09721341e-03 -3.00881982e-01 -2.51799438e-01 -3.08722224e-01
-9.97747568e-02]
[ -2.14652613e-01 -5.38990058e-01 -3.30873441e-01 -3.75058437e-01
-3.33586085e-01 -2.26030474e-01 4.03190883e-03 -3.12287974e-01
1.08733772e-01 -2.56740576e-01 -2.02465371e-01 -6.74607137e-02
-9.70155661e-02]
[ -2.12193865e-01 -2.97271281e-01 -3.12223749e-01 -1.43279583e-01
-9.63485197e-02 -1.46519772e-01 -1.04966511e-01 -1.58136664e-02
-2.04422745e-01 -5.03317096e-01 -2.33674657e-01 -9.55187233e-02
2.06794853e-02]
[ -1.22466438e-01 2.85776126e-02 -2.38825117e-01 -3.66052048e-01
-2.27450652e-01 -2.58235747e-01 -4.84969367e-02 -2.58743765e-01
4.19736215e-02 1.32798560e-02 -3.06355488e-01 -8.03863010e-02
-1.82488551e-01]]
Progress: 7.2% ... Training loss: 0.303 ... Validation loss: 0.541[[-0.03047532]
[ 0.32536902]
[-0.13915746]
[ 0.71729377]
[ 0.29681251]
[ 0.01711343]
[-0.87633816]
[-1.01072434]
[-0.74517269]
[-1.02944692]
[ 0.96979759]
[ 2.45655635]
[-1.53692083]]
[[ -5.33086849e-01 -5.39276294e-01 -5.74714653e-01 -2.52076247e-01
-3.37970825e-01 -5.85756175e-01 -4.86426163e-01 -4.31526885e-01
-6.30351479e-01 -5.20788033e-01 -1.24811109e-01 2.94284084e-01
-3.48362774e-01]
[ 6.07430538e-03 -1.40644404e-01 5.25394341e-02 -2.70597074e-02
-4.54440166e-02 5.90707068e-02 -1.10858767e-01 2.50281856e-01
-1.13400893e-01 -1.51808309e-01 -4.79817060e-02 -4.54590847e-02
1.26645274e-01]
[ -1.94298480e-01 1.41558260e-01 -1.61751723e-02 1.27735188e-01
1.23640250e-01 -1.11378757e-01 8.10748842e-02 -9.68841250e-02
1.84768049e-01 -9.77322703e-02 2.85437534e-01 7.63875820e-01
2.72905028e-01]
[ 1.77769555e-01 -2.78855046e-01 -2.67485047e-01 -7.07691378e-02
-3.35802621e-01 -3.22848099e-03 3.23721360e-02 -2.81364882e-01
1.89405088e-01 -2.88165778e-01 -2.31498657e-01 -3.49561640e-01
-8.17603625e-02]
[ 1.04185863e-01 7.21556122e-02 9.08330845e-02 1.50691904e-01
1.37963035e-02 7.36838176e-02 -7.54731462e-02 5.81031878e-02
-2.16047710e-02 1.28247342e-01 2.20213681e-01 3.71485385e-02
8.13708188e-02]
[ -4.83727279e-01 -5.62734232e-01 -6.09058715e-01 -5.17215229e-01
-5.64297389e-01 -5.61189345e-01 -3.08839426e-01 -2.12368826e-01
-4.29378573e-01 -2.94297639e-01 -3.71600761e-01 -5.32955495e-01
-2.69166341e-01]
[ -4.14214272e-01 -5.71038936e-01 -3.20184890e-01 -3.46784985e-01
-4.02251674e-01 -5.57300337e-01 -4.37885563e-01 -4.67121849e-01
-2.96479271e-01 -2.03047975e-01 -4.36445807e-01 -2.16599066e-01
-1.97537042e-01]
[ -3.14984922e-01 -3.70821660e-01 -4.52148579e-01 -2.83330249e-01
-3.23493617e-01 -4.11010546e-01 -1.66939734e-01 -9.57545385e-02
-2.15050190e-01 -3.46194279e-01 -2.42034821e-01 -4.34123406e-01
-1.10758158e-01]
[ -4.73042711e-01 -3.47916016e-01 -3.76286964e-01 -1.34341986e-01
-3.33647141e-01 -2.12476918e-01 -1.70992237e-01 -4.37700284e-01
-3.24889762e-01 -4.65003403e-01 -1.22756523e-01 -2.84591625e-02
-2.40713292e-01]
[ -9.45620081e-01 -9.25931090e-01 -9.67589941e-01 -7.87987597e-01
-1.00662546e+00 -9.74117193e-01 -6.65333578e-01 -6.41549745e-01
-7.69852166e-01 -5.52460301e-01 -7.60767343e-01 -4.94836804e-01
-3.36664913e-01]
[ -5.01542518e-01 -2.64684343e-01 -4.60817054e-01 -3.06143776e-01
-3.54357794e-01 -3.53684796e-01 -5.30194306e-01 -5.55939676e-01
-6.14453006e-01 -1.37315181e-01 -4.00834460e-01 -5.18173018e-01
-3.86530980e-01]
[ -1.17126554e-01 3.53586770e-02 -3.34970160e-01 -3.45655129e-01
-9.27272232e-02 -7.07128497e-02 -1.43603101e-01 -2.54740878e-01
-1.39019237e-01 1.43029515e-01 -2.94988871e-01 -3.70380195e-01
-2.10623435e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60834928e-01 -9.53753541e-02 1.59863652e-01 -2.13671340e-01
-1.14938850e-01 1.14589671e-01 -1.53902463e-01 -3.30283275e-02
-1.05412622e-01 2.36083633e-02 -7.94183541e-02 -1.72946807e-01
3.30991212e-02]
[ -8.14771438e-02 -2.55631760e-01 -1.78220195e-01 -2.73360469e-01
-4.76207176e-01 -8.39879930e-02 -2.96906144e-02 4.33529710e-03
-4.62261150e-02 1.55830839e-02 -1.52744719e-01 -1.85978218e-01
-2.21757258e-01]
[ -7.42527381e-02 2.83859536e-03 -2.43679586e-01 -2.39422970e-01
1.39282032e-01 -1.62531555e-01 -1.53896484e-01 4.66566528e-02
1.17420431e-02 -1.27726246e-02 -1.75961039e-01 -2.27952906e-02
6.71018756e-02]
[ 2.94433618e-02 -1.57459730e-01 -1.52065764e-01 -3.99004770e-02
-1.18889670e-01 -1.06693046e-01 6.96102650e-02 -1.72422163e-01
-4.53520013e-02 -4.89735345e-02 1.38686898e-03 -1.66242919e-01
5.37717441e-02]
[ -2.82890208e-01 -1.42875506e-01 -6.96111192e-02 -9.14732428e-02
-3.03763213e-01 -2.71506275e-01 -3.52060302e-01 6.66887439e-02
-2.88581669e-01 -2.01175612e-01 1.85077250e-01 9.45200162e-02
3.15334706e-01]
[ -2.14156509e-01 -1.32573603e-01 -7.63166544e-02 -8.03000931e-02
-8.39618421e-02 -1.14101790e-01 -3.83943743e-02 7.85311371e-02
-9.80460545e-02 4.70642819e-02 1.80781531e-02 -1.85683806e-01
5.55988543e-02]
[ -1.51731229e-01 -6.19430690e-02 -2.21682137e-01 -3.46806681e-01
-1.45136644e-01 -1.98531740e-01 -2.19557934e-01 -6.14445776e-02
2.09116905e-01 -1.60494210e-01 -2.95376667e-01 -2.90121986e-01
-8.58272982e-02]
[ -3.65356456e-01 -8.44993975e-02 -1.40526656e-01 -2.07937204e-01
-6.32664346e-02 -3.09932378e-01 9.05193357e-02 -2.12268120e-02
-8.98813373e-02 1.33311459e-01 -4.48290546e-02 -1.08677675e-01
-9.81270380e-02]
[ -1.68849773e-01 -1.54416844e-01 -4.50594696e-02 -1.29696528e-01
-1.34551881e-01 -2.92051542e-01 -9.98786586e-02 -1.02847267e-01
-2.94981360e-01 4.17212985e-02 2.02243764e-01 1.32153872e-01
-2.56736914e-01]
[ -1.37877078e-01 -1.81271763e-01 -1.10476942e-01 -2.83358283e-01
8.82782947e-02 -1.73539490e-02 -2.12550800e-01 -1.36215936e-01
9.25482797e-02 -9.50134185e-02 -1.82260878e-01 -1.71493078e-01
-3.06913595e-01]
[ -4.43360863e-02 -3.35122385e-02 -1.46606419e-01 -3.78476455e-02
-2.28195507e-01 6.34013732e-02 -8.33985576e-02 -3.60825572e-02
-2.30683694e-01 -6.66271812e-02 -6.47091865e-02 -3.00845711e-01
-1.51463048e-01]
[ -7.35231553e-02 3.86390057e-02 -1.30845821e-01 -2.79310180e-01
1.29951520e-01 2.12564668e-02 -2.46976801e-01 -1.96868845e-01
9.69599029e-02 -9.09703322e-02 -2.33935368e-01 -1.28937431e-01
-2.89585519e-01]
[ 8.42339164e-02 -3.14105639e-01 -7.96863294e-02 -4.14373613e-01
-2.21639656e-01 -8.74476462e-02 5.48071105e-02 9.92734154e-02
-2.38978362e-03 2.85584185e-01 -4.63530778e-01 -5.10251464e-01
3.31141791e-01]
[ -2.17119161e-01 -2.55415534e-01 -1.25352616e-01 -2.76694927e-01
-3.05171815e-01 -9.14158437e-02 1.95296059e-01 4.33920965e-02
2.99454304e-01 4.77448693e-02 -3.49414359e-01 -7.18224284e-01
5.40394534e-01]
[ -8.23658515e-03 -1.91787681e-01 2.59293128e-02 -2.63431182e-01
-1.68841857e-01 1.68023923e-01 1.68896831e-01 2.28965535e-01
-3.12084087e-02 2.20028730e-01 -1.33229108e-01 -6.94572737e-01
5.63803608e-01]
[ 6.93131020e-03 -4.83305200e-02 -1.19914076e-01 -8.58907096e-02
-1.76883571e-01 -4.49612177e-02 2.58709834e-01 1.46288353e-01
2.40778365e-01 3.56390862e-01 -4.07141554e-01 -5.83099951e-01
5.85541261e-01]
[ -7.88985093e-02 -2.79766937e-01 6.20960813e-02 -3.30247873e-01
-1.43498168e-01 1.19220723e-01 3.17309617e-01 1.02070137e-01
-7.89684607e-02 1.41037348e-01 -4.88010389e-01 -5.99502821e-01
6.71814488e-01]
[ 1.23454488e-01 -8.24027888e-02 1.65872570e-02 -1.22258599e-01
-7.19515995e-02 -1.59189870e-02 1.85174251e-01 2.97419056e-01
3.54127878e-01 2.15718095e-01 -4.68520033e-01 -4.59429641e-01
3.38847121e-01]
[ -9.03545454e-03 -1.24855534e-01 1.80549322e-02 3.70457436e-02
-7.95924216e-02 -2.83200267e-01 4.26985589e-03 2.65297443e-01
-3.97030103e-02 4.79262334e-02 -2.06100132e-01 -5.20616058e-01
1.83953931e-01]
[ 7.73333504e-02 1.28909031e-01 -3.96908858e-03 7.62845641e-02
-7.95388537e-02 -5.90743107e-02 -2.15979298e-01 -2.18530943e-01
-3.01213531e-01 -1.91054889e-01 -1.53067487e-01 3.27156748e-01
-1.60035512e-01]
[ 3.77504721e-02 -7.11866975e-02 1.34997340e-01 1.81267786e-01
2.61663898e-01 8.79661193e-03 -4.18037236e-01 -3.99184439e-01
-1.33290492e-01 -5.56307734e-01 1.80460034e-01 9.87869128e-01
-4.31587488e-01]
[ 3.57779557e-02 7.97304976e-02 -2.10192727e-01 3.20571577e-02
2.90779633e-02 -4.08438365e-04 -1.49075391e-01 -3.19595703e-01
-2.83922489e-01 -1.65314621e-01 -5.63957647e-02 -4.16204978e-02
-1.59780327e-01]
[ -5.39611262e-02 -2.20038884e-01 6.85429403e-02 8.92912651e-02
-1.36294305e-01 -1.33933510e-01 6.25886215e-02 2.36108549e-02
1.03263534e-01 -3.35921100e-01 -3.05001473e-01 -2.89650694e-01
6.72110747e-02]
[ 1.72481615e-02 -2.74247654e-01 6.48885210e-02 -2.16241051e-01
-1.92367054e-01 -2.30607077e-01 -2.44350592e-01 9.08943384e-02
9.38712019e-03 1.63251071e-01 -1.54817002e-01 3.60342587e-02
-3.35924412e-02]
[ 1.74485062e-01 5.25881936e-02 -1.02553065e-01 -1.91074779e-01
-5.50827071e-02 -1.01129949e-01 -1.77585453e-01 6.33487991e-02
-1.87023870e-01 -2.04418159e-01 -1.62397374e-01 8.42110617e-02
-1.01447290e-01]
[ -1.70636084e-01 -1.88320280e-01 -1.04869849e-01 -1.82214433e-01
-5.61660620e-02 2.73213087e-02 -1.67129707e-01 -1.31457076e-01
-1.26027064e-01 5.44438330e-02 -2.12473483e-01 -5.21867038e-02
-2.03723029e-01]
[ -3.19793545e-02 -2.22111368e-01 -1.52610053e-01 -1.94886132e-01
-6.05407610e-02 4.47040484e-02 -6.52451331e-03 4.71914603e-02
-2.01578150e-01 -2.04017806e-01 -6.63628554e-02 -2.24676108e-01
-1.07969510e-02]
[ 1.17105098e-01 6.57231569e-02 -1.73554990e-03 -1.53547353e-01
-3.33101790e-01 8.49937818e-03 -1.21513192e-01 -2.01825018e-01
-2.99912846e-01 1.13503686e-01 -1.25272431e-01 -1.42544459e-01
-8.33236648e-03]
[ -6.33655903e-02 -8.49372824e-03 -2.83076664e-01 -2.78036961e-03
6.63949243e-02 1.56281290e-01 -2.24046420e-01 -1.61123727e-01
-5.31570217e-02 -4.78715592e-02 1.45273777e-01 3.98762034e-01
-2.48075100e-02]
[ 1.03151455e-01 3.54061186e-01 -2.08021883e-01 5.86977576e-01
1.13813459e-01 -1.58314049e-03 -2.34814284e-01 -3.97892347e-01
-2.52978336e-01 -4.21224825e-01 6.12138571e-01 9.27030247e-01
-5.67498280e-01]
[ -3.31325082e-02 1.81773407e-01 4.33561359e-02 1.32140235e-01
-7.10607175e-03 -6.96671888e-02 -2.52007972e-01 -3.59629376e-01
-2.62002414e-01 -2.75680434e-01 3.59212465e-01 9.45958608e-01
-4.74130908e-01]
[ -5.16946436e-02 -1.14350819e-01 -1.63201790e-01 2.80736488e-01
-1.60995195e-01 2.34077473e-01 -1.06985884e-01 -2.75768217e-01
-2.63086897e-01 -5.13360529e-01 1.75319406e-01 3.96070269e-01
-2.89477032e-01]
[ 7.88821738e-02 -3.81571972e-01 -5.19187427e-02 -3.84588759e-02
-1.09957633e-01 2.00625342e-01 8.47718619e-02 1.68399124e-01
-1.55406370e-01 -4.30719375e-02 -7.88468417e-02 2.73383392e-01
-1.50902263e-01]
[ 2.03804182e-01 -2.90810988e-01 -1.22722890e-01 -8.98364041e-02
-2.06303829e-01 1.22433250e-01 2.50354778e-02 -1.55499892e-01
-3.58026348e-02 -1.21999728e-01 -1.31492621e-01 -2.00427761e-01
-7.14623865e-02]
[ -1.34852808e-01 -8.00021024e-02 3.85855511e-02 -2.50754974e-01
-5.62341093e-02 -1.40811503e-01 5.43732289e-02 -1.73353638e-02
-6.79683172e-02 -1.42883573e-02 -2.98076827e-01 -4.06099197e-01
-2.31554081e-02]
[ -1.40015174e-01 -1.31353002e-01 -6.97375822e-02 -2.31417197e-01
-3.41267416e-01 -2.87594834e-01 1.25398719e-01 8.22347298e-02
4.62453586e-03 6.36191232e-02 -1.77548066e-01 -5.87976562e-01
-6.11639177e-02]
[ -1.66172935e-01 -2.22980880e-01 -2.96335469e-01 -2.95169852e-01
-2.66448667e-01 -2.07551650e-01 -3.11248900e-01 1.56031711e-01
-2.65804499e-02 -2.78472136e-01 -2.71321463e-01 -2.19289022e-01
-1.95461215e-01]
[ -1.07366863e-01 1.11799288e-01 2.62458048e-02 -3.47132119e-02
-2.20328167e-01 -1.68513198e-01 -7.96467041e-02 1.52382586e-02
-7.91496337e-02 -1.82842022e-01 -1.92788643e-01 -2.65034073e-01
-7.10095744e-02]
[ -3.48839343e-01 -1.35717514e-01 -2.69327013e-01 8.03553932e-02
-2.13278119e-01 -2.26270443e-01 -4.13102454e-02 -1.46665584e-01
7.03409132e-02 -6.11911574e-02 1.04643171e-02 -3.67388042e-01
1.35856545e-02]
[ -1.26785248e-01 -2.95852803e-02 -2.59064538e-01 1.48074885e-02
-2.12311862e-01 -2.76379268e-01 -3.94482069e-01 -9.79373687e-02
-6.18596178e-03 -3.01866289e-01 -2.49623519e-01 -3.10388267e-01
-9.89640239e-02]
[ -2.14598519e-01 -5.39352157e-01 -3.30701743e-01 -3.76381581e-01
-3.33903452e-01 -2.26082110e-01 6.15470034e-03 -3.09804033e-01
1.10154759e-01 -2.54016754e-01 -2.04246195e-01 -7.44933844e-02
-9.25380106e-02]
[ -2.12141928e-01 -2.97779725e-01 -3.12045102e-01 -1.45177034e-01
-9.69056912e-02 -1.46576301e-01 -1.01749082e-01 -1.28204176e-02
-2.02425431e-01 -5.01184154e-01 -2.36232370e-01 -1.05675410e-01
2.62542501e-02]
[ -1.22509667e-01 2.94612018e-02 -2.39126605e-01 -3.64881132e-01
-2.27068490e-01 -2.58196175e-01 -5.09761827e-02 -2.61333139e-01
4.00788574e-02 9.67348197e-03 -3.03265716e-01 -7.11678089e-02
-1.89445717e-01]]
Progress: 7.3% ... Training loss: 0.312 ... Validation loss: 0.564[[-0.01237852]
[ 0.34262905]
[-0.1254939 ]
[ 0.74159658]
[ 0.31581504]
[ 0.03351487]
[-0.8587772 ]
[-0.98785576]
[-0.72914575]
[-1.00703018]
[ 0.99725701]
[ 2.50142185]
[-1.51190079]]
[[ -5.33278259e-01 -5.36020164e-01 -5.75735029e-01 -2.42605967e-01
-3.34600291e-01 -5.85651210e-01 -4.92774418e-01 -4.41609711e-01
-6.34845787e-01 -5.30007659e-01 -1.09432308e-01 3.40262588e-01
-3.66637119e-01]
[ 6.06253820e-03 -1.40446148e-01 5.24977872e-02 -2.67583416e-02
-4.52781206e-02 5.90775355e-02 -1.11294344e-01 2.49983561e-01
-1.13857135e-01 -1.52084509e-01 -4.77151315e-02 -4.46037741e-02
1.26014716e-01]
[ -1.94075813e-01 1.39873840e-01 -1.51160624e-02 1.26387651e-01
1.21875500e-01 -1.11510697e-01 8.86752506e-02 -8.57130603e-02
1.91250693e-01 -8.57545886e-02 2.83670118e-01 7.58608198e-01
2.86184259e-01]
[ 1.77776376e-01 -2.79147956e-01 -2.67309031e-01 -7.14738723e-02
-3.36348456e-01 -3.21925211e-03 3.32993274e-02 -2.77667905e-01
1.87866706e-01 -2.82742298e-01 -2.34670912e-01 -3.59527177e-01
-7.51539136e-02]
[ 1.04141919e-01 7.32229957e-02 9.04631130e-02 1.53622932e-01
1.52268916e-02 7.37017629e-02 -7.76040579e-02 5.38763601e-02
-2.35391331e-02 1.24256922e-01 2.25721721e-01 5.31091150e-02
7.30860251e-02]
[ -4.83886883e-01 -5.61035763e-01 -6.09771493e-01 -5.13877704e-01
-5.62666393e-01 -5.61097932e-01 -3.14435184e-01 -2.20917302e-01
-4.33232243e-01 -3.03544239e-01 -3.66182625e-01 -5.20225185e-01
-2.81665575e-01]
[ -4.14385947e-01 -5.68997988e-01 -3.20890387e-01 -3.40632448e-01
-4.00250787e-01 -5.57217170e-01 -4.42033644e-01 -4.72634420e-01
-2.99798625e-01 -2.08718908e-01 -4.27815073e-01 -1.92335749e-01
-2.09598750e-01]
[ -3.15079518e-01 -3.69709960e-01 -4.52434226e-01 -2.79449507e-01
-3.22480033e-01 -4.10964792e-01 -1.70378175e-01 -9.92495798e-02
-2.17738086e-01 -3.49044284e-01 -2.37142145e-01 -4.22992349e-01
-1.17900727e-01]
[ -4.73041688e-01 -3.48150136e-01 -3.76206857e-01 -1.35106622e-01
-3.33728357e-01 -2.12480210e-01 -1.70187456e-01 -4.37299729e-01
-3.24506617e-01 -4.63758120e-01 -1.23836970e-01 -3.20013248e-02
-2.38462970e-01]
[ -9.45820285e-01 -9.23587360e-01 -9.68423014e-01 -7.80440916e-01
-1.00410231e+00 -9.74026987e-01 -6.72746925e-01 -6.52160949e-01
-7.75046947e-01 -5.62369185e-01 -7.49516826e-01 -4.61824276e-01
-3.57302093e-01]
[ -5.01705182e-01 -2.62843853e-01 -4.61440392e-01 -3.01906840e-01
-3.52773133e-01 -3.53601091e-01 -5.33730514e-01 -5.60876874e-01
-6.17442863e-01 -1.42076466e-01 -3.95379261e-01 -5.06708617e-01
-3.93695307e-01]
[ -1.17188538e-01 3.57914532e-02 -3.35137563e-01 -3.44832578e-01
-9.22707893e-02 -7.06697175e-02 -1.45031047e-01 -2.56348010e-01
-1.40312373e-01 1.41177429e-01 -2.93833487e-01 -3.70274603e-01
-2.12275117e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60889406e-01 -9.48384636e-02 1.59579482e-01 -2.12572269e-01
-1.14459015e-01 1.14625696e-01 -1.55861336e-01 -3.56996105e-02
-1.06779014e-01 2.04661566e-02 -7.77545454e-02 -1.69965184e-01
2.88831724e-02]
[ -8.15081545e-02 -2.55427571e-01 -1.78351474e-01 -2.72799848e-01
-4.76019312e-01 -8.39729473e-02 -3.08491496e-02 2.57009451e-03
-4.69459552e-02 1.41258053e-02 -1.52140294e-01 -1.85425713e-01
-2.23798435e-01]
[ -7.43880051e-02 4.11742394e-03 -2.44143660e-01 -2.36323077e-01
1.40789475e-01 -1.62468603e-01 -1.57365358e-01 4.08140830e-02
8.74636068e-03 -1.85784896e-02 -1.71233425e-01 -5.22755199e-03
5.76169390e-02]
[ 2.93712718e-02 -1.56606749e-01 -1.52380348e-01 -3.82524619e-02
-1.18126254e-01 -1.06658534e-01 6.73954663e-02 -1.74874027e-01
-4.70172527e-02 -5.23340933e-02 4.10989655e-03 -1.58403102e-01
4.85221823e-02]
[ -2.82882481e-01 -1.42737472e-01 -6.96010856e-02 -9.10806383e-02
-3.03757178e-01 -2.71506656e-01 -3.51695652e-01 6.71660171e-02
-2.88225647e-01 -2.00757479e-01 1.85373380e-01 9.30779186e-02
3.15916219e-01]
[ -2.14231581e-01 -1.31405373e-01 -7.66906491e-02 -7.62982375e-02
-8.27817283e-02 -1.14059637e-01 -4.07706592e-02 7.52101631e-02
-9.97601355e-02 4.44652487e-02 2.39970139e-02 -1.71778632e-01
4.85477378e-02]
[ -1.51765212e-01 -6.19363839e-02 -2.21696043e-01 -3.46681268e-01
-1.45118477e-01 -1.98518438e-01 -2.20125377e-01 -6.17909768e-02
2.08323729e-01 -1.61349116e-01 -2.95607415e-01 -2.89672346e-01
-8.66965308e-02]
[ -3.65384805e-01 -8.40231424e-02 -1.40660494e-01 -2.06679405e-01
-6.29941394e-02 -3.09918077e-01 8.88138604e-02 -2.28445170e-02
-9.08144300e-02 1.31779305e-01 -4.33262704e-02 -1.03355642e-01
-1.01513346e-01]
[ -1.68839362e-01 -1.54459228e-01 -4.49545135e-02 -1.29079023e-01
-1.34551145e-01 -2.92062323e-01 -9.90551704e-02 -1.02212368e-01
-2.94483960e-01 4.29732075e-02 2.02918042e-01 1.30476985e-01
-2.55231043e-01]
[ -1.37912235e-01 -1.80990432e-01 -1.10580991e-01 -2.82711822e-01
8.85609688e-02 -1.73303502e-02 -2.13448946e-01 -1.37471942e-01
9.18496033e-02 -9.55204075e-02 -1.81114259e-01 -1.69160032e-01
-3.07884548e-01]
[ -4.43112220e-02 -3.37777274e-02 -1.46515726e-01 -3.86098341e-02
-2.28363186e-01 6.33836616e-02 -8.24249732e-02 -3.51406521e-02
-2.30054047e-01 -6.56344082e-02 -6.57268162e-02 -3.03290286e-01
-1.49771795e-01]
[ -7.35256029e-02 3.86204500e-02 -1.30855423e-01 -2.79391060e-01
1.29984871e-01 2.12604935e-02 -2.47167594e-01 -1.96806452e-01
9.68852521e-02 -9.08964103e-02 -2.34083436e-01 -1.29742930e-01
-2.89548110e-01]
[ 8.42308097e-02 -3.14154527e-01 -7.97000725e-02 -4.14843064e-01
-2.21771381e-01 -8.74512761e-02 5.48690221e-02 9.85549222e-02
-2.24257161e-03 2.85380146e-01 -4.63907445e-01 -5.11620647e-01
3.30905463e-01]
[ -2.17146610e-01 -2.55195998e-01 -1.25458124e-01 -2.76218563e-01
-3.04972192e-01 -9.14005439e-02 1.94194909e-01 4.18183882e-02
2.98500223e-01 4.63548899e-02 -3.48787702e-01 -7.17019261e-01
5.37898462e-01]
[ -8.26271566e-03 -1.91598980e-01 2.58648207e-02 -2.63191461e-01
-1.68703568e-01 1.68037341e-01 1.68598367e-01 2.28826509e-01
-3.17410668e-02 2.19338188e-01 -1.33150306e-01 -6.95783155e-01
5.63785616e-01]
[ 6.92638246e-03 -4.82926699e-02 -1.19927635e-01 -8.58103818e-02
-1.76850894e-01 -4.49583239e-02 2.58532979e-01 1.46088921e-01
2.40610070e-01 3.56205566e-01 -4.07075092e-01 -5.82929924e-01
5.85212009e-01]
[ -7.88787466e-02 -2.79994373e-01 6.21830825e-02 -3.30802927e-01
-1.43714028e-01 1.19210490e-01 3.18052009e-01 1.02738665e-01
-7.85959067e-02 1.42146198e-01 -4.89027583e-01 -6.02164113e-01
6.73507407e-01]
[ 1.23442769e-01 -8.22723562e-02 1.65178792e-02 -1.22044659e-01
-7.18848472e-02 -1.59110621e-02 1.84880602e-01 2.96841029e-01
3.53945274e-01 2.15095030e-01 -4.68235719e-01 -4.59784680e-01
3.38339652e-01]
[ -9.00666990e-03 -1.25076819e-01 1.81429423e-02 3.62501266e-02
-7.99040144e-02 -2.83206401e-01 5.24312769e-03 2.66486758e-01
-3.88697626e-02 4.93874287e-02 -2.07204845e-01 -5.25667071e-01
1.86931928e-01]
[ 7.73116878e-02 1.29411261e-01 -4.10709283e-03 7.77820057e-02
-7.91535187e-02 -5.90623112e-02 -2.17957984e-01 -2.20361823e-01
-3.02489246e-01 -1.92623060e-01 -1.51092239e-01 3.33882600e-01
-1.64076673e-01]
[ 3.76716564e-02 -7.04872611e-02 1.34667524e-01 1.84138748e-01
2.62729674e-01 8.83627421e-03 -4.19677037e-01 -4.02180374e-01
-1.34767922e-01 -5.58146530e-01 1.84077873e-01 9.99517348e-01
-4.37194746e-01]
[ 3.57307828e-02 8.02929732e-02 -2.10381717e-01 3.32462163e-02
2.95659844e-02 -3.80820141e-04 -1.50567705e-01 -3.21483647e-01
-2.85124782e-01 -1.67287433e-01 -5.47836016e-02 -3.79615794e-02
-1.63003901e-01]
[ -5.39765498e-02 -2.20203750e-01 6.85554929e-02 8.91192943e-02
-1.36425432e-01 -1.33929742e-01 6.25804169e-02 2.34003975e-02
1.03423930e-01 -3.36193646e-01 -3.05417173e-01 -2.91576161e-01
6.74384242e-02]
[ 1.72709731e-02 -2.74574813e-01 6.50399804e-02 -2.17079593e-01
-1.92669757e-01 -2.30617760e-01 -2.43325114e-01 9.23881618e-02
1.04660946e-02 1.64806431e-01 -1.56263468e-01 3.15481119e-02
-3.07443320e-02]
[ 1.74409624e-01 5.33862078e-02 -1.02819563e-01 -1.89420694e-01
-5.43131049e-02 -1.01102526e-01 -1.79649960e-01 6.07556760e-02
-1.88514260e-01 -2.08217993e-01 -1.59527837e-01 9.51501097e-02
-1.07037409e-01]
[ -1.70641804e-01 -1.88247557e-01 -1.04877377e-01 -1.82342374e-01
-5.60605004e-02 2.73214734e-02 -1.67160105e-01 -1.32165764e-01
-1.25897641e-01 5.36214460e-02 -2.12419637e-01 -5.07733850e-02
-2.04220204e-01]
[ -3.20427706e-02 -2.21569612e-01 -1.52833222e-01 -1.93789520e-01
-5.99039709e-02 4.47435995e-02 -8.20610210e-03 4.44947768e-02
-2.03076805e-01 -2.06358663e-01 -6.46637665e-02 -2.21783430e-01
-1.40984050e-02]
[ 1.17082899e-01 6.59006476e-02 -1.80841632e-03 -1.53260623e-01
-3.32944558e-01 8.51234600e-03 -1.22020542e-01 -2.02366198e-01
-3.00272131e-01 1.12661030e-01 -1.24932469e-01 -1.42111155e-01
-9.02858052e-03]
[ -6.33683084e-02 -8.43830098e-03 -2.83084050e-01 -2.64385577e-03
6.64923232e-02 1.56283675e-01 -2.24245568e-01 -1.61258680e-01
-5.33504066e-02 -4.79860530e-02 1.45516143e-01 3.99402282e-01
-2.52556984e-02]
[ 1.03068775e-01 3.55520609e-01 -2.08395493e-01 5.91600474e-01
1.15055730e-01 -1.54581772e-03 -2.37638001e-01 -4.00884508e-01
-2.55150363e-01 -4.24141308e-01 6.18678404e-01 9.40709493e-01
-5.75029831e-01]
[ -3.31552628e-02 1.82141603e-01 4.32060564e-02 1.33287550e-01
-6.75923834e-03 -6.96520597e-02 -2.53092793e-01 -3.61135833e-01
-2.62830659e-01 -2.77189263e-01 3.61257693e-01 9.51710120e-01
-4.76976878e-01]
[ -5.16808614e-02 -1.14671913e-01 -1.63121959e-01 2.80346942e-01
-1.61219923e-01 2.34066236e-01 -1.06289261e-01 -2.74783173e-01
-2.62608736e-01 -5.12580376e-01 1.74688726e-01 3.96104993e-01
-2.88405026e-01]
[ 7.88717111e-02 -3.81375931e-01 -5.19578743e-02 -3.80137571e-02
-1.09775012e-01 2.00631894e-01 8.43498243e-02 1.67991466e-01
-1.55920586e-01 -4.35730550e-02 -7.82075415e-02 2.74975023e-01
-1.51812374e-01]
[ 2.03768228e-01 -2.90437452e-01 -1.22870467e-01 -8.86601840e-02
-2.05987982e-01 1.22450966e-01 2.33811456e-02 -1.57118676e-01
-3.70990673e-02 -1.23647441e-01 -1.29676807e-01 -1.95539986e-01
-7.48801213e-02]
[ -1.34841026e-01 -8.00974876e-02 3.86214341e-02 -2.50926859e-01
-5.63292923e-02 -1.40816852e-01 5.46192940e-02 -1.69789021e-02
-6.76303840e-02 -1.39924767e-02 -2.98372852e-01 -4.07448206e-01
-2.24734030e-02]
[ -1.39979199e-01 -1.31713161e-01 -6.96047988e-02 -2.32424327e-01
-3.41520877e-01 -2.87612322e-01 1.26732497e-01 8.37196164e-02
5.75457126e-03 6.51350475e-02 -1.78905982e-01 -5.90657998e-01
-5.84198709e-02]
[ -1.66243076e-01 -2.22521296e-01 -2.96545533e-01 -2.94220120e-01
-2.65966131e-01 -2.07509115e-01 -3.13425912e-01 1.53096378e-01
-2.87196246e-02 -2.80955654e-01 -2.69931803e-01 -2.17942526e-01
-1.99675849e-01]
[ -1.07484486e-01 1.13438196e-01 2.56612571e-02 -3.00874148e-02
-2.18939889e-01 -1.68451890e-01 -8.31449714e-02 1.12775099e-02
-8.19900415e-02 -1.87421934e-01 -1.86832372e-01 -2.48933893e-01
-7.90987154e-02]
[ -3.48916152e-01 -1.34857993e-01 -2.69609004e-01 8.27246372e-02
-2.12664137e-01 -2.26233284e-01 -4.42809176e-02 -1.50399113e-01
6.82071393e-02 -6.47578092e-02 1.40450006e-02 -3.58295611e-01
7.14979740e-03]
[ -1.26775759e-01 -2.96681936e-02 -2.59022946e-01 1.48176264e-02
-2.12430810e-01 -2.76386888e-01 -3.93861172e-01 -9.71483767e-02
-5.79979374e-03 -3.00852269e-01 -2.49802994e-01 -3.12114874e-01
-9.82000581e-02]
[ -2.14642336e-01 -5.39045777e-01 -3.30802584e-01 -3.75855179e-01
-3.33596258e-01 -2.26059388e-01 5.45281416e-03 -3.10734435e-01
1.09695922e-01 -2.55364394e-01 -2.03741758e-01 -7.42508774e-02
-9.34877573e-02]
[ -2.12256427e-01 -2.96524971e-01 -3.12524141e-01 -1.40634218e-01
-9.51803160e-02 -1.46515015e-01 -1.05293818e-01 -1.74007531e-02
-2.05047223e-01 -5.04941488e-01 -2.29794600e-01 -8.78397659e-02
1.70378332e-02]
[ -1.22521118e-01 2.96419632e-02 -2.39135530e-01 -3.65299092e-01
-2.26902655e-01 -2.58196521e-01 -5.10820068e-02 -2.63137317e-01
4.04088992e-02 7.87226205e-03 -3.03093963e-01 -6.94759397e-02
-1.90757077e-01]]
Progress: 7.3% ... Training loss: 0.300 ... Validation loss: 0.539[[-0.02722251]
[ 0.32939713]
[-0.13942123]
[ 0.72314299]
[ 0.3013073 ]
[ 0.02052729]
[-0.87703129]
[-1.01525382]
[-0.74667339]
[-1.03233702]
[ 0.97139807]
[ 2.46413095]
[-1.54634689]]
[[ -5.33092993e-01 -5.41389935e-01 -5.73980024e-01 -2.56210572e-01
-3.39797724e-01 -5.86109673e-01 -4.77245411e-01 -4.17930757e-01
-6.21892663e-01 -5.08101931e-01 -1.31717208e-01 2.75546680e-01
-3.27415233e-01]
[ 6.05183207e-03 -1.40123610e-01 5.23827412e-02 -2.59140788e-02
-4.50046662e-02 5.91038034e-02 -1.12460806e-01 2.48505772e-01
-1.14672955e-01 -1.53022982e-01 -4.62738292e-02 -4.04959829e-02
1.23491077e-01]
[ -1.94158894e-01 1.40914113e-01 -1.55318053e-02 1.29240832e-01
1.23013529e-01 -1.11298595e-01 8.57585556e-02 -9.11726855e-02
1.89847722e-01 -9.11048346e-02 2.85818699e-01 7.61306713e-01
2.83248301e-01]
[ 1.77779060e-01 -2.77446630e-01 -2.67907328e-01 -6.80878173e-02
-3.34885732e-01 -3.21856784e-03 3.22091171e-02 -2.86858522e-01
1.88320763e-01 -2.90499888e-01 -2.27290518e-01 -3.35222447e-01
-8.57603049e-02]
[ 1.04243662e-01 6.92286992e-02 9.16686545e-02 1.42604962e-01
1.24903551e-02 7.34612355e-02 -7.36765257e-02 6.60102764e-02
-1.99223532e-02 1.38337021e-01 2.10150023e-01 1.77255173e-02
8.89572391e-02]
[ -4.83799892e-01 -5.63436845e-01 -6.09008753e-01 -5.19751375e-01
-5.64771481e-01 -5.61313666e-01 -3.08167741e-01 -2.09525794e-01
-4.28876580e-01 -2.92631358e-01 -3.75418948e-01 -5.44425407e-01
-2.66668769e-01]
[ -4.14360141e-01 -5.69565066e-01 -3.20535775e-01 -3.42650022e-01
-4.00803998e-01 -5.57270731e-01 -4.40116314e-01 -4.68379454e-01
-2.97907654e-01 -2.04163027e-01 -4.30564264e-01 -2.00977475e-01
-2.01744061e-01]
[ -3.15076890e-01 -3.69931960e-01 -4.52407699e-01 -2.79938466e-01
-3.22594135e-01 -4.10954606e-01 -1.69543469e-01 -9.80959647e-02
-2.16809099e-01 -3.47549393e-01 -2.39392755e-01 -4.28838841e-01
-1.14650309e-01]
[ -4.73003624e-01 -3.49013206e-01 -3.75841593e-01 -1.38226206e-01
-3.34962522e-01 -2.12600030e-01 -1.65842170e-01 -4.33189671e-01
-3.20858689e-01 -4.60672615e-01 -1.28955321e-01 -4.92149169e-02
-2.29868714e-01]
[ -9.45731660e-01 -9.26472083e-01 -9.67398967e-01 -7.88419441e-01
-1.00683173e+00 -9.74258780e-01 -6.62459510e-01 -6.36114989e-01
-7.67310698e-01 -5.47451333e-01 -7.63157566e-01 -5.02002899e-01
-3.28963441e-01]
[ -5.01708271e-01 -2.62367469e-01 -4.61426428e-01 -3.02025115e-01
-3.52410109e-01 -3.53585416e-01 -5.34232188e-01 -5.59593365e-01
-6.18079813e-01 -1.40955838e-01 -3.95756622e-01 -5.05881408e-01
-3.92492147e-01]
[ -1.17120587e-01 3.41465639e-02 -3.34666432e-01 -3.48235567e-01
-9.39109582e-02 -7.08325275e-02 -1.41452021e-01 -2.52767332e-01
-1.36588124e-01 1.45188106e-01 -2.99169861e-01 -3.86825222e-01
-2.07120761e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60865655e-01 -9.53792128e-02 1.59826057e-01 -2.14015683e-01
-1.15006680e-01 1.14552650e-01 -1.54036296e-01 -3.24582461e-02
-1.05480546e-01 2.36094157e-02 -7.99873107e-02 -1.74817645e-01
3.31632659e-02]
[ -8.14701511e-02 -2.56332759e-01 -1.78058512e-01 -2.75255426e-01
-4.76664924e-01 -8.40616193e-02 -2.84039640e-02 6.85678474e-03
-4.53602595e-02 1.81433763e-02 -1.55316253e-01 -1.93622130e-01
-2.18408023e-01]
[ -7.43648157e-02 3.18114556e-03 -2.43912312e-01 -2.38568770e-01
1.39859183e-01 -1.62521598e-01 -1.55516597e-01 4.46510605e-02
1.01188593e-02 -1.48716630e-02 -1.75423474e-01 -1.69667032e-02
6.32085029e-02]
[ 2.93809392e-02 -1.56553014e-01 -1.52295531e-01 -3.84586764e-02
-1.18178290e-01 -1.06674507e-01 6.80554191e-02 -1.73642675e-01
-4.64541048e-02 -5.08739711e-02 3.90964151e-03 -1.59739758e-01
5.14351835e-02]
[ -2.82869452e-01 -1.43225562e-01 -6.93736077e-02 -9.26751462e-02
-3.04195944e-01 -2.71536158e-01 -3.50785713e-01 6.97071996e-02
-2.87091035e-01 -1.98196210e-01 1.83029771e-01 8.60930765e-02
3.20161701e-01]
[ -2.14240923e-01 -1.31108436e-01 -7.67744912e-02 -7.54610869e-02
-8.24530990e-02 -1.14031243e-01 -4.13805721e-02 7.44573916e-02
-1.00440738e-01 4.36392895e-02 2.51744221e-02 -1.68541294e-01
4.70629290e-02]
[ -1.51769013e-01 -6.21201158e-02 -2.21629700e-01 -3.47116721e-01
-1.45375314e-01 -1.98513183e-01 -2.19565532e-01 -6.00150815e-02
2.08913706e-01 -1.60325649e-01 -2.96986498e-01 -2.94189149e-01
-8.31513461e-02]
[ -3.65394260e-01 -8.36404289e-02 -1.40722601e-01 -2.06066973e-01
-6.26187864e-02 -3.09891294e-01 8.81550250e-02 -2.31995854e-02
-9.14019265e-02 1.30954099e-01 -4.29661376e-02 -1.02680419e-01
-1.02275388e-01]
[ -1.68793819e-01 -1.55769460e-01 -4.46095410e-02 -1.32357486e-01
-1.35635743e-01 -2.92170470e-01 -9.43319613e-02 -9.83749750e-02
-2.91027029e-01 4.77791382e-02 1.97603604e-01 1.15848962e-01
-2.46692432e-01]
[ -1.37875320e-01 -1.81817029e-01 -1.10310271e-01 -2.85084033e-01
8.75218436e-02 -1.74437714e-02 -2.11141705e-01 -1.35445511e-01
9.45367530e-02 -9.35727258e-02 -1.84066004e-01 -1.78192216e-01
-3.04188833e-01]
[ -4.43234899e-02 -3.36220718e-02 -1.46543729e-01 -3.80803129e-02
-2.28327119e-01 6.34040895e-02 -8.27407259e-02 -3.52045154e-02
-2.30521565e-01 -6.59408472e-02 -6.56046955e-02 -3.03674672e-01
-1.50177910e-01]
[ -7.35273480e-02 3.88690455e-02 -1.30937545e-01 -2.78838418e-01
1.30233187e-01 2.12824615e-02 -2.47497501e-01 -1.97501889e-01
9.67559359e-02 -9.15557762e-02 -2.33309670e-01 -1.27886599e-01
-2.90399042e-01]
[ 8.42347990e-02 -3.14215790e-01 -7.96898051e-02 -4.15099702e-01
-2.21881202e-01 -8.74595341e-02 5.54508541e-02 9.89169295e-02
-1.81561778e-03 2.85929323e-01 -4.64324359e-01 -5.13626023e-01
3.32151065e-01]
[ -2.17130076e-01 -2.55640509e-01 -1.25330761e-01 -2.77618577e-01
-3.05363133e-01 -9.14471199e-02 1.96366695e-01 4.34022672e-02
3.00557620e-01 4.78159076e-02 -3.50434169e-01 -7.22200589e-01
5.42508112e-01]
[ -8.24374101e-03 -1.92078366e-01 2.60309208e-02 -2.64653307e-01
-1.69120671e-01 1.67991020e-01 1.70236032e-01 2.31097702e-01
-3.02645590e-02 2.21503590e-01 -1.35332097e-01 -7.01060519e-01
5.68693722e-01]
[ 6.91840718e-03 -4.81016286e-02 -1.19983866e-01 -8.53786681e-02
-1.76740957e-01 -4.49393861e-02 2.57980110e-01 1.45545199e-01
2.40114357e-01 3.55613632e-01 -4.06666807e-01 -5.82194148e-01
5.84196017e-01]
[ -7.88594851e-02 -2.80353419e-01 6.23461601e-02 -3.32004782e-01
-1.44087282e-01 1.19160175e-01 3.20200147e-01 1.05310798e-01
-7.73717678e-02 1.44443230e-01 -4.90558971e-01 -6.07402152e-01
6.78827244e-01]
[ 1.23456729e-01 -8.25741882e-02 1.66247572e-02 -1.23042543e-01
-7.21749412e-02 -1.59441769e-02 1.86080846e-01 2.98312403e-01
3.54991139e-01 2.16663246e-01 -4.69540874e-01 -4.62671796e-01
3.41001783e-01]
[ -8.99186182e-03 -1.25404199e-01 1.82829516e-02 3.51970422e-02
-8.02576854e-02 -2.83232065e-01 6.20769576e-03 2.69203177e-01
-3.80483167e-02 5.12705571e-02 -2.08701187e-01 -5.30022341e-01
1.90657266e-01]
[ 7.73101423e-02 1.29478006e-01 -4.09171560e-03 7.84070201e-02
-7.90806826e-02 -5.90574251e-02 -2.18729342e-01 -2.20162969e-01
-3.03233949e-01 -1.91884449e-01 -1.50942348e-01 3.36058990e-01
-1.65711923e-01]
[ 3.76900561e-02 -7.09733384e-02 1.34798337e-01 1.83240459e-01
2.62083999e-01 8.77041000e-03 -4.18807233e-01 -4.01064033e-01
-1.33492606e-01 -5.57145584e-01 1.82625949e-01 9.94849655e-01
-4.36365258e-01]
[ 3.57230825e-02 8.06745121e-02 -2.10466130e-01 3.42288015e-02
2.99436478e-02 -3.51793270e-04 -1.51463693e-01 -3.22148544e-01
-2.85855989e-01 -1.68202749e-01 -5.34612093e-02 -3.42635912e-02
-1.64951354e-01]
[ -5.39734856e-02 -2.20330393e-01 6.86306269e-02 8.85757452e-02
-1.36562308e-01 -1.33941493e-01 6.28368259e-02 2.41792199e-02
1.03763805e-01 -3.35742645e-01 -3.06083297e-01 -2.93189461e-01
6.85587960e-02]
[ 1.72920183e-02 -2.75493383e-01 6.53711916e-02 -2.19611958e-01
-1.93550971e-01 -2.30667380e-01 -2.41406127e-01 9.59305158e-02
1.26238442e-02 1.68531154e-01 -1.60385946e-01 1.98655013e-02
-2.36214161e-02]
[ 1.74408170e-01 5.35802543e-02 -1.02872750e-01 -1.89082693e-01
-5.41029916e-02 -1.01090372e-01 -1.79915674e-01 6.00631706e-02
-1.88819705e-01 -2.08626282e-01 -1.58839503e-01 9.73256038e-02
-1.07882200e-01]
[ -1.70641804e-01 -1.88247557e-01 -1.04877377e-01 -1.82342374e-01
-5.60605004e-02 2.73214734e-02 -1.67160105e-01 -1.32165764e-01
-1.25897641e-01 5.36214460e-02 -2.12419637e-01 -5.07733850e-02
-2.04220204e-01]
[ -3.20504489e-02 -2.21533665e-01 -1.52818079e-01 -1.93977754e-01
-5.99455492e-02 4.47516737e-02 -8.36024737e-03 4.43952967e-02
-2.03217892e-01 -2.06196956e-01 -6.50823444e-02 -2.22800802e-01
-1.40103399e-02]
[ 1.17077532e-01 6.59661839e-02 -1.87060684e-03 -1.53277289e-01
-3.32965838e-01 8.52786228e-03 -1.21825503e-01 -2.02766211e-01
-3.00025171e-01 1.12237555e-01 -1.25210675e-01 -1.41952140e-01
-8.86568858e-03]
[ -6.33783104e-02 -7.88326568e-03 -2.83189125e-01 -1.47009381e-03
6.70042824e-02 1.56317392e-01 -2.25425356e-01 -1.62562338e-01
-5.46362425e-02 -4.95249890e-02 1.47340894e-01 4.04491924e-01
-2.79283016e-02]
[ 1.03060293e-01 3.56066081e-01 -2.08551972e-01 5.93084944e-01
1.15655906e-01 -1.52001795e-03 -2.39129011e-01 -4.01281200e-01
-2.56543881e-01 -4.25031069e-01 6.20831688e-01 9.43534506e-01
-5.78281622e-01]
[ -3.31268602e-02 1.81067360e-01 4.34358369e-02 1.31395892e-01
-7.61832078e-03 -6.97102011e-02 -2.50838069e-01 -3.58876576e-01
-2.61130186e-01 -2.74216724e-01 3.57454822e-01 9.42277506e-01
-4.73232847e-01]
[ -5.16649803e-02 -1.15106367e-01 -1.62992134e-01 2.78876891e-01
-1.61623493e-01 2.34016206e-01 -1.04778613e-01 -2.73141070e-01
-2.61381772e-01 -5.11190745e-01 1.72590915e-01 3.89920878e-01
-2.85285408e-01]
[ 7.88666371e-02 -3.81195319e-01 -5.20261252e-02 -3.74681960e-02
-1.09591207e-01 2.00646431e-01 8.38836383e-02 1.67160577e-01
-1.56317248e-01 -4.43264946e-02 -7.73995551e-02 2.77195523e-01
-1.53180817e-01]
[ 2.03779562e-01 -2.90793527e-01 -1.22743992e-01 -8.95426937e-02
-2.06353928e-01 1.22419709e-01 2.44375457e-02 -1.55307075e-01
-3.63822883e-02 -1.21880697e-01 -1.31426114e-01 -2.00523642e-01
-7.20882565e-02]
[ -1.34824522e-01 -8.07028970e-02 3.88443688e-02 -2.52414141e-01
-5.68647410e-02 -1.40867489e-01 5.63709875e-02 -1.46299641e-02
-6.65031575e-02 -1.18918331e-02 -3.00608541e-01 -4.14408042e-01
-1.85726240e-02]
[ -1.39972591e-01 -1.32007476e-01 -6.95002178e-02 -2.33223298e-01
-3.41768379e-01 -2.87626350e-01 1.27356385e-01 8.48863430e-02
6.22863969e-03 6.64748378e-02 -1.80214334e-01 -5.94154156e-01
-5.63380674e-02]
[ -1.66183078e-01 -2.23811116e-01 -2.96080648e-01 -2.98877320e-01
-2.67422312e-01 -2.07653641e-01 -3.09294918e-01 1.60505971e-01
-2.57213905e-02 -2.75727078e-01 -2.76978246e-01 -2.39831120e-01
-1.90279721e-01]
[ -1.07485868e-01 1.13161707e-01 2.58053998e-02 -3.02800095e-02
-2.19111323e-01 -1.68461363e-01 -8.26624778e-02 1.29948344e-02
-8.18408532e-02 -1.85648242e-01 -1.87515751e-01 -2.52751737e-01
-7.71034776e-02]
[ -3.48889112e-01 -1.35629272e-01 -2.69248074e-01 7.99827994e-02
-2.13361734e-01 -2.26296607e-01 -4.23091743e-02 -1.47129370e-01
7.04093376e-02 -6.09973799e-02 9.94756101e-03 -3.68255782e-01
1.37944977e-02]
[ -1.26738032e-01 -3.07690198e-02 -2.58609605e-01 1.14550202e-02
-2.13531731e-01 -2.76481683e-01 -3.89666001e-01 -9.14956604e-02
-1.81816847e-03 -2.95334777e-01 -2.55090043e-01 -3.25962423e-01
-8.52050158e-02]
[ -2.14647378e-01 -5.38665367e-01 -3.30840745e-01 -3.74764863e-01
-3.33342471e-01 -2.26052266e-01 5.50763908e-03 -3.10023310e-01
1.09195672e-01 -2.54617947e-01 -2.02889405e-01 -7.50381997e-02
-9.30924796e-02]
[ -2.12247025e-01 -2.96723532e-01 -3.12488821e-01 -1.40959165e-01
-9.53575087e-02 -1.46544773e-01 -1.04554012e-01 -1.66266956e-02
-2.04450948e-01 -5.04118199e-01 -2.30016857e-01 -8.54822036e-02
1.79823808e-02]
[ -1.22495374e-01 2.88453015e-02 -2.39006846e-01 -3.66610012e-01
-2.27559684e-01 -2.58240695e-01 -4.92922718e-02 -2.61761729e-01
4.18051764e-02 1.00714953e-02 -3.05964224e-01 -7.74340531e-02
-1.88431842e-01]]
Progress: 7.4% ... Training loss: 0.316 ... Validation loss: 0.576[[-0.01795297]
[ 0.33703398]
[-0.13267907]
[ 0.73105109]
[ 0.30756713]
[ 0.02941804]
[-0.86120594]
[-0.99748291]
[-0.73309827]
[-1.01698334]
[ 0.97557949]
[ 2.4665519 ]
[-1.53001791]]
[[ -5.33048069e-01 -5.41342289e-01 -5.73776929e-01 -2.57549216e-01
-3.39997605e-01 -5.86135367e-01 -4.76861811e-01 -4.20377930e-01
-6.20767983e-01 -5.08180064e-01 -1.33442492e-01 2.73675563e-01
-3.24868756e-01]
[ 6.05377532e-03 -1.40213196e-01 5.24172824e-02 -2.61161228e-02
-4.50730819e-02 5.91038003e-02 -1.12092344e-01 2.48894475e-01
-1.14433105e-01 -1.52651755e-01 -4.66810018e-02 -4.23866955e-02
1.24448387e-01]
[ -1.93868059e-01 1.38071817e-01 -1.40183207e-02 1.21628587e-01
1.20238209e-01 -1.11504190e-01 9.32319215e-02 -8.01606028e-02
1.95017688e-01 -7.73067342e-02 2.75992538e-01 7.44269279e-01
3.01808488e-01]
[ 1.77746273e-01 -2.77771149e-01 -2.68103829e-01 -6.89694152e-02
-3.34982342e-01 -3.17573155e-03 3.11251906e-02 -2.84668525e-01
1.87667069e-01 -2.89637822e-01 -2.29561196e-01 -3.46800146e-01
-8.48910352e-02]
[ 1.04610310e-01 6.39802223e-02 9.33686081e-02 1.30862669e-01
7.91120359e-03 7.31791213e-02 -5.84712276e-02 8.31534197e-02
-7.88433272e-03 1.57568530e-01 1.92513400e-01 -3.64617968e-02
1.22371772e-01]
[ -4.83861459e-01 -5.62803681e-01 -6.09274719e-01 -5.18209218e-01
-5.63984564e-01 -5.61273631e-01 -3.12283589e-01 -2.15608506e-01
-4.31323179e-01 -2.98215515e-01 -3.72568302e-01 -5.33318199e-01
-2.76911793e-01]
[ -4.14327280e-01 -5.70295637e-01 -3.20259318e-01 -3.45751712e-01
-4.01595225e-01 -5.57294103e-01 -4.38213032e-01 -4.65989245e-01
-2.96295416e-01 -2.01927461e-01 -4.36003986e-01 -2.17792571e-01
-1.94484293e-01]
[ -3.15152190e-01 -3.68528863e-01 -4.52837481e-01 -2.75679008e-01
-3.21387780e-01 -4.10894519e-01 -1.74709419e-01 -1.04718634e-01
-2.21114134e-01 -3.52321052e-01 -2.33573576e-01 -4.13206485e-01
-1.26297992e-01]
[ -4.73096860e-01 -3.47876802e-01 -3.76276791e-01 -1.36049991e-01
-3.34170749e-01 -2.12526619e-01 -1.68102685e-01 -4.36211335e-01
-3.22643904e-01 -4.64167913e-01 -1.26256169e-01 -4.18684437e-02
-2.33175391e-01]
[ -9.45951333e-01 -9.22988726e-01 -9.68522220e-01 -7.80590437e-01
-1.00394526e+00 -9.74089964e-01 -6.73132536e-01 -6.51337791e-01
-7.75554049e-01 -5.60235973e-01 -7.52452646e-01 -4.70640332e-01
-3.52211583e-01]
[ -5.01726414e-01 -2.62677008e-01 -4.61389532e-01 -3.03179337e-01
-3.52717608e-01 -3.53571752e-01 -5.33528912e-01 -5.59353342e-01
-6.16945647e-01 -1.41106688e-01 -3.97642582e-01 -5.11711147e-01
-3.88791850e-01]
[ -1.17080010e-01 3.34148382e-02 -3.34434563e-01 -3.50034208e-01
-9.44961055e-02 -7.08648487e-02 -1.41121303e-01 -2.51121388e-01
-1.36403550e-01 1.46508048e-01 -3.02059567e-01 -3.95087108e-01
-2.05510532e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60906192e-01 -9.49821041e-02 1.59584829e-01 -2.13057603e-01
-1.14607122e-01 1.14588899e-01 -1.55374983e-01 -3.52543999e-02
-1.06442616e-01 2.10389625e-02 -7.86960353e-02 -1.72817498e-01
2.98439947e-02]
[ -8.14953651e-02 -2.56086915e-01 -1.78179508e-01 -2.74662193e-01
-4.76463812e-01 -8.40426521e-02 -2.94487245e-02 5.71235019e-03
-4.59382948e-02 1.67465431e-02 -1.54453747e-01 -1.91320334e-01
-2.20090645e-01]
[ -7.43955607e-02 3.62172763e-03 -2.43987481e-01 -2.37556230e-01
1.40501100e-01 -1.62513529e-01 -1.58321921e-01 4.06906991e-02
8.33786898e-03 -1.84780899e-02 -1.73437815e-01 -6.01305849e-03
5.52575193e-02]
[ 2.93854308e-02 -1.56663777e-01 -1.52265010e-01 -3.93295027e-02
-1.18270537e-01 -1.06677447e-01 6.83653581e-02 -1.73101414e-01
-4.62027876e-02 -5.02817580e-02 2.20690379e-03 -1.65700410e-01
5.31914048e-02]
[ -2.82869558e-01 -1.43563351e-01 -6.92562764e-02 -9.37032186e-02
-3.04561888e-01 -2.71540684e-01 -3.50463313e-01 7.04282780e-02
-2.87069081e-01 -1.97673169e-01 1.81157104e-01 8.34859604e-02
3.22108910e-01]
[ -2.14210673e-01 -1.31525895e-01 -7.66006713e-02 -7.70225097e-02
-8.29619117e-02 -1.14049586e-01 -4.01070035e-02 7.59641678e-02
-9.92411258e-02 4.53029609e-02 2.28407774e-02 -1.79046691e-01
5.14145295e-02]
[ -1.51812420e-01 -6.13483741e-02 -2.21858862e-01 -3.44835715e-01
-1.44682506e-01 -1.98479707e-01 -2.22214082e-01 -6.31263079e-02
2.06376171e-01 -1.62177109e-01 -2.93582073e-01 -2.84474628e-01
-8.98170628e-02]
[ -3.65409794e-01 -8.30925889e-02 -1.40860503e-01 -2.04532772e-01
-6.22051358e-02 -3.09874651e-01 8.60526124e-02 -2.55181301e-02
-9.28792349e-02 1.28736243e-01 -4.08622829e-02 -9.63309615e-02
-1.06552667e-01]
[ -1.68803620e-01 -1.55735203e-01 -4.46269744e-02 -1.32149598e-01
-1.35572598e-01 -2.92160480e-01 -9.46037260e-02 -9.90574615e-02
-2.91264478e-01 4.75506934e-02 1.97706399e-01 1.15921744e-01
-2.46788837e-01]
[ -1.37868724e-01 -1.81906293e-01 -1.10274277e-01 -2.85623116e-01
8.73523944e-02 -1.74551174e-02 -2.10353100e-01 -1.34805547e-01
9.51634347e-02 -9.32420019e-02 -1.84701959e-01 -1.80511583e-01
-3.01976649e-01]
[ -4.43854136e-02 -3.27938870e-02 -1.46836429e-01 -3.61962565e-02
-2.27738810e-01 6.34543026e-02 -8.47107464e-02 -3.78671791e-02
-2.31811278e-01 -6.86687599e-02 -6.31917134e-02 -2.97731872e-01
-1.54308540e-01]
[ -7.35386593e-02 3.90008569e-02 -1.31035107e-01 -2.78433879e-01
1.30362957e-01 2.12961690e-02 -2.47649528e-01 -1.97571933e-01
9.65948629e-02 -9.16815864e-02 -2.32998909e-01 -1.26558273e-01
-2.90480963e-01]
[ 8.41811501e-02 -3.13721959e-01 -7.99292770e-02 -4.14198743e-01
-2.21443764e-01 -8.74230366e-02 5.39284767e-02 9.67668114e-02
-3.06079745e-03 2.83334456e-01 -4.63099868e-01 -5.11484657e-01
3.28686012e-01]
[ -2.17128328e-01 -2.55661579e-01 -1.25319151e-01 -2.77772220e-01
-3.05417446e-01 -9.14518453e-02 1.96373610e-01 4.33316954e-02
3.00648258e-01 4.78079870e-02 -3.50457428e-01 -7.22221583e-01
5.42529422e-01]
[ -8.23115158e-03 -1.92197623e-01 2.60898972e-02 -2.65111815e-01
-1.69300640e-01 1.67976676e-01 1.71066050e-01 2.31907111e-01
-2.96860258e-02 2.22054246e-01 -1.36014229e-01 -7.03398076e-01
5.70692025e-01]
[ 6.91068306e-03 -4.80181488e-02 -1.20001029e-01 -8.53236068e-02
-1.76729806e-01 -4.49332143e-02 2.57776038e-01 1.45534354e-01
2.39791219e-01 3.55544119e-01 -4.06676666e-01 -5.82851266e-01
5.84344524e-01]
[ -7.89115158e-02 -2.79979106e-01 6.21752071e-02 -3.31524258e-01
-1.43789745e-01 1.19195176e-01 3.18368855e-01 1.03821345e-01
-7.87027628e-02 1.42291535e-01 -4.90062731e-01 -6.07224609e-01
6.76123516e-01]
[ 1.23461938e-01 -8.26193423e-02 1.66488302e-02 -1.23126083e-01
-7.22281646e-02 -1.59468467e-02 1.86280716e-01 2.98708460e-01
3.55115533e-01 2.17127793e-01 -4.69741147e-01 -4.63516214e-01
3.41566270e-01]
[ -9.03328704e-03 -1.24832750e-01 1.80734392e-02 3.70309038e-02
-7.97353392e-02 -2.83208535e-01 3.51999305e-03 2.66000508e-01
-4.01615362e-02 4.87126168e-02 -2.06310208e-01 -5.24101264e-01
1.84819165e-01]
[ 7.73202281e-02 1.29241785e-01 -4.03976912e-03 7.78731036e-02
-7.92437654e-02 -5.90609895e-02 -2.18110730e-01 -2.19440041e-01
-3.02303159e-01 -1.91651922e-01 -1.51663196e-01 3.31884231e-01
-1.63801852e-01]
[ 3.76737640e-02 -7.09116245e-02 1.34764269e-01 1.83247377e-01
2.62043001e-01 8.78620385e-03 -4.18696779e-01 -4.01280964e-01
-1.33597493e-01 -5.56757991e-01 1.81877680e-01 9.91187503e-01
-4.34840189e-01]
[ 3.57263996e-02 8.05840460e-02 -2.10428728e-01 3.39794953e-02
2.98509520e-02 -3.54368421e-04 -1.51159297e-01 -3.21661232e-01
-2.85649448e-01 -1.67761538e-01 -5.41998128e-02 -3.66904147e-02
-1.63785042e-01]
[ -5.39985471e-02 -2.20084938e-01 6.84785322e-02 8.92061232e-02
-1.36315068e-01 -1.33922939e-01 6.20447832e-02 2.20668643e-02
1.03163560e-01 -3.37363081e-01 -3.05344942e-01 -2.91706893e-01
6.62466764e-02]
[ 1.72554101e-02 -2.75023167e-01 6.51330240e-02 -2.18292415e-01
-1.93118430e-01 -2.30644132e-01 -2.42917425e-01 9.34475629e-02
1.11769824e-02 1.65776413e-01 -1.57981213e-01 2.79020568e-02
-2.90692777e-02]
[ 1.74431449e-01 5.31765574e-02 -1.02722589e-01 -1.90500992e-01
-5.45380082e-02 -1.01100681e-01 -1.78500115e-01 6.21711507e-02
-1.87368165e-01 -2.06941899e-01 -1.61629757e-01 9.03331243e-02
-1.02929622e-01]
[ -1.70660295e-01 -1.88104566e-01 -1.04946297e-01 -1.81969364e-01
-5.59025512e-02 2.73376004e-02 -1.67665972e-01 -1.33099374e-01
-1.26300024e-01 5.26962932e-02 -2.11949353e-01 -4.98835164e-02
-2.05258022e-01]
[ -3.20636052e-02 -2.21489636e-01 -1.52755679e-01 -1.94728438e-01
-5.99137404e-02 4.47526503e-02 -8.97017493e-03 4.36400640e-02
-2.03575878e-01 -2.06786073e-01 -6.59910865e-02 -2.19718412e-01
-1.48201239e-02]
[ 1.17080084e-01 6.59639305e-02 -1.86862120e-03 -1.53369344e-01
-3.32967410e-01 8.52952249e-03 -1.21888825e-01 -2.02791470e-01
-2.99930566e-01 1.12240844e-01 -1.25337336e-01 -1.42462100e-01
-8.63054160e-03]
[ -6.34251349e-02 -6.84112647e-03 -2.83480634e-01 9.94261476e-04
6.79773976e-02 1.56365974e-01 -2.28309158e-01 -1.65909806e-01
-5.71639314e-02 -5.31279030e-02 1.51395936e-01 4.15287909e-01
-3.44634021e-02]
[ 1.03029599e-01 3.56695208e-01 -2.08729837e-01 5.94975387e-01
1.16205321e-01 -1.50226878e-03 -2.40009421e-01 -4.03158605e-01
-2.57089359e-01 -4.26899220e-01 6.23677974e-01 9.49394304e-01
-5.81243881e-01]
[ -3.30881399e-02 1.80483584e-01 4.35956028e-02 1.30223945e-01
-8.07532289e-03 -6.97360806e-02 -2.49530887e-01 -3.57458727e-01
-2.59943824e-01 -2.72562439e-01 3.55540354e-01 9.39277252e-01
-4.70817129e-01]
[ -5.16021155e-02 -1.15494007e-01 -1.62770995e-01 2.78378285e-01
-1.62049728e-01 2.33972285e-01 -1.04522482e-01 -2.72935892e-01
-2.61024905e-01 -5.08871179e-01 1.72174157e-01 3.90424907e-01
-2.85315370e-01]
[ 7.88644169e-02 -3.81174766e-01 -5.20366762e-02 -3.74117020e-02
-1.09561997e-01 2.00648780e-01 8.37721002e-02 1.67090339e-01
-1.56406678e-01 -4.44179930e-02 -7.73183258e-02 2.77536010e-01
-1.53326452e-01]
[ 2.03752437e-01 -2.90506565e-01 -1.22836042e-01 -8.88530370e-02
-2.06098618e-01 1.22437944e-01 2.31805662e-02 -1.56442261e-01
-3.74762534e-02 -1.23049865e-01 -1.30337505e-01 -1.96984319e-01
-7.43433714e-02]
[ -1.34830801e-01 -8.05596905e-02 3.87940393e-02 -2.51957304e-01
-5.66930494e-02 -1.40862946e-01 5.56084530e-02 -1.54914002e-02
-6.70722940e-02 -1.25102292e-02 -2.99907624e-01 -4.11451072e-01
-2.06556969e-02]
[ -1.39952618e-01 -1.32285313e-01 -6.93815098e-02 -2.34094694e-01
-3.41987208e-01 -2.87637220e-01 1.28291380e-01 8.61445245e-02
7.03435045e-03 6.77427382e-02 -1.81502121e-01 -5.97984663e-01
-5.35875736e-02]
[ -1.66165081e-01 -2.23788686e-01 -2.96161613e-01 -2.98762931e-01
-2.67226509e-01 -2.07649772e-01 -3.09459115e-01 1.58842023e-01
-2.53240805e-02 -2.76780081e-01 -2.75925631e-01 -2.41408310e-01
-1.91662351e-01]
[ -1.07569793e-01 1.14490751e-01 2.53879745e-02 -2.66548903e-02
-2.18014835e-01 -1.68392375e-01 -8.64068072e-02 8.77587877e-03
-8.49756056e-02 -1.88522952e-01 -1.82717639e-01 -2.37921914e-01
-8.49930930e-02]
[ -3.48964130e-01 -1.34652786e-01 -2.69526108e-01 8.22955242e-02
-2.12446497e-01 -2.26238334e-01 -4.61857402e-02 -1.51364254e-01
6.73636532e-02 -6.56237495e-02 1.25823140e-02 -3.61933405e-01
6.87801961e-03]
[ -1.26745764e-01 -3.06981648e-02 -2.58647910e-01 1.17551116e-02
-2.13467595e-01 -2.76483442e-01 -3.89316808e-01 -9.17909874e-02
-1.61914356e-03 -2.95487682e-01 -2.55024193e-01 -3.25283425e-01
-8.44405928e-02]
[ -2.14615220e-01 -5.39524438e-01 -3.30532406e-01 -3.76500110e-01
-3.34219889e-01 -2.26088692e-01 7.57012103e-03 -3.07040949e-01
1.10326158e-01 -2.51985985e-01 -2.06230885e-01 -8.42452256e-02
-8.70704151e-02]
[ -2.12266595e-01 -2.96534407e-01 -3.12569622e-01 -1.40704464e-01
-9.53168141e-02 -1.46534193e-01 -1.04814376e-01 -1.72513947e-02
-2.04637629e-01 -5.04542265e-01 -2.29886863e-01 -8.62464992e-02
1.78405705e-02]
[ -1.22556523e-01 2.95585233e-02 -2.39274142e-01 -3.66605649e-01
-2.27000807e-01 -2.58194064e-01 -5.32975227e-02 -2.67043112e-01
3.95208633e-02 4.95503731e-03 -3.05374813e-01 -7.04457974e-02
-1.96825412e-01]]
Progress: 7.5% ... Training loss: 0.307 ... Validation loss: 0.563[[ 0.00594768]
[ 0.36681118]
[-0.11166084]
[ 0.77303464]
[ 0.33843225]
[ 0.05082571]
[-0.82533416]
[-0.96080751]
[-0.69305805]
[-0.97944973]
[ 1.02989907]
[ 2.56177324]
[-1.47260695]]
[[ -5.33213209e-01 -5.36267877e-01 -5.75001449e-01 -2.43488529e-01
-3.34940519e-01 -5.85872677e-01 -4.89396280e-01 -4.35101425e-01
-6.32139171e-01 -5.22394357e-01 -1.09154924e-01 3.41859736e-01
-3.57707151e-01]
[ 6.05217882e-03 -1.40151618e-01 5.24059521e-02 -2.60040061e-02
-4.50169896e-02 5.91114702e-02 -1.12131112e-01 2.48818480e-01
-1.14349129e-01 -1.52718744e-01 -4.65519772e-02 -4.27641244e-02
1.24686444e-01]
[ -1.94130899e-01 1.45947550e-01 -1.62402118e-02 1.44662892e-01
1.28254475e-01 -1.11044171e-01 6.96231453e-02 -1.07134624e-01
1.75891096e-01 -1.01826954e-01 3.14295047e-01 8.48840439e-01
2.44365539e-01]
[ 1.77591000e-01 -2.75789165e-01 -2.68563595e-01 -6.41418006e-02
-3.33883875e-01 -2.98808542e-03 3.17510902e-02 -2.83908978e-01
1.85047504e-01 -2.91487971e-01 -2.28469101e-01 -3.48720813e-01
-8.01460767e-02]
[ 1.04537493e-01 6.22817551e-02 9.35238938e-02 1.27840612e-01
6.13416379e-03 7.32200604e-02 -6.01587372e-02 8.48211563e-02
-9.42811065e-03 1.55600213e-01 1.87361609e-01 -5.04682191e-02
1.19049416e-01]
[ -4.83876506e-01 -5.63118170e-01 -6.09122719e-01 -5.19299245e-01
-5.64336973e-01 -5.61283275e-01 -3.13095125e-01 -2.15719617e-01
-4.32386317e-01 -2.98347876e-01 -3.73679871e-01 -5.31777743e-01
-2.78621870e-01]
[ -4.14510361e-01 -5.66619880e-01 -3.21548458e-01 -3.33855522e-01
-3.97771936e-01 -5.57031332e-01 -4.49475815e-01 -4.79695542e-01
-3.07193397e-01 -2.18266762e-01 -4.17656415e-01 -1.72240690e-01
-2.25101685e-01]
[ -3.15255229e-01 -3.65092450e-01 -4.53816180e-01 -2.67674067e-01
-3.18023969e-01 -4.10705746e-01 -1.84192749e-01 -1.16789174e-01
-2.28364956e-01 -3.61831540e-01 -2.19505740e-01 -3.76628137e-01
-1.47442890e-01]
[ -4.73139126e-01 -3.46093771e-01 -3.76610834e-01 -1.32616597e-01
-3.32830037e-01 -2.12438676e-01 -1.70615782e-01 -4.38513520e-01
-3.25523110e-01 -4.67631736e-01 -1.20869289e-01 -2.95834936e-02
-2.37676788e-01]
[ -9.46133772e-01 -9.17145232e-01 -9.70250460e-01 -7.65946224e-01
-9.98019376e-01 -9.73790193e-01 -6.89253040e-01 -6.73650192e-01
-7.90165102e-01 -5.82231912e-01 -7.25167596e-01 -3.97551984e-01
-3.97003399e-01]
[ -5.01820011e-01 -2.61157848e-01 -4.61806834e-01 -2.98816130e-01
-3.51534163e-01 -3.53455091e-01 -5.37949340e-01 -5.62655683e-01
-6.20866798e-01 -1.45126021e-01 -3.92460793e-01 -4.98249347e-01
-3.96279333e-01]
[ -1.17147407e-01 3.46328963e-02 -3.34738904e-01 -3.46797130e-01
-9.34300345e-02 -7.07514376e-02 -1.44651117e-01 -2.53696780e-01
-1.39962494e-01 1.43077347e-01 -2.97835686e-01 -3.85681621e-01
-2.11204996e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60901246e-01 -9.50414689e-02 1.59581810e-01 -2.13509548e-01
-1.14737949e-01 1.14584166e-01 -1.55040812e-01 -3.49767779e-02
-1.06195228e-01 2.10506340e-02 -7.93807088e-02 -1.76008521e-01
2.99555106e-02]
[ -8.15034011e-02 -2.55926523e-01 -1.78239397e-01 -2.74303083e-01
-4.76326626e-01 -8.40287542e-02 -2.96769791e-02 5.25482436e-03
-4.62158718e-02 1.61066757e-02 -1.53827156e-01 -1.89847108e-01
-2.20110580e-01]
[ -7.44300081e-02 3.42157599e-03 -2.43837361e-01 -2.37770294e-01
1.40368950e-01 -1.62510931e-01 -1.60042363e-01 3.99849663e-02
6.37249731e-03 -1.89218767e-02 -1.73806658e-01 -4.32789150e-04
5.12340408e-02]
[ 2.93271686e-02 -1.55951261e-01 -1.52568765e-01 -3.73356590e-02
-1.17640232e-01 -1.06603814e-01 6.56724558e-02 -1.75660711e-01
-4.90188770e-02 -5.39170624e-02 4.78479896e-03 -1.59821292e-01
4.72647497e-02]
[ -2.82875046e-01 -1.43384177e-01 -6.92903318e-02 -9.25667083e-02
-3.04345429e-01 -2.71532198e-01 -3.51040222e-01 6.94893582e-02
-2.87901356e-01 -1.98243130e-01 1.83006738e-01 8.38496528e-02
3.20445956e-01]
[ -2.14311779e-01 -1.28665806e-01 -7.75618372e-02 -6.83879499e-02
-7.99923178e-02 -1.13882252e-01 -4.79363841e-02 6.52916592e-02
-1.05962073e-01 3.31741873e-02 3.74408851e-02 -1.38968302e-01
2.83091876e-02]
[ -1.51841527e-01 -6.07718763e-02 -2.22003337e-01 -3.43437307e-01
-1.44062958e-01 -1.98436331e-01 -2.24461274e-01 -6.64124440e-02
2.04062971e-01 -1.63891547e-01 -2.90924540e-01 -2.73225152e-01
-9.59385695e-02]
[ -3.65465188e-01 -8.09410914e-02 -1.41507425e-01 -1.99263572e-01
-6.00514102e-02 -3.09764147e-01 7.96712548e-02 -3.25710671e-02
-9.73637467e-02 1.22414697e-01 -3.19393604e-02 -7.65038998e-02
-1.19605556e-01]
[ -1.68807176e-01 -1.55495905e-01 -4.46650070e-02 -1.32014347e-01
-1.35395651e-01 -2.92152404e-01 -9.40130842e-02 -9.87189697e-02
-2.90773551e-01 4.80924830e-02 1.97973129e-01 1.16077883e-01
-2.44781388e-01]
[ -1.37925547e-01 -1.80217203e-01 -1.10618629e-01 -2.81450982e-01
8.87763549e-02 -1.73419488e-02 -2.14021606e-01 -1.37733107e-01
9.16030103e-02 -9.67540356e-02 -1.78706464e-01 -1.64818197e-01
-3.08061784e-01]
[ -4.43714009e-02 -3.27736596e-02 -1.46803646e-01 -3.65767565e-02
-2.27792518e-01 6.34358755e-02 -8.42960712e-02 -3.74640601e-02
-2.31409814e-01 -6.86507048e-02 -6.34493648e-02 -2.99012774e-01
-1.53781221e-01]
[ -7.35488315e-02 3.92523042e-02 -1.31132228e-01 -2.78241888e-01
1.30527322e-01 2.13080983e-02 -2.47714815e-01 -1.98180682e-01
9.63343316e-02 -9.27333654e-02 -2.32493930e-01 -1.26431469e-01
-2.91103115e-01]
[ 8.42012314e-02 -3.13942883e-01 -7.98283656e-02 -4.15200970e-01
-2.21695138e-01 -8.74487974e-02 5.51302226e-02 9.80050042e-02
-2.11540547e-03 2.84674763e-01 -4.64283242e-01 -5.15486023e-01
3.31951654e-01]
[ -2.17128429e-01 -2.55723114e-01 -1.25300461e-01 -2.78023698e-01
-3.05493068e-01 -9.14541788e-02 1.96870971e-01 4.38193329e-02
3.00918966e-01 4.81693939e-02 -3.50974075e-01 -7.23722068e-01
5.43641873e-01]
[ -8.23451797e-03 -1.92122007e-01 2.60628277e-02 -2.65058002e-01
-1.69241717e-01 1.67986576e-01 1.70949193e-01 2.31692413e-01
-2.97998883e-02 2.21829431e-01 -1.35898985e-01 -7.03698421e-01
5.70748328e-01]
[ 6.90575551e-03 -4.79359371e-02 -1.20040644e-01 -8.51611953e-02
-1.76684321e-01 -4.49246422e-02 2.57650865e-01 1.45416976e-01
2.39564676e-01 3.55165591e-01 -4.06466789e-01 -5.82971945e-01
5.84318804e-01]
[ -7.88981494e-02 -2.80120974e-01 6.22471002e-02 -3.32049756e-01
-1.43956086e-01 1.19174970e-01 3.19557549e-01 1.04961420e-01
-7.79633846e-02 1.43231671e-01 -4.90690843e-01 -6.09710984e-01
6.78794178e-01]
[ 1.23454615e-01 -8.25444711e-02 1.66057910e-02 -1.22978064e-01
-7.21624616e-02 -1.59356378e-02 1.85987345e-01 2.98241031e-01
3.54906866e-01 2.16583462e-01 -4.69562675e-01 -4.63571816e-01
3.41108369e-01]
[ -9.05343420e-03 -1.24603091e-01 1.79737899e-02 3.77277250e-02
-7.94947805e-02 -2.83182449e-01 2.52406580e-03 2.64893991e-01
-4.10732088e-02 4.75340658e-02 -2.05575093e-01 -5.22890976e-01
1.82894687e-01]
[ 7.73207248e-02 1.29351089e-01 -4.05350317e-03 7.82108364e-02
-7.91248262e-02 -5.90439329e-02 -2.17727297e-01 -2.19200956e-01
-3.01938426e-01 -1.91230804e-01 -1.51653431e-01 3.28425218e-01
-1.62024281e-01]
[ 3.76824982e-02 -7.07609497e-02 1.34760480e-01 1.83346874e-01
2.62175325e-01 8.76897688e-03 -4.18822414e-01 -4.01142086e-01
-1.33777483e-01 -5.56813999e-01 1.82329581e-01 9.92111902e-01
-4.35132406e-01]
[ 3.56984605e-02 8.10712884e-02 -2.10562097e-01 3.52678987e-02
3.02785869e-02 -3.12594548e-04 -1.52214007e-01 -3.22909900e-01
-2.86644120e-01 -1.69231113e-01 -5.26314570e-02 -3.28095158e-02
-1.66536465e-01]
[ -5.40030783e-02 -2.20024816e-01 6.84623803e-02 8.93063370e-02
-1.36274148e-01 -1.33919080e-01 6.17966700e-02 2.17922613e-02
1.02926955e-01 -3.37646146e-01 -3.05240164e-01 -2.91362893e-01
6.57778519e-02]
[ 1.71919780e-02 -2.74052170e-01 6.46731532e-02 -2.15777968e-01
-1.92212468e-01 -2.30561656e-01 -2.45659205e-01 8.88733937e-02
7.85396220e-03 1.60995340e-01 -1.54359506e-01 3.91067549e-02
-3.69898787e-02]
[ 1.74409738e-01 5.36585907e-02 -1.02799441e-01 -1.89808520e-01
-5.41381276e-02 -1.01084606e-01 -1.79942230e-01 6.01988109e-02
-1.88503976e-01 -2.08759489e-01 -1.60085203e-01 9.93842735e-02
-1.07030302e-01]
[ -1.70660355e-01 -1.88112950e-01 -1.04977578e-01 -1.81939237e-01
-5.57908999e-02 2.73357241e-02 -1.67833344e-01 -1.34470227e-01
-1.26461223e-01 5.17710124e-02 -2.11546596e-01 -4.60499147e-02
-2.06818350e-01]
[ -3.21677952e-02 -2.18631221e-01 -1.53686344e-01 -1.87985321e-01
-5.69828135e-02 4.49284692e-02 -1.85995306e-02 3.13952660e-02
-2.11020032e-01 -2.18424961e-01 -5.37560911e-02 -1.81098536e-01
-3.86287932e-02]
[ 1.17054357e-01 6.65368839e-02 -2.06633862e-03 -1.52316678e-01
-3.32550098e-01 8.57479031e-03 -1.22900642e-01 -2.05078218e-01
-3.00717348e-01 1.10118977e-01 -1.23502062e-01 -1.39270503e-01
-1.19445439e-02]
[ -6.34337897e-02 -6.54306761e-03 -2.83559840e-01 1.53037829e-03
6.82673951e-02 1.56388115e-01 -2.29024871e-01 -1.66649524e-01
-5.78300095e-02 -5.40791897e-02 1.52352079e-01 4.18031640e-01
-3.60054312e-02]
[ 1.02959608e-01 3.58717484e-01 -2.09085237e-01 6.02711312e-01
1.18110961e-01 -1.38389164e-03 -2.45607223e-01 -4.06129465e-01
-2.62569350e-01 -4.30971080e-01 6.35199689e-01 9.73970093e-01
-5.93535914e-01]
[ -3.30944883e-02 1.80679175e-01 4.35402842e-02 1.31148554e-01
-7.81337068e-03 -6.97257017e-02 -2.51115994e-01 -3.58062189e-01
-2.61057418e-01 -2.73234008e-01 3.57772597e-01 9.42379637e-01
-4.73671728e-01]
[ -5.16010216e-02 -1.15530626e-01 -1.62748478e-01 2.78332992e-01
-1.62079418e-01 2.33965526e-01 -1.04501640e-01 -2.72905641e-01
-2.60991950e-01 -5.08797554e-01 1.72134717e-01 3.90202736e-01
-2.85279045e-01]
[ 7.88605808e-02 -3.81148260e-01 -5.20263305e-02 -3.73377135e-02
-1.09561380e-01 2.00649911e-01 8.36377698e-02 1.67193056e-01
-1.56624305e-01 -4.43525072e-02 -7.72687052e-02 2.77654225e-01
-1.53519561e-01]
[ 2.03753155e-01 -2.90534742e-01 -1.22819975e-01 -8.88890028e-02
-2.06066127e-01 1.22432681e-01 2.30771052e-02 -1.56432961e-01
-3.76627884e-02 -1.22931859e-01 -1.30381885e-01 -1.95673649e-01
-7.47642454e-02]
[ -1.34847017e-01 -8.02028552e-02 3.86799420e-02 -2.51087329e-01
-5.64101551e-02 -1.40841768e-01 5.45156322e-02 -1.66869296e-02
-6.80680520e-02 -1.38526932e-02 -2.98730110e-01 -4.08468481e-01
-2.31671045e-02]
[ -1.39952039e-01 -1.32260462e-01 -6.93949932e-02 -2.34050090e-01
-3.41958590e-01 -2.87639253e-01 1.28110018e-01 8.59560260e-02
6.97259924e-03 6.74334324e-02 -1.81349479e-01 -5.96976879e-01
-5.40413991e-02]
[ -1.66285559e-01 -2.21467729e-01 -2.97064079e-01 -2.92799782e-01
-2.64981664e-01 -2.07470456e-01 -3.16627059e-01 1.46898297e-01
-3.28097221e-02 -2.87248011e-01 -2.66076014e-01 -2.08594045e-01
-2.13003541e-01]
[ -1.07566338e-01 1.14828448e-01 2.53793053e-02 -2.60842958e-02
-2.17708442e-01 -1.68393749e-01 -8.66785396e-02 9.07711546e-03
-8.51685949e-02 -1.87858681e-01 -1.81972762e-01 -2.35370745e-01
-8.37961379e-02]
[ -3.49082814e-01 -1.31121264e-01 -2.70390826e-01 9.20608516e-02
-2.09321091e-01 -2.26011628e-01 -5.48382849e-02 -1.59241193e-01
5.98032698e-02 -7.44112209e-02 2.64382150e-02 -3.29644109e-01
-9.94006966e-03]
[ -1.26754343e-01 -3.05668650e-02 -2.58679361e-01 1.21047901e-02
-2.13379349e-01 -2.76474910e-01 -3.89555828e-01 -9.15863962e-02
-2.15420707e-03 -2.95633281e-01 -2.54863008e-01 -3.24273030e-01
-8.49151649e-02]
[ -2.14614934e-01 -5.39620694e-01 -3.30473315e-01 -3.75443492e-01
-3.34124639e-01 -2.26113044e-01 6.19530388e-03 -3.07177154e-01
1.09041253e-01 -2.52398385e-01 -2.03192815e-01 -8.27524707e-02
-9.10581384e-02]
[ -2.12262844e-01 -2.96178500e-01 -3.12617565e-01 -1.40109490e-01
-9.49889117e-02 -1.46542478e-01 -1.05024431e-01 -1.80095956e-02
-2.04600895e-01 -5.05421706e-01 -2.28342645e-01 -8.33785024e-02
1.66486216e-02]
[ -1.22659707e-01 3.15581091e-02 -2.39927868e-01 -3.62661492e-01
-2.25013446e-01 -2.58044764e-01 -5.94521566e-02 -2.75024003e-01
3.44519637e-02 -4.46236440e-03 -2.97877962e-01 -4.75160395e-02
-2.12182607e-01]]
Progress: 7.5% ... Training loss: 0.345 ... Validation loss: 0.526[[-0.01471239]
[ 0.33982361]
[-0.13349452]
[ 0.74247468]
[ 0.31306556]
[ 0.02896373]
[-0.86234402]
[-0.99857233]
[-0.73102172]
[-1.01473129]
[ 0.99478801]
[ 2.50750201]
[-1.53224774]]
[[ -5.33246165e-01 -5.38202832e-01 -5.74353159e-01 -2.48775362e-01
-3.37066278e-01 -5.86139478e-01 -4.81306351e-01 -4.24327937e-01
-6.24162160e-01 -5.12206573e-01 -1.17910857e-01 3.13145663e-01
-3.34494038e-01]
[ 6.05130455e-03 -1.40200982e-01 5.24220058e-02 -2.61021130e-02
-4.50541399e-02 5.91030601e-02 -1.12024510e-01 2.48975945e-01
-1.14278417e-01 -1.52576211e-01 -4.66696179e-02 -4.29045507e-02
1.24872211e-01]
[ -1.94196065e-01 1.40077627e-01 -1.49284132e-02 1.29866356e-01
1.22513520e-01 -1.11559474e-01 8.44425564e-02 -9.20699590e-02
1.91624980e-01 -8.89675214e-02 2.90849649e-01 7.80556651e-01
2.82169797e-01]
[ 1.77575159e-01 -2.75861924e-01 -2.68669141e-01 -6.62860401e-02
-3.33286468e-01 -3.10013355e-03 3.37859720e-02 -2.86408396e-01
1.87260677e-01 -2.93406114e-01 -2.30300124e-01 -3.51975939e-01
-7.88276948e-02]
[ 1.04551538e-01 6.33839477e-02 9.34061053e-02 1.27683792e-01
6.23272837e-03 7.34497302e-02 -6.52208529e-02 8.34719379e-02
-1.25964802e-02 1.53944376e-01 1.82210758e-01 -5.65816807e-02
1.17695149e-01]
[ -4.83888727e-01 -5.63283877e-01 -6.08952480e-01 -5.19766176e-01
-5.64664714e-01 -5.61399694e-01 -3.11184867e-01 -2.12297128e-01
-4.31203738e-01 -2.95299770e-01 -3.73396999e-01 -5.29685292e-01
-2.75794464e-01]
[ -4.14512211e-01 -5.67046712e-01 -3.21374972e-01 -3.34483273e-01
-3.97950135e-01 -5.57057978e-01 -4.48908360e-01 -4.78324101e-01
-3.06308099e-01 -2.15646757e-01 -4.17917777e-01 -1.72705333e-01
-2.21991658e-01]
[ -3.15313588e-01 -3.70118393e-01 -4.52667902e-01 -2.79682648e-01
-3.22844315e-01 -4.11156703e-01 -1.70823598e-01 -9.98845301e-02
-2.15685409e-01 -3.47505411e-01 -2.39619861e-01 -4.32519499e-01
-1.12653118e-01]
[ -4.73173111e-01 -3.48502752e-01 -3.76033942e-01 -1.38584940e-01
-3.34579443e-01 -2.12768844e-01 -1.63286863e-01 -4.33163706e-01
-3.20298402e-01 -4.60865854e-01 -1.28707152e-01 -4.99165789e-02
-2.24452126e-01]
[ -9.46198703e-01 -9.22607694e-01 -9.68905658e-01 -7.78820793e-01
-1.00294660e+00 -9.74333621e-01 -6.73188697e-01 -6.53810760e-01
-7.76507762e-01 -5.63703213e-01 -7.45479075e-01 -4.47214074e-01
-3.57965097e-01]
[ -5.01876476e-01 -2.64733218e-01 -4.60888352e-01 -3.06872300e-01
-3.54440553e-01 -3.53963237e-01 -5.28769561e-01 -5.53335507e-01
-6.12727337e-01 -1.34714227e-01 -4.02887449e-01 -5.30924347e-01
-3.77668589e-01]
[ -1.17132426e-01 3.56432651e-02 -3.34933291e-01 -3.44937997e-01
-9.26721101e-02 -7.06240534e-02 -1.46719455e-01 -2.55808000e-01
-1.41787162e-01 1.40896975e-01 -2.95028027e-01 -3.77941170e-01
-2.14902175e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60911489e-01 -9.54941343e-02 1.59746276e-01 -2.14520617e-01
-1.15159219e-01 1.14496090e-01 -1.53667837e-01 -3.24904551e-02
-1.05276097e-01 2.31625875e-02 -8.05168968e-02 -1.77991064e-01
3.25146664e-02]
[ -8.15078511e-02 -2.56091285e-01 -1.78175846e-01 -2.74847154e-01
-4.76554047e-01 -8.40676780e-02 -2.87080661e-02 6.86357722e-03
-4.55991593e-02 1.75559088e-02 -1.54657275e-01 -1.91473066e-01
-2.17917203e-01]
[ -7.44274592e-02 3.79894119e-03 -2.43880362e-01 -2.36799389e-01
1.40629708e-01 -1.62499675e-01 -1.60683763e-01 3.92917159e-02
5.85092406e-03 -1.94375406e-02 -1.71597465e-01 4.70177795e-03
4.91753341e-02]
[ 2.93313254e-02 -1.55876098e-01 -1.52608975e-01 -3.64528890e-02
-1.17421222e-01 -1.06576948e-01 6.49516554e-02 -1.75791310e-01
-4.94422937e-02 -5.38799550e-02 6.01959439e-03 -1.58201887e-01
4.64852253e-02]
[ -2.82876409e-01 -1.43648465e-01 -6.91761317e-02 -9.31230893e-02
-3.04421984e-01 -2.71545633e-01 -3.50439403e-01 7.00898170e-02
-2.87279154e-01 -1.96898874e-01 1.82379070e-01 8.32334731e-02
3.22369284e-01]
[ -2.14324121e-01 -1.29728064e-01 -7.72765796e-02 -7.15119609e-02
-8.10324279e-02 -1.13993513e-01 -4.48984144e-02 6.91987185e-02
-1.03696616e-01 3.72676232e-02 3.28473078e-02 -1.48704338e-01
3.60765903e-02]
[ -1.51870291e-01 -6.34294334e-02 -2.21470403e-01 -3.49451620e-01
-1.46687015e-01 -1.98679487e-01 -2.17905935e-01 -5.86566843e-02
2.11139101e-01 -1.57815007e-01 -3.01174355e-01 -2.99322128e-01
-7.85162318e-02]
[ -3.65475889e-01 -8.19435913e-02 -1.41226732e-01 -2.01552407e-01
-6.09074071e-02 -3.09829848e-01 8.23262912e-02 -2.82315601e-02
-9.48886194e-02 1.26177460e-01 -3.57996257e-02 -9.20070997e-02
-1.11784197e-01]
[ -1.68840800e-01 -1.57373089e-01 -4.41726412e-02 -1.37153453e-01
-1.37068806e-01 -2.92418376e-01 -8.74941303e-02 -9.38843490e-02
-2.85911751e-01 5.36434660e-02 1.90606730e-01 9.49091613e-02
-2.33231670e-01]
[ -1.37933462e-01 -1.80788209e-01 -1.10449740e-01 -2.82971149e-01
8.81982660e-02 -1.74339701e-02 -2.12144176e-01 -1.35925749e-01
9.30820805e-02 -9.52612083e-02 -1.80527297e-01 -1.70407885e-01
-3.04201109e-01]
[ -4.43808163e-02 -3.33242676e-02 -1.46701019e-01 -3.78790656e-02
-2.28085558e-01 6.33432815e-02 -8.28100632e-02 -3.66504018e-02
-2.30242100e-01 -6.72904725e-02 -6.47379277e-02 -3.01065460e-01
-1.51571427e-01]
[ -7.35431354e-02 3.93751415e-02 -1.31185104e-01 -2.77666908e-01
1.30761554e-01 2.13569256e-02 -2.48250276e-01 -1.98461941e-01
9.57681101e-02 -9.27369116e-02 -2.32094965e-01 -1.23410095e-01
-2.91620164e-01]
[ 8.41963316e-02 -3.14240720e-01 -7.97434862e-02 -4.16083377e-01
-2.21954839e-01 -8.74787671e-02 5.62400859e-02 9.97142936e-02
-1.34666529e-03 2.86151164e-01 -4.65707584e-01 -5.20369530e-01
3.35052588e-01]
[ -2.17152034e-01 -2.57381544e-01 -1.24851283e-01 -2.82513941e-01
-3.06993521e-01 -9.16702830e-02 2.02955432e-01 4.98239096e-02
3.05929461e-01 5.37350784e-02 -3.57372627e-01 -7.42977096e-01
5.57659550e-01]
[ -8.24221731e-03 -1.92691409e-01 2.62231977e-02 -2.66741553e-01
-1.69797609e-01 1.67895708e-01 1.72979388e-01 2.33954673e-01
-2.84450829e-02 2.23968995e-01 -1.38416281e-01 -7.09727688e-01
5.75360876e-01]
[ 6.90437750e-03 -4.80023154e-02 -1.20027240e-01 -8.53689643e-02
-1.76726093e-01 -4.49358777e-02 2.57796298e-01 1.45489421e-01
2.39719574e-01 3.55291613e-01 -4.06658564e-01 -5.83308031e-01
5.84610235e-01]
[ -7.89029032e-02 -2.80371655e-01 6.23115307e-02 -3.32694840e-01
-1.44197757e-01 1.19136863e-01 3.20698252e-01 1.06373321e-01
-7.68412881e-02 1.44085231e-01 -4.91652219e-01 -6.14023847e-01
6.81883368e-01]
[ 1.23445101e-01 -8.29573020e-02 1.67369681e-02 -1.24206594e-01
-7.26200183e-02 -1.60053739e-02 1.87747200e-01 3.00736202e-01
3.56447948e-01 2.18610417e-01 -4.70860075e-01 -4.68829358e-01
3.45153632e-01]
[ -9.05787834e-03 -1.24834884e-01 1.80525220e-02 3.70942235e-02
-7.97353467e-02 -2.83214186e-01 3.33153238e-03 2.66199426e-01
-4.05552163e-02 4.86902497e-02 -2.06383897e-01 -5.24732822e-01
1.84650032e-01]
[ 7.73015780e-02 1.27779789e-01 -3.74363118e-03 7.47499070e-02
-8.02777123e-02 -5.91997491e-02 -2.14665376e-01 -2.16433143e-01
-2.99261075e-01 -1.87879673e-01 -1.56541210e-01 3.14148145e-01
-1.55761949e-01]
[ 3.76781027e-02 -7.17669589e-02 1.34933187e-01 1.81187883e-01
2.61280765e-01 8.77252184e-03 -4.17626889e-01 -3.99407799e-01
-1.32123571e-01 -5.54562333e-01 1.77055697e-01 9.85957375e-01
-4.29994673e-01]
[ 3.56827712e-02 7.99281023e-02 -2.10319863e-01 3.28492940e-02
2.93608044e-02 -4.38973890e-04 -1.49868556e-01 -3.19208487e-01
-2.84567855e-01 -1.65820761e-01 -5.62291985e-02 -4.16872729e-02
-1.60830489e-01]
[ -5.39992867e-02 -2.20130325e-01 6.84596275e-02 8.92700552e-02
-1.36379882e-01 -1.33903627e-01 6.19628232e-02 2.18402829e-02
1.02880144e-01 -3.37814134e-01 -3.05654806e-01 -2.92657987e-01
6.61537618e-02]
[ 1.71749203e-02 -2.75098084e-01 6.49822322e-02 -2.18577374e-01
-1.93283533e-01 -2.30679463e-01 -2.42982325e-01 9.26031217e-02
1.07220532e-02 1.64952617e-01 -1.58683676e-01 2.65322415e-02
-2.98529366e-02]
[ 1.74414138e-01 5.38437924e-02 -1.02856531e-01 -1.89216891e-01
-5.38945587e-02 -1.01059124e-01 -1.80616474e-01 5.89122285e-02
-1.89217756e-01 -2.09630515e-01 -1.59070862e-01 1.04735700e-01
-1.09172511e-01]
[ -1.70657951e-01 -1.87991298e-01 -1.04999574e-01 -1.81868089e-01
-5.57595466e-02 2.73541775e-02 -1.68063304e-01 -1.34843144e-01
-1.27073176e-01 5.15501984e-02 -2.11497282e-01 -4.40963932e-02
-2.07304656e-01]
[ -3.21714763e-02 -2.18789714e-01 -1.53663513e-01 -1.88211562e-01
-5.71204654e-02 4.48872867e-02 -1.82002436e-02 3.11478497e-02
-2.10575587e-01 -2.18341926e-01 -5.33731860e-02 -1.79928962e-01
-3.93074034e-02]
[ 1.17060050e-01 6.66340178e-02 -2.04439491e-03 -1.52334243e-01
-3.32533780e-01 8.61313205e-03 -1.22768930e-01 -2.05091399e-01
-3.01021341e-01 1.10376718e-01 -1.23961755e-01 -1.40749734e-01
-1.09463493e-02]
[ -6.34372798e-02 -6.85646928e-03 -2.83518705e-01 7.68386813e-04
6.79413773e-02 1.56353054e-01 -2.28499031e-01 -1.65811064e-01
-5.70746059e-02 -5.35671270e-02 1.51141312e-01 4.15004776e-01
-3.43206316e-02]
[ 1.02963130e-01 3.59057041e-01 -2.09131927e-01 6.03672017e-01
1.18583170e-01 -1.34356424e-03 -2.46029813e-01 -4.06404116e-01
-2.62675392e-01 -4.31146103e-01 6.36159399e-01 9.75554030e-01
-5.94783525e-01]
[ -3.30786859e-02 1.82413170e-01 4.31611357e-02 1.35683243e-01
-6.20596396e-03 -6.96148779e-02 -2.54189453e-01 -3.62611682e-01
-2.63124409e-01 -2.77608452e-01 3.66067960e-01 9.60441380e-01
-4.81895352e-01]
[ -5.16061622e-02 -1.15805517e-01 -1.62685759e-01 2.78114089e-01
-1.62157300e-01 2.33915530e-01 -1.04415623e-01 -2.72596993e-01
-2.60904395e-01 -5.08276926e-01 1.72479418e-01 3.90533437e-01
-2.85572608e-01]
[ 7.88518050e-02 -3.81794850e-01 -5.18394745e-02 -3.89625308e-02
-1.10247664e-01 2.00558636e-01 8.53995361e-02 1.69600707e-01
-1.55228102e-01 -4.23987718e-02 -7.97250896e-02 2.72426302e-01
-1.49776360e-01]
[ 2.03754108e-01 -2.90493211e-01 -1.22830641e-01 -8.87848875e-02
-2.06043713e-01 1.22439012e-01 2.29714801e-02 -1.56572592e-01
-3.77610267e-02 -1.23070655e-01 -1.30264324e-01 -1.95433059e-01
-7.49744299e-02]
[ -1.34853895e-01 -8.07836825e-02 3.88565679e-02 -2.52517352e-01
-5.70260738e-02 -1.40900614e-01 5.60556966e-02 -1.44500171e-02
-6.70566300e-02 -1.15616839e-02 -3.00928302e-01 -4.14946798e-01
-1.92761234e-02]
[ -1.39954472e-01 -1.32473521e-01 -6.93359240e-02 -2.34459143e-01
-3.42144157e-01 -2.87658077e-01 1.28823089e-01 8.68542731e-02
7.45178238e-03 6.82086381e-02 -1.82021053e-01 -5.98957574e-01
-5.26558782e-02]
[ -1.66301807e-01 -2.22443300e-01 -2.96902664e-01 -2.95647768e-01
-2.65672981e-01 -2.07585305e-01 -3.13650481e-01 1.51100409e-01
-3.01654947e-02 -2.83908552e-01 -2.70048198e-01 -2.16655718e-01
-2.05780016e-01]
[ -1.07576447e-01 1.14168981e-01 2.56379294e-02 -2.77826771e-02
-2.18333525e-01 -1.68504011e-01 -8.41957653e-02 1.17969285e-02
-8.32480586e-02 -1.85055937e-01 -1.83870106e-01 -2.42687260e-01
-7.79505695e-02]
[ -3.49093880e-01 -1.31899693e-01 -2.70175684e-01 8.97204408e-02
-2.10021731e-01 -2.26126902e-01 -5.19440479e-02 -1.56113721e-01
6.17893872e-02 -7.10574139e-02 2.29180853e-02 -3.37069513e-01
-3.84175216e-03]
[ -1.26772941e-01 -3.17088569e-02 -2.58378052e-01 9.79189083e-03
-2.14509398e-01 -2.76635235e-01 -3.86624246e-01 -8.83885826e-02
9.34052949e-04 -2.92152634e-01 -2.56633537e-01 -3.33677553e-01
-7.83701994e-02]
[ -2.14616668e-01 -5.39830574e-01 -3.30426283e-01 -3.75150396e-01
-3.34072654e-01 -2.26121533e-01 6.11711359e-03 -3.06587442e-01
1.09462146e-01 -2.51534319e-01 -2.02566542e-01 -8.35397341e-02
-9.01515304e-02]
[ -2.12269363e-01 -2.96867027e-01 -3.12319019e-01 -1.42005842e-01
-9.59441491e-02 -1.46631851e-01 -1.00502444e-01 -1.18933800e-02
-2.01243691e-01 -5.00691925e-01 -2.32603304e-01 -9.57828311e-02
2.82665759e-02]
[ -1.22701850e-01 2.79845120e-02 -2.39141039e-01 -3.70930165e-01
-2.28038795e-01 -2.58370381e-01 -5.20053403e-02 -2.67928753e-01
4.10068595e-02 3.72725348e-03 -3.11013864e-01 -7.67129721e-02
-1.96467678e-01]]
Progress: 7.5% ... Training loss: 0.297 ... Validation loss: 0.539[[-0.015044 ]
[ 0.34775373]
[-0.13308853]
[ 0.75162544]
[ 0.31747902]
[ 0.02905588]
[-0.85814822]
[-0.99636301]
[-0.73112033]
[-1.01616281]
[ 1.01256379]
[ 2.54455164]
[-1.53852067]]
[[ -5.33277811e-01 -5.34988372e-01 -5.74933671e-01 -2.41393739e-01
-3.34534893e-01 -5.86067286e-01 -4.86314763e-01 -4.28125788e-01
-6.26573776e-01 -5.15078078e-01 -1.05305166e-01 3.34116923e-01
-3.41595790e-01]
[ 6.05720021e-03 -1.40338369e-01 5.24837567e-02 -2.66241414e-02
-4.51551097e-02 5.90941098e-02 -1.11508480e-01 2.49802293e-01
-1.13815428e-01 -1.51928278e-01 -4.73074705e-02 -4.55917549e-02
1.26755674e-01]
[ -1.94233595e-01 1.43581470e-01 -1.53793351e-02 1.38585180e-01
1.25083022e-01 -1.11477263e-01 7.88094907e-02 -9.83712064e-02
1.89106607e-01 -9.40042101e-02 3.05794081e-01 8.07086233e-01
2.71220598e-01]
[ 1.77624801e-01 -2.79542020e-01 -2.67861421e-01 -7.42581412e-02
-3.35881468e-01 -3.21274612e-03 4.11850859e-02 -2.78851330e-01
1.91333340e-01 -2.85703183e-01 -2.43511903e-01 -3.72203952e-01
-6.38292602e-02]
[ 1.04636805e-01 6.13162827e-02 9.40705675e-02 1.22696071e-01
4.35754492e-03 7.32885753e-02 -6.27765641e-02 8.83145607e-02
-1.01542021e-02 1.58711312e-01 1.74911605e-01 -7.65157784e-02
1.22458621e-01]
[ -4.83849899e-01 -5.64473945e-01 -6.08635458e-01 -5.22724767e-01
-5.65779773e-01 -5.61488170e-01 -3.08646290e-01 -2.08254835e-01
-4.29201098e-01 -2.91069909e-01 -3.78033816e-01 -5.43895188e-01
-2.69405298e-01]
[ -4.14400890e-01 -5.70072415e-01 -3.20229480e-01 -3.43032014e-01
-4.00839271e-01 -5.57257700e-01 -4.40683168e-01 -4.67472081e-01
-2.98553892e-01 -2.04107882e-01 -4.30829181e-01 -2.10465569e-01
-1.97518196e-01]
[ -3.15414362e-01 -3.65620335e-01 -4.53788036e-01 -2.68660430e-01
-3.19078046e-01 -4.10958736e-01 -1.81022831e-01 -1.11617747e-01
-2.23234831e-01 -3.59011886e-01 -2.21425312e-01 -3.89480063e-01
-1.37259344e-01]
[ -4.73224191e-01 -3.46731569e-01 -3.76526299e-01 -1.33572745e-01
-3.33059365e-01 -2.12667700e-01 -1.66657704e-01 -4.37712673e-01
-3.22675475e-01 -4.64508793e-01 -1.21533231e-01 -3.52736559e-02
-2.31767530e-01]
[ -9.46224736e-01 -9.19912508e-01 -9.69332871e-01 -7.71811537e-01
-1.00094054e+00 -9.74264790e-01 -6.76944894e-01 -6.55725287e-01
-7.78060354e-01 -5.65012588e-01 -7.35039131e-01 -4.35010765e-01
-3.62011914e-01]
[ -5.01875338e-01 -2.64876718e-01 -4.60763659e-01 -3.07812593e-01
-3.54634763e-01 -3.53983751e-01 -5.28588344e-01 -5.54024995e-01
-6.12274959e-01 -1.33980040e-01 -4.03189999e-01 -5.29925313e-01
-3.76822246e-01]
[ -1.17109238e-01 3.51450492e-02 -3.34780749e-01 -3.46479879e-01
-9.32018073e-02 -7.06614577e-02 -1.45950780e-01 -2.54591855e-01
-1.40856596e-01 1.42091485e-01 -2.97345170e-01 -3.85431286e-01
-2.12760702e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60888657e-01 -9.59017109e-02 1.59923273e-01 -2.15784732e-01
-1.15555508e-01 1.14443698e-01 -1.52405224e-01 -3.09515681e-02
-1.04402329e-01 2.49990950e-02 -8.23406977e-02 -1.82233585e-01
3.50477473e-02]
[ -8.15387004e-02 -2.55591932e-01 -1.78365865e-01 -2.73626284e-01
-4.76141861e-01 -8.40125822e-02 -3.03192321e-02 4.83115251e-03
-4.67204209e-02 1.55385136e-02 -1.53106660e-01 -1.88658177e-01
-2.20538094e-01]
[ -7.43841756e-02 2.58018513e-03 -2.43589407e-01 -2.39496073e-01
1.39568970e-01 -1.62574856e-01 -1.58227428e-01 4.31585363e-02
7.92761321e-03 -1.53243470e-02 -1.75476164e-01 -7.41327068e-03
5.50306529e-02]
[ 2.93518014e-02 -1.56560659e-01 -1.52328369e-01 -3.80579785e-02
-1.18051021e-01 -1.06616628e-01 6.62387708e-02 -1.73946409e-01
-4.83798519e-02 -5.16274074e-02 3.62295768e-03 -1.64722837e-01
4.98532115e-02]
[ -2.82823075e-01 -1.44982668e-01 -6.86678117e-02 -9.72058512e-02
-3.05675709e-01 -2.71640877e-01 -3.46584432e-01 7.53867720e-02
-2.83396934e-01 -1.91685469e-01 1.76033841e-01 6.46117358e-02
3.35102273e-01]
[ -2.14318377e-01 -1.29765919e-01 -7.72297812e-02 -7.19760332e-02
-8.11728837e-02 -1.13998495e-01 -4.43223170e-02 6.95801537e-02
-1.02968054e-01 3.80486143e-02 3.20163014e-02 -1.52002094e-01
3.87301839e-02]
[ -1.51908194e-01 -6.22621645e-02 -2.21773185e-01 -3.46206158e-01
-1.45559070e-01 -1.98605748e-01 -2.20785181e-01 -6.27672403e-02
2.07919915e-01 -1.60561156e-01 -2.96234207e-01 -2.83349898e-01
-8.68220491e-02]
[ -3.65493492e-01 -8.03647140e-02 -1.41520910e-01 -1.97438942e-01
-5.97450728e-02 -3.09790038e-01 7.92244554e-02 -3.11904122e-02
-9.68185009e-02 1.22863971e-01 -2.93066322e-02 -8.37186963e-02
-1.18362694e-01]
[ -1.68899372e-01 -1.55036522e-01 -4.48073925e-02 -1.31136770e-01
-1.35075764e-01 -2.92315995e-01 -9.20185861e-02 -9.86357677e-02
-2.88421448e-01 4.83974007e-02 2.00723943e-01 1.18184197e-01
-2.43632436e-01]
[ -1.37927650e-01 -1.80929129e-01 -1.10388700e-01 -2.83372104e-01
8.80408973e-02 -1.74483800e-02 -2.11704437e-01 -1.35477013e-01
9.34071840e-02 -9.48774464e-02 -1.81055074e-01 -1.72472495e-01
-3.03521246e-01]
[ -4.43995811e-02 -3.28967557e-02 -1.46831997e-01 -3.68557327e-02
-2.27756957e-01 6.33848966e-02 -8.39879208e-02 -3.79827738e-02
-2.31122868e-01 -6.84885471e-02 -6.34878341e-02 -2.97898713e-01
-1.53642435e-01]
[ -7.35326300e-02 3.92429051e-02 -1.31147089e-01 -2.78245962e-01
1.30657974e-01 2.13370889e-02 -2.47638891e-01 -1.98041923e-01
9.63104722e-02 -9.21768230e-02 -2.32822630e-01 -1.24352547e-01
-2.90525017e-01]
[ 8.41988348e-02 -3.14324435e-01 -7.97232813e-02 -4.16277555e-01
-2.22022767e-01 -8.74816040e-02 5.65347665e-02 9.99028341e-02
-9.89349356e-04 2.86422109e-01 -4.65963062e-01 -5.21939910e-01
3.35813828e-01]
[ -2.17159605e-01 -2.57375271e-01 -1.24804369e-01 -2.82941640e-01
-3.07095729e-01 -9.16610655e-02 2.03642330e-01 5.01629294e-02
3.06510326e-01 5.42087445e-02 -3.58495814e-01 -7.49012354e-01
5.60171535e-01]
[ -8.23911115e-03 -1.92724627e-01 2.62418420e-02 -2.66878857e-01
-1.69835219e-01 1.67889443e-01 1.73308292e-01 2.34432077e-01
-2.82794772e-02 2.24332484e-01 -1.38699789e-01 -7.10286128e-01
5.76128717e-01]
[ 6.91165677e-03 -4.81984359e-02 -1.19962396e-01 -8.60636638e-02
-1.76887610e-01 -4.49477499e-02 2.58592068e-01 1.46514004e-01
2.40411402e-01 3.56189170e-01 -4.07497625e-01 -5.86659649e-01
5.87129807e-01]
[ -7.89065340e-02 -2.80340177e-01 6.22997051e-02 -3.32646561e-01
-1.44184450e-01 1.19141263e-01 3.20847284e-01 1.06558339e-01
-7.69171119e-02 1.44026217e-01 -4.91672838e-01 -6.14755066e-01
6.82387072e-01]
[ 1.23456440e-01 -8.32949137e-02 1.68325473e-02 -1.25195514e-01
-7.29299445e-02 -1.60223158e-02 1.88903778e-01 3.01929602e-01
3.57526962e-01 2.19883345e-01 -4.72117847e-01 -4.72733962e-01
3.47733585e-01]
[ -9.05054571e-03 -1.24947270e-01 1.80903804e-02 3.66557266e-02
-7.98542309e-02 -2.83222488e-01 3.92326239e-03 2.67173894e-01
-3.98630289e-02 4.92208247e-02 -2.06957929e-01 -5.26942265e-01
1.86446340e-01]
[ 7.72915605e-02 1.28072520e-01 -3.85113517e-03 7.59163299e-02
-7.99517574e-02 -5.91849588e-02 -2.16361834e-01 -2.17742257e-01
-3.00305253e-01 -1.88978655e-01 -1.54491572e-01 3.22945776e-01
-1.59045194e-01]
[ 3.76651221e-02 -7.13567027e-02 1.34792616e-01 1.83120379e-01
2.61717961e-01 8.78969106e-03 -4.18512682e-01 -4.00429911e-01
-1.33094699e-01 -5.55221944e-01 1.79969524e-01 9.94076860e-01
-4.33156505e-01]
[ 3.56743308e-02 7.99098024e-02 -2.10310894e-01 3.28824873e-02
2.93477115e-02 -4.25677900e-04 -1.50262765e-01 -3.19118689e-01
-2.84700993e-01 -1.65778427e-01 -5.65773051e-02 -4.36758759e-02
-1.60249368e-01]
[ -5.40071779e-02 -2.19862359e-01 6.83620464e-02 8.96667820e-02
-1.36192750e-01 -1.33888608e-01 6.10668970e-02 2.08077609e-02
1.02201902e-01 -3.38847672e-01 -3.04995560e-01 -2.90694388e-01
6.47168439e-02]
[ 1.71772431e-02 -2.75180592e-01 6.50966941e-02 -2.18997020e-01
-1.93394284e-01 -2.30686350e-01 -2.42504772e-01 9.27935809e-02
1.05530063e-02 1.66018017e-01 -1.59579483e-01 2.58946807e-02
-2.89149843e-02]
[ 1.74417481e-01 5.37193049e-02 -1.02811487e-01 -1.89842055e-01
-5.41158159e-02 -1.01054682e-01 -1.80052586e-01 5.94148398e-02
-1.88676474e-01 -2.09179718e-01 -1.60275946e-01 1.02658600e-01
-1.06791959e-01]
[ -1.70642819e-01 -1.88577108e-01 -1.04790911e-01 -1.83438840e-01
-5.63179568e-02 2.73182229e-02 -1.66182717e-01 -1.32715254e-01
-1.25636972e-01 5.39257579e-02 -2.14287406e-01 -5.18807588e-02
-2.03006260e-01]
[ -3.21802877e-02 -2.18518124e-01 -1.53714793e-01 -1.87937224e-01
-5.69396943e-02 4.49021394e-02 -1.88726716e-02 3.02193276e-02
-2.10707547e-01 -2.19436899e-01 -5.22671608e-02 -1.78059225e-01
-4.05417057e-02]
[ 1.17043560e-01 6.74459404e-02 -2.27297575e-03 -1.51103578e-01
-3.31911513e-01 8.64395181e-03 -1.23978037e-01 -2.06814235e-01
-3.01573921e-01 1.07954758e-01 -1.21601525e-01 -1.35335373e-01
-1.37846692e-02]
[ -6.34219012e-02 -7.45400676e-03 -2.83333279e-01 -5.77260767e-04
6.73800710e-02 1.56315638e-01 -2.27470728e-01 -1.64063820e-01
-5.60356620e-02 -5.15433740e-02 1.49069641e-01 4.10027865e-01
-3.09496830e-02]
[ 1.02953660e-01 3.60524272e-01 -2.09431865e-01 6.07834390e-01
1.19780939e-01 -1.30821822e-03 -2.49301222e-01 -4.09308494e-01
-2.64320140e-01 -4.33949492e-01 6.42393273e-01 9.84540234e-01
-6.01220394e-01]
[ -3.30837428e-02 1.83196762e-01 4.29685157e-02 1.37272201e-01
-5.57402228e-03 -6.96005393e-02 -2.55739567e-01 -3.64495825e-01
-2.63918490e-01 -2.79155475e-01 3.69039969e-01 9.63816630e-01
-4.85617593e-01]
[ -5.15966867e-02 -1.15721845e-01 -1.62655097e-01 2.78828167e-01
-1.62051899e-01 2.33893482e-01 -1.04615620e-01 -2.72889513e-01
-2.61502179e-01 -5.07617240e-01 1.73835765e-01 3.94627644e-01
-2.87796331e-01]
[ 7.88522740e-02 -3.81591602e-01 -5.19175319e-02 -3.83580241e-02
-1.10030001e-01 2.00560046e-01 8.50274511e-02 1.68649448e-01
-1.55354225e-01 -4.32047369e-02 -7.85778985e-02 2.74946172e-01
-1.51454769e-01]
[ 2.03754495e-01 -2.90630888e-01 -1.22749307e-01 -8.87890254e-02
-2.06175180e-01 1.22439168e-01 2.23874059e-02 -1.56599465e-01
-3.83534938e-02 -1.22600598e-01 -1.30325551e-01 -1.94908554e-01
-7.57244908e-02]
[ -1.34851929e-01 -8.08375114e-02 3.88764937e-02 -2.52633424e-01
-5.70801573e-02 -1.40905330e-01 5.61910121e-02 -1.42479674e-02
-6.69612124e-02 -1.13663064e-02 -3.01088522e-01 -4.15300314e-01
-1.89795791e-02]
[ -1.39945853e-01 -1.32686812e-01 -6.92564770e-02 -2.35121383e-01
-3.42332967e-01 -2.87669183e-01 1.29659143e-01 8.82981956e-02
8.11477142e-03 6.92602910e-02 -1.83113291e-01 -6.02731177e-01
-5.02550774e-02]
[ -1.66343728e-01 -2.21526175e-01 -2.97237889e-01 -2.94384427e-01
-2.64869489e-01 -2.07489636e-01 -3.15775782e-01 1.48635793e-01
-3.24252255e-02 -2.86588891e-01 -2.68822893e-01 -2.13363140e-01
-2.08711545e-01]
[ -1.07547890e-01 1.14577199e-01 2.57412732e-02 -2.67328803e-02
-2.18062644e-01 -1.68551556e-01 -8.41979614e-02 1.21660744e-02
-8.23033834e-02 -1.83746559e-01 -1.81097116e-01 -2.45678787e-01
-7.70918067e-02]
[ -3.49080959e-01 -1.31376009e-01 -2.70165552e-01 9.10058701e-02
-2.09712050e-01 -2.26141691e-01 -5.25075419e-02 -1.56343457e-01
6.18168564e-02 -7.06476405e-02 2.47264939e-02 -3.35148715e-01
-4.48993752e-03]
[ -1.26791955e-01 -3.16464672e-02 -2.58434466e-01 1.12103225e-02
-2.14463463e-01 -2.76601352e-01 -3.86901638e-01 -8.84348743e-02
3.27345516e-04 -2.91743460e-01 -2.54645121e-01 -3.30804806e-01
-7.96735371e-02]
[ -2.14599638e-01 -5.40337857e-01 -3.30143299e-01 -3.76676815e-01
-3.34679112e-01 -2.26169451e-01 7.94784971e-03 -3.04096754e-01
1.11643254e-01 -2.48218086e-01 -2.05510644e-01 -8.96776173e-02
-8.38619896e-02]
[ -2.12254918e-01 -2.97468186e-01 -3.12092490e-01 -1.43302086e-01
-9.65643228e-02 -1.46664312e-01 -9.91264720e-02 -9.50723704e-03
-2.00081763e-01 -4.98733763e-01 -2.34935435e-01 -1.02698747e-01
3.24932119e-02]
[ -1.22715574e-01 2.92350089e-02 -2.39522367e-01 -3.68597420e-01
-2.26960003e-01 -2.58346307e-01 -5.50499713e-02 -2.71821955e-01
3.93884684e-02 -3.75805387e-04 -3.05712500e-01 -6.30415406e-02
-2.04018568e-01]]
Progress: 7.6% ... Training loss: 0.299 ... Validation loss: 0.520[[-0.01709069]
[ 0.34020145]
[-0.13463997]
[ 0.74516462]
[ 0.31051705]
[ 0.02869228]
[-0.86571875]
[-1.0030112 ]
[-0.74751028]
[-1.01908363]
[ 1.00589496]
[ 2.51219189]
[-1.5587649 ]]
[[ -5.33165768e-01 -5.37841300e-01 -5.74170010e-01 -2.48272743e-01
-3.37065265e-01 -5.86217182e-01 -4.77524461e-01 -4.18042398e-01
-6.15649143e-01 -5.06446988e-01 -1.15513196e-01 2.96863038e-01
-3.16669634e-01]
[ 6.04608113e-03 -1.39998097e-01 5.23168005e-02 -2.63088073e-02
-4.49776340e-02 5.91222242e-02 -1.12333292e-01 2.48870891e-01
-1.14136361e-01 -1.53418094e-01 -4.65962489e-02 -4.76305243e-02
1.25847247e-01]
[ -1.94051196e-01 1.38730212e-01 -1.39194628e-02 1.27361871e-01
1.20429232e-01 -1.11796508e-01 9.22524097e-02 -8.33425541e-02
2.04588232e-01 -7.94013553e-02 2.88714344e-01 7.61561937e-01
3.06178685e-01]
[ 1.77655112e-01 -2.80440758e-01 -2.67727902e-01 -7.69455561e-02
-3.36766854e-01 -3.24031629e-03 4.51932730e-02 -2.73744365e-01
1.94346306e-01 -2.82454538e-01 -2.48071194e-01 -3.86143232e-01
-5.30388946e-02]
[ 1.04480583e-01 6.61332336e-02 9.27344863e-02 1.35651579e-01
8.69024730e-03 7.35592375e-02 -7.71443355e-02 7.12446956e-02
-2.31463459e-02 1.43525779e-01 1.93880755e-01 -2.78181058e-02
8.61984736e-02]
[ -4.83867513e-01 -5.64230750e-01 -6.08783659e-01 -5.22139061e-01
-5.65576738e-01 -5.61445002e-01 -3.09476251e-01 -2.08964363e-01
-4.29759044e-01 -2.92221651e-01 -3.77460765e-01 -5.45464767e-01
-2.70456731e-01]
[ -4.14413879e-01 -5.69906896e-01 -3.20289947e-01 -3.43192292e-01
-4.00691136e-01 -5.57231672e-01 -4.40844431e-01 -4.67293683e-01
-2.98077216e-01 -2.04641374e-01 -4.30942831e-01 -2.11846564e-01
-1.96077791e-01]
[ -3.15345742e-01 -3.67467685e-01 -4.53492881e-01 -2.72253541e-01
-3.20638843e-01 -4.11039986e-01 -1.76454975e-01 -1.07107924e-01
-2.15677287e-01 -3.55454456e-01 -2.26253031e-01 -4.13645405e-01
-1.23705422e-01]
[ -4.73216919e-01 -3.47433595e-01 -3.76328625e-01 -1.35254490e-01
-3.33750252e-01 -2.12697202e-01 -1.64699997e-01 -4.35115169e-01
-3.21462903e-01 -4.61721383e-01 -1.25030175e-01 -4.23051189e-02
-2.27007490e-01]
[ -9.46153675e-01 -9.21802032e-01 -9.68907280e-01 -7.76313576e-01
-1.00270112e+00 -9.74362158e-01 -6.71533817e-01 -6.48965444e-01
-7.70386128e-01 -5.59682650e-01 -7.41531018e-01 -4.61617615e-01
-3.45423868e-01]
[ -5.01896647e-01 -2.65190093e-01 -4.60861191e-01 -3.08340540e-01
-3.54867095e-01 -3.53935392e-01 -5.28164302e-01 -5.53827838e-01
-6.10990617e-01 -1.34065982e-01 -4.04912680e-01 -5.38111064e-01
-3.74094446e-01]
[ -1.17113700e-01 3.52072877e-02 -3.34824648e-01 -3.46299323e-01
-9.31094118e-02 -7.06540033e-02 -1.46251561e-01 -2.54972659e-01
-1.41126317e-01 1.41507097e-01 -2.96995865e-01 -3.84786065e-01
-2.13373616e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60889559e-01 -9.60612423e-02 1.59945763e-01 -2.16171593e-01
-1.15649746e-01 1.14445742e-01 -1.52501947e-01 -3.04812026e-02
-1.04401560e-01 2.53003206e-02 -8.29835352e-02 -1.84982481e-01
3.49680016e-02]
[ -8.15568801e-02 -2.55191975e-01 -1.78533953e-01 -2.72592769e-01
-4.75850958e-01 -8.39735178e-02 -3.13140898e-02 3.17575940e-03
-4.73961290e-02 1.38376968e-02 -1.51774072e-01 -1.87051505e-01
-2.22693109e-01]
[ -7.43940704e-02 2.80088396e-03 -2.43674183e-01 -2.39135832e-01
1.39797253e-01 -1.62556961e-01 -1.58627024e-01 4.27099584e-02
7.50262916e-03 -1.61628186e-02 -1.75043249e-01 -6.03300617e-03
5.44347274e-02]
[ 2.93384895e-02 -1.56218019e-01 -1.52457680e-01 -3.72240573e-02
-1.17771436e-01 -1.06593468e-01 6.55474225e-02 -1.74516552e-01
-4.89113262e-02 -5.24693626e-02 4.82633695e-03 -1.61964137e-01
4.83678077e-02]
[ -2.82811807e-01 -1.45249571e-01 -6.85486043e-02 -9.83122310e-02
-3.05949543e-01 -2.71660737e-01 -3.45883723e-01 7.66979025e-02
-2.82612722e-01 -1.90476664e-01 1.74525588e-01 5.87916256e-02
3.38121865e-01]
[ -2.14314477e-01 -1.29900645e-01 -7.72091149e-02 -7.20228166e-02
-8.11747395e-02 -1.13994615e-01 -4.35280279e-02 7.00242985e-02
-1.01885391e-01 3.87260051e-02 3.20729891e-02 -1.52990154e-01
4.05324989e-02]
[ -1.51804333e-01 -6.57808107e-02 -2.21039837e-01 -3.54499856e-01
-1.48676419e-01 -1.98772908e-01 -2.13152677e-01 -5.37872478e-02
2.17077732e-01 -1.53634638e-01 -3.09456214e-01 -3.21557866e-01
-6.64612922e-02]
[ -3.65512837e-01 -7.93279685e-02 -1.41729638e-01 -1.94552457e-01
-5.89136529e-02 -3.09744993e-01 7.67591066e-02 -3.34139608e-02
-9.83317693e-02 1.20603204e-01 -2.48090879e-02 -7.65540615e-02
-1.23085319e-01]
[ -1.68900980e-01 -1.55030862e-01 -4.47756051e-02 -1.31540621e-01
-1.35177081e-01 -2.92316393e-01 -9.08326624e-02 -9.85497846e-02
-2.87462800e-01 4.95920023e-02 2.00637930e-01 1.17217366e-01
-2.40891544e-01]
[ -1.37919411e-01 -1.80993759e-01 -1.10350537e-01 -2.83534797e-01
8.78793358e-02 -1.74706826e-02 -2.10906480e-01 -1.34895631e-01
9.42238213e-02 -9.42122830e-02 -1.81116386e-01 -1.70730354e-01
-3.02366519e-01]
[ -4.44166537e-02 -3.28415331e-02 -1.46890398e-01 -3.63639425e-02
-2.27565560e-01 6.34150847e-02 -8.48909757e-02 -3.81031681e-02
-2.32077905e-01 -6.88578188e-02 -6.31142566e-02 -2.96442451e-01
-1.54526229e-01]
[ -7.35342949e-02 3.91857558e-02 -1.31179288e-01 -2.78301077e-01
1.30686027e-01 2.13439757e-02 -2.47665007e-01 -1.98320669e-01
9.62990438e-02 -9.24796378e-02 -2.33064160e-01 -1.25876737e-01
-2.90977860e-01]
[ 8.42071406e-02 -3.14509690e-01 -7.96737626e-02 -4.16665213e-01
-2.22166319e-01 -8.74933776e-02 5.71153519e-02 1.00594632e-01
-4.54298877e-04 2.87081818e-01 -4.66460313e-01 -5.23631224e-01
3.37263872e-01]
[ -2.17152524e-01 -2.57784175e-01 -1.24694525e-01 -2.83860150e-01
-3.07471175e-01 -9.16740108e-02 2.04725737e-01 5.15883649e-02
3.07480758e-01 5.55250080e-02 -3.60109093e-01 -7.54548272e-01
5.63374620e-01]
[ -8.24133346e-03 -1.92652561e-01 2.62046225e-02 -2.66856423e-01
-1.69781828e-01 1.67897946e-01 1.73221042e-01 2.34304623e-01
-2.83080584e-02 2.24063348e-01 -1.38671892e-01 -7.10601013e-01
5.76205121e-01]
[ 6.90304611e-03 -4.81342249e-02 -1.20014708e-01 -8.63799377e-02
-1.76922195e-01 -4.49330203e-02 2.58802004e-01 1.46551443e-01
2.40706254e-01 3.56177331e-01 -4.07916901e-01 -5.90103381e-01
5.88236738e-01]
[ -7.88971023e-02 -2.80477808e-01 6.23622362e-02 -3.33106134e-01
-1.44347778e-01 1.19123298e-01 3.22040946e-01 1.07423958e-01
-7.62001092e-02 1.44806190e-01 -4.92404795e-01 -6.17580814e-01
6.84709113e-01]
[ 1.23499087e-01 -8.40887417e-02 1.71169300e-02 -1.27765915e-01
-7.36976989e-02 -1.60948855e-02 1.92269460e-01 3.05442397e-01
3.60459746e-01 2.23336724e-01 -4.75000273e-01 -4.80939217e-01
3.54583153e-01]
[ -9.05873464e-03 -1.24796668e-01 1.80259623e-02 3.70732980e-02
-7.96784863e-02 -2.83208948e-01 3.43640015e-03 2.66801684e-01
-4.03823051e-02 4.87179681e-02 -2.06391430e-01 -5.25660026e-01
1.85624125e-01]
[ 7.72645423e-02 1.28545941e-01 -4.04848750e-03 7.70936883e-02
-7.96100177e-02 -5.91307951e-02 -2.17619925e-01 -2.18391293e-01
-3.00900018e-01 -1.90572270e-01 -1.53264068e-01 3.24428025e-01
-1.59744891e-01]
[ 3.76699005e-02 -7.18440340e-02 1.34847579e-01 1.82034128e-01
2.61150594e-01 8.79856024e-03 -4.17881683e-01 -3.98723162e-01
-1.31303825e-01 -5.54787265e-01 1.77254100e-01 9.86279062e-01
-4.28820605e-01]
[ 3.56810822e-02 7.93137797e-02 -2.10222622e-01 3.22112698e-02
2.89722434e-02 -4.34895161e-04 -1.49238105e-01 -3.18366605e-01
-2.83496921e-01 -1.64711800e-01 -5.79263132e-02 -4.83308069e-02
-1.57989475e-01]
[ -5.39993050e-02 -2.20153811e-01 6.84423934e-02 8.90025131e-02
-1.36454617e-01 -1.33902406e-01 6.18535952e-02 2.16598901e-02
1.02951345e-01 -3.38194961e-01 -3.05811574e-01 -2.93608469e-01
6.63949112e-02]
[ 1.71904794e-02 -2.75636799e-01 6.52869364e-02 -2.20430691e-01
-1.93984651e-01 -2.30713442e-01 -2.40679222e-01 9.46350906e-02
1.19888772e-02 1.68250636e-01 -1.62589609e-01 1.91761722e-02
-2.45808506e-02]
[ 1.74433117e-01 5.30741721e-02 -1.02561624e-01 -1.91312113e-01
-5.47569250e-02 -1.01086909e-01 -1.78499883e-01 6.12763386e-02
-1.87424298e-01 -2.06770215e-01 -1.62877680e-01 9.90762619e-02
-1.02882550e-01]
[ -1.70640118e-01 -1.88889841e-01 -1.04701073e-01 -1.84087964e-01
-5.65895744e-02 2.73095388e-02 -1.65676654e-01 -1.31872535e-01
-1.25105760e-01 5.47748343e-02 -2.15423224e-01 -5.49663046e-02
-2.00996729e-01]
[ -3.22051626e-02 -2.17570159e-01 -1.54011934e-01 -1.86291636e-01
-5.59120053e-02 4.49462132e-02 -2.14553731e-02 2.64043019e-02
-2.12609197e-01 -2.23169422e-01 -4.81684264e-02 -1.66238698e-01
-4.72955742e-02]
[ 1.17039796e-01 6.75120475e-02 -2.30367230e-03 -1.51212179e-01
-3.31927915e-01 8.64664791e-03 -1.23828070e-01 -2.07134456e-01
-3.01615460e-01 1.08052509e-01 -1.21743127e-01 -1.34726790e-01
-1.39618380e-02]
[ -6.34208140e-02 -7.52875159e-03 -2.83306629e-01 -7.11131086e-04
6.73145200e-02 1.56310945e-01 -2.27369296e-01 -1.63734723e-01
-5.59760547e-02 -5.12267255e-02 1.48850000e-01 4.09322359e-01
-3.05281842e-02]
[ 1.02980563e-01 3.59727459e-01 -2.09251759e-01 6.06484873e-01
1.19270884e-01 -1.36211697e-03 -2.48352460e-01 -4.07238644e-01
-2.63011904e-01 -4.32482295e-01 6.40348909e-01 9.77341447e-01
-5.99557159e-01]
[ -3.30855854e-02 1.83592926e-01 4.27710501e-02 1.38404395e-01
-5.16818989e-03 -6.95846316e-02 -2.56820125e-01 -3.66069650e-01
-2.64397395e-01 -2.80818684e-01 3.70639636e-01 9.64706103e-01
-4.88341948e-01]
[ -5.16179912e-02 -1.14849889e-01 -1.62922488e-01 2.82089814e-01
-1.61182221e-01 2.33943042e-01 -1.07512533e-01 -2.76091653e-01
-2.63298516e-01 -5.10544737e-01 1.79213620e-01 4.07873515e-01
-2.94780853e-01]
[ 7.88538630e-02 -3.81556217e-01 -5.19253416e-02 -3.83431854e-02
-1.10019242e-01 2.00558027e-01 8.49611714e-02 1.68645405e-01
-1.55276080e-01 -4.33080741e-02 -7.85193967e-02 2.74833719e-01
-1.51385130e-01]
[ 2.03756077e-01 -2.90706088e-01 -1.22715856e-01 -8.89974784e-02
-2.06280747e-01 1.22438648e-01 2.25479992e-02 -1.56275035e-01
-3.81936801e-02 -1.22241083e-01 -1.30881778e-01 -1.97622668e-01
-7.45619267e-02]
[ -1.34864252e-01 -8.06206497e-02 3.87686930e-02 -2.52120745e-01
-5.68562289e-02 -1.40880844e-01 5.55187076e-02 -1.51642979e-02
-6.74681407e-02 -1.23568447e-02 -3.00440334e-01 -4.14550662e-01
-2.04464226e-02]
[ -1.39940017e-01 -1.32860957e-01 -6.92127180e-02 -2.35727673e-01
-3.42452205e-01 -2.87679863e-01 1.30203742e-01 8.87415247e-02
8.65202856e-03 6.96187983e-02 -1.83849254e-01 -6.05456235e-01
-4.87754175e-02]
[ -1.66313319e-01 -2.22468941e-01 -2.97014148e-01 -2.97539003e-01
-2.65764490e-01 -2.07552758e-01 -3.13865297e-01 1.51042820e-01
-2.97383175e-02 -2.85202845e-01 -2.73383458e-01 -2.23441862e-01
-2.03892438e-01]
[ -1.07570585e-01 1.15158069e-01 2.55394727e-02 -2.49060436e-02
-2.17738317e-01 -1.68509665e-01 -8.52086522e-02 1.16723435e-02
-8.28905350e-02 -1.84433850e-01 -1.79001545e-01 -2.39424532e-01
-7.82918163e-02]
[ -3.49069397e-01 -1.31575285e-01 -2.70104630e-01 9.04258304e-02
-2.09953231e-01 -2.26153653e-01 -5.09273394e-02 -1.55266632e-01
6.32290107e-02 -6.91929016e-02 2.39419826e-02 -3.38945328e-01
-9.90349979e-04]
[ -1.26747817e-01 -3.30274912e-02 -2.58061047e-01 7.59880069e-03
-2.15644294e-01 -2.76673566e-01 -3.83518198e-01 -8.35424622e-02
3.98848413e-03 -2.88025667e-01 -2.59158713e-01 -3.48939014e-01
-6.89830942e-02]
[ -2.14652081e-01 -5.39503680e-01 -3.30371250e-01 -3.73690556e-01
-3.33940760e-01 -2.26068190e-01 5.49951838e-03 -3.05877110e-01
1.09752875e-01 -2.50038835e-01 -2.02432365e-01 -8.33412600e-02
-8.66193082e-02]
[ -2.12260833e-01 -2.97381581e-01 -3.12137442e-01 -1.43135699e-01
-9.64888930e-02 -1.46652049e-01 -9.90262364e-02 -9.71387706e-03
-1.99806870e-01 -4.99082434e-01 -2.34741291e-01 -1.03763607e-01
3.25504174e-02]
[ -1.22675339e-01 2.81157608e-02 -2.39421585e-01 -3.71080195e-01
-2.27681611e-01 -2.58395978e-01 -5.30309732e-02 -2.71141297e-01
4.25197512e-02 5.81934588e-04 -3.09087087e-01 -7.67051299e-02
-2.00424649e-01]]
Progress: 7.7% ... Training loss: 0.295 ... Validation loss: 0.534[[-0.01208044]
[ 0.34427296]
[-0.13423462]
[ 0.74713818]
[ 0.31272111]
[ 0.03514735]
[-0.86422497]
[-1.00170374]
[-0.74761103]
[-1.01860653]
[ 1.00020694]
[ 2.49874561]
[-1.56648961]]
[[ -5.33146179e-01 -5.38644698e-01 -5.73819853e-01 -2.49953865e-01
-3.37829531e-01 -5.86246713e-01 -4.73728565e-01 -4.13999976e-01
-6.12675065e-01 -5.02063279e-01 -1.19409491e-01 2.91530103e-01
-3.07476285e-01]
[ 6.03224441e-03 -1.39875286e-01 5.22394347e-02 -2.59527815e-02
-4.48962262e-02 5.91417564e-02 -1.12929645e-01 2.48185078e-01
-1.14568578e-01 -1.54117465e-01 -4.62884888e-02 -4.76955470e-02
1.24815292e-01]
[ -1.93902383e-01 1.34323917e-01 -1.21262008e-02 1.16634952e-01
1.15754161e-01 -1.12091377e-01 1.06441993e-01 -6.35885133e-02
2.16103304e-01 -5.95952661e-02 2.68037861e-01 7.20573141e-01
3.42384352e-01]
[ 1.77637915e-01 -2.78678017e-01 -2.68304721e-01 -7.21439243e-02
-3.35169851e-01 -3.15672732e-03 3.93332007e-02 -2.80797670e-01
1.91142102e-01 -2.88911804e-01 -2.39279577e-01 -3.76308845e-01
-6.68258234e-02]
[ 1.04671113e-01 6.14073237e-02 9.43543169e-02 1.24023501e-01
4.99069256e-03 7.32422588e-02 -6.79105630e-02 8.91839398e-02
-1.58800162e-02 1.59624925e-01 1.75391544e-01 -8.26211808e-02
1.13341378e-01]
[ -4.83915588e-01 -5.63756918e-01 -6.08952831e-01 -5.21538930e-01
-5.65145274e-01 -5.61373596e-01 -3.11718077e-01 -2.11501438e-01
-4.31667174e-01 -2.94796192e-01 -3.77603144e-01 -5.48905695e-01
-2.74256626e-01]
[ -4.14401269e-01 -5.70360708e-01 -3.20000001e-01 -3.44142611e-01
-4.01091761e-01 -5.57263241e-01 -4.38515674e-01 -4.66071938e-01
-2.95536961e-01 -2.01488947e-01 -4.32809274e-01 -2.12340029e-01
-1.91477221e-01]
[ -3.15335566e-01 -3.67769578e-01 -4.53361170e-01 -2.73174653e-01
-3.21030549e-01 -4.11034882e-01 -1.75281710e-01 -1.04335593e-01
-2.14862668e-01 -3.53639985e-01 -2.29313911e-01 -4.22395151e-01
-1.18766145e-01]
[ -4.73253779e-01 -3.46351654e-01 -3.76622133e-01 -1.33179984e-01
-3.32983564e-01 -2.12625080e-01 -1.66234264e-01 -4.37059535e-01
-3.22342432e-01 -4.64231370e-01 -1.22167477e-01 -3.29493397e-02
-2.29757252e-01]
[ -9.46147915e-01 -9.22283854e-01 -9.68564165e-01 -7.77789962e-01
-1.00335602e+00 -9.74385366e-01 -6.67909495e-01 -6.45037106e-01
-7.66999397e-01 -5.56020320e-01 -7.46420449e-01 -4.68881959e-01
-3.36383239e-01]
[ -5.01951887e-01 -2.64342143e-01 -4.61169576e-01 -3.06227653e-01
-3.54231007e-01 -3.53832000e-01 -5.30481005e-01 -5.56746715e-01
-6.13180539e-01 -1.36366779e-01 -4.02627528e-01 -5.33508636e-01
-3.78650380e-01]
[ -1.17126369e-01 3.56412267e-02 -3.34900400e-01 -3.46132616e-01
-9.26847755e-02 -7.06171239e-02 -1.47833250e-01 -2.56469484e-01
-1.41755912e-01 1.40027933e-01 -2.96598590e-01 -3.85452508e-01
-2.14868119e-01]
[ -1.90695986e-02 2.05238031e-01 1.01348856e-01 7.58287839e-02
8.47650362e-02 2.58235067e-02 9.20808655e-02 -9.15522438e-02
-1.64533507e-01 -2.60970431e-01 -2.44570680e-01 2.15452126e-01
1.02660612e-01]
[ -2.60925948e-01 -9.54450754e-02 1.59668277e-01 -2.14641874e-01
-1.15156251e-01 1.14514637e-01 -1.54223703e-01 -3.33056737e-02
-1.05756627e-01 2.23159916e-02 -8.10758741e-02 -1.82364842e-01
3.11224855e-02]
[ -8.15238275e-02 -2.56041336e-01 -1.78225541e-01 -2.74521366e-01
-4.76439992e-01 -8.40356635e-02 -2.94058664e-02 6.45278858e-03
-4.60633004e-02 1.71225032e-02 -1.54906418e-01 -1.94958265e-01
-2.17598763e-01]
[ -7.44325730e-02 3.40720976e-03 -2.43834699e-01 -2.37472256e-01
1.40511683e-01 -1.62494773e-01 -1.61237782e-01 3.97592447e-02
5.55348942e-03 -1.81175201e-02 -1.73161206e-01 -1.27731986e-03
4.81805892e-02]
[ 2.92997916e-02 -1.55487365e-01 -1.52714994e-01 -3.53690281e-02
-1.16981312e-01 -1.06542850e-01 6.37284593e-02 -1.77593248e-01
-5.03783923e-02 -5.51561837e-02 7.73962504e-03 -1.52070519e-01
4.32543703e-02]
[ -2.82789260e-01 -1.45479218e-01 -6.84411573e-02 -9.91603577e-02
-3.06123878e-01 -2.71685366e-01 -3.44841612e-01 7.74096303e-02
-2.81381778e-01 -1.89455873e-01 1.73612111e-01 5.56101804e-02
3.40805411e-01]
[ -2.14283023e-01 -1.31093287e-01 -7.67641363e-02 -7.49536778e-02
-8.24768371e-02 -1.14059136e-01 -3.97341683e-02 7.44639371e-02
-9.88120495e-02 4.36756533e-02 2.68436442e-02 -1.63688478e-01
5.03385508e-02]
[ -1.51822670e-01 -6.54760563e-02 -2.21097349e-01 -3.53462959e-01
-1.48478655e-01 -1.98747716e-01 -2.14442448e-01 -5.44845164e-02
2.16036292e-01 -1.54426073e-01 -3.08796683e-01 -3.18470741e-01
-6.89695303e-02]
[ -3.65509305e-01 -7.93551540e-02 -1.41656177e-01 -1.95165216e-01
-5.91719325e-02 -3.09743494e-01 7.76012102e-02 -3.18052663e-02
-9.73711093e-02 1.21182430e-01 -2.66001299e-02 -8.24166694e-02
-1.19649671e-01]
[ -1.68886687e-01 -1.55311638e-01 -4.46511617e-02 -1.32298073e-01
-1.35416602e-01 -2.92328257e-01 -8.95441918e-02 -9.69145527e-02
-2.86573106e-01 5.14869974e-02 1.99201984e-01 1.13156352e-01
-2.37315159e-01]
[ -1.37902716e-01 -1.81337833e-01 -1.10231644e-01 -2.84218536e-01
8.75904252e-02 -1.75007657e-02 -2.09875871e-01 -1.33861654e-01
9.51901416e-02 -9.29375072e-02 -1.82121031e-01 -1.74074257e-01
-3.00548302e-01]
[ -4.44286272e-02 -3.24038991e-02 -1.47019435e-01 -3.57291625e-02
-2.27331908e-01 6.34399671e-02 -8.56860861e-02 -3.90730081e-02
-2.32449662e-01 -7.02501297e-02 -6.20368279e-02 -2.93104955e-01
-1.56106494e-01]
[ -7.35741166e-02 4.02139727e-02 -1.31516081e-01 -2.76456335e-01
1.31514561e-01 2.14210091e-02 -2.49608097e-01 -2.00995342e-01
9.45969406e-02 -9.57919135e-02 -2.30204318e-01 -1.17842607e-01
-2.95100268e-01]
[ 8.42094675e-02 -3.14588297e-01 -7.96494837e-02 -4.16900753e-01
-2.22262139e-01 -8.74984955e-02 5.74912880e-02 1.00958008e-01
-1.43997739e-04 2.87492910e-01 -4.66785278e-01 -5.25214906e-01
3.38316990e-01]
[ -2.17147105e-01 -2.57883340e-01 -1.24654985e-01 -2.84294438e-01
-3.07587342e-01 -9.16838616e-02 2.05605720e-01 5.23642121e-02
3.08113485e-01 5.61743060e-02 -3.60896122e-01 -7.57060548e-01
5.65364693e-01]
[ -8.26015198e-03 -1.92401944e-01 2.61297411e-02 -2.66569545e-01
-1.69541885e-01 1.67929709e-01 1.72418803e-01 2.33332061e-01
-2.89711605e-02 2.23010652e-01 -1.38291805e-01 -7.11093470e-01
5.74981906e-01]
[ 6.89744138e-03 -4.79703460e-02 -1.20042406e-01 -8.62840243e-02
-1.76816754e-01 -4.49236185e-02 2.58459017e-01 1.46151164e-01
2.40397184e-01 3.55910366e-01 -4.07727047e-01 -5.89637273e-01
5.87896540e-01]
[ -7.88861342e-02 -2.80674351e-01 6.24664715e-02 -3.33876193e-01
-1.44581665e-01 1.19105781e-01 3.23200742e-01 1.08755702e-01
-7.56410851e-02 1.46296375e-01 -4.93551614e-01 -6.20877218e-01
6.87878909e-01]
[ 1.23509469e-01 -8.42756320e-02 1.71833460e-02 -1.28276935e-01
-7.38636863e-02 -1.61098919e-02 1.93069735e-01 3.06369900e-01
3.61186469e-01 2.24101211e-01 -4.75565204e-01 -4.82921652e-01
3.56346928e-01]
[ -9.05618976e-03 -1.24867124e-01 1.80474602e-02 3.68215222e-02
-7.97062691e-02 -2.83210007e-01 3.43255159e-03 2.66923582e-01
-4.02151432e-02 4.90097376e-02 -2.06847824e-01 -5.27696206e-01
1.86732501e-01]
[ 7.72874352e-02 1.28126062e-01 -3.86381477e-03 7.80134929e-02
-7.98019497e-02 -5.91533315e-02 -2.17921886e-01 -2.17372313e-01
-3.01434596e-01 -1.89140189e-01 -1.52555213e-01 3.26559777e-01
-1.61682232e-01]
[ 3.76948214e-02 -7.20951668e-02 1.34910385e-01 1.81233528e-01
2.60998800e-01 8.77877752e-03 -4.17168614e-01 -3.97720284e-01
-1.30087219e-01 -5.54216689e-01 1.76304366e-01 9.82161683e-01
-4.26702755e-01]
[ 3.56478170e-02 7.98244744e-02 -2.10394104e-01 3.36739111e-02
2.94542792e-02 -3.87137027e-04 -1.50650635e-01 -3.20014196e-01
-2.84317836e-01 -1.66696798e-01 -5.62464102e-02 -4.40581132e-02
-1.61281957e-01]
[ -5.39950031e-02 -2.20380349e-01 6.85538303e-02 8.79530918e-02
-1.36683166e-01 -1.33911387e-01 6.26874180e-02 2.27170044e-02
1.03433543e-01 -3.37132285e-01 -3.07467948e-01 -2.98582976e-01
6.87969358e-02]
[ 1.71956053e-02 -2.75736926e-01 6.53336645e-02 -2.20744465e-01
-1.94101165e-01 -2.30720221e-01 -2.40266788e-01 9.51151446e-02
1.25039187e-02 1.68785956e-01 -1.63221281e-01 1.70529606e-02
-2.33460997e-02]
[ 1.74389251e-01 5.37724254e-02 -1.02833401e-01 -1.89943662e-01
-5.41319151e-02 -1.01030797e-01 -1.79863806e-01 5.77109665e-02
-1.88558451e-01 -2.09272310e-01 -1.61176845e-01 1.08694892e-01
-1.07128434e-01]
[ -1.70636306e-01 -1.89185692e-01 -1.04598653e-01 -1.84843985e-01
-5.69527728e-02 2.72994557e-02 -1.64477339e-01 -1.31336856e-01
-1.23896893e-01 5.58003423e-02 -2.16862448e-01 -5.79790549e-02
-1.98377915e-01]
[ -3.21857778e-02 -2.18366112e-01 -1.53692185e-01 -1.88318572e-01
-5.68025884e-02 4.49009344e-02 -1.92194437e-02 2.91708009e-02
-2.10820013e-01 -2.20131553e-01 -5.17778234e-02 -1.73693537e-01
-4.15767166e-02]
[ 1.17007799e-01 6.83897636e-02 -2.57999732e-03 -1.50219481e-01
-3.31414235e-01 8.71031803e-03 -1.25471746e-01 -2.09333599e-01
-3.02678331e-01 1.05385352e-01 -1.20338420e-01 -1.30466798e-01
-1.65955632e-02]
[ -6.34428162e-02 -6.94759507e-03 -2.83446280e-01 4.59778099e-04
6.78676335e-02 1.56350131e-01 -2.28862893e-01 -1.65252067e-01
-5.72416473e-02 -5.31118063e-02 1.50843124e-01 4.14589399e-01
-3.37774093e-02]
[ 1.02970055e-01 3.60111507e-01 -2.09323134e-01 6.07359798e-01
1.19568870e-01 -1.34538129e-03 -2.49226867e-01 -4.07996929e-01
-2.63809170e-01 -4.33308954e-01 6.41587877e-01 9.79960730e-01
-6.01194700e-01]
[ -3.30746110e-02 1.83277524e-01 4.28094774e-02 1.38044252e-01
-5.48204032e-03 -6.96002250e-02 -2.56302022e-01 -3.64888410e-01
-2.63937872e-01 -2.80471471e-01 3.69585355e-01 9.63236842e-01
-4.87102398e-01]
[ -5.16308666e-02 -1.14554447e-01 -1.63000333e-01 2.83171771e-01
-1.60729238e-01 2.33962187e-01 -1.08498665e-01 -2.76804630e-01
-2.64120910e-01 -5.10946856e-01 1.80663756e-01 4.12266404e-01
-2.97435980e-01]
[ 7.88536415e-02 -3.81599680e-01 -5.19162021e-02 -3.84918121e-02
-1.10085476e-01 2.00558689e-01 8.52579109e-02 1.69040907e-01
-1.55095836e-01 -4.29625062e-02 -7.90086133e-02 2.73727441e-01
-1.50601321e-01]
[ 2.03765482e-01 -2.90780573e-01 -1.22689720e-01 -8.92524404e-02
-2.06331907e-01 1.22426478e-01 2.29355463e-02 -1.55887247e-01
-3.78556363e-02 -1.21813414e-01 -1.31190911e-01 -1.98147822e-01
-7.39296196e-02]
[ -1.34868122e-01 -8.05546701e-02 3.87465633e-02 -2.51934868e-01
-5.67821789e-02 -1.40875220e-01 5.51188820e-02 -1.55377573e-02
-6.77748125e-02 -1.26121094e-02 -3.00200164e-01 -4.13849418e-01
-2.12062036e-02]
[ -1.39951594e-01 -1.32734182e-01 -6.92780626e-02 -2.35451355e-01
-3.42377168e-01 -2.87663103e-01 1.29741848e-01 8.80550727e-02
8.35021330e-03 6.89528919e-02 -1.83623727e-01 -6.05827412e-01
-4.96438100e-02]
[ -1.66336796e-01 -2.22079218e-01 -2.97199304e-01 -2.97747437e-01
-2.65397068e-01 -2.07513186e-01 -3.14507236e-01 1.48667282e-01
-2.95146084e-02 -2.87706926e-01 -2.73943664e-01 -2.23284775e-01
-2.05686220e-01]
[ -1.07588421e-01 1.15176337e-01 2.55908238e-02 -2.50826138e-02
-2.17860422e-01 -1.68489032e-01 -8.54955464e-02 1.18153034e-02
-8.29971750e-02 -1.84124017e-01 -1.79560445e-01 -2.40480819e-01
-7.70143088e-02]
[ -3.49122568e-01 -1.30139661e-01 -2.70509682e-01 9.44730137e-02
-2.08913163e-01 -2.26058657e-01 -5.44801021e-02 -1.58525041e-01
5.98288319e-02 -7.29399141e-02 2.89945011e-02 -3.24338507e-01
-8.69085228e-03]
[ -1.26721912e-01 -3.34203723e-02 -2.57927655e-01 6.53735534e-03
-2.16013885e-01 -2.76707795e-01 -3.81942762e-01 -8.16109893e-02
5.53847158e-03 -2.86339209e-01 -2.60739580e-01 -3.53954214e-01
-6.52440632e-02]
[ -2.14617979e-01 -5.40590622e-01 -3.29943007e-01 -3.76405867e-01
-3.35153212e-01 -2.26133553e-01 9.84295186e-03 -3.01238746e-01
1.13550080e-01 -2.44575955e-01 -2.08307725e-01 -9.73961783e-02
-7.58208805e-02]
[ -2.12316152e-01 -2.96649529e-01 -3.12382592e-01 -1.40887041e-01
-9.55047882e-02 -1.46572785e-01 -1.02223602e-01 -1.27685437e-02
-2.02661076e-01 -5.01719292e-01 -2.32064930e-01 -9.45884074e-02
2.56765553e-02]
[ -1.22647691e-01 2.78199841e-02 -2.39240236e-01 -3.72411068e-01
-2.27963236e-01 -2.58413790e-01 -5.15449515e-02 -2.69652844e-01
4.38770898e-02 1.89308471e-03 -3.10447639e-01 -8.38461924e-02
-1.96881278e-01]]
Progress: 7.7% ... Training loss: 0.306 ... Validation loss: 0.546[[ 9.75499000e-04]
[ 3.68491873e-01]
[ -1.15751842e-01]
[ 7.81456099e-01]
[ 3.36243770e-01]
[ 4.67197291e-02]
[ -8.41877234e-01]
[ -9.74188338e-01]
[ -7.26260695e-01]
[ -9.88141124e-01]
[ 1.04488664e+00]
[ 2.57230377e+00]
[ -1.52425542e+00]]
[[ -5.33239679e-01 -5.34072114e-01 -5.75088929e-01 -2.36562703e-01
-3.33393526e-01 -5.86022779e-01 -4.82111506e-01 -4.23922322e-01
-6.19986638e-01 -5.14446196e-01 -9.89833189e-02 3.44676220e-01
-3.32161915e-01]
[ 6.02396372e-03 -1.39663731e-01 5.21324770e-02 -2.51891864e-02
-4.47011282e-02 5.91713268e-02 -1.13491190e-01 2.47199559e-01
-1.14914469e-01 -1.54819331e-01 -4.54000990e-02 -4.62667870e-02
1.23271477e-01]
[ -1.94070733e-01 1.40011211e-01 -1.38402790e-02 1.30169741e-01
1.20925087e-01 -1.11643334e-01 9.31111365e-02 -7.82710478e-02
2.03222870e-01 -7.34661421e-02 2.88001550e-01 7.82852686e-01
3.15090463e-01]
[ 1.77786556e-01 -2.82957272e-01 -2.66813980e-01 -8.13729403e-02
-3.38814438e-01 -3.56412991e-03 4.98972289e-02 -2.67945205e-01
1.97971159e-01 -2.71986217e-01 -2.56137840e-01 -4.16557892e-01
-4.54443399e-02]
[ 1.04454201e-01 6.89001387e-02 9.14600668e-02 1.40750811e-01
1.14442842e-02 7.38850961e-02 -8.16183262e-02 6.27285879e-02
-2.86028461e-02 1.29603006e-01 2.02718295e-01 -1.68971735e-02
6.73985076e-02]
[ -4.83909211e-01 -5.63519443e-01 -6.08985506e-01 -5.21246933e-01
-5.65081162e-01 -5.61376427e-01 -3.11915545e-01 -2.12043432e-01
-4.31725415e-01 -2.96179455e-01 -3.76517846e-01 -5.47594799e-01
-2.76486365e-01]
[ -4.14451182e-01 -5.69143852e-01 -3.20529317e-01 -3.39830213e-01
-3.99973797e-01 -5.57164720e-01 -4.41091075e-01 -4.69078896e-01
-2.97555266e-01 -2.06967448e-01 -4.27036410e-01 -1.93871038e-01
-2.00729795e-01]
[ -3.15442824e-01 -3.63031271e-01 -4.54679141e-01 -2.61162155e-01
-3.16728771e-01 -4.10744127e-01 -1.87106936e-01 -1.18835470e-01
-2.25870466e-01 -3.66736605e-01 -2.11048243e-01 -3.69822151e-01
-1.48488021e-01]
[ -4.73254161e-01 -3.45728171e-01 -3.76843186e-01 -1.31140831e-01
-3.32572296e-01 -2.12619391e-01 -1.67369742e-01 -4.39741278e-01
-3.22193138e-01 -4.66774766e-01 -1.18243372e-01 -2.78152351e-02
-2.35628343e-01]
[ -9.46303718e-01 -9.16680073e-01 -9.70358635e-01 -7.62927855e-01
-9.99100576e-01 -9.73994042e-01 -6.83031208e-01 -6.63848672e-01
-7.78569431e-01 -5.77156134e-01 -7.23419833e-01 -4.05647195e-01
-3.76280560e-01]
[ -5.01994158e-01 -2.61971617e-01 -4.61825761e-01 -2.99381792e-01
-3.51571391e-01 -3.53720332e-01 -5.33927414e-01 -5.61950445e-01
-6.17210461e-01 -1.41331180e-01 -3.92455611e-01 -5.09712339e-01
-3.92013499e-01]
[ -1.17086869e-01 3.46656185e-02 -3.34624054e-01 -3.48761026e-01
-9.35807278e-02 -7.07077502e-02 -1.45466821e-01 -2.53677009e-01
-1.39385869e-01 1.43262321e-01 -3.00250019e-01 -3.93458352e-01
-2.09317143e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60918453e-01 -9.56853091e-02 1.59779439e-01 -2.15129244e-01
-1.15344681e-01 1.14489799e-01 -1.53736434e-01 -3.23705166e-02
-1.05597603e-01 2.29225801e-02 -8.17242097e-02 -1.84035933e-01
3.18444406e-02]
[ -8.15250241e-02 -2.55834946e-01 -1.78298541e-01 -2.73953818e-01
-4.76293296e-01 -8.40187758e-02 -2.97828917e-02 5.62589072e-03
-4.62779355e-02 1.63429480e-02 -1.53820778e-01 -1.92887120e-01
-2.19205047e-01]
[ -7.44434802e-02 3.67812759e-03 -2.43948248e-01 -2.36830311e-01
1.40887074e-01 -1.62478310e-01 -1.62314261e-01 3.80227208e-02
4.48408877e-03 -2.00638078e-02 -1.71992159e-01 5.01982874e-03
4.44261327e-02]
[ 2.92726985e-02 -1.54568107e-01 -1.53024657e-01 -3.21659674e-02
-1.16033959e-01 -1.06474608e-01 6.07803337e-02 -1.80457562e-01
-5.19681404e-02 -5.96808106e-02 1.26402880e-02 -1.40503215e-01
3.56890882e-02]
[ -2.82790788e-01 -1.45313008e-01 -6.84652603e-02 -9.87363196e-02
-3.06105208e-01 -2.71684894e-01 -3.44510698e-01 7.78341824e-02
-2.81114359e-01 -1.89043746e-01 1.74008633e-01 5.72724606e-02
3.41384480e-01]
[ -2.14301458e-01 -1.31081930e-01 -7.69272063e-02 -7.43729416e-02
-8.25192547e-02 -1.14022506e-01 -3.95063207e-02 7.43642485e-02
-9.91978545e-02 4.32484231e-02 2.68550189e-02 -1.62457580e-01
5.00618356e-02]
[ -1.51850500e-01 -6.45787334e-02 -2.21375341e-01 -3.51451672e-01
-1.47822827e-01 -1.98672202e-01 -2.17333757e-01 -5.78101328e-02
2.12903794e-01 -1.57699990e-01 -3.05787723e-01 -3.05449383e-01
-7.59991302e-02]
[ -3.65557045e-01 -7.67868309e-02 -1.42286619e-01 -1.88174305e-01
-5.67356231e-02 -3.09615927e-01 7.29700398e-02 -3.76162366e-02
-1.02159466e-01 1.16189505e-01 -1.71072966e-02 -5.94021170e-02
-1.32448133e-01]
[ -1.68927699e-01 -1.53385150e-01 -4.52460540e-02 -1.27180325e-01
-1.33644842e-01 -2.92210394e-01 -9.54024163e-02 -1.03435625e-01
-2.90396917e-01 4.50119256e-02 2.08433252e-01 1.36622326e-01
-2.50740633e-01]
[ -1.37890605e-01 -1.81365233e-01 -1.10214379e-01 -2.84824290e-01
8.74207917e-02 -1.75394664e-02 -2.08826144e-01 -1.34280123e-01
9.63215147e-02 -9.33256764e-02 -1.82330837e-01 -1.77907773e-01
-3.00782936e-01]
[ -4.44416207e-02 -3.20737508e-02 -1.47155236e-01 -3.46985304e-02
-2.27059215e-01 6.34852764e-02 -8.66249951e-02 -4.05383915e-02
-2.32996830e-01 -7.13466310e-02 -6.08255700e-02 -2.90572117e-01
-1.58444043e-01]
[ -7.35561634e-02 4.00013122e-02 -1.31423011e-01 -2.77275071e-01
1.31185463e-01 2.13717316e-02 -2.48716183e-01 -2.00016688e-01
9.56554952e-02 -9.54081254e-02 -2.30805806e-01 -1.19714507e-01
-2.94448116e-01]
[ 8.42080907e-02 -3.14511653e-01 -7.96730423e-02 -4.16793141e-01
-2.22198182e-01 -8.74945823e-02 5.73372281e-02 1.00786711e-01
-3.19396781e-04 2.87297454e-01 -4.66553270e-01 -5.24441595e-01
3.37790476e-01]
[ -2.17154944e-01 -2.57764580e-01 -1.24711762e-01 -2.83906823e-01
-3.07524010e-01 -9.16672236e-02 2.04952205e-01 5.14374867e-02
3.07462681e-01 5.52126302e-02 -3.60312536e-01 -7.56261396e-01
5.63679431e-01]
[ -8.25455433e-03 -1.92673591e-01 2.62213941e-02 -2.67438766e-01
-1.69857487e-01 1.67910416e-01 1.73748572e-01 2.34776022e-01
-2.79179233e-02 2.24222479e-01 -1.39784520e-01 -7.16784328e-01
5.78884586e-01]
[ 6.90339867e-03 -4.81544836e-02 -1.19996255e-01 -8.67675493e-02
-1.76986540e-01 -4.49373315e-02 2.59624274e-01 1.47044262e-01
2.41400649e-01 3.56866118e-01 -4.08433759e-01 -5.92991538e-01
5.90441141e-01]
[ -7.88835185e-02 -2.80732259e-01 6.24998222e-02 -3.34118959e-01
-1.44651189e-01 1.19101034e-01 3.23469598e-01 1.09236046e-01
-7.54343068e-02 1.46845086e-01 -4.94000353e-01 -6.22775694e-01
6.89356874e-01]
[ 1.23514471e-01 -8.43762407e-02 1.72200942e-02 -1.28695728e-01
-7.39603449e-02 -1.61171833e-02 1.93440217e-01 3.07048535e-01
3.61733599e-01 2.24602440e-01 -4.76125830e-01 -4.85368657e-01
3.58043733e-01]
[ -9.05966835e-03 -1.24677931e-01 1.80009064e-02 3.73440584e-02
-7.95607427e-02 -2.83203714e-01 2.61454853e-03 2.65956688e-01
-4.10272872e-02 4.83051736e-02 -2.06228804e-01 -5.26194953e-01
1.84811108e-01]
[ 7.72577450e-02 1.28966110e-01 -4.20915553e-03 8.15734781e-02
-7.90606678e-02 -5.90920042e-02 -2.20924246e-01 -2.20653046e-01
-3.03833054e-01 -1.92478645e-01 -1.48115462e-01 3.44701203e-01
-1.71278236e-01]
[ 3.76839356e-02 -7.08244718e-02 1.34601875e-01 1.85330742e-01
2.62277342e-01 8.81234066e-03 -4.18151645e-01 -3.99406631e-01
-1.31547120e-01 -5.56657268e-01 1.82107994e-01 9.92633861e-01
-4.34071941e-01]
[ 3.56362854e-02 8.00373281e-02 -2.10454527e-01 3.43254491e-02
2.96261461e-02 -3.56497835e-04 -1.51368501e-01 -3.20545681e-01
-2.84882862e-01 -1.67276456e-01 -5.57281574e-02 -4.30806721e-02
-1.62482733e-01]
[ -5.40139776e-02 -2.19968327e-01 6.83581709e-02 8.93574585e-02
-1.36268394e-01 -1.33859636e-01 6.10031596e-02 1.97140573e-02
1.02212165e-01 -3.38763987e-01 -3.05655356e-01 -2.93511623e-01
6.44876286e-02]
[ 1.71926496e-02 -2.75672715e-01 6.53043583e-02 -2.20666695e-01
-1.93961010e-01 -2.30725052e-01 -2.40618876e-01 9.47026086e-02
1.19664883e-02 1.67954054e-01 -1.63002151e-01 2.16464890e-02
-2.51639172e-02]
[ 1.74377458e-01 5.42964031e-02 -1.03008594e-01 -1.89076767e-01
-5.37108050e-02 -1.00994465e-01 -1.80721472e-01 5.61633923e-02
-1.89369990e-01 -2.11005107e-01 -1.59512801e-01 1.13185314e-01
-1.09735135e-01]
[ -1.70656801e-01 -1.88268950e-01 -1.04863322e-01 -1.83534369e-01
-5.61983013e-02 2.73693600e-02 -1.66808747e-01 -1.34269167e-01
-1.26139060e-01 5.25410020e-02 -2.14521366e-01 -4.97830004e-02
-2.03125960e-01]
[ -3.21920558e-02 -2.18001991e-01 -1.53774485e-01 -1.87681853e-01
-5.64495769e-02 4.49117341e-02 -2.02726702e-02 2.76940595e-02
-2.11056994e-01 -2.21788880e-01 -4.95766846e-02 -1.68097455e-01
-4.44903865e-02]
[ 1.16982021e-01 6.92376769e-02 -2.83680563e-03 -1.48832952e-01
-3.30810063e-01 8.77256517e-03 -1.27162570e-01 -2.11495045e-01
-3.03994043e-01 1.02233483e-01 -1.17961207e-01 -1.23561567e-01
-2.14036834e-02]
[ -6.34478863e-02 -6.77933163e-03 -2.83500034e-01 8.71005468e-04
6.80187514e-02 1.56370635e-01 -2.29376299e-01 -1.65893548e-01
-5.76445947e-02 -5.38666371e-02 1.51619310e-01 4.17051922e-01
-3.51261434e-02]
[ 1.02963547e-01 3.59951229e-01 -2.09385462e-01 6.08045094e-01
1.19447267e-01 -1.34050843e-03 -2.49408303e-01 -4.08150312e-01
-2.63466121e-01 -4.34431192e-01 6.42922254e-01 9.85774625e-01
-6.01619247e-01]
[ -3.30768030e-02 1.84486979e-01 4.25545379e-02 1.41191581e-01
-4.41548826e-03 -6.95736993e-02 -2.58403089e-01 -3.67178347e-01
-2.65308626e-01 -2.83240771e-01 3.74849893e-01 9.70732590e-01
-4.93108130e-01]
[ -5.16271470e-02 -1.14556721e-01 -1.62966940e-01 2.83425224e-01
-1.60760213e-01 2.33945159e-01 -1.08642191e-01 -2.77199695e-01
-2.64463021e-01 -5.10573706e-01 1.81098879e-01 4.14371914e-01
-2.99016537e-01]
[ 7.88453997e-02 -3.81313536e-01 -5.20130301e-02 -3.77069889e-02
-1.09846570e-01 2.00578440e-01 8.41528610e-02 1.67887200e-01
-1.56156154e-01 -4.38497627e-02 -7.78839137e-02 2.77522182e-01
-1.53108117e-01]
[ 2.03770556e-01 -2.90847540e-01 -1.22665869e-01 -8.92694201e-02
-2.06391266e-01 1.22415548e-01 2.30688638e-02 -1.55856299e-01
-3.77133655e-02 -1.21473056e-01 -1.31219137e-01 -1.98134453e-01
-7.38638268e-02]
[ -1.34871011e-01 -8.05018309e-02 3.87205095e-02 -2.51750565e-01
-5.67314049e-02 -1.40869033e-01 5.47859932e-02 -1.58523782e-02
-6.80732032e-02 -1.29032619e-02 -2.99891976e-01 -4.12824603e-01
-2.19985862e-02]
[ -1.39954759e-01 -1.32628125e-01 -6.93052207e-02 -2.35238853e-01
-3.42278087e-01 -2.87654386e-01 1.29416271e-01 8.78427434e-02
8.02069116e-03 6.88301861e-02 -1.83393332e-01 -6.05177851e-01
-5.02453919e-02]
[ -1.66296149e-01 -2.23281728e-01 -2.96800753e-01 -3.00659058e-01
-2.66610652e-01 -2.07614311e-01 -3.12456137e-01 1.52631691e-01
-2.67413807e-02 -2.84350682e-01 -2.77988737e-01 -2.33617767e-01
-1.99643499e-01]
[ -1.07599210e-01 1.15628710e-01 2.54443697e-02 -2.39832354e-02
-2.17544965e-01 -1.68464595e-01 -8.68137592e-02 1.02680809e-02
-8.44024885e-02 -1.85613229e-01 -1.78228230e-01 -2.36384309e-01
-8.03236451e-02]
[ -3.49130586e-01 -1.29760623e-01 -2.70580990e-01 9.65214901e-02
-2.08621414e-01 -2.26046141e-01 -5.57928981e-02 -1.59760846e-01
5.89942562e-02 -7.40992175e-02 3.19002220e-02 -3.19163058e-01
-1.19618197e-02]
[ -1.26812353e-01 -2.96549220e-02 -2.58903334e-01 1.73348736e-02
-2.12679372e-01 -2.76479302e-01 -3.89036459e-01 -8.98383608e-02
-2.11413945e-03 -2.93781579e-01 -2.46520027e-01 -3.14513897e-01
-8.58631592e-02]
[ -2.14653394e-01 -5.39584307e-01 -3.30339163e-01 -3.72883464e-01
-3.33976668e-01 -2.26035933e-01 6.57675882e-03 -3.04314403e-01
1.11162893e-01 -2.48485366e-01 -2.02597051e-01 -8.22896996e-02
-8.29996828e-02]
[ -2.12338492e-01 -2.95963438e-01 -3.12741903e-01 -1.39239328e-01
-9.48435561e-02 -1.46493742e-01 -1.04139050e-01 -1.59192534e-02
-2.03950236e-01 -5.04900311e-01 -2.30117955e-01 -8.99261175e-02
2.05660572e-02]
[ -1.22672512e-01 2.95493455e-02 -2.39790895e-01 -3.69958891e-01
-2.26634027e-01 -2.58362640e-01 -5.44232755e-02 -2.77111060e-01
4.17376576e-02 -6.78362510e-03 -3.03469770e-01 -6.45072539e-02
-2.10510581e-01]]
Progress: 7.8% ... Training loss: 0.310 ... Validation loss: 0.516[[-0.02501558]
[ 0.33142969]
[-0.14329702]
[ 0.7441 ]
[ 0.30373985]
[ 0.02074099]
[-0.88242026]
[-1.02064878]
[-0.76666118]
[-1.0373528 ]
[ 1.00175835]
[ 2.51170451]
[-1.59430476]]
[[ -5.33247941e-01 -5.37011740e-01 -5.74202132e-01 -2.43343589e-01
-3.35913670e-01 -5.86370592e-01 -4.71921163e-01 -4.11399533e-01
-6.11893443e-01 -5.00781580e-01 -1.09371241e-01 3.02783449e-01
-3.05355973e-01]
[ 6.02352742e-03 -1.39819899e-01 5.21954782e-02 -2.57893016e-02
-4.48381585e-02 5.91537810e-02 -1.12913747e-01 2.47971709e-01
-1.14406098e-01 -1.54091565e-01 -4.62445110e-02 -4.88352501e-02
1.25138549e-01]
[ -1.94079113e-01 1.34353332e-01 -1.26201160e-02 1.19184768e-01
1.16538218e-01 -1.12049969e-01 1.07292328e-01 -6.27350185e-02
2.16391034e-01 -5.73654820e-02 2.70380253e-01 7.28343757e-01
3.51377301e-01]
[ 1.77790910e-01 -2.78112575e-01 -2.68143063e-01 -7.13691859e-02
-3.34148509e-01 -3.26523921e-03 4.39840263e-02 -2.81347276e-01
1.93741950e-01 -2.84548409e-01 -2.38200448e-01 -3.72299382e-01
-6.28396978e-02]
[ 1.04448909e-01 6.62800369e-02 9.23368869e-02 1.33609265e-01
9.29288318e-03 7.36678065e-02 -7.78136046e-02 7.34563336e-02
-2.45602703e-02 1.38630624e-01 1.92075526e-01 -5.25662363e-02
8.32075281e-02]
[ -4.83913436e-01 -5.65293156e-01 -6.08525063e-01 -5.24881704e-01
-5.66739053e-01 -5.61574250e-01 -3.08421538e-01 -2.05769553e-01
-4.28799384e-01 -2.90132948e-01 -3.81941674e-01 -5.59243531e-01
-2.68230090e-01]
[ -4.14457229e-01 -5.71795930e-01 -3.19656748e-01 -3.46098573e-01
-4.02144740e-01 -5.57405767e-01 -4.34152169e-01 -4.59737381e-01
-2.91702375e-01 -1.95930247e-01 -4.35026872e-01 -2.29625711e-01
-1.80819730e-01]
[ -3.15448651e-01 -3.66324087e-01 -4.54010373e-01 -2.67167796e-01
-3.19347137e-01 -4.11014870e-01 -1.78504426e-01 -1.07662868e-01
-2.17850062e-01 -3.56313501e-01 -2.21072736e-01 -3.95940864e-01
-1.27450681e-01]
[ -4.73259333e-01 -3.48212058e-01 -3.76210675e-01 -1.37323540e-01
-3.34676787e-01 -2.12906523e-01 -1.60879259e-01 -4.33641907e-01
-3.17494640e-01 -4.59434692e-01 -1.27621510e-01 -4.93780169e-02
-2.23185107e-01]
[ -9.46316663e-01 -9.23475131e-01 -9.68518317e-01 -7.77921953e-01
-1.00486479e+00 -9.74588321e-01 -6.66366393e-01 -6.40541775e-01
-7.64339625e-01 -5.53717778e-01 -7.46136841e-01 -4.74760882e-01
-3.33533503e-01]
[ -5.01998462e-01 -2.63855506e-01 -4.61344212e-01 -3.03083603e-01
-3.53007669e-01 -3.53943306e-01 -5.28902162e-01 -5.56254579e-01
-6.13467929e-01 -1.33712548e-01 -3.97864537e-01 -5.24704596e-01
-3.80102203e-01]
[ -1.17090892e-01 3.31420724e-02 -3.34311628e-01 -3.52156598e-01
-9.49319315e-02 -7.08872421e-02 -1.41630983e-01 -2.49792404e-01
-1.35860381e-01 1.47052220e-01 -3.04941007e-01 -4.04437309e-01
-2.02328577e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60920542e-01 -9.62621913e-02 1.60005227e-01 -2.16443194e-01
-1.15910977e-01 1.14386548e-01 -1.52315121e-01 -2.96546313e-02
-1.04415220e-01 2.53047566e-02 -8.36141820e-02 -1.88384221e-01
3.49388253e-02]
[ -8.15247870e-02 -2.55811070e-01 -1.78317644e-01 -2.73819901e-01
-4.76255248e-01 -8.40056506e-02 -2.99153180e-02 5.59486149e-03
-4.64288456e-02 1.63421041e-02 -1.53612725e-01 -1.92007383e-01
-2.19348694e-01]
[ -7.44472225e-02 1.66632273e-03 -2.43494117e-01 -2.41191585e-01
1.38962076e-01 -1.62640355e-01 -1.58763162e-01 4.39013035e-02
7.58377252e-03 -1.38681261e-02 -1.78356378e-01 -1.11331655e-02
5.41050250e-02]
[ 2.92711527e-02 -1.55355709e-01 -1.52725347e-01 -3.46554175e-02
-1.16780338e-01 -1.06543047e-01 6.30192862e-02 -1.77568592e-01
-5.05293796e-02 -5.63641293e-02 8.95036085e-03 -1.51319371e-01
4.19571884e-02]
[ -2.82791407e-01 -1.45392499e-01 -6.84288818e-02 -9.87477789e-02
-3.06030953e-01 -2.71697432e-01 -3.44387252e-01 7.85526827e-02
-2.80728856e-01 -1.88148672e-01 1.74841762e-01 5.35496783e-02
3.42590011e-01]
[ -2.14304675e-01 -1.32774963e-01 -7.64468228e-02 -7.74786808e-02
-8.39030756e-02 -1.14179823e-01 -3.48545487e-02 7.96525594e-02
-9.52884461e-02 4.95784359e-02 2.21810295e-02 -1.79593462e-01
6.16783651e-02]
[ -1.51854482e-01 -6.71133627e-02 -2.20863067e-01 -3.56545294e-01
-1.49959066e-01 -1.98862167e-01 -2.12008227e-01 -5.06820423e-02
2.18399791e-01 -1.51989358e-01 -3.13761540e-01 -3.24965766e-01
-6.21835979e-02]
[ -3.65557278e-01 -7.64973048e-02 -1.42345626e-01 -1.87250255e-01
-5.63175518e-02 -3.09606464e-01 7.35159101e-02 -3.69993330e-02
-1.01667386e-01 1.17227825e-01 -1.59362033e-02 -6.19030505e-02
-1.31390142e-01]
[ -1.68930503e-01 -1.54911855e-01 -4.48560513e-02 -1.31037819e-01
-1.34880123e-01 -2.92357040e-01 -9.04750301e-02 -9.90238230e-02
-2.87315223e-01 5.04349719e-02 2.01944485e-01 1.23257294e-01
-2.40931596e-01]
[ -1.37891853e-01 -1.81779637e-01 -1.10130625e-01 -2.85786653e-01
8.70568183e-02 -1.76005752e-02 -2.07930189e-01 -1.33458012e-01
9.72399170e-02 -9.25124296e-02 -1.83531538e-01 -1.80740522e-01
-2.99640645e-01]
[ -4.44422831e-02 -3.23380986e-02 -1.47085546e-01 -3.53622362e-02
-2.27271394e-01 6.34458590e-02 -8.59597765e-02 -3.97574980e-02
-2.32504342e-01 -7.05683355e-02 -6.16697246e-02 -2.92217552e-01
-1.57163983e-01]
[ -7.35575281e-02 3.93743168e-02 -1.31262320e-01 -2.78565462e-01
1.30672564e-01 2.12931271e-02 -2.47404393e-01 -1.98348341e-01
9.68078299e-02 -9.34435616e-02 -2.32709455e-01 -1.23642509e-01
-2.91625900e-01]
[ 8.42074424e-02 -3.14763679e-01 -7.95933679e-02 -4.17369253e-01
-2.22431706e-01 -8.75135009e-02 5.79249533e-02 1.01608180e-01
1.45863877e-04 2.88491640e-01 -4.67514305e-01 -5.28032635e-01
3.39731628e-01]
[ -2.17156113e-01 -2.58205081e-01 -1.24555853e-01 -2.85354262e-01
-3.07920707e-01 -9.17222011e-02 2.06753502e-01 5.35454254e-02
3.09170129e-01 5.71965935e-02 -3.62436115e-01 -7.62407399e-01
5.68765993e-01]
[ -8.25498791e-03 -1.92802761e-01 2.62725333e-02 -2.67890641e-01
-1.69971139e-01 1.67891844e-01 1.74311905e-01 2.35464931e-01
-2.74857543e-02 2.24919269e-01 -1.40442725e-01 -7.18483621e-01
5.80531590e-01]
[ 6.90245047e-03 -4.85043003e-02 -1.19914527e-01 -8.78522290e-02
-1.77293386e-01 -4.49800169e-02 2.61185406e-01 1.48244123e-01
2.42679147e-01 3.58348142e-01 -4.09900441e-01 -5.97222739e-01
5.93667253e-01]
[ -7.88850881e-02 -2.81439185e-01 6.27037616e-02 -3.35844347e-01
-1.45304848e-01 1.19024987e-01 3.25551749e-01 1.11526962e-01
-7.37545944e-02 1.49229847e-01 -4.96124631e-01 -6.29996247e-01
6.94900577e-01]
[ 1.23511821e-01 -8.53881337e-02 1.74642118e-02 -1.30942622e-01
-7.47795126e-02 -1.62148329e-02 1.96733825e-01 3.10865624e-01
3.65021369e-01 2.28378011e-01 -4.78982082e-01 -4.96347747e-01
3.65895240e-01]
[ -9.06105043e-03 -1.24950656e-01 1.80804109e-02 3.64856383e-02
-7.98298999e-02 -2.83243980e-01 3.65405397e-03 2.67573037e-01
-4.02355228e-02 4.97926638e-02 -2.07302466e-01 -5.27872315e-01
1.86952096e-01]
[ 7.72546497e-02 1.27511699e-01 -3.84199381e-03 7.83379309e-02
-8.01258312e-02 -5.92092919e-02 -2.17648646e-01 -2.17176400e-01
-3.00507689e-01 -1.88277708e-01 -1.52650882e-01 3.27156140e-01
-1.61966701e-01]
[ 3.76864650e-02 -6.99598669e-02 1.34395567e-01 1.88208949e-01
2.63148113e-01 8.90491273e-03 -4.20547758e-01 -4.01069327e-01
-1.33978981e-01 -5.58145780e-01 1.85848938e-01 1.00283259e+00
-4.38945788e-01]
[ 3.56351248e-02 7.96414151e-02 -2.10374193e-01 3.33905645e-02
2.93102011e-02 -4.11653282e-04 -1.50242745e-01 -3.19862464e-01
-2.83917736e-01 -1.66306082e-01 -5.69574004e-02 -4.52567080e-02
-1.60784120e-01]
[ -5.40131281e-02 -2.19522666e-01 6.82406201e-02 9.05888167e-02
-1.35812360e-01 -1.33820853e-01 5.95966306e-02 1.80994928e-02
1.00963056e-01 -3.39951986e-01 -3.04072156e-01 -2.87710161e-01
6.14315686e-02]
[ 1.71909941e-02 -2.76572983e-01 6.55900860e-02 -2.22744896e-01
-1.94818836e-01 -2.30800261e-01 -2.38319215e-01 9.80914671e-02
1.43430876e-02 1.71585424e-01 -1.66614325e-01 1.21520386e-02
-1.92532200e-02]
[ 1.74375697e-01 5.34889161e-02 -1.02786946e-01 -1.91027805e-01
-5.43844417e-02 -1.01071777e-01 -1.79359091e-01 5.86840660e-02
-1.87961496e-01 -2.08478970e-01 -1.62228224e-01 1.06506668e-01
-1.05879351e-01]
[ -1.70656076e-01 -1.87929598e-01 -1.05008104e-01 -1.82702958e-01
-5.58907096e-02 2.74046616e-02 -1.67465835e-01 -1.35979289e-01
-1.26871549e-01 5.09394083e-02 -2.13134921e-01 -4.51983514e-02
-2.05684168e-01]
[ -3.21933885e-02 -2.18546610e-01 -1.53639736e-01 -1.88931255e-01
-5.69581690e-02 4.48358769e-02 -1.87508655e-02 2.91629638e-02
-2.09822743e-01 -2.20164976e-01 -5.14263053e-02 -1.71909616e-01
-4.17063300e-02]
[ 1.16980188e-01 6.78965771e-02 -2.48582081e-03 -1.52002381e-01
-3.31977642e-01 8.65766978e-03 -1.24201763e-01 -2.08382975e-01
-3.01933977e-01 1.06380841e-01 -1.23346053e-01 -1.36239225e-01
-1.39053641e-02]
[ -6.34486826e-02 -7.51821482e-03 -2.83353416e-01 -8.95757280e-04
6.72916013e-02 1.56318976e-01 -2.28049974e-01 -1.63816215e-01
-5.63858790e-02 -5.19070689e-02 1.48456174e-01 4.12276296e-01
-3.05010811e-02]
[ 1.02962055e-01 3.58744342e-01 -2.09240703e-01 6.07200370e-01
1.18565796e-01 -1.42692471e-03 -2.48367211e-01 -4.05636351e-01
-2.62410520e-01 -4.32818283e-01 6.42394891e-01 9.81410133e-01
-6.01640732e-01]
[ -3.30756970e-02 1.85533128e-01 4.23290100e-02 1.43635698e-01
-3.45168449e-03 -6.95080009e-02 -2.60598393e-01 -3.69217435e-01
-2.67001635e-01 -2.85777961e-01 3.78648345e-01 9.75679583e-01
-4.97760628e-01]
[ -5.16272258e-02 -1.14596845e-01 -1.62955076e-01 2.83291506e-01
-1.60791026e-01 2.33940625e-01 -1.08557848e-01 -2.77085632e-01
-2.64377857e-01 -5.10454570e-01 1.80915941e-01 4.13937569e-01
-2.98745765e-01]
[ 7.88434167e-02 -3.82168141e-01 -5.16931767e-02 -3.99921964e-02
-1.10689763e-01 2.00477096e-01 8.64706265e-02 1.71118911e-01
-1.54609249e-01 -4.05904062e-02 -8.11902848e-02 2.68630305e-01
-1.47839991e-01]
[ 2.03770694e-01 -2.90873870e-01 -1.22663913e-01 -8.91356540e-02
-2.06401421e-01 1.22419863e-01 2.29178641e-02 -1.55714476e-01
-3.78866423e-02 -1.21457842e-01 -1.31066501e-01 -1.97451204e-01
-7.41794653e-02]
[ -1.34872285e-01 -8.12110895e-02 3.88890819e-02 -2.53574633e-01
-5.74232897e-02 -1.40934509e-01 5.67322109e-02 -1.38928542e-02
-6.66989422e-02 -1.09021799e-02 -3.02867909e-01 -4.20372183e-01
-1.79538237e-02]
[ -1.39956116e-01 -1.33343441e-01 -6.91070000e-02 -2.36985402e-01
-3.42861867e-01 -2.87713538e-01 1.31557709e-01 9.05252682e-02
9.46509099e-03 7.14202373e-02 -1.86125769e-01 -6.12535354e-01
-4.58254919e-02]
[ -1.66299142e-01 -2.23933903e-01 -2.96644478e-01 -3.02250750e-01
-2.66985389e-01 -2.07720038e-01 -3.10776709e-01 1.55554482e-01
-2.45125349e-02 -2.82618069e-01 -2.79965938e-01 -2.37723133e-01
-1.95762340e-01]
[ -1.07603759e-01 1.13354268e-01 2.61559165e-02 -2.95974809e-02
-2.19472962e-01 -1.68686471e-01 -8.09119353e-02 1.79874737e-02
-8.00025663e-02 -1.77360401e-01 -1.86695226e-01 -2.59413084e-01
-6.45892927e-02]
[ -3.49136173e-01 -1.32910174e-01 -2.69768233e-01 8.88387193e-02
-2.11272676e-01 -2.26337595e-01 -4.90391952e-02 -1.51440634e-01
6.47657665e-02 -6.40755342e-02 2.04206313e-02 -3.46760513e-01
4.12699038e-03]
[ -1.26814794e-01 -3.10749275e-02 -2.58604766e-01 1.45547457e-02
-2.13786796e-01 -2.76592598e-01 -3.86481141e-01 -8.56935481e-02
1.37300437e-04 -2.89565384e-01 -2.50334569e-01 -3.23387137e-01
-7.86657916e-02]
[ -2.14653542e-01 -5.39518495e-01 -3.30306602e-01 -3.71363898e-01
-3.34002263e-01 -2.26070198e-01 7.83295407e-03 -3.02806005e-01
1.11813116e-01 -2.46767784e-01 -2.01281062e-01 -8.67641479e-02
-8.12233331e-02]
[ -2.12340028e-01 -2.97107011e-01 -3.12525417e-01 -1.41628379e-01
-9.59608896e-02 -1.46584144e-01 -1.01477039e-01 -1.24738172e-02
-2.01830607e-01 -5.02329901e-01 -2.33975524e-01 -9.80229626e-02
2.67596121e-02]
[ -1.22676529e-01 2.79207893e-02 -2.39384797e-01 -3.73512050e-01
-2.27981370e-01 -2.58502364e-01 -4.97058497e-02 -2.72284736e-01
4.58139134e-02 -4.50048944e-04 -3.08006780e-01 -8.34160239e-02
-1.99735257e-01]]
Progress: 7.8% ... Training loss: 0.307 ... Validation loss: 0.543[[-0.01621018]
[ 0.34467959]
[-0.13307418]
[ 0.76483525]
[ 0.31655628]
[ 0.02684369]
[-0.86628141]
[-1.00854566]
[-0.74697534]
[-1.01816029]
[ 1.02247989]
[ 2.55399221]
[-1.56040958]]
[[ -5.33474351e-01 -5.32916044e-01 -5.75591027e-01 -2.32147691e-01
-3.31669286e-01 -5.86206314e-01 -4.80841248e-01 -4.23011872e-01
-6.21509743e-01 -5.15172856e-01 -9.34590170e-02 3.56964763e-01
-3.34041838e-01]
[ 6.01765412e-03 -1.39716270e-01 5.21592527e-02 -2.54416969e-02
-4.47356787e-02 5.91591828e-02 -1.13263011e-01 2.47443977e-01
-1.14754907e-01 -1.54388900e-01 -4.57557921e-02 -4.75721692e-02
1.24030720e-01]
[ -1.94466269e-01 1.40836658e-01 -1.49393359e-02 1.35026372e-01
1.21808394e-01 -1.11725688e-01 9.38723104e-02 -8.46074753e-02
2.04693454e-01 -7.88733983e-02 2.94106225e-01 7.92926680e-01
3.19933087e-01]
[ 1.77600240e-01 -2.76166639e-01 -2.68754495e-01 -6.67362858e-02
-3.32894323e-01 -3.12416979e-03 4.20864415e-02 -2.88089386e-01
1.89000387e-01 -2.87081877e-01 -2.36090270e-01 -3.73677426e-01
-6.50768466e-02]
[ 1.04497428e-01 6.58506583e-02 9.25117473e-02 1.33505589e-01
9.43394270e-03 7.36435034e-02 -8.01223038e-02 7.35571882e-02
-2.60117631e-02 1.37451243e-01 1.94589984e-01 -4.45298752e-02
7.51730466e-02]
[ -4.83769686e-01 -5.67484407e-01 -6.07674568e-01 -5.29586466e-01
-5.68528515e-01 -5.61699843e-01 -3.03991985e-01 -1.97585079e-01
-4.25765366e-01 -2.81901767e-01 -3.89049555e-01 -5.75414765e-01
-2.60317518e-01]
[ -4.14734303e-01 -5.67618136e-01 -3.21332261e-01 -3.34853489e-01
-3.98140055e-01 -5.57214081e-01 -4.46190272e-01 -4.73901311e-01
-3.02412029e-01 -2.14251701e-01 -4.19462984e-01 -1.80403592e-01
-2.13843393e-01]
[ -3.15556811e-01 -3.63866869e-01 -4.54683299e-01 -2.60867497e-01
-3.17433219e-01 -4.10922346e-01 -1.83274650e-01 -1.14471245e-01
-2.22788751e-01 -3.62638200e-01 -2.12267366e-01 -3.73680184e-01
-1.39591721e-01]
[ -4.73220666e-01 -3.48623092e-01 -3.76036016e-01 -1.38374762e-01
-3.35092580e-01 -2.12936828e-01 -1.59628022e-01 -4.32129485e-01
-3.16267534e-01 -4.58173523e-01 -1.29081301e-01 -5.47165621e-02
-2.20917075e-01]
[ -9.46404568e-01 -9.21129206e-01 -9.69367111e-01 -7.70725232e-01
-1.00286317e+00 -9.74529185e-01 -6.72817432e-01 -6.47742408e-01
-7.69868582e-01 -5.63479623e-01 -7.35723054e-01 -4.42739883e-01
-3.54382233e-01]
[ -5.02095062e-01 -2.62418801e-01 -4.61800920e-01 -2.99110929e-01
-3.51619301e-01 -3.53880710e-01 -5.32161412e-01 -5.59029359e-01
-6.17692589e-01 -1.37287042e-01 -3.93006430e-01 -5.10821494e-01
-3.89690855e-01]
[ -1.17109202e-01 3.33921680e-02 -3.34329413e-01 -3.51536594e-01
-9.46085639e-02 -7.08806614e-02 -1.43048231e-01 -2.51092403e-01
-1.37493983e-01 1.45234756e-01 -3.04411313e-01 -4.00368389e-01
-2.06875295e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60891084e-01 -9.67037223e-02 1.60212092e-01 -2.17353492e-01
-1.16254400e-01 1.14357984e-01 -1.51450268e-01 -2.78546652e-02
-1.03833909e-01 2.67829935e-02 -8.51468412e-02 -1.92086261e-01
3.63241745e-02]
[ -8.14555757e-02 -2.56525211e-01 -1.78055573e-01 -2.75463049e-01
-4.76759731e-01 -8.40548016e-02 -2.79225601e-02 9.17072412e-03
-4.49826880e-02 2.00092818e-02 -1.56402313e-01 -1.97947256e-01
-2.16133132e-01]
[ -7.44849892e-02 1.37740380e-03 -2.43343880e-01 -2.41387159e-01
1.38723512e-01 -1.62640444e-01 -1.59522958e-01 4.45892914e-02
5.93584640e-03 -1.36733512e-02 -1.79410547e-01 -1.14567119e-02
5.23691080e-02]
[ 2.91477653e-02 -1.53168219e-01 -1.53679236e-01 -2.90698362e-02
-1.14478807e-01 -1.06447880e-01 5.67686024e-02 -1.85572594e-01
-5.51196510e-02 -6.66092986e-02 1.75387060e-02 -1.22427175e-01
2.49159487e-02]
[ -2.82825126e-01 -1.45089308e-01 -6.85882594e-02 -9.71312682e-02
-3.05764861e-01 -2.71677002e-01 -3.45803466e-01 7.71135727e-02
-2.82310522e-01 -1.89723872e-01 1.76892658e-01 5.95686941e-02
3.37770500e-01]
[ -2.14390276e-01 -1.30931883e-01 -7.70705840e-02 -7.32338561e-02
-8.24058663e-02 -1.14106566e-01 -3.94986405e-02 7.43413743e-02
-9.93382998e-02 4.32668499e-02 2.84448784e-02 -1.63310142e-01
5.02724559e-02]
[ -1.51898584e-01 -6.65965791e-02 -2.20983124e-01 -3.54890208e-01
-1.49476020e-01 -1.98835524e-01 -2.12891225e-01 -5.15222544e-02
2.16710429e-01 -1.52361837e-01 -3.12065518e-01 -3.17478681e-01
-6.49056789e-02]
[ -3.65573761e-01 -7.57466062e-02 -1.42533565e-01 -1.85726503e-01
-5.58556875e-02 -3.09591280e-01 7.23589851e-02 -3.95815031e-02
-1.02739877e-01 1.14673307e-01 -1.34426983e-02 -5.68935972e-02
-1.34835858e-01]
[ -1.68932114e-01 -1.54679854e-01 -4.49113924e-02 -1.30336779e-01
-1.34716826e-01 -2.92349879e-01 -9.04747505e-02 -9.95079898e-02
-2.87327750e-01 5.00193123e-02 2.02970509e-01 1.24048371e-01
-2.40920614e-01]
[ -1.37901873e-01 -1.81589557e-01 -1.10197590e-01 -2.85290626e-01
8.72655022e-02 -1.75868036e-02 -2.08372714e-01 -1.34059944e-01
9.68651737e-02 -9.31171579e-02 -1.82834845e-01 -1.78697871e-01
-3.00527867e-01]
[ -4.44416862e-02 -3.23427457e-02 -1.47083046e-01 -3.53780697e-02
-2.27275996e-01 6.34452277e-02 -8.59283210e-02 -3.97278448e-02
-2.32487825e-01 -7.05457627e-02 -6.16839447e-02 -2.92246272e-01
-1.57102695e-01]
[ -7.35069230e-02 3.88329549e-02 -1.31039949e-01 -2.79834030e-01
1.30095260e-01 2.12482605e-02 -2.45868044e-01 -1.96454443e-01
9.83954671e-02 -9.18807867e-02 -2.34332566e-01 -1.30200107e-01
-2.89225586e-01]
[ 8.42197258e-02 -3.14858822e-01 -7.95419441e-02 -4.17753946e-01
-2.22554651e-01 -8.75203906e-02 5.85477428e-02 1.02121571e-01
6.16901353e-04 2.89254390e-01 -4.68244363e-01 -5.30459565e-01
3.41321637e-01]
[ -2.17171388e-01 -2.58047960e-01 -1.24606347e-01 -2.85009913e-01
-3.07832868e-01 -9.17121763e-02 2.06233115e-01 5.29877344e-02
3.08751920e-01 5.65677176e-02 -3.62042123e-01 -7.62332931e-01
5.67686831e-01]
[ -8.24692520e-03 -1.92891579e-01 2.63109545e-02 -2.68118881e-01
-1.70052468e-01 1.67884724e-01 1.74759324e-01 2.35984077e-01
-2.71726129e-02 2.25468731e-01 -1.40826103e-01 -7.19250205e-01
5.81411393e-01]
[ 6.87041903e-03 -4.81147671e-02 -1.20062639e-01 -8.69828292e-02
-1.76989467e-01 -4.49559416e-02 2.59792572e-01 1.46694195e-01
2.41413290e-01 3.56625372e-01 -4.09097160e-01 -5.95251308e-01
5.90899768e-01]
[ -7.88632601e-02 -2.81667158e-01 6.28356851e-02 -3.36722848e-01
-1.45657289e-01 1.19004718e-01 3.27415561e-01 1.13196688e-01
-7.25475073e-02 1.50801048e-01 -4.97461284e-01 -6.35456814e-01
6.99383096e-01]
[ 1.23518683e-01 -8.54150307e-02 1.74801418e-02 -1.31108271e-01
-7.48098716e-02 -1.62176558e-02 1.97083395e-01 3.11477920e-01
3.65267281e-01 2.28842710e-01 -4.79159635e-01 -4.96777106e-01
3.66656034e-01]
[ -9.08235363e-03 -1.24686657e-01 1.79725743e-02 3.73451207e-02
-7.96117341e-02 -2.83229712e-01 2.74641349e-03 2.66549638e-01
-4.11495518e-02 4.87044297e-02 -2.06360435e-01 -5.26162344e-01
1.84786903e-01]
[ 7.72134374e-02 1.27920213e-01 -3.94721795e-03 7.93836511e-02
-7.97746934e-02 -5.91878464e-02 -2.18532761e-01 -2.18144402e-01
-3.01684902e-01 -1.89513121e-01 -1.51705214e-01 3.31067586e-01
-1.64452821e-01]
[ 3.77320828e-02 -7.03268324e-02 1.34607444e-01 1.87789933e-01
2.62779957e-01 8.86236099e-03 -4.19090793e-01 -3.99155191e-01
-1.33065490e-01 -5.56396517e-01 1.85105049e-01 1.00104719e+00
-4.38329786e-01]
[ 3.56434732e-02 7.94810061e-02 -2.10329800e-01 3.30088840e-02
2.91678491e-02 -4.18593826e-04 -1.49693434e-01 -3.19459575e-01
-2.83536976e-01 -1.65722477e-01 -5.75805246e-02 -4.69163629e-02
-1.59784338e-01]
[ -5.40842335e-02 -2.18828069e-01 6.79020295e-02 9.30678528e-02
-1.35017525e-01 -1.33781536e-01 5.64742359e-02 1.48227824e-02
9.81890162e-02 -3.43438905e-01 -3.01485080e-01 -2.76313209e-01
5.37911400e-02]
[ 1.71926682e-02 -2.76681150e-01 6.56227724e-02 -2.22991020e-01
-1.94956786e-01 -2.30802142e-01 -2.37940878e-01 9.87106518e-02
1.47426247e-02 1.71887366e-01 -1.67182002e-01 1.06347756e-02
-1.79858731e-02]
[ 1.74383424e-01 5.33119791e-02 -1.02727147e-01 -1.91557631e-01
-5.45393760e-02 -1.01078348e-01 -1.78900203e-01 5.93078150e-02
-1.87682976e-01 -2.07820975e-01 -1.63145552e-01 1.04221553e-01
-1.04612844e-01]
[ -1.70729184e-01 -1.86465321e-01 -1.05528900e-01 -1.79440284e-01
-5.43619866e-02 2.74655402e-02 -1.71055802e-01 -1.41312452e-01
-1.29782955e-01 4.35596418e-02 -2.07251073e-01 -2.59364821e-02
-2.15942589e-01]
[ -3.22501424e-02 -2.17497204e-01 -1.54045560e-01 -1.86607477e-01
-5.58876740e-02 4.48837064e-02 -2.09564366e-02 2.61639476e-02
-2.11407160e-01 -2.24308448e-01 -4.75973365e-02 -1.62430621e-01
-4.78279351e-02]
[ 1.16993635e-01 6.76963273e-02 -2.42350996e-03 -1.52451264e-01
-3.32126175e-01 8.64633982e-03 -1.23705631e-01 -2.07892887e-01
-3.01400451e-01 1.07073490e-01 -1.24016872e-01 -1.37926043e-01
-1.27878642e-02]
[ -6.34655526e-02 -7.18472582e-03 -2.83464091e-01 -1.08552079e-04
6.76465008e-02 1.56338542e-01 -2.28773412e-01 -1.64986834e-01
-5.69745236e-02 -5.30319816e-02 1.49737688e-01 4.15497409e-01
-3.23572710e-02]
[ 1.03054274e-01 3.57003322e-01 -2.08662010e-01 6.03435386e-01
1.17065249e-01 -1.50894984e-03 -2.45205523e-01 -4.00847690e-01
-2.59917641e-01 -4.27660162e-01 6.37365821e-01 9.70338662e-01
-5.95079276e-01]
[ -3.30765142e-02 1.86418111e-01 4.21546665e-02 1.45752972e-01
-2.90176574e-03 -6.95067006e-02 -2.62821151e-01 -3.69181935e-01
-2.69436030e-01 -2.86615557e-01 3.81007766e-01 9.79656168e-01
-5.03285917e-01]
[ -5.16570137e-02 -1.13821840e-01 -1.63202970e-01 2.85790919e-01
-1.60073530e-01 2.33970553e-01 -1.10688991e-01 -2.79897871e-01
-2.65962632e-01 -5.12930267e-01 1.84817438e-01 4.24888143e-01
-3.04663969e-01]
[ 7.88311119e-02 -3.82045949e-01 -5.17665863e-02 -3.95302975e-02
-1.10538516e-01 2.00490591e-01 8.58649289e-02 1.70259545e-01
-1.55047782e-01 -4.14324387e-02 -8.04234201e-02 2.70653595e-01
-1.49134442e-01]
[ 2.03734714e-01 -2.90512965e-01 -1.22819414e-01 -8.76725094e-02
-2.06091277e-01 1.22441895e-01 2.14593640e-02 -1.57415566e-01
-3.94780335e-02 -1.23110419e-01 -1.28959566e-01 -1.90176818e-01
-7.90734338e-02]
[ -1.34886457e-01 -8.09327580e-02 3.87895594e-02 -2.52929107e-01
-5.71345800e-02 -1.40922329e-01 5.55551535e-02 -1.50771718e-02
-6.76434969e-02 -1.19185008e-02 -3.01785884e-01 -4.16581119e-01
-2.04150786e-02]
[ -1.39956281e-01 -1.33300488e-01 -6.91195233e-02 -2.36907307e-01
-3.42836502e-01 -2.87713164e-01 1.31586763e-01 9.04966285e-02
9.46944799e-03 7.14093363e-02 -1.86027755e-01 -6.12515323e-01
-4.58835381e-02]
[ -1.66237816e-01 -2.24674090e-01 -2.96270602e-01 -3.03452893e-01
-2.67536104e-01 -2.07776087e-01 -3.10502166e-01 1.57531373e-01
-2.41855110e-02 -2.80912262e-01 -2.81948993e-01 -2.41593573e-01
-1.97059097e-01]
[ -1.07676159e-01 1.14806372e-01 2.56157417e-02 -2.63587627e-02
-2.18426336e-01 -1.68629322e-01 -8.45970553e-02 1.39553117e-02
-8.31184915e-02 -1.81932339e-01 -1.82117944e-01 -2.48528094e-01
-7.26025027e-02]
[ -3.49200839e-01 -1.31807508e-01 -2.70185124e-01 9.23887952e-02
-2.10283844e-01 -2.26278987e-01 -5.23563763e-02 -1.54931045e-01
6.16518443e-02 -6.78805679e-02 2.51501555e-02 -3.35450355e-01
-3.71551288e-03]
[ -1.26925762e-01 -2.93583843e-02 -2.59087209e-01 1.96316999e-02
-2.12232325e-01 -2.76523817e-01 -3.89926974e-01 -9.03170670e-02
-4.44863490e-03 -2.93661873e-01 -2.43733742e-01 -3.03073753e-01
-9.03055504e-02]
[ -2.14554964e-01 -5.41491831e-01 -3.29557453e-01 -3.75906922e-01
-3.35972273e-01 -2.26168796e-01 1.36813482e-02 -2.96137195e-01
1.16348822e-01 -2.39187893e-01 -2.08230469e-01 -1.04795959e-01
-6.85216521e-02]
[ -2.12311742e-01 -2.97457371e-01 -3.12362678e-01 -1.42680822e-01
-9.63469628e-02 -1.46602321e-01 -1.00480954e-01 -1.07502523e-02
-2.01273710e-01 -5.01011293e-01 -2.35853741e-01 -1.03939994e-01
2.95611952e-02]
[ -1.22819502e-01 3.07460834e-02 -2.40554339e-01 -3.66790789e-01
-2.24951151e-01 -2.58385766e-01 -5.75042744e-02 -2.81783321e-01
3.98228498e-02 -1.37346978e-02 -2.97302149e-01 -4.81322543e-02
-2.21430391e-01]]
Progress: 7.8% ... Training loss: 0.290 ... Validation loss: 0.514[[ 1.77394594e-03]
[ 3.69627834e-01]
[ -1.17646077e-01]
[ 7.98656376e-01]
[ 3.37487424e-01]
[ 4.37085325e-02]
[ -8.57487926e-01]
[ -9.95755667e-01]
[ -7.33134002e-01]
[ -1.00154516e+00]
[ 1.05719968e+00]
[ 2.59624454e+00]
[ -1.54734857e+00]]
[[ -5.33577204e-01 -5.29538002e-01 -5.76568849e-01 -2.21957983e-01
-3.28641068e-01 -5.86028813e-01 -4.81632638e-01 -4.28969744e-01
-6.23321767e-01 -5.21230103e-01 -8.13182022e-02 3.75884145e-01
-3.40716289e-01]
[ 6.00061683e-03 -1.39133657e-01 5.20011108e-02 -2.46262087e-02
-4.42245049e-02 5.91833841e-02 -1.14414934e-01 2.45878422e-01
-1.16063433e-01 -1.55392187e-01 -4.45990875e-02 -4.33192258e-02
1.20927233e-01]
[ -1.94479906e-01 1.43042518e-01 -1.51860661e-02 1.40466082e-01
1.23358941e-01 -1.11702811e-01 9.62538442e-02 -8.38764959e-02
2.04004756e-01 -7.70652279e-02 2.99577844e-01 7.92043719e-01
3.19510635e-01]
[ 1.77572908e-01 -2.76129464e-01 -2.68949677e-01 -6.72726040e-02
-3.33302639e-01 -3.09996534e-03 4.25797475e-02 -2.88091474e-01
1.89126034e-01 -2.87418762e-01 -2.39220287e-01 -3.80018386e-01
-6.15288430e-02]
[ 1.04301143e-01 7.10478276e-02 9.11193278e-02 1.47905107e-01
1.39568530e-02 7.39365591e-02 -9.07578430e-02 5.99567380e-02
-3.52740183e-02 1.21261144e-01 2.15924223e-01 -3.08996263e-03
4.64783250e-02]
[ -4.83788507e-01 -5.67268027e-01 -6.07775981e-01 -5.29058430e-01
-5.68264773e-01 -5.61670865e-01 -3.04896377e-01 -1.99186408e-01
-4.26516012e-01 -2.83944042e-01 -3.88500541e-01 -5.74577335e-01
-2.63029210e-01]
[ -4.14844664e-01 -5.64850523e-01 -3.22197567e-01 -3.26816405e-01
-3.95628403e-01 -5.57049440e-01 -4.51659136e-01 -4.80844954e-01
-3.07200836e-01 -2.21893176e-01 -4.08683089e-01 -1.54049012e-01
-2.28368049e-01]
[ -3.15588433e-01 -3.63136334e-01 -4.54850551e-01 -2.59445051e-01
-3.17017081e-01 -4.10877990e-01 -1.81546879e-01 -1.14301974e-01
-2.22876719e-01 -3.62245003e-01 -2.12719114e-01 -3.79559069e-01
-1.37799328e-01]
[ -4.73276786e-01 -3.46661495e-01 -3.76541995e-01 -1.33161508e-01
-3.33439042e-01 -2.12826993e-01 -1.61538386e-01 -4.34412207e-01
-3.18100405e-01 -4.60857948e-01 -1.23235146e-01 -4.58396302e-02
-2.24291512e-01]
[ -9.46419058e-01 -9.20584765e-01 -9.69381090e-01 -7.67484178e-01
-1.00249449e+00 -9.74511940e-01 -6.70438029e-01 -6.46222617e-01
-7.68800455e-01 -5.62767240e-01 -7.34634695e-01 -4.50688994e-01
-3.52721831e-01]
[ -5.02244159e-01 -2.58480090e-01 -4.63087865e-01 -2.89615121e-01
-3.48116659e-01 -3.53627808e-01 -5.38910791e-01 -5.68246784e-01
-6.23812273e-01 -1.46586376e-01 -3.80253321e-01 -4.77485581e-01
-4.04811431e-01]
[ -1.17162539e-01 3.45851424e-02 -3.34668438e-01 -3.49072637e-01
-9.36348149e-02 -7.08029986e-02 -1.45234103e-01 -2.54053191e-01
-1.39902718e-01 1.41846729e-01 -3.01529466e-01 -3.95565135e-01
-2.12233512e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60907434e-01 -9.64356190e-02 1.60096637e-01 -2.16812755e-01
-1.15999339e-01 1.14385187e-01 -1.52405322e-01 -2.95866306e-02
-1.04606442e-01 2.50762441e-02 -8.43115440e-02 -1.89662977e-01
3.35004151e-02]
[ -8.14553445e-02 -2.56606720e-01 -1.78038018e-01 -2.75496769e-01
-4.76810559e-01 -8.40584566e-02 -2.78432555e-02 9.16273210e-03
-4.48183184e-02 1.98053231e-02 -1.56708675e-01 -1.99230002e-01
-2.16049782e-01]
[ -7.44815184e-02 1.31956510e-03 -2.43313132e-01 -2.41105338e-01
1.38741152e-01 -1.62645220e-01 -1.59226964e-01 4.53121632e-02
5.91146493e-03 -1.31281747e-02 -1.79201050e-01 -9.85847071e-03
5.27542629e-02]
[ 2.90920439e-02 -1.52400303e-01 -1.53981675e-01 -2.68024451e-02
-1.13616708e-01 -1.06367594e-01 5.42779153e-02 -1.88488576e-01
-5.70371750e-02 -6.99689159e-02 2.05165479e-02 -1.12869775e-01
1.99328999e-02]
[ -2.82842137e-01 -1.44582157e-01 -6.86892497e-02 -9.60768502e-02
-3.05538441e-01 -2.71663031e-01 -3.45436241e-01 7.69046602e-02
-2.81976695e-01 -1.89808507e-01 1.77751379e-01 5.90124240e-02
3.37766776e-01]
[ -2.14427497e-01 -1.29530838e-01 -7.75204547e-02 -6.91152904e-02
-8.11452272e-02 -1.14040638e-01 -4.27797851e-02 7.06513192e-02
-1.02310588e-01 3.90356988e-02 3.46243853e-02 -1.49845046e-01
4.14472965e-02]
[ -1.51954780e-01 -6.48101841e-02 -2.21401251e-01 -3.51346231e-01
-1.48176554e-01 -1.98746320e-01 -2.16038054e-01 -5.57319151e-02
2.13555248e-01 -1.55759582e-01 -3.07972412e-01 -3.08893934e-01
-7.19599716e-02]
[ -3.65544561e-01 -7.69909174e-02 -1.42184199e-01 -1.88705911e-01
-5.69893006e-02 -3.09643359e-01 7.71059322e-02 -3.48129013e-02
-9.95152431e-02 1.19123760e-01 -1.89584348e-02 -7.29282874e-02
-1.24888197e-01]
[ -1.68932602e-01 -1.53968519e-01 -4.50469381e-02 -1.28288761e-01
-1.34166785e-01 -2.92349767e-01 -8.93819331e-02 -9.98169246e-02
-2.86917707e-01 4.94067095e-02 2.05076414e-01 1.21434995e-01
-2.41034735e-01]
[ -1.37949574e-01 -1.80369740e-01 -1.10615921e-01 -2.81843661e-01
8.85362492e-02 -1.74894586e-02 -2.10656082e-01 -1.36339146e-01
9.47017272e-02 -9.55501694e-02 -1.78203123e-01 -1.64784662e-01
-3.04398800e-01]
[ -4.44573676e-02 -3.20856702e-02 -1.47147477e-01 -3.47345827e-02
-2.27159296e-01 6.34691854e-02 -8.66595092e-02 -3.99584228e-02
-2.32885269e-01 -7.10265537e-02 -6.15808603e-02 -2.92966903e-01
-1.57885495e-01]
[ -7.35103786e-02 3.89739023e-02 -1.31072379e-01 -2.79565464e-01
1.30265959e-01 2.12585724e-02 -2.46117909e-01 -1.97021058e-01
9.82050981e-02 -9.23411314e-02 -2.33781833e-01 -1.28344315e-01
-2.90002304e-01]
[ 8.42263101e-02 -3.14961600e-01 -7.94988923e-02 -4.18300632e-01
-2.22751289e-01 -8.75321292e-02 5.97691000e-02 1.02797264e-01
1.61365387e-03 2.89838779e-01 -4.69251885e-01 -5.36277525e-01
3.44171197e-01]
[ -2.17170399e-01 -2.58117425e-01 -1.24589580e-01 -2.85351660e-01
-3.07921611e-01 -9.17110789e-02 2.06784649e-01 5.36258937e-02
3.09181460e-01 5.69823996e-02 -3.62690766e-01 -7.65860963e-01
5.69546886e-01]
[ -8.24079236e-03 -1.93066730e-01 2.63650757e-02 -2.68661979e-01
-1.70273064e-01 1.67873068e-01 1.75753421e-01 2.37123323e-01
-2.65983390e-02 2.26233393e-01 -1.41862787e-01 -7.22730338e-01
5.83767523e-01]
[ 6.88037162e-03 -4.83515589e-02 -1.20007931e-01 -8.80183007e-02
-1.77227323e-01 -4.49695965e-02 2.60791533e-01 1.47719970e-01
2.42414040e-01 3.57659310e-01 -4.10210575e-01 -5.99097923e-01
5.93718342e-01]
[ -7.88466860e-02 -2.81895136e-01 6.29618688e-02 -3.37571023e-01
-1.45907689e-01 1.18979610e-01 3.28587514e-01 1.14327067e-01
-7.17217540e-02 1.52209092e-01 -4.98438547e-01 -6.38426928e-01
7.02659857e-01]
[ 1.23524431e-01 -8.55201163e-02 1.75234873e-02 -1.31371434e-01
-7.48929676e-02 -1.62273825e-02 1.97425234e-01 3.11913263e-01
3.65544432e-01 2.29298044e-01 -4.79444415e-01 -4.97299655e-01
3.67367614e-01]
[ -9.08539781e-03 -1.24642516e-01 1.79500685e-02 3.74832464e-02
-7.95894508e-02 -2.83226804e-01 2.61057485e-03 2.66334791e-01
-4.13023659e-02 4.85319032e-02 -2.06218838e-01 -5.25986674e-01
1.84378080e-01]
[ 7.71247035e-02 1.29438108e-01 -4.49299343e-03 8.41888863e-02
-7.87228833e-02 -5.90673328e-02 -2.23097066e-01 -2.23260637e-01
-3.05371075e-01 -1.95064571e-01 -1.46656495e-01 3.47094797e-01
-1.75064328e-01]
[ 3.76888244e-02 -6.92927605e-02 1.34195682e-01 1.91570493e-01
2.64028161e-01 8.95131386e-03 -4.20662540e-01 -4.01305847e-01
-1.34602587e-01 -5.58565651e-01 1.89166683e-01 1.01209079e+00
-4.41929048e-01]
[ 3.56358999e-02 7.96648886e-02 -2.10382106e-01 3.36054826e-02
2.93274258e-02 -4.04561027e-04 -1.50338518e-01 -3.19986033e-01
-2.83975247e-01 -1.66389557e-01 -5.67959535e-02 -4.46271452e-02
-1.61198060e-01]
[ -5.40810802e-02 -2.18967853e-01 6.79459499e-02 9.26274857e-02
-1.35206727e-01 -1.33789250e-01 5.70040824e-02 1.54195627e-02
9.85088613e-02 -3.43100532e-01 -3.02027151e-01 -2.77940840e-01
5.48462708e-02]
[ 1.72048796e-02 -2.77171445e-01 6.58186583e-02 -2.24169993e-01
-1.95364953e-01 -2.30821301e-01 -2.36806880e-01 1.00546988e-01
1.58214494e-02 1.73809553e-01 -1.69140155e-01 5.60272400e-03
-1.48473294e-02]
[ 1.74362694e-01 5.40420400e-02 -1.02955133e-01 -1.90335477e-01
-5.39538421e-02 -1.01041474e-01 -1.80356200e-01 5.67830245e-02
-1.88936985e-01 -2.09378531e-01 -1.61300344e-01 1.09872391e-01
-1.08144504e-01]
[ -1.70718641e-01 -1.86739808e-01 -1.05415426e-01 -1.80301667e-01
-5.46650025e-02 2.74438034e-02 -1.70268364e-01 -1.40242616e-01
-1.29091178e-01 4.46084159e-02 -2.08542919e-01 -2.97970279e-02
-2.13559614e-01]
[ -3.23071032e-02 -2.16525184e-01 -1.54404856e-01 -1.84065995e-01
-5.48460671e-02 4.49691691e-02 -2.36092900e-02 2.27022631e-02
-2.13605121e-01 -2.28224651e-01 -4.39299002e-02 -1.53485387e-01
-5.37272436e-02]
[ 1.16989501e-01 6.77247540e-02 -2.47015462e-03 -1.52542504e-01
-3.32042381e-01 8.65576601e-03 -1.23177869e-01 -2.07490792e-01
-3.01190232e-01 1.07547089e-01 -1.24647610e-01 -1.40089164e-01
-1.15492394e-02]
[ -6.34779808e-02 -6.79161431e-03 -2.83592165e-01 8.84658570e-04
6.81228240e-02 1.56367748e-01 -2.29580557e-01 -1.66901092e-01
-5.76449589e-02 -5.47199364e-02 1.51658393e-01 4.20848768e-01
-3.55019664e-02]
[ 1.02983020e-01 3.59903897e-01 -2.09300606e-01 6.10925256e-01
1.19330792e-01 -1.39458431e-03 -2.49216757e-01 -4.05713880e-01
-2.64109813e-01 -4.33089759e-01 6.47014436e-01 9.87679015e-01
-6.07057939e-01]
[ -3.30659607e-02 1.86322490e-01 4.21901042e-02 1.45983575e-01
-2.90173791e-03 -6.95219230e-02 -2.62759802e-01 -3.68757791e-01
-2.69390424e-01 -2.86562354e-01 3.81578114e-01 9.78292496e-01
-5.04045604e-01]
[ -5.16364448e-02 -1.14149978e-01 -1.63110685e-01 2.85082453e-01
-1.60287632e-01 2.33935305e-01 -1.09420313e-01 -2.78837346e-01
-2.65228513e-01 -5.11912881e-01 1.83409618e-01 4.22559714e-01
-3.03542702e-01]
[ 7.88276900e-02 -3.82000704e-01 -5.17966214e-02 -3.93069991e-02
-1.10468910e-01 2.00497372e-01 8.55850509e-02 1.69910977e-01
-1.55216292e-01 -4.18796360e-02 -8.01975285e-02 2.71588231e-01
-1.49568304e-01]
[ 2.03723157e-01 -2.90296002e-01 -1.22872843e-01 -8.70571457e-02
-2.05945795e-01 1.22455404e-01 2.07388177e-02 -1.58233329e-01
-4.03641584e-02 -1.23668191e-01 -1.28283278e-01 -1.87761475e-01
-8.09712877e-02]
[ -1.34890865e-01 -8.08445379e-02 3.87653741e-02 -2.52752309e-01
-5.70683314e-02 -1.40916031e-01 5.53395943e-02 -1.52273242e-02
-6.78528878e-02 -1.22197696e-02 -3.01538262e-01 -4.16220073e-01
-2.07862686e-02]
[ -1.39948712e-01 -1.33533399e-01 -6.90380570e-02 -2.37661017e-01
-3.43015656e-01 -2.87723818e-01 1.32502287e-01 9.14954976e-02
1.02174988e-02 7.23775258e-02 -1.87244138e-01 -6.16318913e-01
-4.34608979e-02]
[ -1.66231850e-01 -2.24959029e-01 -2.96257498e-01 -3.04075880e-01
-2.67505931e-01 -2.07785681e-01 -3.09290876e-01 1.58580188e-01
-2.31031311e-02 -2.80643822e-01 -2.82870625e-01 -2.44485268e-01
-1.95495252e-01]
[ -1.07806791e-01 1.18099533e-01 2.46913329e-02 -1.81768725e-02
-2.15736352e-01 -1.68424190e-01 -8.99176970e-02 7.69732666e-03
-8.87771399e-02 -1.87639388e-01 -1.72486418e-01 -2.23328943e-01
-8.46143719e-02]
[ -3.49266169e-01 -1.30230076e-01 -2.70638433e-01 9.77292838e-02
-2.08841072e-01 -2.26171635e-01 -5.57755028e-02 -1.58677947e-01
5.84789340e-02 -7.24072155e-02 3.20198022e-02 -3.21468893e-01
-1.14596841e-02]
[ -1.26975575e-01 -2.77487347e-02 -2.59459362e-01 2.51555385e-02
-2.10787090e-01 -2.76457828e-01 -3.93435435e-01 -9.46662433e-02
-7.89686120e-03 -2.96810433e-01 -2.36443317e-01 -2.82808808e-01
-1.00532986e-01]
[ -2.14543645e-01 -5.41767429e-01 -3.29445450e-01 -3.76791710e-01
-3.36243166e-01 -2.26190262e-01 1.53170984e-02 -2.94709479e-01
1.17392084e-01 -2.37582251e-01 -2.10228639e-01 -1.10733374e-01
-6.52010976e-02]
[ -2.12297545e-01 -2.97767666e-01 -3.12242566e-01 -1.44093874e-01
-9.67299611e-02 -1.46623739e-01 -9.81386915e-02 -8.91212277e-03
-1.99733918e-01 -4.99958522e-01 -2.37891434e-01 -1.12457615e-01
3.43676314e-02]
[ -1.22822133e-01 3.08127992e-02 -2.40689636e-01 -3.67715359e-01
-2.25060357e-01 -2.58363952e-01 -5.70011963e-02 -2.82402341e-01
4.09769085e-02 -1.52542708e-02 -2.99412936e-01 -6.00410219e-02
-2.19956142e-01]]
Progress: 7.9% ... Training loss: 0.305 ... Validation loss: 0.509[[-0.0172974 ]
[ 0.34871034]
[-0.13573544]
[ 0.76711362]
[ 0.31251474]
[ 0.02536887]
[-0.880779 ]
[-1.01886041]
[-0.75884958]
[-1.02539551]
[ 1.02336913]
[ 2.54927947]
[-1.58717336]]
[[ -5.33590811e-01 -5.32279668e-01 -5.75725458e-01 -2.30449512e-01
-3.31894840e-01 -5.86325600e-01 -4.73453871e-01 -4.18673463e-01
-6.15278195e-01 -5.10646389e-01 -9.17640075e-02 3.46401750e-01
-3.18157419e-01]
[ 6.00040336e-03 -1.39130748e-01 5.19859610e-02 -2.48058918e-02
-4.42458932e-02 5.91866202e-02 -1.14195685e-01 2.46364022e-01
-1.15723277e-01 -1.55356657e-01 -4.48041269e-02 -4.48037907e-02
1.22136780e-01]
[ -1.94489426e-01 1.40067779e-01 -1.42855662e-02 1.30061496e-01
1.19862794e-01 -1.11929109e-01 1.05055786e-01 -7.12174276e-02
2.11528102e-01 -6.62798086e-02 2.86134799e-01 7.61249559e-01
3.46572835e-01]
[ 1.77560899e-01 -2.77038556e-01 -2.68659831e-01 -6.78454168e-02
-3.33712840e-01 -3.31144845e-03 4.92679602e-02 -2.83748680e-01
1.94326540e-01 -2.82613765e-01 -2.41873580e-01 -3.92143104e-01
-5.34020037e-02]
[ 1.04292158e-01 6.80935194e-02 9.19585676e-02 1.39774967e-01
1.11251812e-02 7.36833990e-02 -8.89785243e-02 6.60716744e-02
-3.31656906e-02 1.29424837e-01 2.04356326e-01 -2.08089076e-02
5.66666205e-02]
[ -4.83785225e-01 -5.66644027e-01 -6.07895271e-01 -5.27996002e-01
-5.67917541e-01 -5.61621533e-01 -3.06204829e-01 -2.01023963e-01
-4.27334799e-01 -2.86069093e-01 -3.87170288e-01 -5.69106071e-01
-2.66594793e-01]
[ -4.14856197e-01 -5.67533259e-01 -3.21467468e-01 -3.34337275e-01
-3.98262991e-01 -5.57281576e-01 -4.45775448e-01 -4.72564427e-01
-3.01321061e-01 -2.12152415e-01 -4.18856386e-01 -1.85464861e-01
-2.09670498e-01]
[ -3.15596282e-01 -3.65070827e-01 -4.54297853e-01 -2.65678280e-01
-3.19249560e-01 -4.11059197e-01 -1.75573927e-01 -1.06945493e-01
-2.18184629e-01 -3.56159800e-01 -2.20736819e-01 -3.98237371e-01
-1.24475763e-01]
[ -4.73287677e-01 -3.48803441e-01 -3.75942160e-01 -1.38261742e-01
-3.35356968e-01 -2.13114679e-01 -1.56464053e-01 -4.30085533e-01
-3.12868888e-01 -4.55620732e-01 -1.29262569e-01 -6.52443114e-02
-2.16038411e-01]
[ -9.46426761e-01 -9.22413563e-01 -9.68787127e-01 -7.74014037e-01
-1.00481642e+00 -9.74751686e-01 -6.64440343e-01 -6.40217424e-01
-7.62425129e-01 -5.57436716e-01 -7.41434429e-01 -4.75572667e-01
-3.38609302e-01]
[ -5.02258236e-01 -2.62101828e-01 -4.62112393e-01 -2.98943236e-01
-3.51618447e-01 -3.53944579e-01 -5.30961832e-01 -5.58248035e-01
-6.17074223e-01 -1.35332398e-01 -3.93708743e-01 -5.08923808e-01
-3.86881802e-01]
[ -1.17167751e-01 3.39005043e-02 -3.34474532e-01 -3.51006567e-01
-9.42488656e-02 -7.08981799e-02 -1.43558228e-01 -2.51931006e-01
-1.38031500e-01 1.44200357e-01 -3.04162481e-01 -4.03270804e-01
-2.07567038e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60908317e-01 -9.66987657e-02 1.60172705e-01 -2.17486432e-01
-1.16258557e-01 1.14361848e-01 -1.51756668e-01 -2.85780876e-02
-1.04048443e-01 2.61284432e-02 -8.55432000e-02 -1.93844543e-01
3.48899621e-02]
[ -8.14549708e-02 -2.56411992e-01 -1.78077138e-01 -2.75469727e-01
-4.76780408e-01 -8.40561129e-02 -2.82083217e-02 8.74221036e-03
-4.48947456e-02 1.87681010e-02 -1.56235315e-01 -1.95654439e-01
-2.16802273e-01]
[ -7.44817766e-02 1.19530510e-03 -2.43273618e-01 -2.41261238e-01
1.38462783e-01 -1.62651943e-01 -1.59035003e-01 4.53806250e-02
6.50735238e-03 -1.20602590e-02 -1.79904524e-01 -1.36569096e-02
5.42762010e-02]
[ 2.90900308e-02 -1.52973700e-01 -1.53843807e-01 -2.86109329e-02
-1.14125507e-01 -1.06406389e-01 5.47769511e-02 -1.87516647e-01
-5.66377745e-02 -6.81532752e-02 1.80920644e-02 -1.17886512e-01
2.24713844e-02]
[ -2.82843920e-01 -1.44974923e-01 -6.85602056e-02 -9.68600693e-02
-3.05924595e-01 -2.71700721e-01 -3.44852256e-01 7.86069604e-02
-2.81184700e-01 -1.88327673e-01 1.76635570e-01 5.49452994e-02
3.39759919e-01]
[ -2.14433087e-01 -1.31221551e-01 -7.70399210e-02 -7.42492277e-02
-8.29038631e-02 -1.14176121e-01 -3.82559671e-02 7.63750769e-02
-9.82550733e-02 4.46157103e-02 2.76695722e-02 -1.67430655e-01
5.44386456e-02]
[ -1.51951617e-01 -6.37623448e-02 -2.21630248e-01 -3.50003295e-01
-1.47559530e-01 -1.98675887e-01 -2.18019245e-01 -5.78612216e-02
2.11495458e-01 -1.58793984e-01 -3.05389323e-01 -3.02247001e-01
-7.61571716e-02]
[ -3.65549440e-01 -7.84894788e-02 -1.41793794e-01 -1.92331386e-01
-5.83100997e-02 -3.09752654e-01 8.14056782e-02 -2.96906297e-02
-9.61692796e-02 1.23941321e-01 -2.44317320e-02 -8.76925715e-02
-1.15041321e-01]
[ -1.68938730e-01 -1.54854035e-01 -4.48216534e-02 -1.30528321e-01
-1.34858234e-01 -2.92462397e-01 -8.64056584e-02 -9.81526323e-02
-2.83820659e-01 5.20209379e-02 2.03467968e-01 1.16694279e-01
-2.37057909e-01]
[ -1.37955801e-01 -1.81630655e-01 -1.10223240e-01 -2.85225629e-01
8.72271509e-02 -1.76737880e-02 -2.07571050e-01 -1.33056830e-01
9.79625817e-02 -9.21730536e-02 -1.82796083e-01 -1.78443941e-01
-2.98531206e-01]
[ -4.44568338e-02 -3.21260620e-02 -1.47177396e-01 -3.48189892e-02
-2.27116647e-01 6.34792802e-02 -8.68698230e-02 -4.01471386e-02
-2.33161889e-01 -7.13689770e-02 -6.18734008e-02 -2.93459480e-01
-1.58428305e-01]
[ -7.35136771e-02 3.83258302e-02 -1.30882399e-01 -2.80840715e-01
1.29650895e-01 2.11722888e-02 -2.44747324e-01 -1.95700259e-01
9.94978679e-02 -9.07944613e-02 -2.35328975e-01 -1.34288047e-01
-2.87926929e-01]
[ 8.42227495e-02 -3.15499043e-01 -7.93425405e-02 -4.19880922e-01
-2.23292268e-01 -8.75953067e-02 6.21564434e-02 1.05048051e-01
3.64270324e-03 2.92408821e-01 -4.71392754e-01 -5.44118394e-01
3.49846681e-01]
[ -2.17169931e-01 -2.58030615e-01 -1.24606107e-01 -2.85136239e-01
-3.07848754e-01 -9.17016516e-02 2.06516186e-01 5.32879449e-02
3.08809267e-01 5.67298833e-02 -3.62403963e-01 -7.65165760e-01
5.68769187e-01]
[ -8.24118113e-03 -1.93031185e-01 2.63438819e-02 -2.68838107e-01
-1.70299035e-01 1.67869765e-01 1.76247809e-01 2.37311149e-01
-2.61092076e-02 2.26471674e-01 -1.42143039e-01 -7.24794881e-01
5.85022119e-01]
[ 6.88031984e-03 -4.83841276e-02 -1.19998303e-01 -8.82345795e-02
-1.77249973e-01 -4.49710709e-02 2.61025356e-01 1.47853278e-01
2.42667529e-01 3.57713689e-01 -4.10390270e-01 -6.00645160e-01
5.94137526e-01]
[ -7.88498823e-02 -2.82435365e-01 6.31423726e-02 -3.39294733e-01
-1.46467811e-01 1.18906120e-01 3.31107977e-01 1.17431403e-01
-6.97159819e-02 1.54764443e-01 -5.00703120e-01 -6.46351951e-01
7.09588836e-01]
[ 1.23524412e-01 -8.55180440e-02 1.75269578e-02 -1.31384166e-01
-7.48855343e-02 -1.62267182e-02 1.97481413e-01 3.11926821e-01
3.65605358e-01 2.29335326e-01 -4.79483110e-01 -4.97575355e-01
3.67543878e-01]
[ -9.08975469e-03 -1.25472726e-01 1.81930674e-02 3.54408965e-02
-8.02444330e-02 -2.83304377e-01 4.79519339e-03 2.68656131e-01
-3.96548907e-02 5.14549618e-02 -2.08660623e-01 -5.30859592e-01
1.88337772e-01]
[ 7.71282876e-02 1.30025117e-01 -4.64176216e-03 8.58054088e-02
-7.82973870e-02 -5.90059222e-02 -2.24567118e-01 -2.24998041e-01
-3.06646521e-01 -1.96783581e-01 -1.44869998e-01 3.54415691e-01
-1.78850547e-01]
[ 3.76826628e-02 -7.02561561e-02 1.34499730e-01 1.89352965e-01
2.63012622e-01 8.79753318e-03 -4.18062981e-01 -3.98895846e-01
-1.31716959e-01 -5.56118296e-01 1.86526784e-01 1.00138564e+00
-4.38175972e-01]
[ 3.56374743e-02 7.98672050e-02 -2.10441760e-01 3.42568616e-02
2.94736259e-02 -3.71378073e-04 -1.50928020e-01 -3.20568103e-01
-2.84416208e-01 -1.67322182e-01 -5.59842992e-02 -4.36284428e-02
-1.62401035e-01]
[ -5.40818684e-02 -2.19295213e-01 6.80478293e-02 9.13147832e-02
-1.35575860e-01 -1.33808475e-01 5.78861503e-02 1.66270654e-02
9.94537348e-02 -3.42191344e-01 -3.03632524e-01 -2.83093930e-01
5.80200307e-02]
[ 1.72043032e-02 -2.77857174e-01 6.59940020e-02 -2.26167943e-01
-1.96137373e-01 -2.30832571e-01 -2.36056708e-01 1.02491277e-01
1.66931280e-02 1.75704188e-01 -1.72408888e-01 1.01062480e-04
-1.05137156e-02]
[ 1.74357933e-01 5.28652039e-02 -1.02692408e-01 -1.92893535e-01
-5.49862127e-02 -1.01134678e-01 -1.78492002e-01 6.01795452e-02
-1.87132256e-01 -2.06418627e-01 -1.64829818e-01 1.00942948e-01
-1.03012540e-01]
[ -1.70719040e-01 -1.87208307e-01 -1.05305377e-01 -1.81212705e-01
-5.50512804e-02 2.74166200e-02 -1.69730284e-01 -1.39332966e-01
-1.28715736e-01 4.55436974e-02 -2.10093008e-01 -3.33187413e-02
-2.12224495e-01]
[ -3.23070461e-02 -2.16582753e-01 -1.54416951e-01 -1.84155971e-01
-5.48410063e-02 4.49575680e-02 -2.34562947e-02 2.24261754e-02
-2.13265836e-01 -2.28176418e-01 -4.38153096e-02 -1.52956889e-01
-5.36575846e-02]
[ 1.16992432e-01 6.90004681e-02 -2.72993814e-03 -1.51005960e-01
-3.31256159e-01 8.71281039e-03 -1.25437189e-01 -2.11783506e-01
-3.02637692e-01 1.03265320e-01 -1.20372053e-01 -1.28010562e-01
-1.80163960e-02]
[ -6.34801715e-02 -7.32881664e-03 -2.83432037e-01 -6.75883919e-04
6.75514190e-02 1.56317839e-01 -2.28787450e-01 -1.65223916e-01
-5.66757190e-02 -5.25637384e-02 1.49267946e-01 4.14822756e-01
-3.20439552e-02]
[ 1.02979725e-01 3.59035033e-01 -2.09121814e-01 6.08747851e-01
1.18657228e-01 -1.47650574e-03 -2.47612166e-01 -4.03613423e-01
-2.62818892e-01 -4.31298011e-01 6.44070081e-01 9.80471057e-01
-6.04255125e-01]
[ -3.30683376e-02 1.85823436e-01 4.23461410e-02 1.44707549e-01
-3.37279195e-03 -6.95901401e-02 -2.61776756e-01 -3.67856525e-01
-2.68399334e-01 -2.85182413e-01 3.79719480e-01 9.73715010e-01
-5.02356631e-01]
[ -5.16361734e-02 -1.14049929e-01 -1.63132473e-01 2.85418001e-01
-1.60186875e-01 2.33943241e-01 -1.09627846e-01 -2.79197027e-01
-2.65398546e-01 -5.12178447e-01 1.83963472e-01 4.23916013e-01
-3.04330998e-01]
[ 7.88277920e-02 -3.81983342e-01 -5.18026799e-02 -3.92219873e-02
-1.10440725e-01 2.00499839e-01 8.54789894e-02 1.69783498e-01
-1.55267721e-01 -4.19514922e-02 -8.00458882e-02 2.72033495e-01
-1.49796056e-01]
[ 2.03721182e-01 -2.90679291e-01 -1.22745670e-01 -8.81839532e-02
-2.06391837e-01 1.22415714e-01 2.17281438e-02 -1.56940281e-01
-3.96646017e-02 -1.21952751e-01 -1.30062338e-01 -1.93602232e-01
-7.83654359e-02]
[ -1.34892361e-01 -8.12396656e-02 3.88713188e-02 -2.53748451e-01
-5.74295521e-02 -1.40957089e-01 5.63639140e-02 -1.39750160e-02
-6.71967726e-02 -1.09292001e-02 -3.02959498e-01 -4.19619388e-01
-1.87942596e-02]
[ -1.39949098e-01 -1.33672076e-01 -6.90039188e-02 -2.37917685e-01
-3.43121898e-01 -2.87731569e-01 1.32967465e-01 9.22316345e-02
1.06452137e-02 7.29321105e-02 -1.87779737e-01 -6.18381071e-01
-4.22612175e-02]
[ -1.66235594e-01 -2.25171623e-01 -2.96231749e-01 -3.05328760e-01
-2.67728876e-01 -2.07859566e-01 -3.07830235e-01 1.58490699e-01
-2.13989712e-02 -2.80982345e-01 -2.82824849e-01 -2.48758318e-01
-1.95063298e-01]
[ -1.07808617e-01 1.17637626e-01 2.48637402e-02 -1.92048063e-02
-2.16213783e-01 -1.68478655e-01 -8.85702322e-02 9.11937445e-03
-8.77466362e-02 -1.85728007e-01 -1.73802547e-01 -2.24743672e-01
-8.26980128e-02]
[ -3.49267455e-01 -1.30659045e-01 -2.70528635e-01 9.66857571e-02
-2.09174323e-01 -2.26210029e-01 -5.47136859e-02 -1.56913022e-01
5.90764044e-02 -7.03214130e-02 2.99359700e-02 -3.26692288e-01
-8.77208833e-03]
[ -1.26986677e-01 -3.10926655e-02 -2.58576330e-01 1.63789048e-02
-2.13790589e-01 -2.76709263e-01 -3.86794737e-01 -8.41633929e-02
-1.22281003e-03 -2.86660255e-01 -2.48915922e-01 -3.18521239e-01
-7.88761169e-02]
[ -2.14546545e-01 -5.42554233e-01 -3.29222539e-01 -3.78738130e-01
-3.37087641e-01 -2.26281869e-01 1.75247329e-02 -2.92885148e-01
1.19230773e-01 -2.34773947e-01 -2.13750650e-01 -1.20595111e-01
-6.08702665e-02]
[ -2.12301258e-01 -2.99046134e-01 -3.11919294e-01 -1.47354009e-01
-9.80451381e-02 -1.46721154e-01 -9.55648084e-02 -5.06424407e-03
-1.97320190e-01 -4.96636630e-01 -2.42836654e-01 -1.22346559e-01
4.21287341e-02]
[ -1.22824552e-01 3.11902989e-02 -2.40663465e-01 -3.68199735e-01
-2.25301339e-01 -2.58408448e-01 -5.66708152e-02 -2.83548758e-01
4.17029007e-02 -1.62551761e-02 -2.98007086e-01 -5.76943071e-02
-2.22032221e-01]]
Progress: 8.0% ... Training loss: 0.289 ... Validation loss: 0.519[[ -1.37710127e-03]
[ 3.63655330e-01]
[ -1.24702215e-01]
[ 7.94215829e-01]
[ 3.26286887e-01]
[ 3.99651838e-02]
[ -8.58500957e-01]
[ -1.00679097e+00]
[ -7.34976760e-01]
[ -1.01096086e+00]
[ 1.05561332e+00]
[ 2.60072387e+00]
[ -1.56453072e+00]]
[[ -5.33712637e-01 -5.29147332e-01 -5.76569554e-01 -2.20423234e-01
-3.29176992e-01 -5.86161529e-01 -4.78736589e-01 -4.26697574e-01
-6.19501760e-01 -5.18000548e-01 -7.52607148e-02 3.83885825e-01
-3.32529992e-01]
[ 5.99972099e-03 -1.39109397e-01 5.19803443e-02 -2.47602843e-02
-4.42309939e-02 5.91875427e-02 -1.14242559e-01 2.46303243e-01
-1.15766673e-01 -1.55398642e-01 -4.47379229e-02 -4.46864930e-02
1.22034580e-01]
[ -1.94610612e-01 1.41622121e-01 -1.49238939e-02 1.35529914e-01
1.21703118e-01 -1.11780640e-01 1.00196700e-01 -7.67892339e-02
2.05396314e-01 -7.02931576e-02 2.95250186e-01 7.95747017e-01
3.37829471e-01]
[ 1.77346853e-01 -2.71438432e-01 -2.70185174e-01 -5.48367019e-02
-3.29434592e-01 -3.01343559e-03 3.64119202e-02 -2.97956608e-01
1.80503648e-01 -2.95584881e-01 -2.27639506e-01 -3.55057970e-01
-8.02197487e-02]
[ 1.04295613e-01 6.81575048e-02 9.17163529e-02 1.40771748e-01
1.21581792e-02 7.36804418e-02 -9.16690342e-02 6.19579153e-02
-3.34896179e-02 1.24755301e-01 2.09012514e-01 -6.06330370e-03
4.56384694e-02]
[ -4.83782357e-01 -5.67347723e-01 -6.07648849e-01 -5.28893241e-01
-5.68757154e-01 -5.61643756e-01 -3.06736808e-01 -1.99267461e-01
-4.26852417e-01 -2.84910433e-01 -3.89416311e-01 -5.77335321e-01
-2.66082528e-01]
[ -4.14892668e-01 -5.66909287e-01 -3.21694838e-01 -3.31317960e-01
-3.97549298e-01 -5.57240181e-01 -4.47263432e-01 -4.74502642e-01
-3.02958848e-01 -2.14168761e-01 -4.13424998e-01 -1.73460677e-01
-2.15451661e-01]
[ -3.15674260e-01 -3.63660294e-01 -4.54849207e-01 -2.61302272e-01
-3.18020622e-01 -4.10972030e-01 -1.80454769e-01 -1.12066944e-01
-2.22582247e-01 -3.60885186e-01 -2.13229166e-01 -3.77172381e-01
-1.34255182e-01]
[ -4.73402958e-01 -3.45780087e-01 -3.76746709e-01 -1.30125385e-01
-3.32747327e-01 -2.12918794e-01 -1.63988498e-01 -4.36175602e-01
-3.19636331e-01 -4.62233319e-01 -1.18138655e-01 -3.48071929e-02
-2.29278213e-01]
[ -9.46544006e-01 -9.20583126e-01 -9.69499785e-01 -7.65412028e-01
-1.00294360e+00 -9.74609493e-01 -6.72273589e-01 -6.47268714e-01
-7.69496601e-01 -5.63733515e-01 -7.27134288e-01 -4.35383560e-01
-3.57844390e-01]
[ -5.02320701e-01 -2.60910849e-01 -4.62460977e-01 -2.96091374e-01
-3.50685490e-01 -3.53859766e-01 -5.34121069e-01 -5.60749570e-01
-6.19571098e-01 -1.38535828e-01 -3.90072613e-01 -5.00371786e-01
-3.91256073e-01]
[ -1.17214904e-01 3.52332492e-02 -3.34750140e-01 -3.47825996e-01
-9.33419799e-02 -7.08229621e-02 -1.46990995e-01 -2.53771416e-01
-1.40783617e-01 1.41504926e-01 -3.00281821e-01 -3.96734889e-01
-2.12245797e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60896252e-01 -9.68943958e-02 1.60258839e-01 -2.17976273e-01
-1.16495740e-01 1.14344778e-01 -1.51515150e-01 -2.77142192e-02
-1.03541416e-01 2.68896779e-02 -8.63048186e-02 -1.96046801e-01
3.53666744e-02]
[ -8.14932480e-02 -2.55951724e-01 -1.78247647e-01 -2.74272415e-01
-4.76455456e-01 -8.40099329e-02 -2.99558140e-02 6.27341559e-03
-4.61211103e-02 1.61162923e-02 -1.54588084e-01 -1.92533607e-01
-2.20089214e-01]
[ -7.44540093e-02 5.01584012e-04 -2.43025870e-01 -2.42064538e-01
1.37852480e-01 -1.62693492e-01 -1.58577457e-01 4.81379984e-02
7.39355497e-03 -1.00504953e-02 -1.81217264e-01 -1.83791774e-02
5.55813086e-02]
[ 2.90716672e-02 -1.52652773e-01 -1.53993346e-01 -2.72657060e-02
-1.13646933e-01 -1.06382549e-01 5.35256650e-02 -1.89405159e-01
-5.74565996e-02 -6.99648210e-02 2.02899765e-02 -1.11912979e-01
1.87852305e-02]
[ -2.82859705e-01 -1.44677951e-01 -6.86203348e-02 -9.53574964e-02
-3.05754902e-01 -2.71689413e-01 -3.45457713e-01 7.81551809e-02
-2.82170272e-01 -1.88890314e-01 1.78938900e-01 6.18343140e-02
3.36634480e-01]
[ -2.14457846e-01 -1.30725101e-01 -7.71865664e-02 -7.34182208e-02
-8.25744574e-02 -1.14142660e-01 -3.92095821e-02 7.49066154e-02
-9.93159597e-02 4.36018317e-02 2.91601847e-02 -1.66110620e-01
5.34670108e-02]
[ -1.51951391e-01 -6.42024508e-02 -2.21555304e-01 -3.50693082e-01
-1.47938655e-01 -1.98681262e-01 -2.17574558e-01 -5.73497162e-02
2.11830499e-01 -1.58143539e-01 -3.06503421e-01 -3.02064785e-01
-7.52061130e-02]
[ -3.65566257e-01 -7.81978350e-02 -1.41910350e-01 -1.91609228e-01
-5.80799126e-02 -3.09732882e-01 8.07070820e-02 -3.00609914e-02
-9.69224566e-02 1.23450812e-01 -2.35820770e-02 -8.54116815e-02
-1.15854849e-01]
[ -1.68988674e-01 -1.53570003e-01 -4.52718605e-02 -1.26572723e-01
-1.33511948e-01 -2.92397707e-01 -9.00762594e-02 -1.03065038e-01
-2.86848265e-01 4.81257791e-02 2.11470545e-01 1.35499644e-01
-2.45363699e-01]
[ -1.38062612e-01 -1.78997087e-01 -1.10897633e-01 -2.77723761e-01
8.93725095e-02 -1.74984314e-02 -2.14582368e-01 -1.37573841e-01
9.14912947e-02 -9.75665966e-02 -1.73802845e-01 -1.53278439e-01
-3.10144778e-01]
[ -4.44505938e-02 -3.23055227e-02 -1.47116613e-01 -3.52486945e-02
-2.27238695e-01 6.34673434e-02 -8.64610426e-02 -3.95848553e-02
-2.32895323e-01 -7.08593635e-02 -6.24924760e-02 -2.94960680e-01
-1.57474353e-01]
[ -7.35160819e-02 3.84050467e-02 -1.30920880e-01 -2.80849384e-01
1.29687758e-01 2.11758360e-02 -2.44786739e-01 -1.95711198e-01
9.95262840e-02 -9.11020939e-02 -2.35189069e-01 -1.34322666e-01
-2.88098819e-01]
[ 8.42197542e-02 -3.15436374e-01 -7.93635450e-02 -4.19968678e-01
-2.23331596e-01 -8.75921422e-02 6.22739808e-02 1.04723567e-01
3.49743075e-03 2.92124009e-01 -4.71548090e-01 -5.45552307e-01
3.50069179e-01]
[ -2.17173729e-01 -2.57887645e-01 -1.24643741e-01 -2.84831951e-01
-3.07755886e-01 -9.16945418e-02 2.05998163e-01 5.27450831e-02
3.08388847e-01 5.63070444e-02 -3.62037885e-01 -7.64605529e-01
5.68029557e-01]
[ -8.23919390e-03 -1.93066439e-01 2.63639746e-02 -2.68922607e-01
-1.70331350e-01 1.67866165e-01 1.76338053e-01 2.37587024e-01
-2.60610700e-02 2.26732347e-01 -1.42277077e-01 -7.24899755e-01
5.85360522e-01]
[ 6.90047170e-03 -4.88088134e-02 -1.19857484e-01 -8.96293876e-02
-1.77587661e-01 -4.49966990e-02 2.63150030e-01 1.49796058e-01
2.44223046e-01 3.59803491e-01 -4.12079284e-01 -6.06590707e-01
5.99047945e-01]
[ -7.88499468e-02 -2.82500158e-01 6.31540043e-02 -3.39475625e-01
-1.46579705e-01 1.18906988e-01 3.31584064e-01 1.17618063e-01
-6.93983950e-02 1.55200406e-01 -5.01039757e-01 -6.49374992e-01
7.10853536e-01]
[ 1.23530165e-01 -8.56510280e-02 1.75742587e-02 -1.31759042e-01
-7.50296122e-02 -1.62368966e-02 1.98013591e-01 3.12455917e-01
3.66132941e-01 2.29708624e-01 -4.79893668e-01 -4.99385840e-01
3.68701443e-01]
[ -9.09781038e-03 -1.25396493e-01 1.81475728e-02 3.58340784e-02
-8.01715746e-02 -2.83295829e-01 4.31486783e-03 2.67989018e-01
-3.99895573e-02 5.08922270e-02 -2.08174454e-01 -5.30373751e-01
1.87303049e-01]
[ 7.70740568e-02 1.30862005e-01 -4.86676397e-03 8.87020081e-02
-7.76274122e-02 -5.89493875e-02 -2.27243179e-01 -2.27755852e-01
-3.09181456e-01 -1.98935985e-01 -1.41856953e-01 3.66993957e-01
-1.85562366e-01]
[ 3.77246391e-02 -7.07553257e-02 1.34700634e-01 1.89204159e-01
2.62495223e-01 8.74310270e-03 -4.17738188e-01 -3.95875931e-01
-1.31165912e-01 -5.54000371e-01 1.86090030e-01 9.98793773e-01
-4.38169113e-01]
[ 3.56395868e-02 7.98102837e-02 -2.10432913e-01 3.41746565e-02
2.94429892e-02 -3.74515588e-04 -1.50887558e-01 -3.20432833e-01
-2.84347379e-01 -1.67248781e-01 -5.60371556e-02 -4.37299030e-02
-1.62321938e-01]
[ -5.41306323e-02 -2.18238960e-01 6.76838470e-02 9.38424629e-02
-1.34667977e-01 -1.33738253e-01 5.41782720e-02 1.31682743e-02
9.60188636e-02 -3.45388978e-01 -3.00568905e-01 -2.73524755e-01
5.11275540e-02]
[ 1.71975605e-02 -2.77735388e-01 6.59538885e-02 -2.25892442e-01
-1.96054371e-01 -2.30826590e-01 -2.36521314e-01 1.01877410e-01
1.61769435e-02 1.75352840e-01 -1.71879980e-01 1.54135542e-03
-1.13636683e-02]
[ 1.74346464e-01 5.32731926e-02 -1.02802895e-01 -1.92175930e-01
-5.46828297e-02 -1.01119738e-01 -1.79394451e-01 5.89110087e-02
-1.87874000e-01 -2.07627343e-01 -1.63510508e-01 1.04364951e-01
-1.05177768e-01]
[ -1.70724812e-01 -1.87210661e-01 -1.05328614e-01 -1.81096947e-01
-5.50412225e-02 2.74224881e-02 -1.69999019e-01 -1.40004657e-01
-1.28836700e-01 4.49541309e-02 -2.09816268e-01 -3.22941519e-02
-2.12722063e-01]
[ -3.23237400e-02 -2.16395436e-01 -1.54555287e-01 -1.82960993e-01
-5.43256410e-02 4.49846933e-02 -2.48780058e-02 1.99116251e-02
-2.13925976e-01 -2.29860495e-01 -4.08313670e-02 -1.43367486e-01
-5.79396751e-02]
[ 1.16983829e-01 6.91748938e-02 -2.79365845e-03 -1.51266206e-01
-3.31176367e-01 8.73262354e-03 -1.25613558e-01 -2.12466494e-01
-3.02505325e-01 1.02183190e-01 -1.20589988e-01 -1.28583800e-01
-1.77607677e-02]
[ -6.34740301e-02 -7.42159343e-03 -2.83405749e-01 -8.62265309e-04
6.74519924e-02 1.56308529e-01 -2.28475171e-01 -1.64834488e-01
-5.63582453e-02 -5.22002585e-02 1.49007720e-01 4.14386356e-01
-3.15452169e-02]
[ 1.02891933e-01 3.60918800e-01 -2.09547550e-01 6.13962904e-01
1.20301792e-01 -1.34141845e-03 -2.52176252e-01 -4.06212002e-01
-2.66687027e-01 -4.35178195e-01 6.51215619e-01 1.00011694e+00
-6.09887124e-01]
[ -3.30985430e-02 1.86406117e-01 4.20926794e-02 1.47916102e-01
-2.79014151e-03 -6.95602203e-02 -2.64019723e-01 -3.70165639e-01
-2.70163185e-01 -2.87357972e-01 3.85826402e-01 9.88353606e-01
-5.09785673e-01]
[ -5.16380994e-02 -1.13971102e-01 -1.63156130e-01 2.85882429e-01
-1.60123560e-01 2.33949155e-01 -1.09907912e-01 -2.79177401e-01
-2.65737408e-01 -5.12233802e-01 1.84498443e-01 4.24429456e-01
-3.05081898e-01]
[ 7.88362563e-02 -3.82145742e-01 -5.17391478e-02 -3.95419004e-02
-1.10584248e-01 2.00487470e-01 8.60092288e-02 1.70605114e-01
-1.54940673e-01 -4.11250276e-02 -8.05872366e-02 2.70284263e-01
-1.48799181e-01]
[ 2.03724527e-01 -2.90777886e-01 -1.22698168e-01 -8.85352737e-02
-2.06524652e-01 1.22410069e-01 2.20329361e-02 -1.56351592e-01
-3.94794488e-02 -1.21521797e-01 -1.30710964e-01 -1.95510461e-01
-7.71170226e-02]
[ -1.34914585e-01 -8.10043766e-02 3.87570955e-02 -2.53157034e-01
-5.72232611e-02 -1.40929442e-01 5.52957058e-02 -1.48214317e-02
-6.81652610e-02 -1.22211956e-02 -3.02209978e-01 -4.18449126e-01
-2.04634919e-02]
[ -1.39956557e-01 -1.33595077e-01 -6.90215974e-02 -2.37716582e-01
-3.43052140e-01 -2.87723790e-01 1.32460411e-01 9.21862501e-02
1.01425405e-02 7.27038419e-02 -1.87654238e-01 -6.18063731e-01
-4.28738707e-02]
[ -1.66173874e-01 -2.26335591e-01 -2.95892809e-01 -3.07634189e-01
-2.69011728e-01 -2.07951351e-01 -3.07241269e-01 1.60155758e-01
-1.95005516e-02 -2.79450146e-01 -2.84543861e-01 -2.50669075e-01
-1.95008758e-01]
[ -1.07861685e-01 1.18763114e-01 2.45984414e-02 -1.65646944e-02
-2.15166891e-01 -1.68398851e-01 -9.08638804e-02 7.19601436e-03
-9.01421086e-02 -1.87312990e-01 -1.70710494e-01 -2.17576582e-01
-8.54676472e-02]
[ -3.49321606e-01 -1.29302213e-01 -2.70893808e-01 1.01137696e-01
-2.07789932e-01 -2.26105958e-01 -5.89478220e-02 -1.60392398e-01
5.46425404e-02 -7.36648220e-02 3.56131198e-02 -3.11044628e-01
-1.63491026e-02]
[ -1.27008066e-01 -3.12329296e-02 -2.58510669e-01 1.77813977e-02
-2.14076063e-01 -2.76707870e-01 -3.86762976e-01 -8.25973996e-02
-1.85947775e-03 -2.84888422e-01 -2.47641306e-01 -3.10723593e-01
-8.00329837e-02]
[ -2.14632161e-01 -5.40928975e-01 -3.29835384e-01 -3.73797462e-01
-3.35384692e-01 -2.26176163e-01 1.26515342e-02 -2.98158677e-01
1.15472528e-01 -2.40717123e-01 -2.04923493e-01 -1.02847792e-01
-7.04968354e-02]
[ -2.12329137e-01 -2.98627448e-01 -3.12100399e-01 -1.45995968e-01
-9.76003808e-02 -1.46682656e-01 -9.65667549e-02 -6.91806611e-03
-1.97892056e-01 -4.98323547e-01 -2.40911032e-01 -1.18060701e-01
3.96290426e-02]
[ -1.22871032e-01 3.23224275e-02 -2.40980493e-01 -3.66053118e-01
-2.24599343e-01 -2.58343910e-01 -5.93138621e-02 -2.85642957e-01
3.92801314e-02 -1.91963839e-02 -2.95267741e-01 -5.31520796e-02
-2.26745104e-01]]
Progress: 8.0% ... Training loss: 0.297 ... Validation loss: 0.508[[-0.01113186]
[ 0.35143071]
[-0.13522457]
[ 0.78307104]
[ 0.32052222]
[ 0.03099395]
[-0.87430182]
[-1.02557294]
[-0.75110877]
[-1.02845538]
[ 1.04312892]
[ 2.60051712]
[-1.59675374]]
[[ -5.33711719e-01 -5.27818317e-01 -5.76560057e-01 -2.19049332e-01
-3.27924253e-01 -5.86156137e-01 -4.74610806e-01 -4.24724213e-01
-6.16335776e-01 -5.15840036e-01 -7.22517028e-02 3.92381544e-01
-3.24794331e-01]
[ 6.00285847e-03 -1.39760187e-01 5.21618841e-02 -2.62025909e-02
-4.44510293e-02 5.91070808e-02 -1.13577614e-01 2.47402871e-01
-1.15765917e-01 -1.53705013e-01 -4.67150462e-02 -4.57430212e-02
1.21188322e-01]
[ -1.94601825e-01 1.39432223e-01 -1.39299133e-02 1.31285352e-01
1.19258717e-01 -1.12004125e-01 1.08500040e-01 -6.80931200e-02
2.13853271e-01 -5.85160463e-02 2.89379666e-01 7.71143427e-01
3.59261704e-01]
[ 1.77349423e-01 -2.73153544e-01 -2.70013124e-01 -5.90667924e-02
-3.30276498e-01 -2.99951936e-03 4.15458994e-02 -2.91363869e-01
1.82902069e-01 -2.87548085e-01 -2.36851434e-01 -3.83824938e-01
-6.40502499e-02]
[ 1.04320233e-01 6.00383106e-02 9.40136497e-02 1.22009868e-01
4.82371354e-03 7.29788718e-02 -8.06643950e-02 8.10933281e-02
-1.93185846e-02 1.43924229e-01 1.88947533e-01 -5.28874978e-02
7.50631855e-02]
[ -4.83781919e-01 -5.67258574e-01 -6.07561083e-01 -5.30183280e-01
-5.68444539e-01 -5.61701651e-01 -3.07932374e-01 -2.00140663e-01
-4.27733936e-01 -2.87079671e-01 -3.89095876e-01 -5.66552712e-01
-2.72110082e-01]
[ -4.14892364e-01 -5.66781063e-01 -3.21638426e-01 -3.31507796e-01
-3.97421749e-01 -5.57257548e-01 -4.44462453e-01 -4.71105385e-01
-3.00432198e-01 -2.11493863e-01 -4.13672669e-01 -1.77485959e-01
-2.06266541e-01]
[ -3.15663004e-01 -3.66527469e-01 -4.53983079e-01 -2.67449623e-01
-3.20262889e-01 -4.11221540e-01 -1.71501784e-01 -1.02588695e-01
-2.14789356e-01 -3.50001134e-01 -2.22010912e-01 -4.05958266e-01
-1.15551217e-01]
[ -4.73404307e-01 -3.45428371e-01 -3.76788505e-01 -1.29307343e-01
-3.32277180e-01 -2.12879109e-01 -1.64489570e-01 -4.35552495e-01
-3.20543875e-01 -4.61913044e-01 -1.17287120e-01 -3.19063376e-02
-2.28377817e-01]
[ -9.46538800e-01 -9.20623256e-01 -9.69156472e-01 -7.68575030e-01
-1.00307349e+00 -9.74736369e-01 -6.65828975e-01 -6.42659480e-01
-7.64079453e-01 -5.60030276e-01 -7.30100596e-01 -4.46255478e-01
-3.44479183e-01]
[ -5.02315606e-01 -2.62749797e-01 -4.61969100e-01 -2.99263864e-01
-3.51658464e-01 -3.54022241e-01 -5.29955828e-01 -5.53803617e-01
-6.16737306e-01 -1.31445896e-01 -3.94904459e-01 -5.07871858e-01
-3.83407880e-01]
[ -1.17214555e-01 3.48142421e-02 -3.34616821e-01 -3.48299691e-01
-9.35710669e-02 -7.08186964e-02 -1.47543524e-01 -2.52701189e-01
-1.40504080e-01 1.42421742e-01 -3.00341113e-01 -3.97490602e-01
-2.10697270e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60895222e-01 -9.70562681e-02 1.60289486e-01 -2.18886137e-01
-1.16628464e-01 1.14313598e-01 -1.51113846e-01 -2.72124008e-02
-1.03231072e-01 2.70139764e-02 -8.72521337e-02 -1.98353645e-01
3.55775394e-02]
[ -8.14901445e-02 -2.56861682e-01 -1.77994125e-01 -2.76318849e-01
-4.77026464e-01 -8.40990795e-02 -2.84538929e-02 9.21917927e-03
-4.50776904e-02 1.87852062e-02 -1.57561443e-01 -1.98415467e-01
-2.17607209e-01]
[ -7.44585448e-02 1.81566644e-03 -2.43224474e-01 -2.40194443e-01
1.38786086e-01 -1.62606768e-01 -1.61364542e-01 4.41017978e-02
5.47897313e-03 -1.40427232e-02 -1.77036496e-01 -1.67100641e-03
4.93784479e-02]
[ 2.90680144e-02 -1.51268374e-01 -1.54379390e-01 -2.34511865e-02
-1.12197707e-01 -1.06286116e-01 5.20423854e-02 -1.91400150e-01
-5.88688890e-02 -7.32488769e-02 2.55246386e-02 -9.64397930e-02
1.50027076e-02]
[ -2.82858218e-01 -1.45095856e-01 -6.84503461e-02 -9.68777666e-02
-3.06184694e-01 -2.71736456e-01 -3.43974509e-01 7.99552985e-02
-2.80771663e-01 -1.87261147e-01 1.76844487e-01 5.41970347e-02
3.41050205e-01]
[ -2.14455319e-01 -1.31389866e-01 -7.69514069e-02 -7.58567256e-02
-8.33530014e-02 -1.14206622e-01 -3.60205365e-02 7.82822140e-02
-9.65462858e-02 4.66528323e-02 2.58297195e-02 -1.76271085e-01
6.15786700e-02]
[ -1.51946200e-01 -6.54346820e-02 -2.21135873e-01 -3.52220908e-01
-1.48849250e-01 -1.98812165e-01 -2.15364155e-01 -5.44460211e-02
2.14274740e-01 -1.53718167e-01 -3.08430637e-01 -3.08784901e-01
-7.13189681e-02]
[ -3.65563634e-01 -7.91876328e-02 -1.41665438e-01 -1.93917151e-01
-5.89804538e-02 -3.09800809e-01 8.39015954e-02 -2.69476150e-02
-9.43223838e-02 1.27060770e-01 -2.73713363e-02 -9.53769616e-02
-1.08823710e-01]
[ -1.68985183e-01 -1.54281129e-01 -4.50990245e-02 -1.28879482e-01
-1.33809040e-01 -2.92460009e-01 -8.72080241e-02 -1.00539375e-01
-2.84509759e-01 5.08045592e-02 2.08674156e-01 1.24712902e-01
-2.39245390e-01]
[ -1.38063751e-01 -1.78557071e-01 -1.10925392e-01 -2.76415958e-01
8.97237903e-02 -1.74624612e-02 -2.15536071e-01 -1.37730965e-01
9.04309961e-02 -9.79754165e-02 -1.72004679e-01 -1.49333436e-01
-3.11265216e-01]
[ -4.44496339e-02 -3.25796729e-02 -1.47029598e-01 -3.59881244e-02
-2.27390333e-01 6.34343696e-02 -8.56744306e-02 -3.85455294e-02
-2.32366244e-01 -6.96648507e-02 -6.34859087e-02 -2.96765698e-01
-1.55701744e-01]
[ -7.35165191e-02 3.83302692e-02 -1.30953473e-01 -2.80853975e-01
1.29793624e-01 2.11970610e-02 -2.45140586e-01 -1.95102828e-01
9.90099866e-02 -9.10890038e-02 -2.35408260e-01 -1.34313125e-01
-2.88260526e-01]
[ 8.42208657e-02 -3.15995203e-01 -7.92261482e-02 -4.21400355e-01
-2.23872534e-01 -8.76187814e-02 6.40640960e-02 1.06647036e-01
5.27829456e-03 2.93889643e-01 -4.74003103e-01 -5.55971249e-01
3.55574029e-01]
[ -2.17171995e-01 -2.58433746e-01 -1.24476067e-01 -2.86805769e-01
-3.08288815e-01 -9.17365095e-02 2.08919894e-01 5.54052230e-02
3.10784390e-01 5.90153228e-02 -3.64817600e-01 -7.73891562e-01
5.75342352e-01]
[ -8.23797923e-03 -1.93446039e-01 2.64546625e-02 -2.70005645e-01
-1.70700502e-01 1.67837804e-01 1.77771404e-01 2.39637135e-01
-2.50130818e-02 2.28420958e-01 -1.44130597e-01 -7.30397715e-01
5.89658348e-01]
[ 6.90270220e-03 -4.95121338e-02 -1.19638806e-01 -9.16849367e-02
-1.78363567e-01 -4.50564679e-02 2.65687791e-01 1.52923368e-01
2.46319160e-01 3.63538057e-01 -4.14964881e-01 -6.16223135e-01
6.05866446e-01]
[ -7.88486311e-02 -2.82754929e-01 6.32730956e-02 -3.40345184e-01
-1.46887236e-01 1.18867321e-01 3.32944299e-01 1.18972554e-01
-6.85462106e-02 1.56962427e-01 -5.02264677e-01 -6.52783257e-01
7.14053056e-01]
[ 1.23531797e-01 -8.58811038e-02 1.76600875e-02 -1.32535157e-01
-7.52448291e-02 -1.62687787e-02 1.99144458e-01 3.13607319e-01
3.67222898e-01 2.31108351e-01 -4.80732219e-01 -5.02416000e-01
3.71426565e-01]
[ -9.09693351e-03 -1.25554372e-01 1.81919800e-02 3.53809293e-02
-8.02811775e-02 -2.83308697e-01 5.02704315e-03 2.68605960e-01
-3.93785330e-02 5.15252089e-02 -2.08791976e-01 -5.31948522e-01
1.88649131e-01]
[ 7.70762914e-02 1.30291329e-01 -4.73808419e-03 8.71244871e-02
-7.80262000e-02 -5.89880930e-02 -2.25643954e-01 -2.26211531e-01
-3.08052664e-01 -1.97206169e-01 -1.44414881e-01 3.58182032e-01
-1.81962397e-01]
[ 3.77188377e-02 -6.95353869e-02 1.34258662e-01 1.93217465e-01
2.63939170e-01 8.89491934e-03 -4.20568049e-01 -3.98558201e-01
-1.34189705e-01 -5.57223339e-01 1.91151238e-01 1.01456445e+00
-4.43962349e-01]
[ 3.56382641e-02 8.01558434e-02 -2.10533422e-01 3.53527874e-02
2.97763894e-02 -3.42790869e-04 -1.51856413e-01 -3.21502911e-01
-2.85024763e-01 -1.68815674e-01 -5.43234318e-02 -3.87700980e-02
-1.65075583e-01]
[ -5.41316525e-02 -2.18217091e-01 6.76920081e-02 9.32516832e-02
-1.34739872e-01 -1.33720091e-01 5.41797518e-02 1.35894999e-02
9.55017495e-02 -3.45378648e-01 -3.02038266e-01 -2.74320956e-01
5.20078757e-02]
[ 1.71991925e-02 -2.78257891e-01 6.61207167e-02 -2.27181924e-01
-1.96526588e-01 -2.30871636e-01 -2.35480190e-01 1.03480955e-01
1.71806662e-02 1.77126069e-01 -1.73724308e-01 -2.96038359e-03
-8.58660097e-03]
[ 1.74344355e-01 5.38453550e-02 -1.02900155e-01 -1.91319412e-01
-5.41947418e-02 -1.01086632e-01 -1.80958241e-01 5.61149098e-02
-1.89078542e-01 -2.09844493e-01 -1.61461179e-01 1.15158420e-01
-1.09904770e-01]
[ -1.70725087e-01 -1.87212331e-01 -1.05352636e-01 -1.81087835e-01
-5.48592253e-02 2.74200858e-02 -1.70250802e-01 -1.40375775e-01
-1.28818712e-01 4.39186569e-02 -2.09460232e-01 -2.86210434e-02
-2.13549322e-01]
[ -3.23246997e-02 -2.15945505e-01 -1.54662457e-01 -1.81902376e-01
-5.39042960e-02 4.50096338e-02 -2.61152712e-02 1.83861609e-02
-2.14680975e-01 -2.31361400e-01 -3.84331553e-02 -1.38233321e-01
-6.11098846e-02]
[ 1.16981766e-01 6.99926004e-02 -2.98804802e-03 -1.50009209e-01
-3.30516426e-01 8.78322966e-03 -1.26976467e-01 -2.15799825e-01
-3.03275963e-01 9.85002920e-02 -1.17751731e-01 -1.19638258e-01
-2.25478752e-02]
[ -6.34735327e-02 -7.76004209e-03 -2.83309707e-01 -1.68450813e-03
6.72766390e-02 1.56291788e-01 -2.27757024e-01 -1.63830904e-01
-5.54873138e-02 -5.09246938e-02 1.47433323e-01 4.11908003e-01
-2.91956684e-02]
[ 1.02895458e-01 3.60608317e-01 -2.09369958e-01 6.13983242e-01
1.20333834e-01 -1.41100767e-03 -2.52029445e-01 -4.04300707e-01
-2.66935272e-01 -4.33649295e-01 6.51492461e-01 9.98557912e-01
-6.11035276e-01]
[ -3.30951892e-02 1.85456366e-01 4.24062179e-02 1.46092576e-01
-3.54119898e-03 -6.96652485e-02 -2.62711243e-01 -3.67106892e-01
-2.68406544e-01 -2.84483261e-01 3.84082109e-01 9.85042529e-01
-5.06867985e-01]
[ -5.16385429e-02 -1.13433394e-01 -1.63247646e-01 2.87742856e-01
-1.59624690e-01 2.33966701e-01 -1.11075871e-01 -2.80513974e-01
-2.66560276e-01 -5.13344613e-01 1.87132739e-01 4.29498318e-01
-3.08757286e-01]
[ 7.88370562e-02 -3.82329544e-01 -5.16643175e-02 -4.01045282e-02
-1.10806189e-01 2.00458343e-01 8.65696484e-02 1.71427701e-01
-1.54552600e-01 -4.04877663e-02 -8.13114118e-02 2.67899037e-01
-1.47569786e-01]
[ 2.03725651e-01 -2.91074154e-01 -1.22598517e-01 -8.94159027e-02
-2.06787047e-01 1.22376573e-01 2.29692013e-02 -1.55285903e-01
-3.88390900e-02 -1.20296134e-01 -1.32033108e-01 -1.99201249e-01
-7.49847901e-02]
[ -1.34914654e-01 -8.09723425e-02 3.87552936e-02 -2.53091974e-01
-5.71857600e-02 -1.40928215e-01 5.52195826e-02 -1.49592898e-02
-6.83008688e-02 -1.22837866e-02 -3.02113027e-01 -4.17755780e-01
-2.08351180e-02]
[ -1.39955125e-01 -1.33885893e-01 -6.89235357e-02 -2.38654559e-01
-3.43276306e-01 -2.87756714e-01 1.33778100e-01 9.37495926e-02
1.11480278e-02 7.40662272e-02 -1.89045078e-01 -6.21847507e-01
-3.99492363e-02]
[ -1.66167465e-01 -2.27843899e-01 -2.95428820e-01 -3.11658532e-01
-2.70304861e-01 -2.08136052e-01 -3.03778172e-01 1.64937237e-01
-1.60346163e-02 -2.75235241e-01 -2.88860674e-01 -2.61417531e-01
-1.88841884e-01]
[ -1.07854658e-01 1.16047913e-01 2.53331111e-02 -2.24273975e-02
-2.17142384e-01 -1.68600108e-01 -8.53324098e-02 1.61688567e-02
-8.51478547e-02 -1.79574712e-01 -1.79529862e-01 -2.39578085e-01
-7.06068681e-02]
[ -3.49322757e-01 -1.28171184e-01 -2.70953430e-01 1.04027720e-01
-2.06854483e-01 -2.26063345e-01 -5.97595519e-02 -1.61274520e-01
5.36882773e-02 -7.39405748e-02 4.00599484e-02 -3.05085333e-01
-1.78770507e-02]
[ -1.27009043e-01 -3.08082097e-02 -2.58618769e-01 1.97192298e-02
-2.13429419e-01 -2.76688760e-01 -3.86910485e-01 -8.29931996e-02
-2.56944457e-03 -2.84109243e-01 -2.45536025e-01 -3.01509788e-01
-8.12713293e-02]
[ -2.14633696e-01 -5.41032686e-01 -3.29810657e-01 -3.74356941e-01
-3.35617569e-01 -2.26136705e-01 1.42078322e-02 -2.95925891e-01
1.16449934e-01 -2.38249262e-01 -2.06922200e-01 -1.12069886e-01
-6.31219587e-02]
[ -2.12328849e-01 -2.98791186e-01 -3.11967799e-01 -1.47062706e-01
-9.78814129e-02 -1.46697192e-01 -9.51584284e-02 -5.00627984e-03
-1.97159676e-01 -4.97431381e-01 -2.42149137e-01 -1.20770410e-01
4.24788725e-02]
[ -1.22870445e-01 3.29595504e-02 -2.41200248e-01 -3.66176895e-01
-2.23730855e-01 -2.58329683e-01 -6.02564894e-02 -2.89638516e-01
3.93048634e-02 -2.33030319e-02 -2.93304304e-01 -4.27711204e-02
-2.32469243e-01]]
Progress: 8.1% ... Training loss: 0.286 ... Validation loss: 0.500[[-0.01752953]
[ 0.34111238]
[-0.14221503]
[ 0.77543641]
[ 0.31213514]
[ 0.02312999]
[-0.88680231]
[-1.03933627]
[-0.76573857]
[-1.04104894]
[ 1.03170672]
[ 2.58370257]
[-1.61881886]]
[[ -5.33710042e-01 -5.27144545e-01 -5.76552758e-01 -2.17199441e-01
-3.27434616e-01 -5.86147767e-01 -4.72244047e-01 -4.19938663e-01
-6.14719321e-01 -5.12586018e-01 -7.10153062e-02 3.91836834e-01
-3.18403095e-01]
[ 5.98517356e-03 -1.38996058e-01 5.19167130e-02 -2.45888669e-02
-4.37949483e-02 5.91642313e-02 -1.15378266e-01 2.45005426e-01
-1.17407940e-01 -1.55583789e-01 -4.45869317e-02 -3.93595502e-02
1.17252108e-01]
[ -1.94547374e-01 1.38395629e-01 -1.34662292e-02 1.27005539e-01
1.17909876e-01 -1.12139872e-01 1.15123319e-01 -5.87035282e-02
2.22286123e-01 -5.24348539e-02 2.82359860e-01 7.53073198e-01
3.76272490e-01]
[ 1.77365404e-01 -2.73009092e-01 -2.70170145e-01 -5.87907665e-02
-3.29146655e-01 -3.00356765e-03 4.32114627e-02 -2.95881948e-01
1.83061994e-01 -2.89410539e-01 -2.33977073e-01 -3.76152124e-01
-6.88583822e-02]
[ 1.04262308e-01 6.16430739e-02 9.34664792e-02 1.25724031e-01
6.60184163e-03 7.31070408e-02 -8.76878379e-02 7.67879865e-02
-2.51844477e-02 1.38382086e-01 1.93615818e-01 -3.17338690e-02
6.35747862e-02]
[ -4.83778287e-01 -5.68207252e-01 -6.07407937e-01 -5.31077990e-01
-5.68783287e-01 -5.61731573e-01 -3.07208736e-01 -1.98788177e-01
-4.27490227e-01 -2.85136280e-01 -3.90992296e-01 -5.69758458e-01
-2.71253387e-01]
[ -4.14879423e-01 -5.67303620e-01 -3.21380058e-01 -3.33062584e-01
-3.97973572e-01 -5.57301939e-01 -4.42908580e-01 -4.68393346e-01
-2.98988554e-01 -2.09040881e-01 -4.15691446e-01 -1.83040182e-01
-2.02258166e-01]
[ -3.15682170e-01 -3.65869106e-01 -4.54166000e-01 -2.66184632e-01
-3.19957905e-01 -4.11163966e-01 -1.70753560e-01 -9.95845842e-02
-2.13795941e-01 -3.48532839e-01 -2.22202600e-01 -4.08523080e-01
-1.11367413e-01]
[ -4.73343998e-01 -3.47282016e-01 -3.76212943e-01 -1.33761071e-01
-3.33875097e-01 -2.13051068e-01 -1.59245261e-01 -4.31535211e-01
-3.15527728e-01 -4.57595622e-01 -1.23196844e-01 -4.74694572e-02
-2.19093677e-01]
[ -9.46509440e-01 -9.22916729e-01 -9.68568856e-01 -7.73380270e-01
-1.00527175e+00 -9.74852060e-01 -6.59413553e-01 -6.32778257e-01
-7.57929762e-01 -5.52002648e-01 -7.39117906e-01 -4.65917914e-01
-3.26247008e-01]
[ -5.02319759e-01 -2.62011443e-01 -4.62016549e-01 -2.97722121e-01
-3.50819089e-01 -3.54010849e-01 -5.30532227e-01 -5.54821620e-01
-6.17573470e-01 -1.31769419e-01 -3.92924888e-01 -5.06049227e-01
-3.87130922e-01]
[ -1.17182046e-01 3.37028438e-02 -3.34352831e-01 -3.50674428e-01
-9.43956857e-02 -7.09030951e-02 -1.45112503e-01 -2.50478491e-01
-1.38120693e-01 1.44899727e-01 -3.03319985e-01 -4.06538700e-01
-2.06873388e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60882752e-01 -9.78890790e-02 1.60473798e-01 -2.20327421e-01
-1.17130077e-01 1.14264065e-01 -1.50252990e-01 -2.54617470e-02
-1.02792374e-01 2.90385196e-02 -8.94254863e-02 -2.01904979e-01
3.68391086e-02]
[ -8.14892610e-02 -2.56986757e-01 -1.78019437e-01 -2.76312155e-01
-4.77026997e-01 -8.40966137e-02 -2.84252842e-02 8.69406747e-03
-4.50356837e-02 1.86014329e-02 -1.57439852e-01 -1.98535020e-01
-2.17684236e-01]
[ -7.44780949e-02 1.98904708e-03 -2.43277302e-01 -2.39290761e-01
1.39097918e-01 -1.62566411e-01 -1.62023198e-01 4.38677534e-02
4.81374977e-03 -1.41261092e-02 -1.76311172e-01 6.40265572e-04
4.89270154e-02]
[ 2.90694986e-02 -1.50898091e-01 -1.54389993e-01 -2.27150120e-02
-1.11930536e-01 -1.06289837e-01 5.20151610e-02 -1.91889591e-01
-5.88991711e-02 -7.35113280e-02 2.69563581e-02 -9.63271128e-02
1.39589330e-02]
[ -2.82849292e-01 -1.45688886e-01 -6.82887779e-02 -9.85382173e-02
-3.06722036e-01 -2.71764230e-01 -3.42865456e-01 8.18671766e-02
-2.79632638e-01 -1.85833511e-01 1.74504279e-01 5.17557372e-02
3.44102516e-01]
[ -2.14452366e-01 -1.31452907e-01 -7.69206538e-02 -7.61908951e-02
-8.34477936e-02 -1.14213178e-01 -3.53076756e-02 7.88609860e-02
-9.59648990e-02 4.72360109e-02 2.53252298e-02 -1.78647214e-01
6.31947765e-02]
[ -1.51956459e-01 -6.58350688e-02 -2.21182269e-01 -3.52488535e-01
-1.48974546e-01 -1.98778487e-01 -2.14756125e-01 -5.27225669e-02
2.15112741e-01 -1.51969214e-01 -3.10303869e-01 -3.09060584e-01
-6.78357036e-02]
[ -3.65557451e-01 -7.88468398e-02 -1.41624436e-01 -1.93271556e-01
-5.88162381e-02 -3.09805164e-01 8.44292281e-02 -2.58291117e-02
-9.36916501e-02 1.27724473e-01 -2.66562762e-02 -9.87295369e-02
-1.07210149e-01]
[ -1.68953086e-01 -1.54875059e-01 -4.48582955e-02 -1.31599046e-01
-1.34643808e-01 -2.92561687e-01 -8.41726607e-02 -9.82264372e-02
-2.81664968e-01 5.24104235e-02 2.05152150e-01 1.14060819e-01
-2.35039849e-01]
[ -1.38044267e-01 -1.79158959e-01 -1.10737937e-01 -2.77822677e-01
8.91871695e-02 -1.75196004e-02 -2.13899645e-01 -1.35842784e-01
9.21322242e-02 -9.65039420e-02 -1.73801266e-01 -1.54511703e-01
-3.07592572e-01]
[ -4.44623608e-02 -3.23343922e-02 -1.47125682e-01 -3.48711825e-02
-2.27145005e-01 6.34688528e-02 -8.64674322e-02 -3.93433620e-02
-2.33182416e-01 -7.02191752e-02 -6.24095074e-02 -2.92616255e-01
-1.57086340e-01]
[ -7.35007470e-02 3.77441774e-02 -1.30763913e-01 -2.82071484e-01
1.29252540e-01 2.11481343e-02 -2.43910490e-01 -1.93254859e-01
1.00002708e-01 -8.93483317e-02 -2.37285092e-01 -1.39827501e-01
-2.85875678e-01]
[ 8.42276552e-02 -3.16146078e-01 -7.91733306e-02 -4.21933371e-01
-2.24074411e-01 -8.76326211e-02 6.52569297e-02 1.07659449e-01
6.27084458e-03 2.94865140e-01 -4.74827540e-01 -5.60099712e-01
3.58521049e-01]
[ -2.17169638e-01 -2.58499500e-01 -1.24452332e-01 -2.87083896e-01
-3.08336898e-01 -9.17437426e-02 2.09326797e-01 5.56560079e-02
3.11138912e-01 5.93249130e-02 -3.65197516e-01 -7.74660411e-01
5.76153840e-01]
[ -8.23896165e-03 -1.93432455e-01 2.65000405e-02 -2.70323396e-01
-1.70777997e-01 1.67837103e-01 1.77914437e-01 2.40329543e-01
-2.50458615e-02 2.29077569e-01 -1.45115091e-01 -7.33231471e-01
5.91026083e-01]
[ 6.90270256e-03 -4.95227188e-02 -1.19648156e-01 -9.19403077e-02
-1.78395181e-01 -4.50519050e-02 2.66290436e-01 1.53272170e-01
2.46873549e-01 3.63791595e-01 -4.15439445e-01 -6.18977683e-01
6.07332156e-01]
[ -7.88345417e-02 -2.83059946e-01 6.34238726e-02 -3.41426547e-01
-1.47294472e-01 1.18826148e-01 3.34877582e-01 1.20447744e-01
-6.72099881e-02 1.58861046e-01 -5.03697375e-01 -6.57446269e-01
7.18290200e-01]
[ 1.23534790e-01 -8.59725449e-02 1.76750663e-02 -1.32794781e-01
-7.53143367e-02 -1.62736757e-02 1.99457710e-01 3.13919833e-01
3.67607781e-01 2.31334492e-01 -4.80937491e-01 -5.03441669e-01
3.72171012e-01]
[ -9.08196016e-03 -1.26028981e-01 1.83439967e-02 3.37236528e-02
-8.07947584e-02 -2.83337051e-01 6.99572345e-03 2.71242145e-01
-3.78430289e-02 5.34931081e-02 -2.11287510e-01 -5.39259996e-01
1.93365401e-01]
[ 7.70822183e-02 1.30071758e-01 -4.67462192e-03 8.69148428e-02
-7.81401653e-02 -5.90179497e-02 -2.25253517e-01 -2.25591587e-01
-3.07522986e-01 -1.96902597e-01 -1.44507986e-01 3.57228133e-01
-1.81546989e-01]
[ 3.76717749e-02 -6.86673283e-02 1.33943955e-01 1.96581485e-01
2.65023907e-01 9.00466098e-03 -4.23306881e-01 -4.02019801e-01
-1.37199582e-01 -5.59737211e-01 1.95115627e-01 1.03029221e+00
-4.51298434e-01]
[ 3.56289654e-02 8.03267218e-02 -2.10578038e-01 3.59116444e-02
3.00031620e-02 -3.20545794e-04 -1.52500630e-01 -3.21837047e-01
-2.85739368e-01 -1.69283154e-01 -5.37218807e-02 -3.58546748e-02
-1.66507708e-01]
[ -5.41357766e-02 -2.17986190e-01 6.75711721e-02 9.42578776e-02
-1.34466578e-01 -1.33709964e-01 5.33320500e-02 1.21424818e-02
9.48635583e-02 -3.46397496e-01 -3.00209631e-01 -2.67329107e-01
4.87965636e-02]
[ 1.71932417e-02 -2.78293784e-01 6.61053400e-02 -2.27420738e-01
-1.96610732e-01 -2.30860543e-01 -2.35628847e-01 1.02739807e-01
1.69262864e-02 1.76863037e-01 -1.73906222e-01 -3.18061094e-03
-8.58006336e-03]
[ 1.74361065e-01 5.27371712e-02 -1.02552982e-01 -1.93944697e-01
-5.51917538e-02 -1.01133768e-01 -1.78492265e-01 6.00250266e-02
-1.86700072e-01 -2.06441926e-01 -1.66250721e-01 1.04059580e-01
-1.02068269e-01]
[ -1.70704138e-01 -1.87997596e-01 -1.05124208e-01 -1.83046772e-01
-5.56314311e-02 2.73550078e-02 -1.68106592e-01 -1.38004278e-01
-1.26884400e-01 4.65254048e-02 -2.12180787e-01 -3.62608101e-02
-2.09105855e-01]
[ -3.23470387e-02 -2.15154721e-01 -1.54915053e-01 -1.80085735e-01
-5.31235787e-02 4.50643894e-02 -2.84261468e-02 1.58673923e-02
-2.16385637e-01 -2.34432698e-01 -3.50828831e-02 -1.29567996e-01
-6.65005383e-02]
[ 1.16972164e-01 7.07305982e-02 -3.21237643e-03 -1.48617992e-01
-3.29974587e-01 8.80964813e-03 -1.28152702e-01 -2.17650845e-01
-3.03799120e-01 9.61234290e-02 -1.15261463e-01 -1.15285460e-01
-2.63080635e-02]
[ -6.34641617e-02 -8.43880958e-03 -2.83137349e-01 -2.94286063e-03
6.66301143e-02 1.56257353e-01 -2.26648977e-01 -1.61513174e-01
-5.40775533e-02 -4.87903708e-02 1.45240269e-01 4.06721745e-01
-2.55603675e-02]
[ 1.02911838e-01 3.60351902e-01 -2.09226988e-01 6.14021501e-01
1.20320461e-01 -1.45671318e-03 -2.51714259e-01 -4.03155083e-01
-2.66285395e-01 -4.32645829e-01 6.51131271e-01 9.97561356e-01
-6.10568138e-01]
[ -3.30579712e-02 1.84266170e-01 4.27116529e-02 1.43758628e-01
-4.40964815e-03 -6.97551376e-02 -2.60311378e-01 -3.64539121e-01
-2.66199782e-01 -2.81483959e-01 3.80830687e-01 9.74668155e-01
-5.03065169e-01]
[ -5.16369933e-02 -1.13537048e-01 -1.63169057e-01 2.87624441e-01
-1.59761124e-01 2.33955646e-01 -1.10929857e-01 -2.79289673e-01
-2.66601138e-01 -5.12786901e-01 1.86620437e-01 4.27932942e-01
-3.07737976e-01]
[ 7.88324497e-02 -3.81944080e-01 -5.18101600e-02 -3.97604460e-02
-1.10561211e-01 2.00483529e-01 8.60078793e-02 1.70415519e-01
-1.55067699e-01 -4.14321021e-02 -8.11420294e-02 2.67944327e-01
-1.48655923e-01]
[ 2.03734026e-01 -2.91334204e-01 -1.22497611e-01 -9.00055418e-02
-2.07016548e-01 1.22354115e-01 2.35489568e-02 -1.54394788e-01
-3.83870028e-02 -1.19269939e-01 -1.32875219e-01 -2.01255885e-01
-7.36851851e-02]
[ -1.34915694e-01 -8.09474975e-02 3.87470833e-02 -2.53025912e-01
-5.71633653e-02 -1.40925968e-01 5.51093713e-02 -1.50495723e-02
-6.83894867e-02 -1.23904699e-02 -3.02022737e-01 -4.17509832e-01
-2.10479680e-02]
[ -1.39950084e-01 -1.34038646e-01 -6.88625398e-02 -2.39162566e-01
-3.43423537e-01 -2.87769978e-01 1.34476523e-01 9.45152717e-02
1.16481557e-02 7.46889481e-02 -1.89814362e-01 -6.24104102e-01
-3.84027672e-02]
[ -1.66090892e-01 -2.30287322e-01 -2.94730338e-01 -3.18750930e-01
-2.72507073e-01 -2.08346088e-01 -2.97119444e-01 1.71913220e-01
-9.87104154e-03 -2.69538420e-01 -2.98366567e-01 -2.87000866e-01
-1.75082280e-01]
[ -1.07863244e-01 1.16363167e-01 2.52622623e-02 -2.17427651e-02
-2.16823848e-01 -1.68569391e-01 -8.61349931e-02 1.55938327e-02
-8.60693609e-02 -1.79592983e-01 -1.78837794e-01 -2.37241255e-01
-7.16370595e-02]
[ -3.49319227e-01 -1.28310115e-01 -2.70752874e-01 1.03995891e-01
-2.06989963e-01 -2.26056883e-01 -5.91562852e-02 -1.58944732e-01
5.47683649e-02 -7.18201960e-02 3.88690339e-02 -3.10643787e-01
-1.33949040e-02]
[ -1.26991230e-01 -3.14316590e-02 -2.58463384e-01 1.90741878e-02
-2.14020667e-01 -2.76750452e-01 -3.84826439e-01 -8.08449029e-02
-1.37928044e-04 -2.81509485e-01 -2.46777773e-01 -3.05001034e-01
-7.73210797e-02]
[ -2.14652936e-01 -5.41019310e-01 -3.29813873e-01 -3.74028496e-01
-3.35714175e-01 -2.26097755e-01 1.55402612e-02 -2.93646725e-01
1.16749890e-01 -2.36238341e-01 -2.07718812e-01 -1.13395060e-01
-5.72634745e-02]
[ -2.12342202e-01 -2.98738594e-01 -3.11969246e-01 -1.46606066e-01
-9.77161709e-02 -1.46687054e-01 -9.53646317e-02 -5.01974366e-03
-1.97829801e-01 -4.97512752e-01 -2.42148515e-01 -1.21930216e-01
4.12085471e-02]
[ -1.22869465e-01 3.31176161e-02 -2.41375003e-01 -3.65515579e-01
-2.23372592e-01 -2.58332922e-01 -6.16561294e-02 -2.91697343e-01
3.86182749e-02 -2.54491785e-02 -2.91278437e-01 -3.48778386e-02
-2.39886196e-01]]
Progress: 8.1% ... Training loss: 0.290 ... Validation loss: 0.504[[-0.01176757]
[ 0.35236563]
[-0.13383278]
[ 0.79120449]
[ 0.32595359]
[ 0.0287263 ]
[-0.87162194]
[-1.02402676]
[-0.7461842 ]
[-1.02897661]
[ 1.05488991]
[ 2.6334875 ]
[-1.58949414]]
[[ -5.33739735e-01 -5.25559964e-01 -5.77010359e-01 -2.11012419e-01
-3.25435118e-01 -5.86094667e-01 -4.75911923e-01 -4.24318982e-01
-6.17883759e-01 -5.14544396e-01 -6.15231083e-02 4.14821972e-01
-3.29435582e-01]
[ 5.99493928e-03 -1.39215219e-01 5.20028795e-02 -2.52846909e-02
-4.39521447e-02 5.91507515e-02 -1.14949860e-01 2.46002340e-01
-1.17128320e-01 -1.54898697e-01 -4.56059190e-02 -4.19190502e-02
1.18339319e-01]
[ -1.94770714e-01 1.45249517e-01 -1.55197835e-02 1.46010482e-01
1.24434636e-01 -1.11821732e-01 9.73606567e-02 -8.09844940e-02
2.05960709e-01 -7.23795641e-02 3.10918851e-01 8.15437176e-01
3.33743365e-01]
[ 1.77393595e-01 -2.73138852e-01 -2.70173741e-01 -6.02772129e-02
-3.29018446e-01 -3.00469184e-03 4.51223490e-02 -2.95728709e-01
1.85416496e-01 -2.87683206e-01 -2.37607341e-01 -3.77501992e-01
-6.25944278e-02]
[ 1.04280734e-01 6.12699746e-02 9.32375708e-02 1.23311429e-01
6.26497928e-03 7.31043230e-02 -8.82195857e-02 7.36280121e-02
-2.39294732e-02 1.32582813e-01 1.93233918e-01 -3.13996943e-02
6.18678211e-02]
[ -4.83825334e-01 -5.67620310e-01 -6.07648776e-01 -5.29753668e-01
-5.68026400e-01 -5.61673013e-01 -3.09118536e-01 -2.01160004e-01
-4.29858769e-01 -2.87081446e-01 -3.89839927e-01 -5.64450676e-01
-2.75678812e-01]
[ -4.14860877e-01 -5.67542720e-01 -3.21362281e-01 -3.33188748e-01
-3.98315050e-01 -5.57325515e-01 -4.42331967e-01 -4.67752262e-01
-2.98173104e-01 -2.08182346e-01 -4.15059207e-01 -1.79609591e-01
-2.03037856e-01]
[ -3.15799323e-01 -3.62194786e-01 -4.55310177e-01 -2.55479172e-01
-3.16170885e-01 -4.10992343e-01 -1.81948933e-01 -1.12704727e-01
-2.24156841e-01 -3.59057016e-01 -2.06351155e-01 -3.73255209e-01
-1.37783770e-01]
[ -4.73294949e-01 -3.48398866e-01 -3.75853956e-01 -1.36620543e-01
-3.34811732e-01 -2.13132023e-01 -1.56670477e-01 -4.28482698e-01
-3.13384665e-01 -4.54853387e-01 -1.26793138e-01 -5.69333388e-02
-2.14961198e-01]
[ -9.46613728e-01 -9.20870904e-01 -9.69348101e-01 -7.66023478e-01
-1.00304357e+00 -9.74741684e-01 -6.68463987e-01 -6.43637329e-01
-7.66728177e-01 -5.60599342e-01 -7.27335760e-01 -4.36878651e-01
-3.51191496e-01]
[ -5.02289476e-01 -2.61897233e-01 -4.61989999e-01 -2.97461003e-01
-3.50474831e-01 -3.54035070e-01 -5.30577768e-01 -5.54212831e-01
-6.17183754e-01 -1.30698810e-01 -3.91663537e-01 -5.01699005e-01
-3.87587826e-01]
[ -1.17204647e-01 3.44481208e-02 -3.34608388e-01 -3.49248192e-01
-9.37023332e-02 -7.08635989e-02 -1.45970304e-01 -2.52026581e-01
-1.39482922e-01 1.43557239e-01 -3.02323723e-01 -4.05385823e-01
-2.08960990e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60878192e-01 -9.78952214e-02 1.60508643e-01 -2.20665446e-01
-1.17143127e-01 1.14256756e-01 -1.50022025e-01 -2.46403745e-02
-1.02700017e-01 2.92402748e-02 -8.99060123e-02 -2.03059719e-01
3.73973978e-02]
[ -8.14862481e-02 -2.57124956e-01 -1.78029945e-01 -2.76327084e-01
-4.77007529e-01 -8.41013330e-02 -2.84752160e-02 7.84731824e-03
-4.49402425e-02 1.87565315e-02 -1.57533091e-01 -1.96346038e-01
-2.18817847e-01]
[ -7.44198023e-02 5.12206349e-04 -2.42787346e-01 -2.42808405e-01
1.37655444e-01 -1.62636138e-01 -1.59299044e-01 4.85967917e-02
7.32520540e-03 -8.79224372e-03 -1.80905275e-01 -1.23698215e-02
5.63685375e-02]
[ 2.90572093e-02 -1.50485029e-01 -1.54564250e-01 -2.17506650e-02
-1.11560777e-01 -1.06277653e-01 5.13949909e-02 -1.93198911e-01
-5.94245801e-02 -7.51550592e-02 2.87213640e-02 -9.04384355e-02
1.14491363e-02]
[ -2.82863115e-01 -1.45381170e-01 -6.84124879e-02 -9.76131147e-02
-3.06531119e-01 -2.71750677e-01 -3.43630014e-01 8.07950626e-02
-2.80364224e-01 -1.86852264e-01 1.75542230e-01 5.65983776e-02
3.41119627e-01]
[ -2.14487117e-01 -1.30538405e-01 -7.72621827e-02 -7.36291512e-02
-8.26030487e-02 -1.14162797e-01 -3.77704435e-02 7.59424183e-02
-9.81002510e-02 4.41127284e-02 2.88646262e-02 -1.71068866e-01
5.75271593e-02]
[ -1.52001098e-01 -6.44773967e-02 -2.21574628e-01 -3.48413157e-01
-1.47514660e-01 -1.98715125e-01 -2.19060534e-01 -5.77043892e-02
2.10329067e-01 -1.55464616e-01 -3.04105281e-01 -2.97937521e-01
-7.85233896e-02]
[ -3.65595659e-01 -7.76701918e-02 -1.41963954e-01 -1.89882551e-01
-5.75010637e-02 -3.09754468e-01 8.04710083e-02 -2.96753618e-02
-9.67603830e-02 1.24371420e-01 -2.18372723e-02 -8.47083308e-02
-1.15644410e-01]
[ -1.68963364e-01 -1.54317910e-01 -4.50630837e-02 -1.29755660e-01
-1.34123340e-01 -2.92537487e-01 -8.52603823e-02 -1.00711645e-01
-2.82471565e-01 5.06555389e-02 2.08252567e-01 1.20433863e-01
-2.39054681e-01]
[ -1.38030677e-01 -1.79429609e-01 -1.10653703e-01 -2.78607538e-01
8.89335752e-02 -1.75383178e-02 -2.13234097e-01 -1.35070065e-01
9.28353684e-02 -9.60440525e-02 -1.74713158e-01 -1.57038662e-01
-3.06748435e-01]
[ -4.44439459e-02 -3.27294585e-02 -1.46998127e-01 -3.59958486e-02
-2.27439024e-01 6.34368794e-02 -8.53982954e-02 -3.82708818e-02
-2.32358190e-01 -6.91544869e-02 -6.37604373e-02 -2.95808967e-01
-1.55239505e-01]
[ -7.35412346e-02 3.82096379e-02 -1.30922087e-01 -2.81006174e-01
1.29801052e-01 2.11918565e-02 -2.45306292e-01 -1.94988810e-01
9.80565072e-02 -9.10430954e-02 -2.36275004e-01 -1.37416601e-01
-2.88624763e-01]
[ 8.42404385e-02 -3.16321349e-01 -7.91004433e-02 -4.22398931e-01
-2.24258934e-01 -8.76461087e-02 6.59929354e-02 1.08655514e-01
6.77575496e-03 2.95973221e-01 -4.75456928e-01 -5.61720101e-01
3.60282257e-01]
[ -2.17164318e-01 -2.58586486e-01 -1.24416685e-01 -2.87480465e-01
-3.08452999e-01 -9.17498078e-02 2.10252406e-01 5.64286992e-02
3.11806537e-01 5.98682262e-02 -3.65890449e-01 -7.77238031e-01
5.78257028e-01]
[ -8.24699350e-03 -1.93330585e-01 2.64548235e-02 -2.70151266e-01
-1.70732819e-01 1.67847180e-01 1.77658412e-01 2.40189946e-01
-2.53401705e-02 2.28746726e-01 -1.45023778e-01 -7.33799440e-01
5.90738611e-01]
[ 6.88222940e-03 -4.92071961e-02 -1.19745241e-01 -9.12593727e-02
-1.78162486e-01 -4.50316596e-02 2.64549631e-01 1.51621597e-01
2.45327645e-01 3.62120221e-01 -4.14718698e-01 -6.16607005e-01
6.04042584e-01]
[ -7.88380971e-02 -2.82996209e-01 6.33884021e-02 -3.41273203e-01
-1.47276769e-01 1.18832017e-01 3.34460056e-01 1.19884402e-01
-6.74550546e-02 1.58462163e-01 -5.03425902e-01 -6.57430956e-01
7.17806169e-01]
[ 1.23538141e-01 -8.59766821e-02 1.76914113e-02 -1.32948124e-01
-7.53412067e-02 -1.62744431e-02 1.99593569e-01 3.14078804e-01
3.67767087e-01 2.31636718e-01 -4.81040120e-01 -5.04095566e-01
3.72703145e-01]
[ -9.07568513e-03 -1.26131372e-01 1.83848034e-02 3.33911811e-02
-8.08800700e-02 -2.83343339e-01 7.36759480e-03 2.71690418e-01
-3.74942778e-02 5.38578337e-02 -2.11641089e-01 -5.40063129e-01
1.94242788e-01]
[ 7.70621690e-02 1.30483481e-01 -4.88385030e-03 8.87618462e-02
-7.77056179e-02 -5.89901751e-02 -2.26490322e-01 -2.27205632e-01
-3.08525719e-01 -1.98665751e-01 -1.42283932e-01 3.64451361e-01
-1.85985440e-01]
[ 3.75798900e-02 -6.69624107e-02 1.33406935e-01 2.01763173e-01
2.67026075e-01 9.11403638e-03 -4.28094791e-01 -4.07362834e-01
-1.42262132e-01 -5.63515694e-01 2.01875561e-01 1.05024241e+00
-4.61726593e-01]
[ 3.56256344e-02 8.03666710e-02 -2.10591084e-01 3.61202848e-02
3.00655394e-02 -3.17009006e-04 -1.52507872e-01 -3.21834632e-01
-2.85773761e-01 -1.69328066e-01 -5.36818248e-02 -3.55630491e-02
-1.66599188e-01]
[ -5.41410401e-02 -2.17629391e-01 6.74804010e-02 9.50592476e-02
-1.34155099e-01 -1.33707558e-01 5.19507155e-02 1.06700951e-02
9.40774605e-02 -3.47813545e-01 -2.98393590e-01 -2.61027153e-01
4.57350875e-02]
[ 1.71711701e-02 -2.77736240e-01 6.58740250e-02 -2.26394481e-01
-1.96160251e-01 -2.30841187e-01 -2.36902094e-01 1.00731896e-01
1.55080233e-02 1.74408576e-01 -1.71968062e-01 2.99522736e-03
-1.21900131e-02]
[ 1.74358485e-01 5.27366287e-02 -1.02559752e-01 -1.93821809e-01
-5.51936468e-02 -1.01132927e-01 -1.78628440e-01 5.97327167e-02
-1.86763999e-01 -2.06649387e-01 -1.66080234e-01 1.04591734e-01
-1.02553681e-01]
[ -1.70710933e-01 -1.87789978e-01 -1.05208113e-01 -1.82609783e-01
-5.53996458e-02 2.73682434e-02 -1.68396066e-01 -1.39101915e-01
-1.27182462e-01 4.56042843e-02 -2.11409441e-01 -3.44643598e-02
-2.10568945e-01]
[ -3.23359508e-02 -2.15379168e-01 -1.54827040e-01 -1.80733168e-01
-5.33637676e-02 4.50499194e-02 -2.79610836e-02 1.66897675e-02
-2.15957875e-01 -2.33658392e-01 -3.59952715e-02 -1.31898115e-01
-6.48952682e-02]
[ 1.16978324e-01 7.03646060e-02 -3.13480438e-03 -1.49301215e-01
-3.30214209e-01 8.80107357e-03 -1.27187035e-01 -2.16618889e-01
-3.02857439e-01 9.71762349e-02 -1.16593767e-01 -1.19521881e-01
-2.36508196e-02]
[ -6.34805390e-02 -7.84632407e-03 -2.83304420e-01 -1.58697198e-03
6.71455256e-02 1.56284403e-01 -2.27930523e-01 -1.63695118e-01
-5.51950856e-02 -5.08819387e-02 1.47824102e-01 4.12289907e-01
-2.92515354e-02]
[ 1.02959462e-01 3.59675713e-01 -2.08989157e-01 6.12438187e-01
1.19899321e-01 -1.51441579e-03 -2.50563448e-01 -4.00889914e-01
-2.65623883e-01 -4.29995547e-01 6.49377818e-01 9.88733809e-01
-6.10503073e-01]
[ -3.30601634e-02 1.84511546e-01 4.26255424e-02 1.44252522e-01
-4.17929949e-03 -6.97428507e-02 -2.61120981e-01 -3.65227675e-01
-2.66692949e-01 -2.82068440e-01 3.81518379e-01 9.76089864e-01
-5.04467026e-01]
[ -5.16265392e-02 -1.13606042e-01 -1.63115490e-01 2.88023801e-01
-1.59751715e-01 2.33932704e-01 -1.11158550e-01 -2.79190923e-01
-2.66734125e-01 -5.12325917e-01 1.87549015e-01 4.29995190e-01
-3.09392150e-01]
[ 7.88187855e-02 -3.81725735e-01 -5.18973749e-02 -3.89820193e-02
-1.10294325e-01 2.00500659e-01 8.48193547e-02 1.68907885e-01
-1.56157819e-01 -4.26127193e-02 -7.98451612e-02 2.72580060e-01
-1.51571405e-01]
[ 2.03757466e-01 -2.91658532e-01 -1.22404991e-01 -9.08358603e-02
-2.07300679e-01 1.22331373e-01 2.49168634e-02 -1.53531188e-01
-3.72458336e-02 -1.18082567e-01 -1.34161646e-01 -2.05229284e-01
-7.14790826e-02]
[ -1.34920190e-01 -8.08972433e-02 3.87412367e-02 -2.52759476e-01
-5.71455685e-02 -1.40919351e-01 5.44735361e-02 -1.52826342e-02
-6.90491822e-02 -1.24969816e-02 -3.01653655e-01 -4.16635686e-01
-2.21691134e-02]
[ -1.39952422e-01 -1.33970197e-01 -6.88900092e-02 -2.38951434e-01
-3.43386229e-01 -2.87767088e-01 1.34074701e-01 9.40486623e-02
1.12693184e-02 7.43262002e-02 -1.89381168e-01 -6.23190681e-01
-3.92764402e-02]
[ -1.66070384e-01 -2.30381110e-01 -2.94686051e-01 -3.19257036e-01
-2.72565587e-01 -2.08375525e-01 -2.96850664e-01 1.71430683e-01
-9.59603051e-03 -2.69993492e-01 -2.98127545e-01 -2.86848657e-01
-1.76304693e-01]
[ -1.07862228e-01 1.16267124e-01 2.53163528e-02 -2.18619882e-02
-2.16991023e-01 -1.68569293e-01 -8.60343698e-02 1.65692409e-02
-8.59712409e-02 -1.78818140e-01 -1.79084207e-01 -2.38606408e-01
-7.08181970e-02]
[ -3.49342146e-01 -1.27744581e-01 -2.70921470e-01 1.05114439e-01
-2.06564115e-01 -2.26021196e-01 -6.10438711e-02 -1.60341468e-01
5.28967874e-02 -7.29504960e-02 3.99535493e-02 -3.09738792e-01
-1.63001493e-02]
[ -1.27036668e-01 -3.05424908e-02 -2.58685378e-01 2.17507158e-02
-2.13141603e-01 -2.76701840e-01 -3.87409251e-01 -8.33905069e-02
-3.45102471e-03 -2.83067913e-01 -2.43574556e-01 -2.92779817e-01
-8.41220565e-02]
[ -2.14674284e-01 -5.40476454e-01 -3.29972810e-01 -3.71939318e-01
-3.35166784e-01 -2.26076775e-01 1.32396594e-02 -2.95617563e-01
1.14311675e-01 -2.37912227e-01 -2.04238575e-01 -1.07363432e-01
-6.40168580e-02]
[ -2.12394379e-01 -2.97612490e-01 -3.12371545e-01 -1.42823773e-01
-9.63336200e-02 -1.46615967e-01 -9.86817817e-02 -9.53248822e-03
-2.00367906e-01 -5.00798509e-01 -2.36611168e-01 -1.07242772e-01
3.35115794e-02]
[ -1.22845714e-01 3.30890951e-02 -2.41529807e-01 -3.65512650e-01
-2.23115962e-01 -2.58354296e-01 -6.18911583e-02 -2.93562664e-01
3.86352095e-02 -2.69891523e-02 -2.90536602e-01 -3.29678146e-02
-2.42815066e-01]]
Progress: 8.2% ... Training loss: 0.293 ... Validation loss: 0.489[[-0.02672457]
[ 0.32852113]
[-0.15246802]
[ 0.76681164]
[ 0.30138262]
[ 0.01232722]
[-0.89599771]
[-1.05089646]
[-0.7735714 ]
[-1.05415014]
[ 1.02331909]
[ 2.5748004 ]
[-1.63837664]]
[[ -5.33650267e-01 -5.28545361e-01 -5.75890350e-01 -2.18726184e-01
-3.28350815e-01 -5.86278819e-01 -4.62914066e-01 -4.07568912e-01
-6.07619033e-01 -4.98845446e-01 -7.45211022e-02 3.66447456e-01
-2.92583155e-01]
[ 6.01294706e-03 -1.39739844e-01 5.22145872e-02 -2.67772946e-02
-4.44294245e-02 5.91079394e-02 -1.13310960e-01 2.48302109e-01
-1.15865175e-01 -1.53102032e-01 -4.75300428e-02 -4.66131249e-02
1.22039760e-01]
[ -1.94655083e-01 1.39630207e-01 -1.38283610e-02 1.33269729e-01
1.19454978e-01 -1.12129072e-01 1.15232998e-01 -5.63762167e-02
2.20927124e-01 -5.07693975e-02 2.88665923e-01 7.63381949e-01
3.81783126e-01]
[ 1.77387059e-01 -2.70673892e-01 -2.71077177e-01 -5.42979789e-02
-3.25741488e-01 -2.90277604e-03 4.14466243e-02 -3.04269032e-01
1.82930698e-01 -2.97466758e-01 -2.25245612e-01 -3.58796959e-01
-7.78384251e-02]
[ 1.04277835e-01 6.01493522e-02 9.33997441e-02 1.21575989e-01
5.26919414e-03 7.30602822e-02 -8.85895391e-02 7.25591911e-02
-2.44548031e-02 1.33243557e-01 1.91061613e-01 -3.55769356e-02
5.84211206e-02]
[ -4.83869764e-01 -5.66421968e-01 -6.07972833e-01 -5.26072708e-01
-5.67220009e-01 -5.61566368e-01 -3.12525506e-01 -2.05193880e-01
-4.32442326e-01 -2.91208220e-01 -3.85114296e-01 -5.54353998e-01
-2.82343541e-01]
[ -4.14816038e-01 -5.69453822e-01 -3.20679279e-01 -3.37690730e-01
-4.00096447e-01 -5.57437282e-01 -4.37280640e-01 -4.59858236e-01
-2.94570327e-01 -1.99725368e-01 -4.22093497e-01 -2.04535974e-01
-1.87419806e-01]
[ -3.15736672e-01 -3.65166970e-01 -4.54488211e-01 -2.63085754e-01
-3.18817702e-01 -4.11132679e-01 -1.72306422e-01 -1.00841043e-01
-2.15299291e-01 -3.49327619e-01 -2.19410012e-01 -4.11111467e-01
-1.12666470e-01]
[ -4.73209684e-01 -3.50974126e-01 -3.74994748e-01 -1.43079672e-01
-3.37218796e-01 -2.13359902e-01 -1.50501486e-01 -4.21815315e-01
-3.07384813e-01 -4.47510560e-01 -1.35605376e-01 -8.21242252e-02
-2.02419895e-01]
[ -9.46521053e-01 -9.24789239e-01 -9.68040027e-01 -7.75956006e-01
-1.00704216e+00 -9.74961942e-01 -6.54218616e-01 -6.25433320e-01
-7.54291619e-01 -5.44186705e-01 -7.45136682e-01 -4.95935836e-01
-3.12060225e-01]
[ -5.02241524e-01 -2.63722690e-01 -4.61352186e-01 -3.01259694e-01
-3.52058749e-01 -3.54169178e-01 -5.27428383e-01 -5.49702860e-01
-6.14228302e-01 -1.25587693e-01 -3.96438128e-01 -5.14309974e-01
-3.80350065e-01]
[ -1.17196948e-01 3.39317089e-02 -3.34514157e-01 -3.50403707e-01
-9.41487127e-02 -7.08825700e-02 -1.45909200e-01 -2.52349344e-01
-1.38998309e-01 1.43435913e-01 -3.03927964e-01 -4.11594518e-01
-2.08718098e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60888543e-01 -9.76629690e-02 1.60442869e-01 -2.19637710e-01
-1.16991177e-01 1.14280806e-01 -1.50902889e-01 -2.56204728e-02
-1.03274898e-01 2.82108625e-02 -8.88910815e-02 -2.01297550e-01
3.54277102e-02]
[ -8.15089005e-02 -2.56673356e-01 -1.78196764e-01 -2.75325822e-01
-4.76705644e-01 -8.40436766e-02 -2.97866788e-02 5.75659327e-03
-4.61358411e-02 1.67145882e-02 -1.56095832e-01 -1.94636067e-01
-2.21439130e-01]
[ -7.44183742e-02 3.36210409e-04 -2.42626690e-01 -2.42772485e-01
1.37165962e-01 -1.62658831e-01 -1.58596174e-01 5.04208340e-02
7.83362680e-03 -6.60389955e-03 -1.81807809e-01 -1.59454074e-02
5.99642121e-02]
[ 2.90611442e-02 -1.50607239e-01 -1.54512450e-01 -2.20771354e-02
-1.11694330e-01 -1.06288589e-01 5.18295510e-02 -1.92262878e-01
-5.92544803e-02 -7.40937112e-02 2.82613505e-02 -9.13525373e-02
1.26997597e-02]
[ -2.82845373e-01 -1.45874042e-01 -6.81816703e-02 -9.91734807e-02
-3.06983764e-01 -2.71780642e-01 -3.41689188e-01 8.35545345e-02
-2.78951202e-01 -1.84028832e-01 1.73151556e-01 4.41580171e-02
3.48208744e-01]
[ -2.14451002e-01 -1.32632464e-01 -7.66572557e-02 -7.81312365e-02
-8.43746956e-02 -1.14261112e-01 -3.35620547e-02 8.18652665e-02
-9.47457481e-02 4.96004050e-02 2.19107530e-02 -1.84697977e-01
6.81315169e-02]
[ -1.51981357e-01 -6.56420993e-02 -2.21291364e-01 -3.51074069e-01
-1.48708370e-01 -1.98770493e-01 -2.15381042e-01 -5.31250718e-02
2.14203482e-01 -1.51798840e-01 -3.09232471e-01 -3.12604816e-01
-6.86755816e-02]
[ -3.65578146e-01 -7.80997192e-02 -1.41875394e-01 -1.90968071e-01
-5.77129773e-02 -3.09778126e-01 8.28618872e-02 -2.72004298e-02
-9.47112571e-02 1.26298950e-01 -2.36180967e-02 -9.59377165e-02
-1.10174182e-01]
[ -1.68960149e-01 -1.54482830e-01 -4.49649892e-02 -1.30720546e-01
-1.34212741e-01 -2.92541078e-01 -8.39694256e-02 -9.91652151e-02
-2.81649764e-01 5.18683907e-02 2.06913328e-01 1.16339921e-01
-2.35308856e-01]
[ -1.38006308e-01 -1.80156546e-01 -1.10370011e-01 -2.80633723e-01
8.81172885e-02 -1.76059964e-02 -2.10753734e-01 -1.31933201e-01
9.50762526e-02 -9.31638520e-02 -1.77893976e-01 -1.67187851e-01
-3.00467234e-01]
[ -4.44362316e-02 -3.29402782e-02 -1.46944985e-01 -3.68755592e-02
-2.27615365e-01 6.34117342e-02 -8.49608827e-02 -3.80060622e-02
-2.31874278e-01 -6.89398326e-02 -6.48089000e-02 -2.97765221e-01
-1.54458751e-01]
[ -7.34916774e-02 3.68476270e-02 -1.30504330e-01 -2.83951691e-01
1.28653310e-01 2.10741616e-02 -2.43223852e-01 -1.92971529e-01
1.00787424e-01 -8.80311266e-02 -2.39723319e-01 -1.46110366e-01
-2.86087457e-01]
[ 8.42472916e-02 -3.16390333e-01 -7.90472793e-02 -4.22847325e-01
-2.24423529e-01 -8.76630856e-02 6.66961922e-02 1.09621190e-01
7.22356651e-03 2.96937218e-01 -4.76145744e-01 -5.64471783e-01
3.62252460e-01]
[ -2.17161830e-01 -2.58642900e-01 -1.24382116e-01 -2.87869379e-01
-3.08497783e-01 -9.17558657e-02 2.10707346e-01 5.67842687e-02
3.11983683e-01 6.01495302e-02 -3.66443201e-01 -7.78853723e-01
5.79436972e-01]
[ -8.24441149e-03 -1.93845708e-01 2.65995506e-02 -2.71883765e-01
-1.71425813e-01 1.67834482e-01 1.79624498e-01 2.42715645e-01
-2.37775420e-02 2.31025124e-01 -1.48458256e-01 -7.46155903e-01
5.97263080e-01]
[ 6.86628581e-03 -4.89689815e-02 -1.19855897e-01 -9.09189126e-02
-1.78034154e-01 -4.49966373e-02 2.63937795e-01 1.50251431e-01
2.44816380e-01 3.60797621e-01 -4.14713643e-01 -6.19056780e-01
6.03008273e-01]
[ -7.88361411e-02 -2.83072810e-01 6.34335172e-02 -3.41509682e-01
-1.47357177e-01 1.18827887e-01 3.34817168e-01 1.20267571e-01
-6.73245655e-02 1.59073857e-01 -5.03852237e-01 -6.59868077e-01
7.19264422e-01]
[ 1.23549699e-01 -8.62040293e-02 1.77677689e-02 -1.33889530e-01
-7.55688757e-02 -1.62913578e-02 2.01204712e-01 3.15655716e-01
3.69159310e-01 2.33109412e-01 -4.82131256e-01 -5.09440667e-01
3.76362844e-01]
[ -9.05844188e-03 -1.26580850e-01 1.85525310e-02 3.18333024e-02
-8.12853620e-02 -2.83371584e-01 8.89805376e-03 2.74304705e-01
-3.59263805e-02 5.54361939e-02 -2.13784952e-01 -5.47139846e-01
1.99237966e-01]
[ 7.70795956e-02 1.30167360e-01 -4.77747724e-03 8.77407324e-02
-7.79594673e-02 -5.90100285e-02 -2.25361273e-01 -2.25383073e-01
-3.07627686e-01 -1.97052311e-01 -1.43920953e-01 3.56272679e-01
-1.82325751e-01]
[ 3.75994927e-02 -6.79712032e-02 1.33689652e-01 2.01386500e-01
2.66350942e-01 9.05332572e-03 -4.27190429e-01 -4.05532162e-01
-1.41481675e-01 -5.61545843e-01 2.01395630e-01 1.04930558e+00
-4.61595025e-01]
[ 3.56376354e-02 7.98963622e-02 -2.10489852e-01 3.52943002e-02
2.96919277e-02 -3.43860207e-04 -1.51303348e-01 -3.20531724e-01
-2.84742292e-01 -1.68042350e-01 -5.49762628e-02 -3.94329061e-02
-1.64205175e-01]
[ -5.41430957e-02 -2.17582904e-01 6.74513833e-02 9.52069878e-02
-1.34107478e-01 -1.33701854e-01 5.17972774e-02 1.03652744e-02
9.39761036e-02 -3.48058449e-01 -2.98212661e-01 -2.60818202e-01
4.53243414e-02]
[ 1.71786648e-02 -2.77997826e-01 6.59767294e-02 -2.27321868e-01
-1.96524517e-01 -2.30859599e-01 -2.35867715e-01 1.02139334e-01
1.66350178e-02 1.75561215e-01 -1.73799186e-01 -2.45227411e-03
-8.89553659e-03]
[ 1.74358633e-01 5.27986322e-02 -1.02573524e-01 -1.93853218e-01
-5.52332888e-02 -1.01128100e-01 -1.78576013e-01 5.95497625e-02
-1.86527997e-01 -2.06821962e-01 -1.66035653e-01 1.04818794e-01
-1.02401993e-01]
[ -1.70695963e-01 -1.88538922e-01 -1.04992413e-01 -1.84397639e-01
-5.61506639e-02 2.73174842e-02 -1.66285820e-01 -1.36644636e-01
-1.25152918e-01 4.77596282e-02 -2.14252910e-01 -4.19360500e-02
-2.05658680e-01]
[ -3.23421213e-02 -2.15547275e-01 -1.54741465e-01 -1.81233865e-01
-5.35910389e-02 4.50487589e-02 -2.81333986e-02 1.70515462e-02
-2.16261394e-01 -2.33204650e-01 -3.65222259e-02 -1.32076331e-01
-6.39730648e-02]
[ 1.16969608e-01 7.05055803e-02 -3.18803989e-03 -1.49183979e-01
-3.30064358e-01 8.82090139e-03 -1.27843039e-01 -2.17653142e-01
-3.03098062e-01 9.63070034e-02 -1.16460283e-01 -1.19025876e-01
-2.46765654e-02]
[ -6.34773813e-02 -8.12828308e-03 -2.83235651e-01 -2.24676647e-03
6.68555356e-02 1.56274028e-01 -2.27577876e-01 -1.63295343e-01
-5.48579135e-02 -5.00805503e-02 1.46840401e-01 4.10282269e-01
-2.77897178e-02]
[ 1.02934949e-01 3.60702721e-01 -2.09208627e-01 6.16399717e-01
1.20821188e-01 -1.46643500e-03 -2.53380765e-01 -4.03908146e-01
-2.67915830e-01 -4.32954967e-01 6.55427849e-01 1.00458589e+00
-6.17147223e-01]
[ -3.30169671e-02 1.83244111e-01 4.30358312e-02 1.41315354e-01
-5.18553156e-03 -6.98447574e-02 -2.58145360e-01 -3.61781836e-01
-2.63558331e-01 -2.78494162e-01 3.77226785e-01 9.64916018e-01
-4.98687971e-01]
[ -5.16156409e-02 -1.14248807e-01 -1.62939857e-01 2.86418943e-01
-1.60341080e-01 2.33897824e-01 -1.09966926e-01 -2.77435043e-01
-2.65759334e-01 -5.10551910e-01 1.85174669e-01 4.25791384e-01
-3.06107578e-01]
[ 7.88224826e-02 -3.81858143e-01 -5.18492389e-02 -3.93800767e-02
-1.10443825e-01 2.00491128e-01 8.52907232e-02 1.69606238e-01
-1.55809751e-01 -4.20194182e-02 -8.04756409e-02 2.70660785e-01
-1.50529982e-01]
[ 2.03769732e-01 -2.91975679e-01 -1.22284713e-01 -9.17475500e-02
-2.07628439e-01 1.22299086e-01 2.60950110e-02 -1.52118268e-01
-3.62619212e-02 -1.16712648e-01 -1.35630445e-01 -2.09716186e-01
-6.90530224e-02]
[ -1.34915372e-01 -8.11545083e-02 3.88034987e-02 -2.53225763e-01
-5.73502722e-02 -1.40929262e-01 5.52007813e-02 -1.44163140e-02
-6.83759121e-02 -1.16233695e-02 -3.02611029e-01 -4.19753478e-01
-2.03099252e-02]
[ -1.39939052e-01 -1.34478305e-01 -6.87250699e-02 -2.40650590e-01
-3.43794704e-01 -2.87792128e-01 1.35986835e-01 9.61672705e-02
1.27621245e-02 7.64936732e-02 -1.92318392e-01 -6.30827035e-01
-3.46533264e-02]
[ -1.66037902e-01 -2.31358714e-01 -2.94389647e-01 -3.22377863e-01
-2.73445443e-01 -2.08429702e-01 -2.93462528e-01 1.75672126e-01
-6.19273858e-03 -2.67263324e-01 -3.02194181e-01 -3.04249707e-01
-1.68112411e-01]
[ -1.07832097e-01 1.14990289e-01 2.57982592e-02 -2.55837190e-02
-2.18246290e-01 -1.68655187e-01 -8.23144271e-02 2.13576585e-02
-8.33378866e-02 -1.74253846e-01 -1.84657489e-01 -2.51818935e-01
-6.14104831e-02]
[ -3.49364986e-01 -1.26828749e-01 -2.71094265e-01 1.08508937e-01
-2.05744515e-01 -2.25969859e-01 -6.24425017e-02 -1.61187182e-01
5.13985963e-02 -7.38971313e-02 4.42255855e-02 -2.99243003e-01
-1.80515620e-02]
[ -1.26996413e-01 -3.21818451e-02 -2.58280433e-01 1.81318416e-02
-2.14464912e-01 -2.76810150e-01 -3.84588230e-01 -8.01719231e-02
-5.56434331e-04 -2.79496352e-01 -2.48817704e-01 -3.05426057e-01
-7.81014388e-02]
[ -2.14671392e-01 -5.40789360e-01 -3.29832423e-01 -3.72214675e-01
-3.35590744e-01 -2.26093257e-01 1.46971968e-02 -2.92768463e-01
1.15332422e-01 -2.34999134e-01 -2.05942587e-01 -1.17173397e-01
-5.87641375e-02]
[ -2.12389682e-01 -2.97989410e-01 -3.12281780e-01 -1.44055735e-01
-9.68387301e-02 -1.46632806e-01 -9.76098261e-02 -8.37270551e-03
-1.98992084e-01 -5.00043104e-01 -2.38854100e-01 -1.12324163e-01
3.66142984e-02]
[ -1.22785003e-01 3.04966792e-02 -2.40730300e-01 -3.71825131e-01
-2.25576948e-01 -2.58497270e-01 -5.54952600e-02 -2.86583061e-01
4.46822175e-02 -1.91746099e-02 -3.00158381e-01 -6.31892807e-02
-2.26427781e-01]]
Progress: 8.2% ... Training loss: 0.303 ... Validation loss: 0.525[[-0.01604413]
[ 0.34360404]
[-0.14217029]
[ 0.78439639]
[ 0.3133348 ]
[ 0.02323981]
[-0.87678135]
[-1.02953425]
[-0.75156655]
[-1.03506117]
[ 1.04159861]
[ 2.60218836]
[-1.60940837]]
[[ -5.33660553e-01 -5.27460320e-01 -5.76095340e-01 -2.15911085e-01
-3.27518743e-01 -5.86275026e-01 -4.63611562e-01 -4.08728756e-01
-6.09084379e-01 -5.00132682e-01 -7.05826846e-02 3.78313527e-01
-2.96920441e-01]
[ 5.99899857e-03 -1.39467234e-01 5.20767185e-02 -2.61888603e-02
-4.41866927e-02 5.91161690e-02 -1.14001493e-01 2.46958272e-01
-1.16402476e-01 -1.54196443e-01 -4.65707542e-02 -4.43930812e-02
1.20169385e-01]
[ -1.94640733e-01 1.41457342e-01 -1.38829032e-02 1.39930391e-01
1.20664804e-01 -1.12122614e-01 1.11441655e-01 -5.87248475e-02
2.16263100e-01 -5.21561823e-02 2.99059613e-01 7.96448700e-01
3.69031581e-01]
[ 1.77357170e-01 -2.70752809e-01 -2.71217346e-01 -5.33243559e-02
-3.25600903e-01 -2.90155033e-03 4.15728784e-02 -3.03442630e-01
1.81925152e-01 -2.96994704e-01 -2.24140920e-01 -3.61404106e-01
-7.57949836e-02]
[ 1.04491392e-01 5.65506659e-02 9.47154749e-02 1.12094660e-01
2.25640404e-03 7.29656927e-02 -7.90683280e-02 8.26848904e-02
-1.71548069e-02 1.45452389e-01 1.78370266e-01 -6.73570232e-02
7.70447692e-02]
[ -4.83946499e-01 -5.65731938e-01 -6.08324535e-01 -5.25064087e-01
-5.66663399e-01 -5.61533081e-01 -3.15094975e-01 -2.08892953e-01
-4.34621612e-01 -2.94506814e-01 -3.84169982e-01 -5.53763129e-01
-2.87122122e-01]
[ -4.14807202e-01 -5.69637620e-01 -3.20544551e-01 -3.38220733e-01
-4.00307786e-01 -5.57449524e-01 -4.37578461e-01 -4.59777194e-01
-2.94762016e-01 -1.99317411e-01 -4.23429056e-01 -2.02765029e-01
-1.88606033e-01]
[ -3.15878992e-01 -3.61999163e-01 -4.55430190e-01 -2.54854059e-01
-3.16578378e-01 -4.11063132e-01 -1.80640783e-01 -1.11191674e-01
-2.23375258e-01 -3.59302850e-01 -2.07069197e-01 -3.82758326e-01
-1.32891544e-01]
[ -4.73240875e-01 -3.50509464e-01 -3.75215419e-01 -1.41517590e-01
-3.36685672e-01 -2.13337638e-01 -1.51891780e-01 -4.23159956e-01
-3.08754996e-01 -4.48665746e-01 -1.33686705e-01 -7.72122329e-02
-2.05535450e-01]
[ -9.46721851e-01 -9.21212957e-01 -9.69205601e-01 -7.66740508e-01
-1.00437443e+00 -9.74872030e-01 -6.65029234e-01 -6.38993219e-01
-7.64664392e-01 -5.56286418e-01 -7.32250692e-01 -4.61334898e-01
-3.39374616e-01]
[ -5.02277800e-01 -2.63060046e-01 -4.61552519e-01 -2.99503246e-01
-3.51441556e-01 -3.54144212e-01 -5.28867397e-01 -5.50458003e-01
-6.15510403e-01 -1.26789198e-01 -3.94516966e-01 -5.09917319e-01
-3.81712809e-01]
[ -1.17201284e-01 3.38314849e-02 -3.34527873e-01 -3.51103256e-01
-9.43159138e-02 -7.08845916e-02 -1.46251514e-01 -2.53347604e-01
-1.39160561e-01 1.42716078e-01 -3.04866874e-01 -4.14961164e-01
-2.09346400e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60930664e-01 -9.70354298e-02 1.60156777e-01 -2.18750138e-01
-1.16502756e-01 1.14301459e-01 -1.52217907e-01 -2.81977531e-02
-1.04259993e-01 2.60023141e-02 -8.74784145e-02 -1.98970895e-01
3.24523034e-02]
[ -8.15417130e-02 -2.56469960e-01 -1.78277777e-01 -2.75029821e-01
-4.76572069e-01 -8.40321618e-02 -3.08586452e-02 4.74314245e-03
-4.70827319e-02 1.55629863e-02 -1.55934075e-01 -1.94661587e-01
-2.22635315e-01]
[ -7.44383281e-02 2.20997593e-04 -2.42636004e-01 -2.42897753e-01
1.37116152e-01 -1.62655031e-01 -1.59415390e-01 4.99979840e-02
7.01367943e-03 -7.16076420e-03 -1.82580749e-01 -1.84214931e-02
5.84549273e-02]
[ 2.91308504e-02 -1.51639185e-01 -1.54027103e-01 -2.50211461e-02
-1.12548439e-01 -1.06319292e-01 5.43670287e-02 -1.88435259e-01
-5.72104049e-02 -7.01921555e-02 2.40049645e-02 -9.98086408e-02
1.95781755e-02]
[ -2.82848090e-01 -1.45851302e-01 -6.82160887e-02 -9.89772348e-02
-3.07092688e-01 -2.71779557e-01 -3.41914816e-01 8.25852900e-02
-2.78980035e-01 -1.84479453e-01 1.73079549e-01 4.31642381e-02
3.47647964e-01]
[ -2.14514112e-01 -1.31461053e-01 -7.70993473e-02 -7.48899273e-02
-8.32506352e-02 -1.14236176e-01 -3.73954925e-02 7.70688058e-02
-9.80174465e-02 4.52066204e-02 2.68043948e-02 -1.67944457e-01
5.75156059e-02]
[ -1.52072769e-01 -6.37458600e-02 -2.21782207e-01 -3.46062953e-01
-1.47359896e-01 -1.98729333e-01 -2.20274910e-01 -5.89348947e-02
2.08777598e-01 -1.56890264e-01 -3.01670024e-01 -2.95386018e-01
-8.15031569e-02]
[ -3.65589032e-01 -7.74875326e-02 -1.42065599e-01 -1.89595381e-01
-5.74119720e-02 -3.09768992e-01 8.19949493e-02 -2.84745500e-02
-9.51996044e-02 1.24481372e-01 -2.14781121e-02 -9.12081193e-02
-1.12088936e-01]
[ -1.68969496e-01 -1.54340554e-01 -4.50120824e-02 -1.30199481e-01
-1.34127726e-01 -2.92536718e-01 -8.44060771e-02 -9.93336039e-02
-2.82041527e-01 5.15211474e-02 2.07362268e-01 1.16873642e-01
-2.35968680e-01]
[ -1.38033013e-01 -1.79746310e-01 -1.10548276e-01 -2.79304455e-01
8.86022199e-02 -1.75882510e-02 -2.11810260e-01 -1.32939123e-01
9.39785225e-02 -9.40906600e-02 -1.76184777e-01 -1.62181426e-01
-3.02858781e-01]
[ -4.44525821e-02 -3.27494315e-02 -1.47027886e-01 -3.64026120e-02
-2.27470862e-01 6.34211542e-02 -8.56055896e-02 -3.88154290e-02
-2.32393249e-01 -6.97196955e-02 -6.42814847e-02 -2.97137309e-01
-1.55788022e-01]
[ -7.34873788e-02 3.68566145e-02 -1.30527065e-01 -2.83938230e-01
1.28673887e-01 2.10739150e-02 -2.43189320e-01 -1.93265544e-01
1.00901383e-01 -8.82293996e-02 -2.39609797e-01 -1.45728558e-01
-2.86290771e-01]
[ 8.42203931e-02 -3.16066403e-01 -7.91984738e-02 -4.22263741e-01
-2.24116975e-01 -8.76510395e-02 6.54117163e-02 1.07755166e-01
6.10365597e-03 2.95348714e-01 -4.75365828e-01 -5.62303262e-01
3.59602398e-01]
[ -2.17190147e-01 -2.58284868e-01 -1.24523513e-01 -2.87046959e-01
-3.08269324e-01 -9.17413582e-02 2.09310877e-01 5.53106857e-02
3.10689784e-01 5.87504647e-02 -3.65346992e-01 -7.77385933e-01
5.77171949e-01]
[ -8.25856602e-03 -1.93703005e-01 2.65603447e-02 -2.71650360e-01
-1.71340351e-01 1.67838525e-01 1.78931277e-01 2.42142267e-01
-2.45168087e-02 2.30500250e-01 -1.48092751e-01 -7.44987812e-01
5.95818482e-01]
[ 6.82929082e-03 -4.85948860e-02 -1.20032304e-01 -9.05320186e-02
-1.77758222e-01 -4.49801430e-02 2.63211320e-01 1.48805368e-01
2.44143783e-01 3.59419342e-01 -4.14475514e-01 -6.20223868e-01
6.01560161e-01]
[ -7.88262899e-02 -2.83177790e-01 6.34767818e-02 -3.41938905e-01
-1.47491273e-01 1.18823394e-01 3.35818811e-01 1.21037643e-01
-6.66769487e-02 1.59685976e-01 -5.04492896e-01 -6.62425685e-01
7.21326726e-01]
[ 1.23530030e-01 -8.60975746e-02 1.77344946e-02 -1.33797104e-01
-7.55319383e-02 -1.62841997e-02 2.00651054e-01 3.15347044e-01
3.68651052e-01 2.32603580e-01 -4.82163922e-01 -5.09757295e-01
3.76031860e-01]
[ -9.09657264e-03 -1.26166539e-01 1.83632562e-02 3.31249413e-02
-8.09725190e-02 -2.83358895e-01 7.32684472e-03 2.72071814e-01
-3.73341702e-02 5.34139812e-02 -2.12266969e-01 -5.44274081e-01
1.95554720e-01]
[ 7.70824946e-02 1.30245747e-01 -4.80199318e-03 8.84332267e-02
-7.78744439e-02 -5.90136855e-02 -2.25628204e-01 -2.25746003e-01
-3.07536973e-01 -1.97388623e-01 -1.42911217e-01 3.59681660e-01
-1.83793244e-01]
[ 3.75641984e-02 -6.76561661e-02 1.33535542e-01 2.02671925e-01
2.66686111e-01 9.07119683e-03 -4.28479694e-01 -4.06150590e-01
-1.42796402e-01 -5.62019943e-01 2.02410344e-01 1.05335898e+00
-4.62952652e-01]
[ 3.56204022e-02 8.01847058e-02 -2.10586644e-01 3.61795787e-02
2.99649060e-02 -3.34430177e-04 -1.52345348e-01 -3.21378297e-01
-2.85437243e-01 -1.69017754e-01 -5.38032647e-02 -3.62706629e-02
-1.66169210e-01]
[ -5.41554978e-02 -2.17264819e-01 6.73161684e-02 9.59733418e-02
-1.33783171e-01 -1.33696003e-01 5.05970467e-02 8.87006492e-03
9.29608044e-02 -3.49581029e-01 -2.96938747e-01 -2.55410114e-01
4.19286454e-02]
[ 1.72029822e-02 -2.78435950e-01 6.62085934e-02 -2.28496341e-01
-1.97020145e-01 -2.30871372e-01 -2.34212804e-01 1.04231367e-01
1.81870729e-02 1.77842645e-01 -1.75907289e-01 -7.36718563e-03
-5.14883006e-03]
[ 1.74347191e-01 5.29239350e-02 -1.02682113e-01 -1.93786454e-01
-5.50989415e-02 -1.01123571e-01 -1.78652496e-01 5.82050774e-02
-1.86440923e-01 -2.08225891e-01 -1.65367497e-01 1.07546060e-01
-1.04653737e-01]
[ -1.70704350e-01 -1.88405357e-01 -1.05056529e-01 -1.84149638e-01
-5.60331240e-02 2.73222540e-02 -1.66568117e-01 -1.37279544e-01
-1.25394498e-01 4.71685905e-02 -2.13880426e-01 -4.10305966e-02
-2.06430508e-01]
[ -3.23358521e-02 -2.15665409e-01 -1.54717750e-01 -1.81602490e-01
-5.37684916e-02 4.50455486e-02 -2.74284156e-02 1.77886461e-02
-2.15666833e-01 -2.32696188e-01 -3.74666623e-02 -1.34883279e-01
-6.20290072e-02]
[ 1.16966184e-01 7.11836413e-02 -3.35992533e-03 -1.47853037e-01
-3.29525878e-01 8.82889787e-03 -1.29995407e-01 -2.20113757e-01
-3.04455966e-01 9.38030959e-02 -1.13907760e-01 -1.11677596e-01
-2.88584844e-02]
[ -6.34874455e-02 -7.86832280e-03 -2.83296026e-01 -1.64719937e-03
6.71054070e-02 1.56281636e-01 -2.28273936e-01 -1.64161865e-01
-5.57510212e-02 -5.08472486e-02 1.47968927e-01 4.13406161e-01
-2.96759037e-02]
[ 1.02930791e-01 3.60912175e-01 -2.09234022e-01 6.17037759e-01
1.20975307e-01 -1.46298062e-03 -2.54089114e-01 -4.04381651e-01
-2.68647529e-01 -4.33213053e-01 6.56405579e-01 1.00707909e+00
-6.18551705e-01]
[ -3.30262750e-02 1.83654335e-01 4.29836321e-02 1.43035797e-01
-4.86005181e-03 -6.98394154e-02 -2.59306193e-01 -3.62962282e-01
-2.65115462e-01 -2.79256600e-01 3.80094536e-01 9.70145007e-01
-5.02931271e-01]
[ -5.15992667e-02 -1.14333473e-01 -1.62853922e-01 2.85947476e-01
-1.60528940e-01 2.33889488e-01 -1.09586424e-01 -2.76701473e-01
-2.65840434e-01 -5.09566627e-01 1.84375903e-01 4.25473791e-01
-3.05585219e-01]
[ 7.88202519e-02 -3.81737383e-01 -5.18903121e-02 -3.89252754e-02
-1.10301418e-01 2.00492480e-01 8.50820481e-02 1.69117218e-01
-1.56026207e-01 -4.22961773e-02 -7.99153776e-02 2.71516342e-01
-1.51584367e-01]
[ 2.03763840e-01 -2.91913290e-01 -1.22316639e-01 -9.15666246e-02
-2.07568554e-01 1.22301794e-01 2.58582202e-02 -1.52455978e-01
-3.64322425e-02 -1.17071666e-01 -1.35347694e-01 -2.09024495e-01
-6.95754105e-02]
[ -1.34910001e-01 -8.12142470e-02 3.88233886e-02 -2.53360882e-01
-5.73969439e-02 -1.40931174e-01 5.53866749e-02 -1.42461275e-02
-6.82043149e-02 -1.14399676e-02 -3.02779021e-01 -4.20079509e-01
-1.99762809e-02]
[ -1.39961544e-01 -1.34253054e-01 -6.88124154e-02 -2.40078693e-01
-3.43621071e-01 -2.87783740e-01 1.35012744e-01 9.53621684e-02
1.18173804e-02 7.55509601e-02 -1.91636817e-01 -6.29870498e-01
-3.62447285e-02]
[ -1.66045730e-01 -2.31208045e-01 -2.94424127e-01 -3.22796014e-01
-2.73371990e-01 -2.08422168e-01 -2.94107267e-01 1.74512242e-01
-6.82378110e-03 -2.68231149e-01 -3.02353646e-01 -3.06292786e-01
-1.68640004e-01]
[ -1.07892462e-01 1.15601607e-01 2.54610024e-02 -2.34142850e-02
-2.17546963e-01 -1.68625486e-01 -8.45864993e-02 1.89098520e-02
-8.59098899e-02 -1.76070295e-01 -1.82206342e-01 -2.43294581e-01
-6.65473699e-02]
[ -3.49476690e-01 -1.24182567e-01 -2.71855815e-01 1.15693857e-01
-2.03755205e-01 -2.25917419e-01 -6.98527439e-02 -1.68916600e-01
4.50016206e-02 -8.19854555e-02 5.53470456e-02 -2.72359414e-01
-3.55011641e-02]
[ -1.27039775e-01 -3.14277004e-02 -2.58569545e-01 2.06813004e-02
-2.13780902e-01 -2.76790890e-01 -3.86720872e-01 -8.36024868e-02
-2.65207341e-03 -2.82243643e-01 -2.45467199e-01 -2.95930487e-01
-8.47830969e-02]
[ -2.14667432e-01 -5.41044711e-01 -3.29715060e-01 -3.72959602e-01
-3.35917212e-01 -2.26094470e-01 1.59020494e-02 -2.91350639e-01
1.16312736e-01 -2.33670043e-01 -2.07729460e-01 -1.22435209e-01
-5.52139899e-02]
[ -2.12367464e-01 -2.98285463e-01 -3.12164798e-01 -1.45100709e-01
-9.72229817e-02 -1.46644082e-01 -9.61424965e-02 -7.20849005e-03
-1.97804810e-01 -4.98812113e-01 -2.40298422e-01 -1.16678602e-01
3.95540343e-02]
[ -1.22829332e-01 3.10244711e-02 -2.40921870e-01 -3.71248496e-01
-2.25194608e-01 -2.58480858e-01 -5.82996925e-02 -2.89710731e-01
4.23931648e-02 -2.21358566e-02 -2.99822592e-01 -6.08065174e-02
-2.32427363e-01]]
Progress: 8.2% ... Training loss: 0.284 ... Validation loss: 0.504[[-0.03010329]
[ 0.32579103]
[-0.14920591]
[ 0.76409947]
[ 0.29860633]
[ 0.01249975]
[-0.89434362]
[-1.04424585]
[-0.77153056]
[-1.04713915]
[ 1.01853883]
[ 2.56374229]
[-1.63881102]]
[[ -5.33530897e-01 -5.30789774e-01 -5.75230433e-01 -2.24154726e-01
-3.30416690e-01 -5.86425632e-01 -4.52994495e-01 -3.96921743e-01
-5.99319272e-01 -4.90525176e-01 -8.13856010e-02 3.47945168e-01
-2.70102670e-01]
[ 6.00028922e-03 -1.39529885e-01 5.20973595e-02 -2.64917706e-02
-4.42581729e-02 5.91156394e-02 -1.13912042e-01 2.47206745e-01
-1.16192169e-01 -1.54165720e-01 -4.70718009e-02 -4.66975881e-02
1.20924143e-01]
[ -1.94442604e-01 1.35014299e-01 -1.21977376e-02 1.26334800e-01
1.15517785e-01 -1.12373372e-01 1.26775363e-01 -3.91318938e-02
2.30971911e-01 -3.50864658e-02 2.78627263e-01 7.40095305e-01
4.08587866e-01]
[ 1.77565829e-01 -2.74142080e-01 -2.69725698e-01 -6.38535052e-02
-3.28303833e-01 -3.16004960e-03 5.17992656e-02 -2.91254198e-01
1.90386268e-01 -2.82155415e-01 -2.37592433e-01 -4.02817607e-01
-5.26275635e-02]
[ 1.04622610e-01 5.58266627e-02 9.48019496e-02 1.09846803e-01
2.30398279e-03 7.28212874e-02 -7.87897001e-02 7.74894468e-02
-1.46649250e-02 1.46406375e-01 1.80015196e-01 -6.17629062e-02
6.88983207e-02]
[ -4.83960390e-01 -5.65261655e-01 -6.08528336e-01 -5.24275357e-01
-5.66287754e-01 -5.61500640e-01 -3.16196776e-01 -2.10350605e-01
-4.35279413e-01 -2.96621334e-01 -3.82392410e-01 -5.50912781e-01
-2.90458190e-01]
[ -4.14820442e-01 -5.69009670e-01 -3.20826889e-01 -3.36055929e-01
-3.99599463e-01 -5.57434427e-01 -4.38895256e-01 -4.63440985e-01
-2.96194885e-01 -2.02432482e-01 -4.19439798e-01 -1.89465507e-01
-1.94338574e-01]
[ -3.15733140e-01 -3.66419986e-01 -4.54358133e-01 -2.65512917e-01
-3.20354187e-01 -4.11238437e-01 -1.69904224e-01 -9.67590831e-02
-2.13005389e-01 -3.47365323e-01 -2.23190481e-01 -4.33140968e-01
-1.04494187e-01]
[ -4.73194738e-01 -3.51543221e-01 -3.74859296e-01 -1.44984752e-01
-3.37537493e-01 -2.13412283e-01 -1.48008601e-01 -4.19803050e-01
-3.05591950e-01 -4.45096611e-01 -1.38049706e-01 -8.95734352e-02
-1.96936068e-01]
[ -9.46693558e-01 -9.22461853e-01 -9.69148861e-01 -7.69199793e-01
-1.00513095e+00 -9.74894773e-01 -6.59861336e-01 -6.34985323e-01
-7.60349917e-01 -5.55980025e-01 -7.35014864e-01 -4.75810139e-01
-3.29089878e-01]
[ -5.02221906e-01 -2.64473840e-01 -4.61136768e-01 -3.03751126e-01
-3.52771509e-01 -3.54223936e-01 -5.25490320e-01 -5.46135425e-01
-6.12377888e-01 -1.22461182e-01 -4.00565851e-01 -5.26149874e-01
-3.73221843e-01]
[ -1.17120614e-01 3.21378274e-02 -3.34058323e-01 -3.55568578e-01
-9.57731019e-02 -7.09845375e-02 -1.42595346e-01 -2.49010024e-01
-1.35165306e-01 1.48358739e-01 -3.10771273e-01 -4.30847341e-01
-2.00193975e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60944003e-01 -9.68841249e-02 1.60025060e-01 -2.18294750e-01
-1.16292578e-01 1.14324547e-01 -1.53065302e-01 -2.94074464e-02
-1.04864542e-01 2.48085033e-02 -8.67586979e-02 -1.98521701e-01
3.03779080e-02]
[ -8.15278457e-02 -2.56612919e-01 -1.78225823e-01 -2.75386857e-01
-4.76719502e-01 -8.40474981e-02 -3.04798851e-02 5.34218515e-03
-4.64819554e-02 1.60156709e-02 -1.56275688e-01 -1.95446692e-01
-2.22172882e-01]
[ -7.44348385e-02 1.36156342e-04 -2.42620598e-01 -2.42685491e-01
1.36954021e-01 -1.62666255e-01 -1.58848498e-01 5.05166238e-02
7.44672241e-03 -6.40440731e-03 -1.82277676e-01 -1.68274683e-02
5.95921338e-02]
[ 2.91291300e-02 -1.51562206e-01 -1.54084497e-01 -2.52179234e-02
-1.12494687e-01 -1.06322082e-01 5.37193401e-02 -1.88641358e-01
-5.77093516e-02 -7.07159108e-02 2.37322948e-02 -9.85062192e-02
1.86266070e-02]
[ -2.82830647e-01 -1.46075441e-01 -6.80880900e-02 -9.98315659e-02
-3.07300257e-01 -2.71796919e-01 -3.40667946e-01 8.37630548e-02
-2.77762884e-01 -1.82866853e-01 1.71860932e-01 3.80064785e-02
3.51642197e-01]
[ -2.14524682e-01 -1.31226786e-01 -7.73141628e-02 -7.38371146e-02
-8.28284999e-02 -1.14215662e-01 -3.75267899e-02 7.53542649e-02
-9.87927287e-02 4.25926063e-02 2.91764016e-02 -1.62977910e-01
5.43295080e-02]
[ -1.52039182e-01 -6.55221841e-02 -2.21456634e-01 -3.49900488e-01
-1.48721101e-01 -1.98771262e-01 -2.16893721e-01 -5.36967148e-02
2.12625090e-01 -1.53242711e-01 -3.08204499e-01 -3.14192851e-01
-7.00593716e-02]
[ -3.65520993e-01 -7.89488275e-02 -1.41622085e-01 -1.92809704e-01
-5.88330459e-02 -3.09852855e-01 8.55606926e-02 -2.44699092e-02
-9.17551314e-02 1.28829040e-01 -2.57950813e-02 -1.04937528e-01
-1.05641506e-01]
[ -1.68910395e-01 -1.55729399e-01 -4.45619572e-02 -1.34539558e-01
-1.35256494e-01 -2.92613106e-01 -7.99029862e-02 -9.43603994e-02
-2.78151162e-01 5.66031839e-02 2.01395766e-01 9.90653835e-02
-2.24985110e-01]
[ -1.38032325e-01 -1.79791661e-01 -1.10521137e-01 -2.79539723e-01
8.85320327e-02 -1.75926947e-02 -2.11353855e-01 -1.32563054e-01
9.42136252e-02 -9.38513282e-02 -1.76621619e-01 -1.64043073e-01
-3.01610522e-01]
[ -4.44354968e-02 -3.30340942e-02 -1.46940621e-01 -3.72644058e-02
-2.27667532e-01 6.33949669e-02 -8.46969649e-02 -3.79932440e-02
-2.31620810e-01 -6.88945783e-02 -6.51007751e-02 -2.98367798e-01
-1.54036289e-01]
[ -7.35101927e-02 3.74461340e-02 -1.30710070e-01 -2.82934037e-01
1.29139196e-01 2.11074223e-02 -2.44369373e-01 -1.95176883e-01
9.97815637e-02 -9.05840957e-02 -2.37815070e-01 -1.41255220e-01
-2.89619230e-01]
[ 8.42379553e-02 -3.16352427e-01 -7.90742817e-02 -4.23126327e-01
-2.24393420e-01 -8.76714799e-02 6.65882568e-02 1.09328298e-01
7.03490868e-03 2.97105150e-01 -4.76491033e-01 -5.65952494e-01
3.62953580e-01]
[ -2.17197482e-01 -2.58164999e-01 -1.24576506e-01 -2.86770672e-01
-3.08163739e-01 -9.17318693e-02 2.08884416e-01 5.48529141e-02
3.10315989e-01 5.81629554e-02 -3.65080865e-01 -7.77002709e-01
5.76241363e-01]
[ -8.25026772e-03 -1.93884720e-01 2.66326130e-02 -2.72162370e-01
-1.71522845e-01 1.67821364e-01 1.79789607e-01 2.42967075e-01
-2.40097298e-02 2.31227530e-01 -1.48726962e-01 -7.46858443e-01
5.97688772e-01]
[ 6.84532900e-03 -4.90340634e-02 -1.19922932e-01 -9.20435830e-02
-1.78148273e-01 -4.49986912e-02 2.64766815e-01 1.50532773e-01
2.45414746e-01 3.60905218e-01 -4.16344978e-01 -6.26313304e-01
6.05630750e-01]
[ -7.88328405e-02 -2.83080179e-01 6.34042689e-02 -3.41802027e-01
-1.47468364e-01 1.18836228e-01 3.35403227e-01 1.20568775e-01
-6.69101350e-02 1.59101484e-01 -5.04305029e-01 -6.63070965e-01
7.20885455e-01]
[ 1.23542922e-01 -8.64026531e-02 1.78378334e-02 -1.35194633e-01
-7.58311104e-02 -1.62958001e-02 2.02200805e-01 3.17069981e-01
3.70030521e-01 2.34019361e-01 -4.83927887e-01 -5.17689456e-01
3.80798127e-01]
[ -9.10730942e-03 -1.25979518e-01 1.82657822e-02 3.36087294e-02
-8.07863236e-02 -2.83345482e-01 6.73797446e-03 2.71092175e-01
-3.77972816e-02 5.24701685e-02 -2.11722584e-01 -5.43482349e-01
1.94145705e-01]
[ 7.71564894e-02 1.28257813e-01 -4.28857209e-03 8.35404623e-02
-7.93489940e-02 -5.90957549e-02 -2.20192860e-01 -2.18760915e-01
-3.02168699e-01 -1.92170707e-01 -1.50076778e-01 3.32989957e-01
-1.69121304e-01]
[ 3.76018943e-02 -6.84684375e-02 1.33827107e-01 2.00195290e-01
2.65739426e-01 9.02010015e-03 -4.26261871e-01 -4.02983045e-01
-1.40695964e-01 -5.59696126e-01 1.98735062e-01 1.04317290e+00
-4.58602593e-01]
[ 3.56137465e-02 8.02843578e-02 -2.10621595e-01 3.64448735e-02
3.00156084e-02 -3.25835542e-04 -1.52504566e-01 -3.21670679e-01
-2.85626109e-01 -1.69301833e-01 -5.36286387e-02 -3.62287786e-02
-1.66577771e-01]
[ -5.41972561e-02 -2.16478111e-01 6.69800933e-02 9.81294339e-02
-1.33163593e-01 -1.33648629e-01 4.80766708e-02 6.02379984e-03
9.06227043e-02 -3.52653343e-01 -2.94382473e-01 -2.48217892e-01
3.62979899e-02]
[ 1.71960932e-02 -2.78251443e-01 6.60925910e-02 -2.27793276e-01
-1.96737928e-01 -2.30862216e-01 -2.34802924e-01 1.02422041e-01
1.75037709e-02 1.76183982e-01 -1.74434870e-01 -2.09440810e-03
-8.16237216e-03]
[ 1.74383637e-01 5.14810620e-02 -1.02320578e-01 -1.97008509e-01
-5.63059915e-02 -1.01168916e-01 -1.75557260e-01 6.31753157e-02
-1.83538098e-01 -2.04280760e-01 -1.70813975e-01 9.42407551e-02
-9.50453766e-02]
[ -1.70695609e-01 -1.88707982e-01 -1.04978220e-01 -1.85022954e-01
-5.62665815e-02 2.73045929e-02 -1.65705642e-01 -1.37114188e-01
-1.24665074e-01 4.79006867e-02 -2.14927447e-01 -4.40358748e-02
-2.05242033e-01]
[ -3.23337001e-02 -2.15630427e-01 -1.54753570e-01 -1.81561570e-01
-5.36350552e-02 4.50395007e-02 -2.76858284e-02 1.73437661e-02
-2.15628650e-01 -2.33405375e-01 -3.69450430e-02 -1.31287614e-01
-6.30036840e-02]
[ 1.16953609e-01 7.14577240e-02 -3.43978255e-03 -1.47646651e-01
-3.29396926e-01 8.84409675e-03 -1.30435618e-01 -2.20884853e-01
-3.04919602e-01 9.28447960e-02 -1.13394394e-01 -1.10548548e-01
-2.98373032e-02]
[ -6.34991037e-02 -7.87081788e-03 -2.83324269e-01 -9.02356835e-04
6.72581964e-02 1.56295993e-01 -2.29256926e-01 -1.65954437e-01
-5.67662757e-02 -5.19177412e-02 1.49635288e-01 4.22114071e-01
-3.38305948e-02]
[ 1.02969599e-01 3.60124288e-01 -2.09061292e-01 6.15789612e-01
1.20480082e-01 -1.51506084e-03 -2.51954301e-01 -4.02975260e-01
-2.66611984e-01 -4.31097826e-01 6.55303341e-01 1.00453120e+00
-6.16117772e-01]
[ -3.30429922e-02 1.84330833e-01 4.27636332e-02 1.44583116e-01
-4.32029680e-03 -6.98123016e-02 -2.60781945e-01 -3.65148696e-01
-2.66262326e-01 -2.81202887e-01 3.82560876e-01 9.75980208e-01
-5.06288492e-01]
[ -5.15980287e-02 -1.14149030e-01 -1.62858747e-01 2.87131032e-01
-1.60368290e-01 2.33887707e-01 -1.10305369e-01 -2.77117474e-01
-2.66418788e-01 -5.09820043e-01 1.86135273e-01 4.30030063e-01
-3.08066388e-01]
[ 7.88372220e-02 -3.81884852e-01 -5.18117128e-02 -3.94951650e-02
-1.10465038e-01 2.00472119e-01 8.56993783e-02 1.70021276e-01
-1.55453685e-01 -4.13720239e-02 -8.05983346e-02 2.70111716e-01
-1.50386359e-01]
[ 2.03764127e-01 -2.91888670e-01 -1.22345347e-01 -9.18102460e-02
-2.07528602e-01 1.22303619e-01 2.58364267e-02 -1.52661082e-01
-3.63722037e-02 -1.16961441e-01 -1.35893772e-01 -2.10051497e-01
-6.90977345e-02]
[ -1.34902117e-01 -8.14144911e-02 3.89170632e-02 -2.54110003e-01
-5.75718680e-02 -1.40940953e-01 5.61249369e-02 -1.33390294e-02
-6.76568494e-02 -1.06141989e-02 -3.03976264e-01 -4.24090573e-01
-1.77096361e-02]
[ -1.39954818e-01 -1.34383602e-01 -6.87619201e-02 -2.40436366e-01
-3.43743782e-01 -2.87791537e-01 1.35570220e-01 9.63464875e-02
1.23006146e-02 7.63168764e-02 -1.92227323e-01 -6.31604715e-01
-3.47898155e-02]
[ -1.65979839e-01 -2.32750561e-01 -2.94075515e-01 -3.26811651e-01
-2.74528299e-01 -2.08494002e-01 -2.90075731e-01 1.78779215e-01
-3.51196106e-03 -2.66235870e-01 -3.07679233e-01 -3.19257617e-01
-1.62481441e-01]
[ -1.07896919e-01 1.15985523e-01 2.53803385e-02 -2.29058143e-02
-2.17274914e-01 -1.68621141e-01 -8.45377927e-02 1.78363284e-02
-8.56467646e-02 -1.77161626e-01 -1.81305829e-01 -2.43396579e-01
-6.59534964e-02]
[ -3.49436774e-01 -1.25320536e-01 -2.71493112e-01 1.12599698e-01
-2.04821427e-01 -2.25976502e-01 -6.68168407e-02 -1.64845236e-01
4.75431847e-02 -7.71781492e-02 5.01485449e-02 -2.87017203e-01
-2.69920525e-02]
[ -1.26990775e-01 -3.27904685e-02 -2.58210692e-01 1.80486115e-02
-2.14996336e-01 -2.76857933e-01 -3.83520796e-01 -7.88126262e-02
5.32036358e-04 -2.77488630e-01 -2.49024501e-01 -3.03656644e-01
-7.59722547e-02]
[ -2.14687729e-01 -5.40738691e-01 -3.29857389e-01 -3.71955443e-01
-3.35603410e-01 -2.26065126e-01 1.44994409e-02 -2.92962782e-01
1.15248695e-01 -2.35261816e-01 -2.06218685e-01 -1.18334861e-01
-5.80598724e-02]
[ -2.12363765e-01 -2.98270563e-01 -3.12154650e-01 -1.45647595e-01
-9.72716671e-02 -1.46643803e-01 -9.48866658e-02 -6.61106831e-03
-1.96977057e-01 -4.98795761e-01 -2.40364435e-01 -1.20134244e-01
4.15595793e-02]
[ -1.22798228e-01 3.00065400e-02 -2.40837151e-01 -3.73644241e-01
-2.25837472e-01 -2.58519279e-01 -5.62679959e-02 -2.88082628e-01
4.47710770e-02 -2.07496327e-02 -3.02803933e-01 -7.25944217e-02
-2.27731286e-01]]
Progress: 8.3% ... Training loss: 0.309 ... Validation loss: 0.526[[-0.01944635]
[ 0.34946882]
[-0.13515587]
[ 0.78921002]
[ 0.31762779]
[ 0.02240469]
[-0.87106826]
[-1.02080859]
[-0.74952684]
[-1.02045737]
[ 1.05965197]
[ 2.63402148]
[-1.59929807]]
[[ -5.33683475e-01 -5.25964499e-01 -5.76545477e-01 -2.13291002e-01
-3.26568696e-01 -5.86360712e-01 -4.61033772e-01 -4.08875683e-01
-6.05422920e-01 -5.03606489e-01 -6.07524444e-02 3.85406717e-01
-2.94413775e-01]
[ 6.00028922e-03 -1.39529885e-01 5.20973595e-02 -2.64917706e-02
-4.42581729e-02 5.91156394e-02 -1.13912042e-01 2.47206745e-01
-1.16192169e-01 -1.54165720e-01 -4.70718009e-02 -4.66975881e-02
1.20924143e-01]
[ -1.94832435e-01 1.41049036e-01 -1.41982856e-02 1.41821518e-01
1.20325520e-01 -1.12236835e-01 1.13274899e-01 -5.71138853e-02
2.18812882e-01 -5.44314799e-02 3.04234696e-01 8.04080555e-01
3.72851892e-01]
[ 1.77685591e-01 -2.77367447e-01 -2.68625338e-01 -7.49641661e-02
-3.31503652e-01 -3.21304324e-03 5.70947280e-02 -2.82590135e-01
1.92371803e-01 -2.71071110e-01 -2.56342720e-01 -4.37708523e-01
-3.31617778e-02]
[ 1.04621170e-01 5.74878016e-02 9.42933562e-02 1.14050609e-01
4.16735352e-03 7.28309335e-02 -8.34622181e-02 6.79160423e-02
-1.72000214e-02 1.35868692e-01 1.91829518e-01 -3.95179494e-02
4.75237284e-02]
[ -4.83993744e-01 -5.64911027e-01 -6.08683216e-01 -5.23460007e-01
-5.65900732e-01 -5.61486047e-01 -3.17804874e-01 -2.12062489e-01
-4.36421580e-01 -2.98471992e-01 -3.81449014e-01 -5.48561851e-01
-2.95181034e-01]
[ -4.14788637e-01 -5.68349075e-01 -3.20910414e-01 -3.34972147e-01
-3.99436145e-01 -5.57443875e-01 -4.39417640e-01 -4.65082184e-01
-2.96404427e-01 -2.04812444e-01 -4.16343714e-01 -1.92869136e-01
-1.98740903e-01]
[ -3.15996390e-01 -3.62392078e-01 -4.55606077e-01 -2.56044491e-01
-3.17239782e-01 -4.11147198e-01 -1.80718818e-01 -1.09305575e-01
-2.22629337e-01 -3.60320577e-01 -2.07317730e-01 -3.91613485e-01
-1.31727638e-01]
[ -4.73216897e-01 -3.50420293e-01 -3.75226769e-01 -1.42105200e-01
-3.36528588e-01 -2.13396784e-01 -1.50924429e-01 -4.22703154e-01
-3.07042324e-01 -4.48427853e-01 -1.32714964e-01 -8.18408321e-02
-2.02871435e-01]
[ -9.46928555e-01 -9.17183081e-01 -9.70862126e-01 -7.55474024e-01
-1.00099910e+00 -9.74802467e-01 -6.73277514e-01 -6.51874547e-01
-7.70086834e-01 -5.74523197e-01 -7.11055528e-01 -4.32392429e-01
-3.66814216e-01]
[ -5.02235131e-01 -2.64118542e-01 -4.61251987e-01 -3.03113131e-01
-3.52442019e-01 -3.54214007e-01 -5.26704126e-01 -5.46682325e-01
-6.13467596e-01 -1.23055577e-01 -3.99426150e-01 -5.22581445e-01
-3.75335314e-01]
[ -1.17159349e-01 3.26658181e-02 -3.34083662e-01 -3.55685231e-01
-9.55607971e-02 -7.09748883e-02 -1.43826266e-01 -2.50373579e-01
-1.36764714e-01 1.46979188e-01 -3.10623337e-01 -4.29626094e-01
-2.02650155e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60963413e-01 -9.67371497e-02 1.59935666e-01 -2.18113873e-01
-1.16196211e-01 1.14331597e-01 -1.53655639e-01 -3.03040874e-02
-1.05204323e-01 2.37283992e-02 -8.65782595e-02 -1.97909130e-01
2.87016512e-02]
[ -8.15035914e-02 -2.56775707e-01 -1.78147191e-01 -2.75687883e-01
-4.76805748e-01 -8.40538742e-02 -2.99979157e-02 6.28695140e-03
-4.62325778e-02 1.69538358e-02 -1.56928766e-01 -1.98597064e-01
-2.21551713e-01]
[ -7.44886866e-02 7.59048659e-04 -2.42891292e-01 -2.40914656e-01
1.37671595e-01 -1.62646652e-01 -1.60967737e-01 4.78334312e-02
5.84000270e-03 -9.44785771e-03 -1.78975572e-01 -7.87062957e-03
5.37210497e-02]
[ 2.91980482e-02 -1.51613344e-01 -1.53851245e-01 -2.60203458e-02
-1.12806893e-01 -1.06344140e-01 5.45375181e-02 -1.87673993e-01
-5.63803657e-02 -6.96241395e-02 2.31121646e-02 -1.05870734e-01
1.99391767e-02]
[ -2.82888499e-01 -1.45505385e-01 -6.83652362e-02 -9.79570026e-02
-3.06912619e-01 -2.71776065e-01 -3.43152435e-01 8.04335617e-02
-2.80225575e-01 -1.86093068e-01 1.74320733e-01 4.36840184e-02
3.44624787e-01]
[ -2.14513911e-01 -1.31138271e-01 -7.73049378e-02 -7.42103697e-02
-8.29991191e-02 -1.14220222e-01 -3.62649173e-02 7.68052063e-02
-9.79007035e-02 4.31898993e-02 2.85364271e-02 -1.67327681e-01
5.73064231e-02]
[ -1.52149520e-01 -6.42256095e-02 -2.21793740e-01 -3.47630367e-01
-1.47686549e-01 -1.98742347e-01 -2.20142533e-01 -5.76778063e-02
2.08961813e-01 -1.56763293e-01 -3.04255941e-01 -3.01232121e-01
-7.92738328e-02]
[ -3.65568579e-01 -7.76543752e-02 -1.42014067e-01 -1.89929912e-01
-5.78774767e-02 -3.09828802e-01 8.29341779e-02 -2.80520319e-02
-9.38523030e-02 1.25073156e-01 -2.08871438e-02 -9.71094063e-02
-1.12240011e-01]
[ -1.69040630e-01 -1.53144975e-01 -4.54444600e-02 -1.27053741e-01
-1.33062426e-01 -2.92558325e-01 -8.77700808e-02 -1.02922303e-01
-2.83224123e-01 4.71028932e-02 2.14619206e-01 1.30027192e-01
-2.43225777e-01]
[ -1.38053868e-01 -1.79514583e-01 -1.10657555e-01 -2.78855233e-01
8.88243814e-02 -1.75779542e-02 -2.12259401e-01 -1.33239818e-01
9.33914335e-02 -9.42987371e-02 -1.75821047e-01 -1.63418531e-01
-3.02254659e-01]
[ -4.43979161e-02 -3.33664958e-02 -1.46802958e-01 -3.83074143e-02
-2.27966439e-01 6.33775001e-02 -8.37443190e-02 -3.70068054e-02
-2.30746526e-01 -6.80088252e-02 -6.62505441e-02 -3.01339305e-01
-1.52574402e-01]
[ -7.34978596e-02 3.72735556e-02 -1.30637424e-01 -2.83313710e-01
1.29002706e-01 2.10997720e-02 -2.43902909e-01 -1.94614864e-01
1.00075651e-01 -9.00402611e-02 -2.38327995e-01 -1.42833820e-01
-2.89023239e-01]
[ 8.42074961e-02 -3.16057697e-01 -7.92053319e-02 -4.22480562e-01
-2.24111632e-01 -8.76599557e-02 6.53004173e-02 1.07907866e-01
5.93580012e-03 2.95515701e-01 -4.75569907e-01 -5.62738936e-01
3.60050922e-01]
[ -2.17233416e-01 -2.57914802e-01 -1.24669385e-01 -2.86320932e-01
-3.08009201e-01 -9.17195791e-02 2.07714035e-01 5.37593959e-02
3.09216075e-01 5.68791238e-02 -3.64561757e-01 -7.76245048e-01
5.74234966e-01]
[ -8.26482591e-03 -1.93764451e-01 2.65577968e-02 -2.71951934e-01
-1.71417272e-01 1.67826989e-01 1.79480970e-01 2.42394296e-01
-2.43404479e-02 2.30552515e-01 -1.48344218e-01 -7.46831514e-01
5.96898149e-01]
[ 6.85077997e-03 -4.90948790e-02 -1.19910458e-01 -9.23844286e-02
-1.78222100e-01 -4.50002224e-02 2.65333850e-01 1.51087871e-01
2.45963859e-01 3.61423865e-01 -4.16878576e-01 -6.28363416e-01
6.07020911e-01]
[ -7.88487887e-02 -2.82870977e-01 6.33523756e-02 -3.41627382e-01
-1.47356509e-01 1.18842268e-01 3.34650781e-01 1.19792423e-01
-6.76764557e-02 1.58321369e-01 -5.04000904e-01 -6.62516741e-01
7.19718738e-01]
[ 1.23546012e-01 -8.64776723e-02 1.78631033e-02 -1.35414604e-01
-7.59081166e-02 -1.62969305e-02 2.02520477e-01 3.17624184e-01
3.70318638e-01 2.34396968e-01 -4.84275965e-01 -5.19043750e-01
3.81744046e-01]
[ -9.10450238e-03 -1.25989417e-01 1.82678398e-02 3.35031298e-02
-8.08597179e-02 -2.83345988e-01 6.97489826e-03 2.71523385e-01
-3.76048478e-02 5.25974651e-02 -2.11840683e-01 -5.45327502e-01
1.95028437e-01]
[ 7.71783102e-02 1.28232248e-01 -4.31166128e-03 8.34102244e-02
-7.92995987e-02 -5.90995715e-02 -2.19868715e-01 -2.18991531e-01
-3.01898368e-01 -1.91972429e-01 -1.50113453e-01 3.31263157e-01
-1.69146149e-01]
[ 3.77300512e-02 -6.89677669e-02 1.34266873e-01 1.97997425e-01
2.65150651e-01 8.98087604e-03 -4.24450413e-01 -4.00058509e-01
-1.38618666e-01 -5.56595796e-01 1.96193968e-01 1.03368630e+00
-4.54948332e-01]
[ 3.56111080e-02 8.03721519e-02 -2.10652398e-01 3.66685776e-02
3.01003051e-02 -3.23778424e-04 -1.52750594e-01 -3.22211716e-01
-2.85784977e-01 -1.69625295e-01 -5.32063966e-02 -3.49948945e-02
-1.67294065e-01]
[ -5.42163986e-02 -2.16245969e-01 6.68874407e-02 9.89772602e-02
-1.32969701e-01 -1.33643529e-01 4.70626814e-02 4.98928699e-03
8.97767699e-02 -3.53633897e-01 -2.92946293e-01 -2.43864100e-01
3.36835527e-02]
[ 1.72170012e-02 -2.78541487e-01 6.62137605e-02 -2.28625669e-01
-1.97020037e-01 -2.30869917e-01 -2.34032078e-01 1.03568715e-01
1.82756800e-02 1.77438036e-01 -1.75621236e-01 -5.29073095e-03
-5.92624010e-03]
[ 1.74263993e-01 5.25960516e-02 -1.02623411e-01 -1.94889941e-01
-5.54626614e-02 -1.01136791e-01 -1.78816358e-01 5.94648187e-02
-1.87028392e-01 -2.07837978e-01 -1.67564629e-01 1.05879594e-01
-1.02677036e-01]
[ -1.70743935e-01 -1.87574588e-01 -1.05383434e-01 -1.82155006e-01
-5.52110238e-02 2.73275333e-02 -1.69041560e-01 -1.41340949e-01
-1.26926499e-01 4.23149693e-02 -2.08622043e-01 -2.74095987e-02
-2.14556795e-01]
[ -3.23183541e-02 -2.16039838e-01 -1.54585636e-01 -1.83056698e-01
-5.41923010e-02 4.50296740e-02 -2.58938317e-02 1.93387168e-02
-2.14431846e-01 -2.31713112e-01 -3.97523636e-02 -1.37810750e-01
-5.82962184e-02]
[ 1.16934280e-01 7.19486543e-02 -3.58204409e-03 -1.46900972e-01
-3.29087345e-01 8.85224945e-03 -1.31425485e-01 -2.22542859e-01
-3.05718754e-01 9.08603526e-02 -1.11613060e-01 -1.06565638e-01
-3.29846510e-02]
[ -6.35192289e-02 -7.53477669e-03 -2.83442638e-01 -1.31053847e-04
6.75860755e-02 1.56305358e-01 -2.30024010e-01 -1.67313230e-01
-5.74698158e-02 -5.34170645e-02 1.51105070e-01 4.25696935e-01
-3.62927798e-02]
[ 1.02928735e-01 3.61257345e-01 -2.09388673e-01 6.19895251e-01
1.21490874e-01 -1.49840188e-03 -2.54541665e-01 -4.06065584e-01
-2.67815879e-01 -4.33928686e-01 6.61326343e-01 1.01445601e+00
-6.22345932e-01]
[ -3.31019925e-02 1.85868126e-01 4.22114141e-02 1.48977239e-01
-2.82879738e-03 -6.97855250e-02 -2.64519512e-01 -3.69484275e-01
-2.69064931e-01 -2.85791963e-01 3.90088007e-01 9.88927768e-01
-5.17434923e-01]
[ -5.16242848e-02 -1.13959020e-01 -1.62952496e-01 2.88242237e-01
-1.60233196e-01 2.33895660e-01 -1.11017612e-01 -2.77820544e-01
-2.66921957e-01 -5.10367614e-01 1.87518596e-01 4.33600668e-01
-3.10199349e-01]
[ 7.88787359e-02 -3.82142311e-01 -5.16806772e-02 -4.05464047e-02
-1.10810328e-01 2.00455755e-01 8.70399741e-02 1.71410992e-01
-1.54338105e-01 -4.00497623e-02 -8.19694240e-02 2.65660077e-01
-1.47568446e-01]
[ 2.03731856e-01 -2.91647720e-01 -1.22458954e-01 -9.10345930e-02
-2.07311687e-01 1.22316045e-01 2.48177728e-02 -1.53614940e-01
-3.73493938e-02 -1.17960194e-01 -1.34975064e-01 -2.07484778e-01
-7.11690126e-02]
[ -1.34917608e-01 -8.12296174e-02 3.88309908e-02 -2.53495885e-01
-5.74165763e-02 -1.40935710e-01 5.53347319e-02 -1.41546321e-02
-6.83088726e-02 -1.14245294e-02 -3.03183293e-01 -4.22008993e-01
-1.96637822e-02]
[ -1.39980882e-01 -1.34149871e-01 -6.88765597e-02 -2.39872330e-01
-3.43600163e-01 -2.87783830e-01 1.34523964e-01 9.50721550e-02
1.11071525e-02 7.52447417e-02 -1.91474554e-01 -6.29825480e-01
-3.74074874e-02]
[ -1.65854733e-01 -2.33236103e-01 -2.93643639e-01 -3.29507029e-01
-2.75302706e-01 -2.08533764e-01 -2.88915613e-01 1.81469523e-01
-2.07227847e-03 -2.64407957e-01 -3.10681066e-01 -3.35319272e-01
-1.61307417e-01]
[ -1.08022511e-01 1.18530148e-01 2.45611464e-02 -1.59104956e-02
-2.15187291e-01 -1.68566601e-01 -9.10563647e-02 1.02236139e-02
-8.98381389e-02 -1.83558218e-01 -1.70771710e-01 -2.19856113e-01
-7.96145889e-02]
[ -3.49458983e-01 -1.25152978e-01 -2.71587319e-01 1.13814791e-01
-2.04671621e-01 -2.25971563e-01 -6.76059279e-02 -1.65567443e-01
4.69195969e-02 -7.78516182e-02 5.18966954e-02 -2.81795351e-01
-2.89500009e-02]
[ -1.27038022e-01 -3.24265506e-02 -2.58350149e-01 1.93949466e-02
-2.14706635e-01 -2.76842031e-01 -3.84506421e-01 -8.02460653e-02
-9.68053380e-04 -2.78318671e-01 -2.47514795e-01 -3.00658668e-01
-7.92618956e-02]
[ -2.14744696e-01 -5.40224483e-01 -3.30105888e-01 -3.70624066e-01
-3.35125250e-01 -2.26044461e-01 1.35338497e-02 -2.94197987e-01
1.14242054e-01 -2.37445261e-01 -2.04300722e-01 -1.13953852e-01
-6.04597973e-02]
[ -2.12361472e-01 -2.97827160e-01 -3.12285488e-01 -1.44656424e-01
-9.69611452e-02 -1.46643663e-01 -9.43168470e-02 -7.15057845e-03
-1.96522930e-01 -4.99445174e-01 -2.38499795e-01 -1.20887362e-01
4.10958335e-02]
[ -1.22960569e-01 3.26204314e-02 -2.41690658e-01 -3.68581049e-01
-2.23705226e-01 -2.58463819e-01 -6.45999605e-02 -2.98029540e-01
3.77729299e-02 -3.23617022e-02 -2.92129706e-01 -4.37135661e-02
-2.49426948e-01]]
Progress: 8.3% ... Training loss: 0.290 ... Validation loss: 0.487[[-0.02796358]
[ 0.33093643]
[-0.14780493]
[ 0.77095894]
[ 0.30046631]
[ 0.01274552]
[-0.88707859]
[-1.04016101]
[-0.76079074]
[-1.04142768]
[ 1.03077423]
[ 2.58393227]
[-1.63168322]]
[[ -5.33585696e-01 -5.28730502e-01 -5.75621210e-01 -2.21304230e-01
-3.29521677e-01 -5.86477356e-01 -4.50337354e-01 -3.95735365e-01
-5.97388116e-01 -4.91529193e-01 -7.37030769e-02 3.52115441e-01
-2.65414719e-01]
[ 5.99683512e-03 -1.39472372e-01 5.20664905e-02 -2.62998691e-02
-4.42106813e-02 5.91202464e-02 -1.14122987e-01 2.46894157e-01
-1.16359561e-01 -1.54405080e-01 -4.67975432e-02 -4.61246000e-02
1.20389266e-01]
[ -1.94859280e-01 1.39484172e-01 -1.39298854e-02 1.36975895e-01
1.17945746e-01 -1.12226601e-01 1.21389755e-01 -4.62987519e-02
2.23505354e-01 -4.76617679e-02 2.93112120e-01 7.89600172e-01
3.98646663e-01]
[ 1.77462694e-01 -2.70564098e-01 -2.70669534e-01 -5.75952594e-02
-3.24934174e-01 -2.90406580e-03 4.15012097e-02 -3.03375558e-01
1.80301779e-01 -2.90905490e-01 -2.26441229e-01 -3.77734355e-01
-7.01804541e-02]
[ 1.04780456e-01 5.42683270e-02 9.53864355e-02 1.08862180e-01
2.48873106e-03 7.26497082e-02 -8.04428119e-02 7.54016331e-02
-1.38018615e-02 1.46725974e-01 1.83986674e-01 -5.70679112e-02
5.55219753e-02]
[ -4.83970291e-01 -5.65788564e-01 -6.08378405e-01 -5.25059985e-01
-5.66361099e-01 -5.61528494e-01 -3.17250011e-01 -2.10873431e-01
-4.35898029e-01 -2.96570329e-01 -3.84244179e-01 -5.54429363e-01
-2.94303896e-01]
[ -4.14746385e-01 -5.68971873e-01 -3.20596241e-01 -3.37266613e-01
-4.00033162e-01 -5.57467584e-01 -4.36790982e-01 -4.60296991e-01
-2.94135528e-01 -2.00479767e-01 -4.20017538e-01 -2.06224362e-01
-1.89569902e-01]
[ -3.15953709e-01 -3.64632525e-01 -4.55025473e-01 -2.61925898e-01
-3.19629988e-01 -4.11214103e-01 -1.74402919e-01 -1.01475641e-01
-2.18739007e-01 -3.53646046e-01 -2.17385774e-01 -4.11658773e-01
-1.15600376e-01]
[ -4.73177188e-01 -3.51387407e-01 -3.74994917e-01 -1.44176844e-01
-3.37325086e-01 -2.13446674e-01 -1.48854419e-01 -4.20901644e-01
-3.05660736e-01 -4.45614960e-01 -1.35876301e-01 -9.28863790e-02
-1.99666022e-01]
[ -9.46751919e-01 -9.21810754e-01 -9.69421690e-01 -7.67511666e-01
-1.00514493e+00 -9.74994702e-01 -6.61717048e-01 -6.36606397e-01
-7.61034399e-01 -5.59352004e-01 -7.30374347e-01 -4.81000082e-01
-3.36143410e-01]
[ -5.02251945e-01 -2.64361040e-01 -4.61209051e-01 -3.03373247e-01
-3.52668915e-01 -3.54219575e-01 -5.26142094e-01 -5.45887757e-01
-6.13962982e-01 -1.21967802e-01 -4.00268892e-01 -5.24880693e-01
-3.75651405e-01]
[ -1.17171076e-01 3.28280904e-02 -3.34135594e-01 -3.55234970e-01
-9.54321561e-02 -7.09600369e-02 -1.44381334e-01 -2.50830603e-01
-1.37257392e-01 1.46441984e-01 -3.10160147e-01 -4.29032766e-01
-2.03624057e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60924067e-01 -9.77320429e-02 1.60267189e-01 -2.20461816e-01
-1.16951970e-01 1.14273856e-01 -1.52113850e-01 -2.80698777e-02
-1.04164208e-01 2.64788488e-02 -8.98130905e-02 -2.05054112e-01
3.10002698e-02]
[ -8.15021916e-02 -2.56924828e-01 -1.78078949e-01 -2.75706841e-01
-4.76896554e-01 -8.40607207e-02 -3.04045781e-02 6.23129178e-03
-4.61529391e-02 1.68865766e-02 -1.57232706e-01 -1.99439322e-01
-2.21835143e-01]
[ -7.44963157e-02 8.54760699e-04 -2.42897406e-01 -2.40687444e-01
1.37751970e-01 -1.62640086e-01 -1.61005828e-01 4.78924838e-02
5.72181550e-03 -9.31655409e-03 -1.78947729e-01 -7.49153630e-03
5.43376174e-02]
[ 2.92425914e-02 -1.52340231e-01 -1.53547965e-01 -2.85282221e-02
-1.13592102e-01 -1.06383282e-01 5.67497226e-02 -1.84618272e-01
-5.46246823e-02 -6.63593981e-02 1.93122765e-02 -1.17729120e-01
2.55367293e-02]
[ -2.82871612e-01 -1.46031884e-01 -6.82094796e-02 -9.94933614e-02
-3.07220560e-01 -2.71787485e-01 -3.41996826e-01 8.28117320e-02
-2.78869789e-01 -1.83826965e-01 1.71763621e-01 3.59251585e-02
3.49766805e-01]
[ -2.14523130e-01 -1.31081868e-01 -7.72888374e-02 -7.41448464e-02
-8.31738636e-02 -1.14216039e-01 -3.50939177e-02 7.85614810e-02
-9.76794054e-02 4.35707597e-02 2.83482732e-02 -1.65763530e-01
6.00288590e-02]
[ -1.52153380e-01 -6.45163103e-02 -2.21732793e-01 -3.48539764e-01
-1.47983030e-01 -1.98747450e-01 -2.19451749e-01 -5.76835338e-02
2.09168849e-01 -1.56500637e-01 -3.05801933e-01 -3.03665528e-01
-7.79344168e-02]
[ -3.65545728e-01 -7.88130327e-02 -1.41702712e-01 -1.92893951e-01
-5.91451100e-02 -3.09858902e-01 8.63752956e-02 -2.33782235e-02
-9.15414529e-02 1.29086066e-01 -2.65750236e-02 -1.08601628e-01
-1.02884294e-01]
[ -1.69023002e-01 -1.53568677e-01 -4.53714627e-02 -1.27884172e-01
-1.33308637e-01 -2.92569796e-01 -8.66821198e-02 -1.01695457e-01
-2.82520302e-01 4.87598697e-02 2.13353834e-01 1.24550176e-01
-2.40828577e-01]
[ -1.38047700e-01 -1.79551803e-01 -1.10637173e-01 -2.79023102e-01
8.87109779e-02 -1.75880689e-02 -2.12103302e-01 -1.33024588e-01
9.35704076e-02 -9.38571757e-02 -1.75779510e-01 -1.63229214e-01
-3.01660843e-01]
[ -4.44013405e-02 -3.33597679e-02 -1.46847074e-01 -3.82983697e-02
-2.27953671e-01 6.33812369e-02 -8.40243823e-02 -3.76537580e-02
-2.31236130e-01 -6.88079636e-02 -6.58943510e-02 -3.01455696e-01
-1.53980109e-01]
[ -7.34744562e-02 3.67144938e-02 -1.30496336e-01 -2.84180113e-01
1.28703664e-01 2.10742728e-02 -2.43067226e-01 -1.93900143e-01
1.00894609e-01 -8.86196600e-02 -2.39868770e-01 -1.48156432e-01
-2.88016629e-01]
[ 8.42021700e-02 -3.15994915e-01 -7.92339982e-02 -4.22515209e-01
-2.24070444e-01 -8.76533567e-02 6.49519829e-02 1.07014668e-01
5.38938036e-03 2.95081743e-01 -4.75386576e-01 -5.61962035e-01
3.59193485e-01]
[ -2.17238154e-01 -2.57840920e-01 -1.24687441e-01 -2.86191607e-01
-3.07966262e-01 -9.17127313e-02 2.07622246e-01 5.37147217e-02
3.09133001e-01 5.67013029e-02 -3.64440098e-01 -7.76537431e-01
5.74314839e-01]
[ -8.26650981e-03 -1.93765301e-01 2.65588133e-02 -2.72094043e-01
-1.71440406e-01 1.67832293e-01 1.79423557e-01 2.42464712e-01
-2.44044700e-02 2.30721533e-01 -1.48524455e-01 -7.48598559e-01
5.97765564e-01]
[ 6.85587415e-03 -4.92000107e-02 -1.19868252e-01 -9.30038760e-02
-1.78318430e-01 -4.50034035e-02 2.65897081e-01 1.51772486e-01
2.46584098e-01 3.62071805e-01 -4.17550783e-01 -6.31536256e-01
6.09344319e-01]
[ -7.88404889e-02 -2.83142631e-01 6.34439977e-02 -3.42691963e-01
-1.47710014e-01 1.18827355e-01 3.35694298e-01 1.20923915e-01
-6.70072312e-02 1.59350502e-01 -5.05546090e-01 -6.67263402e-01
7.22282979e-01]
[ 1.23576105e-01 -8.70802599e-02 1.80435595e-02 -1.37170436e-01
-7.64106940e-02 -1.63234392e-02 2.04512287e-01 3.19842914e-01
3.71981071e-01 2.36852681e-01 -4.86846854e-01 -5.27498044e-01
3.86505352e-01]
[ -9.08769919e-03 -1.26292318e-01 1.83756101e-02 3.23020928e-02
-8.11654136e-02 -2.83358306e-01 8.28846342e-03 2.73763775e-01
-3.63981266e-02 5.40125953e-02 -2.13653797e-01 -5.51469607e-01
1.99365525e-01]
[ 7.72222035e-02 1.27464069e-01 -4.09688703e-03 8.19141523e-02
-7.96930246e-02 -5.91380695e-02 -2.18286287e-01 -2.16996726e-01
-3.00529072e-01 -1.89425570e-01 -1.52085487e-01 3.25232440e-01
-1.65645823e-01]
[ 3.77389104e-02 -6.89157336e-02 1.34308442e-01 1.98905111e-01
2.65317614e-01 8.97722639e-03 -4.24426198e-01 -3.99607535e-01
-1.38767517e-01 -5.55880545e-01 1.97522931e-01 1.03463209e+00
-4.56846409e-01]
[ 3.56076336e-02 8.03580126e-02 -2.10657871e-01 3.68648884e-02
3.00859498e-02 -3.20887072e-04 -1.53015604e-01 -3.22528376e-01
-2.85800277e-01 -1.70128488e-01 -5.29556286e-02 -3.38793451e-02
-1.67918705e-01]
[ -5.42225016e-02 -2.16192069e-01 6.68493288e-02 9.90627656e-02
-1.32987916e-01 -1.33636422e-01 4.70017252e-02 5.12452356e-03
8.97201565e-02 -3.53835179e-01 -2.92951144e-01 -2.43943028e-01
3.41010837e-02]
[ 1.71723686e-02 -2.77853406e-01 6.59493574e-02 -2.27272366e-01
-1.96513444e-01 -2.30829330e-01 -2.35776199e-01 1.00399903e-01
1.64775117e-02 1.74558150e-01 -1.73526739e-01 1.64211945e-03
-1.04560751e-02]
[ 1.74243332e-01 5.28872198e-02 -1.02736181e-01 -1.94384072e-01
-5.52256280e-02 -1.01115927e-01 -1.79398723e-01 5.75087450e-02
-1.87383417e-01 -2.09320735e-01 -1.66559691e-01 1.07823990e-01
-1.03944989e-01]
[ -1.70745199e-01 -1.87651428e-01 -1.05373746e-01 -1.82842716e-01
-5.53357355e-02 2.73256652e-02 -1.68749596e-01 -1.41087029e-01
-1.26564288e-01 4.24850676e-02 -2.09532522e-01 -3.01210115e-02
-2.13318130e-01]
[ -3.22989604e-02 -2.16797609e-01 -1.54351754e-01 -1.85069764e-01
-5.50148316e-02 4.50032382e-02 -2.34805784e-02 2.24020280e-02
-2.12714360e-01 -2.29185733e-01 -4.35536475e-02 -1.46126199e-01
-5.21423930e-02]
[ 1.16923097e-01 7.20442321e-02 -3.66643071e-03 -1.46798620e-01
-3.29074151e-01 8.86470842e-03 -1.31052146e-01 -2.22888692e-01
-3.05658291e-01 9.06316197e-02 -1.12264353e-01 -1.04560369e-01
-3.28517832e-02]
[ -6.34916920e-02 -8.31749734e-03 -2.83204035e-01 -1.70085723e-03
6.69410038e-02 1.56262403e-01 -2.28606831e-01 -1.64720915e-01
-5.61309749e-02 -5.08335584e-02 1.48219785e-01 4.18117477e-01
-3.24502474e-02]
[ 1.02959280e-01 3.60328103e-01 -2.09088587e-01 6.18555066e-01
1.20802365e-01 -1.54381611e-03 -2.53254637e-01 -4.03749390e-01
-2.67284515e-01 -4.31478150e-01 6.59056737e-01 1.00988357e+00
-6.21128172e-01]
[ -3.30810982e-02 1.85139972e-01 4.24363713e-02 1.47899657e-01
-3.34833931e-03 -6.98063986e-02 -2.63805886e-01 -3.67531540e-01
-2.68489193e-01 -2.83788027e-01 3.88016679e-01 9.85816728e-01
-5.14743936e-01]
[ -5.16103198e-02 -1.14163263e-01 -1.62859990e-01 2.87623811e-01
-1.60396454e-01 2.33876893e-01 -1.10533399e-01 -2.76838843e-01
-2.66612045e-01 -5.09523624e-01 1.86686253e-01 4.31053547e-01
-3.09267463e-01]
[ 7.88866407e-02 -3.82363799e-01 -5.16016696e-02 -4.12986920e-02
-1.11117417e-01 2.00440060e-01 8.76377878e-02 1.72463652e-01
-1.53970783e-01 -3.93679172e-02 -8.31360849e-02 2.64521912e-01
-1.45855451e-01]
[ 2.03742082e-01 -2.91811026e-01 -1.22386013e-01 -9.14762088e-02
-2.07487681e-01 1.22304611e-01 2.52641685e-02 -1.52800932e-01
-3.70946961e-02 -1.17146429e-01 -1.35671718e-01 -2.09142291e-01
-7.01119626e-02]
[ -1.34928882e-01 -8.10549412e-02 3.87645558e-02 -2.52998022e-01
-5.72628362e-02 -1.40925275e-01 5.45638216e-02 -1.53392368e-02
-6.89085687e-02 -1.23604015e-02 -3.02452714e-01 -4.19834900e-01
-2.14276291e-02]
[ -1.39965954e-01 -1.34420664e-01 -6.87579018e-02 -2.40683637e-01
-3.43851956e-01 -2.87797363e-01 1.35468817e-01 9.66342012e-02
1.17927451e-02 7.67559054e-02 -1.92844211e-01 -6.33716336e-01
-3.49146413e-02]
[ -1.65904786e-01 -2.32139259e-01 -2.93987831e-01 -3.28455960e-01
-2.74574533e-01 -2.08470498e-01 -2.91785442e-01 1.77411343e-01
-5.23976397e-03 -2.68318384e-01 -3.09016564e-01 -3.30049822e-01
-1.67320608e-01]
[ -1.07987116e-01 1.17946875e-01 2.47732821e-02 -1.72049835e-02
-2.15634023e-01 -1.68606965e-01 -8.92283798e-02 1.21696895e-02
-8.82386642e-02 -1.81201833e-01 -1.72205007e-01 -2.22915122e-01
-7.55519244e-02]
[ -3.49486720e-01 -1.24566379e-01 -2.71691215e-01 1.16056445e-01
-2.04237871e-01 -2.25944428e-01 -6.90926079e-02 -1.66330817e-01
4.57349622e-02 -7.87931056e-02 5.52402224e-02 -2.74294323e-01
-3.12818928e-02]
[ -1.26998239e-01 -3.37949195e-02 -2.57934942e-01 1.55382510e-02
-2.15932618e-01 -2.76890891e-01 -3.80893968e-01 -7.47257585e-02
2.31673651e-03 -2.73370178e-01 -2.53494158e-01 -3.16953581e-01
-6.78990949e-02]
[ -2.14750660e-01 -5.40898293e-01 -3.29959570e-01 -3.71645385e-01
-3.35863382e-01 -2.26048938e-01 1.55350533e-02 -2.91656092e-01
1.15681487e-01 -2.35156484e-01 -2.08006080e-01 -1.21656343e-01
-5.51742773e-02]
[ -2.12367702e-01 -2.98236052e-01 -3.12210405e-01 -1.45929217e-01
-9.74711498e-02 -1.46650967e-01 -9.24644406e-02 -4.80574361e-03
-1.95800676e-01 -4.98532323e-01 -2.40879501e-01 -1.26551283e-01
4.47722178e-02]
[ -1.22797667e-01 2.92634336e-02 -2.40659874e-01 -3.76275970e-01
-2.26190386e-01 -2.58636166e-01 -5.79700682e-02 -2.89955405e-01
4.31434673e-02 -2.22945290e-02 -3.03338382e-01 -7.40772820e-02
-2.36088420e-01]]
Progress: 8.4% ... Training loss: 0.293 ... Validation loss: 0.521[[-0.00648958]
[ 0.3501699 ]
[-0.13475556]
[ 0.79385444]
[ 0.32086217]
[ 0.02938956]
[-0.86445361]
[-1.01791144]
[-0.73022727]
[-1.02155978]
[ 1.05833695]
[ 2.6335924 ]
[-1.60299706]]
[[ -5.33697807e-01 -5.26758411e-01 -5.76130253e-01 -2.16083912e-01
-3.27350572e-01 -5.86437143e-01 -4.53860334e-01 -4.02121115e-01
-6.00536400e-01 -4.95744365e-01 -6.46320236e-02 3.71072959e-01
-2.75489684e-01]
[ 6.04968103e-03 -1.40116362e-01 5.23985203e-02 -2.83057933e-02
-4.47394312e-02 5.90969399e-02 -1.12745024e-01 2.49569459e-01
-1.15226128e-01 -1.52395001e-01 -4.92984113e-02 -5.44566836e-02
1.25437195e-01]
[ -1.94900457e-01 1.41740513e-01 -1.44219002e-02 1.40652561e-01
1.19789517e-01 -1.12202554e-01 1.17739001e-01 -5.15802869e-02
2.21536575e-01 -5.23943048e-02 3.02731436e-01 7.91837643e-01
3.90489469e-01]
[ 1.77110027e-01 -2.68959720e-01 -2.71251710e-01 -5.58521863e-02
-3.24463193e-01 -2.78735284e-03 3.39183608e-02 -3.05664201e-01
1.70063484e-01 -2.95760507e-01 -2.29835135e-01 -3.76914226e-01
-7.58505707e-02]
[ 1.05153998e-01 4.98719393e-02 9.67040369e-02 9.84269617e-02
-5.66791727e-04 7.25006816e-02 -7.04726462e-02 8.52495041e-02
-3.64054069e-03 1.59360168e-01 1.70758105e-01 -8.46153126e-02
7.15177738e-02]
[ -4.84061748e-01 -5.65071529e-01 -6.08561550e-01 -5.22799423e-01
-5.65650295e-01 -5.61498935e-01 -3.20694656e-01 -2.14903227e-01
-4.39284714e-01 -2.99789897e-01 -3.81468847e-01 -5.43264991e-01
-3.02296494e-01]
[ -4.14918579e-01 -5.67126429e-01 -3.21386010e-01 -3.31841918e-01
-3.98209570e-01 -5.57404030e-01 -4.40543405e-01 -4.66215949e-01
-2.98501432e-01 -2.06386831e-01 -4.12859426e-01 -1.88983126e-01
-2.01414652e-01]
[ -3.16115130e-01 -3.62330840e-01 -4.55638341e-01 -2.56814875e-01
-3.17538721e-01 -4.11155369e-01 -1.81329096e-01 -1.08025470e-01
-2.25000605e-01 -3.59963477e-01 -2.08002872e-01 -3.93092362e-01
-1.30138414e-01]
[ -4.73216012e-01 -3.50998917e-01 -3.75148250e-01 -1.43310876e-01
-3.36971990e-01 -2.13421497e-01 -1.49751690e-01 -4.22181854e-01
-3.06976420e-01 -4.46883068e-01 -1.35191902e-01 -8.85184002e-02
-2.01012043e-01]
[ -9.46950164e-01 -9.19070179e-01 -9.70430765e-01 -7.59779629e-01
-1.00226325e+00 -9.74907958e-01 -6.67530098e-01 -6.47007568e-01
-7.66744183e-01 -5.68840513e-01 -7.17896036e-01 -4.52929402e-01
-3.52230056e-01]
[ -5.02266475e-01 -2.64512831e-01 -4.61088458e-01 -3.02921344e-01
-3.52637012e-01 -3.54221502e-01 -5.27250081e-01 -5.45307585e-01
-6.15554933e-01 -1.20585418e-01 -4.00378767e-01 -5.22866916e-01
-3.78568180e-01]
[ -1.17422197e-01 3.54919598e-02 -3.34986227e-01 -3.49756659e-01
-9.33669838e-02 -7.08678292e-02 -1.52480813e-01 -2.58788396e-01
-1.45285529e-01 1.37835940e-01 -3.02527837e-01 -4.07777225e-01
-2.20342044e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60911760e-01 -9.80003303e-02 1.60418114e-01 -2.21077155e-01
-1.17230844e-01 1.14265533e-01 -1.52087615e-01 -2.73303115e-02
-1.04368772e-01 2.71698690e-02 -9.08002889e-02 -2.07458475e-01
3.10098155e-02]
[ -8.15481779e-02 -2.56627760e-01 -1.78194634e-01 -2.74040991e-01
-4.76544945e-01 -8.40458165e-02 -3.19733648e-02 4.33719559e-03
-4.76724467e-02 1.56915065e-02 -1.55394680e-01 -1.91846838e-01
-2.25420458e-01]
[ -7.45876363e-02 1.69000024e-03 -2.43218141e-01 -2.38436166e-01
1.38654168e-01 -1.62605958e-01 -1.63843745e-01 4.42199895e-02
3.07178498e-03 -1.30956614e-02 -1.76323640e-01 6.80121242e-04
4.74200163e-02]
[ 2.92263247e-02 -1.51841988e-01 -1.53773120e-01 -2.71379872e-02
-1.13101300e-01 -1.06379482e-01 5.72298610e-02 -1.85838195e-01
-5.42453628e-02 -6.70792198e-02 2.17667097e-02 -1.09612063e-01
2.40503536e-02]
[ -2.82980802e-01 -1.45177777e-01 -6.85875327e-02 -9.72406177e-02
-3.06480510e-01 -2.71743805e-01 -3.44980541e-01 7.98501006e-02
-2.82428654e-01 -1.87443725e-01 1.74374714e-01 4.13015800e-02
3.43507865e-01]
[ -2.14512794e-01 -1.31030195e-01 -7.72786785e-02 -7.36802902e-02
-8.29340019e-02 -1.14218016e-01 -3.48006126e-02 7.78240591e-02
-9.72407741e-02 4.40404959e-02 2.96102981e-02 -1.65557045e-01
5.89783295e-02]
[ -1.52260614e-01 -6.31837040e-02 -2.22043464e-01 -3.46002544e-01
-1.47009756e-01 -1.98712977e-01 -2.22652261e-01 -6.12070499e-02
2.05541471e-01 -1.59669917e-01 -3.02180127e-01 -2.92610990e-01
-8.50857814e-02]
[ -3.65582429e-01 -7.79980455e-02 -1.41951451e-01 -1.90925082e-01
-5.83002466e-02 -3.09842525e-01 8.32862630e-02 -2.57819239e-02
-9.36679598e-02 1.26428432e-01 -2.21749508e-02 -1.03308659e-01
-1.09060527e-01]
[ -1.69016418e-01 -1.53778657e-01 -4.52683895e-02 -1.28785577e-01
-1.33556999e-01 -2.92573740e-01 -8.62339214e-02 -1.00623610e-01
-2.82269787e-01 4.94901081e-02 2.11559201e-01 1.19190399e-01
-2.38886196e-01]
[ -1.38058877e-01 -1.79377869e-01 -1.10682031e-01 -2.78719798e-01
8.88406541e-02 -1.75810016e-02 -2.12395268e-01 -1.33593489e-01
9.30312004e-02 -9.44008167e-02 -1.75344024e-01 -1.61230756e-01
-3.02359164e-01]
[ -4.44138212e-02 -3.31066467e-02 -1.46905022e-01 -3.75422886e-02
-2.27796761e-01 6.33885487e-02 -8.45879950e-02 -3.81944267e-02
-2.31600481e-01 -6.93512549e-02 -6.48783535e-02 -2.98678556e-01
-1.54828893e-01]
[ -7.35372228e-02 3.73344357e-02 -1.30797764e-01 -2.82591258e-01
1.29380414e-01 2.11037968e-02 -2.44800077e-01 -1.95967996e-01
9.90866829e-02 -9.09982214e-02 -2.37349224e-01 -1.39639504e-01
-2.91516502e-01]
[ 8.41675724e-02 -3.15740607e-01 -7.93578081e-02 -4.21955637e-01
-2.23845738e-01 -8.76420256e-02 6.39419518e-02 1.05586868e-01
4.30006003e-03 2.93650504e-01 -4.74622968e-01 -5.60069880e-01
3.56343136e-01]
[ -2.17261638e-01 -2.57715419e-01 -1.24746059e-01 -2.86079494e-01
-3.07869416e-01 -9.17026980e-02 2.07394373e-01 5.33795164e-02
3.08870971e-01 5.61828356e-02 -3.64613381e-01 -7.78154820e-01
5.74120612e-01]
[ -8.24903749e-03 -1.93971833e-01 2.66737362e-02 -2.72706343e-01
-1.71694482e-01 1.67823797e-01 1.80628021e-01 2.43749684e-01
-2.34483706e-02 2.32196237e-01 -1.49674438e-01 -7.52642861e-01
6.00765306e-01]
[ 6.84657266e-03 -4.91939034e-02 -1.19873353e-01 -9.31203506e-02
-1.78281261e-01 -4.49998889e-02 2.65478958e-01 1.51327721e-01
2.46220958e-01 3.61656289e-01 -4.17846086e-01 -6.32529181e-01
6.08805641e-01]
[ -7.88363625e-02 -2.83341032e-01 6.35519354e-02 -3.43891889e-01
-1.48019542e-01 1.18825021e-01 3.37155292e-01 1.22071230e-01
-6.61584312e-02 1.60765918e-01 -5.07507616e-01 -6.74491032e-01
7.26400018e-01]
[ 1.23584231e-01 -8.71406260e-02 1.80916970e-02 -1.37501599e-01
-7.65361649e-02 -1.63268543e-02 2.04823500e-01 3.20210440e-01
3.72160163e-01 2.37462244e-01 -4.87234320e-01 -5.28746254e-01
3.87420831e-01]
[ -9.09544382e-03 -1.26233110e-01 1.83487230e-02 3.25052100e-02
-8.11120150e-02 -2.83355853e-01 8.02128420e-03 2.73570697e-01
-3.66370964e-02 5.37821674e-02 -2.13480653e-01 -5.51063649e-01
1.98852553e-01]
[ 7.72167831e-02 1.27452840e-01 -4.08410970e-03 8.15537881e-02
-7.96047647e-02 -5.91334724e-02 -2.18417235e-01 -2.16719543e-01
-3.00658340e-01 -1.89862092e-01 -1.52421071e-01 3.23021983e-01
-1.64119920e-01]
[ 3.76163781e-02 -6.80217052e-02 1.33871366e-01 2.02491805e-01
2.66416707e-01 9.01789439e-03 -4.27193127e-01 -4.03512874e-01
-1.42269952e-01 -5.59121278e-01 2.01569595e-01 1.05162840e+00
-4.63939522e-01]
[ 3.56074118e-02 8.04031408e-02 -2.10657619e-01 3.74105979e-02
3.01437301e-02 -3.22163414e-04 -1.53185188e-01 -3.22315269e-01
-2.85974426e-01 -1.70041669e-01 -5.22407731e-02 -3.14567878e-02
-1.69141196e-01]
[ -5.42737556e-02 -2.15840761e-01 6.66359726e-02 1.00375124e-01
-1.32609740e-01 -1.33616183e-01 4.57779010e-02 3.40543769e-03
8.84034450e-02 -3.55281203e-01 -2.91739330e-01 -2.40735415e-01
3.05569479e-02]
[ 1.71476970e-02 -2.77592259e-01 6.58321327e-02 -2.26736629e-01
-1.96268531e-01 -2.30819826e-01 -2.36791791e-01 9.92910565e-02
1.55692891e-02 1.73364729e-01 -1.72524261e-01 4.72673133e-03
-1.24768320e-02]
[ 1.74166275e-01 5.37898614e-02 -1.02937213e-01 -1.93142427e-01
-5.45861983e-02 -1.01092013e-01 -1.81528426e-01 5.51765823e-02
-1.89668510e-01 -2.11874081e-01 -1.64405920e-01 1.15630540e-01
-1.08355356e-01]
[ -1.70788186e-01 -1.87260632e-01 -1.05519424e-01 -1.82010644e-01
-5.50452397e-02 2.73423570e-02 -1.70047145e-01 -1.42083647e-01
-1.27915418e-01 4.09048362e-02 -2.08483672e-01 -2.68873970e-02
-2.16059894e-01]
[ -3.22812738e-02 -2.16803072e-01 -1.54330718e-01 -1.85203120e-01
-5.50183878e-02 4.49931461e-02 -2.30594120e-02 2.17772278e-02
-2.12349815e-01 -2.29391149e-01 -4.32230194e-02 -1.46461112e-01
-5.25376363e-02]
[ 1.16894120e-01 7.24878608e-02 -3.87032503e-03 -1.45433701e-01
-3.28618439e-01 8.87677699e-03 -1.32255417e-01 -2.24869038e-01
-3.06296244e-01 8.84395094e-02 -1.09933097e-01 -9.71146662e-02
-3.71923519e-02]
[ -6.35104079e-02 -8.00587623e-03 -2.83309678e-01 -1.12028696e-03
6.73074740e-02 1.56277134e-01 -2.29466510e-01 -1.66284290e-01
-5.70361433e-02 -5.20481726e-02 1.49346062e-01 4.22160898e-01
-3.44734397e-02]
[ 1.02950755e-01 3.60728459e-01 -2.09176814e-01 6.20113583e-01
1.21013264e-01 -1.53601142e-03 -2.54093175e-01 -4.05056710e-01
-2.67600874e-01 -4.32573143e-01 6.61698942e-01 1.01578588e+00
-6.22886284e-01]
[ -3.31285632e-02 1.86170984e-01 4.21346027e-02 1.51229351e-01
-2.09531961e-03 -6.97842356e-02 -2.68160078e-01 -3.70410710e-01
-2.71848133e-01 -2.86408665e-01 3.93805484e-01 9.94719341e-01
-5.24488974e-01]
[ -5.16184277e-02 -1.13921761e-01 -1.62922523e-01 2.88288681e-01
-1.60214023e-01 2.33880561e-01 -1.10821692e-01 -2.76893552e-01
-2.67119624e-01 -5.09824497e-01 1.87504141e-01 4.34358818e-01
-3.10707940e-01]
[ 7.88856461e-02 -3.82293100e-01 -5.16323511e-02 -4.11058945e-02
-1.11034788e-01 2.00441487e-01 8.74514791e-02 1.72097428e-01
-1.54073769e-01 -3.96033976e-02 -8.27667095e-02 2.65631928e-01
-1.46553910e-01]
[ 2.03741535e-01 -2.91805720e-01 -1.22388352e-01 -9.14578489e-02
-2.07480515e-01 1.22304829e-01 2.52388906e-02 -1.52839453e-01
-3.71143585e-02 -1.17185688e-01 -1.35629275e-01 -2.09008568e-01
-7.01912398e-02]
[ -1.34914065e-01 -8.12656880e-02 3.88574752e-02 -2.53408295e-01
-5.74720299e-02 -1.40931729e-01 5.51562333e-02 -1.46885296e-02
-6.85072616e-02 -1.14774278e-02 -3.03068589e-01 -4.21550581e-01
-2.02324446e-02]
[ -1.39979475e-01 -1.34269568e-01 -6.87711305e-02 -2.40496278e-01
-3.43739967e-01 -2.87793300e-01 1.34870946e-01 9.61919630e-02
1.11821468e-02 7.65235725e-02 -1.92488508e-01 -6.32877248e-01
-3.57801748e-02]
[ -1.65946626e-01 -2.31467827e-01 -2.94326577e-01 -3.26519586e-01
-2.73761076e-01 -2.08448044e-01 -2.94419216e-01 1.72322433e-01
-8.07689377e-03 -2.72119721e-01 -3.05339075e-01 -3.20280858e-01
-1.77207654e-01]
[ -1.07955344e-01 1.17464402e-01 2.50173224e-02 -1.83085213e-02
-2.15894728e-01 -1.68624259e-01 -8.80023383e-02 1.50526564e-02
-8.74461057e-02 -1.78884126e-01 -1.73696718e-01 -2.27360700e-01
-7.07284812e-02]
[ -3.49500279e-01 -1.24211362e-01 -2.71715349e-01 1.17161405e-01
-2.04140846e-01 -2.25939457e-01 -6.88257931e-02 -1.66526545e-01
4.58682656e-02 -7.89413705e-02 5.66563257e-02 -2.70956195e-01
-3.10063174e-02]
[ -1.27164534e-01 -3.22301964e-02 -2.58489786e-01 1.97241523e-02
-2.14630411e-01 -2.76826563e-01 -3.85048244e-01 -7.91470446e-02
-2.25879753e-03 -2.77572915e-01 -2.48661814e-01 -3.02709544e-01
-7.59005160e-02]
[ -2.14880300e-01 -5.39360430e-01 -3.30558660e-01 -3.67176911e-01
-3.34309777e-01 -2.25993074e-01 1.08100427e-02 -2.96035718e-01
1.11521516e-01 -2.40172768e-01 -2.00352383e-01 -1.07449725e-01
-6.41494680e-02]
[ -2.12448720e-01 -2.97149128e-01 -3.12662080e-01 -1.42377511e-01
-9.62749297e-02 -1.46620183e-01 -9.57943521e-02 -9.84504514e-03
-1.97947727e-01 -5.03261296e-01 -2.35564542e-01 -1.13219792e-01
3.45797164e-02]
[ -1.22860984e-01 2.97826035e-02 -2.40674539e-01 -3.76757600e-01
-2.25913436e-01 -2.58620251e-01 -5.96404687e-02 -2.91492313e-01
4.06074201e-02 -2.34268116e-02 -3.04740518e-01 -7.31809438e-02
-2.39852688e-01]]
Progress: 8.4% ... Training loss: 0.283 ... Validation loss: 0.498[[-0.00719938]
[ 0.33892751]
[-0.13728641]
[ 0.7893351 ]
[ 0.31418552]
[ 0.02924423]
[-0.87413146]
[-1.02026998]
[-0.7385724 ]
[-1.02949269]
[ 1.05018562]
[ 2.61663215]
[-1.62122532]]
[[ -5.33714587e-01 -5.26747122e-01 -5.76328352e-01 -2.13734076e-01
-3.26962693e-01 -5.86387657e-01 -4.53067396e-01 -4.03916922e-01
-6.00306767e-01 -4.94247356e-01 -6.07058529e-02 3.86940225e-01
-2.73552065e-01]
[ 6.02639370e-03 -1.39110154e-01 5.19866288e-02 -2.44501512e-02
-4.37982265e-02 5.91826873e-02 -1.15948650e-01 2.45607608e-01
-1.17854174e-01 -1.55214208e-01 -4.42917662e-02 -3.88621303e-02
1.16514503e-01]
[ -1.94838383e-01 1.36372825e-01 -1.26839906e-02 1.28543872e-01
1.15232121e-01 -1.12487647e-01 1.29466079e-01 -3.49330016e-02
2.32375742e-01 -3.52481088e-02 2.82773512e-01 7.46899190e-01
4.22413592e-01]
[ 1.77106322e-01 -2.67914798e-01 -2.71633813e-01 -5.14976411e-02
-3.23435379e-01 -2.76468718e-03 3.10850337e-02 -3.08052985e-01
1.67094216e-01 -2.97944061e-01 -2.22387272e-01 -3.64936396e-01
-8.52447368e-02]
[ 1.05076025e-01 5.36539755e-02 9.51093383e-02 1.10764221e-01
3.58160622e-03 7.28344072e-02 -8.12816277e-02 6.73034267e-02
-1.30901048e-02 1.44313374e-01 1.90570796e-01 -2.49266430e-02
4.19737469e-02]
[ -4.84093592e-01 -5.64039423e-01 -6.09110236e-01 -5.18703368e-01
-5.64570172e-01 -5.61383359e-01 -3.23761907e-01 -2.20790252e-01
-4.42204120e-01 -3.04562821e-01 -3.74702120e-01 -5.21155652e-01
-3.11356159e-01]
[ -4.14915519e-01 -5.67897241e-01 -3.21114745e-01 -3.33988318e-01
-3.98909770e-01 -5.57438006e-01 -4.37703085e-01 -4.62549994e-01
-2.96207394e-01 -2.02248160e-01 -4.16491249e-01 -1.96889224e-01
-1.91724486e-01]
[ -3.16074018e-01 -3.65509435e-01 -4.54791948e-01 -2.62957726e-01
-3.20134349e-01 -4.11319962e-01 -1.74280604e-01 -1.00709333e-01
-2.18759403e-01 -3.51521656e-01 -2.17092292e-01 -4.13973614e-01
-1.15873664e-01]
[ -4.73226436e-01 -3.50426773e-01 -3.75453900e-01 -1.41301964e-01
-3.36150707e-01 -2.13346523e-01 -1.51039058e-01 -4.25006370e-01
-3.08564240e-01 -4.48678258e-01 -1.32841159e-01 -8.19745255e-02
-2.04600347e-01]
[ -9.46971211e-01 -9.19700664e-01 -9.70566477e-01 -7.57746176e-01
-1.00206819e+00 -9.74824427e-01 -6.66071226e-01 -6.48621847e-01
-7.66367692e-01 -5.67586651e-01 -7.15728451e-01 -4.36533188e-01
-3.50378351e-01]
[ -5.02249286e-01 -2.65976933e-01 -4.60736949e-01 -3.06629907e-01
-3.54087288e-01 -3.54291103e-01 -5.23743029e-01 -5.41837688e-01
-6.12474832e-01 -1.16380197e-01 -4.05520436e-01 -5.37377572e-01
-3.69806118e-01]
[ -1.17416436e-01 3.52413901e-02 -3.34938702e-01 -3.50265835e-01
-9.35061926e-02 -7.08897781e-02 -1.51912546e-01 -2.58373464e-01
-1.44714106e-01 1.38389235e-01 -3.03157526e-01 -4.09796919e-01
-2.19648863e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60923297e-01 -9.73127353e-02 1.60091798e-01 -2.18639366e-01
-1.16525410e-01 1.14320762e-01 -1.52991393e-01 -3.07296956e-02
-1.05418584e-01 2.46523039e-02 -8.72018754e-02 -1.96861268e-01
2.66452575e-02]
[ -8.15660120e-02 -2.56198707e-01 -1.78410377e-01 -2.72742845e-01
-4.76232115e-01 -8.39856705e-02 -3.39331874e-02 2.29981615e-03
-4.92356380e-02 1.35286956e-02 -1.53381198e-01 -1.85473929e-01
-2.28669580e-01]
[ -7.45897087e-02 1.65751047e-03 -2.43236513e-01 -2.38179821e-01
1.38709678e-01 -1.62601530e-01 -1.63373884e-01 4.42795437e-02
3.33071654e-03 -1.27545751e-02 -1.75325562e-01 3.38764454e-03
4.84883729e-02]
[ 2.92105555e-02 -1.51211547e-01 -1.54045848e-01 -2.46860856e-02
-1.12367604e-01 -1.06326056e-01 5.54098347e-02 -1.88146807e-01
-5.60768712e-02 -6.91855130e-02 2.54997928e-02 -9.46981177e-02
1.84161478e-02]
[ -2.82973404e-01 -1.45912582e-01 -6.83004765e-02 -9.97133653e-02
-3.07177030e-01 -2.71778322e-01 -3.42997418e-01 8.30842513e-02
-2.80579870e-01 -1.84408338e-01 1.70163628e-01 2.89752004e-02
3.51615028e-01]
[ -2.14505085e-01 -1.31523434e-01 -7.70864938e-02 -7.50687219e-02
-8.34056808e-02 -1.14259462e-01 -3.33384621e-02 7.91845015e-02
-9.60024738e-02 4.59544846e-02 2.76916990e-02 -1.71500123e-01
6.22685593e-02]
[ -1.52246760e-01 -6.47895850e-02 -2.21680099e-01 -3.48660081e-01
-1.48207739e-01 -1.98774326e-01 -2.20124134e-01 -5.79777315e-02
2.08112018e-01 -1.55841216e-01 -3.06479185e-01 -2.99757989e-01
-7.88029880e-02]
[ -3.65581843e-01 -7.82791718e-02 -1.41865164e-01 -1.91588384e-01
-5.86340985e-02 -3.09854482e-01 8.42085116e-02 -2.46789662e-02
-9.31087782e-02 1.27303437e-01 -2.34057120e-02 -1.05875020e-01
-1.06905381e-01]
[ -1.68986997e-01 -1.55239076e-01 -4.47828606e-02 -1.32247414e-01
-1.34827289e-01 -2.92675731e-01 -8.17140150e-02 -9.65101581e-02
-2.78476164e-01 5.43817942e-02 2.06527896e-01 1.04388709e-01
-2.30577490e-01]
[ -1.38075187e-01 -1.78348434e-01 -1.11109926e-01 -2.75736826e-01
8.99791498e-02 -1.74791060e-02 -2.15183631e-01 -1.37283408e-01
9.02593448e-02 -9.76491507e-02 -1.71120912e-01 -1.48587017e-01
-3.08584392e-01]
[ -4.44186875e-02 -3.28704473e-02 -1.46966252e-01 -3.68523302e-02
-2.27628468e-01 6.34119282e-02 -8.51761752e-02 -3.87372552e-02
-2.32094147e-01 -6.99074165e-02 -6.41267588e-02 -2.96538687e-01
-1.55866812e-01]
[ -7.35259004e-02 3.65845153e-02 -1.30626581e-01 -2.84248798e-01
1.28842056e-01 2.10485369e-02 -2.43091131e-01 -1.94819197e-01
1.00555364e-01 -8.92805302e-02 -2.39579950e-01 -1.46364327e-01
-2.88910914e-01]
[ 8.41656958e-02 -3.15660877e-01 -7.93878893e-02 -4.21772897e-01
-2.23784436e-01 -8.76354978e-02 6.37516510e-02 1.05323092e-01
4.08448007e-03 2.93336425e-01 -4.74410713e-01 -5.59631892e-01
3.55840290e-01]
[ -2.17257775e-01 -2.57969942e-01 -1.24663312e-01 -2.86880136e-01
-3.08135021e-01 -9.17190469e-02 2.08728495e-01 5.46570782e-02
3.10027431e-01 5.73966022e-02 -3.65833891e-01 -7.82888581e-01
5.77587555e-01]
[ -8.24558408e-03 -1.94143423e-01 2.67421079e-02 -2.73244529e-01
-1.71867671e-01 1.67810315e-01 1.81427402e-01 2.44524656e-01
-2.29064378e-02 2.33298628e-01 -1.50752536e-01 -7.56110312e-01
6.03062833e-01]
[ 6.85444812e-03 -4.95829889e-02 -1.19777465e-01 -9.43092800e-02
-1.78626338e-01 -4.50242690e-02 2.67152520e-01 1.52989765e-01
2.47500714e-01 3.63585500e-01 -4.19472087e-01 -6.37925144e-01
6.13104305e-01]
[ -7.88323634e-02 -2.83513164e-01 6.36314196e-02 -3.44443162e-01
-1.48251617e-01 1.18806118e-01 3.37959779e-01 1.23045303e-01
-6.56515071e-02 1.61657707e-01 -5.08179040e-01 -6.76614156e-01
7.28537477e-01]
[ 1.23590087e-01 -8.73580411e-02 1.81857560e-02 -1.38240137e-01
-7.67555681e-02 -1.63476897e-02 2.05768230e-01 3.21608410e-01
3.73057807e-01 2.38568536e-01 -4.88114964e-01 -5.31747593e-01
3.90169478e-01]
[ -9.09128889e-03 -1.26405503e-01 1.84194650e-02 3.19150853e-02
-8.12864715e-02 -2.83369043e-01 8.67387258e-03 2.74386196e-01
-3.61507972e-02 5.46544053e-02 -2.14057366e-01 -5.52451100e-01
2.00336275e-01]
[ 7.72201223e-02 1.27089579e-01 -4.04915113e-03 8.10678297e-02
-7.98102967e-02 -5.91442938e-02 -2.17851850e-01 -2.16668233e-01
-2.99690772e-01 -1.89333245e-01 -1.53215818e-01 3.21033004e-01
-1.62953590e-01]
[ 3.75857838e-02 -6.72232425e-02 1.33377735e-01 2.07605203e-01
2.67629463e-01 9.13054330e-03 -4.30476444e-01 -4.08696901e-01
-1.45826710e-01 -5.63103732e-01 2.09278210e-01 1.07910474e+00
-4.74710082e-01]
[ 3.56074884e-02 8.02517211e-02 -2.10626011e-01 3.72130407e-02
3.00319616e-02 -3.21210460e-04 -1.52985099e-01 -3.21777444e-01
-2.85670703e-01 -1.69666276e-01 -5.27443298e-02 -3.31401908e-02
-1.68218800e-01]
[ -5.42809331e-02 -2.15502354e-01 6.64735118e-02 1.01358308e-01
-1.32328210e-01 -1.33580692e-01 4.48501805e-02 1.78285090e-03
8.75340705e-02 -3.56365043e-01 -2.90769584e-01 -2.38453194e-01
2.83843722e-02]
[ 1.71467117e-02 -2.77560323e-01 6.58442468e-02 -2.26917728e-01
-1.96256404e-01 -2.30813720e-01 -2.36340739e-01 9.94105189e-02
1.58072598e-02 1.73578299e-01 -1.73158460e-01 2.10470758e-03
-1.13628541e-02]
[ 1.74175228e-01 5.32346062e-02 -1.02754656e-01 -1.94596546e-01
-5.50758326e-02 -1.01122961e-01 -1.79741428e-01 5.71476360e-02
-1.88294194e-01 -2.10547390e-01 -1.66634672e-01 1.07971170e-01
-1.04214151e-01]
[ -1.70790728e-01 -1.87093155e-01 -1.05587242e-01 -1.81884793e-01
-5.49023603e-02 2.73643779e-02 -1.70211757e-01 -1.42717336e-01
-1.28269790e-01 4.04098175e-02 -2.08446597e-01 -2.49173411e-02
-2.15899743e-01]
[ -3.22963545e-02 -2.15906795e-01 -1.54698550e-01 -1.82556142e-01
-5.40622360e-02 4.50541715e-02 -2.59243009e-02 1.74036142e-02
-2.14285158e-01 -2.33229088e-01 -3.83051298e-02 -1.31706331e-01
-6.07269962e-02]
[ 1.16895854e-01 7.21822480e-02 -3.80079043e-03 -1.46226943e-01
-3.28917772e-01 8.86239206e-03 -1.31767168e-01 -2.24426120e-01
-3.05682061e-01 8.93504608e-02 -1.11134009e-01 -1.00909622e-01
-3.52498024e-02]
[ -6.35076580e-02 -8.36467859e-03 -2.83227762e-01 -1.75608209e-03
6.69891354e-02 1.56260111e-01 -2.28715584e-01 -1.65264001e-01
-5.63102338e-02 -5.10445466e-02 1.48179503e-01 4.20259023e-01
-3.26321592e-02]
[ 1.02961443e-01 3.59961552e-01 -2.08999961e-01 6.18411015e-01
1.20405458e-01 -1.58795537e-03 -2.52552945e-01 -4.03439831e-01
-2.66373360e-01 -4.30911733e-01 6.59463222e-01 1.00948192e+00
-6.20714594e-01]
[ -3.31229324e-02 1.85426783e-01 4.23271366e-02 1.49982688e-01
-2.64121905e-03 -6.97996907e-02 -2.66805091e-01 -3.68508115e-01
-2.70535831e-01 -2.84424755e-01 3.91471911e-01 9.92489600e-01
-5.20794875e-01]
[ -5.16160992e-02 -1.14082553e-01 -1.62869905e-01 2.87807913e-01
-1.60342515e-01 2.33868842e-01 -1.10319046e-01 -2.76459386e-01
-2.66683321e-01 -5.09282097e-01 1.86804278e-01 4.32282275e-01
-3.09531538e-01]
[ 7.88897699e-02 -3.82494279e-01 -5.15048059e-02 -4.17751839e-02
-1.11262822e-01 2.00419285e-01 8.82575875e-02 1.73076449e-01
-1.53487729e-01 -3.85089195e-02 -8.37412887e-02 2.63118298e-01
-1.44867199e-01]
[ 2.03732019e-01 -2.91414110e-01 -1.22476092e-01 -9.02035925e-02
-2.07160763e-01 1.22337262e-01 2.32648893e-02 -1.54604654e-01
-3.90032484e-02 -1.18355857e-01 -1.33888888e-01 -2.02205812e-01
-7.43487398e-02]
[ -1.34914167e-01 -8.12624453e-02 3.88560944e-02 -2.53393015e-01
-5.74680713e-02 -1.40931426e-01 5.51282018e-02 -1.47071508e-02
-6.85276629e-02 -1.14952513e-02 -3.03038513e-01 -4.21448978e-01
-2.02914396e-02]
[ -1.39978526e-01 -1.34337301e-01 -6.87503955e-02 -2.40747496e-01
-3.43780199e-01 -2.87797187e-01 1.35182470e-01 9.63463939e-02
1.13960355e-02 7.66803097e-02 -1.92882473e-01 -6.33953572e-01
-3.50711463e-02]
[ -1.65965365e-01 -2.30368715e-01 -2.94791209e-01 -3.24037056e-01
-2.72632761e-01 -2.08348160e-01 -2.97212318e-01 1.67294906e-01
-1.07163703e-02 -2.76785182e-01 -3.00944447e-01 -3.08297426e-01
-1.83966100e-01]
[ -1.07964098e-01 1.17315902e-01 2.49917390e-02 -1.72602928e-02
-2.15837472e-01 -1.68598359e-01 -8.81235982e-02 1.49770818e-02
-8.77267116e-02 -1.78111584e-01 -1.72919150e-01 -2.22560002e-01
-7.20997649e-02]
[ -3.49498531e-01 -1.24518559e-01 -2.71603895e-01 1.16710934e-01
-2.04338341e-01 -2.25952785e-01 -6.83799770e-02 -1.65087785e-01
4.59257035e-02 -7.73160326e-02 5.59372173e-02 -2.71783192e-01
-2.95014874e-02]
[ -1.27173190e-01 -3.19720711e-02 -2.58735102e-01 2.16817093e-02
-2.14159137e-01 -2.76780360e-01 -3.86088489e-01 -8.21126763e-02
-3.02842137e-03 -2.79372635e-01 -2.45687222e-01 -2.92765826e-01
-7.95854056e-02]
[ -2.14886699e-01 -5.39717027e-01 -3.30393629e-01 -3.67612519e-01
-3.34676190e-01 -2.25990493e-01 1.21503325e-02 -2.94285477e-01
1.12106340e-01 -2.37922918e-01 -2.01659286e-01 -1.08306587e-01
-5.92491818e-02]
[ -2.12438253e-01 -2.97710311e-01 -3.12519108e-01 -1.43956763e-01
-9.68963028e-02 -1.46658340e-01 -9.32894755e-02 -7.49397536e-03
-1.96214192e-01 -5.01390408e-01 -2.37628583e-01 -1.19276233e-01
3.98116797e-02]
[ -1.22828748e-01 2.74536858e-02 -2.40095143e-01 -3.81964868e-01
-2.27779422e-01 -2.58751352e-01 -5.44426526e-02 -2.86693100e-01
4.59493442e-02 -1.74678697e-02 -3.12401027e-01 -9.23026286e-02
-2.28368200e-01]]
Progress: 8.5% ... Training loss: 0.285 ... Validation loss: 0.499[[-0.00700333]
[ 0.3501741 ]
[-0.12920078]
[ 0.80354218]
[ 0.32333197]
[ 0.02692301]
[-0.86300881]
[-1.01042235]
[-0.72339847]
[-1.01631731]
[ 1.07840464]
[ 2.68451599]
[-1.59012611]]
[[ -5.33710293e-01 -5.24680775e-01 -5.76973127e-01 -2.07631497e-01
-3.25124151e-01 -5.86403575e-01 -4.56118914e-01 -4.09219388e-01
-6.03348702e-01 -4.98942037e-01 -4.85080938e-02 4.02147592e-01
-2.90132444e-01]
[ 6.02874917e-03 -1.39201810e-01 5.20431379e-02 -2.48039007e-02
-4.39125318e-02 5.91677129e-02 -1.15559257e-01 2.46267113e-01
-1.17719866e-01 -1.54765784e-01 -4.47659788e-02 -4.02208254e-02
1.17395041e-01]
[ -1.94997807e-01 1.46053536e-01 -1.56633301e-02 1.54681365e-01
1.23431096e-01 -1.11875047e-01 1.06605087e-01 -6.65068444e-02
2.12178100e-01 -6.56077947e-02 3.23691654e-01 8.22337125e-01
3.64032834e-01]
[ 1.77150749e-01 -2.71312856e-01 -2.70652452e-01 -6.22941042e-02
-3.26227380e-01 -2.94544216e-03 3.98641058e-02 -2.99646365e-01
1.73876763e-01 -2.86780646e-01 -2.38922030e-01 -3.92775525e-01
-5.71986519e-02]
[ 1.05079243e-01 5.17946834e-02 9.49572326e-02 1.08912021e-01
1.83333829e-03 7.27716875e-02 -8.06652652e-02 7.29577161e-02
-1.18244884e-02 1.43970944e-01 1.89812857e-01 -2.16009437e-02
4.24519092e-02]
[ -4.84047974e-01 -5.65772048e-01 -6.08523781e-01 -5.23713475e-01
-5.66206157e-01 -5.61565707e-01 -3.19783218e-01 -2.13912203e-01
-4.38976052e-01 -2.98112659e-01 -3.81514420e-01 -5.33510384e-01
-3.03833297e-01]
[ -4.14948970e-01 -5.65562475e-01 -3.22046049e-01 -3.25868583e-01
-3.96589035e-01 -5.57302810e-01 -4.43440166e-01 -4.71697854e-01
-3.01570420e-01 -2.11597074e-01 -4.02621255e-01 -1.72225736e-01
-2.12531919e-01]
[ -3.16124895e-01 -3.62046095e-01 -4.55722895e-01 -2.54358655e-01
-3.17241713e-01 -4.11152076e-01 -1.83262225e-01 -1.10539349e-01
-2.27284497e-01 -3.60790810e-01 -2.03441085e-01 -3.83431515e-01
-1.37941398e-01]
[ -4.73197682e-01 -3.51321570e-01 -3.75148148e-01 -1.44443877e-01
-3.37133310e-01 -2.13468419e-01 -1.47875220e-01 -4.21880590e-01
-3.05728767e-01 -4.46298241e-01 -1.36390734e-01 -9.16269033e-02
-1.99766987e-01]
[ -9.47019135e-01 -9.14825493e-01 -9.72074456e-01 -7.43840362e-01
-9.97873177e-01 -9.74651244e-01 -6.76433485e-01 -6.62220629e-01
-7.76226528e-01 -5.82934005e-01 -6.90835523e-01 -3.86375977e-01
-3.87737252e-01]
[ -5.02239599e-01 -2.66515783e-01 -4.60460415e-01 -3.08840416e-01
-3.54559099e-01 -3.54348690e-01 -5.23632531e-01 -5.40673281e-01
-6.12779998e-01 -1.13898681e-01 -4.08693114e-01 -5.43165284e-01
-3.67351552e-01]
[ -1.17388154e-01 3.40757535e-02 -3.34677301e-01 -3.53394353e-01
-9.46346080e-02 -7.10065354e-02 -1.49236959e-01 -2.54913134e-01
-1.42374685e-01 1.41467183e-01 -3.07718449e-01 -4.20967941e-01
-2.15263472e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60899907e-01 -9.78982915e-02 1.60399589e-01 -2.20758706e-01
-1.17086418e-01 1.14218943e-01 -1.51051269e-01 -2.80828367e-02
-1.03729121e-01 2.70811119e-02 -8.94500907e-02 -1.98659485e-01
2.90567300e-02]
[ -8.15597035e-02 -2.56509400e-01 -1.78318846e-01 -2.73505416e-01
-4.76460966e-01 -8.40057097e-02 -3.33466627e-02 3.38999861e-03
-4.88656277e-02 1.45957904e-02 -1.54342340e-01 -1.87207938e-01
-2.27777375e-01]
[ -7.45687450e-02 4.91328184e-04 -2.42910445e-01 -2.41000470e-01
1.37517598e-01 -1.62680861e-01 -1.61300570e-01 4.87363698e-02
4.98839651e-03 -8.50148304e-03 -1.80186059e-01 -1.00045562e-02
5.45247868e-02]
[ 2.91985537e-02 -1.50488681e-01 -1.54257082e-01 -2.17986563e-02
-1.11594755e-01 -1.06284863e-01 5.34894285e-02 -1.90240436e-01
-5.73974876e-02 -7.14546325e-02 2.95198792e-02 -8.67124127e-02
1.28239589e-02]
[ -2.82982297e-01 -1.45099937e-01 -6.86155091e-02 -9.75219080e-02
-3.06537600e-01 -2.71737526e-01 -3.44700605e-01 7.90385615e-02
-2.82702107e-01 -1.87946984e-01 1.74785577e-01 3.55533727e-02
3.43738276e-01]
[ -2.14528668e-01 -1.30250348e-01 -7.76908288e-02 -7.08329499e-02
-8.21563974e-02 -1.14171391e-01 -3.63562587e-02 7.47518381e-02
-9.89784561e-02 4.06282435e-02 3.44698457e-02 -1.55125791e-01
5.26093486e-02]
[ -1.52265106e-01 -6.31128277e-02 -2.22048706e-01 -3.44037535e-01
-1.46646484e-01 -1.98705757e-01 -2.24794026e-01 -6.32825151e-02
2.03555530e-01 -1.58843944e-01 -3.00073230e-01 -2.88073892e-01
-9.11875034e-02]
[ -3.65601426e-01 -7.70950592e-02 -1.42162131e-01 -1.89260648e-01
-5.77862911e-02 -3.09791223e-01 8.11003041e-02 -2.73077601e-02
-9.56240265e-02 1.23775799e-01 -1.93507050e-02 -9.63034321e-02
-1.12911001e-01]
[ -1.68995046e-01 -1.54633124e-01 -4.50183954e-02 -1.30471705e-01
-1.34215161e-01 -2.92649947e-01 -8.28719232e-02 -9.86413868e-02
-2.79578441e-01 5.18512300e-02 2.10332843e-01 1.13656910e-01
-2.34619784e-01]
[ -1.38050674e-01 -1.79352923e-01 -1.10787066e-01 -2.78980474e-01
8.89032364e-02 -1.75870782e-02 -2.12419411e-01 -1.34383067e-01
9.29175633e-02 -9.53211043e-02 -1.75167358e-01 -1.60482395e-01
-3.03944255e-01]
[ -4.44118616e-02 -3.31075517e-02 -1.46891601e-01 -3.76447601e-02
-2.27833824e-01 6.33809619e-02 -8.43739073e-02 -3.78932755e-02
-2.31598419e-01 -6.91542054e-02 -6.50059164e-02 -2.97648895e-01
-1.54607718e-01]
[ -7.35274000e-02 3.67838071e-02 -1.30687814e-01 -2.83984025e-01
1.29017297e-01 2.10598292e-02 -2.43256358e-01 -1.95094644e-01
1.00452533e-01 -8.97037367e-02 -2.39111255e-01 -1.44697931e-01
-2.89108600e-01]
[ 8.41670297e-02 -3.15736642e-01 -7.93595007e-02 -4.22056213e-01
-2.23850175e-01 -8.76443094e-02 6.40890780e-02 1.05546041e-01
4.32393617e-03 2.93678907e-01 -4.74754054e-01 -5.60116380e-01
3.56465515e-01]
[ -2.17262022e-01 -2.57822791e-01 -1.24735776e-01 -2.86500201e-01
-3.08037311e-01 -9.17031401e-02 2.08151161e-01 5.37196415e-02
3.09478546e-01 5.65518121e-02 -3.65357166e-01 -7.82259967e-01
5.76112628e-01]
[ -8.24125229e-03 -1.94271788e-01 2.68077625e-02 -2.73845388e-01
-1.72023725e-01 1.67790169e-01 1.82376435e-01 2.45356815e-01
-2.22503680e-02 2.33998795e-01 -1.51597025e-01 -7.58312138e-01
6.05338759e-01]
[ 6.85635898e-03 -4.96767169e-02 -1.19749099e-01 -9.47138787e-02
-1.78706469e-01 -4.50286818e-02 2.67666021e-01 1.53721484e-01
2.47647273e-01 3.64347606e-01 -4.20101445e-01 -6.39386874e-01
6.14534506e-01]
[ -7.88311672e-02 -2.83544085e-01 6.36517237e-02 -3.44711558e-01
-1.48321033e-01 1.18802012e-01 3.38520801e-01 1.23460637e-01
-6.53084503e-02 1.62102968e-01 -5.08587985e-01 -6.78140227e-01
7.29940255e-01]
[ 1.23592192e-01 -8.74376802e-02 1.82186300e-02 -1.38500168e-01
-7.68466531e-02 -1.63572493e-02 2.06190791e-01 3.22006437e-01
3.73414167e-01 2.38849159e-01 -4.88304220e-01 -5.32924078e-01
3.90988795e-01]
[ -9.08783734e-03 -1.26419109e-01 1.84313870e-02 3.19723721e-02
-8.12309219e-02 -2.83377138e-01 8.71309465e-03 2.74403515e-01
-3.61840456e-02 5.50570362e-02 -2.13888914e-01 -5.51035799e-01
1.99757991e-01]
[ 7.72322669e-02 1.26533974e-01 -3.92425016e-03 7.94351126e-02
-8.01969604e-02 -5.91774122e-02 -2.16239596e-01 -2.15387508e-01
-2.98100590e-01 -1.87816594e-01 -1.55371783e-01 3.12546504e-01
-1.58203300e-01]
[ 3.75802139e-02 -6.67775692e-02 1.33160391e-01 2.10102346e-01
2.68304061e-01 9.14036642e-03 -4.31828407e-01 -4.10571262e-01
-1.47354264e-01 -5.64878134e-01 2.13766591e-01 1.08744815e+00
-4.81161760e-01]
[ 3.56068434e-02 8.02343193e-02 -2.10641611e-01 3.77064165e-02
3.01372711e-02 -3.18152157e-04 -1.53291298e-01 -3.22028308e-01
-2.85568383e-01 -1.69985177e-01 -5.21655384e-02 -3.08041807e-02
-1.69173054e-01]
[ -5.42880711e-02 -2.15204757e-01 6.64031370e-02 1.01748310e-01
-1.32065321e-01 -1.33552359e-01 4.40223672e-02 8.86571472e-04
8.66453147e-02 -3.56838245e-01 -2.90517920e-01 -2.37105210e-01
2.74340484e-02]
[ 1.71370292e-02 -2.77013168e-01 6.56195095e-02 -2.25688269e-01
-1.95833428e-01 -2.30785332e-01 -2.37827488e-01 9.69381016e-02
1.46531508e-02 1.70588390e-01 -1.70390770e-01 9.56968962e-03
-1.55850235e-02]
[ 1.74165997e-01 5.39421612e-02 -1.02919780e-01 -1.93623124e-01
-5.45262240e-02 -1.01100741e-01 -1.81566757e-01 5.51322650e-02
-1.89715288e-01 -2.12803275e-01 -1.64594362e-01 1.16872990e-01
-1.08413617e-01]
[ -1.70794094e-01 -1.86859922e-01 -1.05659505e-01 -1.81371995e-01
-5.45769232e-02 2.73767523e-02 -1.70936950e-01 -1.44245382e-01
-1.28952091e-01 3.90399484e-02 -2.07433341e-01 -2.22115524e-02
-2.18358150e-01]
[ -3.22850700e-02 -2.16779189e-01 -1.54420069e-01 -1.84992206e-01
-5.50404345e-02 4.49983573e-02 -2.31220898e-02 2.12797368e-02
-2.12146809e-01 -2.30102211e-01 -4.28709511e-02 -1.42375243e-01
-5.33368159e-02]
[ 1.16882263e-01 7.33665487e-02 -4.20061532e-03 -1.43940690e-01
-3.28125998e-01 8.91595020e-03 -1.34228243e-01 -2.28304902e-01
-3.07570867e-01 8.43687163e-02 -1.06397980e-01 -9.00981110e-02
-4.30658402e-02]
[ -6.35099280e-02 -8.06010702e-03 -2.83360614e-01 -9.30132882e-04
6.71531041e-02 1.56278343e-01 -2.29555112e-01 -1.66202442e-01
-5.75396284e-02 -5.21783486e-02 1.49612873e-01 4.24997406e-01
-3.55563224e-02]
[ 1.02980135e-01 3.59630214e-01 -2.08869592e-01 6.18137413e-01
1.20279190e-01 -1.66137753e-03 -2.52491803e-01 -4.02248030e-01
-2.65980820e-01 -4.29392703e-01 6.59133834e-01 1.00333250e+00
-6.23874489e-01]
[ -3.31399989e-02 1.87001031e-01 4.19057117e-02 1.54828911e-01
-1.46441862e-03 -6.97356359e-02 -2.71151491e-01 -3.72723148e-01
-2.74583450e-01 -2.88086598e-01 3.99893383e-01 1.00596676e+00
-5.33853496e-01]
[ -5.16093923e-02 -1.14365077e-01 -1.62758352e-01 2.87566960e-01
-1.60555090e-01 2.33835301e-01 -1.09713998e-01 -2.75172911e-01
-2.66077453e-01 -5.08208677e-01 1.86481639e-01 4.31789905e-01
-3.08787141e-01]
[ 7.88866276e-02 -3.82312536e-01 -5.15747765e-02 -4.12596340e-02
-1.11110934e-01 2.00427363e-01 8.75362585e-02 1.72456913e-01
-1.54193713e-01 -3.92898710e-02 -8.30133122e-02 2.66099293e-01
-1.46516104e-01]
[ 2.03733905e-01 -2.91434866e-01 -1.22440872e-01 -9.02195793e-02
-2.07210127e-01 1.22325515e-01 2.33533030e-02 -1.54021689e-01
-3.89841094e-02 -1.17872899e-01 -1.34053557e-01 -2.02034557e-01
-7.41656819e-02]
[ -1.34913434e-01 -8.12011477e-02 3.88772766e-02 -2.53379745e-01
-5.74273705e-02 -1.40933103e-01 5.49830394e-02 -1.49287699e-02
-6.88597510e-02 -1.13893187e-02 -3.02981006e-01 -4.20829009e-01
-2.06349900e-02]
[ -1.39978308e-01 -1.34349100e-01 -6.87476758e-02 -2.40784855e-01
-3.43789134e-01 -2.87797928e-01 1.35228536e-01 9.63849385e-02
1.14413948e-02 7.67195804e-02 -1.92930899e-01 -6.34050478e-01
-3.49707799e-02]
[ -1.65952501e-01 -2.30713748e-01 -2.94771127e-01 -3.24795513e-01
-2.72850998e-01 -2.08395629e-01 -2.97766724e-01 1.66817464e-01
-1.17630326e-02 -2.76987187e-01 -3.02069816e-01 -3.10735224e-01
-1.90063768e-01]
[ -1.07973213e-01 1.18181175e-01 2.47101705e-02 -1.45888726e-02
-2.15090115e-01 -1.68569176e-01 -9.01451520e-02 1.25223959e-02
-8.97278738e-02 -1.79885092e-01 -1.68532779e-01 -2.14944610e-01
-7.81641955e-02]
[ -3.49480192e-01 -1.24575511e-01 -2.71474062e-01 1.16337216e-01
-2.04244833e-01 -2.26023962e-01 -6.72089800e-02 -1.64240111e-01
4.67906055e-02 -7.58224038e-02 5.61043801e-02 -2.70817090e-01
-2.92470845e-02]
[ -1.27174996e-01 -3.18003686e-02 -2.58767186e-01 2.24599261e-02
-2.14071939e-01 -2.76778340e-01 -3.86234519e-01 -8.18770388e-02
-3.29300186e-03 -2.79401472e-01 -2.44164645e-01 -2.92996038e-01
-8.17947161e-02]
[ -2.14905063e-01 -5.38981612e-01 -3.30718503e-01 -3.64518063e-01
-3.33978571e-01 -2.25930181e-01 1.01111781e-02 -2.96102194e-01
1.09648422e-01 -2.40397766e-01 -1.96737496e-01 -9.56404846e-02
-6.45685311e-02]
[ -2.12425274e-01 -2.97988890e-01 -3.12356441e-01 -1.44255304e-01
-9.72974885e-02 -1.46731624e-01 -9.21010139e-02 -5.75170212e-03
-1.95255260e-01 -4.99514739e-01 -2.38118876e-01 -1.24723468e-01
4.14390976e-02]
[ -1.22853598e-01 2.95325428e-02 -2.40739241e-01 -3.78511459e-01
-2.26190898e-01 -2.58652097e-01 -5.96171414e-02 -2.93743884e-01
4.20712522e-02 -2.61458598e-02 -3.04623939e-01 -7.22365027e-02
-2.41078207e-01]]
Progress: 8.6% ... Training loss: 0.304 ... Validation loss: 0.478[[-0.00842646]
[ 0.34875662]
[-0.13272463]
[ 0.80859483]
[ 0.32363135]
[ 0.02533713]
[-0.87486544]
[-1.02311214]
[-0.73197001]
[-1.03056593]
[ 1.08308674]
[ 2.69569434]
[-1.61979958]]
[[ -5.33674433e-01 -5.25505299e-01 -5.76608392e-01 -2.08800706e-01
-3.25624839e-01 -5.86528327e-01 -4.46652445e-01 -3.99194366e-01
-5.96085637e-01 -4.89707462e-01 -5.20278473e-02 3.78836191e-01
-2.67227028e-01]
[ 6.02779517e-03 -1.38912090e-01 5.19765693e-02 -2.41731503e-02
-4.36612854e-02 5.91782327e-02 -1.15966328e-01 2.45660685e-01
-1.17965031e-01 -1.55307478e-01 -4.35443215e-02 -3.76921050e-02
1.16394317e-01]
[ -1.94996558e-01 1.46979192e-01 -1.57967578e-02 1.55525268e-01
1.23693572e-01 -1.11872231e-01 1.10300551e-01 -6.59502062e-02
2.16562756e-01 -6.55382378e-02 3.26299965e-01 8.10726949e-01
3.76192445e-01]
[ 1.77126980e-01 -2.70776655e-01 -2.71197943e-01 -6.15085606e-02
-3.25538266e-01 -2.82892604e-03 4.12834667e-02 -3.03915789e-01
1.73281084e-01 -2.90021567e-01 -2.38180013e-01 -3.77307056e-01
-5.40185287e-02]
[ 1.05091913e-01 5.02694018e-02 9.50854680e-02 1.06439866e-01
1.39038329e-03 7.27110993e-02 -8.14654106e-02 7.47192222e-02
-1.31687895e-02 1.44879508e-01 1.86385171e-01 -1.65751886e-02
3.51471610e-02]
[ -4.84034415e-01 -5.66834379e-01 -6.08190113e-01 -5.26061344e-01
-5.66779951e-01 -5.61628874e-01 -3.17981912e-01 -2.09818123e-01
-4.38257071e-01 -2.93400193e-01 -3.86550554e-01 -5.42983502e-01
-3.00300305e-01]
[ -4.14931312e-01 -5.66304803e-01 -3.21729474e-01 -3.27173726e-01
-3.97074561e-01 -5.57361432e-01 -4.38880307e-01 -4.65933204e-01
-2.97888837e-01 -2.06980879e-01 -4.03701276e-01 -1.83358586e-01
-1.99348906e-01]
[ -3.16123306e-01 -3.61569941e-01 -4.55786541e-01 -2.52549446e-01
-3.16881595e-01 -4.11150015e-01 -1.80958405e-01 -1.10121500e-01
-2.25412492e-01 -3.59014077e-01 -2.01856663e-01 -3.91135633e-01
-1.33436585e-01]
[ -4.73215369e-01 -3.50516914e-01 -3.75369836e-01 -1.42205769e-01
-3.36632285e-01 -2.13405696e-01 -1.48871620e-01 -4.22861628e-01
-3.06856588e-01 -4.47414647e-01 -1.34277566e-01 -8.69332593e-02
-2.00758769e-01]
[ -9.47007838e-01 -9.15286730e-01 -9.71692402e-01 -7.43811386e-01
-9.98476559e-01 -9.74706601e-01 -6.70121218e-01 -6.53965738e-01
-7.71807469e-01 -5.74217947e-01 -6.92857173e-01 -4.04819896e-01
-3.71247272e-01]
[ -5.02235776e-01 -2.66388067e-01 -4.60484228e-01 -3.07732564e-01
-3.53970177e-01 -3.54353589e-01 -5.22263063e-01 -5.39702045e-01
-6.12136887e-01 -1.12705584e-01 -4.07476311e-01 -5.42759310e-01
-3.65105595e-01]
[ -1.17388155e-01 3.38854252e-02 -3.34670632e-01 -3.54136877e-01
-9.48183260e-02 -7.10032871e-02 -1.49250109e-01 -2.54843721e-01
-1.42292107e-01 1.41547016e-01 -3.09332167e-01 -4.26546439e-01
-2.13770375e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60893288e-01 -9.81947292e-02 1.60476757e-01 -2.21816602e-01
-1.17325408e-01 1.14193433e-01 -1.50392279e-01 -2.70809237e-02
-1.03444450e-01 2.82714330e-02 -9.12543650e-02 -2.02629799e-01
3.08069316e-02]
[ -8.15432720e-02 -2.57465725e-01 -1.77976095e-01 -2.75653737e-01
-4.77175665e-01 -8.40707027e-02 -3.11954159e-02 7.75534117e-03
-4.75755051e-02 1.88022770e-02 -1.58546969e-01 -1.98271637e-01
-2.23851533e-01]
[ -7.45703710e-02 2.29766417e-04 -2.42803838e-01 -2.41081353e-01
1.37349874e-01 -1.62683081e-01 -1.60943715e-01 4.96642295e-02
5.34004190e-03 -6.75368464e-03 -1.80662872e-01 -9.17269494e-03
5.59520138e-02]
[ 2.91997520e-02 -1.50068541e-01 -1.54331147e-01 -2.07416845e-02
-1.11176941e-01 -1.06278619e-01 5.39027033e-02 -1.90331825e-01
-5.71757244e-02 -7.23533353e-02 3.13434587e-02 -8.62164555e-02
1.34402923e-02]
[ -2.82950537e-01 -1.46907128e-01 -6.80368514e-02 -1.02735249e-01
-3.07885650e-01 -2.71844208e-01 -3.40339949e-01 8.47719349e-02
-2.78679906e-01 -1.81166773e-01 1.67741771e-01 1.35381733e-02
3.57771119e-01]
[ -2.14549572e-01 -1.29287893e-01 -7.80247144e-02 -6.73440273e-02
-8.13043373e-02 -1.14107970e-01 -3.74180724e-02 7.36523358e-02
-1.00351668e-01 3.78369375e-02 3.96632298e-02 -1.42010538e-01
4.92147875e-02]
[ -1.52263642e-01 -6.29967100e-02 -2.22031816e-01 -3.43261879e-01
-1.46601014e-01 -1.98704274e-01 -2.24821523e-01 -6.29145070e-02
2.03349916e-01 -1.58496036e-01 -2.99407576e-01 -2.87522018e-01
-9.15108685e-02]
[ -3.65580990e-01 -7.85906027e-02 -1.41789747e-01 -1.93400705e-01
-5.90798865e-02 -3.09866006e-01 8.70155269e-02 -2.21042974e-02
-9.13324915e-02 1.29413865e-01 -2.61070319e-02 -1.17114762e-01
-1.00026046e-01]
[ -1.69017803e-01 -1.52544171e-01 -4.55363817e-02 -1.24893676e-01
-1.32395332e-01 -2.92561843e-01 -8.68150904e-02 -1.04398959e-01
-2.82099254e-01 4.66665032e-02 2.18642002e-01 1.27513420e-01
-2.43886291e-01]
[ -1.38055223e-01 -1.79130584e-01 -1.10841101e-01 -2.78622826e-01
8.89557545e-02 -1.75768336e-02 -2.12296883e-01 -1.34580016e-01
9.29310311e-02 -9.54795459e-02 -1.75067024e-01 -1.61138112e-01
-3.03158741e-01]
[ -4.44253772e-02 -3.25892779e-02 -1.47050736e-01 -3.57679464e-02
-2.27424001e-01 6.34313215e-02 -8.57849726e-02 -3.91935198e-02
-2.32921890e-01 -7.01537598e-02 -6.32144980e-02 -2.91356850e-01
-1.57036284e-01]
[ -7.35268384e-02 3.67487376e-02 -1.30678255e-01 -2.84083263e-01
1.28984661e-01 2.10571548e-02 -2.43123004e-01 -1.94953406e-01
1.00544983e-01 -8.95928086e-02 -2.39127501e-01 -1.44941614e-01
-2.88889483e-01]
[ 8.41689451e-02 -3.15859493e-01 -7.93278992e-02 -4.22426204e-01
-2.24007799e-01 -8.76514043e-02 6.46357764e-02 1.06293740e-01
4.83298873e-03 2.94087857e-01 -4.75390853e-01 -5.62897353e-01
3.58116669e-01]
[ -2.17257881e-01 -2.57989072e-01 -1.24661829e-01 -2.87546174e-01
-3.08316558e-01 -9.17199180e-02 2.09975396e-01 5.46093020e-02
3.10885207e-01 5.76594683e-02 -3.67267848e-01 -7.88328287e-01
5.80168327e-01]
[ -8.23474562e-03 -1.94500713e-01 2.68917864e-02 -2.74572278e-01
-1.72206737e-01 1.67769523e-01 1.83232192e-01 2.46462178e-01
-2.14934494e-02 2.35119120e-01 -1.52589057e-01 -7.60412233e-01
6.07599026e-01]
[ 6.85993218e-03 -5.00037598e-02 -1.19677641e-01 -9.57391323e-02
-1.78984233e-01 -4.50433265e-02 2.68701963e-01 1.55232491e-01
2.48454042e-01 3.65655082e-01 -4.21142946e-01 -6.43280312e-01
6.17480150e-01]
[ -7.88155712e-02 -2.84121441e-01 6.38805164e-02 -3.46946423e-01
-1.49023672e-01 1.18739560e-01 3.42514016e-01 1.26851994e-01
-6.26480675e-02 1.65367362e-01 -5.11637269e-01 -6.89805910e-01
7.39593019e-01]
[ 1.23606939e-01 -8.80249650e-02 1.84828936e-02 -1.41059185e-01
-7.75257282e-02 -1.63947389e-02 2.08769975e-01 3.25564407e-01
3.76044003e-01 2.42319376e-01 -4.91666347e-01 -5.46692384e-01
3.99831245e-01]
[ -9.08535587e-03 -1.26484387e-01 1.84692313e-02 3.15688138e-02
-8.13343453e-02 -2.83383187e-01 9.05974286e-03 2.75131987e-01
-3.58377607e-02 5.55941836e-02 -2.14434737e-01 -5.53166374e-01
2.01163019e-01]
[ 7.72206288e-02 1.27176193e-01 -4.15105843e-03 8.28735242e-02
-7.95452460e-02 -5.91292167e-02 -2.17958291e-01 -2.17637265e-01
-2.99793578e-01 -1.90103090e-01 -1.51349214e-01 3.24111223e-01
-1.64567556e-01]
[ 3.75404345e-02 -6.52647335e-02 1.32585525e-01 2.16690988e-01
2.70167677e-01 9.27194744e-03 -4.35855553e-01 -4.15281164e-01
-1.51695035e-01 -5.69178816e-01 2.22338915e-01 1.11304384e+00
-4.92771328e-01]
[ 3.56180927e-02 7.95372113e-02 -2.10458185e-01 3.58191834e-02
2.95606453e-02 -3.52815130e-04 -1.51701270e-01 -3.20257525e-01
-2.84313772e-01 -1.67809989e-01 -5.52556676e-02 -3.97863022e-02
-1.64090050e-01]
[ -5.42838553e-02 -2.15553236e-01 6.65083643e-02 1.00889397e-01
-1.32375431e-01 -1.33567727e-01 4.48561878e-02 1.94848340e-03
8.73946142e-02 -3.56049889e-01 -2.91494478e-01 -2.40465977e-01
2.94533857e-02]
[ 1.71357542e-02 -2.76965349e-01 6.56028569e-02 -2.25562733e-01
-1.95789680e-01 -2.30780764e-01 -2.37953662e-01 9.67889820e-02
1.45139339e-02 1.70419854e-01 -1.70237713e-01 9.90699986e-03
-1.58596624e-02]
[ 1.74148762e-01 5.49328371e-02 -1.03223583e-01 -1.91258968e-01
-5.36600242e-02 -1.01052130e-01 -1.83898371e-01 5.13796347e-02
-1.91650877e-01 -2.16369512e-01 -1.60285662e-01 1.29111948e-01
-1.15298824e-01]
[ -1.70799485e-01 -1.87235859e-01 -1.05596510e-01 -1.82337919e-01
-5.49070859e-02 2.73871369e-02 -1.70060019e-01 -1.42999957e-01
-1.28125780e-01 4.02441716e-02 -2.09469535e-01 -2.36188089e-02
-2.14784726e-01]
[ -3.22867984e-02 -2.16460341e-01 -1.54468688e-01 -1.84852343e-01
-5.48713761e-02 4.50075049e-02 -2.36369982e-02 2.08029061e-02
-2.12576596e-01 -2.30540662e-01 -4.25073365e-02 -1.41944035e-01
-5.33467087e-02]
[ 1.16891650e-01 7.27043487e-02 -3.98255018e-03 -1.45639645e-01
-3.28563238e-01 8.88076640e-03 -1.33127646e-01 -2.26637785e-01
-3.06602101e-01 8.65810478e-02 -1.08867567e-01 -9.66306607e-02
-3.92847999e-02]
[ -6.35035951e-02 -8.39153804e-03 -2.83284980e-01 -1.83874728e-03
6.68142471e-02 1.56253674e-01 -2.28649572e-01 -1.65020143e-01
-5.66391684e-02 -5.10504216e-02 1.48029060e-01 4.21123839e-01
-3.32179217e-02]
[ 1.02981520e-01 3.60332562e-01 -2.08974129e-01 6.20290796e-01
1.20995182e-01 -1.65987041e-03 -2.54054160e-01 -4.04016496e-01
-2.66852359e-01 -4.30502770e-01 6.61929582e-01 1.00599285e+00
-6.27721240e-01]
[ -3.31377622e-02 1.87253838e-01 4.19015025e-02 1.56146393e-01
-1.11252150e-03 -6.97446907e-02 -2.71592355e-01 -3.71758124e-01
-2.75214805e-01 -2.87700575e-01 4.01178306e-01 1.00483370e+00
-5.36568925e-01]
[ -5.16140096e-02 -1.14022079e-01 -1.62865383e-01 2.88664373e-01
-1.60290330e-01 2.33854587e-01 -1.10542084e-01 -2.76135632e-01
-2.66570114e-01 -5.08995642e-01 1.87970990e-01 4.34592080e-01
-3.10496802e-01]
[ 7.88907254e-02 -3.82430138e-01 -5.15066844e-02 -4.16031962e-02
-1.11218321e-01 2.00415138e-01 8.79609131e-02 1.72921196e-01
-1.53876703e-01 -3.86080015e-02 -8.33716151e-02 2.64819585e-01
-1.45782897e-01]
[ 2.03733411e-01 -2.91450138e-01 -1.22440345e-01 -9.02364016e-02
-2.07221589e-01 1.22326421e-01 2.33316861e-02 -1.53988623e-01
-3.90461038e-02 -1.17830459e-01 -1.34066091e-01 -2.01937918e-01
-7.42324236e-02]
[ -1.34903275e-01 -8.18258537e-02 3.91099941e-02 -2.54893188e-01
-5.80081306e-02 -1.40970250e-01 5.69952347e-02 -1.22173295e-02
-6.74048940e-02 -8.77378185e-03 -3.05729781e-01 -4.29082140e-01
-1.60760025e-02]
[ -1.39979054e-01 -1.34435747e-01 -6.87348560e-02 -2.41056422e-01
-3.43838908e-01 -2.87795658e-01 1.35543136e-01 9.67170265e-02
1.15948249e-02 7.69159425e-02 -1.93525611e-01 -6.36164413e-01
-3.41600061e-02]
[ -1.65946718e-01 -2.30978644e-01 -2.94680680e-01 -3.25702669e-01
-2.72991986e-01 -2.08419200e-01 -2.96386714e-01 1.69294622e-01
-1.08998474e-02 -2.75513425e-01 -3.03830540e-01 -3.18284221e-01
-1.86837915e-01]
[ -1.07961179e-01 1.17313311e-01 2.50189657e-02 -1.64625592e-02
-2.15690453e-01 -1.68598366e-01 -8.77699451e-02 1.59365359e-02
-8.75739113e-02 -1.76377546e-01 -1.71201765e-01 -2.23540434e-01
-7.08236881e-02]
[ -3.49498111e-01 -1.22961608e-01 -2.71773643e-01 1.22625265e-01
-2.02666032e-01 -2.25969259e-01 -7.09991661e-02 -1.67167581e-01
4.35713391e-02 -7.88978417e-02 6.37455739e-02 -2.54496270e-01
-3.91161479e-02]
[ -1.27194779e-01 -3.11495076e-02 -2.58965891e-01 2.41743826e-02
-2.13663763e-01 -2.76713779e-01 -3.86528258e-01 -8.20063381e-02
-4.18433537e-03 -2.79290803e-01 -2.42745726e-01 -2.89613206e-01
-8.00684858e-02]
[ -2.14891269e-01 -5.39602456e-01 -3.30494271e-01 -3.66742606e-01
-3.34835721e-01 -2.25985443e-01 1.43359893e-02 -2.92620720e-01
1.13120788e-01 -2.36408601e-01 -2.00462120e-01 -1.11199885e-01
-5.46794690e-02]
[ -2.12428740e-01 -2.97954838e-01 -3.12351881e-01 -1.44143078e-01
-9.71954262e-02 -1.46729201e-01 -9.15331766e-02 -5.35515380e-03
-1.95020012e-01 -4.98907035e-01 -2.38270573e-01 -1.23703024e-01
4.35359745e-02]
[ -1.22828923e-01 2.84634820e-02 -2.40504081e-01 -3.81226502e-01
-2.26879639e-01 -2.58722769e-01 -5.64124970e-02 -2.91160896e-01
4.46018386e-02 -2.27702795e-02 -3.07796586e-01 -8.48728199e-02
-2.35258638e-01]]
Progress: 8.6% ... Training loss: 0.288 ... Validation loss: 0.474[[-0.02145768]
[ 0.33078102]
[-0.14836421]
[ 0.78308038]
[ 0.3055329 ]
[ 0.01202731]
[-0.89288933]
[-1.04997173]
[-0.75070872]
[-1.0584879 ]
[ 1.05072588]
[ 2.64794933]
[-1.6665032 ]]
[[ -5.33630279e-01 -5.28335072e-01 -5.75595812e-01 -2.17334716e-01
-3.28511052e-01 -5.86662267e-01 -4.37860551e-01 -3.85059143e-01
-5.89091581e-01 -4.76486481e-01 -6.50502199e-02 3.46954760e-01
-2.38210319e-01]
[ 6.02776526e-03 -1.38919984e-01 5.19721075e-02 -2.40435789e-02
-4.36215969e-02 5.91803107e-02 -1.15983765e-01 2.45438903e-01
-1.17929606e-01 -1.55188801e-01 -4.31203041e-02 -3.62939959e-02
1.15978331e-01]
[ -1.94980316e-01 1.44118398e-01 -1.48601424e-02 1.46475062e-01
1.20639101e-01 -1.11943496e-01 1.18156429e-01 -5.40235810e-02
2.24034629e-01 -5.47888993e-02 3.10788200e-01 7.76875580e-01
4.04090642e-01]
[ 1.77102422e-01 -2.67389798e-01 -2.72494549e-01 -5.10316648e-02
-3.21732214e-01 -2.72050745e-03 3.26236669e-02 -3.20177369e-01
1.66262580e-01 -3.05919675e-01 -2.18375430e-01 -3.29025954e-01
-8.34787881e-02]
[ 1.05164252e-01 4.59742000e-02 9.63730165e-02 9.65251742e-02
-2.14855494e-03 7.24851019e-02 -7.30610012e-02 8.76821106e-02
-5.20614628e-03 1.58812787e-01 1.71877239e-01 -4.73193521e-02
5.38972274e-02]
[ -4.84021569e-01 -5.67722434e-01 -6.07888371e-01 -5.28237088e-01
-5.67683044e-01 -5.61680053e-01 -3.16418340e-01 -2.04941120e-01
-4.37410993e-01 -2.89965888e-01 -3.90196979e-01 -5.51147915e-01
-2.94565822e-01]
[ -4.14867802e-01 -5.69457218e-01 -3.20558340e-01 -3.36502906e-01
-3.99988729e-01 -5.57533277e-01 -4.30830327e-01 -4.54682271e-01
-2.90541551e-01 -1.94090549e-01 -4.16997156e-01 -2.19409179e-01
-1.74608602e-01]
[ -3.16128845e-01 -3.62223825e-01 -4.55533800e-01 -2.55017831e-01
-3.17743180e-01 -4.11152376e-01 -1.78630941e-01 -1.04845530e-01
-2.23641772e-01 -3.55363405e-01 -2.07139845e-01 -4.02123924e-01
-1.24020321e-01]
[ -4.73200958e-01 -3.50810714e-01 -3.75353028e-01 -1.42963019e-01
-3.36716821e-01 -2.13443348e-01 -1.47924320e-01 -4.24143599e-01
-3.05723219e-01 -4.46936291e-01 -1.34830184e-01 -8.50196217e-02
-2.00433090e-01]
[ -9.46956694e-01 -9.18682961e-01 -9.70407495e-01 -7.54283397e-01
-1.00211502e+00 -9.74864835e-01 -6.59826868e-01 -6.37303510e-01
-7.63036783e-01 -5.58589448e-01 -7.10877324e-01 -4.50035782e-01
-3.39529737e-01]
[ -5.02206390e-01 -2.67641012e-01 -4.60113917e-01 -3.11402389e-01
-3.54858292e-01 -3.54431939e-01 -5.20597019e-01 -5.36419065e-01
-6.10404585e-01 -1.08320240e-01 -4.11636447e-01 -5.51849138e-01
-3.58389050e-01]
[ -1.17383457e-01 3.35464485e-02 -3.34583427e-01 -3.54725598e-01
-9.50551257e-02 -7.10297387e-02 -1.48322187e-01 -2.54666993e-01
-1.41697642e-01 1.41986835e-01 -3.09929986e-01 -4.25530382e-01
-2.11987724e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60879846e-01 -9.88014846e-02 1.60752465e-01 -2.23529230e-01
-1.17979632e-01 1.14144490e-01 -1.49074546e-01 -2.35441360e-02
-1.02467631e-01 3.07868503e-02 -9.41828328e-02 -2.11825591e-01
3.41948522e-02]
[ -8.15611474e-02 -2.57038093e-01 -1.78105075e-01 -2.74346397e-01
-4.76751425e-01 -8.40311485e-02 -3.22879027e-02 6.82688042e-03
-4.88825205e-02 1.78574022e-02 -1.56833379e-01 -1.91319932e-01
-2.25252305e-01]
[ -7.45487914e-02 -5.99008803e-04 -2.42616624e-01 -2.43209750e-01
1.36558037e-01 -1.62730687e-01 -1.59054909e-01 5.23372331e-02
7.09459051e-03 -4.19268151e-03 -1.83473501e-01 -1.75574752e-02
6.12864532e-02]
[ 2.92255336e-02 -1.51278013e-01 -1.53878975e-01 -2.35836588e-02
-1.12241161e-01 -1.06345410e-01 5.65864754e-02 -1.86517192e-01
-5.49773376e-02 -6.71924487e-02 2.70857494e-02 -9.63908048e-02
2.08053442e-02]
[ -2.82932122e-01 -1.48044302e-01 -6.76005741e-02 -1.06516362e-01
-3.08872090e-01 -2.71897452e-01 -3.37754199e-01 8.87153928e-02
-2.76149685e-01 -1.76896169e-01 1.62030027e-01 -1.66411330e-03
3.67268115e-01]
[ -2.14541587e-01 -1.29734509e-01 -7.78530058e-02 -6.92510155e-02
-8.18698378e-02 -1.14135868e-01 -3.57443616e-02 7.61786740e-02
-9.87044551e-02 3.98851427e-02 3.72392722e-02 -1.50318835e-01
5.47648576e-02]
[ -1.52255252e-01 -6.36363477e-02 -2.21817387e-01 -3.45257471e-01
-1.47302188e-01 -1.98737074e-01 -2.22672511e-01 -5.95554479e-02
2.05113756e-01 -1.56117868e-01 -3.02824022e-01 -2.94489394e-01
-8.55194460e-02]
[ -3.65588254e-01 -7.88859814e-02 -1.41689233e-01 -1.94281568e-01
-5.93786345e-02 -3.09855366e-01 8.75613396e-02 -2.03244605e-02
-9.11504178e-02 1.30673495e-01 -2.82696916e-02 -1.20959284e-01
-9.69917633e-02]
[ -1.69013639e-01 -1.52492967e-01 -4.55248708e-02 -1.24720723e-01
-1.32333569e-01 -2.92568956e-01 -8.60602493e-02 -1.04593697e-01
-2.81453719e-01 4.74498456e-02 2.19187089e-01 1.28454416e-01
-2.42361054e-01]
[ -1.38055899e-01 -1.79165782e-01 -1.10829944e-01 -2.78709476e-01
8.89410046e-02 -1.75759093e-02 -2.12420160e-01 -1.34615356e-01
9.29211922e-02 -9.52738350e-02 -1.75182072e-01 -1.60271415e-01
-3.03316715e-01]
[ -4.44194635e-02 -3.27918187e-02 -1.47068195e-01 -3.62813052e-02
-2.27549256e-01 6.34154892e-02 -8.57097544e-02 -3.95312576e-02
-2.32566402e-01 -7.03441341e-02 -6.40216019e-02 -2.91615275e-01
-1.57405265e-01]
[ -7.35214665e-02 3.66832974e-02 -1.30650085e-01 -2.84446551e-01
1.28937427e-01 2.10432279e-02 -2.42693580e-01 -1.94968309e-01
1.00905168e-01 -8.91868633e-02 -2.39530518e-01 -1.44654843e-01
-2.88430447e-01]
[ 8.41646831e-02 -3.15715063e-01 -7.93651858e-02 -4.22157170e-01
-2.23896035e-01 -8.76432386e-02 6.38134667e-02 1.05720064e-01
4.18451730e-03 2.93366409e-01 -4.75027585e-01 -5.61464629e-01
3.56609469e-01]
[ -2.17250209e-01 -2.58417478e-01 -1.24503824e-01 -2.89155505e-01
-3.08775809e-01 -9.17443422e-02 2.11941793e-01 5.70363840e-02
3.12509578e-01 5.97078220e-02 -3.69875787e-01 -7.96659293e-01
5.85723844e-01]
[ -8.23179895e-03 -1.94585117e-01 2.69303166e-02 -2.74800643e-01
-1.72303664e-01 1.67760826e-01 1.83713804e-01 2.47041959e-01
-2.11595435e-02 2.35779548e-01 -1.52993256e-01 -7.61653022e-01
6.08925537e-01]
[ 6.86819362e-03 -5.05144234e-02 -1.19541754e-01 -9.69664842e-02
-1.79371963e-01 -4.50684398e-02 2.69931425e-01 1.56891903e-01
2.49550339e-01 3.67462633e-01 -4.22752668e-01 -6.47144184e-01
6.20458918e-01]
[ -7.88088305e-02 -2.84511876e-01 6.40203216e-02 -3.48276643e-01
-1.49426636e-01 1.18714662e-01 3.44662179e-01 1.28597053e-01
-6.14199394e-02 1.67199104e-01 -5.14016012e-01 -6.98328401e-01
7.44609041e-01]
[ 1.23620965e-01 -8.84421013e-02 1.86407205e-02 -1.42486237e-01
-7.79262343e-02 -1.64254454e-02 2.10603771e-01 3.27853131e-01
3.77700552e-01 2.44463558e-01 -4.93028386e-01 -5.51375645e-01
4.04557147e-01]
[ -9.09194173e-03 -1.26232001e-01 1.83857810e-02 3.23909963e-02
-8.10919528e-02 -2.83367644e-01 8.05989664e-03 2.74129717e-01
-3.66133455e-02 5.46257383e-02 -2.13429390e-01 -5.51045436e-01
1.99117232e-01]
[ 7.72299767e-02 1.26920423e-01 -4.08285349e-03 8.25496254e-02
-7.97907668e-02 -5.91397191e-02 -2.17469436e-01 -2.17173241e-01
-2.99177347e-01 -1.88615881e-01 -1.51783549e-01 3.23564011e-01
-1.63514835e-01]
[ 3.75321803e-02 -6.50775273e-02 1.32590657e-01 2.17126905e-01
2.70233100e-01 9.28362770e-03 -4.36263932e-01 -4.15017147e-01
-1.52250903e-01 -5.69425354e-01 2.22449616e-01 1.11247717e+00
-4.92770706e-01]
[ 3.56145291e-02 7.96519819e-02 -2.10494621e-01 3.61810824e-02
2.96529384e-02 -3.43567012e-04 -1.52245271e-01 -3.20746680e-01
-2.84666751e-01 -1.68319887e-01 -5.47239683e-02 -3.83355021e-02
-1.65211808e-01]
[ -5.42979736e-02 -2.14973351e-01 6.63277863e-02 1.02174918e-01
-1.31944471e-01 -1.33535798e-01 4.29359215e-02 3.87205327e-04
8.60414809e-02 -3.58020267e-01 -2.89898376e-01 -2.34627470e-01
2.59091723e-02]
[ 1.71455473e-02 -2.77699383e-01 6.59294985e-02 -2.28366102e-01
-1.96648146e-01 -2.30806603e-01 -2.35651814e-01 1.00731890e-01
1.66402374e-02 1.73732785e-01 -1.75053003e-01 -1.12523075e-03
-8.01997335e-03]
[ 1.74146594e-01 5.50343504e-02 -1.03254824e-01 -1.91400082e-01
-5.35618768e-02 -1.01040226e-01 -1.84108533e-01 5.11239170e-02
-1.91793951e-01 -2.16599765e-01 -1.60660621e-01 1.28678120e-01
-1.14549938e-01]
[ -1.70792858e-01 -1.87817764e-01 -1.05391371e-01 -1.84404878e-01
-5.55217397e-02 2.73606274e-02 -1.69080778e-01 -1.41381311e-01
-1.27185172e-01 4.23305780e-02 -2.12467258e-01 -3.04031589e-02
-2.10707946e-01]
[ -3.22851348e-02 -2.16322607e-01 -1.54550985e-01 -1.84011834e-01
-5.46771477e-02 4.50043429e-02 -2.40095030e-02 1.89788376e-02
-2.12425318e-01 -2.31444716e-01 -4.00373045e-02 -1.35653848e-01
-5.59168818e-02]
[ 1.16906523e-01 7.19492792e-02 -3.67927178e-03 -1.47719163e-01
-3.29261676e-01 8.84069230e-03 -1.30785122e-01 -2.23930884e-01
-3.05008384e-01 9.01165741e-02 -1.12577652e-01 -1.06799325e-01
-3.30813512e-02]
[ -6.35027607e-02 -8.57215136e-03 -2.83252862e-01 -2.24209524e-03
6.66226224e-02 1.56248729e-01 -2.28465372e-01 -1.64181388e-01
-5.64996987e-02 -5.03492942e-02 1.47162795e-01 4.19998652e-01
-3.20715255e-02]
[ 1.02998877e-01 3.59571464e-01 -2.08781989e-01 6.18372345e-01
1.20503291e-01 -1.71748133e-03 -2.52652080e-01 -4.02148445e-01
-2.65596875e-01 -4.28631189e-01 6.59277242e-01 1.00069372e+00
-6.25307338e-01]
[ -3.31411762e-02 1.87178218e-01 4.19286243e-02 1.55931581e-01
-1.20162597e-03 -6.97388528e-02 -2.71859219e-01 -3.71558020e-01
-2.75432691e-01 -2.87679404e-01 4.00883678e-01 1.00560704e+00
-5.36092002e-01]
[ -5.16031714e-02 -1.14739677e-01 -1.62668224e-01 2.87611045e-01
-1.60770276e-01 2.33817698e-01 -1.09734633e-01 -2.74474171e-01
-2.65650196e-01 -5.07264236e-01 1.86703161e-01 4.31460389e-01
-3.08701945e-01]
[ 7.88917670e-02 -3.82547384e-01 -5.14858376e-02 -4.19673586e-02
-1.11374362e-01 2.00415568e-01 8.81497342e-02 1.73585787e-01
-1.53660695e-01 -3.82506639e-02 -8.40472043e-02 2.64612512e-01
-1.44492186e-01]
[ 2.03737090e-01 -2.91528489e-01 -1.22407120e-01 -9.04627494e-02
-2.07351953e-01 1.22315817e-01 2.36904753e-02 -1.53275217e-01
-3.88698401e-02 -1.17299481e-01 -1.34475994e-01 -2.03028764e-01
-7.34231193e-02]
[ -1.34901511e-01 -8.18968836e-02 3.91316617e-02 -2.55047684e-01
-5.80712260e-02 -1.40975063e-01 5.72658850e-02 -1.18549644e-02
-6.72065067e-02 -8.47363615e-03 -3.05967284e-01 -4.29891199e-01
-1.54565316e-02]
[ -1.39968924e-01 -1.34782446e-01 -6.86038713e-02 -2.42229920e-01
-3.44070974e-01 -2.87818643e-01 1.36991894e-01 9.85398428e-02
1.24663548e-02 7.84925445e-02 -1.95281772e-01 -6.39523207e-01
-3.12305772e-02]
[ -1.65937476e-01 -2.31114884e-01 -2.94567969e-01 -3.26645152e-01
-2.73114802e-01 -2.08437908e-01 -2.96199237e-01 1.70350807e-01
-1.03562609e-02 -2.74431487e-01 -3.04728397e-01 -3.21094970e-01
-1.85988515e-01]
[ -1.07951048e-01 1.16926599e-01 2.51469712e-02 -1.75440943e-02
-2.15963604e-01 -1.68616947e-01 -8.64298931e-02 1.76697460e-02
-8.59045805e-02 -1.74182312e-01 -1.72574441e-01 -2.27802236e-01
-6.67659270e-02]
[ -3.49481203e-01 -1.24392039e-01 -2.71278982e-01 1.18122735e-01
-2.04002088e-01 -2.26032113e-01 -6.73499662e-02 -1.62195096e-01
4.69276244e-02 -7.35030711e-02 5.72663392e-02 -2.69984421e-01
-2.90330212e-02]
[ -1.27168623e-01 -3.31328106e-02 -2.58406133e-01 1.85894665e-02
-2.15396984e-01 -2.76804902e-01 -3.82471907e-01 -7.56901954e-02
-7.31110011e-04 -2.72762680e-01 -2.51063982e-01 -3.08697834e-01
-6.63926629e-02]
[ -2.14894287e-01 -5.40066800e-01 -3.30285331e-01 -3.67053243e-01
-3.35219979e-01 -2.25978578e-01 1.53726353e-02 -2.90446006e-01
1.13831938e-01 -2.33760083e-01 -2.02182173e-01 -1.16016773e-01
-4.99730585e-02]
[ -2.12402392e-01 -2.99132229e-01 -3.11937224e-01 -1.47751123e-01
-9.86159527e-02 -1.46808103e-01 -8.71393224e-02 1.12743683e-03
-1.91694505e-01 -4.94017183e-01 -2.44799226e-01 -1.39231527e-01
5.54593737e-02]
[ -1.22829464e-01 2.90537507e-02 -2.40680390e-01 -3.79926912e-01
-2.26372992e-01 -2.58722500e-01 -5.81877611e-02 -2.93774287e-01
4.26402074e-02 -2.50550525e-02 -3.05257960e-01 -7.61717559e-02
-2.40337829e-01]]
Progress: 8.7% ... Training loss: 0.288 ... Validation loss: 0.505[[-0.01655746]
[ 0.33470536]
[-0.14449216]
[ 0.78424563]
[ 0.3088371 ]
[ 0.01831972]
[-0.88450084]
[-1.03859999]
[-0.74441872]
[-1.04683307]
[ 1.05239378]
[ 2.64635735]
[-1.66295588]]
[[ -5.33582951e-01 -5.29225484e-01 -5.75185728e-01 -2.20085456e-01
-3.29384275e-01 -5.86679329e-01 -4.35134058e-01 -3.82568793e-01
-5.85843278e-01 -4.73907866e-01 -6.84662591e-02 3.40220719e-01
-2.30343400e-01]
[ 6.08474959e-03 -1.39931004e-01 5.24039590e-02 -2.77609077e-02
-4.46218834e-02 5.91531792e-02 -1.13498983e-01 2.48679868e-01
-1.15817071e-01 -1.52961294e-01 -4.86218985e-02 -4.76570722e-02
1.23466875e-01]
[ -1.94826133e-01 1.41225900e-01 -1.34943994e-02 1.38081644e-01
1.18017983e-01 -1.12028974e-01 1.27042421e-01 -4.07919721e-02
2.31053534e-01 -4.26405162e-02 2.98959604e-01 7.53688437e-01
4.28510002e-01]
[ 1.77227514e-01 -2.68701398e-01 -2.72000630e-01 -5.64929883e-02
-3.23227084e-01 -2.77481491e-03 3.56040849e-02 -3.14499340e-01
1.69471400e-01 -3.01749521e-01 -2.26722083e-01 -3.51660725e-01
-7.31905011e-02]
[ 1.05146993e-01 4.61821638e-02 9.64160979e-02 9.63063866e-02
-1.74758683e-03 7.24797342e-02 -7.33312935e-02 8.40618251e-02
-4.64879526e-03 1.56128280e-01 1.73103564e-01 -4.86535458e-02
5.23881706e-02]
[ -4.84108970e-01 -5.66766166e-01 -6.08424845e-01 -5.25580666e-01
-5.66865116e-01 -5.61629754e-01 -3.20702314e-01 -2.11697161e-01
-4.40332859e-01 -2.96400907e-01 -3.86199911e-01 -5.44516345e-01
-3.04072302e-01]
[ -4.14840523e-01 -5.70087264e-01 -3.20249339e-01 -3.38882999e-01
-4.00430680e-01 -5.57543698e-01 -4.29224465e-01 -4.52955666e-01
-2.88768711e-01 -1.91879318e-01 -4.19751551e-01 -2.29607224e-01
-1.68911725e-01]
[ -3.16094213e-01 -3.62651197e-01 -4.55331799e-01 -2.56724389e-01
-3.18308740e-01 -4.11168530e-01 -1.77543211e-01 -1.03775507e-01
-2.22583215e-01 -3.55088615e-01 -2.09464714e-01 -4.05347685e-01
-1.21462373e-01]
[ -4.73266798e-01 -3.49561151e-01 -3.75841793e-01 -1.40082567e-01
-3.35644992e-01 -2.13406975e-01 -1.51538654e-01 -4.27594575e-01
-3.08887643e-01 -4.50937423e-01 -1.30883123e-01 -7.31010259e-02
-2.07742002e-01]
[ -9.47041567e-01 -9.17287087e-01 -9.70919403e-01 -7.50632461e-01
-1.00079471e+00 -9.74815046e-01 -6.64925445e-01 -6.45019612e-01
-7.66801785e-01 -5.65174351e-01 -7.05366290e-01 -4.38374956e-01
-3.51078171e-01]
[ -5.02239549e-01 -2.67607442e-01 -4.60205993e-01 -3.12502534e-01
-3.55056752e-01 -3.54410887e-01 -5.21126542e-01 -5.36891593e-01
-6.10677811e-01 -1.10305810e-01 -4.13105908e-01 -5.54319721e-01
-3.57112180e-01]
[ -1.17356753e-01 3.32654173e-02 -3.34493679e-01 -3.55826168e-01
-9.52947384e-02 -7.10404824e-02 -1.47898803e-01 -2.53888752e-01
-1.40914306e-01 1.42607179e-01 -3.11106694e-01 -4.29592267e-01
-2.10276727e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60908810e-01 -9.85003325e-02 1.60587865e-01 -2.22497991e-01
-1.17697741e-01 1.14163266e-01 -1.50419037e-01 -2.51437297e-02
-1.03179648e-01 2.92399920e-02 -9.29380467e-02 -2.08903957e-01
3.12568436e-02]
[ -8.16159514e-02 -2.56549756e-01 -1.78391316e-01 -2.72871515e-01
-4.76359077e-01 -8.40045812e-02 -3.49446793e-02 2.94660328e-03
-5.08700162e-02 1.41273132e-02 -1.54546430e-01 -1.87828156e-01
-2.30538367e-01]
[ -7.45612029e-02 -3.62453472e-04 -2.42721518e-01 -2.42856775e-01
1.36768189e-01 -1.62722402e-01 -1.59614250e-01 5.08266682e-02
6.47703880e-03 -5.71403416e-03 -1.82781096e-01 -1.66868711e-02
5.91995101e-02]
[ 2.92250664e-02 -1.51339798e-01 -1.53844012e-01 -2.33793681e-02
-1.12235674e-01 -1.06344232e-01 5.65806617e-02 -1.86380455e-01
-5.48493474e-02 -6.69581298e-02 2.76255452e-02 -9.41945817e-02
2.04662757e-02]
[ -2.82921074e-01 -1.48371279e-01 -6.74818809e-02 -1.08160328e-01
-3.09152536e-01 -2.71901251e-01 -3.37539551e-01 8.95165078e-02
-2.75685973e-01 -1.76451662e-01 1.59596989e-01 -7.42558989e-03
3.69896678e-01]
[ -2.14508079e-01 -1.30263244e-01 -7.75905782e-02 -7.10079314e-02
-8.22756540e-02 -1.14150968e-01 -3.33219679e-02 7.83671287e-02
-9.66515726e-02 4.28115858e-02 3.50681124e-02 -1.60664285e-01
6.10196620e-02]
[ -1.52244179e-01 -6.41426638e-02 -2.21668407e-01 -3.46213895e-01
-1.47848067e-01 -1.98747363e-01 -2.21213435e-01 -5.75617763e-02
2.06407671e-01 -1.54347188e-01 -3.04741511e-01 -2.97185070e-01
-8.20959538e-02]
[ -3.65641125e-01 -7.75903589e-02 -1.42107162e-01 -1.90756610e-01
-5.82327637e-02 -3.09828175e-01 8.33401869e-02 -2.62041873e-02
-9.44644248e-02 1.26006675e-01 -2.24604818e-02 -1.04528298e-01
-1.07683345e-01]
[ -1.68978791e-01 -1.52904297e-01 -4.53522316e-02 -1.26863008e-01
-1.32878907e-01 -2.92581271e-01 -8.46656851e-02 -1.02154844e-01
-2.80325668e-01 4.76379057e-02 2.16290881e-01 1.20573897e-01
-2.37879760e-01]
[ -1.38053574e-01 -1.79049202e-01 -1.10886269e-01 -2.78466474e-01
8.91262805e-02 -1.75756865e-02 -2.13094068e-01 -1.35067219e-01
9.23810690e-02 -9.54106849e-02 -1.74799019e-01 -1.57156810e-01
-3.04962624e-01]
[ -4.44279311e-02 -3.26848346e-02 -1.47101915e-01 -3.59418964e-02
-2.27484158e-01 6.34200793e-02 -8.59813470e-02 -3.98762704e-02
-2.32779924e-01 -7.07129301e-02 -6.36818511e-02 -2.91125646e-01
-1.58040596e-01]
[ -7.35476104e-02 3.71216213e-02 -1.30838314e-01 -2.83667493e-01
1.29311029e-01 2.10580192e-02 -2.43655903e-01 -1.96270492e-01
9.99684405e-02 -9.07302369e-02 -2.38543707e-01 -1.42358818e-01
-2.90156263e-01]
[ 8.41477775e-02 -3.15616936e-01 -7.94331631e-02 -4.21805227e-01
-2.23806081e-01 -8.76369102e-02 6.31883031e-02 1.04929232e-01
3.37868830e-03 2.92552475e-01 -4.74644776e-01 -5.60446328e-01
3.54676208e-01]
[ -2.17287718e-01 -2.57957570e-01 -1.24726938e-01 -2.87912627e-01
-3.08389759e-01 -9.17251610e-02 2.09558568e-01 5.42361917e-02
3.10409913e-01 5.67978733e-02 -3.67940801e-01 -7.92468282e-01
5.80024896e-01]
[ -8.24617788e-03 -1.94423091e-01 2.68307211e-02 -2.74411883e-01
-1.72172184e-01 1.67768646e-01 1.83385654e-01 2.46239971e-01
-2.15537687e-02 2.34897227e-01 -1.52479917e-01 -7.61627747e-01
6.08065206e-01]
[ 6.88314482e-03 -5.07448083e-02 -1.19441228e-01 -9.78159898e-02
-1.79611853e-01 -4.50757182e-02 2.70831583e-01 1.57790712e-01
2.50396643e-01 3.68749607e-01 -4.23804762e-01 -6.50257166e-01
6.22829279e-01]
[ -7.88112538e-02 -2.84489889e-01 6.39751854e-02 -3.48252168e-01
-1.49415397e-01 1.18717535e-01 3.44611562e-01 1.28309500e-01
-6.12975734e-02 1.66933050e-01 -5.14099276e-01 -6.99276956e-01
7.44668743e-01]
[ 1.23623319e-01 -8.84385148e-02 1.86461005e-02 -1.42747942e-01
-7.79643816e-02 -1.64252165e-02 2.10988692e-01 3.28298734e-01
3.78062847e-01 2.44572922e-01 -4.93375564e-01 -5.53445807e-01
4.06077222e-01]
[ -9.07570057e-03 -1.26439718e-01 1.84989676e-02 3.14795165e-02
-8.13380651e-02 -2.83373304e-01 8.98539588e-03 2.75911077e-01
-3.58052915e-02 5.59227312e-02 -2.14660194e-01 -5.55437390e-01
2.02560057e-01]
[ 7.72536125e-02 1.26631900e-01 -3.95041456e-03 8.17547416e-02
-7.99949671e-02 -5.91486892e-02 -2.16460358e-01 -2.15981784e-01
-2.98276118e-01 -1.87081947e-01 -1.52948586e-01 3.19841515e-01
-1.61264594e-01]
[ 3.76221388e-02 -6.63033989e-02 1.33104171e-01 2.12882497e-01
2.68972227e-01 9.24275241e-03 -4.33318172e-01 -4.11575187e-01
-1.49253859e-01 -5.66527653e-01 2.16687475e-01 1.09809042e+00
-4.85028899e-01]
[ 3.55884917e-02 7.99081544e-02 -2.10585779e-01 3.69640821e-02
2.98172334e-02 -3.30049719e-04 -1.52993934e-01 -3.21730490e-01
-2.85099207e-01 -1.69361002e-01 -5.39426983e-02 -3.76102331e-02
-1.66449923e-01]
[ -5.43269986e-02 -2.14684030e-01 6.61990805e-02 1.02563953e-01
-1.31725301e-01 -1.33518940e-01 4.14401292e-02 -5.36693665e-04
8.48298154e-02 -3.59004692e-01 -2.89712014e-01 -2.33194119e-01
2.48355949e-02]
[ 1.70791892e-02 -2.76673359e-01 6.54534228e-02 -2.25853033e-01
-1.95711850e-01 -2.30772712e-01 -2.38568935e-01 9.69568522e-02
1.40627439e-02 1.69204649e-01 -1.71229963e-01 9.81271475e-03
-1.47112890e-02]
[ 1.74137901e-01 5.50401866e-02 -1.03287846e-01 -1.91303328e-01
-5.35440777e-02 -1.01038075e-01 -1.84509704e-01 4.98388924e-02
-1.91860159e-01 -2.17224125e-01 -1.60077171e-01 1.31992056e-01
-1.15961018e-01]
[ -1.70811156e-01 -1.87526917e-01 -1.05502839e-01 -1.83885335e-01
-5.52237626e-02 2.73705865e-02 -1.69735281e-01 -1.42854145e-01
-1.27864554e-01 4.07998469e-02 -2.11497340e-01 -2.75298410e-02
-2.12774368e-01]
[ -3.22775646e-02 -2.16572148e-01 -1.54441962e-01 -1.84809518e-01
-5.49091936e-02 4.49987420e-02 -2.32704156e-02 2.02200554e-02
-2.11836573e-01 -2.30294040e-01 -4.14371080e-02 -1.39376022e-01
-5.37782879e-02]
[ 1.16916060e-01 7.16838414e-02 -3.56863536e-03 -1.48366607e-01
-3.29481628e-01 8.83391519e-03 -1.30159000e-01 -2.23128273e-01
-3.04514140e-01 9.11023392e-02 -1.13538485e-01 -1.09363997e-01
-3.15252885e-02]
[ -6.35022074e-02 -8.38684925e-03 -2.83330759e-01 -1.94641723e-03
6.68213386e-02 1.56251383e-01 -2.28764839e-01 -1.64747431e-01
-5.67951329e-02 -5.08185872e-02 1.47775959e-01 4.21602428e-01
-3.31562510e-02]
[ 1.02957363e-01 3.60496212e-01 -2.09058380e-01 6.21343419e-01
1.21304008e-01 -1.69661343e-03 -2.54434960e-01 -4.04582975e-01
-2.67079807e-01 -4.31168566e-01 6.63410855e-01 1.00953956e+00
-6.30370480e-01]
[ -3.31341280e-02 1.87107572e-01 4.20293493e-02 1.55549661e-01
-1.27675613e-03 -6.97427844e-02 -2.71853218e-01 -3.71157873e-01
-2.75499193e-01 -2.87241979e-01 4.00313758e-01 1.00513063e+00
-5.35005112e-01]
[ -5.15996900e-02 -1.14678350e-01 -1.62704516e-01 2.88326228e-01
-1.60573912e-01 2.33819250e-01 -1.10357089e-01 -2.75040658e-01
-2.65863895e-01 -5.07552452e-01 1.88069047e-01 4.35802711e-01
-3.11137684e-01]
[ 7.88885592e-02 -3.82438107e-01 -5.15399743e-02 -4.13986900e-02
-1.11269882e-01 2.00417398e-01 8.74176251e-02 1.72567398e-01
-1.53996700e-01 -3.90319298e-02 -8.32036216e-02 2.68277533e-01
-1.46394451e-01]
[ 2.03742580e-01 -2.91618695e-01 -1.22368157e-01 -9.06763817e-02
-2.07445553e-01 1.22312519e-01 2.39394148e-02 -1.52928524e-01
-3.86508773e-02 -1.16984386e-01 -1.34760994e-01 -2.03873154e-01
-7.28574285e-02]
[ -1.34922413e-01 -8.17341154e-02 3.90230462e-02 -2.54518186e-01
-5.79050315e-02 -1.40964301e-01 5.63509667e-02 -1.30271328e-02
-6.78945029e-02 -9.75722234e-03 -3.05192726e-01 -4.28697463e-01
-1.72860776e-02]
[ -1.39955823e-01 -1.35062960e-01 -6.85129141e-02 -2.43066591e-01
-3.44299511e-01 -2.87826627e-01 1.37957850e-01 9.94583814e-02
1.32217116e-02 7.94692491e-02 -1.96466809e-01 -6.42323407e-01
-2.92349242e-02]
[ -1.65969921e-01 -2.30389416e-01 -2.94848688e-01 -3.25433345e-01
-2.72372519e-01 -2.08413920e-01 -2.98421625e-01 1.66288540e-01
-1.25007087e-02 -2.78266601e-01 -3.02183807e-01 -3.16313905e-01
-1.92295962e-01]
[ -1.07923908e-01 1.16211478e-01 2.54898467e-02 -2.03968500e-02
-2.16785489e-01 -1.68628534e-01 -8.50784245e-02 2.01030939e-02
-8.46278127e-02 -1.72494969e-01 -1.77396320e-01 -2.35730587e-01
-6.09406524e-02]
[ -3.49438895e-01 -1.25685619e-01 -2.70858439e-01 1.14515906e-01
-2.05194142e-01 -2.26061980e-01 -6.40894104e-02 -1.58336795e-01
4.98509684e-02 -6.92947360e-02 5.18970100e-02 -2.82938685e-01
-2.06258092e-02]
[ -1.27172420e-01 -3.24850777e-02 -2.58535773e-01 2.05519580e-02
-2.14940883e-01 -2.76801031e-01 -3.83750481e-01 -7.80140445e-02
-1.15991156e-03 -2.74739706e-01 -2.47635702e-01 -3.02851208e-01
-7.02340742e-02]
[ -2.14953569e-01 -5.39459998e-01 -3.30575042e-01 -3.65085850e-01
-3.34658807e-01 -2.25944039e-01 1.23418186e-02 -2.93283065e-01
1.11506951e-01 -2.36803564e-01 -1.99018070e-01 -1.09906593e-01
-5.53770117e-02]
[ -2.12440048e-01 -2.98558907e-01 -3.12222467e-01 -1.45904649e-01
-9.80163943e-02 -1.46788300e-01 -8.86078109e-02 -1.49744152e-03
-1.92621070e-01 -4.96766446e-01 -2.42053828e-01 -1.31776395e-01
5.07987084e-02]
[ -1.22857059e-01 2.96575377e-02 -2.40972732e-01 -3.79005271e-01
-2.25835923e-01 -2.58703150e-01 -6.00042346e-02 -2.95628272e-01
4.10100039e-02 -2.72959756e-02 -3.04084259e-01 -7.43537864e-02
-2.42917405e-01]]
Progress: 8.7% ... Training loss: 0.287 ... Validation loss: 0.499[[-0.00867519]
[ 0.34467139]
[-0.13808981]
[ 0.79775952]
[ 0.32206795]
[ 0.02616653]
[-0.87518601]
[-1.02639541]
[-0.73441242]
[-1.03383082]
[ 1.07820715]
[ 2.69722385]
[-1.6416473 ]]
[[ -5.33739953e-01 -5.24632787e-01 -5.76570281e-01 -2.06411721e-01
-3.24706704e-01 -5.86515671e-01 -4.45590043e-01 -3.96688693e-01
-5.94551337e-01 -4.88318003e-01 -4.65794795e-02 3.87193410e-01
-2.62178833e-01]
[ 6.12403616e-03 -1.40783884e-01 5.26207680e-02 -3.03979690e-02
-4.52374205e-02 5.91213379e-02 -1.11011696e-01 2.50772655e-01
-1.13945963e-01 -1.51654889e-01 -5.21803481e-02 -5.80152767e-02
1.28450420e-01]
[ -1.94852071e-01 1.44192733e-01 -1.44823662e-02 1.46842959e-01
1.21358568e-01 -1.11945081e-01 1.21104921e-01 -5.15553361e-02
2.27954312e-01 -5.41394178e-02 3.17307681e-01 7.80930321e-01
4.06587237e-01]
[ 1.77142522e-01 -2.70145808e-01 -2.71760859e-01 -5.92518775e-02
-3.23791034e-01 -2.75328199e-03 3.79315363e-02 -3.13705075e-01
1.68357827e-01 -3.00788629e-01 -2.34848812e-01 -3.38998716e-01
-6.67526749e-02]
[ 1.05058723e-01 5.08448515e-02 9.48305164e-02 1.09091979e-01
1.86480600e-03 7.26031435e-02 -8.45004422e-02 6.62910993e-02
-1.27979719e-02 1.40902178e-01 1.93194352e-01 -2.16083714e-02
1.87375823e-02]
[ -4.84186489e-01 -5.65571272e-01 -6.08716410e-01 -5.23078600e-01
-5.65803162e-01 -5.61568744e-01 -3.24368667e-01 -2.17120444e-01
-4.44015959e-01 -3.01371627e-01 -3.82598373e-01 -5.33373597e-01
-3.13930145e-01]
[ -4.14858737e-01 -5.70249461e-01 -3.20204758e-01 -3.36825656e-01
-4.00146146e-01 -5.57530930e-01 -4.30935350e-01 -4.52279081e-01
-2.90279064e-01 -1.91793222e-01 -4.17801070e-01 -2.21239801e-01
-1.74200685e-01]
[ -3.16114319e-01 -3.60700137e-01 -4.55996770e-01 -2.51277842e-01
-3.16231584e-01 -4.11118216e-01 -1.81699968e-01 -1.10204953e-01
-2.25050347e-01 -3.62589044e-01 -1.98223516e-01 -3.92503546e-01
-1.35513773e-01]
[ -4.73265584e-01 -3.49605677e-01 -3.75761113e-01 -1.41282709e-01
-3.35741438e-01 -2.13405396e-01 -1.49555120e-01 -4.26335711e-01
-3.07727549e-01 -4.49579060e-01 -1.33044247e-01 -8.00875064e-02
-2.03342935e-01]
[ -9.47073839e-01 -9.15718650e-01 -9.71222213e-01 -7.45613640e-01
-9.99085378e-01 -9.74769760e-01 -6.68944503e-01 -6.48180614e-01
-7.69669122e-01 -5.70171393e-01 -6.96075965e-01 -4.26405546e-01
-3.65113174e-01]
[ -5.02329763e-01 -2.66221334e-01 -4.60758670e-01 -3.08099107e-01
-3.53303751e-01 -3.54325533e-01 -5.25305004e-01 -5.43713455e-01
-6.14848890e-01 -1.16207215e-01 -4.06906909e-01 -5.37428487e-01
-3.69042987e-01]
[ -1.17348893e-01 3.32501043e-02 -3.34469467e-01 -3.56442603e-01
-9.54298692e-02 -7.10454516e-02 -1.47251745e-01 -2.53823169e-01
-1.40376382e-01 1.42478936e-01 -3.11963923e-01 -4.33085082e-01
-2.09110053e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60898474e-01 -9.86242380e-02 1.60674311e-01 -2.23009449e-01
-1.17886585e-01 1.14151064e-01 -1.50052572e-01 -2.40499759e-02
-1.02822843e-01 2.99900983e-02 -9.38660366e-02 -2.12028025e-01
3.21656783e-02]
[ -8.16363575e-02 -2.56317230e-01 -1.78488351e-01 -2.72375697e-01
-4.76156310e-01 -8.39874642e-02 -3.57413857e-02 2.00693729e-03
-5.15752933e-02 1.28199774e-02 -1.54091247e-01 -1.88121632e-01
-2.31808792e-01]
[ -7.46134413e-02 7.42779296e-05 -2.42804440e-01 -2.41301759e-01
1.37313756e-01 -1.62683592e-01 -1.62096157e-01 4.71278950e-02
3.68011039e-03 -8.03112544e-03 -1.80519681e-01 -7.42882880e-03
5.14190187e-02]
[ 2.92167374e-02 -1.51231022e-01 -1.53834119e-01 -2.19791113e-02
-1.11916247e-01 -1.06340782e-01 5.60399914e-02 -1.86016231e-01
-5.54684454e-02 -6.61434696e-02 2.93380912e-02 -8.56744540e-02
1.81323613e-02]
[ -2.82922965e-01 -1.48500254e-01 -6.74455777e-02 -1.08195316e-01
-3.09214271e-01 -2.71897834e-01 -3.37686558e-01 9.04192433e-02
-2.75662033e-01 -1.76540219e-01 1.59058547e-01 -8.84093386e-03
3.70701775e-01]
[ -2.14549802e-01 -1.28413072e-01 -7.82353819e-02 -6.59088899e-02
-8.06557590e-02 -1.14095193e-01 -3.74801901e-02 7.12338461e-02
-9.96739090e-02 3.59621160e-02 4.29480993e-02 -1.44588781e-01
4.74478379e-02]
[ -1.52243202e-01 -6.42560837e-02 -2.21606866e-01 -3.46501184e-01
-1.47982754e-01 -1.98744884e-01 -2.20286958e-01 -5.65152415e-02
2.07125807e-01 -1.53915839e-01 -3.05116672e-01 -2.99698637e-01
-8.03749958e-02]
[ -3.65695524e-01 -7.57671852e-02 -1.42735543e-01 -1.84864358e-01
-5.62816744e-02 -3.09768028e-01 7.66346324e-02 -3.23672627e-02
-9.91986701e-02 1.19608216e-01 -1.10407087e-02 -8.47907735e-02
-1.23418393e-01]
[ -1.68883041e-01 -1.54899427e-01 -4.46126894e-02 -1.33686108e-01
-1.34589311e-01 -2.92675325e-01 -7.63491730e-02 -9.44878179e-02
-2.74049660e-01 5.44489356e-02 2.06195887e-01 9.27066353e-02
-2.20152180e-01]
[ -1.38084738e-01 -1.78351528e-01 -1.11133211e-01 -2.76895191e-01
8.98030460e-02 -1.75364694e-02 -2.14702603e-01 -1.37365541e-01
9.09614202e-02 -9.75527384e-02 -1.72518190e-01 -1.51428297e-01
-3.08660750e-01]
[ -4.44378422e-02 -3.25002238e-02 -1.47172962e-01 -3.54127037e-02
-2.27335619e-01 6.34330535e-02 -8.66277692e-02 -4.05772046e-02
-2.33214901e-01 -7.13944731e-02 -6.29811990e-02 -2.89608927e-01
-1.59364340e-01]
[ -7.35492377e-02 3.70886170e-02 -1.30832184e-01 -2.83747703e-01
1.29269846e-01 2.10565597e-02 -2.43730793e-01 -1.96327993e-01
9.98255706e-02 -9.07795612e-02 -2.38685411e-01 -1.42613704e-01
-2.90404296e-01]
[ 8.41427372e-02 -3.15627750e-01 -7.94187162e-02 -4.21822518e-01
-2.23812667e-01 -8.76315374e-02 6.30704558e-02 1.05116116e-01
3.18264298e-03 2.92643197e-01 -4.74846137e-01 -5.61849556e-01
3.54912901e-01]
[ -2.17280155e-01 -2.58136456e-01 -1.24658745e-01 -2.88898870e-01
-3.08566055e-01 -9.17355326e-02 2.10994168e-01 5.52243432e-02
3.11435891e-01 5.77838522e-02 -3.69562508e-01 -7.96571376e-01
5.83450683e-01]
[ -8.25040152e-03 -1.94268974e-01 2.67809216e-02 -2.74159583e-01
-1.72053138e-01 1.67774272e-01 1.82823094e-01 2.45638026e-01
-2.19659650e-02 2.34245664e-01 -1.51966029e-01 -7.60081538e-01
6.07070012e-01]
[ 6.87767826e-03 -5.06496133e-02 -1.19470487e-01 -9.75820582e-02
-1.79535919e-01 -4.50697939e-02 2.70546801e-01 1.57527750e-01
2.50137387e-01 3.68419324e-01 -4.23574504e-01 -6.49882645e-01
6.22246617e-01]
[ -7.88146553e-02 -2.84423113e-01 6.39415335e-02 -3.48038164e-01
-1.49340317e-01 1.18721687e-01 3.44233831e-01 1.27946400e-01
-6.15461078e-02 1.66545871e-01 -5.13835630e-01 -6.98567857e-01
7.43914000e-01]
[ 1.23643077e-01 -8.86945118e-02 1.87542617e-02 -1.43776978e-01
-7.82848358e-02 -1.64415750e-02 2.12531011e-01 3.30163364e-01
3.79265235e-01 2.46098228e-01 -4.94591320e-01 -5.57987407e-01
4.09740478e-01]
[ -9.06488291e-03 -1.26755794e-01 1.85769336e-02 3.05911110e-02
-8.15859177e-02 -2.83380485e-01 1.02771469e-02 2.77277924e-01
-3.48107083e-02 5.67149418e-02 -2.15889675e-01 -5.60215469e-01
2.05497008e-01]
[ 7.72506220e-02 1.26647844e-01 -3.95904204e-03 8.18268911e-02
-7.99604018e-02 -5.91465501e-02 -2.16689459e-01 -2.16076497e-01
-2.98475610e-01 -1.87172941e-01 -1.52851172e-01 3.20455151e-01
-1.61638674e-01]
[ 3.75852316e-02 -6.56531950e-02 1.32916075e-01 2.15874175e-01
2.69718546e-01 9.27178435e-03 -4.35773049e-01 -4.11668601e-01
-1.51290000e-01 -5.67648724e-01 2.19548983e-01 1.11010278e+00
-4.89918354e-01]
[ 3.55732968e-02 8.01455316e-02 -2.10645867e-01 3.78077374e-02
3.00255815e-02 -3.16498102e-04 -1.53664096e-01 -3.22519991e-01
-2.85524202e-01 -1.70047062e-01 -5.28845135e-02 -3.48545228e-02
-1.68130863e-01]
[ -5.43177176e-02 -2.15016174e-01 6.63151049e-02 1.01354316e-01
-1.32131279e-01 -1.33530335e-01 4.35887800e-02 8.29722948e-04
8.63836833e-02 -3.58182633e-01 -2.92055315e-01 -2.40591852e-01
2.89043983e-02]
[ 1.70693274e-02 -2.76812287e-01 6.55058778e-02 -2.26125341e-01
-1.95889223e-01 -2.30768475e-01 -2.38358137e-01 9.71585788e-02
1.43937863e-02 1.69260972e-01 -1.71920483e-01 7.71609162e-03
-1.35361636e-02]
[ 1.74083820e-01 5.57162805e-02 -1.03476082e-01 -1.90083141e-01
-5.28857636e-02 -1.00991960e-01 -1.86170220e-01 4.69298926e-02
-1.93731432e-01 -2.19194029e-01 -1.58777930e-01 1.36507765e-01
-1.19375443e-01]
[ -1.70809292e-01 -1.87335070e-01 -1.05559573e-01 -1.83648225e-01
-5.50225599e-02 2.73688932e-02 -1.69936135e-01 -1.43540085e-01
-1.28004258e-01 3.98605843e-02 -2.10699817e-01 -2.73377483e-02
-2.14221410e-01]
[ -3.22821636e-02 -2.16485137e-01 -1.54478359e-01 -1.84558240e-01
-5.48273479e-02 4.50052321e-02 -2.35615570e-02 1.98122275e-02
-2.12010693e-01 -2.30613560e-01 -4.10741786e-02 -1.38603931e-01
-5.44112835e-02]
[ 1.16931301e-01 7.12411185e-02 -3.41820159e-03 -1.49321484e-01
-3.29754514e-01 8.82028911e-03 -1.29315988e-01 -2.21774276e-01
-3.03849010e-01 9.29403854e-02 -1.14881858e-01 -1.13151674e-01
-2.92657477e-02]
[ -6.35544870e-02 -6.86559724e-03 -2.83727732e-01 2.05748366e-03
6.84189915e-02 1.56314988e-01 -2.32853906e-01 -1.71079749e-01
-6.06806638e-02 -5.64513136e-02 1.54827564e-01 4.42264682e-01
-4.63010639e-02]
[ 1.03026966e-01 3.58669432e-01 -2.08555656e-01 6.16874904e-01
1.19828189e-01 -1.76696092e-03 -2.50594357e-01 -3.99576379e-01
-2.63826483e-01 -4.26991065e-01 6.57294472e-01 9.94289203e-01
-6.22661541e-01]
[ -3.31768804e-02 1.89434289e-01 4.12937708e-02 1.62201553e-01
9.90386537e-04 -6.96857219e-02 -2.78840025e-01 -3.78955029e-01
-2.80153292e-01 -2.95054819e-01 4.12726064e-01 1.02245653e+00
-5.52694798e-01]
[ -5.15982752e-02 -1.14322532e-01 -1.62819827e-01 2.89496361e-01
-1.60276548e-01 2.33822278e-01 -1.10812327e-01 -2.76619144e-01
-2.66120904e-01 -5.08700048e-01 1.89951774e-01 4.40536811e-01
-3.14186034e-01]
[ 7.88818271e-02 -3.82345737e-01 -5.15887660e-02 -4.06372423e-02
-1.11140838e-01 2.00422371e-01 8.70231400e-02 1.71969623e-01
-1.54452697e-01 -3.96944149e-02 -8.22677954e-02 2.71951870e-01
-1.48412117e-01]
[ 2.03741740e-01 -2.91610667e-01 -1.22361068e-01 -9.05222737e-02
-2.07456244e-01 1.22313301e-01 2.34887439e-02 -1.53094219e-01
-3.89474553e-02 -1.17113119e-01 -1.34342297e-01 -2.02574256e-01
-7.36024195e-02]
[ -1.34932056e-01 -8.15835974e-02 3.89523773e-02 -2.54129670e-01
-5.77739008e-02 -1.40954955e-01 5.57773355e-02 -1.36833006e-02
-6.84114990e-02 -1.05178464e-02 -3.04608602e-01 -4.27049160e-01
-1.85982842e-02]
[ -1.39951976e-01 -1.35250649e-01 -6.84234739e-02 -2.43880759e-01
-3.44501366e-01 -2.87831420e-01 1.38894123e-01 1.00541852e-01
1.37228718e-02 8.07952539e-02 -1.97842712e-01 -6.46432404e-01
-2.67799084e-02]
[ -1.65996400e-01 -2.30310944e-01 -2.94665461e-01 -3.26132483e-01
-2.72348284e-01 -2.08397928e-01 -2.98942425e-01 1.66376374e-01
-1.34390534e-02 -2.78179090e-01 -3.03789582e-01 -3.18833191e-01
-1.93331146e-01]
[ -1.07921249e-01 1.17282672e-01 2.50855344e-02 -1.76230417e-02
-2.15777567e-01 -1.68612757e-01 -8.59220256e-02 1.65049098e-02
-8.50377662e-02 -1.76055538e-01 -1.73146836e-01 -2.30778144e-01
-6.61617704e-02]
[ -3.49429507e-01 -1.26361183e-01 -2.70673015e-01 1.12718223e-01
-2.05709673e-01 -2.26074847e-01 -6.09488866e-02 -1.54850220e-01
5.16069674e-02 -6.58036034e-02 4.82275514e-02 -2.93213504e-01
-1.37484572e-02]
[ -1.27189143e-01 -3.24963176e-02 -2.58517326e-01 2.13354727e-02
-2.14850003e-01 -2.76786786e-01 -3.84955511e-01 -7.90851253e-02
-2.15937554e-03 -2.75314333e-01 -2.46829896e-01 -2.98848965e-01
-7.26355092e-02]
[ -2.14980154e-01 -5.38316614e-01 -3.30905210e-01 -3.61557705e-01
-3.33492551e-01 -2.25916713e-01 8.40676739e-03 -2.97439183e-01
1.08878854e-01 -2.41249850e-01 -1.91419488e-01 -1.01819824e-01
-6.60463787e-02]
[ -2.12470694e-01 -2.97985774e-01 -3.12425058e-01 -1.43283944e-01
-9.72007321e-02 -1.46755837e-01 -9.07241897e-02 -3.12626739e-03
-1.94256462e-01 -4.98740802e-01 -2.38183184e-01 -1.17748610e-01
4.41444940e-02]
[ -1.22883299e-01 3.04173905e-02 -2.41254034e-01 -3.77408811e-01
-2.25098149e-01 -2.58670418e-01 -6.20743589e-02 -2.98665752e-01
3.93647647e-02 -3.13454715e-02 -3.00701447e-01 -6.72610913e-02
-2.48612576e-01]]
Progress: 8.8% ... Training loss: 0.278 ... Validation loss: 0.478[[-0.03143843]
[ 0.31460443]
[-0.1598856 ]
[ 0.76185518]
[ 0.28978276]
[ 0.00422035]
[-0.90819322]
[-1.06055048]
[-0.76594254]
[-1.07170862]
[ 1.03002455]
[ 2.62774336]
[-1.70340668]]
[[ -5.33632990e-01 -5.29124575e-01 -5.75027140e-01 -2.19655163e-01
-3.29407054e-01 -5.86803851e-01 -4.30007910e-01 -3.78424618e-01
-5.82415710e-01 -4.69134952e-01 -6.77679535e-02 3.28924513e-01
-2.24918467e-01]
[ 6.12370962e-03 -1.40781017e-01 5.26342059e-02 -3.02935753e-02
-4.52385848e-02 5.91227001e-02 -1.10919229e-01 2.51048478e-01
-1.13906537e-01 -1.51331902e-01 -5.21890682e-02 -5.80063379e-02
1.28871426e-01]
[ -1.94759735e-01 1.37741218e-01 -1.22474001e-02 1.29845169e-01
1.15289413e-01 -1.12269585e-01 1.41145675e-01 -3.02978163e-02
2.44082788e-01 -3.08420661e-02 2.90193979e-01 7.18287713e-01
4.55431659e-01]
[ 1.77169324e-01 -2.69009369e-01 -2.73016493e-01 -5.72862204e-02
-3.21754493e-01 -2.73985411e-03 3.55837308e-02 -3.25968773e-01
1.68892542e-01 -3.12079035e-01 -2.26244509e-01 -3.15126464e-01
-8.40949376e-02]
[ 1.05111491e-01 4.87086084e-02 9.60134388e-02 1.02934686e-01
5.24671711e-06 7.24699220e-02 -8.00801287e-02 7.43343012e-02
-9.88131845e-03 1.51766430e-01 1.85184859e-01 -4.53862100e-02
3.35356332e-02]
[ -4.84140044e-01 -5.67106046e-01 -6.08325756e-01 -5.26863723e-01
-5.67329863e-01 -5.61685632e-01 -3.21347211e-01 -2.12413062e-01
-4.41256517e-01 -2.97185893e-01 -3.88237875e-01 -5.48877575e-01
-3.08516891e-01]
[ -4.14818579e-01 -5.73145844e-01 -3.19090070e-01 -3.45164323e-01
-4.02898820e-01 -5.57660354e-01 -4.23892640e-01 -4.41592632e-01
-2.84142683e-01 -1.79052177e-01 -4.31870799e-01 -2.57155543e-01
-1.50350881e-01]
[ -3.16065979e-01 -3.62871795e-01 -4.55398108e-01 -2.56538859e-01
-3.18625354e-01 -4.11256279e-01 -1.73699367e-01 -1.02917188e-01
-2.19397218e-01 -3.55668452e-01 -2.07269457e-01 -4.15754083e-01
-1.21899672e-01]
[ -4.73242475e-01 -3.50618476e-01 -3.75413674e-01 -1.44732859e-01
-3.36763742e-01 -2.13492500e-01 -1.45717050e-01 -4.23173968e-01
-3.04707739e-01 -4.46085325e-01 -1.37659146e-01 -9.18720361e-02
-1.95483492e-01]
[ -9.47049581e-01 -9.17152776e-01 -9.70382011e-01 -7.50772180e-01
-1.00121688e+00 -9.74876420e-01 -6.62654881e-01 -6.37768655e-01
-7.65439146e-01 -5.60372611e-01 -7.06407020e-01 -4.53758705e-01
-3.46210003e-01]
[ -5.02265583e-01 -2.69276372e-01 -4.59863113e-01 -3.15985550e-01
-3.56084405e-01 -3.54506367e-01 -5.18009888e-01 -5.35450447e-01
-6.08242498e-01 -1.05951441e-01 -4.17635182e-01 -5.63693682e-01
-3.51913826e-01]
[ -1.17279281e-01 3.01236519e-02 -3.33753783e-01 -3.64232575e-01
-9.82131668e-02 -7.12294363e-02 -1.38933644e-01 -2.46654797e-01
-1.33643987e-01 1.49765487e-01 -3.24274668e-01 -4.65921514e-01
-1.94405781e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60907347e-01 -9.83438132e-02 1.60550867e-01 -2.22567534e-01
-1.17639697e-01 1.14177900e-01 -1.51090230e-01 -2.53081839e-02
-1.03624906e-01 2.85436437e-02 -9.34847400e-02 -2.11826071e-01
3.03165971e-02]
[ -8.16349934e-02 -2.56234488e-01 -1.78500551e-01 -2.72497734e-01
-4.76120703e-01 -8.39838944e-02 -3.59109421e-02 2.27184217e-03
-5.16536917e-02 1.26314372e-02 -1.54267867e-01 -1.90186466e-01
-2.32372354e-01]
[ -7.45562850e-02 -2.11360408e-03 -2.42145913e-01 -2.46057215e-01
1.35077322e-01 -1.62842931e-01 -1.56843830e-01 5.47215607e-02
7.98357587e-03 -1.02232594e-04 -1.88241285e-01 -2.74909286e-02
6.28555637e-02]
[ 2.92304181e-02 -1.52252810e-01 -1.53370499e-01 -2.43950711e-02
-1.12775500e-01 -1.06383090e-01 5.79349860e-02 -1.82094167e-01
-5.41055667e-02 -6.20487932e-02 2.52901111e-02 -9.48333193e-02
2.46424390e-02]
[ -2.82907184e-01 -1.49559158e-01 -6.70565977e-02 -1.11832267e-01
-3.10182457e-01 -2.71943611e-01 -3.34540132e-01 9.45771023e-02
-2.72519237e-01 -1.71742480e-01 1.53101273e-01 -2.66862598e-02
3.81955911e-01]
[ -2.14533170e-01 -1.29551689e-01 -7.78892384e-02 -6.94817393e-02
-8.18831801e-02 -1.14157576e-01 -3.45618795e-02 7.48570904e-02
-9.73403184e-02 4.02634048e-02 3.72572722e-02 -1.53601383e-01
5.54106209e-02]
[ -1.52250419e-01 -6.38557562e-02 -2.21687736e-01 -3.45278891e-01
-1.47852127e-01 -1.98732994e-01 -2.20336189e-01 -5.71454520e-02
2.06497326e-01 -1.55239747e-01 -3.03324459e-01 -2.98006019e-01
-8.28205476e-02]
[ -3.65667283e-01 -7.70495392e-02 -1.42432556e-01 -1.88033158e-01
-5.75144391e-02 -3.09843836e-01 8.07885051e-02 -2.82556369e-02
-9.58497674e-02 1.23301652e-01 -1.57470642e-02 -9.89016220e-02
-1.15249254e-01]
[ -1.68854462e-01 -1.56110700e-01 -4.42592415e-02 -1.36610640e-01
-1.35619326e-01 -2.92747766e-01 -7.28080602e-02 -9.17916005e-02
-2.71287254e-01 5.84506993e-02 2.00963038e-01 8.11637918e-02
-2.13925902e-01]
[ -1.38075992e-01 -1.78791083e-01 -1.10987667e-01 -2.78175240e-01
8.92913129e-02 -1.75722310e-02 -2.13078766e-01 -1.36085138e-01
9.25688876e-02 -9.58979989e-02 -1.74128507e-01 -1.55607502e-01
-3.05198933e-01]
[ -4.44269106e-02 -3.28678076e-02 -1.47051129e-01 -3.65617629e-02
-2.27638442e-01 6.33929276e-02 -8.52827248e-02 -3.94291034e-02
-2.32259704e-01 -7.02800738e-02 -6.43666796e-02 -2.92764049e-01
-1.57040244e-01]
[ -7.35562102e-02 3.74174647e-02 -1.30945310e-01 -2.83221174e-01
1.29529905e-01 2.10767272e-02 -2.44447435e-01 -1.97394321e-01
9.90865732e-02 -9.20664892e-02 -2.37699687e-01 -1.39831315e-01
-2.92154370e-01]
[ 8.41541847e-02 -3.16143557e-01 -7.92591442e-02 -4.23732372e-01
-2.24458307e-01 -8.76605271e-02 6.49466723e-02 1.07653229e-01
4.73436990e-03 2.95245820e-01 -4.78107255e-01 -5.73154676e-01
3.61174432e-01]
[ -2.17283938e-01 -2.58020793e-01 -1.24704103e-01 -2.88655300e-01
-3.08475471e-01 -9.17240627e-02 2.10553896e-01 5.47254892e-02
3.11044522e-01 5.72046911e-02 -3.69253076e-01 -7.96078777e-01
5.82591664e-01]
[ -8.24460975e-03 -1.94621631e-01 2.69665576e-02 -2.75240310e-01
-1.72550315e-01 1.67755421e-01 1.84118712e-01 2.47960171e-01
-2.11484496e-02 2.36747166e-01 -1.54370834e-01 -7.67558481e-01
6.11599100e-01]
[ 6.88922171e-03 -5.12256660e-02 -1.19304520e-01 -9.98831483e-02
-1.80042236e-01 -4.51000394e-02 2.72706777e-01 1.59677716e-01
2.52217246e-01 3.71113115e-01 -4.26328277e-01 -6.58274892e-01
6.28632845e-01]
[ -7.88112124e-02 -2.84618906e-01 6.40148347e-02 -3.48645115e-01
-1.49540898e-01 1.18709588e-01 3.44905618e-01 1.28986747e-01
-6.11143211e-02 1.67441844e-01 -5.14736183e-01 -7.01090081e-01
7.45794989e-01]
[ 1.23641280e-01 -8.87333950e-02 1.87340200e-02 -1.44182674e-01
-7.83270381e-02 -1.64273359e-02 2.12435685e-01 3.30220228e-01
3.79372191e-01 2.46202932e-01 -4.95193047e-01 -5.61146173e-01
4.10612468e-01]
[ -9.06509278e-03 -1.26743157e-01 1.85735947e-02 3.06361635e-02
-8.15735539e-02 -2.83379928e-01 1.02327207e-02 2.77233372e-01
-3.48451332e-02 5.66671820e-02 -2.15828557e-01 -5.60077000e-01
2.05395223e-01]
[ 7.72373310e-02 1.27212243e-01 -4.14431806e-03 8.40967089e-02
-7.94903050e-02 -5.91232696e-02 -2.18130485e-01 -2.18205828e-01
-2.99725362e-01 -1.89519939e-01 -1.49828885e-01 3.32124837e-01
-1.66814215e-01]
[ 3.76075991e-02 -6.61644249e-02 1.33120903e-01 2.14383312e-01
2.69203356e-01 9.21934876e-03 -4.34483772e-01 -4.09385779e-01
-1.49980373e-01 -5.65565334e-01 2.17517765e-01 1.10409432e+00
-4.87871953e-01]
[ 3.55860168e-02 7.96897700e-02 -2.10541292e-01 3.67717405e-02
2.96393217e-02 -3.47758264e-04 -1.52380261e-01 -3.21085230e-01
-2.84343392e-01 -1.68700812e-01 -5.43092155e-02 -3.84538907e-02
-1.65345043e-01]
[ -5.43053226e-02 -2.15554276e-01 6.64993101e-02 9.93209110e-02
-1.32723197e-01 -1.33570297e-01 4.54878125e-02 2.78447520e-03
8.81180714e-02 -3.56806904e-01 -2.94638679e-01 -2.47582690e-01
3.30640369e-02]
[ 1.70684840e-02 -2.76790567e-01 6.55019864e-02 -2.26320879e-01
-1.95848585e-01 -2.30764304e-01 -2.38134781e-01 9.71280650e-02
1.44801514e-02 1.69073285e-01 -1.72191802e-01 6.70842854e-03
-1.29439686e-02]
[ 1.74103455e-01 5.44526348e-02 -1.03087304e-01 -1.92500775e-01
-5.40820485e-02 -1.01060669e-01 -1.83273817e-01 5.07700793e-02
-1.91345550e-01 -2.16110227e-01 -1.62893942e-01 1.26669322e-01
-1.12947199e-01]
[ -1.70798265e-01 -1.88042414e-01 -1.05266759e-01 -1.85805544e-01
-5.58215996e-02 2.73200227e-02 -1.67648192e-01 -1.40721339e-01
-1.26090935e-01 4.30505483e-02 -2.14496514e-01 -3.71903201e-02
-2.08132089e-01]
[ -3.22863243e-02 -2.16318094e-01 -1.54543020e-01 -1.84291794e-01
-5.47061879e-02 4.50196209e-02 -2.38725788e-02 1.92582068e-02
-2.12243624e-01 -2.31252973e-01 -4.06011494e-02 -1.38074571e-01
-5.48614052e-02]
[ 1.16940513e-01 7.02999999e-02 -3.05467249e-03 -1.52119215e-01
-3.30546759e-01 8.78848140e-03 -1.27292012e-01 -2.18784891e-01
-3.02214594e-01 9.61638048e-02 -1.19506392e-01 -1.19998175e-01
-2.30344446e-02]
[ -6.35454504e-02 -7.36230821e-03 -2.83551215e-01 8.81800756e-04
6.78545725e-02 1.56277906e-01 -2.31484210e-01 -1.68919944e-01
-5.95868938e-02 -5.40991039e-02 1.52747880e-01 4.36986854e-01
-4.29277858e-02]
[ 1.03046730e-01 3.57838996e-01 -2.08376303e-01 6.14777530e-01
1.19037270e-01 -1.81539314e-03 -2.48831640e-01 -3.97794393e-01
-2.62328439e-01 -4.24816635e-01 6.54354238e-01 9.87795676e-01
-6.19089035e-01]
[ -3.31556469e-02 1.89006603e-01 4.13924450e-02 1.61655828e-01
6.10120774e-04 -6.97305202e-02 -2.77058007e-01 -3.78595043e-01
-2.79034871e-01 -2.93855365e-01 4.11402143e-01 1.01588111e+00
-5.52708623e-01]
[ -5.15874385e-02 -1.14764557e-01 -1.62721073e-01 2.88662428e-01
-1.60566386e-01 2.33788920e-01 -1.09727548e-01 -2.75833755e-01
-2.65256169e-01 -5.07457663e-01 1.88863466e-01 4.38887593e-01
-3.12745443e-01]
[ 7.88844443e-02 -3.82495748e-01 -5.15529993e-02 -4.09838552e-02
-1.11278971e-01 2.00413463e-01 8.73522033e-02 1.72287359e-01
-1.54213152e-01 -3.92524195e-02 -8.27537199e-02 2.71030616e-01
-1.47915452e-01]
[ 2.03739947e-01 -2.91576379e-01 -1.22333414e-01 -9.04608990e-02
-2.07468454e-01 1.22309870e-01 2.32756732e-02 -1.53171574e-01
-3.96637199e-02 -1.16861435e-01 -1.34408190e-01 -2.01675563e-01
-7.46672458e-02]
[ -1.34930725e-01 -8.17044991e-02 3.89895200e-02 -2.54473506e-01
-5.78647159e-02 -1.40957050e-01 5.60630359e-02 -1.33330606e-02
-6.81666788e-02 -1.01895790e-02 -3.05095103e-01 -4.28986493e-01
-1.74793185e-02]
[ -1.39952449e-01 -1.35217850e-01 -6.84263288e-02 -2.43826005e-01
-3.44492204e-01 -2.87829671e-01 1.38820712e-01 1.00537591e-01
1.36243872e-02 8.08458070e-02 -1.97838365e-01 -6.46762277e-01
-2.66429389e-02]
[ -1.65977921e-01 -2.31120620e-01 -2.94482813e-01 -3.28050182e-01
-2.73101984e-01 -2.08441419e-01 -2.97187716e-01 1.69000923e-01
-1.18816157e-02 -2.76071955e-01 -3.06797753e-01 -3.25575177e-01
-1.90503025e-01]
[ -1.07904251e-01 1.16179165e-01 2.55678963e-02 -2.04509253e-02
-2.16671313e-01 -1.68657880e-01 -8.33563560e-02 2.06275864e-02
-8.34161202e-02 -1.71556883e-01 -1.77611605e-01 -2.42520000e-01
-5.84441160e-02]
[ -3.49408847e-01 -1.27501664e-01 -2.70297858e-01 1.09154516e-01
-2.06816965e-01 -2.26164088e-01 -5.74479608e-02 -1.51734850e-01
5.47700533e-02 -6.16768305e-02 4.31672991e-02 -3.05069340e-01
-6.52962731e-03]
[ -1.27185319e-01 -3.22992421e-02 -2.58438394e-01 2.13124111e-02
-2.14874760e-01 -2.76800274e-01 -3.83917121e-01 -7.80492544e-02
-1.57762116e-03 -2.73284075e-01 -2.46312135e-01 -3.01867437e-01
-6.98059318e-02]
[ -2.14953219e-01 -5.40008203e-01 -3.30213260e-01 -3.65733550e-01
-3.35392076e-01 -2.26017855e-01 1.36588304e-02 -2.89826712e-01
1.12905612e-01 -2.32981287e-01 -2.00466392e-01 -1.23911483e-01
-5.08991189e-02]
[ -2.12433230e-01 -2.99998077e-01 -3.11976586e-01 -1.48710975e-01
-9.92924099e-02 -1.46859485e-01 -8.50103129e-02 3.68127944e-03
-1.89677119e-01 -4.94188883e-01 -2.46634222e-01 -1.42311998e-01
5.73741189e-02]
[ -1.22849607e-01 2.93622559e-02 -2.41062112e-01 -3.80308539e-01
-2.26022898e-01 -2.58745761e-01 -5.99971546e-02 -2.98140899e-01
4.14035034e-02 -2.95876680e-02 -3.04558145e-01 -7.37026816e-02
-2.46847039e-01]]
Progress: 8.8% ... Training loss: 0.328 ... Validation loss: 0.530[[-0.00491123]
[ 0.35314412]
[-0.1301856 ]
[ 0.80927759]
[ 0.32756564]
[ 0.02727795]
[-0.8689309 ]
[-1.01394558]
[-0.72406456]
[-1.01956364]
[ 1.09169483]
[ 2.72104363]
[-1.61693545]]
[[ -5.33967022e-01 -5.24583653e-01 -5.76902952e-01 -2.05211745e-01
-3.24868446e-01 -5.86763478e-01 -4.41217494e-01 -3.94706814e-01
-5.92497546e-01 -4.85848710e-01 -4.58644697e-02 3.88174990e-01
-2.65922958e-01]
[ 6.12357901e-03 -1.40779276e-01 5.26331721e-02 -3.02887907e-02
-4.52370428e-02 5.91227260e-02 -1.10922555e-01 2.51036873e-01
-1.13908625e-01 -1.51342148e-01 -5.21797110e-02 -5.79852959e-02
1.28857285e-01]
[ -1.95243746e-01 1.47579912e-01 -1.58277114e-02 1.54323594e-01
1.23772058e-01 -1.12195958e-01 1.17316347e-01 -6.27050903e-02
2.23724575e-01 -6.44900102e-02 3.29704222e-01 8.20009988e-01
3.87414972e-01]
[ 1.77298949e-01 -2.75034300e-01 -2.70328385e-01 -7.11229218e-02
-3.27644005e-01 -2.78055862e-03 4.75328108e-02 -3.05258852e-01
1.76685633e-01 -2.88772464e-01 -2.52511828e-01 -3.69906482e-01
-4.34666435e-02]
[ 1.04914280e-01 5.21145740e-02 9.40163235e-02 1.13665785e-01
3.64502123e-03 7.25061249e-02 -9.02272991e-02 5.51844897e-02
-1.79517107e-02 1.32310135e-01 2.04100901e-01 -7.99156125e-03
-3.27946533e-03]
[ -4.84143442e-01 -5.67410060e-01 -6.08279514e-01 -5.27835329e-01
-5.67513520e-01 -5.61685136e-01 -3.21628436e-01 -2.12314436e-01
-4.41572835e-01 -2.96672565e-01 -3.90307273e-01 -5.57232461e-01
-3.09814837e-01]
[ -4.15441056e-01 -5.66519391e-01 -3.22331566e-01 -3.24826539e-01
-3.96629461e-01 -5.57589461e-01 -4.43694766e-01 -4.67016376e-01
-3.01389154e-01 -2.08318304e-01 -4.00332767e-01 -1.68587789e-01
-2.10510770e-01]
[ -3.16239685e-01 -3.59316004e-01 -4.56511524e-01 -2.47608576e-01
-3.15460323e-01 -4.11228141e-01 -1.83162818e-01 -1.15039398e-01
-2.27716950e-01 -3.66293974e-01 -1.94680018e-01 -3.87057863e-01
-1.45761650e-01]
[ -4.73135156e-01 -3.51413727e-01 -3.75021380e-01 -1.47499082e-01
-3.37667017e-01 -2.13506554e-01 -1.43487125e-01 -4.21629411e-01
-3.02405283e-01 -4.44341482e-01 -1.41221540e-01 -1.04909937e-01
-1.92622797e-01]
[ -9.47377457e-01 -9.12768553e-01 -9.72549373e-01 -7.37797788e-01
-9.97247626e-01 -9.74834231e-01 -6.77350480e-01 -6.58516147e-01
-7.77581583e-01 -5.80628626e-01 -6.84989436e-01 -4.00889612e-01
-3.94984133e-01]
[ -5.02504514e-01 -2.65525256e-01 -4.61249053e-01 -3.05240853e-01
-3.52485705e-01 -3.54476956e-01 -5.27251453e-01 -5.47049699e-01
-6.16328570e-01 -1.18988442e-01 -4.02916542e-01 -5.26292117e-01
-3.78123160e-01]
[ -1.17404735e-01 3.10712931e-02 -3.34116855e-01 -3.62421426e-01
-9.74336585e-02 -7.12155634e-02 -1.42313358e-01 -2.50210824e-01
-1.36995543e-01 1.45424026e-01 -3.21915214e-01 -4.60320984e-01
-2.01881437e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60892491e-01 -9.85563695e-02 1.60627169e-01 -2.23162949e-01
-1.17786958e-01 1.14175947e-01 -1.50670383e-01 -2.46028896e-02
-1.03291652e-01 2.94843571e-02 -9.45249992e-02 -2.14484952e-01
3.13498476e-02]
[ -8.16441106e-02 -2.56333024e-01 -1.78522442e-01 -2.72765121e-01
-4.76160622e-01 -8.39823383e-02 -3.60394076e-02 2.18301719e-03
-5.19644628e-02 1.26171416e-02 -1.55103100e-01 -1.94070746e-01
-2.33117446e-01]
[ -7.45871683e-02 -1.97958677e-03 -2.42215874e-01 -2.45829862e-01
1.35224423e-01 -1.62839230e-01 -1.57943707e-01 5.36910203e-02
7.11152355e-03 -1.21989416e-03 -1.87997854e-01 -2.83555940e-02
6.04130579e-02]
[ 2.89651102e-02 -1.49966860e-01 -1.54496892e-01 -1.56010366e-02
-1.10301787e-01 -1.06355373e-01 5.07228040e-02 -1.90676550e-01
-6.00949374e-02 -7.20472103e-02 3.75483860e-02 -5.88517921e-02
4.60684143e-03]
[ -2.83124127e-01 -1.47496816e-01 -6.80939675e-02 -1.05661205e-01
-3.08572715e-01 -2.71922276e-01 -3.40778144e-01 8.56600532e-02
-2.78498107e-01 -1.81425924e-01 1.63696579e-01 5.07201351e-03
3.57496594e-01]
[ -2.14666835e-01 -1.27118205e-01 -7.90111841e-02 -6.38104305e-02
-7.95754400e-02 -1.14136047e-01 -4.10677209e-02 6.63529626e-02
-1.02668392e-01 3.01836001e-02 4.66989108e-02 -1.31354679e-01
3.88310619e-02]
[ -1.52376264e-01 -6.17057577e-02 -2.22419795e-01 -3.39912037e-01
-1.45976610e-01 -1.98714490e-01 -2.26562670e-01 -6.49324775e-02
2.00364294e-01 -1.62043400e-01 -2.95442348e-01 -2.78690050e-01
-9.84385586e-02]
[ -3.65729781e-01 -7.57001320e-02 -1.42811677e-01 -1.84243600e-01
-5.62772256e-02 -3.09834375e-01 7.75766545e-02 -3.21209943e-02
-9.82268859e-02 1.19687111e-01 -1.05070892e-02 -8.76784762e-02
-1.23339366e-01]
[ -1.68798925e-01 -1.56652731e-01 -4.40384529e-02 -1.38384949e-01
-1.36084734e-01 -2.92753640e-01 -7.10484137e-02 -9.03079824e-02
-2.69803993e-01 6.04649080e-02 1.97840695e-01 7.32464142e-02
-2.09854101e-01]
[ -1.38025943e-01 -1.79023520e-01 -1.10853814e-01 -2.79175078e-01
8.89355411e-02 -1.75784085e-02 -2.11969290e-01 -1.35852813e-01
9.39158961e-02 -9.56139393e-02 -1.75048089e-01 -1.60592247e-01
-3.04543109e-01]
[ -4.43855635e-02 -3.31942714e-02 -1.46880233e-01 -3.75498643e-02
-2.27992632e-01 6.33871785e-02 -8.49389264e-02 -3.88040811e-02
-2.31728329e-01 -6.96400844e-02 -6.55992640e-02 -2.96793215e-01
-1.56642320e-01]
[ -7.35660010e-02 3.74972713e-02 -1.30974783e-01 -2.83086057e-01
1.29588888e-01 2.10781510e-02 -2.44774372e-01 -1.97568043e-01
9.88008959e-02 -9.22681209e-02 -2.37714743e-01 -1.40146631e-01
-2.92802090e-01]
[ 8.41280764e-02 -3.15871969e-01 -7.93856896e-02 -4.23100319e-01
-2.24251168e-01 -8.76576713e-02 6.40203657e-02 1.06418072e-01
3.83734090e-03 2.94038679e-01 -4.77309677e-01 -5.70888858e-01
3.58827154e-01]
[ -2.17331639e-01 -2.57693670e-01 -1.24846376e-01 -2.87825542e-01
-3.08193873e-01 -9.17174861e-02 2.08914280e-01 5.28712136e-02
3.09627047e-01 5.56055924e-02 -3.68322910e-01 -7.94770645e-01
5.79173172e-01]
[ -8.25712906e-03 -1.94560862e-01 2.69416518e-02 -2.75182577e-01
-1.72512321e-01 1.67756699e-01 1.83828428e-01 2.47652617e-01
-2.13877798e-02 2.36389850e-01 -1.54418282e-01 -7.68349121e-01
6.11135855e-01]
[ 6.84593087e-03 -5.08608498e-02 -1.19479951e-01 -9.88628019e-02
-1.79812233e-01 -4.50949700e-02 2.71514745e-01 1.57817092e-01
2.50984028e-01 3.69195427e-01 -4.25219959e-01 -6.56865219e-01
6.25753628e-01]
[ -7.88396990e-02 -2.84418258e-01 6.39378593e-02 -3.48339177e-01
-1.49383702e-01 1.18713014e-01 3.44250976e-01 1.28527401e-01
-6.17527237e-02 1.66663713e-01 -5.14494333e-01 -7.00912820e-01
7.44595729e-01]
[ 1.23663832e-01 -8.89335386e-02 1.88339445e-02 -1.44752486e-01
-7.85440318e-02 -1.64297952e-02 2.13401880e-01 3.31364377e-01
3.80157421e-01 2.47468328e-01 -4.95898375e-01 -5.63854281e-01
4.12911810e-01]
[ -9.09066709e-03 -1.26553106e-01 1.84790178e-02 3.13522519e-02
-8.13762452e-02 -2.83377421e-01 9.14594167e-03 2.75918376e-01
-3.57280759e-02 5.56368219e-02 -2.14982350e-01 -5.58023291e-01
2.02922090e-01]
[ 7.72501879e-02 1.27136897e-01 -4.18186588e-03 8.44709201e-02
-7.94769581e-02 -5.91247080e-02 -2.18215775e-01 -2.18667824e-01
-2.99777423e-01 -1.89796591e-01 -1.48732628e-01 3.36545803e-01
-1.69300583e-01]
[ 3.76477286e-02 -6.65695744e-02 1.33259481e-01 2.14269496e-01
2.69008065e-01 9.21069619e-03 -4.33140560e-01 -4.08901874e-01
-1.49140442e-01 -5.64629106e-01 2.16676487e-01 1.10259785e+00
-4.89570840e-01]
[ 3.55885973e-02 7.96290552e-02 -2.10511349e-01 3.66892776e-02
2.95709340e-02 -3.48128086e-04 -1.52364257e-01 -3.20768548e-01
-2.84348796e-01 -1.68277076e-01 -5.45303189e-02 -3.87525406e-02
-1.65372139e-01]
[ -5.43077144e-02 -2.15533803e-01 6.64880174e-02 9.93784200e-02
-1.32704755e-01 -1.33569951e-01 4.54182329e-02 2.71250907e-03
8.80616840e-02 -3.56876794e-01 -2.94589970e-01 -2.47495251e-01
3.29561073e-02]
[ 1.70645335e-02 -2.76724127e-01 6.54559477e-02 -2.26086123e-01
-1.95773265e-01 -2.30763953e-01 -2.38348837e-01 9.68590076e-02
1.43187141e-02 1.68794144e-01 -1.71837387e-01 8.14050520e-03
-1.36567341e-02]
[ 1.73945581e-01 5.57511677e-02 -1.03636694e-01 -1.89000698e-01
-5.29954625e-02 -1.01046086e-01 -1.87094744e-01 4.50530301e-02
-1.95208172e-01 -2.21377170e-01 -1.57425595e-01 1.44519431e-01
-1.25372589e-01]
[ -1.70828657e-01 -1.87643957e-01 -1.05433345e-01 -1.84823842e-01
-5.54299455e-02 2.73246853e-02 -1.68847009e-01 -1.42334942e-01
-1.27075882e-01 4.11062836e-02 -2.12867895e-01 -3.39386846e-02
-2.10987889e-01]
[ -3.23771254e-02 -2.15092673e-01 -1.55180539e-01 -1.81393028e-01
-5.33288538e-02 4.50341741e-02 -2.75009587e-02 1.35664063e-02
-2.14726636e-01 -2.37169284e-01 -3.48968812e-02 -1.21526780e-01
-6.51556200e-02]
[ 1.16868406e-01 7.20748871e-02 -3.79319718e-03 -1.48635975e-01
-3.29244436e-01 8.79826856e-03 -1.30982938e-01 -2.24687105e-01
-3.04862333e-01 8.85118644e-02 -1.12605682e-01 -1.02096941e-01
-3.57931022e-02]
[ -6.35891463e-02 -6.75057768e-03 -2.83754529e-01 2.28464357e-03
6.84842207e-02 1.56285073e-01 -2.33200538e-01 -1.70854831e-01
-6.12147007e-02 -5.65245135e-02 1.54943857e-01 4.42306316e-01
-4.69384559e-02]
[ 1.02953107e-01 3.59380698e-01 -2.08885995e-01 6.19918473e-01
1.20514618e-01 -1.80375906e-03 -2.52911048e-01 -4.01355548e-01
-2.66088053e-01 -4.28991173e-01 6.60472287e-01 1.00003054e+00
-6.30396622e-01]
[ -3.31513687e-02 1.89117934e-01 4.13048094e-02 1.62136854e-01
7.68794149e-04 -6.97302299e-02 -2.77359886e-01 -3.79023603e-01
-2.79153800e-01 -2.94279233e-01 4.11984553e-01 1.01543220e+00
-5.54154103e-01]
[ -5.16199570e-02 -1.14122247e-01 -1.62943586e-01 2.90658386e-01
-1.59977659e-01 2.33795067e-01 -1.11658318e-01 -2.78015343e-01
-2.66891438e-01 -5.09439000e-01 1.91880693e-01 4.46168064e-01
-3.17717456e-01]
[ 7.88800780e-02 -3.82370176e-01 -5.16053822e-02 -4.05776585e-02
-1.11129097e-01 2.00414127e-01 8.68850515e-02 1.71791592e-01
-1.54422623e-01 -3.98619218e-02 -8.19907023e-02 2.72821719e-01
-1.49114410e-01]
[ 2.03719832e-01 -2.91406389e-01 -1.22406989e-01 -8.98767039e-02
-2.07308965e-01 1.22312118e-01 2.22873355e-02 -1.54017303e-01
-4.03931265e-02 -1.17512070e-01 -1.33553881e-01 -1.98882818e-01
-7.66431387e-02]
[ -1.34939275e-01 -8.15960317e-02 3.89257769e-02 -2.54157015e-01
-5.77572311e-02 -1.40955922e-01 5.54854871e-02 -1.38592588e-02
-6.86471277e-02 -1.07428344e-02 -3.04533878e-01 -4.27548189e-01
-1.86375923e-02]
[ -1.39983044e-01 -1.34903825e-01 -6.85706856e-02 -2.42949507e-01
-3.44311559e-01 -2.87826551e-01 1.37737482e-01 9.94236046e-02
1.25421126e-02 7.96993904e-02 -1.96745187e-01 -6.44711109e-01
-2.91847919e-02]
[ -1.66012970e-01 -2.31001350e-01 -2.94550299e-01 -3.27376824e-01
-2.73057442e-01 -2.08441639e-01 -2.98339217e-01 1.66445275e-01
-1.31165984e-02 -2.77982763e-01 -3.05354477e-01 -3.21883795e-01
-1.97331040e-01]
[ -1.07991654e-01 1.17268744e-01 2.51032559e-02 -1.76223236e-02
-2.15906267e-01 -1.68648092e-01 -8.65594971e-02 1.67766750e-02
-8.62133035e-02 -1.75403068e-01 -1.73652477e-01 -2.31639003e-01
-6.63868426e-02]
[ -3.49465849e-01 -1.26496364e-01 -2.70588484e-01 1.11699601e-01
-2.06036456e-01 -2.26155831e-01 -5.98434762e-02 -1.54636627e-01
5.23477067e-02 -6.50467977e-02 4.64557056e-02 -2.98137915e-01
-1.28316645e-02]
[ -1.27319559e-01 -3.06263686e-02 -2.59008315e-01 2.64258096e-02
-2.13283965e-01 -2.76785157e-01 -3.87420317e-01 -8.18816250e-02
-5.16657846e-03 -2.77931409e-01 -2.40520250e-01 -2.87541376e-01
-7.89790852e-02]
[ -2.15092975e-01 -5.38510007e-01 -3.31023381e-01 -3.59936122e-01
-3.33821086e-01 -2.26001008e-01 8.82969959e-03 -2.95942875e-01
1.08272354e-01 -2.40298069e-01 -1.91158657e-01 -1.00477893e-01
-6.66159780e-02]
[ -2.12581343e-01 -2.98196663e-01 -3.12866524e-01 -1.42668468e-01
-9.71208278e-02 -1.46838536e-01 -9.19080298e-02 -6.11254692e-03
-1.94562919e-01 -5.02089655e-01 -2.37213649e-01 -1.18015956e-01
3.82259642e-02]
[ -1.22940306e-01 3.12586044e-02 -2.41885753e-01 -3.77778677e-01
-2.24598904e-01 -2.58731028e-01 -6.53338308e-02 -3.04992972e-01
3.73859651e-02 -3.82302975e-02 -2.99273472e-01 -6.13909894e-02
-2.64195212e-01]]
Progress: 8.8% ... Training loss: 0.301 ... Validation loss: 0.470[[-0.02653734]
[ 0.31520598]
[-0.16334096]
[ 0.76857067]
[ 0.29127864]
[ 0.00383541]
[-0.90585864]
[-1.0657427 ]
[-0.76166099]
[-1.07298842]
[ 1.02921068]
[ 2.63023085]
[-1.68782023]]
[[ -5.33945741e-01 -5.25857813e-01 -5.76312231e-01 -2.10001010e-01
-3.26410398e-01 -5.86868002e-01 -4.34690887e-01 -3.85174575e-01
-5.87251467e-01 -4.77943373e-01 -5.53875005e-02 3.52674354e-01
-2.46135689e-01]
[ 6.13313578e-03 -1.41492046e-01 5.29123902e-02 -3.20695238e-02
-4.58619457e-02 5.90769792e-02 -1.09160051e-01 2.54062405e-01
-1.12625472e-01 -1.48673545e-01 -5.49142051e-02 -6.77271777e-02
1.33432510e-01]
[ -1.95185457e-01 1.39858396e-01 -1.32892893e-02 1.32723456e-01
1.16168745e-01 -1.12526693e-01 1.38832825e-01 -3.39700730e-02
2.43482579e-01 -3.89215382e-02 2.94143879e-01 7.28896170e-01
4.49886498e-01]
[ 1.77198326e-01 -2.63453408e-01 -2.74185233e-01 -4.44141644e-02
-3.17231600e-01 -2.15303908e-03 2.30968249e-02 -3.42455836e-01
1.56922265e-01 -3.27925346e-01 -2.10281500e-01 -2.62737808e-01
-1.04602935e-01]
[ 1.05005503e-01 4.28482994e-02 9.71161855e-02 8.93604637e-02
-4.79820606e-03 7.19479054e-02 -7.10110653e-02 8.26470897e-02
-8.74297605e-04 1.62943461e-01 1.67597326e-01 -9.46617144e-02
4.68527249e-02]
[ -4.84120740e-01 -5.69799942e-01 -6.07497485e-01 -5.33077660e-01
-5.69526271e-01 -5.61831851e-01 -3.17339285e-01 -2.03948017e-01
-4.38468288e-01 -2.88055592e-01 -3.99834510e-01 -5.81853237e-01
-2.99729980e-01]
[ -4.15405514e-01 -5.70030814e-01 -3.21023016e-01 -3.33960394e-01
-4.00084922e-01 -5.57784652e-01 -4.35192996e-01 -4.54966129e-01
-2.94024012e-01 -1.95190504e-01 -4.14593065e-01 -2.03563767e-01
-1.86857725e-01]
[ -3.16212026e-01 -3.62724576e-01 -4.55471082e-01 -2.56676964e-01
-3.18424187e-01 -4.11368377e-01 -1.72691534e-01 -1.01498167e-01
-2.18883082e-01 -3.54738452e-01 -2.10806212e-01 -4.32183622e-01
-1.19143517e-01]
[ -4.73129007e-01 -3.52124047e-01 -3.74789889e-01 -1.48760476e-01
-3.38404187e-01 -2.13561508e-01 -1.41714285e-01 -4.18615933e-01
-3.00775780e-01 -4.41081377e-01 -1.43757275e-01 -1.08568918e-01
-1.88309774e-01]
[ -9.47295034e-01 -9.21930677e-01 -9.69658847e-01 -7.60332761e-01
-1.00563550e+00 -9.75292950e-01 -6.54295935e-01 -6.24939472e-01
-7.58155890e-01 -5.48719444e-01 -7.24059596e-01 -5.00284078e-01
-3.35698657e-01]
[ -5.02495075e-01 -2.66926817e-01 -4.60735837e-01 -3.08518380e-01
-3.53686513e-01 -3.54548104e-01 -5.24706389e-01 -5.42928186e-01
-6.14342910e-01 -1.13622812e-01 -4.08556327e-01 -5.39117175e-01
-3.70763661e-01]
[ -1.17404545e-01 3.16147827e-02 -3.34158086e-01 -3.61314896e-01
-9.70142245e-02 -7.12227927e-02 -1.42877923e-01 -2.50937638e-01
-1.37473836e-01 1.44709613e-01 -3.19654732e-01 -4.56482955e-01
-2.03857355e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60878553e-01 -9.96398829e-02 1.61049354e-01 -2.25617818e-01
-1.18627855e-01 1.14089673e-01 -1.48362625e-01 -2.05108013e-02
-1.01526026e-01 3.41407062e-02 -9.88512244e-02 -2.23927762e-01
3.68373303e-02]
[ -8.16414562e-02 -2.56553976e-01 -1.78468414e-01 -2.73215641e-01
-4.76261416e-01 -8.39952677e-02 -3.57958069e-02 2.29069561e-03
-5.17382340e-02 1.32714416e-02 -1.55548527e-01 -1.93814498e-01
-2.33211038e-01]
[ -7.45811064e-02 -2.88988765e-03 -2.41973174e-01 -2.48132480e-01
1.34205662e-01 -1.62880042e-01 -1.56173672e-01 5.72613413e-02
8.39461659e-03 2.05928683e-03 -1.92557735e-01 -4.30016945e-02
6.56295629e-02]
[ 2.89840547e-02 -1.51616336e-01 -1.53845159e-01 -2.01325367e-02
-1.11931577e-01 -1.06455488e-01 5.46362945e-02 -1.84865546e-01
-5.71428580e-02 -6.58266292e-02 3.10850958e-02 -7.75339336e-02
1.58933077e-02]
[ -2.83122748e-01 -1.47846681e-01 -6.80202318e-02 -1.06417470e-01
-3.08823330e-01 -2.71932464e-01 -3.40292424e-01 8.62898228e-02
-2.78029785e-01 -1.80785970e-01 1.62137255e-01 2.05975800e-03
3.59253969e-01]
[ -2.14653184e-01 -1.28760422e-01 -7.83766725e-02 -6.79632964e-02
-8.13211598e-02 -1.14224417e-01 -3.63818135e-02 7.27928579e-02
-9.84728857e-02 3.67846949e-02 3.94679911e-02 -1.45948460e-01
5.05934052e-02]
[ -1.52367894e-01 -6.26966852e-02 -2.22172226e-01 -3.41780909e-01
-1.46794075e-01 -1.98758138e-01 -2.24072826e-01 -6.14195217e-02
2.02725700e-01 -1.59465701e-01 -2.99167261e-01 -2.91457365e-01
-9.13911243e-02]
[ -3.65713794e-01 -7.77911979e-02 -1.42139696e-01 -1.90258493e-01
-5.81636643e-02 -3.09921646e-01 8.40378478e-02 -2.35001278e-02
-9.30577306e-02 1.27024073e-01 -2.10291234e-02 -1.15931459e-01
-1.07652791e-01]
[ -1.68803063e-01 -1.56201406e-01 -4.41600456e-02 -1.37585792e-01
-1.35575201e-01 -2.92712934e-01 -7.24386121e-02 -9.15751180e-02
-2.70646054e-01 5.92986566e-02 1.99463460e-01 7.94501195e-02
-2.11719501e-01]
[ -1.38015199e-01 -1.79877985e-01 -1.10593318e-01 -2.81388030e-01
8.80850980e-02 -1.76507173e-02 -2.09716809e-01 -1.32977804e-01
9.62200026e-02 -9.26847151e-02 -1.77966219e-01 -1.67351228e-01
-2.99390642e-01]
[ -4.43868941e-02 -3.30860998e-02 -1.46910542e-01 -3.72423879e-02
-2.27965045e-01 6.33933465e-02 -8.50640922e-02 -3.90901706e-02
-2.31776309e-01 -6.97912376e-02 -6.53447639e-02 -2.96092499e-01
-1.56971797e-01]
[ -7.35602118e-02 3.67103608e-02 -1.30719310e-01 -2.84153306e-01
1.29023443e-01 2.10360963e-02 -2.42833992e-01 -1.94703032e-01
9.98984761e-02 -8.92856615e-02 -2.40291327e-01 -1.47532430e-01
-2.89241214e-01]
[ 8.41324156e-02 -3.16182210e-01 -7.92524113e-02 -4.24230232e-01
-2.24545950e-01 -8.76728011e-02 6.51899707e-02 1.08107101e-01
4.78245057e-03 2.95721919e-01 -4.79154853e-01 -5.77556097e-01
3.62674928e-01]
[ -2.17328660e-01 -2.57876403e-01 -1.24789375e-01 -2.88368587e-01
-3.08392439e-01 -9.17345973e-02 2.09985171e-01 5.38257807e-02
3.10491058e-01 5.65715607e-02 -3.69182667e-01 -7.97300000e-01
5.81642328e-01]
[ -8.25726619e-03 -1.94664531e-01 2.69605432e-02 -2.75613108e-01
-1.72673569e-01 1.67757029e-01 1.84523993e-01 2.48327460e-01
-2.08470463e-02 2.36676229e-01 -1.55401080e-01 -7.73196541e-01
6.13192411e-01]
[ 6.84373153e-03 -5.07547443e-02 -1.19509282e-01 -9.85726008e-02
-1.79714173e-01 -4.50843798e-02 2.71074344e-01 1.57382227e-01
2.50618908e-01 3.68727015e-01 -4.24988462e-01 -6.56461592e-01
6.24846590e-01]
[ -7.88392806e-02 -2.84457676e-01 6.39568609e-02 -3.48412989e-01
-1.49431190e-01 1.18706784e-01 3.44192084e-01 1.28582544e-01
-6.18316580e-02 1.66635485e-01 -5.14483718e-01 -7.00986689e-01
7.44694039e-01]
[ 1.23669024e-01 -8.93310975e-02 1.89608841e-02 -1.46012845e-01
-7.89900418e-02 -1.64622485e-02 2.14641378e-01 3.32891926e-01
3.81317723e-01 2.49068614e-01 -4.97579465e-01 -5.68046756e-01
4.15797278e-01]
[ -9.08893662e-03 -1.26659526e-01 1.85033771e-02 3.12241221e-02
-8.14603409e-02 -2.83386789e-01 9.47811619e-03 2.76159706e-01
-3.55159201e-02 5.59503180e-02 -2.15015002e-01 -5.57984081e-01
2.03069270e-01]
[ 7.72456275e-02 1.27469494e-01 -4.29297037e-03 8.56599294e-02
-7.92680471e-02 -5.91009636e-02 -2.19010517e-01 -2.19686678e-01
-3.00409713e-01 -1.90679458e-01 -1.47314622e-01 3.41053872e-01
-1.71771461e-01]
[ 3.76457395e-02 -6.65902544e-02 1.33254989e-01 2.13620411e-01
2.68943950e-01 9.22981014e-03 -4.32548486e-01 -4.07570928e-01
-1.48607198e-01 -5.64053266e-01 2.14134079e-01 1.09822260e+00
-4.86966352e-01]
[ 3.55933940e-02 7.89407418e-02 -2.10354880e-01 3.50862150e-02
2.89579248e-02 -3.73539641e-04 -1.51035525e-01 -3.18933311e-01
-2.82947560e-01 -1.66612365e-01 -5.70510301e-02 -4.61087924e-02
-1.61267707e-01]
[ -5.43081536e-02 -2.15519846e-01 6.64841615e-02 9.93438965e-02
-1.32694026e-01 -1.33569572e-01 4.53933920e-02 2.63612360e-03
8.80344890e-02 -3.57022459e-01 -2.94597307e-01 -2.47666739e-01
3.29688248e-02]
[ 1.70780161e-02 -2.78377934e-01 6.61150365e-02 -2.30506350e-01
-1.97390179e-01 -2.30832310e-01 -2.33882874e-01 1.03513717e-01
1.82965426e-02 1.75833388e-01 -1.79763707e-01 -1.05531005e-02
-1.61034856e-03]
[ 1.73955316e-01 5.44050815e-02 -1.03329233e-01 -1.92170816e-01
-5.40879421e-02 -1.01094566e-01 -1.83864709e-01 4.87867039e-02
-1.92476350e-01 -2.18215642e-01 -1.62572708e-01 1.32212620e-01
-1.17066887e-01]
[ -1.70834178e-01 -1.87160652e-01 -1.05570705e-01 -1.83633758e-01
-5.50273258e-02 2.73524946e-02 -1.70862030e-01 -1.44156050e-01
-1.28587477e-01 3.93313040e-02 -2.10809956e-01 -2.61830710e-02
-2.14860698e-01]
[ -3.23601757e-02 -2.17147968e-01 -1.54457161e-01 -1.86588114e-01
-5.53786554e-02 4.49190077e-02 -2.27914312e-02 2.05474823e-02
-2.10979591e-01 -2.30372238e-01 -4.30556338e-02 -1.39330423e-01
-5.29434440e-02]
[ 1.16877818e-01 7.07351550e-02 -3.38927801e-03 -1.51765899e-01
-3.30242800e-01 8.73435665e-03 -1.27918507e-01 -2.20819322e-01
-3.02603934e-01 9.32566510e-02 -1.17882181e-01 -1.14737664e-01
-2.80608197e-02]
[ -6.35833659e-02 -7.27738614e-03 -2.83624884e-01 1.02940528e-03
6.80541809e-02 1.56244593e-01 -2.32272366e-01 -1.69681740e-01
-6.00373060e-02 -5.47110082e-02 1.53290459e-01 4.37989553e-01
-4.43885245e-02]
[ 1.02963439e-01 3.58639222e-01 -2.08661263e-01 6.17908255e-01
1.19924524e-01 -1.85419697e-03 -2.51466154e-01 -3.99108931e-01
-2.64673172e-01 -4.26579647e-01 6.57699463e-01 9.94052945e-01
-6.27341835e-01]
[ -3.31457882e-02 1.88884594e-01 4.15353165e-02 1.62979008e-01
6.88582316e-04 -6.97739293e-02 -2.77499272e-01 -3.77121730e-01
-2.79709554e-01 -2.92709098e-01 4.12334096e-01 1.01031792e+00
-5.56046431e-01]
[ -5.16190113e-02 -1.14155351e-01 -1.62927908e-01 2.90617521e-01
-1.60022904e-01 2.33789413e-01 -1.11602718e-01 -2.77715651e-01
-2.66876014e-01 -5.09157031e-01 1.91827543e-01 4.46048223e-01
-3.17664652e-01]
[ 7.88803576e-02 -3.82407324e-01 -5.15842271e-02 -4.06232145e-02
-1.11241635e-01 2.00409278e-01 8.71150197e-02 1.72217981e-01
-1.54473403e-01 -3.95325126e-02 -8.21851470e-02 2.71964783e-01
-1.48671449e-01]
[ 2.03722144e-01 -2.91510348e-01 -1.22358088e-01 -9.02171973e-02
-2.07407449e-01 1.22300655e-01 2.27644618e-02 -1.53452738e-01
-4.00429396e-02 -1.16889109e-01 -1.34102578e-01 -2.00297747e-01
-7.56640268e-02]
[ -1.34932384e-01 -8.22746562e-02 3.91553844e-02 -2.55933946e-01
-5.83311905e-02 -1.40989685e-01 5.75159590e-02 -1.14053340e-02
-6.70811041e-02 -8.20238187e-03 -3.07415790e-01 -4.36133999e-01
-1.32918167e-02]
[ -1.39977302e-01 -1.35261571e-01 -6.84520453e-02 -2.43929805e-01
-3.44603682e-01 -2.87853650e-01 1.39181080e-01 1.01134152e-01
1.38010449e-02 8.11574602e-02 -1.98177210e-01 -6.47754835e-01
-2.63206785e-02]
[ -1.66005591e-01 -2.31853005e-01 -2.94343477e-01 -3.30590305e-01
-2.73930969e-01 -2.08472671e-01 -2.96206754e-01 1.68569748e-01
-1.06619482e-02 -2.76697087e-01 -3.10007163e-01 -3.30647655e-01
-1.91683603e-01]
[ -1.07965621e-01 1.14126870e-01 2.61653678e-02 -2.47545756e-02
-2.18632929e-01 -1.68787083e-01 -7.95968705e-02 2.75492291e-02
-8.07181399e-02 -1.65423334e-01 -1.85207252e-01 -2.63623104e-01
-4.79394251e-02]
[ -3.49452121e-01 -1.28116230e-01 -2.70114912e-01 1.08282291e-01
-2.07311099e-01 -2.26236191e-01 -5.58924975e-02 -1.48868288e-01
5.51855453e-02 -5.89412167e-02 4.04577641e-02 -3.15393222e-01
-4.07789451e-03]
[ -1.27315165e-01 -3.13590436e-02 -2.58699529e-01 2.44681506e-02
-2.13934936e-01 -2.76825383e-01 -3.86061220e-01 -7.72383159e-02
-3.93459817e-03 -2.73512099e-01 -2.44794201e-01 -2.96730840e-01
-7.23007749e-02]
[ -2.15069317e-01 -5.40747308e-01 -3.30203751e-01 -3.66019645e-01
-3.36257563e-01 -2.26154510e-01 1.58051769e-02 -2.87763875e-01
1.14249943e-01 -2.30974708e-01 -2.01666314e-01 -1.25355700e-01
-5.05136586e-02]
[ -2.12579673e-01 -2.98460733e-01 -3.12758029e-01 -1.43517664e-01
-9.74901529e-02 -1.46854197e-01 -9.06605241e-02 -4.27533799e-03
-1.93546167e-01 -5.00932724e-01 -2.39116133e-01 -1.25431907e-01
4.24535864e-02]
[ -1.22925117e-01 3.00858478e-02 -2.41502658e-01 -3.79831226e-01
-2.25436547e-01 -2.58808351e-01 -6.29269351e-02 -3.01346483e-01
3.93050518e-02 -3.39404893e-02 -3.02833440e-01 -7.02859944e-02
-2.59383030e-01]]
Progress: 8.9% ... Training loss: 0.332 ... Validation loss: 0.551[[-0.00657256]
[ 0.35241691]
[-0.13344944]
[ 0.81110392]
[ 0.32517947]
[ 0.02526987]
[-0.86392074]
[-0.99712391]
[-0.71973186]
[-1.01879512]
[ 1.09595309]
[ 2.73378722]
[-1.59256764]]
[[ -5.34178941e-01 -5.21210558e-01 -5.78262566e-01 -1.96691452e-01
-3.22162133e-01 -5.86835142e-01 -4.47772855e-01 -4.10651922e-01
-5.97774080e-01 -4.99095371e-01 -2.87017736e-02 4.31007483e-01
-2.89709776e-01]
[ 6.05462299e-03 -1.39964241e-01 5.21834105e-02 -2.81949625e-02
-4.47115213e-02 5.90885828e-02 -1.12827117e-01 2.47060672e-01
-1.15871909e-01 -1.54014193e-01 -4.90346573e-02 -5.23277068e-02
1.22065086e-01]
[ -1.95727071e-01 1.50644739e-01 -1.76160058e-02 1.62476523e-01
1.25720325e-01 -1.12448650e-01 1.07404597e-01 -8.27217183e-02
2.14980258e-01 -8.17526622e-02 3.45514668e-01 8.68850124e-01
3.58263665e-01]
[ 1.77611743e-01 -2.71352948e-01 -2.70728414e-01 -6.49612726e-02
-3.24400589e-01 -2.21854147e-03 4.42795950e-02 -3.05024861e-01
1.74166631e-01 -2.94316071e-01 -2.46942219e-01 -3.58996448e-01
-4.32852283e-02]
[ 1.04794700e-01 4.77424068e-02 9.49239636e-02 1.03323583e-01
-5.58001515e-04 7.19795505e-02 -8.19472891e-02 5.78193346e-02
-1.08410438e-02 1.40006243e-01 1.94059982e-01 -2.72651552e-02
-1.10838608e-03]
[ -4.84256290e-01 -5.68134334e-01 -6.08328101e-01 -5.28657148e-01
-5.68134996e-01 -5.61811612e-01 -3.22652346e-01 -2.13596608e-01
-4.42116191e-01 -2.97043695e-01 -3.92503040e-01 -5.61747087e-01
-3.11862240e-01]
[ -4.15485163e-01 -5.68413751e-01 -3.21979776e-01 -3.28975449e-01
-3.98721372e-01 -5.57771877e-01 -4.40195093e-01 -4.64343223e-01
-2.99167746e-01 -2.05250221e-01 -4.04188777e-01 -1.72480724e-01
-2.07233918e-01]
[ -3.16555628e-01 -3.56253135e-01 -4.57928874e-01 -2.39529469e-01
-3.12709282e-01 -4.11320267e-01 -1.93706133e-01 -1.31876465e-01
-2.36412922e-01 -3.79574970e-01 -1.81853094e-01 -3.55282265e-01
-1.73197855e-01]
[ -4.73076936e-01 -3.52483591e-01 -3.74674817e-01 -1.49740356e-01
-3.38687554e-01 -2.13567104e-01 -1.40114513e-01 -4.18266166e-01
-2.99128419e-01 -4.39735458e-01 -1.44832937e-01 -1.08455483e-01
-1.87503025e-01]
[ -9.47804721e-01 -9.13136869e-01 -9.73527806e-01 -7.35869391e-01
-9.97805363e-01 -9.75219421e-01 -6.83507298e-01 -6.70659323e-01
-7.82538321e-01 -5.89428227e-01 -6.79890528e-01 -3.74887550e-01
-4.18393402e-01]
[ -5.02554203e-01 -2.65672711e-01 -4.61244327e-01 -3.05812568e-01
-3.52745820e-01 -3.54536653e-01 -5.27321922e-01 -5.47496383e-01
-6.16449134e-01 -1.17416873e-01 -4.04673577e-01 -5.30527385e-01
-3.75840381e-01]
[ -1.17342460e-01 3.09614342e-02 -3.33910734e-01 -3.62911005e-01
-9.75986895e-02 -7.12322463e-02 -1.40781012e-01 -2.49703806e-01
-1.35659297e-01 1.46674037e-01 -3.22093336e-01 -4.62265287e-01
-2.01841932e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60900007e-01 -9.92733972e-02 1.60829433e-01 -2.24652549e-01
-1.18266324e-01 1.14094505e-01 -1.49383240e-01 -2.27450607e-02
-1.02168451e-01 3.22370560e-02 -9.67036365e-02 -2.18234755e-01
3.37095472e-02]
[ -8.17429229e-02 -2.55445283e-01 -1.79013020e-01 -2.70215881e-01
-4.75393200e-01 -8.39816215e-02 -3.96484591e-02 -4.26604723e-03
-5.44645650e-02 7.10567717e-03 -1.51095248e-01 -1.81051221e-01
-2.40878297e-01]
[ -7.45711153e-02 -3.04782862e-03 -2.41905377e-01 -2.48625241e-01
1.34005803e-01 -1.62881195e-01 -1.55907271e-01 5.76468221e-02
8.79213768e-03 2.42299254e-03 -1.93096571e-01 -4.57094441e-02
6.63234759e-02]
[ 2.89768509e-02 -1.51526677e-01 -1.53910412e-01 -1.98521802e-02
-1.11833691e-01 -1.06455800e-01 5.41949833e-02 -1.85774931e-01
-5.77500630e-02 -6.73392131e-02 3.23171605e-02 -7.17130159e-02
1.32693288e-02]
[ -2.83199875e-01 -1.46475194e-01 -6.87779060e-02 -1.02188333e-01
-3.07637000e-01 -2.71920112e-01 -3.43925469e-01 7.90114422e-02
-2.81842773e-01 -1.87753027e-01 1.69928744e-01 2.45111643e-02
3.44756308e-01]
[ -2.14761966e-01 -1.26481176e-01 -7.93160562e-02 -6.16773222e-02
-7.92760859e-02 -1.14207481e-01 -4.37282258e-02 6.19771747e-02
-1.04292733e-01 2.70064503e-02 5.05747419e-02 -1.15550092e-01
3.02101881e-02]
[ -1.52452745e-01 -6.12253070e-02 -2.22774614e-01 -3.38016096e-01
-1.45562002e-01 -1.98746146e-01 -2.28870091e-01 -6.79679803e-02
1.98075226e-01 -1.64483012e-01 -2.93807542e-01 -2.76137801e-01
-1.03536476e-01]
[ -3.65807226e-01 -7.58084256e-02 -1.42840333e-01 -1.84865870e-01
-5.64183689e-02 -3.09908512e-01 7.73390998e-02 -3.23786661e-02
-9.84390371e-02 1.19446412e-01 -1.21832668e-02 -9.35088564e-02
-1.23798466e-01]
[ -1.68853517e-01 -1.55238599e-01 -4.45036280e-02 -1.35563098e-01
-1.34736110e-01 -2.92707111e-01 -7.45212374e-02 -9.71869523e-02
-2.72523616e-01 5.54698080e-02 2.03763680e-01 9.02848076e-02
-2.18865922e-01]
[ -1.37970678e-01 -1.80300348e-01 -1.10464571e-01 -2.82093961e-01
8.78667332e-02 -1.76561411e-02 -2.09156854e-01 -1.32656980e-01
9.69856074e-02 -9.17309732e-02 -1.78426305e-01 -1.65715303e-01
-3.00325398e-01]
[ -4.44056085e-02 -3.28173697e-02 -1.47037927e-01 -3.65420081e-02
-2.27779423e-01 6.33967588e-02 -8.58074029e-02 -4.01876160e-02
-2.32153797e-01 -7.08653114e-02 -6.43098058e-02 -2.93757771e-01
-1.58825637e-01]
[ -7.35579660e-02 3.67839729e-02 -1.30745120e-01 -2.84022546e-01
1.29066915e-01 2.10363828e-02 -2.42774348e-01 -1.94532825e-01
9.99568591e-02 -8.93163342e-02 -2.39951117e-01 -1.46295178e-01
-2.89165229e-01]
[ 8.41355501e-02 -3.16195564e-01 -7.92428414e-02 -4.24285114e-01
-2.24564678e-01 -8.76732292e-02 6.53459644e-02 1.08195039e-01
4.92147574e-03 2.95827585e-01 -4.79218947e-01 -5.77796438e-01
3.62961489e-01]
[ -2.17339995e-01 -2.57735538e-01 -1.24869272e-01 -2.88288198e-01
-3.08273864e-01 -9.17332455e-02 2.09405245e-01 5.32860771e-02
3.09836531e-01 5.57192737e-02 -3.69073960e-01 -7.96399225e-01
5.80781594e-01]
[ -8.26841512e-03 -1.94544538e-01 2.68957302e-02 -2.75207383e-01
-1.72551126e-01 1.67758740e-01 1.83856177e-01 2.47548536e-01
-2.13425684e-02 2.35985551e-01 -1.54813178e-01 -7.71850205e-01
6.11646816e-01]
[ 6.84138723e-03 -5.07219310e-02 -1.19510681e-01 -9.86248319e-02
-1.79711523e-01 -4.50841118e-02 2.71170884e-01 1.57428763e-01
2.50580766e-01 3.68692560e-01 -4.25102686e-01 -6.57346008e-01
6.25288197e-01]
[ -7.88634711e-02 -2.84182025e-01 6.38201016e-02 -3.47603780e-01
-1.49178224e-01 1.18710589e-01 3.42642077e-01 1.27086800e-01
-6.32098807e-02 1.65376045e-01 -5.13380313e-01 -6.98693498e-01
7.42037739e-01]
[ 1.23691237e-01 -8.94706525e-02 1.90524772e-02 -1.46843563e-01
-7.92066577e-02 -1.64646488e-02 2.15658343e-01 3.34189840e-01
3.82336559e-01 2.50084981e-01 -4.98391541e-01 -5.72004078e-01
4.19308766e-01]
[ -9.09912175e-03 -1.26482241e-01 1.84339399e-02 3.19664073e-02
-8.12959262e-02 -2.83385739e-01 8.40272986e-03 2.75128557e-01
-3.64512955e-02 5.50420979e-02 -2.13913276e-01 -5.55257231e-01
2.00432691e-01]
[ 7.71955176e-02 1.28126697e-01 -4.53745249e-03 8.78963637e-02
-7.87830505e-02 -5.90951727e-02 -2.21142079e-01 -2.22118061e-01
-3.02019069e-01 -1.92803499e-01 -1.44444810e-01 3.50440748e-01
-1.77504287e-01]
[ 3.76457395e-02 -6.65902544e-02 1.33254989e-01 2.13620411e-01
2.68943950e-01 9.22981014e-03 -4.32548486e-01 -4.07570928e-01
-1.48607198e-01 -5.64053266e-01 2.14134079e-01 1.09822260e+00
-4.86966352e-01]
[ 3.55863805e-02 7.90442975e-02 -2.10391563e-01 3.53479525e-02
2.90671291e-02 -3.72260652e-04 -1.51438028e-01 -3.19169608e-01
-2.83281775e-01 -1.66999782e-01 -5.66122058e-02 -4.42247765e-02
-1.62022388e-01]
[ -5.43550670e-02 -2.14643538e-01 6.60570498e-02 1.01455740e-01
-1.32012867e-01 -1.33562562e-01 4.29571940e-02 -8.72901382e-04
8.57932282e-02 -3.59620076e-01 -2.91986211e-01 -2.39561521e-01
2.72138688e-02]
[ 1.70541841e-02 -2.78103675e-01 6.59940292e-02 -2.29778736e-01
-1.97076133e-01 -2.30830855e-01 -2.35465634e-01 1.01789493e-01
1.69056695e-02 1.73213613e-01 -1.77842385e-01 -1.71913124e-03
-5.82202101e-03]
[ 1.73876329e-01 5.60485235e-02 -1.03957382e-01 -1.88537577e-01
-5.26636096e-02 -1.01084784e-01 -1.88289639e-01 3.99962514e-02
-1.95799670e-01 -2.24723797e-01 -1.54794994e-01 1.53756486e-01
-1.30537590e-01]
[ -1.70932700e-01 -1.85757186e-01 -1.06381832e-01 -1.79288652e-01
-5.36803429e-02 2.73686007e-02 -1.75279914e-01 -1.53208107e-01
-1.33030788e-01 3.09091379e-02 -2.03188870e-01 -3.60781707e-03
-2.30779231e-01]
[ -3.24104397e-02 -2.16294932e-01 -1.54834349e-01 -1.83984548e-01
-5.44192512e-02 4.49273723e-02 -2.64025463e-02 1.45603676e-02
-2.13501235e-01 -2.34544071e-01 -3.77887413e-02 -1.25359963e-01
-6.27248689e-02]
[ 1.16812707e-01 7.21232250e-02 -3.98803196e-03 -1.48078392e-01
-3.29252625e-01 8.74420052e-03 -1.31158575e-01 -2.27067003e-01
-3.05283247e-01 8.75827916e-02 -1.11372275e-01 -9.84703406e-02
-3.96333696e-02]
[ -6.36428818e-02 -6.07963686e-03 -2.84064503e-01 4.13165819e-03
6.91270837e-02 1.56254908e-01 -2.35609743e-01 -1.74866247e-01
-6.30108085e-02 -5.96498264e-02 1.58576090e-01 4.51391199e-01
-5.30336920e-02]
[ 1.03019822e-01 3.58165082e-01 -2.08459110e-01 6.16845888e-01
1.19498990e-01 -1.86198090e-03 -2.50502376e-01 -3.98193110e-01
-2.63651491e-01 -4.24767316e-01 6.56219004e-01 9.91373328e-01
-6.27018944e-01]
[ -3.31878020e-02 1.89566292e-01 4.12397459e-02 1.64818599e-01
1.20782277e-03 -6.97674952e-02 -2.78968044e-01 -3.79523395e-01
-2.80840659e-01 -2.95372388e-01 4.15492437e-01 1.01960342e+00
-5.59370730e-01]
[ -5.16149855e-02 -1.14083460e-01 -1.62958702e-01 2.91028629e-01
-1.59927077e-01 2.33789209e-01 -1.11687091e-01 -2.78120673e-01
-2.66988172e-01 -5.09561726e-01 1.92484394e-01 4.46758524e-01
-3.18770111e-01]
[ 7.88685305e-02 -3.82332138e-01 -5.16438686e-02 -4.02213821e-02
-1.11099827e-01 2.00411600e-01 8.64061715e-02 1.71589790e-01
-1.54959778e-01 -4.01779014e-02 -8.14795650e-02 2.74423563e-01
-1.49922978e-01]
[ 2.03715766e-01 -2.91435407e-01 -1.22394403e-01 -8.98744430e-02
-2.07309155e-01 1.22301554e-01 2.22721026e-02 -1.54039471e-01
-4.03944627e-02 -1.17425802e-01 -1.33443617e-01 -1.98538408e-01
-7.69044783e-02]
[ -1.34908147e-01 -8.24720232e-02 3.92515505e-02 -2.56546421e-01
-5.85182383e-02 -1.40993035e-01 5.84279382e-02 -1.09848406e-02
-6.63213021e-02 -7.40185751e-03 -3.08380828e-01 -4.38341695e-01
-1.18803547e-02]
[ -1.39994331e-01 -1.35090004e-01 -6.85228764e-02 -2.43486256e-01
-3.44468813e-01 -2.87851745e-01 1.38517725e-01 1.00341105e-01
1.32873269e-02 8.03229799e-02 -1.97511865e-01 -6.47031154e-01
-2.75872698e-02]
[ -1.66205156e-01 -2.28328108e-01 -2.95943048e-01 -3.20688442e-01
-2.70524789e-01 -2.08442528e-01 -3.07973145e-01 1.46978936e-01
-2.06453136e-02 -2.94402072e-01 -2.90138963e-01 -2.75959601e-01
-2.29505555e-01]
[ -1.08034117e-01 1.15744189e-01 2.54712403e-02 -2.07369819e-02
-2.17418530e-01 -1.68775562e-01 -8.36051961e-02 2.07664278e-02
-8.36958428e-02 -1.70428304e-01 -1.79179813e-01 -2.46416040e-01
-5.88706336e-02]
[ -3.49511853e-01 -1.27164910e-01 -2.70489393e-01 1.10974345e-01
-2.06515597e-01 -2.26226480e-01 -5.91942175e-02 -1.52921728e-01
5.22676036e-02 -6.29541084e-02 4.41930198e-02 -3.07922404e-01
-1.09973285e-02]
[ -1.27386716e-01 -2.96729916e-02 -2.59256114e-01 2.86968821e-02
-2.12665004e-01 -2.76814904e-01 -3.89351409e-01 -8.31428375e-02
-6.82919049e-03 -2.78966863e-01 -2.38209990e-01 -2.81951736e-01
-8.12559091e-02]
[ -2.15078387e-01 -5.40500916e-01 -3.30352644e-01 -3.65062254e-01
-3.35911744e-01 -2.26151638e-01 1.40641431e-02 -2.90222992e-01
1.12848984e-01 -2.32663401e-01 -1.99488036e-01 -1.17265246e-01
-5.46761530e-02]
[ -2.12615635e-01 -2.97960038e-01 -3.13009788e-01 -1.42173155e-01
-9.70829107e-02 -1.46847742e-01 -9.21683427e-02 -7.11337120e-03
-1.94216647e-01 -5.03386314e-01 -2.36617640e-01 -1.20241160e-01
3.85856978e-02]
[ -1.22987469e-01 3.09537392e-02 -2.42007340e-01 -3.77400297e-01
-2.24689257e-01 -2.58804006e-01 -6.70414423e-02 -3.06771973e-01
3.54759765e-02 -4.01590167e-02 -2.98112103e-01 -4.95082501e-02
-2.72480962e-01]]
Progress: 8.9% ... Training loss: 0.338 ... Validation loss: 0.467[[-0.02568543]
[ 0.31619344]
[-0.16005549]
[ 0.76700519]
[ 0.29135067]
[ 0.00432134]
[-0.89959665]
[-1.04290197]
[-0.75666569]
[-1.06000201]
[ 1.02903241]
[ 2.63000196]
[-1.66084787]]
[[ -5.34150758e-01 -5.23122311e-01 -5.77572087e-01 -2.04100298e-01
-3.24258982e-01 -5.86943308e-01 -4.40412159e-01 -3.98924036e-01
-5.91495733e-01 -4.90070598e-01 -4.19212880e-02 4.00961494e-01
-2.64747021e-01]
[ 6.05557039e-03 -1.40025518e-01 5.22173924e-02 -2.83655823e-02
-4.47590025e-02 5.90837461e-02 -1.12643925e-01 2.47475078e-01
-1.15746855e-01 -1.53658351e-01 -4.93382960e-02 -5.28029016e-02
1.22724594e-01]
[ -1.95621354e-01 1.40000980e-01 -1.47506677e-02 1.33026857e-01
1.15492757e-01 -1.12898511e-01 1.36106431e-01 -4.62979281e-02
2.40381430e-01 -4.96883287e-02 2.96861702e-01 7.68861203e-01
4.39387492e-01]
[ 1.77519862e-01 -2.62741724e-01 -2.73545821e-01 -4.41460987e-02
-3.16878763e-01 -1.80605465e-03 2.73543106e-02 -3.34938374e-01
1.59708792e-01 -3.23300141e-01 -2.13243989e-01 -3.02395426e-01
-9.11969456e-02]
[ 1.04861166e-01 4.21635229e-02 9.70154980e-02 8.80281953e-02
-5.33821754e-03 7.16841570e-02 -7.20454006e-02 7.85206189e-02
-3.02668928e-03 1.61768345e-01 1.70055812e-01 -6.94863814e-02
2.94539401e-02]
[ -4.84239999e-01 -5.69148923e-01 -6.07952362e-01 -5.31558335e-01
-5.68955975e-01 -5.61876870e-01 -3.20508413e-01 -2.09015452e-01
-4.40559825e-01 -2.92797293e-01 -3.97105980e-01 -5.69334880e-01
-3.06454732e-01]
[ -4.15470393e-01 -5.69781765e-01 -3.21423461e-01 -3.33030880e-01
-4.00058433e-01 -5.57829283e-01 -4.36810271e-01 -4.59396321e-01
-2.96046099e-01 -1.99303073e-01 -4.11505975e-01 -1.89450661e-01
-1.95866584e-01]
[ -3.16499372e-01 -3.62025364e-01 -4.56439578e-01 -2.54795728e-01
-3.17858048e-01 -4.11555009e-01 -1.79228922e-01 -1.12425060e-01
-2.24106464e-01 -3.63034270e-01 -2.06924748e-01 -4.11938134e-01
-1.35359784e-01]
[ -4.73052033e-01 -3.53825890e-01 -3.74243306e-01 -1.53826318e-01
-3.40000419e-01 -2.13671164e-01 -1.35820877e-01 -4.14115121e-01
-2.95444351e-01 -4.35843683e-01 -1.50819814e-01 -1.27435698e-01
-1.79044951e-01]
[ -9.47697326e-01 -9.22403828e-01 -9.70810866e-01 -7.61139109e-01
-1.00620128e+00 -9.75667058e-01 -6.59309176e-01 -6.38148684e-01
-7.61800734e-01 -5.59730753e-01 -7.21480088e-01 -4.68028536e-01
-3.56122594e-01]
[ -5.02543407e-01 -2.66282234e-01 -4.61025521e-01 -3.07066929e-01
-3.53206583e-01 -3.54572064e-01 -5.26708347e-01 -5.45620450e-01
-6.15851940e-01 -1.15078494e-01 -4.06312773e-01 -5.35958979e-01
-3.73405255e-01]
[ -1.17348431e-01 3.13407860e-02 -3.33993619e-01 -3.62695765e-01
-9.73616766e-02 -7.12106623e-02 -1.41293105e-01 -2.50959868e-01
-1.36325540e-01 1.45264210e-01 -3.21843250e-01 -4.63886522e-01
-2.03476878e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60894700e-01 -9.97736613e-02 1.61032830e-01 -2.25981067e-01
-1.18687572e-01 1.14067238e-01 -1.48594562e-01 -2.03538946e-02
-1.01570599e-01 3.44983786e-02 -9.92499136e-02 -2.22944920e-01
3.61016330e-02]
[ -8.17364132e-02 -2.55811407e-01 -1.78889718e-01 -2.71340307e-01
-4.75617242e-01 -8.40050578e-02 -3.89765087e-02 -2.97186107e-03
-5.40453269e-02 8.30298565e-03 -1.52617997e-01 -1.82699707e-01
-2.39574915e-01]
[ -7.45772126e-02 -2.75407076e-03 -2.42013218e-01 -2.48192159e-01
1.34292692e-01 -1.62856789e-01 -1.56525018e-01 5.68029145e-02
8.14150095e-03 1.36954444e-03 -1.92722841e-01 -4.53092244e-02
6.51050740e-02]
[ 2.89910809e-02 -1.52243246e-01 -1.53516429e-01 -2.05948503e-02
-1.12310583e-01 -1.06505164e-01 5.55006057e-02 -1.83743218e-01
-5.63456196e-02 -6.43227162e-02 3.20242797e-02 -7.56387769e-02
1.59542514e-02]
[ -2.83199075e-01 -1.46753449e-01 -6.87490782e-02 -1.03274584e-01
-3.07908687e-01 -2.71925956e-01 -3.43585661e-01 7.95708378e-02
-2.81493944e-01 -1.86896286e-01 1.68036699e-01 2.17895363e-02
3.46983100e-01]
[ -2.14733830e-01 -1.29240364e-01 -7.84845727e-02 -7.02427887e-02
-8.21714739e-02 -1.14328895e-01 -3.59889829e-02 7.30345884e-02
-9.83606727e-02 3.67817353e-02 3.57101040e-02 -1.44293306e-01
5.23460484e-02]
[ -1.52434429e-01 -6.32392834e-02 -2.22317383e-01 -3.42822639e-01
-1.47294847e-01 -1.98824038e-01 -2.24383875e-01 -6.16682231e-02
2.02812728e-01 -1.59519634e-01 -3.01560647e-01 -2.93536279e-01
-9.08344305e-02]
[ -3.65795999e-01 -7.72186688e-02 -1.42476487e-01 -1.88643055e-01
-5.75861920e-02 -3.09954238e-01 8.13054244e-02 -2.77314874e-02
-9.53552937e-02 1.23564016e-01 -1.85692273e-02 -1.11604524e-01
-1.14325896e-01]
[ -1.68832282e-01 -1.56186478e-01 -4.41766141e-02 -1.38993791e-01
-1.35651983e-01 -2.92780587e-01 -7.09224293e-02 -9.38221454e-02
-2.69571489e-01 5.87504786e-02 1.98626812e-01 7.67683471e-02
-2.10949269e-01]
[ -1.37960608e-01 -1.80825639e-01 -1.10304281e-01 -2.83532719e-01
8.73673620e-02 -1.77005859e-02 -2.07568112e-01 -1.31286957e-01
9.83709771e-02 -9.01347798e-02 -1.80422442e-01 -1.71087517e-01
-2.97675041e-01]
[ -4.44104084e-02 -3.27059649e-02 -1.47080021e-01 -3.61299457e-02
-2.27743067e-01 6.34100311e-02 -8.64132166e-02 -4.04056760e-02
-2.32667508e-01 -7.12452941e-02 -6.41148787e-02 -2.94059162e-01
-1.59675173e-01]
[ -7.35506801e-02 3.63994691e-02 -1.30631696e-01 -2.84876019e-01
1.28729167e-01 2.10061049e-02 -2.41736578e-01 -1.93355989e-01
1.00928582e-01 -8.83218776e-02 -2.41107783e-01 -1.50455748e-01
-2.87510971e-01]
[ 8.41446209e-02 -3.16664341e-01 -7.90787453e-02 -4.25966464e-01
-2.25101068e-01 -8.77032945e-02 6.78981380e-02 1.10818843e-01
6.85100496e-03 2.98403348e-01 -4.82059367e-01 -5.87986331e-01
3.69374387e-01]
[ -2.17336216e-01 -2.57899236e-01 -1.24791410e-01 -2.88843249e-01
-3.08393201e-01 -9.17494614e-02 2.10175879e-01 5.41999412e-02
3.10367692e-01 5.65683378e-02 -3.69775805e-01 -7.97476606e-01
5.82690966e-01]
[ -8.28021250e-03 -1.94041483e-01 2.67285357e-02 -2.74254771e-01
-1.72140724e-01 1.67802048e-01 1.82232299e-01 2.45578076e-01
-2.27075393e-02 2.33967438e-01 -1.53429921e-01 -7.69932184e-01
6.08409068e-01]
[ 6.83725242e-03 -5.06913094e-02 -1.19544696e-01 -9.86981033e-02
-1.79616354e-01 -4.50713500e-02 2.70893364e-01 1.57032559e-01
2.50352979e-01 3.68427007e-01 -4.25532751e-01 -6.58991158e-01
6.25095402e-01]
[ -7.88643812e-02 -2.84129107e-01 6.37969229e-02 -3.47455742e-01
-1.49123647e-01 1.18714778e-01 3.42486252e-01 1.26978792e-01
-6.33504686e-02 1.65140786e-01 -5.13263163e-01 -6.98549086e-01
7.41761970e-01]
[ 1.23696631e-01 -8.98746326e-02 1.91729659e-02 -1.48077104e-01
-7.95925665e-02 -1.64818890e-02 2.16791409e-01 3.36268254e-01
3.83368446e-01 2.51888594e-01 -5.00155430e-01 -5.77250168e-01
4.22814064e-01]
[ -9.09896014e-03 -1.26582001e-01 1.84490721e-02 3.17563564e-02
-8.14236620e-02 -2.83385497e-01 8.56176547e-03 2.75693213e-01
-3.62636688e-02 5.51966140e-02 -2.14400838e-01 -5.57576867e-01
2.01316191e-01]
[ 7.72029969e-02 1.27787778e-01 -4.42067571e-03 8.71321072e-02
-7.90621006e-02 -5.91174219e-02 -2.20362803e-01 -2.21466643e-01
-3.01446516e-01 -1.91631377e-01 -1.45161839e-01 3.48092718e-01
-1.76168144e-01]
[ 3.76456350e-02 -6.65876669e-02 1.33253244e-01 2.13629732e-01
2.68946874e-01 9.23016003e-03 -4.32558395e-01 -4.07588132e-01
-1.48615230e-01 -5.64070975e-01 2.14150329e-01 1.09825999e+00
-4.86980428e-01]
[ 3.55909930e-02 7.84188820e-02 -2.10278545e-01 3.42214463e-02
2.85364431e-02 -3.88480348e-04 -1.49971581e-01 -3.17433824e-01
-2.81856624e-01 -1.65801398e-01 -5.90028705e-02 -5.09112210e-02
-1.58432592e-01]
[ -5.43516871e-02 -2.14818463e-01 6.61243651e-02 1.00482764e-01
-1.32219533e-01 -1.33573648e-01 4.37269525e-02 -1.61875977e-04
8.62612698e-02 -3.58871674e-01 -2.93454848e-01 -2.43854345e-01
2.88607722e-02]
[ 1.70704213e-02 -2.79141726e-01 6.63849975e-02 -2.32541446e-01
-1.98014642e-01 -2.30885952e-01 -2.32567567e-01 1.05557360e-01
1.95267507e-02 1.77113876e-01 -1.82350649e-01 -1.29960217e-02
1.18009240e-03]
[ 1.73883685e-01 5.54467332e-02 -1.03789872e-01 -1.89888671e-01
-5.31758603e-02 -1.01108503e-01 -1.87309100e-01 4.18885094e-02
-1.94789546e-01 -2.23110930e-01 -1.57048737e-01 1.48545633e-01
-1.27089873e-01]
[ -1.70938620e-01 -1.85282442e-01 -1.06553745e-01 -1.78279328e-01
-5.32942766e-02 2.73931538e-02 -1.76378441e-01 -1.55076953e-01
-1.33870621e-01 2.85382237e-02 -2.01090814e-01 2.99338264e-03
-2.33599819e-01]
[ -3.24032408e-02 -2.17189847e-01 -1.54511281e-01 -1.86876850e-01
-5.54881723e-02 4.48904297e-02 -2.42016135e-02 1.78847184e-02
-2.11770304e-01 -2.31172507e-01 -4.29360937e-02 -1.32423694e-01
-5.54078486e-02]
[ 1.16825398e-01 7.07246552e-02 -3.58505411e-03 -1.51542565e-01
-3.30341495e-01 8.68918768e-03 -1.28100528e-01 -2.22920864e-01
-3.03075030e-01 9.20530941e-02 -1.17194765e-01 -1.11501329e-01
-3.14243567e-02]
[ -6.36263201e-02 -7.83262433e-03 -2.83624972e-01 -7.73762492e-04
6.75572643e-02 1.56170928e-01 -2.31802502e-01 -1.69654659e-01
-5.92254901e-02 -5.43746517e-02 1.50524937e-01 4.36634707e-01
-4.15803005e-02]
[ 1.03029925e-01 3.57459409e-01 -2.08229609e-01 6.15920143e-01
1.19165136e-01 -1.91005719e-03 -2.49532198e-01 -3.95844302e-01
-2.62600350e-01 -4.22323650e-01 6.54568425e-01 9.86316931e-01
-6.26445525e-01]
[ -3.31739063e-02 1.88664212e-01 4.15149884e-02 1.62728545e-01
4.12087607e-04 -6.98229165e-02 -2.76854455e-01 -3.76642132e-01
-2.78924017e-01 -2.93099437e-01 4.12433612e-01 1.01134087e+00
-5.55345623e-01]
[ -5.16104193e-02 -1.14349876e-01 -1.62881185e-01 2.90086288e-01
-1.60163194e-01 2.33768107e-01 -1.10691858e-01 -2.77131950e-01
-2.66149515e-01 -5.08848468e-01 1.91036543e-01 4.42584315e-01
-3.16837686e-01]
[ 7.88750326e-02 -3.82779663e-01 -5.14969243e-02 -4.19330910e-02
-1.11695221e-01 2.00379490e-01 8.80891219e-02 1.73736366e-01
-1.53858967e-01 -3.87550418e-02 -8.41178261e-02 2.71256563e-01
-1.45945990e-01]
[ 2.03718755e-01 -2.91586640e-01 -1.22328849e-01 -9.02864476e-02
-2.07436183e-01 1.22290596e-01 2.27671278e-02 -1.53241914e-01
-4.00374633e-02 -1.16679692e-01 -1.34128522e-01 -2.00668852e-01
-7.57515390e-02]
[ -1.34906200e-01 -8.25503696e-02 3.92916567e-02 -2.56779663e-01
-5.85992354e-02 -1.41001582e-01 5.88743668e-02 -1.04711491e-02
-6.60040541e-02 -6.79936676e-03 -3.08789648e-01 -4.38990888e-01
-1.10452402e-02]
[ -1.39993170e-01 -1.35137995e-01 -6.85055788e-02 -2.43606590e-01
-3.44504352e-01 -2.87854571e-01 1.38704366e-01 1.00534552e-01
1.34539595e-02 8.05231839e-02 -1.97632891e-01 -6.47341789e-01
-2.71844653e-02]
[ -1.66193851e-01 -2.29813541e-01 -2.95608740e-01 -3.24497785e-01
-2.71700714e-01 -2.08494930e-01 -3.05632272e-01 1.51083339e-01
-1.86470547e-02 -2.91566337e-01 -2.96996373e-01 -2.89424711e-01
-2.24467147e-01]
[ -1.08020604e-01 1.14863030e-01 2.58293048e-02 -2.27889404e-02
-2.18161254e-01 -1.68824386e-01 -8.14787321e-02 2.45019741e-02
-8.14661322e-02 -1.66929594e-01 -1.82494075e-01 -2.55951565e-01
-5.28051061e-02]
[ -3.49493644e-01 -1.28870684e-01 -2.70008656e-01 1.06136240e-01
-2.07895748e-01 -2.26308339e-01 -5.51879468e-02 -1.47127270e-01
5.60592185e-02 -5.66569655e-02 3.64184442e-02 -3.22055706e-01
-2.24716822e-04]
[ -1.27365081e-01 -3.18532335e-02 -2.58627989e-01 2.20018723e-02
-2.14652091e-01 -2.76897185e-01 -3.84645901e-01 -7.59046729e-02
-2.66428545e-03 -2.72207498e-01 -2.48576701e-01 -3.06134607e-01
-6.57277526e-02]
[ -2.15066234e-01 -5.41363974e-01 -3.29968517e-01 -3.67834867e-01
-3.36954188e-01 -2.26206685e-01 1.69643201e-02 -2.86563479e-01
1.15133853e-01 -2.28379320e-01 -2.05038209e-01 -1.29808746e-01
-4.69957086e-02]
[ -2.12590947e-01 -2.99547041e-01 -3.12527235e-01 -1.46519906e-01
-9.87175988e-02 -1.46953675e-01 -8.57965645e-02 1.73640176e-04
-1.89451825e-01 -4.98174226e-01 -2.43734330e-01 -1.41616996e-01
5.32767477e-02]
[ -1.22976753e-01 3.01592783e-02 -2.41822393e-01 -3.79195355e-01
-2.25345908e-01 -2.58839126e-01 -6.51929105e-02 -3.05460560e-01
3.69103350e-02 -3.84201126e-02 -3.00110951e-01 -5.44659207e-02
-2.69186173e-01]]
Progress: 9.0% ... Training loss: 0.292 ... Validation loss: 0.519[[-0.01287343]
[ 0.33870367]
[-0.14177529]
[ 0.79706752]
[ 0.31445001]
[ 0.01556855]
[-0.87366379]
[-1.01476631]
[-0.73309747]
[-1.02855209]
[ 1.07309588]
[ 2.69577885]
[-1.61623196]]
[[ -5.34260674e-01 -5.20225001e-01 -5.78682388e-01 -1.94838797e-01
-3.21387951e-01 -5.86927029e-01 -4.46822537e-01 -4.06806664e-01
-5.95593305e-01 -4.99838893e-01 -2.84361472e-02 4.27066400e-01
-2.82649785e-01]
[ 6.05090335e-03 -1.40004959e-01 5.21978369e-02 -2.82606851e-02
-4.47287164e-02 5.90844411e-02 -1.12857476e-01 2.47270367e-01
-1.15879576e-01 -1.53813867e-01 -4.92509329e-02 -5.25598147e-02
1.22246418e-01]
[ -1.95901265e-01 1.45823441e-01 -1.70153446e-02 1.49826792e-01
1.20654587e-01 -1.12850837e-01 1.20490310e-01 -6.31073209e-02
2.28018595e-01 -7.05888321e-02 3.23040802e-01 8.21042857e-01
4.03145927e-01]
[ 1.77628704e-01 -2.66006562e-01 -2.72630986e-01 -5.21383227e-02
-3.19576600e-01 -1.82909622e-03 3.23019726e-02 -3.27383536e-01
1.63055691e-01 -3.13168541e-01 -2.26892429e-01 -3.21554905e-01
-7.93305717e-02]
[ 1.04812623e-01 4.48108154e-02 9.59384828e-02 9.54094541e-02
-2.72826629e-03 7.16996716e-02 -7.89657547e-02 6.62801732e-02
-7.50293648e-03 1.50523917e-01 1.84230402e-01 -4.55778300e-02
1.00349347e-02]
[ -4.84289060e-01 -5.68400831e-01 -6.08249755e-01 -5.29143307e-01
-5.68039629e-01 -5.61869813e-01 -3.22526214e-01 -2.13460772e-01
-4.42195874e-01 -2.96696240e-01 -3.93385000e-01 -5.59155564e-01
-3.13925479e-01]
[ -4.15555154e-01 -5.68361723e-01 -3.22144339e-01 -3.28729273e-01
-3.98820963e-01 -5.57818309e-01 -4.41625018e-01 -4.65357321e-01
-3.00475969e-01 -2.05272420e-01 -4.05904123e-01 -1.68434758e-01
-2.11094528e-01]
[ -3.16720693e-01 -3.58341030e-01 -4.57935176e-01 -2.44235981e-01
-3.14368346e-01 -4.11518583e-01 -1.91108158e-01 -1.24116327e-01
-2.33092164e-01 -3.76741756e-01 -1.91163279e-01 -3.83334907e-01
-1.59115800e-01]
[ -4.73001642e-01 -3.54021985e-01 -3.74186034e-01 -1.54218083e-01
-3.40357732e-01 -2.13680399e-01 -1.34706953e-01 -4.13637117e-01
-2.93968288e-01 -4.35581141e-01 -1.51590692e-01 -1.34291872e-01
-1.79062233e-01]
[ -9.47883542e-01 -9.19293503e-01 -9.72226163e-01 -7.50530714e-01
-1.00340845e+00 -9.75639348e-01 -6.69952816e-01 -6.51536681e-01
-7.69516576e-01 -5.74169623e-01 -7.05868909e-01 -4.36526713e-01
-3.84150258e-01]
[ -5.02744280e-01 -2.63472505e-01 -4.62159032e-01 -2.99536589e-01
-3.50366749e-01 -3.54541651e-01 -5.35179776e-01 -5.54532678e-01
-6.23325720e-01 -1.25312843e-01 -3.95951913e-01 -5.07604859e-01
-3.92580486e-01]
[ -1.17266095e-01 3.10771034e-02 -3.33901408e-01 -3.63949883e-01
-9.77081380e-02 -7.12235651e-02 -1.39775895e-01 -2.50279227e-01
-1.34711473e-01 1.46624191e-01 -3.23501864e-01 -4.70800193e-01
-2.02745973e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60885513e-01 -1.00103756e-01 1.61107406e-01 -2.26346983e-01
-1.18771330e-01 1.14065556e-01 -1.48362284e-01 -2.01587430e-02
-1.01483325e-01 3.55059670e-02 -1.00185225e-01 -2.24483721e-01
3.58107396e-02]
[ -8.17267759e-02 -2.55969058e-01 -1.78842127e-01 -2.71601079e-01
-4.75724587e-01 -8.40073082e-02 -3.84507988e-02 -2.79353013e-03
-5.37173234e-02 8.32861915e-03 -1.52644439e-01 -1.82990072e-01
-2.38891248e-01]
[ -7.46375091e-02 -1.72949863e-03 -2.42351464e-01 -2.45499973e-01
1.35263852e-01 -1.62847293e-01 -1.59090368e-01 5.24040606e-02
6.33169102e-03 -2.95520956e-03 -1.88669779e-01 -3.39847294e-02
5.74862599e-02]
[ 2.90086830e-02 -1.52214094e-01 -1.53494820e-01 -2.10598408e-02
-1.12339772e-01 -1.06506808e-01 5.56934714e-02 -1.82874479e-01
-5.59131723e-02 -6.34122314e-02 3.08758549e-02 -7.81088958e-02
1.71837928e-02]
[ -2.83254611e-01 -1.45703189e-01 -6.92810020e-02 -1.00293121e-01
-3.07035916e-01 -2.71918757e-01 -3.46256665e-01 7.47313625e-02
-2.84348363e-01 -1.91546784e-01 1.72837406e-01 3.57386801e-02
3.36769929e-01]
[ -2.14805575e-01 -1.28471256e-01 -7.88792446e-02 -6.74098702e-02
-8.14437641e-02 -1.14319288e-01 -3.94623264e-02 6.96276226e-02
-1.01345145e-01 3.29856529e-02 3.93617832e-02 -1.30688012e-01
4.37404156e-02]
[ -1.52426946e-01 -6.37947231e-02 -2.22230457e-01 -3.43973400e-01
-1.47601519e-01 -1.98824316e-01 -2.22518725e-01 -5.79018096e-02
2.04634523e-01 -1.57510366e-01 -3.04013501e-01 -3.03541268e-01
-8.38235103e-02]
[ -3.65907401e-01 -7.44755268e-02 -1.43419488e-01 -1.80892533e-01
-5.51203759e-02 -3.09935647e-01 7.28679101e-02 -3.74381787e-02
-1.02105786e-01 1.13915492e-01 -6.92248833e-03 -9.03708503e-02
-1.34434307e-01]
[ -1.68947885e-01 -1.54363358e-01 -4.49245217e-02 -1.33870920e-01
-1.34045621e-01 -2.92761492e-01 -7.67495563e-02 -1.00126538e-01
-2.73704845e-01 5.17271242e-02 2.07016387e-01 9.53390875e-02
-2.22991212e-01]
[ -1.37894830e-01 -1.81583062e-01 -1.10062342e-01 -2.85934129e-01
8.66015178e-02 -1.77132062e-02 -2.05164857e-01 -1.29182044e-01
1.00609358e-01 -8.78678900e-02 -1.83820340e-01 -1.79745343e-01
-2.93609461e-01]
[ -4.43976517e-02 -3.28360098e-02 -1.47005640e-01 -3.64390735e-02
-2.27915249e-01 6.34075332e-02 -8.58681363e-02 -4.02840428e-02
-2.32206946e-01 -7.09566413e-02 -6.47847014e-02 -2.97786046e-01
-1.59473728e-01]
[ -7.35632936e-02 3.65471407e-02 -1.30679566e-01 -2.84418386e-01
1.28836544e-01 2.10083112e-02 -2.42124437e-01 -1.93554375e-01
1.00517111e-01 -8.87004201e-02 -2.40705367e-01 -1.49507839e-01
-2.88295248e-01]
[ 8.41394689e-02 -3.16629103e-01 -7.91141452e-02 -4.25939137e-01
-2.25062340e-01 -8.77021811e-02 6.78711830e-02 1.10604761e-01
6.92639018e-03 2.98167953e-01 -4.82080114e-01 -5.88562659e-01
3.69397544e-01]
[ -2.17346848e-01 -2.57757830e-01 -1.24855618e-01 -2.88767479e-01
-3.08307194e-01 -9.17475634e-02 2.09931341e-01 5.42242008e-02
3.10204311e-01 5.62987231e-02 -3.69794299e-01 -7.98016131e-01
5.82870780e-01]
[ -8.26915423e-03 -1.94115263e-01 2.67826917e-02 -2.74921695e-01
-1.72266191e-01 1.67799419e-01 1.82994017e-01 2.46345017e-01
-2.21382189e-02 2.34800210e-01 -1.54452820e-01 -7.72315587e-01
6.10938441e-01]
[ 6.82854496e-03 -5.06872342e-02 -1.19575545e-01 -9.86680084e-02
-1.79606444e-01 -4.50700187e-02 2.70664606e-01 1.57026332e-01
2.50305634e-01 3.68143071e-01 -4.25593953e-01 -6.60133255e-01
6.25108176e-01]
[ -7.88677243e-02 -2.84163493e-01 6.38020191e-02 -3.47615972e-01
-1.49122140e-01 1.18715030e-01 3.42595024e-01 1.27185784e-01
-6.34227972e-02 1.65288596e-01 -5.13476704e-01 -6.99359212e-01
7.42130853e-01]
[ 1.23664111e-01 -8.95188478e-02 1.90262169e-02 -1.47032222e-01
-7.93077596e-02 -1.64773835e-02 2.15074396e-01 3.34588603e-01
3.81848212e-01 2.50266752e-01 -4.98994862e-01 -5.74462813e-01
4.19434973e-01]
[ -9.14606898e-03 -1.26044952e-01 1.81993670e-02 3.35696403e-02
-8.09388544e-02 -2.83379642e-01 6.43349702e-03 2.72900935e-01
-3.80851641e-02 5.25606695e-02 -2.12393692e-01 -5.53710853e-01
1.96301412e-01]
[ 7.71235161e-02 1.28489014e-01 -4.76915384e-03 9.00304320e-02
-7.84122590e-02 -5.91056748e-02 -2.23451393e-01 -2.23610167e-01
-3.03628589e-01 -1.94627461e-01 -1.42173310e-01 3.58657550e-01
-1.82818511e-01]
[ 3.76251071e-02 -6.63552143e-02 1.33111267e-01 2.14943113e-01
2.69472677e-01 9.23328795e-03 -4.33295820e-01 -4.09045515e-01
-1.49883849e-01 -5.65009744e-01 2.16726622e-01 1.10376283e+00
-4.90790587e-01]
[ 3.55714378e-02 7.86804434e-02 -2.10379711e-01 3.50349270e-02
2.87920197e-02 -3.85614761e-04 -1.50527440e-01 -3.18290670e-01
-2.82268919e-01 -1.66889127e-01 -5.80550412e-02 -4.82610259e-02
-1.60039044e-01]
[ -5.43786322e-02 -2.14374338e-01 6.59526763e-02 1.01566101e-01
-1.31841844e-01 -1.33569540e-01 4.22219102e-02 -1.47941594e-03
8.51682220e-02 -3.60468900e-01 -2.91981794e-01 -2.39371265e-01
2.61619332e-02]
[ 1.70295381e-02 -2.78503448e-01 6.60274157e-02 -2.30854952e-01
-1.97457873e-01 -2.30880706e-01 -2.34588510e-01 1.01623932e-01
1.74604955e-02 1.73189445e-01 -1.78734623e-01 -3.19807227e-03
-5.45731283e-03]
[ 1.73888568e-01 5.53000249e-02 -1.03796246e-01 -1.90338252e-01
-5.32912821e-02 -1.01109555e-01 -1.87209206e-01 4.25223465e-02
-1.94522335e-01 -2.23054649e-01 -1.57700575e-01 1.49408135e-01
-1.26727405e-01]
[ -1.70972662e-01 -1.84745455e-01 -1.06771223e-01 -1.77218344e-01
-5.28062576e-02 2.73992382e-02 -1.77704501e-01 -1.56807226e-01
-1.34867647e-01 2.64455241e-02 -1.99285530e-01 8.05878672e-03
-2.36231250e-01]
[ -3.24513789e-02 -2.16716235e-01 -1.54732919e-01 -1.85714799e-01
-5.51320649e-02 4.48970979e-02 -2.56253481e-02 1.58628530e-02
-2.12747956e-01 -2.33221191e-01 -4.10916308e-02 -1.28504354e-01
-5.79077711e-02]
[ 1.16824451e-01 7.08251510e-02 -3.61073203e-03 -1.51318916e-01
-3.30268713e-01 8.68934034e-03 -1.28289049e-01 -2.23207148e-01
-3.03229784e-01 9.16737834e-02 -1.16767082e-01 -1.10143394e-01
-3.21177049e-02]
[ -6.36002893e-02 -7.86552998e-03 -2.83592460e-01 -1.12537983e-03
6.75091453e-02 1.56167780e-01 -2.31548034e-01 -1.69468435e-01
-5.87222503e-02 -5.39307779e-02 1.50169196e-01 4.36492569e-01
-4.13311968e-02]
[ 1.03128262e-01 3.56984349e-01 -2.08082495e-01 6.14999801e-01
1.18910454e-01 -1.92382815e-03 -2.48491422e-01 -3.96036513e-01
-2.60977001e-01 -4.21490048e-01 6.53442915e-01 9.78545976e-01
-6.28055712e-01]
[ -3.32334437e-02 1.90473040e-01 4.09995421e-02 1.68198931e-01
1.92745492e-03 -6.98133587e-02 -2.80895391e-01 -3.80698644e-01
-2.82441029e-01 -2.98224402e-01 4.20351602e-01 1.02328405e+00
-5.66797335e-01]
[ -5.16194279e-02 -1.14175207e-01 -1.62941082e-01 2.90508942e-01
-1.60027558e-01 2.33769815e-01 -1.11401769e-01 -2.78087312e-01
-2.66550955e-01 -5.09522620e-01 1.91749965e-01 4.45620945e-01
-3.17955600e-01]
[ 7.88750632e-02 -3.82770452e-01 -5.14954545e-02 -4.18217463e-02
-1.11685481e-01 2.00379245e-01 8.80390094e-02 1.73789206e-01
-1.53879546e-01 -3.86967558e-02 -8.39450501e-02 2.71786276e-01
-1.46166791e-01]
[ 2.03716952e-01 -2.91618761e-01 -1.22308341e-01 -9.00946803e-02
-2.07460932e-01 1.22290796e-01 2.25722180e-02 -1.53286757e-01
-4.01986760e-02 -1.16423262e-01 -1.33893961e-01 -2.00135655e-01
-7.62429548e-02]
[ -1.34909630e-01 -8.24778205e-02 3.92379442e-02 -2.56537078e-01
-5.85319627e-02 -1.41001098e-01 5.86753805e-02 -1.08819386e-02
-6.61824284e-02 -7.26203050e-03 -3.08445036e-01 -4.37990800e-01
-1.18918023e-02]
[ -1.39986502e-01 -1.35214222e-01 -6.84750056e-02 -2.43845078e-01
-3.44566081e-01 -2.87855407e-01 1.39227441e-01 1.01142975e-01
1.38950202e-02 8.09543367e-02 -1.98079732e-01 -6.48935205e-01
-2.60216435e-02]
[ -1.66113517e-01 -2.30636783e-01 -2.95437875e-01 -3.26749660e-01
-2.72407579e-01 -2.08507590e-01 -3.03876852e-01 1.52958911e-01
-1.67224702e-02 -2.89752678e-01 -2.99777599e-01 -2.98479994e-01
-2.22192859e-01]
[ -1.08036098e-01 1.15444306e-01 2.57020603e-02 -2.13325764e-02
-2.17681086e-01 -1.68820879e-01 -8.26690307e-02 2.27615726e-02
-8.23477950e-02 -1.68359540e-01 -1.80659147e-01 -2.51419007e-01
-5.55174492e-02]
[ -3.49538696e-01 -1.27956933e-01 -2.70376353e-01 1.09369764e-01
-2.07282336e-01 -2.26302683e-01 -5.72995549e-02 -1.50021986e-01
5.46604622e-02 -6.02342831e-02 4.06479037e-02 -3.17537698e-01
-6.30632223e-03]
[ -1.27469356e-01 -3.02963795e-02 -2.59184041e-01 2.62496154e-02
-2.13349964e-01 -2.76881229e-01 -3.88286544e-01 -7.95438435e-02
-5.52146811e-03 -2.76978186e-01 -2.43695377e-01 -2.96538080e-01
-7.25328444e-02]
[ -2.15186248e-01 -5.39569952e-01 -3.30677331e-01 -3.61472244e-01
-3.35077298e-01 -2.26188174e-01 1.05507111e-02 -2.92492731e-01
1.09409537e-01 -2.34896518e-01 -1.96174769e-01 -1.08995615e-01
-6.22885495e-02]
[ -2.12646638e-01 -2.98971340e-01 -3.12844838e-01 -1.44306649e-01
-9.79551090e-02 -1.46944889e-01 -8.80531550e-02 -3.40025861e-03
-1.91104069e-01 -5.00861712e-01 -2.40559699e-01 -1.30985590e-01
4.64723017e-02]
[ -1.23021313e-01 3.12172882e-02 -2.42372444e-01 -3.77572375e-01
-2.24387925e-01 -2.58833659e-01 -6.89334402e-02 -3.11178278e-01
3.39243561e-02 -4.45643747e-02 -2.96000081e-01 -4.25599948e-02
-2.80236122e-01]]
Progress: 9.1% ... Training loss: 0.286 ... Validation loss: 0.481[[ -2.75977932e-02]
[ 3.18895099e-01]
[ -1.59733732e-01]
[ 7.68309503e-01]
[ 2.91082108e-01]
[ 2.44992770e-03]
[ -8.97389573e-01]
[ -1.04047887e+00]
[ -7.57735923e-01]
[ -1.05566485e+00]
[ 1.03147164e+00]
[ 2.62096079e+00]
[ -1.66304915e+00]]
[[ -5.34128877e-01 -5.24600916e-01 -5.77028930e-01 -2.08570661e-01
-3.25830509e-01 -5.87067178e-01 -4.32205059e-01 -3.88292992e-01
-5.84254407e-01 -4.81901320e-01 -5.20369372e-02 3.60645287e-01
-2.43742599e-01]
[ 6.03230324e-03 -1.39497891e-01 5.20105651e-02 -2.68551219e-02
-4.43493357e-02 5.91047171e-02 -1.14930942e-01 2.44826748e-01
-1.17660498e-01 -1.55280252e-01 -4.72480695e-02 -4.71520061e-02
1.17605712e-01]
[ -1.95785686e-01 1.40074374e-01 -1.53864188e-02 1.34693156e-01
1.15046024e-01 -1.13012232e-01 1.38586761e-01 -4.17133495e-02
2.42636471e-01 -5.26683328e-02 2.97678275e-01 7.56013375e-01
4.51960553e-01]
[ 1.77618054e-01 -2.64099204e-01 -2.73441792e-01 -4.54419751e-02
-3.17431160e-01 -1.81027273e-03 2.72561019e-02 -3.35928140e-01
1.60011916e-01 -3.22150299e-01 -2.13056197e-01 -2.93844409e-01
-9.49628927e-02]
[ 1.04899473e-01 4.22417468e-02 9.71792870e-02 8.98171348e-02
-4.22796165e-03 7.15816424e-02 -7.77978527e-02 7.26999309e-02
-4.77257245e-03 1.62028550e-01 1.74372868e-01 -5.47585463e-02
9.35988717e-03]
[ -4.84283348e-01 -5.68372560e-01 -6.08156139e-01 -5.29515726e-01
-5.68036235e-01 -5.61876699e-01 -3.23473185e-01 -2.13700661e-01
-4.42486116e-01 -2.96739928e-01 -3.93926387e-01 -5.60746544e-01
-3.16516787e-01]
[ -4.15481063e-01 -5.70842139e-01 -3.21012651e-01 -3.36288088e-01
-4.01294994e-01 -5.57899095e-01 -4.35028139e-01 -4.56909816e-01
-2.94828207e-01 -1.94625433e-01 -4.17343426e-01 -2.04106646e-01
-1.91873872e-01]
[ -3.16643708e-01 -3.61442827e-01 -4.57093652e-01 -2.53521128e-01
-3.17663354e-01 -4.11608102e-01 -1.80777855e-01 -1.12234668e-01
-2.25058293e-01 -3.67079991e-01 -2.07855463e-01 -4.30749823e-01
-1.33649929e-01]
[ -4.72991707e-01 -3.54039762e-01 -3.74098623e-01 -1.55072497e-01
-3.40506498e-01 -2.13687700e-01 -1.33712184e-01 -4.12557232e-01
-2.92768489e-01 -4.34475435e-01 -1.53469794e-01 -1.39574367e-01
-1.75899636e-01]
[ -9.47802378e-01 -9.22196607e-01 -9.71080945e-01 -7.61035625e-01
-1.00677735e+00 -9.75729564e-01 -6.58746134e-01 -6.38532014e-01
-7.60835127e-01 -5.61856547e-01 -7.24609554e-01 -4.90659380e-01
-3.52573548e-01]
[ -5.02639263e-01 -2.66545674e-01 -4.61012151e-01 -3.08049359e-01
-3.53199268e-01 -3.54657849e-01 -5.28057691e-01 -5.44729815e-01
-6.16503091e-01 -1.14613271e-01 -4.09177919e-01 -5.45075304e-01
-3.76537444e-01]
[ -1.17285553e-01 3.14816594e-02 -3.34039267e-01 -3.63002998e-01
-9.74211290e-02 -7.12016424e-02 -1.41129684e-01 -2.51917597e-01
-1.35624361e-01 1.44982313e-01 -3.22087188e-01 -4.69157360e-01
-2.05107909e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60870710e-01 -1.00316582e-01 1.61215652e-01 -2.27015179e-01
-1.19031904e-01 1.14047293e-01 -1.47743589e-01 -1.91530479e-02
-1.00764607e-01 3.64470172e-02 -1.00883110e-01 -2.26411185e-01
3.68299156e-02]
[ -8.17115063e-02 -2.56432945e-01 -1.78623695e-01 -2.72842557e-01
-4.76111242e-01 -8.40232071e-02 -3.82822594e-02 -1.01300248e-03
-5.34566467e-02 1.04107329e-02 -1.55067869e-01 -1.89421797e-01
-2.38408881e-01]
[ -7.46520247e-02 -1.23331340e-03 -2.42513064e-01 -2.44344556e-01
1.35712354e-01 -1.62831231e-01 -1.60165487e-01 5.00016410e-02
5.59535852e-03 -5.05003397e-03 -1.86685333e-01 -2.92092431e-02
5.46603046e-02]
[ 2.90344493e-02 -1.53189379e-01 -1.53053189e-01 -2.40801013e-02
-1.13466860e-01 -1.06533756e-01 5.79240599e-02 -1.79751044e-01
-5.42443374e-02 -5.91046299e-02 2.57481130e-02 -9.41007817e-02
2.33941486e-02]
[ -2.83231432e-01 -1.46150828e-01 -6.90138606e-02 -1.02077564e-01
-3.07431526e-01 -2.71940252e-01 -3.44157445e-01 7.74230298e-02
-2.82413884e-01 -1.88663182e-01 1.70170348e-01 2.48237017e-02
3.44445273e-01]
[ -2.14781266e-01 -1.29459505e-01 -7.84845824e-02 -7.00879992e-02
-8.23283134e-02 -1.14349666e-01 -3.71076413e-02 7.25040302e-02
-9.93141976e-02 3.61023849e-02 3.59066734e-02 -1.41579441e-01
4.92934604e-02]
[ -1.52426640e-01 -6.44362309e-02 -2.22131598e-01 -3.45952800e-01
-1.48358079e-01 -1.98833415e-01 -2.21274843e-01 -5.55777112e-02
2.05896619e-01 -1.56086708e-01 -3.08344868e-01 -3.14843814e-01
-7.83023973e-02]
[ -3.65855772e-01 -7.61827366e-02 -1.42870747e-01 -1.85842794e-01
-5.69226150e-02 -3.09996933e-01 7.88589159e-02 -3.11345971e-02
-9.72836201e-02 1.19274921e-01 -1.49979033e-02 -1.12406710e-01
-1.21619140e-01]
[ -1.68914190e-01 -1.55487572e-01 -4.45496782e-02 -1.37487712e-01
-1.35144537e-01 -2.92794206e-01 -7.26518097e-02 -9.56125506e-02
-2.71041133e-01 5.65631845e-02 2.00535182e-01 7.91451382e-02
-2.13251197e-01]
[ -1.37871844e-01 -1.81990706e-01 -1.09874210e-01 -2.87077691e-01
8.62102772e-02 -1.77426506e-02 -2.03641929e-01 -1.27486506e-01
1.02049849e-01 -8.62110722e-02 -1.85371306e-01 -1.83769782e-01
-2.90779422e-01]
[ -4.44106432e-02 -3.25435156e-02 -1.47115529e-01 -3.55209059e-02
-2.27674107e-01 6.34261344e-02 -8.69226616e-02 -4.12668771e-02
-2.32931888e-01 -7.20550586e-02 -6.37354924e-02 -2.95780888e-01
-1.61274883e-01]
[ -7.35810072e-02 3.71552050e-02 -1.30894526e-01 -2.83480244e-01
1.29335922e-01 2.10346833e-02 -2.43347103e-01 -1.95314900e-01
9.97674545e-02 -9.07434731e-02 -2.39480822e-01 -1.46534485e-01
-2.90256943e-01]
[ 8.41486093e-02 -3.16828123e-01 -7.90391698e-02 -4.26665233e-01
-2.25304251e-01 -8.77098245e-02 6.90943755e-02 1.11920741e-01
7.83634028e-03 2.99342901e-01 -4.83339597e-01 -5.94614628e-01
3.73138191e-01]
[ -2.17359284e-01 -2.57439521e-01 -1.24975016e-01 -2.87982373e-01
-3.08084163e-01 -9.17341072e-02 2.08581419e-01 5.26111045e-02
3.08905157e-01 5.52293051e-02 -3.68919611e-01 -7.95874793e-01
5.79823714e-01]
[ -8.28538480e-03 -1.93770961e-01 2.66396450e-02 -2.74440873e-01
-1.72035222e-01 1.67819563e-01 1.82224529e-01 2.45375003e-01
-2.27209354e-02 2.33673558e-01 -1.54118701e-01 -7.73267732e-01
6.10052189e-01]
[ 6.84298099e-03 -5.11028021e-02 -1.19444035e-01 -1.00144826e-01
-1.79957148e-01 -4.50843578e-02 2.72458740e-01 1.58808732e-01
2.51623687e-01 3.69962464e-01 -4.27504855e-01 -6.66426191e-01
6.29673950e-01]
[ -7.88608853e-02 -2.84311865e-01 6.38916574e-02 -3.48317173e-01
-1.49371625e-01 1.18705854e-01 3.44166467e-01 1.28513926e-01
-6.23370594e-02 1.66421880e-01 -5.14771757e-01 -7.05358669e-01
7.46100567e-01]
[ 1.23667341e-01 -8.95412965e-02 1.90413729e-02 -1.47140389e-01
-7.93301649e-02 -1.64799210e-02 2.15318795e-01 3.34905749e-01
3.82034768e-01 2.50582801e-01 -4.99136689e-01 -5.74700400e-01
4.19873143e-01]
[ -9.14514209e-03 -1.26111499e-01 1.82268319e-02 3.35207734e-02
-8.09689058e-02 -2.83380009e-01 6.41411199e-03 2.73042829e-01
-3.82225979e-02 5.28385133e-02 -2.12551923e-01 -5.53667619e-01
1.96090618e-01]
[ 7.71335524e-02 1.28176295e-01 -4.66068644e-03 8.92901513e-02
-7.86854593e-02 -5.91177283e-02 -2.22525087e-01 -2.22243590e-01
-3.02992697e-01 -1.93782581e-01 -1.43078528e-01 3.55015232e-01
-1.80788323e-01]
[ 3.77037187e-02 -6.81447734e-02 1.33882372e-01 2.09478516e-01
2.67468433e-01 9.14701631e-03 -4.29152016e-01 -4.03169165e-01
-1.45886366e-01 -5.58944812e-01 2.08731737e-01 1.08055609e+00
-4.82880151e-01]
[ 3.55461407e-02 7.91739047e-02 -2.10542852e-01 3.62485973e-02
2.92187914e-02 -3.54941947e-04 -1.51864991e-01 -3.19714606e-01
-2.83180323e-01 -1.68617971e-01 -5.67531660e-02 -4.68015648e-02
-1.61903970e-01]
[ -5.43721996e-02 -2.14613907e-01 6.61007156e-02 1.00725269e-01
-1.32121872e-01 -1.33578281e-01 4.30369346e-02 -2.84917228e-04
8.59105938e-02 -3.59218334e-01 -2.93312437e-01 -2.42727453e-01
2.82523106e-02]
[ 1.70459481e-02 -2.78981772e-01 6.62305539e-02 -2.32652871e-01
-1.97918697e-01 -2.30898344e-01 -2.33081953e-01 1.03698656e-01
1.88829800e-02 1.75473765e-01 -1.81516634e-01 -1.14371189e-02
-6.17889676e-04]
[ 1.73899458e-01 5.47329932e-02 -1.03566198e-01 -1.91883842e-01
-5.37904365e-02 -1.01127345e-01 -1.86025118e-01 4.39448721e-02
-1.93274988e-01 -2.21414492e-01 -1.59682017e-01 1.45577136e-01
-1.23495015e-01]
[ -1.70962252e-01 -1.85107949e-01 -1.06616672e-01 -1.78263123e-01
-5.30916407e-02 2.73851680e-02 -1.77013735e-01 -1.56532599e-01
-1.34371326e-01 2.75966281e-02 -2.00435676e-01 5.79027815e-03
-2.34665455e-01]
[ -3.24350805e-02 -2.17939741e-01 -1.54456225e-01 -1.89295143e-01
-5.64866250e-02 4.48725508e-02 -2.23235639e-02 2.05341771e-02
-2.09856976e-01 -2.29808209e-01 -4.79715554e-02 -1.42141353e-01
-4.74698974e-02]
[ 1.16816507e-01 7.08696596e-02 -3.64091858e-03 -1.51686732e-01
-3.30235914e-01 8.70288475e-03 -1.28468115e-01 -2.23358863e-01
-3.03447959e-01 9.15180893e-02 -1.17536202e-01 -1.12164317e-01
-3.11201672e-02]
[ -6.35980241e-02 -7.79225565e-03 -2.83593087e-01 -7.79561183e-04
6.76193941e-02 1.56166498e-01 -2.31632523e-01 -1.69669435e-01
-5.87668146e-02 -5.41291026e-02 1.50758959e-01 4.37933240e-01
-4.20062406e-02]
[ 1.03117646e-01 3.57439424e-01 -2.08201539e-01 6.16494674e-01
1.19255830e-01 -1.91164491e-03 -2.49205839e-01 -3.96982324e-01
-2.61627842e-01 -4.22672060e-01 6.55472595e-01 9.83070022e-01
-6.30426631e-01]
[ -3.32210860e-02 1.90290712e-01 4.10688495e-02 1.67953495e-01
1.89523671e-03 -6.98229958e-02 -2.80776310e-01 -3.80353573e-01
-2.82403231e-01 -2.97029004e-01 4.19336804e-01 1.02040366e+00
-5.67504445e-01]
[ -5.16067126e-02 -1.14579947e-01 -1.62807226e-01 2.89143825e-01
-1.60392739e-01 2.33750172e-01 -1.10203783e-01 -2.76386845e-01
-2.65199142e-01 -5.08605454e-01 1.89557880e-01 4.39519970e-01
-3.14742115e-01]
[ 7.88780878e-02 -3.82904399e-01 -5.14653410e-02 -4.20738901e-02
-1.11837209e-01 2.00377698e-01 8.82262539e-02 1.74042059e-01
-1.53667100e-01 -3.84075774e-02 -8.45539262e-02 2.70180493e-01
-1.45530195e-01]
[ 2.03728811e-01 -2.91890624e-01 -1.22200373e-01 -9.07796332e-02
-2.07720990e-01 1.22276218e-01 2.33834002e-02 -1.52551175e-01
-3.94695706e-02 -1.15301140e-01 -1.34872199e-01 -2.02581923e-01
-7.47538882e-02]
[ -1.34906510e-01 -8.26208767e-02 3.92790068e-02 -2.57011307e-01
-5.86834214e-02 -1.41003948e-01 5.92219179e-02 -1.04120676e-02
-6.58348382e-02 -6.68448459e-03 -3.09170919e-01 -4.40545983e-01
-1.05580758e-02]
[ -1.39976257e-01 -1.35553776e-01 -6.83584165e-02 -2.44770975e-01
-3.44837092e-01 -2.87865188e-01 1.40393209e-01 1.02347674e-01
1.47185704e-02 8.23141828e-02 -1.99683067e-01 -6.53179816e-01
-2.34929152e-02]
[ -1.66035754e-01 -2.32424289e-01 -2.94819304e-01 -3.32407972e-01
-2.74092665e-01 -2.08596942e-01 -2.99017994e-01 1.59243736e-01
-1.17932622e-02 -2.85697712e-01 -3.07673722e-01 -3.19461268e-01
-2.12851932e-01]
[ -1.08062054e-01 1.16072549e-01 2.54979280e-02 -2.03133732e-02
-2.17212271e-01 -1.68789678e-01 -8.50464184e-02 1.98570449e-02
-8.41813298e-02 -1.69840085e-01 -1.79236743e-01 -2.50019810e-01
-5.83607604e-02]
[ -3.49538559e-01 -1.28324099e-01 -2.70153803e-01 1.08580629e-01
-2.07725761e-01 -2.26304673e-01 -5.63322950e-02 -1.48060871e-01
5.53383160e-02 -5.78880076e-02 3.85948750e-02 -3.22622630e-01
-3.13480497e-03]
[ -1.27433615e-01 -3.18788826e-02 -2.58703269e-01 2.14677841e-02
-2.14917152e-01 -2.76919997e-01 -3.84355801e-01 -7.33307279e-02
-1.73377057e-03 -2.71878744e-01 -2.51788507e-01 -3.18573560e-01
-5.88178625e-02]
[ -2.15178238e-01 -5.40045060e-01 -3.30408598e-01 -3.63462809e-01
-3.35882571e-01 -2.26204041e-01 1.36485763e-02 -2.89154743e-01
1.11697059e-01 -2.31950159e-01 -2.00455893e-01 -1.22181784e-01
-5.38373855e-02]
[ -2.12648882e-01 -2.99071583e-01 -3.12812032e-01 -1.44792234e-01
-9.81024298e-02 -1.46944088e-01 -8.65750114e-02 -2.29362924e-03
-1.90325418e-01 -5.00184105e-01 -2.41320036e-01 -1.35961581e-01
5.01532182e-02]
[ -1.22948043e-01 2.93298539e-02 -2.41637505e-01 -3.82956945e-01
-2.26122858e-01 -2.58904175e-01 -6.39139431e-02 -3.06008264e-01
3.78881481e-02 -3.68377092e-02 -3.04890721e-01 -6.76556263e-02
-2.70494502e-01]]
Progress: 9.1% ... Training loss: 0.304 ... Validation loss: 0.544[[-0.01034419]
[ 0.33981266]
[-0.14021774]
[ 0.80099033]
[ 0.31601517]
[ 0.02068339]
[-0.87068091]
[-1.00651025]
[-0.73335848]
[-1.02339897]
[ 1.07353207]
[ 2.69287628]
[-1.61384045]]
[[ -5.34368249e-01 -5.20654526e-01 -5.78712684e-01 -1.93945222e-01
-3.21619103e-01 -5.87044455e-01 -4.43793584e-01 -4.02746476e-01
-5.93743313e-01 -4.95917279e-01 -2.70162319e-02 4.24549080e-01
-2.78602972e-01]
[ 6.06345877e-03 -1.39920362e-01 5.22289969e-02 -2.81956257e-02
-4.47011369e-02 5.91005755e-02 -1.13354210e-01 2.46410058e-01
-1.16730993e-01 -1.53929566e-01 -4.94581092e-02 -5.39318377e-02
1.20095128e-01]
[ -1.95879712e-01 1.42069346e-01 -1.61522648e-02 1.44714738e-01
1.17312704e-01 -1.13003392e-01 1.30754212e-01 -5.08221299e-02
2.36170682e-01 -6.14956016e-02 3.16015950e-01 8.01895881e-01
4.25565155e-01]
[ 1.77728700e-01 -2.67545606e-01 -2.71950176e-01 -5.08434259e-02
-3.20623922e-01 -1.82258964e-03 3.27452878e-02 -3.22189637e-01
1.63395499e-01 -3.09993474e-01 -2.24560602e-01 -3.21953646e-01
-7.72869354e-02]
[ 1.04928139e-01 4.23076124e-02 9.71297994e-02 8.85391090e-02
-4.75570109e-03 7.15792189e-02 -7.59907754e-02 7.19743310e-02
-3.58159341e-03 1.60780977e-01 1.73267086e-01 -5.45826726e-02
9.76103003e-03]
[ -4.84307510e-01 -5.67929670e-01 -6.08455745e-01 -5.28594112e-01
-5.67560858e-01 -5.61873663e-01 -3.25077764e-01 -2.16994092e-01
-4.43609513e-01 -2.99261077e-01 -3.92141357e-01 -5.57948257e-01
-3.21262286e-01]
[ -4.15722501e-01 -5.67550399e-01 -3.22606501e-01 -3.25027857e-01
-3.98090117e-01 -5.57879895e-01 -4.44171009e-01 -4.70772894e-01
-3.03337455e-01 -2.08777970e-01 -3.99611543e-01 -1.54410868e-01
-2.22197636e-01]
[ -3.16735180e-01 -3.60119643e-01 -4.57627744e-01 -2.48179871e-01
-3.16160165e-01 -4.11598325e-01 -1.86956538e-01 -1.18125452e-01
-2.28787488e-01 -3.72377179e-01 -1.99582889e-01 -4.14912373e-01
-1.47217301e-01]
[ -4.73035470e-01 -3.53567082e-01 -3.74291332e-01 -1.53459986e-01
-3.39900420e-01 -2.13682637e-01 -1.35475140e-01 -4.14262861e-01
-2.94484567e-01 -4.36407354e-01 -1.51443250e-01 -1.38350101e-01
-1.79695046e-01]
[ -9.47979758e-01 -9.19395389e-01 -9.72530453e-01 -7.49479187e-01
-1.00359879e+00 -9.75712279e-01 -6.69241575e-01 -6.54437073e-01
-7.69690633e-01 -5.75739435e-01 -7.04860401e-01 -4.46494829e-01
-3.86021196e-01]
[ -5.02819495e-01 -2.64107039e-01 -4.62011911e-01 -3.01075631e-01
-3.50908677e-01 -3.54641341e-01 -5.34746670e-01 -5.52008525e-01
-6.21695012e-01 -1.23058341e-01 -4.00151642e-01 -5.22293938e-01
-3.91861969e-01]
[ -1.17328776e-01 3.17723004e-02 -3.34210257e-01 -3.62397549e-01
-9.71007622e-02 -7.11983578e-02 -1.42634353e-01 -2.53486751e-01
-1.36654852e-01 1.43407479e-01 -3.21046588e-01 -4.66547495e-01
-2.08767780e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60842941e-01 -1.00646929e-01 1.61247935e-01 -2.27524273e-01
-1.19131520e-01 1.14045876e-01 -1.47618543e-01 -1.99137903e-02
-1.00456539e-01 3.64561435e-02 -1.01438308e-01 -2.28474458e-01
3.57232481e-02]
[ -8.17370932e-02 -2.56012024e-01 -1.78797398e-01 -2.71834983e-01
-4.75829656e-01 -8.40209315e-02 -3.90415720e-02 -2.60001110e-03
-5.41206845e-02 8.71270276e-03 -1.53452660e-01 -1.85278661e-01
-2.40169080e-01]
[ -7.47097361e-02 -3.71743933e-04 -2.42871886e-01 -2.42681652e-01
1.36569502e-01 -1.62826135e-01 -1.62335014e-01 4.71516564e-02
4.02103425e-03 -7.84138374e-03 -1.84128525e-01 -2.28620620e-02
4.91803323e-02]
[ 2.89510962e-02 -1.51948277e-01 -1.53642707e-01 -2.03415304e-02
-1.12242434e-01 -1.06526874e-01 5.48373560e-02 -1.83608437e-01
-5.63408259e-02 -6.35336268e-02 3.12611629e-02 -8.04990406e-02
1.56815648e-02]
[ -2.83321511e-01 -1.45232407e-01 -6.95465100e-02 -9.86056893e-02
-3.06628584e-01 -2.71934398e-01 -3.46980518e-01 7.24224901e-02
-2.85786939e-01 -1.93137600e-01 1.75681821e-01 4.29483093e-02
3.32844063e-01]
[ -2.14900128e-01 -1.27655410e-01 -7.91910479e-02 -6.41206664e-02
-8.07484710e-02 -1.14338437e-01 -4.26652215e-02 6.56505942e-02
-1.04319010e-01 2.83900975e-02 4.53934942e-02 -1.19800043e-01
3.39250117e-02]
[ -1.52392536e-01 -6.50021601e-02 -2.21982614e-01 -3.46842827e-01
-1.48669415e-01 -1.98835033e-01 -2.20222589e-01 -5.47357835e-02
2.07746545e-01 -1.54895063e-01 -3.09956220e-01 -3.22900052e-01
-7.49177763e-02]
[ -3.65893063e-01 -7.56524426e-02 -1.43060648e-01 -1.83507148e-01
-5.62740628e-02 -3.09993910e-01 7.60061622e-02 -3.33691169e-02
-9.96717120e-02 1.17432603e-01 -1.11637927e-02 -1.02209837e-01
-1.28409683e-01]
[ -1.68881146e-01 -1.55854901e-01 -4.43739858e-02 -1.38406201e-01
-1.35433245e-01 -2.92796948e-01 -7.15402323e-02 -9.48674218e-02
-2.69900664e-01 5.81130170e-02 1.99315203e-01 7.61647059e-02
-2.11228107e-01]
[ -1.37927266e-01 -1.81295398e-01 -1.10197198e-01 -2.84450923e-01
8.70816716e-02 -1.77362986e-02 -2.06678189e-01 -1.29772538e-01
9.95664418e-02 -8.87300174e-02 -1.80654149e-01 -1.73391443e-01
-2.97311224e-01]
[ -4.44170058e-02 -3.25408670e-02 -1.47088740e-01 -3.54713363e-02
-2.27721256e-01 6.34262477e-02 -8.70115181e-02 -4.14501877e-02
-2.33123341e-01 -7.22489049e-02 -6.43795949e-02 -2.99205738e-01
-1.61784404e-01]
[ -7.36020910e-02 3.74749448e-02 -1.31024486e-01 -2.82887258e-01
1.29606361e-01 2.10367107e-02 -2.43951004e-01 -1.96041911e-01
9.91667451e-02 -9.17366773e-02 -2.38868786e-01 -1.45025187e-01
-2.91235751e-01]
[ 8.41321863e-02 -3.16502032e-01 -7.91504639e-02 -4.26427104e-01
-2.25055815e-01 -8.77079587e-02 6.84043307e-02 1.11248860e-01
7.18247005e-03 2.99060406e-01 -4.82879569e-01 -5.94440129e-01
3.72351308e-01]
[ -2.17371762e-01 -2.57380595e-01 -1.25036381e-01 -2.88121758e-01
-3.08054407e-01 -9.17330540e-02 2.08314537e-01 5.19653060e-02
3.08753089e-01 5.44338769e-02 -3.69124021e-01 -7.97363462e-01
5.79303930e-01]
[ -8.29896959e-03 -1.93678478e-01 2.65900965e-02 -2.74429030e-01
-1.71972179e-01 1.67820768e-01 1.82206590e-01 2.45184112e-01
-2.27274381e-02 2.33367055e-01 -1.54465359e-01 -7.75717429e-01
6.10657476e-01]
[ 6.85344409e-03 -5.11905535e-02 -1.19422353e-01 -1.00618118e-01
-1.80031534e-01 -4.50848295e-02 2.73061748e-01 1.59315851e-01
2.52158452e-01 3.70438533e-01 -4.28010853e-01 -6.67966479e-01
6.31435084e-01]
[ -7.88677581e-02 -2.84274192e-01 6.38850021e-02 -3.48134390e-01
-1.49365971e-01 1.18706637e-01 3.44208344e-01 1.28527360e-01
-6.24366325e-02 1.66542985e-01 -5.14709700e-01 -7.07262118e-01
7.46658932e-01]
[ 1.23689698e-01 -8.97189586e-02 1.91167320e-02 -1.47732521e-01
-7.94744138e-02 -1.64811956e-02 2.16345507e-01 3.36048288e-01
3.82975664e-01 2.51693038e-01 -4.99801045e-01 -5.76945602e-01
4.22260116e-01]
[ -9.17244184e-03 -1.25827579e-01 1.80779758e-02 3.43552175e-02
-8.06726842e-02 -2.83377745e-01 5.54054356e-03 2.71531251e-01
-3.89163856e-02 5.18138333e-02 -2.11803025e-01 -5.53295644e-01
1.94171451e-01]
[ 7.71058525e-02 1.28263138e-01 -4.72426028e-03 9.00696381e-02
-7.85226017e-02 -5.91159453e-02 -2.23319417e-01 -2.22043915e-01
-3.03735834e-01 -1.94138427e-01 -1.42079274e-01 3.57678406e-01
-1.82683067e-01]
[ 3.77560026e-02 -6.88113477e-02 1.34131440e-01 2.08492630e-01
2.67038359e-01 9.14301174e-03 -4.28337565e-01 -4.01975082e-01
-1.44556467e-01 -5.57529319e-01 2.07818144e-01 1.07617618e+00
-4.81340609e-01]
[ 3.54820357e-02 7.99089276e-02 -2.10796736e-01 3.83740366e-02
2.98609226e-02 -3.48873842e-04 -1.54085437e-01 -3.21426712e-01
-2.85064545e-01 -1.70925618e-01 -5.41831675e-02 -4.14646276e-02
-1.66108765e-01]
[ -5.44149045e-02 -2.14112761e-01 6.58188475e-02 1.02449667e-01
-1.31654424e-01 -1.33574795e-01 4.09994441e-02 -3.03456778e-03
8.42837744e-02 -3.61658210e-01 -2.91111894e-01 -2.35841426e-01
2.34789154e-02]
[ 1.70007663e-02 -2.78513081e-01 6.58653457e-02 -2.31052945e-01
-1.97471478e-01 -2.30895091e-01 -2.34607251e-01 9.96838268e-02
1.67321307e-02 1.72089240e-01 -1.78374793e-01 -1.48311835e-04
-7.71561455e-03]
[ 1.73898859e-01 5.47181303e-02 -1.03559718e-01 -1.91931030e-01
-5.37620442e-02 -1.01127438e-01 -1.85769517e-01 4.38968006e-02
-1.93084694e-01 -2.21310176e-01 -1.59995099e-01 1.45214671e-01
-1.23293564e-01]
[ -1.70966624e-01 -1.85080627e-01 -1.06649361e-01 -1.78173667e-01
-5.30456202e-02 2.73855574e-02 -1.77017878e-01 -1.56855875e-01
-1.34372587e-01 2.73843664e-02 -2.00456683e-01 5.97524172e-03
-2.34928422e-01]
[ -3.24405077e-02 -2.17887557e-01 -1.54474361e-01 -1.89169230e-01
-5.64392107e-02 4.48729727e-02 -2.24564739e-02 2.03276986e-02
-2.09984441e-01 -2.30006570e-01 -4.78233106e-02 -1.41907831e-01
-4.77874613e-02]
[ 1.16762953e-01 7.19750680e-02 -4.06895598e-03 -1.49267162e-01
-3.29275685e-01 8.70857999e-03 -1.31055176e-01 -2.27004550e-01
-3.05099849e-01 8.73981359e-02 -1.13509114e-01 -1.02401297e-01
-3.82736311e-02]
[ -6.36262965e-02 -7.24633608e-03 -2.83796152e-01 1.11574456e-03
6.82115939e-02 1.56169631e-01 -2.33254596e-01 -1.72455204e-01
-6.03589530e-02 -5.68953284e-02 1.54215697e-01 4.47179876e-01
-4.79547361e-02]
[ 1.03157281e-01 3.56993529e-01 -2.08059525e-01 6.15482330e-01
1.19010363e-01 -1.91489201e-03 -2.48254126e-01 -3.96272639e-01
-2.60708498e-01 -4.21423010e-01 6.54135392e-01 9.80171850e-01
-6.29178747e-01]
[ -3.32984059e-02 1.91727032e-01 4.05022704e-02 1.73227603e-01
3.37140794e-03 -6.98170637e-02 -2.84559477e-01 -3.84196260e-01
-2.85649164e-01 -3.02114048e-01 4.28313744e-01 1.03893907e+00
-5.78423879e-01]
[ -5.16293203e-02 -1.14237885e-01 -1.62950067e-01 2.91030077e-01
-1.60030682e-01 2.33752550e-01 -1.11765547e-01 -2.78103931e-01
-2.66201948e-01 -5.09734966e-01 1.92544971e-01 4.47228412e-01
-3.19516652e-01]
[ 7.88415240e-02 -3.82469525e-01 -5.16823831e-02 -4.03565185e-02
-1.11341842e-01 2.00381401e-01 8.61502084e-02 1.71628029e-01
-1.55168283e-01 -4.05272140e-02 -8.20285040e-02 2.78316425e-01
-1.50473138e-01]
[ 2.03706799e-01 -2.91681244e-01 -1.22270480e-01 -8.97230462e-02
-2.07530243e-01 1.22277890e-01 2.19771034e-02 -1.53584113e-01
-4.05514993e-02 -1.16092029e-01 -1.33640810e-01 -1.98040683e-01
-7.80225293e-02]
[ -1.34921301e-01 -8.24808428e-02 3.92010672e-02 -2.56626814e-01
-5.85953178e-02 -1.41003173e-01 5.85317684e-02 -1.11649757e-02
-6.65305034e-02 -7.44207949e-03 -3.08641513e-01 -4.38599313e-01
-1.23279991e-02]
[ -1.39979963e-01 -1.35514836e-01 -6.83745853e-02 -2.44730642e-01
-3.44802864e-01 -2.87864881e-01 1.40300366e-01 1.02093881e-01
1.46365568e-02 8.20115987e-02 -1.99625667e-01 -6.53373432e-01
-2.36711338e-02]
[ -1.66134031e-01 -2.31222500e-01 -2.95573890e-01 -3.28062875e-01
-2.72827534e-01 -2.08588516e-01 -3.03307201e-01 1.50531524e-01
-1.64415576e-02 -2.93480773e-01 -2.99852997e-01 -2.96246608e-01
-2.28941081e-01]
[ -1.08107322e-01 1.16684647e-01 2.52150656e-02 -1.82718929e-02
-2.16702897e-01 -1.68785780e-01 -8.64081064e-02 1.85910896e-02
-8.50178526e-02 -1.71864660e-01 -1.76695441e-01 -2.43719808e-01
-6.17149511e-02]
[ -3.49633244e-01 -1.27053325e-01 -2.70622838e-01 1.13327575e-01
-2.06614672e-01 -2.26295368e-01 -6.11838864e-02 -1.52481637e-01
5.11920648e-02 -6.25422370e-02 4.50575886e-02 -3.07721851e-01
-1.43863946e-02]
[ -1.27460118e-01 -3.13982522e-02 -2.58900768e-01 2.28114551e-02
-2.14549155e-01 -2.76917486e-01 -3.85518527e-01 -7.58927219e-02
-2.40102630e-03 -2.74256457e-01 -2.49587296e-01 -3.12292295e-01
-6.18151926e-02]
[ -2.15264318e-01 -5.39038153e-01 -3.30774719e-01 -3.60186001e-01
-3.34642833e-01 -2.26197048e-01 9.82884901e-03 -2.91050097e-01
1.07818383e-01 -2.34260992e-01 -1.95033720e-01 -1.12389580e-01
-6.20078124e-02]
[ -2.12776694e-01 -2.97182312e-01 -3.13625206e-01 -1.39339021e-01
-9.61112452e-02 -1.46931962e-01 -9.22616584e-02 -1.00853885e-02
-1.94174344e-01 -5.06780125e-01 -2.33272856e-01 -1.16241248e-01
3.51452909e-02]
[ -1.22870252e-01 2.83988771e-02 -2.41374484e-01 -3.85028546e-01
-2.26817851e-01 -2.58910358e-01 -6.14314447e-02 -3.04113144e-01
4.08361584e-02 -3.49940693e-02 -3.07569995e-01 -7.83090878e-02
-2.66055932e-01]]
Progress: 9.2% ... Training loss: 0.281 ... Validation loss: 0.486[[-0.00494509]
[ 0.34722393]
[-0.13631653]
[ 0.80685172]
[ 0.31928386]
[ 0.02630655]
[-0.86855954]
[-0.9994076 ]
[-0.73353566]
[-1.01674147]
[ 1.08154257]
[ 2.69327486]
[-1.61833091]]
[[ -5.34367744e-01 -5.19896621e-01 -5.78577676e-01 -1.93912024e-01
-3.21618659e-01 -5.87041864e-01 -4.41390335e-01 -4.02073496e-01
-5.91380111e-01 -4.95238000e-01 -2.68028499e-02 4.22239291e-01
-2.73075430e-01]
[ 6.04224577e-03 -1.39003127e-01 5.19222655e-02 -2.59677993e-02
-4.39606025e-02 5.91457776e-02 -1.15380074e-01 2.43624447e-01
-1.18177103e-01 -1.56369217e-01 -4.60958863e-02 -4.69342501e-02
1.15330675e-01]
[ -1.95870280e-01 1.41727876e-01 -1.57758105e-02 1.45165649e-01
1.16981506e-01 -1.13024359e-01 1.34715175e-01 -4.85280319e-02
2.40606600e-01 -5.87200812e-02 3.16243839e-01 7.98940714e-01
4.35302274e-01]
[ 1.77762948e-01 -2.66990003e-01 -2.71871287e-01 -5.40113542e-02
-3.20382669e-01 -1.89058200e-03 3.69519828e-02 -3.21591275e-01
1.65641835e-01 -3.09218963e-01 -2.26366155e-01 -3.28753135e-01
-6.73631803e-02]
[ 1.04850792e-01 4.58102807e-02 9.60544857e-02 9.51543869e-02
-1.69960949e-03 7.17078833e-02 -8.76913591e-02 5.69882890e-02
-1.35516372e-02 1.45929613e-01 1.84973817e-01 -1.44303551e-02
-2.06571496e-02]
[ -4.84342732e-01 -5.66995322e-01 -6.08763453e-01 -5.26199088e-01
-5.66711753e-01 -5.61822210e-01 -3.28439359e-01 -2.21172026e-01
-4.46341853e-01 -3.03115078e-01 -3.88050291e-01 -5.46739638e-01
-3.29340464e-01]
[ -4.15695320e-01 -5.67514502e-01 -3.22427752e-01 -3.25496229e-01
-3.98607789e-01 -5.57930620e-01 -4.40903778e-01 -4.68083594e-01
-3.00658446e-01 -2.06228251e-01 -3.99746134e-01 -1.64325223e-01
-2.15744811e-01]
[ -3.16741886e-01 -3.60450363e-01 -4.57497682e-01 -2.49473950e-01
-3.16597763e-01 -4.11575314e-01 -1.85527040e-01 -1.17169094e-01
-2.26867504e-01 -3.70771888e-01 -2.02807193e-01 -4.22077590e-01
-1.40903492e-01]
[ -4.73056985e-01 -3.52473264e-01 -3.74664486e-01 -1.51696639e-01
-3.39052920e-01 -2.13627836e-01 -1.37666304e-01 -4.17638734e-01
-2.95905801e-01 -4.40008501e-01 -1.48580622e-01 -1.30003650e-01
-1.85031149e-01]
[ -9.47967543e-01 -9.19804535e-01 -9.72340038e-01 -7.50139020e-01
-1.00432791e+00 -9.75720230e-01 -6.66457616e-01 -6.52123372e-01
-7.66143220e-01 -5.72805493e-01 -7.06886229e-01 -4.54407995e-01
-3.79034284e-01]
[ -5.02813046e-01 -2.64095326e-01 -4.61995250e-01 -3.01921211e-01
-3.51018753e-01 -3.54652470e-01 -5.33455678e-01 -5.52229515e-01
-6.20461970e-01 -1.23034626e-01 -4.00709802e-01 -5.25260560e-01
-3.89878179e-01]
[ -1.17383701e-01 3.39030764e-02 -3.34789384e-01 -3.58496217e-01
-9.55202266e-02 -7.11007383e-02 -1.47565332e-01 -2.59487609e-01
-1.40989889e-01 1.37149682e-01 -3.14867802e-01 -4.53192211e-01
-2.18386129e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60850127e-01 -1.00643778e-01 1.61186540e-01 -2.27395573e-01
-1.19128437e-01 1.14059189e-01 -1.48191492e-01 -2.03193481e-02
-1.00924685e-01 3.60978303e-02 -1.01977875e-01 -2.30575943e-01
3.43877308e-02]
[ -8.17485958e-02 -2.55759321e-01 -1.78927987e-01 -2.71167619e-01
-4.75592351e-01 -8.40004373e-02 -4.00965394e-02 -4.23856982e-03
-5.49750326e-02 7.12672505e-03 -1.52133832e-01 -1.82878860e-01
-2.42093876e-01]
[ -7.47258410e-02 3.47008224e-04 -2.42977701e-01 -2.40851649e-01
1.37137491e-01 -1.62810664e-01 -1.63737494e-01 4.54194245e-02
3.00561826e-03 -9.19878536e-03 -1.80593381e-01 -1.39717944e-02
4.54013535e-02]
[ 2.89509567e-02 -1.51774741e-01 -1.53638696e-01 -1.99360318e-02
-1.12299193e-01 -1.06528949e-01 5.53606111e-02 -1.83611620e-01
-5.60792364e-02 -6.37259484e-02 3.20365592e-02 -7.86996424e-02
1.58246699e-02]
[ -2.83320198e-01 -1.44897280e-01 -6.96090839e-02 -9.73920841e-02
-3.06349422e-01 -2.71931974e-01 -3.47338806e-01 7.18917179e-02
-2.86013356e-01 -1.93609992e-01 1.77632836e-01 4.40269861e-02
3.31559364e-01]
[ -2.14868830e-01 -1.28623961e-01 -7.88248506e-02 -6.81417530e-02
-8.20475602e-02 -1.14393447e-01 -3.88707131e-02 6.98768300e-02
-1.01085323e-01 3.20989697e-02 3.86221327e-02 -1.37674364e-01
4.47040926e-02]
[ -1.52377934e-01 -6.63387293e-02 -2.21701524e-01 -3.49046149e-01
-1.49557149e-01 -1.98860872e-01 -2.17396902e-01 -5.10272399e-02
2.10660483e-01 -1.51150112e-01 -3.14233919e-01 -3.33437394e-01
-6.65638840e-02]
[ -3.65921461e-01 -7.41505478e-02 -1.43373425e-01 -1.79992087e-01
-5.49575646e-02 -3.09946381e-01 7.30343802e-02 -3.77613885e-02
-1.02137039e-01 1.13607704e-01 -4.39122816e-03 -8.68237327e-02
-1.36126334e-01]
[ -1.68877483e-01 -1.56030607e-01 -4.42999289e-02 -1.39678189e-01
-1.35815348e-01 -2.92794519e-01 -7.07488211e-02 -9.46037069e-02
-2.69230910e-01 5.87995545e-02 1.96781954e-01 6.96892070e-02
-2.09316370e-01]
[ -1.37937351e-01 -1.80543484e-01 -1.10448705e-01 -2.83549308e-01
8.76386329e-02 -1.77091393e-02 -2.07480140e-01 -1.31938805e-01
9.89748992e-02 -9.11375043e-02 -1.78732534e-01 -1.68547270e-01
-3.00298255e-01]
[ -4.44296605e-02 -3.19934006e-02 -1.47277237e-01 -3.43170635e-02
-2.27274173e-01 6.34598153e-02 -8.85743091e-02 -4.32485091e-02
-2.33981731e-01 -7.40966377e-02 -6.25561628e-02 -2.94288411e-01
-1.64539103e-01]
[ -7.36031578e-02 3.74045706e-02 -1.31008738e-01 -2.82811062e-01
1.29565299e-01 2.10357889e-02 -2.44016687e-01 -1.95481389e-01
9.90127807e-02 -9.11306522e-02 -2.39250107e-01 -1.44876791e-01
-2.91288842e-01]
[ 8.41434125e-02 -3.16771384e-01 -7.90299036e-02 -4.27423460e-01
-2.25426748e-01 -8.77243425e-02 6.98893595e-02 1.13095346e-01
8.24690263e-03 3.01067368e-01 -4.84389466e-01 -6.00175136e-01
3.76705911e-01]
[ -2.17378172e-01 -2.57141819e-01 -1.25109518e-01 -2.87521304e-01
-3.07854756e-01 -9.17187410e-02 2.07548911e-01 5.11809107e-02
3.08111330e-01 5.35916794e-02 -3.68317975e-01 -7.96238382e-01
5.77951388e-01]
[ -8.29012010e-03 -1.94151262e-01 2.67108979e-02 -2.75898097e-01
-1.72431659e-01 1.67803202e-01 1.84154517e-01 2.47122614e-01
-2.12404149e-02 2.34903218e-01 -1.56729318e-01 -7.82641677e-01
6.15322801e-01]
[ 6.85099435e-03 -5.11207977e-02 -1.19440216e-01 -1.00472392e-01
-1.79978399e-01 -4.50815387e-02 2.72911819e-01 1.59151255e-01
2.52011695e-01 3.70201079e-01 -4.27825276e-01 -6.67810128e-01
6.31133327e-01]
[ -7.88618017e-02 -2.84352800e-01 6.39394429e-02 -3.48931813e-01
-1.49510284e-01 1.18698658e-01 3.45166018e-01 1.29557111e-01
-6.17142381e-02 1.67383392e-01 -5.15649845e-01 -7.11706916e-01
7.50252017e-01]
[ 1.23697385e-01 -8.98733073e-02 1.91684739e-02 -1.48373102e-01
-7.96314596e-02 -1.64900928e-02 2.17162541e-01 3.37051142e-01
3.83884837e-01 2.52415923e-01 -5.00432207e-01 -5.79615200e-01
4.24521974e-01]
[ -9.16169111e-03 -1.26176064e-01 1.81839423e-02 3.31833136e-02
-8.09877474e-02 -2.83390700e-01 7.29927339e-03 2.73089928e-01
-3.76091601e-02 5.30760066e-02 -2.13579549e-01 -5.59745682e-01
1.98062951e-01]
[ 7.71024070e-02 1.28405145e-01 -4.77591291e-03 9.06807641e-02
-7.83799292e-02 -5.91084607e-02 -2.23513872e-01 -2.22295929e-01
-3.04101904e-01 -1.94374727e-01 -1.41369395e-01 3.59430528e-01
-1.83918852e-01]
[ 3.77675633e-02 -6.95815783e-02 1.34362366e-01 2.05829316e-01
2.66209550e-01 9.12942439e-03 -4.26538195e-01 -3.99962521e-01
-1.43287638e-01 -5.55197124e-01 2.02246517e-01 1.06652965e+00
-4.76115058e-01]
[ 3.54802510e-02 7.98973428e-02 -2.10784761e-01 3.84645734e-02
2.99050486e-02 -3.44230699e-04 -1.54376865e-01 -3.21618584e-01
-2.85212496e-01 -1.71004600e-01 -5.39889347e-02 -4.09626335e-02
-1.66128004e-01]
[ -5.44191705e-02 -2.14005193e-01 6.57393594e-02 1.02531289e-01
-1.31633484e-01 -1.33568980e-01 4.08511219e-02 -4.40193430e-03
8.42726523e-02 -3.62588552e-01 -2.90927836e-01 -2.36660168e-01
2.30520303e-02]
[ 1.69940178e-02 -2.78383404e-01 6.58049173e-02 -2.30803621e-01
-1.97406047e-01 -2.30883690e-01 -2.34973698e-01 9.91497606e-02
1.64958138e-02 1.71415221e-01 -1.78092975e-01 -3.31009039e-05
-8.08545864e-03]
[ 1.73861525e-01 5.59385714e-02 -1.03781730e-01 -1.89713906e-01
-5.28050764e-02 -1.01080145e-01 -1.88872308e-01 4.00569544e-02
-1.95998133e-01 -2.24744630e-01 -1.56085511e-01 1.62740725e-01
-1.30335906e-01]
[ -1.70955852e-01 -1.85727013e-01 -1.06449941e-01 -1.79710684e-01
-5.36313695e-02 2.73605599e-02 -1.75240987e-01 -1.54512702e-01
-1.32728864e-01 2.96360850e-02 -2.02878159e-01 -1.62848898e-03
-2.30393919e-01]
[ -3.24661203e-02 -2.16542287e-01 -1.54911037e-01 -1.86164021e-01
-5.52646702e-02 4.49326454e-02 -2.65200862e-02 1.51166857e-02
-2.12420405e-01 -2.34767881e-01 -4.19791478e-02 -1.27025552e-01
-5.65593141e-02]
[ 1.16720476e-01 7.31293446e-02 -4.61252625e-03 -1.46139504e-01
-3.28206268e-01 8.79253381e-03 -1.33882139e-01 -2.31362356e-01
-3.06954123e-01 8.21900161e-02 -1.08752320e-01 -8.72712405e-02
-4.51221102e-02]
[ -6.36217371e-02 -7.34735121e-03 -2.83738509e-01 9.27407452e-04
6.80460101e-02 1.56158994e-01 -2.33080401e-01 -1.71880921e-01
-6.00481514e-02 -5.62297213e-02 1.54205431e-01 4.45011560e-01
-4.74214233e-02]
[ 1.03145138e-01 3.57869392e-01 -2.08234617e-01 6.18858932e-01
1.19816967e-01 -1.89754272e-03 -2.50191580e-01 -3.97889076e-01
-2.62478227e-01 -4.23277675e-01 6.58894058e-01 9.85434439e-01
-6.36327164e-01]
[ -3.32856832e-02 1.91172508e-01 4.07231339e-02 1.71901942e-01
2.82887450e-03 -6.98454572e-02 -2.83230193e-01 -3.82523975e-01
-2.84589372e-01 -3.00281374e-01 4.26063884e-01 1.03343074e+00
-5.75974457e-01]
[ -5.16252857e-02 -1.13988678e-01 -1.62971500e-01 2.92149085e-01
-1.59770558e-01 2.33745687e-01 -1.12418456e-01 -2.79162681e-01
-2.66581794e-01 -5.09952918e-01 1.94445188e-01 4.52844195e-01
-3.22657106e-01]
[ 7.88530642e-02 -3.82437187e-01 -5.16651102e-02 -4.06829445e-02
-1.11457415e-01 2.00362805e-01 8.65422978e-02 1.71535711e-01
-1.54763994e-01 -4.02945943e-02 -8.20834172e-02 2.77611663e-01
-1.50095396e-01]
[ 2.03715699e-01 -2.92178483e-01 -1.22130324e-01 -9.08985220e-02
-2.07988873e-01 1.22262646e-01 2.33318650e-02 -1.51910827e-01
-3.92266009e-02 -1.14412046e-01 -1.36029271e-01 -2.04107477e-01
-7.39703990e-02]
[ -1.34925815e-01 -8.23695834e-02 3.91694521e-02 -2.56368803e-01
-5.84781211e-02 -1.40994165e-01 5.80161495e-02 -1.14677278e-02
-6.70064599e-02 -7.86153803e-03 -3.08471581e-01 -4.38720523e-01
-1.29097518e-02]
[ -1.39977597e-01 -1.35553378e-01 -6.83654400e-02 -2.44925562e-01
-3.44828619e-01 -2.87868466e-01 1.40666908e-01 1.02307106e-01
1.49585758e-02 8.22433273e-02 -1.99913550e-01 -6.54103367e-01
-2.30184650e-02]
[ -1.66171843e-01 -2.29748041e-01 -2.96035922e-01 -3.25170619e-01
-2.71761245e-01 -2.08527770e-01 -3.06296590e-01 1.45965154e-01
-1.90429700e-02 -2.98541124e-01 -2.94314991e-01 -2.82878537e-01
-2.36806095e-01]
[ -1.08135277e-01 1.17551431e-01 2.48939890e-02 -1.56878926e-02
-2.15953065e-01 -1.68728553e-01 -8.87626207e-02 1.56229599e-02
-8.67251592e-02 -1.73963241e-01 -1.73245451e-01 -2.35385564e-01
-6.63499931e-02]
[ -3.49651375e-01 -1.26190698e-01 -2.70901043e-01 1.16154757e-01
-2.05958468e-01 -2.26255342e-01 -6.33923924e-02 -1.54807173e-01
4.93492419e-02 -6.48488354e-02 4.89673788e-02 -3.02355647e-01
-1.99238029e-02]
[ -1.27455319e-01 -3.17996044e-02 -2.58746178e-01 2.24408046e-02
-2.14858474e-01 -2.76927846e-01 -3.83959513e-01 -7.35002351e-02
-7.88720453e-04 -2.72136255e-01 -2.50507983e-01 -3.18520062e-01
-5.66923164e-02]
[ -2.15257829e-01 -5.39378303e-01 -3.30569117e-01 -3.61233520e-01
-3.35113817e-01 -2.26214085e-01 1.17177203e-02 -2.89210365e-01
1.09225093e-01 -2.32257601e-01 -1.96871511e-01 -1.18575475e-01
-5.72550135e-02]
[ -2.12760101e-01 -2.97247354e-01 -3.13537028e-01 -1.40263591e-01
-9.63552923e-02 -1.46961197e-01 -9.09191316e-02 -8.97018099e-03
-1.93131172e-01 -5.05534598e-01 -2.34403101e-01 -1.21158387e-01
3.77559491e-02]
[ -1.22850496e-01 2.77348955e-02 -2.41133592e-01 -3.88593326e-01
-2.27524491e-01 -2.58933185e-01 -5.95254767e-02 -3.03508684e-01
4.33709311e-02 -3.41977987e-02 -3.12984257e-01 -8.55713078e-02
-2.61152448e-01]]
Progress: 9.2% ... Training loss: 0.282 ... Validation loss: 0.484[[-0.00382615]
[ 0.35199776]
[-0.13384329]
[ 0.81184416]
[ 0.32519838]
[ 0.02783717]
[-0.86493686]
[-0.99370998]
[-0.72367076]
[-1.01278395]
[ 1.09503535]
[ 2.71626535]
[-1.61527912]]
[[ -5.34358825e-01 -5.19748016e-01 -5.78455678e-01 -1.94759172e-01
-3.21281916e-01 -5.87060434e-01 -4.37650931e-01 -3.99001403e-01
-5.89502827e-01 -4.92496306e-01 -2.67928287e-02 4.11334624e-01
-2.63462480e-01]
[ 6.06296429e-03 -1.40366876e-01 5.24172964e-02 -3.00771628e-02
-4.50124667e-02 5.90539632e-02 -1.12054992e-01 2.48613337e-01
-1.15716670e-01 -1.52876064e-01 -5.15215447e-02 -6.35560633e-02
1.22826046e-01]
[ -1.95902853e-01 1.45760338e-01 -1.65600043e-02 1.53889996e-01
1.20175743e-01 -1.12857540e-01 1.28042005e-01 -5.77198660e-02
2.33975407e-01 -6.58776500e-02 3.30331416e-01 8.20730555e-01
4.19152012e-01]
[ 1.77780422e-01 -2.67886580e-01 -2.71694472e-01 -5.76196512e-02
-3.20959313e-01 -1.95984777e-03 4.05948583e-02 -3.17372412e-01
1.68520862e-01 -3.06115801e-01 -2.30398482e-01 -3.40971362e-01
-5.56720352e-02]
[ 1.04857528e-01 4.44230072e-02 9.62133796e-02 9.39675850e-02
-2.48873242e-03 7.16514404e-02 -8.66776168e-02 5.91751746e-02
-1.22385653e-02 1.49067035e-01 1.82529875e-01 -1.10952498e-02
-2.15392237e-02]
[ -4.84315756e-01 -5.69094998e-01 -6.08151459e-01 -5.31061318e-01
-5.68387790e-01 -5.61956946e-01 -3.24738543e-01 -2.15667430e-01
-4.43396792e-01 -2.97835612e-01 -3.94654650e-01 -5.60266187e-01
-3.22205856e-01]
[ -4.15704710e-01 -5.66749443e-01 -3.22643789e-01 -3.24817928e-01
-3.97856763e-01 -5.57880414e-01 -4.40269773e-01 -4.69722735e-01
-3.01541343e-01 -2.07447462e-01 -3.97936027e-01 -1.62800546e-01
-2.15212029e-01]
[ -3.16762506e-01 -3.58084886e-01 -4.58009497e-01 -2.44476672e-01
-3.14699332e-01 -4.11471917e-01 -1.90758874e-01 -1.22732594e-01
-2.32024542e-01 -3.76462628e-01 -1.94572858e-01 -4.09682481e-01
-1.52112355e-01]
[ -4.73060704e-01 -3.52156273e-01 -3.74869069e-01 -1.50354770e-01
-3.38615426e-01 -2.13593453e-01 -1.38909909e-01 -4.19448147e-01
-2.97059114e-01 -4.41420749e-01 -1.46225294e-01 -1.22316796e-01
-1.87549014e-01]
[ -9.47984821e-01 -9.18559035e-01 -9.72739966e-01 -7.48486995e-01
-1.00331931e+00 -9.75616946e-01 -6.68776293e-01 -6.56149689e-01
-7.70194997e-01 -5.76548810e-01 -7.02587601e-01 -4.48328071e-01
-3.82887670e-01]
[ -5.02797345e-01 -2.64309676e-01 -4.61868694e-01 -3.02251649e-01
-3.50961947e-01 -3.54713006e-01 -5.32083039e-01 -5.50112778e-01
-6.19528000e-01 -1.21473284e-01 -4.00551169e-01 -5.26114028e-01
-3.88753963e-01]
[ -1.17388877e-01 3.42197763e-02 -3.34836454e-01 -3.57662586e-01
-9.51747213e-02 -7.10902365e-02 -1.48759914e-01 -2.61085489e-01
-1.42120268e-01 1.36288926e-01 -3.13529651e-01 -4.50338575e-01
-2.21716297e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60851221e-01 -1.00624116e-01 1.61168855e-01 -2.27288010e-01
-1.19106428e-01 1.14060715e-01 -1.48396522e-01 -2.04401564e-02
-1.01220819e-01 3.55839267e-02 -1.01650898e-01 -2.28392202e-01
3.37384361e-02]
[ -8.17421200e-02 -2.56076648e-01 -1.78850291e-01 -2.72247657e-01
-4.75711295e-01 -8.40256402e-02 -3.98372245e-02 -3.92066295e-03
-5.46894955e-02 7.44715698e-03 -1.53425718e-01 -1.84394457e-01
-2.42102672e-01]
[ -7.47184674e-02 -2.79444513e-04 -2.42856267e-01 -2.42324305e-01
1.36783756e-01 -1.62844778e-01 -1.62258321e-01 4.65356633e-02
3.86564503e-03 -7.41035245e-03 -1.82801041e-01 -1.90864160e-02
4.79445510e-02]
[ 2.89606996e-02 -1.52305600e-01 -1.53369089e-01 -2.27046505e-02
-1.12938850e-01 -1.06571119e-01 5.84045565e-02 -1.80885471e-01
-5.39664906e-02 -6.00650811e-02 2.83614637e-02 -9.02860936e-02
2.38798283e-02]
[ -2.83326184e-01 -1.44502510e-01 -6.97584534e-02 -9.69230020e-02
-3.06137649e-01 -2.71908678e-01 -3.48210744e-01 7.03665725e-02
-2.87000068e-01 -1.94960891e-01 1.78614280e-01 4.75780463e-02
3.28957623e-01]
[ -2.14876617e-01 -1.28243296e-01 -7.90162941e-02 -6.59773793e-02
-8.14128928e-02 -1.14354449e-01 -3.96892685e-02 6.85009499e-02
-1.02314374e-01 3.02385506e-02 4.19140257e-02 -1.29957667e-01
4.18364199e-02]
[ -1.52391604e-01 -6.49049698e-02 -2.22079757e-01 -3.45533369e-01
-1.48290247e-01 -1.98795499e-01 -2.21066112e-01 -5.53443158e-02
2.06766774e-01 -1.54687346e-01 -3.08498636e-01 -3.18385711e-01
-7.61488562e-02]
[ -3.65920323e-01 -7.41527163e-02 -1.43334241e-01 -1.80513806e-01
-5.52695833e-02 -3.09945960e-01 7.31252482e-02 -3.64789860e-02
-1.01909613e-01 1.13745452e-01 -5.97774803e-03 -9.35753667e-02
-1.34160961e-01]
[ -1.68881983e-01 -1.55361529e-01 -4.43842505e-02 -1.38598544e-01
-1.35108499e-01 -2.92774127e-01 -7.14528343e-02 -9.62008515e-02
-2.69977918e-01 5.74650594e-02 1.99536383e-01 7.03964316e-02
-2.10743464e-01]
[ -1.37933675e-01 -1.80608811e-01 -1.10435207e-01 -2.83195104e-01
8.76202512e-02 -1.77188275e-02 -2.07666139e-01 -1.32166838e-01
9.88414425e-02 -9.08462691e-02 -1.77933242e-01 -1.66227523e-01
-3.01322119e-01]
[ -4.44320572e-02 -3.17399915e-02 -1.47374211e-01 -3.37839141e-02
-2.27089307e-01 6.34743443e-02 -8.91377734e-02 -4.41800567e-02
-2.34303128e-01 -7.50366659e-02 -6.17295648e-02 -2.91437780e-01
-1.65658914e-01]
[ -7.36028843e-02 3.71432105e-02 -1.30932571e-01 -2.83033611e-01
1.29391884e-01 2.10356793e-02 -2.44012397e-01 -1.94335910e-01
9.88863270e-02 -9.08351202e-02 -2.39409450e-01 -1.46209180e-01
-2.90628663e-01]
[ 8.41461129e-02 -3.17046724e-01 -7.89344864e-02 -4.28456897e-01
-2.25716106e-01 -8.77373911e-02 7.10080528e-02 1.14209851e-01
8.99444979e-03 3.02499688e-01 -4.85761882e-01 -6.05261242e-01
3.79970017e-01]
[ -2.17379466e-01 -2.57006632e-01 -1.25150417e-01 -2.87255354e-01
-3.07772305e-01 -9.17105308e-02 2.07012251e-01 5.08391482e-02
3.07666736e-01 5.31751329e-02 -3.68005110e-01 -7.95566033e-01
5.77191576e-01]
[ -8.28795401e-03 -1.94246926e-01 2.67419657e-02 -2.76216897e-01
-1.72554423e-01 1.67792972e-01 1.84608760e-01 2.47648224e-01
-2.09339394e-02 2.35362542e-01 -1.57163404e-01 -7.83488446e-01
6.16527137e-01]
[ 6.84699047e-03 -5.09669229e-02 -1.19521776e-01 -1.00447620e-01
-1.79842294e-01 -4.50621542e-02 2.72843971e-01 1.58598584e-01
2.51858251e-01 3.69513786e-01 -4.27941207e-01 -6.69317701e-01
6.31304572e-01]
[ -7.88513220e-02 -2.85052474e-01 6.42145564e-02 -3.51482127e-01
-1.50299599e-01 1.18642630e-01 3.48627107e-01 1.32600474e-01
-5.94071249e-02 1.71028556e-01 -5.19022901e-01 -7.21729002e-01
7.58678552e-01]
[ 1.23697410e-01 -8.98273199e-02 1.91618622e-02 -1.48425782e-01
-7.96256501e-02 -1.64889837e-02 2.17187370e-01 3.37061705e-01
3.83900268e-01 2.52530825e-01 -5.00464670e-01 -5.79919691e-01
4.24774423e-01]
[ -9.16080662e-03 -1.26164767e-01 1.82047239e-02 3.28620109e-02
-8.09844771e-02 -2.83390367e-01 7.22338389e-03 2.73445369e-01
-3.75694935e-02 5.33707229e-02 -2.14099935e-01 -5.62146747e-01
1.99421391e-01]
[ 7.71238063e-02 1.26814543e-01 -4.29968457e-03 8.69309185e-02
-7.95581054e-02 -5.92044235e-02 -2.19598624e-01 -2.17978105e-01
-3.01025430e-01 -1.89803339e-01 -1.46234659e-01 3.43164435e-01
-1.75423408e-01]
[ 3.77623208e-02 -6.94324453e-02 1.34246097e-01 2.07446617e-01
2.66480172e-01 9.16001647e-03 -4.27257690e-01 -3.99482586e-01
-1.44471654e-01 -5.56384902e-01 2.04167347e-01 1.07010076e+00
-4.78411492e-01]
[ 3.54810521e-02 7.98166573e-02 -2.10765377e-01 3.81670418e-02
2.98363344e-02 -3.48157902e-04 -1.54166497e-01 -3.21413436e-01
-2.85068985e-01 -1.70784991e-01 -5.44384401e-02 -4.22853240e-02
-1.65514703e-01]
[ -5.44146881e-02 -2.14496272e-01 6.59522791e-02 1.00939163e-01
-1.32052902e-01 -1.33590598e-01 4.23251794e-02 -2.44843705e-03
8.54308013e-02 -3.60975001e-01 -2.93121647e-01 -2.43181960e-01
2.67637880e-02]
[ 1.69840330e-02 -2.77618873e-01 6.54697915e-02 -2.28959754e-01
-1.96667144e-01 -2.30836453e-01 -2.37276708e-01 9.53046191e-02
1.44916907e-02 1.67252254e-01 -1.74795225e-01 1.01946267e-02
-1.43489110e-02]
[ 1.73844448e-01 5.74011069e-02 -1.04148764e-01 -1.87006694e-01
-5.15936324e-02 -1.01017235e-01 -1.92021871e-01 3.45650850e-02
-1.99177119e-01 -2.28985266e-01 -1.50702110e-01 1.79944461e-01
-1.39410856e-01]
[ -1.70957080e-01 -1.85704147e-01 -1.06496087e-01 -1.79925393e-01
-5.36374067e-02 2.73717691e-02 -1.75468507e-01 -1.55143094e-01
-1.32788603e-01 2.92875899e-02 -2.03256190e-01 -2.12523257e-03
-2.30215247e-01]
[ -3.24691697e-02 -2.16400936e-01 -1.54974455e-01 -1.85975813e-01
-5.51420235e-02 4.49430088e-02 -2.68360852e-02 1.47997452e-02
-2.12738886e-01 -2.35468085e-01 -4.16353508e-02 -1.26507279e-01
-5.69754075e-02]
[ 1.16718381e-01 7.32782842e-02 -4.67245162e-03 -1.46076847e-01
-3.28194910e-01 8.79960087e-03 -1.33831575e-01 -2.32177789e-01
-3.07103102e-01 8.17752914e-02 -1.08466527e-01 -8.53631353e-02
-4.58797412e-02]
[ -6.36240174e-02 -7.01818478e-03 -2.83816436e-01 1.83118883e-03
6.84610366e-02 1.56175496e-01 -2.33727388e-01 -1.72797162e-01
-6.06150295e-02 -5.72329016e-02 1.55704574e-01 4.47749789e-01
-4.97358860e-02]
[ 1.03152714e-01 3.57509115e-01 -2.08126343e-01 6.18779401e-01
1.19765083e-01 -1.92942247e-03 -2.50316902e-01 -3.97129849e-01
-2.62156062e-01 -4.21655026e-01 6.58760469e-01 9.84219406e-01
-6.37664734e-01]
[ -3.32912891e-02 1.92240675e-01 4.04574816e-02 1.74970669e-01
3.79243098e-03 -6.97991423e-02 -2.85778275e-01 -3.84514429e-01
-2.86648843e-01 -3.02824539e-01 4.30484191e-01 1.04273506e+00
-5.81335107e-01]
[ -5.16263163e-02 -1.13838873e-01 -1.62988264e-01 2.92423130e-01
-1.59679042e-01 2.33751228e-01 -1.12793768e-01 -2.79158836e-01
-2.66987829e-01 -5.10041484e-01 1.94729052e-01 4.53878618e-01
-3.23230726e-01]
[ 7.88532059e-02 -3.82324114e-01 -5.16916587e-02 -4.05195583e-02
-1.11360414e-01 2.00363898e-01 8.63319778e-02 1.71135917e-01
-1.54984857e-01 -4.06718835e-02 -8.16230859e-02 2.79176265e-01
-1.50799488e-01]
[ 2.03712260e-01 -2.92074424e-01 -1.22152928e-01 -8.99798515e-02
-2.07899522e-01 1.22276405e-01 2.22620707e-02 -1.52620025e-01
-4.03110363e-02 -1.14981985e-01 -1.34865816e-01 -2.00346843e-01
-7.65973767e-02]
[ -1.34926221e-01 -8.23052156e-02 3.91514934e-02 -2.56161445e-01
-5.84292631e-02 -1.40992201e-01 5.77244265e-02 -1.17191727e-02
-6.72713864e-02 -8.08375745e-03 -3.08219474e-01 -4.37760074e-01
-1.36663710e-02]
[ -1.39978270e-01 -1.35476545e-01 -6.83806217e-02 -2.44806001e-01
-3.44779957e-01 -2.87866113e-01 1.40480723e-01 1.02292032e-01
1.46888303e-02 8.21899757e-02 -1.99873243e-01 -6.53496789e-01
-2.35117244e-02]
[ -1.66191086e-01 -2.28367899e-01 -2.96496040e-01 -3.23146357e-01
-2.70822479e-01 -2.08451274e-01 -3.09871957e-01 1.39228029e-01
-2.21972031e-02 -3.04677976e-01 -2.89925727e-01 -2.67974430e-01
-2.47467230e-01]
[ -1.08114591e-01 1.16049167e-01 2.54626463e-02 -2.05310420e-02
-2.17158899e-01 -1.68818090e-01 -8.44590926e-02 2.17107171e-02
-8.37745923e-02 -1.69645723e-01 -1.79715856e-01 -2.57301099e-01
-5.60189968e-02]
[ -3.49654394e-01 -1.25251408e-01 -2.71080111e-01 1.19109723e-01
-2.04948916e-01 -2.26226427e-01 -6.41232223e-02 -1.55367025e-01
4.76383006e-02 -6.49151150e-02 5.33963670e-02 -2.92909918e-01
-2.15009195e-02]
[ -1.27447321e-01 -3.23379265e-02 -2.58601043e-01 2.06009817e-02
-2.15356501e-01 -2.76959312e-01 -3.82454685e-01 -7.14381465e-02
5.21433041e-04 -2.69883085e-01 -2.53088698e-01 -3.25438687e-01
-5.22123148e-02]
[ -2.15265484e-01 -5.38993256e-01 -3.30734758e-01 -3.59750617e-01
-3.34626876e-01 -2.26169240e-01 1.03203321e-02 -2.90383846e-01
1.07784799e-01 -2.33334900e-01 -1.94915961e-01 -1.12958386e-01
-5.92982039e-02]
[ -2.12762780e-01 -2.96667520e-01 -3.13613742e-01 -1.38092525e-01
-9.57300778e-02 -1.46948972e-01 -9.17340267e-02 -1.01545801e-02
-1.93862389e-01 -5.06110185e-01 -2.31293390e-01 -1.17368846e-01
3.52080160e-02]
[ -1.22853338e-01 2.78390192e-02 -2.41286284e-01 -3.88388333e-01
-2.27470188e-01 -2.58921412e-01 -6.09559723e-02 -3.05511130e-01
4.18987094e-02 -3.59552007e-02 -3.12021239e-01 -8.24135234e-02
-2.65193409e-01]]
Progress: 9.2% ... Training loss: 0.289 ... Validation loss: 0.476[[-0.02875908]
[ 0.32214202]
[-0.15636955]
[ 0.77065268]
[ 0.29991847]
[ 0.00583229]
[-0.89959772]
[-1.03440283]
[-0.75621587]
[-1.05131522]
[ 1.04502565]
[ 2.65112885]
[-1.68059186]]
[[ -5.34312687e-01 -5.24378198e-01 -5.76862743e-01 -2.09459184e-01
-3.25571436e-01 -5.87381260e-01 -4.21717598e-01 -3.78054686e-01
-5.77727104e-01 -4.72285178e-01 -5.10609092e-02 3.41981100e-01
-2.22913845e-01]
[ 6.06234126e-03 -1.40317972e-01 5.23920557e-02 -2.99565675e-02
-4.49677441e-02 5.90595339e-02 -1.12225300e-01 2.48381574e-01
-1.15810479e-01 -1.53094074e-01 -5.13900521e-02 -6.34071204e-02
1.22456035e-01]
[ -1.95885448e-01 1.41240094e-01 -1.52653332e-02 1.42339116e-01
1.16340451e-01 -1.12993491e-01 1.40616199e-01 -4.50308981e-02
2.46212790e-01 -5.36666359e-02 3.11816647e-01 7.69746096e-01
4.56370315e-01]
[ 1.77810197e-01 -2.68232560e-01 -2.71750266e-01 -5.95935538e-02
-3.21529011e-01 -2.09165538e-03 4.35934760e-02 -3.23483434e-01
1.71742801e-01 -3.08802649e-01 -2.27741142e-01 -3.34418584e-01
-5.33007946e-02]
[ 1.04885327e-01 4.07666234e-02 9.74143244e-02 8.29678203e-02
-6.07542912e-03 7.14299075e-02 -7.92160350e-02 7.64328050e-02
-5.49700958e-03 1.63130966e-01 1.62695467e-01 -5.27711456e-02
-1.43886219e-03]
[ -4.84292972e-01 -5.70972254e-01 -6.07512425e-01 -5.36003741e-01
-5.69962419e-01 -5.62116549e-01 -3.19762167e-01 -2.06920820e-01
-4.40369927e-01 -2.89245210e-01 -4.03132814e-01 -5.85462288e-01
-3.13141811e-01]
[ -4.15677206e-01 -5.69329697e-01 -3.21733672e-01 -3.33369053e-01
-4.00110747e-01 -5.58066393e-01 -4.32521646e-01 -4.61010921e-01
-2.94269859e-01 -1.97711857e-01 -4.09791631e-01 -1.93577319e-01
-1.93184860e-01]
[ -3.16742597e-01 -3.61203167e-01 -4.57155268e-01 -2.52634337e-01
-3.17315086e-01 -4.11605710e-01 -1.82524601e-01 -1.12186872e-01
-2.25153247e-01 -3.66745465e-01 -2.08156550e-01 -4.44650406e-01
-1.30691465e-01]
[ -4.73052720e-01 -3.52988035e-01 -3.74648282e-01 -1.53425209e-01
-3.39122096e-01 -2.13641533e-01 -1.36023937e-01 -4.16914793e-01
-2.95555049e-01 -4.39037480e-01 -1.50423304e-01 -1.37412163e-01
-1.80462193e-01]
[ -9.47945919e-01 -9.23639527e-01 -9.71039109e-01 -7.62830290e-01
-1.00743029e+00 -9.75902883e-01 -6.53939282e-01 -6.33818429e-01
-7.59292484e-01 -5.55743918e-01 -7.27754589e-01 -5.18472632e-01
-3.43793780e-01]
[ -5.02769995e-01 -2.66680917e-01 -4.61168411e-01 -3.09022679e-01
-3.52850233e-01 -3.54883401e-01 -5.26101568e-01 -5.44361435e-01
-6.14252749e-01 -1.14279867e-01 -4.08570727e-01 -5.48289592e-01
-3.74694711e-01]
[ -1.17376949e-01 3.32639563e-02 -3.34613426e-01 -3.61269911e-01
-9.61264979e-02 -7.11613594e-02 -1.45733645e-01 -2.58630593e-01
-1.39624325e-01 1.38717054e-01 -3.18458576e-01 -4.64054615e-01
-2.15270514e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60844021e-01 -1.01246554e-01 1.61404087e-01 -2.28888352e-01
-1.19625281e-01 1.14003900e-01 -1.46504289e-01 -1.75404629e-02
-1.00137391e-01 3.86568877e-02 -1.04136626e-01 -2.34982393e-01
3.79324760e-02]
[ -8.17356514e-02 -2.56760582e-01 -1.78622629e-01 -2.74146951e-01
-4.76213015e-01 -8.40712064e-02 -3.85691839e-02 -8.20972192e-04
-5.39380315e-02 1.04238931e-02 -1.56954251e-01 -1.92575451e-01
-2.40109063e-01]
[ -7.47074260e-02 -1.06091644e-03 -2.42624455e-01 -2.44320323e-01
1.36057148e-01 -1.62914343e-01 -1.60369374e-01 4.95566243e-02
5.30796901e-03 -4.39777262e-03 -1.85867888e-01 -3.02937699e-02
5.08232370e-02]
[ 2.89647480e-02 -1.52367285e-01 -1.53379223e-01 -2.29625795e-02
-1.12849988e-01 -1.06601015e-01 5.87565445e-02 -1.81544634e-01
-5.34522392e-02 -6.01431878e-02 2.86944884e-02 -8.68227926e-02
2.35220130e-02]
[ -2.83313924e-01 -1.45536847e-01 -6.93249037e-02 -1.00773046e-01
-3.07074218e-01 -2.71983188e-01 -3.44727271e-01 7.48070078e-02
-2.83745701e-01 -1.90659267e-01 1.73173037e-01 2.91321846e-02
3.40795347e-01]
[ -2.14865354e-01 -1.29884757e-01 -7.84431668e-02 -7.12181149e-02
-8.30683630e-02 -1.14440260e-01 -3.46424806e-02 7.50750465e-02
-9.80712910e-02 3.69192071e-02 3.32584267e-02 -1.49589174e-01
5.59948488e-02]
[ -1.52385892e-01 -6.59522533e-02 -2.21815980e-01 -3.47841518e-01
-1.49065020e-01 -1.98832441e-01 -2.18521894e-01 -5.18808485e-02
2.09346540e-01 -1.51984684e-01 -3.12468431e-01 -3.31101036e-01
-6.92709929e-02]
[ -3.65915327e-01 -7.52062429e-02 -1.43072475e-01 -1.83355439e-01
-5.61789766e-02 -3.09987110e-01 7.57914485e-02 -3.30994047e-02
-1.00175274e-01 1.16998196e-01 -1.05696562e-02 -1.04225928e-01
-1.26896349e-01]
[ -1.68861068e-01 -1.57223359e-01 -4.38336291e-02 -1.43865251e-01
-1.36576367e-01 -2.92899014e-01 -6.56323996e-02 -9.09759715e-02
-2.65727194e-01 6.30835180e-02 1.92165093e-01 4.64928292e-02
-1.99435049e-01]
[ -1.37939012e-01 -1.80229462e-01 -1.10572691e-01 -2.82336785e-01
8.79638491e-02 -1.76792947e-02 -2.08671935e-01 -1.33029580e-01
9.80010132e-02 -9.17886210e-02 -1.76948045e-01 -1.63693774e-01
-3.02237303e-01]
[ -4.44292091e-02 -3.21406837e-02 -1.47252456e-01 -3.49824024e-02
-2.27365605e-01 6.34403683e-02 -8.83033511e-02 -4.29654405e-02
-2.33880082e-01 -7.40225570e-02 -6.33738791e-02 -2.95884240e-01
-1.63655650e-01]
[ -7.36061185e-02 3.75449677e-02 -1.31060087e-01 -2.82154239e-01
1.29775938e-01 2.10678093e-02 -2.44958594e-01 -1.95593928e-01
9.81236703e-02 -9.20207549e-02 -2.38087886e-01 -1.42470538e-01
-2.92273380e-01]
[ 8.41455084e-02 -3.17045004e-01 -7.89378034e-02 -4.28527142e-01
-2.25693820e-01 -8.77357700e-02 7.09749343e-02 1.14260423e-01
8.89241080e-03 3.02512843e-01 -4.85855039e-01 -6.05414625e-01
3.80053597e-01]
[ -2.17378108e-01 -2.57212859e-01 -1.25065506e-01 -2.88063816e-01
-3.08032881e-01 -9.17223252e-02 2.07973036e-01 5.20224408e-02
3.08409576e-01 5.42403258e-02 -3.69363442e-01 -8.00777508e-01
5.80296310e-01]
[ -8.28286681e-03 -1.94529316e-01 2.68703079e-02 -2.77315284e-01
-1.72864424e-01 1.67757096e-01 1.86164641e-01 2.49204789e-01
-1.98506651e-02 2.37102113e-01 -1.58628675e-01 -7.86176449e-01
6.20399986e-01]
[ 6.84683710e-03 -5.09582399e-02 -1.19525436e-01 -1.00428796e-01
-1.79833328e-01 -4.50611290e-02 2.72802501e-01 1.58546259e-01
2.51823791e-01 3.69452299e-01 -4.27918506e-01 -6.69287053e-01
6.31222204e-01]
[ -7.88479535e-02 -2.85334481e-01 6.43302903e-02 -3.52686783e-01
-1.50633489e-01 1.18618881e-01 3.50586270e-01 1.34366412e-01
-5.81123853e-02 1.72696994e-01 -5.20831869e-01 -7.28285297e-01
7.63705799e-01]
[ 1.23699759e-01 -8.99694962e-02 1.92177551e-02 -1.48950774e-01
-7.97715333e-02 -1.65018082e-02 2.17738326e-01 3.37542451e-01
3.84484751e-01 2.53214909e-01 -5.01120353e-01 -5.81727922e-01
4.26357954e-01]
[ -9.15980864e-03 -1.26211511e-01 1.82261052e-02 3.23493542e-02
-8.10666003e-02 -2.83392508e-01 7.78949948e-03 2.74266460e-01
-3.72640385e-02 5.37385200e-02 -2.14897027e-01 -5.64994259e-01
2.00919241e-01]
[ 7.71418342e-02 1.25181323e-01 -3.81010215e-03 8.27826855e-02
-8.07894997e-02 -5.93206945e-02 -2.15205273e-01 -2.13932517e-01
-2.97842461e-01 -1.85233634e-01 -1.51805615e-01 3.24406364e-01
-1.66689160e-01]
[ 3.77623208e-02 -6.94324453e-02 1.34246097e-01 2.07446617e-01
2.66480172e-01 9.16001647e-03 -4.27257690e-01 -3.99482586e-01
-1.44471654e-01 -5.56384902e-01 2.04167347e-01 1.07010076e+00
-4.78411492e-01]
[ 3.54804069e-02 7.98660499e-02 -2.10775674e-01 3.82124589e-02
2.98880262e-02 -3.43027572e-04 -1.54198304e-01 -3.21452472e-01
-2.85096937e-01 -1.70842753e-01 -5.45703057e-02 -4.31811540e-02
-1.65241522e-01]
[ -5.44111157e-02 -2.15221271e-01 6.62010442e-02 9.84178918e-02
-1.32699345e-01 -1.33623449e-01 4.35693171e-02 -1.03369993e-04
8.67168604e-02 -3.58933567e-01 -2.96941982e-01 -2.50491051e-01
3.11572880e-02]
[ 1.69850140e-02 -2.77845708e-01 6.55636018e-02 -2.29771904e-01
-1.96996381e-01 -2.30844901e-01 -2.36301295e-01 9.67039920e-02
1.52634184e-02 1.68502840e-01 -1.76698313e-01 6.65428919e-03
-1.14630155e-02]
[ 1.73849605e-01 5.65695142e-02 -1.03941727e-01 -1.89051814e-01
-5.22521855e-02 -1.01051213e-01 -1.90068036e-01 3.71663432e-02
-1.97305338e-01 -2.26639341e-01 -1.54105263e-01 1.71144241e-01
-1.33958147e-01]
[ -1.70957944e-01 -1.85560938e-01 -1.06543856e-01 -1.79596308e-01
-5.35061401e-02 2.73791067e-02 -1.75870537e-01 -1.55535849e-01
-1.33166947e-01 2.87074407e-02 -2.02681495e-01 -5.00141047e-04
-2.31236439e-01]
[ -3.24623930e-02 -2.17220889e-01 -1.54762756e-01 -1.88757307e-01
-5.59036349e-02 4.48953641e-02 -2.48132971e-02 1.75109678e-02
-2.10677115e-01 -2.32989055e-01 -4.58840840e-02 -1.35577064e-01
-5.06347601e-02]
[ 1.16724824e-01 7.16930206e-02 -4.23439765e-03 -1.50048361e-01
-3.29281562e-01 8.74461294e-03 -1.30516022e-01 -2.27923384e-01
-3.04563130e-01 8.66446791e-02 -1.14936933e-01 -1.00719261e-01
-3.60588917e-02]
[ -6.36237102e-02 -7.07901175e-03 -2.83795058e-01 1.70343084e-03
6.84062722e-02 1.56171691e-01 -2.33622676e-01 -1.72532958e-01
-6.05561958e-02 -5.69769535e-02 1.55447439e-01 4.46993850e-01
-4.93964651e-02]
[ 1.03158522e-01 3.57089686e-01 -2.08051936e-01 6.17740576e-01
1.19479291e-01 -1.96405694e-03 -2.49288639e-01 -3.95957018e-01
-2.61595887e-01 -4.20381837e-01 6.57399811e-01 9.78477553e-01
-6.37379780e-01]
[ -3.32853853e-02 1.92260142e-01 4.04906240e-02 1.75309511e-01
4.01491113e-03 -6.98176244e-02 -2.85776345e-01 -3.84005167e-01
-2.86443468e-01 -3.01859934e-01 4.31238121e-01 1.04072868e+00
-5.83099149e-01]
[ -5.16168294e-02 -1.14559411e-01 -1.62722724e-01 2.90337443e-01
-1.60352815e-01 2.33671797e-01 -1.11089944e-01 -2.76131298e-01
-2.65827358e-01 -5.07510082e-01 1.91858881e-01 4.46449620e-01
-3.20101816e-01]
[ 7.88525179e-02 -3.82261096e-01 -5.17153312e-02 -4.03516673e-02
-1.11304727e-01 2.00368863e-01 8.61496625e-02 1.70927096e-01
-1.55105133e-01 -4.08759416e-02 -8.13918985e-02 2.79755756e-01
-1.51124608e-01]
[ 2.03711757e-01 -2.91985060e-01 -1.22180241e-01 -8.98414760e-02
-2.07807429e-01 1.22283249e-01 2.16804459e-02 -1.53004284e-01
-4.07549844e-02 -1.15355169e-01 -1.34458819e-01 -1.98548710e-01
-7.71854094e-02]
[ -1.34924461e-01 -8.25000486e-02 3.92342278e-02 -2.56716229e-01
-5.86360943e-02 -1.41004634e-01 5.82917642e-02 -1.05871786e-02
-6.69258118e-02 -6.95598738e-03 -3.09227315e-01 -4.40290229e-01
-1.21134506e-02]
[ -1.39974017e-01 -1.36081917e-01 -6.82128390e-02 -2.46259852e-01
-3.45247942e-01 -2.87891140e-01 1.42693795e-01 1.04585778e-01
1.64140556e-02 8.46458322e-02 -2.02755378e-01 -6.62108631e-01
-1.85090697e-02]
[ -1.66180479e-01 -2.29208291e-01 -2.96216886e-01 -3.26218130e-01
-2.71472411e-01 -2.08510949e-01 -3.07648560e-01 1.43474181e-01
-2.08456214e-02 -3.01272857e-01 -2.95039352e-01 -2.84040999e-01
-2.41743936e-01]
[ -1.08114582e-01 1.15543231e-01 2.55713185e-02 -2.17176628e-02
-2.17539004e-01 -1.68823277e-01 -8.32197007e-02 2.36881654e-02
-8.29684459e-02 -1.68270440e-01 -1.82390147e-01 -2.63185222e-01
-5.16963219e-02]
[ -3.49632524e-01 -1.27900957e-01 -2.70247942e-01 1.11026537e-01
-2.07253741e-01 -2.26379145e-01 -5.66310433e-02 -1.45999777e-01
5.37421346e-02 -5.47158493e-02 4.12579952e-02 -3.22228277e-01
-2.47278099e-03]
[ -1.27430483e-01 -3.42899496e-02 -2.57966212e-01 1.49602782e-02
-2.16914358e-01 -2.77080053e-01 -3.77692379e-01 -6.58902329e-02
5.05925080e-03 -2.63568941e-01 -2.60546339e-01 -3.45560408e-01
-3.95000463e-02]
[ -2.15269606e-01 -5.38545971e-01 -3.30816571e-01 -3.59154459e-01
-3.34320505e-01 -2.26131732e-01 1.00884055e-02 -2.90301762e-01
1.07474183e-01 -2.33553746e-01 -1.94799787e-01 -1.15624708e-01
-5.79314825e-02]
[ -2.12744655e-01 -2.98189967e-01 -3.13098939e-01 -1.42883817e-01
-9.73035378e-02 -1.47088370e-01 -8.65882490e-02 -3.76244575e-03
-1.90136460e-01 -5.00983043e-01 -2.38181204e-01 -1.37204286e-01
4.62458379e-02]
[ -1.22838485e-01 2.64545284e-02 -2.40949934e-01 -3.90932565e-01
-2.28261419e-01 -2.59008657e-01 -5.77423458e-02 -3.02586611e-01
4.43577242e-02 -3.17308702e-02 -3.15981142e-01 -9.45571541e-02
-2.59785402e-01]]
Progress: 9.3% ... Training loss: 0.301 ... Validation loss: 0.532[[-0.01687187]
[ 0.34026277]
[-0.14162395]
[ 0.7951193 ]
[ 0.31843699]
[ 0.0173472 ]
[-0.87679969]
[-1.0031885 ]
[-0.73184172]
[-1.02384156]
[ 1.07955798]
[ 2.71225945]
[-1.62493551]]
[[ -5.34551196e-01 -5.20188667e-01 -5.78382332e-01 -1.95198741e-01
-3.21405505e-01 -5.87330878e-01 -4.34141077e-01 -3.95668736e-01
-5.89175592e-01 -4.86873869e-01 -2.81001069e-02 4.02647656e-01
-2.66155937e-01]
[ 6.04286263e-03 -1.40079098e-01 5.22192775e-02 -2.89638733e-02
-4.47482868e-02 5.90627312e-02 -1.13018228e-01 2.46601543e-01
-1.16634200e-01 -1.54346525e-01 -4.96384472e-02 -5.73341868e-02
1.18722684e-01]
[ -1.96218609e-01 1.47874320e-01 -1.75619307e-02 1.61951932e-01
1.22107315e-01 -1.12922571e-01 1.22225749e-01 -6.84693341e-02
2.29378359e-01 -7.60542778e-02 3.45855938e-01 8.63852319e-01
3.99369823e-01]
[ 1.77881379e-01 -2.71542069e-01 -2.70465426e-01 -6.66553513e-02
-3.24425534e-01 -2.12443235e-03 4.99567820e-02 -3.10541767e-01
1.74926340e-01 -2.94373999e-01 -2.45092915e-01 -3.65868733e-01
-3.37227402e-02]
[ 1.04831391e-01 4.24699179e-02 9.65659614e-02 8.63702836e-02
-4.21858194e-03 7.14503872e-02 -8.34038011e-02 6.52742832e-02
-8.89371945e-03 1.52562680e-01 1.72933256e-01 -3.01663037e-02
-1.76682625e-02]
[ -4.84351485e-01 -5.70486103e-01 -6.07776450e-01 -5.34964361e-01
-5.69361474e-01 -5.62105693e-01 -3.22213711e-01 -2.11353426e-01
-4.42024942e-01 -2.92544114e-01 -4.01623365e-01 -5.81610917e-01
-3.19613690e-01]
[ -4.15826077e-01 -5.67500491e-01 -3.22628136e-01 -3.26611683e-01
-3.98250326e-01 -5.58038450e-01 -4.38235094e-01 -4.69343488e-01
-2.99243605e-01 -2.06201650e-01 -3.99825256e-01 -1.66815521e-01
-2.13043333e-01]
[ -3.16857581e-01 -3.58734449e-01 -4.57918056e-01 -2.45370119e-01
-3.15130144e-01 -4.11581907e-01 -1.90582735e-01 -1.22626450e-01
-2.32892574e-01 -3.74910513e-01 -1.95470318e-01 -4.07780296e-01
-1.57336725e-01]
[ -4.73044015e-01 -3.52780729e-01 -3.74724245e-01 -1.53348022e-01
-3.39024295e-01 -2.13641618e-01 -1.36234941e-01 -4.17204971e-01
-2.95727346e-01 -4.39923788e-01 -1.49665190e-01 -1.36004622e-01
-1.82204069e-01]
[ -9.48180386e-01 -9.19721158e-01 -9.72555431e-01 -7.51455461e-01
-1.00392877e+00 -9.75855050e-01 -6.67174844e-01 -6.53347416e-01
-7.70345087e-01 -5.72937418e-01 -7.06860332e-01 -4.65117694e-01
-3.85586470e-01]
[ -5.02914148e-01 -2.64851995e-01 -4.61806941e-01 -3.03459877e-01
-3.51073357e-01 -3.54859435e-01 -5.31073237e-01 -5.49470308e-01
-6.19140493e-01 -1.19645420e-01 -4.01697614e-01 -5.25815065e-01
-3.89697773e-01]
[ -1.17311992e-01 3.25080461e-02 -3.34455815e-01 -3.63069387e-01
-9.66607807e-02 -7.11706431e-02 -1.43960545e-01 -2.57487660e-01
-1.38224362e-01 1.40436055e-01 -3.21305774e-01 -4.70993262e-01
-2.13192250e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60834289e-01 -1.01424768e-01 1.61414245e-01 -2.29340180e-01
-1.19706780e-01 1.14002163e-01 -1.46613209e-01 -1.80677778e-02
-1.00158051e-01 3.86000755e-02 -1.04797226e-01 -2.36210958e-01
3.68134038e-02]
[ -8.17492210e-02 -2.56655821e-01 -1.78654155e-01 -2.73645798e-01
-4.76119692e-01 -8.40689411e-02 -3.89234218e-02 -1.31939443e-03
-5.39889219e-02 9.97638906e-03 -1.56524430e-01 -1.91683138e-01
-2.40563123e-01]
[ -7.47868684e-02 -4.11622924e-04 -2.42891794e-01 -2.42923101e-01
1.36741213e-01 -1.62901987e-01 -1.62613956e-01 4.58286814e-02
3.23973218e-03 -7.65059658e-03 -1.83704262e-01 -2.44362896e-02
4.48386374e-02]
[ 2.89519793e-02 -1.52052248e-01 -1.53532813e-01 -2.23215733e-02
-1.12503320e-01 -1.06597353e-01 5.80975648e-02 -1.82513093e-01
-5.38183418e-02 -6.14400887e-02 2.99106072e-02 -8.48543201e-02
2.16095383e-02]
[ -2.83361237e-01 -1.44952013e-01 -6.96959966e-02 -9.84297531e-02
-3.06505850e-01 -2.71974875e-01 -3.46937141e-01 7.12873002e-02
-2.85737143e-01 -1.93619919e-01 1.76971298e-01 4.04903666e-02
3.32508341e-01]
[ -2.14874783e-01 -1.29813000e-01 -7.84644246e-02 -6.94654833e-02
-8.29340327e-02 -1.14435605e-01 -3.53924720e-02 7.44120532e-02
-9.83285815e-02 3.56599923e-02 3.51613183e-02 -1.45050054e-01
5.20521448e-02]
[ -1.52510273e-01 -6.37512175e-02 -2.22420911e-01 -3.42038860e-01
-1.47230172e-01 -1.98810362e-01 -2.24184011e-01 -5.91061533e-02
2.02794747e-01 -1.57661435e-01 -3.02997664e-01 -3.01687817e-01
-8.75819801e-02]
[ -3.65964624e-01 -7.42491002e-02 -1.43407925e-01 -1.80719879e-01
-5.52977472e-02 -3.09977942e-01 7.26605674e-02 -3.77858440e-02
-1.02760035e-01 1.12922869e-01 -5.68099938e-03 -9.22933734e-02
-1.35736300e-01]
[ -1.68834411e-01 -1.57325763e-01 -4.38876256e-02 -1.43876985e-01
-1.36575621e-01 -2.92900456e-01 -6.60369284e-02 -9.08796908e-02
-2.65710859e-01 6.31545251e-02 1.92463045e-01 4.78511971e-02
-2.02074252e-01]
[ -1.37971729e-01 -1.79661001e-01 -1.10810662e-01 -2.81110840e-01
8.84324641e-02 -1.76710000e-02 -2.09990684e-01 -1.35038474e-01
9.67949536e-02 -9.39378105e-02 -1.74818748e-01 -1.58146902e-01
-3.05668986e-01]
[ -4.44089690e-02 -3.22909388e-02 -1.47186903e-01 -3.55432848e-02
-2.27550484e-01 6.34359326e-02 -8.78995765e-02 -4.24315477e-02
-2.33448714e-01 -7.39196036e-02 -6.39045007e-02 -2.98578118e-01
-1.63339719e-01]
[ -7.36074934e-02 3.75148992e-02 -1.31055884e-01 -2.82291110e-01
1.29774231e-01 2.10671469e-02 -2.44953644e-01 -1.95893552e-01
9.82328204e-02 -9.18595930e-02 -2.38273884e-01 -1.42523856e-01
-2.92385059e-01]
[ 8.41265856e-02 -3.16873615e-01 -7.90279260e-02 -4.28164360e-01
-2.25564784e-01 -8.77325501e-02 7.01947173e-02 1.13306190e-01
8.30570523e-03 3.01468284e-01 -4.85338901e-01 -6.04350203e-01
3.78423227e-01]
[ -2.17399368e-01 -2.57057692e-01 -1.25119399e-01 -2.87661110e-01
-3.07915400e-01 -9.17188133e-02 2.07064937e-01 5.12143839e-02
3.07365017e-01 5.35902031e-02 -3.68908163e-01 -7.99748823e-01
5.78038370e-01]
[ -8.29293832e-03 -1.94331049e-01 2.67810982e-02 -2.77016905e-01
-1.72682948e-01 1.67759860e-01 1.85746419e-01 2.48347849e-01
-2.01698924e-02 2.36259938e-01 -1.57996200e-01 -7.85009543e-01
6.19131530e-01]
[ 6.83395974e-03 -5.08107918e-02 -1.19576211e-01 -1.00050445e-01
-1.79717790e-01 -4.50590553e-02 2.72140441e-01 1.58003670e-01
2.51209283e-01 3.68961240e-01 -4.27505501e-01 -6.67957031e-01
6.30039204e-01]
[ -7.88542013e-02 -2.85304840e-01 6.43130617e-02 -3.52671260e-01
-1.50619997e-01 1.18619725e-01 3.50334542e-01 1.34284417e-01
-5.82763605e-02 1.72507770e-01 -5.20809194e-01 -7.28374860e-01
7.63354811e-01]
[ 1.23725119e-01 -9.03323247e-02 1.93510965e-02 -1.50019863e-01
-8.00953155e-02 -1.65056799e-02 2.19117702e-01 3.38839874e-01
3.85803850e-01 2.54883514e-01 -5.02526509e-01 -5.87192049e-01
4.30001106e-01]
[ -9.15194637e-03 -1.26286916e-01 1.82890584e-02 3.19993851e-02
-8.11315675e-02 -2.83393108e-01 8.11182287e-03 2.75543866e-01
-3.71388894e-02 5.44210200e-02 -2.15708085e-01 -5.67136269e-01
2.02284547e-01]
[ 7.70728360e-02 1.26006478e-01 -4.12099956e-03 8.55045389e-02
-8.01023879e-02 -5.93085061e-02 -2.17690992e-01 -2.16321454e-01
-2.99926289e-01 -1.88224659e-01 -1.48760199e-01 3.34589703e-01
-1.72874854e-01]
[ 3.77929060e-02 -6.98701305e-02 1.34565298e-01 2.06866249e-01
2.66044459e-01 9.15106016e-03 -4.25780531e-01 -3.97416960e-01
-1.43925235e-01 -5.53919802e-01 2.02832969e-01 1.06677711e+00
-4.76735312e-01]
[ 3.54579229e-02 8.00561915e-02 -2.10843913e-01 3.89361014e-02
3.00641067e-02 -3.39425863e-04 -1.55017757e-01 -3.22524933e-01
-2.85531870e-01 -1.71683865e-01 -5.35599382e-02 -4.03887473e-02
-1.67170669e-01]
[ -5.44148731e-02 -2.15177475e-01 6.61717596e-02 9.85372955e-02
-1.32662336e-01 -1.33622619e-01 4.34576856e-02 -3.56703404e-04
8.66232399e-02 -3.59163797e-01 -2.96809846e-01 -2.50326136e-01
3.08573357e-02]
[ 1.69605076e-02 -2.77559126e-01 6.53587999e-02 -2.28598093e-01
-1.96736395e-01 -2.30840697e-01 -2.37405093e-01 9.46079294e-02
1.41938623e-02 1.66927446e-01 -1.74700206e-01 1.33711431e-02
-1.59176758e-02]
[ 1.73773714e-01 5.74654911e-02 -1.04211110e-01 -1.87082273e-01
-5.14532553e-02 -1.01040392e-01 -1.92203826e-01 3.34587815e-02
-1.99593343e-01 -2.29689561e-01 -1.50840967e-01 1.80034472e-01
-1.40477066e-01]
[ -1.70997456e-01 -1.84826476e-01 -1.06867546e-01 -1.77860088e-01
-5.28061573e-02 2.73864922e-02 -1.77965709e-01 -1.58557176e-01
-1.34940446e-01 2.49611284e-02 -1.99272872e-01 9.20005552e-03
-2.37119524e-01]
[ -3.24909007e-02 -2.16849795e-01 -1.54913748e-01 -1.87970938e-01
-5.55006331e-02 4.49014633e-02 -2.58999704e-02 1.54764847e-02
-2.11494920e-01 -2.34716610e-01 -4.43355538e-02 -1.31731070e-01
-5.35448003e-02]
[ 1.16651412e-01 7.32780169e-02 -4.75772857e-03 -1.47043335e-01
-3.28102556e-01 8.76086952e-03 -1.34295052e-01 -2.32437088e-01
-3.07716508e-01 8.11668084e-02 -1.09183999e-01 -8.49771667e-02
-4.62377875e-02]
[ -6.36084283e-02 -7.20020116e-03 -2.83736823e-01 1.62524890e-03
6.82927412e-02 1.56168524e-01 -2.33183435e-01 -1.72361121e-01
-6.01581680e-02 -5.66767010e-02 1.55354956e-01 4.47115923e-01
-4.91493738e-02]
[ 1.03268951e-01 3.55644357e-01 -2.07667193e-01 6.14089524e-01
1.18355713e-01 -1.98278712e-03 -2.45874798e-01 -3.92718539e-01
-2.58780997e-01 -4.16565949e-01 6.52152160e-01 9.67513737e-01
-6.31969814e-01]
[ -3.32566437e-02 1.92143587e-01 4.05503252e-02 1.75295726e-01
4.07554852e-03 -6.98215910e-02 -2.85551952e-01 -3.84107654e-01
-2.86124595e-01 -3.01065722e-01 4.31330056e-01 1.03911385e+00
-5.83940206e-01]
[ -5.16657739e-02 -1.13534798e-01 -1.63124639e-01 2.94432256e-01
-1.59278278e-01 2.33685111e-01 -1.14403813e-01 -2.80920913e-01
-2.68612990e-01 -5.11237946e-01 1.98662656e-01 4.61625609e-01
-3.31292264e-01]
[ 7.88396289e-02 -3.82198037e-01 -5.17516387e-02 -3.98916594e-02
-1.11204930e-01 2.00371409e-01 8.55737957e-02 1.70378524e-01
-1.55431795e-01 -4.12135552e-02 -8.07860540e-02 2.81310285e-01
-1.52391726e-01]
[ 2.03674816e-01 -2.91539296e-01 -1.22390667e-01 -8.80826033e-02
-2.07400867e-01 1.22290335e-01 2.02141000e-02 -1.54982820e-01
-4.20300013e-02 -1.17451758e-01 -1.31847283e-01 -1.90814456e-01
-8.20433156e-02]
[ -1.34946615e-01 -8.21836436e-02 3.90786467e-02 -2.56005053e-01
-5.83473057e-02 -1.41000575e-01 5.70276316e-02 -1.19555854e-02
-6.79160787e-02 -8.39071129e-03 -3.07976510e-01 -4.36333228e-01
-1.50514284e-02]
[ -1.39978564e-01 -1.36015502e-01 -6.82421765e-02 -2.46097729e-01
-3.45170715e-01 -2.87890137e-01 1.42261131e-01 1.04159381e-01
1.61723925e-02 8.45328707e-02 -2.02507358e-01 -6.60789722e-01
-1.94226008e-02]
[ -1.66259038e-01 -2.27910589e-01 -2.96662031e-01 -3.23820909e-01
-2.70283288e-01 -2.08495867e-01 -3.10763811e-01 1.37542410e-01
-2.42463646e-02 -3.07180554e-01 -2.89721739e-01 -2.71412999e-01
-2.52702033e-01]
[ -1.08171019e-01 1.16120489e-01 2.52367281e-02 -1.96100851e-02
-2.17083945e-01 -1.68813892e-01 -8.56562920e-02 2.03578504e-02
-8.49393022e-02 -1.71073609e-01 -1.79369254e-01 -2.53810664e-01
-5.87859338e-02]
[ -3.49658824e-01 -1.27403859e-01 -2.70435901e-01 1.13289276e-01
-2.06657305e-01 -2.26374022e-01 -5.85600912e-02 -1.48114368e-01
5.21668652e-02 -5.69009541e-02 4.47515375e-02 -3.12619973e-01
-8.26901168e-03]
[ -1.27527719e-01 -3.28586801e-02 -2.58419995e-01 2.01712035e-02
-2.15526904e-01 -2.77061983e-01 -3.81002205e-01 -7.00411301e-02
7.73653327e-04 -2.66592325e-01 -2.53718123e-01 -3.23236871e-01
-5.20310753e-02]
[ -2.15292145e-01 -5.38116639e-01 -3.31100900e-01 -3.56972134e-01
-3.33809252e-01 -2.26124624e-01 8.46220870e-03 -2.92614489e-01
1.06287445e-01 -2.35739123e-01 -1.91323272e-01 -1.08944169e-01
-6.37793637e-02]
[ -2.12818646e-01 -2.97447103e-01 -3.13434051e-01 -1.40232793e-01
-9.64072157e-02 -1.47075607e-01 -9.02132490e-02 -8.40527786e-03
-1.92227063e-01 -5.04486032e-01 -2.33916962e-01 -1.25991052e-01
3.78519343e-02]
[ -1.22797085e-01 2.64703848e-02 -2.40906256e-01 -3.92606222e-01
-2.28552957e-01 -2.59013673e-01 -5.81345656e-02 -3.03598406e-01
4.43271484e-02 -3.29632013e-02 -3.17461993e-01 -9.74945066e-02
-2.63886139e-01]]
Progress: 9.3% ... Training loss: 0.285 ... Validation loss: 0.473[[-0.02944979]
[ 0.31587323]
[-0.16094221]
[ 0.75585767]
[ 0.29300089]
[ 0.00672973]
[-0.90427832]
[-1.04004441]
[-0.7642676 ]
[-1.05130698]
[ 1.02250551]
[ 2.61588504]
[-1.69518067]]
[[ -5.34385349e-01 -5.24420940e-01 -5.76796338e-01 -2.10808414e-01
-3.25923270e-01 -5.87499321e-01 -4.19634152e-01 -3.75852838e-01
-5.77509133e-01 -4.69289437e-01 -5.29588594e-02 3.36273977e-01
-2.22594624e-01]
[ 6.04659119e-03 -1.40138194e-01 5.22917853e-02 -2.95353530e-02
-4.48054788e-02 5.90592303e-02 -1.12635110e-01 2.47045260e-01
-1.16578624e-01 -1.53983929e-01 -5.08094111e-02 -6.03302138e-02
1.20247664e-01]
[ -1.95806794e-01 1.35361326e-01 -1.30773715e-02 1.28569132e-01
1.10032269e-01 -1.13375823e-01 1.56509085e-01 -2.19682479e-02
2.60955484e-01 -3.52540529e-02 2.90174445e-01 7.31668584e-01
4.90834090e-01]
[ 1.77862446e-01 -2.68366859e-01 -2.71618721e-01 -5.90520739e-02
-3.20671624e-01 -2.05938905e-03 4.15616398e-02 -3.24877076e-01
1.67680893e-01 -3.06653623e-01 -2.29542119e-01 -3.43947040e-01
-5.95648921e-02]
[ 1.04978922e-01 3.87115020e-02 9.81743740e-02 7.30916649e-02
-8.28465821e-03 7.12826003e-02 -7.16430562e-02 8.13625539e-02
1.92628159e-03 1.68880900e-01 1.49723956e-01 -7.71271550e-02
1.26254358e-02]
[ -4.84342625e-01 -5.70618697e-01 -6.07771951e-01 -5.35861598e-01
-5.69605438e-01 -5.62110679e-01 -3.21774215e-01 -2.10650155e-01
-4.41514137e-01 -2.92157305e-01 -4.03366855e-01 -5.88118304e-01
-3.18094790e-01]
[ -4.15705837e-01 -5.70390041e-01 -3.21329085e-01 -3.38101352e-01
-4.01149120e-01 -5.58156919e-01 -4.29077622e-01 -4.56686153e-01
-2.90871814e-01 -1.94452221e-01 -4.16694891e-01 -2.15242718e-01
-1.81762173e-01]
[ -3.16705716e-01 -3.63762679e-01 -4.56281902e-01 -2.59735509e-01
-3.20165970e-01 -4.11737814e-01 -1.76447280e-01 -1.03718542e-01
-2.19985825e-01 -3.59475246e-01 -2.20898599e-01 -4.69903868e-01
-1.19858430e-01]
[ -4.73118429e-01 -3.51473214e-01 -3.75286099e-01 -1.49877447e-01
-3.37461012e-01 -2.13557300e-01 -1.40092108e-01 -4.21291619e-01
-2.98922958e-01 -4.43986559e-01 -1.44345601e-01 -1.22288935e-01
-1.88793191e-01]
[ -9.48004372e-01 -9.25395596e-01 -9.70449504e-01 -7.70156236e-01
-1.00952316e+00 -9.76027674e-01 -6.50331027e-01 -6.28290870e-01
-7.54524629e-01 -5.52379800e-01 -7.39497504e-01 -5.48207885e-01
-3.31849951e-01]
[ -5.02845987e-01 -2.66568123e-01 -4.61310686e-01 -3.09293829e-01
-3.52629271e-01 -3.54919874e-01 -5.26370258e-01 -5.44484341e-01
-6.15059063e-01 -1.14285180e-01 -4.09137073e-01 -5.46344455e-01
-3.77103526e-01]
[ -1.17349616e-01 3.31557533e-02 -3.34680144e-01 -3.61816382e-01
-9.61257755e-02 -7.11326222e-02 -1.45632084e-01 -2.59348308e-01
-1.39532517e-01 1.38026931e-01 -3.19950961e-01 -4.70716149e-01
-2.15833784e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60842163e-01 -1.01352672e-01 1.61366950e-01 -2.29441954e-01
-1.19680030e-01 1.14010843e-01 -1.46895333e-01 -1.81363610e-02
-1.00338223e-01 3.83868879e-02 -1.05466058e-01 -2.38936821e-01
3.66376369e-02]
[ -8.17431921e-02 -2.56694595e-01 -1.78660146e-01 -2.74017342e-01
-4.76203990e-01 -8.40741916e-02 -3.88881075e-02 -1.59425750e-03
-5.38528667e-02 9.59136271e-03 -1.56942306e-01 -1.93541314e-01
-2.40672373e-01]
[ -7.47832549e-02 -4.57116396e-04 -2.42898980e-01 -2.43436139e-01
1.36681015e-01 -1.62902321e-01 -1.62341278e-01 4.61188148e-02
3.45423135e-03 -7.34371496e-03 -1.84470532e-01 -2.74857287e-02
4.53995249e-02]
[ 2.89658185e-02 -1.52146188e-01 -1.53450127e-01 -2.32032470e-02
-1.12640892e-01 -1.06612294e-01 5.90304457e-02 -1.81499812e-01
-5.33798145e-02 -6.07161900e-02 2.93647593e-02 -8.43256250e-02
2.38450134e-02]
[ -2.83282182e-01 -1.46874328e-01 -6.88736917e-02 -1.05817187e-01
-3.08305535e-01 -2.72045284e-01 -3.41452527e-01 7.94874149e-02
-2.80356509e-01 -1.86726855e-01 1.65530344e-01 4.70955199e-03
3.54067017e-01]
[ -2.14810272e-01 -1.31851029e-01 -7.76603359e-02 -7.57730121e-02
-8.50813231e-02 -1.14513433e-01 -2.90817738e-02 8.31376729e-02
-9.30232423e-02 4.47877971e-02 2.51221625e-02 -1.70589105e-01
6.93233094e-02]
[ -1.52456652e-01 -6.60930642e-02 -2.21752180e-01 -3.46948398e-01
-1.49336347e-01 -1.98869575e-01 -2.19118563e-01 -5.15909895e-02
2.07983195e-01 -1.51493064e-01 -3.12814696e-01 -3.21711709e-01
-7.36099462e-02]
[ -3.65917115e-01 -7.54220721e-02 -1.42974213e-01 -1.84944312e-01
-5.66676499e-02 -3.10020262e-01 7.65226162e-02 -3.31434623e-02
-9.89818722e-02 1.15721616e-01 -1.27411347e-02 -1.11557026e-01
-1.26145859e-01]
[ -1.68818123e-01 -1.57820527e-01 -4.37271874e-02 -1.45274663e-01
-1.36876546e-01 -2.92914817e-01 -6.44074795e-02 -8.86285415e-02
-2.64613413e-01 6.52564231e-02 1.90594915e-01 4.01914344e-02
-1.97719472e-01]
[ -1.37966315e-01 -1.79794858e-01 -1.10775691e-01 -2.81637733e-01
8.83010572e-02 -1.76785290e-02 -2.09470910e-01 -1.34736019e-01
9.72476497e-02 -9.33291476e-02 -1.75368708e-01 -1.59094708e-01
-3.04441503e-01]
[ -4.44305384e-02 -3.16852689e-02 -1.47395055e-01 -3.46060931e-02
-2.27066786e-01 6.34615561e-02 -8.94166302e-02 -4.44487486e-02
-2.34303285e-01 -7.60135747e-02 -6.22239504e-02 -2.94292624e-01
-1.66143693e-01]
[ -7.36613790e-02 3.83762675e-02 -1.31416342e-01 -2.79888488e-01
1.30785935e-01 2.11299861e-02 -2.47392114e-01 -1.98291337e-01
9.58694876e-02 -9.43880012e-02 -2.35502059e-01 -1.33832057e-01
-2.96377777e-01]
[ 8.41453745e-02 -3.17321611e-01 -7.88188364e-02 -4.29810181e-01
-2.26118215e-01 -8.77519355e-02 7.19370173e-02 1.15698286e-01
9.38409353e-03 3.04533648e-01 -4.88083557e-01 -6.11467990e-01
3.83207616e-01]
[ -2.17400947e-01 -2.57027633e-01 -1.25125714e-01 -2.87588941e-01
-3.07887981e-01 -9.17173161e-02 2.06905883e-01 5.10620059e-02
3.07213580e-01 5.35474871e-02 -3.68807378e-01 -7.99363498e-01
5.77735386e-01]
[ -8.31304638e-03 -1.93934985e-01 2.65951234e-02 -2.76452116e-01
-1.72295062e-01 1.67786022e-01 1.84725461e-01 2.46580336e-01
-2.09682580e-02 2.34610245e-01 -1.57171019e-01 -7.84776300e-01
6.16985925e-01]
[ 6.81795974e-03 -5.05696850e-02 -1.19639878e-01 -9.98448771e-02
-1.79651472e-01 -4.50474125e-02 2.71562943e-01 1.57593809e-01
2.50472156e-01 3.68604385e-01 -4.27438188e-01 -6.69140823e-01
6.29900771e-01]
[ -7.88532399e-02 -2.85372211e-01 6.43127360e-02 -3.53028606e-01
-1.50693008e-01 1.18620412e-01 3.50848250e-01 1.34594160e-01
-5.79672204e-02 1.72571937e-01 -5.21375427e-01 -7.30664109e-01
7.64605908e-01]
[ 1.23727630e-01 -9.03515972e-02 1.93557483e-02 -1.50066447e-01
-8.01187882e-02 -1.65075320e-02 2.19161713e-01 3.38928724e-01
3.85857825e-01 2.55033936e-01 -5.02546563e-01 -5.87069539e-01
4.30127676e-01]
[ -9.15355373e-03 -1.26281963e-01 1.82799138e-02 3.21354065e-02
-8.11135302e-02 -2.83392293e-01 8.04272115e-03 2.75560466e-01
-3.72228325e-02 5.43018950e-02 -2.15620589e-01 -5.66701767e-01
2.01970235e-01]
[ 7.71064384e-02 1.25442666e-01 -3.89553190e-03 8.34554483e-02
-8.05404597e-02 -5.93335644e-02 -2.16321125e-01 -2.14055318e-01
-2.98450748e-01 -1.86357951e-01 -1.51495966e-01 3.24098884e-01
-1.67111247e-01]
[ 3.78057105e-02 -7.02598144e-02 1.34610306e-01 2.05564417e-01
2.65833632e-01 9.15460610e-03 -4.25054539e-01 -3.94741207e-01
-1.42611287e-01 -5.52866489e-01 2.00205746e-01 1.05954738e+00
-4.73549801e-01]
[ 3.54535640e-02 8.00283911e-02 -2.10840384e-01 3.88294866e-02
3.00868217e-02 -3.35670715e-04 -1.54982173e-01 -3.22353981e-01
-2.85374938e-01 -1.71695639e-01 -5.37315921e-02 -4.21165005e-02
-1.66417039e-01]
[ -5.43563272e-02 -2.16882127e-01 6.69154899e-02 9.24642253e-02
-1.34363837e-01 -1.33681539e-01 4.92493702e-02 6.30304696e-03
9.16492921e-02 -3.53300180e-01 -3.05391980e-01 -2.74598970e-01
4.59750702e-02]
[ 1.69475182e-02 -2.77503866e-01 6.52712377e-02 -2.28730313e-01
-1.96659890e-01 -2.30833203e-01 -2.37647986e-01 9.37083141e-02
1.41004859e-02 1.65480091e-01 -1.74495620e-01 1.51861478e-02
-1.62776992e-02]
[ 1.73803156e-01 5.62127292e-02 -1.03898605e-01 -1.89787421e-01
-5.26394218e-02 -1.01067525e-01 -1.89273702e-01 3.77684790e-02
-1.96412249e-01 -2.26988368e-01 -1.55954265e-01 1.70651708e-01
-1.32111961e-01]
[ -1.70980440e-01 -1.85684436e-01 -1.06555969e-01 -1.80270870e-01
-5.37453096e-02 2.73643271e-02 -1.75446638e-01 -1.55018345e-01
-1.32549699e-01 2.83296474e-02 -2.04266571e-01 -2.23297226e-03
-2.28490800e-01]
[ -3.24785411e-02 -2.17182718e-01 -1.54752502e-01 -1.89782406e-01
-5.59222811e-02 4.48886300e-02 -2.45570238e-02 1.75840338e-02
-2.10421785e-01 -2.32893836e-01 -4.74847741e-02 -1.39367484e-01
-4.86734728e-02]
[ 1.16669895e-01 7.27870831e-02 -4.60274269e-03 -1.48094043e-01
-3.28399697e-01 8.74415687e-03 -1.33195715e-01 -2.31115158e-01
-3.06664494e-01 8.26017567e-02 -1.10809303e-01 -8.90216516e-02
-4.35193499e-02]
[ -6.35890115e-02 -7.89683672e-03 -2.83498263e-01 -2.78258011e-04
6.75833575e-02 1.56141552e-01 -2.31731781e-01 -1.70130610e-01
-5.86589170e-02 -5.42540145e-02 1.52451494e-01 4.41914122e-01
-4.46691705e-02]
[ 1.03275371e-01 3.55784186e-01 -2.07683502e-01 6.14335489e-01
1.18443062e-01 -1.98578133e-03 -2.46134691e-01 -3.93113257e-01
-2.58851286e-01 -4.16758835e-01 6.52524370e-01 9.68033482e-01
-6.32665399e-01]
[ -3.32566437e-02 1.92143587e-01 4.05503252e-02 1.75295726e-01
4.07554852e-03 -6.98215910e-02 -2.85551952e-01 -3.84107654e-01
-2.86124595e-01 -3.01065722e-01 4.31330056e-01 1.03911385e+00
-5.83940206e-01]
[ -5.16460573e-02 -1.13943615e-01 -1.62976303e-01 2.93252312e-01
-1.59573829e-01 2.33659552e-01 -1.13290384e-01 -2.79655883e-01
-2.67847082e-01 -5.09888131e-01 1.97078489e-01 4.57684780e-01
-3.29334658e-01]
[ 7.88427724e-02 -3.82275559e-01 -5.17126022e-02 -4.03191340e-02
-1.11323186e-01 2.00367752e-01 8.58920615e-02 1.70660704e-01
-1.55188537e-01 -4.07481653e-02 -8.14809465e-02 2.79482088e-01
-1.51478331e-01]
[ 2.03673433e-01 -2.91524695e-01 -1.22364811e-01 -8.84528766e-02
-2.07409909e-01 1.22292874e-01 2.02530738e-02 -1.54602981e-01
-4.20759224e-02 -1.17095200e-01 -1.32769780e-01 -1.93133530e-01
-8.09960791e-02]
[ -1.34938411e-01 -8.23205656e-02 3.91266698e-02 -2.56400359e-01
-5.85334465e-02 -1.41006622e-01 5.75937280e-02 -1.14450950e-02
-6.73588777e-02 -7.92212423e-03 -3.08735797e-01 -4.39762833e-01
-1.32075728e-02]
[ -1.39975401e-01 -1.36165169e-01 -6.81666286e-02 -2.46636775e-01
-3.45309449e-01 -2.87894028e-01 1.42862744e-01 1.05439396e-01
1.65699973e-02 8.54079478e-02 -2.03693199e-01 -6.64114360e-01
-1.75848527e-02]
[ -1.66163448e-01 -2.29992825e-01 -2.95991734e-01 -3.31422480e-01
-2.72389513e-01 -2.08569727e-01 -3.04311346e-01 1.45470308e-01
-1.74014690e-02 -3.01862186e-01 -3.01505526e-01 -3.09663012e-01
-2.33792997e-01]
[ -1.08121261e-01 1.14427886e-01 2.58765119e-02 -2.43980983e-02
-2.18471404e-01 -1.68863407e-01 -8.10424064e-02 2.58807809e-02
-8.14621694e-02 -1.65980350e-01 -1.86835595e-01 -2.74681320e-01
-4.58659511e-02]
[ -3.49612849e-01 -1.28567712e-01 -2.69951724e-01 1.07341288e-01
-2.08077770e-01 -2.26420743e-01 -5.38201324e-02 -1.42324777e-01
5.61025784e-02 -5.03816690e-02 3.51936859e-02 -3.40148571e-01
6.99912211e-03]
[ -1.27509016e-01 -3.35650749e-02 -2.58182865e-01 1.83590614e-02
-2.16125332e-01 -2.77084712e-01 -3.79706628e-01 -6.76449325e-02
2.12893786e-03 -2.64592218e-01 -2.56416023e-01 -3.29798034e-01
-4.80519114e-02]
[ -2.15268116e-01 -5.39391238e-01 -3.30614450e-01 -3.60256054e-01
-3.35096417e-01 -2.26153243e-01 1.21513743e-02 -2.85875527e-01
1.09831141e-01 -2.29651545e-01 -1.98322781e-01 -1.25640213e-01
-5.12809969e-02]
[ -2.12814584e-01 -2.98133785e-01 -3.13238341e-01 -1.41766508e-01
-9.70214659e-02 -1.47077797e-01 -8.88489678e-02 -5.36143778e-03
-1.91215850e-01 -5.01963864e-01 -2.37443083e-01 -1.30551853e-01
4.35539889e-02]
[ -1.22828652e-01 2.73338948e-02 -2.41241953e-01 -3.90920595e-01
-2.27754266e-01 -2.58985081e-01 -6.04146413e-02 -3.06835958e-01
4.27529446e-02 -3.69952335e-02 -3.14152301e-01 -8.63696993e-02
-2.69473643e-01]]
Progress: 9.4% ... Training loss: 0.348 ... Validation loss: 0.552[[-0.00365578]
[ 0.35742281]
[-0.129384 ]
[ 0.80966625]
[ 0.3349954 ]
[ 0.03317771]
[-0.85432451]
[-0.97705665]
[-0.7147255 ]
[-0.99778642]
[ 1.10190753]
[ 2.74641068]
[-1.59461782]]
[[ -5.34733099e-01 -5.17427038e-01 -5.79504263e-01 -1.88442356e-01
-3.19063543e-01 -5.87419103e-01 -4.40138321e-01 -4.06307357e-01
-5.93864056e-01 -4.94993664e-01 -1.49578624e-02 4.31994687e-01
-2.89435066e-01]
[ 6.00030621e-03 -1.39515611e-01 5.19918372e-02 -2.74579146e-02
-4.41712964e-02 5.90709066e-02 -1.14782944e-01 2.42809469e-01
-1.18632153e-01 -1.56691628e-01 -4.73817281e-02 -5.14149033e-02
1.13589464e-01]
[ -1.96259202e-01 1.45391985e-01 -1.62229211e-02 1.57872953e-01
1.18769245e-01 -1.13277742e-01 1.25905486e-01 -6.16406169e-02
2.35333040e-01 -6.92924679e-02 3.39321385e-01 8.47730912e-01
4.01224693e-01]
[ 1.78202763e-01 -2.77407396e-01 -2.68301012e-01 -8.32262352e-02
-3.28451480e-01 -2.15336156e-03 6.17644493e-02 -2.89459145e-01
1.82259425e-01 -2.73947695e-01 -2.72134318e-01 -4.33404079e-01
3.69287451e-03]
[ 1.04895716e-01 4.06645803e-02 9.70756583e-02 7.72522120e-02
-6.41766893e-03 7.13052487e-02 -7.46302169e-02 7.13042371e-02
-2.30386548e-04 1.58379046e-01 1.60408247e-01 -6.46593831e-02
-1.47644208e-03]
[ -4.84424147e-01 -5.69398873e-01 -6.08444166e-01 -5.32805200e-01
-5.68257121e-01 -5.62089041e-01 -3.24910389e-01 -2.17209951e-01
-4.43854637e-01 -2.98439543e-01 -3.97655948e-01 -5.73972571e-01
-3.27957528e-01]
[ -4.15826789e-01 -5.68463287e-01 -3.22180470e-01 -3.31100738e-01
-3.99382190e-01 -5.58134336e-01 -4.34950044e-01 -4.65456452e-01
-2.95396132e-01 -2.02996678e-01 -4.05341140e-01 -1.87287765e-01
-2.03738766e-01]
[ -3.17086451e-01 -3.57242085e-01 -4.58618898e-01 -2.41466151e-01
-3.14193005e-01 -4.11652153e-01 -1.98613939e-01 -1.31382616e-01
-2.38681304e-01 -3.83076930e-01 -1.90775864e-01 -3.96456343e-01
-1.77789599e-01]
[ -4.73193599e-01 -3.50376597e-01 -3.75794412e-01 -1.46923952e-01
-3.36402329e-01 -2.13535347e-01 -1.43654772e-01 -4.25894464e-01
-3.01685067e-01 -4.47869680e-01 -1.39809347e-01 -1.08594601e-01
-1.96369322e-01]
[ -9.48578886e-01 -9.15204763e-01 -9.74358031e-01 -7.40539783e-01
-1.00019157e+00 -9.75895747e-01 -6.81950841e-01 -6.72771803e-01
-7.80565914e-01 -5.91341716e-01 -6.90694555e-01 -4.25993160e-01
-4.22823070e-01]
[ -5.02877114e-01 -2.66400710e-01 -4.61548850e-01 -3.08579936e-01
-3.52246800e-01 -3.54913298e-01 -5.27338577e-01 -5.45585322e-01
-6.15477699e-01 -1.15679317e-01 -4.07337483e-01 -5.40603183e-01
-3.79303645e-01]
[ -1.17402353e-01 3.35612967e-02 -3.34902365e-01 -3.60866863e-01
-9.56929474e-02 -7.11192908e-02 -1.47781872e-01 -2.61363407e-01
-1.41395002e-01 1.36071484e-01 -3.18829852e-01 -4.69429599e-01
-2.20007175e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60924342e-01 -1.00706668e-01 1.60901722e-01 -2.27618534e-01
-1.18902854e-01 1.14031708e-01 -1.49069681e-01 -2.15948302e-02
-1.01992474e-01 3.49505759e-02 -1.02464512e-01 -2.31045241e-01
3.23701505e-02]
[ -8.17318929e-02 -2.56722145e-01 -1.78701075e-01 -2.74454620e-01
-4.76165847e-01 -8.40762942e-02 -3.86719219e-02 -2.42183210e-03
-5.35763939e-02 9.03109116e-03 -1.57094598e-01 -1.93368445e-01
-2.41169052e-01]
[ -7.47938974e-02 1.44253230e-04 -2.43065038e-01 -2.41765883e-01
1.37214014e-01 -1.62899446e-01 -1.63519290e-01 4.38450633e-02
2.49150968e-03 -9.62936965e-03 -1.81608878e-01 -2.14044444e-02
4.03009526e-02]
[ 2.89203814e-02 -1.51557265e-01 -1.53765972e-01 -2.11331051e-02
-1.12093109e-01 -1.06604426e-01 5.70569975e-02 -1.83968822e-01
-5.46782231e-02 -6.34392322e-02 3.26342094e-02 -7.54987701e-02
1.79754437e-02]
[ -2.83346634e-01 -1.45620097e-01 -6.93207687e-02 -1.01778475e-01
-3.07281489e-01 -2.72032102e-01 -3.44049439e-01 7.42923068e-02
-2.82669037e-01 -1.91142631e-01 1.71990618e-01 1.70021924e-02
3.42314134e-01]
[ -2.14850068e-01 -1.31088134e-01 -7.79852495e-02 -7.34608861e-02
-8.43232813e-02 -1.14504579e-01 -3.21884180e-02 7.95256850e-02
-9.51124119e-02 4.07636687e-02 2.96430166e-02 -1.56786200e-01
6.01323347e-02]
[ -1.52632467e-01 -6.33627239e-02 -2.22730359e-01 -3.39221701e-01
-1.46773633e-01 -1.98832163e-01 -2.28062155e-01 -6.41371897e-02
1.98534639e-01 -1.60250969e-01 -3.00280244e-01 -2.88431848e-01
-9.96096593e-02]
[ -3.66007751e-01 -7.31569722e-02 -1.43743557e-01 -1.78392051e-01
-5.46079276e-02 -3.09996048e-01 6.84882705e-02 -4.19163680e-02
-1.04494701e-01 1.06923797e-01 -2.01779999e-03 -8.82824858e-02
-1.45531881e-01]
[ -1.68920811e-01 -1.56700718e-01 -4.42353671e-02 -1.41630462e-01
-1.35785248e-01 -2.92893723e-01 -6.90304925e-02 -9.42319500e-02
-2.67984412e-01 6.06996972e-02 1.96338008e-01 5.59689707e-02
-2.08635667e-01]
[ -1.38012523e-01 -1.79410412e-01 -1.10975927e-01 -2.80799609e-01
8.86975416e-02 -1.76675427e-02 -2.10842900e-01 -1.36139121e-01
9.59872876e-02 -9.46952812e-02 -1.74276640e-01 -1.56412871e-01
-3.06492519e-01]
[ -4.44464362e-02 -3.12191427e-02 -1.47562897e-01 -3.34952544e-02
-2.26681782e-01 6.34691285e-02 -9.04859392e-02 -4.60077177e-02
-2.35084512e-01 -7.75478775e-02 -6.04691957e-02 -2.88894150e-01
-1.68600119e-01]
[ -7.36573044e-02 3.83483616e-02 -1.31401422e-01 -2.79958124e-01
1.30759420e-01 2.11289994e-02 -2.47274606e-01 -1.98167864e-01
9.59616608e-02 -9.42414292e-02 -2.35587598e-01 -1.34069893e-01
-2.96238868e-01]
[ 8.41032201e-02 -3.16958031e-01 -7.90338353e-02 -4.28996737e-01
-2.25791938e-01 -8.77433217e-02 7.04881480e-02 1.13949319e-01
8.39276502e-03 3.02649305e-01 -4.86995774e-01 -6.09654507e-01
3.80292807e-01]
[ -2.17440025e-01 -2.56602269e-01 -1.25289547e-01 -2.86598977e-01
-3.07535820e-01 -9.17085665e-02 2.05079621e-01 4.91672574e-02
3.05580289e-01 5.19059508e-02 -3.67444499e-01 -7.96363435e-01
5.74111875e-01]
[ -8.31945429e-03 -1.93853586e-01 2.65730517e-02 -2.76259729e-01
-1.72240602e-01 1.67787099e-01 1.84403038e-01 2.46199296e-01
-2.13392030e-02 2.34345760e-01 -1.56922677e-01 -7.84193432e-01
6.16276509e-01]
[ 6.80294520e-03 -5.03462847e-02 -1.19679143e-01 -9.95561626e-02
-1.79545482e-01 -4.50449330e-02 2.70807991e-01 1.56849274e-01
2.49616840e-01 3.68129583e-01 -4.27209706e-01 -6.68131662e-01
6.28645435e-01]
[ -7.88827090e-02 -2.85092280e-01 6.41751554e-02 -3.52495819e-01
-1.50489787e-01 1.18626046e-01 3.49744522e-01 1.33370984e-01
-5.88658246e-02 1.71186445e-01 -5.20792462e-01 -7.30054621e-01
7.62551108e-01]
[ 1.23749398e-01 -9.05986024e-02 1.94462561e-02 -1.50756842e-01
-8.03540471e-02 -1.65120860e-02 2.20174478e-01 3.39940628e-01
3.86791412e-01 2.56101614e-01 -5.03317313e-01 -5.89428381e-01
4.32470670e-01]
[ -9.17894980e-03 -1.26076515e-01 1.81697544e-02 3.28309153e-02
-8.09093057e-02 -2.83388113e-01 7.23016128e-03 2.74602015e-01
-3.79653447e-02 5.31743276e-02 -2.14736686e-01 -5.65141579e-01
2.00098278e-01]
[ 7.71028994e-02 1.25491167e-01 -3.95324622e-03 8.46685719e-02
-8.02400292e-02 -5.93334421e-02 -2.17627794e-01 -2.14799347e-01
-2.99259736e-01 -1.87404000e-01 -1.49016146e-01 3.32992017e-01
-1.71937819e-01]
[ 3.77362547e-02 -6.94384763e-02 1.34263400e-01 2.08368050e-01
2.66909455e-01 9.17256801e-03 -4.27337771e-01 -3.97731923e-01
-1.44950785e-01 -5.55296559e-01 2.04304717e-01 1.07073289e+00
-4.79142718e-01]
[ 3.54239094e-02 8.04088409e-02 -2.10936006e-01 4.02442431e-02
3.04614776e-02 -3.31908317e-04 -1.56311743e-01 -3.23897780e-01
-2.86525527e-01 -1.73069661e-01 -5.18136946e-02 -3.45035112e-02
-1.71244037e-01]
[ -5.43689013e-02 -2.16615047e-01 6.67607477e-02 9.35015626e-02
-1.34062262e-01 -1.33677778e-01 4.80944413e-02 4.64703754e-03
9.08990786e-02 -3.54349895e-01 -3.03639627e-01 -2.68682399e-01
4.28406558e-02]
[ 1.69364259e-02 -2.77392469e-01 6.51957242e-02 -2.28384332e-01
-1.96536726e-01 -2.30830491e-01 -2.38041509e-01 9.30585102e-02
1.37662491e-02 1.64785982e-01 -1.73981847e-01 1.64878573e-02
-1.73671687e-02]
[ 1.73728337e-01 5.68907183e-02 -1.04250198e-01 -1.88207520e-01
-5.21364928e-02 -1.01054341e-01 -1.91221599e-01 3.37352979e-02
-1.98376020e-01 -2.30135564e-01 -1.53217041e-01 1.78756252e-01
-1.38140476e-01]
[ -1.71004815e-01 -1.85252443e-01 -1.06736103e-01 -1.79434745e-01
-5.34037722e-02 2.73728211e-02 -1.76686214e-01 -1.56468661e-01
-1.33302079e-01 2.65796846e-02 -2.03022390e-01 1.89343433e-03
-2.30616023e-01]
[ -3.24750899e-02 -2.17324165e-01 -1.54745722e-01 -1.90321336e-01
-5.60711724e-02 4.48886600e-02 -2.41402308e-02 1.79391529e-02
-2.09784349e-01 -2.32622372e-01 -4.83432042e-02 -1.41880870e-01
-4.71764068e-02]
[ 1.16633243e-01 7.40173504e-02 -5.03059226e-03 -1.45180139e-01
-3.27352107e-01 8.75376424e-03 -1.36821250e-01 -2.36184155e-01
-3.08794245e-01 7.77425005e-02 -1.04961968e-01 -7.45812109e-02
-5.39180337e-02]
[ -6.36254302e-02 -7.09935078e-03 -2.83813486e-01 1.89473813e-03
6.83850135e-02 1.56152379e-01 -2.33811664e-01 -1.73491736e-01
-6.04358491e-02 -5.77161464e-02 1.56482315e-01 4.50918797e-01
-5.13567561e-02]
[ 1.03258067e-01 3.56456013e-01 -2.07859726e-01 6.16940417e-01
1.18995922e-01 -1.98187670e-03 -2.47124837e-01 -3.95023684e-01
-2.59907466e-01 -4.17986706e-01 6.56257707e-01 9.75048043e-01
-6.38842605e-01]
[ -3.33101609e-02 1.94274254e-01 3.97880497e-02 1.81144371e-01
5.98144928e-03 -6.98055776e-02 -2.90641042e-01 -3.91792046e-01
-2.90124899e-01 -3.08640385e-01 4.41821040e-01 1.05695565e+00
-6.00140425e-01]
[ -5.16404149e-02 -1.13747055e-01 -1.63051428e-01 2.93716703e-01
-1.59358154e-01 2.33659882e-01 -1.13891393e-01 -2.80634265e-01
-2.68208427e-01 -5.10553521e-01 1.98233471e-01 4.60412671e-01
-3.31144162e-01]
[ 7.87647264e-02 -3.81365770e-01 -5.20927060e-02 -3.75444206e-02
-1.10441968e-01 2.00385285e-01 8.23902152e-02 1.65461922e-01
-1.58539908e-01 -4.44224165e-02 -7.71434164e-02 2.92148186e-01
-1.60500281e-01]
[ 2.03603262e-01 -2.90854143e-01 -1.22641448e-01 -8.60984638e-02
-2.06754491e-01 1.22306980e-01 1.70084973e-02 -1.58286350e-01
-4.49091358e-02 -1.20039432e-01 -1.29144586e-01 -1.81646553e-01
-8.92523386e-02]
[ -1.34939946e-01 -8.21982801e-02 3.90860179e-02 -2.56170976e-01
-5.84338221e-02 -1.41005559e-01 5.70790235e-02 -1.19169329e-02
-6.77118510e-02 -8.36471569e-03 -3.08267748e-01 -4.38097910e-01
-1.43074365e-02]
[ -1.39987969e-01 -1.36060233e-01 -6.82286034e-02 -2.46234622e-01
-3.45204796e-01 -2.87891786e-01 1.42266246e-01 1.04851443e-01
1.61303111e-02 8.48770443e-02 -2.03167178e-01 -6.62563076e-01
-1.90663320e-02]
[ -1.66221695e-01 -2.29515697e-01 -2.96233113e-01 -3.30023128e-01
-2.72031173e-01 -2.08559496e-01 -3.07239494e-01 1.40323395e-01
-1.96737465e-02 -3.04919625e-01 -2.98431781e-01 -3.01100187e-01
-2.41865708e-01]
[ -1.08164987e-01 1.15219784e-01 2.54472266e-02 -2.23657843e-02
-2.17763789e-01 -1.68854045e-01 -8.32999131e-02 2.21549589e-02
-8.30831557e-02 -1.69493178e-01 -1.83391731e-01 -2.65953657e-01
-5.27578604e-02]
[ -3.49661474e-01 -1.26870918e-01 -2.70478216e-01 1.12402900e-01
-2.06501134e-01 -2.26406024e-01 -5.87448490e-02 -1.48731291e-01
5.25618551e-02 -5.66237942e-02 4.37553507e-02 -3.22544449e-01
-6.37411236e-03]
[ -1.27686524e-01 -3.05920298e-02 -2.59181517e-01 2.76518224e-02
-2.13450309e-01 -2.77048609e-01 -3.87554964e-01 -7.98345893e-02
-5.71034917e-03 -2.73590531e-01 -2.42900331e-01 -2.95604913e-01
-7.40237729e-02]
[ -2.15423814e-01 -5.37830724e-01 -3.31391964e-01 -3.54959434e-01
-3.33466086e-01 -2.26120518e-01 6.22602259e-03 -2.91611409e-01
1.04602847e-01 -2.36429873e-01 -1.89959357e-01 -1.01931813e-01
-6.54855769e-02]
[ -2.12920250e-01 -2.96316533e-01 -3.14036557e-01 -1.36028733e-01
-9.50813164e-02 -1.47050942e-01 -9.50151742e-02 -1.39324356e-02
-1.95508339e-01 -5.09230256e-01 -2.27702398e-01 -1.07159951e-01
2.50377771e-02]
[ -1.22897559e-01 2.87810507e-02 -2.41839324e-01 -3.88461164e-01
-2.26495467e-01 -2.58963241e-01 -6.51022949e-02 -3.12657188e-01
3.92245963e-02 -4.34513076e-02 -3.09127727e-01 -7.33151869e-02
-2.79789765e-01]]
Progress: 9.4% ... Training loss: 0.328 ... Validation loss: 0.477[[-0.0188195 ]
[ 0.32579536]
[-0.1505325 ]
[ 0.77889059]
[ 0.30756546]
[ 0.01511523]
[-0.8903325 ]
[-1.01255401]
[-0.74524008]
[-1.03746819]
[ 1.05077048]
[ 2.6723308 ]
[-1.65317667]]
[[ -5.34713352e-01 -5.20580090e-01 -5.78592207e-01 -1.96563137e-01
-3.21693781e-01 -5.87610461e-01 -4.28819945e-01 -3.93536323e-01
-5.86006541e-01 -4.81343831e-01 -3.02479921e-02 3.92262981e-01
-2.59082449e-01]
[ 5.99967636e-03 -1.39410322e-01 5.19703129e-02 -2.72880897e-02
-4.40854384e-02 5.90799242e-02 -1.14825569e-01 2.42628195e-01
-1.18644322e-01 -1.56862685e-01 -4.70760815e-02 -5.09033102e-02
1.13680211e-01]
[ -1.96203084e-01 1.35227966e-01 -1.36195063e-02 1.34861228e-01
1.10269392e-01 -1.13793205e-01 1.51282440e-01 -3.21646624e-02
2.55871934e-01 -4.03984879e-02 3.00011956e-01 7.57132570e-01
4.62872739e-01]
[ 1.78157268e-01 -2.68805333e-01 -2.70977994e-01 -6.41523810e-02
-3.20253719e-01 -1.71046825e-03 4.17143326e-02 -3.17496094e-01
1.67653607e-01 -3.02911814e-01 -2.36229463e-01 -3.54571198e-01
-4.83438216e-02]
[ 1.04904044e-01 3.91616304e-02 9.75706147e-02 7.32414617e-02
-7.52355147e-03 7.12285888e-02 -7.52580656e-02 7.37622642e-02
-6.50370833e-04 1.62380040e-01 1.52157841e-01 -8.42306953e-02
-1.77494755e-03]
[ -4.84419950e-01 -5.69932919e-01 -6.08268348e-01 -5.33689820e-01
-5.68725913e-01 -5.62128255e-01 -3.23398279e-01 -2.15230778e-01
-4.42793303e-01 -2.96165033e-01 -3.99716216e-01 -5.78497171e-01
-3.24681495e-01]
[ -4.15821449e-01 -5.69291608e-01 -3.21785329e-01 -3.34200003e-01
-4.00297949e-01 -5.58190839e-01 -4.31825566e-01 -4.62211037e-01
-2.93696063e-01 -1.98402825e-01 -4.11018473e-01 -2.05000151e-01
-1.94148804e-01]
[ -3.17059055e-01 -3.63004784e-01 -4.57237133e-01 -2.53323942e-01
-3.18833036e-01 -4.11928290e-01 -1.83529081e-01 -1.14249315e-01
-2.27118242e-01 -3.65799837e-01 -2.12868373e-01 -4.46777199e-01
-1.41431194e-01]
[ -4.73182586e-01 -3.51294093e-01 -3.75523490e-01 -1.49437380e-01
-3.37196054e-01 -2.13650074e-01 -1.40638747e-01 -4.23310768e-01
-2.99425120e-01 -4.45315440e-01 -1.42939724e-01 -1.15602181e-01
-1.91262083e-01]
[ -9.48546551e-01 -9.20822843e-01 -9.72800644e-01 -7.53728335e-01
-1.00499676e+00 -9.76206915e-01 -6.64471040e-01 -6.52866719e-01
-7.68059875e-01 -5.70157917e-01 -7.15634289e-01 -4.86151935e-01
-3.78590930e-01]
[ -5.02876540e-01 -2.66958423e-01 -4.61385414e-01 -3.09577981e-01
-3.52668037e-01 -3.54939774e-01 -5.25841329e-01 -5.44430874e-01
-6.14674146e-01 -1.14030361e-01 -4.08602043e-01 -5.41978195e-01
-3.76090949e-01]
[ -1.17387315e-01 3.16945287e-02 -3.34399542e-01 -3.65035371e-01
-9.72848181e-02 -7.12682285e-02 -1.44021450e-01 -2.57481353e-01
-1.38120182e-01 1.39938424e-01 -3.25586047e-01 -4.87461234e-01
-2.13120374e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60925554e-01 -1.00519103e-01 1.60827692e-01 -2.27135030e-01
-1.18757191e-01 1.14048990e-01 -1.49449014e-01 -2.22990612e-02
-1.02153516e-01 3.42276060e-02 -1.01730664e-01 -2.29775772e-01
3.15438896e-02]
[ -8.17296291e-02 -2.56955448e-01 -1.78620565e-01 -2.75257375e-01
-4.76338972e-01 -8.40954645e-02 -3.77524423e-02 -9.31108907e-04
-5.31064337e-02 1.07949286e-02 -1.58509616e-01 -1.96825811e-01
-2.39066524e-01]
[ -7.47914763e-02 -3.47550571e-04 -2.42891508e-01 -2.42472715e-01
1.36728231e-01 -1.62933611e-01 -1.62462451e-01 4.53220981e-02
3.25414105e-03 -8.40773869e-03 -1.83568726e-01 -2.60086839e-02
4.30534377e-02]
[ 2.89251997e-02 -1.52205553e-01 -1.53472633e-01 -2.33344472e-02
-1.12880915e-01 -1.06656013e-01 5.97535753e-02 -1.81071794e-01
-5.33034095e-02 -5.98675798e-02 2.86491904e-02 -8.93884380e-02
2.51400977e-02]
[ -2.83343021e-01 -1.45939599e-01 -6.91875109e-02 -1.03018649e-01
-3.07603934e-01 -2.72054581e-01 -3.43132438e-01 7.56368776e-02
-2.81798692e-01 -1.89569584e-01 1.69955438e-01 1.05011514e-02
3.46002589e-01]
[ -2.14847760e-01 -1.31811229e-01 -7.77948933e-02 -7.52619833e-02
-8.47295591e-02 -1.14533572e-01 -3.01717873e-02 8.13259204e-02
-9.40026510e-02 4.28207810e-02 2.65225549e-02 -1.63797450e-01
6.47297693e-02]
[ -1.52623027e-01 -6.53893568e-02 -2.22310377e-01 -3.43350128e-01
-1.48500141e-01 -1.98914130e-01 -2.23628372e-01 -5.82961698e-02
2.02786544e-01 -1.55257811e-01 -3.08716190e-01 -3.07977206e-01
-8.75375223e-02]
[ -3.65993365e-01 -7.58848349e-02 -1.43033859e-01 -1.84406636e-01
-5.68837337e-02 -3.10147245e-01 7.53469833e-02 -3.45378317e-02
-9.94047443e-02 1.15730769e-01 -1.17386556e-02 -1.07545775e-01
-1.30344922e-01]
[ -1.68917035e-01 -1.57292956e-01 -4.40788207e-02 -1.42334652e-01
-1.36220258e-01 -2.92944328e-01 -6.65122110e-02 -9.19480215e-02
-2.66500232e-01 6.28356524e-02 1.94443215e-01 5.14242814e-02
-2.03843077e-01]
[ -1.38010365e-01 -1.79421573e-01 -1.10969974e-01 -2.80909629e-01
8.86557987e-02 -1.76880900e-02 -2.10283039e-01 -1.35812771e-01
9.64562253e-02 -9.44556975e-02 -1.74205751e-01 -1.56469620e-01
-3.05436498e-01]
[ -4.44408449e-02 -3.17670225e-02 -1.47404652e-01 -3.48157479e-02
-2.27074047e-01 6.34131619e-02 -8.90707290e-02 -4.47622636e-02
-2.33988981e-01 -7.61346221e-02 -6.20027357e-02 -2.91505746e-01
-1.66173330e-01]
[ -7.36589227e-02 3.84400021e-02 -1.31425162e-01 -2.79766816e-01
1.30842219e-01 2.11418148e-02 -2.47550179e-01 -1.98606930e-01
9.57290931e-02 -9.45949693e-02 -2.35252161e-01 -1.33419540e-01
-2.96921021e-01]
[ 8.41037047e-02 -3.17103412e-01 -7.89995522e-02 -4.29487704e-01
-2.25935335e-01 -8.77447881e-02 7.11371132e-02 1.14775796e-01
8.80018309e-03 3.03330216e-01 -4.87874352e-01 -6.13047196e-01
3.82188460e-01]
[ -2.17440442e-01 -2.56740105e-01 -1.25241422e-01 -2.87234969e-01
-3.07743095e-01 -9.17098523e-02 2.06005556e-01 5.00860511e-02
3.05810104e-01 5.25619432e-02 -3.68922662e-01 -8.01632287e-01
5.75952461e-01]
[ -8.31246466e-03 -1.94400043e-01 2.67827091e-02 -2.78221551e-01
-1.72880281e-01 1.67729209e-01 1.86992798e-01 2.49210875e-01
-1.94582697e-02 2.37401846e-01 -1.59784128e-01 -7.92637917e-01
6.23730717e-01]
[ 6.80265049e-03 -5.05151671e-02 -1.19670627e-01 -1.00094233e-01
-1.79628742e-01 -4.50387959e-02 2.71459219e-01 1.57439030e-01
2.50284293e-01 3.68623404e-01 -4.28234695e-01 -6.73086505e-01
6.30635276e-01]
[ -7.88833782e-02 -2.85079055e-01 6.41675831e-02 -3.52523172e-01
-1.50513716e-01 1.18628090e-01 3.49924456e-01 1.33274994e-01
-5.87771052e-02 1.71217263e-01 -5.20996926e-01 -7.31467883e-01
7.62884887e-01]
[ 1.23749396e-01 -9.05864506e-02 1.94400657e-02 -1.50734091e-01
-8.03426565e-02 -1.65123958e-02 2.20138793e-01 3.39965621e-01
3.86733836e-01 2.56087000e-01 -5.03242253e-01 -5.89137537e-01
4.32389091e-01]
[ -9.17880948e-03 -1.26130050e-01 1.81784115e-02 3.27673796e-02
-8.09531151e-02 -2.83392300e-01 7.22109693e-03 2.74567695e-01
-3.79741008e-02 5.32043793e-02 -2.14688282e-01 -5.64900524e-01
2.00010581e-01]
[ 7.71001642e-02 1.25896968e-01 -4.05169183e-03 8.58108642e-02
-7.99348144e-02 -5.93105478e-02 -2.18555251e-01 -2.15787006e-01
-2.99853600e-01 -1.88522574e-01 -1.47501574e-01 3.37403141e-01
-1.74040579e-01]
[ 3.77280967e-02 -6.85806116e-02 1.33998067e-01 2.12019128e-01
2.67980889e-01 9.22760195e-03 -4.29501854e-01 -4.00687095e-01
-1.46721171e-01 -5.57434128e-01 2.09915238e-01 1.08626250e+00
-4.84540154e-01]
[ 3.54231523e-02 8.04832823e-02 -2.10962693e-01 4.03871980e-02
3.05162405e-02 -3.24461020e-04 -1.56437974e-01 -3.24105240e-01
-2.86603042e-01 -1.73312865e-01 -5.16511476e-02 -3.43887656e-02
-1.71470001e-01]
[ -5.43685829e-02 -2.16434793e-01 6.67303908e-02 9.34064004e-02
-1.33940891e-01 -1.33678041e-01 4.78666591e-02 4.18236586e-03
9.05114738e-02 -3.54762021e-01 -3.03390879e-01 -2.66600355e-01
4.22548480e-02]
[ 1.69404750e-02 -2.78336708e-01 6.54840270e-02 -2.29778422e-01
-1.97280515e-01 -2.30878424e-01 -2.36553766e-01 9.52178745e-02
1.51050522e-02 1.66577525e-01 -1.76795480e-01 9.32247361e-03
-1.31915283e-02]
[ 1.73728252e-01 5.65687808e-02 -1.04225934e-01 -1.88166905e-01
-5.22722808e-02 -1.01056182e-01 -1.90944035e-01 3.35604194e-02
-1.97926299e-01 -2.29945768e-01 -1.53454855e-01 1.82604581e-01
-1.38311963e-01]
[ -1.71002301e-01 -1.85346186e-01 -1.06639483e-01 -1.80134934e-01
-5.36053894e-02 2.73521387e-02 -1.76112440e-01 -1.55799075e-01
-1.32965378e-01 2.80955656e-02 -2.04333139e-01 -2.78236618e-03
-2.29296074e-01]
[ -3.24736924e-02 -2.17556582e-01 -1.54665537e-01 -1.91182076e-01
-5.63740452e-02 4.48709404e-02 -2.30755654e-02 1.87639318e-02
-2.09267621e-01 -2.31776346e-01 -5.02088671e-02 -1.45715010e-01
-4.48998688e-02]
[ 1.16647283e-01 7.11817346e-02 -4.20368277e-03 -1.51992968e-01
-3.29565711e-01 8.61409229e-03 -1.30253095e-01 -2.27861858e-01
-3.04335112e-01 8.73905678e-02 -1.16693234e-01 -1.01344975e-01
-3.68615367e-02]
[ -6.36193350e-02 -7.93169699e-03 -2.83634347e-01 2.78429661e-04
6.77343365e-02 1.56094725e-01 -2.31846344e-01 -1.71425047e-01
-5.88910993e-02 -5.57900142e-02 1.53952236e-01 4.45223042e-01
-4.76978884e-02]
[ 1.03258686e-01 3.56169440e-01 -2.07781501e-01 6.16359501e-01
1.18714592e-01 -1.99319099e-03 -2.46439766e-01 -3.94310287e-01
-2.59390575e-01 -4.17138679e-01 6.55737301e-01 9.75016767e-01
-6.37409483e-01]
[ -3.33094596e-02 1.94073764e-01 3.98017606e-02 1.80850598e-01
5.82728057e-03 -6.98103611e-02 -2.90340114e-01 -3.91121769e-01
-2.89779748e-01 -3.08393973e-01 4.40947657e-01 1.05792300e+00
-5.99311301e-01]
[ -5.16321276e-02 -1.14473135e-01 -1.62867192e-01 2.91619800e-01
-1.60033683e-01 2.33576083e-01 -1.11875865e-01 -2.78658045e-01
-2.66620499e-01 -5.08902910e-01 1.95419119e-01 4.53121297e-01
-3.27773949e-01]
[ 7.87687107e-02 -3.81820587e-01 -5.19771871e-02 -3.84221098e-02
-1.10798055e-01 2.00351231e-01 8.36427760e-02 1.66770162e-01
-1.57278249e-01 -4.30950293e-02 -7.85904743e-02 2.87936110e-01
-1.57907189e-01]
[ 2.03611015e-01 -2.91776333e-01 -1.22347073e-01 -8.87012938e-02
-2.07748008e-01 1.22242970e-01 1.98429192e-02 -1.54848378e-01
-4.27104086e-02 -1.16406210e-01 -1.34126933e-01 -1.96020882e-01
-8.17889900e-02]
[ -1.34939776e-01 -8.22806632e-02 3.91248206e-02 -2.56350205e-01
-5.85317978e-02 -1.41009349e-01 5.73375930e-02 -1.15925848e-02
-6.77139444e-02 -7.97912807e-03 -3.08677089e-01 -4.39348403e-01
-1.38152688e-02]
[ -1.39984447e-01 -1.36661608e-01 -6.80998980e-02 -2.47761017e-01
-3.45638970e-01 -2.87919272e-01 1.44213897e-01 1.06868411e-01
1.77819880e-02 8.65464512e-02 -2.05803782e-01 -6.70845065e-01
-1.42645891e-02]
[ -1.66229162e-01 -2.29131122e-01 -2.96443321e-01 -3.28420104e-01
-2.71448877e-01 -2.08521320e-01 -3.08867250e-01 1.37449878e-01
-2.14627044e-02 -3.07915367e-01 -2.96456484e-01 -2.92591058e-01
-2.47991536e-01]
[ -1.08155932e-01 1.13561237e-01 2.59175430e-02 -2.64373704e-02
-2.18976681e-01 -1.68933318e-01 -7.94805558e-02 2.68262013e-02
-7.97928493e-02 -1.64497470e-01 -1.90048065e-01 -2.79679608e-01
-4.13906820e-02]
[ -3.49656568e-01 -1.28155560e-01 -2.70162622e-01 1.10154588e-01
-2.07414608e-01 -2.26474407e-01 -5.58545199e-02 -1.45090055e-01
5.44032501e-02 -5.21534611e-02 4.06586534e-02 -3.26252453e-01
-9.18355892e-05]
[ -1.27682536e-01 -3.08499840e-02 -2.59108912e-01 2.68461556e-02
-2.13600125e-01 -2.77083105e-01 -3.85808308e-01 -7.79308662e-02
-4.45014548e-03 -2.71677400e-01 -2.43391464e-01 -2.99808357e-01
-6.91485157e-02]
[ -2.15409667e-01 -5.39901339e-01 -3.30633629e-01 -3.60296218e-01
-3.35716401e-01 -2.26258960e-01 1.24696350e-02 -2.84445167e-01
1.08901713e-01 -2.28333583e-01 -2.01019022e-01 -1.30743942e-01
-4.99473999e-02]
[ -2.12915611e-01 -2.97166668e-01 -3.13769359e-01 -1.38971819e-01
-9.60571195e-02 -1.47103706e-01 -9.22988506e-02 -1.03197218e-02
-1.93589520e-01 -5.06565218e-01 -2.32782209e-01 -1.21549588e-01
3.27591671e-02]
[ -1.22878882e-01 2.64758100e-02 -2.41289517e-01 -3.93013857e-01
-2.28393767e-01 -2.59114639e-01 -5.81533473e-02 -3.05837243e-01
4.49883757e-02 -3.58963714e-02 -3.17679872e-01 -9.65505750e-02
-2.65116578e-01]]
Progress: 9.5% ... Training loss: 0.280 ... Validation loss: 0.493[[-0.01346712]
[ 0.32684446]
[-0.14259076]
[ 0.78908504]
[ 0.31379633]
[ 0.02117924]
[-0.88290508]
[-1.00593605]
[-0.73535673]
[-1.02673535]
[ 1.06595821]
[ 2.68972964]
[-1.64245971]]
[[ -5.34665520e-01 -5.21187439e-01 -5.78668276e-01 -1.95375822e-01
-3.21526851e-01 -5.87619516e-01 -4.24797102e-01 -3.88599985e-01
-5.82670726e-01 -4.79456742e-01 -2.78072187e-02 3.90607276e-01
-2.52470058e-01]
[ 5.98413635e-03 -1.38831400e-01 5.17468126e-02 -2.60089943e-02
-4.35825065e-02 5.90977564e-02 -1.16411249e-01 2.41075278e-01
-1.19955937e-01 -1.58583674e-01 -4.51802422e-02 -4.60873181e-02
1.09850025e-01]
[ -1.96227986e-01 1.35071015e-01 -1.38972526e-02 1.35291824e-01
1.10301404e-01 -1.13757171e-01 1.50344533e-01 -3.34699954e-02
2.57839541e-01 -4.51254402e-02 3.01853252e-01 7.60190018e-01
4.67751463e-01]
[ 1.78108641e-01 -2.67935190e-01 -2.71269159e-01 -6.28487991e-02
-3.19441036e-01 -1.66076694e-03 4.03061046e-02 -3.19232776e-01
1.66585138e-01 -3.01551537e-01 -2.37781179e-01 -3.58597610e-01
-4.52385592e-02]
[ 1.04805786e-01 4.20310277e-02 9.62974388e-02 8.37522167e-02
-4.49292294e-03 7.13133714e-02 -8.44896058e-02 6.11509483e-02
-9.30362781e-03 1.49787576e-01 1.71192198e-01 -3.61473595e-02
-3.54256020e-02]
[ -4.84369070e-01 -5.70640450e-01 -6.07997163e-01 -5.36048198e-01
-5.69467018e-01 -5.62159511e-01 -3.21519490e-01 -2.11728137e-01
-4.41493244e-01 -2.92844947e-01 -4.03361914e-01 -5.91249603e-01
-3.21117922e-01]
[ -4.15933938e-01 -5.67572287e-01 -3.22893779e-01 -3.26153195e-01
-3.97804033e-01 -5.58102438e-01 -4.36903940e-01 -4.70525944e-01
-2.98978907e-01 -2.07399518e-01 -3.98423166e-01 -1.73326738e-01
-2.11010756e-01]
[ -3.17059292e-01 -3.63302254e-01 -4.57341946e-01 -2.54514367e-01
-3.19227725e-01 -4.11918501e-01 -1.83272724e-01 -1.13492235e-01
-2.26038164e-01 -3.66764588e-01 -2.15371894e-01 -4.54135898e-01
-1.37445960e-01]
[ -4.73196065e-01 -3.51266646e-01 -3.75540286e-01 -1.48254109e-01
-3.36879566e-01 -2.13640320e-01 -1.42121324e-01 -4.23641044e-01
-3.01246120e-01 -4.46182770e-01 -1.40709012e-01 -1.10498682e-01
-1.95122947e-01]
[ -9.48574810e-01 -9.20665350e-01 -9.73306299e-01 -7.50900254e-01
-1.00422182e+00 -9.76163639e-01 -6.67427753e-01 -6.55706586e-01
-7.70843314e-01 -5.75327861e-01 -7.10007305e-01 -4.79657184e-01
-3.87468213e-01]
[ -5.02935665e-01 -2.65776981e-01 -4.61932591e-01 -3.05491136e-01
-3.51222621e-01 -3.54897813e-01 -5.28338996e-01 -5.47009695e-01
-6.17627523e-01 -1.17883016e-01 -4.02920776e-01 -5.24123533e-01
-3.83123867e-01]
[ -1.17375257e-01 3.10973612e-02 -3.34305583e-01 -3.66269021e-01
-9.78305728e-02 -7.12767759e-02 -1.42992873e-01 -2.56448129e-01
-1.37107072e-01 1.41452336e-01 -3.28217499e-01 -4.95144868e-01
-2.10384182e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60920307e-01 -1.00563598e-01 1.60819222e-01 -2.27345187e-01
-1.18777815e-01 1.14046662e-01 -1.49130509e-01 -2.23557077e-02
-1.01897664e-01 3.43396433e-02 -1.01858109e-01 -2.30378459e-01
3.17185660e-02]
[ -8.17128587e-02 -2.57183795e-01 -1.78512793e-01 -2.76385084e-01
-4.76562384e-01 -8.41070901e-02 -3.71634594e-02 5.08718911e-04
-5.28961767e-02 1.19312900e-02 -1.60223744e-01 -2.02764816e-01
-2.37948888e-01]
[ -7.47884754e-02 -5.11755605e-04 -2.42850486e-01 -2.42557728e-01
1.36558242e-01 -1.62933442e-01 -1.62524376e-01 4.61096985e-02
3.14024280e-03 -7.58229720e-03 -1.84273651e-01 -2.89127875e-02
4.30830809e-02]
[ 2.88770190e-02 -1.51485725e-01 -1.53805879e-01 -2.03544132e-02
-1.11956139e-01 -1.06622514e-01 5.77869457e-02 -1.83301974e-01
-5.52725737e-02 -6.24002828e-02 3.24255455e-02 -7.70690074e-02
1.95475559e-02]
[ -2.83366904e-01 -1.45642854e-01 -6.95597624e-02 -1.00882810e-01
-3.07062510e-01 -2.72033764e-01 -3.44388115e-01 7.25855832e-02
-2.83050151e-01 -1.92481008e-01 1.74173171e-01 1.83354166e-02
3.40482119e-01]
[ -2.14874333e-01 -1.31186704e-01 -7.81397731e-02 -7.28338383e-02
-8.39030049e-02 -1.14509784e-01 -3.16511372e-02 7.86643338e-02
-9.57856373e-02 3.96566344e-02 3.06449123e-02 -1.54322739e-01
5.99071948e-02]
[ -1.52613025e-01 -6.63976120e-02 -2.22080720e-01 -3.45869861e-01
-1.49404021e-01 -1.98923456e-01 -2.22216424e-01 -5.52807886e-02
2.04950928e-01 -1.53723325e-01 -3.13036629e-01 -3.18387563e-01
-8.09503429e-02]
[ -3.66006069e-01 -7.53880469e-02 -1.43206334e-01 -1.83579755e-01
-5.65136534e-02 -3.10133943e-01 7.44770365e-02 -3.57433592e-02
-1.00262655e-01 1.13604705e-01 -1.00467712e-02 -1.04430971e-01
-1.32075787e-01]
[ -1.68915646e-01 -1.57014283e-01 -4.42519203e-02 -1.41545562e-01
-1.35980101e-01 -2.92935717e-01 -6.68422078e-02 -9.29016737e-02
-2.66567957e-01 6.26240428e-02 1.94968301e-01 5.21822871e-02
-2.04748707e-01]
[ -1.38050150e-01 -1.78595308e-01 -1.11229435e-01 -2.77648305e-01
8.96676311e-02 -1.76478204e-02 -2.13449423e-01 -1.38312522e-01
9.36982692e-02 -9.69537340e-02 -1.69177591e-01 -1.44575988e-01
-3.12236308e-01]
[ -4.44200080e-02 -3.24790746e-02 -1.47201500e-01 -3.67666167e-02
-2.27684257e-01 6.33887977e-02 -8.74695794e-02 -4.27463388e-02
-2.33274345e-01 -7.48566973e-02 -6.46990744e-02 -2.97972412e-01
-1.63341859e-01]
[ -7.36403690e-02 3.80963010e-02 -1.31301756e-01 -2.80613375e-01
1.30530118e-01 2.11256907e-02 -2.46766659e-01 -1.97592488e-01
9.64613587e-02 -9.35459249e-02 -2.36373662e-01 -1.35825789e-01
-2.95463747e-01]
[ 8.41128967e-02 -3.17204172e-01 -7.89575267e-02 -4.29854457e-01
-2.26041020e-01 -8.77509858e-02 7.16801280e-02 1.15376812e-01
9.13787584e-03 3.03954017e-01 -4.88400273e-01 -6.14237357e-01
3.83333734e-01]
[ -2.17458281e-01 -2.56545433e-01 -1.25335213e-01 -2.86913068e-01
-3.07659671e-01 -9.16974156e-02 2.05402150e-01 4.93250671e-02
3.05245514e-01 5.15962834e-02 -3.68636747e-01 -8.02191183e-01
5.74985008e-01]
[ -8.31342913e-03 -1.94409158e-01 2.67806703e-02 -2.78528739e-01
-1.72959955e-01 1.67729346e-01 1.86937054e-01 2.49292850e-01
-1.94694383e-02 2.37596066e-01 -1.60191189e-01 -7.93803544e-01
6.24156789e-01]
[ 6.80659782e-03 -5.06339873e-02 -1.19648153e-01 -1.00504459e-01
-1.79722836e-01 -4.50410451e-02 2.71995505e-01 1.57896104e-01
2.50749346e-01 3.69039498e-01 -4.28725236e-01 -6.74807330e-01
6.31982652e-01]
[ -7.88832696e-02 -2.85124054e-01 6.41764090e-02 -3.52682533e-01
-1.50596746e-01 1.18626887e-01 3.50145381e-01 1.33510326e-01
-5.87246879e-02 1.71300685e-01 -5.21241908e-01 -7.32325956e-01
7.63312540e-01]
[ 1.23741798e-01 -9.03939099e-02 1.93477886e-02 -1.50120995e-01
-8.01720705e-02 -1.65058997e-02 2.19473515e-01 3.39090875e-01
3.86062176e-01 2.55289894e-01 -5.02464012e-01 -5.87607054e-01
4.30787407e-01]
[ -9.17821429e-03 -1.26237595e-01 1.82304304e-02 3.26226498e-02
-8.10604539e-02 -2.83393201e-01 7.20996603e-03 2.74871201e-01
-3.82039315e-02 5.41228791e-02 -2.15220502e-01 -5.66718415e-01
2.00089143e-01]
[ 7.71233461e-02 1.25529747e-01 -3.90926215e-03 8.44424937e-02
-8.01965432e-02 -5.93198763e-02 -2.17225632e-01 -2.14339235e-01
-2.98570720e-01 -1.86995258e-01 -1.49345733e-01 3.27742315e-01
-1.68854632e-01]
[ 3.76777734e-02 -6.81623375e-02 1.33625060e-01 2.15398790e-01
2.68678445e-01 9.26302586e-03 -4.30986609e-01 -4.00572376e-01
-1.48333065e-01 -5.59810047e-01 2.13355235e-01 1.10007743e+00
-4.88943483e-01]
[ 3.54161274e-02 8.05659737e-02 -2.10989445e-01 4.06966960e-02
3.05851909e-02 -3.19604737e-04 -1.56845493e-01 -3.24473216e-01
-2.86858919e-01 -1.73743533e-01 -5.12701322e-02 -3.35451517e-02
-1.72090460e-01]
[ -5.43712793e-02 -2.16588328e-01 6.67743118e-02 9.28083449e-02
-1.34079394e-01 -1.33678038e-01 4.84799001e-02 4.95834632e-03
9.09948474e-02 -3.54464038e-01 -3.04376784e-01 -2.70361709e-01
4.40785588e-02]
[ 1.69362588e-02 -2.78487367e-01 6.54298141e-02 -2.29917454e-01
-1.97313518e-01 -2.30874447e-01 -2.36322589e-01 9.50017902e-02
1.55926173e-02 1.65866309e-01 -1.76879387e-01 9.88779717e-03
-1.27508672e-02]
[ 1.73740980e-01 5.63162821e-02 -1.04147113e-01 -1.88775607e-01
-5.24991522e-02 -1.01065054e-01 -1.90324675e-01 3.44415593e-02
-1.97379535e-01 -2.29157728e-01 -1.54370124e-01 1.80581414e-01
-1.36847281e-01]
[ -1.71036939e-01 -1.84243110e-01 -1.07063050e-01 -1.77464157e-01
-5.25992543e-02 2.73859852e-02 -1.78931189e-01 -1.59297242e-01
-1.35156165e-01 2.42208217e-02 -2.00028227e-01 8.77192242e-03
-2.35991432e-01]
[ -3.24709304e-02 -2.17614630e-01 -1.54635545e-01 -1.91346312e-01
-5.64576831e-02 4.48673582e-02 -2.27909502e-02 1.90449690e-02
-2.09050031e-01 -2.31517384e-01 -5.05302358e-02 -1.46753061e-01
-4.43232839e-02]
[ 1.16666548e-01 7.05213523e-02 -4.01441190e-03 -1.53441514e-01
-3.30074236e-01 8.59927372e-03 -1.28843254e-01 -2.25843867e-01
-3.02950352e-01 8.95041810e-02 -1.19051406e-01 -1.07552656e-01
-3.30817656e-02]
[ -6.36295497e-02 -7.46402160e-03 -2.83833256e-01 1.68062394e-03
6.82895462e-02 1.56115765e-01 -2.32856908e-01 -1.73866714e-01
-6.01767289e-02 -5.77072715e-02 1.56420682e-01 4.51308711e-01
-5.18691908e-02]
[ 1.03283074e-01 3.55483896e-01 -2.07600216e-01 6.15505615e-01
1.18426618e-01 -2.01513633e-03 -2.45710794e-01 -3.92676257e-01
-2.59127402e-01 -4.16258707e-01 6.55164496e-01 9.70353137e-01
-6.36215031e-01]
[ -3.33192865e-02 1.94353703e-01 3.96160464e-02 1.82086012e-01
6.14655093e-03 -6.98033879e-02 -2.90886753e-01 -3.92367395e-01
-2.90338810e-01 -3.10013929e-01 4.43368993e-01 1.06235316e+00
-6.02775602e-01]
[ -5.16201298e-02 -1.14479790e-01 -1.62854995e-01 2.91991946e-01
-1.59933456e-01 2.33565205e-01 -1.12103705e-01 -2.78850237e-01
-2.66759583e-01 -5.08774618e-01 1.96181471e-01 4.56353783e-01
-3.29908535e-01]
[ 7.87563376e-02 -3.81705577e-01 -5.20598274e-02 -3.78807256e-02
-1.10616981e-01 2.00362915e-01 8.27328419e-02 1.66004762e-01
-1.57997261e-01 -4.38908402e-02 -7.77696455e-02 2.90893225e-01
-1.59541050e-01]
[ 2.03612457e-01 -2.91793174e-01 -1.22338437e-01 -8.87379244e-02
-2.07767925e-01 1.22242461e-01 1.98524672e-02 -1.54865894e-01
-4.27123421e-02 -1.16345913e-01 -1.34112708e-01 -1.96013550e-01
-8.17875278e-02]
[ -1.34953308e-01 -8.20095969e-02 3.90036499e-02 -2.55756083e-01
-5.82931242e-02 -1.40998944e-01 5.63956725e-02 -1.28097604e-02
-6.85782480e-02 -9.13902564e-03 -3.07675359e-01 -4.36251934e-01
-1.62639263e-02]
[ -1.39998133e-01 -1.36312164e-01 -6.82165907e-02 -2.46914220e-01
-3.45355484e-01 -2.87909375e-01 1.42944973e-01 1.05248910e-01
1.66418441e-02 8.53954866e-02 -2.04523669e-01 -6.67630978e-01
-1.71898179e-02]
[ -1.66229997e-01 -2.29017544e-01 -2.96567025e-01 -3.28880733e-01
-2.71397612e-01 -2.08511984e-01 -3.09031347e-01 1.36032303e-01
-2.13059768e-02 -3.10481523e-01 -2.96469124e-01 -2.91137578e-01
-2.48228197e-01]
[ -1.08190433e-01 1.14209586e-01 2.56219458e-02 -2.51910125e-02
-2.18507727e-01 -1.68901693e-01 -8.15452130e-02 2.48439552e-02
-8.12724060e-02 -1.66988459e-01 -1.88537175e-01 -2.78553370e-01
-4.50413679e-02]
[ -3.49685404e-01 -1.27659277e-01 -2.70410663e-01 1.12623780e-01
-2.06738724e-01 -2.26450897e-01 -5.72431130e-02 -1.46411147e-01
5.28637975e-02 -5.39516295e-02 4.35047242e-02 -3.18301514e-01
-4.14429888e-03]
[ -1.27682720e-01 -3.12320600e-02 -2.59087787e-01 2.66163444e-02
-2.13714610e-01 -2.77087003e-01 -3.84704631e-01 -7.57736948e-02
-3.30524130e-03 -2.70183109e-01 -2.44516338e-01 -3.01135324e-01
-6.57285844e-02]
[ -2.15534033e-01 -5.37670911e-01 -3.31669262e-01 -3.51780562e-01
-3.33167716e-01 -2.26162373e-01 4.71597842e-03 -2.93108803e-01
1.01515469e-01 -2.37636143e-01 -1.86970822e-01 -1.02825238e-01
-7.06198403e-02]
[ -2.12903564e-01 -2.98226113e-01 -3.13533946e-01 -1.40958914e-01
-9.69330765e-02 -1.47129277e-01 -9.06020187e-02 -8.07363707e-03
-1.92776578e-01 -5.04782656e-01 -2.35936500e-01 -1.25371286e-01
3.52727315e-02]
[ -1.22777532e-01 2.51704595e-02 -2.40801954e-01 -3.96886252e-01
-2.29473504e-01 -2.59169542e-01 -5.40086565e-02 -3.01241413e-01
4.85553494e-02 -3.05240379e-02 -3.23116428e-01 -1.13185489e-01
-2.55611832e-01]]
Progress: 9.6% ... Training loss: 0.277 ... Validation loss: 0.484[[-0.02040295]
[ 0.32123307]
[-0.15018889]
[ 0.78510709]
[ 0.3096582 ]
[ 0.01581225]
[-0.88840805]
[-1.0156581 ]
[-0.73765449]
[-1.03983914]
[ 1.06506453]
[ 2.69164012]
[-1.65890696]]
[[ -5.34637714e-01 -5.21293627e-01 -5.78348721e-01 -1.96180125e-01
-3.21465666e-01 -5.87647317e-01 -4.20357421e-01 -3.85008216e-01
-5.80159343e-01 -4.75458782e-01 -2.80974390e-02 3.84943561e-01
-2.39416072e-01]
[ 5.98964818e-03 -1.38940795e-01 5.18021710e-02 -2.63418911e-02
-4.36838145e-02 5.90892745e-02 -1.15981084e-01 2.41695037e-01
-1.19600374e-01 -1.58095548e-01 -4.55596220e-02 -4.67200357e-02
1.10934693e-01]
[ -1.96373205e-01 1.38910239e-01 -1.52828315e-02 1.43667784e-01
1.13480804e-01 -1.13522688e-01 1.42940415e-01 -4.57773553e-02
2.52126066e-01 -5.99645871e-02 3.11291399e-01 7.78656742e-01
4.57225361e-01]
[ 1.78030825e-01 -2.66176037e-01 -2.72132035e-01 -6.10606832e-02
-3.17527676e-01 -1.53752864e-03 3.54000921e-02 -3.29023569e-01
1.63032536e-01 -3.11164029e-01 -2.32365012e-01 -3.40825864e-01
-4.81257958e-02]
[ 1.04793955e-01 4.26613460e-02 9.62848275e-02 8.42564027e-02
-3.52395797e-03 7.13462403e-02 -8.45964128e-02 6.08762451e-02
-1.08898945e-02 1.49711255e-01 1.71005283e-01 -3.56951671e-02
-3.86660251e-02]
[ -4.84345151e-01 -5.71006223e-01 -6.07665188e-01 -5.36444178e-01
-5.69602315e-01 -5.62206249e-01 -3.20136858e-01 -2.09171371e-01
-4.41067104e-01 -2.89744165e-01 -4.04173304e-01 -5.91828122e-01
-3.19664237e-01]
[ -4.15844500e-01 -5.69828041e-01 -3.21961523e-01 -3.32960385e-01
-3.99813988e-01 -5.58212449e-01 -4.30269180e-01 -4.62399970e-01
-2.93489805e-01 -1.97529671e-01 -4.07580633e-01 -2.07085218e-01
-1.91611468e-01]
[ -3.17112762e-01 -3.61932117e-01 -4.57769754e-01 -2.50556517e-01
-3.18084282e-01 -4.11842867e-01 -1.87011427e-01 -1.17323875e-01
-2.30082890e-01 -3.71285020e-01 -2.10920210e-01 -4.41486240e-01
-1.45252430e-01]
[ -4.73180023e-01 -3.51408000e-01 -3.75502097e-01 -1.48315510e-01
-3.36931393e-01 -2.13653999e-01 -1.41651813e-01 -4.23174590e-01
-3.00540883e-01 -4.45636916e-01 -1.39323708e-01 -1.06873618e-01
-1.95017599e-01]
[ -9.48512786e-01 -9.21515498e-01 -9.72649249e-01 -7.52573758e-01
-1.00503257e+00 -9.76239687e-01 -6.63650132e-01 -6.48104089e-01
-7.68409514e-01 -5.67323942e-01 -7.13024239e-01 -4.91829790e-01
-3.77256730e-01]
[ -5.02889133e-01 -2.67124842e-01 -4.61466217e-01 -3.09174931e-01
-3.52303566e-01 -3.54965162e-01 -5.24805700e-01 -5.44133725e-01
-6.15101251e-01 -1.13479157e-01 -4.07497896e-01 -5.38669933e-01
-3.74852447e-01]
[ -1.17407884e-01 3.19026249e-02 -3.34554396e-01 -3.64218443e-01
-9.69925099e-02 -7.12281738e-02 -1.45555592e-01 -2.59609043e-01
-1.39491393e-01 1.38040608e-01 -3.24755313e-01 -4.86488138e-01
-2.15715232e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60893964e-01 -1.01270661e-01 1.61125883e-01 -2.28980054e-01
-1.19351858e-01 1.14001786e-01 -1.47589041e-01 -1.93406354e-02
-1.00865460e-01 3.75153729e-02 -1.04274610e-01 -2.35290263e-01
3.47171400e-02]
[ -8.16924289e-02 -2.57507850e-01 -1.78332955e-01 -2.77158694e-01
-4.76829746e-01 -8.41364146e-02 -3.57125107e-02 2.75032598e-03
-5.19882851e-02 1.45167059e-02 -1.61961404e-01 -2.06150960e-01
-2.34947421e-01]
[ -7.47914321e-02 -6.20228242e-04 -2.42742578e-01 -2.42340876e-01
1.36480612e-01 -1.62936415e-01 -1.62728821e-01 4.58571353e-02
2.78926958e-03 -7.11686888e-03 -1.83804894e-01 -2.92876359e-02
4.19569576e-02]
[ 2.88990331e-02 -1.51844237e-01 -1.53616516e-01 -2.13072149e-02
-1.12227412e-01 -1.06645181e-01 5.91799664e-02 -1.82354416e-01
-5.46287358e-02 -6.08164647e-02 3.23231916e-02 -8.01162546e-02
2.17550609e-02]
[ -2.83326358e-01 -1.46577623e-01 -6.91681844e-02 -1.04324999e-01
-3.07830370e-01 -2.72081030e-01 -3.41229496e-01 7.63121836e-02
-2.79911680e-01 -1.88240753e-01 1.68883469e-01 -2.26030459e-03
3.52217123e-01]
[ -2.14882555e-01 -1.31048006e-01 -7.81570110e-02 -7.21527328e-02
-8.39335460e-02 -1.14498033e-01 -3.19728368e-02 7.84276447e-02
-9.63890630e-02 3.93863852e-02 3.03745107e-02 -1.54471994e-01
5.96903484e-02]
[ -1.52623203e-01 -6.61282816e-02 -2.22144932e-01 -3.45553188e-01
-1.49357372e-01 -1.98914485e-01 -2.22399799e-01 -5.52181092e-02
2.04365478e-01 -1.54141453e-01 -3.13158913e-01 -3.16783322e-01
-8.10663858e-02]
[ -3.66037646e-01 -7.44924647e-02 -1.43481201e-01 -1.81572850e-01
-5.56661345e-02 -3.10085924e-01 7.15945390e-02 -3.92812465e-02
-1.02908324e-01 1.09899649e-01 -6.55448489e-03 -9.57738949e-02
-1.38050194e-01]
[ -1.68917859e-01 -1.56861055e-01 -4.43470169e-02 -1.40517632e-01
-1.35526627e-01 -2.92924357e-01 -6.71842466e-02 -9.35778900e-02
-2.66690229e-01 6.22030441e-02 1.97228537e-01 5.78522000e-02
-2.06155100e-01]
[ -1.38042274e-01 -1.78509581e-01 -1.11239526e-01 -2.77502642e-01
8.97378496e-02 -1.76504830e-02 -2.12971394e-01 -1.37968409e-01
9.42332594e-02 -9.65006520e-02 -1.68421480e-01 -1.42906326e-01
-3.11157177e-01]
[ -4.44233374e-02 -3.23061748e-02 -1.47244435e-01 -3.61774511e-02
-2.27542447e-01 6.33978705e-02 -8.79806697e-02 -4.31251288e-02
-2.33557530e-01 -7.52017722e-02 -6.37584255e-02 -2.95016025e-01
-1.64128934e-01]
[ -7.36231705e-02 3.74209625e-02 -1.31098053e-01 -2.82100919e-01
1.29905522e-01 2.10914927e-02 -2.45595400e-01 -1.95530419e-01
9.73706903e-02 -9.18940958e-02 -2.38484669e-01 -1.41980324e-01
-2.93706688e-01]
[ 8.41201537e-02 -3.17204063e-01 -7.89241381e-02 -4.30149360e-01
-2.26099897e-01 -8.77599662e-02 7.21060331e-02 1.15785221e-01
9.31525146e-03 3.04464066e-01 -4.88712999e-01 -6.14805726e-01
3.84434520e-01]
[ -2.17451722e-01 -2.56682899e-01 -1.25272164e-01 -2.87466410e-01
-3.07781301e-01 -9.17073930e-02 2.06222812e-01 5.01338108e-02
3.05966185e-01 5.22677558e-02 -3.69312189e-01 -8.04050448e-01
5.77161861e-01]
[ -8.30358242e-03 -1.94613196e-01 2.68917486e-02 -2.79282975e-01
-1.73216891e-01 1.67712725e-01 1.87902781e-01 2.50806598e-01
-1.88676070e-02 2.39087290e-01 -1.61517097e-01 -7.96696385e-01
6.27187345e-01]
[ 6.80607587e-03 -5.06834570e-02 -1.19644745e-01 -1.00916338e-01
-1.79765084e-01 -4.50404249e-02 2.72257067e-01 1.58118278e-01
2.50936829e-01 3.69198582e-01 -4.29179088e-01 -6.77044243e-01
6.33268589e-01]
[ -7.88798163e-02 -2.85083396e-01 6.41932482e-02 -3.52762825e-01
-1.50620242e-01 1.18624166e-01 3.50289647e-01 1.33830224e-01
-5.88967609e-02 1.71499659e-01 -5.21303253e-01 -7.32819163e-01
7.64243950e-01]
[ 1.23765907e-01 -9.08741604e-02 1.95200056e-02 -1.51924695e-01
-8.06508239e-02 -1.65348375e-02 2.21778994e-01 3.41290896e-01
3.88140047e-01 2.57644786e-01 -5.04618662e-01 -5.94406959e-01
4.36341765e-01]
[ -9.17468401e-03 -1.26296589e-01 1.82748590e-02 3.26041025e-02
-8.11386620e-02 -2.83399301e-01 7.32500282e-03 2.75072084e-01
-3.81896486e-02 5.45506193e-02 -2.15266057e-01 -5.66757879e-01
2.00159527e-01]
[ 7.71721806e-02 1.24370101e-01 -3.47406948e-03 8.16146116e-02
-8.10736247e-02 -5.93767606e-02 -2.14551531e-01 -2.11390677e-01
-2.96160815e-01 -1.83116411e-01 -1.53050073e-01 3.14161143e-01
-1.61490439e-01]
[ 3.76618544e-02 -6.77375934e-02 1.33467526e-01 2.17303606e-01
2.69208574e-01 9.28039500e-03 -4.32149560e-01 -4.02162808e-01
-1.49418863e-01 -5.60890498e-01 2.16291153e-01 1.10817562e+00
-4.92411365e-01]
[ 3.54250369e-02 8.01767690e-02 -2.10852309e-01 3.93694036e-02
3.02215184e-02 -3.33113074e-04 -1.56035618e-01 -3.22838454e-01
-2.86109320e-01 -1.72166058e-01 -5.36735518e-02 -4.00338096e-02
-1.68230203e-01]
[ -5.43709170e-02 -2.16478402e-01 6.67740820e-02 9.28119346e-02
-1.34019464e-01 -1.33679343e-01 4.82255873e-02 4.92379503e-03
9.06231963e-02 -3.54523570e-01 -3.04184478e-01 -2.69179212e-01
4.35935519e-02]
[ 1.69167363e-02 -2.78266867e-01 6.53622306e-02 -2.29149690e-01
-1.97020154e-01 -2.30853416e-01 -2.37430486e-01 9.34087060e-02
1.45485420e-02 1.64393149e-01 -1.75795769e-01 1.26795713e-02
-1.52091610e-02]
[ 1.73743372e-01 5.61790062e-02 -1.04066348e-01 -1.89575160e-01
-5.27692861e-02 -1.01070791e-01 -1.89423676e-01 3.55491062e-02
-1.97069767e-01 -2.28155971e-01 -1.56100762e-01 1.78913011e-01
-1.34406501e-01]
[ -1.71061139e-01 -1.83619294e-01 -1.07219976e-01 -1.75905160e-01
-5.19641894e-02 2.74230430e-02 -1.80860623e-01 -1.61654480e-01
-1.36972319e-01 2.19056890e-02 -1.96714669e-01 1.81848928e-02
-2.39809015e-01]
[ -3.24650613e-02 -2.17934870e-01 -1.54545248e-01 -1.92264631e-01
-5.68818376e-02 4.48554591e-02 -2.14813312e-02 2.07304242e-02
-2.07943922e-01 -2.30521920e-01 -5.26703425e-02 -1.51613615e-01
-4.07494703e-02]
[ 1.16676592e-01 7.00839766e-02 -3.87527964e-03 -1.54503394e-01
-3.30388929e-01 8.58269603e-03 -1.27600726e-01 -2.24528333e-01
-3.01913567e-01 9.11342494e-02 -1.20900764e-01 -1.12892666e-01
-3.01617030e-02]
[ -6.36416438e-02 -6.89299992e-03 -2.84000663e-01 3.30856353e-03
6.89227485e-02 1.56139667e-01 -2.34350959e-01 -1.75944855e-01
-6.14933010e-02 -6.00160778e-02 1.59512471e-01 4.57647687e-01
-5.65926861e-02]
[ 1.03310931e-01 3.54814867e-01 -2.07351466e-01 6.15019582e-01
1.17927662e-01 -2.05710981e-03 -2.45074953e-01 -3.91135878e-01
-2.58316703e-01 -4.14271457e-01 6.54590330e-01 9.64141224e-01
-6.37888140e-01]
[ -3.33262889e-02 1.94774847e-01 3.94780176e-02 1.83095479e-01
6.50446012e-03 -6.97883056e-02 -2.91773378e-01 -3.93408183e-01
-2.91167748e-01 -3.11122796e-01 4.44891559e-01 1.06563204e+00
-6.04902954e-01]
[ -5.16350337e-02 -1.13851013e-01 -1.63038541e-01 2.94334473e-01
-1.59315598e-01 2.33595503e-01 -1.14131357e-01 -2.81229165e-01
-2.68420367e-01 -5.10506064e-01 1.99800727e-01 4.65407709e-01
-3.35523622e-01]
[ 7.87592307e-02 -3.81781253e-01 -5.20173921e-02 -3.82863325e-02
-1.10732017e-01 2.00357458e-01 8.31218422e-02 1.66615864e-01
-1.57767460e-01 -4.34856059e-02 -7.84674851e-02 2.89079546e-01
-1.58258751e-01]
[ 2.03615544e-01 -2.91882934e-01 -1.22300956e-01 -8.87542090e-02
-2.07799762e-01 1.22236942e-01 1.97070764e-02 -1.54377977e-01
-4.28595577e-02 -1.15790640e-01 -1.34170959e-01 -1.94890535e-01
-8.23791812e-02]
[ -1.34953462e-01 -8.20609763e-02 3.90298618e-02 -2.55845644e-01
-5.83786666e-02 -1.41000288e-01 5.62905498e-02 -1.23402386e-02
-6.85856598e-02 -8.88129876e-03 -3.08107886e-01 -4.37825460e-01
-1.57346018e-02]
[ -1.39992891e-01 -1.36485796e-01 -6.81525319e-02 -2.47586727e-01
-3.45495323e-01 -2.87915988e-01 1.43806010e-01 1.06164973e-01
1.72360902e-02 8.63664055e-02 -2.05794424e-01 -6.70545602e-01
-1.51995159e-02]
[ -1.66254589e-01 -2.28558058e-01 -2.96753319e-01 -3.27339638e-01
-2.70646607e-01 -2.08476471e-01 -3.11536823e-01 1.32321657e-01
-2.39192853e-02 -3.15007165e-01 -2.92638491e-01 -2.83802661e-01
-2.55707210e-01]
[ -1.08173086e-01 1.13866378e-01 2.58052668e-02 -2.64327341e-02
-2.18818891e-01 -1.68923838e-01 -7.98942426e-02 2.73250020e-02
-8.02207296e-02 -1.64572924e-01 -1.90218566e-01 -2.82079451e-01
-4.02404855e-02]
[ -3.49695717e-01 -1.27343643e-01 -2.70416685e-01 1.13292681e-01
-2.06543676e-01 -2.26439590e-01 -5.79319378e-02 -1.46904329e-01
5.24096755e-02 -5.38560003e-02 4.39125053e-02 -3.20152040e-01
-3.64423747e-03]
[ -1.27673305e-01 -3.11703972e-02 -2.59059208e-01 2.73232304e-02
-2.13444688e-01 -2.77095993e-01 -3.85021941e-01 -7.58396111e-02
-3.18844770e-03 -2.68938547e-01 -2.43029201e-01 -2.98207382e-01
-6.64533928e-02]
[ -2.15524495e-01 -5.38116132e-01 -3.31473845e-01 -3.52555043e-01
-3.33677051e-01 -2.26177769e-01 6.49771329e-03 -2.89958968e-01
1.02909104e-01 -2.34946982e-01 -1.89383041e-01 -1.06129167e-01
-6.53206169e-02]
[ -2.12891300e-01 -2.98488940e-01 -3.13394712e-01 -1.42247289e-01
-9.74572411e-02 -1.47151392e-01 -8.78980594e-02 -5.10661472e-03
-1.91114844e-01 -5.02910036e-01 -2.38502158e-01 -1.35963920e-01
4.20348612e-02]
[ -1.22715259e-01 2.39921886e-02 -2.40281581e-01 -3.99805278e-01
-2.30398451e-01 -2.59242511e-01 -5.18855104e-02 -2.98252019e-01
4.99746930e-02 -2.53198532e-02 -3.26314580e-01 -1.22237454e-01
-2.51618456e-01]]
Progress: 9.6% ... Training loss: 0.276 ... Validation loss: 0.485[[-0.02030356]
[ 0.33143388]
[-0.14585941]
[ 0.79443394]
[ 0.31311478]
[ 0.0170308 ]
[-0.8808155 ]
[-1.00279285]
[-0.7334526 ]
[-1.02722557]
[ 1.08185106]
[ 2.70458747]
[-1.647812 ]]
[[ -5.34587274e-01 -5.21378361e-01 -5.78061968e-01 -1.96056918e-01
-3.21837701e-01 -5.87680299e-01 -4.18215038e-01 -3.83015134e-01
-5.78326237e-01 -4.71891376e-01 -2.72647479e-02 3.81012395e-01
-2.37215885e-01]
[ 5.99061907e-03 -1.38953081e-01 5.18082665e-02 -2.63885868e-02
-4.36993189e-02 5.90885950e-02 -1.15934045e-01 2.41754156e-01
-1.19569702e-01 -1.58044513e-01 -4.56189879e-02 -4.69091692e-02
1.11064277e-01]
[ -1.96472022e-01 1.41589297e-01 -1.59195814e-02 1.51738010e-01
1.15473392e-01 -1.13445490e-01 1.36254097e-01 -5.33790847e-02
2.48343648e-01 -6.60335092e-02 3.23165680e-01 8.07572303e-01
4.40967146e-01]
[ 1.78317684e-01 -2.71536640e-01 -2.70133337e-01 -7.42101293e-02
-3.22179617e-01 -1.76136555e-03 4.87406733e-02 -3.15978812e-01
1.74066380e-01 -2.95317936e-01 -2.51316207e-01 -3.82035898e-01
-2.14509403e-02]
[ 1.04757473e-01 4.43193471e-02 9.57133008e-02 8.80365745e-02
-2.31467853e-03 7.13661098e-02 -8.90474187e-02 5.50645657e-02
-1.34027301e-02 1.44793826e-01 1.78095584e-01 -1.98282140e-02
-4.97691885e-02]
[ -4.84400119e-01 -5.70269082e-01 -6.07938267e-01 -5.35207683e-01
-5.69178922e-01 -5.62174895e-01 -3.22636987e-01 -2.12618030e-01
-4.43229593e-01 -2.93218907e-01 -4.02064308e-01 -5.85355280e-01
-3.26167342e-01]
[ -4.15780070e-01 -5.70816340e-01 -3.21451385e-01 -3.36705584e-01
-4.00740115e-01 -5.58249938e-01 -4.26503994e-01 -4.58715715e-01
-2.89768268e-01 -1.92153692e-01 -4.12390501e-01 -2.22176856e-01
-1.82126506e-01]
[ -3.17235355e-01 -3.59025960e-01 -4.58778754e-01 -2.41404560e-01
-3.15767425e-01 -4.11752592e-01 -1.95989764e-01 -1.27551059e-01
-2.37054898e-01 -3.80866180e-01 -1.97235177e-01 -4.04859621e-01
-1.67198762e-01]
[ -4.73101517e-01 -3.51719738e-01 -3.75273550e-01 -1.50246053e-01
-3.37681123e-01 -2.13703586e-01 -1.38772101e-01 -4.22100859e-01
-2.97845926e-01 -4.45207193e-01 -1.41720217e-01 -1.21023412e-01
-1.91804838e-01]
[ -9.48698317e-01 -9.17216132e-01 -9.73979690e-01 -7.41904365e-01
-1.00183453e+00 -9.76101158e-01 -6.73629574e-01 -6.61114544e-01
-7.76381215e-01 -5.79990190e-01 -6.95781687e-01 -4.53202174e-01
-4.01445094e-01]
[ -5.02789638e-01 -2.68362201e-01 -4.60986521e-01 -3.13408737e-01
-3.53614284e-01 -3.55027520e-01 -5.21413808e-01 -5.41572909e-01
-6.11750480e-01 -1.10170889e-01 -4.13426480e-01 -5.55706541e-01
-3.69270093e-01]
[ -1.17356472e-01 3.11838791e-02 -3.34247044e-01 -3.65941319e-01
-9.78154408e-02 -7.12697925e-02 -1.43801609e-01 -2.58075260e-01
-1.37588466e-01 1.40148389e-01 -3.27481628e-01 -4.94221118e-01
-2.12860937e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60896929e-01 -1.01231252e-01 1.61103034e-01 -2.28917954e-01
-1.19320315e-01 1.14003767e-01 -1.47664791e-01 -1.95607340e-02
-1.00929720e-01 3.73517441e-02 -1.04288346e-01 -2.35604119e-01
3.46866290e-02]
[ -8.17055502e-02 -2.57385757e-01 -1.78387356e-01 -2.77104784e-01
-4.76803056e-01 -8.41297088e-02 -3.65838494e-02 1.95397647e-03
-5.26491068e-02 1.37407119e-02 -1.62015820e-01 -2.06255078e-01
-2.36469946e-01]
[ -7.48110669e-02 -4.32940429e-04 -2.42792282e-01 -2.41830629e-01
1.36579336e-01 -1.62928127e-01 -1.63516013e-01 4.45698544e-02
1.96510961e-03 -8.10357973e-03 -1.82783992e-01 -2.53173342e-02
3.86561795e-02]
[ 2.89209968e-02 -1.52031130e-01 -1.53541014e-01 -2.20372830e-02
-1.12429637e-01 -1.06655643e-01 5.96848171e-02 -1.81712585e-01
-5.42650206e-02 -6.01007413e-02 3.17067101e-02 -8.25271465e-02
2.28929355e-02]
[ -2.83309908e-01 -1.46748160e-01 -6.90152253e-02 -1.05126434e-01
-3.07940521e-01 -2.72088918e-01 -3.39969888e-01 7.78291899e-02
-2.78448924e-01 -1.86474025e-01 1.67853162e-01 -7.58806062e-03
3.55077623e-01]
[ -2.14874605e-01 -1.31353513e-01 -7.80171405e-02 -7.36298332e-02
-8.42839274e-02 -1.14503234e-01 -3.11757805e-02 7.88275343e-02
-9.54499072e-02 4.10650817e-02 2.81210890e-02 -1.59488473e-01
6.31977000e-02]
[ -1.52659830e-01 -6.54702016e-02 -2.22329456e-01 -3.43663160e-01
-1.48910620e-01 -1.98889177e-01 -2.24791596e-01 -5.71975114e-02
2.02074975e-01 -1.55923641e-01 -3.10910240e-01 -3.08188566e-01
-8.64920892e-02]
[ -3.66015252e-01 -7.41716500e-02 -1.43525793e-01 -1.80539665e-01
-5.57079067e-02 -3.10091511e-01 7.13154179e-02 -4.04444833e-02
-1.02601753e-01 1.09043668e-01 -5.55374476e-03 -9.36995473e-02
-1.39844778e-01]
[ -1.68930270e-01 -1.55936057e-01 -4.46362111e-02 -1.37447717e-01
-1.34757639e-01 -2.92925815e-01 -6.83233363e-02 -9.65657776e-02
-2.67703372e-01 5.89339612e-02 2.03525920e-01 6.48877585e-02
-2.12024494e-01]
[ -1.37993948e-01 -1.79105347e-01 -1.10970566e-01 -2.79188173e-01
8.91259913e-02 -1.76892758e-02 -2.11634329e-01 -1.37035396e-01
9.57377185e-02 -9.48402566e-02 -1.70837015e-01 -1.48627553e-01
-3.10060490e-01]
[ -4.44587912e-02 -3.16797120e-02 -1.47478733e-01 -3.43622338e-02
-2.26998284e-01 6.34334738e-02 -8.98476060e-02 -4.49524558e-02
-2.35094215e-01 -7.72405494e-02 -6.14900928e-02 -2.89186039e-01
-1.67854126e-01]
[ -7.36546672e-02 3.81437787e-02 -1.31399175e-01 -2.81128675e-01
1.30369443e-01 2.11175455e-02 -2.46916322e-01 -1.97676432e-01
9.64656034e-02 -9.50934755e-02 -2.36349149e-01 -1.36732919e-01
-2.96392126e-01]
[ 8.41411513e-02 -3.17434796e-01 -7.88330245e-02 -4.30897760e-01
-2.26369189e-01 -8.77741682e-02 7.33723784e-02 1.16851920e-01
1.02206853e-02 3.05560296e-01 -4.89851711e-01 -6.18172310e-01
3.87137872e-01]
[ -2.17442831e-01 -2.56839630e-01 -1.25193240e-01 -2.88285604e-01
-3.07979197e-01 -9.17140878e-02 2.07255164e-01 5.12409122e-02
3.06886860e-01 5.32809578e-02 -3.70522339e-01 -8.08380445e-01
5.80326870e-01]
[ -8.30556232e-03 -1.94561773e-01 2.68686953e-02 -2.79395029e-01
-1.73195223e-01 1.67714840e-01 1.88076553e-01 2.50699279e-01
-1.90251358e-02 2.38948280e-01 -1.61670577e-01 -7.97139839e-01
6.27551704e-01]
[ 6.80528256e-03 -5.06502336e-02 -1.19645348e-01 -1.01054788e-01
-1.79801045e-01 -4.50370582e-02 2.72732601e-01 1.58604645e-01
2.51095100e-01 3.69487896e-01 -4.29516592e-01 -6.79546289e-01
6.34773979e-01]
[ -7.88749480e-02 -2.85185624e-01 6.42657568e-02 -3.53173299e-01
-1.50764983e-01 1.18617746e-01 3.50877627e-01 1.34717748e-01
-5.86455562e-02 1.72256958e-01 -5.22117951e-01 -7.35312025e-01
7.65849516e-01]
[ 1.23778764e-01 -9.10113309e-02 1.95842348e-02 -1.52470460e-01
-8.07920086e-02 -1.65420279e-02 2.22419922e-01 3.42198422e-01
3.88780413e-01 2.58454042e-01 -5.05309683e-01 -5.96993855e-01
4.38745657e-01]
[ -9.17894382e-03 -1.26242172e-01 1.82497221e-02 3.27859188e-02
-8.10871548e-02 -2.83396365e-01 7.08350898e-03 2.74867596e-01
-3.83689311e-02 5.43307082e-02 -2.15053227e-01 -5.66318367e-01
1.99682803e-01]
[ 7.72179707e-02 1.23856658e-01 -3.24888341e-03 8.03650325e-02
-8.15560510e-02 -5.94042499e-02 -2.12900565e-01 -2.09973501e-01
-2.95421578e-01 -1.81235021e-01 -1.54392880e-01 3.08743282e-01
-1.59889590e-01]
[ 3.77482150e-02 -6.91591228e-02 1.33999853e-01 2.14001111e-01
2.67706018e-01 9.21204426e-03 -4.28271166e-01 -4.00143148e-01
-1.45527540e-01 -5.57205102e-01 2.11630018e-01 1.09629961e+00
-4.86540447e-01]
[ 3.54125953e-02 8.05748357e-02 -2.10928187e-01 4.06648232e-02
3.06156183e-02 -3.22777601e-04 -1.57375777e-01 -3.23869048e-01
-2.87024024e-01 -1.73198578e-01 -5.18697061e-02 -3.45419480e-02
-1.71411682e-01]
[ -5.44012991e-02 -2.16041853e-01 6.66111325e-02 9.38538990e-02
-1.33661933e-01 -1.33660931e-01 4.64386683e-02 3.16072798e-03
8.91080314e-02 -3.56145513e-01 -3.02913919e-01 -2.65120990e-01
4.04455674e-02]
[ 1.69110676e-02 -2.78566376e-01 6.54821736e-02 -2.30405182e-01
-1.97326781e-01 -2.30847423e-01 -2.36237592e-01 9.56358372e-02
1.58257575e-02 1.65747498e-01 -1.78571857e-01 5.94959878e-03
-1.06357403e-02]
[ 1.73763861e-01 5.58071791e-02 -1.03964312e-01 -1.90509742e-01
-5.31118085e-02 -1.01084789e-01 -1.88475494e-01 3.66026443e-02
-1.96187023e-01 -2.27195213e-01 -1.57337195e-01 1.75498073e-01
-1.32029968e-01]
[ -1.71069845e-01 -1.83500366e-01 -1.07271289e-01 -1.75559758e-01
-5.18924649e-02 2.74328279e-02 -1.81211626e-01 -1.62169903e-01
-1.37275629e-01 2.14362449e-02 -1.96299459e-01 1.95518895e-02
-2.40506090e-01]
[ -3.24916232e-02 -2.17377068e-01 -1.54766391e-01 -1.90415997e-01
-5.62174663e-02 4.48743968e-02 -2.38863817e-02 1.75498249e-02
-2.09656387e-01 -2.33241974e-01 -4.87420164e-02 -1.39417594e-01
-4.78984991e-02]
[ 1.16549637e-01 7.28283159e-02 -4.82172631e-03 -1.49165340e-01
-3.28376383e-01 8.68077991e-03 -1.35105565e-01 -2.34374465e-01
-3.07172952e-01 8.05158419e-02 -1.11870273e-01 -8.61739450e-02
-4.60610760e-02]
[ -6.36532553e-02 -6.59696780e-03 -2.84125778e-01 4.45464730e-03
6.93005609e-02 1.56150554e-01 -2.35107096e-01 -1.77424764e-01
-6.21273811e-02 -6.13402945e-02 1.61610836e-01 4.62095195e-01
-6.00132899e-02]
[ 1.03302368e-01 3.55080187e-01 -2.07419299e-01 6.15729421e-01
1.18134443e-01 -2.05120099e-03 -2.45605364e-01 -3.91841963e-01
-2.58815289e-01 -4.14941412e-01 6.55545050e-01 9.66210582e-01
-6.39200062e-01]
[ -3.33035171e-02 1.94965056e-01 3.94862346e-02 1.83906370e-01
6.63075415e-03 -6.98064756e-02 -2.91915770e-01 -3.93616164e-01
-2.91068531e-01 -3.10845325e-01 4.46046010e-01 1.06243028e+00
-6.08089298e-01]
[ -5.16409753e-02 -1.13740666e-01 -1.63072646e-01 2.95270934e-01
-1.59280493e-01 2.33599299e-01 -1.14805188e-01 -2.81541332e-01
-2.68942265e-01 -5.10405326e-01 2.01090891e-01 4.67416970e-01
-3.37499178e-01]
[ 7.87647806e-02 -3.81884079e-01 -5.19574421e-02 -3.86099607e-02
-1.10861860e-01 2.00352664e-01 8.34594895e-02 1.67213048e-01
-1.57562035e-01 -4.29680153e-02 -7.89550278e-02 2.87529629e-01
-1.57306577e-01]
[ 2.03608354e-01 -2.91775636e-01 -1.22355743e-01 -8.84753581e-02
-2.07756358e-01 1.22240296e-01 1.92430746e-02 -1.54775541e-01
-4.32077912e-02 -1.16020710e-01 -1.34002358e-01 -1.94349811e-01
-8.30907032e-02]
[ -1.34951302e-01 -8.20883135e-02 3.90487647e-02 -2.55848910e-01
-5.83928622e-02 -1.41002672e-01 5.62988555e-02 -1.22628085e-02
-6.85534254e-02 -8.73018187e-03 -3.08020615e-01 -4.37245717e-01
-1.58474208e-02]
[ -1.40007196e-01 -1.36143158e-01 -6.82809010e-02 -2.46964055e-01
-3.45226529e-01 -2.87905652e-01 1.42975379e-01 1.05153110e-01
1.65593779e-02 8.52676233e-02 -2.04772037e-01 -6.68693204e-01
-1.68022608e-02]
[ -1.66209140e-01 -2.28869091e-01 -2.96559099e-01 -3.29668302e-01
-2.71091645e-01 -2.08503475e-01 -3.10722820e-01 1.30724262e-01
-2.32431591e-02 -3.15702968e-01 -2.94543289e-01 -2.87468765e-01
-2.57311967e-01]
[ -1.08186135e-01 1.14065344e-01 2.57497519e-02 -2.53549647e-02
-2.18704780e-01 -1.68913804e-01 -8.08114334e-02 2.70908126e-02
-8.07842487e-02 -1.64748564e-01 -1.88824960e-01 -2.78391333e-01
-4.18608367e-02]
[ -3.49772481e-01 -1.25321164e-01 -2.70993544e-01 1.18785522e-01
-2.04918428e-01 -2.26373434e-01 -6.38464412e-02 -1.52568127e-01
4.82243216e-02 -6.00804515e-02 5.15557981e-02 -2.98539821e-01
-1.70817742e-02]
[ -1.27711387e-01 -3.00604969e-02 -2.59417506e-01 3.15019495e-02
-2.12353256e-01 -2.77071978e-01 -3.87602097e-01 -7.88638764e-02
-5.10780292e-03 -2.71330608e-01 -2.36765814e-01 -2.87184822e-01
-7.24965161e-02]
[ -2.15505686e-01 -5.38608955e-01 -3.31235522e-01 -3.53711636e-01
-3.34135327e-01 -2.26198494e-01 7.49231251e-03 -2.88409566e-01
1.03740856e-01 -2.32703488e-01 -1.91578184e-01 -1.11450545e-01
-6.28852530e-02]
[ -2.12871080e-01 -2.98582338e-01 -3.13341960e-01 -1.43035440e-01
-9.77148711e-02 -1.47163905e-01 -8.53748070e-02 -3.16251825e-03
-1.89387454e-01 -5.01588012e-01 -2.39566191e-01 -1.41100171e-01
4.68679439e-02]
[ -1.22706467e-01 2.39013573e-02 -2.40319594e-01 -4.01568488e-01
-2.31003905e-01 -2.59247919e-01 -5.16390820e-02 -3.00141726e-01
5.06896506e-02 -2.66476150e-02 -3.27863239e-01 -1.30578590e-01
-2.51932848e-01]]
Progress: 9.7% ... Training loss: 0.277 ... Validation loss: 0.474[[-0.0241029 ]
[ 0.32756639]
[-0.15017342]
[ 0.79356063]
[ 0.31057333]
[ 0.01388377]
[-0.88114201]
[-1.00784183]
[-0.72970281]
[-1.03103934]
[ 1.07961243]
[ 2.70217022]
[-1.65150602]]
[[ -5.34520658e-01 -5.22343626e-01 -5.77598675e-01 -1.98533554e-01
-3.22860112e-01 -5.87743343e-01 -4.14307013e-01 -3.78307165e-01
-5.76045200e-01 -4.68203371e-01 -3.18360728e-02 3.69533522e-01
-2.28952952e-01]
[ 5.99638862e-03 -1.38867637e-01 5.18110921e-02 -2.57958875e-02
-4.34663206e-02 5.90840168e-02 -1.16599133e-01 2.40707601e-01
-1.20620859e-01 -1.58099947e-01 -4.43697862e-02 -4.07999134e-02
1.07093129e-01]
[ -1.96579224e-01 1.42399615e-01 -1.62493117e-02 1.55155263e-01
1.15967797e-01 -1.13370341e-01 1.33440353e-01 -6.08016233e-02
2.45473176e-01 -7.06726956e-02 3.26469539e-01 8.22718959e-01
4.36851604e-01]
[ 1.78327364e-01 -2.71495498e-01 -2.70072075e-01 -7.86526468e-02
-3.22912728e-01 -1.77873263e-03 4.80030708e-02 -3.18755710e-01
1.73446055e-01 -2.96181433e-01 -2.55589277e-01 -3.93583173e-01
-2.25971829e-02]
[ 1.04956804e-01 4.17598380e-02 9.66654640e-02 8.07000288e-02
-4.36341525e-03 7.12160067e-02 -8.28092569e-02 6.27254094e-02
-7.15985207e-03 1.51841948e-01 1.68985373e-01 -3.51505722e-02
-3.84412842e-02]
[ -4.84313320e-01 -5.71523200e-01 -6.07384161e-01 -5.38631695e-01
-5.70245961e-01 -5.62239338e-01 -3.19493531e-01 -2.05774493e-01
-4.41174823e-01 -2.87129945e-01 -4.07427688e-01 -5.98472471e-01
-3.19134313e-01]
[ -4.15748327e-01 -5.70803259e-01 -3.21372777e-01 -3.37470997e-01
-4.00717649e-01 -5.58277058e-01 -4.25070247e-01 -4.58649457e-01
-2.88805425e-01 -1.93058370e-01 -4.12137935e-01 -2.23578786e-01
-1.79665477e-01]
[ -3.17269963e-01 -3.59627165e-01 -4.58534486e-01 -2.42157458e-01
-3.16319019e-01 -4.11735550e-01 -1.97364807e-01 -1.28459030e-01
-2.39316413e-01 -3.79721218e-01 -1.99786387e-01 -4.02697287e-01
-1.69649684e-01]
[ -4.73129465e-01 -3.50688617e-01 -3.75680181e-01 -1.46688873e-01
-3.36615729e-01 -2.13672621e-01 -1.40767517e-01 -4.24741402e-01
-2.99289740e-01 -4.48422065e-01 -1.37803396e-01 -1.17229869e-01
-1.96823189e-01]
[ -9.48693248e-01 -9.16740367e-01 -9.73999997e-01 -7.38115949e-01
-1.00108955e+00 -9.76104270e-01 -6.73660981e-01 -6.59162673e-01
-7.77856806e-01 -5.78674160e-01 -6.91824845e-01 -4.48432808e-01
-4.03022135e-01]
[ -5.02728152e-01 -2.69844808e-01 -4.60523004e-01 -3.17535172e-01
-3.54789193e-01 -3.55056170e-01 -5.19477736e-01 -5.39552351e-01
-6.10313347e-01 -1.07471969e-01 -4.19976061e-01 -5.66092863e-01
-3.64679317e-01]
[ -1.17367042e-01 3.13795995e-02 -3.34219904e-01 -3.66988443e-01
-9.79162773e-02 -7.12815850e-02 -1.44499531e-01 -2.58686408e-01
-1.38237722e-01 1.39247814e-01 -3.28634093e-01 -4.97167406e-01
-2.13849887e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60874708e-01 -1.01618505e-01 1.61307807e-01 -2.29709396e-01
-1.19634924e-01 1.13983693e-01 -1.46819116e-01 -1.75621256e-02
-1.00473153e-01 3.93090116e-02 -1.05912979e-01 -2.39233929e-01
3.62045904e-02]
[ -8.16760383e-02 -2.57897737e-01 -1.78150360e-01 -2.78611975e-01
-4.77146935e-01 -8.41556426e-02 -3.53813017e-02 4.88863783e-03
-5.20574950e-02 1.62956751e-02 -1.64184480e-01 -2.09291580e-01
-2.33681063e-01]
[ -7.47729106e-02 -8.90117961e-04 -2.42608026e-01 -2.42974466e-01
1.36150250e-01 -1.62948898e-01 -1.62692143e-01 4.61586305e-02
2.66832229e-03 -6.78670534e-03 -1.84149905e-01 -3.03468471e-02
4.01397897e-02]
[ 2.88854839e-02 -1.51211442e-01 -1.53904087e-01 -1.97410877e-02
-1.11542876e-01 -1.06626203e-01 5.74911758e-02 -1.84783546e-01
-5.60152190e-02 -6.44554044e-02 3.59227840e-02 -7.10235414e-02
1.66176604e-02]
[ -2.83288661e-01 -1.47101863e-01 -6.88373525e-02 -1.06475719e-01
-3.08287252e-01 -2.72105083e-01 -3.38654419e-01 7.94143384e-02
-2.77334277e-01 -1.84855171e-01 1.66022396e-01 -1.29496063e-02
3.59295707e-01]
[ -2.14851642e-01 -1.31360655e-01 -7.79703759e-02 -7.41806037e-02
-8.44694458e-02 -1.14525347e-01 -3.00929093e-02 7.92125259e-02
-9.47688562e-02 4.17109026e-02 2.76463658e-02 -1.63993602e-01
6.58004858e-02]
[ -1.52726978e-01 -6.47563212e-02 -2.22475968e-01 -3.41621561e-01
-1.48305724e-01 -1.98850226e-01 -2.27815903e-01 -6.01171177e-02
1.98497842e-01 -1.57529195e-01 -3.08762263e-01 -2.98397650e-01
-9.36146158e-02]
[ -3.65997473e-01 -7.46445918e-02 -1.43370920e-01 -1.81734614e-01
-5.60448017e-02 -3.10103564e-01 7.26868279e-02 -3.89329054e-02
-1.01636931e-01 1.10631888e-01 -7.53540104e-03 -9.90226443e-02
-1.36804336e-01]
[ -1.68919061e-01 -1.56101751e-01 -4.45662499e-02 -1.36719933e-01
-1.34947540e-01 -2.92927030e-01 -6.83736974e-02 -9.67296034e-02
-2.67201064e-01 5.92516651e-02 2.03536876e-01 6.55823236e-02
-2.10908712e-01]
[ -1.37991869e-01 -1.79095627e-01 -1.11056617e-01 -2.79156365e-01
8.91829762e-02 -1.76875015e-02 -2.11721364e-01 -1.37607864e-01
9.56111112e-02 -9.56623752e-02 -1.71219004e-01 -1.51321193e-01
-3.11097571e-01]
[ -4.44466649e-02 -3.19846665e-02 -1.47379619e-01 -3.50644334e-02
-2.27204114e-01 6.34206469e-02 -8.91087065e-02 -4.41841341e-02
-2.34668252e-01 -7.64121548e-02 -6.25959513e-02 -2.92626693e-01
-1.66752678e-01]
[ -7.36733125e-02 3.84502157e-02 -1.31507800e-01 -2.80371532e-01
1.30642479e-01 2.11349779e-02 -2.47734977e-01 -1.98360375e-01
9.57916432e-02 -9.60248635e-02 -2.35535161e-01 -1.34265358e-01
-2.97801457e-01]
[ 8.41371702e-02 -3.17397919e-01 -7.88501338e-02 -4.30787890e-01
-2.26335746e-01 -8.77721099e-02 7.32438124e-02 1.16705641e-01
1.01221484e-02 3.05375930e-01 -4.89787769e-01 -6.18141956e-01
3.86849144e-01]
[ -2.17474794e-01 -2.56395242e-01 -1.25361943e-01 -2.87139735e-01
-3.07573620e-01 -9.16882126e-02 2.05455227e-01 4.94903965e-02
3.05305315e-01 5.13995325e-02 -3.69079321e-01 -8.06070538e-01
5.76593375e-01]
[ -8.30859992e-03 -1.94571355e-01 2.68779869e-02 -2.79453785e-01
-1.73195035e-01 1.67716978e-01 1.88241208e-01 2.50814895e-01
-1.91274972e-02 2.39074231e-01 -1.61829522e-01 -7.97793693e-01
6.27743803e-01]
[ 6.81257949e-03 -5.07590745e-02 -1.19595195e-01 -1.01524661e-01
-1.79944241e-01 -4.50432570e-02 2.73388358e-01 1.59352092e-01
2.51543766e-01 3.70192448e-01 -4.30062732e-01 -6.81567463e-01
6.36501738e-01]
[ -7.88498084e-02 -2.85522182e-01 6.44517643e-02 -3.54620701e-01
-1.51150169e-01 1.18597684e-01 3.53084444e-01 1.36920864e-01
-5.74113217e-02 1.74704169e-01 -5.24393733e-01 -7.43187845e-01
7.72200797e-01]
[ 1.23793610e-01 -9.12316597e-02 1.96432201e-02 -1.53091316e-01
-8.10176391e-02 -1.65509365e-02 2.23348754e-01 3.43457666e-01
3.89595749e-01 2.59500042e-01 -5.06068812e-01 -5.99195680e-01
4.41118765e-01]
[ -9.18296682e-03 -1.26183262e-01 1.82281182e-02 3.31415635e-02
-8.10248011e-02 -2.83394761e-01 6.52643721e-03 2.74436513e-01
-3.87282145e-02 5.39980578e-02 -2.14450088e-01 -5.64890222e-01
1.98501347e-01]
[ 7.72001695e-02 1.24139991e-01 -3.35269270e-03 8.11217324e-02
-8.12991998e-02 -5.93852544e-02 -2.13850434e-01 -2.10584616e-01
-2.96162632e-01 -1.82090324e-01 -1.53501762e-01 3.11150623e-01
-1.61275963e-01]
[ 3.78271773e-02 -7.04942380e-02 1.34445528e-01 2.10635674e-01
2.66248144e-01 9.16082147e-03 -4.25637296e-01 -3.96996190e-01
-1.42679089e-01 -5.53307264e-01 2.06940079e-01 1.08718283e+00
-4.80478684e-01]
[ 3.54152414e-02 8.04242885e-02 -2.10899195e-01 4.03022047e-02
3.05135225e-02 -3.24150164e-04 -1.57091538e-01 -3.23423091e-01
-2.86752500e-01 -1.72872982e-01 -5.25343915e-02 -3.63687118e-02
-1.70323129e-01]
[ -5.43986551e-02 -2.16005917e-01 6.66182108e-02 9.36741313e-02
-1.33585301e-01 -1.33661256e-01 4.64399015e-02 3.07592564e-03
8.91546797e-02 -3.56172308e-01 -3.03043819e-01 -2.65049590e-01
4.06243565e-02]
[ 1.68750620e-02 -2.77989586e-01 6.52636042e-02 -2.29149553e-01
-1.96771007e-01 -2.30819074e-01 -2.37637412e-01 9.36781017e-02
1.41650864e-02 1.63533582e-01 -1.76772919e-01 1.14716422e-02
-1.40211687e-02]
[ 1.73739871e-01 5.59035068e-02 -1.03929041e-01 -1.90834983e-01
-5.30800708e-02 -1.01074323e-01 -1.88677607e-01 3.70506326e-02
-1.96767254e-01 -2.27353194e-01 -1.57970569e-01 1.75450383e-01
-1.31546281e-01]
[ -1.71119574e-01 -1.82673498e-01 -1.07646776e-01 -1.73143601e-01
-5.08981213e-02 2.74725211e-02 -1.83524703e-01 -1.65148123e-01
-1.39309012e-01 1.68904576e-02 -1.92366318e-01 3.17042632e-02
-2.46733087e-01]
[ -3.24928688e-02 -2.17276494e-01 -1.54784551e-01 -1.90356008e-01
-5.61467183e-02 4.48743874e-02 -2.42202781e-02 1.73645862e-02
-2.09927338e-01 -2.33602478e-01 -4.84117307e-02 -1.38467611e-01
-4.84573632e-02]
[ 1.16578019e-01 7.17528728e-02 -4.48228385e-03 -1.51355198e-01
-3.29127271e-01 8.65498878e-03 -1.32889359e-01 -2.31066832e-01
-3.05594348e-01 8.37835291e-02 -1.15699238e-01 -9.55004851e-02
-3.98864442e-02]
[ -6.36501064e-02 -6.68244047e-03 -2.84097532e-01 4.15761843e-03
6.92152026e-02 1.56147621e-01 -2.34941723e-01 -1.77124240e-01
-6.19431838e-02 -6.10362066e-02 1.61118692e-01 4.61025482e-01
-5.92233528e-02]
[ 1.03280944e-01 3.56381743e-01 -2.07677236e-01 6.20149253e-01
1.19309547e-01 -2.03064455e-03 -2.48322201e-01 -3.94596326e-01
-2.61080833e-01 -4.17695924e-01 6.61201877e-01 9.77869530e-01
-6.46963817e-01]
[ -3.32310256e-02 1.93321063e-01 3.99726431e-02 1.80556667e-01
5.34340076e-03 -6.98703858e-02 -2.88832178e-01 -3.90018544e-01
-2.88246661e-01 -3.06876411e-01 4.40362722e-01 1.04606185e+00
-6.03267479e-01]
[ -5.16153496e-02 -1.13764475e-01 -1.63040655e-01 2.94517502e-01
-1.59413307e-01 2.33579085e-01 -1.13976030e-01 -2.81421636e-01
-2.68279586e-01 -5.09939269e-01 2.00233809e-01 4.64803426e-01
-3.36080342e-01]
[ 7.87643806e-02 -3.81895532e-01 -5.19633951e-02 -3.86676833e-02
-1.10873730e-01 2.00352973e-01 8.34789935e-02 1.67178911e-01
-1.57477346e-01 -4.30690029e-02 -7.90225988e-02 2.87123228e-01
-1.57087398e-01]
[ 2.03601960e-01 -2.91463554e-01 -1.22395193e-01 -8.74075410e-02
-2.07527393e-01 1.22242292e-01 1.85210226e-02 -1.55980674e-01
-4.45248791e-02 -1.16060544e-01 -1.32300358e-01 -1.88198547e-01
-8.68844925e-02]
[ -1.34952697e-01 -8.21151682e-02 3.90825468e-02 -2.55706541e-01
-5.83611488e-02 -1.41000918e-01 5.59123990e-02 -1.18903171e-02
-6.88804635e-02 -8.33468356e-03 -3.07991708e-01 -4.36712815e-01
-1.63320373e-02]
[ -1.40011004e-01 -1.35999923e-01 -6.83250902e-02 -2.46601379e-01
-3.45098466e-01 -2.87902052e-01 1.42502582e-01 1.04588722e-01
1.62124517e-02 8.48866682e-02 -2.04181611e-01 -6.66942575e-01
-1.78554176e-02]
[ -1.66206935e-01 -2.28919682e-01 -2.96608747e-01 -3.29738967e-01
-2.71049823e-01 -2.08503420e-01 -3.10568420e-01 1.30748652e-01
-2.36948757e-02 -3.16726119e-01 -2.95446077e-01 -2.92025690e-01
-2.59224307e-01]
[ -1.08122992e-01 1.12617064e-01 2.62385558e-02 -2.80690303e-02
-2.19624705e-01 -1.68958500e-01 -7.82506835e-02 3.18241912e-02
-7.89262712e-02 -1.59815677e-01 -1.93038723e-01 -2.87464026e-01
-3.50061076e-02]
[ -3.49803727e-01 -1.24372507e-01 -2.71263584e-01 1.21969699e-01
-2.04105784e-01 -2.26340622e-01 -6.60387504e-02 -1.54213174e-01
4.67630223e-02 -6.25500213e-02 5.47963677e-02 -2.94609436e-01
-2.10971699e-02]
[ -1.27718993e-01 -2.96245879e-02 -2.59430284e-01 3.31116942e-02
-2.11997709e-01 -2.77070039e-01 -3.88223045e-01 -7.98420331e-02
-6.27700674e-03 -2.71187846e-01 -2.34173218e-01 -2.80213372e-01
-7.48094682e-02]
[ -2.15540826e-01 -5.38302955e-01 -3.31335562e-01 -3.52607531e-01
-3.33884344e-01 -2.26173722e-01 6.05726168e-03 -2.89262557e-01
1.02701132e-01 -2.33723590e-01 -1.90041004e-01 -1.08357467e-01
-6.43748799e-02]
[ -2.12830527e-01 -2.98964940e-01 -3.13164341e-01 -1.45105858e-01
-9.82302935e-02 -1.47198381e-01 -8.37016163e-02 -1.19103352e-03
-1.88133399e-01 -4.99487048e-01 -2.42413133e-01 -1.49592796e-01
5.14815534e-02]
[ -1.22682393e-01 2.32811437e-02 -2.40083163e-01 -4.03996511e-01
-2.31560326e-01 -2.59271882e-01 -5.05723722e-02 -3.00033505e-01
5.10118455e-02 -2.61970298e-02 -3.31015295e-01 -1.31014505e-01
-2.51646087e-01]]
Progress: 9.7% ... Training loss: 0.277 ... Validation loss: 0.475[[-0.02489935]
[ 0.31884172]
[-0.15910161]
[ 0.78370597]
[ 0.30224447]
[ 0.01252959]
[-0.88791105]
[-1.01598398]
[-0.73465095]
[-1.04236508]
[ 1.05668449]
[ 2.65854385]
[-1.66381126]]
[[ -5.34525700e-01 -5.22674089e-01 -5.77375881e-01 -2.00196628e-01
-3.23216484e-01 -5.87742447e-01 -4.09913077e-01 -3.74261910e-01
-5.72971368e-01 -4.64550037e-01 -3.65721855e-02 3.57728251e-01
-2.16599487e-01]
[ 5.96636578e-03 -1.38518231e-01 5.16200281e-02 -2.48260127e-02
-4.31706786e-02 5.91023855e-02 -1.17921587e-01 2.38467033e-01
-1.21657024e-01 -1.59725095e-01 -4.30357052e-02 -3.82616927e-02
1.04104254e-01]
[ -1.96455112e-01 1.39006137e-01 -1.50664500e-02 1.46690646e-01
1.12694266e-01 -1.13448224e-01 1.42416263e-01 -4.81843991e-02
2.53437023e-01 -5.72455208e-02 3.09077147e-01 7.94886321e-01
4.62217482e-01]
[ 1.77965872e-01 -2.65525674e-01 -2.72583408e-01 -6.14069003e-02
-3.17572588e-01 -1.57701070e-03 3.18960854e-02 -3.38507620e-01
1.58546769e-01 -3.17668600e-01 -2.31404091e-01 -3.43172113e-01
-6.38976335e-02]
[ 1.05216317e-01 3.72971719e-02 9.86902936e-02 6.70995178e-02
-8.30692595e-03 7.10738435e-02 -7.12581517e-02 7.81696121e-02
4.94072309e-03 1.67367697e-01 1.49189515e-01 -8.21843370e-02
-7.70475329e-03]
[ -4.84368300e-01 -5.71043584e-01 -6.07517802e-01 -5.37814171e-01
-5.69653890e-01 -5.62214959e-01 -3.21581728e-01 -2.08977487e-01
-4.42793699e-01 -2.90170755e-01 -4.05549975e-01 -5.95931457e-01
-3.24471601e-01]
[ -4.15706813e-01 -5.71953433e-01 -3.20784361e-01 -3.40881381e-01
-4.02002557e-01 -5.58306417e-01 -4.22109449e-01 -4.53689085e-01
-2.86852326e-01 -1.86953223e-01 -4.18414308e-01 -2.38807030e-01
-1.72084457e-01]
[ -3.17195049e-01 -3.61266368e-01 -4.57871968e-01 -2.46143257e-01
-3.17819800e-01 -4.11771494e-01 -1.92265519e-01 -1.22472421e-01
-2.35519251e-01 -3.73331831e-01 -2.09092299e-01 -4.21995912e-01
-1.57891383e-01]
[ -4.73148355e-01 -3.50489592e-01 -3.75757399e-01 -1.46477498e-01
-3.36537839e-01 -2.13660040e-01 -1.40987110e-01 -4.25098347e-01
-2.99246610e-01 -4.48910855e-01 -1.37929505e-01 -1.19824810e-01
-1.96396545e-01]
[ -9.48449552e-01 -9.21197497e-01 -9.72083426e-01 -7.51291975e-01
-1.00557897e+00 -9.76231943e-01 -6.61266094e-01 -6.43609538e-01
-7.67209275e-01 -5.61028024e-01 -7.14210081e-01 -5.03044506e-01
-3.70717892e-01]
[ -5.02884258e-01 -2.67802491e-01 -4.61232096e-01 -3.11488938e-01
-3.52818208e-01 -3.54985705e-01 -5.24081625e-01 -5.45938829e-01
-6.15306944e-01 -1.14209492e-01 -4.12058354e-01 -5.45632690e-01
-3.78776714e-01]
[ -1.17412073e-01 3.16836773e-02 -3.34387307e-01 -3.66225934e-01
-9.75135782e-02 -7.12527209e-02 -1.46538234e-01 -2.60466022e-01
-1.39717142e-01 1.37304135e-01 -3.27997245e-01 -4.97596677e-01
-2.17628056e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60836951e-01 -1.02103498e-01 1.61533958e-01 -2.30735585e-01
-1.20033217e-01 1.13961224e-01 -1.45692540e-01 -1.59151308e-02
-9.95992795e-02 4.12631214e-02 -1.07148801e-01 -2.42042377e-01
3.77926496e-02]
[ -8.16849601e-02 -2.57996695e-01 -1.78152647e-01 -2.78866997e-01
-4.77226481e-01 -8.41524696e-02 -3.54637714e-02 4.66291555e-03
-5.21801951e-02 1.62074434e-02 -1.64527847e-01 -2.11555146e-01
-2.33718461e-01]
[ -7.48582194e-02 2.07593005e-04 -2.42951863e-01 -2.40788221e-01
1.37340936e-01 -1.62902609e-01 -1.65879176e-01 4.14811676e-02
3.93725182e-04 -1.17105636e-02 -1.80660042e-01 -2.23024917e-02
3.29302468e-02]
[ 2.89763475e-02 -1.52773455e-01 -1.53127472e-01 -2.44067070e-02
-1.13080839e-01 -1.06677697e-01 6.14486396e-02 -1.79174556e-01
-5.31816858e-02 -5.86330056e-02 2.90140203e-02 -9.23547735e-02
2.65848067e-02]
[ -2.83342014e-01 -1.46210581e-01 -6.92124984e-02 -1.03779868e-01
-3.07621164e-01 -2.72076797e-01 -3.40758775e-01 7.69040498e-02
-2.79274894e-01 -1.87415242e-01 1.69520815e-01 -3.74329171e-03
3.52788948e-01]
[ -2.14849860e-01 -1.31679721e-01 -7.78806838e-02 -7.50071566e-02
-8.47636608e-02 -1.14531598e-01 -2.94681202e-02 7.97356639e-02
-9.43062061e-02 4.36605794e-02 2.62804128e-02 -1.63511576e-01
6.78569597e-02]
[ -1.52763183e-01 -6.49245256e-02 -2.22364173e-01 -3.41497726e-01
-1.48510993e-01 -1.98838054e-01 -2.28082668e-01 -5.88206639e-02
1.98236909e-01 -1.56063911e-01 -3.11396449e-01 -2.99461933e-01
-9.27372539e-02]
[ -3.65967893e-01 -7.50608099e-02 -1.43226920e-01 -1.82539175e-01
-5.63824778e-02 -3.10117265e-01 7.37800010e-02 -3.76903365e-02
-1.00751801e-01 1.12017468e-01 -9.05542016e-03 -1.03419504e-01
-1.34282469e-01]
[ -1.68837679e-01 -1.57299562e-01 -4.41013998e-02 -1.40572332e-01
-1.36100128e-01 -2.92960999e-01 -6.37440563e-02 -9.20633087e-02
-2.63657995e-01 6.35444089e-02 1.97068151e-01 4.82345364e-02
-2.00608435e-01]
[ -1.37969543e-01 -1.79391319e-01 -1.10933747e-01 -2.80175893e-01
8.88219765e-02 -1.77006155e-02 -2.10362394e-01 -1.36259916e-01
9.68812150e-02 -9.43129592e-02 -1.72810275e-01 -1.56401416e-01
-3.07623821e-01]
[ -4.44623307e-02 -3.17771504e-02 -1.47476695e-01 -3.45138700e-02
-2.27007207e-01 6.34314686e-02 -8.97410103e-02 -4.50660679e-02
-2.35076428e-01 -7.72552795e-02 -6.18491885e-02 -2.91379052e-01
-1.67975515e-01]
[ -7.36949907e-02 3.86859251e-02 -1.31585353e-01 -2.79845439e-01
1.30839618e-01 2.11468907e-02 -2.48500367e-01 -1.99010313e-01
9.51048214e-02 -9.68638549e-02 -2.35032780e-01 -1.33534092e-01
-2.99181178e-01]
[ 8.41421085e-02 -3.17474049e-01 -7.88174923e-02 -4.31122699e-01
-2.26445149e-01 -8.77742915e-02 7.37800110e-02 1.17324052e-01
1.04623299e-02 3.05798865e-01 -4.90376684e-01 -6.20488783e-01
3.88342333e-01]
[ -2.17469585e-01 -2.56510377e-01 -1.25300849e-01 -2.87514161e-01
-3.07682479e-01 -9.16909034e-02 2.05878755e-01 5.00649816e-02
3.05557540e-01 5.20558543e-02 -3.69601835e-01 -8.07754806e-01
5.77874647e-01]
[ -8.34593014e-03 -1.94316738e-01 2.67950141e-02 -2.79106517e-01
-1.73045454e-01 1.67734679e-01 1.86982186e-01 2.49266906e-01
-2.02921850e-02 2.38425986e-01 -1.61759996e-01 -7.99304728e-01
6.25469945e-01]
[ 6.79636033e-03 -5.05821576e-02 -1.19642662e-01 -1.01399172e-01
-1.79801595e-01 -4.50334272e-02 2.73130208e-01 1.58907063e-01
2.51076631e-01 3.69635924e-01 -4.30072866e-01 -6.82393142e-01
6.36314755e-01]
[ -7.88622458e-02 -2.85405554e-01 6.44036070e-02 -3.54417746e-01
-1.51041905e-01 1.18606566e-01 3.52718260e-01 1.36614451e-01
-5.78514722e-02 1.74269549e-01 -5.24145710e-01 -7.43189020e-01
7.71762430e-01]
[ 1.23816231e-01 -9.14684182e-02 1.97523758e-02 -1.53974760e-01
-8.12472750e-02 -1.65610655e-02 2.24520030e-01 3.44599276e-01
3.90768109e-01 2.61017348e-01 -5.07179719e-01 -6.03187019e-01
4.44584309e-01]
[ -9.19935501e-03 -1.26015580e-01 1.81495470e-02 3.36399400e-02
-8.08705386e-02 -2.83386132e-01 5.89708908e-03 2.73795166e-01
-3.92461336e-02 5.33050521e-02 -2.13841777e-01 -5.64080140e-01
1.97294132e-01]
[ 7.72506898e-02 1.23576038e-01 -3.13582852e-03 7.96898990e-02
-8.18269516e-02 -5.94103499e-02 -2.12031006e-01 -2.08163492e-01
-2.94602001e-01 -1.79705784e-01 -1.55661580e-01 3.04326461e-01
-1.57829790e-01]
[ 3.79245451e-02 -7.16928637e-02 1.35099445e-01 2.07464774e-01
2.64895407e-01 9.11365279e-03 -4.22094751e-01 -3.91807249e-01
-1.39451697e-01 -5.48420760e-01 2.00654939e-01 1.07265548e+00
-4.73911816e-01]
[ 3.54053941e-02 8.04547291e-02 -2.10907451e-01 4.06685000e-02
3.05952990e-02 -3.20051882e-04 -1.57365660e-01 -3.23792640e-01
-2.87035434e-01 -1.73042197e-01 -5.22092830e-02 -3.54214431e-02
-1.71290602e-01]
[ -5.44051839e-02 -2.15875498e-01 6.65785761e-02 9.38226180e-02
-1.33509984e-01 -1.33658583e-01 4.59008006e-02 2.63311075e-03
8.87049668e-02 -3.56608814e-01 -3.02831444e-01 -2.63562724e-01
3.95735861e-02]
[ 1.68247097e-02 -2.77660950e-01 6.50236693e-02 -2.27899391e-01
-1.96405380e-01 -2.30800643e-01 -2.38796637e-01 9.11744111e-02
1.30755721e-02 1.60710724e-01 -1.75080394e-01 1.57765877e-02
-1.72882433e-02]
[ 1.73741535e-01 5.58714655e-02 -1.03920502e-01 -1.90923576e-01
-5.31119960e-02 -1.01075348e-01 -1.88609118e-01 3.71235010e-02
-1.96695340e-01 -2.27286776e-01 -1.58091026e-01 1.75065714e-01
-1.31345853e-01]
[ -1.71111292e-01 -1.82843769e-01 -1.07586858e-01 -1.74042298e-01
-5.11066116e-02 2.74687900e-02 -1.82486548e-01 -1.64368959e-01
-1.38435940e-01 1.77285358e-02 -1.93848825e-01 2.68249191e-02
-2.43811088e-01]
[ -3.25330871e-02 -2.16554576e-01 -1.55024374e-01 -1.89096109e-01
-5.54743650e-02 4.48987763e-02 -2.57415190e-02 1.47294776e-02
-2.10992938e-01 -2.36610857e-01 -4.57188388e-02 -1.32149595e-01
-5.19105520e-02]
[ 1.16607299e-01 7.10139027e-02 -4.24202171e-03 -1.53150090e-01
-3.29663207e-01 8.63745482e-03 -1.31063541e-01 -2.28673489e-01
-3.04025694e-01 8.65329239e-02 -1.18757605e-01 -1.02306692e-01
-3.52085533e-02]
[ -6.36465180e-02 -6.82925306e-03 -2.84054471e-01 3.70991462e-03
6.90952493e-02 1.56145239e-01 -2.34742743e-01 -1.76817221e-01
-6.16119444e-02 -6.05682390e-02 1.60537399e-01 4.60777474e-01
-5.84976561e-02]
[ 1.03282994e-01 3.56630347e-01 -2.07697490e-01 6.20909644e-01
1.19495611e-01 -2.03331508e-03 -2.48473408e-01 -3.95011254e-01
-2.61465324e-01 -4.17805874e-01 6.62031575e-01 9.77987461e-01
-6.48820683e-01]
[ -3.32108242e-02 1.92499835e-01 4.02409345e-02 1.78803364e-01
4.64657376e-03 -6.98832785e-02 -2.87345126e-01 -3.88021697e-01
-2.86905818e-01 -3.04453156e-01 4.37166549e-01 1.04310982e+00
-5.99089811e-01]
[ -5.15992489e-02 -1.14217989e-01 -1.62826150e-01 2.93541271e-01
-1.59749128e-01 2.33568142e-01 -1.13105141e-01 -2.79945651e-01
-2.67736356e-01 -5.08211662e-01 1.98683257e-01 4.62181361e-01
-3.34149111e-01]
[ 7.87601546e-02 -3.81792892e-01 -5.20005010e-02 -3.80095110e-02
-1.10751608e-01 2.00356439e-01 8.27667686e-02 1.66443568e-01
-1.57964733e-01 -4.35913416e-02 -7.78897253e-02 2.90251381e-01
-1.58800749e-01]
[ 2.03581207e-01 -2.91224386e-01 -1.22456529e-01 -8.66935397e-02
-2.07343966e-01 1.22251447e-01 1.77238850e-02 -1.56718196e-01
-4.54774249e-02 -1.16611966e-01 -1.31556990e-01 -1.85770805e-01
-8.88262985e-02]
[ -1.34962605e-01 -8.20184366e-02 3.90542332e-02 -2.55629450e-01
-5.83265940e-02 -1.40996605e-01 5.57251287e-02 -1.17877442e-02
-6.90551793e-02 -8.32666670e-03 -3.08332007e-01 -4.37527725e-01
-1.62102541e-02]
[ -1.40006060e-01 -1.36171621e-01 -6.82614377e-02 -2.47222416e-01
-3.45232852e-01 -2.87903521e-01 1.43126750e-01 1.05683030e-01
1.65820177e-02 8.56563181e-02 -2.05559914e-01 -6.70645311e-01
-1.60795303e-02]
[ -1.66164244e-01 -2.29724778e-01 -2.96312187e-01 -3.32384416e-01
-2.71888461e-01 -2.08522548e-01 -3.09585107e-01 1.32304848e-01
-2.23090289e-02 -3.16317556e-01 -2.99605137e-01 -3.05884777e-01
-2.56632045e-01]
[ -1.08134084e-01 1.12528349e-01 2.63009344e-02 -2.80919318e-02
-2.19727323e-01 -1.68955591e-01 -7.79227215e-02 3.25707761e-02
-7.92577052e-02 -1.58536194e-01 -1.93524452e-01 -2.88391201e-01
-3.48196833e-02]
[ -3.49810128e-01 -1.24489649e-01 -2.71184452e-01 1.21914924e-01
-2.04132947e-01 -2.26338854e-01 -6.60256285e-02 -1.53637707e-01
4.69637578e-02 -6.17532780e-02 5.42586174e-02 -2.96815578e-01
-2.03536770e-02]
[ -1.27788042e-01 -2.87531998e-02 -2.59661955e-01 3.57241049e-02
-2.11241301e-01 -2.77038089e-01 -3.89772225e-01 -8.12240618e-02
-8.53554508e-03 -2.71940506e-01 -2.31373282e-01 -2.71763613e-01
-7.83303516e-02]
[ -2.15525750e-01 -5.38811774e-01 -3.31137295e-01 -3.54343176e-01
-3.34396794e-01 -2.26184805e-01 7.49822406e-03 -2.87312146e-01
1.03735356e-01 -2.31270810e-01 -1.93446285e-01 -1.18172394e-01
-6.01432821e-02]
[ -2.12850785e-01 -2.98935535e-01 -3.13133786e-01 -1.45577265e-01
-9.82888475e-02 -1.47188028e-01 -8.35339019e-02 -7.90837168e-04
-1.87954603e-01 -4.99433878e-01 -2.44184260e-01 -1.54317300e-01
5.30015775e-02]
[ -1.22590802e-01 2.17893865e-02 -2.39478308e-01 -4.08046027e-01
-2.32893040e-01 -2.59316993e-01 -4.62039697e-02 -2.96493287e-01
5.49767305e-02 -2.14701759e-02 -3.37286965e-01 -1.42513226e-01
-2.42970328e-01]]
Progress: 9.8% ... Training loss: 0.283 ... Validation loss: 0.506[[-0.00970625]
[ 0.33997516]
[-0.14478153]
[ 0.81817555]
[ 0.32273788]
[ 0.02949548]
[-0.86289249]
[-0.99457457]
[-0.71040801]
[-1.02153044]
[ 1.09577909]
[ 2.71270294]
[-1.63389279]]
[[ -5.34627457e-01 -5.20126619e-01 -5.77999235e-01 -1.90384679e-01
-3.20648209e-01 -5.87683190e-01 -4.15242858e-01 -3.78258980e-01
-5.77048865e-01 -4.69509354e-01 -2.44312903e-02 3.91449080e-01
-2.27917154e-01]
[ 5.94817890e-03 -1.37953527e-01 5.14429749e-02 -2.38081340e-02
-4.28594967e-02 5.91113470e-02 -1.19476152e-01 2.36798762e-01
-1.23060051e-01 -1.61173335e-01 -4.14067059e-02 -3.30776306e-02
1.00268776e-01]
[ -1.96632193e-01 1.41444415e-01 -1.59031366e-02 1.56382569e-01
1.14675481e-01 -1.13358912e-01 1.35912335e-01 -5.65288952e-02
2.47776001e-01 -6.35923814e-02 3.19254761e-01 8.31636038e-01
4.48338695e-01]
[ 1.77877007e-01 -2.65099106e-01 -2.72744231e-01 -6.03501161e-02
-3.16896001e-01 -1.52869978e-03 2.68548325e-02 -3.37993940e-01
1.53261558e-01 -3.18451989e-01 -2.29035837e-01 -3.49049151e-01
-6.95109548e-02]
[ 1.05314233e-01 3.68563572e-02 9.88920738e-02 6.37628178e-02
-8.77963230e-03 7.10228262e-02 -6.76387564e-02 7.84594639e-02
8.33084763e-03 1.66325104e-01 1.44790437e-01 -1.01080736e-01
-4.92598935e-03]
[ -4.84364393e-01 -5.71159142e-01 -6.07461427e-01 -5.38423529e-01
-5.69795024e-01 -5.62217979e-01 -3.21650158e-01 -2.08099073e-01
-4.42767631e-01 -2.89876486e-01 -4.06319241e-01 -5.98556160e-01
-3.23740145e-01]
[ -4.15763922e-01 -5.70943710e-01 -3.21223983e-01 -3.37914703e-01
-4.01005613e-01 -5.58281525e-01 -4.24794480e-01 -4.56031425e-01
-2.88814037e-01 -1.90604128e-01 -4.14507513e-01 -2.28632659e-01
-1.77881665e-01]
[ -3.17341934e-01 -3.58751003e-01 -4.58869771e-01 -2.37893772e-01
-3.15463524e-01 -4.11692043e-01 -2.00282688e-01 -1.33059739e-01
-2.41679097e-01 -3.82093579e-01 -1.98485930e-01 -3.90869738e-01
-1.76793895e-01]
[ -4.73266273e-01 -3.48545620e-01 -3.76325586e-01 -1.39757929e-01
-3.34744140e-01 -2.13588507e-01 -1.46750360e-01 -4.29566114e-01
-3.04133956e-01 -4.53379383e-01 -1.28703777e-01 -9.94876884e-02
-2.07321532e-01]
[ -9.48634581e-01 -9.17643698e-01 -9.73459052e-01 -7.39981449e-01
-1.00226192e+00 -9.76128540e-01 -6.71131343e-01 -6.56370076e-01
-7.75036465e-01 -5.73462350e-01 -6.98694226e-01 -4.62081149e-01
-3.92938693e-01]
[ -5.03004991e-01 -2.66327189e-01 -4.61754137e-01 -3.06495008e-01
-3.51470292e-01 -3.54930243e-01 -5.29837594e-01 -5.49653781e-01
-6.19584940e-01 -1.18119712e-01 -4.06002540e-01 -5.31209844e-01
-3.90333496e-01]
[ -1.17424317e-01 3.20080783e-02 -3.34438877e-01 -3.65204017e-01
-9.71727555e-02 -7.12387303e-02 -1.47450894e-01 -2.60509544e-01
-1.40594790e-01 1.37061768e-01 -3.26599287e-01 -4.93969915e-01
-2.18743724e-01]
[ -1.90622007e-02 2.05055453e-01 1.01422149e-01 7.54052725e-02
8.46410463e-02 2.58032739e-02 9.25489857e-02 -9.10599959e-02
-1.64238645e-01 -2.60606384e-01 -2.45043849e-01 2.13913901e-01
1.03294793e-01]
[ -2.60822514e-01 -1.02220859e-01 1.61616222e-01 -2.31383365e-01
-1.20198033e-01 1.13954713e-01 -1.45322030e-01 -1.48140325e-02
-9.93451668e-02 4.19928926e-02 -1.07830065e-01 -2.44028018e-01
3.90438612e-02]
[ -8.16921489e-02 -2.58023540e-01 -1.78159722e-01 -2.78872325e-01
-4.77233991e-01 -8.41513168e-02 -3.58936865e-02 4.51322032e-03
-5.24397205e-02 1.58915630e-02 -1.64554967e-01 -2.11556059e-01
-2.34282749e-01]
[ -7.48785317e-02 5.24474219e-04 -2.43138837e-01 -2.39701637e-01
1.37780414e-01 -1.62895223e-01 -1.66797227e-01 4.01455929e-02
-3.58298312e-04 -1.30493730e-02 -1.79084138e-01 -1.58154382e-02
2.99805599e-02]
[ 2.89695773e-02 -1.52710737e-01 -1.53180302e-01 -2.40706516e-02
-1.12959453e-01 -1.06672777e-01 6.11397330e-02 -1.79552592e-01
-5.32784033e-02 -5.93174350e-02 2.95033654e-02 -9.14323351e-02
2.55469188e-02]
[ -2.83323000e-01 -1.46351365e-01 -6.91402421e-02 -1.04986108e-01
-3.07847117e-01 -2.72083843e-01 -3.40195028e-01 7.81940633e-02
-2.78684594e-01 -1.86789323e-01 1.67817199e-01 -1.05099781e-02
3.56297933e-01]
[ -2.14907596e-01 -1.30333293e-01 -7.82806691e-02 -7.00650763e-02
-8.34975998e-02 -1.14501455e-01 -3.23181421e-02 7.61501692e-02
-9.64513521e-02 4.00708239e-02 3.17864584e-02 -1.52238866e-01
5.94406242e-02]
[ -1.52828339e-01 -6.44280591e-02 -2.22676716e-01 -3.40115449e-01
-1.48157245e-01 -1.98807811e-01 -2.30968280e-01 -6.23204125e-02
1.95660148e-01 -1.58420093e-01 -3.09931630e-01 -2.86327693e-01
-9.82578500e-02]
[ -3.65990926e-01 -7.46663805e-02 -1.43321145e-01 -1.81546128e-01
-5.60888456e-02 -3.10102980e-01 7.32545426e-02 -3.82319228e-02
-1.01247138e-01 1.11222076e-01 -8.00087830e-03 -1.01405586e-01
-1.35216160e-01]
[ -1.68886912e-01 -1.56302245e-01 -4.45684772e-02 -1.37027427e-01
-1.35042084e-01 -2.92936847e-01 -6.74358480e-02 -9.69860295e-02
-2.66216524e-01 5.91103615e-02 2.02926463e-01 6.08805326e-02
-2.09762171e-01]
[ -1.38048741e-01 -1.77869343e-01 -1.11312711e-01 -2.75028229e-01
9.03331829e-02 -1.76520591e-02 -2.14520963e-01 -1.39566703e-01
9.30628492e-02 -9.72956830e-02 -1.65393520e-01 -1.39964814e-01
-3.15895541e-01]
[ -4.45102197e-02 -3.11955506e-02 -1.47709569e-01 -3.25885924e-02
-2.26583172e-01 6.34599424e-02 -9.16901737e-02 -4.64519509e-02
-2.36401054e-01 -7.89592887e-02 -5.95814645e-02 -2.85866353e-01
-1.71151008e-01]
[ -7.36899306e-02 3.86066034e-02 -1.31556561e-01 -2.80017609e-01
1.30776092e-01 2.11439904e-02 -2.48251013e-01 -1.98814911e-01
9.53046060e-02 -9.66052267e-02 -2.35284602e-01 -1.34193544e-01
-2.98811192e-01]
[ 8.41395172e-02 -3.17422368e-01 -7.88363366e-02 -4.31059606e-01
-2.26400880e-01 -8.77731157e-02 7.35630875e-02 1.17131632e-01
1.03118217e-02 3.05553932e-01 -4.90239013e-01 -6.19930437e-01
3.87929932e-01]
[ -2.17478749e-01 -2.56371552e-01 -1.25345691e-01 -2.87245130e-01
-3.07572955e-01 -9.16859337e-02 2.05449004e-01 4.97573694e-02
3.05153338e-01 5.16877575e-02 -3.69196025e-01 -8.07279791e-01
5.77280371e-01]
[ -8.35799079e-03 -1.94201236e-01 2.67167165e-02 -2.79194381e-01
-1.72958637e-01 1.67741494e-01 1.86739504e-01 2.48869247e-01
-2.03280352e-02 2.37956090e-01 -1.61920456e-01 -8.00392649e-01
6.25492075e-01]
[ 6.79160446e-03 -5.05336398e-02 -1.19665878e-01 -1.01255449e-01
-1.79770409e-01 -4.50316924e-02 2.72941036e-01 1.58754003e-01
2.50882628e-01 3.69390791e-01 -4.29905557e-01 -6.82014135e-01
6.35803010e-01]
[ -7.89148429e-02 -2.84938242e-01 6.41540744e-02 -3.52813324e-01
-1.50598227e-01 1.18632421e-01 3.50133296e-01 1.34458076e-01
-5.99079827e-02 1.71900227e-01 -5.22637390e-01 -7.40721666e-01
7.66702508e-01]
[ 1.23827304e-01 -9.15555009e-02 1.98043417e-02 -1.54360146e-01
-8.13524310e-02 -1.65654158e-02 2.25048962e-01 3.45287046e-01
3.91174663e-01 2.61566166e-01 -5.07557231e-01 -6.04428853e-01
4.46137256e-01]
[ -9.21726729e-03 -1.25840833e-01 1.80651271e-02 3.43235506e-02
-8.07022148e-02 -2.83380016e-01 5.14584814e-03 2.73136954e-01
-3.99406429e-02 5.25449142e-02 -2.13108158e-01 -5.62453728e-01
1.95576244e-01]
[ 7.72695812e-02 1.23150354e-01 -2.97841937e-03 7.84638410e-02
-8.21396859e-02 -5.94138558e-02 -2.10953043e-01 -2.06215529e-01
-2.93469953e-01 -1.78131463e-01 -1.57847013e-01 2.94998551e-01
-1.52719287e-01]
[ 3.78890532e-02 -7.10798090e-02 1.34853538e-01 2.09603790e-01
2.65693283e-01 9.12822452e-03 -4.23542034e-01 -3.93525281e-01
-1.40867137e-01 -5.50080725e-01 2.03620098e-01 1.08171318e+00
-4.78670627e-01]
[ 3.54110169e-02 8.03560976e-02 -2.10891889e-01 4.06529794e-02
3.05457588e-02 -3.24497718e-04 -1.57161392e-01 -3.23853469e-01
-2.86809880e-01 -1.73297936e-01 -5.20835801e-02 -3.53591856e-02
-1.71365528e-01]
[ -5.44170184e-02 -2.15734067e-01 6.65397990e-02 9.42621954e-02
-1.33392817e-01 -1.33654254e-01 4.54552190e-02 1.87655792e-03
8.80957664e-02 -3.56683383e-01 -3.02373634e-01 -2.60785982e-01
3.82524495e-02]
[ 1.68516682e-02 -2.78202676e-01 6.52874792e-02 -2.29822358e-01
-1.97046062e-01 -2.30816102e-01 -2.37295457e-01 9.34185828e-02
1.44342737e-02 1.62883247e-01 -1.77736313e-01 1.03109056e-02
-1.31840280e-02]
[ 1.73741291e-01 5.59505057e-02 -1.03949057e-01 -1.90778152e-01
-5.30225060e-02 -1.01074884e-01 -1.88772709e-01 3.67625359e-02
-1.96896929e-01 -2.27581448e-01 -1.57696943e-01 1.76500752e-01
-1.32025844e-01]
[ -1.71140546e-01 -1.82610171e-01 -1.07783935e-01 -1.73126569e-01
-5.08460286e-02 2.74825547e-02 -1.83846946e-01 -1.65987381e-01
-1.39269041e-01 1.55640374e-02 -1.91998725e-01 3.43823868e-02
-2.47102227e-01]
[ -3.25386770e-02 -2.16513196e-01 -1.55056225e-01 -1.89145653e-01
-5.53884430e-02 4.49048449e-02 -2.61612015e-02 1.44607661e-02
-2.11298262e-01 -2.36760334e-01 -4.56607733e-02 -1.31612008e-01
-5.17630264e-02]
[ 1.16583336e-01 7.16331398e-02 -4.47288512e-03 -1.51933336e-01
-3.29260924e-01 8.65013619e-03 -1.32557114e-01 -2.30818474e-01
-3.05320376e-01 8.48591165e-02 -1.16813447e-01 -9.62205261e-02
-3.89630141e-02]
[ -6.36496617e-02 -6.72904253e-03 -2.84066483e-01 3.81281073e-03
6.91939933e-02 1.56147119e-01 -2.34947110e-01 -1.77283292e-01
-6.19313013e-02 -6.07182737e-02 1.60903543e-01 4.61536800e-01
-5.91665337e-02]
[ 1.03168895e-01 3.59405727e-01 -2.08434173e-01 6.30112063e-01
1.21996333e-01 -1.96772062e-03 -2.54588642e-01 -4.01374928e-01
-2.66767478e-01 -4.24405419e-01 6.74036146e-01 1.00375615e+00
-6.64001639e-01]
[ -3.32357863e-02 1.92867401e-01 4.00124440e-02 1.80934519e-01
4.98184792e-03 -6.98691873e-02 -2.88500600e-01 -3.89698932e-01
-2.87289659e-01 -3.06393549e-01 4.39711178e-01 1.05159413e+00
-6.01391790e-01]
[ -5.15821366e-02 -1.14088901e-01 -1.62798520e-01 2.94072160e-01
-1.59648243e-01 2.33563619e-01 -1.13615550e-01 -2.79939239e-01
-2.67882472e-01 -5.07736875e-01 1.99546060e-01 4.65529788e-01
-3.35697002e-01]
[ 7.87293957e-02 -3.81645210e-01 -5.21045138e-02 -3.72980990e-02
-1.10585021e-01 2.00370417e-01 8.15516476e-02 1.65247976e-01
-1.58839012e-01 -4.47973088e-02 -7.69011789e-02 2.92859209e-01
-1.60711210e-01]
[ 2.03576806e-01 -2.91169420e-01 -1.22473178e-01 -8.64516816e-02
-2.07311000e-01 1.22253753e-01 1.75250702e-02 -1.56975910e-01
-4.56855788e-02 -1.16701486e-01 -1.31282896e-01 -1.85247680e-01
-8.92941556e-02]
[ -1.34986427e-01 -8.17013657e-02 3.89177485e-02 -2.54867435e-01
-5.80096549e-02 -1.40984770e-01 5.47101355e-02 -1.28137544e-02
-6.99500263e-02 -9.41060608e-03 -3.07403768e-01 -4.35341466e-01
-1.84184662e-02]
[ -1.39997080e-01 -1.36281285e-01 -6.82205376e-02 -2.47511728e-01
-3.45308188e-01 -2.87906608e-01 1.43439783e-01 1.06057831e-01
1.67999922e-02 8.60986042e-02 -2.05927798e-01 -6.71206058e-01
-1.54471731e-02]
[ -1.66188553e-01 -2.29011183e-01 -2.96585616e-01 -3.30744491e-01
-2.71036330e-01 -2.08504393e-01 -3.12369307e-01 1.28328291e-01
-2.50212246e-02 -3.18726443e-01 -2.96483755e-01 -2.97752251e-01
-2.62538795e-01]
[ -1.08219959e-01 1.14185301e-01 2.56638923e-02 -2.33395589e-02
-2.18327213e-01 -1.68916594e-01 -8.16946793e-02 2.79793903e-02
-8.26026643e-02 -1.63238969e-01 -1.86899205e-01 -2.67689900e-01
-4.49089160e-02]
[ -3.49916022e-01 -1.21981974e-01 -2.71978301e-01 1.29852283e-01
-2.01863577e-01 -2.26273462e-01 -7.27808527e-02 -1.61209392e-01
4.22055367e-02 -6.98408649e-02 6.46103486e-02 -2.76362068e-01
-3.52128865e-02]
[ -1.27785925e-01 -2.85831360e-02 -2.59585540e-01 3.73856316e-02
-2.11134008e-01 -2.77036344e-01 -3.90288464e-01 -7.94361010e-02
-8.56014282e-03 -2.70375038e-01 -2.29407172e-01 -2.67102036e-01
-7.78658152e-02]
[ -2.15590179e-01 -5.38429098e-01 -3.31326992e-01 -3.53032138e-01
-3.34098292e-01 -2.26155627e-01 5.67761261e-03 -2.88503444e-01
1.02313281e-01 -2.33090700e-01 -1.92133582e-01 -1.16659495e-01
-6.23592045e-02]
[ -2.12879026e-01 -2.98646901e-01 -3.13240787e-01 -1.44773134e-01
-9.79378397e-02 -1.47172519e-01 -8.46522490e-02 -1.58889322e-03
-1.88759436e-01 -4.99945563e-01 -2.43270989e-01 -1.52098809e-01
5.05807718e-02]
[ -1.22602176e-01 2.14232941e-02 -2.39502941e-01 -4.08826006e-01
-2.33165669e-01 -2.59313115e-01 -4.59712703e-02 -2.96671279e-01
5.50607780e-02 -2.20917326e-02 -3.38607784e-01 -1.41180564e-01
-2.42836196e-01]]
Progress: 9.8% ... Training loss: 0.276 ... Validation loss: 0.476[[-0.01393973]
[ 0.33781098]
[-0.14345217]
[ 0.81472214]
[ 0.32155542]
[ 0.02479412]
[-0.87192137]
[-0.99317492]
[-0.71780121]
[-1.02187028]
[ 1.09728474]
[ 2.72380813]
[-1.63920547]]
[[ -5.34638448e-01 -5.19261306e-01 -5.78307083e-01 -1.86845882e-01
-3.19740366e-01 -5.87646272e-01 -4.14797812e-01 -3.79720569e-01
-5.77356428e-01 -4.71254013e-01 -1.69351041e-02 4.07250026e-01
-2.28463172e-01]
[ 5.94615690e-03 -1.37731704e-01 5.13407292e-02 -2.31382183e-02
-4.27236484e-02 5.91168090e-02 -1.19821324e-01 2.35926863e-01
-1.23372965e-01 -1.61998136e-01 -4.00531816e-02 -2.97529899e-02
9.84078070e-02]
[ -1.96610343e-01 1.40938406e-01 -1.55438782e-02 1.52726167e-01
1.13395256e-01 -1.13436649e-01 1.39727362e-01 -5.26125401e-02
2.50949849e-01 -5.98299836e-02 3.13992935e-01 8.10654822e-01
4.56213972e-01]
[ 1.78028423e-01 -2.70266346e-01 -2.71092582e-01 -7.39648153e-02
-3.21401708e-01 -1.97853523e-03 4.11430568e-02 -3.23801186e-01
1.64422318e-01 -3.03138624e-01 -2.50330679e-01 -3.93517608e-01
-3.88470760e-02]
[ 1.05268911e-01 3.81536535e-02 9.83855567e-02 6.85965922e-02
-7.17854174e-03 7.11627240e-02 -7.39925261e-02 7.16510957e-02
3.33352928e-03 1.59192501e-01 1.52379954e-01 -8.07037521e-02
-2.02196572e-02]
[ -4.84362956e-01 -5.71237326e-01 -6.07491842e-01 -5.38040026e-01
-5.69843046e-01 -5.62214606e-01 -3.20668728e-01 -2.08334083e-01
-4.42237202e-01 -2.89513391e-01 -4.05526394e-01 -5.96989399e-01
-3.22205071e-01]
[ -4.15797471e-01 -5.69700165e-01 -3.21775383e-01 -3.34284901e-01
-3.99682170e-01 -5.58179740e-01 -4.27880582e-01 -4.60908506e-01
-2.90742079e-01 -1.95862553e-01 -4.07949598e-01 -2.16439542e-01
-1.85278436e-01]
[ -3.17338963e-01 -3.59208439e-01 -4.58729236e-01 -2.38598008e-01
-3.15992565e-01 -4.11711039e-01 -1.98182226e-01 -1.30927374e-01
-2.40993307e-01 -3.79641738e-01 -2.00091287e-01 -3.97554542e-01
-1.73400914e-01]
[ -4.73214836e-01 -3.49713033e-01 -3.75969503e-01 -1.44265572e-01
-3.35768978e-01 -2.13748994e-01 -1.42164744e-01 -4.26784904e-01
-3.00245706e-01 -4.50081256e-01 -1.33917732e-01 -1.08343571e-01
-1.99354256e-01]
[ -9.48650822e-01 -9.16592390e-01 -9.73785604e-01 -7.36853381e-01
-1.00125430e+00 -9.76084208e-01 -6.71187545e-01 -6.58688480e-01
-7.75607124e-01 -5.75812964e-01 -6.92852188e-01 -4.53713749e-01
-3.95785300e-01]
[ -5.02991783e-01 -2.67239611e-01 -4.61572654e-01 -3.08850313e-01
-3.52309380e-01 -3.54967896e-01 -5.27133826e-01 -5.48199049e-01
-6.17634047e-01 -1.15513524e-01 -4.09336109e-01 -5.37556034e-01
-3.84254200e-01]
[ -1.17398516e-01 3.13992527e-02 -3.34373824e-01 -3.67198099e-01
-9.76279274e-02 -7.13210989e-02 -1.45471235e-01 -2.59800524e-01
-1.38766537e-01 1.37706634e-01 -3.28598279e-01 -4.97798966e-01
-2.16396102e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60816602e-01 -1.02347115e-01 1.61661388e-01 -2.31408974e-01
-1.20236877e-01 1.13939085e-01 -1.44955730e-01 -1.45409300e-02
-9.90505067e-02 4.25115207e-02 -1.07568239e-01 -2.42787246e-01
3.91482950e-02]
[ -8.17090676e-02 -2.57528240e-01 -1.78378752e-01 -2.77368097e-01
-4.76778257e-01 -8.41020188e-02 -3.65618621e-02 2.30908826e-03
-5.31554857e-02 1.40419797e-02 -1.62548926e-01 -2.06954813e-01
-2.35810629e-01]
[ -7.48701406e-02 1.42288695e-04 -2.42989705e-01 -2.40893890e-01
1.37321011e-01 -1.62915835e-01 -1.65506289e-01 4.22453190e-02
5.18738851e-04 -1.10270869e-02 -1.80814164e-01 -2.08641428e-02
3.38111836e-02]
[ 2.89634965e-02 -1.52642827e-01 -1.53199170e-01 -2.19339415e-02
-1.12496678e-01 -1.06656197e-01 6.06310049e-02 -1.79992880e-01
-5.36593342e-02 -5.95563028e-02 3.32483918e-02 -8.15039482e-02
2.36519610e-02]
[ -2.83346613e-01 -1.45307172e-01 -6.96372815e-02 -1.03475237e-01
-3.07062379e-01 -2.72010691e-01 -3.43036733e-01 7.36070515e-02
-2.80515011e-01 -1.92065384e-01 1.70795985e-01 -5.85915979e-03
3.49796176e-01]
[ -2.14908780e-01 -1.30261729e-01 -7.83461921e-02 -7.01462222e-02
-8.34621404e-02 -1.14494195e-01 -3.20979001e-02 7.57086879e-02
-9.62445955e-02 3.97388548e-02 3.16175256e-02 -1.54920609e-01
5.97435777e-02]
[ -1.52846247e-01 -6.36513973e-02 -2.22869074e-01 -3.37206701e-01
-1.47494619e-01 -1.98764354e-01 -2.32889652e-01 -6.42431572e-02
1.93266371e-01 -1.60009337e-01 -3.06213183e-01 -2.76867187e-01
-1.04341911e-01]
[ -3.65974031e-01 -7.57229713e-02 -1.43039605e-01 -1.84509487e-01
-5.71067310e-02 -3.10160847e-01 7.64670550e-02 -3.51646432e-02
-9.87964863e-02 1.14708973e-01 -1.22064499e-02 -1.12475448e-01
-1.27930922e-01]
[ -1.68859747e-01 -1.57129451e-01 -4.42648511e-02 -1.39657922e-01
-1.35809274e-01 -2.93015013e-01 -6.37739849e-02 -9.37946594e-02
-2.63444568e-01 6.20353196e-02 1.99040497e-01 4.90177747e-02
-2.02212290e-01]
[ -1.38051528e-01 -1.77509817e-01 -1.11358546e-01 -2.74856827e-01
9.05491261e-02 -1.76521779e-02 -2.14848850e-01 -1.40131224e-01
9.27831625e-02 -9.78250400e-02 -1.64751269e-01 -1.36061570e-01
-3.16782528e-01]
[ -4.44865351e-02 -3.19735419e-02 -1.47521378e-01 -3.45232245e-02
-2.27113090e-01 6.33888470e-02 -9.00033521e-02 -4.50728461e-02
-2.34925869e-01 -7.72494074e-02 -6.21137736e-02 -2.90329881e-01
-1.68646424e-01]
[ -7.36811904e-02 3.85021890e-02 -1.31570760e-01 -2.80620647e-01
1.30693600e-01 2.11234074e-02 -2.47840416e-01 -1.98863832e-01
9.60053627e-02 -9.65981596e-02 -2.35582722e-01 -1.34632729e-01
-2.97994703e-01]
[ 8.41303273e-02 -3.17222221e-01 -7.89837004e-02 -4.30399278e-01
-2.26243890e-01 -8.77529909e-02 7.27994487e-02 1.16081694e-01
9.59585296e-03 3.04344010e-01 -4.89476197e-01 -6.18223169e-01
3.85319678e-01]
[ -2.17474675e-01 -2.56492369e-01 -1.25298503e-01 -2.87794502e-01
-3.07691563e-01 -9.17016982e-02 2.05903803e-01 4.99927476e-02
3.05536000e-01 5.22809453e-02 -3.69635929e-01 -8.07685198e-01
5.78357918e-01]
[ -8.36761806e-03 -1.93900745e-01 2.65948700e-02 -2.78550047e-01
-1.72700940e-01 1.67773353e-01 1.85641489e-01 2.47480916e-01
-2.11339810e-02 2.36592355e-01 -1.60929565e-01 -7.98717627e-01
6.23316319e-01]
[ 6.79415677e-03 -5.06551835e-02 -1.19621394e-01 -1.01781993e-01
-1.79982580e-01 -4.50385840e-02 2.73750874e-01 1.59941612e-01
2.51316592e-01 3.70299338e-01 -4.30657109e-01 -6.86225450e-01
6.38494503e-01]
[ -7.89104912e-02 -2.85071469e-01 6.41950122e-02 -3.53362482e-01
-1.50729749e-01 1.18619364e-01 3.50946643e-01 1.35011243e-01
-5.93418526e-02 1.72402461e-01 -5.23305171e-01 -7.42763481e-01
7.68576782e-01]
[ 1.23831549e-01 -9.16643049e-02 1.98374310e-02 -1.54869664e-01
-8.14651331e-02 -1.65724045e-02 2.25871853e-01 3.46029173e-01
3.91878405e-01 2.61935500e-01 -5.08303981e-01 -6.07782895e-01
4.48182149e-01]
[ -9.20870204e-03 -1.25987329e-01 1.81246397e-02 3.38236773e-02
-8.08666586e-02 -2.83398411e-01 5.79968845e-03 2.73841549e-01
-3.94979134e-02 5.34244732e-02 -2.13571804e-01 -5.63026992e-01
1.96705036e-01]
[ 7.72685419e-02 1.23364358e-01 -3.02896830e-03 7.90348413e-02
-8.19748358e-02 -5.94034433e-02 -2.11263699e-01 -2.06534206e-01
-2.93853009e-01 -1.78080265e-01 -1.57437842e-01 2.96851261e-01
-1.53885816e-01]
[ 3.78534005e-02 -7.00249140e-02 1.34451558e-01 2.13903911e-01
2.66887035e-01 9.22386535e-03 -4.26294767e-01 -3.96626625e-01
-1.43489868e-01 -5.53628041e-01 2.08885726e-01 1.09582088e+00
-4.83366824e-01]
[ 3.54243334e-02 7.96632152e-02 -2.10687062e-01 3.85539321e-02
2.98388312e-02 -3.69305199e-04 -1.54675775e-01 -3.21968981e-01
-2.85001941e-01 -1.71109860e-01 -5.52860330e-02 -4.35851400e-02
-1.65741027e-01]
[ -5.44131075e-02 -2.15827491e-01 6.65780966e-02 9.38403114e-02
-1.33513005e-01 -1.33665797e-01 4.59069372e-02 2.10469786e-03
8.85002106e-02 -3.56334000e-01 -3.02825647e-01 -2.62118950e-01
3.93695661e-02]
[ 1.68597027e-02 -2.78607702e-01 6.54064632e-02 -2.30897557e-01
-1.97351074e-01 -2.30834470e-01 -2.36263892e-01 9.40186779e-02
1.54127681e-02 1.63920704e-01 -1.78670840e-01 7.13872678e-03
-1.15481473e-02]
[ 1.73737995e-01 5.60861870e-02 -1.03954653e-01 -1.90754224e-01
-5.29654289e-02 -1.01069599e-01 -1.89295109e-01 3.67105845e-02
-1.97251246e-01 -2.27752673e-01 -1.57526052e-01 1.78975755e-01
-1.32794154e-01]
[ -1.71130245e-01 -1.83197355e-01 -1.07591579e-01 -1.74972481e-01
-5.14447039e-02 2.74431031e-02 -1.82198487e-01 -1.64404171e-01
-1.37990392e-01 1.79021683e-02 -1.94546304e-01 2.87087736e-02
-2.43284062e-01]
[ -3.25418053e-02 -2.15929578e-01 -1.55285018e-01 -1.88922998e-01
-5.50108477e-02 4.49197147e-02 -2.63251153e-02 1.31920196e-02
-2.11508628e-01 -2.38572977e-01 -4.48560756e-02 -1.30134338e-01
-5.23390551e-02]
[ 1.16566178e-01 7.24758554e-02 -4.74933158e-03 -1.50040918e-01
-3.28634407e-01 8.69806379e-03 -1.34367200e-01 -2.33765940e-01
-3.06641539e-01 8.17144169e-02 -1.13440829e-01 -8.82710464e-02
-4.43404964e-02]
[ -6.36315127e-02 -7.38554758e-03 -2.83938716e-01 2.64530660e-03
6.87201786e-02 1.56088234e-01 -2.33557751e-01 -1.76567059e-01
-6.05261114e-02 -5.96921672e-02 1.59985699e-01 4.60552342e-01
-5.75447941e-02]
[ 1.03179034e-01 3.59144411e-01 -2.08426600e-01 6.30450107e-01
1.22106389e-01 -2.00273709e-03 -2.54684742e-01 -4.01927942e-01
-2.66468009e-01 -4.25163123e-01 6.75428908e-01 1.00645697e+00
-6.65687054e-01]
[ -3.32244276e-02 1.92721139e-01 4.00892533e-02 1.81006042e-01
5.00287303e-03 -6.98922784e-02 -2.87993342e-01 -3.89446146e-01
-2.86801459e-01 -3.05538548e-01 4.39691210e-01 1.04926608e+00
-6.02109596e-01]
[ -5.15887281e-02 -1.13956212e-01 -1.62861331e-01 2.94872252e-01
-1.59472543e-01 2.33583227e-01 -1.14275772e-01 -2.80309889e-01
-2.68378143e-01 -5.08338672e-01 2.00637341e-01 4.68734642e-01
-3.37144334e-01]
[ 7.87304984e-02 -3.81685455e-01 -5.20873368e-02 -3.73987249e-02
-1.10627247e-01 2.00367131e-01 8.16369816e-02 1.65441205e-01
-1.58772465e-01 -4.46026096e-02 -7.70569737e-02 2.92488167e-01
-1.60477023e-01]
[ 2.03574680e-01 -2.91138581e-01 -1.22464209e-01 -8.63949134e-02
-2.07335751e-01 1.22254896e-01 1.75375884e-02 -1.56782121e-01
-4.59933662e-02 -1.16471656e-01 -1.31439307e-01 -1.85513062e-01
-8.94862754e-02]
[ -1.34979792e-01 -8.19996902e-02 3.90422320e-02 -2.55784208e-01
-5.83015572e-02 -1.41004058e-01 5.57512685e-02 -1.17958515e-02
-6.91464377e-02 -8.27184890e-03 -3.08846942e-01 -4.39121290e-01
-1.59060245e-02]
[ -1.39993708e-01 -1.36423794e-01 -6.81528058e-02 -2.48030102e-01
-3.45424961e-01 -2.87912973e-01 1.43991279e-01 1.06816682e-01
1.71316765e-02 8.69007815e-02 -2.06757706e-01 -6.73418074e-01
-1.39164131e-02]
[ -1.66192081e-01 -2.28799838e-01 -2.96720636e-01 -3.31028164e-01
-2.70882728e-01 -2.08480752e-01 -3.12332760e-01 1.26149115e-01
-2.47981481e-02 -3.21376172e-01 -2.95938864e-01 -2.97727546e-01
-2.62574374e-01]
[ -1.08211421e-01 1.13879028e-01 2.57256775e-02 -2.38441744e-02
-2.18668092e-01 -1.68945269e-01 -8.10498220e-02 2.83552867e-02
-8.21957000e-02 -1.62231988e-01 -1.87875515e-01 -2.69125316e-01
-4.53413194e-02]
[ -3.49915878e-01 -1.22474620e-01 -2.71809841e-01 1.29625210e-01
-2.02294843e-01 -2.26298987e-01 -7.10446068e-02 -1.58854227e-01
4.26231463e-02 -6.66516474e-02 6.40691449e-02 -2.75342171e-01
-3.19518540e-02]
[ -1.27774123e-01 -2.92953119e-02 -2.59418557e-01 3.58675096e-02
-2.11692645e-01 -2.77087884e-01 -3.88447997e-01 -7.79754545e-02
-6.82498496e-03 -2.68330354e-01 -2.31651257e-01 -2.72776767e-01
-7.27661365e-02]
[ -2.15589293e-01 -5.38829493e-01 -3.31232075e-01 -3.53074632e-01
-3.34539713e-01 -2.26177505e-01 7.32032449e-03 -2.87152541e-01
1.04123601e-01 -2.32565577e-01 -1.92845934e-01 -1.21135701e-01
-5.83886164e-02]
[ -2.12869009e-01 -2.98672144e-01 -3.13256073e-01 -1.45176870e-01
-9.79440196e-02 -1.47199737e-01 -8.34778612e-02 -1.15522092e-03
-1.87890004e-01 -4.99864005e-01 -2.43630870e-01 -1.56221794e-01
5.24723509e-02]
[ -1.22607738e-01 2.26891934e-02 -2.39929978e-01 -4.07044866e-01
-2.31819346e-01 -2.59256243e-01 -4.84650808e-02 -3.00666903e-01
5.27746439e-02 -2.54349308e-02 -3.33787391e-01 -1.28296637e-01
-2.51092532e-01]]
Progress: 9.8% ... Training loss: 0.276 ... Validation loss: 0.468[[-0.03006571]
[ 0.31350663]
[-0.16140357]
[ 0.78266224]
[ 0.29889102]
[ 0.00907668]
[-0.89781316]
[-1.01955554]
[-0.74167182]
[-1.0482274 ]
[ 1.05988249]
[ 2.66846563]
[-1.68252532]]
[[ -5.34539282e-01 -5.21652375e-01 -5.77509378e-01 -1.96402459e-01
-3.22135586e-01 -5.87816649e-01 -4.03432047e-01 -3.69450774e-01
-5.69068483e-01 -4.61258950e-01 -2.89980893e-02 3.73892135e-01
-2.02230041e-01]
[ 5.95997101e-03 -1.38147915e-01 5.15367124e-02 -2.44485912e-02
-4.30608830e-02 5.90859489e-02 -1.18836574e-01 2.37905394e-01
-1.22798322e-01 -1.60544191e-01 -4.19156253e-02 -3.48848419e-02
1.01043782e-01]
[ -1.96521348e-01 1.36222821e-01 -1.43048577e-02 1.39787277e-01
1.08654235e-01 -1.13609401e-01 1.52618160e-01 -3.78759533e-02
2.62814243e-01 -4.58937389e-02 2.92919191e-01 7.49187766e-01
4.91807876e-01]
[ 1.77956998e-01 -2.66111003e-01 -2.72759611e-01 -6.37122722e-02
-3.18290142e-01 -1.76823652e-03 3.41116778e-02 -3.36274744e-01
1.58340322e-01 -3.16976954e-01 -2.35104182e-01 -3.62931912e-01
-5.64635761e-02]
[ 1.05183368e-01 3.95493460e-02 9.83979850e-02 7.34351628e-02
-5.82938725e-03 7.12870678e-02 -8.30596466e-02 6.49622373e-02
-3.53037055e-03 1.56621374e-01 1.59125438e-01 -5.68595190e-02
-3.56667441e-02]
[ -4.84365287e-01 -5.71377226e-01 -6.07410532e-01 -5.38891668e-01
-5.69758961e-01 -5.62229240e-01 -3.20035223e-01 -2.08220267e-01
-4.42146142e-01 -2.88871159e-01 -4.06154228e-01 -5.96156333e-01
-3.21866095e-01]
[ -4.15729445e-01 -5.70871935e-01 -3.21201120e-01 -3.37607207e-01
-4.00702720e-01 -5.58271312e-01 -4.25575417e-01 -4.57461021e-01
-2.88435148e-01 -1.91863687e-01 -4.11461891e-01 -2.26395716e-01
-1.79959413e-01]
[ -3.17252144e-01 -3.62733688e-01 -4.57803062e-01 -2.49436668e-01
-3.19517935e-01 -4.11861233e-01 -1.86874061e-01 -1.18566568e-01
-2.31946319e-01 -3.68841608e-01 -2.16168377e-01 -4.46687778e-01
-1.44516795e-01]
[ -4.73178074e-01 -3.51063408e-01 -3.75520766e-01 -1.48204472e-01
-3.36972400e-01 -2.13829377e-01 -1.38486667e-01 -4.22685833e-01
-2.97850382e-01 -4.46329893e-01 -1.39743361e-01 -1.23283548e-01
-1.90832873e-01]
[ -9.48558471e-01 -9.20119897e-01 -9.72694653e-01 -7.47864635e-01
-1.00436214e+00 -9.76272148e-01 -6.59683859e-01 -6.45741126e-01
-7.66382784e-01 -5.64563205e-01 -7.08023469e-01 -4.99458665e-01
-3.68048522e-01]
[ -5.02878040e-01 -2.70291936e-01 -4.60541169e-01 -3.17170100e-01
-3.54935224e-01 -3.55137192e-01 -5.19959961e-01 -5.40032032e-01
-6.12003143e-01 -1.05779893e-01 -4.20433917e-01 -5.63637775e-01
-3.66524999e-01]
[ -1.17415335e-01 3.17917899e-02 -3.34465775e-01 -3.66818566e-01
-9.75595006e-02 -7.13006451e-02 -1.46223873e-01 -2.60893715e-01
-1.39781479e-01 1.35915837e-01 -3.28372038e-01 -4.99168630e-01
-2.18798579e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60804700e-01 -1.02699545e-01 1.61814994e-01 -2.32203269e-01
-1.20550879e-01 1.13912794e-01 -1.43838461e-01 -1.22864240e-02
-9.84246898e-02 4.46637505e-02 -1.08810234e-01 -2.44844580e-01
4.24319157e-02]
[ -8.16972706e-02 -2.57962377e-01 -1.78229380e-01 -2.78658982e-01
-4.77081404e-01 -8.41258862e-02 -3.56078495e-02 4.11118659e-03
-5.26436587e-02 1.56381803e-02 -1.64600666e-01 -2.12042182e-01
-2.34429358e-01]
[ -7.49112898e-02 9.73930372e-04 -2.43270742e-01 -2.38844776e-01
1.38263514e-01 -1.62863186e-01 -1.67882185e-01 3.77206356e-02
-1.51227398e-03 -1.49895466e-02 -1.77438891e-01 -9.71151709e-03
2.71276807e-02]
[ 2.90675238e-02 -1.54639720e-01 -1.52405849e-01 -2.88402551e-02
-1.14344266e-01 -1.06796886e-01 6.60682080e-02 -1.73842192e-01
-4.88646489e-02 -5.24257902e-02 2.49518792e-02 -1.03116076e-01
3.73615300e-02]
[ -2.83356002e-01 -1.44953003e-01 -6.97148050e-02 -1.02250521e-01
-3.06756304e-01 -2.71999351e-01 -3.44377488e-01 7.22820878e-02
-2.81566282e-01 -1.93236456e-01 1.73054113e-01 -2.95750043e-03
3.45931348e-01]
[ -2.14923297e-01 -1.30201690e-01 -7.83821515e-02 -6.90705615e-02
-8.33989618e-02 -1.14474379e-01 -3.28081546e-02 7.58973102e-02
-9.66719293e-02 3.93782627e-02 3.26452244e-02 -1.51201054e-01
5.90006242e-02]
[ -1.52837743e-01 -6.43972911e-02 -2.22711335e-01 -3.39789345e-01
-1.48223278e-01 -1.98781615e-01 -2.30859432e-01 -6.06630257e-02
1.95664630e-01 -1.58510903e-01 -3.09863996e-01 -2.91367927e-01
-9.66505024e-02]
[ -3.65951842e-01 -7.69796042e-02 -1.42721518e-01 -1.88308085e-01
-5.83767252e-02 -3.10205929e-01 8.07685160e-02 -3.06033902e-02
-9.57419724e-02 1.19089606e-01 -1.81890134e-02 -1.28191992e-01
-1.17328101e-01]
[ -1.68793774e-01 -1.58832167e-01 -4.37395975e-02 -1.44833335e-01
-1.37411451e-01 -2.93114955e-01 -5.81248273e-02 -8.95620992e-02
-2.59355527e-01 6.74496957e-02 1.91338676e-01 2.72042502e-02
-1.90239966e-01]
[ -1.38039824e-01 -1.77796876e-01 -1.11259047e-01 -2.75809963e-01
9.02057581e-02 -1.76782645e-02 -2.13676290e-01 -1.39156261e-01
9.37872212e-02 -9.67708733e-02 -1.65917635e-01 -1.39513500e-01
-3.14129909e-01]
[ -4.44715686e-02 -3.25932037e-02 -1.47307365e-01 -3.61822135e-02
-2.27644933e-01 6.33524748e-02 -8.85208709e-02 -4.31187129e-02
-2.34240302e-01 -7.59918955e-02 -6.45778906e-02 -2.96855014e-01
-1.65913219e-01]
[ -7.36779227e-02 3.84644680e-02 -1.31556647e-01 -2.80761373e-01
1.30657363e-01 2.11184105e-02 -2.47632965e-01 -1.98691960e-01
9.61915145e-02 -9.63955068e-02 -2.35730742e-01 -1.34838188e-01
-2.97666755e-01]
[ 8.41349773e-02 -3.17305811e-01 -7.89404006e-02 -4.30976280e-01
-2.26391564e-01 -8.77577116e-02 7.36153604e-02 1.16678322e-01
1.01608359e-02 3.04972522e-01 -4.90656297e-01 -6.22446099e-01
3.87809243e-01]
[ -2.17469268e-01 -2.56523821e-01 -1.25257566e-01 -2.88205920e-01
-3.07780686e-01 -9.17098210e-02 2.06453083e-01 5.05671673e-02
3.05707097e-01 5.28208897e-02 -3.70266557e-01 -8.09065355e-01
5.80003029e-01]
[ -8.37320530e-03 -1.93835206e-01 2.65527802e-02 -2.78556918e-01
-1.72681827e-01 1.67781915e-01 1.85818557e-01 2.47455593e-01
-2.11757678e-02 2.36189918e-01 -1.60945050e-01 -8.00637727e-01
6.23768837e-01]
[ 6.80675629e-03 -5.10646669e-02 -1.19545348e-01 -1.03438901e-01
-1.80408837e-01 -4.50603648e-02 2.76129908e-01 1.61512278e-01
2.53343347e-01 3.72070960e-01 -4.32678424e-01 -6.94050253e-01
6.44248626e-01]
[ -7.89148423e-02 -2.84975906e-01 6.41666844e-02 -3.53331004e-01
-1.50692559e-01 1.18626776e-01 3.50765320e-01 1.34942554e-01
-5.95210481e-02 1.72269924e-01 -5.23303868e-01 -7.43517568e-01
7.68780437e-01]
[ 1.23842383e-01 -9.18564024e-02 1.99284216e-02 -1.55641123e-01
-8.16831466e-02 -1.65888199e-02 2.26926035e-01 3.47104182e-01
3.92682875e-01 2.63108528e-01 -5.09397127e-01 -6.10590981e-01
4.50521760e-01]
[ -9.20138127e-03 -1.26148525e-01 1.82056552e-02 3.34143177e-02
-8.10164142e-02 -2.83412460e-01 6.32590953e-03 2.75006820e-01
-3.91988570e-02 5.42831645e-02 -2.14143520e-01 -5.63644083e-01
1.97707747e-01]
[ 7.73752891e-02 1.21105482e-01 -2.32385641e-03 7.25456171e-02
-8.38368936e-02 -5.95435611e-02 -2.05277043e-01 -1.99666405e-01
-2.88203837e-01 -1.71474130e-01 -1.65232703e-01 2.70693428e-01
-1.39113695e-01]
[ 3.78635420e-02 -7.01689223e-02 1.34479679e-01 2.13612116e-01
2.66731734e-01 9.21297577e-03 -4.25585546e-01 -3.96718187e-01
-1.42797580e-01 -5.53587286e-01 2.08459505e-01 1.09433501e+00
-4.82301390e-01]
[ 3.54325773e-02 7.92099911e-02 -2.10599149e-01 3.77362968e-02
2.94657973e-02 -3.81540582e-04 -1.53698389e-01 -3.21201328e-01
-2.84389900e-01 -1.70084015e-01 -5.68697166e-02 -4.74453584e-02
-1.63667839e-01]
[ -5.44256145e-02 -2.15598626e-01 6.64825324e-02 9.47442055e-02
-1.33243141e-01 -1.33647362e-01 4.50363110e-02 1.31792276e-03
8.76878411e-02 -3.57095148e-01 -3.01929808e-01 -2.59453215e-01
3.71582762e-02]
[ 1.68586839e-02 -2.78748384e-01 6.55202364e-02 -2.31282522e-01
-1.97522347e-01 -2.30839822e-01 -2.35967536e-01 9.49120901e-02
1.56116958e-02 1.64575242e-01 -1.79598597e-01 6.01302570e-03
-1.06360902e-02]
[ 1.73722196e-01 5.64159960e-02 -1.04059221e-01 -1.90330545e-01
-5.26224298e-02 -1.01056003e-01 -1.90071361e-01 3.41499878e-02
-1.97494863e-01 -2.29861904e-01 -1.55306063e-01 1.85900599e-01
-1.35244356e-01]
[ -1.71125364e-01 -1.83619343e-01 -1.07489408e-01 -1.76371949e-01
-5.18712073e-02 2.74277546e-02 -1.81072480e-01 -1.62833176e-01
-1.37087546e-01 1.93235404e-02 -1.96828178e-01 2.48202489e-02
-2.39991930e-01]
[ -3.25454447e-02 -2.15549373e-01 -1.55413326e-01 -1.88032414e-01
-5.46694992e-02 4.49233529e-02 -2.70167524e-02 1.17326970e-02
-2.11914912e-01 -2.40032329e-01 -4.25923980e-02 -1.26212118e-01
-5.61578672e-02]
[ 1.16558097e-01 7.22802318e-02 -4.55776623e-03 -1.51363981e-01
-3.28857266e-01 8.69588623e-03 -1.34169628e-01 -2.32066416e-01
-3.06994605e-01 8.33767744e-02 -1.15941480e-01 -9.29630779e-02
-4.16368553e-02]
[ -6.36209419e-02 -7.91350698e-03 -2.83807968e-01 1.35584129e-03
6.82313799e-02 1.56065008e-01 -2.32454103e-01 -1.74924942e-01
-5.93432326e-02 -5.82796952e-02 1.58069722e-01 4.56024010e-01
-5.41902244e-02]
[ 1.03198564e-01 3.58555841e-01 -2.08237454e-01 6.28705888e-01
1.21643903e-01 -2.03439938e-03 -2.53384203e-01 -4.00246776e-01
-2.65389052e-01 -4.23174498e-01 6.72918546e-01 1.00055352e+00
-6.63299506e-01]
[ -3.32227001e-02 1.92469520e-01 4.01830477e-02 1.80482305e-01
4.74475237e-03 -6.99146109e-02 -2.87558220e-01 -3.88717162e-01
-2.87281527e-01 -3.05271427e-01 4.39047661e-01 1.04723063e+00
-6.02162190e-01]
[ -5.15695430e-02 -1.14446988e-01 -1.62702358e-01 2.93671411e-01
-1.59886975e-01 2.33545962e-01 -1.12851088e-01 -2.78767842e-01
-2.67439295e-01 -5.06988768e-01 1.98907198e-01 4.63695265e-01
-3.35164663e-01]
[ 7.86981469e-02 -3.81178068e-01 -5.23552523e-02 -3.50569743e-02
-1.10028333e-01 2.00427886e-01 7.87532079e-02 1.62637983e-01
-1.60921357e-01 -4.73593979e-02 -7.39520134e-02 3.02508435e-01
-1.65789383e-01]
[ 2.03616726e-01 -2.92232151e-01 -1.22003710e-01 -8.97113136e-02
-2.08421741e-01 1.22185347e-01 2.06881722e-02 -1.52639780e-01
-4.34654737e-02 -1.12295702e-01 -1.36568517e-01 -1.99500433e-01
-8.15134547e-02]
[ -1.34976797e-01 -8.22788569e-02 3.91187114e-02 -2.56446879e-01
-5.85729811e-02 -1.41011471e-01 5.63852872e-02 -1.09228404e-02
-6.86506670e-02 -7.51547207e-03 -3.09965220e-01 -4.42768326e-01
-1.42365255e-02]
[ -1.39987978e-01 -1.36494575e-01 -6.81261290e-02 -2.48296496e-01
-3.45476543e-01 -2.87919497e-01 1.44476311e-01 1.07242307e-01
1.74912737e-02 8.73816156e-02 -2.07211366e-01 -6.74269001e-01
-1.30776283e-02]
[ -1.66097861e-01 -2.30579276e-01 -2.96084146e-01 -3.37535258e-01
-2.72419867e-01 -2.08606159e-01 -3.06351297e-01 1.32102159e-01
-1.92571225e-02 -3.15963392e-01 -3.03475493e-01 -3.22659431e-01
-2.47045151e-01]
[ -1.08196261e-01 1.13419038e-01 2.59361688e-02 -2.43212688e-02
-2.19064098e-01 -1.68979889e-01 -8.07744664e-02 2.96718960e-02
-8.20455083e-02 -1.60927260e-01 -1.88505018e-01 -2.69115938e-01
-4.52002931e-02]
[ -3.49921264e-01 -1.23110563e-01 -2.71760861e-01 1.28349695e-01
-2.02739325e-01 -2.26291772e-01 -6.93165300e-02 -1.56546321e-01
4.37985165e-02 -6.49087397e-02 6.15739460e-02 -2.83470790e-01
-2.73311903e-02]
[ -1.27725567e-01 -3.14236938e-02 -2.58781234e-01 2.99915448e-02
-2.13667023e-01 -2.77182154e-01 -3.83638937e-01 -7.14684715e-02
-2.79351935e-03 -2.61379968e-01 -2.40271130e-01 -2.93154225e-01
-5.90482997e-02]
[ -2.15563089e-01 -5.39504807e-01 -3.30917399e-01 -3.55217654e-01
-3.35337197e-01 -2.26214839e-01 1.00748120e-02 -2.84578630e-01
1.06456107e-01 -2.29343510e-01 -1.96671346e-01 -1.33011810e-01
-5.14956449e-02]
[ -2.12847062e-01 -2.99569960e-01 -3.12949195e-01 -1.48088227e-01
-9.88015780e-02 -1.47257901e-01 -8.02838448e-02 2.40415623e-03
-1.86214243e-01 -4.97201184e-01 -2.48684870e-01 -1.70024536e-01
5.95624722e-02]
[ -1.22619164e-01 2.30787825e-02 -2.40054331e-01 -4.06806327e-01
-2.31477557e-01 -2.59250445e-01 -4.92826278e-02 -3.02863553e-01
5.17086266e-02 -2.75380278e-02 -3.31669623e-01 -1.22385523e-01
-2.56020873e-01]]
Progress: 9.9% ... Training loss: 0.293 ... Validation loss: 0.499[[-0.02015015]
[ 0.32908039]
[-0.15237526]
[ 0.80983632]
[ 0.31156526]
[ 0.0189255 ]
[-0.87543234]
[-1.00604174]
[-0.71945108]
[-1.03023055]
[ 1.09235694]
[ 2.71818243]
[-1.64532997]]
[[ -5.34638370e-01 -5.19675613e-01 -5.77961388e-01 -1.88129914e-01
-3.20394135e-01 -5.87790732e-01 -4.07859920e-01 -3.73279636e-01
-5.72313001e-01 -4.65001018e-01 -1.73772816e-02 3.97526546e-01
-2.16058405e-01]
[ 5.98668112e-03 -1.38517534e-01 5.17478155e-02 -2.54749431e-02
-4.33367982e-02 5.90768210e-02 -1.18049525e-01 2.39713322e-01
-1.22303267e-01 -1.59052727e-01 -4.37718128e-02 -3.95106986e-02
1.02892879e-01]
[ -1.96967270e-01 1.42626056e-01 -1.66513986e-02 1.60271892e-01
1.14111571e-01 -1.13478571e-01 1.36804493e-01 -5.71760925e-02
2.49810292e-01 -6.49377904e-02 3.23208933e-01 8.18178100e-01
4.54820830e-01]
[ 1.77853854e-01 -2.65214567e-01 -2.73698347e-01 -6.08948250e-02
-3.16870174e-01 -1.73825807e-03 3.24547434e-02 -3.43676290e-01
1.55510376e-01 -3.24273922e-01 -2.29713596e-01 -3.45919002e-01
-6.52404038e-02]
[ 1.05218714e-01 4.02593611e-02 9.85943982e-02 7.29445859e-02
-5.73374926e-03 7.12607050e-02 -8.60949865e-02 6.45163835e-02
-3.78002180e-03 1.53997175e-01 1.61384870e-01 -5.01176470e-02
-4.51370604e-02]
[ -4.84309049e-01 -5.72188738e-01 -6.07054792e-01 -5.40793834e-01
-5.70277000e-01 -5.62248517e-01 -3.19177538e-01 -2.05230908e-01
-4.41471077e-01 -2.86561000e-01 -4.09532578e-01 -6.04111947e-01
-3.21345406e-01]
[ -4.15894134e-01 -5.69062716e-01 -3.21974209e-01 -3.30886257e-01
-3.99154284e-01 -5.58220747e-01 -4.32319621e-01 -4.63649660e-01
-2.94608704e-01 -1.98950577e-01 -4.02504712e-01 -2.03333337e-01
-1.98885894e-01]
[ -3.17439496e-01 -3.59931053e-01 -4.58718836e-01 -2.40981505e-01
-3.17315560e-01 -4.11807766e-01 -1.95200574e-01 -1.26787426e-01
-2.38037743e-01 -3.77228656e-01 -2.04229997e-01 -4.23063512e-01
-1.62191233e-01]
[ -4.73150446e-01 -3.50935515e-01 -3.75494497e-01 -1.47192813e-01
-3.36934625e-01 -2.13834800e-01 -1.38759476e-01 -4.23211047e-01
-2.97674282e-01 -4.46578126e-01 -1.37777125e-01 -1.21495044e-01
-1.93094871e-01]
[ -9.48738483e-01 -9.16887236e-01 -9.73543743e-01 -7.35935572e-01
-1.00187212e+00 -9.76221702e-01 -6.70043218e-01 -6.53790303e-01
-7.74318062e-01 -5.72911262e-01 -6.91707920e-01 -4.65907701e-01
-3.96546527e-01]
[ -5.02971507e-01 -2.69643739e-01 -4.60897651e-01 -3.14892138e-01
-3.54268662e-01 -3.55107113e-01 -5.23675631e-01 -5.42656634e-01
-6.15020493e-01 -1.09378215e-01 -4.17334890e-01 -5.56522714e-01
-3.73187122e-01]
[ -1.17410032e-01 3.18391670e-02 -3.34567057e-01 -3.66739986e-01
-9.74455410e-02 -7.13018390e-02 -1.46634685e-01 -2.62165288e-01
-1.40242665e-01 1.34450202e-01 -3.28303168e-01 -4.99315120e-01
-2.21980679e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60773300e-01 -1.03241274e-01 1.62097617e-01 -2.33691589e-01
-1.20978933e-01 1.13900506e-01 -1.43213034e-01 -9.75375592e-03
-9.80114423e-02 4.68459518e-02 -1.11623131e-01 -2.52034097e-01
4.39068813e-02]
[ -8.16743818e-02 -2.58158349e-01 -1.78171284e-01 -2.79139126e-01
-4.77181356e-01 -8.41298240e-02 -3.52637194e-02 4.45661192e-03
-5.22847925e-02 1.59895375e-02 -1.65489720e-01 -2.15121132e-01
-2.34210453e-01]
[ -7.49065153e-02 8.16307030e-04 -2.43204142e-01 -2.39038213e-01
1.38137963e-01 -1.62867745e-01 -1.68092513e-01 3.78366724e-02
-1.61600664e-03 -1.50901704e-02 -1.77634720e-01 -9.73445909e-03
2.60021893e-02]
[ 2.90915887e-02 -1.54902206e-01 -1.52173319e-01 -2.98418435e-02
-1.14713173e-01 -1.06802861e-01 6.62858908e-02 -1.72113498e-01
-4.84381374e-02 -5.11542374e-02 2.32147165e-02 -1.08271080e-01
3.86641322e-02]
[ -2.83432836e-01 -1.44053889e-01 -7.01856220e-02 -9.84331706e-02
-3.05983315e-01 -2.71975687e-01 -3.47080581e-01 6.84819551e-02
-2.84280711e-01 -1.96888477e-01 1.78373168e-01 1.03700260e-02
3.36551145e-01]
[ -2.15077707e-01 -1.28393429e-01 -7.92031408e-02 -6.30669256e-02
-8.16375475e-02 -1.14426133e-01 -3.90975366e-02 6.94239668e-02
-1.02059905e-01 3.24016050e-02 4.11819835e-02 -1.28364197e-01
4.34639737e-02]
[ -1.52884009e-01 -6.40602915e-02 -2.22825564e-01 -3.38686948e-01
-1.48024763e-01 -1.98770160e-01 -2.32178686e-01 -6.13257090e-02
1.94400566e-01 -1.59200733e-01 -3.09174660e-01 -2.88357441e-01
-9.85834228e-02]
[ -3.66012624e-01 -7.55958701e-02 -1.43100134e-01 -1.83892275e-01
-5.72745175e-02 -3.10186710e-01 7.72612921e-02 -3.42206025e-02
-9.79666511e-02 1.15707180e-01 -1.22208626e-02 -1.19172606e-01
-1.24986963e-01]
[ -1.68818757e-01 -1.58472747e-01 -4.38430463e-02 -1.44234831e-01
-1.37191647e-01 -2.93111368e-01 -5.89252258e-02 -9.06366585e-02
-2.59957960e-01 6.60122117e-02 1.93263957e-01 3.13061463e-02
-1.92425119e-01]
[ -1.38025723e-01 -1.77583214e-01 -1.11245027e-01 -2.74424779e-01
9.04674151e-02 -1.76804725e-02 -2.13975415e-01 -1.39594859e-01
9.35240192e-02 -9.67202418e-02 -1.63717416e-01 -1.37330621e-01
-3.15847341e-01]
[ -4.45019566e-02 -3.21190841e-02 -1.47504332e-01 -3.53015527e-02
-2.27380174e-01 6.33642694e-02 -8.98337731e-02 -4.45423534e-02
-2.34902363e-01 -7.78620962e-02 -6.30343427e-02 -2.92281870e-01
-1.68577596e-01]
[ -7.36496635e-02 3.80752043e-02 -1.31432303e-01 -2.81515820e-01
1.30369028e-01 2.11087444e-02 -2.46864338e-01 -1.97869968e-01
9.68016494e-02 -9.55540199e-02 -2.36794702e-01 -1.37924416e-01
-2.96804368e-01]
[ 8.41283351e-02 -3.17275810e-01 -7.89642618e-02 -4.30854215e-01
-2.26347365e-01 -8.77561181e-02 7.33672400e-02 1.16411922e-01
9.99011696e-03 3.04730421e-01 -4.90524491e-01 -6.22045353e-01
3.87222261e-01]
[ -2.17479589e-01 -2.56426523e-01 -1.25295469e-01 -2.88179206e-01
-3.07743029e-01 -9.17063906e-02 2.06155831e-01 5.04261254e-02
3.05335616e-01 5.23798663e-02 -3.70279993e-01 -8.09815060e-01
5.80189600e-01]
[ -8.37810493e-03 -1.93800856e-01 2.65233631e-02 -2.78494408e-01
-1.72648512e-01 1.67783847e-01 1.85687817e-01 2.47189924e-01
-2.12513251e-02 2.35930385e-01 -1.60872363e-01 -8.00854645e-01
6.23627069e-01]
[ 6.80023292e-03 -5.10197793e-02 -1.19564360e-01 -1.03446807e-01
-1.80372677e-01 -4.50593953e-02 2.76150277e-01 1.61287870e-01
2.53252726e-01 3.71786415e-01 -4.32655757e-01 -6.94395510e-01
6.44253165e-01]
[ -7.89253096e-02 -2.84869519e-01 6.41135857e-02 -3.52979233e-01
-1.50607891e-01 1.18631627e-01 3.50543078e-01 1.34942231e-01
-5.97499371e-02 1.71860774e-01 -5.23088469e-01 -7.44391308e-01
7.68863554e-01]
[ 1.23814800e-01 -9.16852503e-02 1.98461268e-02 -1.55249506e-01
-8.15195789e-02 -1.65816923e-02 2.26468367e-01 3.46446045e-01
3.92177842e-01 2.62407366e-01 -5.09277957e-01 -6.10963961e-01
4.49612962e-01]
[ -9.19516123e-03 -1.26221575e-01 1.82324274e-02 3.32320396e-02
-8.10633698e-02 -2.83414818e-01 6.54427789e-03 2.75207427e-01
-3.90971161e-02 5.45058982e-02 -2.14278318e-01 -5.63798507e-01
1.97971475e-01]
[ 7.73889780e-02 1.20911660e-01 -2.29029036e-03 7.19933856e-02
-8.39525020e-02 -5.95464117e-02 -2.04742709e-01 -1.99211889e-01
-2.87731615e-01 -1.71039457e-01 -1.65839707e-01 2.69018625e-01
-1.37949867e-01]
[ 3.79390461e-02 -7.06269976e-02 1.34773803e-01 2.12604343e-01
2.66224720e-01 9.19510845e-03 -4.24684539e-01 -3.94705934e-01
-1.41755745e-01 -5.51197041e-01 2.06941910e-01 1.08926529e+00
-4.81811443e-01]
[ 3.54207552e-02 7.92840218e-02 -2.10631582e-01 3.80971704e-02
2.95720082e-02 -3.79116620e-04 -1.54068262e-01 -3.21719195e-01
-2.84701800e-01 -1.70695760e-01 -5.61172095e-02 -4.54437546e-02
-1.64942986e-01]
[ -5.44395643e-02 -2.15506945e-01 6.64353596e-02 9.49333021e-02
-1.33202013e-01 -1.33644318e-01 4.50266923e-02 1.17870233e-03
8.75171046e-02 -3.57308204e-01 -3.01925476e-01 -2.59944808e-01
3.69724920e-02]
[ 1.68516031e-02 -2.78812860e-01 6.55283420e-02 -2.31658544e-01
-1.97571020e-01 -2.30837675e-01 -2.35972262e-01 9.50312459e-02
1.56468150e-02 1.64585140e-01 -1.80281674e-01 3.81401915e-03
-9.82709139e-03]
[ 1.73704523e-01 5.65927671e-02 -1.04116153e-01 -1.89793487e-01
-5.25741569e-02 -1.01055003e-01 -1.90782640e-01 3.33479659e-02
-1.97928487e-01 -2.31050689e-01 -1.53415195e-01 1.89963801e-01
-1.37559850e-01]
[ -1.71124542e-01 -1.83689835e-01 -1.07454608e-01 -1.76570139e-01
-5.19830872e-02 2.74265526e-02 -1.80659879e-01 -1.62329363e-01
-1.36722560e-01 1.97699422e-02 -1.97511159e-01 2.26775073e-02
-2.38804941e-01]
[ -3.25162699e-02 -2.15969345e-01 -1.55253648e-01 -1.89092103e-01
-5.50820218e-02 4.49133411e-02 -2.56570523e-02 1.33015591e-02
-2.10982257e-01 -2.38544649e-01 -4.42312666e-02 -1.29649715e-01
-5.33604845e-02]
[ 1.16519671e-01 7.28466867e-02 -4.78635088e-03 -1.50299209e-01
-3.28534288e-01 8.70959624e-03 -1.35633348e-01 -2.33647945e-01
-3.07788005e-01 8.12436419e-02 -1.14263913e-01 -8.83475354e-02
-4.43666770e-02]
[ -6.36923060e-02 -7.25807271e-03 -2.84080686e-01 3.32411376e-03
6.89326753e-02 1.56086970e-01 -2.34667094e-01 -1.77171413e-01
-6.15156432e-02 -6.12279043e-02 1.61257502e-01 4.63828399e-01
-5.95832117e-02]
[ 1.03113825e-01 3.60794680e-01 -2.08712712e-01 6.36527405e-01
1.23639187e-01 -2.00915624e-03 -2.59509278e-01 -4.05843813e-01
-2.70191251e-01 -4.27466510e-01 6.83930582e-01 1.02146799e+00
-6.78942874e-01]
[ -3.31095937e-02 1.90833295e-01 4.08409483e-02 1.76526155e-01
3.42332990e-03 -6.99505876e-02 -2.83909420e-01 -3.83287115e-01
-2.84009919e-01 -3.00244693e-01 4.32265973e-01 1.03053095e+00
-5.94551229e-01]
[ -5.16330909e-02 -1.13194849e-01 -1.63242251e-01 2.98693004e-01
-1.58826598e-01 2.33570024e-01 -1.16687642e-01 -2.83358883e-01
-2.70495613e-01 -5.10834274e-01 2.06095032e-01 4.84645561e-01
-3.47630798e-01]
[ 7.86684683e-02 -3.80931278e-01 -5.24836441e-02 -3.42938211e-02
-1.09803887e-01 2.00435832e-01 7.78029365e-02 1.61763525e-01
-1.61613610e-01 -4.84562290e-02 -7.29638920e-02 3.05105785e-01
-1.67516749e-01]
[ 2.03565792e-01 -2.91796424e-01 -1.22178956e-01 -8.81313773e-02
-2.08014489e-01 1.22198082e-01 1.83495345e-02 -1.54812206e-01
-4.54304689e-02 -1.14202829e-01 -1.34433190e-01 -1.92626623e-01
-8.68249404e-02]
[ -1.35023848e-01 -8.16921189e-02 3.88315928e-02 -2.55071808e-01
-5.80680130e-02 -1.40997909e-01 5.43092794e-02 -1.29655684e-02
-7.03574282e-02 -1.01912692e-02 -3.07853406e-01 -4.37697961e-01
-1.85711869e-02]
[ -1.39991968e-01 -1.36458908e-01 -6.81585952e-02 -2.48306674e-01
-3.45453701e-01 -2.87917638e-01 1.44350070e-01 1.07128479e-01
1.74041909e-02 8.72009529e-02 -2.07178390e-01 -6.74613087e-01
-1.29961204e-02]
[ -1.65979585e-01 -2.31977731e-01 -2.95374795e-01 -3.41551234e-01
-2.73678659e-01 -2.08637514e-01 -3.03061680e-01 1.38987498e-01
-1.64079006e-02 -3.10370373e-01 -3.10291231e-01 -3.37205786e-01
-2.39735748e-01]
[ -1.08289153e-01 1.15059752e-01 2.54202781e-02 -1.84320480e-02
-2.17703277e-01 -1.68953934e-01 -8.57045759e-02 2.53717655e-02
-8.58408732e-02 -1.64850449e-01 -1.80574544e-01 -2.49713408e-01
-5.73402608e-02]
[ -3.49944402e-01 -1.22946252e-01 -2.71928453e-01 1.29207297e-01
-2.02614558e-01 -2.26282155e-01 -7.02010945e-02 -1.57525763e-01
4.28900649e-02 -6.62673353e-02 6.24812914e-02 -2.82904002e-01
-2.92326550e-02]
[ -1.27754928e-01 -3.09658997e-02 -2.58870314e-01 3.31192378e-02
-2.13287283e-01 -2.77175538e-01 -3.85604507e-01 -7.34163250e-02
-4.81003163e-03 -2.62104126e-01 -2.36365140e-01 -2.84530495e-01
-6.65839277e-02]
[ -2.15705425e-01 -5.38223159e-01 -3.31487958e-01 -3.51226027e-01
-3.34049009e-01 -2.26174332e-01 4.97732048e-03 -2.89743861e-01
1.02180271e-01 -2.35308141e-01 -1.90590146e-01 -1.20787492e-01
-6.23257559e-02]
[ -2.12868955e-01 -2.99154425e-01 -3.13055153e-01 -1.46709972e-01
-9.83983096e-02 -1.47251260e-01 -8.12494964e-02 8.17534963e-04
-1.86710532e-01 -4.98293933e-01 -2.47106854e-01 -1.69045433e-01
5.73059535e-02]
[ -1.22695996e-01 2.44454687e-02 -2.40621457e-01 -4.03749144e-01
-2.30505000e-01 -2.59229095e-01 -5.32146980e-02 -3.07714966e-01
4.89380428e-02 -3.34797374e-02 -3.25773465e-01 -1.09116102e-01
-2.67008815e-01]]
Progress: 9.9% ... Training loss: 0.270 ... Validation loss: 0.472[[-0.02822798]
[ 0.32012723]
[-0.16224439]
[ 0.79472807]
[ 0.30121044]
[ 0.0116942 ]
[-0.88707767]
[-1.0191929 ]
[-0.73619979]
[-1.04305395]
[ 1.07467928]
[ 2.69098909]
[-1.66992375]]
[[ -5.34601119e-01 -5.20297874e-01 -5.77706240e-01 -1.90219706e-01
-3.21022207e-01 -5.87808056e-01 -4.04755645e-01 -3.70458239e-01
-5.68810877e-01 -4.62639267e-01 -1.93801443e-02 3.89285125e-01
-2.08037515e-01]
[ 5.98776324e-03 -1.38506550e-01 5.17528566e-02 -2.55479593e-02
-4.33735320e-02 5.90776928e-02 -1.17888695e-01 2.39546240e-01
-1.22312729e-01 -1.59079940e-01 -4.37740731e-02 -4.00923966e-02
1.03163798e-01]
[ -1.96895506e-01 1.39940570e-01 -1.55388177e-02 1.52204293e-01
1.10999188e-01 -1.13574715e-01 1.47689017e-01 -4.51272501e-02
2.59353552e-01 -5.43453961e-02 3.10247281e-01 7.89845542e-01
4.80645233e-01]
[ 1.77919367e-01 -2.65197547e-01 -2.73509864e-01 -6.08193623e-02
-3.17297907e-01 -1.78916816e-03 3.21073284e-02 -3.47539052e-01
1.55690901e-01 -3.28015524e-01 -2.29797436e-01 -3.38889728e-01
-6.37424711e-02]
[ 1.05317642e-01 3.82080545e-02 9.94502360e-02 6.77576834e-02
-6.47388539e-03 7.11604875e-02 -8.40069497e-02 7.03854699e-02
-2.19005107e-03 1.62845294e-01 1.53534567e-01 -6.88286940e-02
-4.38550206e-02]
[ -4.84328016e-01 -5.71826568e-01 -6.07238849e-01 -5.40112134e-01
-5.69598525e-01 -5.62221782e-01 -3.21165061e-01 -2.07381156e-01
-4.42556968e-01 -2.88282189e-01 -4.08218726e-01 -6.01922646e-01
-3.27105269e-01]
[ -4.15806616e-01 -5.70568854e-01 -3.21246316e-01 -3.35786355e-01
-4.00605701e-01 -5.58282783e-01 -4.28521892e-01 -4.58164332e-01
-2.90282900e-01 -1.93392022e-01 -4.08568726e-01 -2.22298436e-01
-1.88802105e-01]
[ -3.17411696e-01 -3.60518818e-01 -4.58352279e-01 -2.43604262e-01
-3.18331612e-01 -4.11838889e-01 -1.91392681e-01 -1.22395830e-01
-2.34913673e-01 -3.73578840e-01 -2.09430708e-01 -4.35513560e-01
-1.52883460e-01]
[ -4.73109052e-01 -3.51803768e-01 -3.75138675e-01 -1.49523375e-01
-3.37930868e-01 -2.13884083e-01 -1.36276244e-01 -4.20263168e-01
-2.95057447e-01 -4.43319549e-01 -1.41471477e-01 -1.32434131e-01
-1.87464627e-01]
[ -9.48627476e-01 -9.19435254e-01 -9.72390293e-01 -7.42899437e-01
-1.00459016e+00 -9.76318534e-01 -6.62091288e-01 -6.42488784e-01
-7.66427066e-01 -5.62394256e-01 -7.03877001e-01 -5.00689329e-01
-3.77961846e-01]
[ -5.02896890e-01 -2.70473298e-01 -4.60435328e-01 -3.18278359e-01
-3.55157533e-01 -3.55167592e-01 -5.21326854e-01 -5.40914097e-01
-6.12155980e-01 -1.06618053e-01 -4.20697110e-01 -5.66005678e-01
-3.68011667e-01]
[ -1.17457910e-01 3.26167593e-02 -3.34916616e-01 -3.65561616e-01
-9.66238703e-02 -7.12602333e-02 -1.48834061e-01 -2.64534790e-01
-1.42017356e-01 1.31918794e-01 -3.26417091e-01 -4.95215461e-01
-2.26478872e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60790780e-01 -1.02956402e-01 1.61912512e-01 -2.32699662e-01
-1.20680626e-01 1.13926248e-01 -1.44210971e-01 -1.16434906e-02
-9.85714364e-02 4.50767851e-02 -1.09820534e-01 -2.48398445e-01
4.14907895e-02]
[ -8.16459729e-02 -2.58738756e-01 -1.77926031e-01 -2.80196719e-01
-4.77491401e-01 -8.41607456e-02 -3.45308606e-02 5.84117191e-03
-5.16292499e-02 1.81605541e-02 -1.67708434e-01 -2.19220608e-01
-2.33691105e-01]
[ -7.49057947e-02 9.56291902e-04 -2.43231037e-01 -2.39918262e-01
1.38283268e-01 -1.62861683e-01 -1.68758717e-01 3.78275524e-02
-1.56494157e-03 -1.52662273e-02 -1.77950304e-01 -1.32648749e-02
2.52485393e-02]
[ 2.91131893e-02 -1.54990446e-01 -1.52011851e-01 -3.08227906e-02
-1.14834556e-01 -1.06810220e-01 6.70199471e-02 -1.70644402e-01
-4.76876758e-02 -5.01624654e-02 2.24475119e-02 -1.11303846e-01
4.15097540e-02]
[ -2.83411796e-01 -1.44426738e-01 -7.00844706e-02 -9.93818405e-02
-3.06171111e-01 -2.71982588e-01 -3.46357393e-01 6.88607306e-02
-2.83119723e-01 -1.96470124e-01 1.77615339e-01 4.76629044e-03
3.37601416e-01]
[ -2.15064821e-01 -1.28972993e-01 -7.89352042e-02 -6.47983735e-02
-8.23392463e-02 -1.14448658e-01 -3.72300407e-02 7.21055966e-02
-1.00541143e-01 3.51139988e-02 3.78043203e-02 -1.35452205e-01
4.81207432e-02]
[ -1.52881524e-01 -6.43504603e-02 -2.22708383e-01 -3.40003495e-01
-1.48376993e-01 -1.98777103e-01 -2.31278795e-01 -6.02216116e-02
1.95372041e-01 -1.58054498e-01 -3.11227299e-01 -2.92213487e-01
-9.58337031e-02]
[ -3.66030268e-01 -7.52381104e-02 -1.43144440e-01 -1.82892700e-01
-5.71555035e-02 -3.10177319e-01 7.70937799e-02 -3.41484596e-02
-9.83199176e-02 1.15641239e-01 -1.12233327e-02 -1.15076693e-01
-1.25585260e-01]
[ -1.68776380e-01 -1.59036668e-01 -4.35861371e-02 -1.46098324e-01
-1.37842858e-01 -2.93142772e-01 -5.64541047e-02 -8.82520188e-02
-2.57820238e-01 6.79385823e-02 1.90101423e-01 2.17380909e-02
-1.86930513e-01]
[ -1.37984053e-01 -1.78392236e-01 -1.10926919e-01 -2.76928511e-01
8.95950431e-02 -1.77279669e-02 -2.11463047e-01 -1.36899526e-01
9.59606700e-02 -9.39841851e-02 -1.67257198e-01 -1.47795423e-01
-3.10139695e-01]
[ -4.45221492e-02 -3.18654751e-02 -1.47576356e-01 -3.43658853e-02
-2.27217845e-01 6.33824127e-02 -9.06886439e-02 -4.51601297e-02
-2.35474144e-01 -7.83452380e-02 -6.23774664e-02 -2.90903341e-01
-1.70237195e-01]
[ -7.36277901e-02 3.77231657e-02 -1.31305764e-01 -2.82332226e-01
1.30055573e-01 2.10872480e-02 -2.46017462e-01 -1.96849057e-01
9.75848429e-02 -9.44161511e-02 -2.37704980e-01 -1.39956138e-01
-2.95138769e-01]
[ 8.41308469e-02 -3.17287268e-01 -7.89523194e-02 -4.31403557e-01
-2.26393675e-01 -8.77563290e-02 7.35621045e-02 1.16812923e-01
1.02465043e-02 3.05428186e-01 -4.90988549e-01 -6.24599602e-01
3.88640194e-01]
[ -2.17481526e-01 -2.56292625e-01 -1.25350356e-01 -2.88466449e-01
-3.07638477e-01 -9.17011735e-02 2.06855203e-01 5.05668455e-02
3.05690488e-01 5.25623461e-02 -3.70767453e-01 -8.12091571e-01
5.81608753e-01]
[ -8.37291133e-03 -1.93902736e-01 2.65854578e-02 -2.78802582e-01
-1.72778240e-01 1.67778552e-01 1.86050102e-01 2.47924368e-01
-2.10336440e-02 2.36661351e-01 -1.61500687e-01 -8.02474351e-01
6.24870398e-01]
[ 6.78805876e-03 -5.08892580e-02 -1.19621906e-01 -1.03121534e-01
-1.80268017e-01 -4.50497755e-02 2.75720380e-01 1.60715732e-01
2.52833092e-01 3.71135674e-01 -4.32314999e-01 -6.94093026e-01
6.43331388e-01]
[ -7.89120473e-02 -2.85083356e-01 6.42190411e-02 -3.53750202e-01
-1.50838009e-01 1.18621152e-01 3.51867334e-01 1.36018992e-01
-5.90341031e-02 1.73113311e-01 -5.24419209e-01 -7.48520543e-01
7.72006883e-01]
[ 1.23829865e-01 -9.18819324e-02 1.99199624e-02 -1.55982796e-01
-8.17251170e-02 -1.65952663e-02 2.27274731e-01 3.47299545e-01
3.92952310e-01 2.63219141e-01 -5.09983765e-01 -6.13063542e-01
4.51643423e-01]
[ -9.16884467e-03 -1.26606813e-01 1.84282528e-02 3.17569299e-02
-8.15376148e-02 -2.83431530e-01 8.20773455e-03 2.77789428e-01
-3.77717480e-02 5.67003701e-02 -2.16199964e-01 -5.70080283e-01
2.02726046e-01]
[ 7.73499467e-02 1.21521831e-01 -2.50445983e-03 7.45313992e-02
-8.34105095e-02 -5.95155858e-02 -2.07576448e-01 -2.01647939e-01
-2.89609285e-01 -1.73151467e-01 -1.62738561e-01 2.79940960e-01
-1.44273751e-01]
[ 3.80564503e-02 -7.22159397e-02 1.35551024e-01 2.06850010e-01
2.64423971e-01 9.10663156e-03 -4.20333332e-01 -3.89712892e-01
-1.37170567e-01 -5.46378342e-01 1.98733411e-01 1.06652648e+00
-4.70471204e-01]
[ 3.53934004e-02 7.96696626e-02 -2.10783745e-01 3.93202975e-02
2.99290846e-02 -3.53305685e-04 -1.55276927e-01 -3.23092150e-01
-2.85497487e-01 -1.72184754e-01 -5.46653216e-02 -4.22515033e-02
-1.67472371e-01]
[ -5.44305240e-02 -2.15934499e-01 6.65551672e-02 9.34899067e-02
-1.33600799e-01 -1.33652147e-01 4.60933022e-02 2.90227801e-03
8.88000098e-02 -3.56375142e-01 -3.04014600e-01 -2.65346322e-01
4.06594770e-02]
[ 1.68620843e-02 -2.79254902e-01 6.57145738e-02 -2.32867861e-01
-1.97974475e-01 -2.30849097e-01 -2.34829166e-01 9.67106747e-02
1.66744897e-02 1.66346026e-01 -1.82128210e-01 -4.05162543e-04
-7.02128137e-03]
[ 1.73698270e-01 5.63718730e-02 -1.03996141e-01 -1.90971187e-01
-5.27844800e-02 -1.01057395e-01 -1.90611577e-01 3.40650924e-02
-1.97941833e-01 -2.30074610e-01 -1.55218719e-01 1.88410530e-01
-1.36277272e-01]
[ -1.71111301e-01 -1.84053491e-01 -1.07317189e-01 -1.77250842e-01
-5.23057839e-02 2.74035127e-02 -1.79515656e-01 -1.61951094e-01
-1.35413572e-01 2.06352521e-02 -1.98664250e-01 2.24155396e-02
-2.37251086e-01]
[ -3.25252790e-02 -2.16155409e-01 -1.55167854e-01 -1.90480303e-01
-5.53766642e-02 4.49147308e-02 -2.44531548e-02 1.37089185e-02
-2.09701820e-01 -2.38622566e-01 -4.61676116e-02 -1.33222315e-01
-4.96654678e-02]
[ 1.16512716e-01 7.29856722e-02 -4.87754273e-03 -1.49729808e-01
-3.28417876e-01 8.71601664e-03 -1.36053805e-01 -2.34604582e-01
-3.08033294e-01 8.04998967e-02 -1.13150320e-01 -8.54756921e-02
-4.64759048e-02]
[ -6.36951833e-02 -7.22845231e-03 -2.84101714e-01 3.69221537e-03
6.90187184e-02 1.56089909e-01 -2.34884378e-01 -1.77413663e-01
-6.15464300e-02 -6.12413222e-02 1.61927274e-01 4.64661455e-01
-6.05973316e-02]
[ 1.03122312e-01 3.60686545e-01 -2.08669894e-01 6.35968349e-01
1.23612305e-01 -2.01325253e-03 -2.59211529e-01 -4.05639218e-01
-2.69898308e-01 -4.27284186e-01 6.83183243e-01 1.01919368e+00
-6.77899158e-01]
[ -3.30978566e-02 1.91135298e-01 4.07435676e-02 1.78367743e-01
3.82691271e-03 -6.99604333e-02 -2.84831874e-01 -3.83792743e-01
-2.84779745e-01 -3.00674196e-01 4.34994973e-01 1.03035184e+00
-6.00387761e-01]
[ -5.16192838e-02 -1.13318536e-01 -1.63202207e-01 2.99015284e-01
-1.58781053e-01 2.33561002e-01 -1.16937741e-01 -2.82932143e-01
-2.70703805e-01 -5.10176449e-01 2.06630785e-01 4.87291364e-01
-3.49625292e-01]
[ 7.86662284e-02 -3.80888257e-01 -5.25164156e-02 -3.37616558e-02
-1.09782155e-01 2.00437963e-01 7.75261058e-02 1.61568063e-01
-1.61882875e-01 -4.86428644e-02 -7.22055919e-02 3.07192045e-01
-1.69070112e-01]
[ 2.03569427e-01 -2.91824867e-01 -1.22159278e-01 -8.82492654e-02
-2.08045568e-01 1.22195639e-01 1.84357800e-02 -1.54576208e-01
-4.53743911e-02 -1.14007862e-01 -1.34627305e-01 -1.93062037e-01
-8.65444625e-02]
[ -1.35034272e-01 -8.16069313e-02 3.88155316e-02 -2.55280819e-01
-5.79956211e-02 -1.40990027e-01 5.41119346e-02 -1.29969390e-02
-7.05556303e-02 -1.03665925e-02 -3.08350228e-01 -4.39995057e-01
-1.76674085e-02]
[ -1.39986147e-01 -1.36519434e-01 -6.81333607e-02 -2.48534605e-01
-3.45518372e-01 -2.87920746e-01 1.44693479e-01 1.07560965e-01
1.77340919e-02 8.75658520e-02 -2.07510390e-01 -6.75737720e-01
-1.20526283e-02]
[ -1.65902002e-01 -2.32823800e-01 -2.94882960e-01 -3.45180009e-01
-2.74732243e-01 -2.08690828e-01 -3.00075471e-01 1.42756522e-01
-1.35726412e-02 -3.07270490e-01 -3.15217215e-01 -3.50605022e-01
-2.33256088e-01]
[ -1.08241600e-01 1.14336473e-01 2.57231481e-02 -2.08534380e-02
-2.18324899e-01 -1.68990798e-01 -8.38651999e-02 2.70773058e-02
-8.38500746e-02 -1.62819447e-01 -1.83614374e-01 -2.58235795e-01
-5.25819613e-02]
[ -3.49896270e-01 -1.24497679e-01 -2.71342620e-01 1.24953700e-01
-2.04030946e-01 -2.26330620e-01 -6.67092863e-02 -1.52451406e-01
4.64667182e-02 -6.06486564e-02 5.58227482e-02 -2.97884804e-01
-1.86843510e-02]
[ -1.27757783e-01 -3.10496971e-02 -2.58796908e-01 3.27268627e-02
-2.13712258e-01 -2.77180987e-01 -3.85115847e-01 -7.21495553e-02
-4.00340691e-03 -2.61127897e-01 -2.37160708e-01 -2.87596959e-01
-6.41479736e-02]
[ -2.15735145e-01 -5.37734462e-01 -3.31761099e-01 -3.49921340e-01
-3.33692017e-01 -2.26151331e-01 4.84098128e-03 -2.90725545e-01
1.02378086e-01 -2.36367034e-01 -1.88568085e-01 -1.21623830e-01
-6.44686406e-02]
[ -2.12903218e-01 -2.98496282e-01 -3.13313688e-01 -1.44206352e-01
-9.76541073e-02 -1.47218409e-01 -8.32585010e-02 -1.48251283e-03
-1.88168323e-01 -5.00682435e-01 -2.43301087e-01 -1.59505436e-01
5.06631123e-02]
[ -1.22664679e-01 2.39032170e-02 -2.40277511e-01 -4.06033030e-01
-2.30874862e-01 -2.59256561e-01 -5.17740769e-02 -3.05574371e-01
4.99695014e-02 -3.10123742e-02 -3.29826593e-01 -1.18015806e-01
-2.63183363e-01]]
Progress: 10.0% ... Training loss: 0.276 ... Validation loss: 0.493[[-0.01664373]
[ 0.33321146]
[-0.15166935]
[ 0.80751613]
[ 0.31340186]
[ 0.02307707]
[-0.87031527]
[-1.00367264]
[-0.72170551]
[-1.01795693]
[ 1.09880365]
[ 2.72822534]
[-1.65316539]]
[[ -5.34705378e-01 -5.18432871e-01 -5.78384686e-01 -1.85639411e-01
-3.19049367e-01 -5.87767553e-01 -4.08840943e-01 -3.75134170e-01
-5.71980542e-01 -4.71528704e-01 -8.39917284e-03 4.13882890e-01
-2.17832008e-01]
[ 5.99448925e-03 -1.38753741e-01 5.18139371e-02 -2.67782965e-02
-4.35609313e-02 5.90797387e-02 -1.17356542e-01 2.40377579e-01
-1.21531990e-01 -1.58927709e-01 -4.54875926e-02 -4.61168421e-02
1.07080980e-01]
[ -1.96894495e-01 1.40673009e-01 -1.54907930e-02 1.55933469e-01
1.12158087e-01 -1.13568327e-01 1.45026316e-01 -4.31802718e-02
2.57507769e-01 -5.41587997e-02 3.17824586e-01 8.07429083e-01
4.76707562e-01]
[ 1.78075976e-01 -2.67624481e-01 -2.72165770e-01 -6.96057972e-02
-3.19937041e-01 -1.84667908e-03 3.96693250e-02 -3.35321916e-01
1.59683039e-01 -3.12652924e-01 -2.47251255e-01 -3.86564946e-01
-3.90277862e-02]
[ 1.05004264e-01 4.20451519e-02 9.76021133e-02 7.59786753e-02
-3.39621606e-03 7.12747267e-02 -9.44309497e-02 5.40556907e-02
-8.23262989e-03 1.41338278e-01 1.69637054e-01 -1.62542227e-02
-7.18285006e-02]
[ -4.84405334e-01 -5.70967769e-01 -6.07637716e-01 -5.37947271e-01
-5.68867945e-01 -5.62193957e-01 -3.24321570e-01 -2.12753169e-01
-4.44917888e-01 -2.93875590e-01 -4.03656348e-01 -5.95314690e-01
-3.35178534e-01]
[ -4.15881867e-01 -5.69513520e-01 -3.21768889e-01 -3.33963858e-01
-3.99565120e-01 -5.58256861e-01 -4.31408565e-01 -4.62025968e-01
-2.91964294e-01 -2.00821341e-01 -4.03201753e-01 -2.08612227e-01
-1.95796750e-01]
[ -3.17465764e-01 -3.59809656e-01 -4.58536369e-01 -2.41082673e-01
-3.17563999e-01 -4.11813122e-01 -1.94226018e-01 -1.23006202e-01
-2.37555259e-01 -3.74649368e-01 -2.05307129e-01 -4.26162282e-01
-1.57790697e-01]
[ -4.73169576e-01 -3.51118772e-01 -3.75475429e-01 -1.47837443e-01
-3.37326203e-01 -2.13853105e-01 -1.38383558e-01 -4.22614051e-01
-2.96412203e-01 -4.45817669e-01 -1.39289795e-01 -1.28563982e-01
-1.91191607e-01]
[ -9.48832745e-01 -9.16759255e-01 -9.73592085e-01 -7.35040704e-01
-1.00170672e+00 -9.76226821e-01 -6.71001181e-01 -6.52860270e-01
-7.73200514e-01 -5.76225559e-01 -6.88902713e-01 -4.69995957e-01
-3.97883897e-01]
[ -5.02869843e-01 -2.70904022e-01 -4.60342782e-01 -3.19687945e-01
-3.55653509e-01 -3.55179731e-01 -5.20134735e-01 -5.40089457e-01
-6.10804309e-01 -1.05755801e-01 -4.22547351e-01 -5.72661825e-01
-3.65814440e-01]
[ -1.17546849e-01 3.36797747e-02 -3.35249654e-01 -3.63815882e-01
-9.58678877e-02 -7.12293163e-02 -1.52100122e-01 -2.67182846e-01
-1.44634235e-01 1.28296478e-01 -3.23306527e-01 -4.85737094e-01
-2.32456173e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60795548e-01 -1.02925477e-01 1.61882416e-01 -2.32594231e-01
-1.20645286e-01 1.13928470e-01 -1.44355512e-01 -1.18663658e-02
-9.86735991e-02 4.48792422e-02 -1.09761836e-01 -2.48443928e-01
4.11922837e-02]
[ -8.16763307e-02 -2.58651267e-01 -1.78027822e-01 -2.79840939e-01
-4.77415599e-01 -8.41512358e-02 -3.53156873e-02 4.24034002e-03
-5.22672051e-02 1.66169921e-02 -1.67081203e-01 -2.18640648e-01
-2.35404942e-01]
[ -7.49182941e-02 1.20708973e-03 -2.43224880e-01 -2.39485296e-01
1.38430832e-01 -1.62860187e-01 -1.70116131e-01 3.64868120e-02
-2.45154186e-03 -1.69941475e-02 -1.76047416e-01 -1.20691992e-02
2.15097248e-02]
[ 2.90131420e-02 -1.53583506e-01 -1.52694324e-01 -2.72765142e-02
-1.13502850e-01 -1.06777656e-01 6.34298916e-02 -1.76110082e-01
-5.01665038e-02 -5.80525257e-02 2.94204107e-02 -9.03225279e-02
3.04910040e-02]
[ -2.83394115e-01 -1.44642947e-01 -6.99759017e-02 -1.00619156e-01
-3.06337166e-01 -2.71986293e-01 -3.45604763e-01 7.00966902e-02
-2.82479853e-01 -1.95906259e-01 1.75880307e-01 -2.79260983e-03
3.41561039e-01]
[ -2.15062928e-01 -1.28970403e-01 -7.89827904e-02 -6.46018635e-02
-8.22461567e-02 -1.14446484e-01 -3.74018092e-02 7.18281934e-02
-1.00530381e-01 3.46807688e-02 3.86659789e-02 -1.33335885e-01
4.77662380e-02]
[ -1.52903053e-01 -6.42730048e-02 -2.22705364e-01 -3.38235496e-01
-1.48121183e-01 -1.98772101e-01 -2.32721199e-01 -5.98783673e-02
1.93996853e-01 -1.57690024e-01 -3.08645031e-01 -2.85056587e-01
-9.93236075e-02]
[ -3.66119262e-01 -7.39779347e-02 -1.43579153e-01 -1.80300810e-01
-5.61453264e-02 -3.10141978e-01 7.36449500e-02 -3.76786758e-02
-1.01304717e-01 1.11739657e-01 -7.09971584e-03 -1.05424090e-01
-1.32001454e-01]
[ -1.68714641e-01 -1.59600571e-01 -4.33406584e-02 -1.47902201e-01
-1.38304179e-01 -2.93157967e-01 -5.39387635e-02 -8.52962152e-02
-2.55746967e-01 7.06891362e-02 1.87666974e-01 1.37044275e-02
-1.80850255e-01]
[ -1.38024729e-01 -1.78027915e-01 -1.11116419e-01 -2.76104684e-01
8.99700808e-02 -1.77097246e-02 -2.13019856e-01 -1.38395327e-01
9.46201821e-02 -9.57013669e-02 -1.66147574e-01 -1.45453510e-01
-3.12933997e-01]
[ -4.45545009e-02 -3.15326701e-02 -1.47758093e-01 -3.33783655e-02
-2.26956079e-01 6.33984132e-02 -9.18233279e-02 -4.67079967e-02
-2.36097105e-01 -7.97947278e-02 -6.10975275e-02 -2.88626444e-01
-1.72665851e-01]
[ -7.36450414e-02 3.79980689e-02 -1.31443377e-01 -2.81904354e-01
1.30240094e-01 2.10940884e-02 -2.46637936e-01 -1.98097552e-01
9.72512664e-02 -9.58258436e-02 -2.36819708e-01 -1.37104086e-01
-2.96627307e-01]
[ 8.40980418e-02 -3.17052657e-01 -7.91061931e-02 -4.30790567e-01
-2.26147954e-01 -8.77441224e-02 7.24799790e-02 1.15417643e-01
9.39654404e-03 3.03826092e-01 -4.90170031e-01 -6.22845269e-01
3.86273723e-01]
[ -2.17505945e-01 -2.56075434e-01 -1.25429160e-01 -2.88079067e-01
-3.07455016e-01 -9.16927310e-02 2.05784361e-01 4.96472226e-02
3.04865202e-01 5.14081564e-02 -3.70184810e-01 -8.11340850e-01
5.79666779e-01]
[ -8.38301092e-03 -1.93893005e-01 2.65489011e-02 -2.79045736e-01
-1.72767295e-01 1.67782875e-01 1.86275966e-01 2.48123347e-01
-2.09844201e-02 2.36578738e-01 -1.61835505e-01 -8.04221897e-01
6.25923227e-01]
[ 6.79456625e-03 -5.09928406e-02 -1.19575242e-01 -1.03618467e-01
-1.80356804e-01 -4.50516468e-02 2.76299723e-01 1.61337859e-01
2.53251020e-01 3.71813188e-01 -4.33002013e-01 -6.96385006e-01
6.45063196e-01]
[ -7.89251847e-02 -2.84979800e-01 6.41493230e-02 -3.53416751e-01
-1.50736056e-01 1.18627251e-01 3.51265247e-01 1.35437535e-01
-5.94089628e-02 1.72491267e-01 -5.23959615e-01 -7.47773699e-01
7.70754579e-01]
[ 1.23859537e-01 -9.21927582e-02 2.00575519e-02 -1.57624500e-01
-8.20870350e-02 -1.66049310e-02 2.29482146e-01 3.49365921e-01
3.94637713e-01 2.65099226e-01 -5.12386168e-01 -6.20614135e-01
4.57075467e-01]
[ -9.15582425e-03 -1.26724475e-01 1.84830196e-02 3.13644291e-02
-8.16512658e-02 -2.83434251e-01 8.57002675e-03 2.78315966e-01
-3.73419685e-02 5.72379010e-02 -2.16803935e-01 -5.71564378e-01
2.03963107e-01]
[ 7.73942416e-02 1.20969563e-01 -2.25293270e-03 7.24771832e-02
-8.38142932e-02 -5.95269203e-02 -2.05771131e-01 -1.99168096e-01
-2.88120561e-01 -1.71469348e-01 -1.65769002e-01 2.68560191e-01
-1.37633793e-01]
[ 3.80581472e-02 -7.20258857e-02 1.35498236e-01 2.08165620e-01
2.64590858e-01 9.10740419e-03 -4.21288969e-01 -3.90177208e-01
-1.38469897e-01 -5.46669682e-01 2.00824560e-01 1.07122249e+00
-4.74064158e-01]
[ 3.53729776e-02 7.98556338e-02 -2.10844340e-01 3.98110364e-02
3.00762826e-02 -3.45948385e-04 -1.55936694e-01 -3.23709061e-01
-2.86037532e-01 -1.72899117e-01 -5.39743135e-02 -4.05635353e-02
-1.68774342e-01]
[ -5.44239955e-02 -2.16036989e-01 6.66182321e-02 9.31496963e-02
-1.33703713e-01 -1.33654178e-01 4.62940046e-02 3.43118952e-03
8.89900960e-02 -3.55844563e-01 -3.04513957e-01 -2.66794792e-01
4.14885968e-02]
[ 1.68644949e-02 -2.79429108e-01 6.57772143e-02 -2.33391818e-01
-1.98150064e-01 -2.30850226e-01 -2.34377120e-01 9.68843121e-02
1.71319099e-02 1.66521130e-01 -1.82915371e-01 -2.99143829e-03
-5.44114932e-03]
[ 1.73667365e-01 5.65731871e-02 -1.04101765e-01 -1.90245193e-01
-5.25216416e-02 -1.01049717e-01 -1.91112451e-01 3.31247118e-02
-1.98392670e-01 -2.31042691e-01 -1.54312853e-01 1.92056902e-01
-1.38027535e-01]
[ -1.71152051e-01 -1.83487216e-01 -1.07613966e-01 -1.75606552e-01
-5.16515597e-02 2.74203847e-02 -1.81214389e-01 -1.64427039e-01
-1.36688977e-01 1.69289307e-02 -1.95520936e-01 3.14103606e-02
-2.42160775e-01]
[ -3.25001788e-02 -2.16442141e-01 -1.55041029e-01 -1.91139307e-01
-5.56766773e-02 4.49033829e-02 -2.35741258e-02 1.48380133e-02
-2.09119748e-01 -2.37489294e-01 -4.71086726e-02 -1.34950681e-01
-4.79697317e-02]
[ 1.16321394e-01 7.55079616e-02 -5.93085757e-03 -1.44504039e-01
-3.26565761e-01 8.78550526e-03 -1.42100990e-01 -2.42696899e-01
-3.12750474e-01 6.99245138e-02 -1.03736536e-01 -6.16336014e-02
-6.11100558e-02]
[ -6.36744911e-02 -7.50278567e-03 -2.84021706e-01 3.30631283e-03
6.87951945e-02 1.56081129e-01 -2.34662981e-01 -1.76763457e-01
-6.09830616e-02 -6.05757898e-02 1.61460564e-01 4.64871472e-01
-5.99239499e-02]
[ 1.03113563e-01 3.61413277e-01 -2.08812217e-01 6.38450304e-01
1.24373555e-01 -2.00674607e-03 -2.61359249e-01 -4.07881606e-01
-2.71609215e-01 -4.28749718e-01 6.87620908e-01 1.02361818e+00
-6.84491858e-01]
[ -3.31058007e-02 1.91031408e-01 4.07917645e-02 1.78019908e-01
3.80710696e-03 -6.99583737e-02 -2.84934999e-01 -3.83592798e-01
-2.84592114e-01 -3.00641926e-01 4.34712771e-01 1.03212403e+00
-5.99514786e-01]
[ -5.16331840e-02 -1.13156212e-01 -1.63284124e-01 2.99710998e-01
-1.58611526e-01 2.33567716e-01 -1.17786690e-01 -2.83761668e-01
-2.71265267e-01 -5.10900381e-01 2.07837022e-01 4.90483373e-01
-3.51306146e-01]
[ 7.86628223e-02 -3.80889491e-01 -5.25765340e-02 -3.33720607e-02
-1.09698254e-01 2.00440347e-01 7.71253801e-02 1.60838359e-01
-1.61952147e-01 -4.94933186e-02 -7.13368808e-02 3.09549389e-01
-1.70352333e-01]
[ 2.03566275e-01 -2.91766398e-01 -1.22199728e-01 -8.77204332e-02
-2.07908689e-01 1.22196966e-01 1.75377104e-02 -1.55340800e-01
-4.61328249e-02 -1.14384383e-01 -1.33582194e-01 -1.88882466e-01
-8.92167519e-02]
[ -1.35043550e-01 -8.15249008e-02 3.87705268e-02 -2.55022240e-01
-5.78958971e-02 -1.40985450e-01 5.36041744e-02 -1.33168804e-02
-7.09730051e-02 -1.07212824e-02 -3.08033710e-01 -4.39096944e-01
-1.85279938e-02]
[ -1.39992941e-01 -1.36444464e-01 -6.81690659e-02 -2.48345210e-01
-3.45461573e-01 -2.87918183e-01 1.44299841e-01 1.07162783e-01
1.74941509e-02 8.71480335e-02 -2.07220764e-01 -6.75156937e-01
-1.26613693e-02]
[ -1.65963368e-01 -2.32291745e-01 -2.95179749e-01 -3.44649782e-01
-2.74395142e-01 -2.08667341e-01 -3.01613281e-01 1.40357209e-01
-1.45279219e-02 -3.10680051e-01 -3.14076607e-01 -3.50132675e-01
-2.35171432e-01]
[ -1.08185912e-01 1.13626487e-01 2.60584260e-02 -2.35191932e-02
-2.18921070e-01 -1.69007806e-01 -8.17086186e-02 3.02185988e-02
-8.20658684e-02 -1.59998730e-01 -1.87275061e-01 -2.69842961e-01
-4.45522802e-02]
[ -3.49898585e-01 -1.24476805e-01 -2.71343485e-01 1.26250391e-01
-2.03912956e-01 -2.26330513e-01 -6.70851503e-02 -1.52327846e-01
4.53058683e-02 -5.99950985e-02 5.75958384e-02 -2.91262286e-01
-2.12677735e-02]
[ -1.27700605e-01 -3.19855050e-02 -2.58458583e-01 2.99973274e-02
-2.14521047e-01 -2.77203590e-01 -3.82495447e-01 -6.85469085e-02
-1.31445287e-03 -2.57869703e-01 -2.41167140e-01 -2.95649702e-01
-5.64888459e-02]
[ -2.15796787e-01 -5.36519318e-01 -3.32223817e-01 -3.45603597e-01
-3.32279025e-01 -2.26120073e-01 -4.63294144e-05 -2.96636058e-01
9.87758660e-02 -2.41506982e-01 -1.80162871e-01 -1.06586785e-01
-7.71268067e-02]
[ -2.12982328e-01 -2.97617442e-01 -3.13664800e-01 -1.41782989e-01
-9.68746226e-02 -1.47184119e-01 -8.59861547e-02 -4.92347516e-03
-1.90013900e-01 -5.04040857e-01 -2.39937514e-01 -1.53263425e-01
4.46264555e-02]
[ -1.22840273e-01 2.62103889e-02 -2.41281915e-01 -4.01010883e-01
-2.28974033e-01 -2.59195601e-01 -5.80062545e-02 -3.12885985e-01
4.50216135e-02 -4.24282823e-02 -3.20607346e-01 -9.32142258e-02
-2.79380708e-01]]
Progress: 10.1% ... Training loss: 0.276 ... Validation loss: 0.470[[-0.01298441]
[ 0.33844775]
[-0.15053074]
[ 0.81450038]
[ 0.31680915]
[ 0.02606633]
[-0.86305005]
[-0.99752914]
[-0.71304157]
[-1.01309471]
[ 1.10596473]
[ 2.73336505]
[-1.64896226]]
[[ -5.34667611e-01 -5.18356445e-01 -5.78181494e-01 -1.86204121e-01
-3.19358966e-01 -5.87809752e-01 -4.06439144e-01 -3.73595563e-01
-5.69273490e-01 -4.71605313e-01 -9.54982312e-03 4.11004159e-01
-2.11816719e-01]
[ 6.00186501e-03 -1.38892732e-01 5.19086177e-02 -2.71918126e-02
-4.37074809e-02 5.90678062e-02 -1.16900543e-01 2.41409114e-01
-1.21320012e-01 -1.58140240e-01 -4.60802586e-02 -4.74857486e-02
1.08269156e-01]
[ -1.96934623e-01 1.40738690e-01 -1.54248879e-02 1.58655945e-01
1.11794094e-01 -1.13504182e-01 1.43990520e-01 -4.44486551e-02
2.57498636e-01 -5.50504021e-02 3.16633105e-01 8.00748331e-01
4.75510428e-01]
[ 1.78003995e-01 -2.67002842e-01 -2.72454381e-01 -6.74198127e-02
-3.19533139e-01 -1.75616637e-03 3.60492184e-02 -3.34971036e-01
1.56038128e-01 -3.12057750e-01 -2.48824074e-01 -3.84664287e-01
-4.36949800e-02]
[ 1.05195181e-01 3.89405081e-02 9.88459885e-02 6.88934139e-02
-6.28058286e-03 7.10103546e-02 -8.30568129e-02 6.54489441e-02
-1.13389835e-04 1.53154277e-01 1.61013776e-01 -4.68127218e-02
-4.98201335e-02]
[ -4.84427501e-01 -5.70212535e-01 -6.07789000e-01 -5.36847320e-01
-5.68141090e-01 -5.62173138e-01 -3.27295828e-01 -2.15933115e-01
-4.47181883e-01 -2.97498586e-01 -4.00758845e-01 -5.82180067e-01
-3.41786092e-01]
[ -4.15870634e-01 -5.69468390e-01 -3.21710139e-01 -3.33965492e-01
-3.99536785e-01 -5.58265590e-01 -4.30892107e-01 -4.61991050e-01
-2.91427226e-01 -2.00445184e-01 -4.02087398e-01 -2.09419936e-01
-1.94993996e-01]
[ -3.17501667e-01 -3.59261902e-01 -4.58628832e-01 -2.38348002e-01
-3.17506147e-01 -4.11758647e-01 -1.95947991e-01 -1.24146583e-01
-2.38892883e-01 -3.76448343e-01 -2.04917300e-01 -4.25247120e-01
-1.60672006e-01]
[ -4.73176029e-01 -3.50952676e-01 -3.75544630e-01 -1.47941535e-01
-3.37107497e-01 -2.13849805e-01 -1.38595310e-01 -4.23147625e-01
-2.97131363e-01 -4.45563809e-01 -1.39095374e-01 -1.25104083e-01
-1.91303447e-01]
[ -9.48847523e-01 -9.15592252e-01 -9.73943609e-01 -7.32547888e-01
-1.00095480e+00 -9.76179086e-01 -6.72261479e-01 -6.57255802e-01
-7.74302211e-01 -5.81653980e-01 -6.84120983e-01 -4.59478010e-01
-4.01272544e-01]
[ -5.02943600e-01 -2.69767860e-01 -4.60505856e-01 -3.16646903e-01
-3.54660533e-01 -3.55112383e-01 -5.25371031e-01 -5.42770322e-01
-6.15248202e-01 -1.07683662e-01 -4.19688991e-01 -5.59806809e-01
-3.75421646e-01]
[ -1.17511605e-01 3.28908235e-02 -3.34989252e-01 -3.65620843e-01
-9.65810361e-02 -7.12745346e-02 -1.49995053e-01 -2.64925433e-01
-1.42872355e-01 1.30860806e-01 -3.26350508e-01 -4.92408082e-01
-2.28258275e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60767681e-01 -1.03387799e-01 1.62123454e-01 -2.34060337e-01
-1.21058510e-01 1.13888705e-01 -1.43067851e-01 -9.38311845e-03
-9.77799855e-02 4.69737213e-02 -1.11567149e-01 -2.51900246e-01
4.45125086e-02]
[ -8.16974120e-02 -2.58244289e-01 -1.78219573e-01 -2.78908351e-01
-4.77012895e-01 -8.41167084e-02 -3.71003121e-02 1.38083697e-03
-5.33520858e-02 1.44053124e-02 -1.65212551e-01 -2.14101220e-01
-2.38937837e-01]
[ -7.49551009e-02 2.35050081e-03 -2.43557191e-01 -2.36849379e-01
1.39454887e-01 -1.62820179e-01 -1.72663785e-01 3.30088563e-02
-4.41650094e-03 -2.09967614e-02 -1.71621059e-01 1.71001497e-03
1.52996058e-02]
[ 2.90274443e-02 -1.53813239e-01 -1.52575574e-01 -2.81937920e-02
-1.13758048e-01 -1.06792263e-01 6.42774418e-02 -1.75055469e-01
-4.95283167e-02 -5.68168210e-02 2.82284565e-02 -9.30006062e-02
3.26252283e-02]
[ -2.83384346e-01 -1.44916674e-01 -6.97961174e-02 -1.01502644e-01
-3.06573020e-01 -2.72001598e-01 -3.44933898e-01 7.08680304e-02
-2.81823706e-01 -1.94746922e-01 1.74997517e-01 -6.88107595e-03
3.42781964e-01]
[ -2.15075064e-01 -1.28803700e-01 -7.90614310e-02 -6.35812398e-02
-8.20879984e-02 -1.14431807e-01 -3.80625874e-02 7.12167223e-02
-1.01112300e-01 3.37487718e-02 3.96887204e-02 -1.32352509e-01
4.59304615e-02]
[ -1.52946510e-01 -6.32974871e-02 -2.22984475e-01 -3.34922900e-01
-1.47596121e-01 -1.98713643e-01 -2.35570223e-01 -6.33554216e-02
1.91699060e-01 -1.60905178e-01 -3.05786073e-01 -2.75868274e-01
-1.05727833e-01]
[ -3.66113357e-01 -7.40658351e-02 -1.43523998e-01 -1.80821944e-01
-5.62894367e-02 -3.10145089e-01 7.36753450e-02 -3.69848256e-02
-1.00914952e-01 1.11486386e-01 -8.39162184e-03 -1.09483451e-01
-1.31184056e-01]
[ -1.68718729e-01 -1.59727128e-01 -4.32770273e-02 -1.47802473e-01
-1.38387157e-01 -2.93149781e-01 -5.35930870e-02 -8.44248903e-02
-2.55783632e-01 7.22146639e-02 1.87166896e-01 1.37089350e-02
-1.79180420e-01]
[ -1.38031721e-01 -1.77823664e-01 -1.11232095e-01 -2.75599026e-01
9.01664175e-02 -1.76996799e-02 -2.13418219e-01 -1.39376606e-01
9.40019906e-02 -9.63984946e-02 -1.65138868e-01 -1.41865287e-01
-3.14143957e-01]
[ -4.45363712e-02 -3.18595076e-02 -1.47627446e-01 -3.43494158e-02
-2.27173646e-01 6.33720538e-02 -9.08595004e-02 -4.54084000e-02
-2.35397362e-01 -7.85986533e-02 -6.22706399e-02 -2.91240479e-01
-1.70662311e-01]
[ -7.36497438e-02 3.81224997e-02 -1.31489089e-01 -2.81923510e-01
1.30314458e-01 2.10972001e-02 -2.46934991e-01 -1.98683245e-01
9.67745098e-02 -9.65170763e-02 -2.36563862e-01 -1.35588915e-01
-2.97398430e-01]
[ 8.41066204e-02 -3.17241215e-01 -7.90327095e-02 -4.31517443e-01
-2.26331466e-01 -8.77562476e-02 7.33208890e-02 1.16391144e-01
1.00375530e-02 3.04830535e-01 -4.91343374e-01 -6.25932541e-01
3.88658644e-01]
[ -2.17501057e-01 -2.56139849e-01 -1.25392445e-01 -2.88327497e-01
-3.07518951e-01 -9.17002134e-02 2.06208614e-01 5.02376094e-02
3.05165645e-01 5.18711529e-02 -3.70490095e-01 -8.11754723e-01
5.80918603e-01]
[ -8.37097051e-03 -1.94218133e-01 2.66784101e-02 -2.80111649e-01
-1.73060431e-01 1.67763390e-01 1.87200936e-01 2.49063810e-01
-2.03132132e-02 2.37834434e-01 -1.63482179e-01 -8.07827070e-01
6.28389265e-01]
[ 6.79882419e-03 -5.10915661e-02 -1.19536303e-01 -1.04003933e-01
-1.80426484e-01 -4.50574537e-02 2.76644913e-01 1.61753153e-01
2.53567479e-01 3.72229116e-01 -4.33447698e-01 -6.97602545e-01
6.46238735e-01]
[ -7.89116398e-02 -2.85216111e-01 6.42608397e-02 -3.54312709e-01
-1.51015123e-01 1.18611368e-01 3.52457878e-01 1.36759671e-01
-5.86564430e-02 1.73855775e-01 -5.25152923e-01 -7.51402343e-01
7.74179395e-01]
[ 1.23850167e-01 -9.20227938e-02 1.99985039e-02 -1.57186992e-01
-8.19526152e-02 -1.65931946e-02 2.28797073e-01 3.48764815e-01
3.93997787e-01 2.64500743e-01 -5.11817184e-01 -6.19541810e-01
4.55894216e-01]
[ -9.16192682e-03 -1.26510790e-01 1.84380844e-02 3.22397908e-02
-8.14613333e-02 -2.83425629e-01 7.78243018e-03 2.77701964e-01
-3.81146344e-02 5.65938882e-02 -2.15616658e-01 -5.69484274e-01
2.02097440e-01]
[ 7.73893862e-02 1.21288234e-01 -2.27289085e-03 7.34150015e-02
-8.34802849e-02 -5.95260101e-02 -2.06548903e-01 -1.99202598e-01
-2.89318089e-01 -1.71429243e-01 -1.64592218e-01 2.74660661e-01
-1.41035477e-01]
[ 3.81128043e-02 -7.36270856e-02 1.35960959e-01 2.02913375e-01
2.62879543e-01 9.04693658e-03 -4.16748871e-01 -3.85613476e-01
-1.33071938e-01 -5.43315198e-01 1.91136995e-01 1.05022195e+00
-4.60421592e-01]
[ 3.53637776e-02 8.00392979e-02 -2.10905262e-01 4.04631664e-02
3.03011012e-02 -3.32995759e-04 -1.56770634e-01 -3.24337006e-01
-2.86523067e-01 -1.73623287e-01 -5.30251805e-02 -3.79791402e-02
-1.70486011e-01]
[ -5.44340961e-02 -2.15863090e-01 6.66328394e-02 9.33099925e-02
-1.33546076e-01 -1.33648173e-01 4.55906201e-02 2.97659934e-03
8.84733543e-02 -3.56482172e-01 -3.04494869e-01 -2.65374710e-01
4.04451855e-02]
[ 1.68476715e-02 -2.79189423e-01 6.56565688e-02 -2.32724303e-01
-1.97872155e-01 -2.30827961e-01 -2.35365426e-01 9.55523323e-02
1.59943826e-02 1.65374876e-01 -1.81730738e-01 1.74507938e-04
-7.84582053e-03]
[ 1.73641308e-01 5.71183187e-02 -1.04273937e-01 -1.89024571e-01
-5.20704751e-02 -1.01015417e-01 -1.92642328e-01 3.15251390e-02
-1.99699811e-01 -2.32338088e-01 -1.52541796e-01 1.97502329e-01
-1.41070976e-01]
[ -1.71162277e-01 -1.83203414e-01 -1.07721106e-01 -1.75154794e-01
-5.14093966e-02 2.74362218e-02 -1.81741932e-01 -1.65357436e-01
-1.37241149e-01 1.57301305e-02 -1.94555885e-01 3.41407010e-02
-2.43216896e-01]
[ -3.25113304e-02 -2.16494342e-01 -1.55063533e-01 -1.91725285e-01
-5.58289685e-02 4.49164837e-02 -2.34406287e-02 1.39746883e-02
-2.08979481e-01 -2.38100690e-01 -4.79872615e-02 -1.37332058e-01
-4.67976954e-02]
[ 1.16336737e-01 7.48976978e-02 -5.66491259e-03 -1.46214600e-01
-3.27007651e-01 8.76085122e-03 -1.40926678e-01 -2.41350894e-01
-3.11299970e-01 7.15824164e-02 -1.06519218e-01 -6.56783149e-02
-5.77572831e-02]
[ -6.36819673e-02 -7.06873954e-03 -2.84141120e-01 4.57565615e-03
6.92360383e-02 1.56094757e-01 -2.35698621e-01 -1.78314569e-01
-6.19000783e-02 -6.23235119e-02 1.64174424e-01 4.69992691e-01
-6.41695225e-02]
[ 1.03113740e-01 3.61587379e-01 -2.08836493e-01 6.39033313e-01
1.24535930e-01 -2.00753080e-03 -2.61646023e-01 -4.08216055e-01
-2.72086204e-01 -4.29098661e-01 6.88509965e-01 1.02404196e+00
-6.85904799e-01]
[ -3.31365649e-02 1.92270168e-01 4.03999957e-02 1.81899675e-01
4.82754295e-03 -6.99159095e-02 -2.87295611e-01 -3.86938814e-01
-2.87073946e-01 -3.04055978e-01 4.41165715e-01 1.04475311e+00
-6.06624752e-01]
[ -5.16548348e-02 -1.12654136e-01 -1.63477620e-01 3.02383953e-01
-1.58160260e-01 2.33595051e-01 -1.20129945e-01 -2.85618391e-01
-2.73046946e-01 -5.12466982e-01 2.12041226e-01 5.00712298e-01
-3.57699167e-01]
[ 7.86840973e-02 -3.81209742e-01 -5.24533018e-02 -3.37958160e-02
-1.10010010e-01 2.00415610e-01 7.78311791e-02 1.61688836e-01
-1.61445246e-01 -4.83318349e-02 -7.22864024e-02 3.08770148e-01
-1.69409486e-01]
[ 2.03559916e-01 -2.91562053e-01 -1.22255178e-01 -8.70564356e-02
-2.07738533e-01 1.22205722e-01 1.67475998e-02 -1.55924875e-01
-4.68791796e-02 -1.15004210e-01 -1.32568707e-01 -1.86050936e-01
-9.11757307e-02]
[ -1.35060939e-01 -8.11712114e-02 3.86442252e-02 -2.54267952e-01
-5.75890264e-02 -1.40963387e-01 5.25178572e-02 -1.45034454e-02
-7.20334226e-02 -1.17229535e-02 -3.07145832e-01 -4.36958940e-01
-2.09989718e-02]
[ -1.39993469e-01 -1.36468718e-01 -6.81618991e-02 -2.48547498e-01
-3.45487244e-01 -2.87916868e-01 1.44362857e-01 1.07258166e-01
1.76066999e-02 8.71934721e-02 -2.07545435e-01 -6.76268215e-01
-1.19733128e-02]
[ -1.66000353e-01 -2.31626099e-01 -2.95523297e-01 -3.44157547e-01
-2.73805036e-01 -2.08608337e-01 -3.04263936e-01 1.36481513e-01
-1.64986751e-02 -3.14191860e-01 -3.13304610e-01 -3.47519627e-01
-2.40303515e-01]
[ -1.08188752e-01 1.13864693e-01 2.59852090e-02 -2.29660949e-02
-2.18767130e-01 -1.69003592e-01 -8.11341267e-02 3.06760030e-02
-8.21254760e-02 -1.60072218e-01 -1.86298164e-01 -2.67984622e-01
-4.32439017e-02]
[ -3.49950958e-01 -1.23054013e-01 -2.71757944e-01 1.31198232e-01
-2.02688335e-01 -2.26260341e-01 -7.16090954e-02 -1.57336191e-01
4.09825153e-02 -6.46544988e-02 6.50139353e-02 -2.75621245e-01
-3.24403214e-02]
[ -1.27677453e-01 -3.24621510e-02 -2.58152364e-01 2.88697649e-02
-2.14938216e-01 -2.77240841e-01 -3.81082503e-01 -6.60285338e-02
-3.27001628e-04 -2.54238136e-01 -2.43113564e-01 -2.98031760e-01
-5.15992249e-02]
[ -2.15823576e-01 -5.36122687e-01 -3.32262918e-01 -3.43448491e-01
-3.31817152e-01 -2.26089920e-01 -2.00869773e-03 -2.97615114e-01
9.70388496e-02 -2.42282302e-01 -1.77369849e-01 -1.00576676e-01
-8.15039012e-02]
[ -2.12963951e-01 -2.98009725e-01 -3.13453519e-01 -1.43090291e-01
-9.73981583e-02 -1.47217884e-01 -8.46632950e-02 -2.58873789e-03
-1.89279081e-01 -5.02285763e-01 -2.41994764e-01 -1.57635162e-01
4.69605146e-02]
[ -1.22816108e-01 2.58702550e-02 -2.41183284e-01 -4.02995401e-01
-2.29432119e-01 -2.59218263e-01 -5.65711067e-02 -3.13152388e-01
4.76063629e-02 -4.35868781e-02 -3.23967576e-01 -9.58809917e-02
-2.76028995e-01]]
Progress: 10.1% ... Training loss: 0.275 ... Validation loss: 0.468[[-0.01431356]
[ 0.33533231]
[-0.15384874]
[ 0.81092579]
[ 0.30989997]
[ 0.0250149 ]
[-0.86648437]
[-1.00764744]
[-0.7139343 ]
[-1.02073529]
[ 1.0953401 ]
[ 2.71247756]
[-1.66051351]]
[[ -5.34627024e-01 -5.19639204e-01 -5.77611046e-01 -1.90850494e-01
-3.20822350e-01 -5.87885733e-01 -4.00923223e-01 -3.65885659e-01
-5.64975127e-01 -4.65176023e-01 -1.77493142e-02 3.93368976e-01
-1.96550380e-01]
[ 6.00494069e-03 -1.38842172e-01 5.18588579e-02 -2.72280122e-02
-4.36274103e-02 5.90709889e-02 -1.16621176e-01 2.41053465e-01
-1.21050682e-01 -1.58574709e-01 -4.59615944e-02 -4.74296987e-02
1.08714415e-01]
[ -1.96988386e-01 1.41049023e-01 -1.53907350e-02 1.57532633e-01
1.11666574e-01 -1.13441723e-01 1.43335853e-01 -4.08465642e-02
2.56798956e-01 -5.42135396e-02 3.13882606e-01 8.03310427e-01
4.82557224e-01]
[ 1.77858141e-01 -2.60637213e-01 -2.74820557e-01 -5.20292196e-02
-3.13079642e-01 -1.45440285e-03 2.02224129e-02 -3.54161699e-01
1.44615264e-01 -3.31547429e-01 -2.22280977e-01 -3.19350180e-01
-8.51572558e-02]
[ 1.05282387e-01 3.67144665e-02 9.95125421e-02 6.26157454e-02
-8.10570880e-03 7.08748171e-02 -7.67545897e-02 7.04742620e-02
5.22205426e-03 1.58365412e-01 1.52110227e-01 -6.93790834e-02
-3.66923623e-02]
[ -4.84410352e-01 -5.70719890e-01 -6.07596925e-01 -5.36972780e-01
-5.68598481e-01 -5.62209928e-01 -3.25885949e-01 -2.14323022e-01
-4.46115801e-01 -2.96191156e-01 -4.02413799e-01 -5.85598682e-01
-3.39618849e-01]
[ -4.15847840e-01 -5.70775497e-01 -3.21152363e-01 -3.38784941e-01
-4.01128364e-01 -5.58317779e-01 -4.26873625e-01 -4.57124961e-01
-2.88830265e-01 -1.95216262e-01 -4.10336279e-01 -2.28043553e-01
-1.84585620e-01]
[ -3.17532438e-01 -3.58381982e-01 -4.58900426e-01 -2.36339748e-01
-3.16899325e-01 -4.11707482e-01 -1.98084200e-01 -1.24531402e-01
-2.40347718e-01 -3.78172099e-01 -2.03026708e-01 -4.21609728e-01
-1.62518928e-01]
[ -4.73175150e-01 -3.50810133e-01 -3.75629503e-01 -1.47872875e-01
-3.36874224e-01 -2.13838593e-01 -1.38872899e-01 -4.23858521e-01
-2.97718961e-01 -4.46278072e-01 -1.38434965e-01 -1.22623689e-01
-1.92512795e-01]
[ -9.48800991e-01 -9.17373007e-01 -9.73219838e-01 -7.39023609e-01
-1.00312875e+00 -9.76265262e-01 -6.66261236e-01 -6.48880079e-01
-7.70143734e-01 -5.73787357e-01 -6.94081570e-01 -4.83263102e-01
-3.84963648e-01]
[ -5.03021315e-01 -2.67787003e-01 -4.61259317e-01 -3.11286582e-01
-3.52796034e-01 -3.54976113e-01 -5.30356323e-01 -5.48440815e-01
-6.19157462e-01 -1.14535211e-01 -4.13049584e-01 -5.41465138e-01
-3.85088840e-01]
[ -1.17470369e-01 3.18987227e-02 -3.34566179e-01 -3.67373437e-01
-9.74804658e-02 -7.13512314e-02 -1.47995440e-01 -2.62250197e-01
-1.41500963e-01 1.33944064e-01 -3.30382163e-01 -5.02889108e-01
-2.25380629e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60776251e-01 -1.03080914e-01 1.61945618e-01 -2.33277560e-01
-1.20799680e-01 1.13917944e-01 -1.43430759e-01 -1.05208552e-02
-9.79252100e-02 4.55862508e-02 -1.10586672e-01 -2.50994527e-01
4.34030799e-02]
[ -8.16849427e-02 -2.58408974e-01 -1.78156021e-01 -2.79225164e-01
-4.77119605e-01 -8.41383348e-02 -3.63682787e-02 2.02129095e-03
-5.28148224e-02 1.51473356e-02 -1.65465067e-01 -2.14130235e-01
-2.38155703e-01]
[ -7.49371900e-02 1.56409482e-03 -2.43189335e-01 -2.37678712e-01
1.38686868e-01 -1.62872244e-01 -1.71364526e-01 3.55937648e-02
-3.56832277e-03 -1.83618035e-02 -1.74405177e-01 -4.03706970e-03
1.81433676e-02]
[ 2.90348712e-02 -1.54029440e-01 -1.52464313e-01 -2.92370890e-02
-1.14103590e-01 -1.06803330e-01 6.50446338e-02 -1.74722023e-01
-4.91610260e-02 -5.61730190e-02 2.66811197e-02 -9.76964750e-02
3.30737630e-02]
[ -2.83385567e-01 -1.44971889e-01 -6.97460703e-02 -1.01859549e-01
-3.06751313e-01 -2.72005496e-01 -3.44774092e-01 7.15206225e-02
-2.81792459e-01 -1.94168030e-01 1.74235571e-01 -9.21675780e-03
3.43395865e-01]
[ -2.15067737e-01 -1.29528228e-01 -7.87907860e-02 -6.58925474e-02
-8.27638295e-02 -1.14450746e-01 -3.61312313e-02 7.40312436e-02
-9.98193376e-02 3.66701210e-02 3.56147261e-02 -1.39389233e-01
5.25394917e-02]
[ -1.52948933e-01 -6.34050207e-02 -2.22968834e-01 -3.35353532e-01
-1.47706431e-01 -1.98703592e-01 -2.35042954e-01 -6.19504214e-02
1.92365095e-01 -1.60233997e-01 -3.07152679e-01 -2.82771908e-01
-1.02514157e-01]
[ -3.66113970e-01 -7.40208524e-02 -1.43499193e-01 -1.80962469e-01
-5.63600797e-02 -3.10152099e-01 7.35779546e-02 -3.64801610e-02
-1.01088005e-01 1.11349143e-01 -8.45694592e-03 -1.06739026e-01
-1.31288906e-01]
[ -1.68734372e-01 -1.59146305e-01 -4.34345717e-02 -1.46622414e-01
-1.38023188e-01 -2.93126740e-01 -5.45737666e-02 -8.53083248e-02
-2.56571448e-01 7.12746309e-02 1.88125314e-01 1.60693046e-02
-1.80432335e-01]
[ -1.38046167e-01 -1.77182543e-01 -1.11478929e-01 -2.74350165e-01
9.07603672e-02 -1.76556220e-02 -2.15043917e-01 -1.41431729e-01
9.25719954e-02 -9.86133126e-02 -1.62822988e-01 -1.34006722e-01
-3.17746525e-01]
[ -4.45373287e-02 -3.19114106e-02 -1.47618789e-01 -3.45683084e-02
-2.27213697e-01 6.33694211e-02 -9.06729996e-02 -4.52136082e-02
-2.35332552e-01 -7.84811184e-02 -6.26469673e-02 -2.92571873e-01
-1.70135168e-01]
[ -7.36409522e-02 3.78631602e-02 -1.31425956e-01 -2.82355496e-01
1.30184233e-01 2.10814459e-02 -2.46457167e-01 -1.98356862e-01
9.71234209e-02 -9.60489207e-02 -2.36943301e-01 -1.37303037e-01
-2.96848503e-01]
[ 8.41024486e-02 -3.17170846e-01 -7.90715208e-02 -4.31342491e-01
-2.26283743e-01 -8.77516608e-02 7.29929885e-02 1.16069434e-01
9.75077302e-03 3.04365384e-01 -4.91073224e-01 -6.25034078e-01
3.87705916e-01]
[ -2.17494181e-01 -2.56319867e-01 -1.25323868e-01 -2.89033975e-01
-3.07726614e-01 -9.17142945e-02 2.07353658e-01 5.11393747e-02
3.06181644e-01 5.26786774e-02 -3.71621099e-01 -8.15261934e-01
5.83743159e-01]
[ -8.37638234e-03 -1.94126490e-01 2.66287255e-02 -2.80031448e-01
-1.72977800e-01 1.67771287e-01 1.87040878e-01 2.48669677e-01
-2.06636770e-02 2.37551781e-01 -1.63442752e-01 -8.07420408e-01
6.27757053e-01]
[ 6.79490957e-03 -5.10702606e-02 -1.19541113e-01 -1.04016554e-01
-1.80428681e-01 -4.50501994e-02 2.76643710e-01 1.62059741e-01
2.53568537e-01 3.72601530e-01 -4.33709976e-01 -7.00055760e-01
6.47341692e-01]
[ -7.89168652e-02 -2.85008284e-01 6.42024574e-02 -3.54327752e-01
-1.50878844e-01 1.18624317e-01 3.52467426e-01 1.36605197e-01
-5.88658071e-02 1.73719928e-01 -5.25374929e-01 -7.52331200e-01
7.74878534e-01]
[ 1.23860829e-01 -9.22536217e-02 2.00784590e-02 -1.58005425e-01
-8.21926040e-02 -1.66071581e-02 2.29913047e-01 3.50119365e-01
3.95053436e-01 2.65663035e-01 -5.12741449e-01 -6.23141814e-01
4.59012770e-01]
[ -9.16015208e-03 -1.26515601e-01 1.84485466e-02 3.21723816e-02
-8.14657048e-02 -2.83426012e-01 7.98737644e-03 2.78065611e-01
-3.80340519e-02 5.69113449e-02 -2.15686311e-01 -5.69734922e-01
2.02653308e-01]
[ 7.73839875e-02 1.21434786e-01 -2.33314998e-03 7.41905223e-02
-8.33769538e-02 -5.95208284e-02 -2.07146611e-01 -2.00027966e-01
-2.89594116e-01 -1.71982966e-01 -1.63629671e-01 2.77179525e-01
-1.42970594e-01]
[ 3.81382532e-02 -7.42097025e-02 1.36227732e-01 2.01576360e-01
2.62278433e-01 9.00829149e-03 -4.15502924e-01 -3.84180683e-01
-1.32050160e-01 -5.40948790e-01 1.89144148e-01 1.04342449e+00
-4.58808275e-01]
[ 3.53613937e-02 7.99066057e-02 -2.10843765e-01 4.04108368e-02
3.00937981e-02 -3.33971927e-04 -1.56355717e-01 -3.23955725e-01
-2.85944649e-01 -1.73288875e-01 -5.33781430e-02 -3.93535445e-02
-1.69268221e-01]
[ -5.44505742e-02 -2.15425676e-01 6.65174873e-02 9.43350648e-02
-1.33104959e-01 -1.33623480e-01 4.40964108e-02 1.57652317e-03
8.73185145e-02 -3.57921437e-01 -3.03291115e-01 -2.60511138e-01
3.73341441e-02]
[ 1.68282853e-02 -2.78752243e-01 6.55016214e-02 -2.31674879e-01
-1.97467816e-01 -2.30797883e-01 -2.37063015e-01 9.38356925e-02
1.45210258e-02 1.63341787e-01 -1.80007042e-01 4.34242274e-03
-1.14297477e-02]
[ 1.73662621e-01 5.61696870e-02 -1.03952146e-01 -1.90706769e-01
-5.29165064e-02 -1.01061905e-01 -1.90415520e-01 3.42423805e-02
-1.97936563e-01 -2.29886507e-01 -1.56017251e-01 1.89021515e-01
-1.35726785e-01]
[ -1.71166719e-01 -1.83083196e-01 -1.07826589e-01 -1.75261343e-01
-5.13354881e-02 2.74600852e-02 -1.82008995e-01 -1.65509971e-01
-1.37436974e-01 1.51097949e-02 -1.94709794e-01 3.57266625e-02
-2.42744985e-01]
[ -3.24939057e-02 -2.17143267e-01 -1.54789840e-01 -1.93084109e-01
-5.64205324e-02 4.48691058e-02 -2.17289336e-02 1.59892200e-02
-2.07845740e-01 -2.36091304e-01 -5.06075276e-02 -1.43944766e-01
-4.29366625e-02]
[ 1.16326202e-01 7.53279355e-02 -5.82072513e-03 -1.45221973e-01
-3.26706646e-01 8.78458239e-03 -1.41958558e-01 -2.42835911e-01
-3.12256906e-01 7.00340879e-02 -1.04504475e-01 -5.92244285e-02
-6.13886043e-02]
[ -6.36819673e-02 -7.06873954e-03 -2.84141120e-01 4.57565615e-03
6.92360383e-02 1.56094757e-01 -2.35698621e-01 -1.78314569e-01
-6.19000783e-02 -6.23235119e-02 1.64174424e-01 4.69992691e-01
-6.41695225e-02]
[ 1.03126575e-01 3.61372256e-01 -2.08757062e-01 6.37901150e-01
1.24327080e-01 -2.02139650e-03 -2.61285931e-01 -4.07449657e-01
-2.71949283e-01 -4.28325180e-01 6.86821015e-01 1.02132125e+00
-6.85039718e-01]
[ -3.31592500e-02 1.93154500e-01 4.01010129e-02 1.84495880e-01
5.57698265e-03 -6.98777729e-02 -2.89184555e-01 -3.88797821e-01
-2.88662493e-01 -3.06227866e-01 4.44897071e-01 1.05314612e+00
-6.11254828e-01]
[ -5.16492011e-02 -1.13083761e-01 -1.63333952e-01 3.01037563e-01
-1.58577005e-01 2.33577904e-01 -1.19044002e-01 -2.84333064e-01
-2.72279191e-01 -5.11055694e-01 2.09726372e-01 4.97997106e-01
-3.54436423e-01]
[ 7.86876314e-02 -3.81349023e-01 -5.23968852e-02 -3.43678725e-02
-1.10190747e-01 2.00407931e-01 7.85083430e-02 1.62651659e-01
-1.60988207e-01 -4.76477028e-02 -7.33874503e-02 3.05929902e-01
-1.67667838e-01]
[ 2.03569094e-01 -2.91674465e-01 -1.22174086e-01 -8.73776373e-02
-2.07835849e-01 1.22189233e-01 1.70690696e-02 -1.55272394e-01
-4.68443791e-02 -1.14398278e-01 -1.33044673e-01 -1.86130861e-01
-9.08182353e-02]
[ -1.35074357e-01 -8.08460722e-02 3.85054510e-02 -2.53289088e-01
-5.72615361e-02 -1.40936196e-01 5.12877359e-02 -1.54987827e-02
-7.30396191e-02 -1.29515825e-02 -3.05896356e-01 -4.34303259e-01
-2.34703944e-02]
[ -1.39984646e-01 -1.36807969e-01 -6.80305748e-02 -2.49559648e-01
-3.45759507e-01 -2.87931936e-01 1.45554548e-01 1.08803503e-01
1.86786552e-02 8.84744078e-02 -2.09307957e-01 -6.81775287e-01
-8.54240263e-03]
[ -1.66034787e-01 -2.30788578e-01 -2.95951970e-01 -3.42613817e-01
-2.73027134e-01 -2.08543130e-01 -3.06174797e-01 1.33158353e-01
-1.83877271e-02 -3.17855961e-01 -3.10725982e-01 -3.38548320e-01
-2.45237774e-01]
[ -1.08185141e-01 1.13858249e-01 2.59591791e-02 -2.34139126e-02
-2.18810674e-01 -1.69000909e-01 -8.07548585e-02 3.09703272e-02
-8.14919451e-02 -1.59786865e-01 -1.87343237e-01 -2.71160498e-01
-4.16677704e-02]
[ -3.49972541e-01 -1.22434049e-01 -2.71914102e-01 1.32969863e-01
-2.02170862e-01 -2.26226021e-01 -7.31273609e-02 -1.58236806e-01
3.93512704e-02 -6.59827107e-02 6.69091048e-02 -2.70440129e-01
-3.53806476e-02]
[ -1.27684993e-01 -3.25155952e-02 -2.58154993e-01 2.86855113e-02
-2.15023684e-01 -2.77229320e-01 -3.80758470e-01 -6.49652311e-02
3.29848366e-04 -2.53953375e-01 -2.43624522e-01 -3.00574646e-01
-4.90120254e-02]
[ -2.15781081e-01 -5.37623815e-01 -3.31625743e-01 -3.46572159e-01
-3.33332901e-01 -2.26179338e-01 2.71772620e-03 -2.91973127e-01
1.00616192e-01 -2.36569693e-01 -1.84193471e-01 -1.22000059e-01
-6.92771047e-02]
[ -2.12952672e-01 -2.98477591e-01 -3.13261011e-01 -1.44658970e-01
-9.79364813e-02 -1.47238646e-01 -8.33542431e-02 -4.48898430e-04
-1.88459819e-01 -5.00213358e-01 -2.44670773e-01 -1.63246513e-01
5.04449599e-02]
[ -1.22799883e-01 2.56496537e-02 -2.41006095e-01 -4.03854339e-01
-2.29753287e-01 -2.59248416e-01 -5.68661938e-02 -3.12687598e-01
4.70602830e-02 -4.28513616e-02 -3.24738548e-01 -9.32043646e-02
-2.78509634e-01]]
Progress: 10.2% ... Training loss: 0.269 ... Validation loss: 0.480[[-0.01391012]
[ 0.33487469]
[-0.15463593]
[ 0.81397107]
[ 0.30946848]
[ 0.02186667]
[-0.86996446]
[-1.00571066]
[-0.71491358]
[-1.02129404]
[ 1.10551427]
[ 2.73171077]
[-1.66986215]]
[[ -5.34692689e-01 -5.17671443e-01 -5.78140322e-01 -1.85062982e-01
-3.19122261e-01 -5.87803895e-01 -4.02706068e-01 -3.70772944e-01
-5.67036929e-01 -4.67525482e-01 -6.56557885e-03 4.18977293e-01
-2.01481353e-01]
[ 6.03934889e-03 -1.40332364e-01 5.24538932e-02 -3.18613598e-02
-4.48822559e-02 5.89860140e-02 -1.13102059e-01 2.45942394e-01
-1.18684600e-01 -1.54880725e-01 -5.29394675e-02 -6.11891400e-02
1.17054987e-01]
[ -1.97003124e-01 1.41362087e-01 -1.49099863e-02 1.57802200e-01
1.11734020e-01 -1.13441282e-01 1.43567060e-01 -3.94232147e-02
2.57670201e-01 -5.33067387e-02 3.13871998e-01 7.97893416e-01
4.84069035e-01]
[ 1.77837237e-01 -2.59824120e-01 -2.75360151e-01 -4.98404238e-02
-3.12730642e-01 -1.44604055e-03 1.83340335e-02 -3.59037972e-01
1.44266806e-01 -3.33732760e-01 -2.16606954e-01 -2.97451255e-01
-8.72991217e-02]
[ 1.05079239e-01 4.20700700e-02 9.76754859e-02 7.85455920e-02
-3.17987703e-03 7.12257955e-02 -9.25631905e-02 5.14340718e-02
-8.87390537e-03 1.41406282e-01 1.75388427e-01 -6.93836894e-03
-7.72766806e-02]
[ -4.84465810e-01 -5.69912019e-01 -6.08075100e-01 -5.33349962e-01
-5.67630104e-01 -5.62131286e-01 -3.28773286e-01 -2.18061980e-01
-4.48787452e-01 -2.99097535e-01 -3.97364392e-01 -5.67893923e-01
-3.45912809e-01]
[ -4.15849865e-01 -5.71017305e-01 -3.21108328e-01 -3.38727416e-01
-4.01198003e-01 -5.58309919e-01 -4.26175628e-01 -4.56704367e-01
-2.88746852e-01 -1.94822076e-01 -4.09049617e-01 -2.23493220e-01
-1.83226296e-01]
[ -3.17572701e-01 -3.56844524e-01 -4.59167311e-01 -2.32291591e-01
-3.15775994e-01 -4.11660252e-01 -2.00294388e-01 -1.27964786e-01
-2.42446476e-01 -3.80463756e-01 -1.96715045e-01 -4.12126700e-01
-1.69301208e-01]
[ -4.73091800e-01 -3.52894650e-01 -3.74886235e-01 -1.53917804e-01
-3.38860456e-01 -2.14011819e-01 -1.32889809e-01 -4.18460699e-01
-2.93081558e-01 -4.40873117e-01 -1.45881038e-01 -1.42485060e-01
-1.81469851e-01]
[ -9.48845592e-01 -9.16810224e-01 -9.73396463e-01 -7.34929721e-01
-1.00242277e+00 -9.76234087e-01 -6.67165116e-01 -6.51020778e-01
-7.72424160e-01 -5.74957424e-01 -6.86891031e-01 -4.63912032e-01
-3.90724499e-01]
[ -5.02985330e-01 -2.68678765e-01 -4.60969639e-01 -3.14030780e-01
-3.53645083e-01 -3.55044051e-01 -5.26938885e-01 -5.45331014e-01
-6.16341346e-01 -1.10991332e-01 -4.16869490e-01 -5.52236223e-01
-3.77015608e-01]
[ -1.17476150e-01 3.22467051e-02 -3.34636990e-01 -3.67039557e-01
-9.73015556e-02 -7.13539615e-02 -1.48925436e-01 -2.64573224e-01
-1.42086247e-01 1.32171356e-01 -3.28551137e-01 -4.99592343e-01
-2.28366981e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60781966e-01 -1.02894838e-01 1.61807180e-01 -2.32814683e-01
-1.20580560e-01 1.13935480e-01 -1.43753933e-01 -1.12829831e-02
-9.81009665e-02 4.46375974e-02 -1.09721743e-01 -2.49324259e-01
4.30919586e-02]
[ -8.17165883e-02 -2.58007236e-01 -1.78390057e-01 -2.77312779e-01
-4.76741019e-01 -8.40952572e-02 -3.81097484e-02 -1.30179065e-04
-5.42493572e-02 1.37136268e-02 -1.62765259e-01 -2.05014996e-01
-2.41260332e-01]
[ -7.49425727e-02 1.63208071e-03 -2.43187660e-01 -2.37270834e-01
1.38721897e-01 -1.62869063e-01 -1.71406269e-01 3.59666502e-02
-3.79776502e-03 -1.75955404e-02 -1.73867131e-01 2.88594366e-04
1.82484452e-02]
[ 2.90619048e-02 -1.54616287e-01 -1.52180327e-01 -3.13954891e-02
-1.14786711e-01 -1.06845819e-01 6.72218959e-02 -1.72381604e-01
-4.74796031e-02 -5.32664020e-02 2.36493808e-02 -1.06866230e-01
3.89196167e-02]
[ -2.83398082e-01 -1.45272404e-01 -6.96814426e-02 -1.01872791e-01
-3.06798704e-01 -2.71993104e-01 -3.44788617e-01 7.23253273e-02
-2.81820094e-01 -1.93812292e-01 1.74615270e-01 -3.73145807e-03
3.44053536e-01]
[ -2.15089568e-01 -1.28885557e-01 -7.90989020e-02 -6.36091017e-02
-8.20417354e-02 -1.14406408e-01 -3.80444676e-02 7.09869289e-02
-1.01571192e-01 3.33601121e-02 3.92899397e-02 -1.31253063e-01
4.64452005e-02]
[ -1.52972202e-01 -6.26414377e-02 -2.23128963e-01 -3.32507754e-01
-1.47017037e-01 -1.98668784e-01 -2.36890896e-01 -6.42606295e-02
1.90676323e-01 -1.62023268e-01 -3.03296373e-01 -2.75185958e-01
-1.08644182e-01]
[ -3.66145078e-01 -7.28844903e-02 -1.43743507e-01 -1.78631551e-01
-5.55890743e-02 -3.10117782e-01 7.22170993e-02 -3.90427472e-02
-1.02491562e-01 1.09561119e-01 -4.44681886e-03 -1.01291786e-01
-1.34514852e-01]
[ -1.68729234e-01 -1.59120776e-01 -4.34398345e-02 -1.46627085e-01
-1.38078325e-01 -2.93135221e-01 -5.44323702e-02 -8.51233413e-02
-2.56344748e-01 7.13964471e-02 1.88384930e-01 1.66464325e-02
-1.80353700e-01]
[ -1.38011410e-01 -1.78026264e-01 -1.11186022e-01 -2.76601446e-01
9.00022032e-02 -1.77237777e-02 -2.12389301e-01 -1.39598105e-01
9.47619936e-02 -9.63212701e-02 -1.65467075e-01 -1.41043498e-01
-3.12802310e-01]
[ -4.45108334e-02 -3.27840682e-02 -1.47283369e-01 -3.73867080e-02
-2.27989524e-01 6.33038954e-02 -8.82205344e-02 -4.23206874e-02
-2.34011355e-01 -7.60557150e-02 -6.67174199e-02 -3.01766370e-01
-1.65594577e-01]
[ -7.36173051e-02 3.72619593e-02 -1.31272033e-01 -2.83669214e-01
1.29724485e-01 2.10369530e-02 -2.45056400e-01 -1.97309619e-01
9.83660608e-02 -9.50460308e-02 -2.38279109e-01 -1.42368220e-01
-2.94828505e-01]
[ 8.41101978e-02 -3.17251117e-01 -7.90267922e-02 -4.31638657e-01
-2.26373809e-01 -8.77618968e-02 7.36651510e-02 1.16794072e-01
1.01479658e-02 3.05153034e-01 -4.91533512e-01 -6.26403289e-01
3.89236951e-01]
[ -2.17491403e-01 -2.56467825e-01 -1.25276478e-01 -2.89866352e-01
-3.07905424e-01 -9.17217033e-02 2.08440391e-01 5.20225558e-02
3.07079281e-01 5.33898537e-02 -3.72832275e-01 -8.19153371e-01
5.86897585e-01]
[ -8.37536774e-03 -1.94115939e-01 2.66455019e-02 -2.80128040e-01
-1.73017006e-01 1.67769503e-01 1.87095955e-01 2.48874167e-01
-2.07327610e-02 2.37815604e-01 -1.63662740e-01 -8.07793257e-01
6.28179274e-01]
[ 6.79018257e-03 -5.09121279e-02 -1.19604639e-01 -1.04117424e-01
-1.80408527e-01 -4.50379051e-02 2.76632595e-01 1.61992506e-01
2.53606022e-01 3.72409213e-01 -4.33712704e-01 -7.01983685e-01
6.48377259e-01]
[ -7.89060293e-02 -2.85336744e-01 6.42949837e-02 -3.55565279e-01
-1.51231482e-01 1.18599607e-01 3.54211177e-01 1.37621219e-01
-5.76273646e-02 1.74968883e-01 -5.27056719e-01 -7.57352498e-01
7.78856475e-01]
[ 1.23862943e-01 -9.23821793e-02 2.01024186e-02 -1.58352155e-01
-8.23145047e-02 -1.66110060e-02 2.30224564e-01 3.50468769e-01
3.95376461e-01 2.65902883e-01 -5.13064873e-01 -6.24630999e-01
4.59799529e-01]
[ -9.16907521e-03 -1.26300668e-01 1.83593523e-02 3.29012351e-02
-8.12560842e-02 -2.83414655e-01 7.18069090e-03 2.77163014e-01
-3.88617013e-02 5.60732283e-02 -2.14771327e-01 -5.67359665e-01
2.00499606e-01]
[ 7.73895224e-02 1.21467215e-01 -2.26688452e-03 7.49789145e-02
-8.32995807e-02 -5.95329228e-02 -2.07201366e-01 -2.00330958e-01
-2.89944041e-01 -1.71656512e-01 -1.62758803e-01 2.79951303e-01
-1.45274823e-01]
[ 3.80837807e-02 -7.37139260e-02 1.35826890e-01 2.05084085e-01
2.63088074e-01 9.07306260e-03 -4.18602676e-01 -3.88475224e-01
-1.34534969e-01 -5.44338967e-01 1.95224570e-01 1.06562698e+00
-4.66469738e-01]
[ 3.53665517e-02 7.97024767e-02 -2.10758764e-01 3.98235085e-02
2.99108969e-02 -3.44479105e-04 -1.55676161e-01 -3.23263334e-01
-2.85486237e-01 -1.72531752e-01 -5.43049099e-02 -4.20996631e-02
-1.67818697e-01]
[ -5.44531093e-02 -2.15430877e-01 6.65218443e-02 9.42603016e-02
-1.33159130e-01 -1.33617379e-01 4.40712605e-02 1.62977371e-03
8.72615479e-02 -3.57798373e-01 -3.03386688e-01 -2.61771912e-01
3.77614364e-02]
[ 1.68389542e-02 -2.79367234e-01 6.57164807e-02 -2.33942469e-01
-1.98072503e-01 -2.30813611e-01 -2.35511015e-01 9.68442582e-02
1.63984935e-02 1.65871013e-01 -1.83958085e-01 -5.41347821e-03
-4.79457507e-03]
[ 1.73643701e-01 5.67896405e-02 -1.04063021e-01 -1.89511277e-01
-5.23862897e-02 -1.01039315e-01 -1.91929888e-01 3.19370669e-02
-1.99458709e-01 -2.31317460e-01 -1.53328374e-01 1.96403951e-01
-1.39469824e-01]
[ -1.71162424e-01 -1.83048624e-01 -1.07814481e-01 -1.75774013e-01
-5.14120882e-02 2.74541583e-02 -1.81697576e-01 -1.65617593e-01
-1.37219223e-01 1.52963601e-02 -1.95271577e-01 3.32391684e-02
-2.41548158e-01]
[ -3.24679971e-02 -2.17983962e-01 -1.54509000e-01 -1.95322010e-01
-5.72591298e-02 4.48144962e-02 -1.94991033e-02 1.85910531e-02
-2.05935395e-01 -2.33605654e-01 -5.38597893e-02 -1.51923123e-01
-3.77353097e-02]
[ 1.16339228e-01 7.45167365e-02 -5.56496961e-03 -1.46794393e-01
-3.27313384e-01 8.75651752e-03 -1.40348668e-01 -2.40449686e-01
-3.10731288e-01 7.23091619e-02 -1.07055248e-01 -6.42666170e-02
-5.77232337e-02]
[ -6.36913955e-02 -6.46962036e-03 -2.84352007e-01 6.35115004e-03
6.98872327e-02 1.56122429e-01 -2.36815359e-01 -1.80817814e-01
-6.30783032e-02 -6.47497351e-02 1.67561141e-01 4.77694814e-01
-6.92407042e-02]
[ 1.03119611e-01 3.61888877e-01 -2.08824234e-01 6.39725677e-01
1.24798218e-01 -2.03198378e-03 -2.62117160e-01 -4.08592897e-01
-2.73619279e-01 -4.29659018e-01 6.89395779e-01 1.02344568e+00
-6.90113942e-01]
[ -3.31774249e-02 1.93849120e-01 3.99253331e-02 1.86517554e-01
6.07923348e-03 -6.98468776e-02 -2.91197493e-01 -3.90659822e-01
-2.89680766e-01 -3.08459682e-01 4.48678306e-01 1.06256681e+00
-6.14521486e-01]
[ -5.16350488e-02 -1.13367390e-01 -1.63233153e-01 3.00389771e-01
-1.58844419e-01 2.33550722e-01 -1.18099085e-01 -2.83314819e-01
-2.71712307e-01 -5.09963443e-01 2.08786813e-01 4.94865556e-01
-3.53385644e-01]
[ 7.86761138e-02 -3.80982815e-01 -5.25543820e-02 -3.30358642e-02
-1.09807883e-01 2.00428478e-01 7.74511031e-02 1.60712108e-01
-1.62094268e-01 -4.91812341e-02 -7.14369443e-02 3.11806498e-01
-1.71451448e-01]
[ 2.03573352e-01 -2.91685777e-01 -1.22209557e-01 -8.72463660e-02
-2.07822124e-01 1.22186627e-01 1.70316437e-02 -1.55545130e-01
-4.68570869e-02 -1.14767639e-01 -1.32753324e-01 -1.84871662e-01
-9.13485101e-02]
[ -1.35063681e-01 -8.09680450e-02 3.85613063e-02 -2.53698436e-01
-5.73667974e-02 -1.40952712e-01 5.18863147e-02 -1.48321667e-02
-7.25620180e-02 -1.23903460e-02 -3.06336073e-01 -4.35006924e-01
-2.24218002e-02]
[ -1.39981549e-01 -1.36953505e-01 -6.79784097e-02 -2.49961440e-01
-3.45872855e-01 -2.87935850e-01 1.45910074e-01 1.09545787e-01
1.89970453e-02 8.92337487e-02 -2.10029148e-01 -6.83835579e-01
-7.21085283e-03]
[ -1.66077705e-01 -2.29380570e-01 -2.96368567e-01 -3.39084665e-01
-2.71711803e-01 -2.08470510e-01 -3.09450038e-01 1.27751528e-01
-2.14659105e-02 -3.22612135e-01 -3.04165165e-01 -3.23125527e-01
-2.55029819e-01]
[ -1.08236858e-01 1.14983450e-01 2.55745941e-02 -1.98516677e-02
-2.18020586e-01 -1.68929745e-01 -8.43661879e-02 2.73517691e-02
-8.39916367e-02 -1.63490050e-01 -1.81906166e-01 -2.56922397e-01
-4.88056009e-02]
[ -3.49966735e-01 -1.22215932e-01 -2.71896671e-01 1.32949218e-01
-2.02082634e-01 -2.26228378e-01 -7.28132695e-02 -1.57995640e-01
3.95698344e-02 -6.52562487e-02 6.64328548e-02 -2.72764635e-01
-3.36242373e-02]
[ -1.27632071e-01 -3.39539791e-02 -2.57675473e-01 2.46160345e-02
-2.16419313e-01 -2.77325073e-01 -3.76402675e-01 -6.10775925e-02
4.55381063e-03 -2.49946988e-01 -2.48771807e-01 -3.14290207e-01
-3.84658472e-02]
[ -2.15809797e-01 -5.37524595e-01 -3.31758431e-01 -3.44846029e-01
-3.33075827e-01 -2.26177825e-01 2.56655670e-03 -2.92450188e-01
9.89107306e-02 -2.37164108e-01 -1.81052044e-01 -1.14080504e-01
-7.24611440e-02]
[ -2.12949261e-01 -2.98810592e-01 -3.13155565e-01 -1.45189580e-01
-9.81862623e-02 -1.47247516e-01 -8.24277147e-02 6.71244710e-04
-1.87659683e-01 -4.98703144e-01 -2.45495948e-01 -1.62558276e-01
5.33187997e-02]
[ -1.22753067e-01 2.45894972e-02 -2.40632380e-01 -4.06367562e-01
-2.30522759e-01 -2.59326228e-01 -5.38413069e-02 -3.09788029e-01
4.90513641e-02 -3.94395461e-02 -3.28227494e-01 -1.03556235e-01
-2.74246119e-01]]
Progress: 10.2% ... Training loss: 0.271 ... Validation loss: 0.477[[-0.0069318 ]
[ 0.33857598]
[-0.15118637]
[ 0.82622087]
[ 0.31319678]
[ 0.02457269]
[-0.85474964]
[-0.99894708]
[-0.69763381]
[-1.01645272]
[ 1.11589508]
[ 2.76479893]
[-1.64486325]]
[[ -5.34743863e-01 -5.16107301e-01 -5.78790529e-01 -1.79183174e-01
-3.17490300e-01 -5.87746909e-01 -4.08580565e-01 -3.75972006e-01
-5.70994634e-01 -4.74146838e-01 3.20056785e-03 4.51764886e-01
-2.17149545e-01]
[ 6.03183682e-03 -1.40048149e-01 5.23456249e-02 -3.09009323e-02
-4.46342936e-02 5.89959631e-02 -1.13712414e-01 2.44989635e-01
-1.19146973e-01 -1.55723008e-01 -5.17527839e-02 -5.98064228e-02
1.15011073e-01]
[ -1.97137429e-01 1.45806232e-01 -1.65542787e-02 1.68213170e-01
1.15449284e-01 -1.13230582e-01 1.32754817e-01 -5.65998094e-02
2.48934299e-01 -6.97033583e-02 3.31767554e-01 8.40184497e-01
4.58716941e-01]
[ 1.77693326e-01 -2.57091951e-01 -2.76775245e-01 -4.37449147e-02
-3.09817041e-01 -1.23244029e-03 1.24092949e-02 -3.68796090e-01
1.38072685e-01 -3.42376389e-01 -2.08273527e-01 -2.65800143e-01
-9.71899409e-02]
[ 1.05242750e-01 3.85452116e-02 9.90069310e-02 6.90263740e-02
-6.69133378e-03 7.09907203e-02 -8.54855558e-02 6.48308237e-02
-2.21625580e-03 1.54808898e-01 1.61135790e-01 -5.11141687e-02
-6.11012424e-02]
[ -4.84373086e-01 -5.72856743e-01 -6.06962832e-01 -5.39693856e-01
-5.70209432e-01 -5.62295205e-01 -3.23719753e-01 -2.08425562e-01
-4.44846776e-01 -2.88967100e-01 -4.07937586e-01 -5.90280188e-01
-3.35779925e-01]
[ -4.15909543e-01 -5.70374826e-01 -3.21501993e-01 -3.34959120e-01
-4.00180588e-01 -5.58248632e-01 -4.31639557e-01 -4.61269863e-01
-2.92838740e-01 -1.99837925e-01 -4.04631209e-01 -2.03987883e-01
-1.95978686e-01]
[ -3.17660762e-01 -3.53860258e-01 -4.60146605e-01 -2.24465625e-01
-3.13381137e-01 -4.11541561e-01 -2.07650022e-01 -1.37715693e-01
-2.48890639e-01 -3.89657133e-01 -1.84230038e-01 -3.78083712e-01
-1.88921530e-01]
[ -4.73122164e-01 -3.51778577e-01 -3.75314404e-01 -1.51093880e-01
-3.37931470e-01 -2.13955271e-01 -1.35677795e-01 -4.21506084e-01
-2.95150439e-01 -4.44773821e-01 -1.41151062e-01 -1.30396868e-01
-1.87501430e-01]
[ -9.48967646e-01 -9.13425391e-01 -9.74729663e-01 -7.22755997e-01
-9.99354039e-01 -9.76084457e-01 -6.80421425e-01 -6.64044945e-01
-7.83006751e-01 -5.88391122e-01 -6.68658282e-01 -4.08479649e-01
-4.27023679e-01]
[ -5.02992636e-01 -2.68681235e-01 -4.60911824e-01 -3.14285903e-01
-3.53565516e-01 -3.55048738e-01 -5.27002972e-01 -5.44003235e-01
-6.16508866e-01 -1.09295633e-01 -4.17935547e-01 -5.52482778e-01
-3.75298160e-01]
[ -1.17432169e-01 3.06624363e-02 -3.34050464e-01 -3.70883866e-01
-9.86879244e-02 -7.14262973e-02 -1.46159056e-01 -2.60602206e-01
-1.40000391e-01 1.35929860e-01 -3.34657632e-01 -5.11527919e-01
-2.22056658e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60744367e-01 -1.03677269e-01 1.62168447e-01 -2.34911953e-01
-1.21187199e-01 1.13870520e-01 -1.41753257e-01 -7.98022284e-03
-9.65410350e-02 4.81566956e-02 -1.12540675e-01 -2.54245276e-01
4.70606333e-02]
[ -8.17292005e-02 -2.57802508e-01 -1.78488871e-01 -2.76786682e-01
-4.76569470e-01 -8.40826193e-02 -3.90853285e-02 -1.69703163e-03
-5.49970298e-02 1.23068717e-02 -1.61701361e-01 -2.01015851e-01
-2.43239047e-01]
[ -7.49053086e-02 -1.40400425e-04 -2.42579232e-01 -2.40294395e-01
1.37312282e-01 -1.62938848e-01 -1.69182944e-01 4.21302959e-02
-2.54807586e-03 -1.19421611e-02 -1.80064258e-01 -1.19170254e-02
2.23769206e-02]
[ 2.89939139e-02 -1.52884204e-01 -1.52917391e-01 -2.54211641e-02
-1.13110595e-01 -1.06766488e-01 6.19390851e-02 -1.78692861e-01
-5.15222831e-02 -6.00829532e-02 3.22161171e-02 -8.48320027e-02
2.40574436e-02]
[ -2.83356814e-01 -1.46971048e-01 -6.90166801e-02 -1.06683945e-01
-3.08363438e-01 -2.72058655e-01 -3.42166291e-01 7.70718292e-02
-2.79012819e-01 -1.88822625e-01 1.66566267e-01 -2.23684164e-02
3.54283038e-01]
[ -2.15108804e-01 -1.28306037e-01 -7.93633178e-02 -6.17476458e-02
-8.14130408e-02 -1.14374944e-01 -4.00043238e-02 6.79099580e-02
-1.03253114e-01 3.05300305e-02 4.23628046e-02 -1.20651911e-01
4.01862230e-02]
[ -1.53025031e-01 -6.08406530e-02 -2.23653975e-01 -3.28441297e-01
-1.45550422e-01 -1.98592588e-01 -2.41541600e-01 -6.98722346e-02
1.85884357e-01 -1.67207433e-01 -2.96845382e-01 -2.56051893e-01
-1.20401406e-01]
[ -3.66133463e-01 -7.32347061e-02 -1.43630998e-01 -1.79782362e-01
-5.59119540e-02 -3.10137203e-01 7.37326445e-02 -3.77370248e-02
-1.01412049e-01 1.10714417e-01 -6.27194681e-03 -1.07160502e-01
-1.31206014e-01]
[ -1.68784192e-01 -1.57215934e-01 -4.41550674e-02 -1.40753662e-01
-1.36456632e-01 -2.93054993e-01 -5.99753250e-02 -9.17091702e-02
-2.59942763e-01 6.42050118e-02 1.98555865e-01 4.36686928e-02
-1.94288402e-01]
[ -1.38014734e-01 -1.77875794e-01 -1.11277663e-01 -2.76417928e-01
9.01115308e-02 -1.77167821e-02 -2.12630395e-01 -1.40182710e-01
9.45206058e-02 -9.67927950e-02 -1.64968618e-01 -1.39803901e-01
-3.13234102e-01]
[ -4.45181870e-02 -3.25887264e-02 -1.47335908e-01 -3.66735797e-02
-2.27868874e-01 6.33159483e-02 -8.86573331e-02 -4.25822648e-02
-2.34399723e-01 -7.64322020e-02 -6.59090651e-02 -2.99201648e-01
-1.66601943e-01]
[ -7.36121283e-02 3.70960541e-02 -1.31223140e-01 -2.83710530e-01
1.29595636e-01 2.10303729e-02 -2.44882490e-01 -1.96554922e-01
9.84974080e-02 -9.40639668e-02 -2.38960959e-01 -1.44080823e-01
-2.94504452e-01]
[ 8.41033404e-02 -3.17103706e-01 -7.91051551e-02 -4.31213275e-01
-2.26216677e-01 -8.77528717e-02 7.29862474e-02 1.15911582e-01
9.53101302e-03 3.04236351e-01 -4.90927516e-01 -6.24131039e-01
3.87395605e-01]
[ -2.17499314e-01 -2.56407536e-01 -1.25305354e-01 -2.89906369e-01
-3.07888948e-01 -9.17121088e-02 2.08568346e-01 5.21113140e-02
3.06910517e-01 5.30837207e-02 -3.73171729e-01 -8.21157260e-01
5.87322461e-01]
[ -8.37649675e-03 -1.94108310e-01 2.66335357e-02 -2.80085463e-01
-1.73013412e-01 1.67770871e-01 1.86998596e-01 2.48796931e-01
-2.08436623e-02 2.37704290e-01 -1.63616848e-01 -8.07562461e-01
6.27968081e-01]
[ 6.79361920e-03 -5.09574204e-02 -1.19582748e-01 -1.04321308e-01
-1.80453671e-01 -4.50433145e-02 2.76961117e-01 1.62330992e-01
2.53832382e-01 3.72719277e-01 -4.33930916e-01 -7.02360894e-01
6.49240349e-01]
[ -7.89049183e-02 -2.85360090e-01 6.43114261e-02 -3.55630696e-01
-1.51240801e-01 1.18596874e-01 3.54277484e-01 1.37832592e-01
-5.76173006e-02 1.75211565e-01 -5.27173851e-01 -7.57396311e-01
7.79103128e-01]
[ 1.23857304e-01 -9.23633237e-02 2.00752453e-02 -1.58557278e-01
-8.23760467e-02 -1.66094382e-02 2.30295905e-01 3.50422691e-01
3.95336757e-01 2.66021942e-01 -5.13593121e-01 -6.26091365e-01
4.59991220e-01]
[ -9.17205634e-03 -1.26209993e-01 1.83222189e-02 3.32342251e-02
-8.11671181e-02 -2.83410923e-01 6.91009696e-03 2.76734012e-01
-3.90765561e-02 5.56835533e-02 -2.14341555e-01 -5.66391393e-01
1.99692348e-01]
[ 7.73482610e-02 1.22365271e-01 -2.58896544e-03 7.93871581e-02
-8.25545835e-02 -5.94846215e-02 -2.10961258e-01 -2.03208038e-01
-2.92533804e-01 -1.74915387e-01 -1.57065601e-01 2.98595233e-01
-1.55613314e-01]
[ 3.80760441e-02 -7.39619548e-02 1.35971786e-01 2.05216745e-01
2.63095806e-01 9.07931621e-03 -4.18800645e-01 -3.87511533e-01
-1.34829715e-01 -5.43451897e-01 1.94598899e-01 1.06644060e+00
-4.65765794e-01]
[ 3.53754004e-02 7.95676654e-02 -2.10729417e-01 3.96172512e-02
2.98138393e-02 -3.50018879e-04 -1.55490261e-01 -3.22884940e-01
-2.85226708e-01 -1.71911245e-01 -5.48221694e-02 -4.35411733e-02
-1.67408252e-01]
[ -5.44806268e-02 -2.14824543e-01 6.61949236e-02 9.62468883e-02
-1.32567073e-01 -1.33578223e-01 4.18336165e-02 -9.53373698e-04
8.51657430e-02 -3.60268471e-01 -3.00844039e-01 -2.53893758e-01
3.27042231e-02]
[ 1.68114378e-02 -2.78632357e-01 6.54562632e-02 -2.32623090e-01
-1.97583274e-01 -2.30784875e-01 -2.37826639e-01 9.40566097e-02
1.41761809e-02 1.62738105e-01 -1.81385739e-01 3.09936325e-03
-9.76268843e-03]
[ 1.73628910e-01 5.72903578e-02 -1.04226881e-01 -1.88477557e-01
-5.19288011e-02 -1.01027833e-01 -1.93525009e-01 2.96931608e-02
-2.00424321e-01 -2.33712235e-01 -1.50828033e-01 2.03989382e-01
-1.43853398e-01]
[ -1.71186453e-01 -1.82029535e-01 -1.08169131e-01 -1.73026562e-01
-5.03725804e-02 2.74931592e-02 -1.84840981e-01 -1.69761414e-01
-1.39722505e-01 1.06413672e-02 -1.89447933e-01 5.25923437e-02
-2.50714228e-01]
[ -3.24548202e-02 -2.18295782e-01 -1.54402422e-01 -1.96438256e-01
-5.75299877e-02 4.47957343e-02 -1.85000199e-02 1.95244088e-02
-2.05045555e-01 -2.32488996e-01 -5.55766741e-02 -1.55552431e-01
-3.51598447e-02]
[ 1.16326515e-01 7.48876201e-02 -5.70995311e-03 -1.46057932e-01
-3.27039656e-01 8.77392681e-03 -1.41006370e-01 -2.41622224e-01
-3.11217945e-01 7.12081495e-02 -1.05778525e-01 -6.14595360e-02
-5.94363490e-02]
[ -6.36763310e-02 -6.90850289e-03 -2.84202498e-01 5.46817589e-03
6.94815434e-02 1.56095425e-01 -2.35956989e-01 -1.79248615e-01
-6.22894882e-02 -6.27526239e-02 1.65828469e-01 4.73460900e-01
-6.70509646e-02]
[ 1.03150437e-01 3.60995300e-01 -2.08609185e-01 6.37537627e-01
1.24144610e-01 -2.06854226e-03 -2.61104756e-01 -4.06089314e-01
-2.72447446e-01 -4.26919163e-01 6.85559885e-01 1.01267684e+00
-6.87592223e-01]
[ -3.31562761e-02 1.93057536e-01 4.02745945e-02 1.85575162e-01
5.40052871e-03 -6.98900943e-02 -2.89933086e-01 -3.88382214e-01
-2.88684774e-01 -3.06359758e-01 4.46957393e-01 1.05788683e+00
-6.12902257e-01]
[ -5.16417948e-02 -1.12984472e-01 -1.63318500e-01 3.01827146e-01
-1.58517368e-01 2.33560870e-01 -1.18869767e-01 -2.84500486e-01
-2.72437543e-01 -5.10710007e-01 2.10956566e-01 5.00241598e-01
-3.56466482e-01]
[ 7.86796083e-02 -3.81024330e-01 -5.25170512e-02 -3.31818058e-02
-1.09872681e-01 2.00422430e-01 7.73827633e-02 1.60998008e-01
-1.62012016e-01 -4.88472629e-02 -7.18000918e-02 3.10999848e-01
-1.71105217e-01]
[ 2.03575571e-01 -2.91691162e-01 -1.22186361e-01 -8.72464395e-02
-2.07866386e-01 1.22182846e-01 1.70611432e-02 -1.55093446e-01
-4.70094351e-02 -1.14337174e-01 -1.32802845e-01 -1.84561861e-01
-9.14584647e-02]
[ -1.35064603e-01 -8.09449981e-02 3.85761918e-02 -2.53801887e-01
-5.73921290e-02 -1.40952222e-01 5.17305824e-02 -1.47014529e-02
-7.27463856e-02 -1.23186005e-02 -3.06603906e-01 -4.35791927e-01
-2.22001706e-02]
[ -1.39978502e-01 -1.37081952e-01 -6.79340833e-02 -2.50390148e-01
-3.45952570e-01 -2.87940455e-01 1.46361237e-01 1.10116284e-01
1.92794100e-02 8.97681736e-02 -2.10596427e-01 -6.85106238e-01
-6.11980817e-03]
[ -1.66091501e-01 -2.29040534e-01 -2.96570010e-01 -3.38139390e-01
-2.71424760e-01 -2.08453460e-01 -3.11915172e-01 1.26295980e-01
-2.38034606e-02 -3.24145979e-01 -3.02989442e-01 -3.16037189e-01
-2.61375936e-01]
[ -1.08244626e-01 1.15345548e-01 2.54305934e-02 -1.85656237e-02
-2.17678728e-01 -1.68919411e-01 -8.51075513e-02 2.60413780e-02
-8.46407169e-02 -1.64651084e-01 -1.80167524e-01 -2.53919903e-01
-5.15935424e-02]
[ -3.49956632e-01 -1.22503654e-01 -2.71715590e-01 1.32868133e-01
-2.02412607e-01 -2.26258624e-01 -7.23857813e-02 -1.56509456e-01
4.04681893e-02 -6.34302606e-02 6.58333552e-02 -2.69769255e-01
-3.26157243e-02]
[ -1.27637820e-01 -3.38631970e-02 -2.57749527e-01 2.53206420e-02
-2.16243745e-01 -2.77309077e-01 -3.77425516e-01 -6.23802875e-02
3.89272750e-03 -2.50696818e-01 -2.48158387e-01 -3.11927230e-01
-4.10144924e-02]
[ -2.15814366e-01 -5.38327986e-01 -3.31472700e-01 -3.45086253e-01
-3.33621413e-01 -2.26199992e-01 2.86727323e-03 -2.90134451e-01
9.86056156e-02 -2.35252415e-01 -1.82631122e-01 -1.14061686e-01
-7.28380157e-02]
[ -2.12972834e-01 -2.98173980e-01 -3.13361770e-01 -1.43149717e-01
-9.75963016e-02 -1.47215214e-01 -8.38151725e-02 -8.39669431e-04
-1.88801978e-01 -5.00031993e-01 -2.42786690e-01 -1.56716741e-01
4.96915037e-02]
[ -1.22793094e-01 2.60491739e-02 -2.41162347e-01 -4.02947752e-01
-2.29279700e-01 -2.59276889e-01 -5.95067309e-02 -3.15735771e-01
4.45838767e-02 -4.63831665e-02 -3.21225764e-01 -8.16155247e-02
-2.87839169e-01]]
Progress: 10.2% ... Training loss: 0.293 ... Validation loss: 0.469[[-0.0266842 ]
[ 0.31142428]
[-0.17335513]
[ 0.79474403]
[ 0.28709135]
[ 0.00374611]
[-0.89173371]
[-1.03797787]
[-0.73640022]
[-1.05431315]
[ 1.07422284]
[ 2.70849123]
[-1.7055773 ]]
[[ -5.34717151e-01 -5.17243820e-01 -5.78111524e-01 -1.84043565e-01
-3.18995470e-01 -5.87833865e-01 -4.00636179e-01 -3.65409873e-01
-5.64795790e-01 -4.65072905e-01 -6.33478127e-03 4.25274296e-01
-1.96727801e-01]
[ 6.03464775e-03 -1.40191764e-01 5.23952307e-02 -3.13693903e-02
-4.47449221e-02 5.89867238e-02 -1.13245970e-01 2.45267102e-01
-1.18720840e-01 -1.55563224e-01 -5.21772614e-02 -6.18329487e-02
1.16069277e-01]
[ -1.97090253e-01 1.39873877e-01 -1.44862227e-02 1.52330111e-01
1.09488772e-01 -1.13409840e-01 1.50074196e-01 -3.50130330e-02
2.65412448e-01 -5.17023833e-02 3.04492920e-01 7.70381726e-01
5.06546828e-01]
[ 1.77675902e-01 -2.53492129e-01 -2.78332378e-01 -3.35956736e-02
-3.06339269e-01 -1.12658997e-03 5.64125132e-03 -3.83533271e-01
1.31800817e-01 -3.55430879e-01 -1.91164700e-01 -2.24296012e-01
-1.18848529e-01]
[ 1.05247642e-01 3.74565151e-02 9.96376459e-02 6.41862096e-02
-7.57512305e-03 7.09870905e-02 -8.57980678e-02 6.96022316e-02
-1.76684332e-03 1.59950969e-01 1.52307215e-01 -6.53232267e-02
-5.59587751e-02]
[ -4.84356224e-01 -5.73537773e-01 -6.06598575e-01 -5.42106922e-01
-5.70643638e-01 -5.62361670e-01 -3.21639191e-01 -2.04718438e-01
-4.43436570e-01 -2.85253977e-01 -4.11032992e-01 -5.95567007e-01
-3.32570834e-01]
[ -4.15893248e-01 -5.71262604e-01 -3.20945094e-01 -3.38027956e-01
-4.01289176e-01 -5.58318699e-01 -4.27897434e-01 -4.56468548e-01
-2.89874987e-01 -1.93422752e-01 -4.10528037e-01 -2.18117476e-01
-1.85853559e-01]
[ -3.17597513e-01 -3.58298081e-01 -4.58645421e-01 -2.36928802e-01
-3.17570916e-01 -4.11752002e-01 -1.93231059e-01 -1.20869396e-01
-2.36354289e-01 -3.75004599e-01 -2.04282314e-01 -4.30665872e-01
-1.54069297e-01]
[ -4.73104667e-01 -3.52750596e-01 -3.74977045e-01 -1.53224469e-01
-3.38666140e-01 -2.14028342e-01 -1.32565183e-01 -4.18795172e-01
-2.92933888e-01 -4.41897645e-01 -1.43580565e-01 -1.36427579e-01
-1.82449706e-01]
[ -9.48885561e-01 -9.18809000e-01 -9.72638296e-01 -7.38048302e-01
-1.00430017e+00 -9.76382424e-01 -6.62292845e-01 -6.41213700e-01
-7.68571335e-01 -5.66024720e-01 -6.94070353e-01 -4.72254287e-01
-3.84218541e-01]
[ -5.02976768e-01 -2.69615594e-01 -4.60431428e-01 -3.17429483e-01
-3.54564877e-01 -3.55120299e-01 -5.23808248e-01 -5.40438252e-01
-6.13517542e-01 -1.06087186e-01 -4.21498727e-01 -5.60850813e-01
-3.68251994e-01]
[ -1.17416220e-01 3.00017556e-02 -3.33862528e-01 -3.72523649e-01
-9.92096798e-02 -7.14768143e-02 -1.44128099e-01 -2.58932786e-01
-1.38300272e-01 1.38012017e-01 -3.37156394e-01 -5.17414530e-01
-2.18669786e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60727782e-01 -1.04332927e-01 1.62511863e-01 -2.36724920e-01
-1.21744850e-01 1.13804530e-01 -1.39927809e-01 -4.49309493e-03
-9.53801334e-02 5.15270923e-02 -1.15045054e-01 -2.58305591e-01
5.06320975e-02]
[ -8.17234338e-02 -2.58222563e-01 -1.78353796e-01 -2.77962969e-01
-4.76859221e-01 -8.41015320e-02 -3.80907256e-02 -1.09388304e-04
-5.42940274e-02 1.42218277e-02 -1.63774300e-01 -2.06461233e-01
-2.41774397e-01]
[ -7.49067832e-02 1.50614023e-04 -2.42650852e-01 -2.40042642e-01
1.37596042e-01 -1.62933539e-01 -1.69571144e-01 4.10940432e-02
-2.62739887e-03 -1.29615935e-02 -1.78982508e-01 -8.57381399e-03
2.12888411e-02]
[ 2.90115467e-02 -1.53576119e-01 -1.52501084e-01 -2.87060393e-02
-1.13944440e-01 -1.06819675e-01 6.52537948e-02 -1.74943534e-01
-4.90475399e-02 -5.54851391e-02 2.69238907e-02 -1.00962687e-01
3.36659369e-02]
[ -2.83357194e-01 -1.47021009e-01 -6.90221268e-02 -1.06955093e-01
-3.08420460e-01 -2.72058894e-01 -3.42329228e-01 7.73212297e-02
-2.79192173e-01 -1.88866192e-01 1.66319589e-01 -2.19615817e-02
3.54554143e-01]
[ -2.15109667e-01 -1.28795432e-01 -7.90844016e-02 -6.28027330e-02
-8.20503627e-02 -1.14396755e-01 -3.81553048e-02 7.06927320e-02
-1.01832694e-01 3.30975440e-02 3.95543291e-02 -1.23351356e-01
4.38861111e-02]
[ -1.52998439e-01 -6.29724879e-02 -2.22973948e-01 -3.34044904e-01
-1.47499749e-01 -1.98682461e-01 -2.35304567e-01 -6.17713521e-02
1.92190360e-01 -1.60835533e-01 -3.05500150e-01 -2.82101268e-01
-1.03454886e-01]
[ -3.66116330e-01 -7.44843156e-02 -1.43188147e-01 -1.82816531e-01
-5.71034318e-02 -3.10195685e-01 7.79541047e-02 -3.32959737e-02
-9.81552781e-02 1.15762113e-01 -1.17098458e-02 -1.20331206e-01
-1.22092084e-01]
[ -1.68768744e-01 -1.57814881e-01 -4.39541641e-02 -1.42638627e-01
-1.36948973e-01 -2.93098753e-01 -5.76607153e-02 -8.97358855e-02
-2.58105241e-01 6.61358816e-02 1.95581114e-01 3.58537119e-02
-1.89805758e-01]
[ -1.38011240e-01 -1.78212414e-01 -1.11118112e-01 -2.77030288e-01
8.98433537e-02 -1.77406907e-02 -2.11390590e-01 -1.38972832e-01
9.52331617e-02 -9.55552399e-02 -1.65712628e-01 -1.41151549e-01
-3.11058625e-01]
[ -4.45125180e-02 -3.27047720e-02 -1.47291783e-01 -3.70185406e-02
-2.27929003e-01 6.32993789e-02 -8.79626902e-02 -4.20789952e-02
-2.33838244e-01 -7.59561785e-02 -6.60457025e-02 -2.99080079e-01
-1.65283350e-01]
[ -7.36038276e-02 3.65664319e-02 -1.31087545e-01 -2.84957525e-01
1.29181674e-01 2.09977531e-02 -2.43668423e-01 -1.95537661e-01
9.94495472e-02 -9.28586861e-02 -2.40643958e-01 -1.49263188e-01
-2.92830963e-01]
[ 8.41094219e-02 -3.17290893e-01 -7.90194415e-02 -4.31876741e-01
-2.26405713e-01 -8.77708989e-02 7.40150089e-02 1.16762100e-01
1.03345215e-02 3.05268345e-01 -4.91882936e-01 -6.26874567e-01
3.89808271e-01]
[ -2.17491786e-01 -2.56904754e-01 -1.25146504e-01 -2.91497516e-01
-3.08282509e-01 -9.17383105e-02 2.10735494e-01 5.44822819e-02
3.08944859e-01 5.48835709e-02 -3.75418466e-01 -8.29072743e-01
5.93363232e-01]
[ -8.37069893e-03 -1.94314526e-01 2.67314821e-02 -2.81055807e-01
-1.73230747e-01 1.67751757e-01 1.88212625e-01 2.49778906e-01
-1.99343586e-02 2.38964947e-01 -1.65046042e-01 -8.11067710e-01
6.31051299e-01]
[ 6.79818308e-03 -5.11408103e-02 -1.19516953e-01 -1.05063099e-01
-1.80627729e-01 -4.50558905e-02 2.78224571e-01 1.63455900e-01
2.54717068e-01 3.74037355e-01 -4.35128404e-01 -7.05892715e-01
6.52040820e-01]
[ -7.89011102e-02 -2.85499324e-01 6.43708186e-02 -3.56199718e-01
-1.51395931e-01 1.18583279e-01 3.55136066e-01 1.38404639e-01
-5.70864218e-02 1.75898081e-01 -5.27699598e-01 -7.59219696e-01
7.81196329e-01]
[ 1.23853609e-01 -9.21945659e-02 2.00047499e-02 -1.58149777e-01
-8.22355662e-02 -1.65972582e-02 2.29790943e-01 3.49841031e-01
3.94913587e-01 2.65377100e-01 -5.13148364e-01 -6.25189617e-01
4.58977279e-01]
[ -9.16617060e-03 -1.26780795e-01 1.84824164e-02 3.18924143e-02
-8.16669651e-02 -2.83426854e-01 8.44850907e-03 2.78764001e-01
-3.76729374e-02 5.72805644e-02 -2.16395079e-01 -5.73481953e-01
2.03801173e-01]
[ 7.73397570e-02 1.22983282e-01 -2.73287598e-03 8.19449841e-02
-8.20196399e-02 -5.94589727e-02 -2.12425871e-01 -2.04013155e-01
-2.93969645e-01 -1.76319887e-01 -1.54190428e-01 3.10063061e-01
-1.60735416e-01]
[ 3.80721734e-02 -7.37843268e-02 1.35881866e-01 2.05845980e-01
2.63301787e-01 9.09306142e-03 -4.19181012e-01 -3.88051039e-01
-1.35311149e-01 -5.44061871e-01 1.95440651e-01 1.06920791e+00
-4.66679632e-01]
[ 3.53792992e-02 7.92900823e-02 -2.10644240e-01 3.89919677e-02
2.95901943e-02 -3.64618026e-04 -1.54927882e-01 -3.22278484e-01
-2.84834976e-01 -1.71166470e-01 -5.58324884e-02 -4.59003256e-02
-1.66357465e-01]
[ -5.44684223e-02 -2.15755625e-01 6.65605224e-02 9.30067511e-02
-1.33616702e-01 -1.33631562e-01 4.49919502e-02 2.79268365e-03
8.77216781e-02 -3.57732850e-01 -3.05353975e-01 -2.63141338e-01
3.95464527e-02]
[ 1.68160472e-02 -2.79037072e-01 6.56074576e-02 -2.33695951e-01
-1.97938556e-01 -2.30799100e-01 -2.37020231e-01 9.54702414e-02
1.49252828e-02 1.63979323e-01 -1.82943286e-01 -8.65897505e-04
-7.43994798e-03]
[ 1.73636389e-01 5.64421048e-02 -1.03930862e-01 -1.90442023e-01
-5.25996166e-02 -1.01054540e-01 -1.91794467e-01 3.24031129e-02
-1.99111628e-01 -2.31250978e-01 -1.53997840e-01 1.98045529e-01
-1.39188481e-01]
[ -1.71159745e-01 -1.84023111e-01 -1.07425695e-01 -1.78637331e-01
-5.23320827e-02 2.73880820e-02 -1.79325334e-01 -1.62684990e-01
-1.34888618e-01 1.87633233e-02 -1.99121405e-01 2.95750773e-02
-2.36327505e-01]
[ -3.24622823e-02 -2.17963189e-01 -1.54517397e-01 -1.95939669e-01
-5.71423148e-02 4.48219374e-02 -1.91445370e-02 1.81601344e-02
-2.05206843e-01 -2.34318428e-01 -5.44375107e-02 -1.53247865e-01
-3.63374070e-02]
[ 1.16325001e-01 7.49922226e-02 -5.67261256e-03 -1.46317812e-01
-3.27044226e-01 8.77074142e-03 -1.40910242e-01 -2.41889747e-01
-3.11137824e-01 7.12526951e-02 -1.05822646e-01 -6.33123237e-02
-5.91561187e-02]
[ -6.36699540e-02 -7.36192130e-03 -2.84058976e-01 4.41980206e-03
6.90340271e-02 1.56069156e-01 -2.35040173e-01 -1.77811997e-01
-6.12227350e-02 -6.11981664e-02 1.64145403e-01 4.70650969e-01
-6.44788843e-02]
[ 1.03156999e-01 3.60708386e-01 -2.08519831e-01 6.37338310e-01
1.24021468e-01 -2.09552295e-03 -2.60378057e-01 -4.05554992e-01
-2.72005060e-01 -4.26074667e-01 6.85298576e-01 1.00862433e+00
-6.88347547e-01]
[ -3.31530405e-02 1.92891766e-01 4.03460459e-02 1.85147526e-01
5.30689213e-03 -6.98997265e-02 -2.89686680e-01 -3.87730863e-01
-2.88457616e-01 -3.05666392e-01 4.46210944e-01 1.05629648e+00
-6.12437336e-01]
[ -5.16360767e-02 -1.12856647e-01 -1.63278625e-01 3.02410354e-01
-1.58461255e-01 2.33541216e-01 -1.19051820e-01 -2.84724031e-01
-2.72623265e-01 -5.09961652e-01 2.11964072e-01 5.02233676e-01
-3.58617563e-01]
[ 7.86822366e-02 -3.81219664e-01 -5.24357980e-02 -3.36912741e-02
-1.10087424e-01 2.00410237e-01 7.79884131e-02 1.62081113e-01
-1.61541995e-01 -4.81480014e-02 -7.28277483e-02 3.09061688e-01
-1.69475086e-01]
[ 2.03592052e-01 -2.92349684e-01 -1.21946184e-01 -8.93668958e-02
-2.08478265e-01 1.22130967e-01 1.91927615e-02 -1.52839393e-01
-4.52932202e-02 -1.11984777e-01 -1.35736429e-01 -1.91806575e-01
-8.66582593e-02]
[ -1.35061879e-01 -8.11116604e-02 3.86470486e-02 -2.54348099e-01
-5.75171429e-02 -1.40960009e-01 5.21987574e-02 -1.39763016e-02
-7.23881186e-02 -1.16036871e-02 -3.07412135e-01 -4.38156435e-01
-2.06880378e-02]
[ -1.39971847e-01 -1.37424141e-01 -6.77982341e-02 -2.51639729e-01
-3.46236664e-01 -2.87961304e-01 1.47856823e-01 1.11796029e-01
2.03231169e-02 9.14632007e-02 -2.12545186e-01 -6.89572961e-01
-2.81403402e-03]
[ -1.66083917e-01 -2.29458173e-01 -2.96398798e-01 -3.39588373e-01
-2.71929578e-01 -2.08483511e-01 -3.10750535e-01 1.28680130e-01
-2.27624255e-02 -3.22260978e-01 -3.05341067e-01 -3.20283334e-01
-2.58003512e-01]
[ -1.08223770e-01 1.13586851e-01 2.60776960e-02 -2.21312495e-02
-2.19105399e-01 -1.68988206e-01 -8.10583614e-02 3.20099641e-02
-8.08795827e-02 -1.59029359e-01 -1.85919584e-01 -2.70465894e-01
-4.09681516e-02]
[ -3.49937964e-01 -1.23795881e-01 -2.71191561e-01 1.28654544e-01
-2.03546748e-01 -2.26340430e-01 -6.84440863e-02 -1.52060908e-01
4.34441128e-02 -5.82960154e-02 5.98510443e-02 -2.83890855e-01
-2.35467005e-02]
[ -1.27620600e-01 -3.47343776e-02 -2.57340871e-01 2.36725173e-02
-2.16892724e-01 -2.77372802e-01 -3.74445418e-01 -5.78788395e-02
6.60033596e-03 -2.46173899e-01 -2.51328085e-01 -3.16900115e-01
-3.43493793e-02]
[ -2.15782716e-01 -5.39735924e-01 -3.30803239e-01 -3.50134646e-01
-3.35220183e-01 -2.26309458e-01 9.38263127e-03 -2.83517119e-01
1.03716769e-01 -2.27535132e-01 -1.91138788e-01 -1.37133439e-01
-5.77939593e-02]
[ -2.12968904e-01 -2.98589085e-01 -3.13206274e-01 -1.45349362e-01
-9.82081355e-02 -1.47229977e-01 -8.20651813e-02 1.46289343e-03
-1.87516575e-01 -4.99027374e-01 -2.46001931e-01 -1.63884483e-01
5.46767885e-02]
[ -1.22779100e-01 2.52333139e-02 -2.40978605e-01 -4.04899059e-01
-2.29821731e-01 -2.59328329e-01 -5.65534378e-02 -3.13892752e-01
4.68284789e-02 -4.46119506e-02 -3.23721174e-01 -8.95186908e-02
-2.84362285e-01]]
Progress: 10.3% ... Training loss: 0.288 ... Validation loss: 0.505[[-0.02398927]
[ 0.31686694]
[-0.16281528]
[ 0.79827074]
[ 0.29007208]
[ 0.00958449]
[-0.88423726]
[-1.01954207]
[-0.73320428]
[-1.03535962]
[ 1.0782136 ]
[ 2.701884 ]
[-1.69283793]]
[[ -5.34681537e-01 -5.17579391e-01 -5.78052899e-01 -1.85695672e-01
-3.19671219e-01 -5.87837830e-01 -3.96921210e-01 -3.63561944e-01
-5.61872791e-01 -4.64602920e-01 -9.17508980e-03 4.15697397e-01
-1.90769534e-01]
[ 5.99846831e-03 -1.39773150e-01 5.20766759e-02 -3.05008855e-02
-4.43674812e-02 5.89932720e-02 -1.14677222e-01 2.43036802e-01
-1.19520435e-01 -1.57781147e-01 -5.10964570e-02 -6.04471901e-02
1.12550841e-01]
[ -1.96983772e-01 1.38475890e-01 -1.33404094e-02 1.47903023e-01
1.07849707e-01 -1.13427809e-01 1.55423611e-01 -2.48618830e-02
2.67804694e-01 -4.31309057e-02 2.97725625e-01 7.56687278e-01
5.20837832e-01]
[ 1.78121549e-01 -2.58387867e-01 -2.75683866e-01 -4.59675930e-02
-3.10978541e-01 -1.19488288e-03 2.34665820e-02 -3.63661474e-01
1.45996199e-01 -3.33553851e-01 -2.12000569e-01 -2.73564834e-01
-8.59263421e-02]
[ 1.04995313e-01 4.03150088e-02 9.77099773e-02 7.40309862e-02
-4.46276380e-03 7.10249883e-02 -9.70077323e-02 5.52765990e-02
-9.74585007e-03 1.43743876e-01 1.69137008e-01 -1.85848799e-02
-8.56825668e-02]
[ -4.84429048e-01 -5.72605537e-01 -6.07325511e-01 -5.40213365e-01
-5.69692115e-01 -5.62347375e-01 -3.24663162e-01 -2.10834218e-01
-4.45058291e-01 -2.91392475e-01 -4.07389598e-01 -5.88417514e-01
-3.41047279e-01]
[ -4.15934641e-01 -5.70753268e-01 -3.21301706e-01 -3.36480443e-01
-4.01191848e-01 -5.58314492e-01 -4.28804311e-01 -4.58151438e-01
-2.90035116e-01 -1.96386172e-01 -4.08901377e-01 -2.16163344e-01
-1.89202564e-01]
[ -3.17597153e-01 -3.58344863e-01 -4.58708764e-01 -2.37620609e-01
-3.17645548e-01 -4.11750513e-01 -1.93982919e-01 -1.21774109e-01
-2.37716537e-01 -3.75642292e-01 -2.06105057e-01 -4.34354924e-01
-1.56109252e-01]
[ -4.73083237e-01 -3.52613061e-01 -3.75162128e-01 -1.53427921e-01
-3.38784753e-01 -2.14029160e-01 -1.32526271e-01 -4.21320255e-01
-2.91836344e-01 -4.43633562e-01 -1.42885865e-01 -1.36173704e-01
-1.83645622e-01]
[ -9.49029287e-01 -9.16732325e-01 -9.73923714e-01 -7.34055905e-01
-1.00280391e+00 -9.76357402e-01 -6.67871721e-01 -6.51717798e-01
-7.72186008e-01 -5.77363426e-01 -6.87407590e-01 -4.58164333e-01
-3.96340609e-01]
[ -5.03005155e-01 -2.69422506e-01 -4.60685966e-01 -3.16980925e-01
-3.54587891e-01 -3.55116183e-01 -5.24597061e-01 -5.42231084e-01
-6.14092400e-01 -1.07894526e-01 -4.21561898e-01 -5.62797437e-01
-3.73021003e-01]
[ -1.17336533e-01 2.92643166e-02 -3.33654547e-01 -3.74418795e-01
-9.98273213e-02 -7.14867769e-02 -1.42404205e-01 -2.57864323e-01
-1.36157295e-01 1.39682536e-01 -3.39613974e-01 -5.23889411e-01
-2.16840029e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60812381e-01 -1.03270686e-01 1.61790795e-01 -2.34437797e-01
-1.20727179e-01 1.13819478e-01 -1.43721719e-01 -1.10698927e-02
-9.75681945e-02 4.49137684e-02 -1.10785265e-01 -2.48985185e-01
4.09027076e-02]
[ -8.17169034e-02 -2.58261333e-01 -1.78341017e-01 -2.78013979e-01
-4.76872198e-01 -8.41021813e-02 -3.75450049e-02 9.98468641e-05
-5.40119511e-02 1.45652168e-02 -1.63903291e-01 -2.07023607e-01
-2.40729726e-01]
[ -7.48934056e-02 -6.02818942e-06 -2.42677830e-01 -2.40417203e-01
1.37517227e-01 -1.62934419e-01 -1.69388718e-01 4.10009718e-02
-2.16171312e-03 -1.30167274e-02 -1.79530539e-01 -1.05490278e-02
2.15341014e-02]
[ 2.90010391e-02 -1.53499917e-01 -1.52643445e-01 -2.84531224e-02
-1.13961316e-01 -1.06818308e-01 6.47791291e-02 -1.75375964e-01
-4.92038532e-02 -5.62297210e-02 2.75064383e-02 -1.02007467e-01
3.30565658e-02]
[ -2.83427528e-01 -1.46264798e-01 -6.93503592e-02 -1.04208078e-01
-3.07886521e-01 -2.72051903e-01 -3.43906952e-01 7.56417318e-02
-2.81076285e-01 -1.91160843e-01 1.69314939e-01 -1.17836729e-02
3.48434252e-01]
[ -2.15082556e-01 -1.29046437e-01 -7.89488486e-02 -6.40459585e-02
-8.24319411e-02 -1.14399774e-01 -3.72845341e-02 7.13880377e-02
-1.00459244e-01 3.32468452e-02 3.79630618e-02 -1.29553328e-01
4.70284501e-02]
[ -1.53052862e-01 -6.22147989e-02 -2.23307075e-01 -3.31829258e-01
-1.46808868e-01 -1.98674636e-01 -2.38237155e-01 -6.49740423e-02
1.89178322e-01 -1.63898938e-01 -3.01671074e-01 -2.73280839e-01
-1.10815356e-01]
[ -3.66098711e-01 -7.48671058e-02 -1.43092770e-01 -1.84048744e-01
-5.74335676e-02 -3.10198175e-01 7.88236261e-02 -3.22647410e-02
-9.74845929e-02 1.16799436e-01 -1.37408992e-02 -1.24956795e-01
-1.19909284e-01]
[ -1.68726250e-01 -1.58296012e-01 -4.37412411e-02 -1.44515878e-01
-1.37449900e-01 -2.93103504e-01 -5.59767847e-02 -8.80483569e-02
-2.56851605e-01 6.79164388e-02 1.91584429e-01 2.71862535e-02
-1.85937123e-01]
[ -1.37993066e-01 -1.78200277e-01 -1.11115539e-01 -2.77748968e-01
8.96968978e-02 -1.77435963e-02 -2.10097581e-01 -1.38618972e-01
9.62802325e-02 -9.55740096e-02 -1.66176390e-01 -1.43365415e-01
-3.08404254e-01]
[ -4.45935456e-02 -3.17085103e-02 -1.47830346e-01 -3.43562620e-02
-2.27222588e-01 6.33129448e-02 -9.13415613e-02 -4.67582784e-02
-2.36063194e-01 -8.00480394e-02 -6.23061459e-02 -2.90247015e-01
-1.72400525e-01]
[ -7.35206684e-02 3.57483523e-02 -1.30788395e-01 -2.87079755e-01
1.28556140e-01 2.09869264e-02 -2.41599838e-01 -1.94079518e-01
1.01775862e-01 -9.07630580e-02 -2.43148478e-01 -1.55455294e-01
-2.90094063e-01]
[ 8.41268425e-02 -3.17483133e-01 -7.89124666e-02 -4.32628483e-01
-2.26600683e-01 -8.77728010e-02 7.48480472e-02 1.17894754e-01
1.11095763e-02 3.06566816e-01 -4.92882228e-01 -6.30689895e-01
3.92601321e-01]
[ -2.17514856e-01 -2.56655533e-01 -1.25275822e-01 -2.90705141e-01
-3.08044827e-01 -9.17350480e-02 2.09388722e-01 5.30733287e-02
3.07627781e-01 5.35863146e-02 -3.74277464e-01 -8.26195068e-01
5.89969913e-01]
[ -8.34904464e-03 -1.94424150e-01 2.68125647e-02 -2.81887666e-01
-1.73415386e-01 1.67748546e-01 1.89776487e-01 2.50669997e-01
-1.88837381e-02 2.39737245e-01 -1.66514889e-01 -8.16164576e-01
6.35289672e-01]
[ 6.80750427e-03 -5.12310909e-02 -1.19486255e-01 -1.05566388e-01
-1.80735910e-01 -4.50568243e-02 2.79002840e-01 1.64054790e-01
2.55234023e-01 3.74588888e-01 -4.35681753e-01 -7.08099706e-01
6.53950787e-01]
[ -7.89752493e-02 -2.84811872e-01 6.38411335e-02 -3.54759622e-01
-1.50746334e-01 1.18595215e-01 3.52869773e-01 1.35229784e-01
-5.85216640e-02 1.72220369e-01 -5.26169986e-01 -7.58955436e-01
7.76175419e-01]
[ 1.23852341e-01 -9.22028122e-02 1.99839766e-02 -1.58121672e-01
-8.22317399e-02 -1.65970651e-02 2.29730593e-01 3.49625764e-01
3.94872870e-01 2.65203654e-01 -5.13130736e-01 -6.25209855e-01
4.58706888e-01]
[ -9.17392270e-03 -1.26720928e-01 1.84466309e-02 3.22671320e-02
-8.16000212e-02 -2.83426249e-01 8.06350805e-03 2.78317146e-01
-3.79893643e-02 5.68974393e-02 -2.15932397e-01 -5.72095987e-01
2.02647843e-01]
[ 7.72524246e-02 1.23965760e-01 -3.18477595e-03 8.56962555e-02
-8.12487209e-02 -5.94497991e-02 -2.14901206e-01 -2.06963523e-01
-2.96462570e-01 -1.79881841e-01 -1.49599825e-01 3.25364277e-01
-1.69954919e-01]
[ 3.81374600e-02 -7.43612231e-02 1.36200486e-01 2.03052639e-01
2.62432667e-01 9.08545910e-03 -4.16830670e-01 -3.85416395e-01
-1.32671468e-01 -5.42522532e-01 1.91098370e-01 1.05586155e+00
-4.60136176e-01]
[ 3.53764460e-02 7.92739784e-02 -2.10642776e-01 3.91141167e-02
2.95331598e-02 -3.64518220e-04 -1.54927428e-01 -3.22139886e-01
-2.84710651e-01 -1.71187520e-01 -5.57811667e-02 -4.65151014e-02
-1.66139733e-01]
[ -5.45108291e-02 -2.15174303e-01 6.62806095e-02 9.46134318e-02
-1.33193506e-01 -1.33626487e-01 4.24791493e-02 2.22030126e-04
8.58603558e-02 -3.59921993e-01 -3.03223454e-01 -2.56668976e-01
3.47157073e-02]
[ 1.68023723e-02 -2.78953059e-01 6.54903109e-02 -2.33397412e-01
-1.97831194e-01 -2.30796834e-01 -2.37338606e-01 9.46380327e-02
1.48073919e-02 1.63179490e-01 -1.82432940e-01 -3.81031140e-04
-8.32905667e-03]
[ 1.73658367e-01 5.60253124e-02 -1.03824948e-01 -1.91442550e-01
-5.29287225e-02 -1.01056627e-01 -1.90620811e-01 3.34200940e-02
-1.98002663e-01 -2.30193530e-01 -1.55496958e-01 1.93139469e-01
-1.36382835e-01]
[ -1.71163026e-01 -1.84026725e-01 -1.07440864e-01 -1.78642854e-01
-5.23422155e-02 2.73884914e-02 -1.79336620e-01 -1.62981629e-01
-1.34892788e-01 1.84955704e-02 -1.99054576e-01 2.95612717e-02
-2.36304000e-01]
[ -3.24921860e-02 -2.17482153e-01 -1.54803702e-01 -1.95087946e-01
-5.67468778e-02 4.48279445e-02 -2.06683005e-02 1.46664328e-02
-2.05932753e-01 -2.37477149e-01 -5.18807799e-02 -1.45442560e-01
-4.09802495e-02]
[ 1.16282728e-01 7.56869183e-02 -6.00840030e-03 -1.45028908e-01
-3.26583140e-01 8.77812027e-03 -1.42473498e-01 -2.44236864e-01
-3.12303858e-01 6.86903394e-02 -1.03592435e-01 -5.76586967e-02
-6.24947160e-02]
[ -6.36507617e-02 -7.47448003e-03 -2.84029148e-01 4.22825956e-03
6.89406933e-02 1.56066960e-01 -2.34911199e-01 -1.77698680e-01
-6.09172195e-02 -6.09574684e-02 1.64155125e-01 4.70698452e-01
-6.43665865e-02]
[ 1.03166274e-01 3.60563840e-01 -2.08471063e-01 6.36983247e-01
1.23902672e-01 -2.09664951e-03 -2.60131055e-01 -4.04967582e-01
-2.71777082e-01 -4.25564594e-01 6.84694905e-01 1.00705726e+00
-6.87818066e-01]
[ -3.30643776e-02 1.91932012e-01 4.06991692e-02 1.82534989e-01
4.60568511e-03 -6.99110741e-02 -2.87367501e-01 -3.86092952e-01
-2.86388406e-01 -3.03292686e-01 4.42694897e-01 1.04726746e+00
-6.09702222e-01]
[ -5.16309571e-02 -1.12959611e-01 -1.63243381e-01 3.02120622e-01
-1.58537070e-01 2.33540384e-01 -1.18682538e-01 -2.84413196e-01
-2.72346286e-01 -5.09646905e-01 2.11497700e-01 5.00981837e-01
-3.57885311e-01]
[ 7.86748701e-02 -3.81066086e-01 -5.24953139e-02 -3.32292845e-02
-1.09915905e-01 2.00411611e-01 7.74369120e-02 1.61387334e-01
-1.62018354e-01 -4.87734941e-02 -7.20162379e-02 3.11200351e-01
-1.70877590e-01]
[ 2.03572393e-01 -2.92138126e-01 -1.22056510e-01 -8.87217417e-02
-2.08254629e-01 1.22133643e-01 1.80969166e-02 -1.54025606e-01
-4.62927544e-02 -1.13034620e-01 -1.34601672e-01 -1.88211967e-01
-8.91551891e-02]
[ -1.35048956e-01 -8.12324162e-02 3.87071867e-02 -2.54678190e-01
-5.76444686e-02 -1.40961684e-01 5.26972139e-02 -1.35329260e-02
-7.19483663e-02 -1.10901280e-02 -3.07892957e-01 -4.39201634e-01
-1.97323892e-02]
[ -1.39980128e-01 -1.37222663e-01 -6.79304379e-02 -2.51090379e-01
-3.46022601e-01 -2.87959673e-01 1.47061091e-01 1.10678470e-01
1.96951359e-02 9.05834876e-02 -2.11716855e-01 -6.87016981e-01
-4.81369558e-03]
[ -1.66061646e-01 -2.29700286e-01 -2.96276990e-01 -3.42342058e-01
-2.72726115e-01 -2.08482579e-01 -3.10740462e-01 1.28074743e-01
-2.18277334e-02 -3.22698757e-01 -3.09807130e-01 -3.36994430e-01
-2.56015430e-01]
[ -1.08294846e-01 1.14173216e-01 2.55931872e-02 -2.01235489e-02
-2.18510552e-01 -1.68978678e-01 -8.26814495e-02 2.95307847e-02
-8.17595117e-02 -1.62323717e-01 -1.83504968e-01 -2.65709544e-01
-4.51207285e-02]
[ -3.49947386e-01 -1.23561695e-01 -2.71327151e-01 1.29282992e-01
-2.03317184e-01 -2.26339210e-01 -6.85370816e-02 -1.52921354e-01
4.30145364e-02 -5.93094524e-02 6.06432533e-02 -2.80243975e-01
-2.46632014e-02]
[ -1.27561703e-01 -3.54511411e-02 -2.57076507e-01 2.24998302e-02
-2.17578687e-01 -2.77382523e-01 -3.72341714e-01 -5.60442409e-02
8.77185541e-03 -2.43506146e-01 -2.53119289e-01 -3.20869287e-01
-3.23071653e-02]
[ -2.15840127e-01 -5.38898034e-01 -3.31338030e-01 -3.47732976e-01
-3.34387236e-01 -2.26300845e-01 6.38623063e-03 -2.88158477e-01
1.01043329e-01 -2.32088610e-01 -1.87081182e-01 -1.28301922e-01
-6.58601668e-02]
[ -2.12969803e-01 -2.98659335e-01 -3.13244046e-01 -1.45831263e-01
-9.83000093e-02 -1.47229875e-01 -8.14283108e-02 1.69982505e-03
-1.86865588e-01 -4.99341421e-01 -2.46754670e-01 -1.67037314e-01
5.60364509e-02]
[ -1.22813886e-01 2.61363233e-02 -2.41504091e-01 -4.02982794e-01
-2.29049108e-01 -2.59319827e-01 -5.92353985e-02 -3.18606376e-01
4.50076716e-02 -4.91421323e-02 -3.19833586e-01 -7.72518912e-02
-2.91478280e-01]]
Progress: 10.3% ... Training loss: 0.278 ... Validation loss: 0.490[[-0.01764842]
[ 0.32697321]
[-0.15540377]
[ 0.80927198]
[ 0.30212702]
[ 0.01707426]
[-0.87343105]
[-1.00583045]
[-0.72430892]
[-1.02315051]
[ 1.09406978]
[ 2.7349134 ]
[-1.68193905]]
[[ -5.34671271e-01 -5.16374417e-01 -5.78205460e-01 -1.83569179e-01
-3.18544894e-01 -5.87840954e-01 -3.98200701e-01 -3.66165023e-01
-5.61761874e-01 -4.67586369e-01 -4.40554570e-03 4.33569684e-01
-1.93452422e-01]
[ 6.00132871e-03 -1.39777526e-01 5.20752135e-02 -3.07387863e-02
-4.43725143e-02 5.89932864e-02 -1.14376663e-01 2.43157114e-01
-1.19360470e-01 -1.57827100e-01 -5.14940076e-02 -6.18663523e-02
1.13387468e-01]
[ -1.97025957e-01 1.40018928e-01 -1.37633354e-02 1.51124049e-01
1.09045572e-01 -1.13415612e-01 1.51811120e-01 -2.94366569e-02
2.65128427e-01 -4.73755238e-02 3.03968699e-01 7.72312401e-01
5.11944074e-01]
[ 1.78156132e-01 -2.60548101e-01 -2.74708628e-01 -5.02421931e-02
-3.13647375e-01 -1.22599359e-03 2.86277202e-02 -3.53047933e-01
1.48789266e-01 -3.23593313e-01 -2.25313038e-01 -3.03192516e-01
-7.17979565e-02]
[ 1.05154629e-01 3.98577843e-02 9.78915988e-02 6.99711133e-02
-4.28173253e-03 7.10056748e-02 -9.44498901e-02 5.71759006e-02
-7.15723198e-03 1.47585639e-01 1.67568000e-01 -2.86171829e-02
-8.00851496e-02]
[ -4.84489045e-01 -5.71580311e-01 -6.07688331e-01 -5.38192658e-01
-5.68437800e-01 -5.62323788e-01 -3.27921629e-01 -2.15166333e-01
-4.47662507e-01 -2.96227744e-01 -4.03456499e-01 -5.71801342e-01
-3.49735930e-01]
[ -4.15954176e-01 -5.70695142e-01 -3.21336477e-01 -3.36140696e-01
-4.00987359e-01 -5.58307653e-01 -4.29544328e-01 -4.57519507e-01
-2.90575899e-01 -1.95556925e-01 -4.09185146e-01 -2.16007382e-01
-1.89216942e-01]
[ -3.17636832e-01 -3.57090350e-01 -4.59089556e-01 -2.33913111e-01
-3.16594047e-01 -4.11734284e-01 -1.97293494e-01 -1.25688252e-01
-2.39953962e-01 -3.79416518e-01 -2.00224569e-01 -4.22302882e-01
-1.64866211e-01]
[ -4.73085663e-01 -3.52328841e-01 -3.75349517e-01 -1.52723297e-01
-3.38599804e-01 -2.14021008e-01 -1.32231486e-01 -4.22684930e-01
-2.91435381e-01 -4.44683373e-01 -1.41792276e-01 -1.35514355e-01
-1.83357467e-01]
[ -9.49099538e-01 -9.14758362e-01 -9.74585097e-01 -7.28695589e-01
-1.00062325e+00 -9.76326361e-01 -6.72984323e-01 -6.58777693e-01
-7.76067030e-01 -5.84150968e-01 -6.78371555e-01 -4.31106857e-01
-4.09979802e-01]
[ -5.03074816e-01 -2.68501856e-01 -4.61077671e-01 -3.14929639e-01
-3.53727805e-01 -3.55086286e-01 -5.26437680e-01 -5.44756311e-01
-6.15519621e-01 -1.10574084e-01 -4.18682519e-01 -5.54850967e-01
-3.76130085e-01]
[ -1.17318258e-01 2.89917865e-02 -3.33567230e-01 -3.75057819e-01
-1.00172810e-01 -7.14929087e-02 -1.42465261e-01 -2.57258202e-01
-1.35830512e-01 1.40319577e-01 -3.40905982e-01 -5.29409833e-01
-2.17263588e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60808580e-01 -1.03315314e-01 1.61771463e-01 -2.34531303e-01
-1.20736609e-01 1.13818355e-01 -1.43378982e-01 -1.11061091e-02
-9.72425242e-02 4.48004284e-02 -1.10779589e-01 -2.49998039e-01
4.16761823e-02]
[ -8.16924676e-02 -2.58584085e-01 -1.78170722e-01 -2.78920082e-01
-4.77052570e-01 -8.41102169e-02 -3.67812423e-02 1.66810562e-03
-5.36479405e-02 1.60742230e-02 -1.65498263e-01 -2.10345451e-01
-2.39683099e-01]
[ -7.49707830e-02 1.14887240e-03 -2.43087981e-01 -2.37886058e-01
1.38716273e-01 -1.62907298e-01 -1.73185662e-01 3.61202853e-02
-5.04517706e-03 -1.82780860e-02 -1.74892943e-01 7.83982919e-03
1.23656733e-02]
[ 2.90007677e-02 -1.53466499e-01 -1.52637057e-01 -2.79197536e-02
-1.13777578e-01 -1.06815516e-01 6.38581541e-02 -1.75377338e-01
-4.94496950e-02 -5.63658743e-02 2.82516139e-02 -1.02119918e-01
3.19950609e-02]
[ -2.83443868e-01 -1.46099479e-01 -6.94185156e-02 -1.03894983e-01
-3.07714190e-01 -2.72046409e-01 -3.43763345e-01 7.57717747e-02
-2.81442505e-01 -1.90882776e-01 1.69313499e-01 -1.08924390e-02
3.48541035e-01]
[ -2.15096290e-01 -1.28739648e-01 -7.90781080e-02 -6.33941278e-02
-8.21393330e-02 -1.14395128e-01 -3.85860897e-02 6.99563836e-02
-1.01346545e-01 3.19372406e-02 3.93215805e-02 -1.25037162e-01
4.40595746e-02]
[ -1.53039771e-01 -6.23925652e-02 -2.23269171e-01 -3.32153927e-01
-1.46947988e-01 -1.98679432e-01 -2.37358637e-01 -6.44378191e-02
1.89894002e-01 -1.63290023e-01 -3.02137917e-01 -2.76859248e-01
-1.08978984e-01]
[ -3.66154734e-01 -7.37739200e-02 -1.43419445e-01 -1.80417879e-01
-5.65381299e-02 -3.10180405e-01 7.47860257e-02 -3.62525020e-02
-1.00286163e-01 1.13367680e-01 -8.38977270e-03 -1.09086548e-01
-1.30396388e-01]
[ -1.68707743e-01 -1.58385820e-01 -4.36773397e-02 -1.45401437e-01
-1.37589745e-01 -2.93107985e-01 -5.41378750e-02 -8.65928550e-02
-2.55554482e-01 6.90341900e-02 1.89924175e-01 2.04624923e-02
-1.80833421e-01]
[ -1.37951643e-01 -1.78574152e-01 -1.10994471e-01 -2.78496320e-01
8.93546646e-02 -1.77571997e-02 -2.08851788e-01 -1.38252552e-01
9.73964107e-02 -9.47355167e-02 -1.66758859e-01 -1.45275978e-01
-3.06543044e-01]
[ -4.46449168e-02 -3.10021631e-02 -1.48169364e-01 -3.25459054e-02
-2.26625915e-01 6.33379411e-02 -9.31651052e-02 -4.89104058e-02
-2.37411862e-01 -8.24242356e-02 -5.99686635e-02 -2.85407345e-01
-1.75938621e-01]
[ -7.35284469e-02 3.59193069e-02 -1.30861132e-01 -2.86820650e-01
1.28722560e-01 2.09909500e-02 -2.41946822e-01 -1.94625146e-01
1.01508806e-01 -9.13169395e-02 -2.42654668e-01 -1.53818060e-01
-2.90770055e-01]
[ 8.41195082e-02 -3.17426247e-01 -7.89371470e-02 -4.32700929e-01
-2.26580263e-01 -8.77699427e-02 7.46973172e-02 1.18140251e-01
1.09403897e-02 3.06629435e-01 -4.93399027e-01 -6.32328618e-01
3.92988672e-01]
[ -2.17501907e-01 -2.56777651e-01 -1.25200938e-01 -2.91277856e-01
-3.08166560e-01 -9.17407327e-02 2.10484828e-01 5.37981695e-02
3.08380907e-01 5.43855583e-02 -3.75225760e-01 -8.28888891e-01
5.92439863e-01]
[ -8.35206079e-03 -1.94517735e-01 2.68498024e-02 -2.82906581e-01
-1.73581958e-01 1.67748794e-01 1.90691027e-01 2.51800179e-01
-1.80641677e-02 2.40523757e-01 -1.68650732e-01 -8.23277415e-01
6.39056084e-01]
[ 6.80796368e-03 -5.12431348e-02 -1.19492941e-01 -1.05680550e-01
-1.80766607e-01 -4.50558072e-02 2.79201181e-01 1.64155285e-01
2.55304173e-01 3.74625644e-01 -4.35921633e-01 -7.09214415e-01
6.54630578e-01]
[ -7.89775786e-02 -2.84748097e-01 6.38295629e-02 -3.54779199e-01
-1.50769488e-01 1.18595555e-01 3.53160638e-01 1.35365746e-01
-5.84136661e-02 1.72330326e-01 -5.26338900e-01 -7.60204452e-01
7.76871843e-01]
[ 1.23850837e-01 -9.22404207e-02 1.99994989e-02 -1.58503158e-01
-8.23244787e-02 -1.65976819e-02 2.30075568e-01 3.49840425e-01
3.95133563e-01 2.65350650e-01 -5.13633017e-01 -6.26992157e-01
4.59844386e-01]
[ -9.19457905e-03 -1.26424735e-01 1.82964553e-02 3.30574601e-02
-8.13330350e-02 -2.83419089e-01 6.90403316e-03 2.77222047e-01
-3.88908593e-02 5.59005133e-02 -2.14864152e-01 -5.69712207e-01
2.00207781e-01]
[ 7.72599301e-02 1.23748473e-01 -3.06693043e-03 8.65737613e-02
-8.13378840e-02 -5.94556429e-02 -2.15406450e-01 -2.07124075e-01
-2.96363707e-01 -1.79288125e-01 -1.48689565e-01 3.29694309e-01
-1.72614129e-01]
[ 3.81048447e-02 -7.39659297e-02 1.35992030e-01 2.04534852e-01
2.62811713e-01 9.09567904e-03 -4.17634937e-01 -3.86737103e-01
-1.33817078e-01 -5.43699047e-01 1.92970556e-01 1.06093424e+00
-4.63306243e-01]
[ 3.53645515e-02 7.94523674e-02 -2.10698193e-01 3.98153112e-02
2.96852677e-02 -3.59898242e-04 -1.55674488e-01 -3.22791611e-01
-2.85195131e-01 -1.71796244e-01 -5.48803279e-02 -4.39438317e-02
-1.67914240e-01]
[ -5.45108291e-02 -2.15174303e-01 6.62806095e-02 9.46134318e-02
-1.33193506e-01 -1.33626487e-01 4.24791493e-02 2.22030126e-04
8.58603558e-02 -3.59921993e-01 -3.03223454e-01 -2.56668976e-01
3.47157073e-02]
[ 1.68148647e-02 -2.79132700e-01 6.55831944e-02 -2.33889339e-01
-1.97968219e-01 -2.30800416e-01 -2.36904280e-01 9.52383877e-02
1.52700990e-02 1.63934753e-01 -1.83165971e-01 -2.13386467e-03
-7.18084297e-03]
[ 1.73687508e-01 5.60809627e-02 -1.03801065e-01 -1.91648834e-01
-5.29300657e-02 -1.01064573e-01 -1.90510617e-01 3.32488078e-02
-1.97671179e-01 -2.30268459e-01 -1.55261558e-01 1.92520830e-01
-1.36801367e-01]
[ -1.71213603e-01 -1.82805695e-01 -1.07882178e-01 -1.75936222e-01
-5.11450277e-02 2.74123635e-02 -1.83264896e-01 -1.68017673e-01
-1.37961491e-01 1.27213894e-02 -1.93527613e-01 4.83995267e-02
-2.46612984e-01]
[ -3.25455600e-02 -2.16456074e-01 -1.55268410e-01 -1.92996386e-01
-5.58064339e-02 4.48544421e-02 -2.29170061e-02 1.07216175e-02
-2.07501248e-01 -2.41593078e-01 -4.80390842e-02 -1.36152569e-01
-4.60159509e-02]
[ 1.16313989e-01 7.52371565e-02 -5.77557825e-03 -1.46431014e-01
-3.26884726e-01 8.76649390e-03 -1.41261391e-01 -2.42603325e-01
-3.11336091e-01 7.09213906e-02 -1.05811609e-01 -6.22994726e-02
-5.93548078e-02]
[ -6.36607913e-02 -7.50756764e-03 -2.84026276e-01 4.19726792e-03
6.88924888e-02 1.56070603e-01 -2.34983319e-01 -1.77387122e-01
-6.09605450e-02 -6.06166778e-02 1.63832709e-01 4.71830348e-01
-6.44258681e-02]
[ 1.03153321e-01 3.60829097e-01 -2.08568968e-01 6.38626185e-01
1.24367701e-01 -2.09274532e-03 -2.61398970e-01 -4.05824520e-01
-2.72534883e-01 -4.26857829e-01 6.87465243e-01 1.01184570e+00
-6.91226606e-01]
[ -3.30845882e-02 1.92335503e-01 4.05140037e-02 1.83666652e-01
4.95115633e-03 -6.99019691e-02 -2.88316164e-01 -3.87565724e-01
-2.87162079e-01 -3.04733263e-01 4.44684966e-01 1.05179818e+00
-6.11852810e-01]
[ -5.16190106e-02 -1.13332296e-01 -1.63075379e-01 3.00986954e-01
-1.58883434e-01 2.33531637e-01 -1.17571677e-01 -2.82963506e-01
-2.71681640e-01 -5.08233663e-01 2.09531958e-01 4.95511290e-01
-3.54939301e-01]
[ 7.86510360e-02 -3.80681666e-01 -5.26732275e-02 -3.17316673e-02
-1.09534683e-01 2.00422698e-01 7.55108446e-02 1.59333516e-01
-1.63377525e-01 -5.03966390e-02 -6.96750645e-02 3.18186987e-01
-1.75077230e-01]
[ 2.03575203e-01 -2.92156534e-01 -1.22053617e-01 -8.87943463e-02
-2.08235134e-01 1.22133398e-01 1.81993051e-02 -1.53971947e-01
-4.62255548e-02 -1.13085867e-01 -1.34733648e-01 -1.88461055e-01
-8.90055712e-02]
[ -1.35046483e-01 -8.12408181e-02 3.87074596e-02 -2.54647862e-01
-5.76356761e-02 -1.40962291e-01 5.27340122e-02 -1.35188536e-02
-7.19308716e-02 -1.10406799e-02 -3.07786379e-01 -4.38708435e-01
-1.99522362e-02]
[ -1.39962473e-01 -1.37402414e-01 -6.78413330e-02 -2.51752900e-01
-3.46144968e-01 -2.87964541e-01 1.47953836e-01 1.11848717e-01
2.03639165e-02 9.15832399e-02 -2.12772842e-01 -6.89627081e-01
-2.66174588e-03]
[ -1.66068077e-01 -2.29297919e-01 -2.96498881e-01 -3.41486074e-01
-2.72359799e-01 -2.08470146e-01 -3.11299884e-01 1.26921031e-01
-2.21085422e-02 -3.23928471e-01 -3.08542935e-01 -3.34875161e-01
-2.57789702e-01]
[ -1.08332011e-01 1.14626901e-01 2.54140583e-02 -1.88405449e-02
-2.18066624e-01 -1.68963771e-01 -8.50283323e-02 2.79160916e-02
-8.35369781e-02 -1.63696051e-01 -1.82418976e-01 -2.62529129e-01
-4.99801351e-02]
[ -3.49916262e-01 -1.24095135e-01 -2.71057053e-01 1.27443655e-01
-2.03740990e-01 -2.26348898e-01 -6.70811133e-02 -1.50918197e-01
4.43314926e-02 -5.66546475e-02 5.77586995e-02 -2.86978152e-01
-1.97409527e-02]
[ -1.27571046e-01 -3.53295062e-02 -2.57104468e-01 2.30690003e-02
-2.17563145e-01 -2.77382157e-01 -3.72731804e-01 -5.61155302e-02
8.36909053e-03 -2.42783671e-01 -2.52953247e-01 -3.15734945e-01
-3.30426511e-02]
[ -2.15894532e-01 -5.38040186e-01 -3.31657970e-01 -3.44918235e-01
-3.33571900e-01 -2.26285279e-01 5.01116693e-03 -2.90003911e-01
1.00084742e-01 -2.34638512e-01 -1.83438106e-01 -1.22456903e-01
-6.86970562e-02]
[ -2.12980012e-01 -2.98480815e-01 -3.13343566e-01 -1.45329872e-01
-9.81034849e-02 -1.47224456e-01 -8.15505770e-02 1.31291969e-03
-1.87071838e-01 -4.99970917e-01 -2.45965455e-01 -1.64329124e-01
5.53063620e-02]
[ -1.22849094e-01 2.72777904e-02 -2.41891518e-01 -4.00395170e-01
-2.27767695e-01 -2.59304024e-01 -6.29119177e-02 -3.24516501e-01
4.23351331e-02 -5.55680249e-02 -3.13274147e-01 -6.00214256e-02
-3.02636219e-01]]
Progress: 10.4% ... Training loss: 0.270 ... Validation loss: 0.472[[-0.02963718]
[ 0.31441365]
[-0.16587119]
[ 0.78824946]
[ 0.28987174]
[ 0.0068363 ]
[-0.89030855]
[-1.0263016 ]
[-0.73950996]
[-1.04401753]
[ 1.07071566]
[ 2.70337418]
[-1.71506096]]
[[ -5.34530859e-01 -5.19633637e-01 -5.76916383e-01 -1.94521109e-01
-3.21512334e-01 -5.87966639e-01 -3.85449788e-01 -3.50758863e-01
-5.52126383e-01 -4.52806587e-01 -2.07726136e-02 3.83103690e-01
-1.57957503e-01]
[ 5.99160065e-03 -1.39329428e-01 5.19241698e-02 -2.98764042e-02
-4.39903041e-02 5.90069866e-02 -1.15633474e-01 2.41222618e-01
-1.20513006e-01 -1.58754625e-01 -5.00353409e-02 -5.67533037e-02
1.10491561e-01]
[ -1.97015455e-01 1.38810869e-01 -1.35390600e-02 1.47256727e-01
1.08278159e-01 -1.13424970e-01 1.57240246e-01 -2.65328574e-02
2.69268550e-01 -4.39990513e-02 2.96294103e-01 7.53599530e-01
5.28903547e-01]
[ 1.78144999e-01 -2.59477961e-01 -2.75442921e-01 -4.85688055e-02
-3.12732211e-01 -1.20584337e-03 2.76058457e-02 -3.60560862e-01
1.48487660e-01 -3.32388011e-01 -2.20562828e-01 -2.89939499e-01
-7.92607451e-02]
[ 1.05330438e-01 3.58020687e-02 9.93892916e-02 6.09622638e-02
-7.47219584e-03 7.08354392e-02 -8.62277518e-02 6.97490192e-02
1.37961321e-03 1.57942506e-01 1.55165824e-01 -6.25180362e-02
-6.12943159e-02]
[ -4.84463192e-01 -5.71913464e-01 -6.07492562e-01 -5.39206377e-01
-5.68743154e-01 -5.62353184e-01 -3.27071767e-01 -2.12586511e-01
-4.47205019e-01 -2.94407054e-01 -4.04423680e-01 -5.77128112e-01
-3.49059509e-01]
[ -4.15855521e-01 -5.72795275e-01 -3.20411924e-01 -3.43398040e-01
-4.03093933e-01 -5.58388682e-01 -4.23781445e-01 -4.48525856e-01
-2.85877661e-01 -1.85838547e-01 -4.19675582e-01 -2.47009256e-01
-1.70991331e-01]
[ -3.17599283e-01 -3.57980286e-01 -4.58856715e-01 -2.37468267e-01
-3.17284240e-01 -4.11762328e-01 -1.92751626e-01 -1.21824522e-01
-2.36657482e-01 -3.75896572e-01 -2.06627703e-01 -4.39622064e-01
-1.52640262e-01]
[ -4.73077640e-01 -3.52377700e-01 -3.75283961e-01 -1.53552761e-01
-3.38644909e-01 -2.14030715e-01 -1.31290009e-01 -4.22030140e-01
-2.90838166e-01 -4.43807202e-01 -1.43061285e-01 -1.37282841e-01
-1.80852081e-01]
[ -9.48981340e-01 -9.17071750e-01 -9.73494088e-01 -7.37155249e-01
-1.00277774e+00 -9.76430199e-01 -6.64580572e-01 -6.45600681e-01
-7.69806478e-01 -5.71636121e-01 -6.92435312e-01 -4.74672775e-01
-3.84201916e-01]
[ -5.03032248e-01 -2.69345198e-01 -4.60777867e-01 -3.17883296e-01
-3.54478271e-01 -3.55115795e-01 -5.23220406e-01 -5.41765949e-01
-6.13065707e-01 -1.06951376e-01 -4.21798946e-01 -5.62494958e-01
-3.68421559e-01]
[ -1.17308944e-01 2.87764381e-02 -3.33539323e-01 -3.76300186e-01
-1.00415076e-01 -7.15077379e-02 -1.41990194e-01 -2.57333583e-01
-1.35495557e-01 1.40117206e-01 -3.42855558e-01 -5.33616235e-01
-2.17116632e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60810276e-01 -1.03302907e-01 1.61755742e-01 -2.34530731e-01
-1.20701820e-01 1.13819386e-01 -1.43400856e-01 -1.10257327e-02
-9.72867551e-02 4.47222131e-02 -1.10746756e-01 -2.49448597e-01
4.17508471e-02]
[ -8.16713531e-02 -2.58946836e-01 -1.77980047e-01 -2.80094448e-01
-4.77419383e-01 -8.41318784e-02 -3.59363113e-02 3.93056827e-03
-5.30172504e-02 1.79075142e-02 -1.67420868e-01 -2.16069367e-01
-2.38141301e-01]
[ -7.49491473e-02 7.01626700e-04 -2.42918795e-01 -2.38811465e-01
1.38304090e-01 -1.62924031e-01 -1.72307051e-01 3.77247561e-02
-4.23999267e-03 -1.62070995e-02 -1.75379380e-01 2.16034543e-03
1.51077881e-02]
[ 2.90704842e-02 -1.54740600e-01 -1.52061459e-01 -3.22732603e-02
-1.15028293e-01 -1.06877109e-01 6.80034065e-02 -1.70484292e-01
-4.64044308e-02 -5.08205723e-02 2.21076710e-02 -1.18312516e-01
4.16750753e-02]
[ -2.83452821e-01 -1.46072189e-01 -6.93979041e-02 -1.04431729e-01
-3.07731956e-01 -2.72039213e-01 -3.44326709e-01 7.66115798e-02
-2.81770087e-01 -1.90671761e-01 1.68157187e-01 -1.53401110e-02
3.50108781e-01]
[ -2.15065860e-01 -1.29590190e-01 -7.87637960e-02 -6.68373438e-02
-8.29674222e-02 -1.14417867e-01 -3.45723704e-02 7.39991763e-02
-9.87120285e-02 3.55108031e-02 3.34578807e-02 -1.37621473e-01
5.46149816e-02]
[ -1.53003831e-01 -6.31463088e-02 -2.23109311e-01 -3.34273145e-01
-1.47430148e-01 -1.98708395e-01 -2.35832532e-01 -6.29164760e-02
1.91546153e-01 -1.61428915e-01 -3.05126497e-01 -2.83101717e-01
-1.05171368e-01]
[ -3.66153237e-01 -7.39354796e-02 -1.43376637e-01 -1.81242827e-01
-5.67823529e-02 -3.10183952e-01 7.59034131e-02 -3.51627877e-02
-9.96133877e-02 1.14468298e-01 -1.01386191e-02 -1.15063866e-01
-1.27027476e-01]
[ -1.68715851e-01 -1.57950858e-01 -4.37825874e-02 -1.43971236e-01
-1.37123658e-01 -2.93097332e-01 -5.45408392e-02 -8.77195305e-02
-2.55881196e-01 6.81338869e-02 1.91911384e-01 2.21998972e-02
-1.82253778e-01]
[ -1.37943749e-01 -1.78718215e-01 -1.10935800e-01 -2.79043638e-01
8.92144523e-02 -1.77666743e-02 -2.08311879e-01 -1.37806591e-01
9.78506719e-02 -9.42197331e-02 -1.67390396e-01 -1.47042814e-01
-3.05164424e-01]
[ -4.46375025e-02 -3.11731301e-02 -1.48097826e-01 -3.30587289e-02
-2.26739117e-01 6.33285194e-02 -9.26184735e-02 -4.83084737e-02
-2.37075689e-01 -8.17939321e-02 -6.06420352e-02 -2.87064933e-01
-1.74717431e-01]
[ -7.35352521e-02 3.62375420e-02 -1.30924704e-01 -2.86469557e-01
1.28929821e-01 2.09980275e-02 -2.42475074e-01 -1.94788384e-01
1.01025737e-01 -9.17452080e-02 -2.42189138e-01 -1.51249028e-01
-2.91654415e-01]
[ 8.41101217e-02 -3.17239414e-01 -7.90038404e-02 -4.32440663e-01
-2.26414840e-01 -8.77608679e-02 7.42765584e-02 1.17678603e-01
1.05286460e-02 3.06048043e-01 -4.93032482e-01 -6.32028173e-01
3.92523370e-01]
[ -2.17513026e-01 -2.56623125e-01 -1.25278916e-01 -2.90887797e-01
-3.08038593e-01 -9.17297533e-02 2.09650066e-01 5.30025753e-02
3.07718681e-01 5.35051989e-02 -3.74740158e-01 -8.27895928e-01
5.90827223e-01]
[ -8.34478432e-03 -1.94614346e-01 2.69018256e-02 -2.83362009e-01
-1.73689666e-01 1.67741206e-01 1.91440852e-01 2.52626389e-01
-1.75415573e-02 2.41211037e-01 -1.69489887e-01 -8.25343862e-01
6.40942075e-01]
[ 6.82940474e-03 -5.18551344e-02 -1.19278083e-01 -1.07427878e-01
-1.81290890e-01 -4.50763343e-02 2.80947907e-01 1.66517579e-01
2.56745557e-01 3.77071809e-01 -4.38171348e-01 -7.15494134e-01
6.59269868e-01]
[ -7.89768611e-02 -2.84753208e-01 6.38078187e-02 -3.54817416e-01
-1.50768562e-01 1.18595097e-01 3.52968926e-01 1.35189806e-01
-5.85717940e-02 1.72113436e-01 -5.26228672e-01 -7.60118199e-01
7.77144483e-01]
[ 1.23874494e-01 -9.26400834e-02 2.01474380e-02 -1.59705987e-01
-8.27507855e-02 -1.66140436e-02 2.31657794e-01 3.51707155e-01
3.96559706e-01 2.67287089e-01 -5.15035412e-01 -6.32059950e-01
4.64078817e-01]
[ -9.18022527e-03 -1.26688622e-01 1.84246041e-02 3.20331061e-02
-8.15686438e-02 -2.83429324e-01 8.07858337e-03 2.78498509e-01
-3.79048387e-02 5.73426128e-02 -2.16235500e-01 -5.74873180e-01
2.03427150e-01]
[ 7.72773250e-02 1.23408394e-01 -2.92561424e-03 8.52072982e-02
-8.16171514e-02 -5.94681191e-02 -2.14479931e-01 -2.05592022e-01
-2.95536007e-01 -1.78055818e-01 -1.50712149e-01 3.22209702e-01
-1.68638031e-01]
[ 3.81214234e-02 -7.41610666e-02 1.36111903e-01 2.04034631e-01
2.62625696e-01 9.08159413e-03 -4.17123714e-01 -3.85341224e-01
-1.33380401e-01 -5.42730492e-01 1.92243130e-01 1.05859763e+00
-4.62728992e-01]
[ 3.53589851e-02 7.95251972e-02 -2.10726173e-01 4.00664791e-02
2.97525614e-02 -3.53148114e-04 -1.55987827e-01 -3.22938939e-01
-2.85427904e-01 -1.72089231e-01 -5.45650948e-02 -4.35202365e-02
-1.68467518e-01]
[ -5.45146363e-02 -2.15030484e-01 6.62376421e-02 9.50597006e-02
-1.33072692e-01 -1.33623110e-01 4.18480950e-02 -4.46475584e-04
8.52936945e-02 -3.60267882e-01 -3.02562148e-01 -2.54356435e-01
3.33376928e-02]
[ 1.68001114e-02 -2.78962138e-01 6.55117662e-02 -2.33496420e-01
-1.97838839e-01 -2.30790355e-01 -2.37318129e-01 9.46889964e-02
1.46754852e-02 1.63147666e-01 -1.82631171e-01 -5.79165005e-04
-8.36230006e-03]
[ 1.73663918e-01 5.62958005e-02 -1.03862606e-01 -1.91575906e-01
-5.28127784e-02 -1.01045598e-01 -1.91482245e-01 3.32585136e-02
-1.98424513e-01 -2.30835886e-01 -1.55440523e-01 1.93728608e-01
-1.37606166e-01]
[ -1.71210222e-01 -1.82950839e-01 -1.07818284e-01 -1.76313276e-01
-5.13072877e-02 2.74073557e-02 -1.82738851e-01 -1.67384980e-01
-1.37561657e-01 1.33975172e-02 -1.94274258e-01 4.65659865e-02
-2.45425896e-01]
[ -3.25497003e-02 -2.16166963e-01 -1.55368202e-01 -1.92370919e-01
-5.55368244e-02 4.48612588e-02 -2.38301919e-02 9.39236032e-03
-2.08255118e-01 -2.42051031e-01 -4.70547756e-02 -1.32018828e-01
-4.82525497e-02]
[ 1.16341660e-01 7.42102658e-02 -5.42668871e-03 -1.49432564e-01
-3.27742732e-01 8.73527882e-03 -1.38017500e-01 -2.38769827e-01
-3.08999200e-01 7.50095996e-02 -1.11166863e-01 -7.49336223e-02
-5.05088936e-02]
[ -6.36601464e-02 -7.39809467e-03 -2.84026596e-01 4.15190422e-03
6.89888528e-02 1.56072217e-01 -2.34792374e-01 -1.77288460e-01
-6.09275463e-02 -6.01267174e-02 1.63694165e-01 4.70348912e-01
-6.38567712e-02]
[ 1.03199962e-01 3.60276922e-01 -2.08412643e-01 6.37693944e-01
1.23961858e-01 -2.13299353e-03 -2.60417460e-01 -4.04867506e-01
-2.71146174e-01 -4.25729103e-01 6.86340914e-01 1.00592432e+00
-6.90519448e-01]
[ -3.30951235e-02 1.92628594e-01 4.04128322e-02 1.84593370e-01
5.28944263e-03 -6.98926929e-02 -2.89220095e-01 -3.88793483e-01
-2.87867732e-01 -3.06052612e-01 4.46974807e-01 1.05598679e+00
-6.14418488e-01]
[ -5.16000396e-02 -1.13873662e-01 -1.62839962e-01 2.98869682e-01
-1.59465287e-01 2.33507505e-01 -1.15879253e-01 -2.80495074e-01
-2.70521211e-01 -5.06393329e-01 2.06259492e-01 4.88767324e-01
-3.50332781e-01]
[ 7.86573616e-02 -3.80739360e-01 -5.26518135e-02 -3.17341474e-02
-1.09613178e-01 2.00416072e-01 7.57518190e-02 1.59863768e-01
-1.63284897e-01 -5.01490392e-02 -6.97586400e-02 3.18123602e-01
-1.75126583e-01]
[ 2.03585722e-01 -2.92162207e-01 -1.22028701e-01 -8.89823853e-02
-2.08259576e-01 1.22126686e-01 1.86212321e-02 -1.53899065e-01
-4.58992948e-02 -1.12718837e-01 -1.34869163e-01 -1.88695343e-01
-8.84453866e-02]
[ -1.35039982e-01 -8.13012596e-02 3.87539287e-02 -2.55041004e-01
-5.76958538e-02 -1.40965848e-01 5.30404145e-02 -1.30521854e-02
-7.17441990e-02 -1.07431797e-02 -3.08465750e-01 -4.40805989e-01
-1.85398800e-02]
[ -1.39931568e-01 -1.38107705e-01 -6.75524838e-02 -2.54382398e-01
-3.46795277e-01 -2.87990410e-01 1.51348958e-01 1.14966696e-01
2.26873812e-02 9.51194301e-02 -2.17323177e-01 -7.00838176e-01
5.12535679e-03]
[ -1.66031699e-01 -2.29655065e-01 -2.96203395e-01 -3.43508739e-01
-2.72734413e-01 -2.08493676e-01 -3.09946077e-01 1.30078816e-01
-2.11200960e-02 -3.21602000e-01 -3.11535238e-01 -3.45598541e-01
-2.52720361e-01]
[ -1.08308883e-01 1.14205531e-01 2.56014467e-02 -1.98909435e-02
-2.18332854e-01 -1.68981274e-01 -8.41168300e-02 2.93971299e-02
-8.27399921e-02 -1.61396998e-01 -1.83990201e-01 -2.65555713e-01
-4.72739917e-02]
[ -3.49892028e-01 -1.24827149e-01 -2.70812717e-01 1.25064655e-01
-2.04291253e-01 -2.26370793e-01 -6.48927275e-02 -1.48271965e-01
4.57194123e-02 -5.31793151e-02 5.38118544e-02 -2.96791951e-01
-1.34800936e-02]
[ -1.27544168e-01 -3.60102644e-02 -2.56842992e-01 2.09100952e-02
-2.18224698e-01 -2.77409427e-01 -3.70893033e-01 -5.30951720e-02
9.92519269e-03 -2.39828180e-01 -2.55972291e-01 -3.24539519e-01
-2.65263775e-02]
[ -2.15888351e-01 -5.38192246e-01 -3.31572947e-01 -3.44781614e-01
-3.33642256e-01 -2.26297573e-01 6.31306547e-03 -2.88861324e-01
1.01119530e-01 -2.33316267e-01 -1.84000778e-01 -1.27972105e-01
-6.66851993e-02]
[ -2.12906719e-01 -2.99840961e-01 -3.12903997e-01 -1.50050362e-01
-9.94299396e-02 -1.47290395e-01 -7.70610837e-02 6.18442903e-03
-1.83470490e-01 -4.96245980e-01 -2.52516909e-01 -1.80576749e-01
6.50950618e-02]
[ -1.22869106e-01 2.76092070e-02 -2.41986080e-01 -4.00856018e-01
-2.27665451e-01 -2.59283768e-01 -6.28996837e-02 -3.24744019e-01
4.20189631e-02 -5.57363693e-02 -3.13760364e-01 -6.13065744e-02
-3.01356026e-01]]
Progress: 10.4% ... Training loss: 0.291 ... Validation loss: 0.501[[-0.0217111 ]
[ 0.33098037]
[-0.1527206 ]
[ 0.80916583]
[ 0.30592709]
[ 0.0148557 ]
[-0.87129071]
[-1.00068 ]
[-0.71828345]
[-1.02117635]
[ 1.1003738 ]
[ 2.7522674 ]
[-1.67482574]]
[[ -5.34640614e-01 -5.17738678e-01 -5.77755382e-01 -1.87939859e-01
-3.19341624e-01 -5.87937019e-01 -3.90901921e-01 -3.58284612e-01
-5.56252845e-01 -4.59210973e-01 -9.63438498e-03 4.13758073e-01
-1.74789216e-01]
[ 6.00179585e-03 -1.39447295e-01 5.19760549e-02 -3.02797064e-02
-4.40724816e-02 5.90053146e-02 -1.15177832e-01 2.41709642e-01
-1.20197389e-01 -1.58340894e-01 -5.06541202e-02 -5.80725522e-02
1.11575334e-01]
[ -1.97401712e-01 1.44490816e-01 -1.57577263e-02 1.63429272e-01
1.13132991e-01 -1.13341285e-01 1.41192524e-01 -4.59405079e-02
2.56172251e-01 -6.36524406e-02 3.21119050e-01 8.18661092e-01
4.91998039e-01]
[ 1.78247287e-01 -2.61397298e-01 -2.74653141e-01 -5.27478245e-02
-3.14520535e-01 -1.23591754e-03 3.37545905e-02 -3.51456095e-01
1.53006177e-01 -3.23251690e-01 -2.28964390e-01 -3.07485062e-01
-6.02828735e-02]
[ 1.05171665e-01 3.79537914e-02 9.83577798e-02 6.74706944e-02
-5.44210620e-03 7.08743529e-02 -9.36935404e-02 5.95136847e-02
-4.56004955e-03 1.48002440e-01 1.65670423e-01 -3.63629121e-02
-8.22286177e-02]
[ -4.84461692e-01 -5.71823309e-01 -6.07589123e-01 -5.39116145e-01
-5.68455678e-01 -5.62351819e-01 -3.27455998e-01 -2.14405686e-01
-4.48200501e-01 -2.95681643e-01 -4.04071828e-01 -5.75247407e-01
-3.54186784e-01]
[ -4.15926128e-01 -5.71604134e-01 -3.21116515e-01 -3.39639794e-01
-4.02181286e-01 -5.58372944e-01 -4.28121243e-01 -4.54233841e-01
-2.89396711e-01 -1.91806674e-01 -4.13571420e-01 -2.33642147e-01
-1.84410598e-01]
[ -3.17796538e-01 -3.54929565e-01 -4.60011207e-01 -2.27872302e-01
-3.14462669e-01 -4.11717002e-01 -2.03047243e-01 -1.33328056e-01
-2.45031907e-01 -3.86092490e-01 -1.91483949e-01 -4.01321361e-01
-1.78222497e-01]
[ -4.73040498e-01 -3.52570490e-01 -3.75181862e-01 -1.54554276e-01
-3.38842158e-01 -2.14038769e-01 -1.29708935e-01 -4.21300790e-01
-2.89688654e-01 -4.43117567e-01 -1.44395357e-01 -1.39286657e-01
-1.77983449e-01]
[ -9.49231988e-01 -9.13216547e-01 -9.75235259e-01 -7.25503898e-01
-9.99391871e-01 -9.76370204e-01 -6.78189961e-01 -6.63980407e-01
-7.81102319e-01 -5.88432998e-01 -6.73519976e-01 -4.26378647e-01
-4.22633736e-01]
[ -5.03070826e-01 -2.68569770e-01 -4.61075184e-01 -3.15597714e-01
-3.53626118e-01 -3.55107209e-01 -5.25126359e-01 -5.43149682e-01
-6.15068012e-01 -1.08447280e-01 -4.18424751e-01 -5.54633758e-01
-3.74759663e-01]
[ -1.17248939e-01 2.82850321e-02 -3.33354381e-01 -3.77794190e-01
-1.00828656e-01 -7.15219449e-02 -1.39913423e-01 -2.55871468e-01
-1.33936857e-01 1.41660989e-01 -3.44879393e-01 -5.38226863e-01
-2.13606854e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60830499e-01 -1.03129775e-01 1.61603780e-01 -2.34083566e-01
-1.20472168e-01 1.13824747e-01 -1.44004494e-01 -1.26347542e-02
-9.77599667e-02 4.30243293e-02 -1.09952142e-01 -2.47208332e-01
3.98507009e-02]
[ -8.16039476e-02 -2.59563842e-01 -1.77708783e-01 -2.81946728e-01
-4.77891731e-01 -8.41463309e-02 -3.41336375e-02 6.79566315e-03
-5.19446325e-02 2.08629729e-02 -1.70558511e-01 -2.23845065e-01
-2.35954396e-01]
[ -7.49090477e-02 3.71051675e-04 -2.42733015e-01 -2.39672663e-01
1.37947378e-01 -1.62930900e-01 -1.71975795e-01 3.71131954e-02
-3.91665885e-03 -1.54813993e-02 -1.75483015e-01 7.17502802e-04
1.32549767e-02]
[ 2.90574843e-02 -1.54636827e-01 -1.52159193e-01 -3.19268997e-02
-1.14919428e-01 -1.06875948e-01 6.78275870e-02 -1.71437299e-01
-4.66227232e-02 -5.18151890e-02 2.28897493e-02 -1.15558958e-01
4.05100703e-02]
[ -2.83483524e-01 -1.45749980e-01 -6.95971296e-02 -1.03463715e-01
-3.07490403e-01 -2.72033555e-01 -3.45231451e-01 7.52842810e-02
-2.82605780e-01 -1.92033290e-01 1.69358097e-01 -1.29947607e-02
3.47415706e-01]
[ -2.15210664e-01 -1.27291336e-01 -7.98474127e-02 -6.01885398e-02
-8.08345810e-02 -1.14383678e-01 -4.23064113e-02 6.46375401e-02
-1.04806458e-01 2.56129353e-02 4.42010898e-02 -1.11670434e-01
3.47815241e-02]
[ -1.53065408e-01 -6.22336721e-02 -2.23372671e-01 -3.31918398e-01
-1.46785404e-01 -1.98695389e-01 -2.38034402e-01 -6.52039211e-02
1.89296538e-01 -1.63554353e-01 -3.02094094e-01 -2.74178277e-01
-1.11011180e-01]
[ -3.66233657e-01 -7.27467381e-02 -1.43882820e-01 -1.77120934e-01
-5.55704157e-02 -3.10165478e-01 7.14349444e-02 -3.95289688e-02
-1.03365646e-01 1.10360361e-01 -3.99934230e-03 -9.99799987e-02
-1.37176951e-01]
[ -1.68693595e-01 -1.58125673e-01 -4.37081591e-02 -1.44143872e-01
-1.37265163e-01 -2.93102827e-01 -5.37604301e-02 -8.77083191e-02
-2.55144686e-01 6.85401898e-02 1.91929045e-01 2.25508618e-02
-1.81459529e-01]
[ -1.37947013e-01 -1.78675553e-01 -1.10949309e-01 -2.78924549e-01
8.92504989e-02 -1.77657419e-02 -2.08356683e-01 -1.37867067e-01
9.77836714e-02 -9.42961309e-02 -1.67248137e-01 -1.46707156e-01
-3.05235631e-01]
[ -4.46045717e-02 -3.14169172e-02 -1.47994798e-01 -3.38909796e-02
-2.26882887e-01 6.33210734e-02 -9.17541779e-02 -4.76104328e-02
-2.36258893e-01 -8.09106869e-02 -6.16140967e-02 -2.88529109e-01
-1.73262744e-01]
[ -7.35731728e-02 3.67009422e-02 -1.31097158e-01 -2.85314335e-01
1.29262964e-01 2.10078836e-02 -2.43558899e-01 -1.96087449e-01
1.00027534e-01 -9.32032430e-02 -2.40562514e-01 -1.47005753e-01
-2.93845412e-01]
[ 8.40739898e-02 -3.16882289e-01 -7.91567571e-02 -4.31779552e-01
-2.26102152e-01 -8.77542240e-02 7.28960248e-02 1.15930302e-01
9.29094680e-03 3.04183085e-01 -4.91935892e-01 -6.28792016e-01
3.89316678e-01]
[ -2.17529266e-01 -2.56417228e-01 -1.25377354e-01 -2.90419966e-01
-3.07905595e-01 -9.17260580e-02 2.08687870e-01 5.20028601e-02
3.06967420e-01 5.24682460e-02 -3.74025448e-01 -8.26448289e-01
5.88759451e-01]
[ -8.34429748e-03 -1.94661504e-01 2.69133575e-02 -2.83533419e-01
-1.73733150e-01 1.67740666e-01 1.91703059e-01 2.52896619e-01
-1.74121232e-02 2.41403674e-01 -1.69797342e-01 -8.26192211e-01
6.41603241e-01]
[ 6.80244919e-03 -5.15368472e-02 -1.19424966e-01 -1.06554999e-01
-1.81031497e-01 -4.50703201e-02 2.79619780e-01 1.64945788e-01
2.55761340e-01 3.75495696e-01 -4.37088209e-01 -7.13200644e-01
6.56590933e-01]
[ -7.89841675e-02 -2.84694170e-01 6.37705477e-02 -3.54712781e-01
-1.50763836e-01 1.18596300e-01 3.53003385e-01 1.35034513e-01
-5.88128168e-02 1.71975802e-01 -5.26340792e-01 -7.60580992e-01
7.77065295e-01]
[ 1.23869564e-01 -9.25830526e-02 2.00976630e-02 -1.59516325e-01
-8.27139390e-02 -1.66134802e-02 2.31468816e-01 3.51429506e-01
3.96252640e-01 2.66939238e-01 -5.14800137e-01 -6.31414201e-01
4.63449728e-01]
[ -9.20623715e-03 -1.26448633e-01 1.82799943e-02 3.29672269e-02
-8.13135411e-02 -2.83424434e-01 6.90831974e-03 2.77229086e-01
-3.89135925e-02 5.60845301e-02 -2.14974011e-01 -5.72095476e-01
2.00504660e-01]
[ 7.72821244e-02 1.23265702e-01 -2.91345150e-03 8.52563615e-02
-8.16919256e-02 -5.94686595e-02 -2.14485603e-01 -2.05001186e-01
-2.95574905e-01 -1.77536651e-01 -1.50786882e-01 3.21814508e-01
-1.68926201e-01]
[ 3.81068050e-02 -7.39365618e-02 1.36016094e-01 2.05733263e-01
2.62991471e-01 9.08722876e-03 -4.18653362e-01 -3.86345181e-01
-1.34519407e-01 -5.43301253e-01 1.94933710e-01 1.06275356e+00
-4.66555674e-01]
[ 3.53278674e-02 7.98770568e-02 -2.10864980e-01 4.10887010e-02
3.00394289e-02 -3.45716314e-04 -1.56829328e-01 -3.24157153e-01
-2.85977360e-01 -1.73107422e-01 -5.33454254e-02 -4.05931262e-02
-1.70814981e-01]
[ -5.45076741e-02 -2.15137020e-01 6.63003729e-02 9.48002311e-02
-1.33174121e-01 -1.33624937e-01 4.21443154e-02 3.11922758e-06
8.55132157e-02 -3.59857222e-01 -3.02893389e-01 -2.55053515e-01
3.39207602e-02]
[ 1.67596581e-02 -2.78687547e-01 6.52817488e-02 -2.32732744e-01
-1.97484404e-01 -2.30783577e-01 -2.38186450e-01 9.20978952e-02
1.38749975e-02 1.60575767e-01 -1.81190434e-01 3.53445950e-03
-1.10636108e-02]
[ 1.73667507e-01 5.61780848e-02 -1.03837634e-01 -1.91907076e-01
-5.29183081e-02 -1.01046438e-01 -1.91101539e-01 3.37646213e-02
-1.98073726e-01 -2.30536606e-01 -1.56035469e-01 1.92069821e-01
-1.36443816e-01]
[ -1.71221774e-01 -1.82762248e-01 -1.07941343e-01 -1.75838120e-01
-5.11088005e-02 2.74117935e-02 -1.83246603e-01 -1.69069107e-01
-1.37930189e-01 1.19472986e-02 -1.93118984e-01 4.98323267e-02
-2.47122066e-01]
[ -3.25537755e-02 -2.15513653e-01 -1.55648634e-01 -1.91156621e-01
-5.49058080e-02 4.48635471e-02 -2.54880264e-02 6.16853120e-03
-2.09229540e-01 -2.45250592e-01 -4.37897798e-02 -1.23696353e-01
-5.37499906e-02]
[ 1.16325393e-01 7.44831324e-02 -5.50676670e-03 -1.48924243e-01
-3.27593208e-01 8.73984611e-03 -1.38362266e-01 -2.39569530e-01
-3.09398342e-01 7.44184241e-02 -1.10497348e-01 -7.29256550e-02
-5.16840063e-02]
[ -6.36842538e-02 -6.97646915e-03 -2.84150961e-01 4.77819374e-03
6.93845829e-02 1.56078201e-01 -2.35702993e-01 -1.78838730e-01
-6.16610483e-02 -6.17925907e-02 1.65082118e-01 4.75458368e-01
-6.59824654e-02]
[ 1.03242302e-01 3.59670166e-01 -2.08174433e-01 6.36030455e-01
1.23485734e-01 -2.14235694e-03 -2.59335721e-01 -4.02480365e-01
-2.70421229e-01 -4.23408558e-01 6.83722160e-01 9.99762677e-01
-6.88540298e-01]
[ -3.31496577e-02 1.94006634e-01 3.99312726e-02 1.88509309e-01
6.33661761e-03 -6.98806758e-02 -2.91770057e-01 -3.91785378e-01
-2.90723058e-01 -3.09328579e-01 4.52386211e-01 1.06794171e+00
-6.23700136e-01]
[ -5.15972914e-02 -1.13654771e-01 -1.62888876e-01 3.00577300e-01
-1.59207185e-01 2.33506922e-01 -1.17165246e-01 -2.82045184e-01
-2.71361166e-01 -5.06518038e-01 2.09288478e-01 4.98353913e-01
-3.55895593e-01]
[ 7.86532550e-02 -3.80606579e-01 -5.27125747e-02 -3.12877529e-02
-1.09508492e-01 2.00417573e-01 7.51435058e-02 1.59162023e-01
-1.63633370e-01 -5.06219123e-02 -6.90381209e-02 3.20385961e-01
-1.76499766e-01]
[ 2.03600504e-01 -2.92288497e-01 -1.21962891e-01 -8.94343338e-02
-2.08365901e-01 1.22123179e-01 1.89881021e-02 -1.53240393e-01
-4.56216528e-02 -1.12092539e-01 -1.35500907e-01 -1.89822695e-01
-8.75196419e-02]
[ -1.35030975e-01 -8.13440152e-02 3.87616365e-02 -2.55222886e-01
-5.77364283e-02 -1.40967388e-01 5.32070949e-02 -1.30039174e-02
-7.15754347e-02 -1.07779459e-02 -3.08625642e-01 -4.41496528e-01
-1.79639881e-02]
[ -1.39927097e-01 -1.38133003e-01 -6.75354584e-02 -2.54537944e-01
-3.46816144e-01 -2.87990943e-01 1.51461984e-01 1.15091626e-01
2.26540637e-02 9.51994292e-02 -2.17607431e-01 -7.01359237e-01
5.43769221e-03]
[ -1.66099965e-01 -2.29047516e-01 -2.96621970e-01 -3.42190620e-01
-2.72060475e-01 -2.08479451e-01 -3.12084598e-01 1.25266043e-01
-2.34689317e-02 -3.26376817e-01 -3.08929283e-01 -3.37181286e-01
-2.60425494e-01]
[ -1.08408532e-01 1.15515438e-01 2.50404246e-02 -1.58698478e-02
-2.17279374e-01 -1.68958337e-01 -8.82382800e-02 2.47576258e-02
-8.57705342e-02 -1.66161794e-01 -1.78549529e-01 -2.50410370e-01
-5.79005770e-02]
[ -3.49868468e-01 -1.25055898e-01 -2.70824899e-01 1.24251803e-01
-2.04542076e-01 -2.26376886e-01 -6.38194586e-02 -1.47873865e-01
4.62690160e-02 -5.28524030e-02 5.27267168e-02 -2.99747468e-01
-1.13141147e-02]
[ -1.27570106e-01 -3.50156495e-02 -2.57186585e-01 2.33840002e-02
-2.17422030e-01 -2.77402478e-01 -3.72997099e-01 -5.61028045e-02
7.68286433e-03 -2.42270279e-01 -2.52085637e-01 -3.14342634e-01
-3.28343895e-02]
[ -2.15900806e-01 -5.38099746e-01 -3.31604841e-01 -3.43499985e-01
-3.33323954e-01 -2.26297664e-01 5.47183847e-03 -2.88997614e-01
1.00171008e-01 -2.33161576e-01 -1.82645891e-01 -1.24845369e-01
-7.00226261e-02]
[ -2.12939985e-01 -2.99425526e-01 -3.13056774e-01 -1.47875139e-01
-9.90225106e-02 -1.47282493e-01 -7.87731434e-02 4.18889281e-03
-1.84529397e-01 -4.97525272e-01 -2.49359219e-01 -1.72038305e-01
6.01923965e-02]
[ -1.22882312e-01 2.85571761e-02 -2.42319581e-01 -3.98870208e-01
-2.26846000e-01 -2.59275223e-01 -6.64942019e-02 -3.28851727e-01
3.93590497e-02 -5.97059680e-02 -3.08855388e-01 -5.22310204e-02
-3.11902328e-01]]
Progress: 10.5% ... Training loss: 0.270 ... Validation loss: 0.465[[-0.01546065]
[ 0.34077719]
[-0.14737149]
[ 0.82065764]
[ 0.31325644]
[ 0.02178299]
[-0.86783047]
[-0.9993826 ]
[-0.71243277]
[-1.02025471]
[ 1.10889202]
[ 2.76085909]
[-1.6762686 ]]
[[ -5.34547141e-01 -5.18258931e-01 -5.77389632e-01 -1.90906366e-01
-3.20131156e-01 -5.87987017e-01 -3.84186973e-01 -3.50826043e-01
-5.50548447e-01 -4.52372479e-01 -1.55848461e-02 3.85833737e-01
-1.55244581e-01]
[ 5.95883573e-03 -1.38511175e-01 5.15982679e-02 -2.79581132e-02
-4.32549208e-02 5.90392567e-02 -1.17555862e-01 2.38576410e-01
-1.22318074e-01 -1.60614857e-01 -4.77739209e-02 -4.94064695e-02
1.06166670e-01]
[ -1.97400354e-01 1.45809062e-01 -1.62206740e-02 1.66611635e-01
1.14014401e-01 -1.13324300e-01 1.41674455e-01 -4.73890451e-02
2.56524830e-01 -6.61043128e-02 3.23716199e-01 8.13180640e-01
4.92333865e-01]
[ 1.78128679e-01 -2.61034362e-01 -2.75208671e-01 -5.08424756e-02
-3.13878524e-01 -1.15233177e-03 3.03556815e-02 -3.56241710e-01
1.49449388e-01 -3.28617248e-01 -2.26944915e-01 -2.96836844e-01
-6.79594976e-02]
[ 1.05361485e-01 3.47518682e-02 9.99170877e-02 5.67971222e-02
-8.63502011e-03 7.07333834e-02 -8.47318332e-02 7.24943471e-02
1.52665120e-03 1.60806963e-01 1.49630359e-01 -6.36547422e-02
-6.21336277e-02]
[ -4.84442428e-01 -5.72162000e-01 -6.07453018e-01 -5.40173538e-01
-5.68708291e-01 -5.62368957e-01 -3.26082383e-01 -2.12523188e-01
-4.47334514e-01 -2.93257846e-01 -4.06235761e-01 -5.78916025e-01
-3.51020242e-01]
[ -4.15950158e-01 -5.71393690e-01 -3.21202607e-01 -3.39032608e-01
-4.01918745e-01 -5.58357770e-01 -4.29308741e-01 -4.54365950e-01
-2.90873540e-01 -1.92470604e-01 -4.12942964e-01 -2.32594754e-01
-1.86783851e-01]
[ -3.17815518e-01 -3.54087770e-01 -4.60335262e-01 -2.26312527e-01
-3.14072618e-01 -4.11690187e-01 -2.01952454e-01 -1.32635385e-01
-2.44299888e-01 -3.86009600e-01 -1.91795254e-01 -4.12523307e-01
-1.72979418e-01]
[ -4.73106656e-01 -3.51451079e-01 -3.75507122e-01 -1.51366632e-01
-3.37875134e-01 -2.13993718e-01 -1.32697241e-01 -4.24216853e-01
-2.91815180e-01 -4.45734509e-01 -1.40843351e-01 -1.34402362e-01
-1.83150168e-01]
[ -9.49212815e-01 -9.13548383e-01 -9.75000589e-01 -7.26645045e-01
-9.99988924e-01 -9.76383536e-01 -6.75019285e-01 -6.58468886e-01
-7.78725881e-01 -5.83838380e-01 -6.78309938e-01 -4.48112785e-01
-4.11783280e-01]
[ -5.03121021e-01 -2.67576469e-01 -4.61583928e-01 -3.13243888e-01
-3.52624055e-01 -3.55059291e-01 -5.27328594e-01 -5.46142552e-01
-6.17000820e-01 -1.10723278e-01 -4.15621399e-01 -5.48371597e-01
-3.78636589e-01]
[ -1.17307820e-01 2.94565273e-02 -3.33679610e-01 -3.74709657e-01
-9.98666622e-02 -7.14866287e-02 -1.42589264e-01 -2.58863122e-01
-1.36385835e-01 1.38568183e-01 -3.41187559e-01 -5.31693763e-01
-2.19710735e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60816541e-01 -1.03385114e-01 1.61724181e-01 -2.34952558e-01
-1.20658011e-01 1.13813927e-01 -1.43259417e-01 -1.12662887e-02
-9.72353284e-02 4.44033096e-02 -1.11657554e-01 -2.50844678e-01
4.16316735e-02]
[ -8.16056848e-02 -2.59517829e-01 -1.77749790e-01 -2.81785162e-01
-4.77856397e-01 -8.41477497e-02 -3.36951954e-02 6.64431034e-03
-5.17110112e-02 2.13498585e-02 -1.70381151e-01 -2.22399535e-01
-2.35117060e-01]
[ -7.48800303e-02 -1.03084969e-04 -2.42525932e-01 -2.40930252e-01
1.37466282e-01 -1.62951465e-01 -1.70721419e-01 3.93379313e-02
-3.16414359e-03 -1.35515142e-02 -1.77211488e-01 -4.21359949e-03
1.62752885e-02]
[ 2.90704448e-02 -1.54864082e-01 -1.52017242e-01 -3.25923330e-02
-1.15180261e-01 -1.06880649e-01 6.82738846e-02 -1.69908171e-01
-4.61973111e-02 -5.01861626e-02 2.16571066e-02 -1.18509859e-01
4.23990926e-02]
[ -2.83501767e-01 -1.45734953e-01 -6.96318811e-02 -1.03515744e-01
-3.07483418e-01 -2.72025568e-01 -3.45671399e-01 7.50349154e-02
-2.83179947e-01 -1.92423083e-01 1.68745025e-01 -1.53678481e-02
3.47145218e-01]
[ -2.15233879e-01 -1.26873421e-01 -8.00715240e-02 -5.87872688e-02
-8.02941957e-02 -1.14368019e-01 -4.36465536e-02 6.30390708e-02
-1.06144858e-01 2.32965396e-02 4.64296937e-02 -1.04789347e-01
3.04612432e-02]
[ -1.53054581e-01 -6.23953951e-02 -2.23451684e-01 -3.32451048e-01
-1.47094814e-01 -1.98694747e-01 -2.36381660e-01 -6.33309018e-02
1.91031053e-01 -1.61935017e-01 -3.04250864e-01 -2.84376070e-01
-1.05216809e-01]
[ -3.66255299e-01 -7.19368464e-02 -1.44050238e-01 -1.75396404e-01
-5.49209605e-02 -3.10146777e-01 7.09773313e-02 -4.09165661e-02
-1.04113586e-01 1.09260701e-01 -2.32815195e-03 -9.98164243e-02
-1.37879373e-01]
[ -1.68720859e-01 -1.57101798e-01 -4.40168785e-02 -1.41407065e-01
-1.36481622e-01 -2.93079749e-01 -5.54856047e-02 -8.97488194e-02
-2.56253148e-01 6.65209440e-02 1.95596273e-01 2.61931770e-02
-1.84871245e-01]
[ -1.37940331e-01 -1.78785617e-01 -1.10889032e-01 -2.79270894e-01
8.91380108e-02 -1.77713612e-02 -2.08057774e-01 -1.37378727e-01
9.80573904e-02 -9.37938567e-02 -1.67747925e-01 -1.47631405e-01
-3.04561339e-01]
[ -4.46137670e-02 -3.13504202e-02 -1.48009266e-01 -3.36774345e-02
-2.26834127e-01 6.33262016e-02 -9.21338479e-02 -4.79030790e-02
-2.36590509e-01 -8.12314114e-02 -6.15163354e-02 -2.88525220e-01
-1.73988584e-01]
[ -7.36352251e-02 3.73832008e-02 -1.31356686e-01 -2.83531806e-01
1.29915174e-01 2.10497143e-02 -2.45759594e-01 -1.98324208e-01
9.81783505e-02 -9.53779968e-02 -2.38763276e-01 -1.43067547e-01
-2.97541320e-01]
[ 8.40673800e-02 -3.16812904e-01 -7.91923129e-02 -4.31771013e-01
-2.26098814e-01 -8.77523900e-02 7.29740105e-02 1.15888392e-01
9.13540881e-03 3.04058551e-01 -4.92152569e-01 -6.29242537e-01
3.89053117e-01]
[ -2.17524576e-01 -2.56460602e-01 -1.25341494e-01 -2.90696586e-01
-3.07954213e-01 -9.17290304e-02 2.08950430e-01 5.23873284e-02
3.07179665e-01 5.28131945e-02 -3.74381349e-01 -8.27348097e-01
5.89759422e-01]
[ -8.34725922e-03 -1.94641158e-01 2.68910231e-02 -2.83534266e-01
-1.73734856e-01 1.67742259e-01 1.91877489e-01 2.52739702e-01
-1.73799414e-02 2.41295598e-01 -1.69883709e-01 -8.26892228e-01
6.41655621e-01]
[ 6.80270179e-03 -5.16685480e-02 -1.19428597e-01 -1.06933894e-01
-1.81119500e-01 -4.50701996e-02 2.80266398e-01 1.65437598e-01
2.56400235e-01 3.75865700e-01 -4.37756973e-01 -7.16532132e-01
6.58233243e-01]
[ -7.89914179e-02 -2.84614609e-01 6.37348997e-02 -3.54418460e-01
-1.50714112e-01 1.18600924e-01 3.52573682e-01 1.34972201e-01
-5.92996278e-02 1.71750196e-01 -5.26016949e-01 -7.60064262e-01
7.76493552e-01]
[ 1.23867768e-01 -9.25448162e-02 2.01102613e-02 -1.59704473e-01
-8.27712133e-02 -1.66105527e-02 2.31620732e-01 3.51757493e-01
3.96349896e-01 2.67282744e-01 -5.15307693e-01 -6.33516987e-01
4.64425489e-01]
[ -9.19283351e-03 -1.26691802e-01 1.83688618e-02 3.20711861e-02
-8.15396715e-02 -2.83427852e-01 8.10986006e-03 2.78746606e-01
-3.81613030e-02 5.73079428e-02 -2.16452851e-01 -5.77476208e-01
2.04036807e-01]
[ 7.73076365e-02 1.22860687e-01 -2.83298153e-03 8.45047919e-02
-8.20213230e-02 -5.94822457e-02 -2.13747104e-01 -2.03659848e-01
-2.94426932e-01 -1.77069394e-01 -1.51497992e-01 3.16623281e-01
-1.66209738e-01]
[ 3.80642929e-02 -7.34372639e-02 1.35739819e-01 2.07497315e-01
2.63540857e-01 9.11385495e-03 -4.20122785e-01 -3.88518993e-01
-1.35619197e-01 -5.45126260e-01 1.97131759e-01 1.06958895e+00
-4.69341582e-01]
[ 3.52904729e-02 8.02913109e-02 -2.11014115e-01 4.21615930e-02
3.04412936e-02 -3.18751689e-04 -1.58086605e-01 -3.25198320e-01
-2.86764242e-01 -1.74260840e-01 -5.25628010e-02 -3.96687761e-02
-1.72384766e-01]
[ -5.45283140e-02 -2.14703667e-01 6.61260194e-02 9.58976188e-02
-1.32816317e-01 -1.33612111e-01 4.10974615e-02 -1.39389642e-03
8.44020112e-02 -3.60814683e-01 -3.01649614e-01 -2.51207072e-01
3.12687720e-02]
[ 1.67447848e-02 -2.78579726e-01 6.52127779e-02 -2.32799256e-01
-1.97414158e-01 -2.30775720e-01 -2.38540475e-01 9.18233448e-02
1.34485823e-02 1.59851015e-01 -1.81343869e-01 3.77698769e-03
-1.16066913e-02]
[ 1.73695362e-01 5.56672659e-02 -1.03634306e-01 -1.93242305e-01
-5.34115861e-02 -1.01063113e-01 -1.89748143e-01 3.59200706e-02
-1.97090773e-01 -2.28829000e-01 -1.58184302e-01 1.86927238e-01
-1.33020885e-01]
[ -1.71209983e-01 -1.82918250e-01 -1.07888748e-01 -1.76334053e-01
-5.12470547e-02 2.74024744e-02 -1.82660580e-01 -1.68553846e-01
-1.37578468e-01 1.26176874e-02 -1.93658548e-01 4.83664184e-02
-2.46431356e-01]
[ -3.25636635e-02 -2.15407768e-01 -1.55696939e-01 -1.91094753e-01
-5.48649744e-02 4.48698985e-02 -2.54391029e-02 6.29020617e-03
-2.09094158e-01 -2.45328141e-01 -4.41711467e-02 -1.24554170e-01
-5.29278930e-02]
[ 1.16338545e-01 7.40283204e-02 -5.34779416e-03 -1.50317051e-01
-3.27957206e-01 8.73039438e-03 -1.36958606e-01 -2.38323667e-01
-3.08590723e-01 7.58735426e-02 -1.13097732e-01 -7.97222800e-02
-4.76893139e-02]
[ -6.36878552e-02 -6.90399526e-03 -2.84189030e-01 4.91205606e-03
6.94698099e-02 1.56081986e-01 -2.35934905e-01 -1.79178348e-01
-6.18424048e-02 -6.22309646e-02 1.65303304e-01 4.76449109e-01
-6.62567084e-02]
[ 1.03199700e-01 3.61208932e-01 -2.08548741e-01 6.40157585e-01
1.24755059e-01 -2.11240033e-03 -2.62454338e-01 -4.05962667e-01
-2.72430234e-01 -4.26646749e-01 6.89358523e-01 1.00868113e+00
-6.95415976e-01]
[ -3.31619837e-02 1.94721008e-01 3.97351301e-02 1.90399803e-01
6.90019977e-03 -6.98719503e-02 -2.93308507e-01 -3.93724361e-01
-2.91847680e-01 -3.10873663e-01 4.55606586e-01 1.07225216e+00
-6.27978310e-01]
[ -5.15951842e-02 -1.13814563e-01 -1.62760335e-01 3.00450588e-01
-1.59404101e-01 2.33500370e-01 -1.17006317e-01 -2.80804722e-01
-2.71600483e-01 -5.05240548e-01 2.08556749e-01 4.98289621e-01
-3.55679775e-01]
[ 7.86473113e-02 -3.80425421e-01 -5.28172020e-02 -3.06618609e-02
-1.09325704e-01 2.00427553e-01 7.49064993e-02 1.58617254e-01
-1.63945243e-01 -5.08081107e-02 -6.86293524e-02 3.21394648e-01
-1.77530466e-01]
[ 2.03601318e-01 -2.92297613e-01 -1.21945500e-01 -8.93299700e-02
-2.08359091e-01 1.22122527e-01 1.90013133e-02 -1.53022227e-01
-4.57849101e-02 -1.11598788e-01 -1.35584370e-01 -1.90243978e-01
-8.78390472e-02]
[ -1.35029905e-01 -8.13885047e-02 3.87724054e-02 -2.55368546e-01
-5.77968184e-02 -1.40968328e-01 5.34011812e-02 -1.27912483e-02
-7.14029710e-02 -1.07180407e-02 -3.08909475e-01 -4.42641545e-01
-1.73402135e-02]
[ -1.39909250e-01 -1.38416663e-01 -6.73967982e-02 -2.55366560e-01
-3.47026103e-01 -2.88001647e-01 1.52426074e-01 1.16299309e-01
2.34138078e-02 9.66161012e-02 -2.18989373e-01 -7.03941779e-01
7.78255142e-03]
[ -1.66116617e-01 -2.28729803e-01 -2.96881805e-01 -3.41781100e-01
-2.71671316e-01 -2.08456781e-01 -3.12950414e-01 1.23360929e-01
-2.40113589e-02 -3.29235136e-01 -3.07392615e-01 -3.39527515e-01
-2.61391359e-01]
[ -1.08487967e-01 1.17516648e-01 2.43511187e-02 -1.02207351e-02
-2.15582141e-01 -1.68898950e-01 -9.24959988e-02 1.92800511e-02
-8.88406195e-02 -1.69910866e-01 -1.71059012e-01 -2.35516611e-01
-6.60658063e-02]
[ -3.49873088e-01 -1.24949016e-01 -2.70792287e-01 1.24474753e-01
-2.04570631e-01 -2.26378776e-01 -6.39203044e-02 -1.46887171e-01
4.62192844e-02 -5.17157707e-02 5.27013856e-02 -3.00162759e-01
-1.13195996e-02]
[ -1.27640290e-01 -3.36894948e-02 -2.57511835e-01 2.72320397e-02
-2.16336509e-01 -2.77361104e-01 -3.76604528e-01 -5.96623341e-02
4.20955420e-03 -2.45384583e-01 -2.47787782e-01 -3.04491358e-01
-4.15072198e-02]
[ -2.15884299e-01 -5.38479981e-01 -3.31472592e-01 -3.44974807e-01
-3.33757190e-01 -2.26306631e-01 7.61602513e-03 -2.86646763e-01
1.01880594e-01 -2.31003862e-01 -1.86252422e-01 -1.33861435e-01
-6.34042539e-02]
[ -2.12921932e-01 -3.00120148e-01 -3.12790730e-01 -1.49907177e-01
-9.97372006e-02 -1.47295454e-01 -7.68803050e-02 8.18046714e-03
-1.83214912e-01 -4.94474345e-01 -2.53766611e-01 -1.83107276e-01
6.66260784e-02]
[ -1.22835885e-01 2.77130320e-02 -2.42075398e-01 -4.01195758e-01
-2.27474429e-01 -2.59304934e-01 -6.34068160e-02 -3.25711630e-01
4.14651832e-02 -5.71037320e-02 -3.12435951e-01 -6.30683739e-02
-3.06275324e-01]]
Progress: 10.6% ... Training loss: 0.268 ... Validation loss: 0.469[[-0.03120365]
[ 0.31681707]
[-0.16471764]
[ 0.79202613]
[ 0.2906933 ]
[ 0.00525426]
[-0.89575349]
[-1.03042768]
[-0.73984739]
[-1.04953968]
[ 1.07425583]
[ 2.71500779]
[-1.72510491]]
[[ -5.34452757e-01 -5.20647159e-01 -5.76477190e-01 -1.98184135e-01
-3.22311951e-01 -5.88110670e-01 -3.75056751e-01 -3.38869592e-01
-5.43403649e-01 -4.39904629e-01 -2.66400376e-02 3.50735227e-01
-1.29391085e-01]
[ 5.96452065e-03 -1.38688424e-01 5.16545703e-02 -2.85162781e-02
-4.33950545e-02 5.90335022e-02 -1.17096707e-01 2.39376012e-01
-1.22005519e-01 -1.60065265e-01 -4.88783378e-02 -5.30203404e-02
1.07071062e-01]
[ -1.97298194e-01 1.41554612e-01 -1.47004162e-02 1.53432043e-01
1.10206826e-01 -1.13458143e-01 1.54928876e-01 -3.23136468e-02
2.68083302e-01 -5.19957170e-02 3.03893505e-01 7.56048685e-01
5.28971631e-01]
[ 1.78128365e-01 -2.59514738e-01 -2.75932902e-01 -4.65874739e-02
-3.12568775e-01 -1.11617167e-03 2.90098788e-02 -3.65100729e-01
1.49406568e-01 -3.36824489e-01 -2.19651941e-01 -2.78242993e-01
-7.48372761e-02]
[ 1.05342752e-01 3.34637269e-02 1.00304492e-01 5.32002107e-02
-9.88886579e-03 7.07477335e-02 -8.44622778e-02 7.72178178e-02
2.82417777e-03 1.64802511e-01 1.41604999e-01 -8.28459957e-02
-5.51642849e-02]
[ -4.84391179e-01 -5.73346460e-01 -6.07030577e-01 -5.43084699e-01
-5.69738864e-01 -5.62443128e-01 -3.22959636e-01 -2.07556853e-01
-4.45232451e-01 -2.88442384e-01 -4.10828502e-01 -5.91289147e-01
-3.45390395e-01]
[ -4.15941294e-01 -5.71764858e-01 -3.21016521e-01 -3.41348035e-01
-4.02342169e-01 -5.58367220e-01 -4.27705768e-01 -4.51695907e-01
-2.89528293e-01 -1.90290652e-01 -4.17141476e-01 -2.46114838e-01
-1.78825449e-01]
[ -3.17704693e-01 -3.58000036e-01 -4.59044394e-01 -2.36466594e-01
-3.17545966e-01 -4.11845907e-01 -1.90624178e-01 -1.19253479e-01
-2.34865540e-01 -3.72852060e-01 -2.06741283e-01 -4.56182319e-01
-1.46254140e-01]
[ -4.73068108e-01 -3.52201899e-01 -3.75251804e-01 -1.53334488e-01
-3.38452747e-01 -2.14051304e-01 -1.30482017e-01 -4.22588776e-01
-2.89979510e-01 -4.43290324e-01 -1.42945621e-01 -1.38785433e-01
-1.79406363e-01]
[ -9.49092241e-01 -9.17556094e-01 -9.73559907e-01 -7.37973401e-01
-1.00337475e+00 -9.76549547e-01 -6.63417572e-01 -6.41298993e-01
-7.69196190e-01 -5.67628734e-01 -6.95521970e-01 -5.00371499e-01
-3.80122441e-01]
[ -5.03062368e-01 -2.69113575e-01 -4.61051047e-01 -3.17510262e-01
-3.54144952e-01 -3.55155058e-01 -5.22509729e-01 -5.42369273e-01
-6.13404546e-01 -1.06144957e-01 -4.21240916e-01 -5.61719073e-01
-3.70255456e-01]
[ -1.17277561e-01 2.87826309e-02 -3.33498460e-01 -3.76463437e-01
-1.00464901e-01 -7.15217770e-02 -1.40740623e-01 -2.57159934e-01
-1.34794472e-01 1.40377355e-01 -3.44195562e-01 -5.40022860e-01
-2.15695373e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60799750e-01 -1.03719303e-01 1.61863076e-01 -2.35919857e-01
-1.20949527e-01 1.13787653e-01 -1.42318351e-01 -9.81676918e-03
-9.66018002e-02 4.58308157e-02 -1.12996256e-01 -2.53113250e-01
4.32270644e-02]
[ -8.16066151e-02 -2.59624654e-01 -1.77712332e-01 -2.82145582e-01
-4.77964164e-01 -8.41524168e-02 -3.35369880e-02 7.31567124e-03
-5.17503172e-02 2.17030006e-02 -1.71341393e-01 -2.26325876e-01
-2.34940834e-01]
[ -7.48454715e-02 -7.81284523e-04 -2.42296710e-01 -2.42494010e-01
1.36888304e-01 -1.62990096e-01 -1.68869484e-01 4.21010883e-02
-1.71244105e-03 -1.06799350e-02 -1.79297454e-01 -9.87334343e-03
2.01818759e-02]
[ 2.90463444e-02 -1.54682345e-01 -1.52116457e-01 -3.24422028e-02
-1.15099063e-01 -1.06858326e-01 6.73504966e-02 -1.70359648e-01
-4.72209953e-02 -5.08121773e-02 2.12486344e-02 -1.19707616e-01
4.15494802e-02]
[ -2.83476382e-01 -1.46386777e-01 -6.93239406e-02 -1.05966659e-01
-3.08049034e-01 -2.72053276e-01 -3.43288511e-01 7.80910316e-02
-2.81003077e-01 -1.89642621e-01 1.64720418e-01 -2.76381599e-02
3.55485785e-01]
[ -2.15231099e-01 -1.26930602e-01 -8.00343013e-02 -5.91501723e-02
-8.03796949e-02 -1.14368522e-01 -4.34924320e-02 6.38905111e-02
-1.05969272e-01 2.38833989e-02 4.57448372e-02 -1.07115419e-01
3.18696246e-02]
[ -1.53072601e-01 -6.19475112e-02 -2.23545159e-01 -3.31100467e-01
-1.46784871e-01 -1.98678545e-01 -2.37419451e-01 -6.38541266e-02
1.89753972e-01 -1.62601035e-01 -3.01538632e-01 -2.80545743e-01
-1.08690707e-01]
[ -3.66154869e-01 -7.54674980e-02 -1.42879909e-01 -1.85319846e-01
-5.80519900e-02 -3.10282874e-01 8.12426745e-02 -2.98061618e-02
-9.54038364e-02 1.19926364e-01 -1.74957974e-02 -1.39734566e-01
-1.13825702e-01]
[ -1.68695005e-01 -1.57701857e-01 -4.38929037e-02 -1.42394426e-01
-1.36901554e-01 -2.93112359e-01 -5.36893010e-02 -8.81265185e-02
-2.54590170e-01 6.87004627e-02 1.94228867e-01 2.13729914e-02
-1.80505552e-01]
[ -1.37929612e-01 -1.78972504e-01 -1.10811522e-01 -2.79839492e-01
8.89765216e-02 -1.77885157e-02 -2.07450805e-01 -1.36843077e-01
9.86984619e-02 -9.29284535e-02 -1.68544006e-01 -1.49164997e-01
-3.03237645e-01]
[ -4.46014551e-02 -3.15778314e-02 -1.47955358e-01 -3.43343348e-02
-2.26955700e-01 6.33100084e-02 -9.14726221e-02 -4.78619435e-02
-2.36211845e-01 -8.09067248e-02 -6.20584256e-02 -2.89648462e-01
-1.73222031e-01]
[ -7.36115192e-02 3.69080947e-02 -1.31185743e-01 -2.84539428e-01
1.29481475e-01 2.10141004e-02 -2.44347254e-01 -1.96804230e-01
9.94055992e-02 -9.35436459e-02 -2.39938992e-01 -1.45789203e-01
-2.95097243e-01]
[ 8.40716614e-02 -3.16928388e-01 -7.91477401e-02 -4.32233633e-01
-2.26230864e-01 -8.77585807e-02 7.36508626e-02 1.16572756e-01
9.52220448e-03 3.04751291e-01 -4.92886734e-01 -6.31727748e-01
3.90786122e-01]
[ -2.17527443e-01 -2.56415013e-01 -1.25359427e-01 -2.90679622e-01
-3.07949924e-01 -9.17278952e-02 2.08830185e-01 5.23757562e-02
3.07062086e-01 5.26979847e-02 -3.74397896e-01 -8.27338720e-01
5.89736886e-01]
[ -8.34352593e-03 -1.94670576e-01 2.69451331e-02 -2.83918170e-01
-1.73842102e-01 1.67737667e-01 1.92427860e-01 2.53280195e-01
-1.71948018e-02 2.42133778e-01 -1.70730802e-01 -8.29751083e-01
6.43744224e-01]
[ 6.79446362e-03 -5.15651574e-02 -1.19468511e-01 -1.06684706e-01
-1.81050347e-01 -4.50614210e-02 2.79875943e-01 1.65249213e-01
2.56056921e-01 3.75391965e-01 -4.37564572e-01 -7.16413720e-01
6.57529073e-01]
[ -7.89768442e-02 -2.84968776e-01 6.38398934e-02 -3.55884342e-01
-1.51080054e-01 1.18582934e-01 3.54428508e-01 1.36429072e-01
-5.81083974e-02 1.73196349e-01 -5.27920797e-01 -7.65537417e-01
7.81004192e-01]
[ 1.23885819e-01 -9.28811234e-02 2.01980136e-02 -1.60698353e-01
-8.30860071e-02 -1.66262373e-02 2.33257580e-01 3.53389240e-01
3.97982008e-01 2.68856132e-01 -5.16659790e-01 -6.39617984e-01
4.68908033e-01]
[ -9.17850830e-03 -1.27052473e-01 1.84693286e-02 3.09525535e-02
-8.18303666e-02 -2.83441195e-01 9.64720045e-03 2.80227728e-01
-3.68647049e-02 5.85211757e-02 -2.18071087e-01 -5.82692729e-01
2.07630361e-01]
[ 7.72920991e-02 1.23180966e-01 -2.91810839e-03 8.64102043e-02
-8.16733092e-02 -5.94673576e-02 -2.15616502e-01 -2.05119761e-01
-2.95787858e-01 -1.77747813e-01 -1.48671516e-01 3.27236727e-01
-1.71728786e-01]
[ 3.81177029e-02 -7.50361858e-02 1.36268426e-01 2.03279547e-01
2.62044552e-01 9.04450925e-03 -4.16115595e-01 -3.84728495e-01
-1.31750372e-01 -5.41302248e-01 1.90696700e-01 1.05387239e+00
-4.60767953e-01]
[ 3.52993578e-02 8.00865281e-02 -2.10940025e-01 4.15814516e-02
3.02683189e-02 -3.30051532e-04 -1.57472747e-01 -3.24621927e-01
-2.86247001e-01 -1.73657904e-01 -5.34469191e-02 -4.20189268e-02
-1.70880305e-01]
[ -5.45117483e-02 -2.15255936e-01 6.63160984e-02 9.38744603e-02
-1.33302892e-01 -1.33633666e-01 4.30748973e-02 5.57818326e-04
8.60807242e-02 -3.59453471e-01 -3.04432749e-01 -2.59785411e-01
3.64055781e-02]
[ 1.67520526e-02 -2.79077584e-01 6.54379517e-02 -2.34499215e-01
-1.97915466e-01 -2.30788255e-01 -2.37430879e-01 9.43943489e-02
1.45653403e-02 1.62166976e-01 -1.84097017e-01 -2.37633684e-03
-7.45700034e-03]
[ 1.73711505e-01 5.51851220e-02 -1.03459580e-01 -1.94423163e-01
-5.37770279e-02 -1.01083083e-01 -1.88717389e-01 3.78046407e-02
-1.96361837e-01 -2.27248496e-01 -1.60041200e-01 1.81647754e-01
-1.29942419e-01]
[ -1.71214680e-01 -1.82911472e-01 -1.07918429e-01 -1.76615882e-01
-5.13115287e-02 2.74104995e-02 -1.82689707e-01 -1.68498058e-01
-1.37476630e-01 1.27253861e-02 -1.94325923e-01 4.63133609e-02
-2.45833701e-01]
[ -3.25640504e-02 -2.15535625e-01 -1.55686016e-01 -1.91354178e-01
-5.49468191e-02 4.48686419e-02 -2.52197286e-02 6.65664070e-03
-2.08778810e-01 -2.45102880e-01 -4.46634208e-02 -1.25256071e-01
-5.23277654e-02]
[ 1.16354263e-01 7.32104202e-02 -5.12602209e-03 -1.52536196e-01
-3.28487380e-01 8.71248372e-03 -1.34893169e-01 -2.35980603e-01
-3.07043834e-01 7.83082140e-02 -1.16868789e-01 -8.98008013e-02
-4.17916503e-02]
[ -6.36580290e-02 -7.70687698e-03 -2.83974286e-01 2.87959996e-03
6.87532879e-02 1.56042279e-01 -2.33782375e-01 -1.76993440e-01
-5.99275084e-02 -5.93966344e-02 1.61626673e-01 4.67337185e-01
-6.11677413e-02]
[ 1.03204560e-01 3.61077308e-01 -2.08491775e-01 6.39817464e-01
1.24636932e-01 -2.12088896e-03 -2.62234231e-01 -4.05423443e-01
-2.72318901e-01 -4.26154902e-01 6.88809382e-01 1.00775416e+00
-6.95081265e-01]
[ -3.31919050e-02 1.95827002e-01 3.94243223e-02 1.94370460e-01
8.02624020e-03 -6.98356645e-02 -2.96703760e-01 -3.96651881e-01
-2.94842628e-01 -3.13672724e-01 4.63200836e-01 1.08406635e+00
-6.37462749e-01]
[ -5.15597222e-02 -1.14679205e-01 -1.62433755e-01 2.97823545e-01
-1.60098363e-01 2.33438490e-01 -1.14486745e-01 -2.77718445e-01
-2.70062051e-01 -5.02348349e-01 2.04919149e-01 4.89556181e-01
-3.51115573e-01]
[ 7.86564741e-02 -3.80734625e-01 -5.27020316e-02 -3.17142561e-02
-1.09690518e-01 2.00411586e-01 7.60813455e-02 1.60066699e-01
-1.63134932e-01 -4.94471701e-02 -7.06218006e-02 3.17314123e-01
-1.74794763e-01]
[ 2.03621755e-01 -2.92574282e-01 -1.21828318e-01 -8.99524597e-02
-2.08626458e-01 1.22093141e-01 1.99143512e-02 -1.52257605e-01
-4.49862122e-02 -1.10551163e-01 -1.36208255e-01 -1.91344471e-01
-8.63397356e-02]
[ -1.35027645e-01 -8.14718917e-02 3.88015932e-02 -2.55538302e-01
-5.78732780e-02 -1.40971699e-01 5.36558051e-02 -1.24387284e-02
-7.12087376e-02 -1.04347687e-02 -3.09195350e-01 -4.43500125e-01
-1.67600276e-02]
[ -1.39913076e-01 -1.38271223e-01 -6.74357186e-02 -2.55125828e-01
-3.46931180e-01 -2.87997214e-01 1.51985170e-01 1.15822003e-01
2.30135746e-02 9.61535042e-02 -2.18561416e-01 -7.02574484e-01
6.82015326e-03]
[ -1.66103861e-01 -2.29141798e-01 -2.96810748e-01 -3.43585620e-01
-2.72161994e-01 -2.08464804e-01 -3.11443138e-01 1.24735442e-01
-2.22846137e-02 -3.28882861e-01 -3.10323781e-01 -3.48582410e-01
-2.57043563e-01]
[ -1.08444205e-01 1.15794237e-01 2.49315999e-02 -1.45662836e-02
-2.16882204e-01 -1.68961508e-01 -8.84921338e-02 2.48126402e-02
-8.57440985e-02 -1.65032235e-01 -1.77826744e-01 -2.54500726e-01
-5.59483773e-02]
[ -3.49843999e-01 -1.26389727e-01 -2.70296035e-01 1.20110812e-01
-2.05989439e-01 -2.26433917e-01 -5.98064347e-02 -1.41388326e-01
4.93812325e-02 -4.60544366e-02 4.58023037e-02 -3.16978657e-01
-8.69219653e-04]
[ -1.27592958e-01 -3.48088171e-02 -2.57076192e-01 2.33216302e-02
-2.17323463e-01 -2.77417670e-01 -3.72917432e-01 -5.45121004e-02
7.08131680e-03 -2.40370539e-01 -2.53450526e-01 -3.20264772e-01
-3.02461218e-02]
[ -2.15881840e-01 -5.38138043e-01 -3.31441562e-01 -3.43703340e-01
-3.33575715e-01 -2.26322722e-01 7.50155208e-03 -2.86353331e-01
1.01707646e-01 -2.30216778e-01 -1.83167584e-01 -1.31448416e-01
-6.43094209e-02]
[ -2.12936853e-01 -2.99908503e-01 -3.12844230e-01 -1.48695253e-01
-9.94353641e-02 -1.47281739e-01 -7.80613667e-02 7.64286564e-03
-1.84015182e-01 -4.94762834e-01 -2.52245225e-01 -1.76125291e-01
6.33265708e-02]
[ -1.22746876e-01 2.56351755e-02 -2.41481647e-01 -4.06603240e-01
-2.29266195e-01 -2.59417197e-01 -5.71541688e-02 -3.20377281e-01
4.62987536e-02 -5.09114719e-02 -3.20621002e-01 -8.57703416e-02
-2.94190019e-01]]
Progress: 10.6% ... Training loss: 0.303 ... Validation loss: 0.519[[-0.00529053]
[ 0.35398246]
[-0.1363979 ]
[ 0.83846649]
[ 0.32488472]
[ 0.03075109]
[-0.85236577]
[-0.97235732]
[-0.69434957]
[-0.99651725]
[ 1.13609697]
[ 2.8010369 ]
[-1.64709931]]
[[ -5.34742148e-01 -5.15256505e-01 -5.78499384e-01 -1.82123454e-01
-3.17385523e-01 -5.88058706e-01 -3.88365701e-01 -3.61621619e-01
-5.53571473e-01 -4.60915119e-01 -7.43789645e-05 4.08413218e-01
-1.72439315e-01]
[ 5.93306572e-03 -1.38135463e-01 5.14270282e-02 -2.70509053e-02
-4.28441706e-02 5.90400714e-02 -1.18883545e-01 2.36502012e-01
-1.23870719e-01 -1.61785430e-01 -4.64417820e-02 -4.78334804e-02
1.01290178e-01]
[ -1.97517371e-01 1.46844366e-01 -1.62125484e-02 1.71661684e-01
1.15072130e-01 -1.13421715e-01 1.41918721e-01 -4.71225040e-02
2.55063864e-01 -6.20021077e-02 3.29266342e-01 8.08219253e-01
4.87637859e-01]
[ 1.78361679e-01 -2.64904057e-01 -2.73998059e-01 -6.01379134e-02
-3.17112152e-01 -1.16608114e-03 4.16501792e-02 -3.41074245e-01
1.57246100e-01 -3.15863942e-01 -2.43052209e-01 -3.28534963e-01
-3.55665727e-02]
[ 1.05429237e-01 3.16365191e-02 1.00456093e-01 4.65067950e-02
-1.12575413e-02 7.07396946e-02 -7.85498578e-02 8.04266661e-02
8.06515723e-03 1.67124839e-01 1.32756166e-01 -1.08933950e-01
-3.80255539e-02]
[ -4.84598508e-01 -5.71032449e-01 -6.08213417e-01 -5.38133261e-01
-5.67821742e-01 -5.62407905e-01 -3.30269183e-01 -2.20949185e-01
-4.49881765e-01 -3.01878941e-01 -4.01462520e-01 -5.66518492e-01
-3.63536674e-01]
[ -4.16140813e-01 -5.69101721e-01 -3.22136063e-01 -3.31958998e-01
-4.00021040e-01 -5.58339000e-01 -4.35108674e-01 -4.61681686e-01
-2.97094549e-01 -2.00718207e-01 -4.02914001e-01 -2.19063872e-01
-2.05754949e-01]
[ -3.17950027e-01 -3.54091542e-01 -4.60405358e-01 -2.24877475e-01
-3.14031944e-01 -4.11804746e-01 -2.03563333e-01 -1.34881514e-01
-2.45396408e-01 -3.85613378e-01 -1.90291651e-01 -4.21364779e-01
-1.78009537e-01]
[ -4.73100454e-01 -3.51478945e-01 -3.75608443e-01 -1.52017322e-01
-3.37930081e-01 -2.14041067e-01 -1.32077096e-01 -4.25606480e-01
-2.91173993e-01 -4.46686568e-01 -1.40399888e-01 -1.31212712e-01
-1.83171713e-01]
[ -9.49591238e-01 -9.10000319e-01 -9.76642148e-01 -7.16186891e-01
-9.97022746e-01 -9.76467442e-01 -6.85513255e-01 -6.74440430e-01
-7.86847536e-01 -5.97432181e-01 -6.60576209e-01 -4.18832222e-01
-4.42083927e-01]
[ -5.03093910e-01 -2.68654524e-01 -4.61277333e-01 -3.16187953e-01
-3.53684214e-01 -3.55144173e-01 -5.25168666e-01 -5.45900177e-01
-6.15324399e-01 -1.09470550e-01 -4.19463644e-01 -5.60897884e-01
-3.77982012e-01]
[ -1.17431551e-01 3.03764001e-02 -3.34209918e-01 -3.72325496e-01
-9.90027005e-02 -7.14999270e-02 -1.45232690e-01 -2.62511443e-01
-1.39164194e-01 1.33484723e-01 -3.38329772e-01 -5.28171444e-01
-2.26603859e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60900193e-01 -1.02515945e-01 1.61239123e-01 -2.33029074e-01
-1.19935328e-01 1.13806292e-01 -1.45563514e-01 -1.63357464e-02
-9.86404071e-02 3.95028281e-02 -1.07586289e-01 -2.38591684e-01
3.44931473e-02]
[ -8.16629953e-02 -2.59205296e-01 -1.77969955e-01 -2.81127682e-01
-4.77674975e-01 -8.41430861e-02 -3.55836191e-02 3.90112670e-03
-5.30948316e-02 1.85592924e-02 -1.69492148e-01 -2.22930067e-01
-2.39288073e-01]
[ -7.49005729e-02 -8.71758867e-05 -2.42509995e-01 -2.40618294e-01
1.37493822e-01 -1.62984530e-01 -1.71402320e-01 3.84179230e-02
-3.91603466e-03 -1.45465260e-02 -1.76302422e-01 -1.86908110e-03
1.11344491e-02]
[ 2.90148422e-02 -1.54269684e-01 -1.52323923e-01 -3.13422708e-02
-1.14714153e-01 -1.06852042e-01 6.58576967e-02 -1.72363721e-01
-4.82161385e-02 -5.34655169e-02 2.29153651e-02 -1.16880731e-01
3.78059784e-02]
[ -2.83570264e-01 -1.45004894e-01 -6.99523224e-02 -1.00547330e-01
-3.06904293e-01 -2.72040648e-01 -3.47028872e-01 7.23974308e-02
-2.84867847e-01 -1.94888919e-01 1.73485748e-01 -1.17487616e-02
3.40094331e-01]
[ -2.15342922e-01 -1.25314067e-01 -8.07015384e-02 -5.46580466e-02
-7.88699967e-02 -1.14350356e-01 -4.75669078e-02 5.88652367e-02
-1.09616347e-01 1.87458660e-02 5.22544958e-02 -9.26686474e-02
2.14664236e-02]
[ -1.53147925e-01 -6.06251867e-02 -2.23981576e-01 -3.27531920e-01
-1.45674917e-01 -1.98664707e-01 -2.41315142e-01 -6.92772211e-02
1.85876090e-01 -1.66456614e-01 -2.96275823e-01 -2.68127593e-01
-1.18580958e-01]
[ -3.66219070e-01 -7.41449466e-02 -1.43273025e-01 -1.81410202e-01
-5.68708283e-02 -3.10270949e-01 7.71187767e-02 -3.48186458e-02
-9.82765546e-02 1.15649597e-01 -1.24018845e-02 -1.31092570e-01
-1.23994571e-01]
[ -1.68704602e-01 -1.57664977e-01 -4.39551404e-02 -1.41947074e-01
-1.36796962e-01 -2.93112447e-01 -5.44866558e-02 -8.90910070e-02
-2.55174797e-01 6.77939604e-02 1.95054946e-01 2.32331679e-02
-1.82390250e-01]
[ -1.37979243e-01 -1.78409957e-01 -1.11075398e-01 -2.78449678e-01
8.94460076e-02 -1.77782658e-02 -2.09293253e-01 -1.39002574e-01
9.70909443e-02 -9.50794759e-02 -1.66431849e-01 -1.43136172e-01
-3.07458150e-01]
[ -4.46403698e-02 -3.09167881e-02 -1.48234690e-01 -3.30995879e-02
-2.26476075e-01 6.33187957e-02 -9.29839706e-02 -5.00502795e-02
-2.37168117e-01 -8.34104586e-02 -5.98955288e-02 -2.83362826e-01
-1.76115951e-01]
[ -7.36092469e-02 3.68834384e-02 -1.31172804e-01 -2.84638559e-01
1.29463341e-01 2.10136160e-02 -2.44290935e-01 -1.96740544e-01
9.94573987e-02 -9.34962583e-02 -2.40003986e-01 -1.45896796e-01
-2.94968786e-01]
[ 8.40736177e-02 -3.16940515e-01 -7.91425165e-02 -4.32420880e-01
-2.26233908e-01 -8.77582743e-02 7.38595921e-02 1.16758349e-01
9.68971650e-03 3.04940107e-01 -4.93163184e-01 -6.32885862e-01
3.91724662e-01]
[ -2.17581430e-01 -2.55751192e-01 -1.25681824e-01 -2.89201237e-01
-3.07423561e-01 -9.17174850e-02 2.06714388e-01 4.94846205e-02
3.05180996e-01 4.99816427e-02 -3.72397352e-01 -8.24187814e-01
5.84762283e-01]
[ -8.36690232e-03 -1.94444490e-01 2.68197059e-02 -2.83549987e-01
-1.73625705e-01 1.67741874e-01 1.92028877e-01 2.52350096e-01
-1.76819011e-02 2.41016292e-01 -1.70252346e-01 -8.29531940e-01
6.42358137e-01]
[ 6.76601570e-03 -5.13228678e-02 -1.19548548e-01 -1.06159087e-01
-1.80837659e-01 -4.50570281e-02 2.78918797e-01 1.64491214e-01
2.55314709e-01 3.74421752e-01 -4.36865901e-01 -7.15257417e-01
6.56035276e-01]
[ -7.89884857e-02 -2.84852223e-01 6.37903952e-02 -3.55597629e-01
-1.51002984e-01 1.18584792e-01 3.53891154e-01 1.35944258e-01
-5.85780421e-02 1.72815781e-01 -5.27626353e-01 -7.64679142e-01
7.80029883e-01]
[ 1.23838119e-01 -9.25781810e-02 2.00325603e-02 -1.59931549e-01
-8.27878792e-02 -1.66199466e-02 2.31836884e-01 3.51641495e-01
3.96838174e-01 2.67009510e-01 -5.15673107e-01 -6.37949826e-01
4.66162394e-01]
[ -9.18860071e-03 -1.26910724e-01 1.84035967e-02 3.14926669e-02
-8.17122139e-02 -2.83440074e-01 8.91536042e-03 2.79582847e-01
-3.74642641e-02 5.80541775e-02 -2.17354543e-01 -5.80893561e-01
2.05911137e-01]
[ 7.73038906e-02 1.23153443e-01 -2.85821921e-03 8.61999466e-02
-8.17146882e-02 -5.94684079e-02 -2.15699261e-01 -2.04529778e-01
-2.95774809e-01 -1.77199058e-01 -1.49185132e-01 3.24769818e-01
-1.70416110e-01]
[ 3.81427623e-02 -7.51505175e-02 1.36346807e-01 2.02718000e-01
2.61851004e-01 9.04142704e-03 -4.15932436e-01 -3.84452136e-01
-1.31455597e-01 -5.40735098e-01 1.90232152e-01 1.05119658e+00
-4.60370497e-01]
[ 3.52986892e-02 8.00866690e-02 -2.10949204e-01 4.17203185e-02
3.02720153e-02 -3.29831113e-04 -1.57529356e-01 -3.25055356e-01
-2.86223509e-01 -1.74112030e-01 -5.30991688e-02 -4.18209207e-02
-1.71039268e-01]
[ -5.45162029e-02 -2.15211334e-01 6.62751378e-02 9.41341895e-02
-1.33249769e-01 -1.33633121e-01 4.28362398e-02 1.55026805e-04
8.58789809e-02 -3.59677186e-01 -3.04126064e-01 -2.58615751e-01
3.55434625e-02]
[ 1.66636370e-02 -2.78291341e-01 6.49625914e-02 -2.32288606e-01
-1.97172766e-01 -2.30776802e-01 -2.39997250e-01 8.99902058e-02
1.18508967e-02 1.57726792e-01 -1.79894872e-01 9.97754926e-03
-1.58692239e-02]
[ 1.73674833e-01 5.58485526e-02 -1.03803561e-01 -1.93415125e-01
-5.32886151e-02 -1.01076331e-01 -1.89910299e-01 3.37741694e-02
-1.96993960e-01 -2.31069331e-01 -1.57563212e-01 1.89357096e-01
-1.33727695e-01]
[ -1.71283346e-01 -1.82162129e-01 -1.08299466e-01 -1.74551750e-01
-5.05490171e-02 2.74238136e-02 -1.84762852e-01 -1.71365646e-01
-1.38997007e-01 8.87799991e-03 -1.91292803e-01 5.52285099e-02
-2.50474361e-01]
[ -3.25905957e-02 -2.15139038e-01 -1.55814789e-01 -1.90186663e-01
-5.46123828e-02 4.48728631e-02 -2.61234923e-02 4.14063861e-03
-2.09800569e-01 -2.46166036e-01 -4.28285931e-02 -1.20308311e-01
-5.54819431e-02]
[ 1.16258996e-01 7.42482002e-02 -5.58747682e-03 -1.50820149e-01
-3.27756005e-01 8.72969121e-03 -1.37974967e-01 -2.40942350e-01
-3.08967296e-01 7.30804686e-02 -1.13590841e-01 -7.81729018e-02
-4.86337489e-02]
[ -6.36684150e-02 -7.23475482e-03 -2.84094963e-01 4.30785208e-03
6.92898569e-02 1.56045893e-01 -2.35191294e-01 -1.78708015e-01
-6.08881472e-02 -6.09136547e-02 1.64020592e-01 4.72761592e-01
-6.51343285e-02]
[ 1.03158820e-01 3.62604974e-01 -2.08873491e-01 6.44687862e-01
1.25840980e-01 -2.11321725e-03 -2.65400903e-01 -4.09391114e-01
-2.74959849e-01 -4.29391386e-01 6.95516893e-01 1.01702448e+00
-7.06269706e-01]
[ -3.32615711e-02 1.97094182e-01 3.89404830e-02 2.00267628e-01
9.27251405e-03 -6.98251473e-02 -3.00329303e-01 -4.01305895e-01
-2.98362302e-01 -3.18023726e-01 4.71820986e-01 1.10155517e+00
-6.53016862e-01]
[ -5.15587891e-02 -1.14684993e-01 -1.62430012e-01 2.97795513e-01
-1.60103808e-01 2.33438342e-01 -1.14457305e-01 -2.77686235e-01
-2.70040570e-01 -5.02315283e-01 2.04871589e-01 4.89454707e-01
-3.51063140e-01]
[ 7.86626426e-02 -3.80807518e-01 -5.26686473e-02 -3.17017960e-02
-1.09751634e-01 2.00410624e-01 7.59626624e-02 1.59625611e-01
-1.62942781e-01 -4.97044799e-02 -7.02382549e-02 3.17492575e-01
-1.74728681e-01]
[ 2.03604244e-01 -2.92286412e-01 -1.21932826e-01 -8.90022343e-02
-2.08379139e-01 1.22096600e-01 1.88990605e-02 -1.53303573e-01
-4.60306460e-02 -1.11560228e-01 -1.34791138e-01 -1.87498500e-01
-8.88547516e-02]
[ -1.35048474e-01 -8.12187867e-02 3.86778819e-02 -2.54859700e-01
-5.76452391e-02 -1.40968472e-01 5.26969745e-02 -1.33950500e-02
-7.20530544e-02 -1.15375114e-02 -3.08228185e-01 -4.40515240e-01
-1.90917267e-02]
[ -1.39983448e-01 -1.37609473e-01 -6.77725835e-02 -2.53259845e-01
-3.46379015e-01 -2.87987919e-01 1.48968926e-01 1.12566489e-01
2.07075545e-02 9.28430420e-02 -2.15815636e-01 -6.96926804e-01
1.61466245e-04]
[ -1.66243647e-01 -2.27533020e-01 -2.97668179e-01 -3.39993103e-01
-2.70850328e-01 -2.08438254e-01 -3.17136931e-01 1.14825639e-01
-2.70108711e-02 -3.38206063e-01 -3.03539199e-01 -3.33511885e-01
-2.72239253e-01]
[ -1.08484909e-01 1.16820052e-01 2.45697540e-02 -1.20776000e-02
-2.16089481e-01 -1.68954106e-01 -9.11090750e-02 2.15290059e-02
-8.75733080e-02 -1.67933475e-01 -1.74621967e-01 -2.51837795e-01
-6.21173496e-02]
[ -3.49937223e-01 -1.24834401e-01 -2.70916920e-01 1.25618668e-01
-2.04667713e-01 -2.26416404e-01 -6.47354874e-02 -1.47748335e-01
4.54455270e-02 -5.27686623e-02 5.45144859e-02 -2.99929259e-01
-1.48306564e-02]
[ -1.27798334e-01 -3.17751013e-02 -2.58147061e-01 3.28678020e-02
-2.14652357e-01 -2.77387500e-01 -3.79712930e-01 -6.48841648e-02
1.82920991e-04 -2.49101161e-01 -2.39520079e-01 -2.86030610e-01
-5.31329107e-02]
[ -2.16023496e-01 -5.36953744e-01 -3.32011374e-01 -3.40286386e-01
-3.32475344e-01 -2.26302849e-01 2.57963780e-03 -2.91191213e-01
9.75774431e-02 -2.35805352e-01 -1.78616909e-01 -1.23849849e-01
-7.46462472e-02]
[ -2.12948606e-01 -2.99470191e-01 -3.13055669e-01 -1.46937691e-01
-9.88787173e-02 -1.47277867e-01 -7.95323130e-02 5.26046006e-03
-1.84901178e-01 -4.96719934e-01 -2.49395452e-01 -1.69958261e-01
5.86838346e-02]
[ -1.22798904e-01 2.63975256e-02 -2.41809351e-01 -4.05666225e-01
-2.28745495e-01 -2.59407737e-01 -5.99727092e-02 -3.25255332e-01
4.47635999e-02 -5.57181817e-02 -3.18064616e-01 -7.43410734e-02
-3.01594096e-01]]
Progress: 10.7% ... Training loss: 0.291 ... Validation loss: 0.464[[-0.02848882]
[ 0.3179756 ]
[-0.16437171]
[ 0.80072815]
[ 0.29250179]
[ 0.00583563]
[-0.89324942]
[-1.0245649 ]
[-0.73280089]
[-1.04409736]
[ 1.08178911]
[ 2.72447088]
[-1.71518053]]
[[ -5.34706457e-01 -5.18419385e-01 -5.77626973e-01 -1.90326235e-01
-3.20094309e-01 -5.88264894e-01 -3.77893865e-01 -3.47602208e-01
-5.46406374e-01 -4.47775237e-01 -1.47809477e-02 3.76183514e-01
-1.44971300e-01]
[ 5.93505855e-03 -1.38307984e-01 5.15113324e-02 -2.77024799e-02
-4.30013325e-02 5.90268617e-02 -1.18303750e-01 2.37355792e-01
-1.23438691e-01 -1.61238463e-01 -4.73917838e-02 -5.03191745e-02
1.02916088e-01]
[ -1.97509886e-01 1.40218213e-01 -1.48449186e-02 1.55844073e-01
1.09775027e-01 -1.13497306e-01 1.57058422e-01 -2.83673595e-02
2.67865908e-01 -4.68522373e-02 2.99443294e-01 7.39276715e-01
5.36114707e-01]
[ 1.78304204e-01 -2.55375119e-01 -2.76851040e-01 -3.78325419e-02
-3.09315275e-01 -7.68834699e-04 2.18972991e-02 -3.72234533e-01
1.41370823e-01 -3.44502078e-01 -2.04023113e-01 -2.40651596e-01
-9.14293265e-02]
[ 1.05446201e-01 3.11172674e-02 1.01218005e-01 4.52992038e-02
-1.15094948e-02 7.06319184e-02 -8.04032126e-02 8.53208342e-02
7.74042774e-03 1.77092495e-01 1.29027932e-01 -1.16432027e-01
-4.03939992e-02]
[ -4.84564079e-01 -5.73215085e-01 -6.07351408e-01 -5.43685206e-01
-5.69649446e-01 -5.62608222e-01 -3.24669575e-01 -2.11291098e-01
-4.45989629e-01 -2.92491107e-01 -4.10618464e-01 -5.85784323e-01
-3.52002640e-01]
[ -4.16125488e-01 -5.70144984e-01 -3.21633220e-01 -3.35056385e-01
-4.01150725e-01 -5.58430840e-01 -4.31092319e-01 -4.56471038e-01
-2.94051500e-01 -1.94950118e-01 -4.07900252e-01 -2.33224689e-01
-1.96820454e-01]
[ -3.17916950e-01 -3.59245717e-01 -4.59130760e-01 -2.37109195e-01
-3.18212186e-01 -4.12010770e-01 -1.90063108e-01 -1.17661996e-01
-2.34969374e-01 -3.70701990e-01 -2.12151692e-01 -4.70257144e-01
-1.41985682e-01]
[ -4.73079235e-01 -3.52910105e-01 -3.75107357e-01 -1.55757463e-01
-3.39306102e-01 -2.14186519e-01 -1.28078085e-01 -4.21909130e-01
-2.87716520e-01 -4.42872062e-01 -1.45451849e-01 -1.47092903e-01
-1.76623470e-01]
[ -9.49504046e-01 -9.19100023e-01 -9.73862283e-01 -7.38176932e-01
-1.00485229e+00 -9.77015415e-01 -6.59959794e-01 -6.41815971e-01
-7.67230077e-01 -5.67627580e-01 -6.97533490e-01 -5.10382504e-01
-3.82618320e-01]
[ -5.03088308e-01 -2.69001056e-01 -4.61046236e-01 -3.17497704e-01
-3.53956990e-01 -3.55185954e-01 -5.24780130e-01 -5.44048911e-01
-6.15309815e-01 -1.07140917e-01 -4.21297957e-01 -5.63062980e-01
-3.76666513e-01]
[ -1.17420294e-01 3.00114015e-02 -3.34080344e-01 -3.73646900e-01
-9.94140302e-02 -7.15538050e-02 -1.44059489e-01 -2.61201563e-01
-1.37976544e-01 1.35232305e-01 -3.40592376e-01 -5.32655271e-01
-2.24344336e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60884830e-01 -1.03434671e-01 1.61641731e-01 -2.35119755e-01
-1.20797489e-01 1.13709377e-01 -1.43315511e-01 -1.22602943e-02
-9.71032312e-02 4.35289682e-02 -1.10716100e-01 -2.44128572e-01
3.94470170e-02]
[ -8.16472082e-02 -2.60245139e-01 -1.77594593e-01 -2.83953967e-01
-4.78421575e-01 -8.42306634e-02 -3.29453847e-02 8.09788940e-03
-5.12578520e-02 2.25792164e-02 -1.74319347e-01 -2.34784930e-01
-2.34536095e-01]
[ -7.48965786e-02 -3.59824661e-04 -2.42420235e-01 -2.41450037e-01
1.37233584e-01 -1.63002597e-01 -1.70555814e-01 3.98253198e-02
-3.19028007e-03 -1.31074166e-02 -1.77501821e-01 -4.34620666e-03
1.35788474e-02]
[ 2.90279003e-02 -1.54952948e-01 -1.52049530e-01 -3.40206023e-02
-1.15494490e-01 -1.06916967e-01 6.85678158e-02 -1.69359581e-01
-4.62302065e-02 -4.96568571e-02 1.86923484e-02 -1.28127904e-01
4.44884821e-02]
[ -2.83570523e-01 -1.45168825e-01 -6.98633209e-02 -1.00788087e-01
-3.07111385e-01 -2.72054335e-01 -3.46296553e-01 7.36060869e-02
-2.84560588e-01 -1.93817418e-01 1.72357312e-01 -1.27779021e-02
3.41120211e-01]
[ -2.15332081e-01 -1.26551055e-01 -8.03082677e-02 -5.82512307e-02
-8.00407486e-02 -1.14416586e-01 -4.40843958e-02 6.42196805e-02
-1.06708827e-01 2.26368746e-02 4.69938312e-02 -1.10004475e-01
3.15861621e-02]
[ -1.53136121e-01 -6.32442286e-02 -2.23416126e-01 -3.32585915e-01
-1.47585267e-01 -1.98747152e-01 -2.36047379e-01 -6.22795595e-02
1.90369997e-01 -1.60199724e-01 -3.05756019e-01 -2.85980309e-01
-1.04109345e-01]
[ -3.66210504e-01 -7.52171443e-02 -1.42941971e-01 -1.84585461e-01
-5.79311313e-02 -3.10319033e-01 8.05652612e-02 -3.05357446e-02
-9.56616740e-02 1.19413710e-01 -1.80103416e-02 -1.44394538e-01
-1.15255732e-01]
[ -1.68701035e-01 -1.58060796e-01 -4.38363018e-02 -1.42388184e-01
-1.36964160e-01 -2.93133520e-01 -5.26867888e-02 -8.75828153e-02
-2.54185169e-01 6.95362744e-02 1.93958990e-01 2.11359008e-02
-1.78854919e-01]
[ -1.37968430e-01 -1.79073300e-01 -1.10827026e-01 -2.80331376e-01
8.87287383e-02 -1.78498845e-02 -2.07137106e-01 -1.37541170e-01
9.90500274e-02 -9.33889073e-02 -1.68815785e-01 -1.51963900e-01
-3.03997711e-01]
[ -4.46404856e-02 -3.09436020e-02 -1.48236956e-01 -3.31226295e-02
-2.26484367e-01 6.33182338e-02 -9.29109756e-02 -5.01054632e-02
-2.37164521e-01 -8.33653553e-02 -5.99114172e-02 -2.83382626e-01
-1.76003962e-01]
[ -7.35986163e-02 3.61648215e-02 -1.30918112e-01 -2.86423669e-01
1.28840282e-01 2.09411658e-02 -2.42576688e-01 -1.94396766e-01
1.00915375e-01 -9.13697726e-02 -2.42705224e-01 -1.52515501e-01
-2.92224737e-01]
[ 8.40767490e-02 -3.17125330e-01 -7.90688890e-02 -4.32889095e-01
-2.26412558e-01 -8.77733518e-02 7.45249783e-02 1.17499293e-01
1.02320118e-02 3.05869541e-01 -4.93815508e-01 -6.34810375e-01
3.93235237e-01]
[ -2.17579249e-01 -2.55893166e-01 -1.25617427e-01 -2.89781742e-01
-3.07547041e-01 -9.17325650e-02 2.07394501e-01 5.05485607e-02
3.05662314e-01 5.09474507e-02 -3.73161159e-01 -8.25244053e-01
5.86758606e-01]
[ -8.36216901e-03 -1.94658256e-01 2.69121137e-02 -2.84387000e-01
-1.73862746e-01 1.67712986e-01 1.93470495e-01 2.53856804e-01
-1.68806537e-02 2.42414508e-01 -1.71799800e-01 -8.32378267e-01
6.45783528e-01]
[ 6.77209003e-03 -5.17807789e-02 -1.19401812e-01 -1.07812789e-01
-1.81204210e-01 -4.50883303e-02 2.80721063e-01 1.66676583e-01
2.56629293e-01 3.76474844e-01 -4.38992223e-01 -7.20911273e-01
6.60480393e-01]
[ -7.89852983e-02 -2.85093125e-01 6.39030961e-02 -3.56661080e-01
-1.51298099e-01 1.18562538e-01 3.55201176e-01 1.37135809e-01
-5.77882020e-02 1.74284288e-01 -5.29231494e-01 -7.69295997e-01
7.83130616e-01]
[ 1.23839737e-01 -9.26565232e-02 2.00545833e-02 -1.60195444e-01
-8.28707171e-02 -1.66260021e-02 2.32061403e-01 3.51906372e-01
3.97107717e-01 2.67331064e-01 -5.15874180e-01 -6.38648396e-01
4.66907476e-01]
[ -9.18533218e-03 -1.27088324e-01 1.84616331e-02 3.08808076e-02
-8.18689675e-02 -2.83451782e-01 9.62139531e-03 2.80301449e-01
-3.68751566e-02 5.87900302e-02 -2.18153131e-01 -5.82756839e-01
2.07592802e-01]
[ 7.73045760e-02 1.23033084e-01 -2.82547071e-03 8.61129260e-02
-8.19114983e-02 -5.94788796e-02 -2.15301117e-01 -2.03738624e-01
-2.95617584e-01 -1.76819804e-01 -1.49756561e-01 3.23499755e-01
-1.70278941e-01]
[ 3.81485685e-02 -7.50701809e-02 1.36357285e-01 2.04152048e-01
2.61922292e-01 8.99555114e-03 -4.15262360e-01 -3.84931032e-01
-1.31183825e-01 -5.40854215e-01 1.92944330e-01 1.05335809e+00
-4.63385193e-01]
[ 3.53044266e-02 7.93022480e-02 -2.10794334e-01 3.96086751e-02
2.95382461e-02 -3.67995155e-04 -1.55563718e-01 -3.22648285e-01
-2.84631032e-01 -1.72512944e-01 -5.66812972e-02 -5.19811515e-02
-1.65110742e-01]
[ -5.45123204e-02 -2.15711830e-01 6.65159911e-02 9.25298898e-02
-1.33826988e-01 -1.33658290e-01 4.44747682e-02 2.42520191e-03
8.72172929e-02 -3.57446728e-01 -3.06854780e-01 -2.66012679e-01
3.96714561e-02]
[ 1.66679154e-02 -2.78829327e-01 6.51586650e-02 -2.33980687e-01
-1.97692109e-01 -2.30802468e-01 -2.38415658e-01 9.20982786e-02
1.31537742e-02 1.59905931e-01 -1.82683175e-01 2.93150362e-03
-1.16464281e-02]
[ 1.73684382e-01 5.46400085e-02 -1.03367408e-01 -1.96695454e-01
-5.44750222e-02 -1.01130697e-01 -1.86652024e-01 3.90489567e-02
-1.94798414e-01 -2.27035121e-01 -1.63757528e-01 1.76374713e-01
-1.24267306e-01]
[ -1.71276811e-01 -1.83202807e-01 -1.07944821e-01 -1.77154469e-01
-5.14491959e-02 2.73710436e-02 -1.82814431e-01 -1.67944642e-01
-1.37176741e-01 1.24985103e-02 -1.95893925e-01 4.45925943e-02
-2.44100096e-01]
[ -3.25863745e-02 -2.15058530e-01 -1.55817910e-01 -1.89894687e-01
-5.44425696e-02 4.48540758e-02 -2.62195402e-02 4.06793930e-03
-2.09833422e-01 -2.46091177e-01 -4.19092655e-02 -1.15983300e-01
-5.71188075e-02]
[ 1.16268881e-01 7.25884607e-02 -5.21563834e-03 -1.54224995e-01
-3.28869559e-01 8.66711154e-03 -1.34606460e-01 -2.36801797e-01
-3.06178850e-01 7.71814268e-02 -1.19671628e-01 -8.97902080e-02
-3.91490426e-02]
[ -6.36607864e-02 -7.58268885e-03 -2.83982949e-01 2.98600348e-03
6.89076100e-02 1.56007997e-01 -2.34247858e-01 -1.77400522e-01
-5.98133869e-02 -5.92963224e-02 1.61775667e-01 4.68669826e-01
-6.20790779e-02]
[ 1.03166970e-01 3.61480408e-01 -2.08615001e-01 6.42129672e-01
1.25039183e-01 -2.16133176e-03 -2.63514183e-01 -4.06838084e-01
-2.73348769e-01 -4.26929165e-01 6.91650429e-01 1.01093500e+00
-7.02319844e-01]
[ -3.32544124e-02 1.96681609e-01 3.90475407e-02 2.00034115e-01
9.05934939e-03 -6.98709609e-02 -3.00061513e-01 -4.00140116e-01
-2.98050292e-01 -3.17377635e-01 4.71406634e-01 1.09620894e+00
-6.54395537e-01]
[ -5.15559033e-02 -1.14929573e-01 -1.62347311e-01 2.97028648e-01
-1.60346504e-01 2.33414672e-01 -1.13768333e-01 -2.77033556e-01
-2.69544387e-01 -5.01573466e-01 2.03608591e-01 4.86452614e-01
-3.49818271e-01]
[ 7.86625431e-02 -3.80891826e-01 -5.26236245e-02 -3.17746263e-02
-1.09811227e-01 2.00407047e-01 7.61958496e-02 1.59927125e-01
-1.62851995e-01 -4.96561083e-02 -7.04695220e-02 3.17551881e-01
-1.74372206e-01]
[ 2.03604244e-01 -2.92286412e-01 -1.21932826e-01 -8.90022343e-02
-2.08379139e-01 1.22096600e-01 1.88990605e-02 -1.53303573e-01
-4.60306460e-02 -1.11560228e-01 -1.34791138e-01 -1.87498500e-01
-8.88547516e-02]
[ -1.35050619e-01 -8.12050726e-02 3.86875662e-02 -2.54688694e-01
-5.76503664e-02 -1.40958202e-01 5.26999089e-02 -1.31652437e-02
-7.21289005e-02 -1.13202581e-02 -3.08511231e-01 -4.42430524e-01
-1.88612402e-02]
[ -1.39977750e-01 -1.38033774e-01 -6.76114852e-02 -2.54563244e-01
-3.46761432e-01 -2.88018535e-01 1.50497990e-01 1.14608581e-01
2.17962681e-02 9.50199509e-02 -2.17956776e-01 -7.01458485e-01
3.75465737e-03]
[ -1.66213274e-01 -2.29761047e-01 -2.97065338e-01 -3.46229777e-01
-2.72819694e-01 -2.08597780e-01 -3.11883813e-01 1.22503703e-01
-2.23876869e-02 -3.32120596e-01 -3.13877147e-01 -3.63036875e-01
-2.59008242e-01]
[ -1.08458526e-01 1.14235990e-01 2.54420420e-02 -1.83195461e-02
-2.17941191e-01 -1.69106328e-01 -8.52347705e-02 3.00389769e-02
-8.31264378e-02 -1.59703524e-01 -1.84086443e-01 -2.74031416e-01
-4.75792366e-02]
[ -3.49923203e-01 -1.26271922e-01 -2.70444530e-01 1.21507804e-01
-2.05884200e-01 -2.26506363e-01 -5.98213852e-02 -1.41859985e-01
4.87979975e-02 -4.60119698e-02 4.77828738e-02 -3.16370703e-01
-3.49774977e-03]
[ -1.27804923e-01 -3.16101383e-02 -2.58246463e-01 3.49316682e-02
-2.14437291e-01 -2.77377128e-01 -3.80144586e-01 -6.49564711e-02
-6.07336650e-04 -2.48811862e-01 -2.36774773e-01 -2.74325830e-01
-5.60121183e-02]
[ -2.16002099e-01 -5.38602043e-01 -3.31312143e-01 -3.45087043e-01
-3.34262817e-01 -2.26430546e-01 8.66617100e-03 -2.83493718e-01
1.02384707e-01 -2.28339817e-01 -1.87652240e-01 -1.47576596e-01
-5.97621710e-02]
[ -2.12940618e-01 -3.00215398e-01 -3.12775461e-01 -1.49281226e-01
-9.97031822e-02 -1.47335250e-01 -7.72530104e-02 8.62559181e-03
-1.83371250e-01 -4.94187126e-01 -2.53203440e-01 -1.79564023e-01
6.49539887e-02]
[ -1.22788428e-01 2.50644433e-02 -2.41496369e-01 -4.08617609e-01
-2.29824712e-01 -2.59474953e-01 -5.68332166e-02 -3.22536434e-01
4.76138335e-02 -5.31961171e-02 -3.22486764e-01 -8.27524930e-02
-2.95930521e-01]]
Progress: 10.7% ... Training loss: 0.304 ... Validation loss: 0.520[[ 0.00580567]
[ 0.36603533]
[-0.12506395]
[ 0.86391271]
[ 0.34298454]
[ 0.04017293]
[-0.84361993]
[-0.96100927]
[-0.68314174]
[-0.98496083]
[ 1.16548324]
[ 2.84329076]
[-1.63031861]]
[[ -5.35117761e-01 -5.11844703e-01 -5.80466227e-01 -1.67977351e-01
-3.13320457e-01 -5.88186507e-01 -3.94223843e-01 -3.71764072e-01
-5.59569224e-01 -4.72245059e-01 2.11795215e-02 4.67242008e-01
-1.95315776e-01]
[ 5.91239521e-03 -1.37791649e-01 5.13435133e-02 -2.60945730e-02
-4.25310026e-02 5.90304266e-02 -1.19800784e-01 2.34567386e-01
-1.25218178e-01 -1.62763136e-01 -4.49103273e-02 -4.13113297e-02
9.70823741e-02]
[ -1.97804262e-01 1.47891116e-01 -1.72951814e-02 1.76377950e-01
1.16646639e-01 -1.13434623e-01 1.35026172e-01 -5.93310971e-02
2.48726412e-01 -7.25719030e-02 3.37914690e-01 8.40439896e-01
4.72575086e-01]
[ 1.78587385e-01 -2.61849001e-01 -2.74129454e-01 -5.58056800e-02
-3.15749126e-01 -8.38072334e-04 3.99745061e-02 -3.41779210e-01
1.56094659e-01 -3.15445867e-01 -2.36554432e-01 -3.28499927e-01
-3.41254740e-02]
[ 1.05143359e-01 3.60517321e-02 9.87457586e-02 6.06574632e-02
-6.80033125e-03 7.06919018e-02 -9.77645688e-02 5.87902293e-02
-7.57423660e-03 1.53015104e-01 1.57567797e-01 -4.77160823e-02
-9.09511915e-02]
[ -4.84522991e-01 -5.73740358e-01 -6.07250114e-01 -5.43988990e-01
-5.69761908e-01 -5.62610955e-01 -3.23700212e-01 -2.09385751e-01
-4.44996562e-01 -2.90809171e-01 -4.12003303e-01 -5.93418278e-01
-3.52152587e-01]
[ -4.16355037e-01 -5.67631298e-01 -3.22971283e-01 -3.25317335e-01
-3.98100142e-01 -5.58392889e-01 -4.37561612e-01 -4.67559584e-01
-2.99604619e-01 -2.06300307e-01 -3.93638989e-01 -1.99710005e-01
-2.18318327e-01]
[ -3.18345366e-01 -3.51796912e-01 -4.62034650e-01 -2.16864021e-01
-3.11745458e-01 -4.11923896e-01 -2.12680435e-01 -1.46709234e-01
-2.53121172e-01 -3.97412353e-01 -1.78421650e-01 -3.83120300e-01
-1.98562567e-01]
[ -4.73275211e-01 -3.50234413e-01 -3.76357354e-01 -1.48474757e-01
-3.37088549e-01 -2.14142338e-01 -1.34264973e-01 -4.29559950e-01
-2.93010559e-01 -4.51785310e-01 -1.34405033e-01 -1.18283650e-01
-1.89674022e-01]
[ -9.49926356e-01 -9.11598281e-01 -9.77164922e-01 -7.15500683e-01
-9.97883747e-01 -9.76924908e-01 -6.81417908e-01 -6.73317302e-01
-7.85224361e-01 -5.96712613e-01 -6.60094915e-01 -4.17948333e-01
-4.44207173e-01]
[ -5.03486987e-01 -2.64218997e-01 -4.63173461e-01 -3.02583102e-01
-3.49181079e-01 -3.55107665e-01 -5.37771742e-01 -5.58573465e-01
-6.25717596e-01 -1.24004977e-01 -4.00192446e-01 -5.11265622e-01
-4.07052826e-01]
[ -1.17412159e-01 2.98405110e-02 -3.34041135e-01 -3.74274604e-01
-9.95360855e-02 -7.15563292e-02 -1.43913908e-01 -2.61056937e-01
-1.37580369e-01 1.35889532e-01 -3.41483180e-01 -5.35059974e-01
-2.23644429e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60916102e-01 -1.03028927e-01 1.61412983e-01 -2.33944638e-01
-1.20397097e-01 1.13717216e-01 -1.44162321e-01 -1.33837587e-02
-9.76570959e-02 4.22292385e-02 -1.09197209e-01 -2.39272607e-01
3.78678999e-02]
[ -8.16039579e-02 -2.60754441e-01 -1.77381644e-01 -2.85128257e-01
-4.78775868e-01 -8.42379040e-02 -3.16006353e-02 1.00375251e-02
-5.04061885e-02 2.45087517e-02 -1.76537494e-01 -2.43872034e-01
-2.33040576e-01]
[ -7.49180749e-02 1.10053252e-04 -2.42593797e-01 -2.39738472e-01
1.37957534e-01 -1.62994971e-01 -1.72019139e-01 3.84098727e-02
-4.32887972e-03 -1.49736935e-02 -1.74748370e-01 1.89078051e-03
9.01714039e-03]
[ 2.88344172e-02 -1.53040211e-01 -1.53195894e-01 -2.62959933e-02
-1.13233643e-01 -1.06887221e-01 6.24358545e-02 -1.78934683e-01
-5.13455040e-02 -6.00717201e-02 3.01887056e-02 -9.69593936e-02
2.60476629e-02]
[ -2.83579870e-01 -1.45038648e-01 -6.98940486e-02 -9.99403557e-02
-3.06931021e-01 -2.72052021e-01 -3.46560890e-01 7.29638691e-02
-2.84650480e-01 -1.94044991e-01 1.73381294e-01 -1.16037892e-02
3.39564727e-01]
[ -2.15320261e-01 -1.26687175e-01 -8.02336806e-02 -5.89429907e-02
-8.02608048e-02 -1.14420166e-01 -4.21323232e-02 6.59812157e-02
-1.05394293e-01 2.45690872e-02 4.55274834e-02 -1.15060493e-01
3.55832703e-02]
[ -1.53271784e-01 -6.07872977e-02 -2.24339245e-01 -3.26085116e-01
-1.45349721e-01 -1.98718289e-01 -2.43709703e-01 -7.34711136e-02
1.82807548e-01 -1.68263590e-01 -2.94838343e-01 -2.54141384e-01
-1.25607446e-01]
[ -3.66296675e-01 -7.35751599e-02 -1.43627067e-01 -1.80381521e-01
-5.64170272e-02 -3.10298379e-01 7.51040223e-02 -3.72338423e-02
-9.98090823e-02 1.13165880e-01 -1.13204332e-02 -1.29877801e-01
-1.26822225e-01]
[ -1.68927012e-01 -1.54437939e-01 -4.52917470e-02 -1.30860172e-01
-1.33774474e-01 -2.93093049e-01 -6.31831095e-02 -1.00382516e-01
-2.61518466e-01 5.60489522e-02 2.13643202e-01 6.99560798e-02
-2.06095755e-01]
[ -1.38032232e-01 -1.78054540e-01 -1.11333542e-01 -2.77721123e-01
8.96681095e-02 -1.78336203e-02 -2.09788569e-01 -1.40608419e-01
9.64918871e-02 -9.72859597e-02 -1.64319402e-01 -1.39649644e-01
-3.09336117e-01]
[ -4.46929854e-02 -3.01337052e-02 -1.48546806e-01 -3.15931251e-02
-2.26032517e-01 6.33304817e-02 -9.48226529e-02 -5.23013636e-02
-2.38327834e-01 -8.60710572e-02 -5.75069165e-02 -2.77088833e-01
-1.79881156e-01]
[ -7.36468280e-02 3.64541891e-02 -1.31136875e-01 -2.85426003e-01
1.29140921e-01 2.09522349e-02 -2.43288197e-01 -1.95270464e-01
1.00405549e-01 -9.23131701e-02 -2.42352810e-01 -1.53765022e-01
-2.93334465e-01]
[ 8.40609515e-02 -3.16969192e-01 -7.91338838e-02 -4.32452475e-01
-2.26250885e-01 -8.77704629e-02 7.37461838e-02 1.16823885e-01
9.54648976e-03 3.05163682e-01 -4.93205418e-01 -6.32951683e-01
3.91770176e-01]
[ -2.17581260e-01 -2.55893302e-01 -1.25632164e-01 -2.90028557e-01
-3.07605726e-01 -9.17319082e-02 2.07793080e-01 5.05477607e-02
3.06022530e-01 5.10294296e-02 -3.73375829e-01 -8.27851605e-01
5.88093671e-01]
[ -8.38149054e-03 -1.94480656e-01 2.68352318e-02 -2.84115013e-01
-1.73773551e-01 1.67716570e-01 1.93105092e-01 2.53502864e-01
-1.72080326e-02 2.41825229e-01 -1.71505360e-01 -8.32577742e-01
6.45333975e-01]
[ 6.77158079e-03 -5.17698282e-02 -1.19416639e-01 -1.07865613e-01
-1.81233990e-01 -4.50879608e-02 2.80758645e-01 1.66674148e-01
2.56669863e-01 3.76439180e-01 -4.39041524e-01 -7.21461824e-01
6.60775293e-01]
[ -7.90084224e-02 -2.84837732e-01 6.37701755e-02 -3.55915023e-01
-1.51054418e-01 1.18567968e-01 3.53956930e-01 1.35933376e-01
-5.86347326e-02 1.73047034e-01 -5.28390944e-01 -7.67898291e-01
7.80648191e-01]
[ 1.23821340e-01 -9.25744368e-02 1.99990745e-02 -1.60036865e-01
-8.27611038e-02 -1.66228135e-02 2.31667840e-01 3.51488942e-01
3.96707661e-01 2.66724216e-01 -5.15716410e-01 -6.38935111e-01
4.66278334e-01]
[ -9.18678681e-03 -1.27096343e-01 1.84480186e-02 3.09616487e-02
-8.18883567e-02 -2.83452243e-01 9.48744518e-03 2.80117274e-01
-3.68691645e-02 5.86735687e-02 -2.18006234e-01 -5.82688189e-01
2.07296655e-01]
[ 7.73151315e-02 1.22871417e-01 -2.82520484e-03 8.55738024e-02
-8.21087105e-02 -5.94799347e-02 -2.14524903e-01 -2.01930302e-01
-2.94678238e-01 -1.75782864e-01 -1.51170626e-01 3.17988845e-01
-1.67044485e-01]
[ 3.80085532e-02 -7.34294153e-02 1.35481016e-01 2.10763218e-01
2.63819555e-01 9.02437159e-03 -4.19034104e-01 -3.89876123e-01
-1.34781630e-01 -5.45650022e-01 2.01663352e-01 1.07565139e+00
-4.74366662e-01]
[ 3.52975948e-02 7.93969347e-02 -2.10830422e-01 3.98685389e-02
2.96263957e-02 -3.66883918e-04 -1.55863706e-01 -3.22988469e-01
-2.84828737e-01 -1.72919766e-01 -5.62483918e-02 -5.06180664e-02
-1.65849773e-01]
[ -5.45675017e-02 -2.15158711e-01 6.61642704e-02 9.46291245e-02
-1.33274784e-01 -1.33649260e-01 4.22385145e-02 -8.43991227e-04
8.52510251e-02 -3.60095383e-01 -3.04189242e-01 -2.59424687e-01
3.39694590e-02]
[ 1.65753407e-02 -2.77897420e-01 6.45727491e-02 -2.31388479e-01
-1.96571582e-01 -2.30786786e-01 -2.41443899e-01 8.66273425e-02
1.02903068e-02 1.53869568e-01 -1.77905646e-01 1.68273295e-02
-1.97771854e-02]
[ 1.73662729e-01 5.49424720e-02 -1.03478390e-01 -1.95925667e-01
-5.42241017e-02 -1.01126242e-01 -1.87380498e-01 3.79172052e-02
-1.95300036e-01 -2.27862981e-01 -1.62635502e-01 1.79374827e-01
-1.26121645e-01]
[ -1.71299461e-01 -1.82285840e-01 -1.08274423e-01 -1.75229151e-01
-5.06229102e-02 2.73751060e-02 -1.85752190e-01 -1.72140087e-01
-1.38777875e-01 7.88071705e-03 -1.90180753e-01 6.02979997e-02
-2.52512373e-01]
[ -3.26677635e-02 -2.13575999e-01 -1.56380569e-01 -1.86799747e-01
-5.31355087e-02 4.48726499e-02 -3.02191684e-02 -2.30310923e-03
-2.13720880e-01 -2.51170384e-01 -3.60005664e-02 -9.98540769e-02
-6.77199083e-02]
[ 1.16190145e-01 7.37458399e-02 -5.69831855e-03 -1.51907014e-01
-3.28080022e-01 8.68543238e-03 -1.37680632e-01 -2.40567260e-01
-3.08090171e-01 7.26713880e-02 -1.15888096e-01 -8.07171458e-02
-4.52657967e-02]
[ -6.36808345e-02 -7.12515917e-03 -2.84131725e-01 4.25597721e-03
6.94835884e-02 1.56013890e-01 -2.35243582e-01 -1.78983166e-01
-6.06712133e-02 -6.09730199e-02 1.63810965e-01 4.72945758e-01
-6.55744499e-02]
[ 1.03125893e-01 3.62427148e-01 -2.08939925e-01 6.45402662e-01
1.25858048e-01 -2.15381915e-03 -2.65352118e-01 -4.09837584e-01
-2.74808539e-01 -4.29841222e-01 6.96289086e-01 1.01971164e+00
-7.08750730e-01]
[ -3.33431846e-02 1.97959571e-01 3.85051257e-02 2.05616192e-01
1.04255116e-02 -6.98515411e-02 -3.04259197e-01 -4.02745126e-01
-3.01344055e-01 -3.20753817e-01 4.79156659e-01 1.11253894e+00
-6.64784107e-01]
[ -5.15784253e-02 -1.14355641e-01 -1.62537945e-01 2.99281753e-01
-1.59780178e-01 2.33420281e-01 -1.15394535e-01 -2.79261159e-01
-2.70648879e-01 -5.03414772e-01 2.07049559e-01 4.95448565e-01
-3.54880175e-01]
[ 7.86293220e-02 -3.80485420e-01 -5.28336591e-02 -3.01862780e-02
-1.09356103e-01 2.00414190e-01 7.48177689e-02 1.57736621e-01
-1.63944880e-01 -5.14686857e-02 -6.82245539e-02 3.24726266e-01
-1.78763543e-01]
[ 2.03574715e-01 -2.91885932e-01 -1.22085199e-01 -8.79965530e-02
-2.08085796e-01 1.22102018e-01 1.75740401e-02 -1.54924950e-01
-4.72399829e-02 -1.13059772e-01 -1.33174168e-01 -1.82737178e-01
-9.20900583e-02]
[ -1.35066253e-01 -8.06818615e-02 3.85322788e-02 -2.53040161e-01
-5.71946851e-02 -1.40956161e-01 5.12708823e-02 -1.58556664e-02
-7.38422115e-02 -1.28492419e-02 -3.05810648e-01 -4.32925801e-01
-2.46595710e-02]
[ -1.39970710e-01 -1.38099288e-01 -6.75685601e-02 -2.54746629e-01
-3.46801555e-01 -2.88019956e-01 1.50763359e-01 1.15161794e-01
2.19619072e-02 9.54704282e-02 -2.18225098e-01 -7.01668460e-01
4.27673627e-03]
[ -1.66353768e-01 -2.27932257e-01 -2.98132239e-01 -3.41054328e-01
-2.70898832e-01 -2.08570939e-01 -3.17638522e-01 1.12625739e-01
-2.79379907e-02 -3.41614266e-01 -3.04467316e-01 -3.39443107e-01
-2.76038091e-01]
[ -1.08665324e-01 1.16871336e-01 2.43192228e-02 -1.11323526e-02
-2.15899541e-01 -1.69066204e-01 -9.18466448e-02 2.28657334e-02
-8.78646434e-02 -1.66823083e-01 -1.75027133e-01 -2.53245149e-01
-5.94391026e-02]
[ -3.49950196e-01 -1.25792074e-01 -2.70648592e-01 1.22927032e-01
-2.05548501e-01 -2.26498758e-01 -6.17581531e-02 -1.44103383e-01
4.75668473e-02 -4.76912732e-02 5.00936938e-02 -3.12735631e-01
-6.83699288e-03]
[ -1.27935067e-01 -2.94270244e-02 -2.59137348e-01 4.38773671e-02
-2.12194510e-01 -2.77353211e-01 -3.85232398e-01 -7.35230825e-02
-5.54078335e-03 -2.55623918e-01 -2.23544625e-01 -2.38605226e-01
-7.48537925e-02]
[ -2.16101956e-01 -5.37577475e-01 -3.31758155e-01 -3.42330598e-01
-3.33299369e-01 -2.26411105e-01 6.58257149e-03 -2.84885006e-01
1.00242322e-01 -2.31903721e-01 -1.84133602e-01 -1.39594566e-01
-6.32042846e-02]
[ -2.13067533e-01 -2.98107360e-01 -3.13659441e-01 -1.42355103e-01
-9.72622309e-02 -1.47307882e-01 -8.39603220e-02 -7.08232217e-04
-1.88372655e-01 -5.01780826e-01 -2.42257992e-01 -1.51159009e-01
4.62461476e-02]
[ -1.22870079e-01 2.69176504e-02 -2.42272367e-01 -4.04064602e-01
-2.28147700e-01 -2.59453978e-01 -6.29552875e-02 -3.29831364e-01
4.32048401e-02 -6.22257891e-02 -3.13307678e-01 -6.10484228e-02
-3.13985192e-01]]
Progress: 10.8% ... Training loss: 0.351 ... Validation loss: 0.476[[-0.02770714]
[ 0.32731086]
[-0.15947074]
[ 0.81218461]
[ 0.30556982]
[ 0.00664054]
[-0.88818909]
[-1.01544338]
[-0.73024119]
[-1.03649128]
[ 1.10243297]
[ 2.75273844]
[-1.7127955 ]]
[[ -5.35166660e-01 -5.14080567e-01 -5.79457882e-01 -1.78336190e-01
-3.15885151e-01 -5.88463571e-01 -3.84580135e-01 -3.58175542e-01
-5.51260712e-01 -4.60383834e-01 4.62589392e-03 4.24440478e-01
-1.64125426e-01]
[ 5.90876016e-03 -1.38272198e-01 5.15011648e-02 -2.79117451e-02
-4.28679548e-02 5.90077644e-02 -1.19104075e-01 2.35910747e-01
-1.24561881e-01 -1.61807111e-01 -4.78058424e-02 -4.43076581e-02
1.00931379e-01]
[ -1.97818476e-01 1.42634045e-01 -1.58005065e-02 1.57523143e-01
1.11011424e-01 -1.13594429e-01 1.50171297e-01 -4.26992215e-02
2.63990801e-01 -6.01740522e-02 3.05471336e-01 7.83041675e-01
5.25099127e-01]
[ 1.78596206e-01 -2.58364503e-01 -2.75394065e-01 -4.64122059e-02
-3.12035922e-01 -6.29149968e-04 3.40550448e-02 -3.56781138e-01
1.51976790e-01 -3.29755247e-01 -2.18447712e-01 -3.00385420e-01
-5.06968873e-02]
[ 1.05121375e-01 3.43104327e-02 9.93155418e-02 5.67118427e-02
-7.98787134e-03 7.05554540e-02 -9.94516589e-02 6.40354468e-02
-7.47131464e-03 1.58106948e-01 1.51119956e-01 -4.73305080e-02
-8.68614090e-02]
[ -4.84548136e-01 -5.75191110e-01 -6.06762703e-01 -5.47791426e-01
-5.71089577e-01 -5.62794545e-01 -3.20092065e-01 -2.02572509e-01
-4.42667484e-01 -2.84294343e-01 -4.18007346e-01 -6.05413739e-01
-3.45261908e-01]
[ -4.16428929e-01 -5.73784660e-01 -3.20989683e-01 -3.45340863e-01
-4.03882545e-01 -5.58883042e-01 -4.23624618e-01 -4.48049919e-01
-2.87172643e-01 -1.87392520e-01 -4.23157280e-01 -2.58984691e-01
-1.75189534e-01]
[ -3.18363457e-01 -3.53206612e-01 -4.61559856e-01 -2.21572097e-01
-3.13328015e-01 -4.12048426e-01 -2.06652219e-01 -1.39580440e-01
-2.47420991e-01 -3.91546243e-01 -1.86373555e-01 -4.05799370e-01
-1.81756080e-01]
[ -4.73314902e-01 -3.52336601e-01 -3.75749111e-01 -1.53388650e-01
-3.38692316e-01 -2.14431507e-01 -1.28562478e-01 -4.24460555e-01
-2.88769342e-01 -4.45733748e-01 -1.39749722e-01 -1.33286748e-01
-1.80604926e-01]
[ -9.50020692e-01 -9.18753551e-01 -9.74859121e-01 -7.38311173e-01
-1.00471763e+00 -9.77590861e-01 -6.60748542e-01 -6.45523488e-01
-7.68269661e-01 -5.71726931e-01 -6.94510806e-01 -4.92154921e-01
-3.90932802e-01]
[ -5.03521254e-01 -2.66693742e-01 -4.62371763e-01 -3.08891321e-01
-3.51464071e-01 -3.55366067e-01 -5.32178069e-01 -5.50666321e-01
-6.20978425e-01 -1.15112868e-01 -4.09081818e-01 -5.32216857e-01
-3.92639602e-01]
[ -1.17440374e-01 2.83545236e-02 -3.33596588e-01 -3.78603827e-01
-1.00715601e-01 -7.17194159e-02 -1.40901094e-01 -2.58206798e-01
-1.34571788e-01 1.39352030e-01 -3.46996845e-01 -5.48854467e-01
-2.15436969e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60921157e-01 -1.03357396e-01 1.61546032e-01 -2.34563214e-01
-1.20708923e-01 1.13672632e-01 -1.43610813e-01 -1.19001475e-02
-9.72995991e-02 4.37112401e-02 -1.10253754e-01 -2.40601909e-01
3.88541349e-02]
[ -8.16145170e-02 -2.61279051e-01 -1.77205727e-01 -2.86574958e-01
-4.79178403e-01 -8.43057026e-02 -3.03112569e-02 1.28068153e-02
-4.96552419e-02 2.70728420e-02 -1.78982384e-01 -2.48751425e-01
-2.30984729e-01]
[ -7.49397104e-02 -1.27726000e-03 -2.42185916e-01 -2.43506874e-01
1.36562001e-01 -1.63137640e-01 -1.68796156e-01 4.32789477e-02
-1.54251114e-03 -9.58166583e-03 -1.79868993e-01 -1.22548788e-02
1.78894000e-02]
[ 2.88297374e-02 -1.53593221e-01 -1.52975632e-01 -2.84264143e-02
-1.13854596e-01 -1.06926713e-01 6.36892644e-02 -1.76517069e-01
-5.07276725e-02 -5.76075805e-02 2.66066087e-02 -1.05506862e-01
3.01679005e-02]
[ -2.83616530e-01 -1.47964771e-01 -6.89423879e-02 -1.09978579e-01
-3.09451723e-01 -2.72280214e-01 -3.40517600e-01 8.11056223e-02
-2.78822706e-01 -1.86066145e-01 1.58951075e-01 -4.01909328e-02
3.59889384e-01]
[ -2.15338610e-01 -1.28456591e-01 -7.96868366e-02 -6.44833147e-02
-8.20144504e-02 -1.14559825e-01 -3.71972901e-02 7.21539442e-02
-1.01211879e-01 2.96745694e-02 3.69632802e-02 -1.28341266e-01
4.86522385e-02]
[ -1.53282437e-01 -6.17681260e-02 -2.24041017e-01 -3.28291312e-01
-1.46258102e-01 -1.98793266e-01 -2.41349424e-01 -6.93698112e-02
1.85716868e-01 -1.65000235e-01 -2.99578330e-01 -2.67941883e-01
-1.17791136e-01]
[ -3.66299972e-01 -7.40335222e-02 -1.43492694e-01 -1.82331719e-01
-5.69692664e-02 -3.10329947e-01 7.73104919e-02 -3.55387941e-02
-9.80988378e-02 1.15079742e-01 -1.34167324e-02 -1.34257934e-01
-1.21908366e-01]
[ -1.68935939e-01 -1.54492443e-01 -4.52307949e-02 -1.31449084e-01
-1.33866540e-01 -2.93134372e-01 -6.11531311e-02 -9.94615928e-02
-2.60019358e-01 5.65764899e-02 2.12996677e-01 6.54349059e-02
-2.01613500e-01]
[ -1.38035367e-01 -1.78193189e-01 -1.11284708e-01 -2.78136097e-01
8.95184167e-02 -1.78567228e-02 -2.09284539e-01 -1.40142661e-01
9.69671621e-02 -9.67344746e-02 -1.64809776e-01 -1.40767992e-01
-3.08153355e-01]
[ -4.47100575e-02 -3.11972180e-02 -1.48228983e-01 -3.44377815e-02
-2.26888007e-01 6.31879098e-02 -9.19176231e-02 -4.91509123e-02
-2.36368224e-01 -8.26685374e-02 -6.11613823e-02 -2.86524239e-01
-1.74800831e-01]
[ -7.36636240e-02 3.55229847e-02 -1.30880652e-01 -2.87326354e-01
1.28407589e-01 2.08407297e-02 -2.41313733e-01 -1.92906920e-01
1.02031613e-01 -8.96182297e-02 -2.44345510e-01 -1.58692040e-01
-2.90343126e-01]
[ 8.40554595e-02 -3.17275890e-01 -7.90298913e-02 -4.33332820e-01
-2.26595922e-01 -8.78001898e-02 7.45777374e-02 1.18293237e-01
1.03269200e-02 3.06803714e-01 -4.94383537e-01 -6.36512955e-01
3.94570605e-01]
[ -2.17582219e-01 -2.55895159e-01 -1.25621310e-01 -2.90397818e-01
-3.07604425e-01 -9.17351763e-02 2.08357764e-01 5.08547784e-02
3.06362659e-01 5.11874901e-02 -3.74005841e-01 -8.29981413e-01
5.89733935e-01]
[ -8.38507547e-03 -1.94713085e-01 2.69288776e-02 -2.84948759e-01
-1.74004230e-01 1.67689334e-01 1.94005711e-01 2.54597006e-01
-1.66076047e-02 2.42986165e-01 -1.72832013e-01 -8.35880678e-01
6.47920653e-01]
[ 6.77058284e-03 -5.18214537e-02 -1.19400449e-01 -1.07989020e-01
-1.81286026e-01 -4.50958342e-02 2.80927192e-01 1.66810986e-01
2.56809191e-01 3.76638958e-01 -4.39162578e-01 -7.21638116e-01
6.61100382e-01]
[ -7.90135342e-02 -2.85064962e-01 6.38608681e-02 -3.56839419e-01
-1.51302413e-01 1.18534339e-01 3.55179068e-01 1.36982007e-01
-5.77895681e-02 1.74370291e-01 -5.29633519e-01 -7.70972742e-01
7.83819116e-01]
[ 1.23813462e-01 -9.31033875e-02 2.01271608e-02 -1.62029880e-01
-8.32690436e-02 -1.66644892e-02 2.34098935e-01 3.53930720e-01
3.98660563e-01 2.68610427e-01 -5.18095494e-01 -6.46825396e-01
4.72121104e-01]
[ -9.19802322e-03 -1.27750729e-01 1.86307637e-02 2.87286146e-02
-8.25373527e-02 -2.83506908e-01 1.15084073e-02 2.82541823e-01
-3.51719484e-02 6.06747986e-02 -2.20837699e-01 -5.89809251e-01
2.12479336e-01]
[ 7.73014599e-02 1.22176295e-01 -2.61714623e-03 8.47113664e-02
-8.25674888e-02 -5.95707630e-02 -2.13537618e-01 -2.00353715e-01
-2.93597486e-01 -1.73890731e-01 -1.52019487e-01 3.16840221e-01
-1.66390078e-01]
[ 3.79958936e-02 -7.41250010e-02 1.35713315e-01 2.08467737e-01
2.63166789e-01 8.95689837e-03 -4.17734466e-01 -3.88481664e-01
-1.33310765e-01 -5.44208588e-01 1.98485793e-01 1.06707072e+00
-4.70084040e-01]
[ 3.52946443e-02 7.93020147e-02 -2.10790471e-01 3.96086868e-02
2.95492434e-02 -3.85646958e-04 -1.55611173e-01 -3.22378183e-01
-2.84658362e-01 -1.72323683e-01 -5.66484295e-02 -5.06469423e-02
-1.65624309e-01]
[ -5.45665443e-02 -2.15087856e-01 6.61386779e-02 9.48268350e-02
-1.33198255e-01 -1.33643654e-01 4.20713302e-02 -1.02916447e-03
8.51403240e-02 -3.60353631e-01 -3.03941665e-01 -2.58640761e-01
3.36195980e-02]
[ 1.65667027e-02 -2.78366266e-01 6.47881643e-02 -2.33211286e-01
-1.97098204e-01 -2.30827918e-01 -2.39879998e-01 8.90546046e-02
1.19930689e-02 1.56464688e-01 -1.81392322e-01 7.93689300e-03
-1.42722406e-02]
[ 1.73650216e-01 5.33509374e-02 -1.03048846e-01 -1.99641262e-01
-5.56984416e-02 -1.01210502e-01 -1.84211284e-01 4.26838939e-02
-1.92157835e-01 -2.23491404e-01 -1.69072493e-01 1.68326391e-01
-1.16969229e-01]
[ -1.71306548e-01 -1.82905410e-01 -1.08177753e-01 -1.76916467e-01
-5.11576699e-02 2.73057662e-02 -1.83986776e-01 -1.70438509e-01
-1.37220729e-01 8.45234603e-03 -1.91873395e-01 5.90843826e-02
-2.49850863e-01]
[ -3.26720125e-02 -2.14269571e-01 -1.56145573e-01 -1.89185784e-01
-5.38560888e-02 4.48299782e-02 -2.84494444e-02 -1.80962602e-04
-2.12384323e-01 -2.48675628e-01 -3.95558579e-02 -1.06523575e-01
-6.34872204e-02]
[ 1.16177333e-01 7.29706040e-02 -5.47450956e-03 -1.54032925e-01
-3.28674263e-01 8.59847357e-03 -1.36069512e-01 -2.39031491e-01
-3.07028381e-01 7.48961806e-02 -1.18712415e-01 -8.70009750e-02
-4.12116581e-02]
[ -6.36866001e-02 -7.57011437e-03 -2.83986415e-01 3.09822847e-03
6.90490787e-02 1.55969481e-01 -2.34781641e-01 -1.77814617e-01
-6.00825549e-02 -5.94782974e-02 1.62282704e-01 4.69638933e-01
-6.32135449e-02]
[ 1.03128100e-01 3.62901560e-01 -2.08946272e-01 6.46550828e-01
1.26229809e-01 -2.14936708e-03 -2.65589060e-01 -4.10307348e-01
-2.74879330e-01 -4.29927131e-01 6.97911052e-01 1.02150307e+00
-7.09563189e-01]
[ -3.33470217e-02 1.97658280e-01 3.86289153e-02 2.04785288e-01
1.02988019e-02 -6.98715693e-02 -3.04171612e-01 -4.01652691e-01
-3.01203529e-01 -3.20194756e-01 4.77755255e-01 1.11123253e+00
-6.63136524e-01]
[ -5.15990243e-02 -1.16455423e-01 -1.61958361e-01 2.92795149e-01
-1.61691277e-01 2.33237976e-01 -1.10672492e-01 -2.72863295e-01
-2.66799379e-01 -4.97596801e-01 1.97403075e-01 4.75691593e-01
-3.42534433e-01]
[ 7.86150859e-02 -3.81220208e-01 -5.25547155e-02 -3.21669177e-02
-1.10048104e-01 2.00301084e-01 7.71730791e-02 1.61366230e-01
-1.62656029e-01 -4.82020712e-02 -7.12347265e-02 3.16425838e-01
-1.75225352e-01]
[ 2.03570934e-01 -2.92166040e-01 -1.21980062e-01 -8.93631975e-02
-2.08426500e-01 1.22075718e-01 1.85496059e-02 -1.53630579e-01
-4.65236043e-02 -1.11698807e-01 -1.35495844e-01 -1.88072524e-01
-8.86004500e-02]
[ -1.35066571e-01 -8.06916523e-02 3.85368330e-02 -2.53049640e-01
-5.72170626e-02 -1.40959695e-01 5.13328037e-02 -1.58108496e-02
-7.38018132e-02 -1.27802640e-02 -3.05832312e-01 -4.32893851e-01
-2.46693520e-02]
[ -1.39972315e-01 -1.38252280e-01 -6.75288393e-02 -2.55195781e-01
-3.46948219e-01 -2.88028275e-01 1.51220546e-01 1.15683099e-01
2.23434926e-02 9.60295330e-02 -2.18852569e-01 -7.04102004e-01
5.64483862e-03]
[ -1.66382287e-01 -2.29721343e-01 -2.97629468e-01 -3.47131383e-01
-2.72628538e-01 -2.08757224e-01 -3.13056757e-01 1.19526662e-01
-2.36373866e-02 -3.36602740e-01 -3.12339937e-01 -3.53012590e-01
-2.64474922e-01]
[ -1.08696095e-01 1.14598763e-01 2.51508393e-02 -1.83527462e-02
-2.17963327e-01 -1.69271405e-01 -8.69381907e-02 3.00426747e-02
-8.33950562e-02 -1.59423599e-01 -1.85950784e-01 -2.78445571e-01
-4.29270955e-02]
[ -3.49965745e-01 -1.27721248e-01 -2.70093179e-01 1.17525507e-01
-2.07372800e-01 -2.26639386e-01 -5.71152155e-02 -1.37707727e-01
5.09603366e-02 -4.12523070e-02 4.18773796e-02 -3.30576692e-01
4.37756395e-03]
[ -1.27972152e-01 -3.17086081e-02 -2.58419039e-01 3.78704520e-02
-2.14130991e-01 -2.77584251e-01 -3.80255634e-01 -6.57320822e-02
-6.39647229e-04 -2.46986772e-01 -2.31518268e-01 -2.61091626e-01
-6.02675904e-02]
[ -2.16123808e-01 -5.39364381e-01 -3.31110727e-01 -3.48330104e-01
-3.35403672e-01 -2.26567551e-01 1.28295985e-02 -2.77379582e-01
1.05521051e-01 -2.24013393e-01 -1.95695153e-01 -1.61895989e-01
-4.52856448e-02]
[ -2.13079262e-01 -2.98810584e-01 -3.13452634e-01 -1.44586377e-01
-9.78784474e-02 -1.47386798e-01 -8.13482557e-02 1.69138362e-03
-1.86669172e-01 -4.99700102e-01 -2.45628462e-01 -1.59833531e-01
5.20289810e-02]
[ -1.22881394e-01 2.65641945e-02 -2.42182664e-01 -4.04575865e-01
-2.28169305e-01 -2.59542903e-01 -6.16484478e-02 -3.29449826e-01
4.38602629e-02 -6.23436757e-02 -3.12208356e-01 -5.99274282e-02
-3.15667545e-01]]
Progress: 10.8% ... Training loss: 0.269 ... Validation loss: 0.469[[-0.01686956]
[ 0.33741112]
[-0.14858336]
[ 0.82876643]
[ 0.31802295]
[ 0.0149109 ]
[-0.86800781]
[-0.99587215]
[-0.71014105]
[-1.01948628]
[ 1.12038014]
[ 2.78923587]
[-1.67595902]]
[[ -5.35247402e-01 -5.12861088e-01 -5.79929814e-01 -1.73168089e-01
-3.14096784e-01 -5.88446977e-01 -3.89104477e-01 -3.63185582e-01
-5.54376441e-01 -4.65426564e-01 1.31016628e-02 4.59351635e-01
-1.79419405e-01]
[ 5.89518454e-03 -1.38099359e-01 5.14593432e-02 -2.73187519e-02
-4.27930212e-02 5.90078528e-02 -1.19494267e-01 2.35659260e-01
-1.24716596e-01 -1.61874089e-01 -4.71134315e-02 -4.24326538e-02
9.96552265e-02]
[ -1.97964194e-01 1.45562022e-01 -1.70173777e-02 1.64145780e-01
1.13384529e-01 -1.13559724e-01 1.40281677e-01 -5.51201273e-02
2.56751013e-01 -7.40713282e-02 3.18430776e-01 8.21176129e-01
4.99131191e-01]
[ 1.78461423e-01 -2.58053989e-01 -2.75731250e-01 -4.43641191e-02
-3.12101848e-01 -6.06914510e-04 3.26815695e-02 -3.58823605e-01
1.48873388e-01 -3.31214320e-01 -2.17800268e-01 -2.91417988e-01
-5.36992098e-02]
[ 1.05430537e-01 2.98436441e-02 1.00765063e-01 4.66492840e-02
-1.19284495e-02 7.04839674e-02 -8.86046332e-02 7.39395633e-02
9.02684549e-04 1.72501089e-01 1.35820393e-01 -1.04462576e-01
-6.68751236e-02]
[ -4.84533102e-01 -5.75516571e-01 -6.06639631e-01 -5.47507225e-01
-5.70963020e-01 -5.62801650e-01 -3.21126337e-01 -2.03360766e-01
-4.43495300e-01 -2.83461172e-01 -4.18071097e-01 -5.96203270e-01
-3.51436210e-01]
[ -4.16567236e-01 -5.72262764e-01 -3.21890270e-01 -3.39713505e-01
-4.02283426e-01 -5.58850980e-01 -4.29126885e-01 -4.55996314e-01
-2.92585326e-01 -1.95587398e-01 -4.13978193e-01 -2.30841033e-01
-1.93879214e-01]
[ -3.18502660e-01 -3.51241000e-01 -4.62332872e-01 -2.17051724e-01
-3.11931124e-01 -4.12021159e-01 -2.13640578e-01 -1.46500414e-01
-2.52213841e-01 -4.00245127e-01 -1.79336794e-01 -3.86148354e-01
-1.96370744e-01]
[ -4.73314577e-01 -3.52390061e-01 -3.75720870e-01 -1.52747226e-01
-3.38470512e-01 -2.14432320e-01 -1.28427512e-01 -4.23913030e-01
-2.88787249e-01 -4.44102597e-01 -1.39374591e-01 -1.33109965e-01
-1.80308542e-01]
[ -9.50280888e-01 -9.15388814e-01 -9.76307247e-01 -7.27528479e-01
-1.00144427e+00 -9.77540399e-01 -6.73538512e-01 -6.59486812e-01
-7.78689264e-01 -5.86202661e-01 -6.76774415e-01 -4.31711827e-01
-4.26725221e-01]
[ -5.03578342e-01 -2.65932945e-01 -4.62769647e-01 -3.05815873e-01
-3.50405401e-01 -3.55349775e-01 -5.34498654e-01 -5.54302535e-01
-6.23010087e-01 -1.17642949e-01 -4.05296084e-01 -5.23957590e-01
-4.00108946e-01]
[ -1.17385241e-01 2.73375770e-02 -3.33272866e-01 -3.81388615e-01
-1.01703267e-01 -7.17347594e-02 -1.39180472e-01 -2.55714362e-01
-1.33171780e-01 1.41928401e-01 -3.51991743e-01 -5.60374900e-01
-2.11357468e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60891241e-01 -1.03781380e-01 1.61705377e-01 -2.35358192e-01
-1.21067321e-01 1.13664230e-01 -1.42792404e-01 -1.05591954e-02
-9.65352057e-02 4.50779516e-02 -1.12052759e-01 -2.45614651e-01
4.03968111e-02]
[ -8.16070664e-02 -2.61447357e-01 -1.77207762e-01 -2.87070014e-01
-4.79238998e-01 -8.43067888e-02 -3.00136137e-02 1.33957801e-02
-4.96186121e-02 2.76470440e-02 -1.79922399e-01 -2.50251230e-01
-2.30892960e-01]
[ -7.49689072e-02 -9.60029968e-04 -2.42231689e-01 -2.41915019e-01
1.37140299e-01 -1.63133624e-01 -1.71040797e-01 4.05201483e-02
-3.24743499e-03 -1.08942927e-02 -1.77229764e-01 2.53395460e-03
1.03068895e-02]
[ 2.87748391e-02 -1.52975145e-01 -1.53235464e-01 -2.58578478e-02
-1.13060649e-01 -1.06913758e-01 6.16606052e-02 -1.79033809e-01
-5.21027035e-02 -6.02469063e-02 3.04051834e-02 -9.57656119e-02
2.46192112e-02]
[ -2.83702193e-01 -1.47032524e-01 -6.94546718e-02 -1.06579762e-01
-3.08649912e-01 -2.72261700e-01 -3.43779011e-01 7.67786660e-02
-2.82328721e-01 -1.90210522e-01 1.64606424e-01 -2.25389513e-02
3.48141622e-01]
[ -2.15340002e-01 -1.28206385e-01 -7.99114805e-02 -6.54442072e-02
-8.20870396e-02 -1.14555980e-01 -3.76849313e-02 7.12415887e-02
-1.01633527e-01 2.68365868e-02 3.59469045e-02 -1.28230295e-01
4.83739896e-02]
[ -1.53332927e-01 -6.12068213e-02 -2.24234384e-01 -3.27526647e-01
-1.45846914e-01 -1.98784003e-01 -2.43408414e-01 -7.04758445e-02
1.84055445e-01 -1.66690687e-01 -2.98791041e-01 -2.63980208e-01
-1.20665466e-01]
[ -3.66286667e-01 -7.39738884e-02 -1.43544531e-01 -1.81774281e-01
-5.67647594e-02 -3.10333045e-01 7.65571569e-02 -3.69401580e-02
-9.85744119e-02 1.13849868e-01 -1.23839302e-02 -1.32346843e-01
-1.25138459e-01]
[ -1.69016357e-01 -1.53695178e-01 -4.55799664e-02 -1.28019666e-01
-1.33200753e-01 -2.93120620e-01 -6.43323777e-02 -1.03554357e-01
-2.62324806e-01 5.33712812e-02 2.18387001e-01 7.88394992e-02
-2.10085279e-01]
[ -1.38066719e-01 -1.77750330e-01 -1.11465213e-01 -2.76207210e-01
9.02150737e-02 -1.78469041e-02 -2.10748807e-01 -1.41490840e-01
9.58821436e-02 -9.74627692e-02 -1.62167435e-01 -1.34056369e-01
-3.11631492e-01]
[ -4.46982318e-02 -3.13875117e-02 -1.48123267e-01 -3.51811551e-02
-2.27124143e-01 6.31818434e-02 -9.12153279e-02 -4.79620482e-02
-2.35909586e-01 -8.15816447e-02 -6.25874694e-02 -2.90588323e-01
-1.72803068e-01]
[ -7.36548617e-02 3.54353335e-02 -1.30848554e-01 -2.87498343e-01
1.28327483e-01 2.08386299e-02 -2.41043822e-01 -1.92669613e-01
1.02255775e-01 -8.92873337e-02 -2.44582707e-01 -1.59215500e-01
-2.89946048e-01]
[ 8.40413914e-02 -3.17139310e-01 -7.90999461e-02 -4.32960847e-01
-2.26494726e-01 -8.77981522e-02 7.38765872e-02 1.17440594e-01
9.78955852e-03 3.06037428e-01 -4.93672269e-01 -6.35022342e-01
3.93171407e-01]
[ -2.17580821e-01 -2.55878392e-01 -1.25621283e-01 -2.90432100e-01
-3.07593924e-01 -9.17353937e-02 2.08402270e-01 5.10210391e-02
3.06354015e-01 5.12862051e-02 -3.73999108e-01 -8.29708563e-01
5.89993499e-01]
[ -8.36683501e-03 -1.94891598e-01 2.69985092e-02 -2.85604519e-01
-1.74204670e-01 1.67684830e-01 1.95328369e-01 2.55521523e-01
-1.55353686e-02 2.43870379e-01 -1.73994042e-01 -8.40008762e-01
6.51261413e-01]
[ 6.80208320e-03 -5.23030729e-02 -1.19222621e-01 -1.09385220e-01
-1.81701579e-01 -4.51028596e-02 2.82687832e-01 1.68577329e-01
2.58109045e-01 3.78989049e-01 -4.41230053e-01 -7.27495535e-01
6.65535164e-01]
[ -7.90339213e-02 -2.84776730e-01 6.37394756e-02 -3.55974958e-01
-1.51096805e-01 1.18539660e-01 3.53948658e-01 1.35883501e-01
-5.88467154e-02 1.73447863e-01 -5.28673848e-01 -7.69065879e-01
7.81661792e-01]
[ 1.23807752e-01 -9.30905385e-02 2.01310000e-02 -1.62266749e-01
-8.33156408e-02 -1.66632410e-02 2.34261648e-01 3.54452119e-01
3.98792791e-01 2.68713297e-01 -5.18360736e-01 -6.49476487e-01
4.73290945e-01]
[ -9.18963949e-03 -1.27851188e-01 1.86474158e-02 2.82416046e-02
-8.26134062e-02 -2.83507670e-01 1.21161772e-02 2.82955500e-01
-3.46727885e-02 6.09800192e-02 -2.21531434e-01 -5.92156342e-01
2.14134918e-01]
[ 7.72651185e-02 1.22698276e-01 -2.78229453e-03 8.64470858e-02
-8.21816039e-02 -5.95647583e-02 -2.14825769e-01 -2.02072303e-01
-2.94629646e-01 -1.75303829e-01 -1.49654970e-01 3.24385139e-01
-1.70168520e-01]
[ 3.79554673e-02 -7.38547878e-02 1.35587712e-01 2.10123930e-01
2.63622505e-01 8.96464530e-03 -4.18907498e-01 -3.89125824e-01
-1.34479977e-01 -5.44775402e-01 2.00013953e-01 1.07797758e+00
-4.73526589e-01]
[ 3.52528120e-02 7.96904663e-02 -2.10952545e-01 4.10603610e-02
2.99746478e-02 -3.76088111e-04 -1.56919270e-01 -3.23592341e-01
-2.85644037e-01 -1.73938442e-01 -5.48906555e-02 -4.66289631e-02
-1.68597332e-01]
[ -5.45743448e-02 -2.15046159e-01 6.61179224e-02 9.49600280e-02
-1.33164489e-01 -1.33642045e-01 4.18391431e-02 -1.25890152e-03
8.49536592e-02 -3.60534091e-01 -3.03820855e-01 -2.58542226e-01
3.32897177e-02]
[ 1.64966253e-02 -2.77609383e-01 6.44093362e-02 -2.30919001e-01
-1.96379603e-01 -2.30814836e-01 -2.42573403e-01 8.49115112e-02
9.28682029e-03 1.52239727e-01 -1.77461455e-01 1.99206590e-02
-2.15761960e-02]
[ 1.73651495e-01 5.33376910e-02 -1.03041995e-01 -1.99672801e-01
-5.57071588e-02 -1.01210767e-01 -1.84178583e-01 4.27563897e-02
-1.92135016e-01 -2.23416916e-01 -1.69130261e-01 1.68259420e-01
-1.16914198e-01]
[ -1.71386500e-01 -1.81681074e-01 -1.08669213e-01 -1.73500707e-01
-4.99728031e-02 2.73248834e-02 -1.87729216e-01 -1.75471788e-01
-1.40976677e-01 3.19244689e-03 -1.85760067e-01 7.57352940e-02
-2.61482805e-01]
[ -3.27642460e-02 -2.13067092e-01 -1.56578770e-01 -1.86211340e-01
-5.24910556e-02 4.48507342e-02 -3.26518788e-02 -5.49631044e-03
-2.15368675e-01 -2.53835631e-01 -3.37407414e-02 -8.66353043e-02
-7.43723575e-02]
[ 1.16151090e-01 7.34691562e-02 -5.64737659e-03 -1.52875981e-01
-3.28364389e-01 8.60397902e-03 -1.37655544e-01 -2.40689503e-01
-3.08009485e-01 7.33781698e-02 -1.16603020e-01 -8.04824795e-02
-4.51190228e-02]
[ -6.36316300e-02 -8.37113295e-03 -2.83720036e-01 1.22589912e-03
6.83549709e-02 1.55953221e-01 -2.32575850e-01 -1.75343262e-01
-5.83441280e-02 -5.65495234e-02 1.59184778e-01 4.62445035e-01
-5.90834057e-02]
[ 1.03187168e-01 3.62240706e-01 -2.08740670e-01 6.44493666e-01
1.25666527e-01 -2.16073159e-03 -2.63934057e-01 -4.08325120e-01
-2.73513602e-01 -4.27444953e-01 6.94279931e-01 1.01246867e+00
-7.06554981e-01]
[ -3.32534444e-02 1.96202276e-01 3.91382570e-02 2.01729150e-01
9.09924384e-03 -6.98939946e-02 -3.01029061e-01 -3.97767846e-01
-2.98399390e-01 -3.16027370e-01 4.72178050e-01 1.09684009e+00
-6.57239852e-01]
[ -5.16023670e-02 -1.16298113e-01 -1.62057287e-01 2.93709706e-01
-1.61507370e-01 2.33240035e-01 -1.11239786e-01 -2.73373479e-01
-2.66807318e-01 -4.98578287e-01 1.98613829e-01 4.78203895e-01
-3.44130571e-01]
[ 7.85990307e-02 -3.80973928e-01 -5.26656704e-02 -3.11779960e-02
-1.09761265e-01 2.00305146e-01 7.60419456e-02 1.59931002e-01
-1.63518193e-01 -4.94605147e-02 -6.94748521e-02 3.20115654e-01
-1.77864116e-01]
[ 2.03539803e-01 -2.91919365e-01 -1.22095834e-01 -8.82266087e-02
-2.08187261e-01 1.22081067e-01 1.69946219e-02 -1.54794854e-01
-4.77551061e-02 -1.13022803e-01 -1.33605710e-01 -1.82015656e-01
-9.25146903e-02]
[ -1.35109787e-01 -8.00459456e-02 3.82736712e-02 -2.51377239e-01
-5.66902030e-02 -1.40950272e-01 4.89650267e-02 -1.81512925e-02
-7.57888022e-02 -1.51850837e-02 -3.03363806e-01 -4.25114354e-01
-3.08056950e-02]
[ -1.39974067e-01 -1.38106971e-01 -6.75770867e-02 -2.55060251e-01
-3.46832834e-01 -2.88026920e-01 1.50674808e-01 1.15730530e-01
2.18507574e-02 9.58016207e-02 -2.18519749e-01 -7.02567227e-01
4.60629959e-03]
[ -1.66458088e-01 -2.29324183e-01 -2.98088080e-01 -3.45547185e-01
-2.72074787e-01 -2.08744045e-01 -3.14905426e-01 1.15770450e-01
-2.60136294e-02 -3.42221585e-01 -3.10086306e-01 -3.43269469e-01
-2.73401731e-01]
[ -1.08771572e-01 1.15513057e-01 2.48026080e-02 -1.54685835e-02
-2.17355207e-01 -1.69254874e-01 -8.96827265e-02 2.76631444e-02
-8.57403617e-02 -1.61374525e-01 -1.82615941e-01 -2.68560976e-01
-4.97312507e-02]
[ -3.50035646e-01 -1.26870947e-01 -2.70476259e-01 1.21372297e-01
-2.06460857e-01 -2.26622870e-01 -6.10729807e-02 -1.41532459e-01
4.83310133e-02 -4.54849560e-02 4.73600214e-02 -3.18940731e-01
-5.03833879e-03]
[ -1.28014767e-01 -3.13431259e-02 -2.58560053e-01 3.96939231e-02
-2.13679767e-01 -2.77578923e-01 -3.80859329e-01 -6.71320663e-02
-1.20347753e-03 -2.47735230e-01 -2.28872749e-01 -2.48473232e-01
-6.23839580e-02]
[ -2.16124147e-01 -5.39575622e-01 -3.31030022e-01 -3.48991397e-01
-3.35655392e-01 -2.26572514e-01 1.35764602e-02 -2.76529777e-01
1.05956935e-01 -2.23208446e-01 -1.96959322e-01 -1.66677209e-01
-4.30517421e-02]
[ -2.13063080e-01 -2.98853867e-01 -3.13478387e-01 -1.44480224e-01
-9.77177231e-02 -1.47386291e-01 -8.13975006e-02 1.81995824e-03
-1.86509463e-01 -4.99133493e-01 -2.45333184e-01 -1.59509885e-01
5.19392333e-02]
[ -1.22895593e-01 2.74000670e-02 -2.42428967e-01 -4.03085990e-01
-2.27258976e-01 -2.59538590e-01 -6.65813339e-02 -3.34174851e-01
4.01281148e-02 -6.55937947e-02 -3.08428872e-01 -4.21700004e-02
-3.29730727e-01]]
Progress: 10.8% ... Training loss: 0.278 ... Validation loss: 0.457[[-0.02772464]
[ 0.32972399]
[-0.15622695]
[ 0.82110229]
[ 0.31150922]
[ 0.00541308]
[-0.88033347]
[-1.01048889]
[-0.71900918]
[-1.03404749]
[ 1.11731955]
[ 2.79776412]
[-1.6931858 ]]
[[ -5.35223670e-01 -5.12936445e-01 -5.79855096e-01 -1.72746457e-01
-3.13764505e-01 -5.88456175e-01 -3.86407780e-01 -3.59710395e-01
-5.53289435e-01 -4.61679339e-01 1.48641257e-02 4.51054584e-01
-1.72918248e-01]
[ 5.89542698e-03 -1.37999079e-01 5.14288406e-02 -2.69892881e-02
-4.26389782e-02 5.90103457e-02 -1.19446992e-01 2.35035464e-01
-1.24922850e-01 -1.62074353e-01 -4.64084999e-02 -4.18162288e-02
9.89765743e-02]
[ -1.98086023e-01 1.48902703e-01 -1.81773945e-02 1.72043791e-01
1.16126450e-01 -1.13436329e-01 1.34984629e-01 -6.48369792e-02
2.51944008e-01 -8.37917974e-02 3.31797196e-01 8.30808523e-01
4.89010375e-01]
[ 1.78518802e-01 -2.58141002e-01 -2.75656266e-01 -4.87285231e-02
-3.12469758e-01 -6.34766335e-04 3.73331312e-02 -3.58804257e-01
1.53718524e-01 -3.31110410e-01 -2.22779262e-01 -3.02506020e-01
-4.10413158e-02]
[ 1.05368520e-01 3.19156794e-02 1.00044255e-01 5.34161895e-02
-9.62711074e-03 7.05451279e-02 -9.67413903e-02 6.41353277e-02
-4.98491798e-03 1.64705959e-01 1.45237719e-01 -6.61258345e-02
-8.93839958e-02]
[ -4.84443356e-01 -5.77622405e-01 -6.05853126e-01 -5.52725585e-01
-5.72756615e-01 -5.62883641e-01 -3.16425646e-01 -1.95418569e-01
-4.40190675e-01 -2.75511717e-01 -4.26311394e-01 -6.15259914e-01
-3.42950076e-01]
[ -4.16548330e-01 -5.72674764e-01 -3.21815435e-01 -3.40318112e-01
-4.02496296e-01 -5.58858252e-01 -4.28094299e-01 -4.54832807e-01
-2.91686429e-01 -1.94492759e-01 -4.13741373e-01 -2.30960970e-01
-1.91300612e-01]
[ -3.18497333e-01 -3.50935996e-01 -4.62363025e-01 -2.16863827e-01
-3.11626910e-01 -4.12020986e-01 -2.12196276e-01 -1.45787137e-01
-2.52186793e-01 -3.99205537e-01 -1.78199036e-01 -3.94781398e-01
-1.94279019e-01]
[ -4.73286653e-01 -3.52456147e-01 -3.75630163e-01 -1.53157396e-01
-3.38543792e-01 -2.14453521e-01 -1.27078220e-01 -4.23049676e-01
-2.87578104e-01 -4.43015210e-01 -1.39728011e-01 -1.35732982e-01
-1.78043477e-01]
[ -9.50217362e-01 -9.16433605e-01 -9.75975816e-01 -7.30251718e-01
-1.00207787e+00 -9.77586938e-01 -6.68852624e-01 -6.54020772e-01
-7.76252186e-01 -5.80987006e-01 -6.79133146e-01 -4.41878259e-01
-4.19972442e-01]
[ -5.03495990e-01 -2.67459175e-01 -4.62087396e-01 -3.09443398e-01
-3.51773271e-01 -3.55421686e-01 -5.30037334e-01 -5.48101387e-01
-6.19529819e-01 -1.10583745e-01 -4.10541151e-01 -5.43384496e-01
-3.90409768e-01]
[ -1.17389216e-01 2.76296818e-02 -3.33364655e-01 -3.81083089e-01
-1.01477319e-01 -7.17265997e-02 -1.39800810e-01 -2.56699213e-01
-1.33649411e-01 1.40824614e-01 -3.51607083e-01 -5.61214206e-01
-2.12387898e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60849103e-01 -1.04953486e-01 1.62205017e-01 -2.37757498e-01
-1.22009086e-01 1.13618696e-01 -1.40545888e-01 -6.33526352e-03
-9.50791457e-02 4.96432993e-02 -1.16201084e-01 -2.55023605e-01
4.40283933e-02]
[ -8.15692759e-02 -2.61930241e-01 -1.77020238e-01 -2.88662753e-01
-4.79627520e-01 -8.43329723e-02 -2.84652433e-02 1.56873710e-02
-4.83627162e-02 2.97637246e-02 -1.81991551e-01 -2.54427573e-01
-2.28530358e-01]
[ -7.49554563e-02 -1.50513275e-03 -2.42088456e-01 -2.43297638e-01
1.36571992e-01 -1.63147151e-01 -1.69997120e-01 4.21219795e-02
-2.57268177e-03 -9.31488320e-03 -1.79427536e-01 -3.45795181e-03
1.29158444e-02]
[ 2.87769337e-02 -1.53151002e-01 -1.53247523e-01 -2.55887131e-02
-1.12912690e-01 -1.06912418e-01 6.12590558e-02 -1.79215785e-01
-5.23636465e-02 -6.05486193e-02 3.16403523e-02 -8.88490105e-02
2.37173176e-02]
[ -2.83701013e-01 -1.46975306e-01 -6.95074679e-02 -1.06465142e-01
-3.08684725e-01 -2.72258667e-01 -3.43964806e-01 7.65777456e-02
-2.82484919e-01 -1.90448285e-01 1.65133913e-01 -2.24505878e-02
3.47598932e-01]
[ -2.15310538e-01 -1.28936151e-01 -7.96220437e-02 -6.82860710e-02
-8.29370547e-02 -1.14582236e-01 -3.39898725e-02 7.55491443e-02
-9.89167336e-02 3.03640407e-02 3.12372690e-02 -1.43117662e-01
5.82992855e-02]
[ -1.53358263e-01 -6.04237992e-02 -2.24487302e-01 -3.24595419e-01
-1.44970204e-01 -1.98763269e-01 -2.45658189e-01 -7.31195311e-02
1.81721236e-01 -1.68399516e-01 -2.93412902e-01 -2.57006171e-01
-1.27611921e-01]
[ -3.66307238e-01 -7.33151180e-02 -1.43745960e-01 -1.80500019e-01
-5.62058271e-02 -3.10314332e-01 7.56427680e-02 -3.91780013e-02
-9.95722134e-02 1.12106025e-01 -1.01742816e-02 -1.31274525e-01
-1.27647253e-01]
[ -1.68991892e-01 -1.53937197e-01 -4.54364779e-02 -1.29030731e-01
-1.33366849e-01 -2.93132219e-01 -6.23532482e-02 -1.01355453e-01
-2.60698988e-01 5.50650315e-02 2.16338661e-01 7.16258296e-02
-2.05276165e-01]
[ -1.38041141e-01 -1.77985781e-01 -1.11353984e-01 -2.77088313e-01
8.99455598e-02 -1.78683401e-02 -2.09504490e-01 -1.40639797e-01
9.69387848e-02 -9.63643386e-02 -1.63019924e-01 -1.36805442e-01
-3.09534222e-01]
[ -4.46888729e-02 -3.15454477e-02 -1.48068883e-01 -3.56442878e-02
-2.27240071e-01 6.31739210e-02 -9.07658525e-02 -4.76247855e-02
-2.35583858e-01 -8.11418253e-02 -6.30491513e-02 -2.91441052e-01
-1.72067748e-01]
[ -7.36525721e-02 3.53985282e-02 -1.30836393e-01 -2.87560999e-01
1.28303312e-01 2.08369763e-02 -2.40971986e-01 -1.92534969e-01
1.02332953e-01 -8.91450072e-02 -2.44664896e-01 -1.59419423e-01
-2.89794827e-01]
[ 8.40546887e-02 -3.17409645e-01 -7.89856439e-02 -4.34261787e-01
-2.26800950e-01 -8.78075867e-02 7.51362419e-02 1.18642010e-01
1.08282154e-02 3.07349625e-01 -4.95362894e-01 -6.41819759e-01
3.97258183e-01]
[ -2.17580775e-01 -2.55953569e-01 -1.25603515e-01 -2.90612063e-01
-3.07690178e-01 -9.17369210e-02 2.08907749e-01 5.15997186e-02
3.06666155e-01 5.17947968e-02 -3.74469840e-01 -8.31608532e-01
5.91386590e-01]
[ -8.35407585e-03 -1.95194515e-01 2.71334481e-02 -2.86760156e-01
-1.74524108e-01 1.67672957e-01 1.96564589e-01 2.57458122e-01
-1.48006046e-02 2.45543256e-01 -1.75939755e-01 -8.44611541e-01
6.55124620e-01]
[ 6.79056584e-03 -5.19283861e-02 -1.19345275e-01 -1.08851458e-01
-1.81389849e-01 -4.50900900e-02 2.82095300e-01 1.67843684e-01
2.57531754e-01 3.77956368e-01 -4.40611329e-01 -7.27064507e-01
6.64971885e-01]
[ -7.90353182e-02 -2.84757634e-01 6.37304872e-02 -3.55934694e-01
-1.51078861e-01 1.18540954e-01 3.53870239e-01 1.35792591e-01
-5.89006285e-02 1.73346649e-01 -5.28620657e-01 -7.68984826e-01
7.81506356e-01]
[ 1.23808503e-01 -9.31106378e-02 2.01355016e-02 -1.62623388e-01
-8.33586437e-02 -1.66637476e-02 2.34561373e-01 3.54794452e-01
3.99040771e-01 2.68859558e-01 -5.18774665e-01 -6.50959001e-01
4.74311941e-01]
[ -9.14054375e-03 -1.28618722e-01 1.89637125e-02 2.58130265e-02
-8.32585507e-02 -2.83538771e-01 1.47277957e-02 2.86532303e-01
-3.23816240e-02 6.41028343e-02 -2.24675307e-01 -5.98365393e-01
2.20362303e-01]
[ 7.72796666e-02 1.22233475e-01 -2.72208539e-03 8.50037357e-02
-8.26003916e-02 -5.95776600e-02 -2.13462570e-01 -2.01331219e-01
-2.93577408e-01 -1.74603370e-01 -1.51482171e-01 3.19109189e-01
-1.67211867e-01]
[ 3.79377583e-02 -7.33309818e-02 1.35372069e-01 2.12160417e-01
2.64279912e-01 8.97661611e-03 -4.19817966e-01 -3.90348545e-01
-1.35571663e-01 -5.46053633e-01 2.03245915e-01 1.08689809e+00
-4.77376137e-01]
[ 3.52566979e-02 7.95837666e-02 -2.10914765e-01 4.07877373e-02
2.98925065e-02 -3.79197653e-04 -1.56688095e-01 -3.23327401e-01
-2.85441228e-01 -1.73575368e-01 -5.53103358e-02 -4.78597454e-02
-1.67852377e-01]
[ -5.45696285e-02 -2.15190860e-01 6.61675142e-02 9.44226436e-02
-1.33350687e-01 -1.33647415e-01 4.23978094e-02 -9.25814321e-04
8.52540913e-02 -3.60190712e-01 -3.04267572e-01 -2.59696869e-01
3.43091260e-02]
[ 1.65063925e-02 -2.77979395e-01 6.45440730e-02 -2.32162060e-01
-1.96714238e-01 -2.30822764e-01 -2.41537255e-01 8.60214737e-02
1.01536481e-02 1.53375328e-01 -1.79010968e-01 1.57252113e-02
-1.87887009e-02]
[ 1.73679457e-01 5.25431287e-02 -1.02788054e-01 -2.01556041e-01
-5.64143684e-02 -1.01230717e-01 -1.82731575e-01 4.52521036e-02
-1.90777753e-01 -2.20969746e-01 -1.71918320e-01 1.60364862e-01
-1.12206831e-01]
[ -1.71385737e-01 -1.81737589e-01 -1.08698821e-01 -1.73316434e-01
-4.98670124e-02 2.73229587e-02 -1.87663411e-01 -1.76050111e-01
-1.40880847e-01 2.31689279e-03 -1.84748059e-01 7.90433473e-02
-2.62398790e-01]
[ -3.27556495e-02 -2.13538698e-01 -1.56403179e-01 -1.87885802e-01
-5.30131309e-02 4.48410211e-02 -3.11328139e-02 -3.58257246e-03
-2.14298328e-01 -2.52106210e-01 -3.67713507e-02 -9.34826520e-02
-6.95643612e-02]
[ 1.16135780e-01 7.39376865e-02 -5.81531893e-03 -1.51771503e-01
-3.28072346e-01 8.61557873e-03 -1.38719270e-01 -2.42129869e-01
-3.09108114e-01 7.18622368e-02 -1.14557159e-01 -7.45993853e-02
-4.88103187e-02]
[ -6.36291596e-02 -8.41380734e-03 -2.83714262e-01 1.15995490e-03
6.83488195e-02 1.55951955e-01 -2.32568498e-01 -1.75455601e-01
-5.82777413e-02 -5.64901742e-02 1.59185425e-01 4.61895390e-01
-5.91295483e-02]
[ 1.03203418e-01 3.61965597e-01 -2.08621690e-01 6.44223303e-01
1.25550068e-01 -2.17170060e-03 -2.63398251e-01 -4.06719185e-01
-2.73148082e-01 -4.25700154e-01 6.93239645e-01 1.00864065e+00
-7.06728826e-01]
[ -3.32540283e-02 1.96861047e-01 3.90798358e-02 2.04122472e-01
9.76263268e-03 -6.98954679e-02 -3.03020913e-01 -3.98870320e-01
-3.00170156e-01 -3.16715815e-01 4.75883734e-01 1.09975652e+00
-6.63770758e-01]
[ -5.16038468e-02 -1.16231443e-01 -1.62096436e-01 2.94145339e-01
-1.61410642e-01 2.33242008e-01 -1.11505305e-01 -2.73752799e-01
-2.66994410e-01 -4.98909265e-01 1.99432122e-01 4.79119444e-01
-3.45400792e-01]
[ 7.85918170e-02 -3.80660143e-01 -5.27813000e-02 -2.97529271e-02
-1.09380872e-01 2.00313174e-01 7.50190351e-02 1.57836202e-01
-1.64562262e-01 -5.05691767e-02 -6.71472693e-02 3.24396661e-01
-1.81990398e-01]
[ 2.03573522e-01 -2.92417651e-01 -1.21864790e-01 -8.94202360e-02
-2.08640025e-01 1.22051665e-01 1.85295962e-02 -1.52999226e-01
-4.65945771e-02 -1.10655089e-01 -1.35319708e-01 -1.85256334e-01
-9.02352699e-02]
[ -1.35115151e-01 -7.99564296e-02 3.82321554e-02 -2.51084420e-01
-5.66176017e-02 -1.40946534e-01 4.86383721e-02 -1.85077183e-02
-7.61321518e-02 -1.55078272e-02 -3.02968986e-01 -4.23907358e-01
-3.17991157e-02]
[ -1.39970216e-01 -1.38239722e-01 -6.75110973e-02 -2.55545786e-01
-3.46969904e-01 -2.88030133e-01 1.51241863e-01 1.16628273e-01
2.22943774e-02 9.65734255e-02 -2.19466724e-01 -7.05734793e-01
6.44943485e-03]
[ -1.66460883e-01 -2.29131374e-01 -2.98116811e-01 -3.44631261e-01
-2.71773820e-01 -2.08738424e-01 -3.15752670e-01 1.14959274e-01
-2.71506842e-02 -3.43394757e-01 -3.07883461e-01 -3.35187439e-01
-2.77650406e-01]
[ -1.08766299e-01 1.15401660e-01 2.48808101e-02 -1.61859394e-02
-2.17416248e-01 -1.69258304e-01 -8.81938646e-02 2.97376936e-02
-8.49380902e-02 -1.59513981e-01 -1.84174597e-01 -2.75126630e-01
-4.49204368e-02]
[ -3.50007231e-01 -1.27720080e-01 -2.70224015e-01 1.18435038e-01
-2.07248088e-01 -2.26649440e-01 -5.84103923e-02 -1.39169439e-01
5.03171381e-02 -4.29390899e-02 4.34190928e-02 -3.29187820e-01
9.54513029e-04]
[ -1.27973290e-01 -3.19241296e-02 -2.58281862e-01 3.77340092e-02
-2.14216410e-01 -2.77603893e-01 -3.78848214e-01 -6.36173492e-02
5.12635001e-04 -2.43908178e-01 -2.31864795e-01 -2.61663624e-01
-5.56383298e-02]
[ -2.16143296e-01 -5.39058091e-01 -3.31272699e-01 -3.46646277e-01
-3.35019787e-01 -2.26557138e-01 1.20005285e-02 -2.77984914e-01
1.04326283e-01 -2.24582081e-01 -1.92610523e-01 -1.59315309e-01
-4.81701386e-02]
[ -2.13037529e-01 -2.99121457e-01 -3.13330553e-01 -1.45207130e-01
-9.80097033e-02 -1.47406538e-01 -8.00239252e-02 3.17924616e-03
-1.85087585e-01 -4.98131096e-01 -2.46125126e-01 -1.64460073e-01
5.44357801e-02]
[ -1.22832461e-01 2.62199350e-02 -2.41992137e-01 -4.06050840e-01
-2.28294184e-01 -2.59594664e-01 -6.31674272e-02 -3.30537775e-01
4.24091494e-02 -6.11117739e-02 -3.12916081e-01 -5.30932490e-02
-3.24987970e-01]]
Progress: 10.9% ... Training loss: 0.272 ... Validation loss: 0.450[[-0.03674138]
[ 0.31279813]
[-0.16857338]
[ 0.80057185]
[ 0.29724559]
[-0.00619523]
[-0.89669399]
[-1.02753611]
[-0.73873891]
[-1.05212301]
[ 1.09224442]
[ 2.76619819]
[-1.72873357]]
[[ -5.35181287e-01 -5.13045599e-01 -5.79614435e-01 -1.74387978e-01
-3.13985910e-01 -5.88468230e-01 -3.82057523e-01 -3.54941533e-01
-5.49355809e-01 -4.57845370e-01 1.21098519e-02 4.38432090e-01
-1.62306887e-01]
[ 5.88843156e-03 -1.37815981e-01 5.13822505e-02 -2.64960770e-02
-4.24803279e-02 5.90114582e-02 -1.19764136e-01 2.34266111e-01
-1.25313366e-01 -1.62455916e-01 -4.55444109e-02 -4.00085453e-02
9.75153864e-02]
[ -1.97813422e-01 1.44900282e-01 -1.65008141e-02 1.59058161e-01
1.12099447e-01 -1.13490391e-01 1.50210350e-01 -4.82015016e-02
2.66174086e-01 -6.76420783e-02 3.13198154e-01 7.76987090e-01
5.28420279e-01]
[ 1.78401614e-01 -2.56548825e-01 -2.76494817e-01 -4.54338982e-02
-3.10590368e-01 -6.04674876e-04 3.37297182e-02 -3.64400670e-01
1.50472608e-01 -3.37146460e-01 -2.18379600e-01 -2.82998171e-01
-4.66060453e-02]
[ 1.05504872e-01 2.95416874e-02 1.00887922e-01 4.64300662e-02
-1.21323597e-02 7.05125674e-02 -9.26555385e-02 6.87458054e-02
-8.75970407e-04 1.68982833e-01 1.34245889e-01 -7.47983470e-02
-7.88697840e-02]
[ -4.84470440e-01 -5.77479862e-01 -6.05918778e-01 -5.52694075e-01
-5.72506889e-01 -5.62882301e-01 -3.17941266e-01 -1.96873358e-01
-4.41303300e-01 -2.76817615e-01 -4.26586476e-01 -6.14079268e-01
-3.47638237e-01]
[ -4.16389657e-01 -5.75164064e-01 -3.20779576e-01 -3.47370864e-01
-4.04666112e-01 -5.58887822e-01 -4.21719923e-01 -4.47668877e-01
-2.85737809e-01 -1.85710969e-01 -4.23678915e-01 -2.59726600e-01
-1.73816456e-01]
[ -3.18428736e-01 -3.52006202e-01 -4.61932243e-01 -2.20787063e-01
-3.13010533e-01 -4.12034622e-01 -2.06462490e-01 -1.39050956e-01
-2.46747341e-01 -3.94238885e-01 -1.85512188e-01 -4.17123150e-01
-1.80686869e-01]
[ -4.73265651e-01 -3.53029232e-01 -3.75476062e-01 -1.53931491e-01
-3.38733059e-01 -2.14462459e-01 -1.26393376e-01 -4.21672380e-01
-2.87471685e-01 -4.41052591e-01 -1.40526508e-01 -1.39930807e-01
-1.77349944e-01]
[ -9.50134036e-01 -9.17826481e-01 -9.75393462e-01 -7.33921934e-01
-1.00373935e+00 -9.77602403e-01 -6.62711570e-01 -6.46934176e-01
-7.70339558e-01 -5.74482987e-01 -6.85319129e-01 -4.68368941e-01
-4.04760299e-01]
[ -5.03346085e-01 -2.70092142e-01 -4.61027438e-01 -3.17063354e-01
-3.53721499e-01 -3.55461357e-01 -5.24180389e-01 -5.40681397e-01
-6.14728573e-01 -1.01952154e-01 -4.21627570e-01 -5.66845194e-01
-3.77519047e-01]
[ -1.17401260e-01 2.76654766e-02 -3.33451875e-01 -3.81511491e-01
-1.01360596e-01 -7.17222675e-02 -1.40521422e-01 -2.57383181e-01
-1.33981419e-01 1.40094165e-01 -3.52658953e-01 -5.65387385e-01
-2.13409085e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60830045e-01 -1.05314982e-01 1.62270985e-01 -2.38754797e-01
-1.22236070e-01 1.13614709e-01 -1.40778331e-01 -6.19895447e-03
-9.50636797e-02 5.00321105e-02 -1.17961124e-01 -2.58338804e-01
4.29474847e-02]
[ -8.15509198e-02 -2.62091692e-01 -1.76953825e-01 -2.89253658e-01
-4.79769148e-01 -8.43371781e-02 -2.76798499e-02 1.67499894e-02
-4.79588241e-02 3.06376243e-02 -1.83066929e-01 -2.58435512e-01
-2.27235975e-01]
[ -7.49632883e-02 -1.38568540e-03 -2.42008250e-01 -2.42965690e-01
1.36505516e-01 -1.63146469e-01 -1.70572498e-01 4.14924851e-02
-2.68306267e-03 -9.57206291e-03 -1.78464765e-01 -2.05309671e-03
1.11613650e-02]
[ 2.87306623e-02 -1.52750239e-01 -1.53469760e-01 -2.37378286e-02
-1.12425020e-01 -1.06905838e-01 6.01501546e-02 -1.80569992e-01
-5.33188063e-02 -6.26255979e-02 3.44632188e-02 -8.07956278e-02
2.05203269e-02]
[ -2.83636310e-01 -1.48156987e-01 -6.90017217e-02 -1.10053598e-01
-3.09673421e-01 -2.72270403e-01 -3.41286305e-01 8.04119760e-02
-2.80117057e-01 -1.86030522e-01 1.59148500e-01 -3.61987504e-02
3.57185514e-01]
[ -2.15212140e-01 -1.30244968e-01 -7.90938705e-02 -7.28411899e-02
-8.41788983e-02 -1.14601577e-01 -2.98900653e-02 7.89443860e-02
-9.54026670e-02 3.49555418e-02 2.51659224e-02 -1.61718867e-01
6.80929391e-02]
[ -1.53326012e-01 -6.12598777e-02 -2.24220689e-01 -3.27259109e-01
-1.45854097e-01 -1.98772582e-01 -2.42113430e-01 -6.88868151e-02
1.85345583e-01 -1.64429924e-01 -2.97703387e-01 -2.68981932e-01
-1.19035748e-01]
[ -3.66294318e-01 -7.31447977e-02 -1.43768235e-01 -1.80576585e-01
-5.61310811e-02 -3.10315518e-01 7.66972743e-02 -3.85970471e-02
-9.87555463e-02 1.12210930e-01 -1.01111031e-02 -1.36195528e-01
-1.25381252e-01]
[ -1.68975863e-01 -1.54193562e-01 -4.52956220e-02 -1.29633283e-01
-1.33717427e-01 -2.93133039e-01 -6.17063220e-02 -9.99656180e-02
-2.59881992e-01 5.55960506e-02 2.14243489e-01 6.91331928e-02
-2.03716037e-01]
[ -1.38073644e-01 -1.77582451e-01 -1.11526385e-01 -2.75492746e-01
9.04317319e-02 -1.78621993e-02 -2.10644355e-01 -1.41305592e-01
9.60100498e-02 -9.68312472e-02 -1.60203763e-01 -1.32801828e-01
-3.11369930e-01]
[ -4.46060643e-02 -3.27554978e-02 -1.47636711e-01 -3.87966954e-02
-2.28141494e-01 6.31537279e-02 -8.81525835e-02 -4.50890523e-02
-2.33766026e-01 -7.83069445e-02 -6.73420352e-02 -3.02767806e-01
-1.68309513e-01]
[ -7.36893014e-02 3.56305588e-02 -1.30950537e-01 -2.86830977e-01
1.28563265e-01 2.08435515e-02 -2.42061173e-01 -1.93230493e-01
1.01331965e-01 -8.96511485e-02 -2.44083427e-01 -1.56617171e-01
-2.91680218e-01]
[ 8.40549245e-02 -3.17473100e-01 -7.89720688e-02 -4.34342879e-01
-2.26837128e-01 -8.78077196e-02 7.51677969e-02 1.18876367e-01
1.08918596e-02 3.07531760e-01 -4.95531416e-01 -6.42299671e-01
3.97362019e-01]
[ -2.17565339e-01 -2.56170989e-01 -1.25524853e-01 -2.92259586e-01
-3.08024733e-01 -9.17406362e-02 2.10725883e-01 5.27561295e-02
3.08216488e-01 5.31074316e-02 -3.76983358e-01 -8.38057557e-01
5.96535007e-01]
[ -8.35179046e-03 -1.95227257e-01 2.71454204e-02 -2.86838051e-01
-1.74554206e-01 1.67672528e-01 1.96691817e-01 2.57634827e-01
-1.47145281e-02 2.45713864e-01 -1.76070944e-01 -8.44896128e-01
6.55414840e-01]
[ 6.80818052e-03 -5.21823608e-02 -1.19275681e-01 -1.09911867e-01
-1.81618682e-01 -4.50931211e-02 2.83614212e-01 1.69071999e-01
2.58792799e-01 3.79173072e-01 -4.42069700e-01 -7.31784889e-01
6.68468036e-01]
[ -7.90443365e-02 -2.84758723e-01 6.37269107e-02 -3.56148550e-01
-1.51106912e-01 1.18542540e-01 3.54236388e-01 1.36024306e-01
-5.86477551e-02 1.73366476e-01 -5.29161919e-01 -7.72189219e-01
7.82439302e-01]
[ 1.23774707e-01 -9.27672309e-02 1.99672389e-02 -1.61944643e-01
-8.30179446e-02 -1.66569454e-02 2.33293763e-01 3.53389374e-01
3.98077345e-01 2.67485928e-01 -5.18158819e-01 -6.49970808e-01
4.71926742e-01]
[ -9.11331687e-03 -1.29007343e-01 1.91155748e-02 2.43579779e-02
-8.36273758e-02 -2.83542288e-01 1.64571288e-02 2.88611560e-01
-3.09236237e-02 6.57722709e-02 -2.26925340e-01 -6.05510066e-01
2.25003446e-01]
[ 7.72629325e-02 1.22253062e-01 -2.73804694e-03 8.62995376e-02
-8.24483980e-02 -5.95761079e-02 -2.14280085e-01 -2.01924709e-01
-2.93686668e-01 -1.75029289e-01 -1.49557605e-01 3.24128892e-01
-1.69173233e-01]
[ 3.79134773e-02 -7.30404256e-02 1.35280336e-01 2.13300855e-01
2.64507772e-01 8.98458252e-03 -4.20665887e-01 -3.89797989e-01
-1.36321185e-01 -5.45503433e-01 2.03123329e-01 1.08544727e+00
-4.78984445e-01]
[ 3.52564909e-02 7.96046059e-02 -2.10881686e-01 4.06753434e-02
2.99021121e-02 -3.79839411e-04 -1.56756552e-01 -3.23263844e-01
-2.85373765e-01 -1.73613217e-01 -5.53399234e-02 -4.72902723e-02
-1.67793317e-01]
[ -5.45351883e-02 -2.15834768e-01 6.64213732e-02 9.22572651e-02
-1.34010623e-01 -1.33654007e-01 4.44443164e-02 1.68878448e-03
8.71158651e-02 -3.58488736e-01 -3.07155655e-01 -2.67974047e-01
3.95909617e-02]
[ 1.64839430e-02 -2.77771881e-01 6.44155377e-02 -2.31697382e-01
-1.96475873e-01 -2.30819304e-01 -2.42146612e-01 8.41112122e-02
9.58194808e-03 1.51702382e-01 -1.77931231e-01 1.87280117e-02
-2.04973313e-02]
[ 1.73653704e-01 5.31614707e-02 -1.02962997e-01 -2.00242549e-01
-5.58516060e-02 -1.01226924e-01 -1.84005406e-01 4.29225874e-02
-1.91834011e-01 -2.23073762e-01 -1.69324342e-01 1.67232083e-01
-1.16797240e-01]
[ -1.71360903e-01 -1.82154620e-01 -1.08510599e-01 -1.74797552e-01
-5.04128867e-02 2.73164544e-02 -1.86036397e-01 -1.73994849e-01
-1.39457215e-01 4.35048506e-03 -1.87496036e-01 7.19626562e-02
-2.57806163e-01]
[ -3.27533799e-02 -2.13556784e-01 -1.56387830e-01 -1.87933131e-01
-5.30348224e-02 4.48404640e-02 -3.10530405e-02 -3.43611481e-03
-2.14250077e-01 -2.51955846e-01 -3.68788876e-02 -9.36020170e-02
-6.94208114e-02]
[ 1.16138801e-01 7.38068502e-02 -5.70373164e-03 -1.52451698e-01
-3.28211059e-01 8.61483305e-03 -1.38350232e-01 -2.41446461e-01
-3.09047339e-01 7.29662130e-02 -1.15855263e-01 -7.72445509e-02
-4.67184643e-02]
[ -6.36238981e-02 -9.08718375e-03 -2.83580913e-01 -2.88394771e-04
6.78059326e-02 1.55949004e-01 -2.31547301e-01 -1.73561350e-01
-5.66678041e-02 -5.50076198e-02 1.56865207e-01 4.60203979e-01
-5.52951832e-02]
[ 1.03270420e-01 3.61181724e-01 -2.08360515e-01 6.41758806e-01
1.24852100e-01 -2.18406022e-03 -2.61531173e-01 -4.05026951e-01
-2.71462225e-01 -4.23610703e-01 6.89930243e-01 1.00140103e+00
-7.02923270e-01]
[ -3.32047657e-02 1.96487560e-01 3.93221704e-02 2.04874209e-01
9.82949851e-03 -6.99061838e-02 -3.03801371e-01 -3.98811383e-01
-3.00666302e-01 -3.15393310e-01 4.77670817e-01 1.09849600e+00
-6.67903513e-01]
[ -5.15408049e-02 -1.16970872e-01 -1.61805210e-01 2.92048961e-01
-1.61976795e-01 2.33226553e-01 -1.09448698e-01 -2.71746066e-01
-2.65676923e-01 -4.96374684e-01 1.96747846e-01 4.72312225e-01
-3.42937326e-01]
[ 7.85990049e-02 -3.80736006e-01 -5.27451932e-02 -3.00275457e-02
-1.09495021e-01 2.00311774e-01 7.53452836e-02 1.58551079e-01
-1.64356208e-01 -5.00584475e-02 -6.76898571e-02 3.22507416e-01
-1.81150075e-01]
[ 2.03591409e-01 -2.92722091e-01 -1.21757268e-01 -9.04809819e-02
-2.09022604e-01 1.22047266e-01 1.95601667e-02 -1.51804026e-01
-4.59588448e-02 -1.09738371e-01 -1.36893492e-01 -1.88591555e-01
-8.78812709e-02]
[ -1.35092577e-01 -8.03146082e-02 3.83837352e-02 -2.52067693e-01
-5.69925166e-02 -1.40950161e-01 4.97738435e-02 -1.70021872e-02
-7.52274168e-02 -1.42209074e-02 -3.04541749e-01 -4.29836088e-01
-2.83102164e-02]
[ -1.39976370e-01 -1.38254204e-01 -6.75240478e-02 -2.55559152e-01
-3.46989632e-01 -2.88029325e-01 1.51033582e-01 1.16400874e-01
2.21288875e-02 9.63380334e-02 -2.19532405e-01 -7.06298587e-01
6.34953041e-03]
[ -1.66325375e-01 -2.30861934e-01 -2.97414923e-01 -3.50629448e-01
-2.73411375e-01 -2.08765537e-01 -3.10965635e-01 1.20199638e-01
-2.35724023e-02 -3.39470675e-01 -3.16815784e-01 -3.59984690e-01
-2.68474973e-01]
[ -1.08873576e-01 1.16598360e-01 2.43596684e-02 -1.20084347e-02
-2.16255586e-01 -1.69238723e-01 -9.14918937e-02 2.62703258e-02
-8.78685742e-02 -1.62323462e-01 -1.79056812e-01 -2.61364643e-01
-5.16546688e-02]
[ -3.49994822e-01 -1.27970091e-01 -2.70128916e-01 1.17987086e-01
-2.07531921e-01 -2.26655322e-01 -5.73529210e-02 -1.38377754e-01
5.18741743e-02 -4.17444411e-02 4.32414490e-02 -3.27642410e-01
3.78212377e-03]
[ -1.27903356e-01 -3.28601335e-02 -2.57943856e-01 3.53950884e-02
-2.15057328e-01 -2.77617878e-01 -3.76936944e-01 -6.08686618e-02
3.01439258e-03 -2.40543409e-01 -2.34570235e-01 -2.69251318e-01
-5.03314927e-02]
[ -2.16141198e-01 -5.39300253e-01 -3.31168871e-01 -3.46998162e-01
-3.35276202e-01 -2.26559193e-01 1.30580668e-02 -2.75728078e-01
1.05482127e-01 -2.22354670e-01 -1.93724372e-01 -1.64937447e-01
-4.34728115e-02]
[ -2.13052487e-01 -2.99379067e-01 -3.13257132e-01 -1.46990786e-01
-9.82632587e-02 -1.47404718e-01 -7.88658041e-02 5.06500748e-03
-1.84281358e-01 -4.97395195e-01 -2.49638856e-01 -1.75395990e-01
5.80100883e-02]
[ -1.22708986e-01 2.44495362e-02 -2.41228147e-01 -4.11026316e-01
-2.29675552e-01 -2.59617832e-01 -5.85634468e-02 -3.26171123e-01
4.61223532e-02 -5.53439413e-02 -3.19915154e-01 -7.35822064e-02
-3.16753577e-01]]
Progress: 10.9% ... Training loss: 0.271 ... Validation loss: 0.469[[-0.02597323]
[ 0.32481822]
[-0.15880125]
[ 0.81506062]
[ 0.30733024]
[ 0.00370918]
[-0.88091782]
[-1.01137106]
[-0.72769305]
[-1.03427805]
[ 1.11314254]
[ 2.78622336]
[-1.70704581]]
[[ -5.35273563e-01 -5.11645688e-01 -5.79911936e-01 -1.70891965e-01
-3.12890672e-01 -5.88480966e-01 -3.84426410e-01 -3.57194435e-01
-5.50551284e-01 -4.61587758e-01 1.80633763e-02 4.44240999e-01
-1.68221415e-01]
[ 5.87160310e-03 -1.37676397e-01 5.12874758e-02 -2.61653342e-02
-4.23482050e-02 5.90079681e-02 -1.20137313e-01 2.33583674e-01
-1.25543746e-01 -1.63113973e-01 -4.51764861e-02 -3.95106314e-02
9.67719624e-02]
[ -1.97861924e-01 1.46527124e-01 -1.70075280e-02 1.63553393e-01
1.13702558e-01 -1.13498788e-01 1.46381619e-01 -5.24606410e-02
2.64346973e-01 -7.15683331e-02 3.22499335e-01 7.95914537e-01
5.18520702e-01]
[ 1.78261217e-01 -2.56687954e-01 -2.76781353e-01 -4.38287723e-02
-3.10258682e-01 -6.25898801e-04 3.05261493e-02 -3.66461636e-01
1.47398188e-01 -3.38810385e-01 -2.16963350e-01 -2.74289193e-01
-5.19395556e-02]
[ 1.05345343e-01 3.08600226e-02 1.00157849e-01 4.96611045e-02
-1.06708510e-02 7.04915304e-02 -9.65123223e-02 6.11322660e-02
-4.87810892e-03 1.63607508e-01 1.40899314e-01 -4.81462068e-02
-8.66231356e-02]
[ -4.84622623e-01 -5.76191496e-01 -6.06461598e-01 -5.49596592e-01
-5.71540098e-01 -5.62905117e-01 -3.22251387e-01 -2.02070925e-01
-4.44240377e-01 -2.83295615e-01 -4.21994780e-01 -6.04447044e-01
-3.58022993e-01]
[ -4.16537210e-01 -5.74033119e-01 -3.21403406e-01 -3.43665366e-01
-4.03763382e-01 -5.58909831e-01 -4.25633741e-01 -4.51349169e-01
-2.89266027e-01 -1.90514400e-01 -4.18718627e-01 -2.49077076e-01
-1.83150085e-01]
[ -3.18478598e-01 -3.50894817e-01 -4.62391983e-01 -2.17184815e-01
-3.11982924e-01 -4.12045592e-01 -2.09581985e-01 -1.43091934e-01
-2.47777109e-01 -3.98313593e-01 -1.79174789e-01 -4.11944636e-01
-1.87811077e-01]
[ -4.73218697e-01 -3.53674629e-01 -3.75162189e-01 -1.55937589e-01
-3.39251603e-01 -2.14454431e-01 -1.24813682e-01 -4.19827161e-01
-2.86213584e-01 -4.38426736e-01 -1.43321319e-01 -1.48713109e-01
-1.73677304e-01]
[ -9.50143190e-01 -9.17087975e-01 -9.75618920e-01 -7.31631063e-01
-1.00332755e+00 -9.77603913e-01 -6.65522983e-01 -6.48930936e-01
-7.71471174e-01 -5.78148298e-01 -6.80343290e-01 -4.65967599e-01
-4.14363609e-01]
[ -5.03518278e-01 -2.68766356e-01 -4.61751174e-01 -3.13141234e-01
-3.52443918e-01 -3.55488766e-01 -5.27829558e-01 -5.46411975e-01
-6.17123137e-01 -1.07596743e-01 -4.16244342e-01 -5.56599252e-01
-3.84914241e-01]
[ -1.17522556e-01 2.84864857e-02 -3.33815200e-01 -3.79325350e-01
-1.00671387e-01 -7.17411150e-02 -1.43824579e-01 -2.60729463e-01
-1.36692201e-01 1.36673781e-01 -3.49923448e-01 -5.61356710e-01
-2.19580534e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60843465e-01 -1.05259126e-01 1.62240712e-01 -2.38754426e-01
-1.22267732e-01 1.13611931e-01 -1.41314517e-01 -6.01839686e-03
-9.53264436e-02 4.98393746e-02 -1.18437974e-01 -2.61930799e-01
4.21891997e-02]
[ -8.16568394e-02 -2.61478057e-01 -1.77286876e-01 -2.87183949e-01
-4.79205377e-01 -8.43534235e-02 -2.93367575e-02 1.35579325e-02
-4.92871236e-02 2.76516205e-02 -1.80274414e-01 -2.54098572e-01
-2.30308254e-01]
[ -7.50160716e-02 -7.41944435e-04 -2.42211579e-01 -2.41801781e-01
1.36995024e-01 -1.63152712e-01 -1.72694457e-01 3.89053817e-02
-4.18679433e-03 -1.27611030e-02 -1.75975068e-01 7.68134586e-03
5.16239130e-03]
[ 2.86817289e-02 -1.52576778e-01 -1.53555240e-01 -2.30719632e-02
-1.12293409e-01 -1.06910789e-01 5.89446083e-02 -1.81057593e-01
-5.43297777e-02 -6.36122039e-02 3.54203497e-02 -7.78094112e-02
1.83734609e-02]
[ -2.83709561e-01 -1.47470060e-01 -6.93889788e-02 -1.08023257e-01
-3.09160758e-01 -2.72282106e-01 -3.43274428e-01 7.80119895e-02
-2.81922693e-01 -1.88944440e-01 1.61870900e-01 -3.14684540e-02
3.52038688e-01]
[ -2.15234831e-01 -1.30126154e-01 -7.91810928e-02 -7.24923828e-02
-8.40875876e-02 -1.14606041e-01 -2.99800059e-02 7.92122289e-02
-9.56540971e-02 3.46000766e-02 2.52749158e-02 -1.62343759e-01
6.81161448e-02]
[ -1.53235794e-01 -6.24140572e-02 -2.23818502e-01 -3.30170502e-01
-1.46913905e-01 -1.98758129e-01 -2.38419277e-01 -6.50671436e-02
1.89186752e-01 -1.61461604e-01 -3.02255368e-01 -2.83168539e-01
-1.09958410e-01]
[ -3.66419151e-01 -7.10108081e-02 -1.44567544e-01 -1.74029119e-01
-5.41025676e-02 -3.10338335e-01 6.96922946e-02 -4.62814361e-02
-1.03973465e-01 1.05560058e-01 5.35002703e-04 -1.16260703e-01
-1.42342611e-01]
[ -1.69000547e-01 -1.54117984e-01 -4.52932315e-02 -1.29935464e-01
-1.33680894e-01 -2.93136362e-01 -6.17433912e-02 -1.00611281e-01
-2.59782160e-01 5.57551503e-02 2.14035662e-01 6.66765363e-02
-2.03415057e-01]
[ -1.38034469e-01 -1.77937490e-01 -1.11388410e-01 -2.76292121e-01
9.01599300e-02 -1.78560404e-02 -2.09636611e-01 -1.40376081e-01
9.68415154e-02 -9.57485775e-02 -1.61139791e-01 -1.36126234e-01
-3.09775795e-01]
[ -4.45960949e-02 -3.28305480e-02 -1.47593378e-01 -3.90179899e-02
-2.28192728e-01 6.31554451e-02 -8.79306184e-02 -4.47380761e-02
-2.33600646e-01 -7.79069044e-02 -6.76344418e-02 -3.03109848e-01
-1.67832653e-01]
[ -7.36647946e-02 3.55981261e-02 -1.30923019e-01 -2.87024069e-01
1.28502447e-01 2.08459808e-02 -2.42108063e-01 -1.92855872e-01
1.01537909e-01 -8.97169208e-02 -2.44240607e-01 -1.57135337e-01
-2.92238102e-01]
[ 8.40696250e-02 -3.17548568e-01 -7.89270407e-02 -4.34609568e-01
-2.26900052e-01 -8.78054939e-02 7.56945734e-02 1.19383368e-01
1.12579057e-02 3.08083927e-01 -4.95885125e-01 -6.43157256e-01
3.98493183e-01]
[ -2.17572371e-01 -2.56158526e-01 -1.25575394e-01 -2.92233552e-01
-3.08039053e-01 -9.17416559e-02 2.10592101e-01 5.25319589e-02
3.07992244e-01 5.28539683e-02 -3.77187965e-01 -8.38888250e-01
5.96216984e-01]
[ -8.41623972e-03 -1.94813673e-01 2.69218154e-02 -2.85759011e-01
-1.74215693e-01 1.67660834e-01 1.94925331e-01 2.55724381e-01
-1.61091908e-02 2.43874042e-01 -1.74366920e-01 -8.43157258e-01
6.52008412e-01]
[ 6.78433908e-03 -5.20163648e-02 -1.19355956e-01 -1.09458290e-01
-1.81471170e-01 -4.50967527e-02 2.83015203e-01 1.68182842e-01
2.58252198e-01 3.78111074e-01 -4.41464042e-01 -7.31180503e-01
6.67078293e-01]
[ -7.90578847e-02 -2.84615016e-01 6.36502947e-02 -3.55852179e-01
-1.51010650e-01 1.18539608e-01 3.53948685e-01 1.35682597e-01
-5.89614029e-02 1.73044376e-01 -5.29112167e-01 -7.73137366e-01
7.82426088e-01]
[ 1.23788418e-01 -9.29047919e-02 2.00119434e-02 -1.62311425e-01
-8.31462309e-02 -1.66556404e-02 2.33908014e-01 3.54279231e-01
3.98782677e-01 2.67920517e-01 -5.18740092e-01 -6.53178902e-01
4.73890174e-01]
[ -9.14914410e-03 -1.28788793e-01 1.89941106e-02 2.52997585e-02
-8.34061148e-02 -2.83546560e-01 1.53740139e-02 2.87316251e-01
-3.17471575e-02 6.45639793e-02 -2.25768935e-01 -6.03407810e-01
2.22434169e-01]
[ 7.72921189e-02 1.22092563e-01 -2.68098553e-03 8.60779484e-02
-8.25574875e-02 -5.95727818e-02 -2.13452591e-01 -2.01607616e-01
-2.93022161e-01 -1.74577690e-01 -1.49791447e-01 3.21044673e-01
-1.68382303e-01]
[ 3.79431345e-02 -7.33990078e-02 1.35408729e-01 2.13696976e-01
2.64273408e-01 8.98855664e-03 -4.20622423e-01 -3.88275413e-01
-1.35673149e-01 -5.45001625e-01 2.03802077e-01 1.08435550e+00
-4.79604988e-01]
[ 3.52449771e-02 7.97566210e-02 -2.10931057e-01 4.11982581e-02
3.00223198e-02 -3.81411518e-04 -1.57288370e-01 -3.23654870e-01
-2.85675878e-01 -1.74053597e-01 -5.46835294e-02 -4.51578788e-02
-1.69099759e-01]
[ -5.45440054e-02 -2.15966117e-01 6.64757601e-02 9.12346694e-02
-1.34129529e-01 -1.33655183e-01 4.48896849e-02 2.17946401e-03
8.76175142e-02 -3.58430419e-01 -3.08456988e-01 -2.73106790e-01
4.23690122e-02]
[ 1.65039503e-02 -2.78046960e-01 6.45711417e-02 -2.32629863e-01
-1.96688072e-01 -2.30816252e-01 -2.41381742e-01 8.52553574e-02
1.00388754e-02 1.52948022e-01 -1.79514610e-01 1.45529285e-02
-1.82928485e-02]
[ 1.73636090e-01 5.31527611e-02 -1.02971657e-01 -2.00363285e-01
-5.59051273e-02 -1.01228460e-01 -1.83828683e-01 4.25519041e-02
-1.91673564e-01 -2.23328748e-01 -1.69671951e-01 1.66082856e-01
-1.15945086e-01]
[ -1.71341960e-01 -1.82421145e-01 -1.08409820e-01 -1.75744447e-01
-5.06810612e-02 2.73207889e-02 -1.85020147e-01 -1.73533051e-01
-1.38578920e-01 5.37314390e-03 -1.88940041e-01 6.77578123e-02
-2.55531708e-01]
[ -3.28539471e-02 -2.12627880e-01 -1.56834362e-01 -1.85342581e-01
-5.21564538e-02 4.48252087e-02 -3.45163028e-02 -7.41457345e-03
-2.17134099e-01 -2.56189827e-01 -3.21326299e-02 -8.06377471e-02
-7.75992341e-02]
[ 1.16065122e-01 7.48755097e-02 -6.04922849e-03 -1.50164401e-01
-3.27416682e-01 8.60468158e-03 -1.41518386e-01 -2.45671381e-01
-3.11051612e-01 6.84004057e-02 -1.10764266e-01 -5.93665113e-02
-5.61183323e-02]
[ -6.36123534e-02 -9.17088705e-03 -2.83525593e-01 -4.70773600e-04
6.77661128e-02 1.55950613e-01 -2.31423218e-01 -1.73179640e-01
-5.65182556e-02 -5.45638325e-02 1.56587664e-01 4.59484479e-01
-5.49370856e-02]
[ 1.03270420e-01 3.61181724e-01 -2.08360515e-01 6.41758806e-01
1.24852100e-01 -2.18406022e-03 -2.61531173e-01 -4.05026951e-01
-2.71462225e-01 -4.23610703e-01 6.89930243e-01 1.00140103e+00
-7.02923270e-01]
[ -3.32634223e-02 1.97836698e-01 3.88192367e-02 2.08583523e-01
1.09425149e-02 -6.99172540e-02 -3.06841238e-01 -4.02546950e-01
-3.02714937e-01 -3.18857919e-01 4.83268415e-01 1.10655587e+00
-6.76178808e-01]
[ -5.15264562e-02 -1.17148725e-01 -1.61773195e-01 2.91726549e-01
-1.62183392e-01 2.33229349e-01 -1.08740371e-01 -2.70782263e-01
-2.65261130e-01 -4.95452411e-01 1.95750096e-01 4.68986089e-01
-3.41888922e-01]
[ 7.86121392e-02 -3.80927837e-01 -5.26843146e-02 -3.04253289e-02
-1.09640941e-01 2.00313908e-01 7.60096540e-02 1.59289845e-01
-1.63687557e-01 -4.94174836e-02 -6.84971872e-02 3.20116029e-01
-1.79582616e-01]
[ 2.03563253e-01 -2.92595883e-01 -1.21830223e-01 -8.99745310e-02
-2.08882789e-01 1.22042681e-01 1.87421774e-02 -1.52308213e-01
-4.66326207e-02 -1.10359824e-01 -1.36197129e-01 -1.86785104e-01
-8.92852444e-02]
[ -1.35095324e-01 -8.03298806e-02 3.84041938e-02 -2.51997649e-01
-5.70124527e-02 -1.40950018e-01 4.97799368e-02 -1.70007387e-02
-7.52403711e-02 -1.42700451e-02 -3.04764430e-01 -4.29962208e-01
-2.84569431e-02]
[ -1.39997798e-01 -1.38065696e-01 -6.76127480e-02 -2.55259171e-01
-3.46846321e-01 -2.88033096e-01 1.50242958e-01 1.15774010e-01
2.14991548e-02 9.56499763e-02 -2.19064971e-01 -7.05661614e-01
5.23890655e-03]
[ -1.66373985e-01 -2.30061723e-01 -2.97662272e-01 -3.49151984e-01
-2.72957044e-01 -2.08774288e-01 -3.13347291e-01 1.17633378e-01
-2.47597556e-02 -3.42743953e-01 -3.13288469e-01 -3.55529516e-01
-2.74279175e-01]
[ -1.08966433e-01 1.17904924e-01 2.37956688e-02 -8.55961814e-03
-2.15285183e-01 -1.69255924e-01 -9.45746545e-02 2.27094626e-02
-8.99426669e-02 -1.65780378e-01 -1.74537289e-01 -2.56141862e-01
-5.88216244e-02]
[ -3.50077912e-01 -1.27291136e-01 -2.70481455e-01 1.20391633e-01
-2.06903691e-01 -2.26667122e-01 -5.99713008e-02 -1.42086491e-01
4.98179571e-02 -4.56392115e-02 4.63746813e-02 -3.22862479e-01
-2.14660385e-03]
[ -1.27879885e-01 -3.31744722e-02 -2.57784049e-01 3.41289982e-02
-2.15342253e-01 -2.77614128e-01 -3.76334204e-01 -5.95162146e-02
3.71172523e-03 -2.39441429e-01 -2.36350644e-01 -2.73659317e-01
-4.77283331e-02]
[ -2.16203204e-01 -5.38972412e-01 -3.31384305e-01 -3.45384250e-01
-3.34810748e-01 -2.26568824e-01 1.09329701e-02 -2.77054697e-01
1.03417331e-01 -2.23843470e-01 -1.91322565e-01 -1.60287427e-01
-4.81794316e-02]
[ -2.13158607e-01 -2.98531185e-01 -3.13671496e-01 -1.44063350e-01
-9.73562357e-02 -1.47422194e-01 -8.18077140e-02 1.40352325e-03
-1.86430538e-01 -5.00370000e-01 -2.45801851e-01 -1.66707823e-01
5.18530071e-02]
[ -1.22642419e-01 2.36877219e-02 -2.40906786e-01 -4.13233270e-01
-2.30437480e-01 -2.59604488e-01 -5.57801232e-02 -3.23773228e-01
4.87196969e-02 -5.40876369e-02 -3.22459055e-01 -8.02923202e-02
-3.12763104e-01]]
Progress: 11.0% ... Training loss: 0.264 ... Validation loss: 0.461[[-0.01582075]
[ 0.33520225]
[-0.15088425]
[ 0.82464432]
[ 0.31630983]
[ 0.01081998]
[-0.87113593]
[-0.99946504]
[-0.71856666]
[-1.02131293]
[ 1.13071759]
[ 2.81028734]
[-1.69720411]]
[[ -5.35331491e-01 -5.09338480e-01 -5.80505804e-01 -1.66389473e-01
-3.11126459e-01 -5.88474643e-01 -3.87074709e-01 -3.61578927e-01
-5.52472596e-01 -4.67375384e-01 2.84515848e-02 4.58527778e-01
-1.75080847e-01]
[ 5.85435879e-03 -1.37526288e-01 5.12341728e-02 -2.58317419e-02
-4.22582034e-02 5.90096437e-02 -1.20834248e-01 2.32794274e-01
-1.26338001e-01 -1.63527512e-01 -4.48662173e-02 -3.86586811e-02
9.51061878e-02]
[ -1.97871319e-01 1.47734967e-01 -1.70585721e-02 1.66587472e-01
1.14613226e-01 -1.13498851e-01 1.45320163e-01 -5.45581797e-02
2.63878078e-01 -7.22667620e-02 3.29086544e-01 7.95512534e-01
5.14493087e-01]
[ 1.78240412e-01 -2.57440577e-01 -2.76609291e-01 -4.82230008e-02
-3.11223018e-01 -6.22838220e-04 3.30959462e-02 -3.59978504e-01
1.49829841e-01 -3.35427903e-01 -2.27216860e-01 -2.98811021e-01
-3.62270771e-02]
[ 1.05206401e-01 3.34801499e-02 9.91899061e-02 5.68104665e-02
-8.47739940e-03 7.05103466e-02 -1.03632977e-01 5.11537150e-02
-1.06203636e-02 1.52716991e-01 1.54141612e-01 -1.80978234e-02
-1.04094288e-01]
[ -4.84614848e-01 -5.76390774e-01 -6.06432930e-01 -5.50457632e-01
-5.71675029e-01 -5.62906633e-01 -3.21790732e-01 -2.01861829e-01
-4.43934504e-01 -2.83067482e-01 -4.23107123e-01 -6.07255150e-01
-3.57672243e-01]
[ -4.16561159e-01 -5.74358075e-01 -3.21397380e-01 -3.44881375e-01
-4.04157673e-01 -5.58908930e-01 -4.24880399e-01 -4.50244199e-01
-2.88235730e-01 -1.89434887e-01 -4.21555323e-01 -2.59535816e-01
-1.79399436e-01]
[ -3.18612247e-01 -3.48135781e-01 -4.63228573e-01 -2.10611220e-01
-3.09673329e-01 -4.12030393e-01 -2.15856425e-01 -1.51076006e-01
-2.53086480e-01 -4.07155439e-01 -1.66433424e-01 -3.89624128e-01
-2.04814094e-01]
[ -4.73259930e-01 -3.53161343e-01 -3.75410518e-01 -1.54677529e-01
-3.38795853e-01 -2.14448237e-01 -1.26131936e-01 -4.21631816e-01
-2.87246786e-01 -4.40728230e-01 -1.41104417e-01 -1.44131890e-01
-1.76369931e-01]
[ -9.50215788e-01 -9.15534112e-01 -9.76181991e-01 -7.28700683e-01
-1.00213608e+00 -9.77596583e-01 -6.68202410e-01 -6.55293194e-01
-7.73631891e-01 -5.84613302e-01 -6.72986826e-01 -4.58592198e-01
-4.23204209e-01]
[ -5.03576345e-01 -2.68060027e-01 -4.62088550e-01 -3.10708078e-01
-3.51568699e-01 -3.55480068e-01 -5.29918739e-01 -5.47847299e-01
-6.18969815e-01 -1.09379337e-01 -4.13319212e-01 -5.52371900e-01
-3.89857690e-01]
[ -1.17582947e-01 2.89743806e-02 -3.33964978e-01 -3.78932281e-01
-1.00501963e-01 -7.17363663e-02 -1.45434669e-01 -2.61406540e-01
-1.37691209e-01 1.35085686e-01 -3.49195814e-01 -5.59324581e-01
-2.21390729e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60848964e-01 -1.05187521e-01 1.62187242e-01 -2.38700607e-01
-1.22178938e-01 1.13612858e-01 -1.41366650e-01 -6.44670441e-03
-9.52942397e-02 4.94547627e-02 -1.18225504e-01 -2.61329064e-01
4.20166408e-02]
[ -8.16408469e-02 -2.61713429e-01 -1.77195781e-01 -2.87944162e-01
-4.79394911e-01 -8.43562194e-02 -2.87299398e-02 1.43935483e-02
-4.89477547e-02 2.84435029e-02 -1.81198239e-01 -2.56025339e-01
-2.29416543e-01]
[ -7.50106724e-02 -1.01646451e-03 -2.42095081e-01 -2.42483354e-01
1.36660349e-01 -1.63153900e-01 -1.72122094e-01 4.00937914e-02
-3.84583846e-03 -1.15896654e-02 -1.77452077e-01 2.80646088e-03
6.64236127e-03]
[ 2.86189601e-02 -1.51881552e-01 -1.53882969e-01 -2.11548381e-02
-1.11629953e-01 -1.06903497e-01 5.69162688e-02 -1.83156488e-01
-5.59998612e-02 -6.62053010e-02 3.80274267e-02 -6.96834714e-02
1.36754969e-02]
[ -2.83698329e-01 -1.47772389e-01 -6.93288618e-02 -1.08979000e-01
-3.09422577e-01 -2.72283517e-01 -3.42622844e-01 7.85580163e-02
-2.81071822e-01 -1.88283005e-01 1.60073770e-01 -4.02048782e-02
3.54959865e-01]
[ -2.15208481e-01 -1.30753909e-01 -7.89869954e-02 -7.46220480e-02
-8.47179058e-02 -1.14610403e-01 -2.82108786e-02 8.10790126e-02
-9.39503286e-02 3.67999582e-02 2.19676539e-02 -1.70677367e-01
7.29321608e-02]
[ -1.53309679e-01 -6.07470629e-02 -2.24242833e-01 -3.25149389e-01
-1.45459458e-01 -1.98748451e-01 -2.42007972e-01 -7.00778668e-02
1.85339035e-01 -1.65012927e-01 -2.95583103e-01 -2.75339746e-01
-1.21096592e-01]
[ -3.66402753e-01 -7.12584259e-02 -1.44490589e-01 -1.75132868e-01
-5.43276626e-02 -3.10340880e-01 7.04432644e-02 -4.53151262e-02
-1.03171996e-01 1.06289419e-01 -2.21425874e-04 -1.18068451e-01
-1.40658057e-01]
[ -1.69086068e-01 -1.52620141e-01 -4.58255646e-02 -1.26780438e-01
-1.32476188e-01 -2.93127122e-01 -6.55204444e-02 -1.05052400e-01
-2.62324374e-01 4.91992335e-02 2.21637340e-01 8.44787113e-02
-2.12083367e-01]
[ -1.38035141e-01 -1.77913057e-01 -1.11395831e-01 -2.76211276e-01
9.01811648e-02 -1.78558242e-02 -2.09664424e-01 -1.40428534e-01
9.67902590e-02 -9.58174538e-02 -1.61002237e-01 -1.35663424e-01
-3.09839202e-01]
[ -4.46223380e-02 -3.24889939e-02 -1.47773177e-01 -3.81748111e-02
-2.27915588e-01 6.31594318e-02 -8.89639382e-02 -4.63084439e-02
-2.34319232e-01 -7.95271830e-02 -6.60945131e-02 -2.98942113e-01
-1.69979330e-01]
[ -7.36766319e-02 3.57361517e-02 -1.30986922e-01 -2.86707630e-01
1.28670234e-01 2.08477180e-02 -2.42330271e-01 -1.93131812e-01
1.01292726e-01 -9.03325098e-02 -2.43740693e-01 -1.56810210e-01
-2.92738675e-01]
[ 8.40466681e-02 -3.17337764e-01 -7.90375556e-02 -4.34088436e-01
-2.26758790e-01 -8.78030445e-02 7.50238185e-02 1.18321106e-01
1.05685036e-02 3.07454684e-01 -4.95482292e-01 -6.42387468e-01
3.96579963e-01]
[ -2.17575809e-01 -2.56110290e-01 -1.25601059e-01 -2.92175926e-01
-3.07986982e-01 -9.17411203e-02 2.10363424e-01 5.20546650e-02
3.07764300e-01 5.25240319e-02 -3.77009362e-01 -8.38215947e-01
5.95523329e-01]
[ -8.41441652e-03 -1.94826561e-01 2.69287943e-02 -2.85810220e-01
-1.74232790e-01 1.67660505e-01 1.95023760e-01 2.55801581e-01
-1.60380319e-02 2.43928223e-01 -1.74425287e-01 -8.43269786e-01
6.52221651e-01]
[ 6.77471303e-03 -5.19083416e-02 -1.19409917e-01 -1.09159337e-01
-1.81401326e-01 -4.50956005e-02 2.82503846e-01 1.67600603e-01
2.57869513e-01 3.77551517e-01 -4.41139610e-01 -7.30573667e-01
6.65915223e-01]
[ -7.90964244e-02 -2.84295999e-01 6.34812524e-02 -3.55227358e-01
-1.50726714e-01 1.18544635e-01 3.52919857e-01 1.34732188e-01
-5.98771964e-02 1.71653917e-01 -5.28685402e-01 -7.72894097e-01
7.80486169e-01]
[ 1.23833219e-01 -9.33916040e-02 2.02019083e-02 -1.64180371e-01
-8.36453256e-02 -1.66606115e-02 2.36705548e-01 3.57267230e-01
4.01050095e-01 2.70242110e-01 -5.21178770e-01 -6.60924755e-01
4.80594110e-01]
[ -9.17920987e-03 -1.28339402e-01 1.87953311e-02 2.69335633e-02
-8.29418300e-02 -2.83542824e-01 1.38276817e-02 2.85162797e-01
-3.31191695e-02 6.28701032e-02 -2.23731390e-01 -5.98859936e-01
2.18013479e-01]
[ 7.73105584e-02 1.21913954e-01 -2.60537825e-03 8.50548844e-02
-8.26700856e-02 -5.95742729e-02 -2.12812224e-01 -2.00783690e-01
-2.92243604e-01 -1.74078581e-01 -1.51336358e-01 3.14645502e-01
-1.64700570e-01]
[ 3.79286360e-02 -7.30033967e-02 1.35286230e-01 2.14965104e-01
2.64717531e-01 8.99115000e-03 -4.21529831e-01 -3.89161701e-01
-1.36659348e-01 -5.45784104e-01 2.05614804e-01 1.08737888e+00
-4.82356448e-01]
[ 3.52189023e-02 7.98417786e-02 -2.10992793e-01 4.11921113e-02
3.01656777e-02 -3.77789434e-04 -1.57457721e-01 -3.23581724e-01
-2.85858021e-01 -1.74561809e-01 -5.49306608e-02 -4.66490288e-02
-1.68599547e-01]
[ -5.45338893e-02 -2.16082596e-01 6.65534872e-02 9.05946120e-02
-1.34284082e-01 -1.33656640e-01 4.56426880e-02 3.01705052e-03
8.80908816e-02 -3.57774736e-01 -3.09523002e-01 -2.76036674e-01
4.42069630e-02]
[ 1.64374565e-02 -2.77263099e-01 6.41067909e-02 -2.30415812e-01
-1.95924915e-01 -2.30808432e-01 -2.44110677e-01 8.08029857e-02
8.06398234e-03 1.47896084e-01 -1.74977649e-01 2.73872561e-02
-2.50944739e-02]
[ 1.73597926e-01 5.38887841e-02 -1.03208384e-01 -1.98905313e-01
-5.53274492e-02 -1.01224102e-01 -1.85771916e-01 3.96519437e-02
-1.93170912e-01 -2.26036597e-01 -1.66444615e-01 1.73908354e-01
-1.20850816e-01]
[ -1.71336799e-01 -1.82515302e-01 -1.08337134e-01 -1.76406361e-01
-5.08068559e-02 2.73190281e-02 -1.84766681e-01 -1.73166994e-01
-1.37815959e-01 5.65761956e-03 -1.88825081e-01 6.72112770e-02
-2.54406002e-01]
[ -3.28345924e-02 -2.12859389e-01 -1.56743705e-01 -1.86180026e-01
-5.24442426e-02 4.48231352e-02 -3.37211927e-02 -6.57050556e-03
-2.16331121e-01 -2.54891722e-01 -3.34484102e-02 -8.40987997e-02
-7.53909509e-02]
[ 1.16014420e-01 7.53615316e-02 -6.18423460e-03 -1.49180429e-01
-3.27116734e-01 8.60919996e-03 -1.43093054e-01 -2.46547684e-01
-3.12153401e-01 6.66335287e-02 -1.08674836e-01 -5.38637627e-02
-5.86837458e-02]
[ -6.35946016e-02 -9.52881419e-03 -2.83402388e-01 -1.32300983e-03
6.74941372e-02 1.55947955e-01 -2.30800763e-01 -1.72235689e-01
-5.58200116e-02 -5.34846444e-02 1.55260888e-01 4.56551631e-01
-5.29913079e-02]
[ 1.03275293e-01 3.61475393e-01 -2.08356206e-01 6.42955505e-01
1.25099718e-01 -2.18491406e-03 -2.61788644e-01 -4.05527085e-01
-2.72222129e-01 -4.23599797e-01 6.91527643e-01 1.00116076e+00
-7.06152716e-01]
[ -3.32831029e-02 1.98172694e-01 3.86865730e-02 2.09641295e-01
1.12311310e-02 -6.99151406e-02 -3.07460783e-01 -4.03052100e-01
-3.03178191e-01 -3.19743111e-01 4.84751935e-01 1.11000393e+00
-6.77833633e-01]
[ -5.15177825e-02 -1.17210406e-01 -1.61758009e-01 2.91969308e-01
-1.62249673e-01 2.33227401e-01 -1.08297462e-01 -2.70614770e-01
-2.65189252e-01 -4.95266277e-01 1.96245340e-01 4.69367699e-01
-3.42968799e-01]
[ 7.86129706e-02 -3.80895285e-01 -5.27149083e-02 -3.04402606e-02
-1.09631584e-01 2.00314203e-01 7.60375427e-02 1.59120118e-01
-1.63553752e-01 -4.95368903e-02 -6.86238290e-02 3.19131519e-01
-1.79279081e-01]
[ 2.03567587e-01 -2.92640577e-01 -1.21792098e-01 -9.00672269e-02
-2.08950716e-01 1.22042056e-01 1.87435937e-02 -1.52268760e-01
-4.67525597e-02 -1.09987016e-01 -1.36221525e-01 -1.86465704e-01
-8.94604053e-02]
[ -1.35081290e-01 -8.05395436e-02 3.84896933e-02 -2.52491018e-01
-5.71654192e-02 -1.40951961e-01 5.01957821e-02 -1.62841418e-02
-7.48062962e-02 -1.36184379e-02 -3.05348697e-01 -4.31533475e-01
-2.72249147e-02]
[ -1.40018808e-01 -1.37807552e-01 -6.77013781e-02 -2.54518242e-01
-3.46639375e-01 -2.88030428e-01 1.49202394e-01 1.14937465e-01
2.06716166e-02 9.48255198e-02 -2.18050533e-01 -7.03786751e-01
3.18635226e-03]
[ -1.66370711e-01 -2.30275963e-01 -2.97704801e-01 -3.50593049e-01
-2.73054372e-01 -2.08773713e-01 -3.12609744e-01 1.17743565e-01
-2.39265955e-02 -3.43510125e-01 -3.15017908e-01 -3.62106177e-01
-2.70733915e-01]
[ -1.09003692e-01 1.18160584e-01 2.36677652e-02 -7.49735621e-03
-2.15120842e-01 -1.69251927e-01 -9.60068246e-02 2.20721710e-02
-9.09274294e-02 -1.66537281e-01 -1.73679929e-01 -2.55034579e-01
-6.10583748e-02]
[ -3.50022478e-01 -1.27868698e-01 -2.70193471e-01 1.18123050e-01
-2.07499659e-01 -2.26675106e-01 -5.72926979e-02 -1.39429058e-01
5.15742122e-02 -4.17832390e-02 4.29342024e-02 -3.32817668e-01
3.66442303e-03]
[ -1.27874049e-01 -3.32698549e-02 -2.57676781e-01 3.42756165e-02
-2.15507032e-01 -2.77616453e-01 -3.75421616e-01 -5.89951867e-02
4.19278981e-03 -2.38083040e-01 -2.36457839e-01 -2.77197248e-01
-4.74793999e-02]
[ -2.16229873e-01 -5.38530042e-01 -3.31513442e-01 -3.44116806e-01
-3.34395789e-01 -2.26564452e-01 1.01121335e-02 -2.77597666e-01
1.02527034e-01 -2.24885899e-01 -1.89776714e-01 -1.59875264e-01
-5.01239004e-02]
[ -2.13213319e-01 -2.97864992e-01 -3.14007353e-01 -1.42200718e-01
-9.66579588e-02 -1.47414576e-01 -8.37067549e-02 -1.45374734e-03
-1.87838936e-01 -5.03189905e-01 -2.43225454e-01 -1.61593779e-01
4.67807368e-02]
[ -1.22779379e-01 2.59587699e-02 -2.41716836e-01 -4.08105974e-01
-2.28620858e-01 -2.59589965e-01 -6.23355121e-02 -3.31499003e-01
4.39262719e-02 -6.37522832e-02 -3.11152321e-01 -5.32211465e-02
-3.28709078e-01]]
Progress: 11.1% ... Training loss: 0.273 ... Validation loss: 0.452[[-0.01450537]
[ 0.33301627]
[-0.15129565]
[ 0.83222592]
[ 0.31670069]
[ 0.01094092]
[-0.87072665]
[-1.00405359]
[-0.71579361]
[-1.02504076]
[ 1.1369461 ]
[ 2.82423851]
[-1.6983475 ]]
[[ -5.35320583e-01 -5.09199160e-01 -5.80445727e-01 -1.63551268e-01
-3.10625184e-01 -5.88472614e-01 -3.86005930e-01 -3.58720523e-01
-5.50872428e-01 -4.64303925e-01 3.23898251e-02 4.60930548e-01
-1.71252613e-01]
[ 5.86568735e-03 -1.37794724e-01 5.13645338e-02 -2.64465290e-02
-4.24583877e-02 5.90010595e-02 -1.20447956e-01 2.33627051e-01
-1.26095411e-01 -1.62667201e-01 -4.57622462e-02 -4.02879050e-02
9.57472111e-02]
[ -1.97938895e-01 1.47489669e-01 -1.71355435e-02 1.70021495e-01
1.14934692e-01 -1.13451692e-01 1.44215445e-01 -5.31015877e-02
2.64610624e-01 -7.25489919e-02 3.31820399e-01 7.89313996e-01
5.19240490e-01]
[ 1.78148172e-01 -2.54413544e-01 -2.77677496e-01 -4.23514976e-02
-3.08739685e-01 -5.58183393e-04 2.60397760e-02 -3.70254030e-01
1.42912928e-01 -3.44754293e-01 -2.18861602e-01 -2.77724076e-01
-5.30806406e-02]
[ 1.05244697e-01 3.34886186e-02 9.94506945e-02 5.66979509e-02
-8.69741916e-03 7.04792608e-02 -1.05181715e-01 5.07588315e-02
-1.20044718e-02 1.54785532e-01 1.55425304e-01 -1.21778330e-02
-1.11595336e-01]
[ -4.84571854e-01 -5.77369567e-01 -6.06039717e-01 -5.52563868e-01
-5.72518177e-01 -5.62937560e-01 -3.19081420e-01 -1.97624146e-01
-4.42153432e-01 -2.78580477e-01 -4.26911287e-01 -6.14742351e-01
-3.52798566e-01]
[ -4.16637410e-01 -5.72658952e-01 -3.22108508e-01 -3.39721383e-01
-4.02662037e-01 -5.58863208e-01 -4.29653788e-01 -4.56029233e-01
-2.92383665e-01 -1.95489402e-01 -4.14898715e-01 -2.48792287e-01
-1.91202004e-01]
[ -3.18575252e-01 -3.49930364e-01 -4.62587282e-01 -2.13899845e-01
-3.11010052e-01 -4.12056462e-01 -2.10778727e-01 -1.44133121e-01
-2.48727502e-01 -4.00852314e-01 -1.73015663e-01 -4.09626336e-01
-1.91582110e-01]
[ -4.73280936e-01 -3.52353871e-01 -3.75722992e-01 -1.51111732e-01
-3.37891343e-01 -2.14429798e-01 -1.29341364e-01 -4.24738967e-01
-2.89714885e-01 -4.43091364e-01 -1.35497160e-01 -1.29812487e-01
-1.84611377e-01]
[ -9.50236514e-01 -9.15510716e-01 -9.76257283e-01 -7.24995252e-01
-1.00172507e+00 -9.77579317e-01 -6.68770508e-01 -6.54495490e-01
-7.73859869e-01 -5.84025446e-01 -6.68953302e-01 -4.57414172e-01
-4.24409985e-01]
[ -5.03563909e-01 -2.68592138e-01 -4.61883863e-01 -3.11887980e-01
-3.51908958e-01 -3.55494111e-01 -5.28922552e-01 -5.45820959e-01
-6.18341275e-01 -1.06725043e-01 -4.15824232e-01 -5.56725615e-01
-3.88005976e-01]
[ -1.17591925e-01 2.92163154e-02 -3.34083470e-01 -3.78126882e-01
-1.00352439e-01 -7.17324233e-02 -1.46058565e-01 -2.61942202e-01
-1.38567754e-01 1.34216017e-01 -3.48846857e-01 -5.58575370e-01
-2.23975020e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60838300e-01 -1.05459020e-01 1.62323749e-01 -2.39251686e-01
-1.22387841e-01 1.13602982e-01 -1.40987226e-01 -5.60362499e-03
-9.50855928e-02 5.04729186e-02 -1.19160327e-01 -2.62908429e-01
4.22103899e-02]
[ -8.16278047e-02 -2.61919816e-01 -1.77119146e-01 -2.88281264e-01
-4.79515940e-01 -8.43637881e-02 -2.80983398e-02 1.53888719e-02
-4.85748039e-02 2.95977430e-02 -1.82056255e-01 -2.56618687e-01
-2.28576381e-01]
[ -7.49884216e-02 -1.54103963e-03 -2.41925806e-01 -2.43781829e-01
1.36128494e-01 -1.63169192e-01 -1.70444091e-01 4.24513333e-02
-2.54190671e-03 -9.22557248e-03 -1.79679776e-01 -3.10829880e-03
1.03161803e-02]
[ 2.86172670e-02 -1.51825948e-01 -1.53902425e-01 -2.10865194e-02
-1.11579307e-01 -1.06902151e-01 5.69107832e-02 -1.83208890e-01
-5.60593023e-02 -6.62320592e-02 3.81640719e-02 -6.91771368e-02
1.38708318e-02]
[ -2.83738955e-01 -1.47037881e-01 -6.96513401e-02 -1.07123264e-01
-3.08868394e-01 -2.72259814e-01 -3.44162128e-01 7.63416773e-02
-2.82548325e-01 -1.90502787e-01 1.62020764e-01 -3.75455064e-02
3.51228559e-01]
[ -2.15241742e-01 -1.30157487e-01 -7.92437469e-02 -7.17919181e-02
-8.40418025e-02 -1.14592197e-01 -3.13485197e-02 7.83139323e-02
-9.65369271e-02 3.36420680e-02 2.61984739e-02 -1.62266926e-01
6.51164254e-02]
[ -1.53293649e-01 -6.21330988e-02 -2.23896365e-01 -3.28443947e-01
-1.46611877e-01 -1.98762968e-01 -2.38862441e-01 -6.58217425e-02
1.88487772e-01 -1.62088590e-01 -3.01295241e-01 -2.88659352e-01
-1.11492121e-01]
[ -3.66416809e-01 -7.03935746e-02 -1.44647792e-01 -1.71489510e-01
-5.35098800e-02 -3.10329954e-01 6.85234231e-02 -4.70662313e-02
-1.04493561e-01 1.05625585e-01 4.64320968e-03 -1.11050987e-01
-1.46454479e-01]
[ -1.69068597e-01 -1.53158671e-01 -4.56372943e-02 -1.28419947e-01
-1.32936329e-01 -2.93137120e-01 -6.31351946e-02 -1.02665008e-01
-2.60643385e-01 5.12808530e-02 2.18777098e-01 7.84440074e-02
-2.06084406e-01]
[ -1.38053787e-01 -1.77297414e-01 -1.11597425e-01 -2.73596405e-01
9.09598065e-02 -1.78388931e-02 -2.11906506e-01 -1.42269023e-01
9.47588968e-02 -9.72785251e-02 -1.56858317e-01 -1.27797593e-01
-3.14983696e-01]
[ -4.46141074e-02 -3.25917222e-02 -1.47764267e-01 -3.84467544e-02
-2.27983119e-01 6.31562071e-02 -8.87963465e-02 -4.66321861e-02
-2.34195928e-01 -7.95224976e-02 -6.64078539e-02 -2.98853596e-01
-1.70540324e-01]
[ -7.36733057e-02 3.56320994e-02 -1.30944604e-01 -2.86996447e-01
1.28555031e-01 2.08442486e-02 -2.42069143e-01 -1.92733733e-01
1.01453653e-01 -8.99778243e-02 -2.44279990e-01 -1.58342863e-01
-2.92134572e-01]
[ 8.40182258e-02 -3.16931675e-01 -7.92490944e-02 -4.32979130e-01
-2.26412986e-01 -8.77884221e-02 7.35576031e-02 1.16234535e-01
9.24469529e-03 3.05294364e-01 -4.93974115e-01 -6.39620880e-01
3.92875181e-01]
[ -2.17561758e-01 -2.56509781e-01 -1.25468074e-01 -2.93763849e-01
-3.08365007e-01 -9.17517276e-02 2.12371267e-01 5.38430593e-02
3.09407882e-01 5.41648451e-02 -3.79380214e-01 -8.44260583e-01
6.00908075e-01]
[ -8.41014427e-03 -1.94875098e-01 2.69461021e-02 -2.86142484e-01
-1.74315692e-01 1.67658286e-01 1.95866887e-01 2.56335031e-01
-1.57147326e-02 2.44425871e-01 -1.75339947e-01 -8.45508933e-01
6.54087212e-01]
[ 6.75451576e-03 -5.15573750e-02 -1.19545069e-01 -1.08632241e-01
-1.81168336e-01 -4.50834483e-02 2.81757050e-01 1.66945054e-01
2.56965250e-01 3.76503487e-01 -4.40932965e-01 -7.30682439e-01
6.64949648e-01]
[ -7.91007161e-02 -2.84208720e-01 6.34471148e-02 -3.55150921e-01
-1.50649981e-01 1.18547643e-01 3.52742404e-01 1.34427434e-01
-6.00469817e-02 1.71407407e-01 -5.28708251e-01 -7.72946893e-01
7.80192415e-01]
[ 1.23821562e-01 -9.31265734e-02 2.01000846e-02 -1.63588596e-01
-8.34022969e-02 -1.66527722e-02 2.35886023e-01 3.56296221e-01
4.00336145e-01 2.69315407e-01 -5.20600293e-01 -6.59834116e-01
4.79042295e-01]
[ -9.18619961e-03 -1.28201994e-01 1.87412682e-02 2.74792787e-02
-8.28249259e-02 -2.83539811e-01 1.33204358e-02 2.84550598e-01
-3.36594315e-02 6.23354868e-02 -2.23167640e-01 -5.97343091e-01
2.16559386e-01]
[ 7.73111592e-02 1.22092626e-01 -2.65605116e-03 8.56773254e-02
-8.25875859e-02 -5.95758061e-02 -2.13163551e-01 -2.01199322e-01
-2.92093064e-01 -1.74640587e-01 -1.50177026e-01 3.18347911e-01
-1.65908991e-01]
[ 3.79076240e-02 -7.24815059e-02 1.35098065e-01 2.17020078e-01
2.65422170e-01 9.00611388e-03 -4.23381943e-01 -3.90842566e-01
-1.38067079e-01 -5.46918989e-01 2.08603971e-01 1.09443697e+00
-4.86716044e-01]
[ 3.52033235e-02 8.00231040e-02 -2.11059174e-01 4.18299867e-02
3.03384042e-02 -3.69617584e-04 -1.57980926e-01 -3.24285607e-01
-2.86431377e-01 -1.75441247e-01 -5.40910718e-02 -4.48552619e-02
-1.70217104e-01]
[ -5.45433487e-02 -2.16049586e-01 6.64845570e-02 9.07956194e-02
-1.34193967e-01 -1.33648130e-01 4.50898385e-02 2.73716266e-03
8.75947288e-02 -3.58342495e-01 -3.09122877e-01 -2.74759746e-01
4.38174438e-02]
[ 1.64368014e-02 -2.77291396e-01 6.41069769e-02 -2.30511254e-01
-1.95944588e-01 -2.30807505e-01 -2.43986413e-01 8.09681193e-02
8.20109672e-03 1.47991200e-01 -1.75197524e-01 2.64863581e-02
-2.47166167e-02]
[ 1.73612168e-01 5.35436125e-02 -1.03096526e-01 -2.00100281e-01
-5.56235118e-02 -1.01231909e-01 -1.84659017e-01 4.10602405e-02
-1.92339880e-01 -2.24806519e-01 -1.68468223e-01 1.69207938e-01
-1.17917493e-01]
[ -1.71322284e-01 -1.83313002e-01 -1.08115174e-01 -1.78440904e-01
-5.15691330e-02 2.73091024e-02 -1.82882628e-01 -1.70579606e-01
-1.36053273e-01 7.97948476e-03 -1.92324756e-01 6.05366358e-02
-2.48805544e-01]
[ -3.28226245e-02 -2.13020740e-01 -1.56678899e-01 -1.86637961e-01
-5.26143540e-02 4.48148536e-02 -3.29820072e-02 -5.86198129e-03
-2.15810457e-01 -2.54110242e-01 -3.42009018e-02 -8.54138540e-02
-7.42540588e-02]
[ 1.16035985e-01 7.45558030e-02 -5.93537027e-03 -1.51049365e-01
-3.27643405e-01 8.59467773e-03 -1.41200945e-01 -2.44377447e-01
-3.10525617e-01 6.93487684e-02 -1.11883547e-01 -6.09744619e-02
-5.36593745e-02]
[ -6.35858055e-02 -9.63527357e-03 -2.83368569e-01 -1.29429017e-03
6.74453144e-02 1.55943011e-01 -2.30778196e-01 -1.72175501e-01
-5.55366851e-02 -5.30786202e-02 1.55657116e-01 4.57230509e-01
-5.33680162e-02]
[ 1.03253907e-01 3.62814651e-01 -2.08719796e-01 6.48577473e-01
1.26496667e-01 -2.16821686e-03 -2.65145546e-01 -4.09402266e-01
-2.75037326e-01 -4.27118763e-01 7.00231812e-01 1.01333471e+00
-7.17035790e-01]
[ -3.32609267e-02 1.97410862e-01 3.89855922e-02 2.07799786e-01
1.05889098e-02 -6.99333060e-02 -3.06155011e-01 -4.00636248e-01
-3.02164367e-01 -3.17604533e-01 4.81927954e-01 1.10552235e+00
-6.74824118e-01]
[ -5.15238110e-02 -1.16895849e-01 -1.61842674e-01 2.93556552e-01
-1.62055028e-01 2.33230186e-01 -1.09380326e-01 -2.71416812e-01
-2.65587658e-01 -4.95850470e-01 1.98649318e-01 4.74797069e-01
-3.46466661e-01]
[ 7.86147901e-02 -3.80962716e-01 -5.27131962e-02 -3.02101118e-02
-1.09691337e-01 2.00312941e-01 7.60623222e-02 1.59278011e-01
-1.63668591e-01 -4.92617475e-02 -6.81602668e-02 3.19422404e-01
-1.80014821e-01]
[ 2.03559339e-01 -2.92571157e-01 -1.21783068e-01 -8.94171815e-02
-2.08793677e-01 1.22049067e-01 1.78207137e-02 -1.52175642e-01
-4.76149752e-02 -1.10049868e-01 -1.35646369e-01 -1.84818465e-01
-9.11357217e-02]
[ -1.35068350e-01 -8.09261896e-02 3.86366513e-02 -2.53621151e-01
-5.75522846e-02 -1.40959786e-01 5.16438931e-02 -1.47018987e-02
-7.38200404e-02 -1.22215938e-02 -3.07339580e-01 -4.37350020e-01
-2.36405544e-02]
[ -1.40009075e-01 -1.38050592e-01 -6.76198619e-02 -2.55128411e-01
-3.46859789e-01 -2.88035871e-01 1.49961253e-01 1.15942704e-01
2.12356920e-02 9.59254485e-02 -2.19133844e-01 -7.06193624e-01
5.04472806e-03]
[ -1.66368821e-01 -2.30446232e-01 -2.97740832e-01 -3.50816250e-01
-2.73111907e-01 -2.08772834e-01 -3.13468869e-01 1.17048575e-01
-2.44944478e-02 -3.44083422e-01 -3.15496053e-01 -3.61724859e-01
-2.72274951e-01]
[ -1.08999195e-01 1.18027234e-01 2.37258864e-02 -7.16382659e-03
-2.15317154e-01 -1.69252773e-01 -9.48103753e-02 2.36573896e-02
-8.98246821e-02 -1.65689936e-01 -1.73567554e-01 -2.57244227e-01
-5.87821168e-02]
[ -3.50010142e-01 -1.28504067e-01 -2.69935625e-01 1.15667090e-01
-2.08039466e-01 -2.26685468e-01 -5.57056116e-02 -1.36652133e-01
5.26836376e-02 -3.84375107e-02 3.86396492e-02 -3.40774307e-01
9.99363802e-03]
[ -1.27913191e-01 -3.26058047e-02 -2.57935937e-01 3.64685181e-02
-2.15073242e-01 -2.77597211e-01 -3.76908312e-01 -6.06237133e-02
2.94485504e-03 -2.40210445e-01 -2.34591397e-01 -2.74936036e-01
-5.11784383e-02]
[ -2.16231853e-01 -5.38092768e-01 -3.31680680e-01 -3.40934424e-01
-3.33698380e-01 -2.26559996e-01 9.04191534e-03 -2.79188210e-01
1.01321155e-01 -2.26321602e-01 -1.84730855e-01 -1.53514024e-01
-5.54043613e-02]
[ -2.13226547e-01 -2.97650664e-01 -3.14043980e-01 -1.40911915e-01
-9.62913876e-02 -1.47407744e-01 -8.47100463e-02 -1.79563150e-03
-1.88654387e-01 -5.03287523e-01 -2.41379077e-01 -1.58815995e-01
4.39125019e-02]
[ -1.22761020e-01 2.53153247e-02 -2.41522849e-01 -4.09093500e-01
-2.29104700e-01 -2.59603001e-01 -6.08955237e-02 -3.29316821e-01
4.50752336e-02 -6.13388527e-02 -3.13373215e-01 -5.72628902e-02
-3.25864134e-01]]
Progress: 11.1% ... Training loss: 0.272 ... Validation loss: 0.453[[-0.01991358]
[ 0.33275323]
[-0.15249809]
[ 0.83623172]
[ 0.31851918]
[ 0.00856052]
[-0.87096003]
[-0.99676134]
[-0.72404673]
[-1.02095524]
[ 1.14968611]
[ 2.83589384]
[-1.70408504]]
[[ -5.35362312e-01 -5.06544628e-01 -5.81153769e-01 -1.55749119e-01
-3.08474312e-01 -5.88442830e-01 -3.87584715e-01 -3.64414655e-01
-5.51899777e-01 -4.70195757e-01 4.38142786e-02 4.78248005e-01
-1.77481129e-01]
[ 5.86717021e-03 -1.37886296e-01 5.13951775e-02 -2.67902377e-02
-4.25431696e-02 5.89991684e-02 -1.20291524e-01 2.33972530e-01
-1.25938307e-01 -1.62459123e-01 -4.63190439e-02 -4.12293405e-02
9.63820354e-02]
[ -1.97911221e-01 1.46584993e-01 -1.67369393e-02 1.68856705e-01
1.14052703e-01 -1.13468003e-01 1.47613886e-01 -4.99224342e-02
2.70427339e-01 -7.01470090e-02 3.29002004e-01 7.75281101e-01
5.30107797e-01]
[ 1.78329414e-01 -2.58797149e-01 -2.75892119e-01 -5.86133073e-02
-3.13473403e-01 -6.81312583e-04 4.14718448e-02 -3.51125359e-01
1.54211247e-01 -3.26480147e-01 -2.45373939e-01 -3.53259514e-01
-1.43847708e-02]
[ 1.05298742e-01 3.35008703e-02 9.96723699e-02 5.90050291e-02
-8.70462859e-03 7.04278615e-02 -1.04050494e-01 4.92164247e-02
-9.85980031e-03 1.53923524e-01 1.62731497e-01 -2.72845540e-03
-1.17501786e-01]
[ -4.84590895e-01 -5.76833999e-01 -6.06236899e-01 -5.51696080e-01
-5.71976556e-01 -5.62919736e-01 -3.20698358e-01 -1.99560068e-01
-4.43384648e-01 -2.81009160e-01 -4.25247445e-01 -6.10385038e-01
-3.56580442e-01]
[ -4.16590446e-01 -5.73632552e-01 -3.21755690e-01 -3.42349154e-01
-4.03290367e-01 -5.58899179e-01 -4.27162109e-01 -4.56256958e-01
-2.90124263e-01 -1.93752706e-01 -4.18118369e-01 -2.54396574e-01
-1.87614345e-01]
[ -3.18550501e-01 -3.49741916e-01 -4.62506626e-01 -2.13560226e-01
-3.10999956e-01 -4.12066262e-01 -2.09939482e-01 -1.44591851e-01
-2.45745217e-01 -4.01578941e-01 -1.72611416e-01 -4.15264105e-01
-1.89345497e-01]
[ -4.73299585e-01 -3.51656453e-01 -3.75922285e-01 -1.48314607e-01
-3.37210853e-01 -2.14412539e-01 -1.30737244e-01 -4.25870925e-01
-2.90725448e-01 -4.43990096e-01 -1.32141774e-01 -1.21149730e-01
-1.87290413e-01]
[ -9.50260163e-01 -9.13773033e-01 -9.76775730e-01 -7.19611446e-01
-1.00000418e+00 -9.77553981e-01 -6.71072466e-01 -6.61717280e-01
-7.73950502e-01 -5.89964071e-01 -6.61253295e-01 -4.39658173e-01
-4.32533495e-01]
[ -5.03565573e-01 -2.68676308e-01 -4.61822908e-01 -3.12670176e-01
-3.51959064e-01 -3.55489184e-01 -5.28825672e-01 -5.44546285e-01
-6.17937337e-01 -1.06370064e-01 -4.16986796e-01 -5.61214577e-01
-3.84518807e-01]
[ -1.17532588e-01 2.80106360e-02 -3.33588980e-01 -3.81351730e-01
-1.01419336e-01 -7.17733747e-02 -1.43535381e-01 -2.59749421e-01
-1.35881152e-01 1.37482317e-01 -3.53180479e-01 -5.70064394e-01
-2.19975319e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60835158e-01 -1.05453353e-01 1.62320232e-01 -2.39304093e-01
-1.22380876e-01 1.13601473e-01 -1.41146649e-01 -6.04324493e-03
-9.49920077e-02 5.01668847e-02 -1.19004324e-01 -2.62377434e-01
4.16036709e-02]
[ -8.16265224e-02 -2.61940657e-01 -1.77113850e-01 -2.88409371e-01
-4.79528479e-01 -8.43643519e-02 -2.79777840e-02 1.55518224e-02
-4.85283702e-02 2.97221342e-02 -1.82257219e-01 -2.57041106e-01
-2.28471512e-01]
[ -7.50082625e-02 -1.00884443e-03 -2.42125065e-01 -2.42296233e-01
1.36689231e-01 -1.63156842e-01 -1.71520691e-01 4.05061021e-02
-3.43300176e-03 -1.13542317e-02 -1.77478174e-01 2.10171043e-03
7.50662734e-03]
[ 2.86463388e-02 -1.52277541e-01 -1.53725542e-01 -2.24524951e-02
-1.12014915e-01 -1.06921924e-01 5.77959322e-02 -1.82936915e-01
-5.51719096e-02 -6.51008670e-02 3.65960574e-02 -7.20271841e-02
1.49294098e-02]
[ -2.83716243e-01 -1.47752422e-01 -6.94377319e-02 -1.08995786e-01
-3.09285991e-01 -2.72277799e-01 -3.42422640e-01 7.67256049e-02
-2.81218420e-01 -1.89008918e-01 1.59450614e-01 -4.20609731e-02
3.54520229e-01]
[ -2.15249204e-01 -1.29749568e-01 -7.93622997e-02 -7.07354683e-02
-8.36320340e-02 -1.14583153e-01 -3.30159420e-02 7.56439946e-02
-9.75675411e-02 3.20102123e-02 2.84009333e-02 -1.57367444e-01
6.08506421e-02]
[ -1.53272364e-01 -6.33964255e-02 -2.23445133e-01 -3.30883353e-01
-1.47813568e-01 -1.98781008e-01 -2.35554754e-01 -6.09437169e-02
1.91878206e-01 -1.57619612e-01 -3.05996871e-01 -2.97881279e-01
-1.02476218e-01]
[ -3.66396433e-01 -6.99665154e-02 -1.44713502e-01 -1.71327773e-01
-5.32895603e-02 -3.10336012e-01 6.83967703e-02 -4.77212132e-02
-1.03390408e-01 1.04348599e-01 4.67093415e-03 -1.15914767e-01
-1.45833579e-01]
[ -1.69080391e-01 -1.52245012e-01 -4.58414042e-02 -1.25650340e-01
-1.32103886e-01 -2.93127415e-01 -6.38422961e-02 -1.04483259e-01
-2.60949974e-01 4.88769873e-02 2.22820187e-01 8.11774988e-02
-2.08644440e-01]
[ -1.38072098e-01 -1.76830889e-01 -1.11777505e-01 -2.72061745e-01
9.14428473e-02 -1.78219822e-02 -2.13221824e-01 -1.43846693e-01
9.36950401e-02 -9.85067373e-02 -1.54425052e-01 -1.19489413e-01
-3.17618381e-01]
[ -4.45997342e-02 -3.29435725e-02 -1.47631315e-01 -3.91996866e-02
-2.28321124e-01 6.31432281e-02 -8.80431842e-02 -4.55924192e-02
-2.33547889e-01 -7.81527649e-02 -6.77414971e-02 -3.00866594e-01
-1.69463390e-01]
[ -7.36941156e-02 3.61290584e-02 -1.31116347e-01 -2.86016385e-01
1.29051072e-01 2.08624607e-02 -2.43504562e-01 -1.94119021e-01
1.00246771e-01 -9.19077206e-02 -2.42765909e-01 -1.54360370e-01
-2.95063292e-01]
[ 8.40202056e-02 -3.16973058e-01 -7.92372099e-02 -4.33530057e-01
-2.26479577e-01 -8.77894671e-02 7.44863177e-02 1.16483878e-01
9.88549731e-03 3.05636190e-01 -4.95054888e-01 -6.43915463e-01
3.95326616e-01]
[ -2.17548890e-01 -2.56788432e-01 -1.25350952e-01 -2.94857112e-01
-3.08642332e-01 -9.17621396e-02 2.13935426e-01 5.53456467e-02
3.10746715e-01 5.56147339e-02 -3.81024362e-01 -8.48165031e-01
6.04842281e-01]
[ -8.39934477e-03 -1.95093530e-01 2.70522059e-02 -2.87143246e-01
-1.74586018e-01 1.67651289e-01 1.96929291e-01 2.57399728e-01
-1.49838319e-02 2.45678531e-01 -1.76849042e-01 -8.48902092e-01
6.57184546e-01]
[ 6.73674279e-03 -5.12170615e-02 -1.19682080e-01 -1.07630117e-01
-1.80844873e-01 -4.50713556e-02 2.80373733e-01 1.65505965e-01
2.55820302e-01 3.74982311e-01 -4.39850375e-01 -7.28591049e-01
6.62016843e-01]
[ -7.90914279e-02 -2.84416840e-01 6.35449515e-02 -3.56042204e-01
-1.50879186e-01 1.18540953e-01 3.54228663e-01 1.35609783e-01
-5.90139190e-02 1.72542713e-01 -5.30095280e-01 -7.78293035e-01
7.83873770e-01]
[ 1.23824251e-01 -9.31573681e-02 2.00913651e-02 -1.63776283e-01
-8.34423800e-02 -1.66530417e-02 2.36141087e-01 3.56458458e-01
4.00672388e-01 2.69270005e-01 -5.20852373e-01 -6.61311438e-01
4.79844934e-01]
[ -9.18414506e-03 -1.28177179e-01 1.87516231e-02 2.75053575e-02
-8.27957850e-02 -2.83540163e-01 1.31235881e-02 2.84499623e-01
-3.38335707e-02 6.24129603e-02 -2.23035469e-01 -5.96571482e-01
2.16076532e-01]
[ 7.72921794e-02 1.22529824e-01 -2.80551817e-03 8.72614770e-02
-8.22921253e-02 -5.95616759e-02 -2.14574944e-01 -2.02283973e-01
-2.93047242e-01 -1.75594158e-01 -1.48503316e-01 3.24615375e-01
-1.68873640e-01]
[ 3.79917300e-02 -7.41546670e-02 1.35808920e-01 2.12027495e-01
2.63748388e-01 8.95067958e-03 -4.18943484e-01 -3.86548656e-01
-1.33312950e-01 -5.42108706e-01 2.01599789e-01 1.07518657e+00
-4.78125136e-01]
[ 3.52013332e-02 8.00836903e-02 -2.11085718e-01 4.19371284e-02
3.04280515e-02 -3.67744448e-04 -1.58047347e-01 -3.24639840e-01
-2.86455058e-01 -1.75789934e-01 -5.39712866e-02 -4.44547697e-02
-1.70435437e-01]
[ -5.45493970e-02 -2.16085000e-01 6.64400004e-02 9.07927568e-02
-1.34205602e-01 -1.33646216e-01 4.45839379e-02 2.33720878e-03
8.71612951e-02 -3.58617230e-01 -3.09187542e-01 -2.72591901e-01
4.20109840e-02]
[ 1.64360385e-02 -2.77732793e-01 6.41156515e-02 -2.31468139e-01
-1.96271616e-01 -2.30810116e-01 -2.43002555e-01 8.16324361e-02
9.39878457e-03 1.47554784e-01 -1.75997006e-01 2.66247740e-02
-2.28421245e-02]
[ 1.73620534e-01 5.35010192e-02 -1.03055059e-01 -2.00196011e-01
-5.56605868e-02 -1.01241801e-01 -1.84503541e-01 4.10068017e-02
-1.92163020e-01 -2.24891352e-01 -1.67812145e-01 1.70105247e-01
-1.18730673e-01]
[ -1.71312791e-01 -1.83706565e-01 -1.07993864e-01 -1.79603733e-01
-5.19329202e-02 2.73014964e-02 -1.82145838e-01 -1.69664603e-01
-1.35293370e-01 9.17627493e-03 -1.93890727e-01 5.69170329e-02
-2.46305688e-01]
[ -3.28651931e-02 -2.11063947e-01 -1.57381495e-01 -1.81434191e-01
-5.05551999e-02 4.48610248e-02 -3.91434182e-02 -1.40206108e-02
-2.20305084e-01 -2.60781669e-01 -2.50339452e-02 -6.15457475e-02
-8.82683059e-02]
[ 1.16028062e-01 7.47003761e-02 -5.98772228e-03 -1.51029590e-01
-3.27495417e-01 8.60134560e-03 -1.41599416e-01 -2.44687295e-01
-3.10833672e-01 6.88305727e-02 -1.11957936e-01 -6.13180776e-02
-5.38317455e-02]
[ -6.35915923e-02 -9.64787879e-03 -2.83363121e-01 -1.10494785e-03
6.75391594e-02 1.55946074e-01 -2.31178861e-01 -1.72223358e-01
-5.56691850e-02 -5.31406737e-02 1.56148076e-01 4.58722574e-01
-5.43666665e-02]
[ 1.03224901e-01 3.64323722e-01 -2.09066410e-01 6.54601595e-01
1.27842373e-01 -2.14664704e-03 -2.67880473e-01 -4.12871585e-01
-2.76735560e-01 -4.30782249e-01 7.07767754e-01 1.02685757e+00
-7.25046497e-01]
[ -3.32547760e-02 1.96998106e-01 3.91583401e-02 2.06892924e-01
1.03082183e-02 -6.99364155e-02 -3.05605206e-01 -3.99406156e-01
-3.01579774e-01 -3.16179197e-01 4.79935185e-01 1.10173075e+00
-6.71999439e-01]
[ -5.15114703e-02 -1.17171933e-01 -1.61725948e-01 2.92715437e-01
-1.62261371e-01 2.33220581e-01 -1.08444914e-01 -2.70938845e-01
-2.64909207e-01 -4.95100618e-01 1.97482372e-01 4.71839529e-01
-3.44447786e-01]
[ 7.86242181e-02 -3.81098711e-01 -5.26720494e-02 -3.07820290e-02
-1.09844063e-01 2.00305639e-01 7.70210215e-02 1.59953495e-01
-1.63008159e-01 -4.88395625e-02 -6.90055862e-02 3.15793393e-01
-1.78383174e-01]
[ 2.03558260e-01 -2.92508586e-01 -1.21798055e-01 -8.92046604e-02
-2.08741458e-01 1.22049301e-01 1.76211968e-02 -1.52644073e-01
-4.78460584e-02 -1.10315660e-01 -1.35192720e-01 -1.83167283e-01
-9.20874948e-02]
[ -1.35070372e-01 -8.08946989e-02 3.86189983e-02 -2.53542024e-01
-5.74965703e-02 -1.40958174e-01 5.15801769e-02 -1.47664740e-02
-7.39232977e-02 -1.23559702e-02 -3.07255894e-01 -4.37240093e-01
-2.38636975e-02]
[ -1.40010676e-01 -1.37969221e-01 -6.76440398e-02 -2.54945098e-01
-3.46811652e-01 -2.88034561e-01 1.49746848e-01 1.15671383e-01
2.10418361e-02 9.57266519e-02 -2.18938701e-01 -7.05786863e-01
4.58983442e-03]
[ -1.66371667e-01 -2.30260371e-01 -2.98002050e-01 -3.51109241e-01
-2.72785912e-01 -2.08759589e-01 -3.14236585e-01 1.13749821e-01
-2.49605006e-02 -3.47066518e-01 -3.14846703e-01 -3.59193373e-01
-2.76454953e-01]
[ -1.09017897e-01 1.18903994e-01 2.35533001e-02 -3.96286657e-03
-2.14709031e-01 -1.69237706e-01 -9.68316367e-02 2.17080975e-02
-9.05432452e-02 -1.67297047e-01 -1.69914190e-01 -2.49119938e-01
-6.25167269e-02]
[ -3.50006988e-01 -1.27606190e-01 -2.70148727e-01 1.17836090e-01
-2.07115576e-01 -2.26681506e-01 -5.74659585e-02 -1.39322046e-01
5.17642185e-02 -4.03446967e-02 4.21916763e-02 -3.33995275e-01
6.04847853e-03]
[ -1.27876803e-01 -3.33532658e-02 -2.57528645e-01 3.44058649e-02
-2.15893519e-01 -2.77625956e-01 -3.74421033e-01 -5.77850926e-02
5.38718793e-03 -2.36807572e-01 -2.37582845e-01 -2.84529890e-01
-4.47746113e-02]
[ -2.16269275e-01 -5.37065221e-01 -3.31965506e-01 -3.38218703e-01
-3.32733172e-01 -2.26529959e-01 7.21685401e-03 -2.80897369e-01
9.95714021e-02 -2.29010305e-01 -1.81669182e-01 -1.49552243e-01
-5.84769704e-02]
[ -2.13222901e-01 -2.97872542e-01 -3.13963816e-01 -1.41512439e-01
-9.64677773e-02 -1.47411147e-01 -8.38958625e-02 -7.37453971e-04
-1.87711850e-01 -5.02763118e-01 -2.42577752e-01 -1.62412815e-01
4.59973310e-02]
[ -1.22711214e-01 2.37444526e-02 -2.41041574e-01 -4.12846252e-01
-2.30327372e-01 -2.59643851e-01 -5.75044951e-02 -3.27340833e-01
4.85440581e-02 -5.83973815e-02 -3.17895685e-01 -6.36907916e-02
-3.20057049e-01]]
Progress: 11.2% ... Training loss: 0.283 ... Validation loss: 0.453[[-0.02440855]
[ 0.31707058]
[-0.16644826]
[ 0.81567848]
[ 0.30189993]
[ 0.00547266]
[-0.88326824]
[-1.02305141]
[-0.73151317]
[-1.04637848]
[ 1.11329769]
[ 2.78096354]
[-1.7346453 ]]
[[ -5.35228044e-01 -5.09139828e-01 -5.79836538e-01 -1.65117601e-01
-3.11666085e-01 -5.88491786e-01 -3.77192421e-01 -3.48180459e-01
-5.44141010e-01 -4.54423246e-01 2.58787855e-02 4.32339771e-01
-1.49071779e-01]
[ 5.88162887e-03 -1.38114657e-01 5.14899309e-02 -2.75410826e-02
-4.27551460e-02 5.89924001e-02 -1.19788702e-01 2.34599965e-01
-1.25584388e-01 -1.61895507e-01 -4.71124950e-02 -4.36028521e-02
9.74674030e-02]
[ -1.97819539e-01 1.42689996e-01 -1.55096013e-02 1.57810804e-01
1.10284386e-01 -1.13515462e-01 1.58935462e-01 -3.77189575e-02
2.79974607e-01 -5.86384008e-02 3.10260530e-01 7.38145919e-01
5.60619899e-01]
[ 1.77884441e-01 -2.49595443e-01 -2.79792928e-01 -3.10332325e-02
-3.03449070e-01 -4.92003066e-04 1.60766212e-02 -3.88118590e-01
1.33355472e-01 -3.62175749e-01 -2.00751718e-01 -2.46033705e-01
-7.48845521e-02]
[ 1.05557380e-01 2.80858717e-02 1.01926159e-01 4.35047988e-02
-1.37944474e-02 7.03226779e-02 -9.29418761e-02 6.66700243e-02
4.19819679e-04 1.73144894e-01 1.39385456e-01 -5.88965797e-02
-8.99452553e-02]
[ -4.84575040e-01 -5.77573675e-01 -6.05935920e-01 -5.53654815e-01
-5.72683904e-01 -5.62927862e-01 -3.19696655e-01 -1.95388861e-01
-4.42906948e-01 -2.77356350e-01 -4.29607943e-01 -6.21908396e-01
-3.53388121e-01]
[ -4.16502964e-01 -5.75373117e-01 -3.20857961e-01 -3.48198507e-01
-4.05290590e-01 -5.58930815e-01 -4.22237799e-01 -4.47765191e-01
-2.86885723e-01 -1.84102048e-01 -4.28171933e-01 -2.83659144e-01
-1.74545355e-01]
[ -3.18463804e-01 -3.52630963e-01 -4.61414560e-01 -2.21685197e-01
-3.13893667e-01 -4.12104963e-01 -2.01383754e-01 -1.34095407e-01
-2.39541888e-01 -3.91279200e-01 -1.88113177e-01 -4.47631901e-01
-1.68272668e-01]
[ -4.73386987e-01 -3.50160156e-01 -3.76503629e-01 -1.44731687e-01
-3.35678265e-01 -2.14370554e-01 -1.35797543e-01 -4.31085759e-01
-2.94797260e-01 -4.49576204e-01 -1.25548026e-01 -1.04152695e-01
-1.97362192e-01]
[ -9.50093562e-01 -9.17883775e-01 -9.74979669e-01 -7.32633748e-01
-1.00458227e+00 -9.77617056e-01 -6.60069722e-01 -6.42830508e-01
-7.66091955e-01 -5.71378038e-01 -6.83978043e-01 -4.97085618e-01
-4.03190853e-01]
[ -5.03570748e-01 -2.69177095e-01 -4.61603104e-01 -3.13949463e-01
-3.52149168e-01 -3.55488161e-01 -5.27648344e-01 -5.43221546e-01
-6.17663128e-01 -1.04366380e-01 -4.19738482e-01 -5.64539212e-01
-3.81624880e-01]
[ -1.17591382e-01 2.87491737e-02 -3.33895414e-01 -3.79400281e-01
-1.00719840e-01 -7.17478012e-02 -1.46294009e-01 -2.62016349e-01
-1.38166149e-01 1.34909701e-01 -3.51026120e-01 -5.65469002e-01
-2.24949527e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60833646e-01 -1.05642447e-01 1.62427281e-01 -2.39698055e-01
-1.22590110e-01 1.13599007e-01 -1.41192476e-01 -4.85987872e-03
-9.51950601e-02 5.11725155e-02 -1.20460740e-01 -2.66663924e-01
4.11998053e-02]
[ -8.16144381e-02 -2.62241207e-01 -1.76985179e-01 -2.89112174e-01
-4.79742010e-01 -8.43686070e-02 -2.73554426e-02 1.72642472e-02
-4.80636691e-02 3.12461890e-02 -1.83338571e-01 -2.59205627e-01
-2.26937458e-01]
[ -7.50265633e-02 -1.20733735e-03 -2.42036838e-01 -2.42259170e-01
1.36575847e-01 -1.63153991e-01 -1.71042091e-01 4.27740263e-02
-3.53095776e-03 -8.90129570e-03 -1.79447553e-01 -8.13338709e-04
9.64724026e-03]
[ 2.87656919e-02 -1.54545281e-01 -1.52670363e-01 -2.97777268e-02
-1.14496071e-01 -1.06965996e-01 6.35221933e-02 -1.74628065e-01
-5.08242687e-02 -5.51224399e-02 2.50882127e-02 -1.01518341e-01
2.93838356e-02]
[ -2.83747297e-01 -1.46952669e-01 -6.97312690e-02 -1.06770983e-01
-3.08666281e-01 -2.72264399e-01 -3.44322667e-01 7.46930372e-02
-2.82972553e-01 -1.91689051e-01 1.63112689e-01 -3.57622899e-02
3.48796987e-01]
[ -2.15182704e-01 -1.31370769e-01 -7.87587996e-02 -7.65898087e-02
-8.52679523e-02 -1.14608676e-01 -2.74529733e-02 8.25477212e-02
-9.29037646e-02 3.79697711e-02 1.87318038e-02 -1.81021718e-01
7.64811883e-02]
[ -1.53284018e-01 -6.33864445e-02 -2.23446560e-01 -3.31043145e-01
-1.47848673e-01 -1.98776944e-01 -2.35804528e-01 -6.11279873e-02
1.91640624e-01 -1.57734823e-01 -3.06235834e-01 -2.99497460e-01
-1.02941893e-01]
[ -3.66393060e-01 -7.06997439e-02 -1.44421318e-01 -1.72340532e-01
-5.40129709e-02 -3.10343870e-01 6.95612127e-02 -4.56744730e-02
-1.02746275e-01 1.06417803e-01 2.08609627e-03 -1.19290003e-01
-1.43368062e-01]
[ -1.69042647e-01 -1.52736888e-01 -4.56464075e-02 -1.27586098e-01
-1.32728083e-01 -2.93138169e-01 -6.17792033e-02 -1.02228863e-01
-2.59323989e-01 5.07538460e-02 2.19799062e-01 7.48059642e-02
-2.03682780e-01]
[ -1.38140851e-01 -1.75740333e-01 -1.12226006e-01 -2.69277170e-01
9.26989885e-02 -1.77862834e-02 -2.17021775e-01 -1.48427871e-01
9.03135223e-02 -1.02157210e-01 -1.49776562e-01 -1.06751914e-01
-3.24830480e-01]
[ -4.46008082e-02 -3.30222544e-02 -1.47604830e-01 -3.94478678e-02
-2.28334209e-01 6.31421049e-02 -8.79060818e-02 -4.53416279e-02
-2.33470410e-01 -7.80797988e-02 -6.81241237e-02 -3.02313248e-01
-1.68918417e-01]
[ -7.37012142e-02 3.62366423e-02 -1.31159742e-01 -2.85780139e-01
1.29155545e-01 2.08660182e-02 -2.43842346e-01 -1.94304641e-01
9.99450567e-02 -9.23844386e-02 -2.42486875e-01 -1.54232143e-01
-2.95727839e-01]
[ 8.40285967e-02 -3.17037143e-01 -7.91947771e-02 -4.33948301e-01
-2.26559632e-01 -8.77916955e-02 7.49183788e-02 1.17138295e-01
1.02514394e-02 3.06409683e-01 -4.95615409e-01 -6.45974234e-01
3.96967944e-01]
[ -2.17553767e-01 -2.56718007e-01 -1.25371920e-01 -2.95000216e-01
-3.08630540e-01 -9.17599929e-02 2.14162684e-01 5.52614605e-02
3.10804474e-01 5.54448998e-02 -3.81408057e-01 -8.50191773e-01
6.05512334e-01]
[ -8.41046538e-03 -1.95042625e-01 2.70617068e-02 -2.87299968e-01
-1.74732100e-01 1.67655091e-01 1.96806617e-01 2.57515100e-01
-1.53016463e-02 2.46139774e-01 -1.77734539e-01 -8.52823258e-01
6.57865674e-01]
[ 6.74814612e-03 -5.13483680e-02 -1.19633403e-01 -1.08107789e-01
-1.80962587e-01 -4.50749981e-02 2.81137798e-01 1.66232580e-01
2.56365845e-01 3.75775984e-01 -4.40362029e-01 -7.29990211e-01
6.63743156e-01]
[ -7.90881523e-02 -2.84509385e-01 6.35851068e-02 -3.56432021e-01
-1.50983427e-01 1.18541229e-01 3.54601506e-01 1.35990476e-01
-5.89944739e-02 1.73235890e-01 -5.31084130e-01 -7.81356334e-01
7.85141803e-01]
[ 1.23830128e-01 -9.32337711e-02 2.01400841e-02 -1.64030239e-01
-8.35537069e-02 -1.66546001e-02 2.36509008e-01 3.56951211e-01
4.00893495e-01 2.70043190e-01 -5.21237637e-01 -6.63003461e-01
4.80787502e-01]
[ -9.15332664e-03 -1.28639958e-01 1.89125567e-02 2.58092454e-02
-8.32368199e-02 -2.83547832e-01 1.47940378e-02 2.86575045e-01
-3.25523619e-02 6.41753861e-02 -2.25814475e-01 -6.04058888e-01
2.20701984e-01]
[ 7.72994019e-02 1.22750274e-01 -2.77305553e-03 8.77159303e-02
-8.21872803e-02 -5.95655615e-02 -2.14825993e-01 -2.02322447e-01
-2.93228316e-01 -1.75745747e-01 -1.47632744e-01 3.25272211e-01
-1.69727039e-01]
[ 3.79923819e-02 -7.45043012e-02 1.36036459e-01 2.11446344e-01
2.63438423e-01 8.95000322e-03 -4.18463697e-01 -3.85052543e-01
-1.33318456e-01 -5.39940876e-01 1.99292126e-01 1.07213646e+00
-4.78251002e-01]
[ 3.51961987e-02 8.01689944e-02 -2.11119555e-01 4.22041710e-02
3.04986973e-02 -3.65290848e-04 -1.58208996e-01 -3.24833068e-01
-2.86537939e-01 -1.76061897e-01 -5.36018381e-02 -4.39350348e-02
-1.70782485e-01]
[ -5.45649067e-02 -2.16171397e-01 6.64243664e-02 9.08192297e-02
-1.34225949e-01 -1.33642564e-01 4.39576903e-02 2.40790031e-03
8.67466306e-02 -3.58643402e-01 -3.09477589e-01 -2.72554195e-01
4.11714718e-02]
[ 1.64504665e-02 -2.78153704e-01 6.42973702e-02 -2.33285203e-01
-1.96815456e-01 -2.30816275e-01 -2.41079499e-01 8.40850228e-02
1.11279300e-02 1.49669122e-01 -1.79563651e-01 1.92597786e-02
-1.72316291e-02]
[ 1.73633775e-01 5.29996864e-02 -1.02849478e-01 -2.01823473e-01
-5.62201942e-02 -1.01245744e-01 -1.82583187e-01 4.35562029e-02
-1.91153194e-01 -2.22809659e-01 -1.71374679e-01 1.62895481e-01
-1.13481498e-01]
[ -1.71298598e-01 -1.84303019e-01 -1.07808622e-01 -1.81304735e-01
-5.25169063e-02 2.72930359e-02 -1.80871976e-01 -1.67770245e-01
-1.34293749e-01 1.09789508e-02 -1.96538675e-01 5.14302215e-02
-2.42714284e-01]
[ -3.28703798e-02 -2.11060379e-01 -1.57377154e-01 -1.81618557e-01
-5.04166426e-02 4.48695440e-02 -3.99357501e-02 -1.50633369e-02
-2.20978730e-01 -2.60625777e-01 -2.44890179e-02 -5.89354502e-02
-8.89097043e-02]
[ 1.16033757e-01 7.43316391e-02 -5.85709357e-03 -1.51888265e-01
-3.27806172e-01 8.59790074e-03 -1.40815036e-01 -2.43086360e-01
-3.10020658e-01 6.96527238e-02 -1.12692116e-01 -6.38862883e-02
-5.15816845e-02]
[ -6.35931719e-02 -9.61740646e-03 -2.83397907e-01 -1.20076560e-03
6.75142988e-02 1.55946477e-01 -2.31143965e-01 -1.71885282e-01
-5.57294685e-02 -5.29339610e-02 1.55862029e-01 4.58310729e-01
-5.41137086e-02]
[ 1.03246790e-01 3.63771824e-01 -2.08848889e-01 6.53076399e-01
1.27329623e-01 -2.15542380e-03 -2.67050853e-01 -4.11164579e-01
-2.75950119e-01 -4.28901622e-01 7.05521681e-01 1.02216348e+00
-7.23368222e-01]
[ -3.32258389e-02 1.96165875e-01 3.94846088e-02 2.05409159e-01
9.60382177e-03 -6.99508349e-02 -3.04012936e-01 -3.96373751e-01
-3.00502874e-01 -3.13402475e-01 4.76692353e-01 1.09391813e+00
-6.70391316e-01]
[ -5.14983320e-02 -1.17425156e-01 -1.61623775e-01 2.91871203e-01
-1.62434029e-01 2.33213067e-01 -1.07807646e-01 -2.70331792e-01
-2.64466461e-01 -4.94414907e-01 1.96440366e-01 4.69103876e-01
-3.43089436e-01]
[ 7.86001878e-02 -3.80785123e-01 -5.27789862e-02 -2.99839334e-02
-1.09600250e-01 2.00316672e-01 7.56888276e-02 1.59241967e-01
-1.64158837e-01 -4.98968137e-02 -6.81590476e-02 3.17650162e-01
-1.80274052e-01]
[ 2.03556702e-01 -2.92489467e-01 -1.21797180e-01 -8.90715288e-02
-2.08734215e-01 1.22049339e-01 1.75270998e-02 -1.52531259e-01
-4.79851209e-02 -1.10271571e-01 -1.35138116e-01 -1.82907557e-01
-9.23908362e-02]
[ -1.35074225e-01 -8.08542685e-02 3.85934738e-02 -2.53299123e-01
-5.74614290e-02 -1.40957070e-01 5.13485405e-02 -1.48196135e-02
-7.41620350e-02 -1.25787857e-02 -3.06883067e-01 -4.36374687e-01
-2.46867066e-02]
[ -1.40014356e-01 -1.37888538e-01 -6.76616940e-02 -2.54962975e-01
-3.46748764e-01 -2.88032089e-01 1.49470079e-01 1.15432537e-01
2.08062426e-02 9.56477393e-02 -2.18899232e-01 -7.05767355e-01
4.52293246e-03]
[ -1.66416354e-01 -2.29958075e-01 -2.98151029e-01 -3.50991616e-01
-2.72317320e-01 -2.08734524e-01 -3.17154120e-01 1.12039255e-01
-2.80529318e-02 -3.47894334e-01 -3.14982817e-01 -3.59784950e-01
-2.82584372e-01]
[ -1.08976112e-01 1.17644476e-01 2.40419146e-02 -7.32821759e-03
-2.15630014e-01 -1.69257773e-01 -9.42729617e-02 2.52310983e-02
-8.88319898e-02 -1.63463241e-01 -1.75119040e-01 -2.62030884e-01
-5.59987157e-02]
[ -3.50029597e-01 -1.27466363e-01 -2.70248459e-01 1.18861714e-01
-2.07004687e-01 -2.26673140e-01 -5.84303637e-02 -1.39437545e-01
5.10257898e-02 -4.09101067e-02 4.30398626e-02 -3.35001047e-01
3.79161053e-03]
[ -1.27833711e-01 -3.40459076e-02 -2.57118419e-01 3.20829213e-02
-2.16669333e-01 -2.77644309e-01 -3.72181354e-01 -5.38772520e-02
7.65305431e-03 -2.32392717e-01 -2.41109998e-01 -2.92497333e-01
-3.75117846e-02]
[ -2.16242123e-01 -5.37898558e-01 -3.31561266e-01 -3.41340453e-01
-3.33918531e-01 -2.26541666e-01 1.08888980e-02 -2.75462599e-01
1.02359369e-01 -2.24203769e-01 -1.89064959e-01 -1.67492683e-01
-4.68184915e-02]
[ -2.13204876e-01 -2.98838968e-01 -3.13565523e-01 -1.43757386e-01
-9.73904874e-02 -1.47423856e-01 -8.07830661e-02 4.14522461e-03
-1.86123565e-01 -4.98833837e-01 -2.47054969e-01 -1.70224486e-01
5.31836806e-02]
[ -1.22671340e-01 2.31812624e-02 -2.40784807e-01 -4.15284649e-01
-2.31170682e-01 -2.59650925e-01 -5.57843055e-02 -3.25318476e-01
4.98693031e-02 -5.59715310e-02 -3.21324833e-01 -7.16196322e-02
-3.17034067e-01]]
Progress: 11.2% ... Training loss: 0.281 ... Validation loss: 0.471[[-0.0146224 ]
[ 0.33081135]
[-0.15216457]
[ 0.84165756]
[ 0.32004165]
[ 0.0152212 ]
[-0.86194026]
[-0.99819338]
[-0.70994996]
[-1.02185184]
[ 1.15288034]
[ 2.8466134 ]
[-1.68697742]]
[[ -5.35391749e-01 -5.06046161e-01 -5.81227080e-01 -1.52915604e-01
-3.08018969e-01 -5.88459716e-01 -3.87024134e-01 -3.60838069e-01
-5.52253106e-01 -4.66159950e-01 4.76067568e-02 4.90897780e-01
-1.83625227e-01]
[ 5.87957272e-03 -1.38085723e-01 5.14896485e-02 -2.75707059e-02
-4.27648982e-02 5.89921846e-02 -1.19731515e-01 2.34722979e-01
-1.25637085e-01 -1.61908033e-01 -4.71561012e-02 -4.39975792e-02
9.77061497e-02]
[ -1.98065576e-01 1.46369544e-01 -1.70178894e-02 1.71652764e-01
1.14231685e-01 -1.13457553e-01 1.47117928e-01 -5.12274950e-02
2.70283747e-01 -7.21386878e-02 3.32889709e-01 7.90332883e-01
5.30559491e-01]
[ 1.77997012e-01 -2.52171744e-01 -2.78881325e-01 -3.90895581e-02
-3.05696081e-01 -5.18990518e-04 2.15112111e-02 -3.77878411e-01
1.37635120e-01 -3.52767404e-01 -2.15880100e-01 -2.73941409e-01
-6.22586739e-02]
[ 1.05446231e-01 3.00998504e-02 1.00939829e-01 5.08224820e-02
-1.19862741e-02 7.03492464e-02 -9.62716204e-02 5.85781598e-02
-3.02406224e-03 1.64423550e-01 1.50412314e-01 -3.95476299e-02
-9.75813210e-02]
[ -4.84550331e-01 -5.77849032e-01 -6.05884557e-01 -5.54134142e-01
-5.72711209e-01 -5.62935649e-01 -3.20569507e-01 -1.96570683e-01
-4.43379630e-01 -2.77690379e-01 -4.29501398e-01 -6.15792463e-01
-3.60182518e-01]
[ -4.16658452e-01 -5.73158629e-01 -3.22041028e-01 -3.39488933e-01
-4.02987042e-01 -5.58899104e-01 -4.30640333e-01 -4.58137479e-01
-2.93764099e-01 -1.95121608e-01 -4.14131142e-01 -2.45554536e-01
-2.01751647e-01]
[ -3.18549636e-01 -3.51359111e-01 -4.62091070e-01 -2.15658603e-01
-3.12142668e-01 -4.12084230e-01 -2.05657422e-01 -1.39619596e-01
-2.43341974e-01 -3.95807782e-01 -1.78562935e-01 -4.32139282e-01
-1.80881148e-01]
[ -4.73421085e-01 -3.49404274e-01 -3.76757889e-01 -1.43179802e-01
-3.35072115e-01 -2.14363108e-01 -1.37279541e-01 -4.33137988e-01
-2.96050971e-01 -4.51862901e-01 -1.22807280e-01 -9.70678267e-02
-2.00937245e-01]
[ -9.50316415e-01 -9.14636131e-01 -9.76589982e-01 -7.18915870e-01
-1.00085505e+00 -9.77572852e-01 -6.71606353e-01 -6.58886465e-01
-7.75752342e-01 -5.86291486e-01 -6.60679172e-01 -4.37566932e-01
-4.42674595e-01]
[ -5.03701174e-01 -2.67321481e-01 -4.62422034e-01 -3.08543614e-01
-3.50323717e-01 -3.55459379e-01 -5.33992338e-01 -5.48188759e-01
-6.23146242e-01 -1.10405773e-01 -4.12160134e-01 -5.45589397e-01
-3.95691327e-01]
[ -1.17488811e-01 2.76127817e-02 -3.33528646e-01 -3.82715281e-01
-1.01639115e-01 -7.17686831e-02 -1.43444437e-01 -2.60123706e-01
-1.35427504e-01 1.37693673e-01 -3.55465015e-01 -5.77139473e-01
-2.21583560e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60788459e-01 -1.06131698e-01 1.62557167e-01 -2.41372813e-01
-1.22956346e-01 1.13590060e-01 -1.40304348e-01 -3.76414368e-03
-9.43892184e-02 5.22331092e-02 -1.22626938e-01 -2.71001682e-01
4.22562661e-02]
[ -8.15982347e-02 -2.62409824e-01 -1.76998515e-01 -2.89892208e-01
-4.79811496e-01 -8.43719761e-02 -2.67859581e-02 1.76027500e-02
-4.75856589e-02 3.15710248e-02 -1.84280566e-01 -2.61325929e-01
-2.26452226e-01]
[ -7.51170753e-02 3.19311924e-05 -2.42462011e-01 -2.38693060e-01
1.37720001e-01 -1.63138368e-01 -1.75196870e-01 3.74300888e-02
-6.81153773e-03 -1.38428488e-02 -1.73655676e-01 1.96562701e-02
-1.32679469e-03]
[ 2.87807990e-02 -1.54517178e-01 -1.52690944e-01 -2.92834795e-02
-1.14385916e-01 -1.06967047e-01 6.28878498e-02 -1.75970805e-01
-5.09634437e-02 -5.61087246e-02 2.61920506e-02 -1.00773446e-01
2.65717104e-02]
[ -2.83851465e-01 -1.45315198e-01 -7.05173334e-02 -1.01391778e-01
-3.07199610e-01 -2.72244102e-01 -3.48896921e-01 6.88402155e-02
-2.87233126e-01 -1.97651923e-01 1.72062585e-01 -1.20209283e-02
3.32661293e-01]
[ -2.15236858e-01 -1.30930902e-01 -7.90695314e-02 -7.38900058e-02
-8.46543432e-02 -1.14597738e-01 -3.07637237e-02 7.96212013e-02
-9.53317905e-02 3.43222345e-02 2.26080450e-02 -1.67508984e-01
6.83243508e-02]
[ -1.53337405e-01 -6.26108772e-02 -2.23774432e-01 -3.27981674e-01
-1.46897567e-01 -1.98764140e-01 -2.39119755e-01 -6.53288960e-02
1.88218820e-01 -1.60527750e-01 -3.01315330e-01 -2.90478627e-01
-1.12064323e-01]
[ -3.66339403e-01 -7.13098817e-02 -1.44241184e-01 -1.74518509e-01
-5.45222165e-02 -3.10351812e-01 7.26090743e-02 -4.29348229e-02
-9.99227269e-02 1.08778818e-01 -1.37152110e-03 -1.30818165e-01
-1.37509469e-01]
[ -1.69159762e-01 -1.51057739e-01 -4.63395650e-02 -1.21147913e-01
-1.31000305e-01 -2.93115873e-01 -6.67002898e-02 -1.07318371e-01
-2.63213956e-01 4.53798851e-02 2.29896466e-01 9.71495420e-02
-2.15078350e-01]
[ -1.38161784e-01 -1.75373310e-01 -1.12390597e-01 -2.68408997e-01
9.30276088e-02 -1.77803680e-02 -2.17964993e-01 -1.49733651e-01
8.95632882e-02 -1.03497927e-01 -1.48295958e-01 -1.02401380e-01
-3.26880110e-01]
[ -4.45746337e-02 -3.33184879e-02 -1.47481843e-01 -4.04747618e-02
-2.28581350e-01 6.31349187e-02 -8.68188124e-02 -4.44161829e-02
-2.32732126e-01 -7.72127937e-02 -6.93842118e-02 -3.04969883e-01
-1.67122171e-01]
[ -7.36679819e-02 3.56012986e-02 -1.30913719e-01 -2.86818943e-01
1.28638956e-01 2.08587435e-02 -2.42612487e-01 -1.92472287e-01
1.00864875e-01 -9.01209056e-02 -2.44443018e-01 -1.60972803e-01
-2.94462271e-01]
[ 8.40126997e-02 -3.16949118e-01 -7.92798465e-02 -4.33797901e-01
-2.26449088e-01 -8.77881653e-02 7.38666269e-02 1.16633641e-01
9.46839058e-03 3.05549150e-01 -4.95380433e-01 -6.44932211e-01
3.95736083e-01]
[ -2.17591417e-01 -2.56292405e-01 -1.25560528e-01 -2.94022275e-01
-3.08269690e-01 -9.17510671e-02 2.12811814e-01 5.39722300e-02
3.09429021e-01 5.41638743e-02 -3.80057946e-01 -8.49132629e-01
6.02929985e-01]
[ -8.41655649e-03 -1.95011943e-01 2.70343324e-02 -2.87150460e-01
-1.74698378e-01 1.67656216e-01 1.96557059e-01 2.57264089e-01
-1.55154973e-02 2.45866027e-01 -1.77512047e-01 -8.52512737e-01
6.57167768e-01]
[ 6.74480033e-03 -5.13375643e-02 -1.19640087e-01 -1.08189932e-01
-1.80953738e-01 -4.50744930e-02 2.81226029e-01 1.66293684e-01
2.56245942e-01 3.75832324e-01 -4.40496151e-01 -7.30846623e-01
6.63957358e-01]
[ -7.90959839e-02 -2.84429753e-01 6.35109273e-02 -3.56073876e-01
-1.50870033e-01 1.18543993e-01 3.54185486e-01 1.35594806e-01
-5.93076762e-02 1.72643003e-01 -5.30732847e-01 -7.81453664e-01
7.84955916e-01]
[ 1.23837914e-01 -9.33142525e-02 2.01757973e-02 -1.64264549e-01
-8.36159351e-02 -1.66557573e-02 2.36892879e-01 3.57428822e-01
4.01211870e-01 2.70500657e-01 -5.21544410e-01 -6.63776899e-01
4.81647074e-01]
[ -9.15784645e-03 -1.28646231e-01 1.88835393e-02 2.56404045e-02
-8.32228260e-02 -2.83546702e-01 1.51196565e-02 2.86616787e-01
-3.23203507e-02 6.42133018e-02 -2.26318701e-01 -6.06289528e-01
2.21630208e-01]
[ 7.72535681e-02 1.22823768e-01 -2.94688590e-03 8.93486492e-02
-8.20092454e-02 -5.95580958e-02 -2.16049018e-01 -2.03302611e-01
-2.93981648e-01 -1.77381924e-01 -1.45884608e-01 3.31067294e-01
-1.72981548e-01]
[ 3.79469544e-02 -7.37293313e-02 1.35628161e-01 2.16394829e-01
2.64576911e-01 8.95762063e-03 -4.21018824e-01 -3.89225128e-01
-1.36097928e-01 -5.42646009e-01 2.07738834e-01 1.09168043e+00
-4.89890948e-01]
[ 3.51702192e-02 8.05093063e-02 -2.11242302e-01 4.34238378e-02
3.08024777e-02 -3.60005906e-04 -1.59398859e-01 -3.25554558e-01
-2.87503772e-01 -1.77119736e-01 -5.18674449e-02 -3.91388813e-02
-1.73867584e-01]
[ -5.45605016e-02 -2.16248987e-01 6.64783085e-02 9.04110168e-02
-1.34324856e-01 -1.33644047e-01 4.44615778e-02 2.60000999e-03
8.71187030e-02 -3.58376900e-01 -3.10119015e-01 -2.74501361e-01
4.22539853e-02]
[ 1.64518653e-02 -2.78166981e-01 6.43074164e-02 -2.33323821e-01
-1.96833950e-01 -2.30816515e-01 -2.41038390e-01 8.41782054e-02
1.11666356e-02 1.49762528e-01 -1.79618463e-01 1.90991628e-02
-1.71055893e-02]
[ 1.73566310e-01 5.41859202e-02 -1.03232804e-01 -1.99391820e-01
-5.52493469e-02 -1.01235551e-01 -1.86088185e-01 3.90049502e-02
-1.93711489e-01 -2.27098859e-01 -1.66271183e-01 1.82088616e-01
-1.24143331e-01]
[ -1.71311880e-01 -1.84103578e-01 -1.07942293e-01 -1.80855588e-01
-5.23491629e-02 2.72964911e-02 -1.81424688e-01 -1.69004336e-01
-1.34711092e-01 9.71653297e-03 -1.95450486e-01 5.38814625e-02
-2.44058188e-01]
[ -3.29038696e-02 -2.10347001e-01 -1.57641255e-01 -1.80097274e-01
-4.97629580e-02 4.48772942e-02 -4.19732254e-02 -1.73504878e-02
-2.22634045e-01 -2.62967017e-01 -2.16033036e-02 -5.13785093e-02
-9.35187440e-02]
[ 1.16025417e-01 7.44385057e-02 -5.93174757e-03 -1.51843565e-01
-3.27700916e-01 8.60073750e-03 -1.40811000e-01 -2.43647462e-01
-3.09991459e-01 6.91868743e-02 -1.12640553e-01 -6.38256766e-02
-5.15015167e-02]
[ -6.35964776e-02 -9.51954103e-03 -2.83443734e-01 -6.87694809e-04
6.76773299e-02 1.55947575e-01 -2.31472404e-01 -1.72444911e-01
-5.59472543e-02 -5.37189829e-02 1.56772005e-01 4.60412203e-01
-5.55538006e-02]
[ 1.03323688e-01 3.63188915e-01 -2.08743461e-01 6.51029630e-01
1.26963918e-01 -2.16918160e-03 -2.65065333e-01 -4.09775654e-01
-2.74301082e-01 -4.27807963e-01 7.02680939e-01 1.01627278e+00
-7.22346312e-01]
[ -3.31892297e-02 1.95510294e-01 3.97501776e-02 2.05239934e-01
9.21324696e-03 -6.99588858e-02 -3.03489071e-01 -3.94693337e-01
-2.99523274e-01 -3.11428950e-01 4.76560935e-01 1.08920159e+00
-6.70691855e-01]
[ -5.15115101e-02 -1.16966315e-01 -1.61746107e-01 2.94127121e-01
-1.62013831e-01 2.33216156e-01 -1.09614938e-01 -2.72036868e-01
-2.65923272e-01 -4.95499927e-01 1.99808868e-01 4.79550565e-01
-3.49293756e-01]
[ 7.86036139e-02 -3.80769451e-01 -5.28040101e-02 -2.97337093e-02
-1.09533663e-01 2.00315769e-01 7.54075972e-02 1.58839520e-01
-1.64455355e-01 -5.04203242e-02 -6.74718100e-02 3.19121367e-01
-1.81367003e-01]
[ 2.03544201e-01 -2.92299582e-01 -1.21906082e-01 -8.81640507e-02
-2.08522126e-01 1.22051835e-01 1.69053009e-02 -1.53664857e-01
-4.85746618e-02 -1.11525311e-01 -1.33671984e-01 -1.78614116e-01
-9.49555953e-02]
[ -1.35106629e-01 -8.04064436e-02 3.83914334e-02 -2.52365116e-01
-5.70461093e-02 -1.40950122e-01 5.00035757e-02 -1.65589141e-02
-7.53175058e-02 -1.39136824e-02 -3.05787673e-01 -4.33984801e-01
-2.74451851e-02]
[ -1.40019044e-01 -1.37745092e-01 -6.77191786e-02 -2.54750473e-01
-3.46615875e-01 -2.88030607e-01 1.49098013e-01 1.14855372e-01
2.04335639e-02 9.52482955e-02 -2.18591694e-01 -7.04807998e-01
3.67955104e-03]
[ -1.66401530e-01 -2.30107252e-01 -2.98189493e-01 -3.52321497e-01
-2.72389481e-01 -2.08734637e-01 -3.16735426e-01 1.12519735e-01
-2.79952035e-02 -3.48118649e-01 -3.17494152e-01 -3.66821053e-01
-2.82908710e-01]
[ -1.08990254e-01 1.17890327e-01 2.39088093e-02 -6.31454721e-03
-2.15354026e-01 -1.69255137e-01 -9.50495843e-02 2.40910243e-02
-8.91362761e-02 -1.64093798e-01 -1.73718908e-01 -2.57970350e-01
-5.88125065e-02]
[ -3.50132335e-01 -1.25746956e-01 -2.70996841e-01 1.25336425e-01
-2.05298704e-01 -2.26650775e-01 -6.36059372e-02 -1.45992430e-01
4.63787225e-02 -4.80487505e-02 5.24733785e-02 -3.11487752e-01
-1.01082028e-02]
[ -1.27804123e-01 -3.42845844e-02 -2.57100786e-01 3.21226884e-02
-2.16706631e-01 -2.77650409e-01 -3.70957201e-01 -5.38582035e-02
8.54834858e-03 -2.31533541e-01 -2.40235883e-01 -2.89068884e-01
-3.68334689e-02]
[ -2.16363583e-01 -5.36678673e-01 -3.32363349e-01 -3.34580453e-01
-3.32270389e-01 -2.26518715e-01 4.51554167e-03 -2.81616943e-01
9.66772097e-02 -2.31287544e-01 -1.77741765e-01 -1.40154054e-01
-6.61937780e-02]
[ -2.13251676e-01 -2.98025568e-01 -3.13855193e-01 -1.41511940e-01
-9.66330593e-02 -1.47414063e-01 -8.35224269e-02 1.35866228e-03
-1.88370032e-01 -5.01136532e-01 -2.44031320e-01 -1.63873425e-01
4.65933507e-02]
[ -1.22681319e-01 2.35374379e-02 -2.40853209e-01 -4.14679637e-01
-2.30815372e-01 -2.59650352e-01 -5.73932920e-02 -3.28312667e-01
4.93914044e-02 -5.76195905e-02 -3.18429782e-01 -6.24774668e-02
-3.24893047e-01]]
Progress: 11.2% ... Training loss: 0.279 ... Validation loss: 0.462[[ -3.37978578e-02]
[ 3.14011743e-01]
[ -1.66208307e-01]
[ 8.12357636e-01]
[ 3.01279742e-01]
[ 1.31115148e-03]
[ -8.87931417e-01]
[ -1.01891582e+00]
[ -7.36118407e-01]
[ -1.04383946e+00]
[ 1.10707098e+00]
[ 2.77275933e+00]
[ -1.73002620e+00]]
[[ -5.35251243e-01 -5.09876472e-01 -5.79567742e-01 -1.68558957e-01
-3.12744628e-01 -5.88600773e-01 -3.71591986e-01 -3.41904442e-01
-5.39632195e-01 -4.48816628e-01 1.87852086e-02 4.33857003e-01
-1.42347963e-01]
[ 5.88102920e-03 -1.38262750e-01 5.15331105e-02 -2.81913745e-02
-4.29084213e-02 5.89897627e-02 -1.19504667e-01 2.35060805e-01
-1.25337550e-01 -1.61684200e-01 -4.80511737e-02 -4.36856511e-02
9.87716859e-02]
[ -1.98042474e-01 1.43577541e-01 -1.60633754e-02 1.57835054e-01
1.10603799e-01 -1.13496485e-01 1.58289025e-01 -3.98577652e-02
2.79662086e-01 -6.45486863e-02 3.06140063e-01 7.50832786e-01
5.71274521e-01]
[ 1.78116744e-01 -2.53625661e-01 -2.78137411e-01 -4.02573747e-02
-3.06607676e-01 -6.02001579e-04 2.42378269e-02 -3.75692645e-01
1.41663300e-01 -3.46239380e-01 -2.18201665e-01 -2.95883953e-01
-6.20943373e-02]
[ 1.05675793e-01 2.46513312e-02 1.02711566e-01 3.09278143e-02
-1.65137744e-02 7.01476709e-02 -8.54048154e-02 6.83698908e-02
8.60133443e-03 1.80341679e-01 1.22588365e-01 -9.22820525e-02
-7.57996355e-02]
[ -4.84503976e-01 -5.78540231e-01 -6.05690731e-01 -5.56787931e-01
-5.73468362e-01 -5.62974747e-01 -3.18938599e-01 -1.95374619e-01
-4.41659556e-01 -2.76189118e-01 -4.32266465e-01 -6.22105038e-01
-3.60541292e-01]
[ -4.16562459e-01 -5.75130571e-01 -3.21193211e-01 -3.46628617e-01
-4.04936558e-01 -5.58980675e-01 -4.24141839e-01 -4.52399874e-01
-2.87485586e-01 -1.86495078e-01 -4.25768921e-01 -2.75813062e-01
-1.86999495e-01]
[ -3.18507684e-01 -3.53016210e-01 -4.61505392e-01 -2.23349191e-01
-3.14231930e-01 -4.12128380e-01 -1.99065856e-01 -1.31762710e-01
-2.37839096e-01 -3.90464754e-01 -1.93040214e-01 -4.54167499e-01
-1.61384075e-01]
[ -4.73406565e-01 -3.49720465e-01 -3.76482087e-01 -1.45008930e-01
-3.35503212e-01 -2.14382352e-01 -1.34280192e-01 -4.30042861e-01
-2.94566865e-01 -4.49076855e-01 -1.25836056e-01 -1.05108597e-01
-1.92956398e-01]
[ -9.50170093e-01 -9.18526049e-01 -9.75030196e-01 -7.36272676e-01
-1.00551849e+00 -9.77717358e-01 -6.55616633e-01 -6.43427777e-01
-7.62290670e-01 -5.72100885e-01 -6.88881831e-01 -4.95788750e-01
-4.02196614e-01]
[ -5.03678823e-01 -2.67559635e-01 -4.62190432e-01 -3.09098575e-01
-3.50754974e-01 -3.55483653e-01 -5.32746894e-01 -5.45892458e-01
-6.22048817e-01 -1.07801529e-01 -4.13946397e-01 -5.50220466e-01
-3.93371806e-01]
[ -1.17458663e-01 2.71044212e-02 -3.33416911e-01 -3.84116704e-01
-1.01771456e-01 -7.17839673e-02 -1.42959285e-01 -2.59993012e-01
-1.35001031e-01 1.39155694e-01 -3.57384992e-01 -5.80926675e-01
-2.22509764e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60769464e-01 -1.06709401e-01 1.62680652e-01 -2.42874159e-01
-1.23302230e-01 1.13571117e-01 -1.39513151e-01 -2.73498773e-03
-9.36775672e-02 5.36916888e-02 -1.24728407e-01 -2.74484003e-01
4.31304738e-02]
[ -8.15870367e-02 -2.62537003e-01 -1.76879723e-01 -2.90296690e-01
-4.80017489e-01 -8.43807593e-02 -2.67257350e-02 1.90061950e-02
-4.74254189e-02 3.29209500e-02 -1.85181086e-01 -2.63701422e-01
-2.26890802e-01]
[ -7.51219600e-02 3.61148849e-04 -2.42630660e-01 -2.38675765e-01
1.37842658e-01 -1.63132962e-01 -1.75343712e-01 3.54038956e-02
-7.01538748e-03 -1.61008643e-02 -1.72385988e-01 2.39512135e-02
-3.23487246e-03]
[ 2.88610382e-02 -1.56112343e-01 -1.52085918e-01 -3.43098261e-02
-1.15738951e-01 -1.07032876e-01 6.67686046e-02 -1.73095365e-01
-4.69603926e-02 -5.09197479e-02 1.88171343e-02 -1.20106016e-01
3.34959355e-02]
[ -2.83854446e-01 -1.45239462e-01 -7.05346829e-02 -1.01551545e-01
-3.07149561e-01 -2.72243805e-01 -3.48649636e-01 6.92896287e-02
-2.86919662e-01 -1.97141718e-01 1.71662259e-01 -1.23885764e-02
3.34133149e-01]
[ -2.15206392e-01 -1.32117188e-01 -7.85501804e-02 -7.88293392e-02
-8.61490173e-02 -1.14632339e-01 -2.61104831e-02 8.56975636e-02
-9.18075682e-02 3.99674913e-02 1.36000600e-02 -1.88011052e-01
8.19264254e-02]
[ -1.53343504e-01 -6.28858839e-02 -2.23751974e-01 -3.29558695e-01
-1.47232110e-01 -1.98761058e-01 -2.38074187e-01 -6.47415203e-02
1.88775360e-01 -1.60316244e-01 -3.04192717e-01 -2.87644646e-01
-1.08513867e-01]
[ -3.66310597e-01 -7.17636977e-02 -1.44013899e-01 -1.76768473e-01
-5.52372112e-02 -3.10373803e-01 7.44461553e-02 -4.03880190e-02
-9.73730340e-02 1.10196566e-01 -6.14829725e-03 -1.41548336e-01
-1.32520619e-01]
[ -1.69138152e-01 -1.51732234e-01 -4.60806637e-02 -1.23899589e-01
-1.31714567e-01 -2.93140052e-01 -6.32232176e-02 -1.04596932e-01
-2.61099032e-01 4.82686943e-02 2.24997733e-01 8.69742881e-02
-2.06335936e-01]
[ -1.38179606e-01 -1.74778466e-01 -1.12490900e-01 -2.67339665e-01
9.35248129e-02 -1.77603803e-02 -2.18410407e-01 -1.50110249e-01
8.86492244e-02 -1.04346999e-01 -1.46549232e-01 -1.00978588e-01
-3.26675785e-01]
[ -4.45751450e-02 -3.33792155e-02 -1.47448326e-01 -4.06404204e-02
-2.28610860e-01 6.31343324e-02 -8.65982668e-02 -4.38507610e-02
-2.32584475e-01 -7.69125470e-02 -6.97950886e-02 -3.05763416e-01
-1.66406187e-01]
[ -7.36281785e-02 3.49154462e-02 -1.30633110e-01 -2.88443165e-01
1.27934914e-01 2.08208200e-02 -2.40512880e-01 -1.90438670e-01
1.02886923e-01 -8.77282049e-02 -2.46619342e-01 -1.68405548e-01
-2.91318713e-01]
[ 8.40273258e-02 -3.17157579e-01 -7.91831912e-02 -4.34744708e-01
-2.26674791e-01 -8.78010964e-02 7.49962124e-02 1.17521922e-01
1.05132493e-02 3.06730764e-01 -4.96558422e-01 -6.48762694e-01
3.98885333e-01]
[ -2.17582984e-01 -2.56498184e-01 -1.25478631e-01 -2.95053304e-01
-3.08480753e-01 -9.17604507e-02 2.14073234e-01 5.51446523e-02
3.10263518e-01 5.54331147e-02 -3.81707291e-01 -8.52275880e-01
6.06018079e-01]
[ -8.41115173e-03 -1.95171452e-01 2.70931980e-02 -2.87691662e-01
-1.74876706e-01 1.67650057e-01 1.97434631e-01 2.58094547e-01
-1.49083624e-02 2.46730820e-01 -1.78713430e-01 -8.55618329e-01
6.59314237e-01]
[ 6.74911069e-03 -5.14018007e-02 -1.19614196e-01 -1.08496949e-01
-1.81018593e-01 -4.50778564e-02 2.81585537e-01 1.66540633e-01
2.56543529e-01 3.76191495e-01 -4.40839258e-01 -7.31736190e-01
6.64950522e-01]
[ -7.90797904e-02 -2.84670822e-01 6.36285743e-02 -3.57284209e-01
-1.51201575e-01 1.18526228e-01 3.55963514e-01 1.36837986e-01
-5.81799192e-02 1.73853650e-01 -5.32226335e-01 -7.86024173e-01
7.89394401e-01]
[ 1.23841274e-01 -9.33493269e-02 2.02004001e-02 -1.64202773e-01
-8.36457776e-02 -1.66592894e-02 2.36947377e-01 3.57692520e-01
4.01229376e-01 2.70882048e-01 -5.21510365e-01 -6.63447745e-01
4.81476406e-01]
[ -9.14680061e-03 -1.28962432e-01 1.90164108e-02 2.48266651e-02
-8.34971697e-02 -2.83555233e-01 1.62451550e-02 2.87912394e-01
-3.13663594e-02 6.55886290e-02 -2.27480044e-01 -6.09860310e-01
2.24270008e-01]
[ 7.72146145e-02 1.23574831e-01 -3.21170512e-03 9.24458151e-02
-8.13297406e-02 -5.95237936e-02 -2.18569978e-01 -2.05229273e-01
-2.95861141e-01 -1.79628930e-01 -1.42290152e-01 3.42467680e-01
-1.79388445e-01]
[ 3.80494129e-02 -7.57175275e-02 1.36393620e-01 2.08369193e-01
2.62218195e-01 8.87638631e-03 -4.14773377e-01 -3.82272523e-01
-1.29447106e-01 -5.36609865e-01 1.94324719e-01 1.05582741e+00
-4.75514536e-01]
[ 3.51554087e-02 8.06620181e-02 -2.11294827e-01 4.41618095e-02
3.09669869e-02 -3.47933369e-04 -1.60188832e-01 -3.26252463e-01
-2.87907888e-01 -1.77776600e-01 -5.10739381e-02 -3.73969869e-02
-1.75220959e-01]
[ -5.45555787e-02 -2.16359035e-01 6.65242960e-02 8.97086382e-02
-1.34472323e-01 -1.33648005e-01 4.51677229e-02 3.23616902e-03
8.75796929e-02 -3.58089774e-01 -3.11166600e-01 -2.77679806e-01
4.40941462e-02]
[ 1.64589623e-02 -2.78462866e-01 6.44668738e-02 -2.34574343e-01
-1.97150165e-01 -2.30822044e-01 -2.40316080e-01 8.54840237e-02
1.17747324e-02 1.51324223e-01 -1.81473555e-01 1.39365824e-02
-1.43956229e-02]
[ 1.73575455e-01 5.39383007e-02 -1.03121732e-01 -2.00134846e-01
-5.55454504e-02 -1.01247479e-01 -1.85148193e-01 3.93373407e-02
-1.93320735e-01 -2.26186887e-01 -1.67434029e-01 1.80311245e-01
-1.22691947e-01]
[ -1.71345857e-01 -1.83065947e-01 -1.08299656e-01 -1.79080277e-01
-5.14237323e-02 2.73370483e-02 -1.83639770e-01 -1.72060925e-01
-1.37067059e-01 6.38927528e-03 -1.92429060e-01 6.15276522e-02
-2.48173212e-01]
[ -3.29030882e-02 -2.10667403e-01 -1.57527890e-01 -1.81822558e-01
-5.02682476e-02 4.48744955e-02 -4.08773437e-02 -1.65736739e-02
-2.21869820e-01 -2.61931453e-01 -2.45355091e-02 -5.73134608e-02
-8.93362299e-02]
[ 1.16005820e-01 7.51181062e-02 -6.16278641e-03 -1.51025865e-01
-3.27152768e-01 8.62010313e-03 -1.41582111e-01 -2.47064557e-01
-3.10673708e-01 6.60487961e-02 -1.10620352e-01 -5.73217844e-02
-5.42868362e-02]
[ -6.35955691e-02 -9.73028995e-03 -2.83360038e-01 -1.77433316e-03
6.74842492e-02 1.55944359e-01 -2.31088409e-01 -1.71409790e-01
-5.54887933e-02 -5.25083260e-02 1.55005883e-01 4.57501994e-01
-5.28157877e-02]
[ 1.03402965e-01 3.61721268e-01 -2.08229362e-01 6.47420185e-01
1.25917593e-01 -2.23775596e-03 -2.62044294e-01 -4.06480255e-01
-2.71486673e-01 -4.22535736e-01 6.97207430e-01 1.00322837e+00
-7.19778974e-01]
[ -3.31954716e-02 1.95523289e-01 3.96927443e-02 2.05308546e-01
9.23598540e-03 -6.99523769e-02 -3.03922553e-01 -3.94735338e-01
-2.99510657e-01 -3.12221907e-01 4.76817269e-01 1.09210725e+00
-6.70019897e-01]
[ -5.15028081e-02 -1.17627215e-01 -1.61568630e-01 2.92281855e-01
-1.62656496e-01 2.33200542e-01 -1.07873430e-01 -2.69845232e-01
-2.64470202e-01 -4.94114444e-01 1.96423968e-01 4.77387674e-01
-3.44152271e-01]
[ 7.86130801e-02 -3.80935758e-01 -5.27122039e-02 -3.03098427e-02
-1.09757663e-01 2.00301339e-01 7.61491898e-02 1.59890729e-01
-1.63981561e-01 -4.97155981e-02 -6.81635967e-02 3.16788072e-01
-1.80294919e-01]
[ 2.03549247e-01 -2.92319704e-01 -1.21869198e-01 -8.79778270e-02
-2.08561844e-01 1.22044812e-01 1.69917133e-02 -1.53490933e-01
-4.87891738e-02 -1.10983283e-01 -1.33473398e-01 -1.77490240e-01
-9.60653784e-02]
[ -1.35095462e-01 -8.06868334e-02 3.85098633e-02 -2.53096807e-01
-5.73256004e-02 -1.40961067e-01 5.09259525e-02 -1.45473103e-02
-7.46197547e-02 -1.22784851e-02 -3.07321276e-01 -4.37380573e-01
-2.54647869e-02]
[ -1.40008989e-01 -1.38016929e-01 -6.76090425e-02 -2.55662279e-01
-3.46818487e-01 -2.88040563e-01 1.50356129e-01 1.16178035e-01
2.12871486e-02 9.64423211e-02 -2.20130727e-01 -7.08236021e-01
6.30494316e-03]
[ -1.66406527e-01 -2.29786754e-01 -2.98226583e-01 -3.54673888e-01
-2.72554830e-01 -2.08722005e-01 -3.16636007e-01 1.11560956e-01
-2.77488992e-02 -3.50514390e-01 -3.20254606e-01 -3.69728372e-01
-2.83404256e-01]
[ -1.08964709e-01 1.17443489e-01 2.41420300e-02 -7.67089878e-03
-2.15672565e-01 -1.69278961e-01 -9.33756035e-02 2.59043351e-02
-8.77937654e-02 -1.62032124e-01 -1.75456095e-01 -2.63402748e-01
-5.50799808e-02]
[ -3.50139246e-01 -1.25647278e-01 -2.70919553e-01 1.25124497e-01
-2.05270101e-01 -2.26645250e-01 -6.32273269e-02 -1.44274744e-01
4.65462752e-02 -4.63425130e-02 5.18328234e-02 -3.10847151e-01
-6.81994250e-03]
[ -1.27793392e-01 -3.44497395e-02 -2.56994704e-01 3.21781641e-02
-2.16847053e-01 -2.77666648e-01 -3.70803149e-01 -5.27753497e-02
8.86643933e-03 -2.30014645e-01 -2.40435484e-01 -2.84208622e-01
-3.69646404e-02]
[ -2.16341279e-01 -5.37448273e-01 -3.32117622e-01 -3.37748030e-01
-3.33263126e-01 -2.26543711e-01 9.32852707e-03 -2.77278911e-01
1.00219466e-01 -2.27251014e-01 -1.85176000e-01 -1.57298289e-01
-5.25456482e-02]
[ -2.13241137e-01 -2.98553223e-01 -3.13708436e-01 -1.43617957e-01
-9.73017991e-02 -1.47430845e-01 -8.16593652e-02 3.70770146e-03
-1.87115261e-01 -4.99995353e-01 -2.47394774e-01 -1.71271097e-01
5.12706058e-02]
[ -1.22539711e-01 2.03900783e-02 -2.39722073e-01 -4.24854036e-01
-2.33785214e-01 -2.59770732e-01 -4.86550857e-02 -3.20769126e-01
5.75054897e-02 -4.74315000e-02 -3.34203197e-01 -1.01736796e-01
-3.07741202e-01]]
Progress: 11.3% ... Training loss: 0.277 ... Validation loss: 0.465[[-0.02020621]
[ 0.34327604]
[-0.14921516]
[ 0.84660479]
[ 0.32925041]
[ 0.01617497]
[-0.86310679]
[-0.98639506]
[-0.70932215]
[-1.01089428]
[ 1.1565463 ]
[ 2.84584513]
[-1.68073376]]
[[ -5.35533699e-01 -5.04115669e-01 -5.81410888e-01 -1.51443492e-01
-3.07323008e-01 -5.88588346e-01 -3.83947370e-01 -3.59578907e-01
-5.51007129e-01 -4.65325351e-01 4.80683832e-02 4.96460339e-01
-1.83381339e-01]
[ 5.87902654e-03 -1.38069312e-01 5.13968529e-02 -2.73163094e-02
-4.27139771e-02 5.89900936e-02 -1.20020390e-01 2.33564849e-01
-1.25875824e-01 -1.62833311e-01 -4.62970947e-02 -3.85605137e-02
9.53444971e-02]
[ -1.98521433e-01 1.50592514e-01 -1.86492912e-02 1.81000092e-01
1.17196844e-01 -1.13477437e-01 1.39853890e-01 -6.70486416e-02
2.63811458e-01 -8.99911942e-02 3.43892260e-01 8.35408574e-01
5.15194824e-01]
[ 1.78384379e-01 -2.58606566e-01 -2.75896797e-01 -5.30866940e-02
-3.11213780e-01 -6.14362157e-04 3.61609375e-02 -3.58615695e-01
1.49225936e-01 -3.26149927e-01 -2.43545150e-01 -3.57644703e-01
-2.41947149e-02]
[ 1.05497654e-01 2.73059737e-02 1.01439505e-01 3.70833127e-02
-1.39191422e-02 7.01549048e-02 -9.42560078e-02 5.47676174e-02
7.73657219e-04 1.66108880e-01 1.37683475e-01 -4.39441852e-02
-1.03681902e-01]
[ -4.84533879e-01 -5.78046603e-01 -6.05839789e-01 -5.55826353e-01
-5.73032788e-01 -5.62973540e-01 -3.20319935e-01 -1.96356330e-01
-4.42767548e-01 -2.77252530e-01 -4.31349524e-01 -6.19925511e-01
-3.65017838e-01]
[ -4.16627613e-01 -5.73606108e-01 -3.21830783e-01 -3.42510706e-01
-4.03261821e-01 -5.58977056e-01 -4.26834308e-01 -4.59209543e-01
-2.89794899e-01 -1.92346398e-01 -4.17342963e-01 -2.62894627e-01
-2.00129544e-01]
[ -3.18799080e-01 -3.48697508e-01 -4.62960529e-01 -2.10972674e-01
-3.10462138e-01 -4.12116888e-01 -2.11352528e-01 -1.46315321e-01
-2.48305297e-01 -4.05809810e-01 -1.73502643e-01 -4.07271552e-01
-1.92642993e-01]
[ -4.73419484e-01 -3.49090572e-01 -3.76634603e-01 -1.42948592e-01
-3.35021858e-01 -2.14381607e-01 -1.35173663e-01 -4.31822401e-01
-2.95713137e-01 -4.50003606e-01 -1.22768054e-01 -1.00742732e-01
-1.97378519e-01]
[ -9.50316786e-01 -9.15457297e-01 -9.76155992e-01 -7.26506335e-01
-1.00293039e+00 -9.77710392e-01 -6.63735420e-01 -6.55501846e-01
-7.70187687e-01 -5.82179447e-01 -6.71539009e-01 -4.56503547e-01
-4.31229023e-01]
[ -5.03875710e-01 -2.64191816e-01 -4.63269004e-01 -3.00487111e-01
-3.47486951e-01 -3.55475626e-01 -5.40112613e-01 -5.55240304e-01
-6.27415283e-01 -1.18087499e-01 -4.01681827e-01 -5.26916401e-01
-4.13783773e-01]
[ -1.17514456e-01 2.76345372e-02 -3.33606825e-01 -3.82978166e-01
-1.01266114e-01 -7.17818972e-02 -1.44728726e-01 -2.62694628e-01
-1.36767326e-01 1.36333685e-01 -3.55043913e-01 -5.77156169e-01
-2.26353022e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60728243e-01 -1.06910658e-01 1.62825656e-01 -2.43522294e-01
-1.23504490e-01 1.13569775e-01 -1.38942337e-01 -1.45619775e-03
-9.30954819e-02 5.47955167e-02 -1.25657787e-01 -2.76295590e-01
4.37987558e-02]
[ -8.15733132e-02 -2.62432050e-01 -1.76960488e-01 -2.90597407e-01
-4.79952248e-01 -8.43808636e-02 -2.66841879e-02 1.88422988e-02
-4.72237473e-02 3.25980225e-02 -1.85092865e-01 -2.63384978e-01
-2.27350659e-01]
[ -7.52449433e-02 1.79713396e-03 -2.43095247e-01 -2.34060898e-01
1.39430351e-01 -1.63128654e-01 -1.79093925e-01 3.11348562e-02
-1.02225519e-02 -2.00966718e-02 -1.66683382e-01 3.27625151e-02
-1.37208791e-02]
[ 2.88381695e-02 -1.55761236e-01 -1.52286812e-01 -3.30594133e-02
-1.15255813e-01 -1.07031772e-01 6.56600958e-02 -1.75183884e-01
-4.80719454e-02 -5.30147714e-02 2.16873096e-02 -1.10257743e-01
2.91449397e-02]
[ -2.83900964e-01 -1.44478318e-01 -7.09139494e-02 -9.92828871e-02
-3.06496612e-01 -2.72242208e-01 -3.50560627e-01 6.54400563e-02
-2.88781758e-01 -2.00711467e-01 1.76499468e-01 -2.84997891e-04
3.25241224e-01]
[ -2.15153651e-01 -1.32434897e-01 -7.84142239e-02 -8.01371757e-02
-8.64762487e-02 -1.14633493e-01 -2.52232790e-02 8.59072729e-02
-9.06402116e-02 4.15130474e-02 1.20389713e-02 -1.95422771e-01
8.45247512e-02]
[ -1.53419140e-01 -6.16632884e-02 -2.24046236e-01 -3.24929983e-01
-1.46333339e-01 -1.98758201e-01 -2.41689897e-01 -6.85460092e-02
1.85300122e-01 -1.63516110e-01 -2.98044139e-01 -2.74461196e-01
-1.19025839e-01]
[ -3.66443651e-01 -7.06039606e-02 -1.44480483e-01 -1.73500826e-01
-5.41420957e-02 -3.10368858e-01 7.04138822e-02 -4.50663342e-02
-1.01193185e-01 1.05294255e-01 -1.07478981e-03 -1.28572609e-01
-1.40748479e-01]
[ -1.69192877e-01 -1.50227304e-01 -4.65981397e-02 -1.20969332e-01
-1.30349748e-01 -2.93137329e-01 -6.59483785e-02 -1.08626649e-01
-2.62745004e-01 4.25978378e-02 2.30852256e-01 9.98493324e-02
-2.13952710e-01]
[ -1.38197964e-01 -1.74197661e-01 -1.12661311e-01 -2.65176124e-01
9.39667390e-02 -1.77594419e-02 -2.19474483e-01 -1.52357459e-01
8.73852928e-02 -1.05389192e-01 -1.43400655e-01 -9.70685896e-02
-3.31230406e-01]
[ -4.45751306e-02 -3.33356948e-02 -1.47445045e-01 -4.06780349e-02
-2.28590372e-01 6.31341998e-02 -8.65486151e-02 -4.35240902e-02
-2.32520752e-01 -7.68284397e-02 -6.99429161e-02 -3.06131315e-01
-1.66351128e-01]
[ -7.36611073e-02 3.52363227e-02 -1.30737389e-01 -2.87756614e-01
1.28215720e-01 2.08221445e-02 -2.41109112e-01 -1.91246611e-01
1.02228414e-01 -8.88495022e-02 -2.45755972e-01 -1.66478387e-01
-2.92828001e-01]
[ 8.40321310e-02 -3.17205157e-01 -7.91642082e-02 -4.34889887e-01
-2.26735131e-01 -8.78012724e-02 7.52372966e-02 1.17748849e-01
1.07233131e-02 3.06965443e-01 -4.96790557e-01 -6.49578754e-01
3.99469845e-01]
[ -2.17605405e-01 -2.56351733e-01 -1.25561459e-01 -2.94631691e-01
-3.08299173e-01 -9.17596614e-02 2.13262912e-01 5.45416414e-02
3.09525335e-01 5.46435201e-02 -3.81155163e-01 -8.51214805e-01
6.04504385e-01]
[ -8.43167041e-03 -1.94949861e-01 2.69438604e-02 -2.87534959e-01
-1.74742014e-01 1.67651030e-01 1.97054554e-01 2.57132897e-01
-1.51368858e-02 2.45637893e-01 -1.78276926e-01 -8.55903002e-01
6.58342058e-01]
[ 6.75145103e-03 -5.13355301e-02 -1.19593015e-01 -1.08943663e-01
-1.81069921e-01 -4.50779034e-02 2.81996644e-01 1.66725448e-01
2.56549136e-01 3.76577213e-01 -4.41298399e-01 -7.34179817e-01
6.66762038e-01]
[ -7.90890621e-02 -2.84564773e-01 6.35656232e-02 -3.57038265e-01
-1.51109491e-01 1.18526716e-01 3.55532383e-01 1.36150259e-01
-5.85340325e-02 1.73238865e-01 -5.31870783e-01 -7.85552904e-01
7.88542805e-01]
[ 1.23841526e-01 -9.32939052e-02 2.01907293e-02 -1.64127897e-01
-8.35960983e-02 -1.66591282e-02 2.36984911e-01 3.58071927e-01
4.01302568e-01 2.71128498e-01 -5.21570999e-01 -6.63821823e-01
4.81848769e-01]
[ -9.14294049e-03 -1.28982444e-01 1.90284133e-02 2.47425340e-02
-8.35236068e-02 -2.83555382e-01 1.63672639e-02 2.88035223e-01
-3.12823864e-02 6.56622477e-02 -2.27550726e-01 -6.09981801e-01
2.24473087e-01]
[ 7.71912878e-02 1.23915791e-01 -3.32021161e-03 9.36491939e-02
-8.10340406e-02 -5.95227361e-02 -2.19808661e-01 -2.06613002e-01
-2.96984731e-01 -1.80540724e-01 -1.40471889e-01 3.45471398e-01
-1.82210140e-01]
[ 3.81347580e-02 -7.63130250e-02 1.36766669e-01 2.06148800e-01
2.61448633e-01 8.87326076e-03 -4.12620530e-01 -3.79899546e-01
-1.27419845e-01 -5.34158531e-01 1.91002982e-01 1.04585068e+00
-4.70960834e-01]
[ 3.51117364e-02 8.09786763e-02 -2.11410161e-01 4.49571516e-02
3.12078691e-02 -3.46142335e-04 -1.60813707e-01 -3.26837011e-01
-2.88511861e-01 -1.78813354e-01 -5.05355974e-02 -3.75582462e-02
-1.76070715e-01]
[ -5.46486376e-02 -2.15660652e-01 6.62399058e-02 9.22809333e-02
-1.33691591e-01 -1.33644856e-01 4.17813014e-02 -4.42530420e-04
8.47998188e-02 -3.60374023e-01 -3.08077966e-01 -2.68490738e-01
3.68137027e-02]
[ 1.64606196e-02 -2.78552739e-01 6.45012231e-02 -2.34773152e-01
-1.97237599e-01 -2.30822172e-01 -2.40073559e-01 8.58305926e-02
1.20079252e-02 1.51650046e-01 -1.81834925e-01 1.30231181e-02
-1.38674578e-02]
[ 1.73584528e-01 5.40229019e-02 -1.03171152e-01 -2.00185464e-01
-5.55024041e-02 -1.01247811e-01 -1.85106908e-01 3.86686813e-02
-1.93154250e-01 -2.26620454e-01 -1.66827180e-01 1.81933678e-01
-1.23972793e-01]
[ -1.71486089e-01 -1.81502766e-01 -1.09037234e-01 -1.73829336e-01
-4.97567216e-02 2.73425530e-02 -1.88833968e-01 -1.79773778e-01
-1.41937103e-01 -1.46687899e-03 -1.82852546e-01 8.80563996e-02
-2.63924064e-01]
[ -3.28687544e-02 -2.11008821e-01 -1.57382037e-01 -1.82566809e-01
-5.05727607e-02 4.48731434e-02 -3.99274467e-02 -1.53381392e-02
-2.21067864e-01 -2.60607252e-01 -2.57866764e-02 -5.94726698e-02
-8.74306455e-02]
[ 1.15909044e-01 7.66649683e-02 -6.84072138e-03 -1.47822604e-01
-3.25943549e-01 8.62422275e-03 -1.45034691e-01 -2.52272752e-01
-3.13071182e-01 5.99477297e-02 -1.04526096e-01 -4.20988066e-02
-6.30642375e-02]
[ -6.36553633e-02 -8.57767163e-03 -2.83745562e-01 1.01766895e-03
6.86003310e-02 1.55947112e-01 -2.33596911e-01 -1.74972266e-01
-5.74550964e-02 -5.67607172e-02 1.60163310e-01 4.68584086e-01
-6.02781408e-02]
[ 1.03323282e-01 3.63624917e-01 -2.08654498e-01 6.54343454e-01
1.27802089e-01 -2.23436910e-03 -2.65887263e-01 -4.11143019e-01
-2.75285762e-01 -4.26224924e-01 7.06846706e-01 1.01858408e+00
-7.33504006e-01]
[ -3.31702948e-02 1.95115222e-01 3.98488201e-02 2.04370990e-01
8.89537219e-03 -6.99534840e-02 -3.02992620e-01 -3.93607713e-01
-2.98595354e-01 -3.11131553e-01 4.75135522e-01 1.08792228e+00
-6.68131374e-01]
[ -5.14823324e-02 -1.17579033e-01 -1.61534783e-01 2.92426370e-01
-1.62575434e-01 2.33199683e-01 -1.07795056e-01 -2.69808900e-01
-2.64477778e-01 -4.93660961e-01 1.96800643e-01 4.78574467e-01
-3.45476451e-01]
[ 7.86152826e-02 -3.80879673e-01 -5.27426804e-02 -3.00824045e-02
-1.09726225e-01 2.00301371e-01 7.60455129e-02 1.60151427e-01
-1.64079147e-01 -4.96746237e-02 -6.79699122e-02 3.16820241e-01
-1.80806656e-01]
[ 2.03536129e-01 -2.92186913e-01 -1.21918853e-01 -8.76833902e-02
-2.08405918e-01 1.22045323e-01 1.64794067e-02 -1.54286927e-01
-4.92761521e-02 -1.11763415e-01 -1.32756884e-01 -1.76149024e-01
-9.72092656e-02]
[ -1.35105496e-01 -8.05423047e-02 3.84265300e-02 -2.52707818e-01
-5.72020744e-02 -1.40960659e-01 5.04445411e-02 -1.51857125e-02
-7.49700155e-02 -1.29516871e-02 -3.06762703e-01 -4.35942234e-01
-2.66211461e-02]
[ -1.39985977e-01 -1.38132079e-01 -6.75465898e-02 -2.56013289e-01
-3.46903957e-01 -2.88041349e-01 1.50862642e-01 1.16909496e-01
2.15439046e-02 9.71449514e-02 -2.20452832e-01 -7.07976277e-01
6.59187438e-03]
[ -1.66625116e-01 -2.27453251e-01 -2.99236079e-01 -3.47981875e-01
-2.70188808e-01 -2.08713570e-01 -3.24430648e-01 1.01399074e-01
-3.52522072e-02 -3.61066012e-01 -3.08862621e-01 -3.39825275e-01
-3.04931428e-01]
[ -1.08992357e-01 1.18104719e-01 2.38418430e-02 -5.03901255e-03
-2.15079617e-01 -1.69277277e-01 -9.53336230e-02 2.28856628e-02
-8.95846972e-02 -1.64150974e-01 -1.71245517e-01 -2.51749947e-01
-6.30106628e-02]
[ -3.50189191e-01 -1.24675036e-01 -2.71144809e-01 1.28237328e-01
-2.04570059e-01 -2.26643238e-01 -6.57245715e-02 -1.47140573e-01
4.43467788e-02 -4.88222790e-02 5.56408786e-02 -3.04473541e-01
-1.27481536e-02]
[ -1.27809813e-01 -3.40119036e-02 -2.56962121e-01 3.38790252e-02
-2.16468502e-01 -2.77665855e-01 -3.71212562e-01 -5.19348157e-02
8.14583847e-03 -2.29181809e-01 -2.38026891e-01 -2.81269168e-01
-3.81117484e-02]
[ -2.16312698e-01 -5.37648127e-01 -3.32016180e-01 -3.38499136e-01
-3.33530608e-01 -2.26545121e-01 9.96154697e-03 -2.77110024e-01
1.00760583e-01 -2.26873583e-01 -1.86054370e-01 -1.60060916e-01
-5.25476547e-02]
[ -2.13312396e-01 -2.97318078e-01 -3.14140175e-01 -1.40140373e-01
-9.59678249e-02 -1.47427691e-01 -8.38670679e-02 2.77304164e-04
-1.88835634e-01 -5.03471583e-01 -2.42674454e-01 -1.65909196e-01
4.47865871e-02]
[ -1.22583804e-01 2.19166630e-02 -2.40283702e-01 -4.22201761e-01
-2.32527814e-01 -2.59768338e-01 -5.16750321e-02 -3.26425297e-01
5.58693050e-02 -5.32018387e-02 -3.27915886e-01 -8.88452571e-02
-3.18009637e-01]]
Progress: 11.3% ... Training loss: 0.294 ... Validation loss: 0.454[[ -3.27121240e-02]
[ 3.22174893e-01]
[ -1.65740984e-01]
[ 8.19850343e-01]
[ 3.07429885e-01]
[ 8.86223147e-04]
[ -8.84140342e-01]
[ -1.00759695e+00]
[ -7.25672074e-01]
[ -1.03535192e+00]
[ 1.11584128e+00]
[ 2.78587813e+00]
[ -1.71120949e+00]]
[[ -5.35358938e-01 -5.07888178e-01 -5.80046119e-01 -1.63846771e-01
-3.11066907e-01 -5.88724340e-01 -3.71950704e-01 -3.46472673e-01
-5.42696268e-01 -4.51027667e-01 2.73702127e-02 4.49662621e-01
-1.53857914e-01]
[ 5.87984337e-03 -1.38095080e-01 5.13842255e-02 -2.75338849e-02
-4.27529664e-02 5.89888995e-02 -1.19552329e-01 2.33386121e-01
-1.25640358e-01 -1.63163386e-01 -4.64514170e-02 -3.95321991e-02
9.64385572e-02]
[ -1.98489083e-01 1.48691093e-01 -1.83715010e-02 1.75230855e-01
1.15570956e-01 -1.13497559e-01 1.45100088e-01 -6.44192367e-02
2.67486034e-01 -8.79820037e-02 3.35608581e-01 8.25846663e-01
5.28708301e-01]
[ 1.78199672e-01 -2.54632871e-01 -2.77473628e-01 -4.26708318e-02
-3.07571813e-01 -4.74618610e-04 2.82313110e-02 -3.69696434e-01
1.43077282e-01 -3.40705662e-01 -2.26462658e-01 -3.25499616e-01
-4.23866565e-02]
[ 1.05493737e-01 2.81777313e-02 1.01638588e-01 4.15920889e-02
-1.29871913e-02 7.01531595e-02 -9.64927508e-02 5.48178054e-02
-5.69360368e-04 1.69847511e-01 1.42867514e-01 -2.80903254e-02
-1.09593070e-01]
[ -4.84492463e-01 -5.78729618e-01 -6.05511461e-01 -5.58193160e-01
-5.73708939e-01 -5.63016072e-01 -3.18707728e-01 -1.93198624e-01
-4.41593540e-01 -2.74469927e-01 -4.35204679e-01 -6.28641454e-01
-3.61693976e-01]
[ -4.16569371e-01 -5.75059064e-01 -3.21217921e-01 -3.46753290e-01
-4.04822336e-01 -5.59018870e-01 -4.24352418e-01 -4.54708598e-01
-2.88180836e-01 -1.86630309e-01 -4.25907862e-01 -2.82887094e-01
-1.91328534e-01]
[ -3.18767473e-01 -3.50153027e-01 -4.62606945e-01 -2.15058777e-01
-3.11698032e-01 -4.12144856e-01 -2.07116624e-01 -1.42873980e-01
-2.45721621e-01 -4.02359634e-01 -1.80063432e-01 -4.17908159e-01
-1.83476573e-01]
[ -4.73317163e-01 -3.50994475e-01 -3.75870221e-01 -1.48885023e-01
-3.37151298e-01 -2.14477886e-01 -1.28715200e-01 -4.25935064e-01
-2.90420836e-01 -4.43647972e-01 -1.32613244e-01 -1.30712643e-01
-1.84105456e-01]
[ -9.50151509e-01 -9.18591977e-01 -9.74854860e-01 -7.36106715e-01
-1.00609540e+00 -9.77844757e-01 -6.54241279e-01 -6.44128122e-01
-7.62590506e-01 -5.70609060e-01 -6.89131800e-01 -5.02598364e-01
-4.08764816e-01]
[ -5.03774843e-01 -2.66859407e-01 -4.62362808e-01 -3.08206731e-01
-3.50264227e-01 -3.55571611e-01 -5.33584867e-01 -5.47839954e-01
-6.23166655e-01 -1.09834321e-01 -4.12902353e-01 -5.48237277e-01
-3.99967171e-01]
[ -1.17547014e-01 2.79414147e-02 -3.33754996e-01 -3.82290089e-01
-1.00925829e-01 -7.17601390e-02 -1.45962149e-01 -2.64481374e-01
-1.37949086e-01 1.34814624e-01 -3.55056630e-01 -5.79055405e-01
-2.28069477e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60687050e-01 -1.07575459e-01 1.63172988e-01 -2.45525063e-01
-1.24179823e-01 1.13531562e-01 -1.37434312e-01 2.14799810e-03
-9.20410143e-02 5.79278910e-02 -1.29407161e-01 -2.85361796e-01
4.63673218e-02]
[ -8.15812059e-02 -2.62367749e-01 -1.77005597e-01 -2.90511378e-01
-4.79940857e-01 -8.43796100e-02 -2.67251022e-02 1.84819492e-02
-4.74048919e-02 3.22508220e-02 -1.85067069e-01 -2.63653344e-01
-2.27174349e-01]
[ -7.52570289e-02 2.15511020e-03 -2.43218958e-01 -2.33385254e-01
1.39802334e-01 -1.63119279e-01 -1.79611982e-01 2.97747529e-02
-1.04863865e-02 -2.16007786e-02 -1.65315325e-01 3.59547050e-02
-1.45095632e-02]
[ 2.88784746e-02 -1.56864174e-01 -1.51901050e-01 -3.58990512e-02
-1.16305977e-01 -1.07060071e-01 6.75661783e-02 -1.72511558e-01
-4.70539198e-02 -4.87172544e-02 1.64891793e-02 -1.21818520e-01
3.34379459e-02]
[ -2.83857839e-01 -1.45306211e-01 -7.05684686e-02 -1.02116002e-01
-3.07302459e-01 -2.72272010e-01 -3.49115161e-01 6.81540980e-02
-2.87320597e-01 -1.98529885e-01 1.72133619e-01 -1.12420033e-02
3.31206886e-01]
[ -2.15159333e-01 -1.32479906e-01 -7.83673509e-02 -7.98101950e-02
-8.66502617e-02 -1.14632570e-01 -2.54793296e-02 8.62932891e-02
-9.08845105e-02 4.20352743e-02 1.15030072e-02 -1.96217642e-01
8.43072217e-02]
[ -1.53454632e-01 -6.12215085e-02 -2.24228900e-01 -3.23970435e-01
-1.45859386e-01 -1.98732430e-01 -2.42829501e-01 -6.99022240e-02
1.84073834e-01 -1.64924425e-01 -2.96484480e-01 -2.68579434e-01
-1.21298806e-01]
[ -3.66411224e-01 -7.13371665e-02 -1.44262450e-01 -1.75606052e-01
-5.47952554e-02 -3.10393859e-01 7.33513509e-02 -4.27440602e-02
-9.90192021e-02 1.07829959e-01 -4.76947518e-03 -1.38095811e-01
-1.34740547e-01]
[ -1.69137698e-01 -1.51546777e-01 -4.61818445e-02 -1.25638315e-01
-1.31793552e-01 -2.93181786e-01 -6.15130736e-02 -1.04351924e-01
-2.60054529e-01 4.63283579e-02 2.23364669e-01 8.43934218e-02
-2.03816735e-01]
[ -1.38132901e-01 -1.75326209e-01 -1.12215352e-01 -2.69001654e-01
9.28037781e-02 -1.78186904e-02 -2.16272285e-01 -1.50001316e-01
9.06981885e-02 -1.02634637e-01 -1.48812399e-01 -1.15483392e-01
-3.24770584e-01]
[ -4.45998694e-02 -3.31172983e-02 -1.47533202e-01 -3.95400559e-02
-2.28414175e-01 6.31505731e-02 -8.70608140e-02 -4.39520523e-02
-2.33099758e-01 -7.70909766e-02 -6.90639891e-02 -3.03468031e-01
-1.67099065e-01]
[ -7.36189222e-02 3.44803453e-02 -1.30444324e-01 -2.89299459e-01
1.27545480e-01 2.07848768e-02 -2.39288369e-01 -1.89084376e-01
1.03676026e-01 -8.61773197e-02 -2.47971109e-01 -1.71489408e-01
-2.89843801e-01]
[ 8.40618070e-02 -3.17539030e-01 -7.90021936e-02 -4.36165530e-01
-2.27156226e-01 -8.78234426e-02 7.69098457e-02 1.19432698e-01
1.18273907e-02 3.08845214e-01 -4.98772052e-01 -6.54890513e-01
4.03562942e-01]
[ -2.17603364e-01 -2.56435059e-01 -1.25545120e-01 -2.94912081e-01
-3.08405017e-01 -9.17622662e-02 2.13626218e-01 5.48101403e-02
3.09738333e-01 5.48442466e-02 -3.81545860e-01 -8.52331585e-01
6.05210809e-01]
[ -8.41172013e-03 -1.95315035e-01 2.71092446e-02 -2.88687610e-01
-1.75101165e-01 1.67635034e-01 1.98208478e-01 2.58811467e-01
-1.43256651e-02 2.47556963e-01 -1.80229539e-01 -8.60010008e-01
6.61755926e-01]
[ 6.72848512e-03 -5.10540228e-02 -1.19696251e-01 -1.08243774e-01
-1.80798296e-01 -4.50619093e-02 2.81047245e-01 1.65931392e-01
2.55707114e-01 3.75616789e-01 -4.40713818e-01 -7.33280655e-01
6.64949221e-01]
[ -7.90698802e-02 -2.84807151e-01 6.37043156e-02 -3.58208152e-01
-1.51423500e-01 1.18510776e-01 3.57383280e-01 1.37723786e-01
-5.75439832e-02 1.74728800e-01 -5.33669830e-01 -7.90743119e-01
7.92857369e-01]
[ 1.23836024e-01 -9.31721706e-02 2.01456907e-02 -1.63992850e-01
-8.35183586e-02 -1.66544770e-02 2.36942578e-01 3.58069776e-01
4.01251975e-01 2.71179076e-01 -5.21642691e-01 -6.64662222e-01
4.82168819e-01]
[ -9.16036591e-03 -1.28843365e-01 1.89407517e-02 2.51217673e-02
-8.33794139e-02 -2.83543249e-01 1.56302938e-02 2.87296781e-01
-3.17473292e-02 6.47808395e-02 -2.27129914e-01 -6.10020400e-01
2.23502553e-01]
[ 7.72012561e-02 1.23769625e-01 -3.24617561e-03 9.35478034e-02
-8.10743999e-02 -5.95274410e-02 -2.19610743e-01 -2.06277855e-01
-2.96915772e-01 -1.79767836e-01 -1.40888381e-01 3.44541850e-01
-1.81581961e-01]
[ 3.81898274e-02 -7.72672335e-02 1.37302837e-01 2.03510173e-01
2.60218238e-01 8.82494212e-03 -4.10579573e-01 -3.76214293e-01
-1.24688601e-01 -5.30853212e-01 1.85698604e-01 1.02888882e+00
-4.65505763e-01]
[ 3.51156810e-02 8.09102301e-02 -2.11378611e-01 4.47779740e-02
3.11174571e-02 -3.47009089e-04 -1.60732530e-01 -3.26408778e-01
-2.88434518e-01 -1.78479553e-01 -5.11282790e-02 -3.93183397e-02
-1.75635337e-01]
[ -5.46731441e-02 -2.15157345e-01 6.60041130e-02 9.41375073e-02
-1.33188663e-01 -1.33629219e-01 3.99494734e-02 -2.66769531e-03
8.32386678e-02 -3.62302974e-01 -3.05292064e-01 -2.59220309e-01
3.16688189e-02]
[ 1.64350972e-02 -2.78178307e-01 6.43228794e-02 -2.34046097e-01
-1.97015959e-01 -2.30808626e-01 -2.40573950e-01 8.39532788e-02
1.09722613e-02 1.49940977e-01 -1.80387109e-01 1.90759877e-02
-1.67299018e-02]
[ 1.73618194e-01 5.31613568e-02 -1.02792964e-01 -2.02690155e-01
-5.64059793e-02 -1.01272189e-01 -1.83035238e-01 4.23519824e-02
-1.91453308e-01 -2.22761652e-01 -1.71610821e-01 1.70098958e-01
-1.17237162e-01]
[ -1.71498402e-01 -1.81133077e-01 -1.09158388e-01 -1.72957417e-01
-4.92932757e-02 2.73565954e-02 -1.89822085e-01 -1.81354193e-01
-1.42778868e-01 -2.55373757e-03 -1.81203267e-01 9.22015446e-02
-2.66345582e-01]
[ -3.28627580e-02 -2.11135046e-01 -1.57321161e-01 -1.83163559e-01
-5.06771011e-02 4.48667711e-02 -3.94167167e-02 -1.54009877e-02
-2.20633173e-01 -2.60768531e-01 -2.61832574e-02 -5.98924127e-02
-8.61756956e-02]
[ 1.15920308e-01 7.64098526e-02 -6.72429860e-03 -1.48471499e-01
-3.26231150e-01 8.61053386e-03 -1.44468809e-01 -2.51237949e-01
-3.12386133e-01 6.09302963e-02 -1.05535439e-01 -4.44165515e-02
-6.15486638e-02]
[ -6.36553061e-02 -8.58002964e-03 -2.83745005e-01 1.01040428e-03
6.85982453e-02 1.55947057e-01 -2.33590972e-01 -1.74964749e-01
-5.74506822e-02 -5.67538391e-02 1.60150776e-01 4.68557630e-01
-6.02608693e-02]
[ 1.03359566e-01 3.62430088e-01 -2.08335096e-01 6.51116583e-01
1.26793103e-01 -2.26390913e-03 -2.63796630e-01 -4.08573431e-01
-2.73609421e-01 -4.23125348e-01 7.02187948e-01 1.00917783e+00
-7.29085480e-01]
[ -3.31245576e-02 1.93798293e-01 4.02542825e-02 2.00956415e-01
7.71758036e-03 -6.99928062e-02 -3.00062686e-01 -3.90282935e-01
-2.96635674e-01 -3.07864363e-01 4.69512916e-01 1.07802155e+00
-6.62309163e-01]
[ -5.14656543e-02 -1.17750982e-01 -1.61482477e-01 2.91941223e-01
-1.62712016e-01 2.33184648e-01 -1.07390912e-01 -2.69879240e-01
-2.63891424e-01 -4.93555715e-01 1.96388430e-01 4.76509896e-01
-3.44951279e-01]
[ 7.86238578e-02 -3.80979730e-01 -5.27034027e-02 -3.00338577e-02
-1.09812057e-01 2.00293379e-01 7.61138071e-02 1.60617418e-01
-1.64142336e-01 -4.92126580e-02 -6.79705789e-02 3.16919282e-01
-1.81517459e-01]
[ 2.03578822e-01 -2.93025773e-01 -1.21622360e-01 -9.05912393e-02
-2.09259531e-01 1.22009005e-01 1.95777820e-02 -1.51369044e-01
-4.74005484e-02 -1.08739674e-01 -1.37823674e-01 -1.89306561e-01
-9.06882777e-02]
[ -1.35106794e-01 -8.05810546e-02 3.84288569e-02 -2.52957050e-01
-5.72418558e-02 -1.40959908e-01 5.07355958e-02 -1.52044204e-02
-7.48244738e-02 -1.30213676e-02 -3.07215139e-01 -4.37573900e-01
-2.57846403e-02]
[ -1.39983641e-01 -1.38317032e-01 -6.75117009e-02 -2.56524435e-01
-3.47026073e-01 -2.88043391e-01 1.51302758e-01 1.17609324e-01
2.20027736e-02 9.74890698e-02 -2.21242592e-01 -7.10742191e-01
8.06576790e-03]
[ -1.66562332e-01 -2.28440160e-01 -2.98735282e-01 -3.52252793e-01
-2.71396072e-01 -2.08768169e-01 -3.22325249e-01 1.05656435e-01
-3.38251208e-02 -3.58148600e-01 -3.15977795e-01 -3.58605577e-01
-2.99652364e-01]
[ -1.08989893e-01 1.18092439e-01 2.38464245e-02 -5.44049191e-03
-2.15164803e-01 -1.69281921e-01 -9.41527810e-02 2.28823426e-02
-8.89701854e-02 -1.64360648e-01 -1.71898564e-01 -2.55848397e-01
-5.98929772e-02]
[ -3.50142605e-01 -1.25714262e-01 -2.70750744e-01 1.25672197e-01
-2.05465891e-01 -2.26682023e-01 -6.36741143e-02 -1.43639076e-01
4.60049835e-02 -4.44471065e-02 5.12473023e-02 -3.14738201e-01
-7.56675182e-03]
[ -1.27807515e-01 -3.45829048e-02 -2.56927824e-01 3.17799907e-02
-2.16922019e-01 -2.77670577e-01 -3.69966175e-01 -5.07839460e-02
9.57460941e-03 -2.28528370e-01 -2.42180453e-01 -2.89794019e-01
-3.31071248e-02]
[ -2.16286665e-01 -5.38388216e-01 -3.31654025e-01 -3.40607917e-01
-3.34399661e-01 -2.26568053e-01 1.24398216e-02 -2.73840552e-01
1.02618268e-01 -2.22985082e-01 -1.90683789e-01 -1.70702320e-01
-4.51278328e-02]
[ -2.13311884e-01 -2.97306442e-01 -3.14087167e-01 -1.39637932e-01
-9.59347413e-02 -1.47435298e-01 -8.27986820e-02 1.11898121e-03
-1.88775402e-01 -5.02661682e-01 -2.42149352e-01 -1.65766021e-01
4.59275578e-02]
[ -1.22490895e-01 1.97591382e-02 -2.39573447e-01 -4.27890783e-01
-2.34652045e-01 -2.59843640e-01 -4.70163143e-02 -3.22455526e-01
5.94868624e-02 -4.73320874e-02 -3.36322243e-01 -1.05993692e-01
-3.10588851e-01]]
Progress: 11.4% ... Training loss: 0.265 ... Validation loss: 0.454[[-0.02527098]
[ 0.32807482]
[-0.15796744]
[ 0.8272196 ]
[ 0.31346378]
[ 0.00794284]
[-0.87585087]
[-0.9944444 ]
[-0.71671911]
[-1.0229735 ]
[ 1.12565849]
[ 2.80420743]
[-1.69632386]]
[[ -5.35405741e-01 -5.06960079e-01 -5.80609186e-01 -1.61668324e-01
-3.09992290e-01 -5.88723051e-01 -3.73172272e-01 -3.52247329e-01
-5.43384167e-01 -4.56164551e-01 3.34477106e-02 4.68329183e-01
-1.59798667e-01]
[ 5.88913808e-03 -1.38213309e-01 5.14419186e-02 -2.80667151e-02
-4.28864838e-02 5.89886216e-02 -1.19074096e-01 2.34125775e-01
-1.25448638e-01 -1.62707973e-01 -4.74316499e-02 -4.19672379e-02
9.77612170e-02]
[ -1.98319639e-01 1.46875858e-01 -1.73916030e-02 1.71183170e-01
1.13812107e-01 -1.13502791e-01 1.50511243e-01 -5.73307087e-02
2.70848370e-01 -8.05522748e-02 3.30019852e-01 8.13541895e-01
5.35598137e-01]
[ 1.78234325e-01 -2.55128473e-01 -2.77129262e-01 -4.53627121e-02
-3.08695939e-01 -4.75203379e-04 2.97899662e-02 -3.63507951e-01
1.44043125e-01 -3.34425056e-01 -2.36441531e-01 -3.49340086e-01
-2.94948843e-02]
[ 1.05753883e-01 2.56133581e-02 1.02485029e-01 3.48170179e-02
-1.48096446e-02 7.01464534e-02 -9.10300389e-02 5.98019109e-02
5.01849118e-03 1.74771668e-01 1.35263692e-01 -4.65843706e-02
-9.87959371e-02]
[ -4.84564580e-01 -5.78210386e-01 -6.05871144e-01 -5.57073030e-01
-5.73091982e-01 -5.63014125e-01 -3.20312023e-01 -1.96453304e-01
-4.42650026e-01 -2.77733918e-01 -4.33407355e-01 -6.24246035e-01
-3.64940421e-01]
[ -4.16638171e-01 -5.74013789e-01 -3.21814732e-01 -3.43270748e-01
-4.03794837e-01 -5.59017490e-01 -4.28434028e-01 -4.60593978e-01
-2.91161698e-01 -1.92310608e-01 -4.18299200e-01 -2.63547261e-01
-2.05893009e-01]
[ -3.18775667e-01 -3.50306769e-01 -4.62508352e-01 -2.15245996e-01
-3.11885480e-01 -4.12144790e-01 -2.06997370e-01 -1.42404906e-01
-2.46090403e-01 -4.01326581e-01 -1.81491541e-01 -4.21050169e-01
-1.83143389e-01]
[ -4.73371331e-01 -3.50572764e-01 -3.76122069e-01 -1.48184467e-01
-3.36799412e-01 -2.14476247e-01 -1.29100430e-01 -4.27291361e-01
-2.90987756e-01 -4.44973173e-01 -1.32133074e-01 -1.29149744e-01
-1.83897484e-01]
[ -9.50342456e-01 -9.16549241e-01 -9.75961852e-01 -7.29497474e-01
-1.00377952e+00 -9.77839822e-01 -6.60716469e-01 -6.54247495e-01
-7.68000086e-01 -5.80695511e-01 -6.77134731e-01 -4.73241923e-01
-4.28636469e-01]
[ -5.03754644e-01 -2.67193747e-01 -4.62240929e-01 -3.10234539e-01
-3.50821815e-01 -3.55572501e-01 -5.32119134e-01 -5.46561204e-01
-6.22164261e-01 -1.08055919e-01 -4.16261266e-01 -5.52660555e-01
-3.95379766e-01]
[ -1.17579545e-01 2.80654945e-02 -3.33879633e-01 -3.81755514e-01
-1.00875231e-01 -7.17591515e-02 -1.46904572e-01 -2.65668034e-01
-1.38514950e-01 1.33886236e-01 -3.55236738e-01 -5.81832427e-01
-2.30054993e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60764018e-01 -1.06874962e-01 1.62794863e-01 -2.43757964e-01
-1.23571497e-01 1.13533874e-01 -1.39303274e-01 -8.51471547e-04
-9.32505072e-02 5.48467520e-02 -1.27301878e-01 -2.81327185e-01
4.25158646e-02]
[ -8.15733917e-02 -2.62558706e-01 -1.76940891e-01 -2.90984089e-01
-4.80053183e-01 -8.43798484e-02 -2.63346118e-02 1.95941362e-02
-4.71045244e-02 3.32556712e-02 -1.86009086e-01 -2.66154026e-01
-2.26051599e-01]
[ -7.52619701e-02 2.17855819e-03 -2.43250370e-01 -2.33309760e-01
1.39950920e-01 -1.63119431e-01 -1.80005289e-01 2.82689560e-02
-1.08836578e-02 -2.28150182e-02 -1.64152910e-01 4.05455429e-02
-1.60852488e-02]
[ 2.88871841e-02 -1.56889347e-01 -1.51903632e-01 -3.59642880e-02
-1.16402387e-01 -1.07060457e-01 6.73341842e-02 -1.73291850e-01
-4.69301868e-02 -4.88911784e-02 1.67799644e-02 -1.17215627e-01
3.17453385e-02]
[ -2.83915079e-01 -1.44563968e-01 -7.10058732e-02 -9.95349246e-02
-3.06606398e-01 -2.72270571e-01 -3.51504839e-01 6.49469530e-02
-2.89363551e-01 -2.01846187e-01 1.76631735e-01 -5.48964186e-03
3.23214581e-01]
[ -2.15199374e-01 -1.31920119e-01 -7.86224396e-02 -7.83525520e-02
-8.60558360e-02 -1.14631449e-01 -2.75923848e-02 8.37588085e-02
-9.23021035e-02 3.93636996e-02 1.45903938e-02 -1.87233111e-01
7.91505453e-02]
[ -1.53505153e-01 -6.05389451e-02 -2.24447666e-01 -3.22060029e-01
-1.45313443e-01 -1.98731214e-01 -2.45292759e-01 -7.22830894e-02
1.81820630e-01 -1.66638223e-01 -2.94021621e-01 -2.59791297e-01
-1.27020672e-01]
[ -3.66326404e-01 -7.25960325e-02 -1.43772159e-01 -1.78864163e-01
-5.58568426e-02 -3.10396025e-01 7.73206986e-02 -3.83662893e-02
-9.57725068e-02 1.11779881e-01 -1.01665720e-02 -1.52886340e-01
-1.26220708e-01]
[ -1.69136559e-01 -1.51637927e-01 -4.61463110e-02 -1.26082259e-01
-1.31971779e-01 -2.93182033e-01 -6.06052174e-02 -1.04160804e-01
-2.59912692e-01 4.68826356e-02 2.22427145e-01 8.17455453e-02
-2.01794478e-01]
[ -1.38126334e-01 -1.75422399e-01 -1.12194017e-01 -2.69606340e-01
9.26639621e-02 -1.78191036e-02 -2.15798033e-01 -1.49912282e-01
9.11164090e-02 -1.02712235e-01 -1.49307210e-01 -1.16903347e-01
-3.23546315e-01]
[ -4.46547009e-02 -3.25601552e-02 -1.47809914e-01 -3.77654722e-02
-2.27859923e-01 6.31524292e-02 -8.86096339e-02 -4.55793195e-02
-2.34248355e-01 -7.85553028e-02 -6.70185049e-02 -2.98414014e-01
-1.70129232e-01]
[ -7.36467102e-02 3.47094751e-02 -1.30565851e-01 -2.88905065e-01
1.27795146e-01 2.07855663e-02 -2.39973121e-01 -1.89846453e-01
1.02941235e-01 -8.72099037e-02 -2.47393943e-01 -1.69781614e-01
-2.90981916e-01]
[ 8.40104307e-02 -3.17064615e-01 -7.91926463e-02 -4.35311578e-01
-2.26781941e-01 -8.78221934e-02 7.54668043e-02 1.18143610e-01
1.03589255e-02 3.06908476e-01 -4.97592967e-01 -6.51904175e-01
4.00535551e-01]
[ -2.17586044e-01 -2.56604734e-01 -1.25482733e-01 -2.95858755e-01
-3.08608407e-01 -9.17628743e-02 2.14805593e-01 5.57815532e-02
3.10642346e-01 5.59461786e-02 -3.82566372e-01 -8.54909400e-01
6.08284076e-01]
[ -8.43725598e-03 -1.95095071e-01 2.70001609e-02 -2.88382932e-01
-1.74971137e-01 1.67635767e-01 1.97655764e-01 2.57917756e-01
-1.48530654e-02 2.46709676e-01 -1.79931593e-01 -8.60470139e-01
6.60736774e-01]
[ 6.73667685e-03 -5.10728323e-02 -1.19693685e-01 -1.08272550e-01
-1.80834041e-01 -4.50620443e-02 2.81119863e-01 1.66029531e-01
2.55751756e-01 3.75753693e-01 -4.40695688e-01 -7.33366702e-01
6.65250093e-01]
[ -7.91331448e-02 -2.84317447e-01 6.34543807e-02 -3.56760028e-01
-1.51026562e-01 1.18512452e-01 3.55154203e-01 1.35692714e-01
-5.92950770e-02 1.72697285e-01 -5.32201137e-01 -7.87999633e-01
7.88453343e-01]
[ 1.23849069e-01 -9.32793882e-02 2.01867013e-02 -1.64439799e-01
-8.36234884e-02 -1.66547229e-02 2.37546283e-01 3.58804878e-01
4.01814706e-01 2.71708583e-01 -5.22236454e-01 -6.66247501e-01
4.83793350e-01]
[ -9.15459160e-03 -1.28855277e-01 1.89442018e-02 2.50636780e-02
-8.33807703e-02 -2.83543334e-01 1.57958723e-02 2.87353939e-01
-3.16223843e-02 6.48201185e-02 -2.27135265e-01 -6.10089261e-01
2.23755060e-01]
[ 7.71836323e-02 1.23790333e-01 -3.34858168e-03 9.36045238e-02
-8.10194790e-02 -5.95268082e-02 -2.19920388e-01 -2.06359669e-01
-2.96774573e-01 -1.80677958e-01 -1.41299375e-01 3.42642314e-01
-1.81172596e-01]
[ 3.81473997e-02 -7.68024383e-02 1.37071695e-01 2.05041512e-01
2.60702893e-01 8.82647775e-03 -4.11827461e-01 -3.77583606e-01
-1.25544486e-01 -5.32100496e-01 1.87667715e-01 1.03425336e+00
-4.67720723e-01]
[ 3.51192725e-02 8.08533761e-02 -2.11350054e-01 4.46615502e-02
3.10732769e-02 -3.47102489e-04 -1.60646861e-01 -3.26170723e-01
-2.88343932e-01 -1.78251771e-01 -5.13623422e-02 -3.99115626e-02
-1.75263979e-01]
[ -5.47328910e-02 -2.14926995e-01 6.58812989e-02 9.56468489e-02
-1.32895444e-01 -1.33628113e-01 3.82668668e-02 -4.81711159e-03
8.15879645e-02 -3.63354277e-01 -3.03182849e-01 -2.51647542e-01
2.66684426e-02]
[ 1.63833224e-02 -2.77889305e-01 6.41391699e-02 -2.33956239e-01
-1.96676097e-01 -2.30807321e-01 -2.41186288e-01 8.26290041e-02
1.04297864e-02 1.48143402e-01 -1.80234679e-01 1.91447850e-02
-1.66492534e-02]
[ 1.73660246e-01 5.26252079e-02 -1.02589234e-01 -2.04031867e-01
-5.69136615e-02 -1.01273269e-01 -1.81443294e-01 4.38260894e-02
-1.90301003e-01 -2.21013666e-01 -1.73962200e-01 1.65348723e-01
-1.13778395e-01]
[ -1.71473655e-01 -1.81573617e-01 -1.08985262e-01 -1.74359584e-01
-4.97557891e-02 2.73556223e-02 -1.88258387e-01 -1.79918867e-01
-1.41452570e-01 -8.31768124e-04 -1.83354564e-01 8.65214756e-02
-2.62853876e-01]
[ -3.28663923e-02 -2.10834165e-01 -1.57497267e-01 -1.82171196e-01
-5.02015084e-02 4.48669808e-02 -4.04089712e-02 -1.81757964e-02
-2.21140579e-01 -2.63361647e-01 -2.32144161e-02 -5.03905489e-02
-9.04841388e-02]
[ 1.15898331e-01 7.67133757e-02 -6.88954800e-03 -1.47448704e-01
-3.25899864e-01 8.61099706e-03 -1.45457361e-01 -2.53014295e-01
-3.12919249e-01 5.89586485e-02 -1.03409410e-01 -3.67630629e-02
-6.52921471e-02]
[ -6.36423806e-02 -8.60516701e-03 -2.83710933e-01 8.69021135e-04
6.85810534e-02 1.55946778e-01 -2.33535272e-01 -1.74947085e-01
-5.74124802e-02 -5.63536920e-02 1.60168202e-01 4.68865532e-01
-6.05073256e-02]
[ 1.03357034e-01 3.62539405e-01 -2.08345244e-01 6.51440116e-01
1.26882923e-01 -2.26383101e-03 -2.64051308e-01 -4.08445117e-01
-2.73889383e-01 -4.22935430e-01 7.02451483e-01 1.01001509e+00
-7.29949369e-01]
[ -3.31528449e-02 1.94405851e-01 3.99626853e-02 2.03420567e-01
8.33275722e-03 -6.99920423e-02 -3.01745052e-01 -3.92895700e-01
-2.98167454e-01 -3.10124997e-01 4.74016373e-01 1.08491000e+00
-6.69039017e-01]
[ -5.14346589e-02 -1.18077556e-01 -1.61314102e-01 2.91207331e-01
-1.63083538e-01 2.33183701e-01 -1.06832963e-01 -2.68773158e-01
-2.63408410e-01 -4.92379212e-01 1.95289291e-01 4.74307137e-01
-3.44052322e-01]
[ 7.86148823e-02 -3.80854534e-01 -5.27564771e-02 -2.98925318e-02
-1.09739576e-01 2.00293638e-01 7.59785263e-02 1.60245404e-01
-1.64499002e-01 -4.95925825e-02 -6.79645765e-02 3.17411998e-01
-1.81914591e-01]
[ 2.03611461e-01 -2.93297640e-01 -1.21499749e-01 -9.15199651e-02
-2.09519570e-01 1.22008151e-01 2.06042208e-02 -1.50376584e-01
-4.66537095e-02 -1.07570211e-01 -1.39276923e-01 -1.93236299e-01
-8.84031526e-02]
[ -1.35113018e-01 -8.05571133e-02 3.84119067e-02 -2.52790227e-01
-5.71848259e-02 -1.40959827e-01 5.04182948e-02 -1.53706317e-02
-7.50449631e-02 -1.31828276e-02 -3.07061036e-01 -4.36870177e-01
-2.64943401e-02]
[ -1.39994822e-01 -1.38179173e-01 -6.75586669e-02 -2.56168639e-01
-3.46923726e-01 -2.88043151e-01 1.50895946e-01 1.17169053e-01
2.16403919e-02 9.69998467e-02 -2.20698799e-01 -7.09873676e-01
7.21376218e-03]
[ -1.66602573e-01 -2.27936890e-01 -2.99068011e-01 -3.50608251e-01
-2.70696581e-01 -2.08767108e-01 -3.24374085e-01 1.01564181e-01
-3.53192947e-02 -3.61346604e-01 -3.12569900e-01 -3.46450613e-01
-3.06591295e-01]
[ -1.09009394e-01 1.17850241e-01 2.39711808e-02 -6.10436785e-03
-2.15446498e-01 -1.69281450e-01 -9.35039117e-02 2.41256693e-02
-8.85708237e-02 -1.63358367e-01 -1.73868546e-01 -2.60678488e-01
-5.81341746e-02]
[ -3.50150349e-01 -1.25777696e-01 -2.70720618e-01 1.25191946e-01
-2.05612842e-01 -2.26681973e-01 -6.33718827e-02 -1.42903087e-01
4.63001153e-02 -4.33252405e-02 5.01352167e-02 -3.17453511e-01
-5.67881459e-03]
[ -1.27862418e-01 -3.38707700e-02 -2.57205427e-01 3.34624295e-02
-2.16401457e-01 -2.77668954e-01 -3.71651947e-01 -5.28124520e-02
8.28017175e-03 -2.30426963e-01 -2.39817062e-01 -2.86674345e-01
-3.59998853e-02]
[ -2.16319993e-01 -5.37992862e-01 -3.31916770e-01 -3.38992376e-01
-3.33999005e-01 -2.26567366e-01 1.14689020e-02 -2.76028794e-01
1.01781211e-01 -2.25231624e-01 -1.87738940e-01 -1.67555476e-01
-4.93187378e-02]
[ -2.13296367e-01 -2.97523347e-01 -3.14038574e-01 -1.40084194e-01
-9.61356818e-02 -1.47435789e-01 -8.25280688e-02 1.57150988e-03
-1.88450104e-01 -5.01921278e-01 -2.42896600e-01 -1.66414503e-01
4.70078634e-02]
[ -1.22553972e-01 2.05033937e-02 -2.40013596e-01 -4.26126908e-01
-2.33834273e-01 -2.59842010e-01 -4.94843813e-02 -3.26605652e-01
5.71196894e-02 -5.20899368e-02 -3.32751014e-01 -9.40651509e-02
-3.18563064e-01]]
Progress: 11.4% ... Training loss: 0.266 ... Validation loss: 0.448[[-0.02621037]
[ 0.32779867]
[-0.15901065]
[ 0.82778829]
[ 0.31044081]
[ 0.00476426]
[-0.88219599]
[-0.99607792]
[-0.72275526]
[-1.02364367]
[ 1.12737882]
[ 2.79718382]
[-1.70906367]]
[[ -5.35392934e-01 -5.06629455e-01 -5.80366086e-01 -1.61231843e-01
-3.10073666e-01 -5.88730721e-01 -3.70460481e-01 -3.49370643e-01
-5.41078134e-01 -4.53348822e-01 3.09133551e-02 4.52654125e-01
-1.51901946e-01]
[ 5.86663192e-03 -1.37772495e-01 5.12965053e-02 -2.66441013e-02
-4.25164879e-02 5.89932647e-02 -1.20500861e-01 2.31996938e-01
-1.26497987e-01 -1.64209455e-01 -4.46955936e-02 -3.53443022e-02
9.31684450e-02]
[ -1.98323381e-01 1.46178859e-01 -1.68800933e-02 1.69750212e-01
1.12631939e-01 -1.13507765e-01 1.54436151e-01 -5.31018429e-02
2.75908982e-01 -7.70909179e-02 3.23250116e-01 7.84481313e-01
5.45948394e-01]
[ 1.78294446e-01 -2.56108243e-01 -2.77043367e-01 -4.65269161e-02
-3.09288793e-01 -4.99046581e-04 2.89865031e-02 -3.64421210e-01
1.42952993e-01 -3.33420509e-01 -2.35742446e-01 -3.34129542e-01
-3.64573707e-02]
[ 1.05610969e-01 2.86703299e-02 1.01379953e-01 4.47083245e-02
-1.18004694e-02 7.02017554e-02 -9.73158516e-02 4.91275506e-02
1.07968857e-03 1.65852570e-01 1.48796707e-01 -1.91711280e-02
-1.13578866e-01]
[ -4.84563541e-01 -5.78413063e-01 -6.05793534e-01 -5.57560440e-01
-5.73173321e-01 -5.63018859e-01 -3.20499289e-01 -1.97793573e-01
-4.43134389e-01 -2.77662846e-01 -4.33962212e-01 -6.24720892e-01
-3.67471533e-01]
[ -4.16687980e-01 -5.73493023e-01 -3.21982814e-01 -3.43159655e-01
-4.03678420e-01 -5.59008386e-01 -4.28265797e-01 -4.59624167e-01
-2.91588043e-01 -1.92090039e-01 -4.19032315e-01 -2.66891832e-01
-2.03525985e-01]
[ -3.18770699e-01 -3.50408332e-01 -4.62250673e-01 -2.14614148e-01
-3.12387768e-01 -4.12149148e-01 -2.05307597e-01 -1.40691156e-01
-2.43956465e-01 -4.00159592e-01 -1.83805238e-01 -4.32112491e-01
-1.80204080e-01]
[ -4.73327725e-01 -3.50770812e-01 -3.76125611e-01 -1.49472759e-01
-3.36980355e-01 -2.14489608e-01 -1.27304298e-01 -4.27081551e-01
-2.89709424e-01 -4.45406389e-01 -1.33378022e-01 -1.33014485e-01
-1.80758370e-01]
[ -9.50369808e-01 -9.15936388e-01 -9.75922678e-01 -7.29373785e-01
-1.00393045e+00 -9.77836510e-01 -6.58313545e-01 -6.53564983e-01
-7.66086957e-01 -5.80386901e-01 -6.79803563e-01 -4.88959577e-01
-4.22116120e-01]
[ -5.03827910e-01 -2.66585438e-01 -4.62459314e-01 -3.08505294e-01
-3.50283454e-01 -3.55556218e-01 -5.34122168e-01 -5.47454747e-01
-6.24486680e-01 -1.09605293e-01 -4.14767885e-01 -5.46599218e-01
-4.00161056e-01]
[ -1.17479123e-01 2.68628102e-02 -3.33536757e-01 -3.84641209e-01
-1.01910814e-01 -7.17920957e-02 -1.43837594e-01 -2.63903901e-01
-1.35604098e-01 1.36152413e-01 -3.58907905e-01 -5.90922599e-01
-2.25879715e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60720112e-01 -1.07733878e-01 1.63126315e-01 -2.45935448e-01
-1.24326623e-01 1.13516505e-01 -1.37728053e-01 1.69218497e-03
-9.22567003e-02 5.75672254e-02 -1.30683402e-01 -2.89203697e-01
4.49241657e-02]
[ -8.15603204e-02 -2.62563132e-01 -1.76941608e-01 -2.91231727e-01
-4.80128171e-01 -8.43828341e-02 -2.61765217e-02 1.90859898e-02
-4.69746661e-02 3.33892802e-02 -1.85966162e-01 -2.66753083e-01
-2.26595659e-01]
[ -7.53023276e-02 2.56862756e-03 -2.43394360e-01 -2.32272232e-01
1.40331900e-01 -1.63108891e-01 -1.80985379e-01 2.63862779e-02
-1.18892938e-02 -2.41029360e-02 -1.62718113e-01 4.45285111e-02
-1.73574258e-02]
[ 2.88740325e-02 -1.56599704e-01 -1.52048210e-01 -3.54789482e-02
-1.16144321e-01 -1.07057764e-01 6.71733265e-02 -1.74068767e-01
-4.72694903e-02 -4.96988716e-02 1.74194356e-02 -1.14564022e-01
3.15281994e-02]
[ -2.83960958e-01 -1.44025036e-01 -7.11846375e-02 -9.88590927e-02
-3.06350748e-01 -2.72259979e-01 -3.52186962e-01 6.48296859e-02
-2.90067941e-01 -2.02761421e-01 1.77233939e-01 -4.69054791e-03
3.22012831e-01]
[ -2.15212641e-01 -1.31480254e-01 -7.86505477e-02 -7.76062952e-02
-8.59813622e-02 -1.14628134e-01 -2.74809256e-02 8.37409485e-02
-9.22127449e-02 3.80080544e-02 1.34254439e-02 -1.94207492e-01
8.05055608e-02]
[ -1.53528563e-01 -6.05245697e-02 -2.24376682e-01 -3.21996833e-01
-1.45440012e-01 -1.98726599e-01 -2.45462508e-01 -7.13747652e-02
1.81783877e-01 -1.66002310e-01 -2.94975870e-01 -2.64149517e-01
-1.26955762e-01]
[ -3.66324018e-01 -7.29138799e-02 -1.43617242e-01 -1.79779815e-01
-5.62644446e-02 -3.10399780e-01 7.85536504e-02 -3.68560931e-02
-9.48003631e-02 1.13257564e-01 -1.19142198e-02 -1.56554187e-01
-1.23448536e-01]
[ -1.69101341e-01 -1.51919235e-01 -4.60294821e-02 -1.25535473e-01
-1.32059423e-01 -2.93190181e-01 -5.98729160e-02 -1.04356679e-01
-2.58686419e-01 4.78915363e-02 2.23343608e-01 8.29190131e-02
-2.01929585e-01]
[ -1.38077604e-01 -1.75767585e-01 -1.12122594e-01 -2.70786336e-01
9.23402807e-02 -1.78337800e-02 -2.14333656e-01 -1.49568165e-01
9.24846950e-02 -1.02571820e-01 -1.50624053e-01 -1.20237441e-01
-3.21531453e-01]
[ -4.46328951e-02 -3.28125748e-02 -1.47727141e-01 -3.87914503e-02
-2.28077143e-01 6.31432412e-02 -8.74786552e-02 -4.47200519e-02
-2.33565023e-01 -7.79715648e-02 -6.81315621e-02 -3.01764599e-01
-1.67875601e-01]
[ -7.36759570e-02 3.51151720e-02 -1.30734405e-01 -2.87946015e-01
1.28170653e-01 2.07965849e-02 -2.40918811e-01 -1.90960169e-01
1.02065821e-01 -8.85187327e-02 -2.46198149e-01 -1.66974544e-01
-2.92566239e-01]
[ 8.40259239e-02 -3.17256683e-01 -7.90984741e-02 -4.36028822e-01
-2.26959110e-01 -8.78265190e-02 7.63082505e-02 1.19026956e-01
1.10316557e-02 3.07938929e-01 -4.98502790e-01 -6.54933545e-01
4.02851552e-01]
[ -2.17594989e-01 -2.56467916e-01 -1.25500647e-01 -2.95806383e-01
-3.08541928e-01 -9.17603682e-02 2.14659401e-01 5.57733849e-02
3.10511219e-01 5.58105161e-02 -3.82762751e-01 -8.56166937e-01
6.08330477e-01]
[ -8.42680342e-03 -1.95127563e-01 2.70455069e-02 -2.88607403e-01
-1.75034503e-01 1.67632819e-01 1.98168504e-01 2.58517740e-01
-1.46430343e-02 2.47538582e-01 -1.80421201e-01 -8.60999135e-01
6.62066063e-01]
[ 6.76388288e-03 -5.14311985e-02 -1.19526069e-01 -1.09613617e-01
-1.81232628e-01 -4.50688613e-02 2.82838124e-01 1.68235907e-01
2.57045832e-01 3.78195662e-01 -4.42745807e-01 -7.40000211e-01
6.70583094e-01]
[ -7.91176017e-02 -2.84440457e-01 6.34872292e-02 -3.57404430e-01
-1.51156449e-01 1.18508991e-01 3.55933253e-01 1.36337335e-01
-5.86818406e-02 1.73294586e-01 -5.32940887e-01 -7.89962443e-01
7.90445953e-01]
[ 1.23838935e-01 -9.31646036e-02 2.01369175e-02 -1.64359061e-01
-8.35379561e-02 -1.66510295e-02 2.37517588e-01 3.58646336e-01
4.01797917e-01 2.71476600e-01 -5.22583527e-01 -6.68137062e-01
4.84380797e-01]
[ -9.16892124e-03 -1.28731676e-01 1.89056135e-02 2.54660083e-02
-8.32377312e-02 -2.83539613e-01 1.52197322e-02 2.87167170e-01
-3.22271076e-02 6.44946547e-02 -2.26696701e-01 -6.09138503e-01
2.22745123e-01]
[ 7.71706194e-02 1.24196608e-01 -3.45669222e-03 9.52088566e-02
-8.07366002e-02 -5.95241409e-02 -2.21042070e-01 -2.07358955e-01
-2.97821600e-01 -1.81687169e-01 -1.39200449e-01 3.49212988e-01
-1.84915385e-01]
[ 3.82197443e-02 -7.77453948e-02 1.37480854e-01 2.01765801e-01
2.59601582e-01 8.80549280e-03 -4.08812031e-01 -3.73522087e-01
-1.22950039e-01 -5.29015315e-01 1.82185834e-01 1.02048212e+00
-4.60740403e-01]
[ 3.51027924e-02 8.10886257e-02 -2.11423122e-01 4.55565380e-02
3.13325420e-02 -3.40461889e-04 -1.61294912e-01 -3.26633793e-01
-2.88850335e-01 -1.79026851e-01 -5.02043905e-02 -3.74919722e-02
-1.76544046e-01]
[ -5.47358216e-02 -2.15712398e-01 6.61246889e-02 9.30823210e-02
-1.33560452e-01 -1.33631121e-01 4.04683874e-02 -2.19571686e-03
8.36894090e-02 -3.61735040e-01 -3.07456639e-01 -2.62668617e-01
3.31183149e-02]
[ 1.63426894e-02 -2.77437658e-01 6.38934926e-02 -2.32954717e-01
-1.96183922e-01 -2.30796880e-01 -2.42547963e-01 8.08167893e-02
9.26192820e-03 1.45653113e-01 -1.78403290e-01 2.50317603e-02
-1.94781942e-02]
[ 1.73638935e-01 5.28105884e-02 -1.02702031e-01 -2.03746785e-01
-5.67909225e-02 -1.01268542e-01 -1.81939691e-01 4.26960021e-02
-1.90611061e-01 -2.22087998e-01 -1.73370365e-01 1.67378656e-01
-1.15072075e-01]
[ -1.71459311e-01 -1.81909101e-01 -1.08888056e-01 -1.75302932e-01
-4.99689636e-02 2.73512226e-02 -1.87080929e-01 -1.80077444e-01
-1.40640498e-01 -2.80449508e-04 -1.84069226e-01 8.57991431e-02
-2.60895158e-01]
[ -3.28527864e-02 -2.11458335e-01 -1.57312041e-01 -1.84182944e-01
-5.11006768e-02 4.48572755e-02 -3.87006474e-02 -1.57870693e-02
-2.19512445e-01 -2.61078350e-01 -2.67949388e-02 -5.83160794e-02
-8.52412641e-02]
[ 1.15860931e-01 7.70793543e-02 -7.06210847e-03 -1.46729653e-01
-3.25738563e-01 8.61968192e-03 -1.46451012e-01 -2.54381274e-01
-3.13657201e-01 5.72975232e-02 -1.02295772e-01 -3.36505675e-02
-6.76314636e-02]
[ -6.36384916e-02 -8.59216554e-03 -2.83716703e-01 7.55389249e-04
6.86253342e-02 1.55946372e-01 -2.33578138e-01 -1.74951047e-01
-5.74522163e-02 -5.64323339e-02 1.60198958e-01 4.69012363e-01
-6.04295843e-02]
[ 1.03370471e-01 3.63126966e-01 -2.08456273e-01 6.54436000e-01
1.27502372e-01 -2.26831966e-03 -2.65468330e-01 -4.11401386e-01
-2.74590360e-01 -4.24519996e-01 7.05560975e-01 1.01108971e+00
-7.36081618e-01]
[ -3.31517518e-02 1.94660188e-01 3.98714855e-02 2.04297141e-01
8.63104989e-03 -6.99896595e-02 -3.01635072e-01 -3.94083688e-01
-2.98204701e-01 -3.10922058e-01 4.74697561e-01 1.08451101e+00
-6.70479093e-01]
[ -5.14233751e-02 -1.18055998e-01 -1.61265709e-01 2.91214695e-01
-1.63047360e-01 2.33177634e-01 -1.06532916e-01 -2.68325368e-01
-2.63416936e-01 -4.92464347e-01 1.95607949e-01 4.73825644e-01
-3.44309761e-01]
[ 7.86193881e-02 -3.80864945e-01 -5.27375802e-02 -3.00511369e-02
-1.09787976e-01 2.00291936e-01 7.62134834e-02 1.60502886e-01
-1.64261065e-01 -4.93463367e-02 -6.82950130e-02 3.16321835e-01
-1.81423007e-01]
[ 2.03572805e-01 -2.92802778e-01 -1.21652352e-01 -8.96439746e-02
-2.09092849e-01 1.22017855e-01 1.83988258e-02 -1.52509929e-01
-4.88504927e-02 -1.08967316e-01 -1.36436555e-01 -1.83784502e-01
-9.43762875e-02]
[ -1.35108282e-01 -8.05899517e-02 3.84230077e-02 -2.52838972e-01
-5.72101950e-02 -1.40960656e-01 5.05419150e-02 -1.51931240e-02
-7.49264551e-02 -1.30859362e-02 -3.07259472e-01 -4.37176898e-01
-2.64125298e-02]
[ -1.39999117e-01 -1.38114551e-01 -6.75692560e-02 -2.55954126e-01
-3.46888767e-01 -2.88042529e-01 1.50677747e-01 1.16998668e-01
2.13645427e-02 9.68901158e-02 -2.20445704e-01 -7.09244523e-01
6.53806197e-03]
[ -1.66640883e-01 -2.27772744e-01 -2.99198987e-01 -3.50853063e-01
-2.70616912e-01 -2.08758254e-01 -3.25042219e-01 9.94482348e-02
-3.61876224e-02 -3.63737242e-01 -3.12911294e-01 -3.43578657e-01
-3.06570192e-01]
[ -1.09043767e-01 1.18261428e-01 2.38646500e-02 -5.14812338e-03
-2.15199508e-01 -1.69273959e-01 -9.45132481e-02 2.29308700e-02
-8.93554020e-02 -1.64318259e-01 -1.72214067e-01 -2.56547522e-01
-6.06474022e-02]
[ -3.50168712e-01 -1.25325818e-01 -2.70689958e-01 1.27324194e-01
-2.05372558e-01 -2.26679121e-01 -6.35310155e-02 -1.42815504e-01
4.63722471e-02 -4.32116512e-02 5.10045692e-02 -3.20371241e-01
-6.55986157e-03]
[ -1.27808869e-01 -3.44878029e-02 -2.57045074e-01 3.17567554e-02
-2.17066974e-01 -2.77685475e-01 -3.69654770e-01 -5.13289067e-02
1.02892801e-02 -2.29030921e-01 -2.42588635e-01 -2.95512675e-01
-3.21098396e-02]
[ -2.16270179e-01 -5.38664500e-01 -3.31582234e-01 -3.41760595e-01
-3.34816197e-01 -2.26582973e-01 1.50738156e-02 -2.72496101e-01
1.04704182e-01 -2.21652448e-01 -1.92693706e-01 -1.81404638e-01
-3.99873361e-02]
[ -2.13296436e-01 -2.97315110e-01 -3.14030411e-01 -1.39281627e-01
-9.59349148e-02 -1.47439591e-01 -8.27247018e-02 1.47659999e-03
-1.88729313e-01 -5.01707277e-01 -2.41518604e-01 -1.65672027e-01
4.67831153e-02]
[ -1.22566418e-01 2.05750939e-02 -2.40146135e-01 -4.26332024e-01
-2.33767427e-01 -2.59838626e-01 -4.95863655e-02 -3.26750715e-01
5.65491551e-02 -5.30168022e-02 -3.33431728e-01 -9.49518176e-02
-3.22272255e-01]]
Progress: 11.5% ... Training loss: 0.265 ... Validation loss: 0.453[[-0.03685272]
[ 0.30854612]
[-0.17391615]
[ 0.80565159]
[ 0.29115766]
[-0.00758228]
[-0.89242462]
[-1.01607861]
[-0.73374573]
[-1.05009537]
[ 1.09293428]
[ 2.75925858]
[-1.72910647]]
[[ -5.35286740e-01 -5.08308484e-01 -5.79680182e-01 -1.66143533e-01
-3.11727785e-01 -5.88751226e-01 -3.66477894e-01 -3.44542112e-01
-5.37305117e-01 -4.45987245e-01 2.59288007e-02 4.45923997e-01
-1.36849208e-01]
[ 5.86797265e-03 -1.38109891e-01 5.13778028e-02 -2.79263483e-02
-4.27561464e-02 5.89924485e-02 -1.20298612e-01 2.32700076e-01
-1.26344690e-01 -1.63847849e-01 -4.65180220e-02 -3.67497111e-02
9.52157214e-02]
[ -1.98277340e-01 1.43544490e-01 -1.56906941e-02 1.60167303e-01
1.09915729e-01 -1.13523632e-01 1.61412517e-01 -4.43898257e-02
2.81590443e-01 -6.69449772e-02 3.07826363e-01 7.57432992e-01
5.68587017e-01]
[ 1.78036586e-01 -2.50838050e-01 -2.80013442e-01 -3.44778381e-02
-3.04312221e-01 -4.41372493e-04 1.80258142e-02 -3.85013107e-01
1.33236629e-01 -3.53473231e-01 -2.14146122e-01 -2.91300287e-01
-6.18007742e-02]
[ 1.06165181e-01 1.98901495e-02 1.05210562e-01 2.29586587e-02
-1.89902243e-02 7.00973476e-02 -7.69925393e-02 7.83350321e-02
1.69274479e-02 1.99407402e-01 1.13213696e-01 -9.32743453e-02
-6.84343958e-02]
[ -4.84456098e-01 -5.80086444e-01 -6.05110621e-01 -5.60408226e-01
-5.74542919e-01 -5.63038461e-01 -3.17438590e-01 -1.92764859e-01
-4.40589134e-01 -2.72554720e-01 -4.39229508e-01 -6.36880758e-01
-3.62743886e-01]
[ -4.16613942e-01 -5.75630192e-01 -3.20994042e-01 -3.50822649e-01
-4.05899318e-01 -5.59025554e-01 -4.23558060e-01 -4.52149458e-01
-2.87383552e-01 -1.83955366e-01 -4.31179278e-01 -2.87080191e-01
-1.86897317e-01]
[ -3.18812069e-01 -3.49762450e-01 -4.62516435e-01 -2.11564108e-01
-3.11788343e-01 -4.12143219e-01 -2.07425350e-01 -1.43320800e-01
-2.45527623e-01 -4.02130137e-01 -1.79758376e-01 -4.26782637e-01
-1.86003428e-01]
[ -4.73251024e-01 -3.51715111e-01 -3.75787234e-01 -1.53645895e-01
-3.37915475e-01 -2.14503390e-01 -1.24949765e-01 -4.24367295e-01
-2.87467661e-01 -4.42080130e-01 -1.39376455e-01 -1.46372579e-01
-1.76102251e-01]
[ -9.50323009e-01 -9.16575389e-01 -9.75400477e-01 -7.31664246e-01
-1.00464274e+00 -9.77845640e-01 -6.56345874e-01 -6.49882109e-01
-7.63469315e-01 -5.75498533e-01 -6.84728498e-01 -4.97986740e-01
-4.17034351e-01]
[ -5.03768496e-01 -2.68284574e-01 -4.61832598e-01 -3.14144173e-01
-3.51908904e-01 -3.55570087e-01 -5.31305958e-01 -5.43128577e-01
-6.22348971e-01 -1.04485872e-01 -4.22924236e-01 -5.63459710e-01
-3.89436704e-01]
[ -1.17368525e-01 2.50919806e-02 -3.32941373e-01 -3.88345744e-01
-1.03499267e-01 -7.18137213e-02 -1.40616257e-01 -2.59324912e-01
-1.32939098e-01 1.40743136e-01 -3.65192448e-01 -6.05411411e-01
-2.21472750e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60746024e-01 -1.07370356e-01 1.62917152e-01 -2.44584860e-01
-1.23993944e-01 1.13521474e-01 -1.39136847e-01 -5.50002066e-04
-9.31221675e-02 5.55111184e-02 -1.28670138e-01 -2.83846008e-01
4.18885003e-02]
[ -8.15274662e-02 -2.63141424e-01 -1.76645130e-01 -2.92481381e-01
-4.80456004e-01 -8.43895924e-02 -2.49678425e-02 2.14646959e-02
-4.61131519e-02 3.60369966e-02 -1.88507320e-01 -2.72546639e-01
-2.24937571e-01]
[ -7.51909745e-02 9.88212932e-04 -2.42718599e-01 -2.35692273e-01
1.38758763e-01 -1.63128458e-01 -1.77257581e-01 3.22094564e-02
-9.00886707e-03 -1.85821803e-02 -1.68339726e-01 3.05989481e-02
-9.65724518e-03]
[ 2.88902390e-02 -1.56743203e-01 -1.51949261e-01 -3.63137030e-02
-1.16252792e-01 -1.07059944e-01 6.77863775e-02 -1.73248912e-01
-4.67174203e-02 -4.86834795e-02 1.64046306e-02 -1.15607688e-01
3.38101493e-02]
[ -2.83917515e-01 -1.45495503e-01 -7.05896982e-02 -1.03953750e-01
-3.07739215e-01 -2.72270113e-01 -3.50293404e-01 6.86598498e-02
-2.88047706e-01 -1.98848396e-01 1.70115968e-01 -1.58601329e-02
3.30773034e-01]
[ -2.15219975e-01 -1.31825560e-01 -7.84571243e-02 -7.85014403e-02
-8.64667942e-02 -1.14630361e-01 -2.62669254e-02 8.52310674e-02
-9.13928062e-02 4.00792120e-02 1.04602423e-02 -1.99308446e-01
8.35320452e-02]
[ -1.53611990e-01 -5.94058818e-02 -2.24753502e-01 -3.18291234e-01
-1.44408554e-01 -1.98713297e-01 -2.49082307e-01 -7.48910699e-02
1.78157342e-01 -1.68742734e-01 -2.89939645e-01 -2.48760853e-01
-1.36404350e-01]
[ -3.66285389e-01 -7.38284743e-02 -1.43379389e-01 -1.82231658e-01
-5.70416615e-02 -3.10406975e-01 8.07287866e-02 -3.45878636e-02
-9.28338589e-02 1.15621260e-01 -1.58300449e-02 -1.66331927e-01
-1.18713522e-01]
[ -1.69051824e-01 -1.52165070e-01 -4.58462255e-02 -1.26473225e-01
-1.32353514e-01 -2.93198176e-01 -5.79379215e-02 -1.02946295e-01
-2.56675487e-01 4.92398598e-02 2.22222259e-01 7.27562512e-02
-1.96646386e-01]
[ -1.38069697e-01 -1.75784727e-01 -1.12164490e-01 -2.71406213e-01
9.23343320e-02 -1.78345123e-02 -2.14231632e-01 -1.49887015e-01
9.27296665e-02 -1.02570171e-01 -1.51295684e-01 -1.22742772e-01
-3.21912113e-01]
[ -4.45925970e-02 -3.31425011e-02 -1.47618464e-01 -4.01184395e-02
-2.28420189e-01 6.31361656e-02 -8.70366514e-02 -4.39891253e-02
-2.32749525e-01 -7.73177119e-02 -6.95876858e-02 -3.03213881e-01
-1.67682368e-01]
[ -7.36826802e-02 3.51494693e-02 -1.30751563e-01 -2.87805365e-01
1.28183968e-01 2.07975530e-02 -2.41196248e-01 -1.91046356e-01
1.01806084e-01 -8.86592583e-02 -2.46187791e-01 -1.67164925e-01
-2.93126592e-01]
[ 8.40124194e-02 -3.17196127e-01 -7.91225903e-02 -4.35749457e-01
-2.26974598e-01 -8.78249245e-02 7.57439396e-02 1.18989937e-01
1.04412052e-02 3.08032342e-01 -4.98437011e-01 -6.54331629e-01
4.01742331e-01]
[ -2.17594989e-01 -2.56467916e-01 -1.25500647e-01 -2.95806383e-01
-3.08541928e-01 -9.17603682e-02 2.14659401e-01 5.57733849e-02
3.10511219e-01 5.58105161e-02 -3.82762751e-01 -8.56166937e-01
6.08330477e-01]
[ -8.41829692e-03 -1.95192018e-01 2.70913593e-02 -2.89105641e-01
-1.75089786e-01 1.67631831e-01 1.98649983e-01 2.59411418e-01
-1.43820053e-02 2.48473093e-01 -1.81124390e-01 -8.62408535e-01
6.63977684e-01]
[ 6.78102113e-03 -5.14326506e-02 -1.19526353e-01 -1.10200315e-01
-1.81322928e-01 -4.50702603e-02 2.83800542e-01 1.68720210e-01
2.57593948e-01 3.79023952e-01 -4.43478474e-01 -7.42400676e-01
6.73143675e-01]
[ -7.91217130e-02 -2.84450515e-01 6.34849605e-02 -3.57590593e-01
-1.51139778e-01 1.18510322e-01 3.55906732e-01 1.36746581e-01
-5.87377279e-02 1.73479669e-01 -5.33228052e-01 -7.91095593e-01
7.91139749e-01]
[ 1.23822516e-01 -9.30271302e-02 2.00715518e-02 -1.64001958e-01
-8.34026470e-02 -1.66478745e-02 2.36977038e-01 3.58167879e-01
4.01373191e-01 2.70964665e-01 -5.22322567e-01 -6.67908281e-01
4.83445785e-01]
[ -9.19281650e-03 -1.28471444e-01 1.87794407e-02 2.65884702e-02
-8.29989563e-02 -2.83536330e-01 1.40827435e-02 2.85872845e-01
-3.31390372e-02 6.33841832e-02 -2.25559457e-01 -6.07003518e-01
2.20059423e-01]
[ 7.71856353e-02 1.24286413e-01 -3.50356576e-03 9.60436295e-02
-8.07353208e-02 -5.95268678e-02 -2.21119921e-01 -2.07809061e-01
-2.98020232e-01 -1.81791206e-01 -1.38289041e-01 3.52966960e-01
-1.87655725e-01]
[ 3.82681298e-02 -7.82677118e-02 1.37786216e-01 1.99662643e-01
2.59098977e-01 8.79969348e-03 -4.07288605e-01 -3.71338056e-01
-1.21229376e-01 -5.27436775e-01 1.78583503e-01 1.00995975e+00
-4.55804027e-01]
[ 3.51281015e-02 8.07211635e-02 -2.11338328e-01 4.44020696e-02
3.09386020e-02 -3.45974176e-04 -1.60063494e-01 -3.26216243e-01
-2.87704334e-01 -1.78369690e-01 -5.16757797e-02 -4.17849608e-02
-1.73831531e-01]
[ -5.47344014e-02 -2.15762911e-01 6.61443480e-02 9.29225528e-02
-1.33610043e-01 -1.33631471e-01 4.06493443e-02 -1.99649340e-03
8.38214314e-02 -3.61571914e-01 -3.07676022e-01 -2.63264722e-01
3.34933810e-02]
[ 1.63439311e-02 -2.77678638e-01 6.39986197e-02 -2.34273422e-01
-1.96540806e-01 -2.30797173e-01 -2.41532082e-01 8.18651881e-02
1.00736276e-02 1.47041815e-01 -1.81092206e-01 1.73574041e-02
-1.57522732e-02]
[ 1.73610275e-01 5.30111243e-02 -1.02764812e-01 -2.02907074e-01
-5.66599939e-02 -1.01265270e-01 -1.82601049e-01 4.12378794e-02
-1.91284488e-01 -2.22822785e-01 -1.71732009e-01 1.72223533e-01
-1.18034260e-01]
[ -1.71432171e-01 -1.82594838e-01 -1.08644169e-01 -1.77378324e-01
-5.06307457e-02 2.73447951e-02 -1.85230166e-01 -1.77826376e-01
-1.39087172e-01 2.22370977e-03 -1.87223316e-01 7.80932575e-02
-2.56066919e-01]
[ -3.28094270e-02 -2.12229299e-01 -1.56961965e-01 -1.86484071e-01
-5.17565158e-02 4.48481349e-02 -3.68924836e-02 -1.32984053e-02
-2.17858375e-01 -2.58508814e-01 -3.03826490e-02 -6.51552859e-02
-8.04022451e-02]
[ 1.15852304e-01 7.72687909e-02 -7.08018617e-03 -1.47422978e-01
-3.25725080e-01 8.62340120e-03 -1.46405682e-01 -2.54089353e-01
-3.13194369e-01 5.73561803e-02 -1.03518173e-01 -3.33853264e-02
-6.62939977e-02]
[ -6.36254394e-02 -8.78718375e-03 -2.83645323e-01 1.37830436e-04
6.84561461e-02 1.55943652e-01 -2.33165663e-01 -1.74248829e-01
-5.70363674e-02 -5.56446690e-02 1.59367765e-01 4.67363463e-01
-5.91242665e-02]
[ 1.03478723e-01 3.61099330e-01 -2.07816353e-01 6.48377462e-01
1.25982115e-01 -2.28713276e-03 -2.61844441e-01 -4.06736689e-01
-2.71254895e-01 -4.19815090e-01 6.97154047e-01 9.97303068e-01
-7.26564768e-01]
[ -3.31394669e-02 1.94413093e-01 4.01217261e-02 2.06550727e-01
8.46429836e-03 -6.99966861e-02 -3.02617030e-01 -3.93308450e-01
-2.98782155e-01 -3.09888970e-01 4.77604737e-01 1.08872525e+00
-6.75323263e-01]
[ -5.14134033e-02 -1.18155029e-01 -1.61219800e-01 2.90890611e-01
-1.63119301e-01 2.33175573e-01 -1.06127936e-01 -2.67684534e-01
-2.63141272e-01 -4.92019081e-01 1.95109255e-01 4.72543537e-01
-3.43709238e-01]
[ 7.86328362e-02 -3.80956546e-01 -5.26932711e-02 -3.03111450e-02
-1.09898206e-01 2.00288559e-01 7.65553528e-02 1.60786199e-01
-1.64027239e-01 -4.90575841e-02 -6.84923515e-02 3.15522008e-01
-1.81126907e-01]
[ 2.03553035e-01 -2.92583068e-01 -1.21716506e-01 -8.85807648e-02
-2.08854458e-01 1.22021198e-01 1.69765472e-02 -1.53362001e-01
-5.00476296e-02 -1.09754237e-01 -1.34974625e-01 -1.79316108e-01
-9.79356195e-02]
[ -1.35121465e-01 -8.03950794e-02 3.83618396e-02 -2.52487834e-01
-5.70443435e-02 -1.40958291e-01 4.99976714e-02 -1.57997781e-02
-7.54703529e-02 -1.35272494e-02 -3.06827928e-01 -4.36264250e-01
-2.75043708e-02]
[ -1.39998664e-01 -1.38201821e-01 -6.75602109e-02 -2.56352118e-01
-3.46935569e-01 -2.88042580e-01 1.50755975e-01 1.17029073e-01
2.14078732e-02 9.69572383e-02 -2.21022535e-01 -7.10954635e-01
7.03955650e-03]
[ -1.66510122e-01 -2.29595048e-01 -2.98462148e-01 -3.57156086e-01
-2.72388732e-01 -2.08779668e-01 -3.20445808e-01 1.04878991e-01
-3.16860654e-02 -3.59515944e-01 -3.21965702e-01 -3.67641770e-01
-2.95900736e-01]
[ -1.09095977e-01 1.18572108e-01 2.37237468e-02 -4.54694711e-03
-2.15075511e-01 -1.69266788e-01 -9.63021566e-02 2.25267150e-02
-9.11433477e-02 -1.64938683e-01 -1.72147769e-01 -2.51863499e-01
-6.30900342e-02]
[ -3.50105879e-01 -1.26605258e-01 -2.70132174e-01 1.23387979e-01
-2.06642183e-01 -2.26693192e-01 -5.99891613e-02 -1.38354695e-01
4.91986320e-02 -3.77401241e-02 4.44506513e-02 -3.35153199e-01
2.20837009e-03]
[ -1.27763413e-01 -3.46704543e-02 -2.56963469e-01 3.14296806e-02
-2.17176776e-01 -2.77696100e-01 -3.68695031e-01 -5.10234391e-02
1.11537649e-02 -2.27518890e-01 -2.43500329e-01 -2.97823676e-01
-3.05126134e-02]
[ -2.16278371e-01 -5.39350295e-01 -3.31188304e-01 -3.41838296e-01
-3.35389549e-01 -2.26585615e-01 1.49775788e-02 -2.70270963e-01
1.04905533e-01 -2.19679627e-01 -1.93577884e-01 -1.85054019e-01
-3.98281302e-02]
[ -2.13305957e-01 -2.97337493e-01 -3.14056238e-01 -1.39334702e-01
-9.59596512e-02 -1.47438004e-01 -8.25234263e-02 1.34048118e-03
-1.89100493e-01 -5.00808106e-01 -2.41719656e-01 -1.65508302e-01
4.76668003e-02]
[ -1.22518732e-01 2.01480193e-02 -2.40005263e-01 -4.27869987e-01
-2.34068282e-01 -2.59843256e-01 -4.89952840e-02 -3.26044578e-01
5.77348551e-02 -5.18747137e-02 -3.35258604e-01 -9.53705772e-02
-3.21694342e-01]]
Progress: 11.6% ... Training loss: 0.278 ... Validation loss: 0.479[[-0.01255713]
[ 0.33183314]
[-0.15158742]
[ 0.84129474]
[ 0.31931396]
[ 0.01501678]
[-0.86100455]
[-0.98272161]
[-0.70008827]
[-1.0138442 ]
[ 1.13866386]
[ 2.82649632]
[-1.67877187]]
[[ -5.35657722e-01 -5.04355600e-01 -5.81585863e-01 -1.51161717e-01
-3.07330422e-01 -5.88823620e-01 -3.78466822e-01 -3.58833583e-01
-5.47339381e-01 -4.62085694e-01 5.06484824e-02 5.08671106e-01
-1.73134730e-01]
[ 5.84927137e-03 -1.38020743e-01 5.13032613e-02 -2.77003383e-02
-4.26759669e-02 5.89887874e-02 -1.20485267e-01 2.32153746e-01
-1.26503750e-01 -1.64321463e-01 -4.62159486e-02 -3.63254488e-02
9.48415139e-02]
[ -1.98286594e-01 1.44298753e-01 -1.56951630e-02 1.65643668e-01
1.10944056e-01 -1.13515399e-01 1.56084902e-01 -4.89516342e-02
2.77829886e-01 -7.06536973e-02 3.18298837e-01 7.83138377e-01
5.47694621e-01]
[ 1.77912192e-01 -2.50695170e-01 -2.80000662e-01 -3.42806553e-02
-3.04446876e-01 -4.47727088e-04 1.73045517e-02 -3.80838163e-01
1.30846545e-01 -3.49445060e-01 -2.18712313e-01 -2.93577344e-01
-5.68364983e-02]
[ 1.06102308e-01 2.02969312e-02 1.04405803e-01 2.48455672e-02
-1.86373175e-02 7.00832454e-02 -7.78542985e-02 6.85453804e-02
1.73225359e-02 1.90578095e-01 1.19718839e-01 -7.78809811e-02
-7.89548055e-02]
[ -4.84496500e-01 -5.79951563e-01 -6.05306997e-01 -5.59938573e-01
-5.74435499e-01 -5.63048822e-01 -3.17885133e-01 -1.92855247e-01
-4.40840349e-01 -2.73491368e-01 -4.39355554e-01 -6.40684407e-01
-3.63283965e-01]
[ -4.17049941e-01 -5.72129014e-01 -3.22845832e-01 -3.37250999e-01
-4.02123501e-01 -5.59103490e-01 -4.35715973e-01 -4.68696945e-01
-2.98100417e-01 -2.01707479e-01 -4.10185658e-01 -2.28147546e-01
-2.24895018e-01]
[ -3.18996510e-01 -3.48061995e-01 -4.63246943e-01 -2.05180492e-01
-3.10017617e-01 -4.12174967e-01 -2.15065575e-01 -1.48977156e-01
-2.51195106e-01 -4.08160431e-01 -1.70424183e-01 -4.07855914e-01
-2.01181864e-01]
[ -4.73319076e-01 -3.50996548e-01 -3.76309456e-01 -1.52002478e-01
-3.37001654e-01 -2.14523665e-01 -1.26493042e-01 -4.27619169e-01
-2.89084845e-01 -4.45225046e-01 -1.36647446e-01 -1.38940989e-01
-1.78470360e-01]
[ -9.50642889e-01 -9.13595047e-01 -9.77118449e-01 -7.19889089e-01
-1.00142745e+00 -9.77908638e-01 -6.68044599e-01 -6.66470230e-01
-7.72822666e-01 -5.91729222e-01 -6.65355571e-01 -4.50815136e-01
-4.51531509e-01]
[ -5.03979324e-01 -2.67008038e-01 -4.62624981e-01 -3.08695527e-01
-3.50424997e-01 -3.55609871e-01 -5.36085222e-01 -5.46801209e-01
-6.26149404e-01 -1.10336494e-01 -4.16054855e-01 -5.45504918e-01
-3.99993010e-01]
[ -1.17566711e-01 2.68901796e-02 -3.33731916e-01 -3.83501210e-01
-1.01630680e-01 -7.18512583e-02 -1.45926228e-01 -2.64610262e-01
-1.38038061e-01 1.34960478e-01 -3.58503979e-01 -5.89050498e-01
-2.32503613e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60827486e-01 -1.06787559e-01 1.62506166e-01 -2.43279797e-01
-1.23504608e-01 1.13502717e-01 -1.41110394e-01 -3.73396549e-03
-9.43531867e-02 5.18824860e-02 -1.26739018e-01 -2.81574386e-01
3.84401044e-02]
[ -8.15252004e-02 -2.63304908e-01 -1.76562729e-01 -2.92679323e-01
-4.80567828e-01 -8.43882565e-02 -2.44972694e-02 2.28273768e-02
-4.59719245e-02 3.70542238e-02 -1.89503348e-01 -2.75637487e-01
-2.24181097e-01]
[ -7.52041845e-02 1.02265379e-03 -2.42678033e-01 -2.35433843e-01
1.38761415e-01 -1.63127936e-01 -1.76963441e-01 3.31308664e-02
-9.11541905e-03 -1.80377339e-02 -1.68536446e-01 3.16503453e-02
-9.60076438e-03]
[ 2.87387430e-02 -1.55951957e-01 -1.52474204e-01 -3.28689628e-02
-1.15209029e-01 -1.07083536e-01 6.50861696e-02 -1.76423654e-01
-4.91619202e-02 -5.28854867e-02 2.15272717e-02 -1.00086390e-01
2.72202312e-02]
[ -2.84018986e-01 -1.44813161e-01 -7.09912246e-02 -1.00843596e-01
-3.07166568e-01 -2.72288688e-01 -3.53341305e-01 6.44017076e-02
-2.90807015e-01 -2.02637748e-01 1.74549582e-01 -3.78042857e-03
3.20497469e-01]
[ -2.15348429e-01 -1.30300950e-01 -7.92612925e-02 -7.31183881e-02
-8.47340737e-02 -1.14659138e-01 -3.13293598e-02 7.75487106e-02
-9.55820897e-02 3.17432600e-02 1.97972931e-02 -1.73047453e-01
6.59856862e-02]
[ -1.53590921e-01 -6.00119415e-02 -2.24535888e-01 -3.19760602e-01
-1.44925280e-01 -1.98706437e-01 -2.48602334e-01 -7.37040659e-02
1.78678105e-01 -1.67809341e-01 -2.92383212e-01 -2.53405288e-01
-1.34288003e-01]
[ -3.66406172e-01 -7.21854668e-02 -1.43977396e-01 -1.76431719e-01
-5.54143505e-02 -3.10430467e-01 7.47068285e-02 -4.02098566e-02
-9.72508703e-02 1.10298929e-01 -6.84686190e-03 -1.50500028e-01
-1.32295471e-01]
[ -1.69115091e-01 -1.51450667e-01 -4.61758540e-02 -1.24257221e-01
-1.31665755e-01 -2.93209329e-01 -5.99280177e-02 -1.04615681e-01
-2.58334294e-01 4.74895666e-02 2.25640403e-01 8.04748770e-02
-2.00488931e-01]
[ -1.38164159e-01 -1.74858389e-01 -1.12585179e-01 -2.69292813e-01
9.32434574e-02 -1.78578893e-02 -2.16585812e-01 -1.52425971e-01
9.06057192e-02 -1.05437287e-01 -1.48155119e-01 -1.15792117e-01
-3.25545379e-01]
[ -4.45569208e-02 -3.33775931e-02 -1.47611637e-01 -4.07654481e-02
-2.28563123e-01 6.31426246e-02 -8.63685780e-02 -4.43135340e-02
-2.32170886e-01 -7.70528881e-02 -7.04253717e-02 -3.04575805e-01
-1.67177640e-01]
[ -7.37159818e-02 3.53099995e-02 -1.30909920e-01 -2.87053492e-01
1.28457921e-01 2.07897815e-02 -2.41746641e-01 -1.91609606e-01
1.01243138e-01 -8.93874354e-02 -2.45149330e-01 -1.64266603e-01
-2.93726950e-01]
[ 8.39970408e-02 -3.17039255e-01 -7.92104817e-02 -4.35288856e-01
-2.26824733e-01 -8.78280964e-02 7.51647183e-02 1.18253303e-01
9.90377572e-03 3.07257661e-01 -4.97781075e-01 -6.52593108e-01
4.00478353e-01]
[ -2.17617595e-01 -2.56288056e-01 -1.25580286e-01 -2.95242197e-01
-3.08410996e-01 -9.17650159e-02 2.13880059e-01 5.52825292e-02
3.09819793e-01 5.51731737e-02 -3.82158547e-01 -8.55288728e-01
6.07061514e-01]
[ -8.44067311e-03 -1.95110886e-01 2.69916422e-02 -2.88962572e-01
-1.75048559e-01 1.67626943e-01 1.98254715e-01 2.58849586e-01
-1.47852944e-02 2.47566234e-01 -1.81085041e-01 -8.63619993e-01
6.63455880e-01]
[ 6.73583023e-03 -5.09897296e-02 -1.19729588e-01 -1.09260468e-01
-1.81008315e-01 -4.50795982e-02 2.82400393e-01 1.66871582e-01
2.56166571e-01 3.77298605e-01 -4.42415865e-01 -7.40088722e-01
6.70488924e-01]
[ -7.91222256e-02 -2.84444549e-01 6.34849588e-02 -3.57582520e-01
-1.51136312e-01 1.18510442e-01 3.55953780e-01 1.36765030e-01
-5.87401484e-02 1.73511985e-01 -5.33226041e-01 -7.91091186e-01
7.91259883e-01]
[ 1.23816980e-01 -9.29691520e-02 2.00664452e-02 -1.63887160e-01
-8.33540610e-02 -1.66487126e-02 2.36693436e-01 3.57921188e-01
4.01090280e-01 2.71059709e-01 -5.22255969e-01 -6.67239981e-01
4.82963153e-01]
[ -9.22021805e-03 -1.28207751e-01 1.86622145e-02 2.74726888e-02
-8.27478116e-02 -2.83540981e-01 1.29827581e-02 2.84771176e-01
-3.40517603e-02 6.23139237e-02 -2.24428491e-01 -6.04769682e-01
2.17744697e-01]
[ 7.71167519e-02 1.24716733e-01 -3.65337270e-03 9.75824116e-02
-8.03596166e-02 -5.95357274e-02 -2.22340328e-01 -2.08138146e-01
-2.99527485e-01 -1.82921236e-01 -1.36806098e-01 3.58822189e-01
-1.91597771e-01]
[ 3.81167271e-02 -7.77093002e-02 1.37422209e-01 2.03065745e-01
2.60122713e-01 8.77231392e-03 -4.10704415e-01 -3.73044895e-01
-1.24083160e-01 -5.29716946e-01 1.82866347e-01 1.02163768e+00
-4.60706800e-01]
[ 3.50615359e-02 8.12838646e-02 -2.11647891e-01 4.64953175e-02
3.14983059e-02 -3.58983504e-04 -1.61808940e-01 -3.28646440e-01
-2.88799433e-01 -1.81725430e-01 -4.87284858e-02 -3.51852107e-02
-1.78245219e-01]
[ -5.47751712e-02 -2.15375653e-01 6.58809133e-02 9.44049134e-02
-1.33274775e-01 -1.33640422e-01 3.93545377e-02 -4.42064220e-03
8.26392907e-02 -3.63320937e-01 -3.05547787e-01 -2.57454491e-01
2.94059806e-02]
[ 1.63570562e-02 -2.77776788e-01 6.40300819e-02 -2.34574497e-01
-1.96601237e-01 -2.30794542e-01 -2.41253638e-01 8.20173359e-02
1.03410103e-02 1.47308291e-01 -1.81429071e-01 1.69308711e-02
-1.52341397e-02]
[ 1.73540228e-01 5.32457659e-02 -1.03114006e-01 -2.02112177e-01
-5.63493121e-02 -1.01274353e-01 -1.83171505e-01 3.76779963e-02
-1.91741177e-01 -2.26118119e-01 -1.69732197e-01 1.80752463e-01
-1.22400199e-01]
[ -1.71501295e-01 -1.82058396e-01 -1.08937985e-01 -1.76264971e-01
-5.00409531e-02 2.73273184e-02 -1.86786009e-01 -1.80173718e-01
-1.40527492e-01 -3.62408883e-04 -1.85371639e-01 8.21473178e-02
-2.58450170e-01]
[ -3.27903240e-02 -2.12513488e-01 -1.56812629e-01 -1.87161181e-01
-5.20123862e-02 4.48526999e-02 -3.61760002e-02 -1.22799858e-02
-2.17311531e-01 -2.57489816e-01 -3.13570476e-02 -6.76227594e-02
-7.87359320e-02]
[ 1.15847781e-01 7.72359381e-02 -7.11542573e-03 -1.47413744e-01
-3.25740950e-01 8.62346429e-03 -1.46081531e-01 -2.54551027e-01
-3.13121358e-01 5.69385736e-02 -1.02914075e-01 -3.15095105e-02
-6.75646107e-02]
[ -6.36549222e-02 -8.18850569e-03 -2.83891233e-01 2.28194895e-03
6.91228825e-02 1.55934804e-01 -2.34773623e-01 -1.76258655e-01
-5.83911184e-02 -5.84447687e-02 1.62857288e-01 4.75410284e-01
-6.49827219e-02]
[ 1.03504983e-01 3.61100733e-01 -2.07810687e-01 6.48723610e-01
1.26089135e-01 -2.28166791e-03 -2.61893327e-01 -4.07404265e-01
-2.71116155e-01 -4.19905384e-01 6.97759122e-01 9.97709592e-01
-7.28074421e-01]
[ -3.32475362e-02 1.95897108e-01 3.95798868e-02 2.11357018e-01
9.89506599e-03 -7.00189100e-02 -3.07388366e-01 -3.96580762e-01
-3.02296296e-01 -3.13670638e-01 4.85047317e-01 1.10250515e+00
-6.85727375e-01]
[ -5.14260290e-02 -1.17958168e-01 -1.61355340e-01 2.91958728e-01
-1.62884892e-01 2.33172505e-01 -1.07017966e-01 -2.68701287e-01
-2.63454589e-01 -4.93285799e-01 1.96977207e-01 4.77015892e-01
-3.46617152e-01]
[ 7.86020301e-02 -3.80748632e-01 -5.28369507e-02 -2.94119016e-02
-1.09688160e-01 2.00282549e-01 7.56268266e-02 1.59487877e-01
-1.64782461e-01 -5.01592074e-02 -6.73022302e-02 3.19272946e-01
-1.83651869e-01]
[ 2.03540503e-01 -2.92495729e-01 -1.21764537e-01 -8.82620484e-02
-2.08763536e-01 1.22019040e-01 1.65253497e-02 -1.53845633e-01
-5.04932876e-02 -1.10231285e-01 -1.34376884e-01 -1.77500295e-01
-9.90966155e-02]
[ -1.35114196e-01 -8.02655686e-02 3.82868110e-02 -2.52071612e-01
-5.68927386e-02 -1.40958097e-01 4.92971559e-02 -1.64395692e-02
-7.58747662e-02 -1.41131595e-02 -3.05845180e-01 -4.33009695e-01
-2.93228805e-02]
[ -1.39989482e-01 -1.38335467e-01 -6.74996624e-02 -2.56854222e-01
-3.47061840e-01 -2.88041336e-01 1.51340677e-01 1.17927644e-01
2.17095122e-02 9.77123092e-02 -2.21814810e-01 -7.13125940e-01
8.70781745e-03]
[ -1.66686990e-01 -2.27776484e-01 -2.99514140e-01 -3.51804239e-01
-2.70577694e-01 -2.08815174e-01 -3.25792929e-01 9.56087559e-02
-3.68842735e-02 -3.68081324e-01 -3.12948519e-01 -3.41502531e-01
-3.14563118e-01]
[ -1.09175188e-01 1.18852737e-01 2.35795494e-02 -3.12459439e-03
-2.14865827e-01 -1.69281967e-01 -9.72057818e-02 2.22621443e-02
-9.15458539e-02 -1.65614873e-01 -1.70671598e-01 -2.50314324e-01
-6.29005186e-02]
[ -3.50097565e-01 -1.26742900e-01 -2.70199684e-01 1.23289452e-01
-2.06594516e-01 -2.26692537e-01 -5.98815923e-02 -1.39049032e-01
4.93753858e-02 -3.89785498e-02 4.44915880e-02 -3.35628246e-01
1.37208990e-03]
[ -1.27905843e-01 -3.34329303e-02 -2.57442159e-01 3.51784290e-02
-2.16118157e-01 -2.77719070e-01 -3.72189114e-01 -5.48126125e-02
7.80229552e-03 -2.31550768e-01 -2.39062504e-01 -2.84958859e-01
-3.91299101e-02]
[ -2.16585391e-01 -5.37171881e-01 -3.32499276e-01 -3.32566466e-01
-3.32675685e-01 -2.26643187e-01 5.28340428e-03 -2.78434394e-01
9.68189905e-02 -2.29621828e-01 -1.79133050e-01 -1.49190506e-01
-6.14661501e-02]
[ -2.13335626e-01 -2.96901727e-01 -3.14271054e-01 -1.37519110e-01
-9.54563930e-02 -1.47443364e-01 -8.37369538e-02 -8.19602817e-04
-1.90099094e-01 -5.02558359e-01 -2.39204965e-01 -1.59838432e-01
4.30969899e-02]
[ -1.22520742e-01 2.03898420e-02 -2.40037983e-01 -4.27313493e-01
-2.33844626e-01 -2.59847644e-01 -5.02382803e-02 -3.27248851e-01
5.73426816e-02 -5.35343560e-02 -3.34259469e-01 -9.54948354e-02
-3.23644395e-01]]
Progress: 11.6% ... Training loss: 0.277 ... Validation loss: 0.463[[-0.03347434]
[ 0.30484347]
[-0.17194579]
[ 0.81117421]
[ 0.29013917]
[-0.00612708]
[-0.89377102]
[-1.01592589]
[-0.73496401]
[-1.04633011]
[ 1.10094684]
[ 2.77817852]
[-1.73978996]]
[[ -5.35573892e-01 -5.06528341e-01 -5.80558744e-01 -1.58748147e-01
-3.10414126e-01 -5.88933202e-01 -3.67759913e-01 -3.48005555e-01
-5.39509615e-01 -4.49472201e-01 3.99338296e-02 4.74088287e-01
-1.47523997e-01]
[ 5.85662365e-03 -1.38372903e-01 5.14165910e-02 -2.82791752e-02
-4.29354782e-02 5.89756484e-02 -1.19793197e-01 2.32927927e-01
-1.26210728e-01 -1.63572019e-01 -4.67399935e-02 -3.65745908e-02
9.52255413e-02]
[ -1.98188998e-01 1.37079897e-01 -1.34425238e-02 1.47206115e-01
1.03684145e-01 -1.13694474e-01 1.76255477e-01 -2.66891477e-02
2.95307817e-01 -4.98508701e-02 2.87797482e-01 7.21414142e-01
5.98176707e-01]
[ 1.77929444e-01 -2.47525908e-01 -2.81236580e-01 -2.36395884e-02
-3.00669498e-01 -4.05915736e-04 8.79060767e-03 -3.94474831e-01
1.24933219e-01 -3.62174552e-01 -1.96993540e-01 -2.53189096e-01
-8.41478477e-02]
[ 1.06072952e-01 2.19852392e-02 1.04084848e-01 2.77763371e-02
-1.77906437e-02 7.01038507e-02 -8.33265065e-02 6.34735911e-02
1.49154964e-02 1.86393981e-01 1.23991609e-01 -7.29156692e-02
-9.25394963e-02]
[ -4.84485838e-01 -5.79799539e-01 -6.05397458e-01 -5.59792858e-01
-5.74223134e-01 -5.63059850e-01 -3.18237524e-01 -1.93342385e-01
-4.40922874e-01 -2.73973532e-01 -4.37337909e-01 -6.35658327e-01
-3.66022786e-01]
[ -4.16906142e-01 -5.75825969e-01 -3.21218340e-01 -3.49474362e-01
-4.06115350e-01 -5.59258088e-01 -4.24398684e-01 -4.55654058e-01
-2.88477614e-01 -1.85644457e-01 -4.26730261e-01 -2.77636305e-01
-1.95170900e-01]
[ -3.18960699e-01 -3.50603059e-01 -4.62536107e-01 -2.11475598e-01
-3.12542253e-01 -4.12239478e-01 -2.07538580e-01 -1.39937308e-01
-2.44596182e-01 -4.01299744e-01 -1.81049325e-01 -4.29432749e-01
-1.82738960e-01]
[ -4.73305913e-01 -3.51594030e-01 -3.75986358e-01 -1.53244727e-01
-3.37829172e-01 -2.14553761e-01 -1.23813005e-01 -4.25055322e-01
-2.87608011e-01 -4.41753720e-01 -1.39546991e-01 -1.43732155e-01
-1.72307582e-01]
[ -9.50608198e-01 -9.15612370e-01 -9.76296294e-01 -7.23679821e-01
-1.00365197e+00 -9.77968444e-01 -6.59812816e-01 -6.56478177e-01
-7.66430749e-01 -5.81518503e-01 -6.71814378e-01 -4.65306343e-01
-4.31954585e-01]
[ -5.03849449e-01 -2.71091268e-01 -4.61026012e-01 -3.21539595e-01
-3.54596950e-01 -3.55778297e-01 -5.24791814e-01 -5.34166276e-01
-6.16971717e-01 -9.63693972e-02 -4.34208908e-01 -5.91265621e-01
-3.70262856e-01]
[ -1.17527843e-01 2.63072551e-02 -3.33582075e-01 -3.86481415e-01
-1.02365844e-01 -7.18832575e-02 -1.44279490e-01 -2.63077805e-01
-1.35991629e-01 1.36695532e-01 -3.61942766e-01 -5.99629268e-01
-2.30219711e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60835601e-01 -1.06568565e-01 1.62404428e-01 -2.42541502e-01
-1.23279682e-01 1.13513216e-01 -1.41664554e-01 -4.47430608e-03
-9.47230273e-02 5.08242569e-02 -1.25362521e-01 -2.78317377e-01
3.73088268e-02]
[ -8.15088806e-02 -2.63764251e-01 -1.76367763e-01 -2.94174534e-01
-4.80971994e-01 -8.44093513e-02 -2.33596128e-02 2.46179246e-02
-4.53426115e-02 3.88202020e-02 -1.91377478e-01 -2.80020950e-01
-2.21854460e-01]
[ -7.51760066e-02 7.35525863e-04 -2.42588107e-01 -2.36462065e-01
1.38383423e-01 -1.63154884e-01 -1.75910931e-01 3.41688555e-02
-7.79153712e-03 -1.60881487e-02 -1.68951233e-01 2.89524784e-02
-7.73740325e-03]
[ 2.88136175e-02 -1.57559600e-01 -1.51700563e-01 -3.90674949e-02
-1.17068092e-01 -1.07153489e-01 7.03769778e-02 -1.70380143e-01
-4.43113028e-02 -4.52538644e-02 1.26920955e-02 -1.25744589e-01
4.13039811e-02]
[ -2.83996482e-01 -1.45468395e-01 -7.06936377e-02 -1.02089918e-01
-3.07719361e-01 -2.72321576e-01 -3.52218355e-01 6.60849986e-02
-2.89945140e-01 -2.00358725e-01 1.74178066e-01 -6.71305446e-03
3.22529295e-01]
[ -2.15308076e-01 -1.32061738e-01 -7.86844070e-02 -7.86378796e-02
-8.65262732e-02 -1.14712256e-01 -2.56977886e-02 8.35881645e-02
-9.11521188e-02 3.77770985e-02 1.10333721e-02 -1.93854968e-01
8.01619223e-02]
[ -1.53535705e-01 -6.29756710e-02 -2.23757009e-01 -3.27465874e-01
-1.47536334e-01 -1.98773048e-01 -2.41017768e-01 -6.46706464e-02
1.85958857e-01 -1.60957917e-01 -3.04929653e-01 -2.78645212e-01
-1.14310691e-01]
[ -3.66431979e-01 -7.12351951e-02 -1.44202427e-01 -1.73538987e-01
-5.46620310e-02 -3.10408928e-01 7.29367199e-02 -4.23772176e-02
-9.90361774e-02 1.08688824e-01 -3.14088466e-03 -1.43130134e-01
-1.37448718e-01]
[ -1.69120011e-01 -1.51390202e-01 -4.61460363e-02 -1.24559081e-01
-1.31903474e-01 -2.93216967e-01 -5.93032727e-02 -1.04409474e-01
-2.58524480e-01 4.75602979e-02 2.25625011e-01 8.06913682e-02
-1.99467904e-01]
[ -1.38156585e-01 -1.74962779e-01 -1.12496990e-01 -2.69291256e-01
9.31654916e-02 -1.78679947e-02 -2.16017882e-01 -1.51693185e-01
9.10345513e-02 -1.04172315e-01 -1.48241312e-01 -1.16142330e-01
-3.24147717e-01]
[ -4.45757407e-02 -3.29722826e-02 -1.47748176e-01 -3.93503486e-02
-2.28261064e-01 6.31632345e-02 -8.71655759e-02 -4.50619150e-02
-2.33070117e-01 -7.79970671e-02 -6.88839569e-02 -3.00191232e-01
-1.68505811e-01]
[ -7.36999028e-02 3.48297359e-02 -1.30705539e-01 -2.88221269e-01
1.27959931e-01 2.07652578e-02 -2.40466182e-01 -1.90361287e-01
1.02298497e-01 -8.77092253e-02 -2.46917308e-01 -1.68255444e-01
-2.91401085e-01]
[ 8.39929518e-02 -3.16877598e-01 -7.92473417e-02 -4.35422304e-01
-2.26727459e-01 -8.78213536e-02 7.50561068e-02 1.18349081e-01
9.81146395e-03 3.07707399e-01 -4.98138323e-01 -6.54668483e-01
4.00972493e-01]
[ -2.17610534e-01 -2.56430489e-01 -1.25510937e-01 -2.95867121e-01
-3.08549259e-01 -9.17734122e-02 2.14724956e-01 5.59782473e-02
3.10465030e-01 5.59378183e-02 -3.82888097e-01 -8.56800539e-01
6.09206006e-01]
[ -8.42606728e-03 -1.95545813e-01 2.72012705e-02 -2.90538717e-01
-1.75612762e-01 1.67607104e-01 2.00187925e-01 2.61397073e-01
-1.34582585e-02 2.50288709e-01 -1.84048528e-01 -8.70868963e-01
6.68899601e-01]
[ 6.73845228e-03 -5.10326838e-02 -1.19716397e-01 -1.09682398e-01
-1.81058546e-01 -4.50813917e-02 2.82889104e-01 1.67111299e-01
2.56535148e-01 3.77684669e-01 -4.42857902e-01 -7.41649842e-01
6.71781499e-01]
[ -7.91145496e-02 -2.84616187e-01 6.35687039e-02 -3.57987771e-01
-1.51298284e-01 1.18500441e-01 3.56624525e-01 1.37401219e-01
-5.82301999e-02 1.74337231e-01 -5.33769874e-01 -7.92251377e-01
7.92652217e-01]
[ 1.23829979e-01 -9.32039166e-02 2.01662263e-02 -1.65019985e-01
-8.36398131e-02 -1.66595009e-02 2.38167911e-01 3.59285030e-01
4.02214928e-01 2.72176052e-01 -5.23491350e-01 -6.71697599e-01
4.86740387e-01]
[ -9.20934848e-03 -1.28548980e-01 1.87576023e-02 2.62173438e-02
-8.30608776e-02 -2.83549513e-01 1.41648267e-02 2.86586963e-01
-3.27691026e-02 6.32689946e-02 -2.26250470e-01 -6.10908537e-01
2.21851719e-01]
[ 7.71416438e-02 1.24063759e-01 -3.34949678e-03 9.60285768e-02
-8.08564546e-02 -5.95635738e-02 -2.21320936e-01 -2.06176079e-01
-2.98690118e-01 -1.81010905e-01 -1.38543880e-01 3.53930906e-01
-1.88480866e-01]
[ 3.81083232e-02 -7.72720526e-02 1.37299152e-01 2.05955608e-01
2.60596585e-01 8.79005595e-03 -4.12710957e-01 -3.74327470e-01
-1.25803918e-01 -5.30105056e-01 1.86540734e-01 1.02997294e+00
-4.66301833e-01]
[ 3.50719959e-02 8.08418864e-02 -2.11491069e-01 4.51554848e-02
3.10071609e-02 -3.70896723e-04 -1.60343619e-01 -3.27317024e-01
-2.87624109e-01 -1.80059800e-01 -5.08210576e-02 -4.11038876e-02
-1.74795543e-01]
[ -5.47730574e-02 -2.15559583e-01 6.59356101e-02 9.37947658e-02
-1.33433326e-01 -1.33643466e-01 3.99299017e-02 -3.96177564e-03
8.31382874e-02 -3.62786959e-01 -3.06395060e-01 -2.59273779e-01
3.09740519e-02]
[ 1.63584234e-02 -2.77765094e-01 6.39953294e-02 -2.34662378e-01
-1.96698259e-01 -2.30800958e-01 -2.40983811e-01 8.14145387e-02
1.05853123e-02 1.47184067e-01 -1.81461630e-01 1.75770527e-02
-1.55614732e-02]
[ 1.73554260e-01 5.29561202e-02 -1.02954318e-01 -2.02992099e-01
-5.66811130e-02 -1.01289359e-01 -1.82567415e-01 3.86855777e-02
-1.91041055e-01 -2.25139754e-01 -1.70086619e-01 1.77744119e-01
-1.20549494e-01]
[ -1.71483280e-01 -1.82868568e-01 -1.08675298e-01 -1.79110948e-01
-5.09473763e-02 2.73036046e-02 -1.84369057e-01 -1.77952538e-01
-1.38624268e-01 2.86551451e-03 -1.89296843e-01 7.20160353e-02
-2.52145793e-01]
[ -3.27554272e-02 -2.14068038e-01 -1.56261563e-01 -1.91652616e-01
-5.37900985e-02 4.47948343e-02 -3.15155801e-02 -7.56608066e-03
-2.13939777e-01 -2.52765490e-01 -3.84788527e-02 -8.23003270e-02
-6.85086379e-02]
[ 1.15844931e-01 7.71656485e-02 -7.10643809e-03 -1.48486267e-01
-3.25884559e-01 8.62613577e-03 -1.45628434e-01 -2.54253805e-01
-3.12576355e-01 5.73152627e-02 -1.04521446e-01 -3.70551868e-02
-6.45934842e-02]
[ -6.36491480e-02 -8.69700140e-03 -2.83740951e-01 8.30633815e-04
6.86550599e-02 1.55926589e-01 -2.33668768e-01 -1.74572002e-01
-5.72467645e-02 -5.70209182e-02 1.60433610e-01 4.72598130e-01
-6.12261643e-02]
[ 1.03520337e-01 3.60620734e-01 -2.07715004e-01 6.49380637e-01
1.25795144e-01 -2.29919538e-03 -2.61155107e-01 -4.06487310e-01
-2.69961227e-01 -4.18886803e-01 6.98515375e-01 1.00414517e+00
-7.29126762e-01]
[ -3.32493340e-02 1.96143026e-01 3.95131612e-02 2.12373925e-01
1.00949015e-02 -7.00203049e-02 -3.07807638e-01 -3.97746525e-01
-3.02504065e-01 -3.14711224e-01 4.87445739e-01 1.10575345e+00
-6.88501486e-01]
[ -5.14107514e-02 -1.18508760e-01 -1.61101587e-01 2.89986649e-01
-1.63414983e-01 2.33148677e-01 -1.05792646e-01 -2.66349081e-01
-2.62511122e-01 -4.91189688e-01 1.93751465e-01 4.70000664e-01
-3.42866679e-01]
[ 7.86121123e-02 -3.80943691e-01 -5.27170867e-02 -3.02441690e-02
-1.09933793e-01 2.00267687e-01 7.64324301e-02 1.60707529e-01
-1.64310560e-01 -4.92698976e-02 -6.83985745e-02 3.16239748e-01
-1.81772159e-01]
[ 2.03542989e-01 -2.92520332e-01 -1.21750092e-01 -8.84206144e-02
-2.08799757e-01 1.22014809e-01 1.68324365e-02 -1.53747757e-01
-5.02177727e-02 -1.10141480e-01 -1.34574027e-01 -1.78243581e-01
-9.86777199e-02]
[ -1.35112335e-01 -8.03344554e-02 3.83175141e-02 -2.52441455e-01
-5.69614023e-02 -1.40960124e-01 4.96089538e-02 -1.61312823e-02
-7.56263072e-02 -1.38005812e-02 -3.06419205e-01 -4.34802031e-01
-2.81888455e-02]
[ -1.39981350e-01 -1.38676346e-01 -6.74009412e-02 -2.57817531e-01
-3.47405449e-01 -2.88051482e-01 1.52495579e-01 1.19171837e-01
2.25735655e-02 9.87110373e-02 -2.23366085e-01 -7.17079692e-01
1.09682730e-02]
[ -1.66607445e-01 -2.29446474e-01 -2.98872368e-01 -3.57714585e-01
-2.72285351e-01 -2.08897213e-01 -3.21943356e-01 1.01152760e-01
-3.27088028e-02 -3.63195213e-01 -3.20277770e-01 -3.61856450e-01
-3.05681080e-01]
[ -1.09157859e-01 1.18502132e-01 2.37551895e-02 -3.78492221e-03
-2.15106003e-01 -1.69301189e-01 -9.59663300e-02 2.29131585e-02
-9.04796190e-02 -1.64518262e-01 -1.69974594e-01 -2.49510230e-01
-6.09142350e-02]
[ -3.50072053e-01 -1.27629964e-01 -2.69843017e-01 1.19156933e-01
-2.07607198e-01 -2.26727073e-01 -5.62349077e-02 -1.35656358e-01
5.20360725e-02 -3.42087455e-02 3.81892372e-02 -3.51226457e-01
1.16421447e-02]
[ -1.27908357e-01 -3.30940924e-02 -2.57401679e-01 3.80721785e-02
-2.15818057e-01 -2.77716675e-01 -3.72964240e-01 -5.51116235e-02
7.20080976e-03 -2.30340313e-01 -2.35211538e-01 -2.79262493e-01
-4.14505718e-02]
[ -2.16553435e-01 -5.38445684e-01 -3.31877846e-01 -3.36193032e-01
-3.34332417e-01 -2.26695342e-01 1.01439371e-02 -2.72394354e-01
1.00328122e-01 -2.22009456e-01 -1.86250987e-01 -1.69764108e-01
-4.86928380e-02]
[ -2.13291800e-01 -2.98491967e-01 -3.13734469e-01 -1.42385308e-01
-9.70866948e-02 -1.47500901e-01 -7.82274059e-02 5.81356578e-03
-1.86167938e-01 -4.97734445e-01 -2.47012715e-01 -1.78379557e-01
5.57979915e-02]
[ -1.22512962e-01 1.91392280e-02 -2.39839593e-01 -4.30626291e-01
-2.35028816e-01 -2.59864781e-01 -4.73970153e-02 -3.25051297e-01
6.02175227e-02 -5.20207542e-02 -3.38301796e-01 -9.77591196e-02
-3.16345443e-01]]
Progress: 11.7% ... Training loss: 0.280 ... Validation loss: 0.475[[ -3.00268731e-02]
[ 3.17094184e-01]
[ -1.61197003e-01]
[ 8.36225608e-01]
[ 3.02246366e-01]
[ -1.79289059e-03]
[ -8.76226290e-01]
[ -9.96123409e-01]
[ -7.18441647e-01]
[ -1.02983743e+00]
[ 1.13573665e+00]
[ 2.82707381e+00]
[ -1.70087356e+00]]
[[ -5.35643889e-01 -5.04582981e-01 -5.81461110e-01 -1.50795955e-01
-3.08487227e-01 -5.88946553e-01 -3.72810076e-01 -3.55515290e-01
-5.42857075e-01 -4.56762552e-01 5.40034781e-02 5.08616536e-01
-1.66334077e-01]
[ 5.92394030e-03 -1.39003410e-01 5.16950686e-02 -3.10549283e-02
-4.36007982e-02 5.89854389e-02 -1.17802573e-01 2.36202854e-01
-1.24124735e-01 -1.61588032e-01 -5.09141870e-02 -4.82722657e-02
1.02020547e-01]
[ -1.98682463e-01 1.43433810e-01 -1.61762331e-02 1.68385775e-01
1.09439189e-01 -1.13782448e-01 1.54265971e-01 -5.20218857e-02
2.78050907e-01 -7.55510664e-02 3.20382890e-01 8.04596743e-01
5.46337514e-01]
[ 1.78115559e-01 -2.50049873e-01 -2.80022101e-01 -3.43070157e-02
-3.03572114e-01 -3.67455483e-04 1.65520528e-02 -3.83513779e-01
1.31274558e-01 -3.49776675e-01 -2.12835323e-01 -2.87758490e-01
-5.99763043e-02]
[ 1.05898203e-01 2.47190252e-02 1.02731796e-01 3.86828864e-02
-1.50576501e-02 7.00706406e-02 -9.24044322e-02 4.99159267e-02
7.65668951e-03 1.75060170e-01 1.40066625e-01 -3.35779661e-02
-1.21114867e-01]
[ -4.84413071e-01 -5.80678609e-01 -6.05070197e-01 -5.61520110e-01
-5.74858961e-01 -5.63049407e-01 -3.15560188e-01 -1.89601914e-01
-4.39109876e-01 -2.70164449e-01 -4.40791578e-01 -6.46150107e-01
-3.61101970e-01]
[ -4.16997723e-01 -5.74333667e-01 -3.22084476e-01 -3.43363089e-01
-4.04531231e-01 -5.59276749e-01 -4.28967056e-01 -4.62960767e-01
-2.92491640e-01 -1.93321995e-01 -4.16347991e-01 -2.53382712e-01
-2.11832443e-01]
[ -3.19181702e-01 -3.47676493e-01 -4.63730004e-01 -2.02066818e-01
-3.09987694e-01 -4.12277175e-01 -2.18580385e-01 -1.51567201e-01
-2.52718667e-01 -4.12105585e-01 -1.67362553e-01 -3.92492516e-01
-2.06514022e-01]
[ -4.73200691e-01 -3.52284804e-01 -3.75796848e-01 -1.54388202e-01
-3.38455582e-01 -2.14535264e-01 -1.22179811e-01 -4.24376792e-01
-2.85659188e-01 -4.40046425e-01 -1.41299566e-01 -1.50418849e-01
-1.72378747e-01]
[ -9.50805579e-01 -9.12649152e-01 -9.77804567e-01 -7.10677269e-01
-1.00059164e+00 -9.78005608e-01 -6.71983774e-01 -6.70775653e-01
-7.75599383e-01 -5.94627747e-01 -6.51965787e-01 -4.19379826e-01
-4.66654881e-01]
[ -5.03850165e-01 -2.70842044e-01 -4.61164584e-01 -3.20694918e-01
-3.54376010e-01 -3.55779374e-01 -5.24827086e-01 -5.34918570e-01
-6.17125816e-01 -9.65525959e-02 -4.32895306e-01 -5.87038998e-01
-3.71515475e-01]
[ -1.17464339e-01 2.59438372e-02 -3.33478491e-01 -3.87679317e-01
-1.02770669e-01 -7.18724359e-02 -1.43372905e-01 -2.62545636e-01
-1.35043587e-01 1.37020974e-01 -3.64242160e-01 -6.05767054e-01
-2.29853749e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60873717e-01 -1.06250491e-01 1.62181646e-01 -2.41375932e-01
-1.22879672e-01 1.13504776e-01 -1.42636003e-01 -6.06567030e-03
-9.53415222e-02 4.96239622e-02 -1.23734265e-01 -2.73551220e-01
3.53601526e-02]
[ -8.14729356e-02 -2.64076980e-01 -1.76186407e-01 -2.95303780e-01
-4.81259714e-01 -8.44029751e-02 -2.20798241e-02 2.69036218e-02
-4.47478186e-02 4.05713988e-02 -1.93348216e-01 -2.85185416e-01
-2.19206531e-01]
[ -7.51203739e-02 2.13085457e-04 -2.42349737e-01 -2.37737740e-01
1.37865473e-01 -1.63146482e-01 -1.74125921e-01 3.63733324e-02
-6.37787117e-03 -1.37799862e-02 -1.70712108e-01 2.35348574e-02
-3.45577192e-03]
[ 2.87949060e-02 -1.57035855e-01 -1.51983883e-01 -3.71725878e-02
-1.16453365e-01 -1.07157764e-01 6.92108851e-02 -1.73008739e-01
-4.52684545e-02 -4.80145207e-02 1.62312755e-02 -1.18368475e-01
3.65737408e-02]
[ -2.84040691e-01 -1.45019118e-01 -7.09687422e-02 -1.00091901e-01
-3.07300261e-01 -2.72328207e-01 -3.53906105e-01 6.43790754e-02
-2.91643400e-01 -2.02279287e-01 1.77201776e-01 1.19621656e-03
3.16567655e-01]
[ -2.15442414e-01 -1.30186231e-01 -7.95656958e-02 -7.25082572e-02
-8.47450563e-02 -1.14739332e-01 -3.14238474e-02 7.60125677e-02
-9.60989161e-02 2.98885629e-02 1.96648414e-02 -1.73731575e-01
6.47979926e-02]
[ -1.53556309e-01 -6.31158767e-02 -2.23811363e-01 -3.27631707e-01
-1.47621397e-01 -1.98776566e-01 -2.43019343e-01 -6.56884340e-02
1.84891698e-01 -1.62359937e-01 -3.04941934e-01 -2.75019357e-01
-1.16182136e-01]
[ -3.66508451e-01 -6.99288144e-02 -1.44597778e-01 -1.69069812e-01
-5.36879849e-02 -3.10420999e-01 6.95131791e-02 -4.63501637e-02
-1.01553943e-01 1.05483436e-01 2.40950096e-03 -1.30077737e-01
-1.45603913e-01]
[ -1.69185931e-01 -1.50356136e-01 -4.65608401e-02 -1.20984240e-01
-1.30882677e-01 -2.93228371e-01 -6.28294347e-02 -1.08665739e-01
-2.60903713e-01 4.40176969e-02 2.32355492e-01 9.72871572e-02
-2.08629653e-01]
[ -1.38061010e-01 -1.75710980e-01 -1.12246929e-01 -2.71585236e-01
9.24286305e-02 -1.78506557e-02 -2.13931217e-01 -1.49916592e-01
9.30533056e-02 -1.02336796e-01 -1.51553284e-01 -1.24834876e-01
-3.21413689e-01]
[ -4.45847307e-02 -3.28362712e-02 -1.47855352e-01 -3.88940865e-02
-2.28119171e-01 6.31611452e-02 -8.74067257e-02 -4.58766301e-02
-2.33212821e-01 -7.85168706e-02 -6.83463149e-02 -2.98962103e-01
-1.69210343e-01]
[ -7.36142885e-02 3.37592737e-02 -1.30284406e-01 -2.90395602e-01
1.27112175e-01 2.07812274e-02 -2.38173514e-01 -1.87582461e-01
1.04224157e-01 -8.41312436e-02 -2.50639767e-01 -1.79643562e-01
-2.88754223e-01]
[ 8.39893807e-02 -3.16846889e-01 -7.92610045e-02 -4.35468748e-01
-2.26733786e-01 -8.78221361e-02 7.50953596e-02 1.18364452e-01
9.76514486e-03 3.07750856e-01 -4.98242005e-01 -6.55173073e-01
4.01254241e-01]
[ -2.17580326e-01 -2.56751000e-01 -1.25349479e-01 -2.97265235e-01
-3.08854608e-01 -9.17679147e-02 2.16418670e-01 5.77648021e-02
3.11687015e-01 5.78165633e-02 -3.84959062e-01 -8.61199191e-01
6.13607963e-01]
[ -8.45492510e-03 -1.95295625e-01 2.70374135e-02 -2.89856263e-01
-1.75368245e-01 1.67601117e-01 1.98986298e-01 2.59802681e-01
-1.44730057e-02 2.48956915e-01 -1.82983056e-01 -8.68537771e-01
6.66395827e-01]
[ 6.75455861e-03 -5.11594229e-02 -1.19658090e-01 -1.10340798e-01
-1.81184167e-01 -4.50790545e-02 2.83782184e-01 1.67892661e-01
2.57298271e-01 3.78585258e-01 -4.43708652e-01 -7.44218238e-01
6.74001935e-01]
[ -7.91300114e-02 -2.84459471e-01 6.34838506e-02 -3.57416576e-01
-1.51137624e-01 1.18497291e-01 3.55677662e-01 1.36510450e-01
-5.88798733e-02 1.73475336e-01 -5.32972762e-01 -7.90677212e-01
7.90832089e-01]
[ 1.23832828e-01 -9.31688343e-02 2.01475027e-02 -1.64874826e-01
-8.36655828e-02 -1.66594101e-02 2.38143677e-01 3.59035185e-01
4.02099402e-01 2.72198656e-01 -5.23283831e-01 -6.71999908e-01
4.86748801e-01]
[ -9.21406459e-03 -1.28472364e-01 1.87508644e-02 2.67718687e-02
-8.29766614e-02 -2.83550340e-01 1.35967238e-02 2.86412956e-01
-3.33286421e-02 6.32303410e-02 -2.25656598e-01 -6.09412074e-01
2.20358247e-01]
[ 7.71630460e-02 1.23929410e-01 -3.23775508e-03 9.61039943e-02
-8.09802321e-02 -5.95595022e-02 -2.20835089e-01 -2.05165171e-01
-2.98043722e-01 -1.80648215e-01 -1.38710331e-01 3.52581051e-01
-1.87512553e-01]
[ 3.81033528e-02 -7.73979940e-02 1.37250321e-01 2.05865096e-01
2.60510179e-01 8.78809001e-03 -4.12789662e-01 -3.74061088e-01
-1.25335590e-01 -5.30626145e-01 1.86659118e-01 1.02997728e+00
-4.65272919e-01]
[ 3.50649497e-02 8.09382667e-02 -2.11536852e-01 4.55216414e-02
3.11003512e-02 -3.71982793e-04 -1.60644750e-01 -3.27681685e-01
-2.87845443e-01 -1.80619133e-01 -5.02330380e-02 -3.89965620e-02
-1.75856875e-01]
[ -5.48646803e-02 -2.14537685e-01 6.53487541e-02 9.69600763e-02
-1.32536467e-01 -1.33659504e-01 3.62650117e-02 -8.76929210e-03
7.98346600e-02 -3.66778729e-01 -3.01946339e-01 -2.46104444e-01
2.18790768e-02]
[ 1.63207339e-02 -2.77455306e-01 6.38340068e-02 -2.33562998e-01
-1.96366569e-01 -2.30807204e-01 -2.42156205e-01 8.00142407e-02
9.64068999e-03 1.46146252e-01 -1.79818724e-01 2.21150001e-02
-1.86507336e-02]
[ 1.73577771e-01 5.27874394e-02 -1.02881462e-01 -2.03415475e-01
-5.68569054e-02 -1.01285137e-01 -1.81924790e-01 3.91431938e-02
-1.90460006e-01 -2.24621922e-01 -1.70692681e-01 1.76066906e-01
-1.19413403e-01]
[ -1.71476727e-01 -1.82888710e-01 -1.08694967e-01 -1.78978754e-01
-5.08934417e-02 2.73041359e-02 -1.84460065e-01 -1.78261768e-01
-1.38614122e-01 2.83968481e-03 -1.89031961e-01 7.30849430e-02
-2.52928517e-01]
[ -3.27581882e-02 -2.13787768e-01 -1.56346657e-01 -1.91018672e-01
-5.35519509e-02 4.47955033e-02 -3.24450876e-02 -8.30191387e-03
-2.14649944e-01 -2.53726171e-01 -3.65073791e-02 -7.74639041e-02
-7.13386883e-02]
[ 1.15847157e-01 7.70722110e-02 -7.07667653e-03 -1.48802047e-01
-3.25985708e-01 8.62675094e-03 -1.45131393e-01 -2.53786934e-01
-3.12285095e-01 5.78296619e-02 -1.05261661e-01 -3.83494184e-02
-6.34673585e-02]
[ -6.36670799e-02 -8.40108908e-03 -2.83885705e-01 1.86271983e-03
6.90003982e-02 1.55922382e-01 -2.34545052e-01 -1.76021970e-01
-5.80719473e-02 -5.86991877e-02 1.62295022e-01 4.77377088e-01
-6.42134872e-02]
[ 1.03529781e-01 3.61174626e-01 -2.07907878e-01 6.51712352e-01
1.26200517e-01 -2.29776274e-03 -2.63149238e-01 -4.09174205e-01
-2.70902803e-01 -4.20787705e-01 7.01294173e-01 1.00906065e+00
-7.35810640e-01]
[ -3.32092927e-02 1.95826987e-01 3.96007094e-02 2.12336130e-01
9.95115179e-03 -7.00136036e-02 -3.06793829e-01 -3.96768660e-01
-3.01509737e-01 -3.14021532e-01 4.86473788e-01 1.09909573e+00
-6.88627800e-01]
[ -5.14193756e-02 -1.18246994e-01 -1.61211032e-01 2.91399492e-01
-1.63164378e-01 2.33145864e-01 -1.06686952e-01 -2.67458225e-01
-2.63154382e-01 -4.92080443e-01 1.95872716e-01 4.73729819e-01
-3.46053518e-01]
[ 7.85819462e-02 -3.80685567e-01 -5.28642463e-02 -2.90383166e-02
-1.09589369e-01 2.00261768e-01 7.47413777e-02 1.58681740e-01
-1.65744825e-01 -5.08210104e-02 -6.60650470e-02 3.22684107e-01
-1.86015212e-01]
[ 2.03514883e-01 -2.92025236e-01 -1.21953869e-01 -8.64369000e-02
-2.08336917e-01 1.22011046e-01 1.51034123e-02 -1.56054101e-01
-5.18973823e-02 -1.12497911e-01 -1.31373740e-01 -1.68184859e-01
-1.04491110e-01]
[ -1.35125762e-01 -8.02092119e-02 3.82531038e-02 -2.51902400e-01
-5.68285062e-02 -1.40961847e-01 4.88493735e-02 -1.67414132e-02
-7.61654201e-02 -1.43993838e-02 -3.05589357e-01 -4.31800097e-01
-3.03256381e-02]
[ -1.39973332e-01 -1.38769157e-01 -6.73680636e-02 -2.58128786e-01
-3.47479758e-01 -2.88050562e-01 1.52853404e-01 1.19606129e-01
2.28508219e-02 9.91191620e-02 -2.23816692e-01 -7.18366068e-01
1.20626231e-02]
[ -1.66571701e-01 -2.29722752e-01 -2.98878667e-01 -3.57653780e-01
-2.72348516e-01 -2.08890238e-01 -3.22361490e-01 1.00071723e-01
-3.24703992e-02 -3.64202037e-01 -3.19625384e-01 -3.60824018e-01
-3.08912542e-01]
[ -1.09197985e-01 1.19298791e-01 2.35707723e-02 -9.99617456e-04
-2.14545084e-01 -1.69307794e-01 -9.79038444e-02 2.17300537e-02
-9.20532310e-02 -1.65611448e-01 -1.66479428e-01 -2.42880220e-01
-6.56093313e-02]
[ -3.50167253e-01 -1.26427369e-01 -2.70415178e-01 1.23151588e-01
-2.06472077e-01 -2.26747008e-01 -5.99488799e-02 -1.39723963e-01
4.85751565e-02 -3.86125106e-02 4.33118070e-02 -3.39320622e-01
2.36205741e-03]
[ -1.27977791e-01 -3.16717717e-02 -2.58019826e-01 4.23963145e-02
-2.14659146e-01 -2.77730272e-01 -3.76246892e-01 -5.99203606e-02
5.04161097e-03 -2.36335135e-01 -2.28640466e-01 -2.66172483e-01
-5.02847309e-02]
[ -2.16513583e-01 -5.38697175e-01 -3.31758176e-01 -3.36589764e-01
-3.34485187e-01 -2.26688940e-01 1.11623124e-02 -2.72025995e-01
1.00880140e-01 -2.21176044e-01 -1.86523443e-01 -1.69128056e-01
-4.74461002e-02]
[ -2.13342358e-01 -2.98101813e-01 -3.14088850e-01 -1.40254416e-01
-9.65587855e-02 -1.47511472e-01 -8.04830668e-02 2.68568453e-03
-1.87818725e-01 -4.99974630e-01 -2.44053874e-01 -1.69980949e-01
5.06029394e-02]
[ -1.22467835e-01 1.87042944e-02 -2.39767117e-01 -4.30876025e-01
-2.35319302e-01 -2.59854869e-01 -4.81071024e-02 -3.25668893e-01
5.98969241e-02 -5.10823827e-02 -3.37966576e-01 -9.54367154e-02
-3.21943278e-01]]
Progress: 11.7% ... Training loss: 0.272 ... Validation loss: 0.451[[-0.03663313]
[ 0.3134211 ]
[-0.16608664]
[ 0.83051997]
[ 0.30044152]
[-0.00772225]
[-0.88376978]
[-1.00603605]
[-0.72384553]
[-1.03424732]
[ 1.12836494]
[ 2.82296928]
[-1.71178055]]
[[ -5.35665103e-01 -5.03861308e-01 -5.81742505e-01 -1.48059538e-01
-3.07575531e-01 -5.88949028e-01 -3.70383268e-01 -3.53006435e-01
-5.42921324e-01 -4.56068826e-01 5.61586978e-02 5.12758837e-01
-1.64352432e-01]
[ 6.00939432e-03 -1.39905442e-01 5.21575457e-02 -3.39854214e-02
-4.44463319e-02 5.89902720e-02 -1.15659106e-01 2.38893325e-01
-1.22287610e-01 -1.59561551e-01 -5.48589811e-02 -5.78231197e-02
1.06804709e-01]
[ -1.98697470e-01 1.43125406e-01 -1.58942358e-02 1.66321287e-01
1.08811324e-01 -1.13784224e-01 1.55888834e-01 -5.03828737e-02
2.80427326e-01 -7.50070387e-02 3.17246190e-01 7.94111567e-01
5.55405818e-01]
[ 1.78194912e-01 -2.50838327e-01 -2.79718463e-01 -3.72025444e-02
-3.04223538e-01 -3.61938931e-04 1.98894099e-02 -3.83631609e-01
1.33826516e-01 -3.49845255e-01 -2.17301308e-01 -2.93991119e-01
-5.63934408e-02]
[ 1.05997611e-01 2.37676545e-02 1.03227041e-01 3.49807534e-02
-1.54485247e-02 7.00730361e-02 -8.89088111e-02 5.63977361e-02
1.04137389e-02 1.79658530e-01 1.35389231e-01 -3.89846427e-02
-1.08537810e-01]
[ -4.84393562e-01 -5.81010096e-01 -6.04863751e-01 -5.61887704e-01
-5.74957993e-01 -5.63047344e-01 -3.14558740e-01 -1.86659060e-01
-4.38863921e-01 -2.67630791e-01 -4.42393748e-01 -6.46926014e-01
-3.60114864e-01]
[ -4.17022014e-01 -5.73990033e-01 -3.22113788e-01 -3.41373380e-01
-4.04058391e-01 -5.59277474e-01 -4.29471425e-01 -4.63544587e-01
-2.93358200e-01 -1.93893457e-01 -4.14337749e-01 -2.48365244e-01
-2.14928108e-01]
[ -3.19098180e-01 -3.48569526e-01 -4.63384486e-01 -2.06544167e-01
-3.11084701e-01 -4.12272538e-01 -2.15303272e-01 -1.48451387e-01
-2.49884468e-01 -4.09667324e-01 -1.74320597e-01 -4.10058653e-01
-1.97311453e-01]
[ -4.73140843e-01 -3.52425037e-01 -3.75711540e-01 -1.55517851e-01
-3.38325000e-01 -2.14533524e-01 -1.20589007e-01 -4.22487877e-01
-2.84831228e-01 -4.39545906e-01 -1.41912118e-01 -1.53777998e-01
-1.69004603e-01]
[ -9.50621614e-01 -9.14410665e-01 -9.76929233e-01 -7.16447240e-01
-1.00211416e+00 -9.77995376e-01 -6.65303657e-01 -6.60727480e-01
-7.70657103e-01 -5.84553932e-01 -6.61622719e-01 -4.45174505e-01
-4.50881368e-01]
[ -5.03949089e-01 -2.69990021e-01 -4.61400606e-01 -3.18437886e-01
-3.53329195e-01 -3.55784574e-01 -5.27323432e-01 -5.36950171e-01
-6.19958937e-01 -1.01400730e-01 -4.29488418e-01 -5.72901161e-01
-3.76936002e-01]
[ -1.17410793e-01 2.58322094e-02 -3.33509844e-01 -3.88151261e-01
-1.02887587e-01 -7.18697537e-02 -1.42191681e-01 -2.63198444e-01
-1.34111190e-01 1.36696269e-01 -3.65154641e-01 -6.10793940e-01
-2.29738581e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60847402e-01 -1.06429034e-01 1.62300962e-01 -2.41851085e-01
-1.23073643e-01 1.13506365e-01 -1.41972697e-01 -4.56395181e-03
-9.51803217e-02 5.10615204e-02 -1.24873877e-01 -2.75597613e-01
3.64529224e-02]
[ -8.14632640e-02 -2.64185939e-01 -1.76139454e-01 -2.95587092e-01
-4.81338059e-01 -8.44024431e-02 -2.17411126e-02 2.75574396e-02
-4.45539945e-02 4.12295101e-02 -1.93896021e-01 -2.86408437e-01
-2.18571699e-01]
[ -7.51957343e-02 7.04733641e-04 -2.42535556e-01 -2.35874656e-01
1.38552412e-01 -1.63149767e-01 -1.75254147e-01 3.53349092e-02
-7.65761967e-03 -1.51311017e-02 -1.68972899e-01 3.11713161e-02
-6.00379612e-03]
[ 2.88736094e-02 -1.57823516e-01 -1.51645046e-01 -3.95466895e-02
-1.17102946e-01 -1.07153444e-01 7.14929061e-02 -1.70887512e-01
-4.32639359e-02 -4.47570609e-02 1.29512290e-02 -1.25570249e-01
4.16422517e-02]
[ -2.84073364e-01 -1.44360174e-01 -7.12017293e-02 -9.74449948e-02
-3.06697060e-01 -2.72330042e-01 -3.55669341e-01 6.21429957e-02
-2.93205673e-01 -2.04107554e-01 1.80788509e-01 7.56376486e-03
3.09889898e-01]
[ -2.15473639e-01 -1.30066331e-01 -7.95559685e-02 -7.16675941e-02
-8.45972622e-02 -1.14740603e-01 -3.17118642e-02 7.65673434e-02
-9.65034828e-02 2.91514367e-02 2.04441883e-02 -1.71325296e-01
6.47188284e-02]
[ -1.53571533e-01 -6.28503008e-02 -2.23847393e-01 -3.26985997e-01
-1.47549515e-01 -1.98777072e-01 -2.43470180e-01 -6.57727930e-02
1.84636802e-01 -1.62323543e-01 -3.03975696e-01 -2.74564718e-01
-1.17026131e-01]
[ -3.66538585e-01 -6.95369760e-02 -1.44783467e-01 -1.69138462e-01
-5.34161302e-02 -3.10423002e-01 6.90086260e-02 -4.75635658e-02
-1.02173554e-01 1.04013435e-01 1.97206392e-03 -1.28744656e-01
-1.46094155e-01]
[ -1.69000216e-01 -1.52559542e-01 -4.57015741e-02 -1.28648092e-01
-1.32889150e-01 -2.93217895e-01 -5.61385958e-02 -1.01502458e-01
-2.55682614e-01 5.03794518e-02 2.20469186e-01 6.56575611e-02
-1.92631100e-01]
[ -1.38082144e-01 -1.75023080e-01 -1.12546208e-01 -2.69551505e-01
9.32510896e-02 -1.78535396e-02 -2.15402348e-01 -1.51812677e-01
9.18081452e-02 -1.05260420e-01 -1.47225359e-01 -1.15156573e-01
-3.24914528e-01]
[ -4.45680604e-02 -3.29733176e-02 -1.47794051e-01 -3.93722303e-02
-2.28200987e-01 6.31620022e-02 -8.69683431e-02 -4.51952072e-02
-2.32866229e-01 -7.79628698e-02 -6.88660466e-02 -3.00338162e-01
-1.68097357e-01]
[ -7.35870284e-02 3.35379651e-02 -1.30172043e-01 -2.91067368e-01
1.26925616e-01 2.07829497e-02 -2.37615778e-01 -1.86426592e-01
1.04704733e-01 -8.32254133e-02 -2.51390806e-01 -1.80726754e-01
-2.88053698e-01]
[ 8.40013348e-02 -3.16911001e-01 -7.92455970e-02 -4.35785391e-01
-2.26780920e-01 -8.78215571e-02 7.54922970e-02 1.18640938e-01
1.01310586e-02 3.08110866e-01 -4.98544610e-01 -6.55945728e-01
4.02298429e-01]
[ -2.17588477e-01 -2.56604296e-01 -1.25430047e-01 -2.97086192e-01
-3.08716732e-01 -9.17684404e-02 2.16198725e-01 5.71066223e-02
3.11423170e-01 5.72616440e-02 -3.84692605e-01 -8.60384541e-01
6.12744516e-01]
[ -8.42522993e-03 -1.95560049e-01 2.71860983e-02 -2.90833518e-01
-1.75670580e-01 1.67603052e-01 2.00310864e-01 2.61531752e-01
-1.36748762e-02 2.50528913e-01 -1.84656961e-01 -8.72081196e-01
6.70091040e-01]
[ 6.73677710e-03 -5.09899647e-02 -1.19740647e-01 -1.09803053e-01
-1.81012179e-01 -4.50801065e-02 2.83072818e-01 1.67220340e-01
2.56699178e-01 3.77692474e-01 -4.43166412e-01 -7.43081446e-01
6.72489502e-01]
[ -7.91318925e-02 -2.84440833e-01 6.34721148e-02 -3.57447385e-01
-1.51130037e-01 1.18497093e-01 3.55641749e-01 1.36481488e-01
-5.89507716e-02 1.73458187e-01 -5.32990006e-01 -7.90993017e-01
7.90981870e-01]
[ 1.23830518e-01 -9.32037119e-02 2.01309160e-02 -1.65301273e-01
-8.37496384e-02 -1.66597313e-02 2.38445251e-01 3.59357489e-01
4.02297342e-01 2.72130804e-01 -5.23908687e-01 -6.74876905e-01
4.88024228e-01]
[ -9.21579868e-03 -1.28578058e-01 1.87615913e-02 2.63156771e-02
-8.30721473e-02 -2.83550587e-01 1.42472345e-02 2.86764651e-01
-3.28638492e-02 6.35637933e-02 -2.26723599e-01 -6.13651896e-01
2.22227677e-01]
[ 7.71919709e-02 1.23531595e-01 -3.05188325e-03 9.45081467e-02
-8.13108547e-02 -5.95578394e-02 -2.19570861e-01 -2.03395085e-01
-2.97321498e-01 -1.79159052e-01 -1.41687697e-01 3.43561939e-01
-1.84805333e-01]
[ 3.81167831e-02 -7.77740755e-02 1.37432436e-01 2.05378968e-01
2.60412686e-01 8.78924232e-03 -4.12220085e-01 -3.73671089e-01
-1.24711330e-01 -5.30478673e-01 1.85937676e-01 1.03090569e+00
-4.63897252e-01]
[ 3.50833679e-02 8.06188914e-02 -2.11414315e-01 4.46838478e-02
3.08272789e-02 -3.70777106e-04 -1.59974605e-01 -3.26198453e-01
-2.87207236e-01 -1.79172058e-01 -5.17308977e-02 -4.21464965e-02
-1.74043509e-01]
[ -5.48775077e-02 -2.14315730e-01 6.52288412e-02 9.77426129e-02
-1.32315203e-01 -1.33660155e-01 3.54546300e-02 -9.83740985e-03
7.92316079e-02 -3.67689517e-01 -3.00737992e-01 -2.41506599e-01
1.91960743e-02]
[ 1.62730723e-02 -2.76958747e-01 6.35973245e-02 -2.32394173e-01
-1.95947533e-01 -2.30809344e-01 -2.43510114e-01 7.85052822e-02
8.47097761e-03 1.44117489e-01 -1.77868318e-01 2.68067791e-02
-2.12620545e-02]
[ 1.73565924e-01 5.27999089e-02 -1.02773876e-01 -2.03709061e-01
-5.68492616e-02 -1.01285257e-01 -1.82120597e-01 4.01651441e-02
-1.90723161e-01 -2.23947883e-01 -1.71449673e-01 1.75025382e-01
-1.18649090e-01]
[ -1.71544426e-01 -1.82124675e-01 -1.09036614e-01 -1.77038597e-01
-5.00817858e-02 2.72991654e-02 -1.85930668e-01 -1.79915973e-01
-1.40055756e-01 -5.61037266e-04 -1.86238044e-01 8.19912031e-02
-2.55281937e-01]
[ -3.27770976e-02 -2.13447824e-01 -1.56486904e-01 -1.90169621e-01
-5.32619294e-02 4.47942528e-02 -3.33651146e-02 -9.54357214e-03
-2.15495166e-01 -2.54938067e-01 -3.49284685e-02 -7.39091758e-02
-7.33763682e-02]
[ 1.15862985e-01 7.70663455e-02 -6.97932507e-03 -1.49334338e-01
-3.26020994e-01 8.62753065e-03 -1.45292928e-01 -2.53579644e-01
-3.12376882e-01 5.82497934e-02 -1.05439077e-01 -3.78987367e-02
-6.34460259e-02]
[ -6.35784117e-02 -9.46039165e-03 -2.83549392e-01 -1.09326196e-03
6.81122311e-02 1.55926815e-01 -2.31788280e-01 -1.73388580e-01
-5.54381338e-02 -5.50270824e-02 1.57231772e-01 4.65916595e-01
-5.75028413e-02]
[ 1.03480255e-01 3.62083897e-01 -2.08143474e-01 6.55679007e-01
1.26968872e-01 -2.30029606e-03 -2.65218074e-01 -4.11204020e-01
-2.73004639e-01 -4.22921286e-01 7.06996586e-01 1.01866232e+00
-7.43160443e-01]
[ -3.31820727e-02 1.95883461e-01 3.96129989e-02 2.12650235e-01
1.00664210e-02 -7.00124946e-02 -3.06487127e-01 -3.97070321e-01
-3.01273836e-01 -3.14199486e-01 4.87359800e-01 1.09936910e+00
-6.89653284e-01]
[ -5.13388308e-02 -1.19148992e-01 -1.60883746e-01 2.88464005e-01
-1.63932730e-01 2.33151103e-01 -1.03945656e-01 -2.64450639e-01
-2.60930621e-01 -4.89339346e-01 1.91770740e-01 4.65301711e-01
-3.40846228e-01]
[ 7.86069395e-02 -3.80812675e-01 -5.27647053e-02 -2.92755441e-02
-1.09677796e-01 2.00263029e-01 7.51750359e-02 1.59533040e-01
-1.65453216e-01 -4.99051268e-02 -6.66042089e-02 3.21353158e-01
-1.85571039e-01]
[ 2.03511475e-01 -2.91995419e-01 -1.21968179e-01 -8.63496576e-02
-2.08316363e-01 1.22010860e-01 1.50039404e-02 -1.56210256e-01
-5.20045209e-02 -1.12607873e-01 -1.31220129e-01 -1.67824728e-01
-1.04696179e-01]
[ -1.35097051e-01 -8.06155880e-02 3.84231533e-02 -2.53219361e-01
-5.72665365e-02 -1.40960163e-01 5.01798056e-02 -1.50141941e-02
-7.51848962e-02 -1.26638907e-02 -3.07633588e-01 -4.36658582e-01
-2.74390609e-02]
[ -1.39959398e-01 -1.38892574e-01 -6.72960194e-02 -2.58540384e-01
-3.47595164e-01 -2.88049693e-01 1.53517795e-01 1.20518316e-01
2.32726773e-02 1.00018590e-01 -2.24496227e-01 -7.19328802e-01
1.32078142e-02]
[ -1.66488822e-01 -2.30980606e-01 -2.98397383e-01 -3.62230605e-01
-2.73410777e-01 -2.08885161e-01 -3.18778142e-01 1.04862594e-01
-3.03725507e-02 -3.60354215e-01 -3.27249314e-01 -3.77563306e-01
-3.01648212e-01]
[ -1.09076831e-01 1.17747067e-01 2.43074591e-02 -5.36844151e-03
-2.15837628e-01 -1.69300663e-01 -9.41487006e-02 2.65114682e-02
-8.87954047e-02 -1.61139856e-01 -1.72746054e-01 -2.56834543e-01
-5.62498653e-02]
[ -3.50212427e-01 -1.25920508e-01 -2.70565370e-01 1.25010767e-01
-2.05996206e-01 -2.26749906e-01 -6.13363776e-02 -1.40747118e-01
4.73901631e-02 -4.00970748e-02 4.55955446e-02 -3.34880315e-01
-5.04999685e-05]
[ -1.27920131e-01 -3.19064535e-02 -2.57893267e-01 4.17555597e-02
-2.14768879e-01 -2.77726940e-01 -3.74538467e-01 -5.83365231e-02
6.45836801e-03 -2.34754731e-01 -2.29259920e-01 -2.72625957e-01
-4.74440939e-02]
[ -2.16513435e-01 -5.38649627e-01 -3.31732322e-01 -3.36382169e-01
-3.34484032e-01 -2.26688737e-01 1.15045961e-02 -2.71865475e-01
1.01265395e-01 -2.20820218e-01 -1.87080065e-01 -1.72919523e-01
-4.59095197e-02]
[ -2.13347011e-01 -2.97972936e-01 -3.14090490e-01 -1.39145858e-01
-9.62507318e-02 -1.47511851e-01 -8.05747376e-02 2.60980954e-03
-1.87912465e-01 -4.99460300e-01 -2.42455297e-01 -1.65687573e-01
4.98644661e-02]
[ -1.22541263e-01 2.00441471e-02 -2.40377709e-01 -4.28449836e-01
-2.34232459e-01 -2.59859620e-01 -5.06521385e-02 -3.28522742e-01
5.70595256e-02 -5.54668176e-02 -3.33944783e-01 -7.99155728e-02
-3.29325106e-01]]
Progress: 11.8% ... Training loss: 0.263 ... Validation loss: 0.448[[-0.03602157]
[ 0.31371081]
[-0.16616299]
[ 0.83516319]
[ 0.30064379]
[-0.00652954]
[-0.88155036]
[-1.00740038]
[-0.72462912]
[-1.03257618]
[ 1.13226011]
[ 2.82251187]
[-1.71811447]]
[[ -5.35539996e-01 -5.04475371e-01 -5.81330566e-01 -1.49633714e-01
-3.07973515e-01 -5.88930714e-01 -3.65425915e-01 -3.47079687e-01
-5.38561154e-01 -4.50942637e-01 5.29257462e-02 4.89513580e-01
-1.51291581e-01]
[ 5.98467440e-03 -1.39659894e-01 5.20395387e-02 -3.31961549e-02
-4.42368517e-02 5.89855471e-02 -1.16685173e-01 2.37720171e-01
-1.23001449e-01 -1.60297039e-01 -5.35776271e-02 -5.43169095e-02
1.04291008e-01]
[ -1.98680935e-01 1.42483326e-01 -1.56448360e-02 1.67092776e-01
1.08143802e-01 -1.13769839e-01 1.58333696e-01 -4.41383473e-02
2.84562796e-01 -6.95292882e-02 3.16678888e-01 7.83430716e-01
5.63053971e-01]
[ 1.78152416e-01 -2.50416276e-01 -2.79939729e-01 -3.51372439e-02
-3.03882681e-01 -3.76077001e-04 1.59202496e-02 -3.84835016e-01
1.30635500e-01 -3.53107944e-01 -2.14916348e-01 -2.79431192e-01
-6.31333242e-02]
[ 1.06122514e-01 2.29551253e-02 1.03728872e-01 3.00439918e-02
-1.65087217e-02 7.01005488e-02 -8.53404602e-02 5.71693535e-02
1.35466873e-02 1.82077433e-01 1.29256182e-01 -5.16065390e-02
-1.03872016e-01]
[ -4.84450053e-01 -5.80593919e-01 -6.05113063e-01 -5.60894487e-01
-5.74439985e-01 -5.63061687e-01 -3.15521411e-01 -1.88476783e-01
-4.39642514e-01 -2.70135260e-01 -4.40968322e-01 -6.46549999e-01
-3.61977515e-01]
[ -4.17069163e-01 -5.73209292e-01 -3.22449344e-01 -3.38764506e-01
-4.03224783e-01 -5.59289504e-01 -4.30935132e-01 -4.66218128e-01
-2.95259033e-01 -1.95484788e-01 -4.10585849e-01 -2.45331052e-01
-2.19962693e-01]
[ -3.19033214e-01 -3.49820849e-01 -4.62888818e-01 -2.09644453e-01
-3.12330921e-01 -4.12257679e-01 -2.12973052e-01 -1.42688513e-01
-2.46183471e-01 -4.05294765e-01 -1.80666079e-01 -4.30675363e-01
-1.87964983e-01]
[ -4.73100316e-01 -3.52240096e-01 -3.75608707e-01 -1.55099975e-01
-3.38334036e-01 -2.14527332e-01 -1.20470699e-01 -4.21969039e-01
-2.84679745e-01 -4.39473721e-01 -1.42271717e-01 -1.60508888e-01
-1.70009017e-01]
[ -9.50561979e-01 -9.14463060e-01 -9.76742245e-01 -7.16802092e-01
-1.00225883e+00 -9.77988551e-01 -6.62423787e-01 -6.56490435e-01
-7.68282575e-01 -5.81235091e-01 -6.64453251e-01 -4.70248554e-01
-4.44319799e-01]
[ -5.03981208e-01 -2.70032751e-01 -4.61440717e-01 -3.17698274e-01
-3.53209469e-01 -3.55789638e-01 -5.28954911e-01 -5.38323194e-01
-6.20306300e-01 -1.03114657e-01 -4.28281421e-01 -5.68750695e-01
-3.80421894e-01]
[ -1.17436454e-01 2.60578692e-02 -3.33643087e-01 -3.87616340e-01
-1.02766283e-01 -7.18768365e-02 -1.43417921e-01 -2.64272018e-01
-1.34965302e-01 1.35440297e-01 -3.65058860e-01 -6.13807749e-01
-2.31369439e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60862994e-01 -1.06326066e-01 1.62225860e-01 -2.41413342e-01
-1.22916606e-01 1.13501916e-01 -1.42067108e-01 -5.25489276e-03
-9.52563731e-02 5.05392651e-02 -1.24292972e-01 -2.74043811e-01
3.64234957e-02]
[ -8.14894252e-02 -2.64208230e-01 -1.76160742e-01 -2.95719886e-01
-4.81364127e-01 -8.44057845e-02 -2.18329830e-02 2.77832836e-02
-4.49685649e-02 4.10176142e-02 -1.94617548e-01 -2.91037058e-01
-2.18615151e-01]
[ -7.52063217e-02 1.05236366e-03 -2.42616306e-01 -2.34502042e-01
1.38998275e-01 -1.63153730e-01 -1.76100387e-01 3.39041899e-02
-8.17092395e-03 -1.67002781e-02 -1.66520382e-01 3.60475408e-02
-8.78484984e-03]
[ 2.89191619e-02 -1.58194025e-01 -1.51405280e-01 -4.09809387e-02
-1.17497979e-01 -1.07147187e-01 7.26271017e-02 -1.68906728e-01
-4.25113379e-02 -4.22275612e-02 1.00858239e-02 -1.33883656e-01
4.53135248e-02]
[ -2.84084716e-01 -1.44190877e-01 -7.13093483e-02 -9.74284086e-02
-3.06546336e-01 -2.72330774e-01 -3.54982958e-01 6.16303851e-02
-2.93203863e-01 -2.04202745e-01 1.81729806e-01 8.70651509e-03
3.10735397e-01]
[ -2.15556719e-01 -1.29167650e-01 -8.00452960e-02 -6.83288744e-02
-8.36272623e-02 -1.14759789e-01 -3.47376880e-02 7.28367645e-02
-9.88098325e-02 2.52170476e-02 2.52395929e-02 -1.62726384e-01
5.63676352e-02]
[ -1.53492580e-01 -6.41329700e-02 -2.23389307e-01 -3.30490957e-01
-1.48722895e-01 -1.98758925e-01 -2.40012154e-01 -6.04856898e-02
1.88831446e-01 -1.58006439e-01 -3.10372952e-01 -2.94580845e-01
-1.05569432e-01]
[ -3.66535718e-01 -6.96983558e-02 -1.44725676e-01 -1.69885356e-01
-5.36437955e-02 -3.10421643e-01 6.95364638e-02 -4.65212559e-02
-1.01883101e-01 1.04709823e-01 6.01224583e-04 -1.32345087e-01
-1.43816236e-01]
[ -1.68979810e-01 -1.52268220e-01 -4.56425118e-02 -1.27508007e-01
-1.32739398e-01 -2.93215547e-01 -5.69074063e-02 -1.00916528e-01
-2.56092382e-01 5.04071798e-02 2.20825831e-01 6.01650757e-02
-1.95714021e-01]
[ -1.38049887e-01 -1.75184078e-01 -1.12407435e-01 -2.69983130e-01
9.30222339e-02 -1.78460573e-02 -2.15361029e-01 -1.51301864e-01
9.21551358e-02 -1.04747171e-01 -1.47774540e-01 -1.16279879e-01
-3.25354376e-01]
[ -4.45945086e-02 -3.27029052e-02 -1.47923116e-01 -3.85777723e-02
-2.27966752e-01 6.31539013e-02 -8.78521632e-02 -4.63799402e-02
-2.33502482e-01 -7.90594237e-02 -6.77395436e-02 -2.97426589e-01
-1.69830081e-01]
[ -7.35919878e-02 3.35860358e-02 -1.30208738e-01 -2.90997370e-01
1.26965366e-01 2.07818062e-02 -2.37730413e-01 -1.86719344e-01
1.04647589e-01 -8.35309769e-02 -2.51267626e-01 -1.80573031e-01
-2.88399649e-01]
[ 8.39945482e-02 -3.16887309e-01 -7.93017755e-02 -4.36029028e-01
-2.26794107e-01 -8.78232201e-02 7.57027603e-02 1.18488428e-01
1.02657172e-02 3.07901414e-01 -4.98732687e-01 -6.57554245e-01
4.03208394e-01]
[ -2.17592231e-01 -2.56609180e-01 -1.25431081e-01 -2.97082844e-01
-3.08736480e-01 -9.17690054e-02 2.16214491e-01 5.71505371e-02
3.11425304e-01 5.72199720e-02 -3.84803225e-01 -8.61282987e-01
6.13058175e-01]
[ -8.42691644e-03 -1.95480799e-01 2.71556517e-02 -2.91048808e-01
-1.75594736e-01 1.67601609e-01 2.00453534e-01 2.61599272e-01
-1.36912280e-02 2.50293690e-01 -1.85076884e-01 -8.73843695e-01
6.71326245e-01]
[ 6.71540602e-03 -5.08617964e-02 -1.19777679e-01 -1.09708575e-01
-1.80946736e-01 -4.50841137e-02 2.82683296e-01 1.66767295e-01
2.56340055e-01 3.77146353e-01 -4.43280014e-01 -7.44140652e-01
6.72386150e-01]
[ -7.91486152e-02 -2.84298425e-01 6.33790964e-02 -3.57112893e-01
-1.50970564e-01 1.18491996e-01 3.55080491e-01 1.35891629e-01
-5.94167980e-02 1.72753722e-01 -5.32586800e-01 -7.90470037e-01
7.90029811e-01]
[ 1.23802458e-01 -9.30405864e-02 2.00379865e-02 -1.65013881e-01
-8.35775904e-02 -1.66657958e-02 2.37767217e-01 3.58928444e-01
4.01807911e-01 2.71456715e-01 -5.23771539e-01 -6.75626907e-01
4.87574094e-01]
[ -9.19594178e-03 -1.28746409e-01 1.88316761e-02 2.57720987e-02
-8.32242354e-02 -2.83547750e-01 1.49652807e-02 2.87762176e-01
-3.21351836e-02 6.41852696e-02 -2.27532232e-01 -6.16253376e-01
2.24178816e-01]
[ 7.72856734e-02 1.22887911e-01 -2.77531452e-03 9.26178617e-02
-8.18371992e-02 -5.95430942e-02 -2.17428714e-01 -2.00215719e-01
-2.95978180e-01 -1.76271601e-01 -1.44879054e-01 3.32840518e-01
-1.81254798e-01]
[ 3.81676667e-02 -7.80758148e-02 1.37607670e-01 2.04969977e-01
2.60107295e-01 8.79953251e-03 -4.11559291e-01 -3.72493944e-01
-1.23896747e-01 -5.29695142e-01 1.84943019e-01 1.02837714e+00
-4.64842397e-01]
[ 3.50557915e-02 8.07970058e-02 -2.11485316e-01 4.53414297e-02
3.10177164e-02 -3.76164594e-04 -1.60806285e-01 -3.27028323e-01
-2.87742861e-01 -1.80053373e-01 -5.08059906e-02 -3.99453248e-02
-1.75553207e-01]
[ -5.48657411e-02 -2.14396413e-01 6.53344887e-02 9.68881743e-02
-1.32484472e-01 -1.33657443e-01 3.58448881e-02 -8.89188926e-03
7.93566645e-02 -3.66918380e-01 -3.01955309e-01 -2.44212188e-01
2.05047306e-02]
[ 1.62908322e-02 -2.77318499e-01 6.37163336e-02 -2.33606845e-01
-1.96301503e-01 -2.30806296e-01 -2.42494632e-01 8.01977455e-02
9.70204899e-03 1.45295603e-01 -1.79929484e-01 2.22986150e-02
-1.77583933e-02]
[ 1.73573587e-01 5.27734955e-02 -1.02783430e-01 -2.03716001e-01
-5.69085704e-02 -1.01283327e-01 -1.81681692e-01 3.97457604e-02
-1.90626569e-01 -2.23784571e-01 -1.70805119e-01 1.75676426e-01
-1.19623535e-01]
[ -1.71524553e-01 -1.82978636e-01 -1.08790775e-01 -1.79631351e-01
-5.09012464e-02 2.73032498e-02 -1.83628451e-01 -1.77265853e-01
-1.37404354e-01 1.87917510e-03 -1.91138167e-01 7.04385511e-02
-2.46675757e-01]
[ -3.28254488e-02 -2.12986586e-01 -1.56646924e-01 -1.89391682e-01
-5.28540411e-02 4.47846239e-02 -3.43751848e-02 -1.09084532e-02
-2.16180285e-01 -2.56243479e-01 -3.36366989e-02 -7.09394166e-02
-7.49289144e-02]
[ 1.15921791e-01 7.64872230e-02 -6.77574504e-03 -1.50913893e-01
-3.26476175e-01 8.63830702e-03 -1.43707969e-01 -2.52010975e-01
-3.11090177e-01 6.00730859e-02 -1.07752584e-01 -4.27366711e-02
-6.01772988e-02]
[ -6.35339798e-02 -1.00418377e-02 -2.83332377e-01 -2.65468457e-03
6.76410993e-02 1.55937745e-01 -2.30633352e-01 -1.71403376e-01
-5.41915646e-02 -5.29276135e-02 1.54642484e-01 4.59163960e-01
-5.38281322e-02]
[ 1.03397981e-01 3.63557307e-01 -2.08517202e-01 6.61326645e-01
1.28284450e-01 -2.31622421e-03 -2.68570451e-01 -4.14837473e-01
-2.76013825e-01 -4.26143427e-01 7.14683563e-01 1.03005387e+00
-7.52937849e-01]
[ -3.31753953e-02 1.96028595e-01 3.95299509e-02 2.13441097e-01
1.02617680e-02 -7.00125220e-02 -3.07042726e-01 -3.98023183e-01
-3.01553957e-01 -3.14837048e-01 4.88828009e-01 1.09976260e+00
-6.91927929e-01]
[ -5.13418452e-02 -1.19080951e-01 -1.60911620e-01 2.88831533e-01
-1.63857717e-01 2.33150973e-01 -1.03993816e-01 -2.64510632e-01
-2.61048851e-01 -4.89573481e-01 1.92299415e-01 4.66301899e-01
-3.41523902e-01]
[ 7.85770765e-02 -3.80538728e-01 -5.28877867e-02 -2.79715934e-02
-1.09372464e-01 2.00257148e-01 7.39744164e-02 1.58211953e-01
-1.66262715e-01 -5.12188176e-02 -6.48322296e-02 3.25722648e-01
-1.88490725e-01]
[ 2.03517394e-01 -2.92011584e-01 -1.21949252e-01 -8.63112747e-02
-2.08339413e-01 1.22011917e-01 1.51372611e-02 -1.56106172e-01
-5.19430633e-02 -1.12536486e-01 -1.31115880e-01 -1.67399184e-01
-1.04643444e-01]
[ -1.35107719e-01 -8.05138451e-02 3.83691258e-02 -2.52847023e-01
-5.71837210e-02 -1.40962073e-01 4.98315601e-02 -1.54663807e-02
-7.55192563e-02 -1.31233737e-02 -3.07123032e-01 -4.35511961e-01
-2.84735712e-02]
[ -1.40014755e-01 -1.38384107e-01 -6.75013212e-02 -2.57187066e-01
-3.47175892e-01 -2.88059693e-01 1.51605558e-01 1.18555410e-01
2.18265878e-02 9.79929095e-02 -2.22587942e-01 -7.16050940e-01
9.44876239e-03]
[ -1.66281176e-01 -2.32072417e-01 -2.97961442e-01 -3.66767905e-01
-2.74708912e-01 -2.08851585e-01 -3.14821716e-01 1.08199701e-01
-2.67019505e-02 -3.57806228e-01 -3.33048380e-01 -3.96888466e-01
-2.96695805e-01]
[ -1.09007381e-01 1.16772210e-01 2.47397122e-02 -8.07864235e-03
-2.16598185e-01 -1.69287301e-01 -9.21538519e-02 2.98299461e-02
-8.68980810e-02 -1.57308283e-01 -1.77126856e-01 -2.68381741e-01
-4.94134523e-02]
[ -3.50282797e-01 -1.25404367e-01 -2.70720622e-01 1.26902571e-01
-2.05570261e-01 -2.26763180e-01 -6.38013972e-02 -1.42376071e-01
4.55708277e-02 -4.17751079e-02 4.77678876e-02 -3.30723386e-01
-4.71918964e-03]
[ -1.28050112e-01 -3.08353103e-02 -2.58334842e-01 4.59225157e-02
-2.13874688e-01 -2.77750270e-01 -3.76397055e-01 -6.05385299e-02
5.05378209e-03 -2.37737052e-01 -2.25108499e-01 -2.68650200e-01
-5.06706826e-02]
[ -2.16543997e-01 -5.38409871e-01 -3.31790688e-01 -3.35052831e-01
-3.34258664e-01 -2.26693791e-01 1.03960077e-02 -2.72008593e-01
1.00487673e-01 -2.20866823e-01 -1.85842581e-01 -1.74376478e-01
-4.77955280e-02]
[ -2.13375898e-01 -2.97854995e-01 -3.14182413e-01 -1.38708611e-01
-9.59411852e-02 -1.47518053e-01 -8.06629112e-02 2.57974639e-03
-1.87960140e-01 -4.99932353e-01 -2.42505866e-01 -1.69372437e-01
5.01792172e-02]
[ -1.22556703e-01 2.02963709e-02 -2.40485156e-01 -4.28107997e-01
-2.33932459e-01 -2.59864020e-01 -5.10608937e-02 -3.29383739e-01
5.67139732e-02 -5.63184223e-02 -3.32803350e-01 -7.59714726e-02
-3.30202570e-01]]
Progress: 11.8% ... Training loss: 0.260 ... Validation loss: 0.453[[-0.04678096]
[ 0.30921503]
[-0.17093003]
[ 0.83822299]
[ 0.29863586]
[-0.01653126]
[-0.88793678]
[-1.00846188]
[-0.735399 ]
[-1.03649715]
[ 1.13845124]
[ 2.84132531]
[-1.71860073]]
[[ -5.35659072e-01 -5.01905943e-01 -5.82154774e-01 -1.40238866e-01
-3.05260554e-01 -5.88952801e-01 -3.69946983e-01 -3.55395237e-01
-5.42347189e-01 -4.56927031e-01 6.72921881e-02 5.27153428e-01
-1.66383492e-01]
[ 6.00311479e-03 -1.39861244e-01 5.21400791e-02 -3.38636526e-02
-4.44040854e-02 5.89885299e-02 -1.16377892e-01 2.38384107e-01
-1.22658945e-01 -1.59344436e-01 -5.46986838e-02 -5.57318076e-02
1.05672181e-01]
[ -1.98821182e-01 1.43591977e-01 -1.62456073e-02 1.72041420e-01
1.09636991e-01 -1.13800091e-01 1.53530760e-01 -5.13204710e-02
2.82344412e-01 -7.45972399e-02 3.23297042e-01 8.08777221e-01
5.52756650e-01]
[ 1.78492667e-01 -2.53244718e-01 -2.78424115e-01 -4.54470434e-02
-3.06874451e-01 -3.17822626e-04 2.66473242e-02 -3.72484135e-01
1.38185513e-01 -3.39232385e-01 -2.32729488e-01 -3.17036547e-01
-3.94962393e-02]
[ 1.06310922e-01 2.11997127e-02 1.04432420e-01 2.44992856e-02
-1.79232960e-02 7.01319425e-02 -8.13357163e-02 6.11724336e-02
1.80202575e-02 1.88331034e-01 1.21599881e-01 -6.15341353e-02
-9.10415695e-02]
[ -4.84461555e-01 -5.80831762e-01 -6.05016502e-01 -5.60877806e-01
-5.74519194e-01 -5.63060252e-01 -3.15738698e-01 -1.88115911e-01
-4.39857119e-01 -2.69732125e-01 -4.40986449e-01 -6.44540338e-01
-3.62994428e-01]
[ -4.17017624e-01 -5.72861285e-01 -3.22594798e-01 -3.36217806e-01
-4.02573059e-01 -5.59284312e-01 -4.31641797e-01 -4.69466449e-01
-2.95062819e-01 -1.95872988e-01 -4.05508798e-01 -2.34659054e-01
-2.25009363e-01]
[ -3.19048432e-01 -3.49369256e-01 -4.62978137e-01 -2.07131413e-01
-3.11770455e-01 -4.12262164e-01 -2.14126402e-01 -1.44073274e-01
-2.46726599e-01 -4.06644441e-01 -1.77515039e-01 -4.15607632e-01
-1.91658752e-01]
[ -4.72877445e-01 -3.53632663e-01 -3.74868915e-01 -1.60007215e-01
-3.39953248e-01 -2.14484577e-01 -1.14348176e-01 -4.16428490e-01
-2.79380608e-01 -4.34478847e-01 -1.49220292e-01 -1.84277648e-01
-1.59732999e-01]
[ -9.50381862e-01 -9.14992237e-01 -9.76412773e-01 -7.15658119e-01
-1.00261234e+00 -9.77955060e-01 -6.59064623e-01 -6.55778698e-01
-7.64554356e-01 -5.79071511e-01 -6.60605320e-01 -4.62143504e-01
-4.44812420e-01]
[ -5.04062735e-01 -2.69742362e-01 -4.61617891e-01 -3.16882337e-01
-3.52689183e-01 -3.55801685e-01 -5.30185894e-01 -5.39176905e-01
-6.21517193e-01 -1.04172844e-01 -4.27705711e-01 -5.63952739e-01
-3.81724343e-01]
[ -1.17287357e-01 2.54658476e-02 -3.33193805e-01 -3.89407070e-01
-1.03419289e-01 -7.18533832e-02 -1.41500881e-01 -2.62861707e-01
-1.32745010e-01 1.37995039e-01 -3.68221112e-01 -6.22730125e-01
-2.29055704e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60764843e-01 -1.06984121e-01 1.62591338e-01 -2.43209609e-01
-1.23551685e-01 1.13519619e-01 -1.40236131e-01 -2.37634543e-03
-9.38578136e-02 5.31890761e-02 -1.26640451e-01 -2.78335805e-01
3.89556655e-02]
[ -8.15600797e-02 -2.63836497e-01 -1.76406991e-01 -2.94646429e-01
-4.81044325e-01 -8.44168873e-02 -2.34530376e-02 2.52518918e-02
-4.61702884e-02 3.84350648e-02 -1.92863085e-01 -2.87969392e-01
-2.21183857e-01]
[ -7.52306775e-02 1.01771115e-03 -2.42604427e-01 -2.34049000e-01
1.39146531e-01 -1.63157336e-01 -1.76096291e-01 3.43193225e-02
-8.19907334e-03 -1.57688822e-02 -1.66284134e-01 3.79859501e-02
-8.58595214e-03]
[ 2.89626859e-02 -1.58264751e-01 -1.51365997e-01 -4.02274676e-02
-1.17434016e-01 -1.07140783e-01 7.31863041e-02 -1.69081610e-01
-4.16496857e-02 -4.16424312e-02 1.13781373e-02 -1.30782901e-01
4.58570748e-02]
[ -2.84072475e-01 -1.44231473e-01 -7.13335240e-02 -9.72887496e-02
-3.06492917e-01 -2.72329213e-01 -3.55352367e-01 6.03953096e-02
-2.93394646e-01 -2.04162174e-01 1.82710797e-01 1.34475661e-02
3.08593061e-01]
[ -2.15575229e-01 -1.28686221e-01 -8.02245567e-02 -6.64907777e-02
-8.30353240e-02 -1.14764667e-01 -3.60327866e-02 7.08155241e-02
-9.96113637e-02 2.37949032e-02 2.81442681e-02 -1.59394279e-01
5.21654428e-02]
[ -1.53440403e-01 -6.53087681e-02 -2.23084284e-01 -3.33240222e-01
-1.49676396e-01 -1.98748780e-01 -2.37587807e-01 -5.79031367e-02
1.91190198e-01 -1.55635360e-01 -3.14375477e-01 -2.98808999e-01
-9.98865840e-02]
[ -3.66599985e-01 -6.79985588e-02 -1.45172007e-01 -1.64349119e-01
-5.20442722e-02 -3.10436133e-01 6.48386978e-02 -5.17404521e-02
-1.05397716e-01 9.99092851e-02 8.98639708e-03 -1.12388770e-01
-1.56431989e-01]
[ -1.68960904e-01 -1.52415467e-01 -4.55404406e-02 -1.28194955e-01
-1.32964589e-01 -2.93211943e-01 -5.50835930e-02 -9.92532373e-02
-2.55050916e-01 5.18982395e-02 2.18988287e-01 5.77655864e-02
-1.91248180e-01]
[ -1.37872592e-01 -1.76426878e-01 -1.11725362e-01 -2.73972960e-01
9.15077668e-02 -1.78090385e-02 -2.10461781e-01 -1.47014063e-01
9.66186493e-02 -1.00353852e-01 -1.53305719e-01 -1.35378420e-01
-3.17214238e-01]
[ -4.45356668e-02 -3.31422938e-02 -1.47759325e-01 -3.99105538e-02
-2.28305259e-01 6.31645074e-02 -8.64781704e-02 -4.51771849e-02
-2.32443128e-01 -7.77517027e-02 -6.94198874e-02 -3.00975438e-01
-1.67919682e-01]
[ -7.36276469e-02 3.40115313e-02 -1.30380739e-01 -2.90067062e-01
1.27368979e-01 2.07737387e-02 -2.38618540e-01 -1.87299300e-01
1.03938713e-01 -8.48356969e-02 -2.50161027e-01 -1.79161678e-01
-2.89825841e-01]
[ 8.40307352e-02 -3.17056236e-01 -7.92068146e-02 -4.36758534e-01
-2.27015419e-01 -8.78179601e-02 7.68202507e-02 1.19363667e-01
1.10217348e-02 3.09028004e-01 -4.99853006e-01 -6.60352292e-01
4.05702537e-01]
[ -2.17624472e-01 -2.56379564e-01 -1.25538146e-01 -2.96415330e-01
-3.08543224e-01 -9.17749055e-02 2.15177698e-01 5.63571576e-02
3.10527938e-01 5.63534932e-02 -3.84143070e-01 -8.60035495e-01
6.10931176e-01]
[ -8.41172001e-03 -1.95706651e-01 2.72374784e-02 -2.92305918e-01
-1.75833997e-01 1.67604358e-01 2.01825663e-01 2.62783783e-01
-1.28645174e-02 2.51271510e-01 -1.87312480e-01 -8.78792535e-01
6.75291681e-01]
[ 6.74463034e-03 -5.10949287e-02 -1.19699511e-01 -1.10752691e-01
-1.81180388e-01 -4.50803530e-02 2.84052697e-01 1.67785769e-01
2.57379044e-01 3.78501335e-01 -4.44672602e-01 -7.47738116e-01
6.75646070e-01]
[ -7.91511269e-02 -2.84271669e-01 6.33722652e-02 -3.56991726e-01
-1.50956594e-01 1.18491378e-01 3.54963319e-01 1.35838322e-01
-5.96086457e-02 1.72723565e-01 -5.32383848e-01 -7.90142422e-01
7.90101827e-01]
[ 1.23827065e-01 -9.31968889e-02 2.01092140e-02 -1.65750065e-01
-8.37403041e-02 -1.66619311e-02 2.38724861e-01 3.59849721e-01
4.02581857e-01 2.72237857e-01 -5.24571395e-01 -6.77752102e-01
4.89706002e-01]
[ -9.18291884e-03 -1.28884204e-01 1.89078817e-02 2.54516522e-02
-8.33485279e-02 -2.83545690e-01 1.55048254e-02 2.88612787e-01
-3.18201866e-02 6.50010481e-02 -2.27992711e-01 -6.17262554e-01
2.25161853e-01]
[ 7.72907690e-02 1.23101328e-01 -2.78410969e-03 9.45362681e-02
-8.16433163e-02 -5.95380601e-02 -2.18209384e-01 -2.00995583e-01
-2.96400068e-01 -1.76844359e-01 -1.41720273e-01 3.42245001e-01
-1.86117154e-01]
[ 3.82846700e-02 -7.90720459e-02 1.38155273e-01 2.03659276e-01
2.59229076e-01 8.82474656e-03 -4.08992662e-01 -3.70260154e-01
-1.20856905e-01 -5.27047443e-01 1.82878603e-01 1.02183516e+00
-4.62712520e-01]
[ 3.50432242e-02 8.10022260e-02 -2.11539343e-01 4.57574037e-02
3.12465473e-02 -3.81081374e-04 -1.61358252e-01 -3.27232395e-01
-2.87958685e-01 -1.80426151e-01 -5.05706491e-02 -3.96951835e-02
-1.75639602e-01]
[ -5.48728737e-02 -2.14367542e-01 6.53196330e-02 9.69904652e-02
-1.32465454e-01 -1.33658614e-01 3.56957426e-02 -9.04528409e-03
7.92524100e-02 -3.67043464e-01 -3.01888545e-01 -2.44276999e-01
2.03087137e-02]
[ 1.62347590e-02 -2.76883021e-01 6.34522736e-02 -2.32743113e-01
-1.95921271e-01 -2.30815374e-01 -2.43541375e-01 7.84166801e-02
8.69315261e-03 1.43101991e-01 -1.78531152e-01 2.50101927e-02
-1.94617440e-02]
[ 1.73585957e-01 5.26535744e-02 -1.02774112e-01 -2.04066612e-01
-5.69404015e-02 -1.01280506e-01 -1.81200282e-01 3.93015239e-02
-1.90413805e-01 -2.23642939e-01 -1.70730565e-01 1.76319009e-01
-1.20474328e-01]
[ -1.71504279e-01 -1.82872078e-01 -1.08752463e-01 -1.79828080e-01
-5.09052049e-02 2.73078142e-02 -1.83725471e-01 -1.77253932e-01
-1.37247051e-01 1.78513014e-03 -1.90818503e-01 6.94172692e-02
-2.46755818e-01]
[ -3.28218728e-02 -2.12992039e-01 -1.56670421e-01 -1.89206633e-01
-5.27966035e-02 4.47850244e-02 -3.45477368e-02 -1.12593905e-02
-2.16175311e-01 -2.56455540e-01 -3.31450160e-02 -6.95733979e-02
-7.55475309e-02]
[ 1.15965136e-01 7.61556862e-02 -6.62864440e-03 -1.51861864e-01
-3.26707861e-01 8.64522923e-03 -1.42543653e-01 -2.50788935e-01
-3.10189568e-01 6.13647817e-02 -1.09142123e-01 -4.60232048e-02
-5.75809469e-02]
[ -6.35309899e-02 -1.00417820e-02 -2.83290515e-01 -2.76716643e-03
6.76563208e-02 1.55938093e-01 -2.30755955e-01 -1.71430362e-01
-5.42448300e-02 -5.26882288e-02 1.54635962e-01 4.59609527e-01
-5.38291417e-02]
[ 1.03436987e-01 3.63229162e-01 -2.08419115e-01 6.61163430e-01
1.28273139e-01 -2.31071989e-03 -2.68182186e-01 -4.14852038e-01
-2.75030505e-01 -4.25587038e-01 7.13895724e-01 1.03250719e+00
-7.53074969e-01]
[ -3.32035678e-02 1.96427327e-01 3.93269651e-02 2.15134129e-01
1.07005238e-02 -7.00175226e-02 -3.08141618e-01 -3.99515441e-01
-3.02361033e-01 -3.16515296e-01 4.91695070e-01 1.10528202e+00
-6.94959739e-01]
[ -5.13698720e-02 -1.18648503e-01 -1.61028232e-01 2.90992267e-01
-1.63514351e-01 2.33146048e-01 -1.05714662e-01 -2.66114865e-01
-2.62346358e-01 -4.90743373e-01 1.95511735e-01 4.73848151e-01
-3.46228604e-01]
[ 7.86035452e-02 -3.80707460e-01 -5.28382876e-02 -2.84477428e-02
-1.09522557e-01 2.00260935e-01 7.47164057e-02 1.58711462e-01
-1.65643895e-01 -5.05002162e-02 -6.57026290e-02 3.23210104e-01
-1.87413577e-01]
[ 2.03535108e-01 -2.92081157e-01 -1.21908798e-01 -8.67532686e-02
-2.08448741e-01 1.22014983e-01 1.57553178e-02 -1.55819027e-01
-5.14073250e-02 -1.12219711e-01 -1.31752941e-01 -1.69393502e-01
-1.03359087e-01]
[ -1.35104262e-01 -8.05098368e-02 3.83956361e-02 -2.52755075e-01
-5.71726705e-02 -1.40961245e-01 4.95150449e-02 -1.55129132e-02
-7.59133858e-02 -1.31252915e-02 -3.06886072e-01 -4.34190204e-01
-2.92948870e-02]
[ -1.40009879e-01 -1.38354476e-01 -6.75021455e-02 -2.57150517e-01
-3.47159488e-01 -2.88059370e-01 1.51544819e-01 1.18464060e-01
2.17922301e-02 9.80015884e-02 -2.22486505e-01 -7.15406347e-01
9.19377915e-03]
[ -1.66125060e-01 -2.32851861e-01 -2.97495952e-01 -3.68899136e-01
-2.75469586e-01 -2.08822121e-01 -3.12324471e-01 1.10285156e-01
-2.41262165e-02 -3.55555429e-01 -3.34449369e-01 -4.01767300e-01
-2.95811600e-01]
[ -1.09005713e-01 1.16797060e-01 2.47541236e-02 -8.27391918e-03
-2.16593777e-01 -1.69288672e-01 -9.19291633e-02 3.02588259e-02
-8.66789041e-02 -1.56869419e-01 -1.77836364e-01 -2.69351185e-01
-4.70648815e-02]
[ -3.50323987e-01 -1.24730160e-01 -2.70933256e-01 1.29299953e-01
-2.04787475e-01 -2.26771212e-01 -6.49838051e-02 -1.43095817e-01
4.44877952e-02 -4.31821883e-02 5.01182634e-02 -3.23240723e-01
-7.04214467e-03]
[ -1.28130738e-01 -2.98024829e-02 -2.58661657e-01 5.04815336e-02
-2.12979452e-01 -2.77762987e-01 -3.79878351e-01 -6.42169582e-02
2.25930628e-03 -2.40395950e-01 -2.18860105e-01 -2.50756530e-01
-6.02849090e-02]
[ -2.16548794e-01 -5.38390873e-01 -3.31833202e-01 -3.35281757e-01
-3.34297351e-01 -2.26694126e-01 1.03819888e-02 -2.72422459e-01
1.00428731e-01 -2.21021848e-01 -1.86169641e-01 -1.76056854e-01
-4.74164189e-02]
[ -2.13383213e-01 -2.97458908e-01 -3.14274875e-01 -1.36588739e-01
-9.53758248e-02 -1.47516371e-01 -8.07269411e-02 1.29192668e-03
-1.88025127e-01 -5.00432564e-01 -2.39445396e-01 -1.64586195e-01
4.79350785e-02]
[ -1.22332870e-01 1.80980370e-02 -2.39689053e-01 -4.34459655e-01
-2.35867117e-01 -2.59827814e-01 -4.49958541e-02 -3.24529875e-01
6.26581182e-02 -5.06267361e-02 -3.40763642e-01 -9.46247631e-02
-3.19114471e-01]]
Progress: 11.8% ... Training loss: 0.264 ... Validation loss: 0.444[[-0.06081415]
[ 0.29295131]
[-0.18048692]
[ 0.81301662]
[ 0.28019726]
[-0.02675332]
[-0.90575425]
[-1.02621529]
[-0.75260605]
[-1.05149164]
[ 1.10891977]
[ 2.79472438]
[-1.75160748]]
[[ -5.35237898e-01 -5.06113469e-01 -5.80464911e-01 -1.55268011e-01
-3.09656189e-01 -5.88819241e-01 -3.55035402e-01 -3.37756952e-01
-5.30098933e-01 -4.41730343e-01 4.53011350e-02 4.69928525e-01
-1.24488124e-01]
[ 6.04712025e-03 -1.40195129e-01 5.23403369e-02 -3.46998412e-02
-4.46504800e-02 5.90039189e-02 -1.15630277e-01 2.39914981e-01
-1.22230794e-01 -1.57852858e-01 -5.58830647e-02 -5.80195874e-02
1.07267383e-01]
[ -1.98789512e-01 1.40504789e-01 -1.54380952e-02 1.59435083e-01
1.06230698e-01 -1.13786274e-01 1.61509842e-01 -4.12253682e-02
2.90865783e-01 -6.75290264e-02 3.03350654e-01 7.74161939e-01
5.84801076e-01]
[ 1.78608230e-01 -2.52683988e-01 -2.78477994e-01 -4.30061604e-02
-3.05693022e-01 -2.87450977e-04 2.43230993e-02 -3.77508778e-01
1.37724819e-01 -3.39643282e-01 -2.30766004e-01 -3.21462387e-01
-5.09232795e-02]
[ 1.06624406e-01 2.03016032e-02 1.04639925e-01 2.27512225e-02
-1.75778584e-02 7.01919188e-02 -8.06911201e-02 5.57669715e-02
2.05000024e-02 1.89143160e-01 1.21959739e-01 -5.82543156e-02
-9.71766937e-02]
[ -4.84380683e-01 -5.81330418e-01 -6.04800326e-01 -5.62252093e-01
-5.75054143e-01 -5.63032352e-01 -3.14066815e-01 -1.86118940e-01
-4.39317741e-01 -2.68649392e-01 -4.42317230e-01 -6.48816025e-01
-3.60872849e-01]
[ -4.16771822e-01 -5.74715962e-01 -3.21776115e-01 -3.43417963e-01
-4.04588399e-01 -5.59206989e-01 -4.25515217e-01 -4.63011194e-01
-2.89720940e-01 -1.87727089e-01 -4.15384424e-01 -2.58352544e-01
-2.10169197e-01]
[ -3.18864027e-01 -3.51568669e-01 -4.62234897e-01 -2.15077596e-01
-3.14021510e-01 -4.12205774e-01 -2.06961692e-01 -1.36212675e-01
-2.40796906e-01 -4.00125735e-01 -1.90286132e-01 -4.45030705e-01
-1.72363982e-01]
[ -4.72936882e-01 -3.52920500e-01 -3.75228349e-01 -1.58238178e-01
-3.39423675e-01 -2.14510783e-01 -1.16200093e-01 -4.18888750e-01
-2.80869915e-01 -4.37633031e-01 -1.45693989e-01 -1.75388038e-01
-1.64059472e-01]
[ -9.50208881e-01 -9.16110514e-01 -9.76101167e-01 -7.21731968e-01
-1.00431904e+00 -9.77919323e-01 -6.52732457e-01 -6.49088552e-01
-7.60105720e-01 -5.75676609e-01 -6.68468954e-01 -4.79315507e-01
-4.28372380e-01]
[ -5.03931507e-01 -2.71502482e-01 -4.60874315e-01 -3.22793211e-01
-3.54427940e-01 -3.55750264e-01 -5.25487010e-01 -5.33299257e-01
-6.17719796e-01 -9.77376179e-02 -4.36102469e-01 -5.86244164e-01
-3.68721835e-01]
[ -1.17139922e-01 2.45036612e-02 -3.32830322e-01 -3.92173935e-01
-1.04245598e-01 -7.18051347e-02 -1.39420675e-01 -2.61576934e-01
-1.30669399e-01 1.40758064e-01 -3.72411918e-01 -6.31769336e-01
-2.26568209e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60731436e-01 -1.06950315e-01 1.62592868e-01 -2.43397399e-01
-1.23520765e-01 1.13526094e-01 -1.40135533e-01 -2.66839596e-03
-9.38006234e-02 5.25909769e-02 -1.26231406e-01 -2.76085467e-01
3.82541784e-02]
[ -8.15379742e-02 -2.63932811e-01 -1.76310759e-01 -2.94706630e-01
-4.81129276e-01 -8.44085067e-02 -2.31302456e-02 2.59050912e-02
-4.60813404e-02 3.87848971e-02 -1.92418135e-01 -2.85945617e-01
-2.20230049e-01]
[ -7.51470963e-02 2.83024794e-04 -2.42321609e-01 -2.36016772e-01
1.38313009e-01 -1.63127283e-01 -1.73905208e-01 3.76956818e-02
-6.98757029e-03 -1.26219228e-02 -1.69655510e-01 2.63832609e-02
-4.39609112e-03]
[ 2.91868076e-02 -1.59500994e-01 -1.50780727e-01 -4.43739525e-02
-1.18554084e-01 -1.07074543e-01 7.75437921e-02 -1.65658357e-01
-3.79372916e-02 -3.66045858e-02 6.30127560e-03 -1.44281805e-01
5.35216376e-02]
[ -2.84154954e-01 -1.43778031e-01 -7.16008117e-02 -9.60912019e-02
-3.06194565e-01 -2.72352852e-01 -3.57020818e-01 5.86034012e-02
-2.94740849e-01 -2.06155688e-01 1.84521195e-01 1.82923055e-02
3.04631007e-01]
[ -2.15533103e-01 -1.29660873e-01 -7.98145021e-02 -7.10004514e-02
-8.41900339e-02 -1.14747258e-01 -3.30349709e-02 7.51383110e-02
-9.71095981e-02 2.79882719e-02 2.08826393e-02 -1.72368932e-01
6.34808960e-02]
[ -1.53365893e-01 -6.64313985e-02 -2.22757313e-01 -3.37050049e-01
-1.50725235e-01 -1.98718590e-01 -2.34491951e-01 -5.41100166e-02
1.94094143e-01 -1.53037736e-01 -3.20131435e-01 -3.11540385e-01
-9.08742427e-02]
[ -3.66593892e-01 -6.80457658e-02 -1.45124075e-01 -1.64465461e-01
-5.22302414e-02 -3.10437147e-01 6.51706623e-02 -5.13936102e-02
-1.04876779e-01 1.00221797e-01 9.08619681e-03 -1.13871059e-01
-1.55612195e-01]
[ -1.68882891e-01 -1.53055001e-01 -4.53189177e-02 -1.30331412e-01
-1.33501070e-01 -2.93196368e-01 -5.29818954e-02 -9.73250578e-02
-2.53667432e-01 5.40667822e-02 2.14812294e-01 4.58882697e-02
-1.86589561e-01]
[ -1.37887603e-01 -1.76191784e-01 -1.11863399e-01 -2.73707923e-01
9.16838076e-02 -1.78137571e-02 -2.10595189e-01 -1.47608034e-01
9.61864829e-02 -1.01530578e-01 -1.52288749e-01 -1.32481469e-01
-3.17489282e-01]
[ -4.45662411e-02 -3.28003573e-02 -1.47922370e-01 -3.89967824e-02
-2.28049103e-01 6.31480883e-02 -8.73640447e-02 -4.64770282e-02
-2.33022879e-01 -7.91046262e-02 -6.78511441e-02 -2.96665812e-01
-1.70108804e-01]
[ -7.36118965e-02 3.39579345e-02 -1.30366035e-01 -2.90260458e-01
1.27300278e-01 2.07806145e-02 -2.38318847e-01 -1.87312702e-01
1.04238309e-01 -8.49279650e-02 -2.50320313e-01 -1.79822508e-01
-2.89382530e-01]
[ 8.40174278e-02 -3.17021670e-01 -7.92217296e-02 -4.36653367e-01
-2.27018383e-01 -8.78224556e-02 7.65469869e-02 1.19449416e-01
1.07963508e-02 3.08957873e-01 -4.99860174e-01 -6.60858198e-01
4.05548612e-01]
[ -2.17624472e-01 -2.56379564e-01 -1.25538146e-01 -2.96415330e-01
-3.08543224e-01 -9.17749055e-02 2.15177698e-01 5.63571576e-02
3.10527938e-01 5.63534932e-02 -3.84143070e-01 -8.60035495e-01
6.10931176e-01]
[ -8.40727027e-03 -1.95824800e-01 2.72824288e-02 -2.92628545e-01
-1.75930581e-01 1.67607206e-01 2.01933577e-01 2.63063420e-01
-1.27026940e-02 2.51481182e-01 -1.87789320e-01 -8.80136400e-01
6.75762056e-01]
[ 6.66048483e-03 -5.06097223e-02 -1.19907045e-01 -1.09710935e-01
-1.80852434e-01 -4.51062949e-02 2.82383182e-01 1.66378969e-01
2.55960053e-01 3.76985974e-01 -4.43647687e-01 -7.46318479e-01
6.72676261e-01]
[ -7.91243517e-02 -2.84420323e-01 6.34678248e-02 -3.57816677e-01
-1.51224726e-01 1.18503053e-01 3.56474606e-01 1.37013623e-01
-5.89442102e-02 1.73805785e-01 -5.33470762e-01 -7.94590823e-01
7.93675167e-01]
[ 1.23859769e-01 -9.33423071e-02 2.01670334e-02 -1.66545481e-01
-8.39209687e-02 -1.66535539e-02 2.39818540e-01 3.61058386e-01
4.03655539e-01 2.73093953e-01 -5.25729981e-01 -6.82288639e-01
4.92886319e-01]
[ -9.13900667e-03 -1.29094045e-01 1.90440842e-02 2.43692201e-02
-8.35802694e-02 -2.83536329e-01 1.65763098e-02 2.90364009e-01
-3.09777255e-02 6.64298562e-02 -2.29483032e-01 -6.21224203e-01
2.28310263e-01]
[ 7.73808496e-02 1.22408488e-01 -2.49602741e-03 9.25997204e-02
-8.21330052e-02 -5.95141787e-02 -2.16247012e-01 -1.98899863e-01
-2.95167631e-01 -1.74410888e-01 -1.44970023e-01 3.32978140e-01
-1.82432435e-01]
[ 3.83125034e-02 -7.91793380e-02 1.38226683e-01 2.03271833e-01
2.59112590e-01 8.83327919e-03 -4.08518721e-01 -3.69727800e-01
-1.20526388e-01 -5.26518403e-01 1.82311279e-01 1.01936461e+00
-4.62131124e-01]
[ 3.50613637e-02 8.07283123e-02 -2.11449618e-01 4.50642081e-02
3.09807949e-02 -3.71894516e-04 -1.60461729e-01 -3.26400358e-01
-2.87227378e-01 -1.79866810e-01 -5.17294528e-02 -4.29992347e-02
-1.73551756e-01]
[ -5.48036232e-02 -2.15176009e-01 6.56737531e-02 9.39648298e-02
-1.33341187e-01 -1.33633753e-01 3.82306812e-02 -6.05670747e-03
8.12556829e-02 -3.64493897e-01 -3.05767568e-01 -2.54430665e-01
2.67472865e-02]
[ 1.62025865e-02 -2.76830473e-01 6.33952990e-02 -2.33105718e-01
-1.95804836e-01 -2.30826940e-01 -2.43618841e-01 7.80144985e-02
8.44916271e-03 1.42312192e-01 -1.78739459e-01 2.57877483e-02
-1.85270225e-02]
[ 1.73645734e-01 5.22110751e-02 -1.02599090e-01 -2.06029264e-01
-5.73719376e-02 -1.01263316e-01 -1.79899727e-01 4.10705194e-02
-1.89119823e-01 -2.22020282e-01 -1.73427796e-01 1.72857808e-01
-1.16185025e-01]
[ -1.71540568e-01 -1.82608621e-01 -1.08924455e-01 -1.80090831e-01
-5.07568723e-02 2.72905007e-02 -1.84430839e-01 -1.79293808e-01
-1.37817756e-01 1.45116487e-04 -1.90324568e-01 7.32999939e-02
-2.47314937e-01]
[ -3.27563665e-02 -2.13403731e-01 -1.56452868e-01 -1.90641046e-01
-5.32708005e-02 4.48084794e-02 -3.26903326e-02 -9.21692684e-03
-2.14870056e-01 -2.54478091e-01 -3.57173827e-02 -7.60217600e-02
-7.14708963e-02]
[ 1.15898406e-01 7.68291641e-02 -6.97774915e-03 -1.50105465e-01
-3.26216131e-01 8.62059708e-03 -1.44217469e-01 -2.53735907e-01
-3.11494086e-01 5.85115236e-02 -1.05807240e-01 -3.64655559e-02
-6.30969535e-02]
[ -6.35325196e-02 -1.00305129e-02 -2.83297248e-01 -2.74352826e-03
6.76675112e-02 1.55937317e-01 -2.30783725e-01 -1.71498993e-01
-5.42677287e-02 -5.27543745e-02 1.54683338e-01 4.59692074e-01
-5.38865156e-02]
[ 1.03631446e-01 3.61806680e-01 -2.07887266e-01 6.57033818e-01
1.27123657e-01 -2.24896383e-03 -2.64769174e-01 -4.11690816e-01
-2.71695913e-01 -4.21009498e-01 7.08099670e-01 1.02050478e+00
-7.47659288e-01]
[ -3.32245235e-02 1.96435517e-01 3.92501820e-02 2.15259556e-01
1.06167788e-02 -7.00227812e-02 -3.08158308e-01 -4.00133242e-01
-3.02345892e-01 -3.17801919e-01 4.92666350e-01 1.11084244e+00
-6.94130129e-01]
[ -5.13193400e-02 -1.18929241e-01 -1.60943227e-01 2.90778138e-01
-1.63821493e-01 2.33162590e-01 -1.04963117e-01 -2.64736448e-01
-2.61536083e-01 -4.89705636e-01 1.94805503e-01 4.70243405e-01
-3.45267975e-01]
[ 7.85806410e-02 -3.80610173e-01 -5.29070292e-02 -2.78022499e-02
-1.09406135e-01 2.00254414e-01 7.40604961e-02 1.58039293e-01
-1.66220237e-01 -5.11301805e-02 -6.46537235e-02 3.26423814e-01
-1.89328607e-01]
[ 2.03586484e-01 -2.92353871e-01 -1.21751831e-01 -8.73283445e-02
-2.08796192e-01 1.22030719e-01 1.65405313e-02 -1.54075004e-01
-5.08486156e-02 -1.10121683e-01 -1.33009953e-01 -1.72503437e-01
-1.01882297e-01]
[ -1.35082491e-01 -8.07979846e-02 3.84994065e-02 -2.53578534e-01
-5.74445419e-02 -1.40952716e-01 5.05447053e-02 -1.40405706e-02
-7.49688834e-02 -1.22887568e-02 -3.08382922e-01 -4.38717036e-01
-2.63619430e-02]
[ -1.40036768e-01 -1.38198212e-01 -6.75387405e-02 -2.56767042e-01
-3.47050151e-01 -2.88069390e-01 1.50966346e-01 1.17954333e-01
2.11743089e-02 9.76478747e-02 -2.22050218e-01 -7.15258266e-01
8.21379936e-03]
[ -1.66179877e-01 -2.32047150e-01 -2.97904218e-01 -3.68080706e-01
-2.74947539e-01 -2.08850906e-01 -3.13276024e-01 1.07900733e-01
-2.48543413e-02 -3.59228206e-01 -3.32085450e-01 -3.95928101e-01
-2.98179206e-01]
[ -1.08981445e-01 1.16458340e-01 2.50492346e-02 -8.95440110e-03
-2.16944164e-01 -1.69280446e-01 -9.16421922e-02 3.26187479e-02
-8.64226123e-02 -1.54314979e-01 -1.79706282e-01 -2.74373674e-01
-4.46315473e-02]
[ -3.50253779e-01 -1.25274575e-01 -2.70695114e-01 1.27035255e-01
-2.05360930e-01 -2.26746063e-01 -6.30759384e-02 -1.41391252e-01
4.61745333e-02 -4.08939351e-02 4.72380861e-02 -3.30031915e-01
-1.76570980e-03]
[ -1.28075306e-01 -3.07947948e-02 -2.58295953e-01 4.70763454e-02
-2.14046530e-01 -2.77742430e-01 -3.77515355e-01 -6.09877257e-02
4.79858169e-03 -2.37626032e-01 -2.23889874e-01 -2.61994420e-01
-5.13723249e-02]
[ -2.16565677e-01 -5.38679797e-01 -3.31782153e-01 -3.35545174e-01
-3.34597642e-01 -2.26693435e-01 1.08898789e-02 -2.71535952e-01
1.00871102e-01 -2.20517835e-01 -1.86790934e-01 -1.76311216e-01
-4.64708228e-02]
[ -2.13250639e-01 -2.98582081e-01 -3.13820663e-01 -1.40821253e-01
-9.67253756e-02 -1.47468813e-01 -7.60209271e-02 6.55638018e-03
-1.84817645e-01 -4.96662909e-01 -2.45196902e-01 -1.77975179e-01
5.87664648e-02]
[ -1.22092007e-01 1.67402859e-02 -2.39266338e-01 -4.39183375e-01
-2.37020175e-01 -2.59765804e-01 -4.07047814e-02 -3.21737566e-01
6.55757288e-02 -4.62470862e-02 -3.47426095e-01 -1.12271685e-01
-3.13216158e-01]]
Progress: 11.9% ... Training loss: 0.273 ... Validation loss: 0.469[[-0.03922021]
[ 0.31208783]
[-0.16214331]
[ 0.85140922]
[ 0.30223087]
[-0.00728068]
[-0.87274421]
[-0.99080033]
[-0.71794499]
[-1.02015308]
[ 1.15896703]
[ 2.85843403]
[-1.69339667]]
[[ -5.35671516e-01 -5.03071095e-01 -5.81876295e-01 -1.40893329e-01
-3.06293518e-01 -5.88998582e-01 -3.65763470e-01 -3.53138917e-01
-5.37944457e-01 -4.54647367e-01 6.84189458e-02 5.16957880e-01
-1.57357869e-01]
[ 6.11385581e-03 -1.40609683e-01 5.25251056e-02 -3.58311458e-02
-4.49693884e-02 5.90321657e-02 -1.14880440e-01 2.41472973e-01
-1.21631683e-01 -1.56573345e-01 -5.75309908e-02 -6.20524818e-02
1.08318900e-01]
[ -1.99339870e-01 1.44389384e-01 -1.67585944e-02 1.73917174e-01
1.09483386e-01 -1.13974639e-01 1.49532592e-01 -5.63689739e-02
2.79675906e-01 -7.93220647e-02 3.27645966e-01 8.25623954e-01
5.52763428e-01]
[ 1.78265549e-01 -2.51090368e-01 -2.79326238e-01 -4.35144662e-02
-3.05146103e-01 -4.49250897e-04 2.04872732e-02 -3.79947690e-01
1.32738094e-01 -3.44645432e-01 -2.34051366e-01 -3.37206879e-01
-5.24538514e-02]
[ 1.06013952e-01 2.34654248e-02 1.02868246e-01 3.45520692e-02
-1.44250917e-02 6.99292152e-02 -9.46401536e-02 4.10119621e-02
9.75266237e-03 1.74166041e-01 1.40679668e-01 -1.78963721e-02
-1.31916441e-01]
[ -4.84372701e-01 -5.81626647e-01 -6.04819272e-01 -5.62192259e-01
-5.75103712e-01 -5.63045689e-01 -3.15448034e-01 -1.87672503e-01
-4.39909934e-01 -2.69705548e-01 -4.42488607e-01 -6.53461801e-01
-3.66012210e-01]
[ -4.17204107e-01 -5.72693388e-01 -3.23061293e-01 -3.35218682e-01
-4.02704512e-01 -5.59373321e-01 -4.32392737e-01 -4.72836752e-01
-2.95239713e-01 -1.97552428e-01 -4.03270595e-01 -2.29135974e-01
-2.31742167e-01]
[ -3.19417170e-01 -3.48236689e-01 -4.63709446e-01 -2.01650469e-01
-3.10823812e-01 -4.12417868e-01 -2.20340287e-01 -1.51329331e-01
-2.52188033e-01 -4.12953941e-01 -1.70254381e-01 -4.04805379e-01
-2.05925756e-01]
[ -4.72988650e-01 -3.52735107e-01 -3.75309611e-01 -1.57409204e-01
-3.39083918e-01 -2.14538894e-01 -1.16863901e-01 -4.19549520e-01
-2.81710623e-01 -4.38268127e-01 -1.44571314e-01 -1.73138442e-01
-1.64893148e-01]
[ -9.50752780e-01 -9.12388201e-01 -9.77940683e-01 -7.04080538e-01
-1.00034037e+00 -9.78144439e-01 -6.67134637e-01 -6.68145662e-01
-7.71380341e-01 -5.91352018e-01 -6.41154259e-01 -4.22655258e-01
-4.71718591e-01]
[ -5.04126546e-01 -2.70934754e-01 -4.61185484e-01 -3.20876386e-01
-3.53879394e-01 -3.55820803e-01 -5.29108521e-01 -5.36686773e-01
-6.20845882e-01 -1.01104775e-01 -4.34221705e-01 -5.82434546e-01
-3.76680559e-01]
[ -1.17430199e-01 2.54573380e-02 -3.33539573e-01 -3.89226974e-01
-1.03401044e-01 -7.19293542e-02 -1.43698125e-01 -2.66288856e-01
-1.34611494e-01 1.35455835e-01 -3.68510498e-01 -6.25193488e-01
-2.36371056e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60813670e-01 -1.06670257e-01 1.62376345e-01 -2.42720259e-01
-1.23280389e-01 1.13485285e-01 -1.41275048e-01 -4.16233961e-03
-9.47008353e-02 5.10342725e-02 -1.25490635e-01 -2.75426006e-01
3.62197651e-02]
[ -8.15698443e-02 -2.63793793e-01 -1.76412835e-01 -2.94087227e-01
-4.80947446e-01 -8.44298535e-02 -2.46363832e-02 2.35265452e-02
-4.66852462e-02 3.68415908e-02 -1.91435639e-01 -2.83911360e-01
-2.23826073e-01]
[ -7.51583652e-02 4.40764638e-04 -2.42364611e-01 -2.35199097e-01
1.38517313e-01 -1.63134078e-01 -1.74373159e-01 3.70766746e-02
-7.39004316e-03 -1.30557945e-02 -1.68245623e-01 2.77454969e-02
-5.68845745e-03]
[ 2.89625780e-02 -1.58524733e-01 -1.51481491e-01 -4.06783395e-02
-1.17488081e-01 -1.07168421e-01 7.41406147e-02 -1.70534552e-01
-4.02485956e-02 -4.22397151e-02 1.14898846e-02 -1.32237839e-01
4.47994002e-02]
[ -2.84382163e-01 -1.42354312e-01 -7.23551245e-02 -9.06055820e-02
-3.05006800e-01 -2.72440890e-01 -3.60897599e-01 5.31788008e-02
-2.98290209e-01 -2.11418300e-01 1.93016875e-01 3.73137996e-02
2.90555753e-01]
[ -2.15654725e-01 -1.29353997e-01 -7.99508127e-02 -6.93798408e-02
-8.39580263e-02 -1.14784574e-01 -3.56612447e-02 7.24449274e-02
-9.93667280e-02 2.60381091e-02 2.24012072e-02 -1.68355686e-01
5.79113177e-02]
[ -1.53509735e-01 -6.55297189e-02 -2.23097477e-01 -3.34464484e-01
-1.49985519e-01 -1.98776505e-01 -2.37428903e-01 -5.72475995e-02
1.91129688e-01 -1.55892535e-01 -3.16367875e-01 -3.02261808e-01
-9.77665961e-02]
[ -3.66729443e-01 -6.72892242e-02 -1.45535873e-01 -1.61277053e-01
-5.14231349e-02 -3.10486348e-01 6.18665088e-02 -5.62105685e-02
-1.08223440e-01 9.65222717e-02 1.43042346e-02 -1.02235657e-01
-1.65939752e-01]
[ -1.69025444e-01 -1.52074994e-01 -4.57154265e-02 -1.25295935e-01
-1.32439851e-01 -2.93251569e-01 -5.67269732e-02 -1.01031456e-01
-2.56067137e-01 5.11055705e-02 2.22424715e-01 5.78578063e-02
-1.95007603e-01]
[ -1.37985596e-01 -1.75760675e-01 -1.12059952e-01 -2.72110304e-01
9.21585135e-02 -1.78642855e-02 -2.12414959e-01 -1.49053986e-01
9.47029611e-02 -1.03167005e-01 -1.50079883e-01 -1.27474257e-01
-3.20666042e-01]
[ -4.45043052e-02 -3.30882028e-02 -1.47795195e-01 -3.99155976e-02
-2.28255628e-01 6.31800325e-02 -8.63204184e-02 -4.57369010e-02
-2.32320294e-01 -7.81926751e-02 -6.89107815e-02 -2.98746011e-01
-1.68600210e-01]
[ -7.34846756e-02 3.31364894e-02 -1.30055133e-01 -2.92149558e-01
1.26683544e-01 2.08298234e-02 -2.36837824e-01 -1.84616808e-01
1.05411647e-01 -8.22509640e-02 -2.53302693e-01 -1.87721982e-01
-2.87894320e-01]
[ 8.39379866e-02 -3.16714364e-01 -7.93911715e-02 -4.35771196e-01
-2.26727146e-01 -8.78521437e-02 7.50362522e-02 1.17780303e-01
9.51824677e-03 3.07146692e-01 -4.98503385e-01 -6.58125580e-01
4.02451091e-01]
[ -2.17652753e-01 -2.56217523e-01 -1.25596060e-01 -2.95968642e-01
-3.08394629e-01 -9.17864719e-02 2.14381240e-01 5.58801832e-02
3.09808072e-01 5.57797584e-02 -3.83375937e-01 -8.57901026e-01
6.09122542e-01]
[ -8.51661142e-03 -1.95310727e-01 2.70117516e-02 -2.91265186e-01
-1.75471100e-01 1.67555518e-01 1.99695921e-01 2.60859129e-01
-1.44382367e-02 2.49016776e-01 -1.85641726e-01 -8.76812783e-01
6.71345478e-01]
[ 6.63909617e-03 -5.04654362e-02 -1.20003806e-01 -1.09341189e-01
-1.80742704e-01 -4.51156857e-02 2.81919174e-01 1.65652554e-01
2.55524711e-01 3.76233504e-01 -4.43100359e-01 -7.45141613e-01
6.71665216e-01]
[ -7.92409007e-02 -2.84086632e-01 6.31804398e-02 -3.56790133e-01
-1.50922658e-01 1.18452555e-01 3.54812432e-01 1.35338735e-01
-6.01975592e-02 1.71566411e-01 -5.32279960e-01 -7.94062972e-01
7.90629742e-01]
[ 1.23755862e-01 -9.29400436e-02 1.99457606e-02 -1.65412425e-01
-8.36073620e-02 -1.66969391e-02 2.38499160e-01 3.59283282e-01
4.02306867e-01 2.71194479e-01 -5.24816559e-01 -6.82202462e-01
4.90296808e-01]
[ -9.21150331e-03 -1.28689473e-01 1.88537237e-02 2.61361675e-02
-8.32295362e-02 -2.83559394e-01 1.46495290e-02 2.88053692e-01
-3.25542737e-02 6.47231074e-02 -2.27371429e-01 -6.16736457e-01
2.23621291e-01]
[ 7.72824732e-02 1.22847903e-01 -2.75462903e-03 9.46169760e-02
-8.17445318e-02 -5.95497344e-02 -2.17963211e-01 -2.00531850e-01
-2.96533414e-01 -1.76511532e-01 -1.42036248e-01 3.41264877e-01
-1.87399976e-01]
[ 3.82966824e-02 -7.87245117e-02 1.38003594e-01 2.05569678e-01
2.59714128e-01 8.82013378e-03 -4.09131477e-01 -3.71906314e-01
-1.21296945e-01 -5.27841806e-01 1.85560531e-01 1.02515924e+00
-4.66240975e-01]
[ 3.50270199e-02 8.09634821e-02 -2.11553228e-01 4.60386659e-02
3.12212989e-02 -3.90805104e-04 -1.61576823e-01 -3.27747331e-01
-2.87990061e-01 -1.81154483e-01 -5.02299224e-02 -3.91372529e-02
-1.76022543e-01]
[ -5.48358269e-02 -2.15080640e-01 6.55797592e-02 9.44505379e-02
-1.33215777e-01 -1.33645301e-01 3.78256196e-02 -6.66134565e-03
8.09614583e-02 -3.65208301e-01 -3.05222454e-01 -2.53428812e-01
2.56932286e-02]
[ 1.62195861e-02 -2.76911486e-01 6.34433527e-02 -2.33374310e-01
-1.95862984e-01 -2.30821453e-01 -2.43333707e-01 7.83047535e-02
8.68480371e-03 1.42637758e-01 -1.79083448e-01 2.49213124e-02
-1.78524924e-02]
[ 1.73520673e-01 5.27749236e-02 -1.02826408e-01 -2.04711159e-01
-5.69334405e-02 -1.01305794e-01 -1.81772216e-01 3.88662292e-02
-1.90542241e-01 -2.24223073e-01 -1.71456432e-01 1.78281449e-01
-1.19600638e-01]
[ -1.71515453e-01 -1.82905049e-01 -1.08786689e-01 -1.81034125e-01
-5.10401206e-02 2.73046160e-02 -1.83462203e-01 -1.77919465e-01
-1.36978132e-01 1.34725210e-03 -1.91953279e-01 6.87525281e-02
-2.44387867e-01]
[ -3.27882732e-02 -2.13257021e-01 -1.56546830e-01 -1.90230888e-01
-5.30996324e-02 4.47938477e-02 -3.31984816e-02 -1.01777419e-02
-2.15502523e-01 -2.55385730e-01 -3.47413700e-02 -7.39953779e-02
-7.29066221e-02]
[ 1.15838195e-01 7.70957007e-02 -7.21098463e-03 -1.48903298e-01
-3.25920264e-01 8.59914964e-03 -1.44992916e-01 -2.55653898e-01
-3.12221651e-01 5.63930228e-02 -1.03382175e-01 -2.91046971e-02
-6.73617240e-02]
[ -6.35361359e-02 -1.00513078e-02 -2.83291834e-01 -2.94745363e-03
6.76460170e-02 1.55935605e-01 -2.30759889e-01 -1.71734361e-01
-5.40811752e-02 -5.27049879e-02 1.54468984e-01 4.60060005e-01
-5.35373962e-02]
[ 1.03682150e-01 3.62045088e-01 -2.07966877e-01 6.60829101e-01
1.27631199e-01 -2.22999849e-03 -2.66402891e-01 -4.14059363e-01
-2.72709905e-01 -4.21783057e-01 7.14165141e-01 1.02638765e+00
-7.57218814e-01]
[ -3.32345068e-02 1.96475153e-01 3.92929223e-02 2.16270387e-01
1.06780211e-02 -7.00201283e-02 -3.08867855e-01 -4.00164275e-01
-3.02963584e-01 -3.16939875e-01 4.93883082e-01 1.11371484e+00
-6.97290555e-01]
[ -5.13348097e-02 -1.18789545e-01 -1.61049720e-01 2.91790188e-01
-1.63604105e-01 2.33154098e-01 -1.05668353e-01 -2.65863650e-01
-2.62001512e-01 -4.90343562e-01 1.96503032e-01 4.74493646e-01
-3.47936359e-01]
[ 7.85084364e-02 -3.80342070e-01 -5.30777473e-02 -2.67384227e-02
-1.09124143e-01 2.00215573e-01 7.24980595e-02 1.56109069e-01
-1.67323686e-01 -5.31328322e-02 -6.28835127e-02 3.30637404e-01
-1.91672835e-01]
[ 2.03534723e-01 -2.92099950e-01 -1.21873559e-01 -8.63220735e-02
-2.08549840e-01 1.22007924e-01 1.52386937e-02 -1.55076352e-01
-5.20652356e-02 -1.10927407e-01 -1.31609413e-01 -1.68243957e-01
-1.05033444e-01]
[ -1.35127888e-01 -8.05297895e-02 3.83959505e-02 -2.53065004e-01
-5.72341896e-02 -1.40968059e-01 4.95777353e-02 -1.47366652e-02
-7.59535782e-02 -1.30204880e-02 -3.07649476e-01 -4.35969170e-01
-2.85728889e-02]
[ -1.40031041e-01 -1.38234326e-01 -6.75230195e-02 -2.56932015e-01
-3.47077266e-01 -2.88066304e-01 1.51189729e-01 1.18205316e-01
2.12946868e-02 9.79179814e-02 -2.22284994e-01 -7.15618447e-01
8.62598408e-03]
[ -1.66389679e-01 -2.30886154e-01 -2.98499007e-01 -3.64459435e-01
-2.73912008e-01 -2.08929998e-01 -3.17681473e-01 1.01953824e-01
-2.90078012e-02 -3.64642499e-01 -3.25654043e-01 -3.80718382e-01
-3.11095686e-01]
[ -1.09043143e-01 1.16254928e-01 2.50317153e-02 -9.57318711e-03
-2.17210196e-01 -1.69298541e-01 -9.16915246e-02 3.36533050e-02
-8.67972812e-02 -1.54061473e-01 -1.81507697e-01 -2.80104186e-01
-4.35507943e-02]
[ -3.50561883e-01 -1.23917260e-01 -2.71464393e-01 1.32521289e-01
-2.04085408e-01 -2.26885084e-01 -6.88650945e-02 -1.47421610e-01
4.16287079e-02 -4.75643974e-02 5.43539402e-02 -3.14652987e-01
-1.46314895e-02]
[ -1.28307820e-01 -2.94622847e-02 -2.58914988e-01 5.27304040e-02
-2.12666231e-01 -2.77822877e-01 -3.81478556e-01 -6.61772992e-02
5.60210466e-04 -2.41821986e-01 -2.16342243e-01 -2.42868550e-01
-6.24160659e-02]
[ -2.16843611e-01 -5.37209099e-01 -3.32537207e-01 -3.29560268e-01
-3.33074467e-01 -2.26807203e-01 5.01465052e-03 -2.78219052e-01
9.66433890e-02 -2.27636813e-01 -1.77447712e-01 -1.58797205e-01
-5.87031508e-02]
[ -2.13500222e-01 -2.96920514e-01 -3.14677960e-01 -1.33671305e-01
-9.49287661e-02 -1.47579488e-01 -8.20370063e-02 -1.55612044e-03
-1.88627736e-01 -5.03251556e-01 -2.33736797e-01 -1.53638811e-01
4.11167461e-02]
[ -1.21781589e-01 1.52043286e-02 -2.38513301e-01 -4.43945592e-01
-2.38393506e-01 -2.59644580e-01 -3.69074774e-02 -3.17966229e-01
6.85830560e-02 -4.08570533e-02 -3.54426022e-01 -1.31060353e-01
-3.08696645e-01]]
Progress: 11.9% ... Training loss: 0.284 ... Validation loss: 0.446[[-0.06444903]
[ 0.27397959]
[-0.18920704]
[ 0.79859974]
[ 0.26249328]
[-0.02879772]
[-0.91320859]
[-1.03749393]
[-0.75703077]
[-1.06510609]
[ 1.08186594]
[ 2.73146143]
[-1.76593079]]
[[ -5.34980399e-01 -5.09668819e-01 -5.79199512e-01 -1.67417726e-01
-3.13527889e-01 -5.88891357e-01 -3.41030643e-01 -3.26419157e-01
-5.18238108e-01 -4.28571230e-01 2.58821506e-02 4.08998000e-01
-9.15553748e-02]
[ 6.06339535e-03 -1.40168565e-01 5.23839392e-02 -3.40322619e-02
-4.45757424e-02 5.90260790e-02 -1.16684604e-01 2.39080655e-01
-1.23786239e-01 -1.57887351e-01 -5.48573040e-02 -5.47746967e-02
1.02235222e-01]
[ -1.98904199e-01 1.37329178e-01 -1.45463434e-02 1.50286683e-01
1.02776968e-01 -1.13901605e-01 1.69780150e-01 -3.40803450e-02
2.96578026e-01 -5.83477804e-02 2.88187348e-01 7.43459723e-01
6.08300795e-01]
[ 1.78011731e-01 -2.45939358e-01 -2.81538397e-01 -2.94040970e-02
-2.99789350e-01 -5.18426158e-04 9.38509809e-03 -4.05359648e-01
1.23719824e-01 -3.66257818e-01 -2.09564025e-01 -3.03220332e-01
-8.43891514e-02]
[ 1.06440149e-01 1.97182175e-02 1.04212692e-01 2.52663277e-02
-1.70936141e-02 6.99996930e-02 -8.66264218e-02 5.35811709e-02
1.78519368e-02 1.88041957e-01 1.28101793e-01 -3.44622603e-02
-1.16650124e-01]
[ -4.84315987e-01 -5.82629782e-01 -6.04489628e-01 -5.65293781e-01
-5.76079862e-01 -5.63033110e-01 -3.13599272e-01 -1.83646182e-01
-4.38713887e-01 -2.66046096e-01 -4.48167513e-01 -6.66426828e-01
-3.61753471e-01]
[ -4.16812284e-01 -5.75938653e-01 -3.21255329e-01 -3.49182694e-01
-4.06698558e-01 -5.59312640e-01 -4.20554030e-01 -4.56610789e-01
-2.85420302e-01 -1.81393915e-01 -4.26736875e-01 -2.93412656e-01
-1.95586777e-01]
[ -3.19103922e-01 -3.52532005e-01 -4.62453567e-01 -2.15459051e-01
-3.14784726e-01 -4.12370289e-01 -2.08568145e-01 -1.39974413e-01
-2.42453126e-01 -4.00892406e-01 -1.92557061e-01 -4.55543654e-01
-1.77538820e-01]
[ -4.72877093e-01 -3.53478564e-01 -3.74894418e-01 -1.60336451e-01
-3.39811046e-01 -2.14518233e-01 -1.13213675e-01 -4.15798516e-01
-2.78983684e-01 -4.34706925e-01 -1.48530130e-01 -1.82136481e-01
-1.56283436e-01]
[ -9.50108038e-01 -9.19388967e-01 -9.74853228e-01 -7.29936256e-01
-1.00785327e+00 -9.78032240e-01 -6.44016438e-01 -6.37848424e-01
-7.53161672e-01 -5.62234317e-01 -6.84110344e-01 -5.26092644e-01
-4.08663306e-01]
[ -5.03937786e-01 -2.72816477e-01 -4.60552930e-01 -3.26868065e-01
-3.55685393e-01 -3.55792106e-01 -5.24096333e-01 -5.31618170e-01
-6.16347959e-01 -9.52558665e-02 -4.43038727e-01 -6.05802583e-01
-3.64701292e-01]
[ -1.17390358e-01 2.50526557e-02 -3.33452900e-01 -3.91180942e-01
-1.03740380e-01 -7.19287492e-02 -1.42718677e-01 -2.66296491e-01
-1.33850783e-01 1.35929927e-01 -3.72144074e-01 -6.35366087e-01
-2.33994832e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60804156e-01 -1.06719634e-01 1.62389513e-01 -2.43018037e-01
-1.23305072e-01 1.13487156e-01 -1.41136899e-01 -4.19037010e-03
-9.47011224e-02 5.09337391e-02 -1.25867261e-01 -2.76642386e-01
3.60055339e-02]
[ -8.16130807e-02 -2.63686239e-01 -1.76459500e-01 -2.93835233e-01
-4.80887617e-01 -8.44352425e-02 -2.50319381e-02 2.35213341e-02
-4.71696298e-02 3.68780434e-02 -1.91917807e-01 -2.85335496e-01
-2.24012196e-01]
[ -7.49857681e-02 -1.09342423e-03 -2.41784051e-01 -2.39500757e-01
1.37010904e-01 -1.63106858e-01 -1.70451719e-01 4.31548786e-02
-4.17297034e-03 -6.66109653e-03 -1.74607642e-01 1.18464401e-02
3.14851497e-03]
[ 2.91470279e-02 -1.60046522e-01 -1.50631163e-01 -4.70886276e-02
-1.19370248e-01 -1.07139966e-01 7.91837811e-02 -1.63355350e-01
-3.62081259e-02 -3.48981713e-02 7.74186190e-04 -1.60056688e-01
5.89907705e-02]
[ -2.84295486e-01 -1.43075197e-01 -7.19710157e-02 -9.38226103e-02
-3.05703946e-01 -2.72429544e-01 -3.58051039e-01 5.66724946e-02
-2.95883883e-01 -2.07963066e-01 1.87109013e-01 2.25300496e-02
3.01424038e-01]
[ -2.15518928e-01 -1.31017765e-01 -7.92893847e-02 -7.63609071e-02
-8.59416287e-02 -1.14758906e-01 -2.96252722e-02 7.99281763e-02
-9.45965990e-02 3.19268093e-02 1.10159863e-02 -1.97577301e-01
7.51386677e-02]
[ -1.53498344e-01 -6.61162469e-02 -2.22860671e-01 -3.35339457e-01
-1.50533186e-01 -1.98774750e-01 -2.37363653e-01 -5.68714491e-02
1.91794652e-01 -1.54058383e-01 -3.19189456e-01 -3.09877355e-01
-9.81523270e-02]
[ -3.66649650e-01 -6.89177682e-02 -1.45107431e-01 -1.66990287e-01
-5.29161727e-02 -3.10472350e-01 6.67115968e-02 -5.12514758e-02
-1.04742605e-01 1.01096934e-01 5.62308211e-03 -1.20144729e-01
-1.53639154e-01]
[ -1.68812567e-01 -1.53703417e-01 -4.51654561e-02 -1.31245361e-01
-1.33841271e-01 -2.93221253e-01 -5.09730638e-02 -9.66097750e-02
-2.51177485e-01 5.61802464e-02 2.14108596e-01 3.61074043e-02
-1.81986467e-01]
[ -1.37953845e-01 -1.75957949e-01 -1.11946455e-01 -2.72878165e-01
9.19360655e-02 -1.78580106e-02 -2.11372474e-01 -1.47936011e-01
9.54844745e-02 -1.02272175e-01 -1.50979481e-01 -1.29360081e-01
-3.18407096e-01]
[ -4.45123581e-02 -3.28905335e-02 -1.47810874e-01 -3.93423031e-02
-2.28143341e-01 6.31788305e-02 -8.65139929e-02 -4.57326043e-02
-2.32587696e-01 -7.83628751e-02 -6.79688816e-02 -2.95210411e-01
-1.68853704e-01]
[ -7.34848934e-02 3.30748718e-02 -1.30004415e-01 -2.92262894e-01
1.26611768e-01 2.08310111e-02 -2.36830879e-01 -1.84338906e-01
1.05390064e-01 -8.20344774e-02 -2.53703230e-01 -1.88710973e-01
-2.88148623e-01]
[ 8.39240591e-02 -3.16578422e-01 -7.94366902e-02 -4.35496869e-01
-2.26709170e-01 -8.78545747e-02 7.47385664e-02 1.17237577e-01
9.16855160e-03 3.07308896e-01 -4.98460087e-01 -6.59285966e-01
4.02057818e-01]
[ -2.17673064e-01 -2.56084344e-01 -1.25630191e-01 -2.95875181e-01
-3.08259420e-01 -9.17903504e-02 2.14286477e-01 5.56054376e-02
3.09664530e-01 5.57076975e-02 -3.83638389e-01 -8.59266907e-01
6.09236306e-01]
[ -8.51460181e-03 -1.95261422e-01 2.70424156e-02 -2.91642828e-01
-1.75529697e-01 1.67555852e-01 1.99982073e-01 2.61088409e-01
-1.45571532e-02 2.49454640e-01 -1.86301646e-01 -8.79234085e-01
6.72475138e-01]
[ 6.63120229e-03 -5.04755695e-02 -1.19991090e-01 -1.09676806e-01
-1.80763128e-01 -4.51169660e-02 2.82017549e-01 1.65891625e-01
2.55543538e-01 3.76669549e-01 -4.43619099e-01 -7.46378732e-01
6.72161344e-01]
[ -7.92090167e-02 -2.84318256e-01 6.33058767e-02 -3.57797120e-01
-1.51192317e-01 1.18459115e-01 3.56410753e-01 1.36658826e-01
-5.91285339e-02 1.72678742e-01 -5.33651107e-01 -7.98553101e-01
7.94336192e-01]
[ 1.23748137e-01 -9.29574319e-02 1.99603875e-02 -1.65873642e-01
-8.36302351e-02 -1.66984715e-02 2.38636448e-01 3.59458575e-01
4.02383817e-01 2.71327824e-01 -5.25748378e-01 -6.85617296e-01
4.91546201e-01]
[ -9.10243756e-03 -1.29534087e-01 1.92035276e-02 2.31786323e-02
-8.40241940e-02 -2.83544229e-01 1.78077370e-02 2.91776636e-01
-2.99201148e-02 6.81713412e-02 -2.31378168e-01 -6.26469943e-01
2.31463409e-01]
[ 7.73467159e-02 1.22468381e-01 -2.54618603e-03 9.35678828e-02
-8.20312614e-02 -5.95414552e-02 -2.16469218e-01 -1.98742642e-01
-2.95766995e-01 -1.74707836e-01 -1.43630655e-01 3.34834365e-01
-1.84872812e-01]
[ 3.84392370e-02 -7.99320559e-02 1.38560040e-01 2.00010034e-01
2.58030315e-01 8.84112807e-03 -4.05524446e-01 -3.67613181e-01
-1.17233267e-01 -5.24383571e-01 1.76719023e-01 9.96565611e-01
-4.54988423e-01]
[ 3.50613312e-02 8.07185008e-02 -2.11448845e-01 4.52815098e-02
3.09922626e-02 -3.85130358e-04 -1.60687109e-01 -3.27136004e-01
-2.87341159e-01 -1.80163624e-01 -5.13331928e-02 -4.17255797e-02
-1.74480372e-01]
[ -5.47954670e-02 -2.15278983e-01 6.56705835e-02 9.33941568e-02
-1.33458846e-01 -1.33639934e-01 3.90986799e-02 -5.97413292e-03
8.19978739e-02 -3.64572037e-01 -3.06703209e-01 -2.57338478e-01
2.82789871e-02]
[ 1.62053859e-02 -2.76946257e-01 6.34409300e-02 -2.33859598e-01
-1.95910258e-01 -2.30824845e-01 -2.43430389e-01 7.84516962e-02
8.99009608e-03 1.42626764e-01 -1.79981007e-01 2.29586129e-02
-1.66772716e-02]
[ 1.73715469e-01 5.06084153e-02 -1.02034621e-01 -2.12142922e-01
-5.90300737e-02 -1.01276379e-01 -1.75328354e-01 4.70045417e-02
-1.85266580e-01 -2.16690444e-01 -1.84163796e-01 1.49800709e-01
-1.01162693e-01]
[ -1.71496735e-01 -1.83083872e-01 -1.08675893e-01 -1.81800731e-01
-5.12852205e-02 2.73088835e-02 -1.82671908e-01 -1.76914091e-01
-1.36343620e-01 2.66890681e-03 -1.93419494e-01 6.56498948e-02
-2.42241567e-01]
[ -3.27301880e-02 -2.14208551e-01 -1.56145239e-01 -1.93655187e-01
-5.41816341e-02 4.48072979e-02 -3.01601958e-02 -5.85769196e-03
-2.13384412e-01 -2.51550327e-01 -4.05110329e-02 -8.71952032e-02
-6.45173774e-02]
[ 1.15896905e-01 7.62908764e-02 -6.91709008e-03 -1.51219011e-01
-3.26480787e-01 8.60985940e-03 -1.43094649e-01 -2.53352395e-01
-3.10434048e-01 5.88423293e-02 -1.06543603e-01 -3.80448981e-02
-6.20478439e-02]
[ -6.35146198e-02 -1.04705619e-02 -2.83149945e-01 -4.27575136e-03
6.72002786e-02 1.55941178e-01 -2.29471514e-01 -1.69992023e-01
-5.30316901e-02 -5.09558201e-02 1.51771117e-01 4.56688044e-01
-4.97386137e-02]
[ 1.03757614e-01 3.60749114e-01 -2.07646726e-01 6.57167221e-01
1.26425168e-01 -2.21770048e-03 -2.63390150e-01 -4.10713955e-01
-2.70284814e-01 -4.18553899e-01 7.08996364e-01 1.01927131e+00
-7.50232353e-01]
[ -3.31595115e-02 1.95817895e-01 3.96222774e-02 2.14873799e-01
1.00867627e-02 -7.00070025e-02 -3.08013521e-01 -3.97362304e-01
-3.01922357e-01 -3.14656516e-01 4.90944179e-01 1.10750824e+00
-6.95599980e-01]
[ -5.12669297e-02 -1.19334548e-01 -1.60834447e-01 2.89744861e-01
-1.64114593e-01 2.33167347e-01 -1.03746346e-01 -2.63701684e-01
-2.60574623e-01 -4.88280649e-01 1.93363404e-01 4.65820758e-01
-3.44364723e-01]
[ 7.84725619e-02 -3.80097523e-01 -5.31650431e-02 -2.60880481e-02
-1.08882114e-01 2.00208956e-01 7.16455654e-02 1.55179740e-01
-1.68076657e-01 -5.38018268e-02 -6.21032583e-02 3.32986616e-01
-1.93353869e-01]
[ 2.03511353e-01 -2.91801402e-01 -1.21966010e-01 -8.48615680e-02
-2.08263195e-01 1.22004238e-01 1.41607934e-02 -1.56760592e-01
-5.34872849e-02 -1.11555229e-01 -1.29489972e-01 -1.62134240e-01
-1.08841917e-01]
[ -1.35124301e-01 -8.05355562e-02 3.83820603e-02 -2.53107675e-01
-5.72349639e-02 -1.40967737e-01 4.96241354e-02 -1.47476221e-02
-7.58507367e-02 -1.31284091e-02 -3.07620794e-01 -4.36062561e-01
-2.85573139e-02]
[ -1.40032576e-01 -1.38189158e-01 -6.75387094e-02 -2.56752343e-01
-3.47022683e-01 -2.88066769e-01 1.50882381e-01 1.17974092e-01
2.10780781e-02 9.77638125e-02 -2.21945194e-01 -7.14562847e-01
7.94876037e-03]
[ -1.66227117e-01 -2.32511131e-01 -2.97647343e-01 -3.71703063e-01
-2.76041644e-01 -2.08903108e-01 -3.13340225e-01 1.08930920e-01
-2.48589960e-02 -3.58811969e-01 -3.36669020e-01 -4.05831997e-01
-2.99285498e-01]
[ -1.09050453e-01 1.16120827e-01 2.50905417e-02 -1.01902859e-02
-2.17332704e-01 -1.69298264e-01 -9.14428031e-02 3.37021907e-02
-8.68766398e-02 -1.53568760e-01 -1.82630344e-01 -2.83459821e-01
-4.17325748e-02]
[ -3.50475182e-01 -1.24701583e-01 -2.71140667e-01 1.29962541e-01
-2.04956565e-01 -2.26871854e-01 -6.60726432e-02 -1.43114772e-01
4.36463178e-02 -4.29070714e-02 4.94575338e-02 -3.26664384e-01
-7.55187647e-03]
[ -1.28174061e-01 -3.14486290e-02 -2.58151519e-01 4.70931547e-02
-2.14373728e-01 -2.77800840e-01 -3.76599834e-01 -5.97995277e-02
4.49223937e-03 -2.34964102e-01 -2.25648613e-01 -2.65053959e-01
-4.91397256e-02]
[ -2.16698153e-01 -5.38304577e-01 -3.31985123e-01 -3.34491062e-01
-3.34410006e-01 -2.26783282e-01 1.09509518e-02 -2.72589889e-01
1.01517201e-01 -2.21777799e-01 -1.86926356e-01 -1.84623548e-01
-4.28917905e-02]
[ -2.13437040e-01 -2.97839122e-01 -3.14265408e-01 -1.37348780e-01
-9.59537243e-02 -1.47565172e-01 -7.94513299e-02 3.17494978e-03
-1.87307609e-01 -4.99946479e-01 -2.40396142e-01 -1.68136987e-01
4.86430457e-02]
[ -1.21492597e-01 1.24609877e-02 -2.37668941e-01 -4.53081962e-01
-2.40860448e-01 -2.59603750e-01 -2.85807620e-02 -3.10678848e-01
7.58473359e-02 -3.24188961e-02 -3.67354315e-01 -1.65047802e-01
-2.88607889e-01]]
Progress: 12.0% ... Training loss: 0.339 ... Validation loss: 0.541[[-0.01917244]
[ 0.32823996]
[-0.1452238 ]
[ 0.88118178]
[ 0.32037419]
[ 0.01545724]
[-0.83877993]
[-0.96125952]
[-0.68114512]
[-0.99101815]
[ 1.18794757]
[ 2.88026736]
[-1.63861482]]
[[ -5.36031544e-01 -5.03575207e-01 -5.82297168e-01 -1.40667459e-01
-3.07102655e-01 -5.89353191e-01 -3.64567752e-01 -3.55922211e-01
-5.37622162e-01 -4.56800038e-01 6.85997983e-02 5.13356843e-01
-1.57869107e-01]
[ 6.04487273e-03 -1.40125141e-01 5.23407684e-02 -3.38467656e-02
-4.45228405e-02 5.90188205e-02 -1.16894571e-01 2.38838913e-01
-1.23950009e-01 -1.58163759e-01 -5.46634020e-02 -5.45270442e-02
1.01779716e-01]
[ -1.99849420e-01 1.45194408e-01 -1.78805050e-02 1.80002482e-01
1.10363884e-01 -1.14335683e-01 1.40190468e-01 -6.52330099e-02
2.69455827e-01 -8.70143794e-02 3.35588155e-01 8.65807853e-01
5.26007121e-01]
[ 1.77796029e-01 -2.48174244e-01 -2.80761110e-01 -3.51611104e-02
-3.02348409e-01 -5.25889623e-04 1.37589888e-02 -3.89134857e-01
1.25516056e-01 -3.53437926e-01 -2.25091962e-01 -3.33793330e-01
-6.58359017e-02]
[ 1.06632982e-01 1.82369129e-02 1.04789999e-01 2.20927578e-02
-1.81978382e-02 7.00852980e-02 -7.97200725e-02 5.87377284e-02
2.51670741e-02 1.90628494e-01 1.26298891e-01 -5.12508219e-02
-9.75535606e-02]
[ -4.84644661e-01 -5.81086765e-01 -6.05398528e-01 -5.59679700e-01
-5.74709552e-01 -5.63193201e-01 -3.19206780e-01 -1.91848598e-01
-4.42842509e-01 -2.75052876e-01 -4.39110484e-01 -6.46852318e-01
-3.73312966e-01]
[ -4.17941992e-01 -5.70969611e-01 -3.24711495e-01 -3.29020113e-01
-4.01350577e-01 -5.59774591e-01 -4.42281205e-01 -4.82541125e-01
-3.04492525e-01 -2.08551479e-01 -3.97101783e-01 -2.15040384e-01
-2.56867852e-01]
[ -3.19828965e-01 -3.47884538e-01 -4.64657732e-01 -1.97781362e-01
-3.10196884e-01 -4.12697440e-01 -2.28499756e-01 -1.61885557e-01
-2.59077564e-01 -4.19954854e-01 -1.64846730e-01 -3.90213294e-01
-2.26608649e-01]
[ -4.73117675e-01 -3.52428528e-01 -3.75414561e-01 -1.55858761e-01
-3.38811110e-01 -2.14635961e-01 -1.17550663e-01 -4.18634615e-01
-2.82171109e-01 -4.37921948e-01 -1.43214129e-01 -1.70514354e-01
-1.65427846e-01]
[ -9.51410009e-01 -9.11835639e-01 -9.79047875e-01 -6.98879442e-01
-1.00021874e+00 -9.78592579e-01 -6.77600543e-01 -6.78169900e-01
-7.81699998e-01 -5.99662518e-01 -6.35014076e-01 -4.00537614e-01
-5.00300843e-01]
[ -5.04787839e-01 -2.68848307e-01 -4.62865071e-01 -3.12802548e-01
-3.51844415e-01 -3.56199670e-01 -5.38674486e-01 -5.46731192e-01
-6.27547861e-01 -1.12360947e-01 -4.24339238e-01 -5.66094017e-01
-3.95731939e-01]
[ -1.17662342e-01 2.57407191e-02 -3.34035487e-01 -3.88371230e-01
-1.02909824e-01 -7.20277677e-02 -1.46159700e-01 -2.69741987e-01
-1.37125263e-01 1.32021392e-01 -3.68221377e-01 -6.25730416e-01
-2.42381456e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.61032062e-01 -1.05788991e-01 1.61754451e-01 -2.40161053e-01
-1.22505464e-01 1.13374118e-01 -1.44090872e-01 -9.20391358e-03
-9.67731072e-02 4.53364604e-02 -1.21476639e-01 -2.68584646e-01
3.07953350e-02]
[ -8.16550115e-02 -2.63481415e-01 -1.76596943e-01 -2.93110082e-01
-4.80695310e-01 -8.44583781e-02 -2.60383288e-02 2.18954492e-02
-4.77671982e-02 3.52732578e-02 -1.90732228e-01 -2.82722445e-01
-2.26084599e-01]
[ -7.50654641e-02 -4.48399076e-04 -2.42063698e-01 -2.36686786e-01
1.37757667e-01 -1.63145362e-01 -1.73068844e-01 4.00927651e-02
-6.27865982e-03 -9.62713731e-03 -1.69851935e-01 2.44937413e-02
-4.23110540e-03]
[ 2.86855517e-02 -1.58518151e-01 -1.51835207e-01 -4.06511221e-02
-1.17633714e-01 -1.07319942e-01 7.18042209e-02 -1.71861848e-01
-4.18955784e-02 -4.38710199e-02 9.25624683e-03 -1.39527950e-01
4.13272312e-02]
[ -2.84653641e-01 -1.41730566e-01 -7.29523078e-02 -8.74956582e-02
-3.04328785e-01 -2.72560979e-01 -3.63647067e-01 4.98261053e-02
-3.01602164e-01 -2.15116555e-01 1.97070953e-01 5.06692975e-02
2.81921901e-01]
[ -2.15944064e-01 -1.28496004e-01 -8.08290413e-02 -6.73901204e-02
-8.33919949e-02 -1.14962413e-01 -4.08938246e-02 6.72561895e-02
-1.04367872e-01 1.85911353e-02 2.41965420e-02 -1.64429436e-01
4.66894555e-02]
[ -1.53782737e-01 -6.40458493e-02 -2.23731292e-01 -3.27580210e-01
-1.48573021e-01 -1.98903602e-01 -2.45584182e-01 -6.65403598e-02
1.83813149e-01 -1.61153364e-01 -3.07143682e-01 -2.78506081e-01
-1.21253138e-01]
[ -3.66797186e-01 -6.77901622e-02 -1.45621394e-01 -1.63391136e-01
-5.18083876e-02 -3.10543168e-01 6.21140646e-02 -5.59801050e-02
-1.08218755e-01 9.61695391e-02 1.20235879e-02 -1.04625445e-01
-1.64354252e-01]
[ -1.69127022e-01 -1.52059497e-01 -4.58937367e-02 -1.24146482e-01
-1.32316011e-01 -2.93355680e-01 -5.72586689e-02 -1.01586041e-01
-2.55474821e-01 5.05348043e-02 2.24117631e-01 5.63234047e-02
-1.94543878e-01]
[ -1.38026868e-01 -1.75736334e-01 -1.12110312e-01 -2.71764966e-01
9.22619567e-02 -1.78939497e-02 -2.12713745e-01 -1.49009823e-01
9.42956987e-02 -1.03129204e-01 -1.49670341e-01 -1.24997484e-01
-3.21089380e-01]
[ -4.45638155e-02 -3.26925729e-02 -1.47979763e-01 -3.86733135e-02
-2.27992712e-01 6.31515778e-02 -8.73071763e-02 -4.69383650e-02
-2.33102557e-01 -7.95025631e-02 -6.70576877e-02 -2.93882037e-01
-1.70694038e-01]
[ -7.34437324e-02 3.28476794e-02 -1.29871034e-01 -2.92701669e-01
1.26448103e-01 2.08509751e-02 -2.36374413e-01 -1.83839106e-01
1.05788231e-01 -8.11816417e-02 -2.54616891e-01 -1.91743175e-01
-2.88030382e-01]
[ 8.37921040e-02 -3.16070874e-01 -7.97546375e-02 -4.33861521e-01
-2.26247232e-01 -8.79096074e-02 7.21631050e-02 1.14431698e-01
7.09107064e-03 3.04599398e-01 -4.96430798e-01 -6.54820233e-01
3.96239695e-01]
[ -2.17705629e-01 -2.55983431e-01 -1.25713471e-01 -2.95644819e-01
-3.08171917e-01 -9.18073355e-02 2.13895040e-01 5.49553640e-02
3.09389907e-01 5.50129499e-02 -3.83483596e-01 -8.59525760e-01
6.08467397e-01]
[ -8.68046185e-03 -1.94739879e-01 2.66527536e-02 -2.89978334e-01
-1.75085901e-01 1.67483485e-01 1.96972726e-01 2.57937176e-01
-1.68289840e-02 2.46148088e-01 -1.84035526e-01 -8.75531288e-01
6.65767375e-01]
[ 6.63975070e-03 -5.05450058e-02 -1.19966716e-01 -1.10071500e-01
-1.80844536e-01 -4.51100881e-02 2.82426167e-01 1.66169312e-01
2.55787985e-01 3.76859029e-01 -4.44151005e-01 -7.47858741e-01
6.73147369e-01]
[ -7.92686831e-02 -2.84060695e-01 6.31613147e-02 -3.56848968e-01
-1.50935860e-01 1.18428161e-01 3.55118750e-01 1.35530896e-01
-6.01002773e-02 1.71442364e-01 -5.32578110e-01 -7.97199606e-01
7.92041887e-01]
[ 1.23656468e-01 -9.26596893e-02 1.96897419e-02 -1.64776295e-01
-8.33027518e-02 -1.67331299e-02 2.37306208e-01 3.57474760e-01
4.01041359e-01 2.69325247e-01 -5.24414177e-01 -6.83550591e-01
4.88448844e-01]
[ -9.20462992e-03 -1.29125031e-01 1.89087434e-02 2.45209046e-02
-8.36378520e-02 -2.83585128e-01 1.61344513e-02 2.89721898e-01
-3.12623918e-02 6.60270419e-02 -2.29862946e-01 -6.24212221e-01
2.28068122e-01]
[ 7.73136592e-02 1.22731265e-01 -2.67319588e-03 9.51047562e-02
-8.18012364e-02 -5.95532912e-02 -2.17740406e-01 -1.99689955e-01
-2.96832924e-01 -1.75482317e-01 -1.41641248e-01 3.42689592e-01
-1.89909088e-01]
[ 3.81697950e-02 -7.90116437e-02 1.37933884e-01 2.04938018e-01
2.59277853e-01 8.73463842e-03 -4.09941810e-01 -3.71379078e-01
-1.21987521e-01 -5.27788078e-01 1.84029897e-01 1.01800290e+00
-4.67258824e-01]
[ 3.50358501e-02 8.07899046e-02 -2.11486261e-01 4.55863568e-02
3.10626878e-02 -3.94351152e-04 -1.61055154e-01 -3.27311024e-01
-2.87635853e-01 -1.80453048e-01 -5.09064654e-02 -4.08899001e-02
-1.75211051e-01]
[ -5.48860313e-02 -2.15079949e-01 6.54926474e-02 9.43765442e-02
-1.33290242e-01 -1.33667929e-01 3.78004784e-02 -7.40014882e-03
8.06905314e-02 -3.65620485e-01 -3.05968673e-01 -2.55394070e-01
2.53568277e-02]
[ 1.61378476e-02 -2.76593608e-01 6.31879983e-02 -2.32883120e-01
-1.95611677e-01 -2.30847663e-01 -2.45046425e-01 7.68462480e-02
7.37243410e-03 1.40403645e-01 -1.78405739e-01 2.93207748e-02
-2.09068500e-02]
[ 1.73684018e-01 5.07525911e-02 -1.02132106e-01 -2.11858395e-01
-5.89117355e-02 -1.01289155e-01 -1.75808694e-01 4.60080766e-02
-1.85538729e-01 -2.17705761e-01 -1.83570041e-01 1.51399527e-01
-1.02055921e-01]
[ -1.71498172e-01 -1.83089430e-01 -1.08694404e-01 -1.81843419e-01
-5.12770014e-02 2.73075488e-02 -1.82460741e-01 -1.77309178e-01
-1.36162958e-01 2.43031534e-03 -1.93502066e-01 6.58307249e-02
-2.42030589e-01]
[ -3.28335034e-02 -2.13641012e-01 -1.56557679e-01 -1.91356109e-01
-5.33256893e-02 4.47557305e-02 -3.26759896e-02 -9.89123055e-03
-2.14887724e-01 -2.55222032e-01 -3.62814728e-02 -7.52178279e-02
-7.19601876e-02]
[ 1.15806883e-01 7.67328307e-02 -7.14211416e-03 -1.50125837e-01
-3.26163785e-01 8.56491062e-03 -1.44656384e-01 -2.54556168e-01
-3.11528960e-01 5.75626238e-02 -1.05196457e-01 -3.49978871e-02
-6.48650970e-02]
[ -6.36920916e-02 -8.84425747e-03 -2.83953680e-01 6.73461414e-04
6.88611134e-02 1.55833405e-01 -2.34794515e-01 -1.78527871e-01
-5.79890071e-02 -5.94520333e-02 1.61474678e-01 4.80373365e-01
-6.64266024e-02]
[ 1.03356885e-01 3.63408754e-01 -2.08863402e-01 6.68577230e-01
1.28977694e-01 -2.40307762e-03 -2.72594208e-01 -4.19821075e-01
-2.76973248e-01 -4.28688317e-01 7.25716733e-01 1.05249121e+00
-7.70571385e-01]
[ -3.32350595e-02 1.96297311e-01 3.94226629e-02 2.17601983e-01
1.05638716e-02 -7.00325198e-02 -3.10282157e-01 -3.99662499e-01
-3.03864918e-01 -3.16943647e-01 4.95758058e-01 1.11984758e+00
-7.02704431e-01]
[ -5.13861952e-02 -1.18659934e-01 -1.61131318e-01 2.92841823e-01
-1.63530322e-01 2.33110060e-01 -1.05974630e-01 -2.66574557e-01
-2.62734514e-01 -4.90536251e-01 1.97556816e-01 4.76724023e-01
-3.51279730e-01]
[ 7.84167219e-02 -3.79789817e-01 -5.33841695e-02 -2.47657866e-02
-1.08493004e-01 2.00181022e-01 6.98524807e-02 1.52766046e-01
-1.69352982e-01 -5.58149655e-02 -5.97246375e-02 3.40418121e-01
-1.98139326e-01]
[ 2.03451740e-01 -2.91559917e-01 -1.22123399e-01 -8.36884207e-02
-2.08037198e-01 1.21979314e-01 1.27387043e-02 -1.57968648e-01
-5.47221232e-02 -1.12899739e-01 -1.27851534e-01 -1.57411743e-01
-1.12306839e-01]
[ -1.35269833e-01 -7.97702037e-02 3.79250817e-02 -2.50505708e-01
-5.65032957e-02 -1.41031684e-01 4.58236823e-02 -1.86124530e-02
-7.91317366e-02 -1.68180073e-02 -3.03782592e-01 -4.26102535e-01
-3.74668262e-02]
[ -1.40134918e-01 -1.37713534e-01 -6.78262758e-02 -2.54987986e-01
-3.46534917e-01 -2.88107927e-01 1.48499396e-01 1.15441254e-01
1.93712922e-02 9.53924732e-02 -2.19478639e-01 -7.09271826e-01
2.32745032e-03]
[ -1.66632807e-01 -2.30501115e-01 -2.98891662e-01 -3.65001363e-01
-2.74095787e-01 -2.09104752e-01 -3.21740149e-01 9.81307423e-02
-3.24296739e-02 -3.68918486e-01 -3.26279897e-01 -3.79474141e-01
-3.21833374e-01]
[ -1.09215040e-01 1.16749579e-01 2.46158030e-02 -8.11155802e-03
-2.16817274e-01 -1.69362923e-01 -9.40549978e-02 3.06002648e-02
-8.88594034e-02 -1.56945071e-01 -1.80225257e-01 -2.79109480e-01
-4.79275902e-02]
[ -3.50849987e-01 -1.22570059e-01 -2.72251136e-01 1.39424524e-01
-2.02916278e-01 -2.27042380e-01 -7.52359014e-02 -1.53254475e-01
3.56634365e-02 -5.35576104e-02 6.38537916e-02 -2.91350209e-01
-3.02718591e-02]
[ -1.28346857e-01 -3.03425588e-02 -2.58613818e-01 5.22334135e-02
-2.13377028e-01 -2.77875112e-01 -3.80154822e-01 -6.45826678e-02
1.06802455e-03 -2.38629834e-01 -2.19049925e-01 -2.49362907e-01
-6.20069442e-02]
[ -2.17344151e-01 -5.35379037e-01 -3.33654811e-01 -3.21535454e-01
-3.31360638e-01 -2.27048338e-01 -1.08393929e-03 -2.83369835e-01
9.15363720e-02 -2.33813738e-01 -1.67847153e-01 -1.42223090e-01
-6.98569359e-02]
[ -2.13900071e-01 -2.95777940e-01 -3.15620393e-01 -1.29515166e-01
-9.34438924e-02 -1.47776578e-01 -8.89031431e-02 -8.46963272e-03
-1.93911786e-01 -5.10172152e-01 -2.28755358e-01 -1.38254352e-01
2.61584966e-02]
[ -1.21689699e-01 1.38074668e-02 -2.38441817e-01 -4.49321810e-01
-2.39611853e-01 -2.59683108e-01 -3.49669743e-02 -3.18309368e-01
7.03801708e-02 -4.08000011e-02 -3.60145005e-01 -1.44145050e-01
-3.05882911e-01]]
Progress: 12.1% ... Training loss: 0.351 ... Validation loss: 0.461[[-0.05560645]
[ 0.28315726]
[-0.17929841]
[ 0.82145451]
[ 0.27419007]
[-0.02023102]
[-0.8950678 ]
[-1.02331331]
[-0.74305417]
[-1.04730173]
[ 1.11117681]
[ 2.77341131]
[-1.72968483]]
[[ -5.35832025e-01 -5.08040797e-01 -5.80764942e-01 -1.55921840e-01
-3.11539581e-01 -5.89509990e-01 -3.50067557e-01 -3.37540208e-01
-5.25635046e-01 -4.40938262e-01 4.39390945e-02 4.57628312e-01
-1.19814730e-01]
[ 6.04176403e-03 -1.39938269e-01 5.22788827e-02 -3.33072343e-02
-4.43326502e-02 5.90248802e-02 -1.17231135e-01 2.38546395e-01
-1.24347385e-01 -1.58374896e-01 -5.39053833e-02 -5.18493811e-02
1.00654790e-01]
[ -1.99645582e-01 1.37282834e-01 -1.55268716e-02 1.51035569e-01
1.01949625e-01 -1.14523497e-01 1.64806229e-01 -3.59184992e-02
2.93108249e-01 -6.44360739e-02 2.88820516e-01 7.57833124e-01
6.02474567e-01]
[ 1.77765390e-01 -2.43996927e-01 -2.82332809e-01 -2.49242130e-02
-2.97676461e-01 -4.58894563e-04 7.81853292e-03 -4.06173141e-01
1.20482222e-01 -3.68672817e-01 -2.05607558e-01 -2.86521104e-01
-9.00474079e-02]
[ 1.06814736e-01 1.55327198e-02 1.06021099e-01 1.21807625e-02
-2.08103551e-02 6.99676214e-02 -7.42838682e-02 6.73159874e-02
3.00515011e-02 2.01717859e-01 1.10556276e-01 -8.50075870e-02
-8.40206609e-02]
[ -4.84609194e-01 -5.82033242e-01 -6.05077585e-01 -5.60874177e-01
-5.75364094e-01 -5.63229834e-01 -3.16928492e-01 -1.88030138e-01
-4.41769849e-01 -2.70836319e-01 -4.41469187e-01 -6.45827250e-01
-3.68865010e-01]
[ -4.17760329e-01 -5.74196522e-01 -3.23210660e-01 -3.41265538e-01
-4.04796801e-01 -5.59912704e-01 -4.32401258e-01 -4.69383508e-01
-2.96177712e-01 -1.94946733e-01 -4.14512610e-01 -2.57598148e-01
-2.30098782e-01]
[ -3.19595289e-01 -3.53783959e-01 -4.62865383e-01 -2.17645171e-01
-3.15885968e-01 -4.12876961e-01 -2.09233102e-01 -1.40418755e-01
-2.41874278e-01 -4.01942553e-01 -1.96460985e-01 -4.64246792e-01
-1.77402935e-01]
[ -4.73010663e-01 -3.54110256e-01 -3.74826738e-01 -1.61327432e-01
-3.40602785e-01 -2.14732794e-01 -1.13151998e-01 -4.14547995e-01
-2.77939582e-01 -4.33136657e-01 -1.50708577e-01 -1.89197637e-01
-1.59623467e-01]
[ -9.51082898e-01 -9.19668080e-01 -9.76192666e-01 -7.24611557e-01
-1.00775250e+00 -9.78862157e-01 -6.52911201e-01 -6.48027700e-01
-7.60140605e-01 -5.71480021e-01 -6.75327562e-01 -4.89893729e-01
-4.37042755e-01]
[ -5.04701774e-01 -2.70494518e-01 -4.62211837e-01 -3.18793413e-01
-3.53682941e-01 -3.56270322e-01 -5.33726282e-01 -5.39900000e-01
-6.23410807e-01 -1.05696353e-01 -4.32745785e-01 -5.87031676e-01
-3.82123954e-01]
[ -1.17517700e-01 2.34648344e-02 -3.33341980e-01 -3.95420633e-01
-1.05119059e-01 -7.21386360e-02 -1.39973691e-01 -2.64185881e-01
-1.31999424e-01 1.37793197e-01 -3.78379577e-01 -6.49686118e-01
-2.33020408e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.61039078e-01 -1.05636112e-01 1.61663169e-01 -2.39924852e-01
-1.22344902e-01 1.13380488e-01 -1.44354055e-01 -9.92742435e-03
-9.69912687e-02 4.46396707e-02 -1.20893341e-01 -2.67018256e-01
3.02976367e-02]
[ -8.16166345e-02 -2.63935808e-01 -1.76398926e-01 -2.94471292e-01
-4.81076030e-01 -8.44855832e-02 -2.46160097e-02 2.43886686e-02
-4.68978093e-02 3.77220479e-02 -1.92550415e-01 -2.86400606e-01
-2.24030868e-01]
[ -7.50556022e-02 -1.19719373e-03 -2.41741544e-01 -2.36311408e-01
1.37261198e-01 -1.63166935e-01 -1.72034061e-01 4.32295679e-02
-5.98566640e-03 -6.07409582e-03 -1.70501871e-01 2.66788523e-02
-1.75689083e-03]
[ 2.87780534e-02 -1.59972008e-01 -1.51193992e-01 -4.56881064e-02
-1.19114595e-01 -1.07383264e-01 7.59497479e-02 -1.67068305e-01
-3.84343090e-02 -3.80235911e-02 2.47961319e-03 -1.56028169e-01
5.04654482e-02]
[ -2.84596617e-01 -1.42438663e-01 -7.25769682e-02 -9.09207133e-02
-3.05095512e-01 -2.72601673e-01 -3.60932972e-01 5.35064632e-02
-2.99310223e-01 -2.12067188e-01 1.92224507e-01 3.64109245e-02
2.90751458e-01]
[ -2.15886560e-01 -1.30156478e-01 -8.02459341e-02 -7.38171971e-02
-8.52621804e-02 -1.15016813e-01 -3.55694988e-02 7.34337496e-02
-9.99125991e-02 2.44153226e-02 1.45396374e-02 -1.83808050e-01
6.04810410e-02]
[ -1.53672680e-01 -6.71789775e-02 -2.22892158e-01 -3.37281003e-01
-1.51548435e-01 -1.98986177e-01 -2.36990977e-01 -5.65647576e-02
1.93221450e-01 -1.53096428e-01 -3.22734648e-01 -3.14775794e-01
-9.64025847e-02]
[ -3.66744829e-01 -6.90691438e-02 -1.45193346e-01 -1.68806730e-01
-5.32220909e-02 -3.10586983e-01 6.79819684e-02 -4.95692350e-02
-1.04072724e-01 1.00725738e-01 3.09760166e-03 -1.26386393e-01
-1.50296824e-01]
[ -1.69098467e-01 -1.52582117e-01 -4.56480027e-02 -1.26126599e-01
-1.32732825e-01 -2.93375391e-01 -5.54359044e-02 -9.92470190e-02
-2.54075870e-01 5.33354457e-02 2.21167356e-01 5.12304839e-02
-1.90224745e-01]
[ -1.37959133e-01 -1.76941416e-01 -1.11725902e-01 -2.75739239e-01
9.10013870e-02 -1.79563076e-02 -2.09538356e-01 -1.46014795e-01
9.73156877e-02 -9.98208108e-02 -1.55406761e-01 -1.39441534e-01
-3.15572703e-01]
[ -4.45402978e-02 -3.30231150e-02 -1.47880886e-01 -3.97286021e-02
-2.28259655e-01 6.31326469e-02 -8.64315267e-02 -4.64571934e-02
-2.32390933e-01 -7.86667388e-02 -6.84229546e-02 -2.96037143e-01
-1.69971139e-01]
[ -7.34163898e-02 3.24362323e-02 -1.29693838e-01 -2.93709240e-01
1.26034441e-01 2.08280891e-02 -2.35263635e-01 -1.83069273e-01
1.06772915e-01 -8.01467653e-02 -2.55761399e-01 -1.96206049e-01
-2.87059559e-01]
[ 8.38006435e-02 -3.16195442e-01 -7.97202835e-02 -4.34356814e-01
-2.26365134e-01 -8.79137525e-02 7.25355393e-02 1.14737928e-01
7.53157889e-03 3.04966876e-01 -4.97039103e-01 -6.57004703e-01
3.97557280e-01]
[ -2.17695717e-01 -2.56251584e-01 -1.25628017e-01 -2.96563119e-01
-3.08476139e-01 -9.18172363e-02 2.15069626e-01 5.60442045e-02
3.10367786e-01 5.59325185e-02 -3.84892966e-01 -8.63457937e-01
6.11150246e-01]
[ -8.67721884e-03 -1.94831544e-01 2.66834874e-02 -2.90443243e-01
-1.75182424e-01 1.67480071e-01 1.97439124e-01 2.58504477e-01
-1.64791133e-02 2.46633608e-01 -1.84760099e-01 -8.76889489e-01
6.66827195e-01]
[ 6.66001346e-03 -5.08878889e-02 -1.19875131e-01 -1.11433705e-01
-1.81197707e-01 -4.51240959e-02 2.83945665e-01 1.67708491e-01
2.57057792e-01 3.78149010e-01 -4.45788474e-01 -7.52846137e-01
6.77033627e-01]
[ -7.92551129e-02 -2.84264803e-01 6.32636276e-02 -3.58076311e-01
-1.51198375e-01 1.18417638e-01 3.56800172e-01 1.37401146e-01
-5.90228362e-02 1.72759403e-01 -5.34840735e-01 -8.04192574e-01
7.97118251e-01]
[ 1.23686056e-01 -9.30991422e-02 1.98438680e-02 -1.66076026e-01
-8.36643648e-02 -1.67509561e-02 2.38905282e-01 3.59160814e-01
4.02423949e-01 2.71047671e-01 -5.25971001e-01 -6.86978719e-01
4.91978628e-01]
[ -9.18138672e-03 -1.29520662e-01 1.90553698e-02 2.27783699e-02
-8.40312716e-02 -2.83596895e-01 1.78550840e-02 2.91819965e-01
-2.98310682e-02 6.76928384e-02 -2.32567927e-01 -6.31325571e-01
2.32501123e-01]
[ 7.73376937e-02 1.22496866e-01 -2.57845702e-03 9.43842896e-02
-8.19799099e-02 -5.95684378e-02 -2.16905638e-01 -1.98248600e-01
-2.96313927e-01 -1.74289623e-01 -1.42486210e-01 3.41133874e-01
-1.88840683e-01]
[ 3.81779114e-02 -7.97209809e-02 1.38128715e-01 2.03872944e-01
2.58775327e-01 8.72089531e-03 -4.08680551e-01 -3.71175807e-01
-1.20013241e-01 -5.26644907e-01 1.81001601e-01 1.02074444e+00
-4.64279849e-01]
[ 3.50563946e-02 8.03156185e-02 -2.11358563e-01 4.42553328e-02
3.06516452e-02 -4.09381989e-04 -1.59697985e-01 -3.25877085e-01
-2.86380650e-01 -1.79057483e-01 -5.31504687e-02 -4.71836853e-02
-1.71888816e-01]
[ -5.48680163e-02 -2.15390213e-01 6.56532318e-02 9.31783019e-02
-1.33653393e-01 -1.33681267e-01 3.88282525e-02 -5.85731138e-03
8.13313793e-02 -3.64294728e-01 -3.07420643e-01 -2.59300732e-01
2.76967479e-02]
[ 1.61557078e-02 -2.77217693e-01 6.33369262e-02 -2.34975937e-01
-1.96206735e-01 -2.30862625e-01 -2.43671002e-01 7.85847171e-02
9.09605600e-03 1.41708175e-01 -1.81206875e-01 2.23174794e-02
-1.64488587e-02]
[ 1.73675601e-01 5.07149620e-02 -1.02127079e-01 -2.12027729e-01
-5.89565787e-02 -1.01280909e-01 -1.76280009e-01 4.65606789e-02
-1.85724872e-01 -2.17439624e-01 -1.83952831e-01 1.50501916e-01
-1.01326210e-01]
[ -1.71502448e-01 -1.83022785e-01 -1.08725976e-01 -1.81673764e-01
-5.11963450e-02 2.73115951e-02 -1.82636708e-01 -1.77651519e-01
-1.36321443e-01 2.06968992e-03 -1.93203032e-01 6.64873138e-02
-2.42361230e-01]
[ -3.28324008e-02 -2.13765301e-01 -1.56521605e-01 -1.91600002e-01
-5.34939837e-02 4.47530372e-02 -3.24394196e-02 -9.65701448e-03
-2.14691571e-01 -2.54932098e-01 -3.67578198e-02 -7.69676754e-02
-7.09940903e-02]
[ 1.15833590e-01 7.61622058e-02 -6.90999466e-03 -1.51998361e-01
-3.26611071e-01 8.54360820e-03 -1.43195360e-01 -2.52828917e-01
-3.10458803e-01 5.98085302e-02 -1.08011597e-01 -4.09492121e-02
-6.14851183e-02]
[ -6.36332095e-02 -1.05469064e-02 -2.83392956e-01 -4.36937772e-03
6.71662837e-02 1.55775123e-01 -2.31191056e-01 -1.72588885e-01
-5.42573145e-02 -5.34003983e-02 1.53454783e-01 4.62582586e-01
-5.59300288e-02]
[ 1.03419788e-01 3.62317206e-01 -2.08513023e-01 6.65659420e-01
1.28030371e-01 -2.45861732e-03 -2.70259097e-01 -4.17677123e-01
-2.74903006e-01 -4.25897963e-01 7.22273722e-01 1.04444093e+00
-7.68303996e-01]
[ -3.31963108e-02 1.95848501e-01 3.96028234e-02 2.16103110e-01
1.01168480e-02 -7.00593627e-02 -3.08954468e-01 -3.98745652e-01
-3.02776395e-01 -3.15626558e-01 4.93942157e-01 1.11593529e+00
-7.01002657e-01]
[ -5.13722724e-02 -1.19065710e-01 -1.61014344e-01 2.90997528e-01
-1.63970908e-01 2.33094925e-01 -1.04409395e-01 -2.65087573e-01
-2.61570166e-01 -4.89625681e-01 1.94684812e-01 4.71659016e-01
-3.47382348e-01]
[ 7.84807739e-02 -3.80892327e-01 -5.28088653e-02 -2.90146284e-02
-1.09875545e-01 2.00121341e-01 7.36613235e-02 1.58664560e-01
-1.66642234e-01 -5.05747375e-02 -6.70015210e-02 3.22938917e-01
-1.88614080e-01]
[ 2.03475228e-01 -2.91901458e-01 -1.21979682e-01 -8.51519487e-02
-2.08416925e-01 1.21962229e-01 1.42152662e-02 -1.56539309e-01
-5.35375857e-02 -1.11399039e-01 -1.30088900e-01 -1.63197775e-01
-1.08732882e-01]
[ -1.35226043e-01 -8.05705317e-02 3.82501853e-02 -2.53302514e-01
-5.73450783e-02 -1.41065905e-01 4.89472105e-02 -1.56697450e-02
-7.67217793e-02 -1.39683393e-02 -3.07493594e-01 -4.36128955e-01
-3.06913773e-02]
[ -1.40094930e-01 -1.38690177e-01 -6.74903091e-02 -2.57913341e-01
-3.47463045e-01 -2.88136732e-01 1.51641775e-01 1.19525901e-01
2.18694789e-02 9.87802494e-02 -2.24331050e-01 -7.21454482e-01
9.41846584e-03]
[ -1.66498941e-01 -2.32839102e-01 -2.98014874e-01 -3.73888691e-01
-2.76582888e-01 -2.09208880e-01 -3.13799932e-01 1.08582226e-01
-2.60139721e-02 -3.60339620e-01 -3.40276866e-01 -4.14896755e-01
-3.02722667e-01]
[ -1.09187009e-01 1.16132478e-01 2.48577095e-02 -9.88314703e-03
-2.17305205e-01 -1.69375700e-01 -9.26450075e-02 3.35420322e-02
-8.78173251e-02 -1.54160833e-01 -1.83100583e-01 -2.86976437e-01
-4.34573878e-02]
[ -3.50796748e-01 -1.23926979e-01 -2.71741509e-01 1.34561637e-01
-2.04193752e-01 -2.27092280e-01 -7.09629789e-02 -1.48830508e-01
3.89688412e-02 -4.82256127e-02 5.66659167e-02 -3.09400314e-01
-2.00663785e-02]
[ -1.28281459e-01 -3.24211967e-02 -2.57940575e-01 4.68328618e-02
-2.15223929e-01 -2.77932020e-01 -3.76164425e-01 -5.71174890e-02
5.41980709e-03 -2.31393907e-01 -2.27713580e-01 -2.65233318e-01
-4.87292033e-02]
[ -2.17252706e-01 -5.37137567e-01 -3.32955644e-01 -3.26778692e-01
-3.33022847e-01 -2.27129966e-01 4.77890280e-03 -2.78195082e-01
9.63511745e-02 -2.27868027e-01 -1.75642609e-01 -1.61347262e-01
-5.82010192e-02]
[ -2.13776414e-01 -2.98312177e-01 -3.14762506e-01 -1.38525069e-01
-9.60542210e-02 -1.47881371e-01 -7.97486829e-02 6.39952984e-04
-1.86772005e-01 -5.02193766e-01 -2.41618620e-01 -1.66963241e-01
4.71160013e-02]
[ -1.21627515e-01 1.27363423e-02 -2.38098485e-01 -4.52918697e-01
-2.40821434e-01 -2.59724074e-01 -3.17742499e-02 -3.15346604e-01
7.41329064e-02 -3.80362316e-02 -3.65640693e-01 -1.53351379e-01
-2.99333342e-01]]
Progress: 12.1% ... Training loss: 0.282 ... Validation loss: 0.492[[-0.0310703 ]
[ 0.32151445]
[-0.15074347]
[ 0.8647002 ]
[ 0.31176973]
[ 0.00573566]
[-0.85857517]
[-0.96754024]
[-0.70536119]
[-1.00033955]
[ 1.17201518]
[ 2.85922938]
[-1.67520989]]
[[ -5.36347512e-01 -5.04051997e-01 -5.82599771e-01 -1.42138782e-01
-3.07423320e-01 -5.89702194e-01 -3.60010485e-01 -3.55718155e-01
-5.34083001e-01 -4.54985716e-01 6.81359844e-02 5.19561066e-01
-1.46106712e-01]
[ 5.93898151e-03 -1.39110287e-01 5.18365690e-02 -3.08776223e-02
-4.35677686e-02 5.89834933e-02 -1.19740813e-01 2.34579937e-01
-1.26066899e-01 -1.61376450e-01 -4.98411809e-02 -4.10901621e-02
9.42267417e-02]
[ -2.00116223e-01 1.43038611e-01 -1.75731345e-02 1.67758258e-01
1.06760002e-01 -1.14697145e-01 1.48053488e-01 -5.73539002e-02
2.78728938e-01 -8.01088413e-02 3.15559274e-01 8.15962976e-01
5.56450884e-01]
[ 1.78467303e-01 -2.50910691e-01 -2.79240100e-01 -4.26950695e-02
-3.03630688e-01 -1.92292112e-04 2.80919358e-02 -3.72599979e-01
1.36982154e-01 -3.39452151e-01 -2.39299315e-01 -3.74435592e-01
-3.62408445e-02]
[ 1.06107299e-01 1.94218732e-02 1.04098080e-01 2.14870719e-02
-1.74372237e-02 6.97585851e-02 -8.76453727e-02 4.61506945e-02
1.93885256e-02 1.80142150e-01 1.28720906e-01 -3.60481841e-02
-1.14297198e-01]
[ -4.85030789e-01 -5.80045497e-01 -6.06312617e-01 -5.54297361e-01
-5.73126245e-01 -5.63385356e-01 -3.23949306e-01 -2.00427663e-01
-4.47253378e-01 -2.83281053e-01 -4.29419744e-01 -6.13021641e-01
-3.83901615e-01]
[ -4.17739041e-01 -5.74307370e-01 -3.23339628e-01 -3.41707649e-01
-4.04683008e-01 -5.59915427e-01 -4.31477578e-01 -4.68336094e-01
-2.95518642e-01 -1.94388719e-01 -4.15206860e-01 -2.60189288e-01
-2.26597317e-01]
[ -3.20282856e-01 -3.48067073e-01 -4.65327160e-01 -1.99518381e-01
-3.10771404e-01 -4.13126616e-01 -2.26682225e-01 -1.63727848e-01
-2.56755411e-01 -4.20963250e-01 -1.68005645e-01 -3.97815037e-01
-2.22795103e-01]
[ -4.73065912e-01 -3.53403460e-01 -3.75206649e-01 -1.60090410e-01
-3.40013934e-01 -2.14764841e-01 -1.14259143e-01 -4.17641437e-01
-2.78867106e-01 -4.35379516e-01 -1.47934580e-01 -1.81180498e-01
-1.62808952e-01]
[ -9.51603602e-01 -9.14711776e-01 -9.78450707e-01 -7.10459379e-01
-1.00320288e+00 -9.79087164e-01 -6.65478197e-01 -6.72044712e-01
-7.71298873e-01 -5.90466645e-01 -6.49826106e-01 -4.24696661e-01
-4.70501766e-01]
[ -5.05237460e-01 -2.67593382e-01 -4.63835951e-01 -3.08775977e-01
-3.50579068e-01 -3.56443187e-01 -5.43509986e-01 -5.51353279e-01
-6.31278140e-01 -1.17427449e-01 -4.17567663e-01 -5.50015086e-01
-4.05308591e-01]
[ -1.17604431e-01 2.39079722e-02 -3.33665513e-01 -3.94091731e-01
-1.04717493e-01 -7.21807120e-02 -1.42276394e-01 -2.66468235e-01
-1.33606939e-01 1.35360640e-01 -3.76474624e-01 -6.47236413e-01
-2.36489554e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.61219309e-01 -1.05056736e-01 1.61179972e-01 -2.36877763e-01
-1.21542505e-01 1.13309311e-01 -1.46667372e-01 -1.32545111e-02
-9.89513178e-02 4.17565943e-02 -1.16790255e-01 -2.55975217e-01
2.59132657e-02]
[ -8.17282710e-02 -2.63466848e-01 -1.76671879e-01 -2.92886363e-01
-4.80673291e-01 -8.45264023e-02 -2.66885167e-02 2.09241472e-02
-4.84406605e-02 3.43138712e-02 -1.89486000e-01 -2.78416527e-01
-2.27845152e-01]
[ -7.52020895e-02 -1.46540336e-04 -2.42246662e-01 -2.34513922e-01
1.38327014e-01 -1.63216164e-01 -1.74649485e-01 3.77387317e-02
-7.96530502e-03 -1.23645781e-02 -1.65800279e-01 3.94204841e-02
-7.48810530e-03]
[ 2.87524353e-02 -1.59791549e-01 -1.51401871e-01 -4.49545828e-02
-1.18895395e-01 -1.07396879e-01 7.52434710e-02 -1.68086680e-01
-3.91255504e-02 -3.92477215e-02 3.63608711e-03 -1.53863416e-01
4.84731302e-02]
[ -2.84551956e-01 -1.42595012e-01 -7.25048998e-02 -9.21328931e-02
-3.05250409e-01 -2.72590488e-01 -3.59856867e-01 5.45477142e-02
-2.98345012e-01 -2.11454221e-01 1.90224176e-01 2.99086004e-02
2.94832723e-01]
[ -2.16047686e-01 -1.28948782e-01 -8.08742213e-02 -6.96649418e-02
-8.38940961e-02 -1.15076845e-01 -3.96743227e-02 6.74943571e-02
-1.03609030e-01 2.03917999e-02 2.16578926e-02 -1.63629796e-01
4.89289599e-02]
[ -1.53897103e-01 -6.52437828e-02 -2.23617285e-01 -3.30920654e-01
-1.49872940e-01 -1.99062247e-01 -2.43125791e-01 -6.57137218e-02
1.87046370e-01 -1.59346110e-01 -3.12284638e-01 -2.89545627e-01
-1.14625918e-01]
[ -3.66858554e-01 -6.79189700e-02 -1.45611392e-01 -1.64943136e-01
-5.22875820e-02 -3.10636770e-01 6.46741962e-02 -5.29146086e-02
-1.06631165e-01 9.74345952e-02 8.29238228e-03 -1.15647578e-01
-1.57111844e-01]
[ -1.69312808e-01 -1.51178701e-01 -4.63915413e-02 -1.21817623e-01
-1.31397387e-01 -2.93448177e-01 -5.94588563e-02 -1.03764154e-01
-2.56705814e-01 4.84284262e-02 2.27585021e-01 6.54738436e-02
-1.99555973e-01]
[ -1.37901469e-01 -1.76900728e-01 -1.11759992e-01 -2.75896723e-01
9.10645336e-02 -1.79461905e-02 -2.08881619e-01 -1.46446782e-01
9.80126383e-02 -9.93998563e-02 -1.55098952e-01 -1.38050687e-01
-3.15473963e-01]
[ -4.45236757e-02 -3.30374017e-02 -1.47873419e-01 -3.96829117e-02
-2.28264959e-01 6.31382386e-02 -8.63251322e-02 -4.66043312e-02
-2.32341928e-01 -7.87008430e-02 -6.81632420e-02 -2.95100490e-01
-1.70147735e-01]
[ -7.35008708e-02 3.28908293e-02 -1.29960825e-01 -2.92734952e-01
1.26382874e-01 2.07947643e-02 -2.36478386e-01 -1.85032360e-01
1.05662310e-01 -8.20196256e-02 -2.53950337e-01 -1.91691959e-01
-2.89331910e-01]
[ 8.37956985e-02 -3.16230297e-01 -7.97239845e-02 -4.34765493e-01
-2.26417053e-01 -8.79186180e-02 7.29401597e-02 1.15136354e-01
7.89150566e-03 3.05276894e-01 -4.97778898e-01 -6.60082572e-01
3.99580686e-01]
[ -2.17721011e-01 -2.56141133e-01 -1.25683441e-01 -2.96423570e-01
-3.08421149e-01 -9.18268085e-02 2.14783246e-01 5.57614162e-02
3.10060050e-01 5.53901001e-02 -3.84728506e-01 -8.64345035e-01
6.11175437e-01]
[ -8.63397654e-03 -1.95044468e-01 2.68040609e-02 -2.91542343e-01
-1.75431798e-01 1.67494739e-01 1.98924319e-01 2.60045652e-01
-1.57381537e-02 2.47992793e-01 -1.86695297e-01 -8.80827907e-01
6.70571890e-01]
[ 6.58687248e-03 -5.05475561e-02 -1.20047910e-01 -1.10827893e-01
-1.80969942e-01 -4.51486740e-02 2.83014470e-01 1.66348672e-01
2.56215105e-01 3.76613105e-01 -4.45144147e-01 -7.53503110e-01
6.75925639e-01]
[ -7.92524490e-02 -2.84278953e-01 6.32697614e-02 -3.58153822e-01
-1.51212756e-01 1.18418621e-01 3.56918865e-01 1.37489053e-01
-5.89265042e-02 1.72829288e-01 -5.34937211e-01 -8.04463347e-01
7.97391109e-01]
[ 1.23707576e-01 -9.31819417e-02 1.98923149e-02 -1.66374641e-01
-8.37409369e-02 -1.67437234e-02 2.39336537e-01 3.59679990e-01
4.02774214e-01 2.71527309e-01 -5.26264074e-01 -6.87497267e-01
4.92777445e-01]
[ -9.17992118e-03 -1.29533242e-01 1.90340942e-02 2.28973738e-02
-8.40147173e-02 -2.83596905e-01 1.80757277e-02 2.91767381e-01
-2.96952842e-02 6.75855635e-02 -2.32227300e-01 -6.31205374e-01
2.32477032e-01]
[ 7.73817767e-02 1.22288410e-01 -2.49800744e-03 9.40675933e-02
-8.21425016e-02 -5.95545837e-02 -2.16337199e-01 -1.97809938e-01
-2.95800909e-01 -1.73592749e-01 -1.42782022e-01 3.40274956e-01
-1.88207596e-01]
[ 3.79076721e-02 -7.86928218e-02 1.37341456e-01 2.10261064e-01
2.60440716e-01 8.61530064e-03 -4.13285327e-01 -3.76109485e-01
-1.23412735e-01 -5.31203176e-01 1.89446805e-01 1.04505342e+00
-4.75490029e-01]
[ 3.50885256e-02 8.00693226e-02 -2.11248220e-01 4.33347836e-02
3.04160659e-02 -3.97493329e-04 -1.58785499e-01 -3.24600158e-01
-2.85822038e-01 -1.78056240e-01 -5.46152101e-02 -5.13972273e-02
-1.69280210e-01]
[ -5.49601550e-02 -2.14891833e-01 6.53932701e-02 9.40474066e-02
-1.33216150e-01 -1.33710389e-01 3.73476556e-02 -7.31954063e-03
8.00950171e-02 -3.66114801e-01 -3.05975711e-01 -2.56817325e-01
2.55171812e-02]
[ 1.60484101e-02 -2.76693394e-01 6.29825088e-02 -2.33781590e-01
-1.95671938e-01 -2.30890763e-01 -2.45380400e-01 7.56638079e-02
7.62617739e-03 1.38227024e-01 -1.78955871e-01 2.88792582e-02
-2.00787977e-02]
[ 1.73462187e-01 5.24493707e-02 -1.02923762e-01 -2.07166108e-01
-5.73928701e-02 -1.01354452e-01 -1.81577953e-01 3.70562001e-02
-1.90582629e-01 -2.23475954e-01 -1.74563520e-01 1.76346020e-01
-1.17455904e-01]
[ -1.71499203e-01 -1.83050218e-01 -1.08712823e-01 -1.81840646e-01
-5.12326094e-02 2.73131707e-02 -1.82479124e-01 -1.77481821e-01
-1.36189215e-01 2.22778308e-03 -1.93478282e-01 6.57317906e-02
-2.41851149e-01]
[ -3.29330438e-02 -2.12872486e-01 -1.56963103e-01 -1.89819347e-01
-5.25800388e-02 4.47073371e-02 -3.49564105e-02 -1.40764800e-02
-2.16631602e-01 -2.58626779e-01 -3.28897584e-02 -6.59154068e-02
-7.68980135e-02]
[ 1.15684027e-01 7.71190497e-02 -7.41985158e-03 -1.49938573e-01
-3.25894351e-01 8.48817435e-03 -1.45678452e-01 -2.56105708e-01
-3.12325323e-01 5.59358243e-02 -1.04509111e-01 -3.28902480e-02
-6.64359694e-02]
[ -6.37197727e-02 -9.83829909e-03 -2.83703483e-01 -2.59495535e-03
6.78307929e-02 1.55735616e-01 -2.33407771e-01 -1.76894084e-01
-5.59578838e-02 -5.74908327e-02 1.57214082e-01 4.73650107e-01
-6.14720671e-02]
[ 1.03358094e-01 3.63301770e-01 -2.08808939e-01 6.68969756e-01
1.28801301e-01 -2.48195476e-03 -2.72631567e-01 -4.21328580e-01
-2.76863594e-01 -4.28612566e-01 7.27327765e-01 1.05313922e+00
-7.74747476e-01]
[ -3.32269757e-02 1.96184547e-01 3.94233134e-02 2.17284280e-01
1.03806589e-02 -7.00746695e-02 -3.09822393e-01 -3.99877660e-01
-3.03422920e-01 -3.16862319e-01 4.95669044e-01 1.11966042e+00
-7.03155778e-01]
[ -5.14268598e-02 -1.18463603e-01 -1.61252327e-01 2.93770899e-01
-1.63369580e-01 2.33070304e-01 -1.06917376e-01 -2.67910546e-01
-2.63290559e-01 -4.91796704e-01 1.99047401e-01 4.82351074e-01
-3.53818556e-01]
[ 7.84513432e-02 -3.80668756e-01 -5.29042023e-02 -2.80004831e-02
-1.09634272e-01 2.00110486e-01 7.27126147e-02 1.57120575e-01
-1.67593789e-01 -5.15337403e-02 -6.54353022e-02 3.27627607e-01
-1.91616732e-01]
[ 2.03499230e-01 -2.91915231e-01 -1.21952404e-01 -8.50300153e-02
-2.08409092e-01 1.21968879e-01 1.41391721e-02 -1.56533058e-01
-5.35539795e-02 -1.11075625e-01 -1.29915400e-01 -1.62246119e-01
-1.09467972e-01]
[ -1.35243950e-01 -8.05264422e-02 3.82275256e-02 -2.53063217e-01
-5.72890870e-02 -1.41069638e-01 4.86362538e-02 -1.55888392e-02
-7.70049326e-02 -1.40535647e-02 -3.07142249e-01 -4.35514124e-01
-3.13182332e-02]
[ -1.40092883e-01 -1.38521010e-01 -6.75575874e-02 -2.57559468e-01
-3.47318093e-01 -2.88139613e-01 1.51300682e-01 1.18922492e-01
2.15488803e-02 9.81364820e-02 -2.23690468e-01 -7.20481328e-01
8.76460735e-03]
[ -1.66777470e-01 -2.30739407e-01 -2.98910333e-01 -3.69322893e-01
-2.74837731e-01 -2.09312323e-01 -3.20078988e-01 9.76735437e-02
-3.15461068e-02 -3.68813986e-01 -3.31425699e-01 -3.91757664e-01
-3.19587045e-01]
[ -1.09339523e-01 1.17880650e-01 2.41730140e-02 -4.31840031e-03
-2.15840953e-01 -1.69437664e-01 -9.72693846e-02 2.66711601e-02
-9.11762344e-02 -1.59041204e-01 -1.74153983e-01 -2.68154176e-01
-5.60837311e-02]
[ -3.50950048e-01 -1.22747425e-01 -2.72323301e-01 1.39196467e-01
-2.03123031e-01 -2.27162006e-01 -7.47594449e-02 -1.52855961e-01
3.59629122e-02 -5.25131237e-02 6.29696562e-02 -2.95474951e-01
-2.74596079e-02]
[ -1.28249071e-01 -3.23102139e-02 -2.57974410e-01 4.74322551e-02
-2.15106560e-01 -2.77932821e-01 -3.76183308e-01 -5.78959736e-02
5.15723504e-03 -2.31444935e-01 -2.26808159e-01 -2.63236346e-01
-4.92015964e-02]
[ -2.17463544e-01 -5.36366075e-01 -3.33490378e-01 -3.23398130e-01
-3.32161874e-01 -2.27195100e-01 1.11625478e-03 -2.81595440e-01
9.29646663e-02 -2.31860817e-01 -1.70788804e-01 -1.48603016e-01
-6.51886345e-02]
[ -2.14017641e-01 -2.97241860e-01 -3.15510399e-01 -1.33851254e-01
-9.45905447e-02 -1.47972680e-01 -8.32223627e-02 -4.34968975e-03
-1.89505255e-01 -5.06162761e-01 -2.34910443e-01 -1.49852316e-01
3.98035914e-02]
[ -1.21766618e-01 1.40567063e-02 -2.38825765e-01 -4.50839326e-01
-2.39488527e-01 -2.59771644e-01 -3.45725402e-02 -3.22125757e-01
7.17790934e-02 -4.55314471e-02 -3.59625072e-01 -1.36426874e-01
-3.07789768e-01]]
Progress: 12.2% ... Training loss: 0.298 ... Validation loss: 0.448[[-0.05831356]
[ 0.28405264]
[-0.18052706]
[ 0.8175027 ]
[ 0.27730784]
[-0.02272995]
[-0.89993625]
[-1.01392359]
[-0.74342032]
[-1.04891398]
[ 1.10361047]
[ 2.76445663]
[-1.73945622]]
[[ -5.36076379e-01 -5.07475174e-01 -5.81160507e-01 -1.54388724e-01
-3.10572231e-01 -5.89748275e-01 -3.46711530e-01 -3.40425181e-01
-5.24587620e-01 -4.38513430e-01 4.63742403e-02 4.70946120e-01
-1.12011767e-01]
[ 5.99961804e-03 -1.39963292e-01 5.22981068e-02 -3.45104605e-02
-4.43539679e-02 5.89724772e-02 -1.17699692e-01 2.38317013e-01
-1.24397642e-01 -1.58320936e-01 -5.55625769e-02 -5.08365733e-02
1.01859697e-01]
[ -1.99999521e-01 1.37702986e-01 -1.60653897e-02 1.48192355e-01
1.01527266e-01 -1.14720548e-01 1.63148107e-01 -4.29723459e-02
2.92186407e-01 -6.65487392e-02 2.86570954e-01 7.52422875e-01
6.06312254e-01]
[ 1.78298039e-01 -2.46969711e-01 -2.81031628e-01 -2.97643764e-02
-2.99202424e-01 -1.35716038e-04 1.63853780e-02 -3.89215581e-01
1.29173622e-01 -3.57563055e-01 -2.19120774e-01 -3.34713293e-01
-6.48361368e-02]
[ 1.06507540e-01 1.51587364e-02 1.06185487e-01 8.46419730e-03
-2.14669855e-02 6.96809385e-02 -7.81757027e-02 6.04836171e-02
2.71346766e-02 1.99242677e-01 1.06685096e-01 -7.40459922e-02
-9.64466450e-02]
[ -4.84862013e-01 -5.81782827e-01 -6.05528074e-01 -5.58415577e-01
-5.74445548e-01 -5.63417444e-01 -3.19302787e-01 -1.93407787e-01
-4.44255010e-01 -2.75199758e-01 -4.37015467e-01 -6.28573645e-01
-3.78329562e-01]
[ -4.17542577e-01 -5.77080128e-01 -3.22081418e-01 -3.51332011e-01
-4.07435218e-01 -5.59950376e-01 -4.23351163e-01 -4.58101923e-01
-2.88880380e-01 -1.82846488e-01 -4.30603563e-01 -2.92711856e-01
-2.02199116e-01]
[ -3.20057038e-01 -3.51808319e-01 -4.64161987e-01 -2.12617902e-01
-3.14185261e-01 -4.13165639e-01 -2.14386913e-01 -1.51537222e-01
-2.46969817e-01 -4.09621901e-01 -1.87644423e-01 -4.46906366e-01
-1.94021797e-01]
[ -4.72962069e-01 -3.54335743e-01 -3.74698580e-01 -1.63312767e-01
-3.40955721e-01 -2.14790879e-01 -1.11308143e-01 -4.14022487e-01
-2.76795908e-01 -4.31237255e-01 -1.53120109e-01 -1.91969756e-01
-1.58806209e-01]
[ -9.51120380e-01 -9.21321124e-01 -9.75776185e-01 -7.33346984e-01
-1.00929351e+00 -9.79177892e-01 -6.42504677e-01 -6.45811799e-01
-7.54119244e-01 -5.64081885e-01 -6.86779417e-01 -5.11429967e-01
-4.16421559e-01]
[ -5.05146319e-01 -2.69244546e-01 -4.63177215e-01 -3.13293117e-01
-3.52229600e-01 -3.56467112e-01 -5.40819151e-01 -5.47017989e-01
-6.28690483e-01 -1.12025596e-01 -4.24688827e-01 -5.63762066e-01
-3.99213868e-01]
[ -1.17483895e-01 2.29848677e-02 -3.33282777e-01 -3.96751440e-01
-1.05403489e-01 -7.21981572e-02 -1.39921505e-01 -2.63972813e-01
-1.31880803e-01 1.38681162e-01 -3.80216883e-01 -6.54711285e-01
-2.33918181e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.61126113e-01 -1.06133513e-01 1.61684394e-01 -2.39375925e-01
-1.22365839e-01 1.13289168e-01 -1.44335075e-01 -9.68833513e-03
-9.74752996e-02 4.59285187e-02 -1.21142782e-01 -2.64343107e-01
2.83734039e-02]
[ -8.16642021e-02 -2.64025641e-01 -1.76438621e-01 -2.94230974e-01
-4.81077362e-01 -8.45367070e-02 -2.46642506e-02 2.36450083e-02
-4.71289432e-02 3.75316567e-02 -1.92332353e-01 -2.85005062e-01
-2.25410109e-01]
[ -7.51898436e-02 -2.25622514e-04 -2.42210724e-01 -2.34782667e-01
1.38240920e-01 -1.63218324e-01 -1.74371198e-01 3.82412063e-02
-7.76337451e-03 -1.18055243e-02 -1.66124172e-01 3.91628407e-02
-6.92670828e-03]
[ 2.88145018e-02 -1.60458445e-01 -1.51051655e-01 -4.71273274e-02
-1.19662147e-01 -1.07407420e-01 7.75366231e-02 -1.64718712e-01
-3.73652266e-02 -3.54815717e-02 -4.29697028e-04 -1.63319015e-01
5.49329547e-02]
[ -2.84489843e-01 -1.43663808e-01 -7.20005304e-02 -9.62848648e-02
-3.06153652e-01 -2.72602014e-01 -3.56994718e-01 5.83329667e-02
-2.95939922e-01 -2.07688919e-01 1.83136532e-01 1.60687342e-02
3.05457436e-01]
[ -2.15995445e-01 -1.29578520e-01 -8.06387373e-02 -7.17432650e-02
-8.46494207e-02 -1.15086050e-01 -3.75219790e-02 6.92133336e-02
-1.01854247e-01 2.29232497e-02 1.90581676e-02 -1.71746179e-01
5.40372623e-02]
[ -1.53900087e-01 -6.54281456e-02 -2.23599377e-01 -3.31901742e-01
-1.49980733e-01 -1.99060813e-01 -2.42455014e-01 -6.48732583e-02
1.87694710e-01 -1.59315410e-01 -3.12941290e-01 -2.94272703e-01
-1.12312040e-01]
[ -3.66752015e-01 -7.02868479e-02 -1.44915412e-01 -1.72101296e-01
-5.44289623e-02 -3.10660375e-01 7.12327497e-02 -4.57854598e-02
-1.01417350e-01 1.04707769e-01 -1.98283511e-03 -1.35585739e-01
-1.42067535e-01]
[ -1.69180921e-01 -1.52631381e-01 -4.58104255e-02 -1.27466663e-01
-1.32759229e-01 -2.93467034e-01 -5.38435159e-02 -9.81997508e-02
-2.52457735e-01 5.39176405e-02 2.17739285e-01 4.13622583e-02
-1.86215794e-01]
[ -1.37872521e-01 -1.77185913e-01 -1.11601252e-01 -2.76867649e-01
9.07082087e-02 -1.79535491e-02 -2.08238909e-01 -1.45728987e-01
9.87699660e-02 -9.81734784e-02 -1.57069988e-01 -1.42709171e-01
-3.14969288e-01]
[ -4.44573674e-02 -3.38079998e-02 -1.47537223e-01 -4.19330640e-02
-2.28890937e-01 6.31230479e-02 -8.42625660e-02 -4.39807073e-02
-2.30979871e-01 -7.62081716e-02 -7.13779902e-02 -3.02664404e-01
-1.66906196e-01]
[ -7.34826005e-02 3.28479996e-02 -1.29898459e-01 -2.93275484e-01
1.26287855e-01 2.07901209e-02 -2.35951584e-01 -1.84505880e-01
1.06016249e-01 -8.14362920e-02 -2.54527755e-01 -1.92021983e-01
-2.88679605e-01]
[ 8.37781166e-02 -3.16084942e-01 -7.97624368e-02 -4.34469410e-01
-2.26359276e-01 -8.79159076e-02 7.25232998e-02 1.14976621e-01
7.33694009e-03 3.04917105e-01 -4.97407752e-01 -6.59980217e-01
3.98908378e-01]
[ -2.17694571e-01 -2.56398666e-01 -1.25566401e-01 -2.97577844e-01
-3.08665014e-01 -9.18313358e-02 2.16386892e-01 5.75277453e-02
3.11355003e-01 5.70835351e-02 -3.86596508e-01 -8.69255417e-01
6.15351335e-01]
[ -8.62018753e-03 -1.95229214e-01 2.68761355e-02 -2.92774422e-01
-1.75610026e-01 1.67493231e-01 2.00077733e-01 2.61194999e-01
-1.52375074e-02 2.48973751e-01 -1.88863906e-01 -8.86382944e-01
6.73902950e-01]
[ 6.60338069e-03 -5.08937882e-02 -1.19965932e-01 -1.12273038e-01
-1.81315377e-01 -4.51516670e-02 2.84871020e-01 1.68006432e-01
2.57671039e-01 3.78062952e-01 -4.47107953e-01 -7.61181753e-01
6.80413253e-01]
[ -7.92291743e-02 -2.84472742e-01 6.33815260e-02 -3.59058755e-01
-1.51447973e-01 1.18414058e-01 3.58231156e-01 1.38894750e-01
-5.82363990e-02 1.74139946e-01 -5.36394659e-01 -8.08347383e-01
8.00826928e-01]
[ 1.23709808e-01 -9.32072710e-02 1.99074384e-02 -1.66621570e-01
-8.37898020e-02 -1.67436690e-02 2.39642145e-01 3.59902567e-01
4.03075497e-01 2.71878838e-01 -5.26634468e-01 -6.89288484e-01
4.93922068e-01]
[ -9.15647117e-03 -1.29764267e-01 1.91343026e-02 2.22369313e-02
-8.42098412e-02 -2.83601227e-01 1.86664579e-02 2.92654842e-01
-2.92095228e-02 6.84357100e-02 -2.32964540e-01 -6.31980907e-01
2.33675416e-01]
[ 7.74899398e-02 1.21118503e-01 -2.15916164e-03 9.14472167e-02
-8.29589319e-02 -5.95682344e-02 -2.13554110e-01 -1.94759695e-01
-2.92706717e-01 -1.70529417e-01 -1.46998951e-01 3.28228315e-01
-1.82158510e-01]
[ 3.79656691e-02 -7.94051303e-02 1.37637961e-01 2.08096857e-01
2.59798906e-01 8.60755504e-03 -4.11248096e-01 -3.74298892e-01
-1.21576849e-01 -5.29354355e-01 1.85772653e-01 1.03693861e+00
-4.71518541e-01]
[ 3.51439745e-02 7.91732277e-02 -2.10997819e-01 4.09754142e-02
2.96126244e-02 -4.07866764e-04 -1.56478043e-01 -3.22290956e-01
-2.83940907e-01 -1.75757129e-01 -5.80931556e-02 -6.08464475e-02
-1.63865474e-01]
[ -5.49776042e-02 -2.14582061e-01 6.52667309e-02 9.50900649e-02
-1.32915050e-01 -1.33706839e-01 3.62918651e-02 -8.48804537e-03
7.93388202e-02 -3.67068180e-01 -3.04236307e-01 -2.51906180e-01
2.31760721e-02]
[ 1.60023097e-02 -2.76290009e-01 6.27311515e-02 -2.32629228e-01
-1.95249307e-01 -2.30883975e-01 -2.46778005e-01 7.32737101e-02
6.39165774e-03 1.35501249e-01 -1.76841462e-01 3.52940595e-02
-2.33934400e-02]
[ 1.73440905e-01 5.27227911e-02 -1.03005912e-01 -2.07098393e-01
-5.71819915e-02 -1.01350248e-01 -1.82115623e-01 3.64737545e-02
-1.90963147e-01 -2.24084313e-01 -1.74521361e-01 1.77523837e-01
-1.17589864e-01]
[ -1.71491943e-01 -1.83129055e-01 -1.08567429e-01 -1.82643457e-01
-5.13765988e-02 2.73105236e-02 -1.82186335e-01 -1.76410373e-01
-1.36219709e-01 3.46733614e-03 -1.94728990e-01 6.43188921e-02
-2.40400195e-01]
[ -3.28885599e-02 -2.13987145e-01 -1.56509275e-01 -1.94160525e-01
-5.38239219e-02 4.46965119e-02 -3.11929327e-02 -9.20223142e-03
-2.13863671e-01 -2.53845932e-01 -3.96976469e-02 -8.14077895e-02
-6.66708287e-02]
[ 1.15702453e-01 7.68558239e-02 -7.30103573e-03 -1.50686854e-01
-3.26047972e-01 8.48513166e-03 -1.45081254e-01 -2.55318852e-01
-3.11836174e-01 5.68335784e-02 -1.05669570e-01 -3.61970142e-02
-6.44915514e-02]
[ -6.37034503e-02 -1.04205476e-02 -2.83507406e-01 -4.27709497e-03
6.72549363e-02 1.55729833e-01 -2.32012551e-01 -1.74913322e-01
-5.48124068e-02 -5.53533330e-02 1.55009987e-01 4.70564954e-01
-5.82171188e-02]
[ 1.03397426e-01 3.62566806e-01 -2.08521373e-01 6.67130126e-01
1.28130672e-01 -2.49041234e-03 -2.71271564e-01 -4.19838119e-01
-2.75628121e-01 -4.26413379e-01 7.24905085e-01 1.04934599e+00
-7.71834131e-01]
[ -3.30429731e-02 1.94317760e-01 4.02104990e-02 2.12055750e-01
8.94919638e-03 -7.01076487e-02 -3.05080366e-01 -3.95039358e-01
-2.99647914e-01 -3.10326344e-01 4.86157328e-01 1.09811865e+00
-6.95929097e-01]
[ -5.13925184e-02 -1.18985268e-01 -1.61077528e-01 2.92775085e-01
-1.63781340e-01 2.33060799e-01 -1.05718421e-01 -2.66344029e-01
-2.62640737e-01 -4.90233263e-01 1.97540682e-01 4.82004647e-01
-3.53148940e-01]
[ 7.85792448e-02 -3.81991220e-01 -5.22030603e-02 -3.24403439e-02
-1.11000903e-01 2.00083927e-01 7.71968733e-02 1.63542976e-01
-1.64472807e-01 -4.47700815e-02 -7.31355206e-02 3.09279072e-01
-1.82541994e-01]
[ 2.03513591e-01 -2.92044003e-01 -1.21892821e-01 -8.54566166e-02
-2.08558724e-01 1.21965773e-01 1.46190436e-02 -1.55969052e-01
-5.32068932e-02 -1.10570771e-01 -1.30499594e-01 -1.63686909e-01
-1.08582661e-01]
[ -1.35243349e-01 -8.05024475e-02 3.82326769e-02 -2.52972329e-01
-5.72742438e-02 -1.41069570e-01 4.85173178e-02 -1.53499280e-02
-7.70610722e-02 -1.39089513e-02 -3.07058147e-01 -4.34987206e-01
-3.15884232e-02]
[ -1.40109904e-01 -1.38229964e-01 -6.76565765e-02 -2.56981027e-01
-3.47096601e-01 -2.88136500e-01 1.50582972e-01 1.18193776e-01
2.09839183e-02 9.72756974e-02 -2.22775218e-01 -7.18596061e-01
7.38721880e-03]
[ -1.66582295e-01 -2.32822187e-01 -2.98177622e-01 -3.75103764e-01
-2.76618709e-01 -2.09348186e-01 -3.14630069e-01 1.04119204e-01
-2.71743958e-02 -3.62634761e-01 -3.39322501e-01 -4.12128977e-01
-3.09110026e-01]
[ -1.09262246e-01 1.16962142e-01 2.46792614e-02 -7.92913959e-03
-2.16626625e-01 -1.69450442e-01 -9.45462693e-02 3.13032358e-02
-8.92231157e-02 -1.54949525e-01 -1.80923697e-01 -2.81902970e-01
-4.67733019e-02]
[ -3.50870608e-01 -1.24748280e-01 -2.71632638e-01 1.32523661e-01
-2.05111643e-01 -2.27182208e-01 -6.84460946e-02 -1.45206542e-01
4.08805866e-02 -4.48377406e-02 5.32273317e-02 -3.14861783e-01
-1.28187320e-02]
[ -1.28164879e-01 -3.30982393e-02 -2.57616048e-01 4.43601238e-02
-2.15850392e-01 -2.77946623e-01 -3.73143083e-01 -5.38467179e-02
7.65225398e-03 -2.27576199e-01 -2.30972567e-01 -2.72797576e-01
-4.13127607e-02]
[ -2.17408707e-01 -5.36928569e-01 -3.33187201e-01 -3.25378030e-01
-3.32815040e-01 -2.27206086e-01 3.31584126e-03 -2.79514287e-01
9.48555456e-02 -2.29132904e-01 -1.74425808e-01 -1.58826114e-01
-6.04722600e-02]
[ -2.14031613e-01 -2.97268713e-01 -3.15493618e-01 -1.33484217e-01
-9.46246511e-02 -1.47972604e-01 -8.29936442e-02 -3.92374763e-03
-1.89341277e-01 -5.05577212e-01 -2.34648432e-01 -1.48545332e-01
4.08137164e-02]
[ -1.21548667e-01 1.12526057e-02 -2.37717712e-01 -4.60154371e-01
-2.41929316e-01 -2.59810188e-01 -2.65072110e-02 -3.14345639e-01
7.74801355e-02 -3.55527945e-02 -3.75493564e-01 -1.72397749e-01
-2.93087123e-01]]
Progress: 12.2% ... Training loss: 0.282 ... Validation loss: 0.485[[-0.05366063]
[ 0.30146167]
[-0.16407575]
[ 0.84832286]
[ 0.29569687]
[-0.01423264]
[-0.87195008]
[-0.98245883]
[-0.7159923 ]
[-1.02137851]
[ 1.14879338]
[ 2.83685033]
[-1.6822507 ]]
[[ -5.36138265e-01 -5.06676979e-01 -5.82073621e-01 -1.46994436e-01
-3.09253447e-01 -5.89807116e-01 -3.51020408e-01 -3.48401827e-01
-5.27894299e-01 -4.44796936e-01 5.93069814e-02 5.01714024e-01
-1.32479534e-01]
[ 6.02937324e-03 -1.40211842e-01 5.23688502e-02 -3.58491268e-02
-4.46761704e-02 5.89905218e-02 -1.16826467e-01 2.39295735e-01
-1.23272907e-01 -1.58108932e-01 -5.71324766e-02 -5.75650094e-02
1.05864105e-01]
[ -2.01106560e-01 1.45619741e-01 -2.02434076e-02 1.76063199e-01
1.09279923e-01 -1.15167315e-01 1.36083262e-01 -7.56722177e-02
2.68791264e-01 -9.81197705e-02 3.29087022e-01 8.51583492e-01
5.38842767e-01]
[ 1.78819954e-01 -2.51526318e-01 -2.78638014e-01 -4.19639212e-02
-3.03412436e-01 5.29963112e-05 2.85268817e-02 -3.67360011e-01
1.39842499e-01 -3.34950589e-01 -2.42290955e-01 -3.88984964e-01
-3.70542976e-02]
[ 1.06598305e-01 1.46798967e-02 1.06044676e-01 5.31221880e-03
-2.19490911e-02 6.97101943e-02 -7.43538795e-02 5.72106314e-02
2.98947273e-02 1.97332403e-01 1.03697043e-01 -8.82105803e-02
-8.77557046e-02]
[ -4.84729889e-01 -5.82284375e-01 -6.05388955e-01 -5.60001996e-01
-5.74921160e-01 -5.63372813e-01 -3.18533534e-01 -1.92718667e-01
-4.43359869e-01 -2.74780488e-01 -4.38267316e-01 -6.28671900e-01
-3.79151168e-01]
[ -4.17681134e-01 -5.75990719e-01 -3.22965881e-01 -3.43971192e-01
-4.06174229e-01 -5.60004435e-01 -4.28675673e-01 -4.66413219e-01
-2.94025071e-01 -1.89640213e-01 -4.19304874e-01 -2.64951815e-01
-2.25388356e-01]
[ -3.20334652e-01 -3.48801056e-01 -4.65815266e-01 -2.01422507e-01
-3.11088730e-01 -4.13312857e-01 -2.26256758e-01 -1.65602728e-01
-2.56438022e-01 -4.22321118e-01 -1.69714780e-01 -4.09454092e-01
-2.23910401e-01]
[ -4.73015269e-01 -3.53898578e-01 -3.74800502e-01 -1.62558397e-01
-3.40676574e-01 -2.14813657e-01 -1.12896734e-01 -4.13463804e-01
-2.77752675e-01 -4.32497644e-01 -1.52044306e-01 -1.90274240e-01
-1.61343445e-01]
[ -9.51650890e-01 -9.16752127e-01 -9.78455650e-01 -7.14370865e-01
-1.00468154e+00 -9.79382331e-01 -6.59959723e-01 -6.68063350e-01
-7.69249074e-01 -5.85896882e-01 -6.55962150e-01 -4.38457030e-01
-4.70034861e-01]
[ -5.05201291e-01 -2.68570609e-01 -4.63365631e-01 -3.11054070e-01
-3.51689450e-01 -3.56509106e-01 -5.44925961e-01 -5.47978726e-01
-6.31307614e-01 -1.13965499e-01 -4.21226935e-01 -5.55065043e-01
-4.07142811e-01]
[ -1.17235658e-01 2.17742223e-02 -3.32915439e-01 -4.00242443e-01
-1.06394554e-01 -7.21311496e-02 -1.36373340e-01 -2.61889525e-01
-1.28808363e-01 1.42102002e-01 -3.85443756e-01 -6.69571668e-01
-2.28812622e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.61103957e-01 -1.06186434e-01 1.61672424e-01 -2.39794495e-01
-1.22389411e-01 1.13296739e-01 -1.44511687e-01 -1.02849650e-02
-9.77083617e-02 4.49979283e-02 -1.20929661e-01 -2.61171570e-01
2.74650961e-02]
[ -8.17095496e-02 -2.63801429e-01 -1.76600203e-01 -2.93613966e-01
-4.80943229e-01 -8.45528953e-02 -2.52905111e-02 2.22695263e-02
-4.74482682e-02 3.61939580e-02 -1.91276752e-01 -2.82363105e-01
-2.27027723e-01]
[ -7.49478672e-02 -1.22060697e-03 -2.41772708e-01 -2.37510028e-01
1.37307246e-01 -1.63145498e-01 -1.71602603e-01 4.12941538e-02
-5.15053238e-03 -7.79406873e-03 -1.69567758e-01 2.92337770e-02
-2.47448579e-03]
[ 2.87853232e-02 -1.60309929e-01 -1.51170349e-01 -4.63091168e-02
-1.19446376e-01 -1.07417109e-01 7.71308512e-02 -1.65981790e-01
-3.80145160e-02 -3.65463016e-02 1.01354727e-03 -1.60604265e-01
5.28762779e-02]
[ -2.84583266e-01 -1.43214190e-01 -7.23673211e-02 -9.29159049e-02
-3.05622943e-01 -2.72626505e-01 -3.59659492e-01 5.49741291e-02
-2.98814648e-01 -2.10308678e-01 1.88593635e-01 3.17046234e-02
2.93413574e-01]
[ -2.16283486e-01 -1.27557973e-01 -8.18273401e-02 -6.31568050e-02
-8.26102771e-02 -1.15194761e-01 -4.51762846e-02 5.93078673e-02
-1.08120341e-01 1.33058727e-02 3.15948898e-02 -1.42429835e-01
3.19103317e-02]
[ -1.53962813e-01 -6.48447567e-02 -2.23927130e-01 -3.30573372e-01
-1.49416325e-01 -1.99091844e-01 -2.43932703e-01 -6.68946947e-02
1.85763807e-01 -1.61509288e-01 -3.10140211e-01 -2.90348716e-01
-1.15621512e-01]
[ -3.66887881e-01 -6.86814543e-02 -1.45610083e-01 -1.66293928e-01
-5.28161111e-02 -3.10734330e-01 6.47695579e-02 -5.24732926e-02
-1.05991172e-01 9.85984673e-02 6.28217175e-03 -1.13387682e-01
-1.56760581e-01]
[ -1.69249840e-01 -1.52017292e-01 -4.62115524e-02 -1.25289173e-01
-1.32149399e-01 -2.93514421e-01 -5.66573442e-02 -1.00098797e-01
-2.54522054e-01 5.15210379e-02 2.21639676e-01 4.85809995e-02
-1.93013625e-01]
[ -1.37848101e-01 -1.77305744e-01 -1.11499900e-01 -2.77379934e-01
9.05047846e-02 -1.79415792e-02 -2.08097571e-01 -1.45088768e-01
9.92249848e-02 -9.81208362e-02 -1.57942898e-01 -1.46897957e-01
-3.14762163e-01]
[ -4.43818025e-02 -3.41626973e-02 -1.47336862e-01 -4.31748881e-02
-2.29223299e-01 6.31595235e-02 -8.28655103e-02 -4.21799107e-02
-2.29940472e-01 -7.46207283e-02 -7.31443639e-02 -3.06924014e-01
-1.63896156e-01]
[ -7.34604622e-02 3.27569562e-02 -1.29867543e-01 -2.93355145e-01
1.26235098e-01 2.07933091e-02 -2.35989832e-01 -1.84021033e-01
1.06146010e-01 -8.11519573e-02 -2.55064868e-01 -1.93656210e-01
-2.89231942e-01]
[ 8.38281233e-02 -3.16257580e-01 -7.96512981e-02 -4.35439565e-01
-2.26555370e-01 -8.79011491e-02 7.37304884e-02 1.16329600e-01
8.18710844e-03 3.06363248e-01 -4.99058539e-01 -6.64550322e-01
4.02434726e-01]
[ -2.17706577e-01 -2.56404422e-01 -1.25579576e-01 -2.97678227e-01
-3.08675757e-01 -9.18345964e-02 2.16464997e-01 5.76969962e-02
3.11405724e-01 5.70047148e-02 -3.86826038e-01 -8.70261178e-01
6.15642671e-01]
[ -8.62443646e-03 -1.95213734e-01 2.68556051e-02 -2.92726154e-01
-1.75587829e-01 1.67491637e-01 2.00069517e-01 2.61133243e-01
-1.52798043e-02 2.48956419e-01 -1.88809712e-01 -8.86223198e-01
6.73732724e-01]
[ 6.56521158e-03 -5.07254893e-02 -1.20075899e-01 -1.11759769e-01
-1.81189552e-01 -4.51644029e-02 2.84245286e-01 1.67236245e-01
2.57173684e-01 3.77210714e-01 -4.46519589e-01 -7.60385958e-01
6.79032017e-01]
[ -7.92409727e-02 -2.84440198e-01 6.33505648e-02 -3.58961608e-01
-1.51420323e-01 1.18408864e-01 3.58086170e-01 1.38639264e-01
-5.83213244e-02 1.73864311e-01 -5.36247841e-01 -8.08341980e-01
8.00613508e-01]
[ 1.23713110e-01 -9.32078526e-02 1.99180811e-02 -1.66675714e-01
-8.37947381e-02 -1.67438119e-02 2.39703375e-01 3.60039233e-01
4.03146607e-01 2.72028449e-01 -5.26782327e-01 -6.89801526e-01
4.94337831e-01]
[ -9.19454050e-03 -1.29510142e-01 1.90124229e-02 2.33217700e-02
-8.39718447e-02 -2.83611895e-01 1.76506035e-02 2.91839575e-01
-3.02336158e-02 6.73893434e-02 -2.31753636e-01 -6.29697443e-01
2.30724175e-01]
[ 7.75497394e-02 1.20678275e-01 -1.97672331e-03 9.03333837e-02
-8.32919559e-02 -5.95529798e-02 -2.12679274e-01 -1.92800036e-01
-2.91887433e-01 -1.68739898e-01 -1.48578563e-01 3.21954578e-01
-1.79541606e-01]
[ 3.79674574e-02 -7.92739858e-02 1.37654236e-01 2.10687144e-01
2.59948186e-01 8.62479196e-03 -4.12673863e-01 -3.74976382e-01
-1.22943602e-01 -5.29458258e-01 1.89615103e-01 1.04646975e+00
-4.80667197e-01]
[ 3.51415722e-02 7.92135622e-02 -2.11031211e-01 4.11644594e-02
2.96761610e-02 -4.10006026e-04 -1.56466092e-01 -3.22384091e-01
-2.83999293e-01 -1.76041234e-01 -5.78526975e-02 -6.03073685e-02
-1.64099699e-01]
[ -5.50087388e-02 -2.14286757e-01 6.51203480e-02 9.59907901e-02
-1.32683487e-01 -1.33718357e-01 3.48826399e-02 -9.53403306e-03
7.81663544e-02 -3.68102056e-01 -3.02839537e-01 -2.47188447e-01
2.01530397e-02]
[ 1.58814653e-02 -2.75474638e-01 6.20597313e-02 -2.30074245e-01
-1.94358843e-01 -2.30925739e-01 -2.49616415e-01 6.69311818e-02
3.60127657e-03 1.29440249e-01 -1.71256082e-01 5.07868618e-02
-3.29540859e-02]
[ 1.73511736e-01 5.22543649e-02 -1.02799893e-01 -2.08250838e-01
-5.75712648e-02 -1.01326313e-01 -1.80901608e-01 3.81148494e-02
-1.89872160e-01 -2.22512647e-01 -1.76119072e-01 1.73685301e-01
-1.14637770e-01]
[ -1.71544369e-01 -1.82821606e-01 -1.08759898e-01 -1.81851434e-01
-5.10798348e-02 2.72855986e-02 -1.83464177e-01 -1.78253944e-01
-1.37202254e-01 1.19969183e-03 -1.93129786e-01 6.92517758e-02
-2.43011626e-01]
[ -3.30595136e-02 -2.12327217e-01 -1.57276401e-01 -1.89610800e-01
-5.22620663e-02 4.46106958e-02 -3.69113217e-02 -1.56333509e-02
-2.18261568e-01 -2.60024688e-01 -3.21701104e-02 -6.02902749e-02
-7.93644923e-02]
[ 1.15672108e-01 7.70197914e-02 -7.42883638e-03 -1.50210389e-01
-3.25961250e-01 8.47390853e-03 -1.45692217e-01 -2.56758705e-01
-3.12078333e-01 5.55481193e-02 -1.04694219e-01 -3.36629270e-02
-6.59656624e-02]
[ -6.37361356e-02 -1.01616224e-02 -2.83553957e-01 -3.54771193e-03
6.74713434e-02 1.55721045e-01 -2.33037301e-01 -1.74903542e-01
-5.57028709e-02 -5.59218702e-02 1.56192676e-01 4.73584875e-01
-6.03806611e-02]
[ 1.03545378e-01 3.61880482e-01 -2.08344584e-01 6.65338972e-01
1.27562060e-01 -2.44401740e-03 -2.69345570e-01 -4.18773617e-01
-2.74135110e-01 -4.24813362e-01 7.22312439e-01 1.04314085e+00
-7.70185206e-01]
[ -3.30049002e-02 1.94925041e-01 3.98519955e-02 2.15299144e-01
9.56120676e-03 -7.01113192e-02 -3.07442934e-01 -3.97811308e-01
-3.01537025e-01 -3.12628579e-01 4.91432083e-01 1.10276987e+00
-7.05204438e-01]
[ -5.14191967e-02 -1.18747738e-01 -1.61154197e-01 2.94665335e-01
-1.63464059e-01 2.33045991e-01 -1.06824376e-01 -2.67457907e-01
-2.63346958e-01 -4.91030673e-01 2.00018458e-01 4.88855942e-01
-3.57053354e-01]
[ 7.84796698e-02 -3.81418843e-01 -5.25846819e-02 -2.99517665e-02
-1.10364906e-01 2.00037379e-01 7.45398735e-02 1.60380682e-01
-1.66291669e-01 -4.77846137e-02 -6.94260710e-02 3.18869432e-01
-1.88705689e-01]
[ 2.03528998e-01 -2.92072399e-01 -1.21870156e-01 -8.55924543e-02
-2.08598554e-01 1.21970667e-01 1.47942839e-02 -1.55846412e-01
-5.30425780e-02 -1.10356574e-01 -1.30629260e-01 -1.63906898e-01
-1.08296641e-01]
[ -1.35261538e-01 -8.03796862e-02 3.81855409e-02 -2.52582462e-01
-5.71730411e-02 -1.41075042e-01 4.79170662e-02 -1.54140164e-02
-7.76251507e-02 -1.41478771e-02 -3.06528483e-01 -4.33042915e-01
-3.31197008e-02]
[ -1.40144784e-01 -1.38078148e-01 -6.77375034e-02 -2.56477158e-01
-3.46969782e-01 -2.88148131e-01 1.49846633e-01 1.17496795e-01
2.02977944e-02 9.65772604e-02 -2.22136886e-01 -7.17326900e-01
5.71329752e-03]
[ -1.66463895e-01 -2.32848503e-01 -2.98236280e-01 -3.75581573e-01
-2.76713414e-01 -2.09304197e-01 -3.15176181e-01 1.01733248e-01
-2.77558449e-02 -3.65132883e-01 -3.37745315e-01 -4.06389565e-01
-3.15872458e-01]
[ -1.09388946e-01 1.17775002e-01 2.41821348e-02 -4.76622855e-03
-2.15893800e-01 -1.69499481e-01 -9.74245409e-02 2.69662672e-02
-9.13426656e-02 -1.58674940e-01 -1.76279203e-01 -2.71259365e-01
-5.41928226e-02]
[ -3.51015785e-01 -1.22939024e-01 -2.72458577e-01 1.38928665e-01
-2.03341409e-01 -2.27258228e-01 -7.51816411e-02 -1.52501820e-01
3.58877810e-02 -5.18737038e-02 6.28675149e-02 -2.92194656e-01
-2.84098545e-02]
[ -1.28275980e-01 -3.21570296e-02 -2.58137986e-01 4.91651723e-02
-2.14837158e-01 -2.77991593e-01 -3.75968569e-01 -5.69368348e-02
4.85206842e-03 -2.30822706e-01 -2.24417641e-01 -2.57855303e-01
-5.14773959e-02]
[ -2.17548013e-01 -5.36190249e-01 -3.33654700e-01 -3.21350578e-01
-3.31984825e-01 -2.27248343e-01 -1.62403301e-04 -2.82044554e-01
9.15398238e-02 -2.31973731e-01 -1.67478315e-01 -1.45000108e-01
-7.02830132e-02]
[ -2.14049000e-01 -2.97298773e-01 -3.15503667e-01 -1.33043761e-01
-9.46544519e-02 -1.47973279e-01 -8.34152415e-02 -4.07320807e-03
-1.89722510e-01 -5.05741649e-01 -2.34221358e-01 -1.46225574e-01
3.84795642e-02]
[ -1.21464644e-01 1.10396249e-02 -2.37837045e-01 -4.60793269e-01
-2.41990262e-01 -2.59820640e-01 -2.76356446e-02 -3.15686591e-01
7.69965587e-02 -3.63755860e-02 -3.76232635e-01 -1.75726355e-01
-2.97441194e-01]]
Progress: 12.2% ... Training loss: 0.281 ... Validation loss: 0.441[[-0.05596152]
[ 0.29120204]
[-0.17329484]
[ 0.83106157]
[ 0.28452171]
[-0.01579104]
[-0.88715647]
[-0.99986276]
[-0.72993876]
[-1.04046019]
[ 1.12316574]
[ 2.79944652]
[-1.72468215]]
[[ -5.35947162e-01 -5.08286858e-01 -5.81229777e-01 -1.53285346e-01
-3.11077412e-01 -5.89748517e-01 -3.44685519e-01 -3.41618170e-01
-5.23075745e-01 -4.35746297e-01 5.00191712e-02 4.85573530e-01
-1.14953545e-01]
[ 6.05156283e-03 -1.40466091e-01 5.25183178e-02 -3.67549849e-02
-4.48709654e-02 5.89944453e-02 -1.16274295e-01 2.40245773e-01
-1.22802820e-01 -1.56896474e-01 -5.87911461e-02 -6.11605047e-02
1.08191559e-01]
[ -2.00430142e-01 1.39973122e-01 -1.75555634e-02 1.53561311e-01
1.03400792e-01 -1.14969034e-01 1.55857231e-01 -5.35127138e-02
2.85570536e-01 -7.63864317e-02 2.97963536e-01 7.75708018e-01
5.92427910e-01]
[ 1.78487268e-01 -2.48715858e-01 -2.80087085e-01 -3.26535229e-02
-3.00876254e-01 -4.00064382e-05 2.04104555e-02 -3.79418786e-01
1.33843727e-01 -3.47657653e-01 -2.29047694e-01 -3.62313312e-01
-5.54263686e-02]
[ 1.06815364e-01 1.36570552e-02 1.06662410e-01 2.18001108e-04
-2.35465122e-02 6.97679497e-02 -7.07522201e-02 6.35568745e-02
3.29639226e-02 2.03344644e-01 9.55188280e-02 -1.04688332e-01
-7.54942913e-02]
[ -4.84796969e-01 -5.82203401e-01 -6.05462638e-01 -5.58937753e-01
-5.74730130e-01 -5.63391402e-01 -3.19207378e-01 -1.92770512e-01
-4.43992585e-01 -2.74633202e-01 -4.37434556e-01 -6.26656233e-01
-3.80669526e-01]
[ -4.17372426e-01 -5.77960537e-01 -3.21898050e-01 -3.52128483e-01
-4.07952218e-01 -5.59933629e-01 -4.21738779e-01 -4.58762295e-01
-2.87867793e-01 -1.79534889e-01 -4.30707311e-01 -2.94768230e-01
-2.04613987e-01]
[ -3.20145287e-01 -3.50943180e-01 -4.64915768e-01 -2.09418684e-01
-3.13328602e-01 -4.13248898e-01 -2.18016649e-01 -1.56504578e-01
-2.50197765e-01 -4.14078032e-01 -1.80757591e-01 -4.37709862e-01
-2.03026330e-01]
[ -4.73292774e-01 -3.52561107e-01 -3.75387017e-01 -1.57853510e-01
-3.39481633e-01 -2.14891684e-01 -1.17386746e-01 -4.18211042e-01
-2.81617337e-01 -4.36603922e-01 -1.47638325e-01 -1.76351244e-01
-1.71145481e-01]
[ -9.51492329e-01 -9.18923026e-01 -9.77282897e-01 -7.21515714e-01
-1.00645034e+00 -9.79343757e-01 -6.52450229e-01 -6.59222287e-01
-7.63071162e-01 -5.74840771e-01 -6.67260070e-01 -4.67613730e-01
-4.51026405e-01]
[ -5.05205395e-01 -2.69379493e-01 -4.63144419e-01 -3.14497255e-01
-3.52645753e-01 -3.56506868e-01 -5.42081559e-01 -5.44463009e-01
-6.29274147e-01 -1.10284145e-01 -4.27065949e-01 -5.65364810e-01
-3.95174068e-01]
[ -1.17236628e-01 2.20605077e-02 -3.33002274e-01 -4.00038745e-01
-1.06301348e-01 -7.21338102e-02 -1.36714091e-01 -2.62296315e-01
-1.29119585e-01 1.41753955e-01 -3.85513330e-01 -6.72248724e-01
-2.29451775e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.61086192e-01 -1.06267769e-01 1.61747942e-01 -2.39919536e-01
-1.22505577e-01 1.13299625e-01 -1.44313913e-01 -9.79759280e-03
-9.76742719e-02 4.54733866e-02 -1.21147790e-01 -2.62728682e-01
2.71193589e-02]
[ -8.17958070e-02 -2.63560629e-01 -1.76806338e-01 -2.92496002e-01
-4.80567265e-01 -8.45759731e-02 -2.63863223e-02 2.11581802e-02
-4.83902492e-02 3.50524198e-02 -1.89998988e-01 -2.78040163e-01
-2.28622218e-01]
[ -7.49556663e-02 -1.24730392e-03 -2.41735746e-01 -2.37351697e-01
1.37276826e-01 -1.63145801e-01 -1.71606424e-01 4.16443202e-02
-5.04821631e-03 -7.23369141e-03 -1.69672644e-01 2.87159358e-02
-2.35800511e-03]
[ 2.88863453e-02 -1.61091360e-01 -1.50746724e-01 -4.90469385e-02
-1.20212678e-01 -1.07393447e-01 7.95329136e-02 -1.62242360e-01
-3.61891358e-02 -3.14682393e-02 -3.94202639e-03 -1.71415444e-01
6.06164782e-02]
[ -2.84467993e-01 -1.44143555e-01 -7.18431684e-02 -9.66551955e-02
-3.06469459e-01 -2.72597819e-01 -3.56979452e-01 5.90274994e-02
-2.96097627e-01 -2.06050796e-01 1.82534245e-01 1.43319233e-02
3.03935154e-01]
[ -2.16210380e-01 -1.27868362e-01 -8.16479007e-02 -6.51881608e-02
-8.30144276e-02 -1.15178635e-01 -4.32157691e-02 5.96248650e-02
-1.06416017e-01 1.44542407e-02 3.02383091e-02 -1.45625664e-01
3.53052362e-02]
[ -1.53908606e-01 -6.51719953e-02 -2.23777754e-01 -3.31590753e-01
-1.49673220e-01 -1.99078412e-01 -2.42311158e-01 -6.53246684e-02
1.87326865e-01 -1.60011497e-01 -3.12246055e-01 -2.97317035e-01
-1.11339955e-01]
[ -3.66718626e-01 -7.05667470e-02 -1.44898005e-01 -1.73224389e-01
-5.46749247e-02 -3.10685683e-01 7.17511257e-02 -4.49985114e-02
-1.01019739e-01 1.04979497e-01 -4.09205904e-03 -1.38321236e-01
-1.40182979e-01]
[ -1.69247460e-01 -1.51986733e-01 -4.61465406e-02 -1.25748033e-01
-1.32190665e-01 -2.93510173e-01 -5.68676258e-02 -1.00474514e-01
-2.54796193e-01 5.20003669e-02 2.22280039e-01 4.89967148e-02
-1.93944695e-01]
[ -1.37990138e-01 -1.76602106e-01 -1.11787689e-01 -2.74359288e-01
9.11642756e-02 -1.79753839e-02 -2.10502289e-01 -1.47335301e-01
9.71304692e-02 -1.00086716e-01 -1.54517907e-01 -1.34558586e-01
-3.20260403e-01]
[ -4.44489294e-02 -3.38398542e-02 -1.47485449e-01 -4.20591757e-02
-2.29032877e-01 6.31405954e-02 -8.41379981e-02 -4.34529291e-02
-2.30775004e-01 -7.56953779e-02 -7.21546457e-02 -3.05254598e-01
-1.66686008e-01]
[ -7.35367633e-02 3.31073680e-02 -1.30084062e-01 -2.92111925e-01
1.26697857e-01 2.07698846e-02 -2.36833071e-01 -1.85056570e-01
1.05273712e-01 -8.24587686e-02 -2.53429580e-01 -1.89180640e-01
-2.90366824e-01]
[ 8.38821192e-02 -3.16580626e-01 -7.94946478e-02 -4.36676752e-01
-2.26921543e-01 -8.78923632e-02 7.46492998e-02 1.17717135e-01
8.85335751e-03 3.08466697e-01 -5.01131472e-01 -6.69298974e-01
4.05506985e-01]
[ -2.17703208e-01 -2.56528318e-01 -1.25507085e-01 -2.98214589e-01
-3.08838648e-01 -9.18346973e-02 2.16777054e-01 5.83465014e-02
3.11725705e-01 5.79232892e-02 -3.87791550e-01 -8.73504449e-01
6.17275007e-01]
[ -8.60443571e-03 -1.95361293e-01 2.68953299e-02 -2.93393011e-01
-1.75709711e-01 1.67495585e-01 2.00870479e-01 2.61923349e-01
-1.45927364e-02 2.49439408e-01 -1.89786888e-01 -8.89194142e-01
6.76003438e-01]
[ 6.54941750e-03 -5.06440572e-02 -1.20127222e-01 -1.11956731e-01
-1.81143982e-01 -4.51691253e-02 2.84331250e-01 1.66973946e-01
2.57178160e-01 3.77122284e-01 -4.46892244e-01 -7.61682510e-01
6.79592307e-01]
[ -7.92383561e-02 -2.84518891e-01 6.33707285e-02 -3.59678692e-01
-1.51546035e-01 1.18411546e-01 3.58864276e-01 1.39054579e-01
-5.78579844e-02 1.74232882e-01 -5.37050260e-01 -8.11412452e-01
8.02552300e-01]
[ 1.23717199e-01 -9.32031471e-02 1.99164977e-02 -1.66679677e-01
-8.37820143e-02 -1.67427118e-02 2.39710063e-01 3.60036644e-01
4.03123778e-01 2.71996045e-01 -5.26708772e-01 -6.89458212e-01
4.94237999e-01]
[ -9.16088349e-03 -1.29717609e-01 1.91343693e-02 2.27158663e-02
-8.41640833e-02 -2.83610020e-01 1.86789971e-02 2.93416897e-01
-2.96851615e-02 6.89989855e-02 -2.32898018e-01 -6.33639061e-01
2.32963036e-01]
[ 7.74364289e-02 1.21311685e-01 -2.21466068e-03 9.33291018e-02
-8.27746719e-02 -5.95830478e-02 -2.14493449e-01 -1.94786646e-01
-2.93164679e-01 -1.70186154e-01 -1.45243906e-01 3.31774290e-01
-1.83794369e-01]
[ 3.78697658e-02 -7.90891629e-02 1.37463557e-01 2.11635145e-01
2.60237189e-01 8.59749001e-03 -4.13377301e-01 -3.76186852e-01
-1.23909406e-01 -5.30766185e-01 1.89967975e-01 1.04760873e+00
-4.81355669e-01]
[ 3.50920275e-02 7.93331104e-02 -2.11062813e-01 4.14088615e-02
2.98321318e-02 -4.20694777e-04 -1.56862259e-01 -3.22976257e-01
-2.84177634e-01 -1.76368870e-01 -5.80053838e-02 -6.12520247e-02
-1.64362683e-01]
[ -5.50553821e-02 -2.14371862e-01 6.51651396e-02 9.59903772e-02
-1.32634180e-01 -1.33723640e-01 3.46967817e-02 -9.36274363e-03
7.80069953e-02 -3.68480136e-01 -3.02682180e-01 -2.47231663e-01
2.01817834e-02]
[ 1.59694908e-02 -2.76294637e-01 6.24519691e-02 -2.33410319e-01
-1.95300168e-01 -2.30900974e-01 -2.46787764e-01 7.01950726e-02
6.01138305e-03 1.32699609e-01 -1.76228286e-01 4.09674635e-02
-2.51853268e-02]
[ 1.73548273e-01 5.16368246e-02 -1.02469652e-01 -2.10224177e-01
-5.81761180e-02 -1.01308827e-01 -1.79782495e-01 4.01007547e-02
-1.88638711e-01 -2.20283342e-01 -1.78431802e-01 1.69453540e-01
-1.10503656e-01]
[ -1.71514509e-01 -1.83225506e-01 -1.08563706e-01 -1.83844561e-01
-5.14872850e-02 2.72935290e-02 -1.82435857e-01 -1.76719617e-01
-1.36264861e-01 2.75627758e-03 -1.96149835e-01 6.02356037e-02
-2.37910491e-01]
[ -3.30690365e-02 -2.12442126e-01 -1.57290432e-01 -1.89879223e-01
-5.22985469e-02 4.46095965e-02 -3.67688053e-02 -1.58635344e-02
-2.18223122e-01 -2.59787905e-01 -3.22965179e-02 -5.70559552e-02
-7.99800806e-02]
[ 1.15712410e-01 7.66429978e-02 -7.26608790e-03 -1.51611070e-01
-3.26221541e-01 8.48268165e-03 -1.44370142e-01 -2.55160811e-01
-3.10933724e-01 5.74254595e-02 -1.07312733e-01 -3.89700115e-02
-6.19174477e-02]
[ -6.37474288e-02 -1.01024930e-02 -2.83582007e-01 -3.96877881e-03
6.74864424e-02 1.55716130e-01 -2.33403893e-01 -1.75262075e-01
-5.58255358e-02 -5.61410602e-02 1.56187124e-01 4.75111212e-01
-6.04504716e-02]
[ 1.03543775e-01 3.62078261e-01 -2.08395788e-01 6.66083906e-01
1.27806306e-01 -2.44792062e-03 -2.69581097e-01 -4.19055914e-01
-2.74445834e-01 -4.24721536e-01 7.23050785e-01 1.04303511e+00
-7.71651106e-01]
[ -3.30150136e-02 1.95030782e-01 3.98256449e-02 2.16247229e-01
9.73709698e-03 -7.01104460e-02 -3.08168660e-01 -3.98076915e-01
-3.02090554e-01 -3.12880526e-01 4.93139598e-01 1.10431047e+00
-7.07424977e-01]
[ -5.14178715e-02 -1.18724749e-01 -1.61161432e-01 2.94839732e-01
-1.63456348e-01 2.33046099e-01 -1.06732113e-01 -2.67611824e-01
-2.63334864e-01 -4.91210196e-01 2.00212832e-01 4.88447192e-01
-3.57293141e-01]
[ 7.86023321e-02 -3.81974808e-01 -5.22943739e-02 -3.23537860e-02
-1.11056322e-01 2.00070068e-01 7.72877660e-02 1.63188437e-01
-1.64257418e-01 -4.50285900e-02 -7.27794694e-02 3.09293018e-01
-1.83020704e-01]
[ 2.03566024e-01 -2.92109345e-01 -1.21846053e-01 -8.56802680e-02
-2.08643083e-01 1.21977566e-01 1.51062409e-02 -1.55731006e-01
-5.27480222e-02 -1.10077933e-01 -1.30645206e-01 -1.63053327e-01
-1.08263435e-01]
[ -1.35241239e-01 -8.04935886e-02 3.82405576e-02 -2.52943511e-01
-5.72915294e-02 -1.41069891e-01 4.84607728e-02 -1.48424051e-02
-7.72150401e-02 -1.37160111e-02 -3.07080147e-01 -4.34345250e-01
-3.21089532e-02]
[ -1.40129546e-01 -1.38175481e-01 -6.76969942e-02 -2.56708710e-01
-3.47040749e-01 -2.88144961e-01 1.50219784e-01 1.17923597e-01
2.05838674e-02 9.69971148e-02 -2.22437844e-01 -7.17890234e-01
6.44386394e-03]
[ -1.66643599e-01 -2.31810101e-01 -2.98788813e-01 -3.71428039e-01
-2.75509522e-01 -2.09351570e-01 -3.19757098e-01 9.58486863e-02
-3.13756401e-02 -3.69729681e-01 -3.31073354e-01 -3.86474414e-01
-3.28532831e-01]
[ -1.09378763e-01 1.17012732e-01 2.46300889e-02 -7.87113341e-03
-2.16678621e-01 -1.69497163e-01 -9.46168914e-02 3.07782855e-02
-8.93230627e-02 -1.55311053e-01 -1.82388968e-01 -2.88956322e-01
-4.35950884e-02]
[ -3.50845400e-01 -1.24813319e-01 -2.71672200e-01 1.31448394e-01
-2.05254702e-01 -2.27205111e-01 -6.85607021e-02 -1.44920830e-01
4.09847861e-02 -4.32358226e-02 5.10733881e-02 -3.17358561e-01
-1.07141230e-02]
[ -1.28252815e-01 -3.22924965e-02 -2.58035435e-01 4.86653285e-02
-2.15006189e-01 -2.77989370e-01 -3.74670652e-01 -5.53219493e-02
5.93318400e-03 -2.28965610e-01 -2.25767863e-01 -2.61198959e-01
-4.71726261e-02]
[ -2.17638151e-01 -5.36145031e-01 -3.33725689e-01 -3.20078358e-01
-3.31636963e-01 -2.27270332e-01 -9.27018580e-04 -2.82021424e-01
9.12509497e-02 -2.31962947e-01 -1.66442138e-01 -1.43430290e-01
-6.84593319e-02]
[ -2.13925042e-01 -2.98271670e-01 -3.15015437e-01 -1.36999300e-01
-9.58923778e-02 -1.47938106e-01 -7.98691100e-02 2.21778168e-04
-1.86669759e-01 -5.01645072e-01 -2.40214751e-01 -1.59581349e-01
4.83321389e-02]
[ -1.21369004e-01 1.10074365e-02 -2.37731504e-01 -4.61562802e-01
-2.42068837e-01 -2.59805958e-01 -2.65496041e-02 -3.15178049e-01
7.75549109e-02 -3.53555940e-02 -3.75899776e-01 -1.79784553e-01
-2.98717267e-01]]
Progress: 12.3% ... Training loss: 0.262 ... Validation loss: 0.458[[-0.06432753]
[ 0.28889624]
[-0.17468536]
[ 0.83175476]
[ 0.28541982]
[-0.01837135]
[-0.88165445]
[-1.00334547]
[-0.72238994]
[-1.04151906]
[ 1.12580901]
[ 2.81261566]
[-1.70624534]]
[[ -5.35824107e-01 -5.08064184e-01 -5.81148211e-01 -1.52468032e-01
-3.10894641e-01 -5.89748922e-01 -3.43976348e-01 -3.41326713e-01
-5.23279088e-01 -4.34598833e-01 5.26394033e-02 4.84622511e-01
-1.16820842e-01]
[ 6.13156259e-03 -1.40972838e-01 5.28073325e-02 -3.83318818e-02
-4.52702624e-02 5.90200043e-02 -1.14952131e-01 2.42632681e-01
-1.22013188e-01 -1.54932219e-01 -6.10212254e-02 -6.54387919e-02
1.10439213e-01]
[ -2.01328556e-01 1.45476418e-01 -2.00445154e-02 1.71189990e-01
1.07976548e-01 -1.15205418e-01 1.40321145e-01 -7.22490050e-02
2.71663786e-01 -9.69225582e-02 3.23355396e-01 8.30430705e-01
5.56690674e-01]
[ 1.78686158e-01 -2.49038202e-01 -2.80334231e-01 -3.37212538e-02
-3.01032792e-01 3.33861902e-06 1.90903257e-02 -3.86755760e-01
1.34812068e-01 -3.49705966e-01 -2.30033924e-01 -3.55847819e-01
-6.40129106e-02]
[ 1.07416111e-01 1.10773918e-02 1.07581684e-01 -9.47821875e-03
-2.53370532e-02 6.98710857e-02 -6.48722416e-02 6.90604322e-02
4.00418147e-02 2.08529516e-01 8.49344815e-02 -1.26884741e-01
-6.67446602e-02]
[ -4.84481535e-01 -5.83805739e-01 -6.04619929e-01 -5.63523050e-01
-5.75969146e-01 -5.63305443e-01 -3.16159669e-01 -1.86800692e-01
-4.41536309e-01 -2.68983769e-01 -4.44033060e-01 -6.38891038e-01
-3.78089631e-01]
[ -4.17281417e-01 -5.78174371e-01 -3.21861173e-01 -3.51896378e-01
-4.07931127e-01 -5.59929915e-01 -4.22133579e-01 -4.58456210e-01
-2.88610048e-01 -1.77759219e-01 -4.30241199e-01 -2.97667408e-01
-2.08671649e-01]
[ -3.20211536e-01 -3.50418241e-01 -4.65011704e-01 -2.08063205e-01
-3.13116997e-01 -4.13264539e-01 -2.20243293e-01 -1.58598735e-01
-2.52174125e-01 -4.14741671e-01 -1.79925862e-01 -4.38867399e-01
-2.09169620e-01]
[ -4.73412769e-01 -3.51602516e-01 -3.75983078e-01 -1.54849638e-01
-3.38395415e-01 -2.14942575e-01 -1.20306587e-01 -4.21245402e-01
-2.84304691e-01 -4.41636213e-01 -1.42496099e-01 -1.65870066e-01
-1.78343317e-01]
[ -9.51385070e-01 -9.19501735e-01 -9.76780666e-01 -7.21530544e-01
-1.00698040e+00 -9.79312898e-01 -6.52923189e-01 -6.55240407e-01
-7.65042353e-01 -5.70277740e-01 -6.67994289e-01 -4.75072720e-01
-4.56388278e-01]
[ -5.05367038e-01 -2.67715458e-01 -4.63953807e-01 -3.09957590e-01
-3.50983608e-01 -3.56581378e-01 -5.47424270e-01 -5.49297900e-01
-6.33695345e-01 -1.17071597e-01 -4.20338445e-01 -5.51526320e-01
-4.09321718e-01]
[ -1.16962046e-01 2.06425405e-02 -3.32507527e-01 -4.04557422e-01
-1.07353530e-01 -7.20670195e-02 -1.33391994e-01 -2.60295915e-01
-1.25676889e-01 1.45707550e-01 -3.91665052e-01 -6.84438567e-01
-2.24761145e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60850822e-01 -1.07440451e-01 1.62423410e-01 -2.43396049e-01
-1.23470579e-01 1.13368046e-01 -1.41850044e-01 -5.16931132e-03
-9.56742696e-02 5.01706220e-02 -1.26450925e-01 -2.74196296e-01
2.99141432e-02]
[ -8.17837218e-02 -2.63656315e-01 -1.76814523e-01 -2.92902228e-01
-4.80572002e-01 -8.45742743e-02 -2.64523759e-02 2.08884118e-02
-4.84940067e-02 3.44049131e-02 -1.90231009e-01 -2.77340851e-01
-2.29311678e-01]
[ -7.48793216e-02 -1.74581787e-03 -2.41476080e-01 -2.38558064e-01
1.36848910e-01 -1.63126049e-01 -1.70676684e-01 4.36139596e-02
-4.19501422e-03 -4.90942747e-03 -1.71427905e-01 2.49776913e-02
-5.94191607e-04]
[ 2.90640130e-02 -1.61968226e-01 -1.50323566e-01 -5.08843406e-02
-1.20851418e-01 -1.07356084e-01 8.14358274e-02 -1.59923401e-01
-3.45183988e-02 -2.75384038e-02 -6.36371529e-03 -1.79061781e-01
6.26489300e-02]
[ -2.84540885e-01 -1.43634963e-01 -7.20877145e-02 -9.48467056e-02
-3.06002026e-01 -2.72620397e-01 -3.58591641e-01 5.78323833e-02
-2.97612664e-01 -2.07796844e-01 1.85168113e-01 2.16415193e-02
2.98963172e-01]
[ -2.16253670e-01 -1.27699660e-01 -8.18129961e-02 -6.52495003e-02
-8.28128115e-02 -1.15194497e-01 -4.37026572e-02 5.91770025e-02
-1.07394544e-01 1.39727218e-02 2.95848575e-02 -1.48885874e-01
3.50410378e-02]
[ -1.54000798e-01 -6.42025983e-02 -2.24021236e-01 -3.27964453e-01
-1.49037581e-01 -1.99102800e-01 -2.46195984e-01 -6.92562289e-02
1.84131539e-01 -1.62185052e-01 -3.07285350e-01 -2.88427176e-01
-1.21899232e-01]
[ -3.66718869e-01 -7.09165342e-02 -1.44773316e-01 -1.74467567e-01
-5.50139945e-02 -3.10684391e-01 7.23560138e-02 -4.39685665e-02
-1.00686156e-01 1.05836529e-01 -6.41473154e-03 -1.45199964e-01
-1.38486240e-01]
[ -1.69245623e-01 -1.51601108e-01 -4.63183430e-02 -1.24470304e-01
-1.31805804e-01 -2.93513498e-01 -5.71212817e-02 -1.01453621e-01
-2.55040292e-01 5.09846946e-02 2.24019900e-01 4.94966503e-02
-1.95567232e-01]
[ -1.38190316e-01 -1.75436530e-01 -1.12412292e-01 -2.71237815e-01
9.23966581e-02 -1.80448356e-02 -2.13871421e-01 -1.50424502e-01
9.38249197e-02 -1.05397219e-01 -1.49555300e-01 -1.21255889e-01
-3.26608095e-01]
[ -4.44923178e-02 -3.35968369e-02 -1.47605960e-01 -4.13501256e-02
-2.28850690e-01 6.31258308e-02 -8.47796891e-02 -4.41385811e-02
-2.31280821e-01 -7.65627631e-02 -7.12352657e-02 -3.03760758e-01
-1.67726366e-01]
[ -7.33676850e-02 3.23273530e-02 -1.29801229e-01 -2.94417781e-01
1.26049103e-01 2.08148685e-02 -2.34913621e-01 -1.83257741e-01
1.07314607e-01 -8.02957733e-02 -2.56116206e-01 -1.94195091e-01
-2.87978001e-01]
[ 8.38118128e-02 -3.16274800e-01 -7.95848775e-02 -4.36213581e-01
-2.26711377e-01 -8.79057310e-02 7.32556406e-02 1.17169234e-01
7.51526337e-03 3.07462030e-01 -5.00596935e-01 -6.68261980e-01
4.03319650e-01]
[ -2.17774567e-01 -2.56178867e-01 -1.25703163e-01 -2.97476457e-01
-3.08579367e-01 -9.18542292e-02 2.15188982e-01 5.69899666e-02
3.10343689e-01 5.62587764e-02 -3.86877685e-01 -8.71505521e-01
6.13995918e-01]
[ -8.61103274e-03 -1.95320199e-01 2.68643167e-02 -2.93246992e-01
-1.75659913e-01 1.67493199e-01 2.00666623e-01 2.61652380e-01
-1.47303691e-02 2.49174759e-01 -1.89551403e-01 -8.88676523e-01
6.75522992e-01]
[ 6.49540287e-03 -5.04055877e-02 -1.20238110e-01 -1.11472264e-01
-1.80940899e-01 -4.51838445e-02 2.83455662e-01 1.66372272e-01
2.56412197e-01 3.76153696e-01 -4.46326427e-01 -7.61197817e-01
6.78519551e-01]
[ -7.92727549e-02 -2.84356537e-01 6.32661448e-02 -3.59117530e-01
-1.51380622e-01 1.18399790e-01 3.57943039e-01 1.38115776e-01
-5.84543184e-02 1.73168308e-01 -5.36286802e-01 -8.10588101e-01
8.00609108e-01]
[ 1.23723909e-01 -9.32211104e-02 1.99048263e-02 -1.67023993e-01
-8.38450685e-02 -1.67426259e-02 2.40171018e-01 3.60321148e-01
4.03402537e-01 2.72140261e-01 -5.27130599e-01 -6.91505071e-01
4.95588864e-01]
[ -9.20499867e-03 -1.29557625e-01 1.90042619e-02 2.36119047e-02
-8.39799720e-02 -2.83621213e-01 1.79268597e-02 2.92533978e-01
-3.03278970e-02 6.80095459e-02 -2.32044426e-01 -6.32797525e-01
2.31123017e-01]
[ 7.75605664e-02 1.20805430e-01 -1.84721544e-03 9.18246403e-02
-8.32605928e-02 -5.95589603e-02 -2.12521115e-01 -1.92618686e-01
-2.92047372e-01 -1.66327904e-01 -1.47550486e-01 3.22597402e-01
-1.80629752e-01]
[ 3.79411536e-02 -7.92858630e-02 1.37488088e-01 2.11190656e-01
2.60068899e-01 8.60816627e-03 -4.12829816e-01 -3.75801746e-01
-1.23150820e-01 -5.30053589e-01 1.88925874e-01 1.04360036e+00
-4.80599765e-01]
[ 3.50851885e-02 7.92939714e-02 -2.11043596e-01 4.15983735e-02
2.97638897e-02 -4.20512283e-04 -1.56678242e-01 -3.22558315e-01
-2.84191498e-01 -1.76214341e-01 -5.79855532e-02 -6.09613953e-02
-1.64669642e-01]
[ -5.50556885e-02 -2.14361202e-01 6.51531898e-02 9.59940029e-02
-1.32621303e-01 -1.33724272e-01 3.46999762e-02 -9.39661118e-03
7.80069628e-02 -3.68542942e-01 -3.02670357e-01 -2.47280769e-01
2.01852486e-02]
[ 1.60026388e-02 -2.76528339e-01 6.25820673e-02 -2.34248859e-01
-1.95513973e-01 -2.30893858e-01 -2.46082304e-01 7.11492223e-02
6.75800864e-03 1.33803658e-01 -1.77430975e-01 3.75828706e-02
-2.29719539e-02]
[ 1.73587410e-01 5.13423599e-02 -1.02338882e-01 -2.10976123e-01
-5.84172114e-02 -1.01298681e-01 -1.79135006e-01 4.11236217e-02
-1.88061120e-01 -2.19377041e-01 -1.79493881e-01 1.66389555e-01
-1.08644794e-01]
[ -1.71652931e-01 -1.82300865e-01 -1.09068892e-01 -1.81543559e-01
-5.05087316e-02 2.72393095e-02 -1.85321046e-01 -1.79712861e-01
-1.38719672e-01 -2.52505156e-03 -1.91496644e-01 7.45605037e-02
-2.43197674e-01]
[ -3.30687012e-02 -2.12447815e-01 -1.57287362e-01 -1.89903830e-01
-5.23055596e-02 4.46097585e-02 -3.67581608e-02 -1.58440386e-02
-2.18210249e-01 -2.59762569e-01 -3.23322111e-02 -5.71539141e-02
-7.99211981e-02]
[ 1.15772313e-01 7.63935846e-02 -7.15680647e-03 -1.52709797e-01
-3.26388751e-01 8.49656503e-03 -1.43271578e-01 -2.54280509e-01
-3.10271503e-01 5.84020295e-02 -1.08848240e-01 -4.27903131e-02
-5.95689703e-02]
[ -6.37892974e-02 -9.71230049e-03 -2.83775529e-01 -3.16946085e-03
6.78421607e-02 1.55700883e-01 -2.34164892e-01 -1.76336931e-01
-5.65938749e-02 -5.75124713e-02 1.57571112e-01 4.78388607e-01
-6.26058539e-02]
[ 1.03922981e-01 3.60471099e-01 -2.07574101e-01 6.61656706e-01
1.26604032e-01 -2.34424241e-03 -2.65674209e-01 -4.14363396e-01
-2.70955877e-01 -4.17888630e-01 7.16797350e-01 1.02844548e+00
-7.69756511e-01]
[ -3.29679993e-02 1.94908694e-01 3.99563832e-02 2.16733840e-01
9.61271021e-03 -7.00966564e-02 -3.08119821e-01 -3.97335237e-01
-3.01913825e-01 -3.11937487e-01 4.93259128e-01 1.10101442e+00
-7.08899327e-01]
[ -5.14289184e-02 -1.18822423e-01 -1.61167298e-01 2.95437629e-01
-1.63454980e-01 2.33043870e-01 -1.07073496e-01 -2.68058755e-01
-2.63731560e-01 -4.91249848e-01 2.01207715e-01 4.93847697e-01
-3.59100390e-01]
[ 7.85854772e-02 -3.81928007e-01 -5.23416304e-02 -3.18968810e-02
-1.10982713e-01 2.00065816e-01 7.67986617e-02 1.62702256e-01
-1.64637978e-01 -4.54826341e-02 -7.19234938e-02 3.11954998e-01
-1.84654213e-01]
[ 2.03580983e-01 -2.92134447e-01 -1.21816008e-01 -8.54849848e-02
-2.08658677e-01 1.21981847e-01 1.49883375e-02 -1.55507381e-01
-5.27387616e-02 -1.09909284e-01 -1.30317499e-01 -1.61474659e-01
-1.09057708e-01]
[ -1.35271031e-01 -8.02609639e-02 3.81544427e-02 -2.52412324e-01
-5.71225221e-02 -1.41077082e-01 4.75535538e-02 -1.55989363e-02
-7.81465343e-02 -1.44736587e-02 -3.06229447e-01 -4.31338251e-01
-3.43553136e-02]
[ -1.40159364e-01 -1.37974868e-01 -6.77518181e-02 -2.56118593e-01
-3.46866954e-01 -2.88153188e-01 1.49376688e-01 1.17671249e-01
1.96128363e-02 9.68231678e-02 -2.21820751e-01 -7.16412028e-01
4.48403280e-03]
[ -1.66529160e-01 -2.32223824e-01 -2.98452261e-01 -3.72102431e-01
-2.75794843e-01 -2.09324691e-01 -3.19584330e-01 9.82025881e-02
-3.15321416e-02 -3.67090016e-01 -3.32513929e-01 -3.88032615e-01
-3.31041988e-01]
[ -1.09308391e-01 1.16576717e-01 2.49910694e-02 -8.77553130e-03
-2.17004016e-01 -1.69476194e-01 -9.33160126e-02 3.40210131e-02
-8.92576404e-02 -1.51875311e-01 -1.84506639e-01 -2.97261404e-01
-4.10581827e-02]
[ -3.50858801e-01 -1.24822804e-01 -2.71764218e-01 1.31570395e-01
-2.05208045e-01 -2.27211344e-01 -6.86853022e-02 -1.44841632e-01
4.08433655e-02 -4.28729986e-02 5.05919349e-02 -3.19265536e-01
-1.10491506e-02]
[ -1.28149687e-01 -3.26134876e-02 -2.57878970e-01 4.88982095e-02
-2.15285099e-01 -2.77957258e-01 -3.74167101e-01 -5.46089286e-02
6.93557239e-03 -2.27519596e-01 -2.25170698e-01 -2.60320511e-01
-4.92844030e-02]
[ -2.17723086e-01 -5.35750152e-01 -3.33961471e-01 -3.17876855e-01
-3.31177279e-01 -2.27293300e-01 -3.45297563e-03 -2.84177260e-01
8.93267217e-02 -2.34217299e-01 -1.62830547e-01 -1.33865993e-01
-7.47932369e-02]
[ -2.13997353e-01 -2.97951016e-01 -3.15172457e-01 -1.36139489e-01
-9.56173357e-02 -1.47958543e-01 -8.06848517e-02 -7.16181297e-04
-1.87433561e-01 -5.02572042e-01 -2.39606343e-01 -1.59060723e-01
4.70970390e-02]
[ -1.21266098e-01 1.11394758e-02 -2.37913094e-01 -4.63394048e-01
-2.41880695e-01 -2.59813140e-01 -2.75540779e-02 -3.17325713e-01
7.65233585e-02 -3.83293435e-02 -3.76835674e-01 -1.84788010e-01
-3.03548099e-01]]
Progress: 12.3% ... Training loss: 0.264 ... Validation loss: 0.454[[-0.0590286 ]
[ 0.28928739]
[-0.16806104]
[ 0.83636148]
[ 0.2869815 ]
[-0.01093916]
[-0.87735023]
[-0.99121967]
[-0.71940651]
[-1.0328132 ]
[ 1.12357337]
[ 2.79843221]
[-1.70594941]]
[[ -5.35716154e-01 -5.08643165e-01 -5.81117357e-01 -1.53653190e-01
-3.11355065e-01 -5.89739804e-01 -3.41824193e-01 -3.40019554e-01
-5.20900385e-01 -4.32993412e-01 5.05624289e-02 4.76503203e-01
-1.12004200e-01]
[ 6.03030864e-03 -1.40453416e-01 5.24799575e-02 -3.63799123e-02
-4.47930838e-02 5.89887804e-02 -1.16763732e-01 2.40259674e-01
-1.23505584e-01 -1.56512192e-01 -5.87798897e-02 -5.90533370e-02
1.05787003e-01]
[ -2.00866444e-01 1.41729502e-01 -1.87078418e-02 1.61507736e-01
1.04619981e-01 -1.15058612e-01 1.50939006e-01 -5.72108903e-02
2.79802250e-01 -8.27238986e-02 3.07303615e-01 8.13438103e-01
5.78575336e-01]
[ 1.78761929e-01 -2.48215848e-01 -2.80121131e-01 -2.97795451e-02
-3.00683137e-01 3.01440150e-05 1.59259283e-02 -3.89388655e-01
1.31900037e-01 -3.49812443e-01 -2.27438186e-01 -3.67271850e-01
-7.77560775e-02]
[ 1.07348515e-01 1.15547726e-02 1.07265043e-01 -8.87491243e-03
-2.43645832e-02 6.98401195e-02 -6.81050702e-02 6.49150434e-02
3.69128681e-02 2.05026416e-01 8.81756861e-02 -1.16395488e-01
-7.32271277e-02]
[ -4.84630898e-01 -5.83224851e-01 -6.05074457e-01 -5.62263642e-01
-5.75313875e-01 -5.63348588e-01 -3.18397688e-01 -1.91726972e-01
-4.43103357e-01 -2.73561183e-01 -4.41859694e-01 -6.34125123e-01
-3.82842849e-01]
[ -4.17167841e-01 -5.77971926e-01 -3.21958434e-01 -3.51048615e-01
-4.07815399e-01 -5.59914059e-01 -4.22059375e-01 -4.59021212e-01
-2.88205258e-01 -1.77846138e-01 -4.28619353e-01 -3.02202116e-01
-2.09688436e-01]
[ -3.20204387e-01 -3.51869478e-01 -4.64702949e-01 -2.11689053e-01
-3.14425016e-01 -4.13252014e-01 -2.17974159e-01 -1.55600452e-01
-2.50227275e-01 -4.11339077e-01 -1.87681678e-01 -4.48176543e-01
-2.02678988e-01]
[ -4.73635358e-01 -3.50476635e-01 -3.76606882e-01 -1.51046750e-01
-3.37347044e-01 -2.15023514e-01 -1.23300801e-01 -4.26223048e-01
-2.86584191e-01 -4.45587979e-01 -1.37171671e-01 -1.55437597e-01
-1.84568286e-01]
[ -9.51583211e-01 -9.19523049e-01 -9.77287791e-01 -7.21210496e-01
-1.00682519e+00 -9.79367423e-01 -6.53650299e-01 -6.59496064e-01
-7.65999741e-01 -5.73347984e-01 -6.67337969e-01 -4.65640828e-01
-4.56483200e-01]
[ -5.05437087e-01 -2.66981519e-01 -4.64406891e-01 -3.07442811e-01
-3.50388720e-01 -3.56629186e-01 -5.49847673e-01 -5.52806775e-01
-6.34669283e-01 -1.19909775e-01 -4.18211916e-01 -5.55777855e-01
-4.15682889e-01]
[ -1.16945083e-01 2.03878935e-02 -3.32414157e-01 -4.05108038e-01
-1.07592274e-01 -7.20603893e-02 -1.33130376e-01 -2.60002029e-01
-1.25240471e-01 1.46402467e-01 -3.93084077e-01 -6.88264391e-01
-2.23809395e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60870002e-01 -1.07347498e-01 1.62265451e-01 -2.43068763e-01
-1.23306613e-01 1.13359052e-01 -1.42140163e-01 -7.19233969e-03
-9.55963439e-02 4.85537497e-02 -1.25764727e-01 -2.73547351e-01
2.87552195e-02]
[ -8.18488682e-02 -2.63495102e-01 -1.76905338e-01 -2.92478647e-01
-4.80446150e-01 -8.45897791e-02 -2.71821788e-02 1.99672494e-02
-4.91223443e-02 3.34298154e-02 -1.89955241e-01 -2.77549081e-01
-2.30270118e-01]
[ -7.49161032e-02 -1.48346648e-03 -2.41672219e-01 -2.38349870e-01
1.37149816e-01 -1.63141435e-01 -1.71932444e-01 4.09372437e-02
-4.97510198e-03 -7.06890815e-03 -1.70448395e-01 2.72478110e-02
-3.72802234e-03]
[ 2.91422849e-02 -1.62327857e-01 -1.50061334e-01 -5.23507980e-02
-1.21300084e-01 -1.07336267e-01 8.31215363e-02 -1.57647781e-01
-3.34294287e-02 -2.49431787e-02 -8.63878234e-03 -1.85654696e-01
6.71211818e-02]
[ -2.84494014e-01 -1.43949924e-01 -7.19757513e-02 -9.57460577e-02
-3.06301881e-01 -2.72607183e-01 -3.57990450e-01 5.87303211e-02
-2.96894126e-01 -2.06462025e-01 1.83663549e-01 1.82690743e-02
3.01291313e-01]
[ -2.16334708e-01 -1.26923520e-01 -8.22812248e-02 -6.20422232e-02
-8.20499978e-02 -1.15224147e-01 -4.59549026e-02 5.67448583e-02
-1.09338074e-01 1.08315577e-02 3.33918267e-02 -1.42492572e-01
2.89890903e-02]
[ -1.53939085e-01 -6.52254807e-02 -2.23761160e-01 -3.30478338e-01
-1.49906495e-01 -1.99085132e-01 -2.44596270e-01 -6.75657575e-02
1.85911794e-01 -1.59966902e-01 -3.11463746e-01 -2.93535002e-01
-1.18786082e-01]
[ -3.66690235e-01 -7.13438495e-02 -1.44666867e-01 -1.75871083e-01
-5.54068435e-02 -3.10669586e-01 7.35969504e-02 -4.31133504e-02
-9.97907744e-02 1.06815288e-01 -8.68329184e-03 -1.48909844e-01
-1.35613529e-01]
[ -1.69201866e-01 -1.51725836e-01 -4.62947027e-02 -1.24580069e-01
-1.31761360e-01 -2.93506465e-01 -5.68357508e-02 -1.02571361e-01
-2.54677582e-01 5.06851852e-02 2.25078208e-01 5.00691691e-02
-1.96052406e-01]
[ -1.38301661e-01 -1.74961987e-01 -1.12653094e-01 -2.69489678e-01
9.28305813e-02 -1.80800051e-02 -2.14888056e-01 -1.51666011e-01
9.25641504e-02 -1.06550656e-01 -1.47737316e-01 -1.16039551e-01
-3.28452240e-01]
[ -4.47059277e-02 -3.25829049e-02 -1.48124994e-01 -3.84331794e-02
-2.28080943e-01 6.30566164e-02 -8.78330803e-02 -4.73240360e-02
-2.33301507e-01 -7.98623178e-02 -6.80892109e-02 -2.98162907e-01
-1.72724252e-01]
[ -7.33510600e-02 3.22537156e-02 -1.29759450e-01 -2.94572018e-01
1.25969087e-01 2.08205474e-02 -2.34617643e-01 -1.82849877e-01
1.07529330e-01 -7.99911150e-02 -2.56296588e-01 -1.94548336e-01
-2.87638251e-01]
[ 8.37864362e-02 -3.16156190e-01 -7.96406219e-02 -4.35935339e-01
-2.26596619e-01 -8.79102525e-02 7.27493476e-02 1.16277912e-01
6.88983489e-03 3.06815205e-01 -5.00012852e-01 -6.66330543e-01
4.01664710e-01]
[ -2.17812478e-01 -2.56048394e-01 -1.25782616e-01 -2.97039359e-01
-3.08458122e-01 -9.18667474e-02 2.14619595e-01 5.63405507e-02
3.09845811e-01 5.55901831e-02 -3.86426102e-01 -8.71244894e-01
6.12851945e-01]
[ -8.60678491e-03 -1.95338166e-01 2.68751512e-02 -2.93309713e-01
-1.75682324e-01 1.67494494e-01 2.00759852e-01 2.61830566e-01
-1.46829530e-02 2.49359305e-01 -1.89669094e-01 -8.88793634e-01
6.75765334e-01]
[ 6.48609281e-03 -5.03823877e-02 -1.20247550e-01 -1.11385375e-01
-1.80911106e-01 -4.51857794e-02 2.83323052e-01 1.66191828e-01
2.56300111e-01 3.76029307e-01 -4.46255557e-01 -7.61095572e-01
6.78187814e-01]
[ -7.92769752e-02 -2.84354189e-01 6.32890722e-02 -3.59243385e-01
-1.51425870e-01 1.18399040e-01 3.58102997e-01 1.38330395e-01
-5.84374323e-02 1.73420758e-01 -5.36620453e-01 -8.11719954e-01
8.01258617e-01]
[ 1.23650775e-01 -9.29917359e-02 1.97817225e-02 -1.66427796e-01
-8.37039422e-02 -1.67592379e-02 2.39353274e-01 3.59243767e-01
4.02603824e-01 2.70763474e-01 -5.26564327e-01 -6.92032848e-01
4.94380908e-01]
[ -9.22341189e-03 -1.29575109e-01 1.89648133e-02 2.41501988e-02
-8.39149481e-02 -2.83626308e-01 1.74496335e-02 2.92069160e-01
-3.05454224e-02 6.75496521e-02 -2.31347349e-01 -6.32649418e-01
2.30055325e-01]
[ 7.75270306e-02 1.20859071e-01 -1.80785995e-03 9.27156690e-02
-8.32424342e-02 -5.95699297e-02 -2.12689372e-01 -1.92605099e-01
-2.92101892e-01 -1.65850285e-01 -1.47270647e-01 3.21765472e-01
-1.80938656e-01]
[ 3.80039817e-02 -7.94834516e-02 1.37583441e-01 2.10477479e-01
2.59809338e-01 8.61944204e-03 -4.12361303e-01 -3.75627719e-01
-1.22543740e-01 -5.29266108e-01 1.88110120e-01 1.03957315e+00
-4.79665243e-01]
[ 3.50153181e-02 7.96741091e-02 -2.11210293e-01 4.27599329e-02
3.01417045e-02 -4.39861390e-04 -1.57645174e-01 -3.23960172e-01
-2.84980711e-01 -1.77583173e-01 -5.65838508e-02 -5.69560265e-02
-1.67331314e-01]
[ -5.51755317e-02 -2.13696133e-01 6.47169245e-02 9.86154882e-02
-1.32002986e-01 -1.33763144e-01 3.21668688e-02 -1.30825593e-02
7.57744264e-02 -3.70874864e-01 -2.99386398e-01 -2.38252000e-01
1.39268026e-02]
[ 1.59381314e-02 -2.76226411e-01 6.23986900e-02 -2.33674251e-01
-1.95254153e-01 -2.30907306e-01 -2.47118743e-01 6.96338223e-02
5.80171472e-03 1.31836019e-01 -1.76279038e-01 4.05649236e-02
-2.49218146e-02]
[ 1.73622872e-01 5.08663029e-02 -1.02148612e-01 -2.12860493e-01
-5.89792782e-02 -1.01289257e-01 -1.77210686e-01 4.35232819e-02
-1.86511537e-01 -2.17675846e-01 -1.83220118e-01 1.59479444e-01
-1.02848467e-01]
[ -1.71734596e-01 -1.81831719e-01 -1.09346453e-01 -1.80808744e-01
-4.99897704e-02 2.72123187e-02 -1.86567239e-01 -1.82286697e-01
-1.39929735e-01 -5.13649499e-03 -1.89660324e-01 8.00726547e-02
-2.45448719e-01]
[ -3.31713682e-02 -2.11821265e-01 -1.57654135e-01 -1.88091992e-01
-5.16180269e-02 4.45720414e-02 -3.90524435e-02 -1.96204582e-02
-2.19411310e-01 -2.62851269e-01 -2.82031798e-02 -4.70794402e-02
-8.50235770e-02]
[ 1.15799565e-01 7.60535651e-02 -6.99687879e-03 -1.53893760e-01
-3.26653568e-01 8.50532447e-03 -1.42205328e-01 -2.52264896e-01
-3.09539371e-01 6.03495470e-02 -1.11153200e-01 -4.76745874e-02
-5.62739135e-02]
[ -6.36920151e-02 -1.04688803e-02 -2.83514364e-01 -5.76655329e-03
6.70871684e-02 1.55733025e-01 -2.31711713e-01 -1.73726836e-01
-5.41112156e-02 -5.49731443e-02 1.53469017e-01 4.68753157e-01
-5.59562028e-02]
[ 1.04020709e-01 3.59301452e-01 -2.07240032e-01 6.58534048e-01
1.25650227e-01 -2.31853752e-03 -2.63143240e-01 -4.11385722e-01
-2.68646992e-01 -4.14845930e-01 7.12406183e-01 1.02475580e+00
-7.63599726e-01]
[ -3.28799774e-02 1.95115984e-01 3.97046040e-02 2.18627058e-01
1.00081684e-02 -7.00847274e-02 -3.08223963e-01 -3.99340281e-01
-3.01506837e-01 -3.13834563e-01 4.95611178e-01 1.09982681e+00
-7.13284767e-01]
[ -5.14472357e-02 -1.18698104e-01 -1.61209812e-01 2.95845384e-01
-1.63384606e-01 2.33038356e-01 -1.07464386e-01 -2.68419371e-01
-2.64126390e-01 -4.91430650e-01 2.01701856e-01 4.95475328e-01
-3.60045009e-01]
[ 7.86050733e-02 -3.81993243e-01 -5.22903419e-02 -3.21992818e-02
-1.11057564e-01 2.00071010e-01 7.71092123e-02 1.63074129e-01
-1.64408189e-01 -4.49990308e-02 -7.23664847e-02 3.10754756e-01
-1.83961493e-01]
[ 2.03565730e-01 -2.92054142e-01 -1.21835051e-01 -8.52767471e-02
-2.08620504e-01 1.21977224e-01 1.47130865e-02 -1.55493470e-01
-5.30030038e-02 -1.09993097e-01 -1.30088803e-01 -1.61247438e-01
-1.09511413e-01]
[ -1.35284630e-01 -8.01524584e-02 3.81396322e-02 -2.52051124e-01
-5.70887950e-02 -1.41079984e-01 4.71126556e-02 -1.57575301e-02
-7.86243657e-02 -1.46321730e-02 -3.05809913e-01 -4.30874737e-01
-3.51760673e-02]
[ -1.40155386e-01 -1.37997208e-01 -6.77178390e-02 -2.56444611e-01
-3.46908133e-01 -2.88152797e-01 1.49440474e-01 1.17972452e-01
1.95687295e-02 9.71584521e-02 -2.22169473e-01 -7.17277841e-01
5.10590040e-03]
[ -1.66710927e-01 -2.31069500e-01 -2.99191864e-01 -3.68403970e-01
-2.74450725e-01 -2.09394608e-01 -3.24373284e-01 9.00238923e-02
-3.52440825e-02 -3.73225043e-01 -3.25219815e-01 -3.70219895e-01
-3.42487005e-01]
[ -1.09597413e-01 1.18256656e-01 2.41588589e-02 -3.28354544e-03
-2.15672447e-01 -1.69563485e-01 -9.75457227e-02 2.95320809e-02
-9.26438613e-02 -1.56238941e-01 -1.78757841e-01 -2.87516111e-01
-5.08896213e-02]
[ -3.50980280e-01 -1.24063707e-01 -2.72107363e-01 1.34687321e-01
-2.04537806e-01 -2.27238953e-01 -7.10865047e-02 -1.47304828e-01
3.90523805e-02 -4.58979068e-02 5.47162930e-02 -3.13184284e-01
-1.65859622e-02]
[ -1.28162505e-01 -3.30400419e-02 -2.57727128e-01 4.77825605e-02
-2.15718771e-01 -2.77959461e-01 -3.73801891e-01 -5.25375118e-02
7.33433353e-03 -2.25430500e-01 -2.27936490e-01 -2.65937191e-01
-4.59583344e-02]
[ -2.17707842e-01 -5.36278303e-01 -3.33764295e-01 -3.19364300e-01
-3.31725466e-01 -2.27282490e-01 -1.50545245e-03 -2.81859785e-01
9.06137313e-02 -2.32352214e-01 -1.66394608e-01 -1.40657295e-01
-6.93888756e-02]
[ -2.13995200e-01 -2.98050410e-01 -3.15091112e-01 -1.36860553e-01
-9.57490058e-02 -1.47951839e-01 -7.95857729e-02 -1.14504868e-04
-1.86757564e-01 -5.02326270e-01 -2.40605489e-01 -1.62299839e-01
4.96769694e-02]
[ -1.20929635e-01 9.05819329e-03 -2.37295337e-01 -4.70093053e-01
-2.43601741e-01 -2.59739338e-01 -2.24349173e-02 -3.14656103e-01
8.15558296e-02 -3.42192372e-02 -3.85310122e-01 -2.01425643e-01
-2.93549535e-01]]
Progress: 12.4% ... Training loss: 0.261 ... Validation loss: 0.456[[-0.07163796]
[ 0.26774902]
[-0.18034661]
[ 0.80343863]
[ 0.26450019]
[-0.02415672]
[-0.90237689]
[-1.01151572]
[-0.74538192]
[-1.04751165]
[ 1.08068946]
[ 2.73356372]
[-1.75148902]]
[[ -5.35251525e-01 -5.12023838e-01 -5.79705590e-01 -1.67744461e-01
-3.15166477e-01 -5.89640532e-01 -3.28517129e-01 -3.26445323e-01
-5.10108789e-01 -4.22874047e-01 3.03325452e-02 4.37980512e-01
-7.87879065e-02]
[ 6.14344095e-03 -1.41119971e-01 5.27933369e-02 -3.93740162e-02
-4.55265377e-02 5.90059344e-02 -1.15020655e-01 2.41949105e-01
-1.22028445e-01 -1.55405033e-01 -6.30357112e-02 -6.86165023e-02
1.11114044e-01]
[ -2.00363517e-01 1.35605367e-01 -1.61889069e-02 1.39144038e-01
9.87089726e-02 -1.14945684e-01 1.70777038e-01 -3.36508067e-02
2.96037874e-01 -6.33560932e-02 2.72447606e-01 7.46695205e-01
6.34671092e-01]
[ 1.79047433e-01 -2.47809728e-01 -2.79530448e-01 -2.75387524e-02
-3.01331449e-01 8.81339322e-05 1.66989886e-02 -3.87560879e-01
1.31993992e-01 -3.48226340e-01 -2.25785225e-01 -3.75438802e-01
-7.58643633e-02]
[ 1.07149625e-01 1.21694971e-02 1.06742967e-01 -5.50109234e-03
-2.32051129e-02 6.97956628e-02 -7.38254878e-02 5.96820188e-02
3.34044148e-02 2.02509922e-01 9.24241870e-02 -1.05514557e-01
-8.59225756e-02]
[ -4.84572254e-01 -5.83426048e-01 -6.05068686e-01 -5.63125261e-01
-5.75378974e-01 -5.63345105e-01 -3.18097659e-01 -1.91474827e-01
-4.42772111e-01 -2.72636990e-01 -4.42634369e-01 -6.36777277e-01
-3.83811887e-01]
[ -4.17192395e-01 -5.77954612e-01 -3.21926227e-01 -3.52709434e-01
-4.07855054e-01 -5.59913290e-01 -4.20632917e-01 -4.58973840e-01
-2.86731409e-01 -1.78442363e-01 -4.29930343e-01 -3.04458731e-01
-2.06833514e-01]
[ -3.19923888e-01 -3.54942085e-01 -4.63519494e-01 -2.22844110e-01
-3.17599674e-01 -4.13191122e-01 -2.08734160e-01 -1.43495441e-01
-2.42591129e-01 -4.02602841e-01 -2.05253179e-01 -4.80564648e-01
-1.77627545e-01]
[ -4.73331746e-01 -3.51939333e-01 -3.75966158e-01 -1.56390260e-01
-3.39141684e-01 -2.14963972e-01 -1.17478572e-01 -4.21144347e-01
-2.81893310e-01 -4.40557445e-01 -1.44912405e-01 -1.77043986e-01
-1.73771727e-01]
[ -9.51317085e-01 -9.22547450e-01 -9.76108417e-01 -7.32761637e-01
-1.00993014e+00 -9.79302565e-01 -6.42766345e-01 -6.47507889e-01
-7.56978009e-01 -5.64098525e-01 -6.85561339e-01 -5.00875956e-01
-4.30864453e-01]
[ -5.05255900e-01 -2.68117015e-01 -4.63963830e-01 -3.12046081e-01
-3.51547211e-01 -3.56601372e-01 -5.46185376e-01 -5.49234812e-01
-6.31796022e-01 -1.16950907e-01 -4.23732310e-01 -5.68077772e-01
-4.07198855e-01]
[ -1.16774195e-01 1.98286017e-02 -3.32174435e-01 -4.07974633e-01
-1.08402892e-01 -7.20283756e-02 -1.30887913e-01 -2.58078938e-01
-1.23003342e-01 1.48288878e-01 -3.96738212e-01 -6.99632609e-01
-2.20178289e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60909088e-01 -1.07113678e-01 1.62166161e-01 -2.42215461e-01
-1.23119010e-01 1.13351448e-01 -1.42679403e-01 -8.19809151e-03
-9.59771213e-02 4.75681712e-02 -1.24750243e-01 -2.71264351e-01
2.77833751e-02]
[ -8.18513515e-02 -2.63528050e-01 -1.76902749e-01 -2.92511795e-01
-4.80460441e-01 -8.45906066e-02 -2.70568011e-02 2.01036993e-02
-4.89876887e-02 3.37093792e-02 -1.90135095e-01 -2.77702303e-01
-2.30045905e-01]
[ -7.48213801e-02 -1.89238060e-03 -2.41550383e-01 -2.40165519e-01
1.36853582e-01 -1.63129330e-01 -1.71356486e-01 4.19713851e-02
-4.60598507e-03 -5.53980753e-03 -1.72138416e-01 2.21756112e-02
-3.87966082e-03]
[ 2.89958388e-02 -1.61562743e-01 -1.50508700e-01 -5.01620933e-02
-1.20411546e-01 -1.07360637e-01 8.07139186e-02 -1.61790337e-01
-3.50741062e-02 -2.97331572e-02 -4.28637001e-03 -1.71137291e-01
6.02089020e-02]
[ -2.84488203e-01 -1.44019508e-01 -7.19046999e-02 -9.69865541e-02
-3.06416133e-01 -2.72606295e-01 -3.56892330e-01 5.96814653e-02
-2.95836711e-01 -2.05788263e-01 1.81855011e-01 1.24547541e-02
3.04349429e-01]
[ -2.16065068e-01 -1.29096522e-01 -8.13073183e-02 -6.99466456e-02
-8.43021725e-02 -1.15168679e-01 -3.89535542e-02 6.53194773e-02
-1.03643034e-01 1.84476397e-02 2.17484575e-02 -1.68064022e-01
4.70450872e-02]
[ -1.53932537e-01 -6.57296334e-02 -2.23632792e-01 -3.31782788e-01
-1.50400608e-01 -1.99080687e-01 -2.43583125e-01 -6.56149321e-02
1.87160083e-01 -1.58362770e-01 -3.14243289e-01 -2.94560340e-01
-1.15639801e-01]
[ -3.66636030e-01 -7.21672691e-02 -1.44345955e-01 -1.78688147e-01
-5.61962159e-02 -3.10656582e-01 7.65349920e-02 -3.92394930e-02
-9.77117898e-02 1.09603263e-01 -1.36294327e-02 -1.61082532e-01
-1.28474830e-01]
[ -1.69094489e-01 -1.52274569e-01 -4.59996215e-02 -1.27637906e-01
-1.32497770e-01 -2.93485940e-01 -5.41875947e-02 -1.00354944e-01
-2.52983025e-01 5.20455596e-02 2.20720000e-01 3.99110877e-02
-1.88989944e-01]
[ -1.38088019e-01 -1.75948932e-01 -1.12150076e-01 -2.73070369e-01
9.15086300e-02 -1.80327163e-02 -2.11140980e-01 -1.47991202e-01
9.59324410e-02 -1.03245473e-01 -1.52584665e-01 -1.30510006e-01
-3.21086765e-01]
[ -4.47454983e-02 -3.22170453e-02 -1.48371024e-01 -3.74787259e-02
-2.27738370e-01 6.30423227e-02 -8.85821039e-02 -4.89101438e-02
-2.33891715e-01 -8.13689086e-02 -6.65706042e-02 -2.93977091e-01
-1.74408582e-01]
[ -7.32572193e-02 3.17174318e-02 -1.29521369e-01 -2.95835724e-01
1.25495117e-01 2.08386033e-02 -2.33280270e-01 -1.81044495e-01
1.08630767e-01 -7.77704023e-02 -2.58326965e-01 -2.00000066e-01
-2.86235515e-01]
[ 8.38139506e-02 -3.16332147e-01 -7.95515921e-02 -4.36540185e-01
-2.26793154e-01 -8.79043189e-02 7.35476951e-02 1.17108504e-01
7.48640936e-03 3.07772393e-01 -5.01080472e-01 -6.69151932e-01
4.03516970e-01]
[ -2.17841530e-01 -2.55812473e-01 -1.25933725e-01 -2.97229173e-01
-3.08242602e-01 -9.18740322e-02 2.14516464e-01 5.60086203e-02
3.09654361e-01 5.52840138e-02 -3.86436588e-01 -8.72581821e-01
6.12836550e-01]
[ -8.61088863e-03 -1.95386319e-01 2.69119823e-02 -2.93492442e-01
-1.75759561e-01 1.67495078e-01 2.01083730e-01 2.62343418e-01
-1.45092124e-02 2.49852888e-01 -1.90181952e-01 -8.90364258e-01
6.76363736e-01]
[ 6.52209772e-03 -5.05698159e-02 -1.20165197e-01 -1.12052396e-01
-1.81114959e-01 -4.51777321e-02 2.84105665e-01 1.67078904e-01
2.56898755e-01 3.77027600e-01 -4.47027840e-01 -7.62678751e-01
6.79982791e-01]
[ -7.92842006e-02 -2.84330891e-01 6.32611400e-02 -3.59419555e-01
-1.51472099e-01 1.18398610e-01 3.58404329e-01 1.38162198e-01
-5.82483319e-02 1.73068273e-01 -5.36847955e-01 -8.13597705e-01
8.02133146e-01]
[ 1.23717675e-01 -9.33737271e-02 1.99382789e-02 -1.67867174e-01
-8.40852438e-02 -1.67491138e-02 2.40917167e-01 3.61300302e-01
4.03969113e-01 2.72174835e-01 -5.28163339e-01 -6.97479181e-01
4.98664647e-01]
[ -9.16245097e-03 -1.29742408e-01 1.90621298e-02 2.36074300e-02
-8.40716852e-02 -2.83617210e-01 1.81893395e-02 2.92981110e-01
-2.99980719e-02 6.84971229e-02 -2.31752220e-01 -6.32801087e-01
2.31090316e-01]
[ 7.73787778e-02 1.21665897e-01 -2.10036398e-03 9.59773127e-02
-8.26053636e-02 -5.95905789e-02 -2.15435487e-01 -1.95192442e-01
-2.94531948e-01 -1.68248791e-01 -1.43262886e-01 3.34738061e-01
-1.88681573e-01]
[ 3.83474539e-02 -8.12579024e-02 1.38491866e-01 2.03389725e-01
2.57638054e-01 8.68266379e-03 -4.07169484e-01 -3.69508822e-01
-1.17489746e-01 -5.24990932e-01 1.77802566e-01 1.01227159e+00
-4.67188140e-01]
[ 3.50039212e-02 7.97254483e-02 -2.11241977e-01 4.28981514e-02
3.01996370e-02 -4.42499519e-04 -1.57820295e-01 -3.24180136e-01
-2.85073807e-01 -1.77855880e-01 -5.64092496e-02 -5.67389973e-02
-1.67581095e-01]
[ -5.51368302e-02 -2.14060608e-01 6.49212279e-02 9.61569114e-02
-1.32412218e-01 -1.33755734e-01 3.39916801e-02 -1.17136518e-02
7.75647704e-02 -3.69497608e-01 -3.02767866e-01 -2.47820569e-01
1.95414053e-02]
[ 1.59108888e-02 -2.76108557e-01 6.23538319e-02 -2.33128598e-01
-1.95105455e-01 -2.30910645e-01 -2.47564599e-01 6.91230478e-02
5.40361971e-03 1.31542039e-01 -1.75344310e-01 4.32134800e-02
-2.64396286e-02]
[ 1.73656108e-01 5.03954667e-02 -1.02061114e-01 -2.14254242e-01
-5.92832856e-02 -1.01281672e-01 -1.76190183e-01 4.43204170e-02
-1.85328175e-01 -2.17475576e-01 -1.84752771e-01 1.58999856e-01
-1.00293098e-01]
[ -1.71779771e-01 -1.81479541e-01 -1.09559002e-01 -1.79964353e-01
-4.96648638e-02 2.71984493e-02 -1.87195559e-01 -1.83585460e-01
-1.40401657e-01 -6.54681096e-03 -1.88337628e-01 8.29388735e-02
-2.46743765e-01]
[ -3.31436667e-02 -2.12229006e-01 -1.57529066e-01 -1.89962141e-01
-5.19915828e-02 4.45800428e-02 -3.72289475e-02 -1.82909143e-02
-2.18361852e-01 -2.61784495e-01 -3.09179236e-02 -5.22562359e-02
-8.07831190e-02]
[ 1.15809625e-01 7.58230399e-02 -6.88275785e-03 -1.54739739e-01
-3.26848623e-01 8.51074176e-03 -1.41705418e-01 -2.51661438e-01
-3.09031640e-01 6.06200979e-02 -1.12196864e-01 -4.94275533e-02
-5.45513103e-02]
[ -6.37405334e-02 -1.03488149e-02 -2.83597668e-01 -5.45009798e-03
6.73311190e-02 1.55723745e-01 -2.32062026e-01 -1.74450441e-01
-5.41513328e-02 -5.60127290e-02 1.54159936e-01 4.72506541e-01
-5.68649307e-02]
[ 1.04204059e-01 3.57748248e-01 -2.06738211e-01 6.54433031e-01
1.24273268e-01 -2.28493907e-03 -2.59656233e-01 -4.07320850e-01
-2.65964105e-01 -4.10133525e-01 7.06335992e-01 1.01458070e+00
-7.57372536e-01]
[ -3.28710864e-02 1.94975999e-01 3.97239417e-02 2.18309451e-01
9.86620023e-03 -7.00823319e-02 -3.07593614e-01 -3.98428963e-01
-3.00904116e-01 -3.13177751e-01 4.94455690e-01 1.09778271e+00
-7.12194553e-01]
[ -5.14201544e-02 -1.18916246e-01 -1.61105575e-01 2.95104205e-01
-1.63625070e-01 2.33045098e-01 -1.06855188e-01 -2.67407433e-01
-2.63727704e-01 -4.90560700e-01 2.00588216e-01 4.92691803e-01
-3.58431951e-01]
[ 7.86285253e-02 -3.82090000e-01 -5.22226312e-02 -3.26040353e-02
-1.11231187e-01 2.00075278e-01 7.76189996e-02 1.63842142e-01
-1.64113083e-01 -4.45169977e-02 -7.30086495e-02 3.07695215e-01
-1.82804114e-01]
[ 2.03619892e-01 -2.92244983e-01 -1.21739435e-01 -8.62233763e-02
-2.08869719e-01 1.21986648e-01 1.58062680e-02 -1.54510722e-01
-5.21053752e-02 -1.08932789e-01 -1.31505181e-01 -1.64804010e-01
-1.06961621e-01]
[ -1.35305565e-01 -7.99973604e-02 3.80707761e-02 -2.51532556e-01
-5.69241154e-02 -1.41083896e-01 4.64544787e-02 -1.64962077e-02
-7.91534561e-02 -1.50520108e-02 -3.05117166e-01 -4.28360486e-01
-3.69399496e-02]
[ -1.40136772e-01 -1.38171192e-01 -6.76331108e-02 -2.57120425e-01
-3.47077692e-01 -2.88148559e-01 1.50136390e-01 1.18879103e-01
1.99220610e-02 9.79673457e-02 -2.23418250e-01 -7.20466937e-01
6.64668410e-03]
[ -1.66616681e-01 -2.31230538e-01 -2.99210979e-01 -3.70517225e-01
-2.74855287e-01 -2.09379388e-01 -3.22486064e-01 8.98849261e-02
-3.30476313e-02 -3.74742430e-01 -3.27332246e-01 -3.77604304e-01
-3.40748600e-01]
[ -1.09425212e-01 1.16918480e-01 2.48103872e-02 -7.85439784e-03
-2.17097907e-01 -1.69530572e-01 -9.36291106e-02 3.47532664e-02
-8.97955192e-02 -1.52089944e-01 -1.85891629e-01 -3.03335808e-01
-4.07044243e-02]
[ -3.50781356e-01 -1.25677057e-01 -2.71335384e-01 1.27934074e-01
-2.06111933e-01 -2.27197418e-01 -6.49791366e-02 -1.40579834e-01
4.43910170e-02 -3.88851542e-02 4.49108688e-02 -3.36053519e-01
-5.68141359e-04]
[ -1.28201231e-01 -3.31742500e-02 -2.57757735e-01 4.79543237e-02
-2.15914213e-01 -2.77964281e-01 -3.73573032e-01 -5.20699106e-02
7.71071080e-03 -2.25480852e-01 -2.28380304e-01 -2.64215768e-01
-4.49865511e-02]
[ -2.17771335e-01 -5.35824937e-01 -3.33945341e-01 -3.18362982e-01
-3.31253786e-01 -2.27294633e-01 -2.78811426e-03 -2.82836115e-01
8.94221783e-02 -2.33372196e-01 -1.64793246e-01 -1.37844838e-01
-7.24712284e-02]
[ -2.13859733e-01 -2.98690136e-01 -3.14773912e-01 -1.40113096e-01
-9.66264386e-02 -1.47924111e-01 -7.58929898e-02 3.36737119e-03
-1.84328020e-01 -4.99550426e-01 -2.45141007e-01 -1.75555353e-01
5.80277676e-02]
[ -1.20810053e-01 7.77213702e-03 -2.36943119e-01 -4.73597242e-01
-2.44670450e-01 -2.59715085e-01 -2.01963846e-02 -3.11953235e-01
8.36901544e-02 -3.14743727e-02 -3.90278409e-01 -2.05533930e-01
-2.89997299e-01]]
Progress: 12.4% ... Training loss: 0.312 ... Validation loss: 0.502[[-0.03472441]
[ 0.31303477]
[-0.14487356]
[ 0.87261969]
[ 0.30723408]
[ 0.00780436]
[-0.83605632]
[-0.94811072]
[-0.68258701]
[-0.98595968]
[ 1.17124502]
[ 2.87631969]
[-1.63673314]]
[[ -5.36819175e-01 -5.03981229e-01 -5.83858490e-01 -1.33943491e-01
-3.07239434e-01 -5.90119852e-01 -3.60162582e-01 -3.63385311e-01
-5.34781205e-01 -4.58838861e-01 8.46320983e-02 5.85385935e-01
-1.67804615e-01]
[ 6.02748639e-03 -1.40719767e-01 5.24933510e-02 -3.83239844e-02
-4.51992754e-02 5.89700043e-02 -1.16334843e-01 2.39832131e-01
-1.23213489e-01 -1.57542720e-01 -6.14625235e-02 -6.64368347e-02
1.08407584e-01]
[ -2.01673554e-01 1.44071319e-01 -2.00526762e-02 1.68212599e-01
1.06115112e-01 -1.15370397e-01 1.37910881e-01 -6.95763461e-02
2.70130302e-01 -9.64422959e-02 3.19921431e-01 8.77122741e-01
5.43893082e-01]
[ 1.78519657e-01 -2.46769097e-01 -2.79853715e-01 -2.46867582e-02
-3.00419251e-01 -7.14547458e-05 1.37067394e-02 -3.83695611e-01
1.28592048e-01 -3.43075647e-01 -2.29167323e-01 -3.75511966e-01
-7.21889994e-02]
[ 1.07067324e-01 1.15530996e-02 1.05886051e-01 -6.66222457e-03
-2.39445397e-02 6.97884716e-02 -6.91153332e-02 5.72740710e-02
3.60606285e-02 1.93288441e-01 9.45963667e-02 -1.29690406e-01
-7.48953861e-02]
[ -4.84705910e-01 -5.82983287e-01 -6.05250272e-01 -5.61401492e-01
-5.75057627e-01 -5.63370885e-01 -3.20469815e-01 -1.94961779e-01
-4.44498268e-01 -2.76066048e-01 -4.39062423e-01 -6.28755968e-01
-3.90967510e-01]
[ -4.18202202e-01 -5.73896252e-01 -3.24671029e-01 -3.34930020e-01
-4.03672279e-01 -5.60213674e-01 -4.37974451e-01 -4.77908168e-01
-3.00922159e-01 -2.01629793e-01 -4.02298623e-01 -2.28607513e-01
-2.56492503e-01]
[ -3.20944134e-01 -3.49495265e-01 -4.66016329e-01 -2.02514411e-01
-3.12656291e-01 -4.13495408e-01 -2.32878250e-01 -1.69451114e-01
-2.61306604e-01 -4.24540782e-01 -1.74141462e-01 -3.99392502e-01
-2.38908889e-01]
[ -4.73418425e-01 -3.51506942e-01 -3.76164256e-01 -1.54757386e-01
-3.38671765e-01 -2.15007008e-01 -1.18706247e-01 -4.22360891e-01
-2.82957115e-01 -4.41932875e-01 -1.42687570e-01 -1.71151875e-01
-1.75013762e-01]
[ -9.52842018e-01 -9.14717579e-01 -9.80425334e-01 -7.02391934e-01
-1.00261541e+00 -9.79763841e-01 -6.76659898e-01 -6.87659182e-01
-7.83260121e-01 -6.04124788e-01 -6.35768269e-01 -3.67352469e-01
-5.21242046e-01]
[ -5.05568968e-01 -2.67086448e-01 -4.64527759e-01 -3.05756893e-01
-3.50442667e-01 -3.56685076e-01 -5.50472996e-01 -5.52396594e-01
-6.35995917e-01 -1.20832025e-01 -4.16452601e-01 -5.48136270e-01
-4.22847335e-01]
[ -1.17186581e-01 2.13484968e-02 -3.32914910e-01 -4.03167767e-01
-1.06904734e-01 -7.21568799e-02 -1.37792195e-01 -2.64359360e-01
-1.28217523e-01 1.42266400e-01 -3.89270775e-01 -6.82160814e-01
-2.33490208e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60893623e-01 -1.07176744e-01 1.62196401e-01 -2.42278828e-01
-1.23163500e-01 1.13357994e-01 -1.42661197e-01 -8.30398992e-03
-9.59584310e-02 4.72314322e-02 -1.24833996e-01 -2.71800005e-01
2.70181494e-02]
[ -8.19374585e-02 -2.63193894e-01 -1.77100502e-01 -2.91563793e-01
-4.80171479e-01 -8.46204640e-02 -2.82456473e-02 1.82819666e-02
-4.97333906e-02 3.18310946e-02 -1.88434071e-01 -2.74050495e-01
-2.31853423e-01]
[ -7.48056949e-02 -2.01309471e-03 -2.41337687e-01 -2.39954452e-01
1.36686270e-01 -1.63108115e-01 -1.71931269e-01 4.22313360e-02
-4.91303187e-03 -4.94878418e-03 -1.71295608e-01 2.50899907e-02
-6.99186752e-03]
[ 2.85280790e-02 -1.60313398e-01 -1.51612135e-01 -4.37744319e-02
-1.18807394e-01 -1.07484247e-01 7.43477721e-02 -1.69173133e-01
-4.03208199e-02 -3.91661605e-02 5.74365295e-03 -1.46727393e-01
4.56428985e-02]
[ -2.84804698e-01 -1.42481147e-01 -7.27861012e-02 -8.96891347e-02
-3.05014983e-01 -2.72706530e-01 -3.62608579e-01 5.40056379e-02
-3.00789506e-01 -2.12911968e-01 1.92591288e-01 4.30721786e-02
2.83595920e-01]
[ -2.16409602e-01 -1.26654719e-01 -8.26581843e-02 -6.15866978e-02
-8.20027490e-02 -1.15296347e-01 -4.76150391e-02 5.34939525e-02
-1.10428887e-01 6.49758538e-03 3.51387901e-02 -1.32543917e-01
2.15644123e-02]
[ -1.54086362e-01 -6.50879043e-02 -2.23852946e-01 -3.29497454e-01
-1.49864939e-01 -1.99121229e-01 -2.47016603e-01 -6.91223438e-02
1.83949368e-01 -1.60613406e-01 -3.10456173e-01 -2.79667029e-01
-1.25848941e-01]
[ -3.67049023e-01 -6.98235582e-02 -1.45389036e-01 -1.69838717e-01
-5.41791702e-02 -3.10776276e-01 6.54707329e-02 -4.97626350e-02
-1.05820955e-01 1.00129193e-01 -9.81650495e-04 -1.29129371e-01
-1.54550709e-01]
[ -1.69384600e-01 -1.51123286e-01 -4.65615182e-02 -1.23119763e-01
-1.31328644e-01 -2.93565628e-01 -5.96081032e-02 -1.05798877e-01
-2.57022420e-01 4.78295261e-02 2.28165042e-01 5.83207200e-02
-2.00878587e-01]
[ -1.38156898e-01 -1.75623116e-01 -1.12283706e-01 -2.71835181e-01
9.18259907e-02 -1.80623463e-02 -2.12298287e-01 -1.48835061e-01
9.50079744e-02 -1.04254224e-01 -1.50651687e-01 -1.25738052e-01
-3.22826271e-01]
[ -4.47402605e-02 -3.22219091e-02 -1.48375845e-01 -3.75046943e-02
-2.27733533e-01 6.30428751e-02 -8.85839133e-02 -4.90148317e-02
-2.33814903e-01 -8.13739394e-02 -6.65767182e-02 -2.93900408e-01
-1.74381612e-01]
[ -7.34032885e-02 3.22602040e-02 -1.29888589e-01 -2.94372825e-01
1.25986619e-01 2.07877290e-02 -2.34799061e-01 -1.83663132e-01
1.07160929e-01 -8.06149780e-02 -2.56210264e-01 -1.95745984e-01
-2.89202171e-01]
[ 8.37767525e-02 -3.16194855e-01 -7.96254373e-02 -4.36090468e-01
-2.26650248e-01 -8.79165346e-02 7.28255969e-02 1.16358211e-01
6.83738806e-03 3.07108420e-01 -5.00509164e-01 -6.67530594e-01
4.01977610e-01]
[ -2.17872339e-01 -2.55661904e-01 -1.26031338e-01 -2.96847857e-01
-3.08130141e-01 -9.18828898e-02 2.13486348e-01 5.47965025e-02
3.08913547e-01 5.39694471e-02 -3.85528397e-01 -8.70343866e-01
6.10446214e-01]
[ -8.57352356e-03 -1.95516275e-01 2.70136712e-02 -2.94275533e-01
-1.75910537e-01 1.67510819e-01 2.02161808e-01 2.63198964e-01
-1.40349690e-02 2.50918089e-01 -1.91634238e-01 -8.93100613e-01
6.78924445e-01]
[ 6.47087254e-03 -5.04270917e-02 -1.20248879e-01 -1.11512361e-01
-1.81009258e-01 -4.51909040e-02 2.83364218e-01 1.66429800e-01
2.56187264e-01 3.76239394e-01 -4.46529165e-01 -7.61667579e-01
6.78010866e-01]
[ -7.94362141e-02 -2.83903857e-01 6.29539055e-02 -3.57797137e-01
-1.51042163e-01 1.18349229e-01 3.55823994e-01 1.36003136e-01
-6.02331994e-02 1.70597892e-01 -5.35041625e-01 -8.11255704e-01
7.97091427e-01]
[ 1.23646117e-01 -9.31080307e-02 1.98030355e-02 -1.66900179e-01
-8.38200062e-02 -1.67713617e-02 2.39394712e-01 3.59933078e-01
4.02688014e-01 2.70950800e-01 -5.27254084e-01 -6.95075516e-01
4.95502738e-01]
[ -9.24894664e-03 -1.29378859e-01 1.88727552e-02 2.51695279e-02
-8.37590389e-02 -2.83637751e-01 1.63170939e-02 2.91143959e-01
-3.13519696e-02 6.69459956e-02 -2.29956186e-01 -6.29661349e-01
2.26955430e-01]
[ 7.72822163e-02 1.22249294e-01 -2.31500705e-03 9.85488173e-02
-8.21358272e-02 -5.96153081e-02 -2.17661997e-01 -1.97453244e-01
-2.96338805e-01 -1.70024667e-01 -1.40189194e-01 3.45819825e-01
-1.95464225e-01]
[ 3.81953778e-02 -8.10064167e-02 1.38236319e-01 2.06614573e-01
2.58144502e-01 8.64661476e-03 -4.08796565e-01 -3.70557988e-01
-1.18854182e-01 -5.26493538e-01 1.82047919e-01 1.02634558e+00
-4.72670878e-01]
[ 3.49147776e-02 7.99349973e-02 -2.11332559e-01 4.38276855e-02
3.04615326e-02 -4.67579632e-04 -1.58839179e-01 -3.25264273e-01
-2.85792316e-01 -1.78977099e-01 -5.51769766e-02 -5.32473075e-02
-1.70230162e-01]
[ -5.51417558e-02 -2.14044118e-01 6.49064344e-02 9.62509645e-02
-1.32396396e-01 -1.33757331e-01 3.38828613e-02 -1.19014495e-02
7.74996447e-02 -3.69674636e-01 -3.02628301e-01 -2.47574925e-01
1.93498922e-02]
[ 1.57028616e-02 -2.75500218e-01 6.17411598e-02 -2.31116365e-01
-1.94479723e-01 -2.30962918e-01 -2.49751062e-01 6.46930732e-02
3.13568349e-03 1.26667670e-01 -1.71723068e-01 5.13979624e-02
-3.23161140e-02]
[ 1.73477209e-01 5.13631239e-02 -1.02418721e-01 -2.12160263e-01
-5.84280407e-02 -1.01326527e-01 -1.79567072e-01 4.03952063e-02
-1.88162090e-01 -2.20611613e-01 -1.80757589e-01 1.70953592e-01
-1.07769928e-01]
[ -1.71934808e-01 -1.80459214e-01 -1.10164722e-01 -1.76815565e-01
-4.85783390e-02 2.71330209e-02 -1.91028498e-01 -1.89235694e-01
-1.43627375e-01 -1.21335227e-02 -1.82537567e-01 9.88707343e-02
-2.57702200e-01]
[ -3.31592710e-02 -2.12176906e-01 -1.57556602e-01 -1.89766308e-01
-5.19462630e-02 4.45737610e-02 -3.73749976e-02 -1.82849945e-02
-2.18421186e-01 -2.61835274e-01 -3.07472259e-02 -5.12158099e-02
-8.12124339e-02]
[ 1.15541138e-01 7.73987059e-02 -7.70684454e-03 -1.49885075e-01
-3.25622663e-01 8.42892556e-03 -1.48015509e-01 -2.59463371e-01
-3.14112938e-01 5.27834848e-02 -1.02733404e-01 -1.79993181e-02
-7.50946948e-02]
[ -6.37377074e-02 -1.03627448e-02 -2.83591472e-01 -5.50264166e-03
6.73183201e-02 1.55725015e-01 -2.32010756e-01 -1.74417492e-01
-5.41078304e-02 -5.59571828e-02 1.54087035e-01 4.72326161e-01
-5.67501212e-02]
[ 1.04146580e-01 3.57987736e-01 -2.06765853e-01 6.57095659e-01
1.24544144e-01 -2.29098829e-03 -2.61301578e-01 -4.07710671e-01
-2.67291972e-01 -4.11830673e-01 7.10448371e-01 1.02278996e+00
-7.62910212e-01]
[ -3.30741782e-02 1.96836853e-01 3.89509496e-02 2.25154175e-01
1.14507959e-02 -7.01495756e-02 -3.13482989e-01 -4.05702917e-01
-3.05002186e-01 -3.20126883e-01 5.05391934e-01 1.11917700e+00
-7.28280844e-01]
[ -5.15749299e-02 -1.18357114e-01 -1.61462634e-01 2.98737044e-01
-1.62958148e-01 2.32981699e-01 -1.10456302e-01 -2.70388986e-01
-2.66203143e-01 -4.93256381e-01 2.06482580e-01 5.08334444e-01
-3.67246009e-01]
[ 7.85405531e-02 -3.81682646e-01 -5.24731365e-02 -3.04158006e-02
-1.10773916e-01 2.00044659e-01 7.51120240e-02 1.61237595e-01
-1.65714787e-01 -4.68381719e-02 -6.95624833e-02 3.17528857e-01
-1.88940317e-01]
[ 2.03501068e-01 -2.91781299e-01 -1.22012219e-01 -8.45557218e-02
-2.08407097e-01 1.21948663e-01 1.35189749e-02 -1.56389487e-01
-5.39288701e-02 -1.11273559e-01 -1.29072151e-01 -1.57597828e-01
-1.11853249e-01]
[ -1.35329873e-01 -7.99209777e-02 3.80155612e-02 -2.51166903e-01
-5.68397883e-02 -1.41091798e-01 4.58814020e-02 -1.69752685e-02
-7.95153439e-02 -1.55034125e-02 -3.04507411e-01 -4.26870696e-01
-3.81430269e-02]
[ -1.40182838e-01 -1.38025740e-01 -6.77359394e-02 -2.56828783e-01
-3.46984472e-01 -2.88161333e-01 1.49727192e-01 1.18363098e-01
1.95409119e-02 9.74455754e-02 -2.23016103e-01 -7.20576925e-01
5.93266348e-03]
[ -1.67073943e-01 -2.28878813e-01 -3.00408412e-01 -3.62992338e-01
-2.72595285e-01 -2.09510721e-01 -3.31826379e-01 7.66558668e-02
-4.11756052e-02 -3.85748511e-01 -3.13480429e-01 -3.37009534e-01
-3.69800029e-01]
[ -1.09979184e-01 1.19631794e-01 2.32317349e-02 2.41100787e-03
-2.14799495e-01 -1.69687152e-01 -1.03061520e-01 2.25296658e-02
-9.73230162e-02 -1.63597548e-01 -1.70304913e-01 -2.67241985e-01
-6.58326825e-02]
[ -3.51223951e-01 -1.23554798e-01 -2.72505981e-01 1.37284118e-01
-2.04011802e-01 -2.27353530e-01 -7.25505367e-02 -1.48630588e-01
3.80426161e-02 -4.85920677e-02 5.73464485e-02 -3.10605770e-01
-2.09243950e-02]
[ -1.28233503e-01 -3.29180969e-02 -2.57831741e-01 4.92463226e-02
-2.15695712e-01 -2.77972332e-01 -3.75117183e-01 -5.38159400e-02
7.00066471e-03 -2.26539539e-01 -2.27045675e-01 -2.57649701e-01
-4.91282971e-02]
[ -2.17957943e-01 -5.35631490e-01 -3.34235430e-01 -3.13989869e-01
-3.30663594e-01 -2.27332717e-01 -6.85465770e-03 -2.85324306e-01
8.64072019e-02 -2.36896200e-01 -1.57169943e-01 -1.16205059e-01
-8.34098666e-02]
[ -2.14138056e-01 -2.97690944e-01 -3.15316596e-01 -1.36146882e-01
-9.54625305e-02 -1.48018740e-01 -8.10056667e-02 -1.94506475e-03
-1.87786692e-01 -5.04022027e-01 -2.39891633e-01 -1.61464366e-01
4.75260259e-02]
[ -1.21109408e-01 9.51638009e-03 -2.37710978e-01 -4.68903148e-01
-2.43384171e-01 -2.59803781e-01 -2.82143429e-02 -3.18496662e-01
7.71815327e-02 -4.01293389e-02 -3.81819611e-01 -1.79030321e-01
-3.09217224e-01]]
Progress: 12.5% ... Training loss: 0.373 ... Validation loss: 0.484[[-0.07086434]
[ 0.26698572]
[-0.18210189]
[ 0.80235989]
[ 0.26320894]
[-0.02489987]
[-0.90242129]
[-1.01621034]
[-0.74183634]
[-1.05089658]
[ 1.07957689]
[ 2.74575075]
[-1.73911955]]
[[ -5.36247983e-01 -5.09895465e-01 -5.81646809e-01 -1.58539009e-01
-3.13054331e-01 -5.90233530e-01 -3.36141949e-01 -3.35495311e-01
-5.17136710e-01 -4.32894505e-01 4.67032181e-02 4.84209870e-01
-1.04702513e-01]
[ 6.06133321e-03 -1.41043711e-01 5.25682674e-02 -3.99366496e-02
-4.54919254e-02 5.89651503e-02 -1.15323849e-01 2.40644757e-01
-1.22478700e-01 -1.56884133e-01 -6.34863594e-02 -7.16774864e-02
1.11475969e-01]
[ -2.01308723e-01 1.37960214e-01 -1.80549892e-02 1.39288977e-01
1.00046575e-01 -1.15460571e-01 1.60385494e-01 -5.16120087e-02
2.88935273e-01 -8.03773231e-02 2.75436180e-01 7.63480060e-01
6.02821465e-01]
[ 1.78459714e-01 -2.44239783e-01 -2.81641710e-01 -1.86015310e-02
-2.97087513e-01 -4.15549386e-05 1.24168703e-02 -3.96495788e-01
1.28102656e-01 -3.59942936e-01 -2.15407723e-01 -3.37757190e-01
-7.87981906e-02]
[ 1.07003501e-01 1.22167896e-02 1.06006968e-01 -5.35970482e-03
-2.33300740e-02 6.98052547e-02 -7.56926494e-02 5.42492833e-02
3.12363309e-02 1.94069006e-01 9.49496097e-02 -1.27280629e-01
-8.83308301e-02]
[ -4.84550519e-01 -5.84213359e-01 -6.04687473e-01 -5.63532851e-01
-5.76062132e-01 -5.63401727e-01 -3.16085072e-01 -1.86238176e-01
-4.42259688e-01 -2.67966871e-01 -4.43077558e-01 -6.38560851e-01
-3.81919929e-01]
[ -4.17846004e-01 -5.77588792e-01 -3.22834590e-01 -3.50466070e-01
-4.07509434e-01 -5.60284872e-01 -4.25310998e-01 -4.61750306e-01
-2.90729820e-01 -1.82496339e-01 -4.26022838e-01 -2.90609293e-01
-2.21086234e-01]
[ -3.20468916e-01 -3.55332947e-01 -4.64174265e-01 -2.26242556e-01
-3.18301187e-01 -4.13591667e-01 -2.10956519e-01 -1.47498706e-01
-2.44214028e-01 -4.06589373e-01 -2.11241222e-01 -4.92766519e-01
-1.87684313e-01]
[ -4.73307986e-01 -3.52580705e-01 -3.75781653e-01 -1.59022628e-01
-3.39524282e-01 -2.15034680e-01 -1.14738616e-01 -4.19897149e-01
-2.80297145e-01 -4.38663220e-01 -1.48009504e-01 -1.82831376e-01
-1.67319784e-01]
[ -9.51887117e-01 -9.24612146e-01 -9.76332421e-01 -7.41841842e-01
-1.01225419e+00 -9.79960577e-01 -6.38759517e-01 -6.43267712e-01
-7.54181498e-01 -5.61828966e-01 -6.96300683e-01 -5.19750399e-01
-4.29358716e-01]
[ -5.05406926e-01 -2.69148713e-01 -4.63955859e-01 -3.12323972e-01
-3.52328538e-01 -3.56717022e-01 -5.45014604e-01 -5.47106916e-01
-6.32327068e-01 -1.14230257e-01 -4.26309151e-01 -5.73772372e-01
-4.10151603e-01]
[ -1.17206278e-01 2.14712706e-02 -3.32955819e-01 -4.02811577e-01
-1.06719164e-01 -7.21541700e-02 -1.38213410e-01 -2.64742893e-01
-1.28781529e-01 1.41822505e-01 -3.89042854e-01 -6.80986962e-01
-2.34696865e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60856073e-01 -1.07446114e-01 1.62345677e-01 -2.42645704e-01
-1.23380955e-01 1.13350189e-01 -1.41066560e-01 -5.48775266e-03
-9.51407380e-02 4.96552018e-02 -1.26091320e-01 -2.74958676e-01
3.08742877e-02]
[ -8.18937857e-02 -2.63375801e-01 -1.77023338e-01 -2.91987384e-01
-4.80274921e-01 -8.46272673e-02 -2.71510636e-02 2.01803400e-02
-4.91361567e-02 3.35418564e-02 -1.89223147e-01 -2.74768693e-01
-2.30351004e-01]
[ -7.46768443e-02 -3.49464067e-03 -2.40695314e-01 -2.43055092e-01
1.35373517e-01 -1.63133781e-01 -1.68799151e-01 4.87630056e-02
-3.11765096e-03 2.14651589e-03 -1.75829986e-01 1.20969151e-02
1.10798887e-04]
[ 2.87021066e-02 -1.62225292e-01 -1.50689237e-01 -5.14425165e-02
-1.20806046e-01 -1.07518274e-01 8.03560276e-02 -1.61565527e-01
-3.55535622e-02 -2.96150535e-02 -6.22450780e-03 -1.76742450e-01
6.22339817e-02]
[ -2.84760515e-01 -1.42874271e-01 -7.25140650e-02 -9.24767217e-02
-3.05468082e-01 -2.72718165e-01 -3.60369036e-01 5.67296674e-02
-2.99038581e-01 -2.10215031e-01 1.87863586e-01 3.14177618e-02
2.90476778e-01]
[ -2.16319217e-01 -1.27686090e-01 -8.21960932e-02 -6.66129400e-02
-8.30697022e-02 -1.15315304e-01 -4.33075549e-02 5.82057237e-02
-1.06872001e-01 1.09099547e-02 2.81763776e-02 -1.52156254e-01
3.37686604e-02]
[ -1.54053086e-01 -6.55396073e-02 -2.23737672e-01 -3.31454835e-01
-1.50289195e-01 -1.99127925e-01 -2.44974396e-01 -6.71192680e-02
1.86011971e-01 -1.59365075e-01 -3.13370258e-01 -2.90061956e-01
-1.20186722e-01]
[ -3.66835566e-01 -7.26070832e-02 -1.44632933e-01 -1.81183995e-01
-5.69071597e-02 -3.10821794e-01 7.58228508e-02 -3.99580704e-02
-9.79211764e-02 1.08721417e-01 -1.87014731e-02 -1.72848200e-01
-1.32726563e-01]
[ -1.69126751e-01 -1.53899694e-01 -4.54937867e-02 -1.33700323e-01
-1.33909953e-01 -2.93617650e-01 -4.95630360e-02 -9.59514004e-02
-2.49627050e-01 5.71632067e-02 2.10989542e-01 1.78853464e-02
-1.76741294e-01]
[ -1.38120060e-01 -1.75940982e-01 -1.12223452e-01 -2.73499763e-01
9.15538198e-02 -1.80720197e-02 -2.11035078e-01 -1.48314647e-01
9.58037887e-02 -1.03862902e-01 -1.52051581e-01 -1.28895732e-01
-3.20797731e-01]
[ -4.47253795e-02 -3.23322753e-02 -1.48330557e-01 -3.78785770e-02
-2.27795973e-01 6.30394594e-02 -8.81277786e-02 -4.87441803e-02
-2.33505476e-01 -8.10099710e-02 -6.68879826e-02 -2.94087460e-01
-1.73591344e-01]
[ -7.33810137e-02 3.21352265e-02 -1.29835170e-01 -2.94738918e-01
1.25868063e-01 2.07839761e-02 -2.34396860e-01 -1.83101386e-01
1.07596025e-01 -7.99810535e-02 -2.56611690e-01 -1.96560547e-01
-2.88409646e-01]
[ 8.38315529e-02 -3.16553281e-01 -7.94560677e-02 -4.37317879e-01
-2.27035193e-01 -8.79264312e-02 7.44295563e-02 1.18202483e-01
8.04681735e-03 3.09129113e-01 -5.02271559e-01 -6.71861484e-01
4.05953209e-01]
[ -2.17837326e-01 -2.55988899e-01 -1.25920008e-01 -2.98880724e-01
-3.08497345e-01 -9.18901213e-02 2.15746850e-01 5.66794515e-02
3.10933654e-01 5.56127839e-02 -3.88435921e-01 -8.79328131e-01
6.16603262e-01]
[ -8.48825362e-03 -1.96084044e-01 2.72508074e-02 -2.97435242e-01
-1.76625045e-01 1.67493863e-01 2.05940037e-01 2.66992907e-01
-1.17137376e-02 2.53877242e-01 -1.96584646e-01 -9.05855237e-01
6.89190279e-01]
[ 6.48546994e-03 -5.05711059e-02 -1.20189356e-01 -1.11912077e-01
-1.81123534e-01 -4.51940410e-02 2.83898924e-01 1.67053150e-01
2.56551040e-01 3.76966353e-01 -4.47070767e-01 -7.62764421e-01
6.79180802e-01]
[ -7.94000468e-02 -2.84209638e-01 6.30886819e-02 -3.58923819e-01
-1.51364569e-01 1.18340429e-01 3.57494251e-01 1.37538425e-01
-5.91390039e-02 1.72042430e-01 -5.36475746e-01 -8.15079956e-01
8.00812695e-01]
[ 1.23722170e-01 -9.36037851e-02 2.00191589e-02 -1.69874511e-01
-8.44233393e-02 -1.67837464e-02 2.42771280e-01 3.63465136e-01
4.05509892e-01 2.73686723e-01 -5.30949326e-01 -7.07337520e-01
5.04244169e-01]
[ -9.22126868e-03 -1.29566010e-01 1.89402366e-02 2.43914344e-02
-8.39520450e-02 -2.83640571e-01 1.69676197e-02 2.91813447e-01
-3.07572649e-02 6.79292867e-02 -2.30830999e-01 -6.32170539e-01
2.28660423e-01]
[ 7.73570333e-02 1.21849524e-01 -2.16260911e-03 9.71958494e-02
-8.24293438e-02 -5.96284825e-02 -2.16008934e-01 -1.95979002e-01
-2.95039130e-01 -1.68533219e-01 -1.41574820e-01 3.41495230e-01
-1.93364408e-01]
[ 3.80540417e-02 -8.02670973e-02 1.37841482e-01 2.11425133e-01
2.59348322e-01 8.67404860e-03 -4.11965923e-01 -3.74142748e-01
-1.21368707e-01 -5.29844609e-01 1.88495743e-01 1.04756255e+00
-4.78666661e-01]
[ 3.49626328e-02 7.95390708e-02 -2.11222824e-01 4.21866047e-02
3.01139374e-02 -4.75935865e-04 -1.57591060e-01 -3.24162641e-01
-2.84969522e-01 -1.78066722e-01 -5.73604862e-02 -5.88285783e-02
-1.67192119e-01]
[ -5.50776677e-02 -2.14816362e-01 6.52741965e-02 9.25545316e-02
-1.33284072e-01 -1.33770947e-01 3.69006641e-02 -7.87925482e-03
7.96487845e-02 -3.66701467e-01 -3.07579649e-01 -2.61120885e-01
2.72268154e-02]
[ 1.57643959e-02 -2.76186313e-01 6.21289204e-02 -2.34039103e-01
-1.95338698e-01 -2.30974179e-01 -2.47200428e-01 6.89950883e-02
5.08977851e-03 1.31301823e-01 -1.77181125e-01 3.63299065e-02
-2.46805746e-02]
[ 1.73414122e-01 5.20824810e-02 -1.02712330e-01 -2.10593698e-01
-5.78080562e-02 -1.01312914e-01 -1.81028111e-01 3.82036453e-02
-1.89718678e-01 -2.22947847e-01 -1.77802497e-01 1.79366689e-01
-1.11664605e-01]
[ -1.71892166e-01 -1.81382171e-01 -1.09816339e-01 -1.80397397e-01
-4.95949347e-02 2.71191219e-02 -1.88009750e-01 -1.85627089e-01
-1.41350379e-01 -7.69820680e-03 -1.88446564e-01 8.55231030e-02
-2.49967190e-01]
[ -3.30480260e-02 -2.13513927e-01 -1.56988251e-01 -1.94289144e-01
-5.31722663e-02 4.45487456e-02 -3.31914496e-02 -1.27153448e-02
-2.15369932e-01 -2.56890452e-01 -3.80393072e-02 -6.93451649e-02
-7.08369210e-02]
[ 1.15647525e-01 7.61182962e-02 -7.21857902e-03 -1.53595112e-01
-3.26697845e-01 8.40197468e-03 -1.44660806e-01 -2.55972189e-01
-3.11903371e-01 5.74946003e-02 -1.08715248e-01 -3.23878055e-02
-6.71924693e-02]
[ -6.37255426e-02 -1.05104294e-02 -2.83542375e-01 -6.08689668e-03
6.71515849e-02 1.55721843e-01 -2.31393107e-01 -1.73869417e-01
-5.35392172e-02 -5.53024165e-02 1.53019170e-01 4.69865511e-01
-5.52616853e-02]
[ 1.04275807e-01 3.56402065e-01 -2.06408647e-01 6.51113153e-01
1.23196954e-01 -2.31604173e-03 -2.57308309e-01 -4.04142288e-01
-2.64067205e-01 -4.08827798e-01 7.01484936e-01 1.00098944e+00
-7.57131831e-01]
[ -3.29398497e-02 1.95210532e-01 3.96392946e-02 2.20683853e-01
1.00471845e-02 -7.01751229e-02 -3.10673400e-01 -4.01049471e-01
-3.02421465e-01 -3.14739698e-01 4.98298274e-01 1.10150719e+00
-7.23058335e-01]
[ -5.15595247e-02 -1.18509487e-01 -1.61383731e-01 2.97842643e-01
-1.63070894e-01 2.32977845e-01 -1.10066422e-01 -2.69660007e-01
-2.65798781e-01 -4.92667644e-01 2.04933195e-01 5.04728578e-01
-3.65621711e-01]
[ 7.86077947e-02 -3.82365795e-01 -5.21454102e-02 -3.35908159e-02
-1.11551614e-01 2.00028830e-01 7.81766983e-02 1.64680643e-01
-1.63472588e-01 -4.33081927e-02 -7.49610040e-02 3.04674341e-01
-1.81434333e-01]
[ 2.03573074e-01 -2.92341070e-01 -1.21740631e-01 -8.71999268e-02
-2.09030500e-01 1.21935274e-01 1.59071006e-02 -1.53570012e-01
-5.21041336e-02 -1.08320240e-01 -1.33287651e-01 -1.69575848e-01
-1.05754555e-01]
[ -1.35306067e-01 -8.02074912e-02 3.81026175e-02 -2.52208323e-01
-5.71103846e-02 -1.41096484e-01 4.69967895e-02 -1.57257383e-02
-7.84069976e-02 -1.46930505e-02 -3.06171645e-01 -4.32647446e-01
-3.50634357e-02]
[ -1.40173496e-01 -1.38096677e-01 -6.77019030e-02 -2.56947845e-01
-3.47040149e-01 -2.88163322e-01 1.50015204e-01 1.18975226e-01
1.96529045e-02 9.80450565e-02 -2.23299895e-01 -7.20773630e-01
5.99845343e-03]
[ -1.66825793e-01 -2.31297629e-01 -2.99766371e-01 -3.73426807e-01
-2.74756839e-01 -2.09556816e-01 -3.23564370e-01 8.53079411e-02
-3.43036657e-02 -3.79557837e-01 -3.29303203e-01 -3.74238821e-01
-3.54243137e-01]
[ -1.09751259e-01 1.16804357e-01 2.43580356e-02 -7.07207043e-03
-2.17352827e-01 -1.69735913e-01 -9.54754283e-02 3.27889241e-02
-9.19930342e-02 -1.54034346e-01 -1.84476016e-01 -3.04348226e-01
-4.72312584e-02]
[ -3.51134742e-01 -1.25443163e-01 -2.71791576e-01 1.29800738e-01
-2.05826325e-01 -2.27379563e-01 -6.57084226e-02 -1.41532423e-01
4.36916214e-02 -4.00576214e-02 4.53690117e-02 -3.39498793e-01
-1.72080218e-03]
[ -1.28058726e-01 -3.46590028e-02 -2.57029364e-01 4.24131827e-02
-2.17439898e-01 -2.78005250e-01 -3.69505583e-01 -4.56154457e-02
1.19563105e-02 -2.18320106e-01 -2.37270018e-01 -2.84983490e-01
-3.24576640e-02]
[ -2.17859082e-01 -5.36508287e-01 -3.33707414e-01 -3.17275424e-01
-3.31536542e-01 -2.27355846e-01 -1.95033119e-03 -2.80192389e-01
8.98065095e-02 -2.31040872e-01 -1.63265683e-01 -1.32086769e-01
-7.22291756e-02]
[ -2.14007452e-01 -2.98722643e-01 -3.14865465e-01 -1.40276070e-01
-9.66568093e-02 -1.48046682e-01 -7.52688947e-02 4.87622990e-03
-1.84643009e-01 -4.98431793e-01 -2.46257481e-01 -1.77747323e-01
6.19033243e-02]
[ -1.20981689e-01 8.46634139e-03 -2.37351344e-01 -4.72915135e-01
-2.44382423e-01 -2.59824873e-01 -2.42196985e-02 -3.15362251e-01
8.00154354e-02 -3.56289626e-02 -3.87323410e-01 -1.93163495e-01
-3.01435351e-01]]
Progress: 12.6% ... Training loss: 0.297 ... Validation loss: 0.493[[ -4.27520635e-02]
[ 2.99513508e-01]
[ -1.57697302e-01]
[ 8.50734256e-01]
[ 2.96474769e-01]
[ 1.32602183e-03]
[ -8.53797575e-01]
[ -9.67320861e-01]
[ -6.90778334e-01]
[ -1.00629280e+00]
[ 1.14580155e+00]
[ 2.83641249e+00]
[ -1.65639909e+00]]
[[ -5.37349605e-01 -5.05007371e-01 -5.84043880e-01 -1.38632588e-01
-3.07990747e-01 -5.90560491e-01 -3.56427364e-01 -3.60172827e-01
-5.34057295e-01 -4.56453540e-01 7.95291074e-02 5.67807763e-01
-1.62944012e-01]
[ 6.04928715e-03 -1.41013912e-01 5.25431325e-02 -3.98675667e-02
-4.54691257e-02 5.89610407e-02 -1.15444717e-01 2.40485422e-01
-1.22568043e-01 -1.57047794e-01 -6.34237916e-02 -7.16545783e-02
1.11331048e-01]
[ -2.02294780e-01 1.44082658e-01 -2.08898963e-02 1.62639599e-01
1.05724769e-01 -1.15804571e-01 1.36970449e-01 -8.13118717e-02
2.69744056e-01 -1.06475477e-01 3.14079651e-01 8.58884617e-01
5.39428704e-01]
[ 1.77901579e-01 -2.44657606e-01 -2.81379915e-01 -1.81500549e-02
-2.97532049e-01 -1.49550709e-04 1.32404963e-02 -3.87520201e-01
1.25527813e-01 -3.53407794e-01 -2.21485784e-01 -3.44309622e-01
-6.72405592e-02]
[ 1.06899466e-01 1.33022856e-02 1.05244649e-01 -1.58030116e-03
-2.23224984e-02 6.97506273e-02 -7.66729948e-02 5.03808410e-02
3.07615316e-02 1.84935603e-01 1.03626581e-01 -1.20347545e-01
-9.57491966e-02]
[ -4.84652398e-01 -5.84168104e-01 -6.04768865e-01 -5.63127817e-01
-5.75936154e-01 -5.63428568e-01 -3.17957126e-01 -1.87268596e-01
-4.43460431e-01 -2.69173365e-01 -4.43454157e-01 -6.40813755e-01
-3.85461886e-01]
[ -4.18340379e-01 -5.76208438e-01 -3.23819711e-01 -3.43378123e-01
-4.05848109e-01 -5.60427391e-01 -4.32973127e-01 -4.70304106e-01
-2.96971724e-01 -1.91118387e-01 -4.15171678e-01 -2.54880751e-01
-2.44756024e-01]
[ -3.21361800e-01 -3.50360937e-01 -4.66467341e-01 -2.07582797e-01
-3.13607348e-01 -4.13895265e-01 -2.31298711e-01 -1.71648347e-01
-2.61448266e-01 -4.28590512e-01 -1.81135334e-01 -4.22868921e-01
-2.42121637e-01]
[ -4.73500281e-01 -3.51837963e-01 -3.76274666e-01 -1.56640863e-01
-3.38721067e-01 -2.15113889e-01 -1.17647324e-01 -4.22517722e-01
-2.83414705e-01 -4.41673167e-01 -1.44656303e-01 -1.74428484e-01
-1.72076161e-01]
[ -9.52771768e-01 -9.19892110e-01 -9.78810622e-01 -7.21890029e-01
-1.00743940e+00 -9.80271477e-01 -6.61349418e-01 -6.69634651e-01
-7.72697863e-01 -5.85351319e-01 -6.64062035e-01 -4.37219880e-01
-4.92978721e-01]
[ -5.05707920e-01 -2.68348391e-01 -4.64431189e-01 -3.09300929e-01
-3.51567202e-01 -3.56804068e-01 -5.47850713e-01 -5.50374061e-01
-6.35347516e-01 -1.18184110e-01 -4.22733395e-01 -5.65258140e-01
-4.17289435e-01]
[ -1.17702065e-01 2.30912742e-02 -3.33854888e-01 -3.97251927e-01
-1.05010926e-01 -7.23083910e-02 -1.45572482e-01 -2.71463244e-01
-1.35039160e-01 1.34459083e-01 -3.80923607e-01 -6.60255588e-01
-2.50344477e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60839160e-01 -1.07555280e-01 1.62382746e-01 -2.43043227e-01
-1.23456975e-01 1.13358957e-01 -1.41025524e-01 -4.86986394e-03
-9.50860424e-02 5.01316727e-02 -1.27175518e-01 -2.77664548e-01
3.07018377e-02]
[ -8.20103570e-02 -2.63134978e-01 -1.77185883e-01 -2.91026127e-01
-4.80033156e-01 -8.46616870e-02 -2.88842951e-02 1.83269082e-02
-5.03583924e-02 3.17005656e-02 -1.87876489e-01 -2.71775388e-01
-2.33012200e-01]
[ -7.47060830e-02 -3.75224347e-03 -2.40551072e-01 -2.43428526e-01
1.35206522e-01 -1.63134903e-01 -1.68784293e-01 4.94616354e-02
-3.22166017e-03 3.15714746e-03 -1.77122853e-01 8.06659567e-03
-8.14285621e-04]
[ 2.86303837e-02 -1.61792387e-01 -1.50952978e-01 -4.98167247e-02
-1.20268969e-01 -1.07542289e-01 7.85890983e-02 -1.64012475e-01
-3.67201642e-02 -3.26545355e-02 -2.91201655e-03 -1.67254018e-01
5.65070329e-02]
[ -2.85046945e-01 -1.42231009e-01 -7.30576351e-02 -8.89277878e-02
-3.04692629e-01 -2.72800206e-01 -3.63997025e-01 5.36430711e-02
-3.02550166e-01 -2.13951970e-01 1.92950565e-01 4.66745353e-02
2.80557449e-01]
[ -2.16677005e-01 -1.25675769e-01 -8.33354796e-02 -5.84219216e-02
-8.10300812e-02 -1.15453810e-01 -5.17508500e-02 4.74654736e-02
-1.13122185e-01 1.28018500e-03 4.05988753e-02 -1.20522713e-01
1.11006140e-02]
[ -1.54426640e-01 -6.36535330e-02 -2.24612582e-01 -3.24301438e-01
-1.48440477e-01 -1.99247413e-01 -2.52647574e-01 -7.61479104e-02
1.78047518e-01 -1.66926081e-01 -3.03063219e-01 -2.60542775e-01
-1.41261682e-01]
[ -3.66828007e-01 -7.28778586e-02 -1.44416754e-01 -1.82309143e-01
-5.72357820e-02 -3.10817609e-01 7.53423102e-02 -4.03414165e-02
-9.78385647e-02 1.08865906e-01 -2.02974729e-02 -1.79007549e-01
-1.33441214e-01]
[ -1.69372762e-01 -1.52202925e-01 -4.62055696e-02 -1.27760684e-01
-1.32437567e-01 -2.93691621e-01 -5.49884650e-02 -1.02941852e-01
-2.53742915e-01 5.01002847e-02 2.22289035e-01 4.32340180e-02
-1.92838230e-01]
[ -1.38279553e-01 -1.75337052e-01 -1.12610614e-01 -2.71179996e-01
9.22545022e-02 -1.81385612e-02 -2.13687739e-01 -1.50430188e-01
9.35534942e-02 -1.05896440e-01 -1.49026699e-01 -1.20175275e-01
-3.24773261e-01]
[ -4.47042334e-02 -3.23658160e-02 -1.48330427e-01 -3.83482563e-02
-2.27878446e-01 6.30487341e-02 -8.82368441e-02 -4.92104037e-02
-2.33836882e-01 -8.17120153e-02 -6.70793626e-02 -2.95717244e-01
-1.74493623e-01]
[ -7.34672553e-02 3.24325894e-02 -1.30002296e-01 -2.93578433e-01
1.26190830e-01 2.07496855e-02 -2.35325517e-01 -1.83660907e-01
1.06580907e-01 -8.08452812e-02 -2.55313633e-01 -1.93219456e-01
-2.89977683e-01]
[ 8.38191711e-02 -3.16453378e-01 -7.94984555e-02 -4.37083766e-01
-2.26949719e-01 -8.79309646e-02 7.40535238e-02 1.17745564e-01
7.71980191e-03 3.08839614e-01 -5.01892570e-01 -6.70582761e-01
4.05222976e-01]
[ -2.17922383e-01 -2.55742421e-01 -1.26082285e-01 -2.98127464e-01
-3.08310455e-01 -9.19207755e-02 2.14438686e-01 5.55783828e-02
3.09871903e-01 5.43340990e-02 -3.87680028e-01 -8.78544468e-01
6.13973117e-01]
[ -8.61453229e-03 -1.95485804e-01 2.69870704e-02 -2.96058950e-01
-1.76118692e-01 1.67452355e-01 2.02844109e-01 2.64368551e-01
-1.40978200e-02 2.50972992e-01 -1.94213260e-01 -9.00308580e-01
6.82882709e-01]
[ 6.46646516e-03 -5.04764742e-02 -1.20228609e-01 -1.11871166e-01
-1.81045884e-01 -4.51979898e-02 2.83542757e-01 1.66219209e-01
2.56066683e-01 3.76495167e-01 -4.47085779e-01 -7.62889042e-01
6.78516875e-01]
[ -7.94638398e-02 -2.84004584e-01 6.29830117e-02 -3.58469066e-01
-1.51170928e-01 1.18318889e-01 3.56705671e-01 1.36745288e-01
-5.98435406e-02 1.71022853e-01 -5.35943403e-01 -8.14566275e-01
7.99319728e-01]
[ 1.23703718e-01 -9.35941962e-02 1.99858296e-02 -1.69893343e-01
-8.44170227e-02 -1.67905923e-02 2.42795058e-01 3.63066221e-01
4.05626289e-01 2.73462275e-01 -5.31026951e-01 -7.08798909e-01
5.04571306e-01]
[ -9.22577119e-03 -1.29523048e-01 1.89119967e-02 2.45337120e-02
-8.39102875e-02 -2.83644997e-01 1.68835891e-02 2.91708256e-01
-3.07718423e-02 6.77250283e-02 -2.30791478e-01 -6.32078111e-01
2.28480409e-01]
[ 7.74312404e-02 1.21655421e-01 -2.05890898e-03 9.62893578e-02
-8.25896015e-02 -5.96024654e-02 -2.15025119e-01 -1.95173099e-01
-2.94522511e-01 -1.67931421e-01 -1.42285059e-01 3.39634829e-01
-1.91823332e-01]
[ 3.80060098e-02 -8.06394485e-02 1.38007854e-01 2.12284403e-01
2.59217129e-01 8.66068660e-03 -4.11287207e-01 -3.73315394e-01
-1.22027698e-01 -5.27907084e-01 1.88653353e-01 1.04862610e+00
-4.80060462e-01]
[ 3.46879364e-02 8.05702662e-02 -2.11738069e-01 4.70173516e-02
3.11994279e-02 -5.61326039e-04 -1.62497813e-01 -3.28461669e-01
-2.88390658e-01 -1.83285563e-01 -5.07306046e-02 -4.10775450e-02
-1.79373390e-01]
[ -5.51931781e-02 -2.14421465e-01 6.49910389e-02 9.40109137e-02
-1.32896879e-01 -1.33811542e-01 3.46525774e-02 -9.88643066e-03
7.77903505e-02 -3.68542911e-01 -3.05975798e-01 -2.55875075e-01
2.33265159e-02]
[ 1.55800362e-02 -2.75442497e-01 6.16749517e-02 -2.32066617e-01
-1.94728426e-01 -2.31030255e-01 -2.49905294e-01 6.56081632e-02
2.44333972e-03 1.27334469e-01 -1.73911366e-01 4.54487083e-02
-3.06977468e-02]
[ 1.73220219e-01 5.27780532e-02 -1.03017216e-01 -2.08300483e-01
-5.70469876e-02 -1.01360807e-01 -1.83720391e-01 3.44770786e-02
-1.92177662e-01 -2.25411916e-01 -1.74344424e-01 1.92943203e-01
-1.19525594e-01]
[ -1.71882149e-01 -1.81471008e-01 -1.09767741e-01 -1.80661554e-01
-4.96819002e-02 2.71236741e-02 -1.87731873e-01 -1.85212779e-01
-1.41094920e-01 -7.26573752e-03 -1.88873218e-01 8.43793621e-02
-2.49245296e-01]
[ -3.31057332e-02 -2.13351214e-01 -1.57118969e-01 -1.93886471e-01
-5.29915451e-02 4.45258568e-02 -3.38384607e-02 -1.33889694e-02
-2.15794469e-01 -2.57726410e-01 -3.74022943e-02 -6.84202440e-02
-7.16371031e-02]
[ 1.15579493e-01 7.66615528e-02 -7.50511275e-03 -1.52043090e-01
-3.26240441e-01 8.37959404e-03 -1.46435657e-01 -2.59101010e-01
-3.12990916e-01 5.46942783e-02 -1.05008559e-01 -2.31757998e-02
-7.28374159e-02]
[ -6.38563819e-02 -9.65328808e-03 -2.83970001e-01 -3.59401574e-03
6.80549277e-02 1.55675391e-01 -2.34744831e-01 -1.77916604e-01
-5.60614236e-02 -6.06852063e-02 1.59174464e-01 4.85570071e-01
-6.46559926e-02]
[ 1.04230773e-01 3.56848287e-01 -2.06462556e-01 6.53903635e-01
1.23568999e-01 -2.32889401e-03 -2.59204524e-01 -4.04961650e-01
-2.65910116e-01 -4.09194479e-01 7.04925605e-01 1.00733316e+00
-7.63310549e-01]
[ -3.30302398e-02 1.95695936e-01 3.93415166e-02 2.22915420e-01
1.05892532e-02 -7.02138622e-02 -3.13079616e-01 -4.02927693e-01
-3.04311967e-01 -3.16819878e-01 5.01243842e-01 1.10675967e+00
-7.28639420e-01]
[ -5.15728448e-02 -1.18386790e-01 -1.61433269e-01 2.98483181e-01
-1.62928073e-01 2.32970750e-01 -1.10750233e-01 -2.70102656e-01
-2.66294568e-01 -4.92904306e-01 2.05777725e-01 5.05996526e-01
-3.67394577e-01]
[ 7.84630526e-02 -3.81677096e-01 -5.25772354e-02 -3.00642942e-02
-1.10750960e-01 1.99975360e-01 7.46544731e-02 1.59305714e-01
-1.66437295e-01 -4.74923570e-02 -6.93497069e-02 3.20523954e-01
-1.92004460e-01]
[ 2.03608054e-01 -2.92389449e-01 -1.21713655e-01 -8.71555727e-02
-2.09092043e-01 1.21946278e-01 1.60895128e-02 -1.53539140e-01
-5.20123724e-02 -1.08002310e-01 -1.33090246e-01 -1.68464428e-01
-1.06259221e-01]
[ -1.35348718e-01 -8.00552770e-02 3.79788688e-02 -2.51727255e-01
-5.69795239e-02 -1.41111277e-01 4.64721600e-02 -1.64517220e-02
-7.88151957e-02 -1.55364309e-02 -3.05590703e-01 -4.31746030e-01
-3.62469165e-02]
[ -1.40235445e-01 -1.37873333e-01 -6.78663224e-02 -2.55799671e-01
-3.46787855e-01 -2.88181617e-01 1.48451095e-01 1.17366356e-01
1.85349187e-02 9.65294559e-02 -2.21453430e-01 -7.15946293e-01
1.99166165e-03]
[ -1.67083838e-01 -2.30068730e-01 -3.00334954e-01 -3.69376522e-01
-2.73544627e-01 -2.09621016e-01 -3.28946506e-01 7.83638223e-02
-3.88210870e-02 -3.84944729e-01 -3.22373113e-01 -3.50722998e-01
-3.71221112e-01]
[ -1.09869328e-01 1.17313713e-01 2.40533631e-02 -5.53523785e-03
-2.16938271e-01 -1.69774291e-01 -9.73291795e-02 3.06983058e-02
-9.35980426e-02 -1.56148525e-01 -1.82565378e-01 -2.99733964e-01
-5.13963114e-02]
[ -3.51501851e-01 -1.23698944e-01 -2.72684658e-01 1.37830952e-01
-2.03995362e-01 -2.27515671e-01 -7.23059474e-02 -1.47664370e-01
3.72021972e-02 -4.68016643e-02 5.59261850e-02 -3.11312285e-01
-1.92436045e-02]
[ -1.28204927e-01 -3.38492988e-02 -2.57365967e-01 4.63302697e-02
-2.16686212e-01 -2.78047471e-01 -3.72413311e-01 -5.00616592e-02
9.56715920e-03 -2.21381340e-01 -2.31551886e-01 -2.71334233e-01
-4.12419278e-02]
[ -2.18313013e-01 -5.34926840e-01 -3.34690398e-01 -3.09947078e-01
-3.29711589e-01 -2.27503827e-01 -1.01130186e-02 -2.87530704e-01
8.28423747e-02 -2.38824630e-01 -1.51538093e-01 -1.05738667e-01
-9.07388011e-02]
[ -2.14223771e-01 -2.97968940e-01 -3.15412764e-01 -1.37105222e-01
-9.56558013e-02 -1.48120446e-01 -7.95008159e-02 -4.06884668e-04
-1.87710624e-01 -5.03052528e-01 -2.41430848e-01 -1.64301866e-01
5.15898714e-02]
[ -1.21103447e-01 8.97937567e-03 -2.37570723e-01 -4.72414242e-01
-2.44135442e-01 -2.59874389e-01 -2.78690320e-02 -3.19482357e-01
7.72537455e-02 -4.07577490e-02 -3.85060015e-01 -1.91146777e-01
-3.11567628e-01]]
Progress: 12.6% ... Training loss: 0.297 ... Validation loss: 0.452[[-0.06357076]
[ 0.27018331]
[-0.1746248 ]
[ 0.80904251]
[ 0.27043374]
[-0.01363726]
[-0.88814833]
[-1.00011097]
[-0.72879732]
[-1.02984387]
[ 1.09076608]
[ 2.74743417]
[-1.72104892]]
[[ -5.36928545e-01 -5.08875164e-01 -5.82802989e-01 -1.54036219e-01
-3.11735980e-01 -5.90572195e-01 -3.41079052e-01 -3.44424997e-01
-5.21618715e-01 -4.42556762e-01 5.77448954e-02 5.15992918e-01
-1.22163479e-01]
[ 6.16005814e-03 -1.42249468e-01 5.29690807e-02 -4.48933833e-02
-4.63316096e-02 5.89584139e-02 -1.12567497e-01 2.43268507e-01
-1.20020602e-01 -1.55361535e-01 -7.02856018e-02 -8.40198474e-02
1.19916740e-01]
[ -2.01798540e-01 1.35856253e-01 -1.81294529e-02 1.35300307e-01
9.86446489e-02 -1.15821519e-01 1.59973957e-01 -5.26363451e-02
2.89668997e-01 -8.48754156e-02 2.72061810e-01 7.77911866e-01
6.07699548e-01]
[ 1.78355271e-01 -2.44306821e-01 -2.80535622e-01 -1.98994432e-02
-2.97470738e-01 -1.59653238e-04 2.01849215e-02 -3.86046167e-01
1.30230264e-01 -3.45465166e-01 -2.22958639e-01 -3.75220910e-01
-5.93022599e-02]
[ 1.06739735e-01 1.44702083e-02 1.04481435e-01 3.26972935e-03
-2.10451899e-02 6.97540614e-02 -8.61293493e-02 4.25904266e-02
2.50218186e-02 1.77426527e-01 1.10039936e-01 -8.92185189e-02
-1.20548602e-01]
[ -4.84496647e-01 -5.85148343e-01 -6.04503265e-01 -5.66149426e-01
-5.76809183e-01 -5.63431944e-01 -3.15128283e-01 -1.83264318e-01
-4.41253691e-01 -2.65220856e-01 -4.47949921e-01 -6.52769957e-01
-3.80507481e-01]
[ -4.18145918e-01 -5.77021085e-01 -3.23483246e-01 -3.48147619e-01
-4.06457952e-01 -5.60431340e-01 -4.29231863e-01 -4.68175274e-01
-2.93285148e-01 -1.88641554e-01 -4.19373506e-01 -2.68783318e-01
-2.34393194e-01]
[ -3.20873822e-01 -3.56475250e-01 -4.64330020e-01 -2.29058364e-01
-3.19347355e-01 -4.13910179e-01 -2.12382192e-01 -1.49106555e-01
-2.45337273e-01 -4.11122861e-01 -2.14686540e-01 -4.96085711e-01
-1.91724480e-01]
[ -4.73578414e-01 -3.50836132e-01 -3.76614546e-01 -1.53738019e-01
-3.37885524e-01 -2.15110284e-01 -1.19962179e-01 -4.25989199e-01
-2.85159012e-01 -4.43775386e-01 -1.40438311e-01 -1.70185674e-01
-1.76939556e-01]
[ -9.52175002e-01 -9.25777682e-01 -9.76779270e-01 -7.44241906e-01
-1.01285194e+00 -9.80286309e-01 -6.41079640e-01 -6.46843461e-01
-7.55300656e-01 -5.67442625e-01 -6.97159242e-01 -5.18492240e-01
-4.39250557e-01]
[ -5.05590912e-01 -2.69109841e-01 -4.64148391e-01 -3.12623862e-01
-3.52308169e-01 -3.56806800e-01 -5.45808643e-01 -5.48549764e-01
-6.33213778e-01 -1.15285153e-01 -4.26676646e-01 -5.75861339e-01
-4.11585244e-01]
[ -1.17655784e-01 2.28329268e-02 -3.33769534e-01 -3.97940945e-01
-1.05244759e-01 -7.23094610e-02 -1.44712560e-01 -2.70875305e-01
-1.34310105e-01 1.35446206e-01 -3.81913955e-01 -6.63212777e-01
-2.48925834e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60855789e-01 -1.07430769e-01 1.62230216e-01 -2.42705631e-01
-1.23299212e-01 1.13359985e-01 -1.41425296e-01 -6.04145632e-03
-9.54639424e-02 4.90660714e-02 -1.26509728e-01 -2.77393403e-01
2.98248923e-02]
[ -8.19573661e-02 -2.63251940e-01 -1.77169650e-01 -2.91780412e-01
-4.80105021e-01 -8.46626118e-02 -2.81081106e-02 1.86398769e-02
-4.96270449e-02 3.21013131e-02 -1.88276701e-01 -2.73306592e-01
-2.32050545e-01]
[ -7.45816425e-02 -4.71958082e-03 -2.40165797e-01 -2.46403062e-01
1.34225100e-01 -1.63138187e-01 -1.66189761e-01 5.36308920e-02
-1.07346887e-03 7.54481588e-03 -1.82152706e-01 -5.17760841e-03
5.07583758e-03]
[ 2.85897022e-02 -1.61086050e-01 -1.51285785e-01 -4.76498997e-02
-1.19538760e-01 -1.07540813e-01 7.70113253e-02 -1.66827782e-01
-3.80006420e-02 -3.62704319e-02 1.39744435e-03 -1.58001096e-01
5.05865660e-02]
[ -2.84955816e-01 -1.42987683e-01 -7.27255080e-02 -9.25040813e-02
-3.05276127e-01 -2.72802178e-01 -3.61996266e-01 5.62485075e-02
-3.00545495e-01 -2.11415449e-01 1.88359257e-01 3.94210850e-02
2.88716324e-01]
[ -2.16496488e-01 -1.27686081e-01 -8.26008489e-02 -6.58122375e-02
-8.30734132e-02 -1.15459175e-01 -4.58879790e-02 5.44463873e-02
-1.08055130e-01 7.59522001e-03 3.00738186e-02 -1.44091986e-01
2.68016987e-02]
[ -1.54236165e-01 -6.62304294e-02 -2.23777385e-01 -3.32609032e-01
-1.50680459e-01 -1.99253116e-01 -2.45334865e-01 -6.65079251e-02
1.85351198e-01 -1.59753603e-01 -3.16469640e-01 -2.91606626e-01
-1.19296268e-01]
[ -3.66760933e-01 -7.37744788e-02 -1.44105931e-01 -1.86197637e-01
-5.82481402e-02 -3.10819978e-01 7.97147718e-02 -3.64556871e-02
-9.47747931e-02 1.12435848e-01 -2.62800111e-02 -1.93568879e-01
-1.22863220e-01]
[ -1.69238456e-01 -1.53336801e-01 -4.57375208e-02 -1.31929693e-01
-1.33331539e-01 -2.93695104e-01 -5.14427382e-02 -9.93502862e-02
-2.51216625e-01 5.28246119e-02 2.15991470e-01 2.73808885e-02
-1.85007281e-01]
[ -1.38263507e-01 -1.75105350e-01 -1.12641451e-01 -2.70199213e-01
9.25527900e-02 -1.81382920e-02 -2.13733406e-01 -1.51520596e-01
9.33030135e-02 -1.05633395e-01 -1.47054227e-01 -1.21926714e-01
-3.25861492e-01]
[ -4.47711585e-02 -3.17824401e-02 -1.48567821e-01 -3.70312810e-02
-2.27482636e-01 6.30512845e-02 -8.99165127e-02 -5.10198178e-02
-2.34916613e-01 -8.38877071e-02 -6.51583979e-02 -2.91149940e-01
-1.77401465e-01]
[ -7.34399418e-02 3.23399731e-02 -1.29931559e-01 -2.93683911e-01
1.26047855e-01 2.07488270e-02 -2.34916110e-01 -1.82756616e-01
1.06984492e-01 -7.95630811e-02 -2.55980174e-01 -1.93315696e-01
-2.89419297e-01]
[ 8.38453062e-02 -3.16573363e-01 -7.94574522e-02 -4.37577297e-01
-2.27089157e-01 -8.79317617e-02 7.46698097e-02 1.17967794e-01
8.27630441e-03 3.09210570e-01 -5.02322906e-01 -6.71911350e-01
4.06550963e-01]
[ -2.17920836e-01 -2.55762259e-01 -1.26104195e-01 -2.98684059e-01
-3.08410263e-01 -9.19206081e-02 2.15310503e-01 5.57186905e-02
3.10688768e-01 5.45260198e-02 -3.88726363e-01 -8.83280538e-01
6.16464035e-01]
[ -8.62984678e-03 -1.95417340e-01 2.69537717e-02 -2.95941362e-01
-1.76073592e-01 1.67452847e-01 2.02637948e-01 2.64123114e-01
-1.43101765e-02 2.50644384e-01 -1.94199700e-01 -9.00437868e-01
6.82498603e-01]
[ 6.49071045e-03 -5.05430530e-02 -1.20173883e-01 -1.12427249e-01
-1.81133573e-01 -4.51985718e-02 2.84306131e-01 1.66953310e-01
2.56569064e-01 3.77389349e-01 -4.47834939e-01 -7.64676470e-01
6.80643222e-01]
[ -7.94001500e-02 -2.84386951e-01 6.31373432e-02 -3.60350535e-01
-1.51590846e-01 1.18317226e-01 3.59540031e-01 1.38931022e-01
-5.80250434e-02 1.72885877e-01 -5.38159155e-01 -8.22753581e-01
8.05950935e-01]
[ 1.23690529e-01 -9.35201744e-02 1.99585035e-02 -1.69848521e-01
-8.43802471e-02 -1.67900550e-02 2.42672571e-01 3.63057401e-01
4.05565744e-01 2.73312881e-01 -5.30983528e-01 -7.09948256e-01
5.04837005e-01]
[ -9.18264855e-03 -1.29895437e-01 1.90143590e-02 2.28365620e-02
-8.42441125e-02 -2.83645848e-01 1.84705366e-02 2.93521149e-01
-2.92104070e-02 6.86127550e-02 -2.33034926e-01 -6.39586374e-01
2.33255368e-01]
[ 7.75223464e-02 1.21035883e-01 -1.81175797e-03 9.44087215e-02
-8.31319745e-02 -5.96047503e-02 -2.12479180e-01 -1.93669798e-01
-2.92191867e-01 -1.65227370e-01 -1.45520626e-01 3.27550587e-01
-1.86674281e-01]
[ 3.81243977e-02 -8.13524338e-02 1.38373423e-01 2.09400627e-01
2.58404156e-01 8.65739762e-03 -4.08941473e-01 -3.69952351e-01
-1.19651319e-01 -5.25887284e-01 1.84490054e-01 1.03719433e+00
-4.75220533e-01]
[ 3.46839619e-02 8.06092244e-02 -2.11752151e-01 4.71202996e-02
3.12321003e-02 -5.61196233e-04 -1.62572260e-01 -3.28564204e-01
-2.88461035e-01 -1.83362421e-01 -5.06162457e-02 -4.07947842e-02
-1.79570025e-01]
[ -5.52240996e-02 -2.14317116e-01 6.49018038e-02 9.45433863e-02
-1.32755129e-01 -1.33810768e-01 3.40939806e-02 -1.07635883e-02
7.70649692e-02 -3.68855559e-01 -3.05159837e-01 -2.52030311e-01
2.16046550e-02]
[ 1.56229969e-02 -2.75663849e-01 6.17968971e-02 -2.33028783e-01
-1.94912698e-01 -2.31031162e-01 -2.49349920e-01 6.63388475e-02
3.20234899e-03 1.28238750e-01 -1.74905327e-01 4.27497888e-02
-2.84742478e-02]
[ 1.73263365e-01 5.24193614e-02 -1.02850501e-01 -2.09591028e-01
-5.74047877e-02 -1.01362020e-01 -1.82705406e-01 3.57623819e-02
-1.91311676e-01 -2.23823737e-01 -1.76283977e-01 1.87675336e-01
-1.16741049e-01]
[ -1.71849387e-01 -1.81766831e-01 -1.09676714e-01 -1.82433405e-01
-5.00765229e-02 2.71223482e-02 -1.86336791e-01 -1.84115684e-01
-1.39991828e-01 -6.07761040e-03 -1.91306679e-01 7.63365681e-02
-2.45583425e-01]
[ -3.31078870e-02 -2.13703440e-01 -1.57031112e-01 -1.95105365e-01
-5.32720132e-02 4.45262272e-02 -3.32924788e-02 -1.27870148e-02
-2.15438756e-01 -2.57014009e-01 -3.91187529e-02 -7.08223941e-02
-6.87821238e-02]
[ 1.15619159e-01 7.59336550e-02 -7.36687754e-03 -1.53924868e-01
-3.26780810e-01 8.37867109e-03 -1.45437538e-01 -2.56840749e-01
-3.11406819e-01 5.62875213e-02 -1.07514898e-01 -2.67755324e-02
-6.82313655e-02]
[ -6.38643778e-02 -9.65829390e-03 -2.84039401e-01 -4.13255416e-03
6.80480110e-02 1.55675900e-01 -2.34335947e-01 -1.77875614e-01
-5.54447218e-02 -6.11349709e-02 1.58608028e-01 4.87762741e-01
-6.29080090e-02]
[ 1.04304183e-01 3.55461280e-01 -2.06011236e-01 6.49774700e-01
1.22479797e-01 -2.33095080e-03 -2.56645298e-01 -4.00342070e-01
-2.64049586e-01 -4.05347416e-01 6.98753065e-01 1.00070908e+00
-7.55225267e-01]
[ -3.28542288e-02 1.94568625e-01 3.98060799e-02 2.18983373e-01
9.69123977e-03 -7.02179607e-02 -3.09839197e-01 -3.99178680e-01
-3.01449862e-01 -3.14134196e-01 4.94643213e-01 1.08801297e+00
-7.22859906e-01]
[ -5.15765788e-02 -1.18363742e-01 -1.61441572e-01 2.98565543e-01
-1.62908438e-01 2.32970864e-01 -1.10828575e-01 -2.70166831e-01
-2.66357527e-01 -4.92963625e-01 2.05884384e-01 5.06247156e-01
-3.67537238e-01]
[ 7.84688705e-02 -3.81726637e-01 -5.25775965e-02 -3.02369658e-02
-1.10805989e-01 1.99975274e-01 7.48074212e-02 1.59618042e-01
-1.66263795e-01 -4.73758781e-02 -6.95686586e-02 3.19568441e-01
-1.91574726e-01]
[ 2.03602181e-01 -2.92371274e-01 -1.21715856e-01 -8.71170605e-02
-2.09114804e-01 1.21946323e-01 1.60903127e-02 -1.53591932e-01
-5.21854555e-02 -1.07985665e-01 -1.33177690e-01 -1.68561753e-01
-1.06430246e-01]
[ -1.35306306e-01 -8.03068435e-02 3.81043308e-02 -2.52432892e-01
-5.72283413e-02 -1.41112465e-01 4.73288318e-02 -1.54056741e-02
-7.80460349e-02 -1.44593366e-02 -3.06331276e-01 -4.33145518e-01
-3.47214112e-02]
[ -1.40216652e-01 -1.38035615e-01 -6.78129697e-02 -2.56529902e-01
-3.46936832e-01 -2.88182125e-01 1.49369949e-01 1.18215833e-01
1.91870233e-02 9.70399674e-02 -2.22517950e-01 -7.19172982e-01
4.15388808e-03]
[ -1.67044222e-01 -2.30260966e-01 -3.00364042e-01 -3.70414237e-01
-2.73694749e-01 -2.09620421e-01 -3.29470570e-01 7.86193875e-02
-3.84420358e-02 -3.86045837e-01 -3.23837226e-01 -3.52915188e-01
-3.73473387e-01]
[ -1.09742771e-01 1.15704791e-01 2.46370473e-02 -1.15807600e-02
-2.18199608e-01 -1.69777586e-01 -9.32353925e-02 3.51490971e-02
-9.00741528e-02 -1.53196188e-01 -1.91539756e-01 -3.17490756e-01
-3.96026925e-02]
[ -3.51447747e-01 -1.24158000e-01 -2.72491897e-01 1.35964247e-01
-2.04513463e-01 -2.27517509e-01 -7.04032511e-02 -1.45697564e-01
3.87334417e-02 -4.48368997e-02 5.32471300e-02 -3.21331912e-01
-1.50984392e-02]
[ -1.27979718e-01 -3.61462549e-02 -2.56463011e-01 3.92197718e-02
-2.18666698e-01 -2.78053584e-01 -3.66036360e-01 -4.03905416e-02
1.52726366e-02 -2.11757554e-01 -2.41990151e-01 -2.99835401e-01
-2.06346367e-02]
[ -2.18202332e-01 -5.35895937e-01 -3.34332132e-01 -3.14601129e-01
-3.30912152e-01 -2.27506953e-01 -5.20533107e-03 -2.83521520e-01
8.73865772e-02 -2.34260270e-01 -1.59523168e-01 -1.23527031e-01
-7.65639105e-02]
[ -2.14146919e-01 -2.98430608e-01 -3.15203705e-01 -1.38964247e-01
-9.62145903e-02 -1.48122733e-01 -7.67054064e-02 2.87274522e-03
-1.85985765e-01 -5.00777968e-01 -2.44526227e-01 -1.74252923e-01
5.69428925e-02]
[ -1.20976410e-01 8.06194270e-03 -2.37388855e-01 -4.76204552e-01
-2.44853381e-01 -2.59876959e-01 -2.42497300e-02 -3.17912026e-01
8.01050217e-02 -3.92416742e-02 -3.88454556e-01 -1.99770328e-01
-3.04538342e-01]]
Progress: 12.7% ... Training loss: 0.273 ... Validation loss: 0.466[[-0.04580428]
[ 0.29363819]
[-0.1562032 ]
[ 0.84544665]
[ 0.29236519]
[ 0.00470208]
[-0.8540198 ]
[-0.97035958]
[-0.69131664]
[-1.00724303]
[ 1.13710038]
[ 2.8119154 ]
[-1.66895322]]
[[ -5.36829283e-01 -5.08629115e-01 -5.82934928e-01 -1.50153023e-01
-3.11409836e-01 -5.90568056e-01 -3.43838003e-01 -3.45737054e-01
-5.23633942e-01 -4.40686088e-01 6.53709467e-02 5.34150844e-01
-1.32598584e-01]
[ 6.13127392e-03 -1.42157125e-01 5.29112946e-02 -4.46610931e-02
-4.62877020e-02 5.89509053e-02 -1.12921055e-01 2.42871822e-01
-1.20282808e-01 -1.55647041e-01 -7.01359752e-02 -8.46358736e-02
1.19500070e-01]
[ -2.02742077e-01 1.41293751e-01 -2.06187739e-02 1.56985460e-01
1.04289867e-01 -1.16012391e-01 1.35661914e-01 -7.84560850e-02
2.69584830e-01 -1.05615485e-01 3.08480571e-01 8.73403269e-01
5.47403323e-01]
[ 1.78186303e-01 -2.43987588e-01 -2.80894608e-01 -1.71729514e-02
-2.97018893e-01 -2.05975125e-04 1.54220548e-02 -3.89533106e-01
1.26186637e-01 -3.49047845e-01 -2.22758926e-01 -3.77154976e-01
-6.88295093e-02]
[ 1.06538204e-01 1.54553339e-02 1.04018002e-01 3.66532597e-03
-2.03543178e-02 6.97267217e-02 -8.91751610e-02 3.60921081e-02
2.38944830e-02 1.71869625e-01 1.16984066e-01 -8.46559877e-02
-1.23170709e-01]
[ -4.84286270e-01 -5.86041820e-01 -6.04110778e-01 -5.68867958e-01
-5.77757513e-01 -5.63390731e-01 -3.11214571e-01 -1.78304462e-01
-4.38591056e-01 -2.60222909e-01 -4.52710947e-01 -6.67112853e-01
-3.73570152e-01]
[ -4.18155734e-01 -5.76930976e-01 -3.23732780e-01 -3.47524084e-01
-4.06424440e-01 -5.60437345e-01 -4.30758759e-01 -4.70757500e-01
-2.94600762e-01 -1.90122937e-01 -4.18908894e-01 -2.69904623e-01
-2.40852445e-01]
[ -3.21697679e-01 -3.51816170e-01 -4.66500921e-01 -2.10568592e-01
-3.14842319e-01 -4.14074795e-01 -2.31785381e-01 -1.69995712e-01
-2.61781224e-01 -4.27794776e-01 -1.85638489e-01 -4.20936920e-01
-2.40412771e-01]
[ -4.73876690e-01 -3.49556935e-01 -3.77301031e-01 -1.49398810e-01
-3.36664563e-01 -2.15183409e-01 -1.24678683e-01 -4.29662670e-01
-2.88708215e-01 -4.48566809e-01 -1.34828833e-01 -1.60156573e-01
-1.84295668e-01]
[ -9.52901644e-01 -9.21541934e-01 -9.78876608e-01 -7.27115484e-01
-1.00900311e+00 -9.80430814e-01 -6.58008130e-01 -6.64528303e-01
-7.70966334e-01 -5.82195292e-01 -6.70605589e-01 -4.50250831e-01
-4.84613078e-01]
[ -5.05804781e-01 -2.68100929e-01 -4.64624156e-01 -3.08144122e-01
-3.51265901e-01 -3.56859063e-01 -5.50440571e-01 -5.52047358e-01
-6.36201148e-01 -1.18234881e-01 -4.21129113e-01 -5.66416860e-01
-4.20969626e-01]
[ -1.17636844e-01 2.27231763e-02 -3.33910862e-01 -3.98813124e-01
-1.05324677e-01 -7.23152264e-02 -1.44885019e-01 -2.71877867e-01
-1.34303190e-01 1.35201826e-01 -3.83654027e-01 -6.71184973e-01
-2.49745257e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60826673e-01 -1.07510678e-01 1.62288218e-01 -2.43072206e-01
-1.23390241e-01 1.13366474e-01 -1.40999276e-01 -5.45188161e-03
-9.51635914e-02 4.97474505e-02 -1.26987964e-01 -2.77876717e-01
3.08025918e-02]
[ -8.19516173e-02 -2.63251523e-01 -1.77146284e-01 -2.91848284e-01
-4.80150894e-01 -8.46601728e-02 -2.73987432e-02 1.93438867e-02
-4.92254903e-02 3.27809988e-02 -1.88656002e-01 -2.74616633e-01
-2.30257326e-01]
[ -7.43251877e-02 -5.73769217e-03 -2.39794824e-01 -2.49896870e-01
1.33135608e-01 -1.63096051e-01 -1.62610209e-01 5.74979048e-02
1.87888038e-03 1.20368869e-02 -1.87573562e-01 -2.18879676e-02
1.10059826e-02]
[ 2.85783147e-02 -1.61085922e-01 -1.51260258e-01 -4.77395572e-02
-1.19584184e-01 -1.07541592e-01 7.70829870e-02 -1.66490309e-01
-3.79981443e-02 -3.60136669e-02 9.15811854e-04 -1.60123655e-01
5.12077199e-02]
[ -2.85093493e-01 -1.42350919e-01 -7.31638329e-02 -9.00795209e-02
-3.04741484e-01 -2.72827642e-01 -3.64068268e-01 5.30385554e-02
-3.02563205e-01 -2.14644363e-01 1.91437659e-01 4.65865468e-02
2.82266560e-01]
[ -2.16482892e-01 -1.27882787e-01 -8.25191733e-02 -6.61388953e-02
-8.31342758e-02 -1.15456297e-01 -4.66132253e-02 5.45068556e-02
-1.08702008e-01 7.94190362e-03 2.96970261e-02 -1.44463777e-01
2.53569824e-02]
[ -1.54540581e-01 -6.44879822e-02 -2.24465852e-01 -3.24541288e-01
-1.48983199e-01 -1.99316238e-01 -2.51731061e-01 -7.27649280e-02
1.78502916e-01 -1.64046039e-01 -3.05570218e-01 -2.60565311e-01
-1.37961855e-01]
[ -3.67047745e-01 -7.23148642e-02 -1.44821660e-01 -1.81305174e-01
-5.68359449e-02 -3.10878419e-01 7.26768222e-02 -4.37992780e-02
-1.00021549e-01 1.06274290e-01 -1.92755588e-02 -1.78166808e-01
-1.38099349e-01]
[ -1.69550381e-01 -1.51361158e-01 -4.67758489e-02 -1.24377544e-01
-1.31379446e-01 -2.93759769e-01 -5.91777133e-02 -1.07817451e-01
-2.56788977e-01 4.46832391e-02 2.30253027e-01 6.04161400e-02
-2.02964329e-01]
[ -1.38367677e-01 -1.74643291e-01 -1.12902292e-01 -2.68970149e-01
9.29506369e-02 -1.81639283e-02 -2.15563593e-01 -1.53429082e-01
9.17264694e-02 -1.07570929e-01 -1.45183443e-01 -1.16852777e-01
-3.29413451e-01]
[ -4.48157082e-02 -3.16409007e-02 -1.48627974e-01 -3.63216174e-02
-2.27374934e-01 6.30415789e-02 -9.05087741e-02 -5.14094435e-02
-2.35301425e-01 -8.43625591e-02 -6.45536286e-02 -2.90203312e-01
-1.78374207e-01]
[ -7.34654916e-02 3.23509946e-02 -1.30003691e-01 -2.93481002e-01
1.26089972e-01 2.07401647e-02 -2.35046771e-01 -1.82924331e-01
1.06974941e-01 -7.97297736e-02 -2.56201628e-01 -1.95268605e-01
-2.90029892e-01]
[ 8.38489992e-02 -3.16586925e-01 -7.94113558e-02 -4.37860286e-01
-2.27151420e-01 -8.79297840e-02 7.47982642e-02 1.18562496e-01
8.27676302e-03 3.09796528e-01 -5.03002258e-01 -6.73786386e-01
4.07388241e-01]
[ -2.17954078e-01 -2.55641540e-01 -1.26180137e-01 -2.98133129e-01
-3.08291888e-01 -9.19282807e-02 2.14491196e-01 5.52071478e-02
3.09982646e-01 5.40692199e-02 -3.88111975e-01 -8.81806209e-01
6.14661526e-01]
[ -8.61263369e-03 -1.95473648e-01 2.69852507e-02 -2.96309611e-01
-1.76145671e-01 1.67456737e-01 2.03287285e-01 2.64763742e-01
-1.40479599e-02 2.51075950e-01 -1.94810640e-01 -9.01694715e-01
6.83978030e-01]
[ 6.46916886e-03 -5.05121747e-02 -1.20188341e-01 -1.12491719e-01
-1.81176629e-01 -4.52015185e-02 2.84637415e-01 1.67231758e-01
2.56592386e-01 3.77621629e-01 -4.48143142e-01 -7.67175331e-01
6.81688394e-01]
[ -7.93873574e-02 -2.84433111e-01 6.31649662e-02 -3.60603827e-01
-1.51641865e-01 1.18319359e-01 3.59897481e-01 1.39292287e-01
-5.78232385e-02 1.73181085e-01 -5.38495900e-01 -8.23558563e-01
8.06907440e-01]
[ 1.23657199e-01 -9.34084975e-02 1.98713994e-02 -1.69545853e-01
-8.42996259e-02 -1.67966507e-02 2.42496400e-01 3.62905132e-01
4.05284210e-01 2.72624749e-01 -5.30891272e-01 -7.10524548e-01
5.04487834e-01]
[ -9.33907545e-03 -1.29156659e-01 1.86195774e-02 2.56713428e-02
-8.35457442e-02 -2.83671818e-01 1.53699220e-02 2.90109757e-01
-3.17916143e-02 6.53417277e-02 -2.29699480e-01 -6.34108862e-01
2.26079773e-01]
[ 7.75391042e-02 1.20876826e-01 -1.67805380e-03 9.40220679e-02
-8.32388494e-02 -5.96011332e-02 -2.12381779e-01 -1.93096002e-01
-2.91950488e-01 -1.64322967e-01 -1.46094768e-01 3.26346471e-01
-1.85918151e-01]
[ 3.80788329e-02 -8.11841501e-02 1.38295259e-01 2.11100955e-01
2.58623727e-01 8.64819728e-03 -4.09817408e-01 -3.71010616e-01
-1.21297703e-01 -5.25963588e-01 1.86387863e-01 1.04329770e+00
-4.79806076e-01]
[ 3.45499159e-02 8.11970193e-02 -2.12022383e-01 4.91820308e-02
3.17625747e-02 -5.89708326e-04 -1.64535120e-01 -3.30205011e-01
-2.89921562e-01 -1.85468625e-01 -4.82812151e-02 -3.53882158e-02
-1.83565411e-01]
[ -5.52715909e-02 -2.13977088e-01 6.47259701e-02 9.58931695e-02
-1.32395224e-01 -1.33818166e-01 3.20802519e-02 -1.30806183e-02
7.56179029e-02 -3.70249759e-01 -3.02565419e-01 -2.43335980e-01
1.68395563e-02]
[ 1.55894690e-02 -2.75447032e-01 6.16362544e-02 -2.32498326e-01
-1.94722374e-01 -2.31036880e-01 -2.50140783e-01 6.51654889e-02
2.49274614e-03 1.26962143e-01 -1.73884547e-01 4.68170457e-02
-3.09977598e-02]
[ 1.73198102e-01 5.27497740e-02 -1.03017295e-01 -2.08751447e-01
-5.71371982e-02 -1.01369367e-01 -1.83946124e-01 3.43684198e-02
-1.92289974e-01 -2.25813129e-01 -1.73736107e-01 1.93327162e-01
-1.20043343e-01]
[ -1.71813578e-01 -1.81915743e-01 -1.09568596e-01 -1.83111588e-01
-5.02619455e-02 2.71300201e-02 -1.85576815e-01 -1.83256252e-01
-1.39358878e-01 -5.02194411e-03 -1.92427406e-01 7.30638558e-02
-2.43561596e-01]
[ -3.32252383e-02 -2.13037046e-01 -1.57291506e-01 -1.93584464e-01
-5.27061451e-02 4.45018870e-02 -3.57912724e-02 -1.46648699e-02
-2.17592591e-01 -2.58743008e-01 -3.64922722e-02 -6.50848758e-02
-7.35456758e-02]
[ 1.15571255e-01 7.60251694e-02 -7.52007366e-03 -1.54271358e-01
-3.26596688e-01 8.36440067e-03 -1.45739402e-01 -2.58522667e-01
-3.11290879e-01 5.56200776e-02 -1.07267898e-01 -2.38544149e-02
-6.86883860e-02]
[ -6.38945992e-02 -9.44257046e-03 -2.84156318e-01 -3.32429067e-03
6.83110118e-02 1.55667220e-01 -2.35178381e-01 -1.79038260e-01
-5.62740260e-02 -6.22990098e-02 1.60086471e-01 4.91488778e-01
-6.55662793e-02]
[ 1.04409189e-01 3.55289016e-01 -2.06045070e-01 6.49926600e-01
1.22368869e-01 -2.32078310e-03 -2.56239923e-01 -4.01358024e-01
-2.63382545e-01 -4.04620072e-01 6.98869924e-01 9.98059059e-01
-7.57048167e-01]
[ -3.29429473e-02 1.95313086e-01 3.94501617e-02 2.22296378e-01
1.03369563e-02 -7.02402023e-02 -3.12440643e-01 -4.01070287e-01
-3.03633720e-01 -3.16396114e-01 4.99574414e-01 1.09739903e+00
-7.29300726e-01]
[ -5.16434866e-02 -1.17867059e-01 -1.61664112e-01 3.02124804e-01
-1.62401839e-01 2.32951418e-01 -1.13525877e-01 -2.72528804e-01
-2.68538388e-01 -4.94299122e-01 2.11337622e-01 5.18722673e-01
-3.75990529e-01]
[ 7.83328776e-02 -3.81123000e-01 -5.29149816e-02 -2.76633977e-02
-1.10231854e-01 1.99944500e-01 7.18347045e-02 1.56646870e-01
-1.68552930e-01 -5.00270132e-02 -6.61530669e-02 3.28574177e-01
-1.97666975e-01]
[ 2.03608922e-01 -2.92401893e-01 -1.21693963e-01 -8.71823972e-02
-2.09166819e-01 1.21947502e-01 1.61696736e-02 -1.53019302e-01
-5.21692523e-02 -1.07569111e-01 -1.33407293e-01 -1.69354073e-01
-1.06284748e-01]
[ -1.35321900e-01 -8.01894724e-02 3.80308814e-02 -2.52014799e-01
-5.71134524e-02 -1.41115615e-01 4.68732225e-02 -1.59852550e-02
-7.84556807e-02 -1.50746801e-02 -3.05785041e-01 -4.31279174e-01
-3.60420242e-02]
[ -1.40263115e-01 -1.37854996e-01 -6.79187284e-02 -2.55865505e-01
-3.46761552e-01 -2.88191033e-01 1.48178799e-01 1.17351262e-01
1.82369555e-02 9.61272537e-02 -2.21550172e-01 -7.16521643e-01
1.85354874e-03]
[ -1.67211251e-01 -2.29049275e-01 -3.00998613e-01 -3.66941752e-01
-2.72592830e-01 -2.09663091e-01 -3.33860398e-01 7.24546379e-02
-4.18422356e-02 -3.91219758e-01 -3.16080166e-01 -3.33667491e-01
-3.84702135e-01]
[ -1.09871425e-01 1.16203016e-01 2.43508170e-02 -9.86869282e-03
-2.17785960e-01 -1.69807340e-01 -9.51724795e-02 3.32386466e-02
-9.15722755e-02 -1.55150147e-01 -1.89817059e-01 -3.13685603e-01
-4.29793979e-02]
[ -3.51586190e-01 -1.23370881e-01 -2.72853903e-01 1.41062953e-01
-2.03635598e-01 -2.27550227e-01 -7.43122741e-02 -1.49169434e-01
3.45999642e-02 -4.68133193e-02 5.97840475e-02 -3.04558171e-01
-2.59878616e-02]
[ -1.28200856e-01 -3.52609822e-02 -2.56865127e-01 4.21431759e-02
-2.17949219e-01 -2.78090361e-01 -3.68714564e-01 -4.30354242e-02
1.21349074e-02 -2.13784877e-01 -2.39685597e-01 -2.94957605e-01
-2.65228626e-02]
[ -2.18370401e-01 -5.35016540e-01 -3.34769079e-01 -3.10261654e-01
-3.29974343e-01 -2.27545598e-01 -8.80132409e-03 -2.85284515e-01
8.48549818e-02 -2.36791290e-01 -1.53251015e-01 -1.12738352e-01
-8.35257487e-02]
[ -2.14313780e-01 -2.97238792e-01 -3.15723095e-01 -1.34567445e-01
-9.50185872e-02 -1.48162507e-01 -8.05225814e-02 -1.57971543e-03
-1.89028516e-01 -5.04181027e-01 -2.38471018e-01 -1.58422905e-01
4.67238941e-02]
[ -1.20907789e-01 7.74332932e-03 -2.37462028e-01 -4.77413509e-01
-2.45286925e-01 -2.59859156e-01 -2.56552967e-02 -3.19689616e-01
7.92027655e-02 -4.01227475e-02 -3.88742032e-01 -2.01379719e-01
-3.11540728e-01]]
Progress: 12.7% ... Training loss: 0.280 ... Validation loss: 0.446[[-0.06314243]
[ 0.27115228]
[-0.1755657 ]
[ 0.82196197]
[ 0.27400009]
[-0.01337667]
[-0.87589179]
[-0.99379935]
[-0.71716 ]
[-1.0357483 ]
[ 1.10515583]
[ 2.77673668]
[-1.71292092]]
[[ -5.36846902e-01 -5.09145886e-01 -5.82520355e-01 -1.51167388e-01
-3.12016393e-01 -5.90570418e-01 -3.40051302e-01 -3.40584245e-01
-5.20394669e-01 -4.34898535e-01 6.09815430e-02 5.21373983e-01
-1.18205906e-01]
[ 6.19860037e-03 -1.42603760e-01 5.31226399e-02 -4.62826402e-02
-4.66043273e-02 5.89450897e-02 -1.11795311e-01 2.44066984e-01
-1.19304228e-01 -1.54616502e-01 -7.17183125e-02 -8.97766906e-02
1.23032137e-01]
[ -2.02443020e-01 1.37737414e-01 -1.88763765e-02 1.43270477e-01
1.01121171e-01 -1.16042644e-01 1.47815270e-01 -6.19836439e-02
2.79320148e-01 -8.94934855e-02 2.86922163e-01 8.16697481e-01
5.87444251e-01]
[ 1.78267119e-01 -2.42175658e-01 -2.81485590e-01 -1.01008453e-02
-2.95318141e-01 -2.11385282e-04 1.14266649e-02 -3.97820756e-01
1.23751847e-01 -3.55819760e-01 -2.08397958e-01 -3.41239238e-01
-8.69063227e-02]
[ 1.07084877e-01 1.11522387e-02 1.05974413e-01 -1.16409302e-02
-2.41216027e-02 6.96753007e-02 -7.73767579e-02 5.15189457e-02
3.54423631e-02 1.90555516e-01 9.40215803e-02 -1.36996165e-01
-9.12709355e-02]
[ -4.84350093e-01 -5.85834453e-01 -6.04228513e-01 -5.66882240e-01
-5.77408770e-01 -5.63386731e-01 -3.12619889e-01 -1.80870862e-01
-4.39263634e-01 -2.61911049e-01 -4.50534375e-01 -6.57313776e-01
-3.77576145e-01]
[ -4.17838600e-01 -5.79610213e-01 -3.22421564e-01 -3.56949908e-01
-4.08712249e-01 -5.60468437e-01 -4.23739233e-01 -4.61643466e-01
-2.87952778e-01 -1.78445440e-01 -4.32507661e-01 -3.02481295e-01
-2.19234001e-01]
[ -3.21610579e-01 -3.52629040e-01 -4.66081808e-01 -2.13648124e-01
-3.15613679e-01 -4.14083259e-01 -2.28038242e-01 -1.64808650e-01
-2.58817086e-01 -4.23952481e-01 -1.91280047e-01 -4.37844410e-01
-2.29710019e-01]
[ -4.73629993e-01 -3.51183288e-01 -3.76498298e-01 -1.53530300e-01
-3.38232188e-01 -2.15212102e-01 -1.19904677e-01 -4.24350040e-01
-2.84954297e-01 -4.42313477e-01 -1.41024447e-01 -1.75083939e-01
-1.76756933e-01]
[ -9.52735984e-01 -9.23861522e-01 -9.77767156e-01 -7.32520805e-01
-1.01076716e+00 -9.80450846e-01 -6.52384163e-01 -6.54859357e-01
-7.65714211e-01 -5.71643690e-01 -6.80982654e-01 -4.74446595e-01
-4.68106922e-01]
[ -5.05571994e-01 -2.69740106e-01 -4.63737176e-01 -3.14720751e-01
-3.52925148e-01 -3.56885655e-01 -5.44872385e-01 -5.46967786e-01
-6.31518352e-01 -1.12025406e-01 -4.30396198e-01 -5.90003221e-01
-4.06159668e-01]
[ -1.17448183e-01 2.17708492e-02 -3.33491968e-01 -4.01482301e-01
-1.06179433e-01 -7.23328512e-02 -1.41941819e-01 -2.69579059e-01
-1.31544647e-01 1.38525732e-01 -3.87269244e-01 -6.78015299e-01
-2.45207432e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60780559e-01 -1.07805683e-01 1.62388510e-01 -2.43394083e-01
-1.23502805e-01 1.13362063e-01 -1.40195263e-01 -5.11134867e-03
-9.43554879e-02 5.06185630e-02 -1.27506480e-01 -2.77760151e-01
3.13259285e-02]
[ -8.20333156e-02 -2.62864843e-01 -1.77318411e-01 -2.90453288e-01
-4.79829292e-01 -8.46529184e-02 -2.90042156e-02 1.68047486e-02
-5.01951744e-02 3.03135723e-02 -1.86967110e-01 -2.70596709e-01
-2.33266358e-01]
[ -7.43289663e-02 -5.77560502e-03 -2.39725922e-01 -2.49595876e-01
1.33099116e-01 -1.63096963e-01 -1.62651705e-01 5.82639997e-02
1.84166095e-03 1.30814311e-02 -1.87575708e-01 -1.90943546e-02
1.11706704e-02]
[ 2.86382547e-02 -1.61386276e-01 -1.51135332e-01 -4.85714158e-02
-1.19763277e-01 -1.07546657e-01 7.77731849e-02 -1.65973871e-01
-3.69885903e-02 -3.45031457e-02 3.80275976e-04 -1.61677769e-01
5.25474842e-02]
[ -2.84903359e-01 -1.43881653e-01 -7.23856495e-02 -9.55739828e-02
-3.06050219e-01 -2.72845864e-01 -3.59928812e-01 5.83387676e-02
-2.99025969e-01 -2.08471459e-01 1.83280796e-01 2.56105409e-02
2.95476499e-01]
[ -2.16435316e-01 -1.28608423e-01 -8.22095897e-02 -6.88383296e-02
-8.38112209e-02 -1.15462354e-01 -4.46091471e-02 5.73107519e-02
-1.06734911e-01 1.11225233e-02 2.53651998e-02 -1.53267620e-01
3.19149631e-02]
[ -1.54471791e-01 -6.51538631e-02 -2.24141656e-01 -3.26697062e-01
-1.49567882e-01 -1.99322779e-01 -2.49330729e-01 -6.98480276e-02
1.80912063e-01 -1.61855168e-01 -3.09036884e-01 -2.70702471e-01
-1.30931163e-01]
[ -3.67092184e-01 -7.20722657e-02 -1.44910409e-01 -1.80533888e-01
-5.65534266e-02 -3.10875159e-01 7.19866959e-02 -4.38804164e-02
-1.00944117e-01 1.06315142e-01 -1.88286184e-02 -1.77223180e-01
-1.39506096e-01]
[ -1.69454177e-01 -1.52168953e-01 -4.63788827e-02 -1.27359860e-01
-1.32332905e-01 -2.93770367e-01 -5.59486873e-02 -1.04485732e-01
-2.54595118e-01 4.77928259e-02 2.25499455e-01 5.04734020e-02
-1.95308289e-01]
[ -1.38277518e-01 -1.75048609e-01 -1.12663191e-01 -2.69594522e-01
9.25844208e-02 -1.81736605e-02 -2.14260273e-01 -1.51996412e-01
9.27981441e-02 -1.05650611e-01 -1.46034090e-01 -1.21597198e-01
-3.27789092e-01]
[ -4.48075633e-02 -3.16814181e-02 -1.48617397e-01 -3.64350372e-02
-2.27401201e-01 6.30407214e-02 -9.03310267e-02 -5.13629015e-02
-2.35196979e-01 -8.42574420e-02 -6.46285764e-02 -2.90354667e-01
-1.78176569e-01]
[ -7.33555301e-02 3.16197781e-02 -1.29680217e-01 -2.95375892e-01
1.25452256e-01 2.07277981e-02 -2.33322493e-01 -1.80711734e-01
1.08496757e-01 -7.73238113e-02 -2.58906108e-01 -2.01445150e-01
-2.88064611e-01]
[ 8.38815431e-02 -3.16778429e-01 -7.92908214e-02 -4.38596311e-01
-2.27392479e-01 -8.79328915e-02 7.56642434e-02 1.19826541e-01
8.91198419e-03 3.11129230e-01 -5.04206861e-01 -6.76867788e-01
4.09794192e-01]
[ -2.17954390e-01 -2.55639822e-01 -1.26181049e-01 -2.98126316e-01
-3.08290604e-01 -9.19282530e-02 2.14485990e-01 5.52011258e-02
3.09976345e-01 5.40614313e-02 -3.88104793e-01 -8.81796794e-01
6.14644658e-01]
[ -8.63070261e-03 -1.95383081e-01 2.69305866e-02 -2.96004582e-01
-1.76068299e-01 1.67458637e-01 2.02853658e-01 2.64237085e-01
-1.43435695e-02 2.50557602e-01 -1.94388170e-01 -9.01175690e-01
6.82944626e-01]
[ 6.46916886e-03 -5.05121747e-02 -1.20188341e-01 -1.12491719e-01
-1.81176629e-01 -4.52015185e-02 2.84637415e-01 1.67231758e-01
2.56592386e-01 3.77621629e-01 -4.48143142e-01 -7.67175331e-01
6.81688394e-01]
[ -7.93569518e-02 -2.84622752e-01 6.32759695e-02 -3.61574950e-01
-1.51852575e-01 1.18315807e-01 3.60997707e-01 1.40392845e-01
-5.70704792e-02 1.74380528e-01 -5.39803425e-01 -8.26473705e-01
8.09924819e-01]
[ 1.23718006e-01 -9.37218725e-02 2.00219079e-02 -1.71205163e-01
-8.46584255e-02 -1.68014001e-02 2.44492152e-01 3.65303055e-01
4.07023596e-01 2.74076695e-01 -5.33176946e-01 -7.18535002e-01
5.10307177e-01]
[ -9.30899056e-03 -1.29237777e-01 1.86811384e-02 2.53231488e-02
-8.36348062e-02 -2.83673738e-01 1.56901814e-02 2.90820841e-01
-3.14149573e-02 6.60259922e-02 -2.30109535e-01 -6.34356840e-01
2.26769434e-01]
[ 7.74724596e-02 1.21197637e-01 -1.79821821e-03 9.60718031e-02
-8.28565088e-02 -5.95953026e-02 -2.14247246e-01 -1.94904516e-01
-2.93040479e-01 -1.66360581e-01 -1.43162844e-01 3.34633849e-01
-1.89873363e-01]
[ 3.79722784e-02 -8.05087600e-02 1.37991281e-01 2.14807111e-01
2.59497837e-01 8.65680736e-03 -4.12059208e-01 -3.73989060e-01
-1.23289563e-01 -5.28102893e-01 1.91371835e-01 1.05892115e+00
-4.86849570e-01]
[ 3.45564268e-02 8.08922052e-02 -2.11946186e-01 4.84593731e-02
3.14614177e-02 -5.90256311e-04 -1.64080047e-01 -3.29920030e-01
-2.89156291e-01 -1.85053078e-01 -5.00476338e-02 -4.08059251e-02
-1.80981880e-01]
[ -5.51673525e-02 -2.15006752e-01 6.51926721e-02 9.13676072e-02
-1.33464046e-01 -1.33828572e-01 3.55232733e-02 -8.67190823e-03
7.90823352e-02 -3.66848266e-01 -3.08819338e-01 -2.58648759e-01
2.72592771e-02]
[ 1.56221065e-02 -2.75567641e-01 6.17011622e-02 -2.33004112e-01
-1.94804622e-01 -2.31039027e-01 -2.49607058e-01 6.54534568e-02
2.85826187e-03 1.27476925e-01 -1.74571364e-01 4.54132369e-02
-3.01646794e-02]
[ 1.73220111e-01 5.27707132e-02 -1.02994987e-01 -2.08879628e-01
-5.71914633e-02 -1.01372359e-01 -1.83973158e-01 3.41981451e-02
-1.92225569e-01 -2.25827415e-01 -1.73595717e-01 1.94497156e-01
-1.20441097e-01]
[ -1.71876353e-01 -1.81276229e-01 -1.09818560e-01 -1.81931517e-01
-4.96426627e-02 2.71386146e-02 -1.87282121e-01 -1.86265758e-01
-1.40971538e-01 -7.42895023e-03 -1.90411712e-01 8.00723459e-02
-2.46893733e-01]
[ -3.32069630e-02 -2.13508931e-01 -1.57079099e-01 -1.95382560e-01
-5.33118208e-02 4.44970108e-02 -3.40762533e-02 -1.30605581e-02
-2.16808005e-01 -2.57009072e-01 -3.98099849e-02 -7.08308123e-02
-6.91236584e-02]
[ 1.15711897e-01 7.41503070e-02 -6.77836003e-03 -1.59939918e-01
-3.27955903e-01 8.34918673e-03 -1.41226982e-01 -2.52621637e-01
-3.07236277e-01 6.24727019e-02 -1.16508217e-01 -4.51805678e-02
-5.46181329e-02]
[ -6.38190261e-02 -9.92871303e-03 -2.83958526e-01 -5.41746599e-03
6.77501856e-02 1.55658801e-01 -2.33514174e-01 -1.77328049e-01
-5.47284134e-02 -5.98543215e-02 1.57086420e-01 4.83766683e-01
-6.10543416e-02]
[ 1.04464946e-01 3.54933669e-01 -2.05793843e-01 6.49344300e-01
1.22103635e-01 -2.32573103e-03 -2.55501670e-01 -4.00056467e-01
-2.63124863e-01 -4.02836590e-01 6.97631670e-01 9.93150063e-01
-7.56220452e-01]
[ -3.28180447e-02 1.94772907e-01 3.97365744e-02 2.22130692e-01
1.00202190e-02 -7.02540898e-02 -3.11467145e-01 -3.99620813e-01
-3.02646643e-01 -3.14504261e-01 4.99489877e-01 1.09343678e+00
-7.31373082e-01]
[ -5.16096739e-02 -1.18050379e-01 -1.61554922e-01 3.01926497e-01
-1.62574337e-01 2.32946746e-01 -1.13187240e-01 -2.71731001e-01
-2.68018235e-01 -4.93336894e-01 2.10884308e-01 5.17412405e-01
-3.76126684e-01]
[ 7.83545660e-02 -3.81237016e-01 -5.28453260e-02 -2.80918893e-02
-1.10366056e-01 1.99942536e-01 7.22720356e-02 1.57319667e-01
-1.68220574e-01 -4.93959731e-02 -6.66752636e-02 3.26564043e-01
-1.96613429e-01]
[ 2.03612956e-01 -2.92443861e-01 -1.21680466e-01 -8.72972481e-02
-2.09201912e-01 1.21946835e-01 1.62888134e-02 -1.52944576e-01
-5.21318231e-02 -1.07439882e-01 -1.33584218e-01 -1.69375657e-01
-1.06126317e-01]
[ -1.35278348e-01 -8.05407785e-02 3.82122345e-02 -2.53233386e-01
-5.74901321e-02 -1.41120273e-01 4.80529980e-02 -1.44546658e-02
-7.74476012e-02 -1.34316963e-02 -3.07612467e-01 -4.35510220e-01
-3.29027394e-02]
[ -1.40259124e-01 -1.37865276e-01 -6.79106915e-02 -2.55899543e-01
-3.46761712e-01 -2.88191516e-01 1.48200274e-01 1.17400239e-01
1.82356147e-02 9.62643401e-02 -2.21535424e-01 -7.16124095e-01
1.74301666e-03]
[ -1.67053180e-01 -2.29959724e-01 -3.00648548e-01 -3.70369095e-01
-2.73418423e-01 -2.09676991e-01 -3.31462603e-01 7.54907427e-02
-3.95370494e-02 -3.88743344e-01 -3.20898057e-01 -3.44305874e-01
-3.79954097e-01]
[ -1.09739608e-01 1.15048468e-01 2.49553818e-02 -1.30698936e-02
-2.18570931e-01 -1.69819362e-01 -9.22909856e-02 3.64281263e-02
-8.90040404e-02 -1.50834951e-01 -1.94246146e-01 -3.25802375e-01
-3.43594219e-02]
[ -3.51459737e-01 -1.24328274e-01 -2.72303988e-01 1.37063368e-01
-2.04674754e-01 -2.27564544e-01 -7.08817285e-02 -1.45233120e-01
3.74544846e-02 -4.10918790e-02 5.32185023e-02 -3.20359509e-01
-1.53025674e-02]
[ -1.28215101e-01 -3.56588895e-02 -2.56603143e-01 4.23722411e-02
-2.18118970e-01 -2.78091598e-01 -3.67919771e-01 -4.04534464e-02
1.33145513e-02 -2.11143738e-01 -2.40616191e-01 -2.97480805e-01
-2.42020606e-02]
[ -2.18269691e-01 -5.35894896e-01 -3.34331427e-01 -3.13490874e-01
-3.31084471e-01 -2.27558321e-01 -5.40428703e-03 -2.81895261e-01
8.75852716e-02 -2.33287176e-01 -1.58736540e-01 -1.24382285e-01
-7.43827103e-02]
[ -2.14313348e-01 -2.97215923e-01 -3.15792987e-01 -1.33981159e-01
-9.49100357e-02 -1.48162912e-01 -8.02860065e-02 -1.99005746e-03
-1.88756382e-01 -5.04901447e-01 -2.37085484e-01 -1.56115565e-01
4.63396069e-02]
[ -1.20823918e-01 7.10802189e-03 -2.37180991e-01 -4.79022639e-01
-2.45743929e-01 -2.59868799e-01 -2.46581831e-02 -3.18365077e-01
7.99862175e-02 -3.79756487e-02 -3.91158291e-01 -2.05575884e-01
-3.10819651e-01]]
Progress: 12.8% ... Training loss: 0.263 ... Validation loss: 0.463[[-0.06094432]
[ 0.26841823]
[-0.17956457]
[ 0.81340725]
[ 0.26579974]
[-0.01198549]
[-0.88248245]
[-1.0071197 ]
[-0.72449804]
[-1.03831155]
[ 1.0842191 ]
[ 2.72092343]
[-1.74142996]]
[[ -5.36492117e-01 -5.11040970e-01 -5.81331131e-01 -1.59520202e-01
-3.14622369e-01 -5.90502633e-01 -3.30783123e-01 -3.27639371e-01
-5.12182082e-01 -4.24881586e-01 4.55313372e-02 4.83112128e-01
-8.91116261e-02]
[ 6.21270660e-03 -1.42658065e-01 5.31502638e-02 -4.63767822e-02
-4.66403678e-02 5.89480142e-02 -1.11624377e-01 2.44408753e-01
-1.19226738e-01 -1.54335090e-01 -7.18249697e-02 -8.96836923e-02
1.23188783e-01]
[ -2.01963741e-01 1.34289913e-01 -1.70873086e-02 1.26577454e-01
9.70279278e-02 -1.15938000e-01 1.62958017e-01 -4.12481504e-02
2.92424537e-01 -7.41171456e-02 2.57322682e-01 7.56646601e-01
6.32441429e-01]
[ 1.77734751e-01 -2.38733609e-01 -2.83276106e-01 1.59109120e-03
-2.91863616e-01 -3.27427905e-04 -1.67463759e-03 -4.13131065e-01
1.11792547e-01 -3.72272436e-01 -1.90983154e-01 -3.06373733e-01
-1.23537925e-01]
[ 1.06413016e-01 1.50650666e-02 1.03831930e-01 2.93084858e-03
-1.96847399e-02 6.95203380e-02 -9.25028676e-02 3.15608438e-02
2.22540775e-02 1.74585346e-01 1.17169741e-01 -8.92681213e-02
-1.27094291e-01]
[ -4.84420650e-01 -5.85725383e-01 -6.04348908e-01 -5.65968449e-01
-5.77270773e-01 -5.63398709e-01 -3.13518421e-01 -1.82524867e-01
-4.39819941e-01 -2.64302192e-01 -4.49152779e-01 -6.56572374e-01
-3.78645997e-01]
[ -4.17792452e-01 -5.80093962e-01 -3.21921941e-01 -3.59470984e-01
-4.09695483e-01 -5.60455597e-01 -4.20454236e-01 -4.55734113e-01
-2.85423621e-01 -1.72835567e-01 -4.38956713e-01 -3.22277050e-01
-2.07605059e-01]
[ -3.21419464e-01 -3.53822863e-01 -4.65502000e-01 -2.20941497e-01
-3.17287294e-01 -4.14047183e-01 -2.22838344e-01 -1.57123218e-01
-2.53952302e-01 -4.21055032e-01 -2.04130732e-01 -4.65694324e-01
-2.12862405e-01]
[ -4.73773081e-01 -3.50698606e-01 -3.76746163e-01 -1.51533835e-01
-3.37874368e-01 -2.15241088e-01 -1.21347570e-01 -4.25717540e-01
-2.86053919e-01 -4.44245527e-01 -1.39020316e-01 -1.71806179e-01
-1.78969324e-01]
[ -9.52344142e-01 -9.26765594e-01 -9.76228749e-01 -7.44747988e-01
-1.01458721e+00 -9.80357719e-01 -6.39757160e-01 -6.39691671e-01
-7.54684889e-01 -5.60562221e-01 -7.02485585e-01 -5.24843752e-01
-4.31535940e-01]
[ -5.05747873e-01 -2.68560035e-01 -4.64234313e-01 -3.11520509e-01
-3.51932051e-01 -3.56935056e-01 -5.48147971e-01 -5.49008577e-01
-6.34138610e-01 -1.15868207e-01 -4.26519977e-01 -5.84209660e-01
-4.10869243e-01]
[ -1.17640529e-01 2.24110295e-02 -3.33822066e-01 -3.99359555e-01
-1.05513506e-01 -7.23686239e-02 -1.45149765e-01 -2.72132674e-01
-1.34215699e-01 1.35471195e-01 -3.85556543e-01 -6.77038210e-01
-2.51874526e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60705763e-01 -1.08201476e-01 1.62580625e-01 -2.44438537e-01
-1.23824330e-01 1.13379381e-01 -1.39181297e-01 -3.86070340e-03
-9.35167381e-02 5.19221218e-02 -1.29264502e-01 -2.82686635e-01
3.29984098e-02]
[ -8.21302575e-02 -2.62477936e-01 -1.77573011e-01 -2.88983729e-01
-4.79515756e-01 -8.46736134e-02 -3.05116700e-02 1.44090865e-02
-5.11524832e-02 2.73539645e-02 -1.84416883e-01 -2.65499904e-01
-2.35085130e-01]
[ -7.43795402e-02 -5.63524211e-03 -2.39788240e-01 -2.49259410e-01
1.33237352e-01 -1.63106296e-01 -1.62975166e-01 5.77620248e-02
1.57526321e-03 1.24924083e-02 -1.87295256e-01 -1.96393998e-02
1.12684373e-02]
[ 2.86819983e-02 -1.61702198e-01 -1.50848259e-01 -5.02235285e-02
-1.20297506e-01 -1.07536786e-01 7.95839434e-02 -1.62590571e-01
-3.59384107e-02 -3.14050122e-02 -3.30593999e-03 -1.73905963e-01
5.80023429e-02]
[ -2.84891218e-01 -1.44100818e-01 -7.22439276e-02 -9.63070749e-02
-3.06348950e-01 -2.72841586e-01 -3.59404672e-01 5.96745344e-02
-2.98455744e-01 -2.07250150e-01 1.81259571e-01 2.08640202e-02
2.98676597e-01]
[ -2.16335015e-01 -1.29403474e-01 -8.17369902e-02 -7.28955645e-02
-8.50033048e-02 -1.15438264e-01 -4.02037585e-02 6.30273631e-02
-1.03016889e-01 1.52614152e-02 1.79606709e-02 -1.70226918e-01
4.47895833e-02]
[ -1.54440911e-01 -6.60218455e-02 -2.23888712e-01 -3.29271135e-01
-1.50391552e-01 -1.99308236e-01 -2.47053421e-01 -6.68116364e-02
1.83035317e-01 -1.59824817e-01 -3.13508799e-01 -2.78444560e-01
-1.24270507e-01]
[ -3.67310385e-01 -7.05770765e-02 -1.45561325e-01 -1.76389148e-01
-5.51620987e-02 -3.10925797e-01 6.66608854e-02 -4.88206219e-02
-1.05112070e-01 1.00578803e-01 -1.26095293e-02 -1.61150711e-01
-1.50596469e-01]
[ -1.69168651e-01 -1.53186900e-01 -4.57571992e-02 -1.32670174e-01
-1.33589128e-01 -2.93717239e-01 -5.05003884e-02 -9.93243994e-02
-2.49949006e-01 5.15220872e-02 2.17002059e-01 2.70828659e-02
-1.82882773e-01]
[ -1.38392372e-01 -1.74613990e-01 -1.12943945e-01 -2.67977788e-01
9.30812102e-02 -1.82008275e-02 -2.16038046e-01 -1.54138479e-01
9.11122420e-02 -1.07677575e-01 -1.43824478e-01 -1.15617236e-01
-3.31035108e-01]
[ -4.49666028e-02 -3.12120638e-02 -1.48877156e-01 -3.42416905e-02
-2.26981612e-01 6.30076038e-02 -9.21374450e-02 -5.24928182e-02
-2.36556945e-01 -8.56075322e-02 -6.25507906e-02 -2.85756423e-01
-1.80736783e-01]
[ -7.32396911e-02 3.12213856e-02 -1.29428833e-01 -2.96669650e-01
1.24958206e-01 2.07534745e-02 -2.31917966e-01 -1.78912675e-01
1.09725752e-01 -7.59991609e-02 -2.60317980e-01 -2.06280970e-01
-2.86540920e-01]
[ 8.38166088e-02 -3.16552325e-01 -7.93958882e-02 -4.38160782e-01
-2.27187505e-01 -8.79448432e-02 7.48597722e-02 1.19248031e-01
8.16429438e-03 3.10545732e-01 -5.03900976e-01 -6.76580332e-01
4.08615088e-01]
[ -2.17956477e-01 -2.55586764e-01 -1.26209157e-01 -2.97998237e-01
-3.08259235e-01 -9.19293679e-02 2.14408984e-01 5.49478118e-02
3.09918610e-01 5.38967933e-02 -3.87919040e-01 -8.81693209e-01
6.14621624e-01]
[ -8.63202150e-03 -1.95389001e-01 2.69643471e-02 -2.96157363e-01
-1.76086759e-01 1.67460033e-01 2.02972384e-01 2.64567943e-01
-1.43196037e-02 2.50817428e-01 -1.94672506e-01 -9.01655841e-01
6.83515031e-01]
[ 6.39326990e-03 -5.02704701e-02 -1.20322245e-01 -1.11691699e-01
-1.80974894e-01 -4.52152316e-02 2.83668017e-01 1.66446013e-01
2.55660370e-01 3.76367744e-01 -4.47485213e-01 -7.66616143e-01
6.79710544e-01]
[ -7.93675005e-02 -2.84558964e-01 6.32341542e-02 -3.61337358e-01
-1.51779554e-01 1.18313020e-01 3.60603332e-01 1.40136665e-01
-5.74143351e-02 1.74108170e-01 -5.39447741e-01 -8.25539456e-01
8.09128319e-01]
[ 1.23721001e-01 -9.37015205e-02 2.00200980e-02 -1.71379560e-01
-8.46802128e-02 -1.68014358e-02 2.44766704e-01 3.65495002e-01
4.07137575e-01 2.74298127e-01 -5.33501856e-01 -7.19605781e-01
5.11029915e-01]
[ -9.34708120e-03 -1.29055135e-01 1.86003927e-02 2.60509659e-02
-8.34656330e-02 -2.83679388e-01 1.49202614e-02 2.89825885e-01
-3.21882993e-02 6.54075472e-02 -2.29334119e-01 -6.32210687e-01
2.24690310e-01]
[ 7.73128854e-02 1.21899825e-01 -2.17511361e-03 9.94786693e-02
-8.23394454e-02 -5.96246952e-02 -2.16979239e-01 -1.98186041e-01
-2.94667158e-01 -1.69828959e-01 -1.38727058e-01 3.46736394e-01
-1.96074882e-01]
[ 3.81528127e-02 -8.14420450e-02 1.38494339e-01 2.10477107e-01
2.58242132e-01 8.68992019e-03 -4.08645236e-01 -3.69126504e-01
-1.19789186e-01 -5.26036273e-01 1.84309215e-01 1.04138723e+00
-4.77571202e-01]
[ 3.45411121e-02 8.08234757e-02 -2.11944074e-01 4.83824577e-02
3.13750788e-02 -5.94073300e-04 -1.63924345e-01 -3.29577884e-01
-2.88738813e-01 -1.85388289e-01 -5.04476267e-02 -4.39514324e-02
-1.79486664e-01]
[ -5.51465878e-02 -2.15117291e-01 6.52792756e-02 9.06594547e-02
-1.33566985e-01 -1.33824164e-01 3.61985515e-02 -8.20931324e-03
7.96721015e-02 -3.66331492e-01 -3.09902822e-01 -2.61959129e-01
2.90769434e-02]
[ 1.56068925e-02 -2.75700283e-01 6.17621336e-02 -2.33522852e-01
-1.94930074e-01 -2.31042761e-01 -2.49197368e-01 6.59748425e-02
2.93857103e-03 1.28002418e-01 -1.75572826e-01 4.28917076e-02
-2.82968282e-02]
[ 1.73186901e-01 5.30425635e-02 -1.03078294e-01 -2.08463085e-01
-5.70109384e-02 -1.01377609e-01 -1.84833160e-01 3.34417244e-02
-1.92909425e-01 -2.26580347e-01 -1.72823587e-01 1.97618839e-01
-1.21974466e-01]
[ -1.71878504e-01 -1.81718954e-01 -1.09560450e-01 -1.84445634e-01
-5.03159078e-02 2.71442281e-02 -1.85296083e-01 -1.82755380e-01
-1.39005043e-01 -4.89916546e-03 -1.95015396e-01 7.30250257e-02
-2.38988084e-01]
[ -3.32174304e-02 -2.13554352e-01 -1.57082896e-01 -1.95531338e-01
-5.33123431e-02 4.44944344e-02 -3.40737244e-02 -1.34058917e-02
-2.16757870e-01 -2.57201071e-01 -3.97047306e-02 -7.08080668e-02
-6.90287961e-02]
[ 1.15773320e-01 7.36353001e-02 -6.53560699e-03 -1.61520749e-01
-3.28303561e-01 8.36278028e-03 -1.39639730e-01 -2.50880663e-01
-3.05921812e-01 6.43642171e-02 -1.18972442e-01 -5.19998257e-02
-5.04294423e-02]
[ -6.38102064e-02 -9.98416308e-03 -2.83924892e-01 -5.72736667e-03
6.76793065e-02 1.55661056e-01 -2.33260244e-01 -1.77005895e-01
-5.44833621e-02 -5.94952977e-02 1.56462394e-01 4.82447698e-01
-6.00232216e-02]
[ 1.04453532e-01 3.54961551e-01 -2.05905588e-01 6.49325662e-01
1.22186310e-01 -2.33151059e-03 -2.55448243e-01 -4.00160844e-01
-2.62937298e-01 -4.03571297e-01 6.97317103e-01 9.94072039e-01
-7.55760964e-01]
[ -3.28043382e-02 1.94770288e-01 3.97426639e-02 2.22570378e-01
9.95330438e-03 -7.02471710e-02 -3.11410944e-01 -3.99320434e-01
-3.02840464e-01 -3.14440117e-01 4.99835395e-01 1.09379500e+00
-7.32460888e-01]
[ -5.16165338e-02 -1.17739195e-01 -1.61652738e-01 3.03354564e-01
-1.62231256e-01 2.32940386e-01 -1.14408532e-01 -2.72811525e-01
-2.68799162e-01 -4.94361370e-01 2.13230094e-01 5.22721063e-01
-3.79685222e-01]
[ 7.84417016e-02 -3.81490375e-01 -5.27127129e-02 -2.99752103e-02
-1.10805750e-01 1.99957930e-01 7.42491276e-02 1.59184985e-01
-1.67090927e-01 -4.83756396e-02 -6.97168616e-02 3.16247272e-01
-1.91820058e-01]
[ 2.03611560e-01 -2.92536877e-01 -1.21652269e-01 -8.76713864e-02
-2.09288725e-01 1.21947052e-01 1.68657229e-02 -1.52505462e-01
-5.17201366e-02 -1.07110911e-01 -1.34560637e-01 -1.72195647e-01
-1.04450767e-01]
[ -1.35171925e-01 -8.10820156e-02 3.85855304e-02 -2.55073298e-01
-5.80936703e-02 -1.41100265e-01 5.02615661e-02 -1.10965499e-02
-7.56620294e-02 -1.01406031e-02 -3.10878543e-01 -4.45631785e-01
-2.65033490e-02]
[ -1.40268831e-01 -1.37849899e-01 -6.78957061e-02 -2.56193315e-01
-3.46826410e-01 -2.88194320e-01 1.48422335e-01 1.18162487e-01
1.82970562e-02 9.67739902e-02 -2.22287174e-01 -7.19110928e-01
3.07380717e-03]
[ -1.66554579e-01 -2.32387383e-01 -2.99312271e-01 -3.80826224e-01
-2.76354596e-01 -2.09578429e-01 -3.22255969e-01 8.72846123e-02
-3.15784328e-02 -3.80126275e-01 -3.38050862e-01 -3.92261356e-01
-3.56292498e-01]
[ -1.09830211e-01 1.15334023e-01 2.48077589e-02 -1.16764236e-02
-2.18420535e-01 -1.69834179e-01 -9.32827371e-02 3.60587538e-02
-8.97401901e-02 -1.51711408e-01 -1.92600225e-01 -3.22460228e-01
-3.61035171e-02]
[ -3.51584923e-01 -1.23831509e-01 -2.72549923e-01 1.39934195e-01
-2.04180456e-01 -2.27592812e-01 -7.30265874e-02 -1.47538833e-01
3.60922942e-02 -4.38621686e-02 5.68670253e-02 -3.12453736e-01
-1.94046005e-02]
[ -1.28271402e-01 -3.58406434e-02 -2.56488191e-01 4.16157016e-02
-2.18438020e-01 -2.78096422e-01 -3.67272781e-01 -3.85624207e-02
1.38751141e-02 -2.09710373e-01 -2.43302815e-01 -3.05267957e-01
-2.01014292e-02]
[ -2.18264003e-01 -5.36244749e-01 -3.34039460e-01 -3.15216915e-01
-3.31657932e-01 -2.27554904e-01 -2.70392570e-03 -2.78731408e-01
8.98418939e-02 -2.29940406e-01 -1.62760532e-01 -1.32649562e-01
-6.52478408e-02]
[ -2.14386931e-01 -2.97054795e-01 -3.15995981e-01 -1.34298392e-01
-9.47001152e-02 -1.48179933e-01 -8.04433366e-02 -2.81309389e-03
-1.89040521e-01 -5.06609545e-01 -2.37867443e-01 -1.56479402e-01
4.74012517e-02]
[ -1.20958917e-01 8.04001996e-03 -2.37616462e-01 -4.76934187e-01
-2.44930891e-01 -2.59897896e-01 -2.77747580e-02 -3.21142424e-01
7.73309067e-02 -4.18338770e-02 -3.87721365e-01 -1.96076563e-01
-3.17737955e-01]]
Progress: 12.8% ... Training loss: 0.304 ... Validation loss: 0.496[[-0.03481965]
[ 0.30298356]
[-0.15010043]
[ 0.85348305]
[ 0.29739569]
[ 0.01077505]
[-0.84055758]
[-0.95563453]
[-0.68049506]
[-0.98897787]
[ 1.13435782]
[ 2.80137796]
[-1.66663698]]
[[ -5.36861456e-01 -5.08214724e-01 -5.82939924e-01 -1.48652079e-01
-3.11671259e-01 -5.90565446e-01 -3.40058686e-01 -3.44330169e-01
-5.20100529e-01 -4.39141307e-01 6.40095876e-02 5.40428118e-01
-1.21630465e-01]
[ 6.13842201e-03 -1.42130291e-01 5.28692053e-02 -4.42682408e-02
-4.61057897e-02 5.89327577e-02 -1.13421676e-01 2.40687446e-01
-1.21339058e-01 -1.56691849e-01 -6.85140480e-02 -7.99891249e-02
1.16458736e-01]
[ -2.02703653e-01 1.39376845e-01 -1.92961996e-02 1.43363419e-01
1.01224910e-01 -1.16064118e-01 1.42825119e-01 -6.36373119e-02
2.74795568e-01 -9.51157114e-02 2.85339228e-01 8.40409347e-01
5.73965141e-01]
[ 1.78232710e-01 -2.42359508e-01 -2.80962065e-01 -9.30778792e-03
-2.95400448e-01 -2.23580372e-04 1.29614581e-02 -3.89638876e-01
1.21322855e-01 -3.50038776e-01 -2.12831773e-01 -3.71847264e-01
-8.06440971e-02]
[ 1.06184731e-01 1.53240501e-02 1.03378906e-01 3.76446754e-03
-1.96927898e-02 6.94799126e-02 -9.31105304e-02 3.18620691e-02
2.07601116e-02 1.70825164e-01 1.18657609e-01 -8.98017995e-02
-1.25843047e-01]
[ -4.84506674e-01 -5.85201233e-01 -6.04765025e-01 -5.64848528e-01
-5.76770535e-01 -5.63420657e-01 -3.14791015e-01 -1.85935438e-01
-4.40743955e-01 -2.67467774e-01 -4.47247546e-01 -6.53522444e-01
-3.80993495e-01]
[ -4.18315639e-01 -5.77362695e-01 -3.23833934e-01 -3.48644009e-01
-4.06855719e-01 -5.60544148e-01 -4.32179423e-01 -4.71242469e-01
-2.94511129e-01 -1.89215164e-01 -4.20946511e-01 -2.66512103e-01
-2.42140781e-01]
[ -3.22164622e-01 -3.49437458e-01 -4.67686831e-01 -2.05851421e-01
-3.13331294e-01 -4.14178351e-01 -2.39439932e-01 -1.77354958e-01
-2.68356882e-01 -4.38462036e-01 -1.81085210e-01 -4.03539512e-01
-2.55266516e-01]
[ -4.73731039e-01 -3.50953479e-01 -3.76630872e-01 -1.53523202e-01
-3.38252215e-01 -2.15228710e-01 -1.19135565e-01 -4.23413773e-01
-2.84727486e-01 -4.42887640e-01 -1.42528119e-01 -1.82946806e-01
-1.72789122e-01]
[ -9.53248119e-01 -9.21314271e-01 -9.79542993e-01 -7.25268200e-01
-1.00948548e+00 -9.80507738e-01 -6.60264670e-01 -6.68510723e-01
-7.71801032e-01 -5.88349487e-01 -6.70280090e-01 -4.30594013e-01
-4.90484129e-01]
[ -5.06001621e-01 -2.67349393e-01 -4.64944260e-01 -3.07961047e-01
-3.50828064e-01 -3.56985585e-01 -5.52358158e-01 -5.54079998e-01
-6.37692044e-01 -1.21066104e-01 -4.21791368e-01 -5.73273898e-01
-4.20010754e-01]
[ -1.17795130e-01 2.31350147e-02 -3.34195526e-01 -3.97351197e-01
-1.04801073e-01 -7.23973654e-02 -1.47819432e-01 -2.75089101e-01
-1.36635790e-01 1.32862062e-01 -3.83037494e-01 -6.72394650e-01
-2.56891955e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60738281e-01 -1.07958200e-01 1.62324506e-01 -2.43972405e-01
-1.23569863e-01 1.13367714e-01 -1.39666108e-01 -5.78879614e-03
-9.37826595e-02 5.00975826e-02 -1.28064577e-01 -2.80646953e-01
3.21579879e-02]
[ -8.21583994e-02 -2.62320426e-01 -1.77670645e-01 -2.88665524e-01
-4.79398465e-01 -8.46792723e-02 -3.09266267e-02 1.35195821e-02
-5.14687266e-02 2.66046463e-02 -1.84083014e-01 -2.65446151e-01
-2.35845224e-01]
[ -7.43792495e-02 -5.64940775e-03 -2.39770355e-01 -2.49368331e-01
1.33203725e-01 -1.63105364e-01 -1.62829006e-01 5.79691810e-02
1.68374171e-03 1.27261531e-02 -1.87544798e-01 -2.03057246e-02
1.20464804e-02]
[ 2.84674972e-02 -1.60664896e-01 -1.51680653e-01 -4.63095963e-02
-1.19002187e-01 -1.07571235e-01 7.48443813e-02 -1.69582643e-01
-3.93975926e-02 -3.80008474e-02 3.39727635e-03 -1.50524111e-01
4.46534419e-02]
[ -2.85009317e-01 -1.43547594e-01 -7.25825480e-02 -9.37429193e-02
-3.05836508e-01 -2.72861934e-01 -3.61545199e-01 5.70486736e-02
-3.00217495e-01 -2.09849968e-01 1.85285376e-01 3.12638612e-02
2.92086434e-01]
[ -2.16678967e-01 -1.27472552e-01 -8.28987703e-02 -6.55638828e-02
-8.31587207e-02 -1.15503681e-01 -4.85790445e-02 5.28910573e-02
-1.09586287e-01 4.05832615e-03 2.93603021e-02 -1.39670804e-01
2.18313631e-02]
[ -1.54647658e-01 -6.43763708e-02 -2.24606591e-01 -3.24148360e-01
-1.49030760e-01 -1.99346800e-01 -2.52061329e-01 -7.41738562e-02
1.77685173e-01 -1.65771737e-01 -3.05410338e-01 -2.54819378e-01
-1.40056458e-01]
[ -3.67414595e-01 -7.00240001e-02 -1.45815633e-01 -1.74619097e-01
-5.46552299e-02 -3.10944163e-01 6.39654809e-02 -5.16801439e-02
-1.07007282e-01 9.83919043e-02 -1.00661665e-02 -1.53491321e-01
-1.56218679e-01]
[ -1.69394645e-01 -1.52000501e-01 -4.63977042e-02 -1.28930475e-01
-1.32607110e-01 -2.93749818e-01 -5.47827258e-02 -1.04143853e-01
-2.53640234e-01 4.66913072e-02 2.22732106e-01 4.19732604e-02
-1.93570059e-01]
[ -1.38406743e-01 -1.74591925e-01 -1.12927780e-01 -2.68220052e-01
9.30206168e-02 -1.82001411e-02 -2.15455573e-01 -1.53357532e-01
9.13495222e-02 -1.07300957e-01 -1.44163612e-01 -1.17372258e-01
-3.28675268e-01]
[ -4.48942736e-02 -3.15251867e-02 -1.48754538e-01 -3.54070527e-02
-2.27212940e-01 6.30232130e-02 -9.11147564e-02 -5.14596480e-02
-2.35721519e-01 -8.46719945e-02 -6.39485566e-02 -2.89617611e-01
-1.79071610e-01]
[ -7.33361024e-02 3.16053744e-02 -1.29683912e-01 -2.95332127e-01
1.25328127e-01 2.07340053e-02 -2.32915858e-01 -1.80167816e-01
1.08763980e-01 -7.72021608e-02 -2.58912700e-01 -2.02775582e-01
-2.87857860e-01]
[ 8.37874709e-02 -3.16473815e-01 -7.94625350e-02 -4.37937959e-01
-2.27119450e-01 -8.79501396e-02 7.45057555e-02 1.18819676e-01
7.83700753e-03 3.09913005e-01 -5.03566292e-01 -6.76644864e-01
4.08017997e-01]
[ -2.18017896e-01 -2.55213835e-01 -1.26428847e-01 -2.97332093e-01
-3.07936974e-01 -9.19427451e-02 2.13387327e-01 5.34631151e-02
3.09060326e-01 5.26262169e-02 -3.86965276e-01 -8.80500841e-01
6.12958959e-01]
[ -8.59329840e-03 -1.95495128e-01 2.70547804e-02 -2.96881096e-01
-1.76272030e-01 1.67469006e-01 2.04216082e-01 2.66112218e-01
-1.35110299e-02 2.51948376e-01 -1.95871586e-01 -9.05002888e-01
6.86872169e-01]
[ 6.32040872e-03 -4.99466158e-02 -1.20479597e-01 -1.10725502e-01
-1.80724689e-01 -4.52281427e-02 2.82548956e-01 1.65172398e-01
2.54697588e-01 3.74781851e-01 -4.46421939e-01 -7.66094087e-01
6.77704532e-01]
[ -7.93792831e-02 -2.84503545e-01 6.31860422e-02 -3.61217338e-01
-1.51724699e-01 1.18309229e-01 3.60330913e-01 1.39723812e-01
-5.76288871e-02 1.73915087e-01 -5.39328524e-01 -8.25425094e-01
8.08626741e-01]
[ 1.23682676e-01 -9.35709860e-02 1.99405709e-02 -1.70942002e-01
-8.45594773e-02 -1.68083599e-02 2.44058784e-01 3.64660421e-01
4.06572751e-01 2.73540753e-01 -5.33060399e-01 -7.18848538e-01
5.09528936e-01]
[ -9.40842741e-03 -1.28706064e-01 1.83635234e-02 2.76049915e-02
-8.30749625e-02 -2.83691228e-01 1.33244104e-02 2.87460579e-01
-3.33719143e-02 6.31994934e-02 -2.27239925e-01 -6.27955287e-01
2.20430709e-01]
[ 7.73151095e-02 1.21835480e-01 -2.14370771e-03 9.94086735e-02
-8.23431333e-02 -5.96207695e-02 -2.16976614e-01 -1.97557472e-01
-2.94724893e-01 -1.69619055e-01 -1.38816802e-01 3.46428393e-01
-1.96287577e-01]
[ 3.79892675e-02 -8.07445843e-02 1.37986621e-01 2.13637809e-01
2.59019632e-01 8.66541699e-03 -4.10394381e-01 -3.72180196e-01
-1.21518066e-01 -5.29147011e-01 1.88182517e-01 1.05201970e+00
-4.82489694e-01]
[ 3.45480652e-02 8.08858999e-02 -2.11949432e-01 4.88583099e-02
3.14638513e-02 -5.91489934e-04 -1.64238942e-01 -3.30006470e-01
-2.88997151e-01 -1.85585610e-01 -4.93487926e-02 -4.01439186e-02
-1.81212311e-01]
[ -5.52129267e-02 -2.14862626e-01 6.51353992e-02 9.18069737e-02
-1.33309428e-01 -1.33834912e-01 3.48097496e-02 -9.64941646e-03
7.85734233e-02 -3.67154748e-01 -3.08649565e-01 -2.58689853e-01
2.61957406e-02]
[ 1.54396708e-02 -2.74942823e-01 6.12661274e-02 -2.31071668e-01
-1.94196266e-01 -2.31064940e-01 -2.51937882e-01 6.15503553e-02
-3.12349030e-04 1.23738562e-01 -1.71426461e-01 5.64982529e-02
-3.69288962e-02]
[ 1.73117431e-01 5.33798522e-02 -1.03219576e-01 -2.07538585e-01
-5.67065126e-02 -1.01388617e-01 -1.85964430e-01 3.21406532e-02
-1.93903215e-01 -2.27710067e-01 -1.71412367e-01 2.01412509e-01
-1.24638665e-01]
[ -1.71906737e-01 -1.81568417e-01 -1.09634063e-01 -1.84276607e-01
-5.01875923e-02 2.71390497e-02 -1.85588172e-01 -1.83448580e-01
-1.39324003e-01 -5.55747714e-03 -1.94751755e-01 7.34043351e-02
-2.39480967e-01]
[ -3.32889710e-02 -2.13108783e-01 -1.57393198e-01 -1.93628111e-01
-5.26224148e-02 4.44797061e-02 -3.66651120e-02 -1.74515326e-02
-2.18233863e-01 -2.60073674e-01 -3.59566021e-02 -5.72172511e-02
-7.71850986e-02]
[ 1.15554725e-01 7.55520981e-02 -7.62970381e-03 -1.57299645e-01
-3.26900017e-01 8.32002657e-03 -1.45942298e-01 -2.59365615e-01
-3.10846219e-01 5.45340809e-02 -1.09875924e-01 -2.40685298e-02
-6.84284713e-02]
[ -6.37452355e-02 -1.02578047e-02 -2.83829241e-01 -6.67251296e-03
6.74091354e-02 1.55674731e-01 -2.32234633e-01 -1.76439086e-01
-5.35970725e-02 -5.86265289e-02 1.55445709e-01 4.80290103e-01
-5.81200869e-02]
[ 1.04325128e-01 3.55570552e-01 -2.06191779e-01 6.51959506e-01
1.22764239e-01 -2.35472999e-03 -2.57679042e-01 -4.01853737e-01
-2.64897079e-01 -4.05704559e-01 7.01213922e-01 1.00343450e+00
-7.60645626e-01]
[ -3.27921518e-02 1.94631468e-01 3.98237518e-02 2.22162796e-01
9.82616780e-03 -7.02441884e-02 -3.11018531e-01 -3.98772335e-01
-3.02549097e-01 -3.13752172e-01 4.99036903e-01 1.09287974e+00
-7.31402518e-01]
[ -5.16695698e-02 -1.17296438e-01 -1.61840395e-01 3.05215521e-01
-1.61873295e-01 2.32927150e-01 -1.15893717e-01 -2.74915658e-01
-2.70120458e-01 -4.95556215e-01 2.16001616e-01 5.29104511e-01
-3.84208984e-01]
[ 7.83418945e-02 -3.81016902e-01 -5.30426901e-02 -2.76478122e-02
-1.10284827e-01 1.99938325e-01 7.17130073e-02 1.56101714e-01
-1.68945507e-01 -5.13591463e-02 -6.63798864e-02 3.26990521e-01
-1.98280241e-01]
[ 2.03562534e-01 -2.92276655e-01 -1.21820211e-01 -8.67521238e-02
-2.09040601e-01 1.21936465e-01 1.58668435e-02 -1.53786291e-01
-5.25178626e-02 -1.08379601e-01 -1.33244439e-01 -1.68877754e-01
-1.06992269e-01]
[ -1.35184203e-01 -8.10140332e-02 3.85515163e-02 -2.54618138e-01
-5.80197726e-02 -1.41103194e-01 4.98172210e-02 -1.12882206e-02
-7.60302963e-02 -1.04531539e-02 -3.10346364e-01 -4.44145012e-01
-2.77697621e-02]
[ -1.40303848e-01 -1.37666973e-01 -6.80057066e-02 -2.55615754e-01
-3.46691458e-01 -2.88200933e-01 1.47647251e-01 1.17051769e-01
1.77418536e-02 9.57086314e-02 -2.21481567e-01 -7.17635568e-01
1.53500308e-03]
[ -1.66708656e-01 -2.31434131e-01 -2.99912969e-01 -3.78527407e-01
-2.75349220e-01 -2.09607578e-01 -3.26839073e-01 8.04275253e-02
-3.49126606e-02 -3.86166674e-01 -3.33606127e-01 -3.77440499e-01
-3.69402322e-01]
[ -1.10101838e-01 1.16770183e-01 2.39085123e-02 -6.16594221e-03
-2.17090954e-01 -1.69890329e-01 -9.83746994e-02 2.96297674e-02
-9.37949084e-02 -1.57363885e-01 -1.85132182e-01 -3.02678487e-01
-4.77475550e-02]
[ -3.51603538e-01 -1.23801507e-01 -2.72652923e-01 1.40303604e-01
-2.04109188e-01 -2.27594838e-01 -7.33293529e-02 -1.48748608e-01
3.58842934e-02 -4.46790932e-02 5.69194066e-02 -3.14105234e-01
-2.06188447e-02]
[ -1.28485920e-01 -3.46322003e-02 -2.57151849e-01 4.77295843e-02
-2.17106563e-01 -2.78127321e-01 -3.71565722e-01 -4.58623811e-02
9.20878639e-03 -2.14962711e-01 -2.34383150e-01 -2.78635493e-01
-3.49777070e-02]
[ -2.18419387e-01 -5.35646505e-01 -3.34327238e-01 -3.12513943e-01
-3.31109410e-01 -2.27581555e-01 -4.95857585e-03 -2.80062175e-01
8.78716064e-02 -2.31629569e-01 -1.59118076e-01 -1.23512839e-01
-6.99473271e-02]
[ -2.14495112e-01 -2.96438314e-01 -3.16413781e-01 -1.32337215e-01
-9.40985052e-02 -1.48199516e-01 -8.24592501e-02 -6.31299512e-03
-1.90626241e-01 -5.09776144e-01 -2.34926934e-01 -1.50605256e-01
4.20270664e-02]
[ -1.21348841e-01 1.05833866e-02 -2.39041932e-01 -4.70843320e-01
-2.42900552e-01 -2.59962726e-01 -3.66207850e-02 -3.31362847e-01
7.00605206e-02 -5.48102719e-02 -3.75736001e-01 -1.60841935e-01
-3.39927028e-01]]
Progress: 12.8% ... Training loss: 0.280 ... Validation loss: 0.452[[-0.05359822]
[ 0.27492115]
[-0.17000763]
[ 0.81863578]
[ 0.26828216]
[-0.00849242]
[-0.87333665]
[-0.99683557]
[-0.7124221 ]
[-1.01617085]
[ 1.08102733]
[ 2.71356977]
[-1.7227045 ]]
[[ -5.36482588e-01 -5.12496733e-01 -5.81241315e-01 -1.65210205e-01
-3.16458238e-01 -5.90684260e-01 -3.26205004e-01 -3.24774844e-01
-5.08336403e-01 -4.23891127e-01 3.62489439e-02 4.89679465e-01
-8.28587754e-02]
[ 6.16539621e-03 -1.42735275e-01 5.30230000e-02 -4.62875561e-02
-4.66181651e-02 5.89247412e-02 -1.12481953e-01 2.42687713e-01
-1.20180834e-01 -1.55440541e-01 -7.12197984e-02 -8.21429514e-02
1.20455038e-01]
[ -2.02459204e-01 1.33182955e-01 -1.75567775e-02 1.21120553e-01
9.50733636e-02 -1.16150466e-01 1.59329873e-01 -4.29725460e-02
2.89337225e-01 -8.15687820e-02 2.51105736e-01 7.86621279e-01
6.23853763e-01]
[ 1.78227484e-01 -2.38815786e-01 -2.82428115e-01 3.23664827e-03
-2.91567248e-01 -1.76405249e-04 4.75118059e-03 -4.08335237e-01
1.16181477e-01 -3.61428032e-01 -1.91752697e-01 -3.46041526e-01
-1.10949874e-01]
[ 1.06120199e-01 1.72313934e-02 1.02798267e-01 7.21274387e-03
-1.80861167e-02 6.94920547e-02 -9.97555559e-02 2.84731553e-02
1.77188052e-02 1.64589708e-01 1.24882071e-01 -7.49914741e-02
-1.36382234e-01]
[ -4.84396191e-01 -5.86155217e-01 -6.04264709e-01 -5.67508418e-01
-5.77671846e-01 -5.63454449e-01 -3.11746984e-01 -1.80652128e-01
-4.38830149e-01 -2.62586941e-01 -4.51565753e-01 -6.63971952e-01
-3.74593533e-01]
[ -4.18220362e-01 -5.78078987e-01 -3.23391898e-01 -3.53501072e-01
-4.07918958e-01 -5.60573073e-01 -4.28424685e-01 -4.66281844e-01
-2.91284109e-01 -1.85661725e-01 -4.28225970e-01 -2.80150731e-01
-2.29875097e-01]
[ -3.21892110e-01 -3.53918891e-01 -4.66240348e-01 -2.20032234e-01
-3.17713100e-01 -4.14262420e-01 -2.26426447e-01 -1.61370811e-01
-2.57441861e-01 -4.25994146e-01 -2.04914857e-01 -4.50108356e-01
-2.21353985e-01]
[ -4.73650205e-01 -3.51525256e-01 -3.76427377e-01 -1.55279981e-01
-3.38774880e-01 -2.15258863e-01 -1.17338114e-01 -4.21589253e-01
-2.83533381e-01 -4.41242582e-01 -1.45403241e-01 -1.89091741e-01
-1.71049227e-01]
[ -9.52880133e-01 -9.26388313e-01 -9.77498785e-01 -7.42672906e-01
-1.01445658e+00 -9.80627645e-01 -6.43704738e-01 -6.45286492e-01
-7.58930012e-01 -5.70207552e-01 -6.99799168e-01 -4.90106353e-01
-4.45244587e-01]
[ -5.05916864e-01 -2.68198786e-01 -4.64723381e-01 -3.11687567e-01
-3.51907570e-01 -3.57009632e-01 -5.49552629e-01 -5.50977985e-01
-6.35368901e-01 -1.19198939e-01 -4.26504756e-01 -5.80515710e-01
-4.14030468e-01]
[ -1.17688767e-01 2.23349626e-02 -3.33868283e-01 -3.99674517e-01
-1.05619491e-01 -7.24303509e-02 -1.45575187e-01 -2.73362743e-01
-1.34580000e-01 1.35400182e-01 -3.87107462e-01 -6.82442413e-01
-2.53793712e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60659029e-01 -1.08573695e-01 1.62665489e-01 -2.45872581e-01
-1.24178295e-01 1.13342293e-01 -1.37559114e-01 -1.89221371e-03
-9.24542204e-02 5.39347894e-02 -1.31141839e-01 -2.86750525e-01
3.62202412e-02]
[ -8.21714246e-02 -2.62330119e-01 -1.77666982e-01 -2.88717743e-01
-4.79420568e-01 -8.46768680e-02 -3.08555711e-02 1.41825532e-02
-5.14828295e-02 2.70592518e-02 -1.84827966e-01 -2.68044519e-01
-2.34812315e-01]
[ -7.43768694e-02 -5.58772502e-03 -2.39762884e-01 -2.49003658e-01
1.33309679e-01 -1.63105765e-01 -1.62906458e-01 5.73196214e-02
1.54314565e-03 1.19375444e-02 -1.86705863e-01 -1.87731306e-02
1.17166848e-02]
[ 2.84911246e-02 -1.60424121e-01 -1.51752038e-01 -4.66844755e-02
-1.18940587e-01 -1.07576306e-01 7.54506211e-02 -1.69435441e-01
-3.88703861e-02 -3.85732256e-02 4.16573848e-03 -1.48185523e-01
4.49258920e-02]
[ -2.84945931e-01 -1.44405193e-01 -7.21724656e-02 -9.77060042e-02
-3.06768156e-01 -2.72878634e-01 -3.58830901e-01 6.07238588e-02
-2.98128975e-01 -2.06105963e-01 1.78403140e-01 1.64515637e-02
3.02153002e-01]
[ -2.16646607e-01 -1.28225508e-01 -8.26229216e-02 -6.80580077e-02
-8.40944513e-02 -1.15520409e-01 -4.67772255e-02 5.63558330e-02
-1.07941967e-01 6.26293771e-03 2.50967626e-02 -1.43535559e-01
2.75303750e-02]
[ -1.54591990e-01 -6.53984399e-02 -2.24300105e-01 -3.27439830e-01
-1.50029025e-01 -1.99364890e-01 -2.49558355e-01 -6.98910977e-02
1.80569719e-01 -1.62960972e-01 -3.11072435e-01 -2.64820203e-01
-1.31017544e-01]
[ -3.67291538e-01 -7.20012340e-02 -1.45071983e-01 -1.80425187e-01
-5.65638622e-02 -3.10982937e-01 7.03198452e-02 -4.44167929e-02
-1.02016814e-01 1.04101806e-01 -2.07519685e-02 -1.81830691e-01
-1.41509622e-01]
[ -1.69301996e-01 -1.53094945e-01 -4.60852876e-02 -1.32749658e-01
-1.33594692e-01 -2.93772899e-01 -5.14510701e-02 -1.01281219e-01
-2.51172647e-01 4.96642833e-02 2.17375570e-01 3.38369148e-02
-1.86240480e-01]
[ -1.38344905e-01 -1.75037297e-01 -1.12803875e-01 -2.69615625e-01
9.26193326e-02 -1.82213416e-02 -2.14572696e-01 -1.52741349e-01
9.21451877e-02 -1.06502985e-01 -1.46466577e-01 -1.22181264e-01
-3.28899463e-01]
[ -4.48630661e-02 -3.17681940e-02 -1.48615598e-01 -3.64440723e-02
-2.27489514e-01 6.30097391e-02 -9.00332116e-02 -5.00812622e-02
-2.35129009e-01 -8.36187182e-02 -6.52428756e-02 -2.93149949e-01
-1.77091491e-01]
[ -7.33293957e-02 3.15972998e-02 -1.29683644e-01 -2.95017526e-01
1.25361802e-01 2.07336026e-02 -2.32682525e-01 -1.79715684e-01
1.08849370e-01 -7.68792724e-02 -2.58552826e-01 -2.01251801e-01
-2.87176658e-01]
[ 8.37826567e-02 -3.16383172e-01 -7.94852940e-02 -4.37818884e-01
-2.27067637e-01 -8.79495482e-02 7.41281796e-02 1.18736753e-01
7.49886686e-03 3.09688443e-01 -5.03295979e-01 -6.75389083e-01
4.07497356e-01]
[ -2.18016281e-01 -2.55223585e-01 -1.26424189e-01 -2.97375778e-01
-3.07949163e-01 -9.19433861e-02 2.13449139e-01 5.34914580e-02
3.09112437e-01 5.26646400e-02 -3.87010670e-01 -8.80583269e-01
6.13086892e-01]
[ -8.57093252e-03 -1.95628533e-01 2.71390871e-02 -2.97464472e-01
-1.76432747e-01 1.67462298e-01 2.05023156e-01 2.67107629e-01
-1.30367297e-02 2.53135834e-01 -1.96819008e-01 -9.06768842e-01
6.88871008e-01]
[ 6.32386790e-03 -4.99912179e-02 -1.20464264e-01 -1.11162930e-01
-1.80758026e-01 -4.52293733e-02 2.82847238e-01 1.65332298e-01
2.54939938e-01 3.75102317e-01 -4.47008872e-01 -7.67515708e-01
6.78606218e-01]
[ -7.93482451e-02 -2.84661055e-01 6.32674288e-02 -3.61796892e-01
-1.51907139e-01 1.18300541e-01 3.61098529e-01 1.40494169e-01
-5.69939807e-02 1.74770897e-01 -5.39942665e-01 -8.26607977e-01
8.10562704e-01]
[ 1.23693290e-01 -9.36834795e-02 1.99903811e-02 -1.71433088e-01
-8.46928663e-02 -1.68111245e-02 2.44786376e-01 3.65638521e-01
4.07226293e-01 2.74176130e-01 -5.33981090e-01 -7.22042701e-01
5.11367993e-01]
[ -9.36044580e-03 -1.29012089e-01 1.85201896e-02 2.63322494e-02
-8.33677490e-02 -2.83701134e-01 1.48286466e-02 2.89419877e-01
-3.22605681e-02 6.47850652e-02 -2.28889239e-01 -6.31016431e-01
2.23704106e-01]
[ 7.73417887e-02 1.22020063e-01 -2.13891387e-03 1.01045583e-01
-8.21558094e-02 -5.96250075e-02 -2.17161755e-01 -1.97974569e-01
-2.94746984e-01 -1.69728869e-01 -1.36721657e-01 3.52806336e-01
-1.99380756e-01]
[ 3.80400245e-02 -8.15691550e-02 1.38284047e-01 2.11320427e-01
2.58165986e-01 8.65699840e-03 -4.08417944e-01 -3.69637120e-01
-1.19684280e-01 -5.27220585e-01 1.83272128e-01 1.03957539e+00
-4.76363077e-01]
[ 3.45479349e-02 8.05487715e-02 -2.11853027e-01 4.78700441e-02
3.11555451e-02 -5.92578193e-04 -1.63659072e-01 -3.28875953e-01
-2.88328957e-01 -1.84721887e-01 -5.11443102e-02 -4.60985643e-02
-1.78340695e-01]
[ -5.51703798e-02 -2.15248657e-01 6.53607424e-02 9.01551527e-02
-1.33720334e-01 -1.33847302e-01 3.62160007e-02 -7.77403240e-03
7.97094582e-02 -3.65451573e-01 -3.10842805e-01 -2.65016207e-01
3.02339676e-02]
[ 1.54375317e-02 -2.74950717e-01 6.12757368e-02 -2.31193961e-01
-1.94186588e-01 -2.31063263e-01 -2.51758330e-01 6.18716524e-02
-4.82600871e-04 1.24269430e-01 -1.71622935e-01 5.70846740e-02
-3.67116408e-02]
[ 1.73147691e-01 5.30348931e-02 -1.03063409e-01 -2.08151814e-01
-5.70419002e-02 -1.01398228e-01 -1.85102595e-01 3.33839185e-02
-1.93306917e-01 -2.26439369e-01 -1.72793636e-01 1.97726348e-01
-1.22838444e-01]
[ -1.71886079e-01 -1.82027137e-01 -1.09517043e-01 -1.85708168e-01
-5.07435237e-02 2.71285796e-02 -1.84081098e-01 -1.81913521e-01
-1.38293822e-01 -3.92873967e-03 -1.97102145e-01 7.02996225e-02
-2.36223709e-01]
[ -3.32535036e-02 -2.13438740e-01 -1.57242504e-01 -1.94904356e-01
-5.29456790e-02 4.44690472e-02 -3.57435146e-02 -1.61177275e-02
-2.17431185e-01 -2.58456657e-01 -3.81144057e-02 -6.11421537e-02
-7.47460935e-02]
[ 1.15540247e-01 7.52861601e-02 -7.62387096e-03 -1.58412521e-01
-3.27017519e-01 8.32115352e-03 -1.44621837e-01 -2.57836719e-01
-3.10214255e-01 5.44527493e-02 -1.11158193e-01 -2.53142416e-02
-6.63755330e-02]
[ -6.36868554e-02 -1.09876530e-02 -2.83602836e-01 -9.83976149e-03
6.65696786e-02 1.55652027e-01 -2.29239296e-01 -1.73500549e-01
-5.11836118e-02 -5.64193782e-02 1.50752128e-01 4.73150391e-01
-5.07644236e-02]
[ 1.04372623e-01 3.54658535e-01 -2.05917396e-01 6.49469460e-01
1.21989747e-01 -2.37062428e-03 -2.56419522e-01 -3.99134543e-01
-2.63579564e-01 -4.04013056e-01 6.97424211e-01 1.00237577e+00
-7.55665136e-01]
[ -3.27148472e-02 1.93982961e-01 4.00238310e-02 2.19763460e-01
9.15184744e-03 -7.02686097e-02 -3.09317332e-01 -3.97282099e-01
-3.01001709e-01 -3.12359151e-01 4.95076693e-01 1.08226211e+00
-7.29481633e-01]
[ -5.16191746e-02 -1.17949096e-01 -1.61528654e-01 3.02310869e-01
-1.62610863e-01 2.32904922e-01 -1.13909054e-01 -2.71781940e-01
-2.68524791e-01 -4.93052157e-01 2.11201484e-01 5.19619810e-01
-3.78415003e-01]
[ 7.83270179e-02 -3.80975309e-01 -5.30690460e-02 -2.73066074e-02
-1.10241485e-01 1.99940147e-01 7.13104942e-02 1.55819128e-01
-1.69507980e-01 -5.18894429e-02 -6.57592780e-02 3.28321790e-01
-1.99250239e-01]
[ 2.03586461e-01 -2.92498160e-01 -1.21750868e-01 -8.76422761e-02
-2.09270838e-01 1.21929834e-01 1.68605723e-02 -1.52720163e-01
-5.15355395e-02 -1.07805324e-01 -1.34650520e-01 -1.73858242e-01
-1.04243577e-01]
[ -1.35175133e-01 -8.11160191e-02 3.86133935e-02 -2.55136132e-01
-5.81506882e-02 -1.41105267e-01 5.02397791e-02 -1.06688395e-02
-7.56027101e-02 -9.98192199e-03 -3.11389896e-01 -4.48134617e-01
-2.56048965e-02]
[ -1.40298316e-01 -1.37721773e-01 -6.79635396e-02 -2.55876516e-01
-3.46745845e-01 -2.88202325e-01 1.47945489e-01 1.17517075e-01
1.79331278e-02 9.61968635e-02 -2.22045574e-01 -7.19323051e-01
2.59230436e-03]
[ -1.66351535e-01 -2.34857032e-01 -2.98655897e-01 -3.91671343e-01
-2.78862829e-01 -2.09711469e-01 -3.16489233e-01 9.26633128e-02
-2.58788084e-02 -3.76152430e-01 -3.52942319e-01 -4.22612465e-01
-3.45665583e-01]
[ -1.10069226e-01 1.15629275e-01 2.43162604e-02 -9.01093993e-03
-2.17930824e-01 -1.69903677e-01 -9.54173557e-02 3.34246078e-02
-9.18751260e-02 -1.53875721e-01 -1.90072651e-01 -3.12142001e-01
-4.05606685e-02]
[ -3.51669730e-01 -1.22660168e-01 -2.72943740e-01 1.45327609e-01
-2.02919128e-01 -2.27570267e-01 -7.61776285e-02 -1.50862364e-01
3.34777836e-02 -4.65904677e-02 6.25788686e-02 -3.00537791e-01
-2.71882777e-02]
[ -1.28483307e-01 -3.53562798e-02 -2.56931965e-01 4.56242389e-02
-2.17831738e-01 -2.78135044e-01 -3.70591148e-01 -4.25535911e-02
1.04056754e-02 -2.12582195e-01 -2.38547828e-01 -2.81604950e-01
-2.93641290e-02]
[ -2.18379543e-01 -5.36340093e-01 -3.34007373e-01 -3.14630369e-01
-3.31935091e-01 -2.27598049e-01 -1.94875645e-03 -2.76444359e-01
9.00962448e-02 -2.28138713e-01 -1.63769576e-01 -1.35821172e-01
-6.09585577e-02]
[ -2.14410231e-01 -2.97570846e-01 -3.15952099e-01 -1.36846319e-01
-9.54341153e-02 -1.48235375e-01 -7.82813259e-02 -5.64019699e-04
-1.87919054e-01 -5.05459435e-01 -2.42045340e-01 -1.63928986e-01
5.24716608e-02]
[ -1.21240614e-01 9.83256952e-03 -2.38825036e-01 -4.74602062e-01
-2.43719687e-01 -2.59986922e-01 -3.36323055e-02 -3.29902699e-01
7.26346328e-02 -5.40421676e-02 -3.79486651e-01 -1.67974295e-01
-3.35010091e-01]]
Progress: 12.9% ... Training loss: 0.274 ... Validation loss: 0.483[[ -4.83691377e-02]
[ 2.86927917e-01]
[ -1.59583505e-01]
[ 8.25402231e-01]
[ 2.79236614e-01]
[ -1.84942752e-04]
[ -8.57708549e-01]
[ -9.78181774e-01]
[ -6.95966780e-01]
[ -9.94781050e-01]
[ 1.09573086e+00]
[ 2.74414498e+00]
[ -1.69101839e+00]]
[[ -5.36373175e-01 -5.11545234e-01 -5.81447298e-01 -1.63643754e-01
-3.15635750e-01 -5.90677481e-01 -3.28498927e-01 -3.27679701e-01
-5.10422647e-01 -4.27213797e-01 4.25985299e-02 4.95980564e-01
-9.44824200e-02]
[ 6.07165643e-03 -1.42278790e-01 5.26896390e-02 -4.49717302e-02
-4.62130394e-02 5.89100707e-02 -1.14029170e-01 2.40420268e-01
-1.21228256e-01 -1.57722831e-01 -6.95365381e-02 -7.92968939e-02
1.16813492e-01]
[ -2.02676994e-01 1.36066522e-01 -1.88198485e-02 1.31102589e-01
9.77902212e-02 -1.16192468e-01 1.48186850e-01 -5.66190466e-02
2.80508715e-01 -9.60684123e-02 2.72302012e-01 8.28482836e-01
5.90391833e-01]
[ 1.78650266e-01 -2.41844284e-01 -2.80895781e-01 -8.41777816e-03
-2.94881663e-01 -1.03844006e-04 1.82836083e-02 -3.94215021e-01
1.26913375e-01 -3.46867463e-01 -2.12214462e-01 -3.93063462e-01
-7.58257835e-02]
[ 1.06251846e-01 1.65994997e-02 1.03050573e-01 3.29200855e-03
-1.92412522e-02 6.95169628e-02 -9.68938009e-02 3.17524237e-02
1.91196108e-02 1.66738759e-01 1.20321051e-01 -8.97086929e-02
-1.32697546e-01]
[ -4.84316031e-01 -5.86417295e-01 -6.04174430e-01 -5.68933209e-01
-5.77868879e-01 -5.63443316e-01 -3.10835016e-01 -1.79725746e-01
-4.38183010e-01 -2.61158781e-01 -4.53967310e-01 -6.69209889e-01
-3.74824485e-01]
[ -4.18370540e-01 -5.76852007e-01 -3.24075826e-01 -3.51102923e-01
-4.06717248e-01 -5.60602720e-01 -4.33248183e-01 -4.73075490e-01
-2.95365855e-01 -1.93345651e-01 -4.21881483e-01 -2.69673414e-01
-2.43712623e-01]
[ -3.21911160e-01 -3.53036423e-01 -4.66637346e-01 -2.18109239e-01
-3.16975763e-01 -4.14271374e-01 -2.29774457e-01 -1.65243133e-01
-2.60008130e-01 -4.29736697e-01 -2.00726200e-01 -4.48410014e-01
-2.31259940e-01]
[ -4.73770951e-01 -3.50724312e-01 -3.76825093e-01 -1.52811516e-01
-3.38053193e-01 -2.15285546e-01 -1.19919769e-01 -4.24173033e-01
-2.85572137e-01 -4.44408279e-01 -1.41992049e-01 -1.79078660e-01
-1.75691379e-01]
[ -9.52974603e-01 -9.24558266e-01 -9.78354574e-01 -7.37257358e-01
-1.01255098e+00 -9.80662252e-01 -6.50569441e-01 -6.53722768e-01
-7.64474085e-01 -5.79103193e-01 -6.88081419e-01 -4.68715710e-01
-4.67365210e-01]
[ -5.05952839e-01 -2.67683817e-01 -4.64981367e-01 -3.11738102e-01
-3.51655473e-01 -3.57018242e-01 -5.51196074e-01 -5.52651439e-01
-6.36546908e-01 -1.20785163e-01 -4.26466899e-01 -5.81843700e-01
-4.16360341e-01]
[ -1.17768136e-01 2.26382594e-02 -3.34142871e-01 -3.99674712e-01
-1.05313479e-01 -7.24412854e-02 -1.46908236e-01 -2.75576379e-01
-1.35897554e-01 1.32718032e-01 -3.87320290e-01 -6.85554264e-01
-2.57959800e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60589959e-01 -1.08849398e-01 1.62770398e-01 -2.47129480e-01
-1.24419702e-01 1.13352578e-01 -1.36636287e-01 -8.29845379e-04
-9.16689787e-02 5.53534731e-02 -1.33306620e-01 -2.92999879e-01
3.69492659e-02]
[ -8.21529204e-02 -2.62386303e-01 -1.77628870e-01 -2.88891003e-01
-4.79461719e-01 -8.46745749e-02 -3.05328597e-02 1.47414948e-02
-5.13085362e-02 2.76025676e-02 -1.85151311e-01 -2.68630466e-01
-2.34186445e-01]
[ -7.43453522e-02 -5.91738008e-03 -2.39639396e-01 -2.50015088e-01
1.33040010e-01 -1.63101154e-01 -1.62642957e-01 5.79810063e-02
1.72739244e-03 1.29853983e-02 -1.88363126e-01 -2.34675884e-02
1.12466500e-02]
[ 2.84617292e-02 -1.60160544e-01 -1.51911103e-01 -4.69874011e-02
-1.18716272e-01 -1.07585813e-01 7.53042115e-02 -1.70659831e-01
-3.91397328e-02 -3.99461690e-02 4.27538450e-03 -1.51718855e-01
4.59875588e-02]
[ -2.85009849e-01 -1.44014317e-01 -7.23514428e-02 -9.68048252e-02
-3.06524266e-01 -2.72886187e-01 -3.60475481e-01 5.90622080e-02
-2.99526624e-01 -2.08381050e-01 1.80501209e-01 2.21120501e-02
2.96944649e-01]
[ -2.16726756e-01 -1.27346106e-01 -8.30892726e-02 -6.56028373e-02
-8.31864118e-02 -1.15534874e-01 -5.02584652e-02 5.19083647e-02
-1.10751993e-01 1.44144434e-03 3.01127252e-02 -1.32525872e-01
1.75512535e-02]
[ -1.54640200e-01 -6.48610203e-02 -2.24511483e-01 -3.25489845e-01
-1.49480633e-01 -1.99376383e-01 -2.51687538e-01 -7.20812480e-02
1.78690694e-01 -1.64714819e-01 -3.07618979e-01 -2.63694858e-01
-1.36774567e-01]
[ -3.67345453e-01 -7.13798328e-02 -1.45317781e-01 -1.78839662e-01
-5.60018294e-02 -3.10993270e-01 6.79647673e-02 -4.62851197e-02
-1.03646188e-01 1.01493775e-01 -1.76820587e-02 -1.73804465e-01
-1.46855952e-01]
[ -1.69183525e-01 -1.53630094e-01 -4.59066655e-02 -1.34771093e-01
-1.34071324e-01 -2.93756759e-01 -4.92897288e-02 -1.00383728e-01
-2.49496384e-01 5.09018244e-02 2.14633213e-01 2.60774703e-02
-1.83551850e-01]
[ -1.38407077e-01 -1.74743363e-01 -1.12964460e-01 -2.68480517e-01
9.29063621e-02 -1.82325313e-02 -2.15672580e-01 -1.53806124e-01
9.11216718e-02 -1.07631815e-01 -1.44975202e-01 -1.18591238e-01
-3.30843574e-01]
[ -4.49375282e-02 -3.11797561e-02 -1.48905231e-01 -3.47135054e-02
-2.26990305e-01 6.29920061e-02 -9.20396536e-02 -5.21003223e-02
-2.36387295e-01 -8.59088325e-02 -6.28199490e-02 -2.85603274e-01
-1.80840902e-01]
[ -7.33645518e-02 3.18672566e-02 -1.29805351e-01 -2.94644293e-01
1.25581456e-01 2.07283952e-02 -2.33331284e-01 -1.80743415e-01
1.08256914e-01 -7.80403358e-02 -2.57783645e-01 -1.98436908e-01
-2.88444050e-01]
[ 8.37323048e-02 -3.16125194e-01 -7.96823678e-02 -4.37353860e-01
-2.26868141e-01 -8.79581229e-02 7.35548279e-02 1.17644988e-01
7.20504830e-03 3.08615289e-01 -5.02667039e-01 -6.75763113e-01
4.06605814e-01]
[ -2.18061401e-01 -2.54788394e-01 -1.26591800e-01 -2.96363823e-01
-3.07573880e-01 -9.19524667e-02 2.11923943e-01 5.17281082e-02
3.07695780e-01 5.13744321e-02 -3.85678369e-01 -8.76875432e-01
6.09782219e-01]
[ -8.64496621e-03 -1.95379765e-01 2.69544753e-02 -2.97144005e-01
-1.76154905e-01 1.67450610e-01 2.04151966e-01 2.65888686e-01
-1.38850388e-02 2.51827187e-01 -1.96365646e-01 -9.07243796e-01
6.87402065e-01]
[ 6.24943975e-03 -4.96827415e-02 -1.20634585e-01 -1.10145997e-01
-1.80544853e-01 -4.52386631e-02 2.81914550e-01 1.64231048e-01
2.53831913e-01 3.73696343e-01 -4.46005517e-01 -7.66386056e-01
6.75883126e-01]
[ -7.93466249e-02 -2.84655176e-01 6.32782725e-02 -3.61956105e-01
-1.51940384e-01 1.18301084e-01 3.61362000e-01 1.40586291e-01
-5.69085899e-02 1.74907612e-01 -5.40244828e-01 -8.27638954e-01
8.11016857e-01]
[ 1.23668949e-01 -9.35667971e-02 1.99033329e-02 -1.71040699e-01
-8.45753812e-02 -1.68154052e-02 2.44325694e-01 3.64943757e-01
4.06849834e-01 2.73507303e-01 -5.33580231e-01 -7.21455089e-01
5.10378379e-01]
[ -9.37251806e-03 -1.28923939e-01 1.84523102e-02 2.67075049e-02
-8.32803909e-02 -2.83703789e-01 1.45305932e-02 2.89071974e-01
-3.23086081e-02 6.43977777e-02 -2.28552680e-01 -6.30697792e-01
2.23145327e-01]
[ 7.73963608e-02 1.21792552e-01 -2.01017077e-03 9.99002905e-02
-8.23955513e-02 -5.96193348e-02 -2.16084209e-01 -1.96703448e-01
-2.93953316e-01 -1.68564135e-01 -1.38172548e-01 3.46324547e-01
-1.96234657e-01]
[ 3.81263970e-02 -8.18594517e-02 1.38497443e-01 2.09918669e-01
2.57797850e-01 8.66681455e-03 -4.07041565e-01 -3.68352736e-01
-1.18495819e-01 -5.25554654e-01 1.81128601e-01 1.03148686e+00
-4.73820343e-01]
[ 3.45413830e-02 8.06268366e-02 -2.11879082e-01 4.82848264e-02
3.12655826e-02 -5.93870225e-04 -1.64261588e-01 -3.29275852e-01
-2.88652599e-01 -1.85079690e-01 -5.04179057e-02 -4.37369312e-02
-1.79826722e-01]
[ -5.51093184e-02 -2.15465843e-01 6.54985151e-02 8.87687722e-02
-1.33927397e-01 -1.33840051e-01 3.71690382e-02 -6.94445210e-03
8.07533446e-02 -3.64729621e-01 -3.12198479e-01 -2.68500743e-01
3.32882246e-02]
[ 1.54148153e-02 -2.74914025e-01 6.12598037e-02 -2.31038003e-01
-1.94129604e-01 -2.31066249e-01 -2.52175272e-01 6.18754016e-02
-7.16424871e-04 1.24072949e-01 -1.71410925e-01 5.74591730e-02
-3.71691027e-02]
[ 1.73078677e-01 5.32520156e-02 -1.03189232e-01 -2.07937859e-01
-5.68578330e-02 -1.01406669e-01 -1.85762669e-01 3.29051161e-02
-1.93716493e-01 -2.27711433e-01 -1.72559709e-01 1.98547095e-01
-1.23260913e-01]
[ -1.72025431e-01 -1.80927903e-01 -1.10193293e-01 -1.82550317e-01
-4.95678727e-02 2.70998788e-02 -1.88290452e-01 -1.87529120e-01
-1.41367705e-01 -1.03583282e-02 -1.91561240e-01 8.69146251e-02
-2.46616186e-01]
[ -3.32639340e-02 -2.13269041e-01 -1.57337658e-01 -1.94239107e-01
-5.27090314e-02 4.44663731e-02 -3.65641985e-02 -1.74148830e-02
-2.18041838e-01 -2.59330381e-01 -3.66162425e-02 -5.79583327e-02
-7.74961220e-02]
[ 1.15514415e-01 7.56527384e-02 -7.74480666e-03 -1.57518258e-01
-3.26803039e-01 8.31891638e-03 -1.45899685e-01 -2.58886774e-01
-3.11278603e-01 5.28653818e-02 -1.08688659e-01 -1.88028434e-02
-7.09569801e-02]
[ -6.37056934e-02 -1.07336027e-02 -2.83723428e-01 -8.79466309e-03
6.68872680e-02 1.55648240e-01 -2.30247003e-01 -1.74966128e-01
-5.21992183e-02 -5.79126836e-02 1.52895243e-01 4.78759508e-01
-5.44911792e-02]
[ 1.04578247e-01 3.53567723e-01 -2.05476826e-01 6.46283907e-01
1.21042026e-01 -2.34242519e-03 -2.53426142e-01 -3.96342769e-01
-2.61068975e-01 -4.00418350e-01 6.92931633e-01 9.90915206e-01
-7.51553639e-01]
[ -3.27213700e-02 1.94271270e-01 3.99314115e-02 2.21079106e-01
9.49170275e-03 -7.02722845e-02 -3.10719277e-01 -3.98199922e-01
-3.02380945e-01 -3.12951112e-01 4.97723190e-01 1.08507875e+00
-7.33835893e-01]
[ -5.16274652e-02 -1.17732846e-01 -1.61593185e-01 3.03191371e-01
-1.62419530e-01 2.32902429e-01 -1.14595516e-01 -2.72613149e-01
-2.69155709e-01 -4.93662781e-01 2.12510896e-01 5.21885906e-01
-3.80546811e-01]
[ 7.83543248e-02 -3.81150147e-01 -5.29634200e-02 -2.80815844e-02
-1.10479954e-01 1.99945425e-01 7.19067336e-02 1.56866182e-01
-1.69126952e-01 -5.10369003e-02 -6.69784593e-02 3.25577870e-01
-1.97301100e-01]
[ 2.03584879e-01 -2.92470811e-01 -1.21744363e-01 -8.74658283e-02
-2.09230729e-01 1.21930097e-01 1.67501243e-02 -1.52667124e-01
-5.16149402e-02 -1.07805357e-01 -1.34569520e-01 -1.72672814e-01
-1.04980867e-01]
[ -1.35194190e-01 -8.09822436e-02 3.85490154e-02 -2.54749952e-01
-5.80308345e-02 -1.41108659e-01 4.97706628e-02 -1.11084499e-02
-7.59418478e-02 -1.05097184e-02 -3.10862122e-01 -4.46924078e-01
-2.65352630e-02]
[ -1.40336154e-01 -1.37421065e-01 -6.81187434e-02 -2.55346479e-01
-3.46505012e-01 -2.88208253e-01 1.47168500e-01 1.16534592e-01
1.71420070e-02 9.49711130e-02 -2.21082901e-01 -7.16931595e-01
6.24873129e-04]
[ -1.66520679e-01 -2.33787539e-01 -2.99336737e-01 -3.89141943e-01
-2.77707702e-01 -2.09743429e-01 -3.19803365e-01 8.72571532e-02
-2.92351223e-02 -3.81768366e-01 -3.48306814e-01 -4.15359547e-01
-3.53984921e-01]
[ -1.10144183e-01 1.15921959e-01 2.41013396e-02 -8.25846795e-03
-2.17638268e-01 -1.69915285e-01 -9.63636143e-02 3.21782234e-02
-9.26899353e-02 -1.55177819e-01 -1.89426013e-01 -3.11878057e-01
-4.30172809e-02]
[ -3.51720477e-01 -1.22157375e-01 -2.73178428e-01 1.47510672e-01
-2.02423375e-01 -2.27582213e-01 -7.80317834e-02 -1.52954563e-01
3.21123205e-02 -4.86116285e-02 6.57030915e-02 -2.93913205e-01
-3.17518516e-02]
[ -1.28408930e-01 -3.58588097e-02 -2.56635074e-01 4.37036267e-02
-2.18251674e-01 -2.78125902e-01 -3.69388614e-01 -4.03601885e-02
1.17602482e-02 -2.10527942e-01 -2.41213418e-01 -2.88551771e-01
-2.55181183e-02]
[ -2.18307824e-01 -5.36302586e-01 -3.34020760e-01 -3.14497156e-01
-3.31780320e-01 -2.27590246e-01 -2.06442424e-03 -2.77424924e-01
8.98970613e-02 -2.28453950e-01 -1.62289886e-01 -1.37252075e-01
-6.40841501e-02]
[ -2.14321861e-01 -2.97961683e-01 -3.15718263e-01 -1.38375234e-01
-9.59208401e-02 -1.48222048e-01 -7.73845787e-02 8.58388595e-04
-1.87289430e-01 -5.03563500e-01 -2.44211618e-01 -1.68321192e-01
5.44253440e-02]
[ -1.21390045e-01 1.14717726e-02 -2.39600291e-01 -4.71385865e-01
-2.42447533e-01 -2.60015831e-01 -3.93425692e-02 -3.36116567e-01
6.83465735e-02 -6.19019358e-02 -3.72998062e-01 -1.52395009e-01
-3.50961252e-01]]
Progress: 12.9% ... Training loss: 0.257 ... Validation loss: 0.458[[-0.03115008]
[ 0.30991465]
[-0.140594 ]
[ 0.8594962 ]
[ 0.30295342]
[ 0.01684573]
[-0.83761422]
[-0.94647427]
[-0.67333711]
[-0.96475844]
[ 1.1461871 ]
[ 2.82235164]
[-1.66183375]]
[[ -5.36728376e-01 -5.08122312e-01 -5.83022634e-01 -1.48693980e-01
-3.11887313e-01 -5.90678921e-01 -3.36458234e-01 -3.42964313e-01
-5.17278692e-01 -4.40814249e-01 6.59651767e-02 5.34893350e-01
-1.20001241e-01]
[ 5.99921762e-03 -1.41617286e-01 5.23872664e-02 -4.31291713e-02
-4.55986943e-02 5.89097550e-02 -1.15667115e-01 2.37235036e-01
-1.22621521e-01 -1.59999539e-01 -6.64390006e-02 -7.32765717e-02
1.12109085e-01]
[ -2.02705068e-01 1.38454216e-01 -1.96022177e-02 1.39670478e-01
1.00029765e-01 -1.16192703e-01 1.42799890e-01 -6.31866264e-02
2.75383076e-01 -1.01156517e-01 2.88579504e-01 8.51506457e-01
5.65962515e-01]
[ 1.78878348e-01 -2.45322241e-01 -2.79698205e-01 -2.24731259e-02
-2.98147066e-01 -1.02739135e-04 2.96175795e-02 -3.80149137e-01
1.34144706e-01 -3.33196318e-01 -2.33847731e-01 -4.24745415e-01
-4.41050432e-02]
[ 1.05891925e-01 1.96477971e-02 1.01726748e-01 1.33530018e-02
-1.63208460e-02 6.95156466e-02 -1.07519329e-01 2.00019228e-02
1.03520795e-02 1.55689303e-01 1.34777893e-01 -5.69315600e-02
-1.63178699e-01]
[ -4.84590065e-01 -5.84898578e-01 -6.04930107e-01 -5.62763248e-01
-5.76214451e-01 -5.63444361e-01 -3.15953261e-01 -1.88483688e-01
-4.42031638e-01 -2.69159389e-01 -4.45698521e-01 -6.50539066e-01
-3.85915166e-01]
[ -4.18681169e-01 -5.74663733e-01 -3.25243567e-01 -3.42338005e-01
-4.04546511e-01 -5.60603688e-01 -4.40144970e-01 -4.81769570e-01
-3.01848398e-01 -2.03342866e-01 -4.07169153e-01 -2.39820750e-01
-2.65183948e-01]
[ -3.21989431e-01 -3.52233579e-01 -4.67006358e-01 -2.15522194e-01
-3.16115500e-01 -4.14271695e-01 -2.31231565e-01 -1.69308720e-01
-2.61360944e-01 -4.31612651e-01 -1.96274170e-01 -4.43223163e-01
-2.36901010e-01]
[ -4.73794259e-01 -3.49982061e-01 -3.77094897e-01 -1.50341400e-01
-3.37390152e-01 -2.15285818e-01 -1.20994454e-01 -4.25409869e-01
-2.86448148e-01 -4.46572275e-01 -1.39617075e-01 -1.78443803e-01
-1.78000312e-01]
[ -9.53370584e-01 -9.21363177e-01 -9.79901550e-01 -7.22806634e-01
-1.00917286e+00 -9.80663686e-01 -6.59500894e-01 -6.68150392e-01
-7.72427123e-01 -5.92996551e-01 -6.66245865e-01 -4.31331226e-01
-4.95569960e-01]
[ -5.06217559e-01 -2.65778330e-01 -4.65867898e-01 -3.06402716e-01
-3.49810812e-01 -3.57019324e-01 -5.56200267e-01 -5.59869720e-01
-6.40733589e-01 -1.28208350e-01 -4.18307937e-01 -5.64650785e-01
-4.27352110e-01]
[ -1.17793677e-01 2.27897703e-02 -3.34271598e-01 -3.99468782e-01
-1.05187795e-01 -7.24413754e-02 -1.47519415e-01 -2.76684920e-01
-1.36317830e-01 1.31996804e-01 -3.87506682e-01 -6.85786467e-01
-2.59275289e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60716585e-01 -1.08272880e-01 1.62354612e-01 -2.44675349e-01
-1.23811571e-01 1.13352069e-01 -1.38570808e-01 -4.48026804e-03
-9.31845516e-02 5.20290116e-02 -1.29978733e-01 -2.85470633e-01
3.27189354e-02]
[ -8.21731414e-02 -2.62321856e-01 -1.77608993e-01 -2.88143057e-01
-4.79394966e-01 -8.46746575e-02 -3.12934923e-02 1.30909051e-02
-5.16681013e-02 2.66798987e-02 -1.84610059e-01 -2.68346809e-01
-2.35751015e-01]
[ -7.44977390e-02 -4.92205288e-03 -2.40068111e-01 -2.46789219e-01
1.34142007e-01 -1.63101692e-01 -1.65472942e-01 5.39821449e-02
-5.90781569e-04 8.64116050e-03 -1.83659012e-01 -1.21830418e-02
5.08939356e-03]
[ 2.83571455e-02 -1.59603227e-01 -1.52165855e-01 -4.57717904e-02
-1.18344106e-01 -1.07586077e-01 7.37680126e-02 -1.72508692e-01
-4.04138677e-02 -4.25556352e-02 6.40872095e-03 -1.43812244e-01
4.24839940e-02]
[ -2.85100884e-01 -1.43185137e-01 -7.26937001e-02 -9.30733624e-02
-3.05783087e-01 -2.72886484e-01 -3.62605960e-01 5.60569814e-02
-3.01762858e-01 -2.11240382e-01 1.86213394e-01 3.03044915e-02
2.88647964e-01]
[ -2.16830761e-01 -1.26505891e-01 -8.36572571e-02 -6.18045266e-02
-8.21198826e-02 -1.15535266e-01 -5.35103160e-02 4.81541935e-02
-1.13755756e-01 -3.04356411e-03 3.71863528e-02 -1.17626550e-01
7.83436695e-03]
[ -1.54671085e-01 -6.47012756e-02 -2.24596961e-01 -3.24533527e-01
-1.49280913e-01 -1.99376492e-01 -2.52536139e-01 -7.34933036e-02
1.77801877e-01 -1.65546191e-01 -3.06090863e-01 -2.60587904e-01
-1.39718621e-01]
[ -3.67447753e-01 -7.04737303e-02 -1.45641150e-01 -1.75088330e-01
-5.50603703e-02 -3.10993624e-01 6.48260951e-02 -5.01353398e-02
-1.06178571e-01 9.83731063e-02 -1.17808964e-02 -1.64436261e-01
-1.55474092e-01]
[ -1.69082896e-01 -1.53828119e-01 -4.58084591e-02 -1.36149719e-01
-1.34289660e-01 -2.93756500e-01 -4.65319536e-02 -9.87179837e-02
-2.47109360e-01 5.30208217e-02 2.11391273e-01 1.30369050e-02
-1.77425504e-01]
[ -1.38383859e-01 -1.74796371e-01 -1.12952220e-01 -2.68805403e-01
9.28358105e-02 -1.82324606e-02 -2.15313687e-01 -1.53702033e-01
9.14317473e-02 -1.07536165e-01 -1.45146033e-01 -1.19069198e-01
-3.30242336e-01]
[ -4.49826320e-02 -3.07795087e-02 -1.49097917e-01 -3.35984526e-02
-2.26653216e-01 6.29917509e-02 -9.29233329e-02 -5.34622424e-02
-2.37008561e-01 -8.73061152e-02 -6.12931024e-02 -2.82114056e-01
-1.82484019e-01]
[ -7.33974946e-02 3.20412762e-02 -1.29886879e-01 -2.93944774e-01
1.25783791e-01 2.07282625e-02 -2.33680156e-01 -1.80735367e-01
1.07749729e-01 -7.83982574e-02 -2.57011279e-01 -1.96633388e-01
-2.89009039e-01]
[ 8.37507361e-02 -3.16185450e-01 -7.96092568e-02 -4.37809971e-01
-2.26975952e-01 -8.79580730e-02 7.41564104e-02 1.18486922e-01
7.51653765e-03 3.09816250e-01 -5.03719989e-01 -6.78361719e-01
4.08329832e-01]
[ -2.18055916e-01 -2.54814668e-01 -1.26582192e-01 -2.97236488e-01
-3.07595379e-01 -9.19524635e-02 2.12822781e-01 5.21541237e-02
3.08350079e-01 5.16685951e-02 -3.86802209e-01 -8.80357645e-01
6.12139110e-01]
[ -8.64817171e-03 -1.95350603e-01 2.69242995e-02 -2.97090323e-01
-1.76120333e-01 1.67450587e-01 2.04051155e-01 2.65566761e-01
-1.39261842e-02 2.51521564e-01 -1.96152044e-01 -9.06965829e-01
6.87045247e-01]
[ 6.25982086e-03 -4.97598297e-02 -1.20607972e-01 -1.10738924e-01
-1.80645446e-01 -4.52386284e-02 2.82891039e-01 1.65007569e-01
2.54359551e-01 3.74461006e-01 -4.46697985e-01 -7.69772643e-01
6.78141301e-01]
[ -7.93198643e-02 -2.84754494e-01 6.33636742e-02 -3.62556801e-01
-1.52078359e-01 1.18301179e-01 3.62481323e-01 1.41597150e-01
-5.63319492e-02 1.75983400e-01 -5.41222959e-01 -8.30993687e-01
8.13455947e-01]
[ 1.23622152e-01 -9.34626496e-02 1.98198310e-02 -1.70907270e-01
-8.44741984e-02 -1.68155865e-02 2.44004598e-01 3.64802477e-01
4.06459572e-01 2.73008077e-01 -5.33906752e-01 -7.23441373e-01
5.10457899e-01]
[ -9.35460923e-03 -1.29080191e-01 1.84861427e-02 2.59686040e-02
-8.34326087e-02 -2.83703762e-01 1.56085621e-02 2.89670963e-01
-3.15844775e-02 6.48422657e-02 -2.29759744e-01 -6.35362752e-01
2.25911830e-01]
[ 7.74036083e-02 1.21698999e-01 -1.94394924e-03 9.95274242e-02
-8.25191613e-02 -5.96193134e-02 -2.15637672e-01 -1.95690595e-01
-2.93867106e-01 -1.68057804e-01 -1.39486014e-01 3.41197399e-01
-1.95446809e-01]
[ 3.79634088e-02 -8.12854649e-02 1.38153075e-01 2.14618551e-01
2.58772468e-01 8.66626844e-03 -4.09809723e-01 -3.71167412e-01
-1.21243782e-01 -5.28197294e-01 1.86678375e-01 1.04638875e+00
-4.81428394e-01]
[ 3.45046893e-02 8.07889453e-02 -2.11920183e-01 4.89380026e-02
3.14603306e-02 -5.94001970e-04 -1.64977808e-01 -3.29849304e-01
-2.89114162e-01 -1.86039354e-01 -4.96571787e-02 -4.26768545e-02
-1.80952257e-01]
[ -5.51033964e-02 -2.15381910e-01 6.54568698e-02 8.90032146e-02
-1.33857208e-01 -1.33840045e-01 3.68204139e-02 -7.27193517e-03
8.04786600e-02 -3.65155569e-01 -3.11664425e-01 -2.65848925e-01
3.20471955e-02]
[ 1.53310871e-02 -2.74419419e-01 6.09863815e-02 -2.29456158e-01
-1.93634277e-01 -2.31066491e-01 -2.54099538e-01 5.88387017e-02
-2.50841949e-03 1.21103374e-01 -1.68437967e-01 6.54856487e-02
-4.21044985e-02]
[ 1.72959138e-01 5.41005037e-02 -1.03601270e-01 -2.05730617e-01
-5.61415953e-02 -1.01407004e-01 -1.87980538e-01 2.97551225e-02
-1.95450076e-01 -2.30939434e-01 -1.68773924e-01 2.09357534e-01
-1.29111275e-01]
[ -1.72093185e-01 -1.80572109e-01 -1.10429820e-01 -1.82254106e-01
-4.92625580e-02 2.70995429e-02 -1.89100785e-01 -1.89714780e-01
-1.41920871e-01 -1.20441741e-02 -1.90894279e-01 8.98427737e-02
-2.47296434e-01]
[ -3.32477954e-02 -2.13357764e-01 -1.57321812e-01 -1.94353448e-01
-5.28118452e-02 4.44664745e-02 -3.64221595e-02 -1.77786753e-02
-2.18029849e-01 -2.59337653e-01 -3.59147618e-02 -5.56465857e-02
-7.86398038e-02]
[ 1.15446020e-01 7.59443153e-02 -7.94636234e-03 -1.56438708e-01
-3.26527554e-01 8.31872422e-03 -1.47174462e-01 -2.60966266e-01
-3.12168290e-01 5.05156325e-02 -1.06464673e-01 -1.16032042e-02
-7.43890857e-02]
[ -6.36616431e-02 -1.08804653e-02 -2.83700358e-01 -9.51952610e-03
6.67573112e-02 1.55648350e-01 -2.29473077e-01 -1.74479737e-01
-5.15412436e-02 -5.70149518e-02 1.51731082e-01 4.76354830e-01
-5.31442273e-02]
[ 1.04476655e-01 3.55290131e-01 -2.06051498e-01 6.54014979e-01
1.22645658e-01 -2.34288875e-03 -2.58465533e-01 -4.02266585e-01
-2.64355838e-01 -4.06503509e-01 7.03516731e-01 1.00536699e+00
-7.65323132e-01]
[ -3.27715549e-02 1.94794335e-01 3.96305172e-02 2.23143338e-01
1.01147047e-02 -7.02724960e-02 -3.12280165e-01 -4.00442566e-01
-3.03651994e-01 -3.15766895e-01 5.01710095e-01 1.09042635e+00
-7.38378908e-01]
[ -5.16656325e-02 -1.17351074e-01 -1.61752600e-01 3.05255049e-01
-1.62028906e-01 2.32902240e-01 -1.16166042e-01 -2.74479325e-01
-2.70181255e-01 -4.95176793e-01 2.15724379e-01 5.28948221e-01
-3.85195974e-01]
[ 7.83129051e-02 -3.80847511e-01 -5.31170087e-02 -2.66725813e-02
-1.10136088e-01 1.99945264e-01 7.06651019e-02 1.54710321e-01
-1.70300358e-01 -5.23636239e-02 -6.46567336e-02 3.30697259e-01
-2.01128310e-01]
[ 2.03639080e-01 -2.92727255e-01 -1.21594239e-01 -8.84503644e-02
-2.09454588e-01 1.21930290e-01 1.78293982e-02 -1.51454618e-01
-5.07897105e-02 -1.06376052e-01 -1.36133681e-01 -1.76214809e-01
-1.02659505e-01]
[ -1.35217681e-01 -8.09117605e-02 3.84933690e-02 -2.54542095e-01
-5.79756619e-02 -1.41108734e-01 4.93490403e-02 -1.18880952e-02
-7.61375595e-02 -1.11765496e-02 -3.10549256e-01 -4.46813814e-01
-2.68970533e-02]
[ -1.40384966e-01 -1.37108376e-01 -6.82562524e-02 -2.54311836e-01
-3.46240178e-01 -2.88208413e-01 1.45821912e-01 1.15376675e-01
1.60430335e-02 9.38019620e-02 -2.19681419e-01 -7.14298756e-01
-2.44359778e-03]
[ -1.66712517e-01 -2.32652079e-01 -3.00037829e-01 -3.85791625e-01
-2.76616849e-01 -2.09744143e-01 -3.23988849e-01 7.92941666e-02
-3.28711678e-02 -3.89418269e-01 -3.41309372e-01 -3.97958860e-01
-3.66231526e-01]
[ -1.10180834e-01 1.16251649e-01 2.38952192e-02 -7.88839608e-03
-2.17316426e-01 -1.69915471e-01 -9.61837716e-02 3.13222710e-02
-9.27026648e-02 -1.55907639e-01 -1.88561324e-01 -3.10835443e-01
-4.22981235e-02]
[ -3.51865721e-01 -1.20903046e-01 -2.73615737e-01 1.53122396e-01
-2.01255844e-01 -2.27582772e-01 -8.05844342e-02 -1.56263329e-01
3.06254138e-02 -5.19205136e-02 7.14056432e-02 -2.84178540e-01
-3.71697015e-02]
[ -1.28479949e-01 -3.54054163e-02 -2.56901836e-01 4.64052721e-02
-2.17742726e-01 -2.78126150e-01 -3.70975335e-01 -4.41283780e-02
1.03138541e-02 -2.12875427e-01 -2.37081590e-01 -2.78799648e-01
-3.07505597e-02]
[ -2.18458510e-01 -5.34890725e-01 -3.34706389e-01 -3.07812391e-01
-3.30111809e-01 -2.27590858e-01 -6.70018579e-03 -2.83074661e-01
8.60890966e-02 -2.34580548e-01 -1.51408165e-01 -1.23134395e-01
-7.69189894e-02]
[ -2.14373310e-01 -2.97756393e-01 -3.15786080e-01 -1.37823964e-01
-9.57333471e-02 -1.48222205e-01 -7.84005713e-02 2.88944092e-04
-1.88162213e-01 -5.04281328e-01 -2.43731910e-01 -1.68658031e-01
5.28998322e-02]
[ -1.21429401e-01 1.19338354e-02 -2.39797794e-01 -4.70663619e-01
-2.42044239e-01 -2.60015961e-01 -4.00926265e-02 -3.36755936e-01
6.70494013e-02 -6.30591914e-02 -3.72247878e-01 -1.49760743e-01
-3.54935172e-01]]
Progress: 13.0% ... Training loss: 0.301 ... Validation loss: 0.454[[-0.05376181]
[ 0.28045446]
[-0.16694281]
[ 0.8240411 ]
[ 0.27476475]
[-0.00646951]
[-0.87558559]
[-0.9997871 ]
[-0.70630242]
[-1.00908777]
[ 1.09504282]
[ 2.75516446]
[-1.71779553]]
[[ -5.36470099e-01 -5.11247934e-01 -5.81522165e-01 -1.60291633e-01
-3.15244186e-01 -5.90815829e-01 -3.23042813e-01 -3.23141468e-01
-5.08849693e-01 -4.23283140e-01 4.51540734e-02 4.85970018e-01
-8.91263982e-02]
[ 6.00553726e-03 -1.41726028e-01 5.24447304e-02 -4.34357016e-02
-4.57028753e-02 5.89041551e-02 -1.15407442e-01 2.37687961e-01
-1.22456602e-01 -1.59582263e-01 -6.69819649e-02 -7.42467339e-02
1.12898248e-01]
[ -2.02767558e-01 1.35848030e-01 -1.93261594e-02 1.31843156e-01
9.78023164e-02 -1.16165008e-01 1.50604171e-01 -5.87351088e-02
2.82030240e-01 -9.86037291e-02 2.76421622e-01 8.32244881e-01
5.96285997e-01]
[ 1.78523321e-01 -2.38913388e-01 -2.82480906e-01 -3.23666445e-03
-2.91744718e-01 1.35615877e-04 1.24906021e-02 -4.10691745e-01
1.23462948e-01 -3.59220093e-01 -1.96905669e-01 -3.37032804e-01
-8.25094329e-02]
[ 1.06106684e-01 1.74093333e-02 1.03286320e-01 6.26730430e-03
-1.81267234e-02 6.93817724e-02 -1.06078329e-01 3.02356054e-02
1.34731149e-02 1.70785680e-01 1.18622534e-01 -9.87988044e-02
-1.56260469e-01]
[ -4.84329211e-01 -5.87268944e-01 -6.03731086e-01 -5.69869803e-01
-5.78659238e-01 -5.63591452e-01 -3.08169248e-01 -1.73849483e-01
-4.37049978e-01 -2.56053689e-01 -4.59005943e-01 -6.84855741e-01
-3.73680313e-01]
[ -4.18635792e-01 -5.75379459e-01 -3.24948515e-01 -3.44841258e-01
-4.04991079e-01 -5.60626389e-01 -4.38853498e-01 -4.79904455e-01
-3.01125237e-01 -2.00742772e-01 -4.10512387e-01 -2.48441128e-01
-2.62445646e-01]
[ -3.21839683e-01 -3.55154716e-01 -4.66000179e-01 -2.24615609e-01
-3.19016611e-01 -4.14351631e-01 -2.20677585e-01 -1.55462199e-01
-2.53596697e-01 -4.21247168e-01 -2.11684057e-01 -4.78129067e-01
-2.09945243e-01]
[ -4.73650775e-01 -3.51343055e-01 -3.76488966e-01 -1.55497958e-01
-3.38741167e-01 -2.15370434e-01 -1.15805394e-01 -4.20418522e-01
-2.82391419e-01 -4.41448822e-01 -1.46917425e-01 -1.95336987e-01
-1.67635646e-01]
[ -9.52863147e-01 -9.27491137e-01 -9.77306182e-01 -7.42861229e-01
-1.01531148e+00 -9.80953144e-01 -6.37644565e-01 -6.36936856e-01
-7.57408561e-01 -5.66862506e-01 -6.99981318e-01 -5.15529397e-01
-4.50609952e-01]
[ -5.06128285e-01 -2.67054823e-01 -4.65304170e-01 -3.10359278e-01
-3.51010632e-01 -3.57067075e-01 -5.53021305e-01 -5.55280645e-01
-6.38109521e-01 -1.22549578e-01 -4.24822689e-01 -5.78562715e-01
-4.18793763e-01]
[ -1.17790925e-01 2.28260005e-02 -3.34324512e-01 -3.99317407e-01
-1.04990832e-01 -7.24385096e-02 -1.47736180e-01 -2.77150343e-01
-1.36434662e-01 1.31398717e-01 -3.86617370e-01 -6.82412508e-01
-2.60500057e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60639211e-01 -1.08898420e-01 1.62791587e-01 -2.46776076e-01
-1.24613811e-01 1.13306234e-01 -1.36800187e-01 1.97730962e-04
-9.19506013e-02 5.59586125e-02 -1.34165636e-01 -2.95920746e-01
3.55437657e-02]
[ -8.20661353e-02 -2.63416432e-01 -1.77089873e-01 -2.91129539e-01
-4.80323121e-01 -8.47374240e-02 -2.77472581e-02 1.94309678e-02
-4.96447614e-02 3.28222217e-02 -1.90814834e-01 -2.84714744e-01
-2.30884084e-01]
[ -7.44674824e-02 -5.29404305e-03 -2.39883342e-01 -2.47870868e-01
1.33800185e-01 -1.63111538e-01 -1.64010535e-01 5.65727571e-02
1.96162638e-04 1.09598859e-02 -1.85636887e-01 -1.68876924e-02
8.14910103e-03]
[ 2.84339487e-02 -1.60112607e-01 -1.51893372e-01 -4.79502908e-02
-1.18908950e-01 -1.07619802e-01 7.59110233e-02 -1.70316255e-01
-3.86661125e-02 -4.02131234e-02 3.68591430e-03 -1.51142374e-01
4.71134549e-02]
[ -2.85097873e-01 -1.43323688e-01 -7.26296517e-02 -9.43069653e-02
-3.06004972e-01 -2.72889620e-01 -3.62322788e-01 5.67361528e-02
-3.01494051e-01 -2.10428719e-01 1.84213542e-01 2.47346696e-02
2.90693597e-01]
[ -2.16808600e-01 -1.27578451e-01 -8.34218264e-02 -6.42591629e-02
-8.29036888e-02 -1.15557241e-01 -5.12775007e-02 5.11800930e-02
-1.12818122e-01 -9.69127360e-04 3.30777529e-02 -1.23653261e-01
1.24855652e-02]
[ -1.54643256e-01 -6.52735482e-02 -2.24393593e-01 -3.25485784e-01
-1.49827835e-01 -1.99389216e-01 -2.50569972e-01 -7.05997924e-02
1.79691550e-01 -1.63770556e-01 -3.07711059e-01 -2.67866338e-01
-1.34697195e-01]
[ -3.67414849e-01 -7.11369430e-02 -1.45426493e-01 -1.77138211e-01
-5.56922562e-02 -3.11009499e-01 6.73007379e-02 -4.67742225e-02
-1.04070920e-01 1.01770666e-01 -1.55204269e-02 -1.71073420e-01
-1.48917356e-01]
[ -1.69032818e-01 -1.54560997e-01 -4.54650592e-02 -1.39740837e-01
-1.35153637e-01 -2.93781602e-01 -4.26137270e-02 -9.48783301e-02
-2.44787836e-01 5.64802184e-02 2.05629090e-01 -6.46205832e-04
-1.67704968e-01]
[ -1.38313497e-01 -1.75471940e-01 -1.12631967e-01 -2.71247766e-01
9.20970505e-02 -1.82774306e-02 -2.13218763e-01 -1.51258126e-01
9.34595165e-02 -1.05552697e-01 -1.48805734e-01 -1.28877396e-01
-3.26507622e-01]
[ -4.49410480e-02 -3.12548904e-02 -1.48908106e-01 -3.51857229e-02
-2.27018553e-01 6.29645820e-02 -9.14317891e-02 -5.17485993e-02
-2.36079218e-01 -8.56259448e-02 -6.34849777e-02 -2.86980259e-01
-1.79475358e-01]
[ -7.33374007e-02 3.16049645e-02 -1.29765012e-01 -2.95146070e-01
1.25431942e-01 2.06970416e-02 -2.32245397e-01 -1.79156193e-01
1.09001136e-01 -7.71190177e-02 -2.58197870e-01 -1.98647064e-01
-2.86835284e-01]
[ 8.37550702e-02 -3.16254712e-01 -7.95713953e-02 -4.38089086e-01
-2.27028557e-01 -8.79640009e-02 7.43333932e-02 1.18649254e-01
7.49330569e-03 3.10286010e-01 -5.04090293e-01 -6.78231849e-01
4.08450963e-01]
[ -2.18053243e-01 -2.54855114e-01 -1.26592095e-01 -2.97612576e-01
-3.07713484e-01 -9.19552015e-02 2.13556664e-01 5.25909713e-02
3.08695374e-01 5.17390573e-02 -3.87527317e-01 -8.82951879e-01
6.13501301e-01]
[ -8.63070648e-03 -1.95512657e-01 2.70145866e-02 -2.97761430e-01
-1.76272039e-01 1.67437947e-01 2.04897691e-01 2.66460343e-01
-1.35140913e-02 2.52403473e-01 -1.97058670e-01 -9.08276800e-01
6.89084148e-01]
[ 6.27082753e-03 -4.98726167e-02 -1.20571352e-01 -1.11527085e-01
-1.80776781e-01 -4.52440091e-02 2.84007546e-01 1.65537768e-01
2.55053764e-01 3.75081618e-01 -4.47881935e-01 -7.73696118e-01
6.80682287e-01]
[ -7.93077348e-02 -2.84945076e-01 6.34445546e-02 -3.63275905e-01
-1.52293124e-01 1.18294281e-01 3.63248234e-01 1.42827622e-01
-5.58345662e-02 1.76945999e-01 -5.42409799e-01 -8.34818778e-01
8.15899260e-01]
[ 1.23632983e-01 -9.35589114e-02 1.98459416e-02 -1.71270359e-01
-8.45660498e-02 -1.68196327e-02 2.44510939e-01 3.65415493e-01
4.07016762e-01 2.73313310e-01 -5.34345946e-01 -7.25247686e-01
5.11955201e-01]
[ -9.27105555e-03 -1.29764179e-01 1.87319680e-02 2.31083574e-02
-8.40526428e-02 -2.83731225e-01 1.87997224e-02 2.93203746e-01
-2.89431284e-02 6.77481466e-02 -2.33722292e-01 -6.45519192e-01
2.34445616e-01]
[ 7.74199955e-02 1.21522496e-01 -1.84985393e-03 9.95690573e-02
-8.26133800e-02 -5.96278916e-02 -2.15185550e-01 -1.95465702e-01
-2.93445495e-01 -1.67151883e-01 -1.39070396e-01 3.41005114e-01
-1.95167426e-01]
[ 3.79995538e-02 -8.12607935e-02 1.38289471e-01 2.15340135e-01
2.58684750e-01 8.64226377e-03 -4.10190071e-01 -3.69313555e-01
-1.21349515e-01 -5.27032644e-01 1.87278402e-01 1.04650732e+00
-4.84724376e-01]
[ 3.44899917e-02 8.08538726e-02 -2.11945920e-01 4.92093297e-02
3.15200306e-02 -5.87378460e-04 -1.65188227e-01 -3.30148521e-01
-2.89177614e-01 -1.86405820e-01 -4.94519482e-02 -4.25604219e-02
-1.81294208e-01]
[ -5.50698559e-02 -2.15719213e-01 6.55959977e-02 8.71727518e-02
-1.34294143e-01 -1.33854299e-01 3.85510973e-02 -5.37522398e-03
8.15867718e-02 -3.63737303e-01 -3.14287010e-01 -2.72332724e-01
3.61438862e-02]
[ 1.53621760e-02 -2.75287736e-01 6.12537542e-02 -2.32400829e-01
-1.94482491e-01 -2.31085969e-01 -2.51622528e-01 6.13682678e-02
-5.23660177e-04 1.24124348e-01 -1.73089515e-01 5.75384332e-02
-3.59100547e-02]
[ 1.73072835e-01 5.24768907e-02 -1.03057483e-01 -2.10287421e-01
-5.76322328e-02 -1.01466938e-01 -1.83620493e-01 3.56302821e-02
-1.91692224e-01 -2.26291563e-01 -1.76397639e-01 1.92753161e-01
-1.17422880e-01]
[ -1.72063468e-01 -1.80984597e-01 -1.10230696e-01 -1.83590040e-01
-4.96391183e-02 2.70793143e-02 -1.88286988e-01 -1.88400422e-01
-1.41010796e-01 -1.03296610e-02 -1.92884674e-01 8.46547917e-02
-2.44551431e-01]
[ -3.32304988e-02 -2.13646268e-01 -1.57210648e-01 -1.95209010e-01
-5.30608227e-02 4.44570309e-02 -3.55242494e-02 -1.67058082e-02
-2.17455914e-01 -2.58513811e-01 -3.73597609e-02 -5.92943380e-02
-7.64981522e-02]
[ 1.15458053e-01 7.55852006e-02 -7.85724037e-03 -1.57786397e-01
-3.26924160e-01 8.30887001e-03 -1.45679375e-01 -2.59321420e-01
-3.11517327e-01 5.16456480e-02 -1.09003643e-01 -1.29344641e-02
-7.20332158e-02]
[ -6.37097884e-02 -1.03703839e-02 -2.83856138e-01 -7.85091418e-03
6.73377666e-02 1.55676869e-01 -2.30854505e-01 -1.75900694e-01
-5.28007892e-02 -5.83897068e-02 1.53993600e-01 4.82542704e-01
-5.71406202e-02]
[ 1.04473097e-01 3.55202808e-01 -2.06034654e-01 6.53818418e-01
1.22551109e-01 -2.34251154e-03 -2.58158858e-01 -4.01901246e-01
-2.64249159e-01 -4.06410903e-01 7.03250774e-01 1.00588821e+00
-7.64557055e-01]
[ -3.27126043e-02 1.94103981e-01 4.00026254e-02 2.21646292e-01
9.53255836e-03 -7.03153317e-02 -3.11255422e-01 -3.97660248e-01
-3.03152348e-01 -3.12832528e-01 4.98831230e-01 1.08058182e+00
-7.38874211e-01]
[ -5.15571353e-02 -1.18373076e-01 -1.61302416e-01 3.01808962e-01
-1.62939559e-01 2.32837024e-01 -1.13151903e-01 -2.70237815e-01
-2.67873938e-01 -4.91055670e-01 2.10663749e-01 5.16806920e-01
-3.80134788e-01]
[ 7.83346099e-02 -3.81011980e-01 -5.30196891e-02 -2.75764113e-02
-1.10368826e-01 1.99932227e-01 7.16860215e-02 1.56347109e-01
-1.69785288e-01 -5.11320670e-02 -6.62104846e-02 3.25454232e-01
-1.98916831e-01]
[ 2.03647230e-01 -2.92805026e-01 -1.21562420e-01 -8.85887607e-02
-2.09529962e-01 1.21926668e-01 1.80878012e-02 -1.51106021e-01
-5.05952344e-02 -1.05985862e-01 -1.36415474e-01 -1.77033847e-01
-1.02231082e-01]
[ -1.35217412e-01 -8.10738182e-02 3.85514070e-02 -2.55099344e-01
-5.81752647e-02 -1.41108696e-01 4.99517612e-02 -1.02536343e-02
-7.59222570e-02 -1.01763176e-02 -3.12125548e-01 -4.52757947e-01
-2.48357565e-02]
[ -1.40348573e-01 -1.37451079e-01 -6.80827392e-02 -2.55207569e-01
-3.46566482e-01 -2.88222735e-01 1.46820053e-01 1.17613532e-01
1.66274729e-02 9.59253300e-02 -2.21261635e-01 -7.17105654e-01
-5.87887506e-04]
[ -1.66518273e-01 -2.34240405e-01 -2.99298418e-01 -3.91153499e-01
-2.78345844e-01 -2.09851479e-01 -3.19495875e-01 8.75011748e-02
-2.92362060e-02 -3.83468154e-01 -3.49255965e-01 -4.13843356e-01
-3.62012988e-01]
[ -1.10144617e-01 1.15583247e-01 2.42076451e-02 -8.94060134e-03
-2.17863901e-01 -1.69939581e-01 -9.47122717e-02 3.43250995e-02
-9.17401608e-02 -1.53027438e-01 -1.91139145e-01 -3.17598192e-01
-3.85923033e-02]
[ -3.51766237e-01 -1.22290607e-01 -2.73043402e-01 1.47492872e-01
-2.02573437e-01 -2.27639184e-01 -7.64088721e-02 -1.50560646e-01
3.39623506e-02 -4.57875422e-02 6.24422830e-02 -3.04786120e-01
-2.51151265e-02]
[ -1.28417774e-01 -3.62622084e-02 -2.56580095e-01 4.36437748e-02
-2.18577168e-01 -2.78160524e-01 -3.68325674e-01 -4.08660295e-02
1.26945024e-02 -2.09683573e-01 -2.40720507e-01 -2.87790146e-01
-2.30447030e-02]
[ -2.18407530e-01 -5.35487104e-01 -3.34420434e-01 -3.10230695e-01
-3.30797636e-01 -2.27620135e-01 -3.41834602e-03 -2.79318523e-01
8.82881627e-02 -2.30990974e-01 -1.56302392e-01 -1.40195979e-01
-6.91902328e-02]
[ -2.14332561e-01 -2.98825678e-01 -3.15363474e-01 -1.41163734e-01
-9.67815993e-02 -1.48253229e-01 -7.38360973e-02 7.17650678e-03
-1.86069694e-01 -5.00049795e-01 -2.50199174e-01 -1.79435686e-01
6.20687981e-02]
[ -1.21313787e-01 1.07323576e-02 -2.39346087e-01 -4.73960225e-01
-2.43023137e-01 -2.60067772e-01 -3.59101123e-02 -3.32237319e-01
6.99685634e-02 -5.78407088e-02 -3.77120588e-01 -1.64412323e-01
-3.47224096e-01]]
Progress: 13.1% ... Training loss: 0.264 ... Validation loss: 0.474[[ -4.84576565e-02]
[ 2.85470698e-01]
[ -1.60532721e-01]
[ 8.38349543e-01]
[ 2.81026117e-01]
[ 4.94469363e-04]
[ -8.58958950e-01]
[ -9.87492765e-01]
[ -6.97716771e-01]
[ -9.98464835e-01]
[ 1.10715842e+00]
[ 2.77309646e+00]
[ -1.70290187e+00]]
[[ -5.36487150e-01 -5.10718772e-01 -5.81709499e-01 -1.56405360e-01
-3.14592731e-01 -5.90824369e-01 -3.25549129e-01 -3.25024980e-01
-5.09793034e-01 -4.23352388e-01 4.97373593e-02 4.95633531e-01
-9.66390453e-02]
[ 5.96497657e-03 -1.41581557e-01 5.22772503e-02 -4.28373713e-02
-4.55691038e-02 5.89000181e-02 -1.16110920e-01 2.35725487e-01
-1.22795029e-01 -1.61256816e-01 -6.59588465e-02 -7.30067126e-02
1.11334354e-01]
[ -2.02916359e-01 1.35349957e-01 -1.89867134e-02 1.34492965e-01
9.74111914e-02 -1.16178915e-01 1.51980585e-01 -5.51132143e-02
2.84585755e-01 -9.47992810e-02 2.78130315e-01 8.44055769e-01
6.05736247e-01]
[ 1.78439722e-01 -2.36680284e-01 -2.83155778e-01 3.22365842e-03
-2.89939604e-01 1.22355277e-04 6.44549980e-03 -4.17226354e-01
1.17697035e-01 -3.64403046e-01 -1.86463323e-01 -3.12757227e-01
-9.67874275e-02]
[ 1.06544898e-01 1.55280423e-02 1.03850477e-01 -8.76013221e-04
-2.00149408e-02 6.94284334e-02 -9.95665342e-02 3.45242360e-02
1.92231666e-02 1.76874679e-01 1.08773747e-01 -1.15256392e-01
-1.46023760e-01]
[ -4.84392339e-01 -5.87055857e-01 -6.03941031e-01 -5.69372779e-01
-5.78408294e-01 -5.63598661e-01 -3.09959147e-01 -1.76107355e-01
-4.38052932e-01 -2.58179429e-01 -4.59221361e-01 -6.85766939e-01
-3.79290255e-01]
[ -4.18574444e-01 -5.75721747e-01 -3.24837758e-01 -3.44998973e-01
-4.05236603e-01 -5.60620832e-01 -4.38553923e-01 -4.79966168e-01
-3.00679861e-01 -1.99650729e-01 -4.11676028e-01 -2.47726286e-01
-2.65155905e-01]
[ -3.22079194e-01 -3.54001198e-01 -4.66650126e-01 -2.19045496e-01
-3.17967645e-01 -4.14378412e-01 -2.27128125e-01 -1.60969858e-01
-2.56998011e-01 -4.26466447e-01 -2.03974640e-01 -4.58443828e-01
-2.22754242e-01]
[ -4.73709236e-01 -3.50761257e-01 -3.76672305e-01 -1.53409388e-01
-3.38247556e-01 -2.15381181e-01 -1.18115493e-01 -4.21472819e-01
-2.83782632e-01 -4.42998859e-01 -1.43798393e-01 -1.84731799e-01
-1.71798365e-01]
[ -9.53241585e-01 -9.25883995e-01 -9.78309561e-01 -7.34645428e-01
-1.01386946e+00 -9.80994219e-01 -6.46948742e-01 -6.45741302e-01
-7.63208492e-01 -5.75881403e-01 -6.89566978e-01 -4.82791368e-01
-4.75127244e-01]
[ -5.06170188e-01 -2.66687360e-01 -4.65462007e-01 -3.09354758e-01
-3.50602025e-01 -3.57073572e-01 -5.54702065e-01 -5.57070814e-01
-6.38714121e-01 -1.23526543e-01 -4.23822275e-01 -5.78783077e-01
-4.20875153e-01]
[ -1.17670337e-01 2.24575107e-02 -3.34095768e-01 -4.00539735e-01
-1.05293470e-01 -7.24301195e-02 -1.47002207e-01 -2.75437267e-01
-1.35380239e-01 1.33591565e-01 -3.88582734e-01 -6.84836102e-01
-2.59193295e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60648431e-01 -1.08959559e-01 1.62782456e-01 -2.47013779e-01
-1.24667489e-01 1.13304689e-01 -1.37326880e-01 4.18143966e-04
-9.22574900e-02 5.59150488e-02 -1.35369449e-01 -2.99635378e-01
3.38593948e-02]
[ -8.20696100e-02 -2.63446205e-01 -1.77137595e-01 -2.91032538e-01
-4.80283317e-01 -8.47371414e-02 -2.80083988e-02 1.85516456e-02
-4.97682818e-02 3.20423435e-02 -1.90590698e-01 -2.84426891e-01
-2.32591874e-01]
[ -7.44849693e-02 -5.18400553e-03 -2.39927401e-01 -2.46900421e-01
1.34015786e-01 -1.63113610e-01 -1.64746735e-01 5.57881669e-02
-2.40043840e-04 1.08102024e-02 -1.84226612e-01 -1.37414668e-02
5.22649760e-03]
[ 2.84934443e-02 -1.60219130e-01 -1.51946334e-01 -4.88233695e-02
-1.18988149e-01 -1.07615782e-01 7.58639877e-02 -1.70776304e-01
-3.85453219e-02 -4.01965399e-02 2.29819369e-03 -1.52442212e-01
4.53296099e-02]
[ -2.85047725e-01 -1.43594027e-01 -7.24744129e-02 -9.50030902e-02
-3.06310012e-01 -2.72883943e-01 -3.61394952e-01 5.77526100e-02
-3.00748032e-01 -2.09256262e-01 1.83286783e-01 2.13095679e-02
2.93032369e-01]
[ -2.16843877e-01 -1.27572138e-01 -8.34240001e-02 -6.32535756e-02
-8.28674184e-02 -1.15560259e-01 -5.15830117e-02 5.07180119e-02
-1.13008687e-01 -1.37977654e-03 3.36147906e-02 -1.19633472e-01
1.10116381e-02]
[ -1.54535839e-01 -6.65116927e-02 -2.23948286e-01 -3.28425163e-01
-1.50822261e-01 -1.99376653e-01 -2.47681918e-01 -6.64321533e-02
1.82805214e-01 -1.60069261e-01 -3.12003078e-01 -2.77677521e-01
-1.26613242e-01]
[ -3.67580357e-01 -6.97945214e-02 -1.46008622e-01 -1.72522283e-01
-5.45072318e-02 -3.11029646e-01 6.20439009e-02 -5.21009758e-02
-1.07736094e-01 9.69693963e-02 -9.27522652e-03 -1.55945942e-01
-1.60378049e-01]
[ -1.69172964e-01 -1.53838713e-01 -4.58003958e-02 -1.37316605e-01
-1.34660094e-01 -2.93794357e-01 -4.53169283e-02 -9.74900846e-02
-2.46752270e-01 5.41566138e-02 2.09070048e-01 8.70053328e-03
-1.73452719e-01]
[ -1.38439499e-01 -1.74643985e-01 -1.12885090e-01 -2.67784445e-01
9.28517778e-02 -1.82941436e-02 -2.16173691e-01 -1.52936268e-01
9.11170916e-02 -1.07593175e-01 -1.44447780e-01 -1.16332361e-01
-3.31837068e-01]
[ -4.49979636e-02 -3.08210610e-02 -1.49143129e-01 -3.42047479e-02
-2.26653489e-01 6.29546763e-02 -9.29064556e-02 -5.36536819e-02
-2.36836498e-01 -8.75599012e-02 -6.16589491e-02 -2.82560612e-01
-1.81940581e-01]
[ -7.33001828e-02 3.14741586e-02 -1.29736373e-01 -2.95959280e-01
1.25322249e-01 2.07014733e-02 -2.32046036e-01 -1.79334467e-01
1.09457049e-01 -7.73292845e-02 -2.58979762e-01 -1.99195003e-01
-2.87974281e-01]
[ 8.37326694e-02 -3.16193677e-01 -7.96068720e-02 -4.38016243e-01
-2.26977002e-01 -8.79659321e-02 7.39758285e-02 1.18273248e-01
7.22780632e-03 3.10094066e-01 -5.04140849e-01 -6.78626414e-01
4.07953964e-01]
[ -2.18063367e-01 -2.54817871e-01 -1.26633945e-01 -2.97443239e-01
-3.07674988e-01 -9.19565709e-02 2.13233748e-01 5.22580237e-02
3.08449247e-01 5.13437257e-02 -3.87287375e-01 -8.82510601e-01
6.12841420e-01]
[ -8.63642411e-03 -1.95571722e-01 2.70501144e-02 -2.98206563e-01
-1.76356292e-01 1.67438128e-01 2.04768999e-01 2.66657465e-01
-1.36424528e-02 2.52664454e-01 -1.97784668e-01 -9.10142631e-01
6.89669674e-01]
[ 6.26016588e-03 -4.97808095e-02 -1.20607637e-01 -1.11240410e-01
-1.80720766e-01 -4.52451054e-02 2.83624256e-01 1.65116707e-01
2.54798662e-01 3.74718588e-01 -4.47583424e-01 -7.73078097e-01
6.79878095e-01]
[ -7.93489826e-02 -2.84751214e-01 6.33151493e-02 -3.62662717e-01
-1.52095427e-01 1.18288502e-01 3.62177519e-01 1.41800919e-01
-5.64895532e-02 1.75914972e-01 -5.41800358e-01 -8.34136236e-01
8.13984943e-01]
[ 1.23605609e-01 -9.34554164e-02 1.97534214e-02 -1.70964567e-01
-8.44491463e-02 -1.68240231e-02 2.44337518e-01 3.64890606e-01
4.06863951e-01 2.72743492e-01 -5.34205182e-01 -7.26622098e-01
5.11808632e-01]
[ -9.22506383e-03 -1.29968514e-01 1.88070177e-02 2.25354568e-02
-8.42032365e-02 -2.83726890e-01 1.99807936e-02 2.94448938e-01
-2.78794231e-02 6.84501357e-02 -2.34506265e-01 -6.48219298e-01
2.36808367e-01]
[ 7.72947340e-02 1.22358427e-01 -2.16791365e-03 1.03411799e-01
-8.19026035e-02 -5.96415241e-02 -2.19068554e-01 -1.98539199e-01
-2.96036413e-01 -1.70048592e-01 -1.34315764e-01 3.56396100e-01
-2.03276534e-01]
[ 3.80294228e-02 -8.13467348e-02 1.38389727e-01 2.15167968e-01
2.58561108e-01 8.64652802e-03 -4.09944298e-01 -3.68396849e-01
-1.21178692e-01 -5.26275297e-01 1.86967440e-01 1.04655115e+00
-4.84856961e-01]
[ 3.44833800e-02 8.08894312e-02 -2.11968057e-01 4.93905193e-02
3.15605727e-02 -5.88067519e-04 -1.65327003e-01 -3.30339491e-01
-2.89289006e-01 -1.86641493e-01 -4.90996705e-02 -4.15661464e-02
-1.81825275e-01]
[ -5.50851079e-02 -2.15673887e-01 6.55295150e-02 8.72959809e-02
-1.34270427e-01 -1.33855841e-01 3.82855807e-02 -6.05650341e-03
8.15043117e-02 -3.64303853e-01 -3.14166506e-01 -2.72361591e-01
3.59215808e-02]
[ 1.52975640e-02 -2.75051971e-01 6.10325433e-02 -2.31677942e-01
-1.94269681e-01 -2.31092262e-01 -2.52476571e-01 5.90419631e-02
-1.22805400e-03 1.21930862e-01 -1.71805085e-01 5.97069250e-02
-3.77182030e-02]
[ 1.73068215e-01 5.21478207e-02 -1.02882450e-01 -2.11238840e-01
-5.80082879e-02 -1.01465944e-01 -1.82379535e-01 3.73736323e-02
-1.90416400e-01 -2.24728492e-01 -1.78967610e-01 1.89187565e-01
-1.13607192e-01]
[ -1.72064284e-01 -1.80980200e-01 -1.10309517e-01 -1.83932808e-01
-4.95730786e-02 2.70791369e-02 -1.88511291e-01 -1.89553013e-01
-1.41082627e-01 -1.12423433e-02 -1.92766304e-01 8.52335634e-02
-2.44306284e-01]
[ -3.32311629e-02 -2.13671713e-01 -1.57198332e-01 -1.96142853e-01
-5.32363218e-02 4.44560772e-02 -3.47668341e-02 -1.60398915e-02
-2.16725177e-01 -2.58173419e-01 -3.90272901e-02 -6.30781906e-02
-7.33107039e-02]
[ 1.15395712e-01 7.57571965e-02 -7.99807544e-03 -1.57221851e-01
-3.26773504e-01 8.30194319e-03 -1.46925350e-01 -2.60661191e-01
-3.11735369e-01 5.04884849e-02 -1.07991264e-01 -8.47728844e-03
-7.46435882e-02]
[ -6.37188174e-02 -1.02823883e-02 -2.83889138e-01 -7.49959073e-03
6.74258187e-02 1.55674706e-01 -2.31182133e-01 -1.76125141e-01
-5.30432989e-02 -5.86788252e-02 1.54487199e-01 4.83876828e-01
-5.79307887e-02]
[ 1.04664896e-01 3.54050477e-01 -2.05503081e-01 6.50467310e-01
1.21598065e-01 -2.32367641e-03 -2.55855310e-01 -3.97069210e-01
-2.62096717e-01 -4.01877867e-01 6.97749210e-01 9.97676411e-01
-7.61229956e-01]
[ -3.27432770e-02 1.94642090e-01 3.98134436e-02 2.23909578e-01
1.01549428e-02 -7.03200931e-02 -3.13285628e-01 -3.99310504e-01
-3.04772916e-01 -3.14235522e-01 5.02836690e-01 1.08647469e+00
-7.44906725e-01]
[ -5.16070929e-02 -1.17926745e-01 -1.61479735e-01 3.04673149e-01
-1.62381353e-01 2.32830192e-01 -1.14925553e-01 -2.72164476e-01
-2.69255693e-01 -4.92101914e-01 2.14854079e-01 5.26692319e-01
-3.87606970e-01]
[ 7.82880618e-02 -3.80703349e-01 -5.31935516e-02 -2.56404874e-02
-1.10042810e-01 1.99925998e-01 7.00735251e-02 1.54307063e-01
-1.70933080e-01 -5.26942911e-02 -6.36761498e-02 3.32668194e-01
-2.03852726e-01]
[ 2.03659953e-01 -2.92867424e-01 -1.21525297e-01 -8.89130065e-02
-2.09607415e-01 1.21928303e-01 1.84101212e-02 -1.50729243e-01
-5.03798402e-02 -1.05691361e-01 -1.36887683e-01 -1.78324597e-01
-1.01310758e-01]
[ -1.35214824e-01 -8.10879542e-02 3.85568136e-02 -2.55153335e-01
-5.81911952e-02 -1.41108410e-01 5.00114988e-02 -1.01971946e-02
-7.58715769e-02 -1.01366013e-02 -3.12190964e-01 -4.52942630e-01
-2.46763417e-02]
[ -1.40397383e-01 -1.37109723e-01 -6.82310488e-02 -2.54359150e-01
-3.46321880e-01 -2.88227680e-01 1.45250463e-01 1.15985882e-01
1.54923111e-02 9.44452770e-02 -2.19819040e-01 -7.13312839e-01
-3.81690470e-03]
[ -1.66274167e-01 -2.35203695e-01 -2.98852336e-01 -3.95236184e-01
-2.79272075e-01 -2.09824972e-01 -3.17274427e-01 9.16249663e-02
-2.73528861e-02 -3.79926459e-01 -3.54529823e-01 -4.24395495e-01
-3.60929498e-01]
[ -1.10326032e-01 1.16464519e-01 2.36812263e-02 -5.24035326e-03
-2.17157858e-01 -1.69957521e-01 -9.85005355e-02 2.96593915e-02
-9.42490405e-02 -1.57127644e-01 -1.86416721e-01 -3.04642205e-01
-4.69457098e-02]
[ -3.51943489e-01 -1.21215249e-01 -2.73450438e-01 1.51869197e-01
-2.01637118e-01 -2.27663221e-01 -8.03909659e-02 -1.53424105e-01
3.06833823e-02 -4.90431557e-02 6.74819403e-02 -2.92725679e-01
-3.24628961e-02]
[ -1.28402688e-01 -3.66921464e-02 -2.56453586e-01 4.36433385e-02
-2.18898773e-01 -2.78155369e-01 -3.67893837e-01 -4.03248984e-02
1.32218240e-02 -2.08626996e-01 -2.41500823e-01 -2.87322000e-01
-2.27395387e-02]
[ -2.18397969e-01 -5.35645926e-01 -3.34268735e-01 -3.10216022e-01
-3.30987713e-01 -2.27618347e-01 -3.09540386e-03 -2.78096130e-01
8.88810666e-02 -2.29781566e-01 -1.56645347e-01 -1.41174715e-01
-6.77755722e-02]
[ -2.14548287e-01 -2.97380912e-01 -3.16083437e-01 -1.36044784e-01
-9.51734956e-02 -1.48282611e-01 -7.97162030e-02 -3.61035489e-04
-1.89490315e-01 -5.06188806e-01 -2.43025573e-01 -1.61849600e-01
4.76711616e-02]
[ -1.21307900e-01 1.04891267e-02 -2.39349431e-01 -4.75089308e-01
-2.43287693e-01 -2.60069044e-01 -3.54868401e-02 -3.31939463e-01
7.08233794e-02 -5.79565724e-02 -3.78209752e-01 -1.65858036e-01
-3.45220518e-01]]
Progress: 13.1% ... Training loss: 0.258 ... Validation loss: 0.463[[-0.04382382]
[ 0.29564733]
[-0.15428734]
[ 0.84791029]
[ 0.29080691]
[ 0.00563647]
[-0.84957214]
[-0.97656943]
[-0.68731452]
[-0.98535254]
[ 1.12597198]
[ 2.81943306]
[-1.69864913]]
[[ -5.36611732e-01 -5.08706736e-01 -5.82119858e-01 -1.50099948e-01
-3.12561477e-01 -5.90823228e-01 -3.28861725e-01 -3.28677513e-01
-5.13057635e-01 -4.27339113e-01 6.06534564e-02 5.14316546e-01
-1.05271138e-01]
[ 5.95016914e-03 -1.41504571e-01 5.22153284e-02 -4.29202601e-02
-4.55070630e-02 5.89002781e-02 -1.16219402e-01 2.35461486e-01
-1.22807417e-01 -1.61733777e-01 -6.62501110e-02 -7.52900760e-02
1.11666766e-01]
[ -2.03130559e-01 1.37302763e-01 -1.95661189e-02 1.41960726e-01
9.93981685e-02 -1.16176938e-01 1.47472793e-01 -5.95654993e-02
2.80829719e-01 -9.97497490e-02 2.88932785e-01 8.61924977e-01
5.94685868e-01]
[ 1.78574207e-01 -2.39563821e-01 -2.81705341e-01 -3.43649648e-03
-2.92191237e-01 1.20527242e-04 1.26178183e-02 -4.03455585e-01
1.20288929e-01 -3.50956013e-01 -1.99553981e-01 -3.34774675e-01
-7.94817037e-02]
[ 1.06531341e-01 1.64375127e-02 1.03239870e-01 -7.76324693e-04
-1.97828540e-02 6.94287239e-02 -1.02345416e-01 2.78366106e-02
1.89062780e-02 1.71440762e-01 1.09411508e-01 -1.15416350e-01
-1.46802595e-01]
[ -4.84562687e-01 -5.85720126e-01 -6.04563288e-01 -5.66151047e-01
-5.77254759e-01 -5.63596908e-01 -3.14330149e-01 -1.82435456e-01
-4.40974622e-01 -2.64213279e-01 -4.53326503e-01 -6.76216023e-01
-3.89014941e-01]
[ -4.18377466e-01 -5.76643978e-01 -3.24196180e-01 -3.49450690e-01
-4.06284950e-01 -5.60622838e-01 -4.33627185e-01 -4.74761564e-01
-2.96872742e-01 -1.94375089e-01 -4.17427845e-01 -2.58998684e-01
-2.51086110e-01]
[ -3.22194774e-01 -3.52870222e-01 -4.67154114e-01 -2.15022508e-01
-3.16845139e-01 -4.14377396e-01 -2.29685759e-01 -1.64160610e-01
-2.59346897e-01 -4.30546378e-01 -1.97946059e-01 -4.49568151e-01
-2.31173513e-01]
[ -4.73812655e-01 -3.49972440e-01 -3.76978792e-01 -1.50375327e-01
-3.37225530e-01 -2.15379947e-01 -1.21975349e-01 -4.24032834e-01
-2.87388882e-01 -4.45172440e-01 -1.38359510e-01 -1.70524124e-01
-1.81872729e-01]
[ -9.53463302e-01 -9.23180701e-01 -9.79328648e-01 -7.25881982e-01
-1.01110962e+00 -9.80992192e-01 -6.53950457e-01 -6.54139741e-01
-7.69255638e-01 -5.85106476e-01 -6.74482981e-01 -4.52135693e-01
-4.93936110e-01]
[ -5.05991241e-01 -2.67781038e-01 -4.64959828e-01 -3.14201209e-01
-3.51728765e-01 -3.57075094e-01 -5.50433912e-01 -5.52568765e-01
-6.35368369e-01 -1.18186051e-01 -4.30267208e-01 -5.92399275e-01
-4.10810632e-01]
[ -1.17819936e-01 2.31811881e-02 -3.34370015e-01 -3.98629666e-01
-1.04676848e-01 -7.24286268e-02 -1.50130398e-01 -2.78415142e-01
-1.37748550e-01 1.30464427e-01 -3.85611294e-01 -6.80513709e-01
-2.64597475e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60674776e-01 -1.08745033e-01 1.62618445e-01 -2.46908211e-01
-1.24510939e-01 1.13305056e-01 -1.38042120e-01 -4.32186906e-04
-9.25306823e-02 5.47074906e-02 -1.35225342e-01 -3.00169707e-01
3.21920081e-02]
[ -8.21746025e-02 -2.62856308e-01 -1.77427856e-01 -2.89541624e-01
-4.79815783e-01 -8.47361401e-02 -3.04295765e-02 1.54258274e-02
-5.14363440e-02 2.90156341e-02 -1.87639590e-01 -2.78397517e-01
-2.36463769e-01]
[ -7.45461218e-02 -4.60948808e-03 -2.40109395e-01 -2.45048324e-01
1.34610239e-01 -1.63113243e-01 -1.66463296e-01 5.31408959e-02
-1.77601181e-03 8.35459207e-03 -1.80937028e-01 -4.88472530e-03
-6.90101275e-04]
[ 2.85954943e-02 -1.60618295e-01 -1.51700033e-01 -5.05478472e-02
-1.19474804e-01 -1.07616808e-01 7.77560854e-02 -1.68878849e-01
-3.70625584e-02 -3.79363247e-02 6.27280240e-04 -1.54489631e-01
4.95143439e-02]
[ -2.84929249e-01 -1.44165505e-01 -7.20718261e-02 -9.78190167e-02
-3.06938352e-01 -2.72884970e-01 -3.58059712e-01 6.11508799e-02
-2.97924739e-01 -2.05667037e-01 1.78907171e-01 7.80889312e-03
3.03873516e-01]
[ -2.16820510e-01 -1.27268235e-01 -8.35267655e-02 -6.31598055e-02
-8.27174713e-02 -1.15560302e-01 -5.04583515e-02 5.12345116e-02
-1.12314579e-01 -1.71044395e-03 3.30252076e-02 -1.27694435e-01
1.37789442e-02]
[ -1.54539539e-01 -6.68254944e-02 -2.23865280e-01 -3.28728433e-01
-1.50998090e-01 -1.99376755e-01 -2.47439826e-01 -6.53148736e-02
1.83099626e-01 -1.58999758e-01 -3.12688612e-01 -2.78652047e-01
-1.26254253e-01]
[ -3.67654512e-01 -6.92987923e-02 -1.46217578e-01 -1.70368828e-01
-5.40106610e-02 -3.11029070e-01 6.04415951e-02 -5.40900280e-02
-1.09637942e-01 9.52027943e-02 -5.95130483e-03 -1.47437917e-01
-1.65319589e-01]
[ -1.69264420e-01 -1.53053596e-01 -4.61174738e-02 -1.35120346e-01
-1.33886887e-01 -2.93793361e-01 -4.80328484e-02 -1.00469252e-01
-2.48613167e-01 5.08335536e-02 2.13182282e-01 1.72144199e-02
-1.80342204e-01]
[ -1.38559463e-01 -1.73741203e-01 -1.13258394e-01 -2.64348219e-01
9.39115163e-02 -1.82927849e-02 -2.20131717e-01 -1.55935624e-01
8.76675926e-02 -1.10311304e-01 -1.38640887e-01 -1.00011375e-01
-3.41366643e-01]
[ -4.49662297e-02 -3.09880312e-02 -1.49062508e-01 -3.46310836e-02
-2.26732843e-01 6.29543815e-02 -9.25249976e-02 -5.31922063e-02
-2.36680433e-01 -8.68956440e-02 -6.21101770e-02 -2.83817150e-01
-1.81858433e-01]
[ -7.32864135e-02 3.13923934e-02 -1.29701673e-01 -2.96190497e-01
1.25244146e-01 2.07012965e-02 -2.31754106e-01 -1.79008718e-01
1.09626168e-01 -7.70958686e-02 -2.59220235e-01 -1.99687699e-01
-2.87540650e-01]
[ 8.37525660e-02 -3.16286361e-01 -7.95568867e-02 -4.38491453e-01
-2.27065091e-01 -8.79660702e-02 7.42789064e-02 1.18694128e-01
7.56271142e-03 3.10634728e-01 -5.04708858e-01 -6.80224031e-01
4.09342550e-01]
[ -2.18109226e-01 -2.54597309e-01 -1.26767514e-01 -2.97719397e-01
-3.07623387e-01 -9.19560324e-02 2.13442217e-01 5.17757630e-02
3.08597507e-01 5.06121565e-02 -3.88221222e-01 -8.88089750e-01
6.14270530e-01]
[ -8.71440013e-03 -1.95159468e-01 2.68466295e-02 -2.97299919e-01
-1.76001419e-01 1.67439012e-01 2.03207835e-01 2.64951863e-01
-1.48698357e-02 2.50947925e-01 -1.96475291e-01 -9.08967087e-01
6.86671558e-01]
[ 6.26729519e-03 -4.98308559e-02 -1.20583842e-01 -1.11675914e-01
-1.80780187e-01 -4.52451397e-02 2.84008138e-01 1.65397870e-01
2.55194089e-01 3.75114103e-01 -4.48287682e-01 -7.75718834e-01
6.81565223e-01]
[ -7.93351988e-02 -2.84784437e-01 6.33293003e-02 -3.62976088e-01
-1.52169073e-01 1.18288417e-01 3.62565196e-01 1.42057013e-01
-5.61882597e-02 1.76169401e-01 -5.42179142e-01 -8.35495746e-01
8.15274691e-01]
[ 1.23595339e-01 -9.34220528e-02 1.97336135e-02 -1.70876592e-01
-8.44199596e-02 -1.68239172e-02 2.44162136e-01 3.64891140e-01
4.06709246e-01 2.72631198e-01 -5.34197259e-01 -7.26946436e-01
5.11743423e-01]
[ -9.17431258e-03 -1.30227915e-01 1.89638047e-02 2.14902666e-02
-8.44846430e-02 -2.83727248e-01 2.10884888e-02 2.96084926e-01
-2.70360925e-02 6.99526454e-02 -2.35789476e-01 -6.51436895e-01
2.40019846e-01]
[ 7.73892833e-02 1.21825042e-01 -1.91475148e-03 1.01897392e-01
-8.23028137e-02 -5.96424388e-02 -2.17441252e-01 -1.95388988e-01
-2.95022345e-01 -1.67719293e-01 -1.36503463e-01 3.49799790e-01
-2.00313006e-01]
[ 3.79169391e-02 -8.06092559e-02 1.38083662e-01 2.19927016e-01
2.59653946e-01 8.64761161e-03 -4.13625233e-01 -3.71305728e-01
-1.24757697e-01 -5.27924486e-01 1.93688630e-01 1.06329575e+00
-4.95693064e-01]
[ 3.44233936e-02 8.11100345e-02 -2.12047467e-01 5.02023403e-02
3.17416080e-02 -5.87585565e-04 -1.66278156e-01 -3.31027004e-01
-2.89933198e-01 -1.87688164e-01 -4.80158841e-02 -3.95265240e-02
-1.83398264e-01]
[ -5.50531343e-02 -2.15835647e-01 6.56221629e-02 8.66196743e-02
-1.34401432e-01 -1.33856090e-01 3.88376900e-02 -5.55126233e-03
8.20328755e-02 -3.63791688e-01 -3.14928395e-01 -2.74127335e-01
3.74710704e-02]
[ 1.51734627e-02 -2.74535718e-01 6.07019451e-02 -2.30225175e-01
-1.93754973e-01 -2.31091498e-01 -2.54540026e-01 5.66945356e-02
-3.26683883e-03 1.18325087e-01 -1.69443578e-01 7.04774151e-02
-4.24838844e-02]
[ 1.72996027e-01 5.26932459e-02 -1.03051271e-01 -2.09961674e-01
-5.74832077e-02 -1.01465275e-01 -1.84535828e-01 3.56619290e-02
-1.92101997e-01 -2.26398905e-01 -1.76466925e-01 1.96537934e-01
-1.18396670e-01]
[ -1.72085623e-01 -1.80426111e-01 -1.10559930e-01 -1.83135890e-01
-4.90694648e-02 2.70794993e-02 -1.90356000e-01 -1.92331200e-01
-1.42133923e-01 -1.36488936e-02 -1.89448779e-01 9.42083576e-02
-2.48551475e-01]
[ -3.31393903e-02 -2.14370327e-01 -1.56879799e-01 -1.99199711e-01
-5.40366920e-02 4.44550491e-02 -3.18752300e-02 -1.29948968e-02
-2.14564623e-01 -2.55262556e-01 -4.38405473e-02 -7.49526638e-02
-6.53126137e-02]
[ 1.15377139e-01 7.59008317e-02 -8.08371977e-03 -1.56871367e-01
-3.26667316e-01 8.30215550e-03 -1.47260564e-01 -2.61240355e-01
-3.11945462e-01 4.98711598e-02 -1.07459088e-01 -7.34171787e-03
-7.55143016e-02]
[ -6.37296644e-02 -1.01253604e-02 -2.83945485e-01 -6.96483971e-03
6.76070361e-02 1.55674862e-01 -2.31783920e-01 -1.76631673e-01
-5.34236367e-02 -5.94638456e-02 1.55515176e-01 4.85719566e-01
-5.94948898e-02]
[ 1.04644567e-01 3.54521374e-01 -2.05654376e-01 6.53247225e-01
1.22019735e-01 -2.32348572e-03 -2.56835490e-01 -3.99810953e-01
-2.62290171e-01 -4.03751251e-01 7.01604798e-01 1.00504528e+00
-7.65256526e-01]
[ -3.27854341e-02 1.95371064e-01 3.95752756e-02 2.26241271e-01
1.08571452e-02 -7.03196190e-02 -3.14888015e-01 -4.02147307e-01
-3.06208495e-01 -3.16405483e-01 5.06660690e-01 1.09270057e+00
-7.50594340e-01]
[ -5.15811639e-02 -1.17979763e-01 -1.61420479e-01 3.04413009e-01
-1.62430792e-01 2.32829868e-01 -1.14675105e-01 -2.71517262e-01
-2.69046205e-01 -4.91583316e-01 2.14533817e-01 5.26737777e-01
-3.87472979e-01]
[ 7.83068494e-02 -3.80801409e-01 -5.31201919e-02 -2.61411295e-02
-1.10194757e-01 1.99925798e-01 7.06488113e-02 1.55154057e-01
-1.70584520e-01 -5.19805495e-02 -6.45070449e-02 3.30253516e-01
-2.02389330e-01]
[ 2.03661978e-01 -2.92838039e-01 -1.21538184e-01 -8.88015044e-02
-2.09564497e-01 1.21928268e-01 1.82366312e-02 -1.50975736e-01
-5.05544291e-02 -1.05895736e-01 -1.36575310e-01 -1.76894663e-01
-1.01966210e-01]
[ -1.35196017e-01 -8.12482041e-02 3.86416687e-02 -2.55898103e-01
-5.83411367e-02 -1.41108612e-01 5.06748915e-02 -9.47793426e-03
-7.53590430e-02 -9.54918579e-03 -3.13232192e-01 -4.56232642e-01
-2.26432597e-02]
[ -1.40349048e-01 -1.37405938e-01 -6.81122243e-02 -2.55434214e-01
-3.46593815e-01 -2.88228038e-01 1.46563918e-01 1.17135349e-01
1.64006359e-02 9.57574152e-02 -2.21239309e-01 -7.16394673e-01
-1.03583900e-03]
[ -1.66149376e-01 -2.35909090e-01 -2.98491345e-01 -3.98546384e-01
-2.79976315e-01 -2.09826061e-01 -3.14318172e-01 9.67836938e-02
-2.54298719e-02 -3.76360554e-01 -3.58949813e-01 -4.38182270e-01
-3.53065008e-01]
[ -1.10375307e-01 1.17172426e-01 2.33629137e-02 -3.56369587e-03
-2.16607261e-01 -1.69956727e-01 -9.99362813e-02 2.68627205e-02
-9.51573657e-02 -1.59883966e-01 -1.84674322e-01 -3.05317049e-01
-5.00172432e-02]
[ -3.51889882e-01 -1.21772696e-01 -2.73172617e-01 1.50012625e-01
-2.02307341e-01 -2.27664054e-01 -7.88128602e-02 -1.51328757e-01
3.22198998e-02 -4.68411881e-02 6.49370705e-02 -2.96350465e-01
-2.79302732e-02]
[ -1.28455096e-01 -3.58721732e-02 -2.56636321e-01 4.76532121e-02
-2.18089035e-01 -2.78154964e-01 -3.70078943e-01 -4.31750554e-02
1.13137317e-02 -2.09937872e-01 -2.35284967e-01 -2.74337412e-01
-3.05140862e-02]
[ -2.18411039e-01 -5.35753226e-01 -3.34201543e-01 -3.10766703e-01
-3.31055927e-01 -2.27618158e-01 -2.37476550e-03 -2.76877260e-01
8.90255055e-02 -2.28472359e-01 -1.58170645e-01 -1.47107898e-01
-6.46860813e-02]
[ -2.14612192e-01 -2.96919210e-01 -3.16240290e-01 -1.34118741e-01
-9.46409602e-02 -1.48281963e-01 -8.07959455e-02 -1.80613663e-03
-1.90194792e-01 -5.07388032e-01 -2.40404425e-01 -1.58033037e-01
4.49674149e-02]
[ -1.21500008e-01 1.22029810e-02 -2.40188689e-01 -4.71157365e-01
-2.41488166e-01 -2.60067162e-01 -4.19029977e-02 -3.40194745e-01
6.56705979e-02 -6.67789490e-02 -3.68688493e-01 -1.37277728e-01
-3.61305820e-01]]
Progress: 13.2% ... Training loss: 0.262 ... Validation loss: 0.445[[-0.04826988]
[ 0.29314018]
[-0.15399397]
[ 0.83778914]
[ 0.28763543]
[ 0.00370346]
[-0.85956944]
[-0.97817812]
[-0.69685166]
[-0.98647589]
[ 1.12096178]
[ 2.81200065]
[-1.72559242]]
[[ -5.36545439e-01 -5.08447226e-01 -5.82080089e-01 -1.51094789e-01
-3.12567566e-01 -5.90827795e-01 -3.24893186e-01 -3.26643678e-01
-5.10243134e-01 -4.25511291e-01 6.09641286e-02 5.08076980e-01
-9.25515487e-02]
[ 5.88225942e-03 -1.41150149e-01 5.20057097e-02 -4.15739496e-02
-4.51058607e-02 5.89082968e-02 -1.17067647e-01 2.34602039e-01
-1.23492883e-01 -1.62871442e-01 -6.49904119e-02 -7.25942253e-02
1.09738645e-01]
[ -2.02940694e-01 1.34654622e-01 -1.86463507e-02 1.34680032e-01
9.73865177e-02 -1.16204371e-01 1.55544035e-01 -5.05158776e-02
2.86580658e-01 -9.09134804e-02 2.76806689e-01 8.31751223e-01
6.14516558e-01]
[ 1.79195886e-01 -2.43475325e-01 -2.80175267e-01 -1.82690417e-02
-2.95959347e-01 4.36873337e-05 2.62926405e-02 -3.89093876e-01
1.30061227e-01 -3.39177056e-01 -2.19977622e-01 -3.82617364e-01
-5.20206941e-02]
[ 1.06186254e-01 1.93090138e-02 1.02272052e-01 1.14593752e-02
-1.71558053e-02 6.94711757e-02 -1.10243322e-01 2.04546255e-02
1.34529484e-02 1.66263697e-01 1.24577331e-01 -8.20865376e-02
-1.60545254e-01]
[ -4.84586383e-01 -5.85309836e-01 -6.04741673e-01 -5.65614582e-01
-5.77039558e-01 -5.63593013e-01 -3.15413677e-01 -1.84615364e-01
-4.41066604e-01 -2.66915046e-01 -4.51605892e-01 -6.73280669e-01
-3.91171758e-01]
[ -4.18328500e-01 -5.76734663e-01 -3.24069492e-01 -3.50681966e-01
-4.06407711e-01 -5.60626731e-01 -4.31027299e-01 -4.72165808e-01
-2.94713081e-01 -1.91108498e-01 -4.18897591e-01 -2.62765099e-01
-2.43666236e-01]
[ -3.22066968e-01 -3.54018529e-01 -4.66748545e-01 -2.18915150e-01
-3.17912437e-01 -4.14390451e-01 -2.25850350e-01 -1.59614419e-01
-2.56183042e-01 -4.26269229e-01 -2.04055242e-01 -4.66882406e-01
-2.19174276e-01]
[ -4.73794544e-01 -3.49844211e-01 -3.77197938e-01 -1.51453153e-01
-3.37130303e-01 -2.15380326e-01 -1.21034688e-01 -4.25680192e-01
-2.87424294e-01 -4.47533430e-01 -1.38393736e-01 -1.71987724e-01
-1.80034998e-01]
[ -9.53350247e-01 -9.23545312e-01 -9.79116775e-01 -7.27941009e-01
-1.01151468e+00 -9.81000086e-01 -6.49980632e-01 -6.51255303e-01
-7.65573510e-01 -5.82408017e-01 -6.76561921e-01 -4.66040838e-01
-4.81159829e-01]
[ -5.05801825e-01 -2.69237861e-01 -4.64516618e-01 -3.20331612e-01
-3.53311962e-01 -3.57097930e-01 -5.45210192e-01 -5.48347537e-01
-6.31328586e-01 -1.14642609e-01 -4.38340697e-01 -6.09136955e-01
-3.98462007e-01]
[ -1.17951220e-01 2.43021492e-02 -3.34890373e-01 -3.96105515e-01
-1.03568222e-01 -7.24113278e-02 -1.53031516e-01 -2.82206126e-01
-1.40274340e-01 1.26703507e-01 -3.81351410e-01 -6.69479801e-01
-2.70622358e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60661738e-01 -1.08614438e-01 1.62529192e-01 -2.46970477e-01
-1.24403838e-01 1.13305424e-01 -1.38252396e-01 -1.33089327e-03
-9.24466274e-02 5.39105103e-02 -1.34667430e-01 -2.98776688e-01
3.10941436e-02]
[ -8.22532594e-02 -2.62377931e-01 -1.77609053e-01 -2.88421122e-01
-4.79503094e-01 -8.47282257e-02 -3.19463534e-02 1.30099287e-02
-5.21219906e-02 2.60133357e-02 -1.85734297e-01 -2.75322424e-01
-2.38653933e-01]
[ -7.44770190e-02 -4.78774388e-03 -2.39975600e-01 -2.45585360e-01
1.34338776e-01 -1.63120164e-01 -1.65528721e-01 5.45595412e-02
-8.54433031e-04 9.76415802e-03 -1.81291400e-01 -6.63947232e-03
1.42536403e-03]
[ 2.86034434e-02 -1.60586672e-01 -1.51659876e-01 -4.98235049e-02
-1.19449346e-01 -1.07617925e-01 7.85612615e-02 -1.67586906e-01
-3.67832064e-02 -3.61533014e-02 1.03149637e-03 -1.53537863e-01
5.09426621e-02]
[ -2.84928073e-01 -1.44167737e-01 -7.20486540e-02 -9.90286443e-02
-3.06881320e-01 -2.72883153e-01 -3.57214254e-01 6.20620245e-02
-2.96989854e-01 -2.04857527e-01 1.77369288e-01 5.08562211e-03
3.07015959e-01]
[ -2.16819625e-01 -1.27330199e-01 -8.35376644e-02 -6.36368370e-02
-8.27835094e-02 -1.15560868e-01 -5.01706258e-02 5.08753017e-02
-1.12071826e-01 -1.71381331e-03 3.26069668e-02 -1.28829415e-01
1.47951169e-02]
[ -1.54484795e-01 -6.71890477e-02 -2.23745612e-01 -3.29119163e-01
-1.51222452e-01 -1.99381464e-01 -2.46347079e-01 -6.38780203e-02
1.84388436e-01 -1.57917979e-01 -3.13774226e-01 -2.86488227e-01
-1.23006729e-01]
[ -3.67604129e-01 -6.99731300e-02 -1.45977029e-01 -1.72752744e-01
-5.47601804e-02 -3.11037139e-01 6.28499956e-02 -5.14550235e-02
-1.07800784e-01 9.77851973e-02 -9.95382847e-03 -1.55867164e-01
-1.59001651e-01]
[ -1.69089717e-01 -1.53892828e-01 -4.58489606e-02 -1.39624415e-01
-1.34697960e-01 -2.93811696e-01 -4.43581399e-02 -9.85619635e-02
-2.46446887e-01 5.24401441e-02 2.08833150e-01 6.43100208e-03
-1.72019136e-01]
[ -1.38559493e-01 -1.73743092e-01 -1.13257638e-01 -2.64430282e-01
9.39009249e-02 -1.82932184e-02 -2.20082619e-01 -1.55974551e-01
8.76914996e-02 -1.10259713e-01 -1.38672211e-01 -9.94253851e-02
-3.41263924e-01]
[ -4.50464209e-02 -3.04872018e-02 -1.49324113e-01 -3.31314887e-02
-2.26239753e-01 6.29655460e-02 -9.39191538e-02 -5.48235355e-02
-2.37871597e-01 -8.86605835e-02 -6.01287037e-02 -2.79206391e-01
-1.84201843e-01]
[ -7.33283304e-02 3.16719603e-02 -1.29850603e-01 -2.95553477e-01
1.25502191e-01 2.07067539e-02 -2.32438360e-01 -1.79950842e-01
1.08920319e-01 -7.83717619e-02 -2.58182583e-01 -1.97251400e-01
-2.88502835e-01]
[ 8.37674348e-02 -3.16353490e-01 -7.95328222e-02 -4.38851767e-01
-2.27157897e-01 -8.79677945e-02 7.47173845e-02 1.18809939e-01
7.76522196e-03 3.10900362e-01 -5.05276185e-01 -6.81626551e-01
4.10312272e-01]
[ -2.18075012e-01 -2.54792732e-01 -1.26669491e-01 -2.98673758e-01
-3.07828377e-01 -9.19609348e-02 2.14394307e-01 5.26309740e-02
3.09430676e-01 5.18722664e-02 -3.89400688e-01 -8.89416745e-01
6.16637545e-01]
[ -8.66821410e-03 -1.95445891e-01 2.70148404e-02 -2.98412441e-01
-1.76316019e-01 1.67433273e-01 2.04355498e-01 2.66627642e-01
-1.40875324e-02 2.52805485e-01 -1.98449666e-01 -9.12245459e-01
6.90058954e-01]
[ 6.26415041e-03 -4.97705111e-02 -1.20642625e-01 -1.12084164e-01
-1.80767165e-01 -4.52432199e-02 2.84521529e-01 1.65481058e-01
2.55807408e-01 3.75203634e-01 -4.49124091e-01 -7.80244745e-01
6.83437612e-01]
[ -7.93152933e-02 -2.84948153e-01 6.34252929e-02 -3.63989015e-01
-1.52388703e-01 1.18285861e-01 3.63909491e-01 1.43062324e-01
-5.55465880e-02 1.77367895e-01 -5.43790296e-01 -8.39804088e-01
8.18893128e-01]
[ 1.23618020e-01 -9.34844506e-02 1.97802862e-02 -1.71595987e-01
-8.45166511e-02 -1.68252840e-02 2.44875000e-01 3.65818787e-01
4.07355667e-01 2.73698836e-01 -5.35030177e-01 -7.29416082e-01
5.14290076e-01]
[ -9.11094313e-03 -1.30623541e-01 1.91068738e-02 1.94441325e-02
-8.49301157e-02 -2.83732689e-01 2.30786621e-02 2.98079491e-01
-2.56467033e-02 7.11691493e-02 -2.38440094e-01 -6.58231585e-01
2.45245482e-01]
[ 7.74337511e-02 1.21467185e-01 -1.83424329e-03 1.00786739e-01
-8.25946777e-02 -5.96463511e-02 -2.16540345e-01 -1.94485827e-01
-2.93710204e-01 -1.67616831e-01 -1.38036541e-01 3.42531885e-01
-1.96688415e-01]
[ 3.79240161e-02 -8.05088559e-02 1.38020222e-01 2.20613155e-01
2.59800558e-01 8.64712998e-03 -4.13724336e-01 -3.70837416e-01
-1.24793469e-01 -5.28136371e-01 1.94946130e-01 1.06756875e+00
-4.97256377e-01]
[ 3.44020939e-02 8.12093817e-02 -2.12091354e-01 5.08104070e-02
3.18500187e-02 -5.85124881e-04 -1.66642455e-01 -3.31387293e-01
-2.90151127e-01 -1.88303928e-01 -4.72440741e-02 -3.79003151e-02
-1.84393008e-01]
[ -5.50811781e-02 -2.15572312e-01 6.54527038e-02 8.78064698e-02
-1.34119723e-01 -1.33852940e-01 3.78286934e-02 -7.46298957e-03
8.11318038e-02 -3.64877321e-01 -3.12623071e-01 -2.67542650e-01
3.39792658e-02]
[ 1.51250248e-02 -2.74247254e-01 6.05818160e-02 -2.29801258e-01
-1.93540372e-01 -2.31083921e-01 -2.55237326e-01 5.61806154e-02
-3.88136103e-03 1.17561519e-01 -1.69289702e-01 7.02308458e-02
-4.25988677e-02]
[ 1.73015243e-01 5.21661248e-02 -1.02793081e-01 -2.11816216e-01
-5.80159474e-02 -1.01468669e-01 -1.83547296e-01 3.76640723e-02
-1.90880555e-01 -2.24896333e-01 -1.79247937e-01 1.90296567e-01
-1.13883116e-01]
[ -1.72113622e-01 -1.80270113e-01 -1.10591279e-01 -1.82739880e-01
-4.89355024e-02 2.70820840e-02 -1.91025638e-01 -1.92855492e-01
-1.42747939e-01 -1.39515871e-02 -1.88589870e-01 9.76942926e-02
-2.49927013e-01]
[ -3.32322707e-02 -2.13458708e-01 -1.57324690e-01 -1.97270651e-01
-5.31258717e-02 4.44690549e-02 -3.44436581e-02 -1.75767497e-02
-2.16492074e-01 -2.58957473e-01 -3.97818316e-02 -6.58605082e-02
-7.14804902e-02]
[ 1.15416939e-01 7.54559304e-02 -7.88963302e-03 -1.58307387e-01
-3.27058893e-01 8.29663862e-03 -1.45926104e-01 -2.59755571e-01
-3.10991664e-01 5.15000286e-02 -1.09599048e-01 -1.25979225e-02
-7.20330432e-02]
[ -6.37181459e-02 -1.03423777e-02 -2.83901508e-01 -7.51224270e-03
6.74319053e-02 1.55673422e-01 -2.31340128e-01 -1.75819180e-01
-5.25619222e-02 -5.92181869e-02 1.55120355e-01 4.85112027e-01
-5.78470979e-02]
[ 1.04715144e-01 3.54468419e-01 -2.05654043e-01 6.53015516e-01
1.21940231e-01 -2.33302027e-03 -2.55465365e-01 -4.01045819e-01
-2.61948329e-01 -4.04987216e-01 7.01606376e-01 1.00177563e+00
-7.64750785e-01]
[ -3.28198719e-02 1.95678248e-01 3.94360973e-02 2.27572647e-01
1.11557809e-02 -7.03154395e-02 -3.15918654e-01 -4.03069721e-01
-3.06907642e-01 -3.17355582e-01 5.08810347e-01 1.09710597e+00
-7.52943435e-01]
[ -5.15805220e-02 -1.17995695e-01 -1.61414095e-01 3.04212356e-01
-1.62505480e-01 2.32829178e-01 -1.14457742e-01 -2.71315728e-01
-2.68903161e-01 -4.91559262e-01 2.14190509e-01 5.26473980e-01
-3.86827466e-01]
[ 7.82841521e-02 -3.80610518e-01 -5.32418532e-02 -2.53459917e-02
-1.09985196e-01 1.99928951e-01 6.99732748e-02 1.54143143e-01
-1.71232421e-01 -5.28478948e-02 -6.32717564e-02 3.33806610e-01
-2.04562808e-01]
[ 2.03688502e-01 -2.92998053e-01 -1.21455873e-01 -8.92659635e-02
-2.09721746e-01 1.21925398e-01 1.89577368e-02 -1.49984689e-01
-4.99882038e-02 -1.04903490e-01 -1.37551296e-01 -1.79714038e-01
-1.00484280e-01]
[ -1.35161703e-01 -8.14264057e-02 3.87413528e-02 -2.56533120e-01
-5.84978884e-02 -1.41112157e-01 5.12222283e-02 -8.48914371e-03
-7.48066012e-02 -8.63939460e-03 -3.14154502e-01 -4.58846732e-01
-2.09993212e-02]
[ -1.40354283e-01 -1.37359280e-01 -6.81262304e-02 -2.55361637e-01
-3.46557087e-01 -2.88227384e-01 1.46347709e-01 1.17000532e-01
1.61931351e-02 9.56051420e-02 -2.21181770e-01 -7.16331107e-01
-1.23654509e-03]
[ -1.66093472e-01 -2.35651422e-01 -2.98706022e-01 -3.98446945e-01
-2.79600321e-01 -2.09825021e-01 -3.15263211e-01 9.40254173e-02
-2.57658538e-02 -3.78734832e-01 -3.56054016e-01 -4.32250933e-01
-3.56904981e-01]
[ -1.10499663e-01 1.18060107e-01 2.28653396e-02 -2.20799944e-05
-2.15717909e-01 -1.69940977e-01 -1.02111029e-01 2.40237785e-02
-9.68147442e-02 -1.63242196e-01 -1.80356888e-01 -2.96627122e-01
-5.45648609e-02]
[ -3.51867461e-01 -1.21835952e-01 -2.72984816e-01 1.49824871e-01
-2.02478427e-01 -2.27668652e-01 -7.74864553e-02 -1.50227543e-01
3.30320250e-02 -4.53389736e-02 6.44106017e-02 -2.97271574e-01
-2.46188677e-02]
[ -1.28333759e-01 -3.69173639e-02 -2.56189429e-01 4.39789092e-02
-2.19092647e-01 -2.78168752e-01 -3.67254072e-01 -3.88741024e-02
1.39325679e-02 -2.05582740e-01 -2.40468496e-01 -2.87205335e-01
-2.14176643e-02]
[ -2.18403424e-01 -5.35802482e-01 -3.34097237e-01 -3.11764736e-01
-3.31266931e-01 -2.27618025e-01 -1.01847186e-03 -2.74937028e-01
8.99394428e-02 -2.26214181e-01 -1.60838852e-01 -1.54033417e-01
-5.90910852e-02]
[ -2.14397592e-01 -2.98490598e-01 -3.15697172e-01 -1.40433157e-01
-9.62161893e-02 -1.48310199e-01 -7.45377042e-02 2.89984091e-03
-1.85997269e-01 -5.03228879e-01 -2.49078901e-01 -1.80828105e-01
5.85406275e-02]
[ -1.21626342e-01 1.30862479e-02 -2.40623830e-01 -4.69289192e-01
-2.40672212e-01 -2.60050894e-01 -4.42565942e-02 -3.43331221e-01
6.43176575e-02 -7.08401365e-02 -3.64741589e-01 -1.27998291e-01
-3.65394241e-01]]
Progress: 13.2% ... Training loss: 0.258 ... Validation loss: 0.444[[-0.04786286]
[ 0.29248477]
[-0.15366391]
[ 0.83727734]
[ 0.28666604]
[ 0.00298368]
[-0.85840228]
[-0.97892773]
[-0.6971232 ]
[-0.98892869]
[ 1.12448631]
[ 2.8235491 ]
[-1.72778044]]
[[ -5.36496335e-01 -5.08268632e-01 -5.81910529e-01 -1.50466792e-01
-3.12618732e-01 -5.90833941e-01 -3.23468165e-01 -3.23988216e-01
-5.08713675e-01 -4.22544423e-01 6.26189358e-02 5.05565971e-01
-9.10958287e-02]
[ 5.89028658e-03 -1.41159594e-01 5.19932142e-02 -4.13402572e-02
-4.50770804e-02 5.89072232e-02 -1.17231894e-01 2.34508414e-01
-1.23682246e-01 -1.62854832e-01 -6.42883442e-02 -7.06384117e-02
1.07858342e-01]
[ -2.03068404e-01 1.36151773e-01 -1.90325410e-02 1.39766729e-01
9.84260785e-02 -1.16197191e-01 1.53078456e-01 -5.49271054e-02
2.85922933e-01 -9.53195816e-02 2.85362847e-01 8.45280548e-01
6.10636263e-01]
[ 1.79104027e-01 -2.43100983e-01 -2.80633982e-01 -1.27201462e-02
-2.95277928e-01 5.30365741e-05 2.40695763e-02 -3.95331120e-01
1.28774325e-01 -3.44024272e-01 -2.15579016e-01 -3.62044456e-01
-5.97157661e-02]
[ 1.06168708e-01 1.91354022e-02 1.02293232e-01 7.43956663e-03
-1.77648288e-02 6.94703137e-02 -1.07823898e-01 2.19174388e-02
1.44263948e-02 1.65424061e-01 1.21289130e-01 -8.56283475e-02
-1.50621418e-01]
[ -4.84661996e-01 -5.85010987e-01 -6.04900614e-01 -5.64493849e-01
-5.76588607e-01 -5.63588219e-01 -3.16893807e-01 -1.85558683e-01
-4.42630576e-01 -2.67617622e-01 -4.49252050e-01 -6.65782924e-01
-3.95566038e-01]
[ -4.18224291e-01 -5.77753648e-01 -3.23644533e-01 -3.54026409e-01
-4.07497767e-01 -5.60635315e-01 -4.27860168e-01 -4.68501570e-01
-2.92248634e-01 -1.86304227e-01 -4.23620272e-01 -2.80141372e-01
-2.36221486e-01]
[ -3.22187085e-01 -3.52812282e-01 -4.67154630e-01 -2.15416581e-01
-3.16955701e-01 -4.14383520e-01 -2.29687305e-01 -1.62657596e-01
-2.58680892e-01 -4.29671725e-01 -1.98197819e-01 -4.55232534e-01
-2.28143331e-01]
[ -4.73718224e-01 -3.50241360e-01 -3.77052890e-01 -1.52848096e-01
-3.37567669e-01 -2.15386575e-01 -1.19298013e-01 -4.24111325e-01
-2.85784971e-01 -4.45726928e-01 -1.41084212e-01 -1.78884753e-01
-1.77139007e-01]
[ -9.53402281e-01 -9.22856923e-01 -9.79165219e-01 -7.26388070e-01
-1.01123897e+00 -9.81000959e-01 -6.50756800e-01 -6.50582871e-01
-7.66163878e-01 -5.82145094e-01 -6.72821399e-01 -4.64213540e-01
-4.83489963e-01]
[ -5.05768460e-01 -2.69773401e-01 -4.64320584e-01 -3.21218670e-01
-3.53733100e-01 -3.57100622e-01 -5.44463665e-01 -5.47134049e-01
-6.30743104e-01 -1.11889024e-01 -4.40314106e-01 -6.11297963e-01
-3.97012367e-01]
[ -1.17947751e-01 2.42382613e-02 -3.35032981e-01 -3.96891481e-01
-1.03542528e-01 -7.24108718e-02 -1.53415153e-01 -2.82845439e-01
-1.40227507e-01 1.26192700e-01 -3.82320414e-01 -6.74271777e-01
-2.72764457e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60668724e-01 -1.08617686e-01 1.62549838e-01 -2.46923514e-01
-1.24456099e-01 1.13305558e-01 -1.38343803e-01 -1.02938857e-03
-9.26907381e-02 5.42736030e-02 -1.34810105e-01 -2.99780933e-01
3.04243975e-02]
[ -8.23093794e-02 -2.62192844e-01 -1.77731750e-01 -2.87407812e-01
-4.79223931e-01 -8.47240389e-02 -3.26104260e-02 1.22244928e-02
-5.27905424e-02 2.53426595e-02 -1.84514051e-01 -2.71534579e-01
-2.39483412e-01]
[ -7.44803623e-02 -4.91060760e-03 -2.39999874e-01 -2.46249514e-01
1.34367006e-01 -1.63120316e-01 -1.66372281e-01 5.41473441e-02
-1.42469769e-03 9.75192811e-03 -1.80558423e-01 -5.76494241e-03
-1.62090734e-03]
[ 2.85717443e-02 -1.60501422e-01 -1.51738218e-01 -4.98306662e-02
-1.19398108e-01 -1.07616058e-01 7.80603409e-02 -1.68181090e-01
-3.73089944e-02 -3.66165427e-02 9.09962707e-04 -1.53224799e-01
5.00774748e-02]
[ -2.84934068e-01 -1.44009187e-01 -7.20245953e-02 -9.82431560e-02
-3.06837005e-01 -2.72882380e-01 -3.57060029e-01 6.25080994e-02
-2.96792099e-01 -2.04243240e-01 1.78025126e-01 4.11983781e-03
3.06960982e-01]
[ -2.16698200e-01 -1.28579795e-01 -8.30192497e-02 -6.81515219e-02
-8.40912718e-02 -1.15571276e-01 -4.52844830e-02 5.62969878e-02
-1.08636404e-01 4.07992636e-03 2.52881030e-02 -1.47930752e-01
2.73837059e-02]
[ -1.54497251e-01 -6.72353984e-02 -2.23719152e-01 -3.29473825e-01
-1.51247655e-01 -1.99381207e-01 -2.46119479e-01 -6.38212715e-02
1.84666457e-01 -1.57733176e-01 -3.14651451e-01 -2.87504525e-01
-1.22720732e-01]
[ -3.67694783e-01 -6.88296567e-02 -1.46379156e-01 -1.68137547e-01
-5.36033983e-02 -3.11030007e-01 5.82000164e-02 -5.56024472e-02
-1.10924365e-01 9.41302566e-02 -2.83131258e-03 -1.42484134e-01
-1.69792201e-01]
[ -1.69125382e-01 -1.53406037e-01 -4.60250397e-02 -1.38732795e-01
-1.34427660e-01 -2.93809769e-01 -4.55356961e-02 -9.99700970e-02
-2.47163024e-01 5.04866915e-02 2.11616137e-01 1.31737517e-02
-1.75325697e-01]
[ -1.38486610e-01 -1.74136050e-01 -1.13121908e-01 -2.65793590e-01
9.34797236e-02 -1.82990688e-02 -2.18459357e-01 -1.54540005e-01
8.92659128e-02 -1.08547368e-01 -1.41322694e-01 -1.06342825e-01
-3.38605742e-01]
[ -4.50475595e-02 -3.04754714e-02 -1.49324190e-01 -3.31029207e-02
-2.26234364e-01 6.29655803e-02 -9.39255985e-02 -5.47871923e-02
-2.37872934e-01 -8.86395297e-02 -6.01247757e-02 -2.79122513e-01
-1.84203760e-01]
[ -7.32937809e-02 3.15050576e-02 -1.29767336e-01 -2.96150736e-01
1.25353467e-01 2.07037437e-02 -2.31808928e-01 -1.79053763e-01
1.09326428e-01 -7.78008404e-02 -2.58792186e-01 -1.98557077e-01
-2.87493508e-01]
[ 8.37782480e-02 -3.16499325e-01 -7.94627083e-02 -4.39874963e-01
-2.27362933e-01 -8.79686822e-02 7.55137172e-02 1.19671809e-01
8.00512758e-03 3.12216907e-01 -5.07077990e-01 -6.85650014e-01
4.12550923e-01]
[ -2.18052327e-01 -2.54907209e-01 -1.26592721e-01 -2.99344260e-01
-3.07983491e-01 -9.19626416e-02 2.15436163e-01 5.35842264e-02
3.10327545e-01 5.28466816e-02 -3.90586331e-01 -8.93481836e-01
6.19530715e-01]
[ -8.75500365e-03 -1.94969034e-01 2.67544630e-02 -2.97836370e-01
-1.75826503e-01 1.67440157e-01 2.03046340e-01 2.65018803e-01
-1.50341808e-02 2.51287522e-01 -1.97439932e-01 -9.12248252e-01
6.87085843e-01]
[ 6.28857146e-03 -4.99649361e-02 -1.20564752e-01 -1.13067615e-01
-1.81016305e-01 -4.52452840e-02 2.85672464e-01 1.66692601e-01
2.56567730e-01 3.76164454e-01 -4.50433354e-01 -7.84571205e-01
6.85972472e-01]
[ -7.93285426e-02 -2.84882959e-01 6.33853469e-02 -3.63935352e-01
-1.52346054e-01 1.18286923e-01 3.63901179e-01 1.42858265e-01
-5.55557801e-02 1.77202842e-01 -5.43876978e-01 -8.40898566e-01
8.19113063e-01]
[ 1.23607412e-01 -9.34076217e-02 1.97435997e-02 -1.71447456e-01
-8.44769645e-02 -1.68241238e-02 2.44871698e-01 3.65644363e-01
4.07389715e-01 2.73704950e-01 -5.35007618e-01 -7.30617347e-01
5.14633511e-01]
[ -9.11186560e-03 -1.30691364e-01 1.91120178e-02 1.98860395e-02
-8.49119460e-02 -2.83732255e-01 2.28998783e-02 2.98105044e-01
-2.56356563e-02 7.09724612e-02 -2.38074937e-01 -6.58285295e-01
2.45021920e-01]
[ 7.73719923e-02 1.21912811e-01 -1.98590379e-03 1.02942749e-01
-8.21139837e-02 -5.96426369e-02 -2.19125964e-01 -1.96613955e-01
-2.95335646e-01 -1.69464741e-01 -1.34838513e-01 3.54335198e-01
-2.03044287e-01]
[ 3.77604962e-02 -7.98046641e-02 1.37640470e-01 2.23552714e-01
2.60580310e-01 8.65940532e-03 -4.15840629e-01 -3.72986571e-01
-1.26710994e-01 -5.30210221e-01 1.98302035e-01 1.07581598e+00
-5.00707250e-01]
[ 3.44148905e-02 8.12158134e-02 -2.12049032e-01 5.08420085e-02
3.18531445e-02 -5.85848463e-04 -1.66385148e-01 -3.31210777e-01
-2.89961127e-01 -1.87698386e-01 -4.76213210e-02 -3.82032458e-02
-1.84126682e-01]
[ -5.50871386e-02 -2.15603681e-01 6.55118470e-02 8.72909532e-02
-1.34182977e-01 -1.33852746e-01 3.80779342e-02 -6.89071214e-03
8.13811615e-02 -3.64475106e-01 -3.13808359e-01 -2.70668268e-01
3.58843060e-02]
[ 1.51845457e-02 -2.74570469e-01 6.07766984e-02 -2.31083720e-01
-1.93925391e-01 -2.31089015e-01 -2.53920245e-01 5.76059814e-02
-2.63715618e-03 1.19256362e-01 -1.71068070e-01 6.54433741e-02
-3.95455209e-02]
[ 1.73036711e-01 5.20101094e-02 -1.02734503e-01 -2.12339599e-01
-5.81454276e-02 -1.01469879e-01 -1.83195168e-01 3.80882526e-02
-1.90596500e-01 -2.24446625e-01 -1.79931603e-01 1.88209428e-01
-1.12542623e-01]
[ -1.72099844e-01 -1.80446993e-01 -1.10535995e-01 -1.83604072e-01
-4.91754843e-02 2.70804329e-02 -1.90436946e-01 -1.92652896e-01
-1.42131834e-01 -1.34641028e-02 -1.89848875e-01 9.64613105e-02
-2.47963843e-01]
[ -3.32485880e-02 -2.13272741e-01 -1.57388348e-01 -1.96902710e-01
-5.30311097e-02 4.44702223e-02 -3.49145736e-02 -1.82361503e-02
-2.17089506e-01 -2.59049284e-01 -3.89728115e-02 -6.38106956e-02
-7.31818401e-02]
[ 1.15387311e-01 7.58208701e-02 -8.03878088e-03 -1.57543223e-01
-3.26820798e-01 8.29813369e-03 -1.47034614e-01 -2.60695813e-01
-3.11682004e-01 4.98285893e-02 -1.07085975e-01 -6.83386900e-03
-7.49850402e-02]
[ -6.37235060e-02 -1.02912315e-02 -2.83894747e-01 -7.58598440e-03
6.75029019e-02 1.55673646e-01 -2.31461072e-01 -1.76159955e-01
-5.26013699e-02 -5.96177560e-02 1.55408263e-01 4.86498844e-01
-5.79673166e-02]
[ 1.04865192e-01 3.53316191e-01 -2.05206849e-01 6.49852060e-01
1.20866591e-01 -2.34428834e-03 -2.53441901e-01 -3.98417383e-01
-2.60133263e-01 -4.01231117e-01 6.97747340e-01 9.94079169e-01
-7.61379871e-01]
[ -3.28282822e-02 1.96506612e-01 3.90881512e-02 2.31480008e-01
1.19806850e-02 -7.03148811e-02 -3.18752759e-01 -4.06640261e-01
-3.08788326e-01 -3.20863129e-01 5.15647380e-01 1.10407451e+00
-7.63581586e-01]
[ -5.15224433e-02 -1.18671868e-01 -1.61138062e-01 3.02318094e-01
-1.63116714e-01 2.32822839e-01 -1.12596851e-01 -2.68265855e-01
-2.67630254e-01 -4.89364779e-01 2.11121889e-01 5.21835435e-01
-3.82788796e-01]
[ 7.82938502e-02 -3.80654967e-01 -5.32096829e-02 -2.55776193e-02
-1.10049624e-01 1.99928050e-01 7.03069445e-02 1.54733765e-01
-1.71104928e-01 -5.24220455e-02 -6.37235893e-02 3.32199640e-01
-2.03951577e-01]
[ 2.03703920e-01 -2.93051348e-01 -1.21421053e-01 -8.95348895e-02
-2.09779924e-01 1.21924424e-01 1.92666376e-02 -1.49403226e-01
-4.98918627e-02 -1.04365864e-01 -1.37935397e-01 -1.80369167e-01
-9.99338551e-02]
[ -1.35174631e-01 -8.14007533e-02 3.87260030e-02 -2.56496505e-01
-5.84578537e-02 -1.41111310e-01 5.10908731e-02 -8.49876504e-03
-7.49633449e-02 -8.71909034e-03 -3.14147307e-01 -4.59050432e-01
-2.10617613e-02]
[ -1.40352757e-01 -1.37365330e-01 -6.81138127e-02 -2.55410429e-01
-3.46564704e-01 -2.88227691e-01 1.46521230e-01 1.17328772e-01
1.62608155e-02 9.58506276e-02 -2.21358712e-01 -7.16572335e-01
-1.11123358e-03]
[ -1.66138213e-01 -2.35380901e-01 -2.98944391e-01 -3.98021943e-01
-2.79314750e-01 -2.09822022e-01 -3.16471734e-01 9.07876156e-02
-2.67630391e-02 -3.81616491e-01 -3.55096431e-01 -4.29760969e-01
-3.61216825e-01]
[ -1.10565955e-01 1.18409312e-01 2.26447517e-02 1.25822984e-03
-2.15308892e-01 -1.69935448e-01 -1.03118559e-01 2.34551341e-02
-9.79573858e-02 -1.63903034e-01 -1.78846584e-01 -2.93628040e-01
-5.63853149e-02]
[ -3.51762768e-01 -1.22510252e-01 -2.72605886e-01 1.47901009e-01
-2.03383490e-01 -2.27678199e-01 -7.50645743e-02 -1.46325490e-01
3.48004354e-02 -4.06718141e-02 6.08895743e-02 -3.08012367e-01
-2.02596587e-02]
[ -1.28312885e-01 -3.69243038e-02 -2.56196883e-01 4.42634582e-02
-2.19083793e-01 -2.78169830e-01 -3.67266519e-01 -3.86145218e-02
1.38034473e-02 -2.05094237e-01 -2.40182131e-01 -2.86220834e-01
-2.25059787e-02]
[ -2.18522043e-01 -5.34885951e-01 -3.34390842e-01 -3.08932914e-01
-3.30305660e-01 -2.27610625e-01 -4.15726660e-03 -2.77248039e-01
8.84477610e-02 -2.28368363e-01 -1.56748057e-01 -1.49584265e-01
-6.36291052e-02]
[ -2.14368615e-01 -2.98883278e-01 -3.15501394e-01 -1.41626823e-01
-9.66105028e-02 -1.48313525e-01 -7.33722841e-02 4.93711839e-03
-1.85319950e-01 -5.01118387e-01 -2.50855341e-01 -1.85594461e-01
6.06521167e-02]
[ -1.21566436e-01 1.27128745e-02 -2.40433540e-01 -4.71113433e-01
-2.41157284e-01 -2.60055979e-01 -4.28898792e-02 -3.42166068e-01
6.56745053e-02 -6.99039107e-02 -3.65491059e-01 -1.28539527e-01
-3.63128901e-01]]
Progress: 13.2% ... Training loss: 0.257 ... Validation loss: 0.442[[ -4.75323418e-02]
[ 2.86579319e-01]
[ -1.59173417e-01]
[ 8.31471045e-01]
[ 2.82273549e-01]
[ 9.60935272e-04]
[ -8.63607112e-01]
[ -9.90818352e-01]
[ -6.97896033e-01]
[ -9.95724233e-01]
[ 1.11627654e+00]
[ 2.80837821e+00]
[ -1.74090481e+00]]
[[ -5.36632011e-01 -5.07218597e-01 -5.82235700e-01 -1.47608657e-01
-3.11623549e-01 -5.90826621e-01 -3.24611856e-01 -3.25234053e-01
-5.10478404e-01 -4.23957247e-01 6.81633827e-02 5.23715493e-01
-9.31605455e-02]
[ 5.83802771e-03 -1.40738898e-01 5.17969209e-02 -4.00258790e-02
-4.46963295e-02 5.89108892e-02 -1.18508403e-01 2.33098270e-01
-1.24650066e-01 -1.64131579e-01 -6.25152968e-02 -6.59080152e-02
1.04684547e-01]
[ -2.03253497e-01 1.34831590e-01 -1.88698239e-02 1.35938297e-01
9.70167427e-02 -1.16189415e-01 1.56477720e-01 -5.26629225e-02
2.89358060e-01 -9.60715360e-02 2.79005833e-01 8.28305463e-01
6.25327554e-01]
[ 1.78506916e-01 -2.38341389e-01 -2.82813667e-01 7.01280978e-04
-2.91004111e-01 9.13935395e-05 9.32129977e-03 -4.14581547e-01
1.16957953e-01 -3.61396463e-01 -1.96630254e-01 -3.20899405e-01
-9.12903178e-02]
[ 1.06220378e-01 1.97750405e-02 1.02311413e-01 8.48981834e-03
-1.73510731e-02 6.94656843e-02 -1.09819309e-01 1.95525838e-02
1.32805861e-02 1.64356644e-01 1.24331200e-01 -8.28728910e-02
-1.56763775e-01]
[ -4.84684650e-01 -5.84980706e-01 -6.04852798e-01 -5.63963650e-01
-5.76258663e-01 -5.63588498e-01 -3.16813373e-01 -1.84124580e-01
-4.43242820e-01 -2.67060409e-01 -4.48806116e-01 -6.60668746e-01
-3.97139994e-01]
[ -4.18103475e-01 -5.78681060e-01 -3.23165656e-01 -3.58394023e-01
-4.08544080e-01 -5.60642275e-01 -4.24060269e-01 -4.63955671e-01
-2.89493059e-01 -1.81661183e-01 -4.30304053e-01 -2.98568259e-01
-2.25137818e-01]
[ -3.22349429e-01 -3.52583026e-01 -4.67329274e-01 -2.13764314e-01
-3.16689177e-01 -4.14377657e-01 -2.30987954e-01 -1.63417721e-01
-2.60208759e-01 -4.31808639e-01 -1.95843094e-01 -4.46119277e-01
-2.33536090e-01]
[ -4.73632058e-01 -3.50768012e-01 -3.76742655e-01 -1.54253791e-01
-3.38018924e-01 -2.15391734e-01 -1.18123935e-01 -4.22469723e-01
-2.84915744e-01 -4.43661315e-01 -1.43578828e-01 -1.87244835e-01
-1.76905542e-01]
[ -9.52999215e-01 -9.26209568e-01 -9.77556436e-01 -7.36278888e-01
-1.01401851e+00 -9.81029452e-01 -6.40412713e-01 -6.36391721e-01
-7.58891385e-01 -5.69119339e-01 -6.87577377e-01 -4.97068644e-01
-4.64445838e-01]
[ -5.06005508e-01 -2.68367739e-01 -4.64953911e-01 -3.16739021e-01
-3.52470664e-01 -3.57086911e-01 -5.48146850e-01 -5.51699702e-01
-6.34001853e-01 -1.16423773e-01 -4.34166886e-01 -5.93377480e-01
-4.05590391e-01]
[ -1.18091784e-01 2.49907170e-02 -3.35346154e-01 -3.95071154e-01
-1.02926519e-01 -7.24026235e-02 -1.56322293e-01 -2.85609457e-01
-1.42756558e-01 1.22830650e-01 -3.80089394e-01 -6.71896688e-01
-2.78880140e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60595432e-01 -1.09155477e-01 1.62797410e-01 -2.47793818e-01
-1.24717894e-01 1.13300282e-01 -1.36982600e-01 1.93611872e-03
-9.19757234e-02 5.70312438e-02 -1.36408697e-01 -3.00036921e-01
3.16511223e-02]
[ -8.22874956e-02 -2.62164835e-01 -1.77687994e-01 -2.87773269e-01
-4.79236112e-01 -8.47246632e-02 -3.24224147e-02 1.33140027e-02
-5.25788950e-02 2.56262957e-02 -1.84856607e-01 -2.73178859e-01
-2.39279558e-01]
[ -7.45616635e-02 -4.56209120e-03 -2.40143499e-01 -2.44968831e-01
1.34788498e-01 -1.63116806e-01 -1.67204105e-01 5.22546092e-02
-2.38876264e-03 8.18495458e-03 -1.78693889e-01 4.56321796e-04
-3.18324489e-03]
[ 2.86472538e-02 -1.60902476e-01 -1.51505818e-01 -5.15814377e-02
-1.19890697e-01 -1.07619812e-01 7.96860677e-02 -1.66164782e-01
-3.62368400e-02 -3.40420738e-02 -1.74973504e-03 -1.59806806e-01
5.36254444e-02]
[ -2.84946481e-01 -1.43970599e-01 -7.20496371e-02 -9.91444045e-02
-3.06910701e-01 -2.72882023e-01 -3.56586785e-01 6.29047597e-02
-2.96478018e-01 -2.04416168e-01 1.76295648e-01 -1.53618402e-03
3.09400816e-01]
[ -2.16642225e-01 -1.29472101e-01 -8.26760316e-02 -7.06253519e-02
-8.48284049e-02 -1.15575597e-01 -4.26899718e-02 5.96612301e-02
-1.06683900e-01 6.93975736e-03 2.15171817e-02 -1.55782917e-01
3.40489297e-02]
[ -1.54559199e-01 -6.69633858e-02 -2.23786365e-01 -3.28101426e-01
-1.51017501e-01 -1.99378500e-01 -2.47017433e-01 -6.46888764e-02
1.83769287e-01 -1.58464588e-01 -3.13542205e-01 -2.81625914e-01
-1.25965407e-01]
[ -3.67631418e-01 -6.98565640e-02 -1.45999692e-01 -1.71595719e-01
-5.45969461e-02 -3.11035500e-01 6.19149233e-02 -5.18955621e-02
-1.08571913e-01 9.70718882e-02 -8.39363404e-03 -1.54836011e-01
-1.62071483e-01]
[ -1.69306998e-01 -1.52002868e-01 -4.66392741e-02 -1.33891074e-01
-1.33045592e-01 -2.93799358e-01 -5.08525139e-02 -1.05166874e-01
-2.51003632e-01 4.50825986e-02 2.20245648e-01 3.11667818e-02
-1.87596790e-01]
[ -1.38457792e-01 -1.74308756e-01 -1.13025697e-01 -2.66363283e-01
9.32847714e-02 -1.83001282e-02 -2.18265534e-01 -1.54773641e-01
8.96267700e-02 -1.08320351e-01 -1.42300074e-01 -1.09794796e-01
-3.39013030e-01]
[ -4.49768273e-02 -3.08942079e-02 -1.49093125e-01 -3.41962350e-02
-2.26545087e-01 6.29606490e-02 -9.26589356e-02 -5.29263574e-02
-2.37084813e-01 -8.66432823e-02 -6.18342083e-02 -2.83726546e-01
-1.82644746e-01]
[ -7.33240948e-02 3.16697354e-02 -1.29828621e-01 -2.95753594e-01
1.25495270e-01 2.07056829e-02 -2.32426660e-01 -1.79401480e-01
1.08746132e-01 -7.84369513e-02 -2.58422838e-01 -1.98811172e-01
-2.89021035e-01]
[ 8.37441238e-02 -3.16330845e-01 -7.95294233e-02 -4.39734078e-01
-2.27247793e-01 -8.79672827e-02 7.48254319e-02 1.19058263e-01
7.31191052e-03 3.11688495e-01 -5.06928348e-01 -6.84739684e-01
4.11280380e-01]
[ -2.18105529e-01 -2.54583148e-01 -1.26693731e-01 -2.98651549e-01
-3.07729257e-01 -9.19599386e-02 2.14167270e-01 5.25645956e-02
3.09166121e-01 5.16210233e-02 -3.89620931e-01 -8.91689711e-01
6.16995053e-01]
[ -8.75962754e-03 -1.94986312e-01 2.67456485e-02 -2.97992903e-01
-1.75844184e-01 1.67440168e-01 2.03113381e-01 2.64994830e-01
-1.50057566e-02 2.51322524e-01 -1.97722373e-01 -9.12515904e-01
6.87239661e-01]
[ 6.28806310e-03 -4.99783996e-02 -1.20572183e-01 -1.13282629e-01
-1.81023585e-01 -4.52452854e-02 2.85881292e-01 1.66744736e-01
2.56715501e-01 3.76220866e-01 -4.50709596e-01 -7.85260436e-01
6.86475104e-01]
[ -7.93273908e-02 -2.84876135e-01 6.33994572e-02 -3.64269929e-01
-1.52408627e-01 1.18287279e-01 3.64542906e-01 1.43522080e-01
-5.53569688e-02 1.77873713e-01 -5.44557139e-01 -8.43959144e-01
8.21152739e-01]
[ 1.23563308e-01 -9.31629962e-02 1.96253902e-02 -1.70602133e-01
-8.42805322e-02 -1.68219933e-02 2.44070221e-01 3.64811322e-01
4.06581003e-01 2.72695654e-01 -5.34162855e-01 -7.29654599e-01
5.12515030e-01]
[ -9.11685358e-03 -1.30642919e-01 1.91131948e-02 2.00017556e-02
-8.48912208e-02 -2.83731527e-01 2.28297086e-02 2.98042373e-01
-2.57988798e-02 7.13635866e-02 -2.38174372e-01 -6.58904694e-01
2.44842540e-01]
[ 7.74076329e-02 1.21970585e-01 -1.89798839e-03 1.03973998e-01
-8.19380507e-02 -5.96449852e-02 -2.19187538e-01 -1.96033965e-01
-2.95990219e-01 -1.68298889e-01 -1.33641502e-01 3.60708132e-01
-2.07272861e-01]
[ 3.77467443e-02 -7.99435424e-02 1.37697333e-01 2.24243206e-01
2.60633100e-01 8.65921827e-03 -4.15687834e-01 -3.73395860e-01
-1.26291236e-01 -5.30555185e-01 1.98879609e-01 1.07771911e+00
-5.01807600e-01]
[ 3.44250205e-02 8.10227351e-02 -2.11989696e-01 5.01073979e-02
3.16716346e-02 -5.86297796e-04 -1.65886292e-01 -3.30474512e-01
-2.89389522e-01 -1.87121007e-01 -4.86928134e-02 -4.19457916e-02
-1.81995679e-01]
[ -5.50489439e-02 -2.15834604e-01 6.56426233e-02 8.63033528e-02
-1.34423471e-01 -1.33854812e-01 3.90509989e-02 -5.75802146e-03
8.22711695e-02 -3.63442878e-01 -3.15053909e-01 -2.74122249e-01
3.82702348e-02]
[ 1.51801237e-02 -2.74578891e-01 6.07888532e-02 -2.31337975e-01
-1.93967961e-01 -2.31088634e-01 -2.53908568e-01 5.76252800e-02
-2.65498987e-03 1.19544925e-01 -1.71556399e-01 6.37787463e-02
-3.90449441e-02]
[ 1.73071088e-01 5.13359906e-02 -1.02533293e-01 -2.14155270e-01
-5.88250299e-02 -1.01472242e-01 -1.80970627e-01 4.09141466e-02
-1.89011450e-01 -2.22877815e-01 -1.83263641e-01 1.81404104e-01
-1.06818857e-01]
[ -1.72220099e-01 -1.79289810e-01 -1.11053037e-01 -1.80267091e-01
-4.79882418e-02 2.70897065e-02 -1.94207104e-01 -1.97296974e-01
-1.45035863e-01 -1.80891457e-02 -1.83709884e-01 1.12593571e-01
-2.56918790e-01]
[ -3.32413392e-02 -2.13823512e-01 -1.57161522e-01 -1.98682201e-01
-5.35642950e-02 4.44685460e-02 -3.34303059e-02 -1.64030857e-02
-2.15884147e-01 -2.57706668e-01 -4.17745886e-02 -6.99940606e-02
-6.85416841e-02]
[ 1.15422372e-01 7.52257576e-02 -7.80223611e-03 -1.59330042e-01
-3.27229313e-01 8.29543968e-03 -1.45078145e-01 -2.58684788e-01
-3.10233389e-01 5.17621444e-02 -1.09574460e-01 -1.27024167e-02
-7.10103594e-02]
[ -6.36958477e-02 -1.04144715e-02 -2.83801618e-01 -8.05882997e-03
6.73407049e-02 1.55671489e-01 -2.30888521e-01 -1.75301508e-01
-5.21316201e-02 -5.85974791e-02 1.54438763e-01 4.84838262e-01
-5.65259200e-02]
[ 1.04979785e-01 3.52599996e-01 -2.04921740e-01 6.47187417e-01
1.20232809e-01 -2.35103861e-03 -2.51263818e-01 -3.96046170e-01
-2.58390720e-01 -3.98871007e-01 6.93868260e-01 9.86780443e-01
-7.57776925e-01]
[ -3.28531294e-02 1.96773085e-01 3.89919444e-02 2.33268954e-01
1.22898796e-02 -7.03140468e-02 -3.20103164e-01 -4.07262918e-01
-3.09809184e-01 -3.21822428e-01 5.18666326e-01 1.10902946e+00
-7.67322819e-01]
[ -5.14910510e-02 -1.18822192e-01 -1.61061832e-01 3.01646472e-01
-1.63239791e-01 2.32820615e-01 -1.11878296e-01 -2.67498456e-01
-2.67095717e-01 -4.88835954e-01 2.10280340e-01 5.19290648e-01
-3.81558808e-01]
[ 7.83440931e-02 -3.80990064e-01 -5.30008272e-02 -2.67697170e-02
-1.10421810e-01 1.99923700e-01 7.15779027e-02 1.56800281e-01
-1.70323380e-01 -5.06944816e-02 -6.57840633e-02 3.26996239e-01
-2.01348433e-01]
[ 2.03661260e-01 -2.92865762e-01 -1.21491747e-01 -8.87566181e-02
-2.09597483e-01 1.21926498e-01 1.82285123e-02 -1.49993456e-01
-5.07686936e-02 -1.04998067e-01 -1.36825657e-01 -1.76939967e-01
-1.02240772e-01]
[ -1.35171305e-01 -8.14016947e-02 3.87276617e-02 -2.56521024e-01
-5.84610652e-02 -1.41111540e-01 5.11275003e-02 -8.51731845e-03
-7.49806392e-02 -8.72604938e-03 -3.14115721e-01 -4.58911201e-01
-2.10785531e-02]
[ -1.40372300e-01 -1.37271468e-01 -6.81573009e-02 -2.55331548e-01
-3.46492073e-01 -2.88226617e-01 1.46328037e-01 1.17110168e-01
1.60397257e-02 9.56122300e-02 -2.21253554e-01 -7.16666035e-01
-1.23764935e-03]
[ -1.66057096e-01 -2.35604239e-01 -2.98766507e-01 -3.99165784e-01
-2.79454257e-01 -2.09827058e-01 -3.15751950e-01 9.32556956e-02
-2.67905163e-02 -3.80108074e-01 -3.56713668e-01 -4.32157269e-01
-3.63262026e-01]
[ -1.10572590e-01 1.17900520e-01 2.28477045e-02 2.64996319e-04
-2.15734888e-01 -1.69935922e-01 -1.02012844e-01 2.52009762e-02
-9.71771856e-02 -1.62158081e-01 -1.81024088e-01 -2.97076467e-01
-5.40145813e-02]
[ -3.51760962e-01 -1.22809639e-01 -2.72478417e-01 1.45820168e-01
-2.03760239e-01 -2.27678483e-01 -7.30211526e-02 -1.43633625e-01
3.58834623e-02 -3.82474036e-02 5.69741267e-02 -3.18697115e-01
-1.40865353e-02]
[ -1.28425527e-01 -3.64806769e-02 -2.56322633e-01 4.60953377e-02
-2.18572564e-01 -2.78165189e-01 -3.68333834e-01 -4.05532248e-02
1.25662068e-02 -2.06627951e-01 -2.38340437e-01 -2.79929939e-01
-2.47648069e-02]
[ -2.18609900e-01 -5.34510198e-01 -3.34622585e-01 -3.06575809e-01
-3.29734942e-01 -2.27605667e-01 -5.76424037e-03 -2.78549504e-01
8.75025281e-02 -2.29741247e-01 -1.53084677e-01 -1.41403678e-01
-6.66406031e-02]
[ -2.14303348e-01 -2.99454529e-01 -3.15262727e-01 -1.43909853e-01
-9.72840600e-02 -1.48318131e-01 -7.12465107e-02 7.57423550e-03
-1.84119189e-01 -4.99314205e-01 -2.54520897e-01 -1.92285293e-01
6.56167765e-02]
[ -1.21485505e-01 1.23017323e-02 -2.40160737e-01 -4.72392314e-01
-2.41524523e-01 -2.60061712e-01 -4.24565232e-02 -3.41607324e-01
6.63051599e-02 -6.93503188e-02 -3.65998129e-01 -1.32350233e-01
-3.64971472e-01]]
Progress: 13.3% ... Training loss: 0.257 ... Validation loss: 0.452[[-0.03989868]
[ 0.30018109]
[-0.15089395]
[ 0.84788078]
[ 0.29677651]
[ 0.00801085]
[-0.84508876]
[-0.97835161]
[-0.680246 ]
[-0.98127687]
[ 1.13803132]
[ 2.84479729]
[-1.70932674]]
[[ -5.36920291e-01 -5.04846650e-01 -5.83172981e-01 -1.39376089e-01
-3.08937463e-01 -5.90821210e-01 -3.32407679e-01 -3.33242954e-01
-5.16748808e-01 -4.32693391e-01 8.15848396e-02 5.60514839e-01
-1.14830590e-01]
[ 5.85164125e-03 -1.40757590e-01 5.17823949e-02 -4.00247134e-02
-4.46460676e-02 5.89109238e-02 -1.18423881e-01 2.33069598e-01
-1.24469761e-01 -1.64010218e-01 -6.27419659e-02 -6.61080599e-02
1.05052627e-01]
[ -2.03821966e-01 1.39029662e-01 -2.06866108e-02 1.48858507e-01
1.01186846e-01 -1.16178086e-01 1.42290164e-01 -7.19315238e-02
2.77971458e-01 -1.13924501e-01 3.00584440e-01 8.76670861e-01
5.93372324e-01]
[ 1.78324079e-01 -2.37566163e-01 -2.83361461e-01 1.17240092e-03
-2.90697192e-01 9.39309424e-05 6.23166062e-03 -4.21215329e-01
1.14844862e-01 -3.66891719e-01 -1.94815322e-01 -3.16167668e-01
-9.22507295e-02]
[ 1.06331180e-01 1.89876622e-02 1.02986948e-01 6.77763604e-03
-1.77523135e-02 6.94641551e-02 -1.08229567e-01 2.55138105e-02
1.40728006e-02 1.70669378e-01 1.19049016e-01 -9.55534048e-02
-1.57471171e-01]
[ -4.84597873e-01 -5.85429029e-01 -6.04523392e-01 -5.64490362e-01
-5.76663157e-01 -5.63590500e-01 -3.15632429e-01 -1.81404686e-01
-4.42524912e-01 -2.63739975e-01 -4.50381850e-01 -6.65198053e-01
-3.96859025e-01]
[ -4.18229912e-01 -5.77757310e-01 -3.23626987e-01 -3.55461134e-01
-4.07354387e-01 -5.60639573e-01 -4.27962532e-01 -4.67118820e-01
-2.92439794e-01 -1.87209043e-01 -4.25698185e-01 -2.83517286e-01
-2.35602293e-01]
[ -3.22712506e-01 -3.49797246e-01 -4.68446570e-01 -2.05414956e-01
-3.13900476e-01 -4.14370331e-01 -2.40811056e-01 -1.74248378e-01
-2.68371919e-01 -4.41420775e-01 -1.83145277e-01 -4.17887601e-01
-2.56736796e-01]
[ -4.73550904e-01 -3.51015011e-01 -3.76628803e-01 -1.55171650e-01
-3.38414332e-01 -2.15393658e-01 -1.16522841e-01 -4.21500107e-01
-2.83229861e-01 -4.43015458e-01 -1.44423985e-01 -1.90258807e-01
-1.74972308e-01]
[ -9.52957920e-01 -9.25919057e-01 -9.77457380e-01 -7.34425562e-01
-1.01359320e+00 -9.81030594e-01 -6.42543128e-01 -6.36703535e-01
-7.60881175e-01 -5.69156338e-01 -6.84094494e-01 -4.87276380e-01
-4.75768867e-01]
[ -5.06351540e-01 -2.65750111e-01 -4.66178438e-01 -3.08791966e-01
-3.49765400e-01 -3.57079978e-01 -5.55403269e-01 -5.60588808e-01
-6.39947449e-01 -1.26258477e-01 -4.23206277e-01 -5.64574035e-01
-4.23667678e-01]
[ -1.18108631e-01 2.50967871e-02 -3.35356050e-01 -3.95033859e-01
-1.02878604e-01 -7.24023143e-02 -1.57878787e-01 -2.86712832e-01
-1.43527277e-01 1.21508649e-01 -3.79650092e-01 -6.74753027e-01
-2.80930802e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60584222e-01 -1.09173352e-01 1.62804367e-01 -2.47847157e-01
-1.24726102e-01 1.13300073e-01 -1.36947207e-01 1.95616780e-03
-9.18899907e-02 5.70986443e-02 -1.36376948e-01 -2.99872988e-01
3.15075651e-02]
[ -8.22482590e-02 -2.62439685e-01 -1.77509045e-01 -2.88413306e-01
-4.79454784e-01 -8.47254414e-02 -3.15240297e-02 1.56358878e-02
-5.20647936e-02 2.79491276e-02 -1.87384797e-01 -2.80015744e-01
-2.38599544e-01]
[ -7.46293878e-02 -4.12566562e-03 -2.40260744e-01 -2.43026814e-01
1.35347428e-01 -1.63116041e-01 -1.68623401e-01 5.06587833e-02
-3.84355714e-03 6.33697604e-03 -1.75037068e-01 1.11016541e-02
-7.63870503e-03]
[ 2.86416996e-02 -1.60990803e-01 -1.51430274e-01 -5.19171185e-02
-1.19907321e-01 -1.07619688e-01 7.92235976e-02 -1.65352198e-01
-3.63263845e-02 -3.37822732e-02 -2.92163233e-03 -1.62921099e-01
5.24775049e-02]
[ -2.84921545e-01 -1.43965222e-01 -7.20701538e-02 -9.91078341e-02
-3.06887637e-01 -2.72882142e-01 -3.56475977e-01 6.31908599e-02
-2.96339097e-01 -2.04476552e-01 1.76387366e-01 -2.68404692e-03
3.09988291e-01]
[ -2.16797956e-01 -1.27965317e-01 -8.34251912e-02 -6.55915020e-02
-8.31731028e-02 -1.15571847e-01 -4.80278258e-02 5.27281990e-02
-1.10818613e-01 2.10812557e-04 3.03130203e-02 -1.33083117e-01
1.92730545e-02]
[ -1.54602110e-01 -6.67824614e-02 -2.23865190e-01 -3.27349431e-01
-1.50846612e-01 -1.99377877e-01 -2.48172321e-01 -6.58574348e-02
1.82535573e-01 -1.59370553e-01 -3.12609140e-01 -2.79561380e-01
-1.29302356e-01]
[ -3.67900517e-01 -6.80092237e-02 -1.46706311e-01 -1.66562547e-01
-5.29114545e-02 -3.11030332e-01 5.58330286e-02 -5.75732133e-02
-1.13634325e-01 9.12387414e-02 -1.20851281e-03 -1.37969987e-01
-1.74127090e-01]
[ -1.69262729e-01 -1.52227898e-01 -4.65289438e-02 -1.34221281e-01
-1.33205291e-01 -2.93800414e-01 -5.02116643e-02 -1.05003740e-01
-2.50339554e-01 4.55241550e-02 2.19780587e-01 3.14253837e-02
-1.87165308e-01]
[ -1.38422051e-01 -1.74562570e-01 -1.12906636e-01 -2.67017830e-01
9.30445482e-02 -1.83013265e-02 -2.17434955e-01 -1.53850771e-01
9.04901664e-02 -1.07273380e-01 -1.43765546e-01 -1.14550778e-01
-3.37488223e-01]
[ -4.50037475e-02 -3.05729804e-02 -1.49225249e-01 -3.37095495e-02
-2.26338668e-01 6.29614192e-02 -9.29947311e-02 -5.35435846e-02
-2.37445522e-01 -8.76188688e-02 -6.07808766e-02 -2.81300080e-01
-1.83600004e-01]
[ -7.32331284e-02 3.12457623e-02 -1.29650344e-01 -2.97186395e-01
1.25017092e-01 2.07039450e-02 -2.31093803e-01 -1.78240104e-01
1.10109684e-01 -7.74172107e-02 -2.59657068e-01 -2.02341471e-01
-2.86825145e-01]
[ 8.36240152e-02 -3.15767893e-01 -7.97914670e-02 -4.37973753e-01
-2.26691983e-01 -8.79653232e-02 7.22232731e-02 1.16596018e-01
5.08430375e-03 3.09200327e-01 -5.04851415e-01 -6.79802143e-01
4.05148384e-01]
[ -2.18136177e-01 -2.54456609e-01 -1.26754435e-01 -2.98175488e-01
-3.07593309e-01 -9.19593431e-02 2.13348118e-01 5.19659770e-02
3.08535801e-01 5.10609568e-02 -3.89165740e-01 -8.90968205e-01
6.15504587e-01]
[ -8.81149763e-03 -1.94590474e-01 2.65680437e-02 -2.97162893e-01
-1.75444565e-01 1.67441323e-01 2.01835191e-01 2.63385510e-01
-1.61223823e-02 2.49858150e-01 -1.96412310e-01 -9.10121478e-01
6.84879082e-01]
[ 6.27646992e-03 -4.99145182e-02 -1.20598335e-01 -1.13226404e-01
-1.81009394e-01 -4.52450682e-02 2.86028026e-01 1.67032204e-01
2.56630907e-01 3.76238295e-01 -4.50872639e-01 -7.86378751e-01
6.86894374e-01]
[ -7.93352505e-02 -2.84840610e-01 6.33616277e-02 -3.64187383e-01
-1.52390428e-01 1.18287476e-01 3.64393110e-01 1.43276102e-01
-5.54520815e-02 1.77657198e-01 -5.44391614e-01 -8.43960732e-01
8.20981343e-01]
[ 1.23574565e-01 -9.32333232e-02 1.96648015e-02 -1.70940853e-01
-8.43634262e-02 -1.68221774e-02 2.44442963e-01 3.65451347e-01
4.06903665e-01 2.73095085e-01 -5.34571016e-01 -7.31160611e-01
5.13776911e-01]
[ -9.10925046e-03 -1.30638922e-01 1.91174844e-02 2.02080016e-02
-8.48972461e-02 -2.83731654e-01 2.26822556e-02 2.98008977e-01
-2.58253909e-02 7.14552846e-02 -2.37707615e-01 -6.57577517e-01
2.44062063e-01]
[ 7.74842774e-02 1.21632580e-01 -1.68940296e-03 1.03347058e-01
-8.22550450e-02 -5.96461786e-02 -2.18520543e-01 -1.94812253e-01
-2.94989135e-01 -1.66971177e-01 -1.34622178e-01 3.58154596e-01
-2.05255718e-01]
[ 3.77753916e-02 -7.98097438e-02 1.37604183e-01 2.24975120e-01
2.60871865e-01 8.65894565e-03 -4.16299261e-01 -3.74419562e-01
-1.26444573e-01 -5.31194532e-01 2.00636595e-01 1.08015498e+00
-5.04481145e-01]
[ 3.44480346e-02 8.07664633e-02 -2.11875313e-01 4.97037878e-02
3.14277333e-02 -5.86952838e-04 -1.65281416e-01 -3.29706367e-01
-2.88938997e-01 -1.86335518e-01 -4.95855345e-02 -4.43890353e-02
-1.80868197e-01]
[ -5.51071464e-02 -2.15596867e-01 6.54835592e-02 8.74521521e-02
-1.34118446e-01 -1.33853688e-01 3.81893411e-02 -6.90836619e-03
8.15107591e-02 -3.64388312e-01 -3.13949719e-01 -2.71723477e-01
3.63468438e-02]
[ 1.51401493e-02 -2.74319786e-01 6.06290424e-02 -2.30623146e-01
-1.93667781e-01 -2.31088026e-01 -2.54715253e-01 5.65423691e-02
-3.22983699e-03 1.17987210e-01 -1.70388964e-01 6.78344376e-02
-4.09987270e-02]
[ 1.73061597e-01 5.13971615e-02 -1.02539951e-01 -2.14314099e-01
-5.87667910e-02 -1.01472215e-01 -1.81210764e-01 4.06033437e-02
-1.89250154e-01 -2.23137727e-01 -1.83051642e-01 1.82604760e-01
-1.07360790e-01]
[ -1.72259330e-01 -1.78818725e-01 -1.11324565e-01 -1.78724986e-01
-4.74732404e-02 2.70907931e-02 -1.95987220e-01 -1.99565639e-01
-1.46346120e-01 -2.10439488e-02 -1.80539220e-01 1.23013009e-01
-2.62232568e-01]
[ -3.33477359e-02 -2.13044128e-01 -1.57507206e-01 -1.96607035e-01
-5.26587467e-02 4.44706180e-02 -3.58169663e-02 -1.97941086e-02
-2.17822116e-01 -2.61376980e-01 -3.77307560e-02 -5.82595546e-02
-7.50225696e-02]
[ 1.15305246e-01 7.59564199e-02 -8.06281033e-03 -1.57437678e-01
-3.26752256e-01 8.29764517e-03 -1.47100426e-01 -2.60782360e-01
-3.11752298e-01 4.94636776e-02 -1.06775843e-01 -6.76045115e-03
-7.50655417e-02]
[ -6.36878390e-02 -1.03553507e-02 -2.83818186e-01 -7.94666113e-03
6.73905912e-02 1.55671442e-01 -2.30991970e-01 -1.75571262e-01
-5.21110767e-02 -5.87392149e-02 1.54767618e-01 4.85369252e-01
-5.68952916e-02]
[ 1.04906458e-01 3.53344600e-01 -2.05184943e-01 6.50078764e-01
1.20988392e-01 -2.34961978e-03 -2.53467480e-01 -3.98805202e-01
-2.60197534e-01 -4.01350067e-01 6.98729284e-01 9.97198324e-01
-7.63773340e-01]
[ -3.28070501e-02 1.96474857e-01 3.92068236e-02 2.32576541e-01
1.20869418e-02 -7.03146173e-02 -3.19342836e-01 -4.05213272e-01
-3.09231046e-01 -3.19580873e-01 5.16154347e-01 1.10210111e+00
-7.66424183e-01]
[ -5.14007357e-02 -1.19455523e-01 -1.60723833e-01 2.99361545e-01
-1.63846184e-01 2.32818218e-01 -1.09755982e-01 -2.64329083e-01
-2.65439175e-01 -4.86326196e-01 2.06667318e-01 5.09958204e-01
-3.77744326e-01]
[ 7.83406304e-02 -3.80932377e-01 -5.30171545e-02 -2.64084371e-02
-1.10411994e-01 1.99923444e-01 7.13454093e-02 1.56772782e-01
-1.70834968e-01 -5.07182814e-02 -6.52928378e-02 3.28856587e-01
-2.02529054e-01]
[ 2.03731860e-01 -2.93146072e-01 -1.21335869e-01 -8.97789752e-02
-2.09840636e-01 1.21925308e-01 1.93049978e-02 -1.48915170e-01
-4.98712639e-02 -1.03812427e-01 -1.38188554e-01 -1.79430950e-01
-1.00061220e-01]
[ -1.35210533e-01 -8.11335567e-02 3.86207096e-02 -2.55641659e-01
-5.82388912e-02 -1.41110839e-01 5.01151781e-02 -9.56925608e-03
-7.59789503e-02 -9.53919681e-03 -3.13140656e-01 -4.56276591e-01
-2.37028012e-02]
[ -1.40347535e-01 -1.37372012e-01 -6.81042395e-02 -2.55726826e-01
-3.46572325e-01 -2.88226992e-01 1.46891878e-01 1.17974021e-01
1.63986146e-02 9.63726667e-02 -2.21822621e-01 -7.17563569e-01
-3.59005787e-04]
[ -1.66082035e-01 -2.35191639e-01 -2.98655347e-01 -3.98250307e-01
-2.79183463e-01 -2.09826819e-01 -3.17626620e-01 9.31756669e-02
-2.82336361e-02 -3.79814949e-01 -3.55254495e-01 -4.29729871e-01
-3.69334913e-01]
[ -1.10644455e-01 1.18304896e-01 2.26003438e-02 2.22549528e-03
-2.15282332e-01 -1.69934492e-01 -1.04223648e-01 2.29562875e-02
-9.87902573e-02 -1.64137927e-01 -1.78932937e-01 -2.90937447e-01
-5.92142463e-02]
[ -3.51744385e-01 -1.22726200e-01 -2.72567654e-01 1.45767193e-01
-2.03676813e-01 -2.27678506e-01 -7.30160176e-02 -1.44048038e-01
3.58290501e-02 -3.85279960e-02 5.69680569e-02 -3.19128736e-01
-1.46494313e-02]
[ -1.28393134e-01 -3.66198307e-02 -2.56275220e-01 4.58671399e-02
-2.18816961e-01 -2.78166131e-01 -3.67911356e-01 -4.05290705e-02
1.31825856e-02 -2.06709875e-01 -2.38414276e-01 -2.79423047e-01
-2.43843274e-02]
[ -2.18661439e-01 -5.34071818e-01 -3.34804787e-01 -3.04208390e-01
-3.29229507e-01 -2.27604840e-01 -7.47550624e-03 -2.80578812e-01
8.59882745e-02 -2.31539749e-01 -1.49307167e-01 -1.34610591e-01
-7.16716957e-02]
[ -2.14400779e-01 -2.98799670e-01 -3.15545358e-01 -1.42189589e-01
-9.65786801e-02 -1.48316054e-01 -7.29202568e-02 6.01675128e-03
-1.85684436e-01 -5.01170376e-01 -2.52486731e-01 -1.91478085e-01
6.24747866e-02]
[ -1.21610286e-01 1.34614431e-02 -2.40653246e-01 -4.69237124e-01
-2.40119224e-01 -2.60059219e-01 -4.63569762e-02 -3.45609851e-01
6.31727812e-02 -7.48401132e-02 -3.60397424e-01 -1.12852849e-01
-3.76794399e-01]]
Progress: 13.3% ... Training loss: 0.270 ... Validation loss: 0.442[[-0.05641132]
[ 0.27864618]
[-0.16698197]
[ 0.81807321]
[ 0.27518922]
[-0.00767679]
[-0.87415842]
[-1.00431235]
[-0.71209279]
[-1.00222015]
[ 1.10593881]
[ 2.79317948]
[-1.75704518]]
[[ -5.36654365e-01 -5.07215727e-01 -5.82140003e-01 -1.49188910e-01
-3.11586926e-01 -5.90874149e-01 -3.22230024e-01 -3.21613683e-01
-5.08280256e-01 -4.22718623e-01 6.79931936e-02 5.22928144e-01
-8.75046279e-02]
[ 5.87436964e-03 -1.40955007e-01 5.19321191e-02 -4.08855099e-02
-4.47464290e-02 5.89073694e-02 -1.17641213e-01 2.33892212e-01
-1.24178806e-01 -1.62840800e-01 -6.42619309e-02 -7.02907076e-02
1.07638790e-01]
[ -2.03575720e-01 1.34225661e-01 -1.91124775e-02 1.33641854e-01
9.68334407e-02 -1.16233668e-01 1.57992811e-01 -5.44483299e-02
2.91701666e-01 -9.74091785e-02 2.77061801e-01 8.30819037e-01
6.38020247e-01]
[ 1.78494869e-01 -2.36979581e-01 -2.83422006e-01 -5.33130211e-04
-2.90392796e-01 6.90076274e-05 8.45858949e-03 -4.19771080e-01
1.15773035e-01 -3.67269008e-01 -1.95084297e-01 -3.24381542e-01
-9.00421549e-02]
[ 1.06189421e-01 1.98366382e-02 1.02914949e-01 1.03368114e-02
-1.67130319e-02 6.94941685e-02 -1.15538578e-01 2.13320678e-02
1.09626183e-02 1.68612188e-01 1.23366592e-01 -8.07029303e-02
-1.68347278e-01]
[ -4.84506445e-01 -5.85912211e-01 -6.04354004e-01 -5.66510249e-01
-5.77174525e-01 -5.63605805e-01 -3.14156174e-01 -1.80285173e-01
-4.41110851e-01 -2.62737978e-01 -4.52977088e-01 -6.73899067e-01
-3.95645086e-01]
[ -4.18173425e-01 -5.78585502e-01 -3.23180122e-01 -3.58575079e-01
-4.08151281e-01 -5.60650617e-01 -4.26542253e-01 -4.64244711e-01
-2.91340382e-01 -1.83590420e-01 -4.30741693e-01 -2.94737926e-01
-2.31737387e-01]
[ -3.22427634e-01 -3.52778769e-01 -4.67330542e-01 -2.16179103e-01
-3.16814985e-01 -4.14423988e-01 -2.29496749e-01 -1.61599591e-01
-2.58296063e-01 -4.31957649e-01 -1.99012530e-01 -4.59290097e-01
-2.29169102e-01]
[ -4.73420362e-01 -3.51698510e-01 -3.76306019e-01 -1.58587934e-01
-3.39305970e-01 -2.15421622e-01 -1.12341231e-01 -4.18484983e-01
-2.80062705e-01 -4.40204000e-01 -1.47760772e-01 -1.99854723e-01
-1.66939101e-01]
[ -9.52569924e-01 -9.29066305e-01 -9.76206228e-01 -7.46907070e-01
-1.01665881e+00 -9.81099551e-01 -6.28635930e-01 -6.24903521e-01
-7.49933810e-01 -5.59102680e-01 -7.02119357e-01 -5.38003190e-01
-4.48610503e-01]
[ -5.06169437e-01 -2.67244402e-01 -4.65446027e-01 -3.14764070e-01
-3.51334763e-01 -3.57116282e-01 -5.51017953e-01 -5.54267187e-01
-6.35582316e-01 -1.19903359e-01 -4.31071625e-01 -5.83472441e-01
-4.11454851e-01]
[ -1.18115400e-01 2.47619293e-02 -3.35284549e-01 -3.95894511e-01
-1.03358041e-01 -7.24050205e-02 -1.57778850e-01 -2.85176934e-01
-1.43083289e-01 1.21995076e-01 -3.80602666e-01 -6.76047879e-01
-2.79622247e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60528516e-01 -1.09492677e-01 1.62989688e-01 -2.49055791e-01
-1.25074038e-01 1.13288415e-01 -1.36308880e-01 3.40485946e-03
-9.13069325e-02 5.83050118e-02 -1.37970614e-01 -3.02739537e-01
3.21524249e-02]
[ -8.22514129e-02 -2.62393058e-01 -1.77531750e-01 -2.88354901e-01
-4.79414178e-01 -8.47250124e-02 -3.16749902e-02 1.53907988e-02
-5.21760358e-02 2.78279312e-02 -1.87326421e-01 -2.79704652e-01
-2.39052796e-01]
[ -7.45938607e-02 -4.42999278e-03 -2.40220172e-01 -2.44162326e-01
1.35081476e-01 -1.63121458e-01 -1.67791579e-01 5.09598746e-02
-3.16425320e-03 6.80483977e-03 -1.76687438e-01 4.24183470e-03
-6.06317194e-03]
[ 2.86760998e-02 -1.61417024e-01 -1.51149205e-01 -5.37491177e-02
-1.20376554e-01 -1.07626598e-01 8.03751916e-02 -1.62622695e-01
-3.54184099e-02 -3.09544659e-02 -6.59044568e-03 -1.73387172e-01
5.69671505e-02]
[ -2.84920015e-01 -1.44048100e-01 -7.20227776e-02 -9.98057367e-02
-3.06977486e-01 -2.72881848e-01 -3.56386121e-01 6.32344138e-02
-2.96505859e-01 -2.04450000e-01 1.75320998e-01 -5.25503747e-03
3.10136975e-01]
[ -2.16779925e-01 -1.28300320e-01 -8.32974929e-02 -6.66374318e-02
-8.34169500e-02 -1.15575842e-01 -4.71341560e-02 5.36844579e-02
-1.09964975e-01 1.21624013e-03 2.94161099e-02 -1.32532996e-01
2.10183684e-02]
[ -1.54483913e-01 -6.83914162e-02 -2.23338634e-01 -3.32286924e-01
-1.52310115e-01 -1.99404206e-01 -2.43277669e-01 -6.05750525e-02
1.87202072e-01 -1.54609686e-01 -3.20376201e-01 -2.96766717e-01
-1.16810815e-01]
[ -3.67828522e-01 -6.91491922e-02 -1.46357371e-01 -1.70313243e-01
-5.39634006e-02 -3.11044890e-01 6.03360131e-02 -5.33966631e-02
-1.10386973e-01 9.48353719e-02 -7.12770792e-03 -1.51641886e-01
-1.63979525e-01]
[ -1.69204838e-01 -1.52007896e-01 -4.64815695e-02 -1.35238337e-01
-1.33280835e-01 -2.93805853e-01 -4.90521581e-02 -1.03808630e-01
-2.48860355e-01 4.47435520e-02 2.19746449e-01 2.61716551e-02
-1.84930911e-01]
[ -1.38341362e-01 -1.75107310e-01 -1.12651710e-01 -2.68943890e-01
9.23538643e-02 -1.83190754e-02 -2.15074137e-01 -1.51117460e-01
9.25083756e-02 -1.04650631e-01 -1.46101231e-01 -1.19562084e-01
-3.31561433e-01]
[ -4.49239697e-02 -3.10380014e-02 -1.49015838e-01 -3.55457972e-02
-2.26742722e-01 6.29446509e-02 -9.11534198e-02 -5.22668795e-02
-2.36113547e-01 -8.62216476e-02 -6.28226562e-02 -2.87664255e-01
-1.81223273e-01]
[ -7.32203915e-02 3.12291756e-02 -1.29641818e-01 -2.97171533e-01
1.24964628e-01 2.07040762e-02 -2.30914932e-01 -1.78480638e-01
1.10376966e-01 -7.75316931e-02 -2.59584241e-01 -2.03852875e-01
-2.87473208e-01]
[ 8.36398680e-02 -3.15928363e-01 -7.97467467e-02 -4.38818725e-01
-2.26905924e-01 -8.79695856e-02 7.30724027e-02 1.16930616e-01
5.70926750e-03 3.09826649e-01 -5.05872047e-01 -6.82910768e-01
4.07388059e-01]
[ -2.18149768e-01 -2.54430782e-01 -1.26784153e-01 -2.98219949e-01
-3.07562702e-01 -9.19572126e-02 2.13454735e-01 5.19689201e-02
3.08541659e-01 5.08467637e-02 -3.89476141e-01 -8.92444337e-01
6.15824532e-01]
[ -8.84608002e-03 -1.94365542e-01 2.64393994e-02 -2.96649230e-01
-1.75241094e-01 1.67448069e-01 2.01082510e-01 2.62413875e-01
-1.66435880e-02 2.48704164e-01 -1.95660183e-01 -9.09242543e-01
6.83272241e-01]
[ 6.30883497e-03 -5.01800891e-02 -1.20509249e-01 -1.14809050e-01
-1.81294765e-01 -4.52514672e-02 2.88214502e-01 1.68136739e-01
2.58126415e-01 3.77498841e-01 -4.53161042e-01 -7.93772411e-01
6.91911667e-01]
[ -7.92898543e-02 -2.85143623e-01 6.34996837e-02 -3.65456427e-01
-1.52688721e-01 1.18278052e-01 3.66159722e-01 1.44964157e-01
-5.42822103e-02 1.79073068e-01 -5.45981134e-01 -8.47987813e-01
8.24861180e-01]
[ 1.23615028e-01 -9.36012288e-02 1.97804462e-02 -1.72496327e-01
-8.46930559e-02 -1.68284264e-02 2.45649845e-01 3.66922050e-01
4.08104760e-01 2.74383097e-01 -5.36556814e-01 -7.36716637e-01
5.17526919e-01]
[ -9.06074765e-03 -1.31047023e-01 1.93082573e-02 1.90760342e-02
-8.53388268e-02 -2.83741240e-01 2.36847432e-02 2.99645711e-01
-2.50080470e-02 7.30879633e-02 -2.39316065e-01 -6.60280930e-01
2.46097557e-01]
[ 7.75189012e-02 1.21403719e-01 -1.62808431e-03 1.02427086e-01
-8.24109358e-02 -5.96493235e-02 -2.17497935e-01 -1.93952757e-01
-2.94175039e-01 -1.66728263e-01 -1.35823542e-01 3.53303429e-01
-2.02822519e-01]
[ 3.80165075e-02 -8.11152069e-02 1.38284528e-01 2.20327425e-01
2.59446875e-01 8.61615920e-03 -4.12359311e-01 -3.69526541e-01
-1.22923717e-01 -5.26731456e-01 1.94166588e-01 1.06130564e+00
-4.99515523e-01]
[ 3.43812563e-02 8.12815634e-02 -2.12067616e-01 5.13905593e-02
3.19713856e-02 -5.73444179e-04 -1.66435998e-01 -3.31418356e-01
-2.89714221e-01 -1.88308704e-01 -4.72555015e-02 -4.00061920e-02
-1.83672709e-01]
[ -5.50865893e-02 -2.15926654e-01 6.56311470e-02 8.62986189e-02
-1.34494043e-01 -1.33859020e-01 3.95257473e-02 -5.23789074e-03
8.25918767e-02 -3.63372781e-01 -3.15763016e-01 -2.76939249e-01
3.95772708e-02]
[ 1.51457797e-02 -2.74534640e-01 6.06817182e-02 -2.31317654e-01
-1.93894746e-01 -2.31090089e-01 -2.54124280e-01 5.67570889e-02
-2.81795790e-03 1.18589614e-01 -1.71275426e-01 6.64849882e-02
-4.00036430e-02]
[ 1.73081491e-01 5.09864673e-02 -1.02425521e-01 -2.15435333e-01
-5.91231226e-02 -1.01477277e-01 -1.80356803e-01 4.18064688e-02
-1.88496625e-01 -2.22298046e-01 -1.84957128e-01 1.79213841e-01
-1.04700044e-01]
[ -1.72230771e-01 -1.79283689e-01 -1.11155096e-01 -1.80218880e-01
-4.78065320e-02 2.70847725e-02 -1.95363348e-01 -1.99408620e-01
-1.45612190e-01 -1.98054431e-02 -1.82102014e-01 1.22831094e-01
-2.60617689e-01]
[ -3.33584637e-02 -2.13018886e-01 -1.57496382e-01 -1.96713126e-01
-5.26634313e-02 4.44716893e-02 -3.56960662e-02 -1.93140174e-02
-2.17999741e-01 -2.61256468e-01 -3.80545122e-02 -5.85067137e-02
-7.45381084e-02]
[ 1.15218404e-01 7.64655865e-02 -8.26936885e-03 -1.56121274e-01
-3.26457318e-01 8.31087391e-03 -1.49261167e-01 -2.62493198e-01
-3.12872204e-01 4.71932532e-02 -1.03224725e-01 4.50635620e-03
-7.92471497e-02]
[ -6.36974442e-02 -1.02967008e-02 -2.83849428e-01 -7.95237555e-03
6.74499612e-02 1.55673701e-01 -2.31032390e-01 -1.75935119e-01
-5.21721302e-02 -5.91102930e-02 1.54844577e-01 4.85504846e-01
-5.66865646e-02]
[ 1.04943755e-01 3.52794236e-01 -2.05084381e-01 6.48408471e-01
1.20511451e-01 -2.35464905e-03 -2.51890893e-01 -3.97103550e-01
-2.59036431e-01 -3.99862250e-01 6.96109953e-01 9.92311643e-01
-7.60444441e-01]
[ -3.27716781e-02 1.96653766e-01 3.92101513e-02 2.33398517e-01
1.22883620e-02 -7.03197331e-02 -3.20041724e-01 -4.06036875e-01
-3.09257725e-01 -3.20166090e-01 5.17300256e-01 1.10158380e+00
-7.68179703e-01]
[ -5.13690512e-02 -1.19960350e-01 -1.60538026e-01 2.98033355e-01
-1.64321339e-01 2.32808938e-01 -1.08260804e-01 -2.62463745e-01
-2.64150577e-01 -4.84706671e-01 2.04217797e-01 5.04634206e-01
-3.74636825e-01]
[ 7.84054590e-02 -3.81310902e-01 -5.27857781e-02 -2.79796970e-02
-1.10845461e-01 1.99910169e-01 7.30528069e-02 1.59092560e-01
-1.69629783e-01 -4.83416115e-02 -6.79968226e-02 3.21750566e-01
-1.99166258e-01]
[ 2.03763922e-01 -2.93317607e-01 -1.21251589e-01 -9.03559071e-02
-2.10031249e-01 1.21919569e-01 1.99072126e-02 -1.48187119e-01
-4.94311989e-02 -1.02822658e-01 -1.38954374e-01 -1.81252690e-01
-9.89416166e-02]
[ -1.35208387e-01 -8.11633126e-02 3.86619352e-02 -2.55949004e-01
-5.83376193e-02 -1.41110825e-01 5.04265592e-02 -8.85859358e-03
-7.57930921e-02 -8.93181951e-03 -3.13870492e-01 -4.58976870e-01
-2.23854812e-02]
[ -1.40298428e-01 -1.37791543e-01 -6.79222207e-02 -2.57354678e-01
-3.46898720e-01 -2.88235150e-01 1.48792007e-01 1.20172478e-01
1.79259346e-02 9.80087440e-02 -2.24286688e-01 -7.24441130e-01
4.59770590e-03]
[ -1.65856662e-01 -2.36033523e-01 -2.98205014e-01 -4.02126536e-01
-2.80234305e-01 -2.09861876e-01 -3.14442259e-01 9.67876279e-02
-2.54250125e-02 -3.77614186e-01 -3.58960568e-01 -4.37816374e-01
-3.67441387e-01]
[ -1.10568355e-01 1.17326030e-01 2.31047214e-02 -1.53524718e-03
-2.16144460e-01 -1.69948518e-01 -1.00762598e-01 2.79412223e-02
-9.64599291e-02 -1.59657183e-01 -1.85433909e-01 -3.07627048e-01
-4.63663804e-02]
[ -3.51685304e-01 -1.23144304e-01 -2.72410465e-01 1.44000755e-01
-2.04198839e-01 -2.27693594e-01 -7.04958324e-02 -1.41971710e-01
3.81473057e-02 -3.62748777e-02 5.44361811e-02 -3.27127532e-01
-8.51941175e-03]
[ -1.28269884e-01 -3.81139365e-02 -2.55722704e-01 4.14947779e-02
-2.20178974e-01 -2.78190374e-01 -3.64331829e-01 -3.58999157e-02
1.66470079e-02 -2.01248411e-01 -2.44660019e-01 -2.92126140e-01
-1.54756996e-02]
[ -2.18641341e-01 -5.34425545e-01 -3.34707275e-01 -3.06624839e-01
-3.29596196e-01 -2.27610038e-01 -4.48529998e-03 -2.78952007e-01
8.83821072e-02 -2.30584206e-01 -1.53575677e-01 -1.48934363e-01
-6.38256559e-02]
[ -2.14436569e-01 -2.98687850e-01 -3.15663245e-01 -1.42045461e-01
-9.64911489e-02 -1.48308454e-01 -7.29420042e-02 5.00253131e-03
-1.85716042e-01 -5.02719281e-01 -2.52062395e-01 -1.92721103e-01
6.20894766e-02]
[ -1.21515068e-01 1.24599136e-02 -2.40242224e-01 -4.72503294e-01
-2.41157465e-01 -2.60081176e-01 -4.36781087e-02 -3.41867282e-01
6.56454100e-02 -7.17476360e-02 -3.64411371e-01 -1.22728132e-01
-3.73355423e-01]]
Progress: 13.4% ... Training loss: 0.266 ... Validation loss: 0.466[[-0.06090418]
[ 0.2826444 ]
[-0.16230974]
[ 0.82781771]
[ 0.28161807]
[-0.00610323]
[-0.8617192 ]
[-0.98561525]
[-0.70578328]
[-0.99242747]
[ 1.11891057]
[ 2.81922498]
[-1.72818166]]
[[ -5.36821188e-01 -5.05485153e-01 -5.82947488e-01 -1.42555327e-01
-3.09946441e-01 -5.90898538e-01 -3.28144652e-01 -3.30190268e-01
-5.12077941e-01 -4.29678291e-01 7.89368939e-02 5.55575456e-01
-1.08182933e-01]
[ 5.83733127e-03 -1.40810215e-01 5.17989222e-02 -4.02511077e-02
-4.45938816e-02 5.89011602e-02 -1.18196045e-01 2.32860574e-01
-1.24529138e-01 -1.63617194e-01 -6.34464942e-02 -6.92534587e-02
1.06590362e-01]
[ -2.04169333e-01 1.36985944e-01 -2.05279756e-02 1.43645589e-01
9.94213462e-02 -1.16306728e-01 1.47362007e-01 -6.50742550e-02
2.83707005e-01 -1.10164061e-01 2.91905165e-01 8.64853018e-01
6.18582996e-01]
[ 1.79226359e-01 -2.41095850e-01 -2.81381551e-01 -1.15850610e-02
-2.94110876e-01 1.68805920e-04 1.98201184e-02 -4.06510394e-01
1.25315554e-01 -3.49998679e-01 -2.13918215e-01 -3.76140577e-01
-7.24083935e-02]
[ 1.06823112e-01 1.68831887e-02 1.04306956e-01 1.93039544e-03
-1.94826824e-02 6.95670852e-02 -1.05065290e-01 2.97262955e-02
2.03915466e-02 1.79242385e-01 1.09873251e-01 -1.25813011e-01
-1.49637309e-01]
[ -4.84625328e-01 -5.85336724e-01 -6.04546022e-01 -5.64495240e-01
-5.76468656e-01 -5.63617292e-01 -3.16781179e-01 -1.84404451e-01
-4.43109801e-01 -2.65678275e-01 -4.49768104e-01 -6.61747592e-01
-4.03377619e-01]
[ -4.18055416e-01 -5.78605250e-01 -3.23362809e-01 -3.58218503e-01
-4.07967911e-01 -5.60643670e-01 -4.27716739e-01 -4.67067823e-01
-2.92115557e-01 -1.85101244e-01 -4.28722361e-01 -2.88265551e-01
-2.43282000e-01]
[ -3.22321269e-01 -3.52804720e-01 -4.67257684e-01 -2.15250105e-01
-3.16858317e-01 -4.14420424e-01 -2.30889481e-01 -1.63391553e-01
-2.57958964e-01 -4.32223349e-01 -1.97978048e-01 -4.58654266e-01
-2.32938286e-01]
[ -4.73489257e-01 -3.50979439e-01 -3.76700835e-01 -1.56507801e-01
-3.38615997e-01 -2.15439580e-01 -1.14866051e-01 -4.22231874e-01
-2.81509413e-01 -4.42756385e-01 -1.44872466e-01 -1.91382524e-01
-1.73128404e-01]
[ -9.52788759e-01 -9.26990973e-01 -9.77223238e-01 -7.39836792e-01
-1.01457569e+00 -9.81144945e-01 -6.38116820e-01 -6.36527485e-01
-7.55794310e-01 -5.70216597e-01 -6.91447498e-01 -5.11693660e-01
-4.72731051e-01]
[ -5.06159702e-01 -2.67197284e-01 -4.65416379e-01 -3.14437912e-01
-3.51150652e-01 -3.57115431e-01 -5.51342105e-01 -5.56319013e-01
-6.35854035e-01 -1.19373076e-01 -4.29683004e-01 -5.75872036e-01
-4.16304719e-01]
[ -1.17869704e-01 2.38883388e-02 -3.34993851e-01 -3.97910230e-01
-1.04089393e-01 -7.23794143e-02 -1.55690851e-01 -2.83982387e-01
-1.40834805e-01 1.25309506e-01 -3.83512043e-01 -6.82225933e-01
-2.79887464e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60430720e-01 -1.09886699e-01 1.63166082e-01 -2.49783538e-01
-1.25322735e-01 1.13298667e-01 -1.35834390e-01 4.17645861e-03
-9.07942942e-02 5.96249955e-02 -1.39118479e-01 -3.04096560e-01
3.12510989e-02]
[ -8.22624786e-02 -2.62329384e-01 -1.77530009e-01 -2.87953555e-01
-4.79339880e-01 -8.47263483e-02 -3.18486628e-02 1.53593267e-02
-5.22916100e-02 2.75939323e-02 -1.86496698e-01 -2.77373244e-01
-2.39085131e-01]
[ -7.46796328e-02 -4.15346968e-03 -2.40418801e-01 -2.43708243e-01
1.35363869e-01 -1.63131327e-01 -1.68989152e-01 4.71779680e-02
-3.85967639e-03 4.90228317e-03 -1.76180640e-01 5.70697414e-03
-1.00296312e-02]
[ 2.87739515e-02 -1.61534031e-01 -1.51147111e-01 -5.41764554e-02
-1.20346128e-01 -1.07619220e-01 7.97682632e-02 -1.63199299e-01
-3.59219477e-02 -3.16991616e-02 -5.80900945e-03 -1.68594044e-01
5.22892132e-02]
[ -2.84998660e-01 -1.43585297e-01 -7.22212793e-02 -9.81856364e-02
-3.06512683e-01 -2.72890836e-01 -3.57182677e-01 6.15482867e-02
-2.97247816e-01 -2.05748491e-01 1.77772695e-01 1.47984340e-03
3.05147131e-01]
[ -2.16883947e-01 -1.27620672e-01 -8.36657457e-02 -6.44778830e-02
-8.27183877e-02 -1.15589694e-01 -5.05686849e-02 4.97714077e-02
-1.12831064e-01 -1.89087106e-03 3.27140055e-02 -1.21488943e-01
1.21070711e-02]
[ -1.54450824e-01 -6.85842070e-02 -2.23284192e-01 -3.32508967e-01
-1.52478000e-01 -1.99404145e-01 -2.43456952e-01 -6.06026846e-02
1.87804934e-01 -1.54366184e-01 -3.20883201e-01 -3.00895006e-01
-1.15761448e-01]
[ -3.67791847e-01 -6.89308800e-02 -1.46381869e-01 -1.68804313e-01
-5.36903061e-02 -3.11043049e-01 5.93635392e-02 -5.50271317e-02
-1.10772333e-01 9.39545307e-02 -4.81281559e-03 -1.49261571e-01
-1.66995792e-01]
[ -1.69103536e-01 -1.52434248e-01 -4.62225888e-02 -1.36850016e-01
-1.33817419e-01 -2.93794712e-01 -4.76938631e-02 -1.01586798e-01
-2.47419181e-01 4.65272075e-02 2.16751574e-01 1.99070873e-02
-1.83237565e-01]
[ -1.38301106e-01 -1.75007592e-01 -1.12685324e-01 -2.68483860e-01
9.25225009e-02 -1.83175204e-02 -2.15333843e-01 -1.52143192e-01
9.24662639e-02 -1.04634929e-01 -1.45402436e-01 -1.15581889e-01
-3.33677104e-01]
[ -4.50341118e-02 -3.04003588e-02 -1.49400397e-01 -3.36762113e-02
-2.26202285e-01 6.29258146e-02 -9.32365209e-02 -5.52582202e-02
-2.37372777e-01 -8.89616096e-02 -5.98440880e-02 -2.81113713e-01
-1.84717617e-01]
[ -7.32011196e-02 3.11698852e-02 -1.29624077e-01 -2.97275634e-01
1.24921023e-01 2.07057928e-02 -2.30760937e-01 -1.78290980e-01
1.10545840e-01 -7.72560856e-02 -2.59643204e-01 -2.03650774e-01
-2.87346072e-01]
[ 8.36126006e-02 -3.15763683e-01 -7.98172131e-02 -4.38359528e-01
-2.26756234e-01 -8.79728491e-02 7.22204427e-02 1.16096262e-01
5.01190592e-03 3.09188263e-01 -5.05212280e-01 -6.80513602e-01
4.05672978e-01]
[ -2.18167670e-01 -2.54202030e-01 -1.26848265e-01 -2.97968661e-01
-3.07402558e-01 -9.19611221e-02 2.13006100e-01 5.17693708e-02
3.08130512e-01 5.07294705e-02 -3.89332760e-01 -8.92204241e-01
6.15971927e-01]
[ -8.82494657e-03 -1.94489148e-01 2.65176538e-02 -2.97325209e-01
-1.75420718e-01 1.67452425e-01 2.01789730e-01 2.63000147e-01
-1.61862603e-02 2.49689792e-01 -1.96835581e-01 -9.11747228e-01
6.84810617e-01]
[ 6.26307117e-03 -5.00556089e-02 -1.20561543e-01 -1.14383982e-01
-1.81245010e-01 -4.52560434e-02 2.87740585e-01 1.67886013e-01
2.57670681e-01 3.77121065e-01 -4.53120226e-01 -7.95065222e-01
6.91205574e-01]
[ -7.93715706e-02 -2.84855159e-01 6.33146878e-02 -3.64299236e-01
-1.52400004e-01 1.18266763e-01 3.64338166e-01 1.43457720e-01
-5.56671067e-02 1.77492629e-01 -5.44765811e-01 -8.46042194e-01
8.20832115e-01]
[ 1.23620059e-01 -9.36636952e-02 1.97834992e-02 -1.72641713e-01
-8.47451513e-02 -1.68282557e-02 2.45784514e-01 3.66977256e-01
4.08297369e-01 2.74437986e-01 -5.36760359e-01 -7.37773787e-01
5.18096612e-01]
[ -9.05861089e-03 -1.31016160e-01 1.93190781e-02 1.92801716e-02
-8.53137535e-02 -2.83740095e-01 2.35261148e-02 2.99719536e-01
-2.52019452e-02 7.32297537e-02 -2.39112097e-01 -6.59119467e-01
2.45228036e-01]
[ 7.78121266e-02 1.20214290e-01 -1.07634800e-03 9.87245327e-02
-8.33178773e-02 -5.96186179e-02 -2.14087648e-01 -1.91573739e-01
-2.91062821e-01 -1.62941261e-01 -1.39618651e-01 3.43416224e-01
-1.96446765e-01]
[ 3.81277058e-02 -8.16335999e-02 1.38545229e-01 2.18649113e-01
2.58906998e-01 8.62678476e-03 -4.10538956e-01 -3.67169139e-01
-1.20986408e-01 -5.25350031e-01 1.91264175e-01 1.05169076e+00
-4.96420816e-01]
[ 3.43452089e-02 8.14089481e-02 -2.12104747e-01 5.21687865e-02
3.21090681e-02 -5.76786268e-04 -1.67138264e-01 -3.31949756e-01
-2.90214174e-01 -1.88851930e-01 -4.62117077e-02 -3.70322105e-02
-1.85782062e-01]
[ -5.51439184e-02 -2.15688617e-01 6.54426778e-02 8.73884094e-02
-1.34227499e-01 -1.33868074e-01 3.84054747e-02 -6.86024411e-03
8.18168323e-02 -3.64482898e-01 -3.14466701e-01 -2.74224214e-01
3.71826091e-02]
[ 1.50888528e-02 -2.74087018e-01 6.03736877e-02 -2.30174425e-01
-1.93395841e-01 -2.31096932e-01 -2.55741184e-01 5.43679775e-02
-4.07598150e-03 1.15791945e-01 -1.68921105e-01 7.18978388e-02
-4.45538491e-02]
[ 1.72991712e-01 5.11879843e-02 -1.02476589e-01 -2.14763553e-01
-5.88642640e-02 -1.01483989e-01 -1.81115052e-01 4.05060585e-02
-1.89116182e-01 -2.23129554e-01 -1.83968883e-01 1.82610517e-01
-1.06658037e-01]
[ -1.72335322e-01 -1.78539764e-01 -1.11559603e-01 -1.78384911e-01
-4.69718861e-02 2.70697173e-02 -1.98527619e-01 -2.03089752e-01
-1.47989946e-01 -2.40391454e-02 -1.78045928e-01 1.37178467e-01
-2.68104730e-01]
[ -3.34343487e-02 -2.12370917e-01 -1.57802545e-01 -1.95132771e-01
-5.20534423e-02 4.44576740e-02 -3.79231457e-02 -2.21749356e-02
-2.19390435e-01 -2.63889857e-01 -3.48894101e-02 -5.12479731e-02
-7.89640584e-02]
[ 1.15194653e-01 7.66034554e-02 -8.29707294e-03 -1.55560219e-01
-3.26354358e-01 8.30876884e-03 -1.49534513e-01 -2.63178771e-01
-3.12983149e-01 4.68373010e-02 -1.02280003e-01 8.97729589e-03
-8.18419646e-02]
[ -6.36847980e-02 -1.02934242e-02 -2.83857612e-01 -8.15122719e-03
6.74660511e-02 1.55672977e-01 -2.30911097e-01 -1.76055385e-01
-5.20970851e-02 -5.89399926e-02 1.54612197e-01 4.86396947e-01
-5.63810049e-02]
[ 1.05160287e-01 3.51820570e-01 -2.04728263e-01 6.46394480e-01
1.19651511e-01 -2.33408575e-03 -2.49697833e-01 -3.95653927e-01
-2.56954183e-01 -3.97026708e-01 6.92800122e-01 9.84591583e-01
-7.58171004e-01]
[ -3.26781360e-02 1.96735630e-01 3.93162512e-02 2.34208829e-01
1.23435357e-02 -7.03085770e-02 -3.19956443e-01 -4.05939708e-01
-3.08811272e-01 -3.18549547e-01 5.17775082e-01 1.10363418e+00
-7.72115399e-01]
[ -5.14275323e-02 -1.19531388e-01 -1.60750457e-01 2.99557414e-01
-1.63938895e-01 2.32798692e-01 -1.09750733e-01 -2.64568319e-01
-2.65474093e-01 -4.86445630e-01 2.06689720e-01 5.10891941e-01
-3.78253480e-01]
[ 7.84120009e-02 -3.81381345e-01 -5.27815456e-02 -2.77967308e-02
-1.10881357e-01 1.99910810e-01 7.31152330e-02 1.58919464e-01
-1.69426062e-01 -4.84136337e-02 -6.78736716e-02 3.22101117e-01
-1.99290713e-01]
[ 2.03718886e-01 -2.93097979e-01 -1.21380350e-01 -8.94923418e-02
-2.09811719e-01 1.21913238e-01 1.88896036e-02 -1.49266214e-01
-5.01366513e-02 -1.03942076e-01 -1.37693997e-01 -1.78006542e-01
-1.01345953e-01]
[ -1.35196831e-01 -8.11892513e-02 3.86770233e-02 -2.56018547e-01
-5.83535364e-02 -1.41109786e-01 5.06255934e-02 -8.70409003e-03
-7.56589919e-02 -8.73986999e-03 -3.13947989e-01 -4.59067265e-01
-2.22131097e-02]
[ -1.40314938e-01 -1.37694036e-01 -6.79606722e-02 -2.57025536e-01
-3.46828752e-01 -2.88237023e-01 1.48465962e-01 1.19877212e-01
1.76051483e-02 9.77243294e-02 -2.23881529e-01 -7.23658917e-01
3.80570022e-03]
[ -1.65870438e-01 -2.35455979e-01 -2.98321031e-01 -4.01582417e-01
-2.79662964e-01 -2.09869648e-01 -3.16561918e-01 9.35531632e-02
-2.71371233e-02 -3.79742885e-01 -3.57312992e-01 -4.29178236e-01
-3.77111051e-01]
[ -1.10741285e-01 1.18671525e-01 2.25338303e-02 2.77466478e-03
-2.15015371e-01 -1.69971675e-01 -1.04797185e-01 2.36185569e-02
-9.93892060e-02 -1.63441040e-01 -1.79346582e-01 -2.91955688e-01
-5.50955442e-02]
[ -3.51809546e-01 -1.22167309e-01 -2.72801618e-01 1.48353843e-01
-2.03304455e-01 -2.27710084e-01 -7.39083785e-02 -1.45680300e-01
3.56488639e-02 -4.01904353e-02 6.01678466e-02 -3.14585926e-01
-1.65946348e-02]
[ -1.28305407e-01 -3.79873676e-02 -2.55807084e-01 4.25500638e-02
-2.20064145e-01 -2.78194598e-01 -3.64575485e-01 -3.60220008e-02
1.66174432e-02 -2.01786534e-01 -2.43521739e-01 -2.89783181e-01
-1.62642278e-02]
[ -2.18530699e-01 -5.35160783e-01 -3.34188724e-01 -3.09096746e-01
-3.30378443e-01 -2.27594096e-01 -1.93911391e-03 -2.75400293e-01
9.06649807e-02 -2.26200339e-01 -1.58167707e-01 -1.60960978e-01
-5.74735669e-02]
[ -2.14577379e-01 -2.97952020e-01 -3.16130698e-01 -1.39039059e-01
-9.56359082e-02 -1.48330140e-01 -7.63088509e-02 5.34538562e-04
-1.88223613e-01 -5.05954142e-01 -2.47835631e-01 -1.83667015e-01
5.42504026e-02]
[ -1.21101833e-01 1.06815763e-02 -2.39827543e-01 -4.77919478e-01
-2.42404222e-01 -2.60042725e-01 -4.07640408e-02 -3.42044441e-01
6.91557678e-02 -6.97996118e-02 -3.69499852e-01 -1.31217787e-01
-3.73841491e-01]]
Progress: 13.4% ... Training loss: 0.254 ... Validation loss: 0.443[[-0.06328781]
[ 0.27817462]
[-0.16643452]
[ 0.81570564]
[ 0.27882254]
[-0.00965092]
[-0.86718706]
[-0.9952163 ]
[-0.70734177]
[-0.99786417]
[ 1.09920992]
[ 2.79211121]
[-1.74079044]]
[[ -5.36664201e-01 -5.05787686e-01 -5.82489444e-01 -1.46738013e-01
-3.10597012e-01 -5.90884991e-01 -3.24099639e-01 -3.24587418e-01
-5.09696655e-01 -4.25335035e-01 7.20144284e-02 5.39964548e-01
-9.75975316e-02]
[ 5.93790881e-03 -1.41426568e-01 5.21586599e-02 -4.27545053e-02
-4.51429101e-02 5.89154554e-02 -1.16046560e-01 2.35779474e-01
-1.23408499e-01 -1.61356526e-01 -6.78904164e-02 -8.21561753e-02
1.09876112e-01]
[ -2.04221956e-01 1.36883603e-01 -2.04067648e-02 1.41265778e-01
9.92252974e-02 -1.16316233e-01 1.47864335e-01 -6.50015107e-02
2.84518473e-01 -1.09795999e-01 2.89779141e-01 8.65076998e-01
6.24606515e-01]
[ 1.79010311e-01 -2.39608514e-01 -2.82103509e-01 -6.88006330e-03
-2.92947178e-01 1.46669244e-04 1.55153811e-02 -4.15375603e-01
1.21572620e-01 -3.56391348e-01 -2.05022197e-01 -3.47781949e-01
-7.89260338e-02]
[ 1.06872700e-01 1.69178770e-02 1.04377175e-01 3.63868611e-03
-1.90710598e-02 6.95673981e-02 -1.05585012e-01 2.91077951e-02
2.17135911e-02 1.79426176e-01 1.11462901e-01 -1.33292264e-01
-1.52109972e-01]
[ -4.84623723e-01 -5.85271215e-01 -6.04573631e-01 -5.64820698e-01
-5.76193818e-01 -5.63617856e-01 -3.16686348e-01 -1.83073503e-01
-4.43478367e-01 -2.65203122e-01 -4.51253653e-01 -6.64768855e-01
-4.04350775e-01]
[ -4.18073958e-01 -5.78582945e-01 -3.23332405e-01 -3.59819288e-01
-4.08014177e-01 -5.60647532e-01 -4.27334039e-01 -4.66428673e-01
-2.91385168e-01 -1.84936617e-01 -4.32321961e-01 -3.03413587e-01
-2.38784834e-01]
[ -3.22362148e-01 -3.52750600e-01 -4.67216403e-01 -2.16298527e-01
-3.16933187e-01 -4.14424108e-01 -2.31231774e-01 -1.62747085e-01
-2.58912212e-01 -4.31766460e-01 -1.99638818e-01 -4.56874265e-01
-2.34442673e-01]
[ -4.73268385e-01 -3.52160226e-01 -3.76121130e-01 -1.60930305e-01
-3.39637468e-01 -2.15412193e-01 -1.10608305e-01 -4.17892253e-01
-2.78693021e-01 -4.38598259e-01 -1.51610482e-01 -2.07047495e-01
-1.66043806e-01]
[ -9.52362227e-01 -9.29504618e-01 -9.75907791e-01 -7.50801299e-01
-1.01700145e+00 -9.81100424e-01 -6.29749829e-01 -6.23757123e-01
-7.50045754e-01 -5.59039207e-01 -7.09414798e-01 -5.58840578e-01
-4.55052350e-01]
[ -5.06420358e-01 -2.65457395e-01 -4.66138157e-01 -3.09769244e-01
-3.49422776e-01 -3.57141228e-01 -5.55038744e-01 -5.61829500e-01
-6.39173112e-01 -1.25030938e-01 -4.23375191e-01 -5.56696476e-01
-4.24939708e-01]
[ -1.17872526e-01 2.36232413e-02 -3.34963738e-01 -3.99011561e-01
-1.04259275e-01 -7.23788604e-02 -1.55968218e-01 -2.84288073e-01
-1.41039317e-01 1.25044770e-01 -3.85336490e-01 -6.86308843e-01
-2.79826953e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60435595e-01 -1.09876808e-01 1.63113596e-01 -2.50018933e-01
-1.25290512e-01 1.13297598e-01 -1.35869720e-01 3.90974479e-03
-9.08340879e-02 5.92951949e-02 -1.39392336e-01 -3.04811678e-01
3.09340931e-02]
[ -8.21434495e-02 -2.62909942e-01 -1.77197783e-01 -2.89744494e-01
-4.79789770e-01 -8.47144751e-02 -2.99237288e-02 1.90644957e-02
-5.10676918e-02 3.10064649e-02 -1.89969732e-01 -2.86135763e-01
-2.36049055e-01]
[ -7.47946338e-02 -3.49044061e-03 -2.40740623e-01 -2.41973738e-01
1.36079648e-01 -1.63142912e-01 -1.70839490e-01 4.49749816e-02
-5.45755158e-03 2.19669363e-03 -1.73896408e-01 1.23507048e-02
-1.38114188e-02]
[ 2.86148689e-02 -1.61025022e-01 -1.51450080e-01 -5.19940122e-02
-1.19787239e-01 -1.07631924e-01 7.74464708e-02 -1.65317058e-01
-3.77978517e-02 -3.40891026e-02 -3.75633875e-03 -1.63092092e-01
4.70405112e-02]
[ -2.84923870e-01 -1.44000793e-01 -7.19770171e-02 -1.00332555e-01
-3.06904770e-01 -2.72885823e-01 -3.55963378e-01 6.33687344e-02
-2.96201135e-01 -2.04049326e-01 1.74326489e-01 -6.86349255e-03
3.10326804e-01]
[ -2.16790918e-01 -1.27995257e-01 -8.34686061e-02 -6.73146186e-02
-8.32957720e-02 -1.15582116e-01 -4.78421009e-02 5.23835940e-02
-1.10420929e-01 2.08653070e-05 2.85512471e-02 -1.36463871e-01
1.95910931e-02]
[ -1.54629564e-01 -6.78032550e-02 -2.23532780e-01 -3.29969172e-01
-1.51635881e-01 -1.99420111e-01 -2.47275271e-01 -6.42235127e-02
1.84286286e-01 -1.56118323e-01 -3.17328953e-01 -2.87099010e-01
-1.25510446e-01]
[ -3.67806974e-01 -6.86260946e-02 -1.46475062e-01 -1.68125287e-01
-5.35119024e-02 -3.11044548e-01 5.86365243e-02 -5.56727653e-02
-1.11204423e-01 9.31454327e-02 -3.53198916e-03 -1.47388671e-01
-1.68728602e-01]
[ -1.68938697e-01 -1.53426288e-01 -4.58345596e-02 -1.40719645e-01
-1.34736350e-01 -2.93780992e-01 -4.39298943e-02 -9.75285006e-02
-2.44683760e-01 4.94176654e-02 2.10901217e-01 4.81517043e-03
-1.74241816e-01]
[ -1.38291332e-01 -1.75030412e-01 -1.12673632e-01 -2.68578610e-01
9.24904742e-02 -1.83158283e-02 -2.15024286e-01 -1.52043948e-01
9.26399553e-02 -1.04465432e-01 -1.45437925e-01 -1.14426880e-01
-3.32900780e-01]
[ -4.49318782e-02 -3.08795132e-02 -1.49107923e-01 -3.59747913e-02
-2.26629394e-01 6.29394824e-02 -9.09850427e-02 -5.32591607e-02
-2.36070266e-01 -8.71370029e-02 -6.33898987e-02 -2.89698742e-01
-1.81325856e-01]
[ -7.31289326e-02 3.07280197e-02 -1.29447062e-01 -2.98535625e-01
1.24523270e-01 2.07143498e-02 -2.29810980e-01 -1.76777274e-01
1.11342760e-01 -7.59227191e-02 -2.61511602e-01 -2.08201785e-01
-2.86276152e-01]
[ 8.35730505e-02 -3.15612058e-01 -7.99219182e-02 -4.38069101e-01
-2.26603118e-01 -8.79770513e-02 7.18465694e-02 1.15489851e-01
4.73887597e-03 3.08506238e-01 -5.04960355e-01 -6.80655509e-01
4.05083025e-01]
[ -2.18209742e-01 -2.53995962e-01 -1.26938241e-01 -2.97364489e-01
-3.07247700e-01 -9.19645985e-02 2.12196167e-01 5.10461177e-02
3.07356648e-01 4.99013467e-02 -3.88584508e-01 -8.90787056e-01
6.14133024e-01]
[ -8.80261125e-03 -1.94629647e-01 2.65869669e-02 -2.98117830e-01
-1.75588015e-01 1.67455714e-01 2.02459787e-01 2.63788582e-01
-1.56931078e-02 2.50307044e-01 -1.97861172e-01 -9.14169291e-01
6.87025343e-01]
[ 6.25324090e-03 -5.00061940e-02 -1.20568848e-01 -1.14284066e-01
-1.81211219e-01 -4.52566093e-02 2.87555626e-01 1.67818455e-01
2.57490599e-01 3.76996298e-01 -4.52989025e-01 -7.94693160e-01
6.90783038e-01]
[ -7.93367364e-02 -2.84916059e-01 6.33567487e-02 -3.64581259e-01
-1.52465759e-01 1.18269979e-01 3.64891792e-01 1.44032731e-01
-5.53968453e-02 1.78042904e-01 -5.45043785e-01 -8.46286589e-01
8.21853839e-01]
[ 1.23628830e-01 -9.37780129e-02 1.98351465e-02 -1.72962781e-01
-8.48591890e-02 -1.68274348e-02 2.46358551e-01 3.67558938e-01
4.08777539e-01 2.75202657e-01 -5.37353427e-01 -7.40865932e-01
5.19670477e-01]
[ -9.02006423e-03 -1.31165181e-01 1.93232634e-02 1.85129950e-02
-8.54351475e-02 -2.83739031e-01 2.41987547e-02 3.00468657e-01
-2.47999069e-02 7.34689034e-02 -2.39971906e-01 -6.61519535e-01
2.47192082e-01]
[ 7.77791403e-02 1.20344675e-01 -1.13763564e-03 9.91433769e-02
-8.31918070e-02 -5.96216667e-02 -2.14300371e-01 -1.91788047e-01
-2.91224097e-01 -1.63621172e-01 -1.39248574e-01 3.44247373e-01
-1.96479236e-01]
[ 3.81952555e-02 -8.18445160e-02 1.38703226e-01 2.17523906e-01
2.58603632e-01 8.63120489e-03 -4.09590975e-01 -3.66374049e-01
-1.20000859e-01 -5.24216091e-01 1.89344508e-01 1.04528942e+00
-4.94066360e-01]
[ 3.43438184e-02 8.13599195e-02 -2.12084919e-01 5.18928821e-02
3.20745012e-02 -5.76740957e-04 -1.66881872e-01 -3.31724289e-01
-2.90046536e-01 -1.88648003e-01 -4.68592536e-02 -3.91223901e-02
-1.85096102e-01]
[ -5.52806923e-02 -2.15006371e-01 6.52260619e-02 8.91165564e-02
-1.33567019e-01 -1.33878869e-01 3.60178833e-02 -8.97717571e-03
7.97113109e-02 -3.66261985e-01 -3.13063264e-01 -2.67700265e-01
3.23446056e-02]
[ 1.51142752e-02 -2.74304414e-01 6.04842272e-02 -2.30853839e-01
-1.93604174e-01 -2.31094708e-01 -2.55161332e-01 5.55019234e-02
-3.39007632e-03 1.16716289e-01 -1.70086358e-01 6.86111087e-02
-4.24637504e-02]
[ 1.72952150e-01 5.12453638e-02 -1.02503381e-01 -2.14685338e-01
-5.88639456e-02 -1.01488201e-01 -1.81102988e-01 4.04672895e-02
-1.88710343e-01 -2.23355876e-01 -1.84385247e-01 1.80984150e-01
-1.05551736e-01]
[ -1.72390000e-01 -1.78280716e-01 -1.11725129e-01 -1.77873782e-01
-4.67058553e-02 2.70647020e-02 -1.99318909e-01 -2.04438786e-01
-1.48762496e-01 -2.56293647e-02 -1.76994316e-01 1.40725144e-01
-2.69690458e-01]
[ -3.34724350e-02 -2.11753971e-01 -1.57968585e-01 -1.94649453e-01
-5.15658558e-02 4.44542835e-02 -3.96601874e-02 -2.46337734e-02
-2.21259386e-01 -2.65191706e-01 -3.28905014e-02 -4.34713330e-02
-8.35549255e-02]
[ 1.15303831e-01 7.57168559e-02 -7.89546986e-03 -1.58417438e-01
-3.27035731e-01 8.32075032e-03 -1.47140737e-01 -2.59961066e-01
-3.10765641e-01 5.01123763e-02 -1.06480984e-01 -2.43657156e-03
-7.46649201e-02]
[ -6.37018055e-02 -1.01932895e-02 -2.83924327e-01 -7.73727013e-03
6.75659392e-02 1.55671029e-01 -2.30878533e-01 -1.76197859e-01
-5.23004038e-02 -5.94031032e-02 1.55358357e-01 4.89702080e-01
-5.83328204e-02]
[ 1.05381156e-01 3.50522083e-01 -2.04215210e-01 6.42852240e-01
1.18646078e-01 -2.31321217e-03 -2.46568863e-01 -3.91036111e-01
-2.54432481e-01 -3.92848448e-01 6.86767810e-01 9.70194761e-01
-7.54575609e-01]
[ -3.25686563e-02 1.96280065e-01 3.95881906e-02 2.32110196e-01
1.19542922e-02 -7.02951074e-02 -3.18060226e-01 -4.03434525e-01
-3.07650481e-01 -3.16993748e-01 5.14292395e-01 1.09338843e+00
-7.68457842e-01]
[ -5.14266727e-02 -1.19536750e-01 -1.60754337e-01 2.99551211e-01
-1.63937135e-01 2.32798618e-01 -1.09729216e-01 -2.64570633e-01
-2.65477136e-01 -4.86484624e-01 2.06637387e-01 5.10923959e-01
-3.78279713e-01]
[ 7.83833898e-02 -3.81226686e-01 -5.28162634e-02 -2.73673889e-02
-1.10734823e-01 1.99907976e-01 7.25398963e-02 1.58621846e-01
-1.69986558e-01 -4.85008357e-02 -6.73985973e-02 3.23923900e-01
-2.00697977e-01]
[ 2.03719686e-01 -2.93124752e-01 -1.21354679e-01 -8.95430307e-02
-2.09874110e-01 1.21913578e-01 1.89185867e-02 -1.48850444e-01
-5.02394036e-02 -1.03605490e-01 -1.37870092e-01 -1.78487645e-01
-1.01281641e-01]
[ -1.35232733e-01 -8.10593007e-02 3.86075105e-02 -2.55711826e-01
-5.82913297e-02 -1.41113069e-01 5.03999836e-02 -9.13197906e-03
-7.61659455e-02 -9.22152759e-03 -3.13899549e-01 -4.59653663e-01
-2.28437513e-02]
[ -1.40314081e-01 -1.37655881e-01 -6.79916536e-02 -2.56988495e-01
-3.46735967e-01 -2.88236645e-01 1.48388626e-01 1.19671573e-01
1.75513987e-02 9.74831102e-02 -2.23740869e-01 -7.22511645e-01
3.31885295e-03]
[ -1.65824544e-01 -2.35627620e-01 -2.98221477e-01 -4.02741160e-01
-2.79759816e-01 -2.09869017e-01 -3.15705418e-01 9.47336454e-02
-2.73264919e-02 -3.78314556e-01 -3.59229301e-01 -4.31283655e-01
-3.78128135e-01]
[ -1.10711977e-01 1.18825266e-01 2.25001274e-02 3.11961517e-03
-2.14835731e-01 -1.69968711e-01 -1.04320650e-01 2.36330073e-02
-9.91862610e-02 -1.63784994e-01 -1.78576299e-01 -2.91135543e-01
-5.50970109e-02]
[ -3.51738375e-01 -1.22683505e-01 -2.72596905e-01 1.46428307e-01
-2.03710134e-01 -2.27702109e-01 -7.19644178e-02 -1.43604892e-01
3.73168220e-02 -3.79489472e-02 5.69396598e-02 -3.21820248e-01
-1.14203894e-02]
[ -1.28217413e-01 -3.88428809e-02 -2.55476681e-01 3.97297814e-02
-2.20788515e-01 -2.78185357e-01 -3.62470727e-01 -3.28375396e-02
1.84100531e-02 -1.98848857e-01 -2.48452356e-01 -3.01245416e-01
-8.51445064e-03]
[ -2.18386660e-01 -5.36017304e-01 -3.33636003e-01 -3.12897192e-01
-3.31237174e-01 -2.27574900e-01 2.33919427e-03 -2.70484525e-01
9.35334696e-02 -2.22094763e-01 -1.65620687e-01 -1.82246645e-01
-4.71749648e-02]
[ -2.14630494e-01 -2.97976316e-01 -3.16210740e-01 -1.39379844e-01
-9.56948202e-02 -1.48334011e-01 -7.62310130e-02 9.79090702e-04
-1.88279975e-01 -5.06558559e-01 -2.49026274e-01 -1.86867172e-01
5.49853374e-02]
[ -1.21264068e-01 1.19131512e-02 -2.40277408e-01 -4.75615806e-01
-2.41307087e-01 -2.60059582e-01 -4.61089580e-02 -3.46905375e-01
6.50944629e-02 -7.43095173e-02 -3.65035333e-01 -1.18804402e-01
-3.87676277e-01]]
Progress: 13.5% ... Training loss: 0.260 ... Validation loss: 0.463[[ -5.47056731e-02]
[ 2.87237972e-01]
[ -1.56031451e-01]
[ 8.21262713e-01]
[ 2.85687177e-01]
[ -2.10076864e-03]
[ -8.54616710e-01]
[ -9.71738501e-01]
[ -6.95316285e-01]
[ -9.72647597e-01]
[ 1.11135684e+00]
[ 2.80321011e+00]
[ -1.71903770e+00]]
[[ -5.36817930e-01 -5.04489498e-01 -5.82969948e-01 -1.44423190e-01
-3.09454718e-01 -5.90911485e-01 -3.25488711e-01 -3.28290549e-01
-5.10860642e-01 -4.29804022e-01 7.60092501e-02 5.48130049e-01
-1.02129408e-01]
[ 5.84298178e-03 -1.41083542e-01 5.19093380e-02 -4.20538672e-02
-4.48540426e-02 5.88992010e-02 -1.17311913e-01 2.33691729e-01
-1.24144855e-01 -1.63438187e-01 -6.68203905e-02 -8.15474290e-02
1.07889180e-01]
[ -2.04274554e-01 1.37323625e-01 -2.03620729e-02 1.43213316e-01
9.96965201e-02 -1.16322949e-01 1.46606106e-01 -6.65978007e-02
2.83180737e-01 -1.11209488e-01 2.91790200e-01 8.76023638e-01
6.19190706e-01]
[ 1.79516923e-01 -2.43232768e-01 -2.79944748e-01 -1.49857832e-02
-2.96450336e-01 2.45858214e-04 2.56669331e-02 -4.00588198e-01
1.28527956e-01 -3.39521097e-01 -2.23257431e-01 -3.79131594e-01
-5.41983835e-02]
[ 1.06529015e-01 1.88902994e-02 1.03033587e-01 7.16096035e-03
-1.71862764e-02 6.95098352e-02 -1.10639868e-01 1.70388233e-02
2.00811786e-02 1.65867686e-01 1.20887595e-01 -1.08478482e-01
-1.64161661e-01]
[ -4.84913854e-01 -5.84174549e-01 -6.05350123e-01 -5.62589381e-01
-5.75291485e-01 -5.63658556e-01 -3.20200863e-01 -1.89701945e-01
-4.46358233e-01 -2.71804151e-01 -4.47153775e-01 -6.58063376e-01
-4.12313206e-01]
[ -4.18400908e-01 -5.77083758e-01 -3.24191097e-01 -3.55953254e-01
-4.06557879e-01 -5.60693595e-01 -4.32460746e-01 -4.72321758e-01
-2.95859145e-01 -1.92784431e-01 -4.24938642e-01 -2.83700465e-01
-2.52066221e-01]
[ -3.22384332e-01 -3.52689310e-01 -4.67123061e-01 -2.16057170e-01
-3.17159436e-01 -4.14425402e-01 -2.32014141e-01 -1.64773153e-01
-2.59373073e-01 -4.32382355e-01 -2.00447518e-01 -4.55442882e-01
-2.38358795e-01]
[ -4.73127285e-01 -3.52373038e-01 -3.76025633e-01 -1.62473427e-01
-3.39835535e-01 -2.15396271e-01 -1.09781680e-01 -4.18603035e-01
-2.77545999e-01 -4.38714852e-01 -1.52423435e-01 -2.08413963e-01
-1.66418847e-01]
[ -9.52891623e-01 -9.26566147e-01 -9.77550046e-01 -7.44476615e-01
-1.01473354e+00 -9.81185116e-01 -6.39591114e-01 -6.37666629e-01
-7.57450834e-01 -5.74094947e-01 -6.98187159e-01 -5.34066981e-01
-4.79043665e-01]
[ -5.06452232e-01 -2.65626122e-01 -4.66048903e-01 -3.10450881e-01
-3.49322441e-01 -3.57141752e-01 -5.54480289e-01 -5.62827320e-01
-6.39201809e-01 -1.25619909e-01 -4.23511287e-01 -5.51431855e-01
-4.25746042e-01]
[ -1.17809419e-01 2.32978290e-02 -3.34857082e-01 -3.99859022e-01
-1.04693212e-01 -7.23657787e-02 -1.55282353e-01 -2.84639126e-01
-1.40273221e-01 1.25508152e-01 -3.86566490e-01 -6.89863546e-01
-2.80564287e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60523017e-01 -1.09623378e-01 1.62866494e-01 -2.49559810e-01
-1.25085517e-01 1.13284867e-01 -1.36890618e-01 2.18476185e-03
-9.15388105e-02 5.75460177e-02 -1.38606840e-01 -3.03963572e-01
2.95063939e-02]
[ -8.22552381e-02 -2.62575926e-01 -1.77458646e-01 -2.88940936e-01
-4.79547122e-01 -8.47301984e-02 -3.16905564e-02 1.67093767e-02
-5.21252939e-02 2.85198164e-02 -1.88865844e-01 -2.84848984e-01
-2.39248368e-01]
[ -7.49117272e-02 -3.14548269e-03 -2.40848318e-01 -2.41192043e-01
1.36292676e-01 -1.63153164e-01 -1.71184025e-01 4.37862275e-02
-6.60327122e-03 6.75458505e-04 -1.72200514e-01 1.57211476e-02
-1.66456911e-02]
[ 2.84242265e-02 -1.59788668e-01 -1.52145414e-01 -4.92450192e-02
-1.18625520e-01 -1.07659426e-01 7.37512232e-02 -1.69511632e-01
-4.04047805e-02 -4.00332711e-02 1.76489956e-03 -1.46494324e-01
3.78063050e-02]
[ -2.84953672e-01 -1.43952694e-01 -7.20431235e-02 -1.00107814e-01
-3.06811156e-01 -2.72892778e-01 -3.56488319e-01 6.24136176e-02
-2.96924221e-01 -2.04797392e-01 1.74922689e-01 -7.11902453e-03
3.09681351e-01]
[ -2.16850371e-01 -1.27728974e-01 -8.36296753e-02 -6.64696403e-02
-8.29973288e-02 -1.15591314e-01 -4.87200140e-02 5.11187734e-02
-1.11305157e-01 -1.29080897e-03 2.99010048e-02 -1.33200848e-01
1.65671296e-02]
[ -1.54750678e-01 -6.70681286e-02 -2.23771678e-01 -3.27551621e-01
-1.50996769e-01 -1.99434903e-01 -2.49360535e-01 -6.74175718e-02
1.81829869e-01 -1.58245583e-01 -3.14372433e-01 -2.78742844e-01
-1.32633359e-01]
[ -3.67662252e-01 -6.95956452e-02 -1.45988283e-01 -1.71590297e-01
-5.46423226e-02 -3.11023246e-01 6.08320455e-02 -5.31470612e-02
-1.08676067e-01 9.57078472e-02 -9.14457887e-03 -1.57864774e-01
-1.63229250e-01]
[ -1.68987638e-01 -1.53088438e-01 -4.60073617e-02 -1.39234517e-01
-1.34423875e-01 -2.93789763e-01 -4.49786454e-02 -9.90723669e-02
-2.45319238e-01 4.81244193e-02 2.13073360e-01 8.98991811e-03
-1.77012398e-01]
[ -1.38176183e-01 -1.75428224e-01 -1.12467822e-01 -2.69621743e-01
9.20628556e-02 -1.82992515e-02 -2.13959732e-01 -1.51574141e-01
9.38165034e-02 -1.03177722e-01 -1.46683973e-01 -1.16652519e-01
-3.32559309e-01]
[ -4.48134976e-02 -3.12893914e-02 -1.48895899e-01 -3.77012513e-02
-2.27030141e-01 6.29585455e-02 -8.94053490e-02 -5.17128865e-02
-2.34820072e-01 -8.59209683e-02 -6.52188733e-02 -2.94270352e-01
-1.79076701e-01]
[ -7.32390912e-02 3.13934742e-02 -1.29848150e-01 -2.97271204e-01
1.25250333e-01 2.06911981e-02 -2.31883335e-01 -1.80156145e-01
1.09934162e-01 -7.89887341e-02 -2.59143584e-01 -2.02086416e-01
-2.89642709e-01]
[ 8.35330589e-02 -3.15484117e-01 -8.00050571e-02 -4.37668833e-01
-2.26495138e-01 -8.79823378e-02 7.12520217e-02 1.14801625e-01
4.24072933e-03 3.07753479e-01 -5.04410676e-01 -6.79706447e-01
4.03755081e-01]
[ -2.18210298e-01 -2.54036997e-01 -1.26910965e-01 -2.97620151e-01
-3.07278541e-01 -9.19638031e-02 2.12166811e-01 5.11178262e-02
3.07364969e-01 5.00689038e-02 -3.88914541e-01 -8.91343586e-01
6.14536147e-01]
[ -8.85278030e-03 -1.94420875e-01 2.64423674e-02 -2.97623184e-01
-1.75392858e-01 1.67446078e-01 2.01838756e-01 2.62900856e-01
-1.62770306e-02 2.49227598e-01 -1.97219624e-01 -9.13756481e-01
6.85436875e-01]
[ 6.19855162e-03 -4.98147481e-02 -1.20663700e-01 -1.13660752e-01
-1.81074477e-01 -4.52631256e-02 2.86934339e-01 1.67155898e-01
2.56832817e-01 3.76118925e-01 -4.52389987e-01 -7.94058180e-01
6.89180551e-01]
[ -7.93650088e-02 -2.84799101e-01 6.32141351e-02 -3.64322241e-01
-1.52393622e-01 1.18263768e-01 3.64311957e-01 1.42922595e-01
-5.56210138e-02 1.77117851e-01 -5.44710842e-01 -8.46229811e-01
8.20660992e-01]
[ 1.23614736e-01 -9.36954794e-02 1.98178001e-02 -1.72828942e-01
-8.48137744e-02 -1.68290395e-02 2.46049623e-01 3.67395433e-01
4.08494359e-01 2.75061889e-01 -5.37292528e-01 -7.40757533e-01
5.19311400e-01]
[ -8.97581139e-03 -1.31278046e-01 1.93919208e-02 1.77903651e-02
-8.55481173e-02 -2.83734756e-01 2.49082380e-02 3.01314905e-01
-2.42786570e-02 7.39601229e-02 -2.40753725e-01 -6.63758965e-01
2.49732472e-01]
[ 7.77318246e-02 1.20629588e-01 -1.24487319e-03 1.00190679e-01
-8.29594751e-02 -5.96278415e-02 -2.15321173e-01 -1.92710982e-01
-2.92000683e-01 -1.64410903e-01 -1.37874786e-01 3.48740673e-01
-1.99163895e-01]
[ 3.85010872e-02 -8.35426059e-02 1.39498105e-01 2.11894790e-01
2.56777695e-01 8.67849827e-03 -4.04354590e-01 -3.61402595e-01
-1.14997740e-01 -5.19673345e-01 1.80406580e-01 1.02439509e+00
-4.84063356e-01]
[ 3.43522450e-02 8.13194641e-02 -2.12062612e-01 5.21099828e-02
3.20484350e-02 -5.73640885e-04 -1.67096332e-01 -3.32395738e-01
-2.89950738e-01 -1.88889057e-01 -4.63765665e-02 -3.69526156e-02
-1.86269995e-01]
[ -5.52805329e-02 -2.15104521e-01 6.52741667e-02 8.87204972e-02
-1.33680719e-01 -1.33877544e-01 3.62137442e-02 -8.86713266e-03
7.99606609e-02 -3.66041140e-01 -3.13577886e-01 -2.69361734e-01
3.32299651e-02]
[ 1.51409924e-02 -2.74389427e-01 6.05523714e-02 -2.31390945e-01
-1.93704491e-01 -2.31091117e-01 -2.54628967e-01 5.61186236e-02
-2.89539751e-03 1.17427601e-01 -1.70993219e-01 6.62210262e-02
-4.06499787e-02]
[ 1.72998156e-01 5.09546956e-02 -1.02371867e-01 -2.15486409e-01
-5.91595524e-02 -1.01481980e-01 -1.80294105e-01 4.17544741e-02
-1.88030897e-01 -2.22405721e-01 -1.85676931e-01 1.77430272e-01
-1.03149469e-01]
[ -1.72486540e-01 -1.77614535e-01 -1.11978240e-01 -1.76270112e-01
-4.60205793e-02 2.70485870e-02 -2.01122215e-01 -2.07047281e-01
-1.50608934e-01 -2.77462626e-02 -1.74510053e-01 1.51464973e-01
-2.74819558e-01]
[ -3.37071374e-02 -2.10346303e-01 -1.58767124e-01 -1.91338793e-01
-5.00042167e-02 4.44125160e-02 -4.40936290e-02 -3.10354675e-02
-2.24458751e-01 -2.71803306e-01 -2.61819374e-02 -2.65676043e-02
-9.29574225e-02]
[ 1.14955414e-01 7.71774988e-02 -8.68530754e-03 -1.55668482e-01
-3.25894654e-01 8.27618896e-03 -1.51680485e-01 -2.65778725e-01
-3.14147316e-01 4.26745357e-02 -1.01501890e-01 1.26460602e-02
-8.31793010e-02]
[ -6.38132780e-02 -9.41621794e-03 -2.84276719e-01 -5.33817988e-03
6.83835733e-02 1.55651932e-01 -2.32878162e-01 -1.80903065e-01
-5.46118591e-02 -6.33550582e-02 1.60489838e-01 5.05466654e-01
-6.64951900e-02]
[ 1.05432751e-01 3.50238183e-01 -2.04079761e-01 6.42001416e-01
1.18415759e-01 -2.30601639e-03 -2.45927584e-01 -3.89773627e-01
-2.53898412e-01 -3.91658356e-01 6.85414966e-01 9.66877820e-01
-7.53558926e-01]
[ -3.25627661e-02 1.96473637e-01 3.95470823e-02 2.32599384e-01
1.20618443e-02 -7.02946160e-02 -3.18359775e-01 -4.03999614e-01
-3.07964014e-01 -3.17120294e-01 5.15213476e-01 1.09199215e+00
-7.70211207e-01]
[ -5.13243806e-02 -1.20152375e-01 -1.60587232e-01 2.98510774e-01
-1.64448755e-01 2.32816591e-01 -1.08131281e-01 -2.63251626e-01
-2.64004398e-01 -4.84725029e-01 2.05262838e-01 5.03581044e-01
-3.76147176e-01]
[ 7.83893989e-02 -3.81309071e-01 -5.28001059e-02 -2.71106364e-02
-1.10849191e-01 1.99908831e-01 7.25868771e-02 1.59226164e-01
-1.70182552e-01 -4.78933643e-02 -6.73187051e-02 3.23314555e-01
-2.01338982e-01]
[ 2.03682584e-01 -2.93014721e-01 -1.21371974e-01 -8.90857022e-02
-2.09836829e-01 1.21910289e-01 1.84405452e-02 -1.49117576e-01
-5.09559001e-02 -1.03777537e-01 -1.37507776e-01 -1.77201288e-01
-1.02569919e-01]
[ -1.35248851e-01 -8.09562482e-02 3.85565121e-02 -2.55393451e-01
-5.81892152e-02 -1.41115790e-01 4.99972647e-02 -9.63667794e-03
-7.64242620e-02 -9.64838574e-03 -3.13469813e-01 -4.58499180e-01
-2.37274666e-02]
[ -1.40329985e-01 -1.37594146e-01 -6.80245232e-02 -2.56719512e-01
-3.46682247e-01 -2.88238913e-01 1.47969172e-01 1.19300556e-01
1.70720066e-02 9.73107167e-02 -2.23525996e-01 -7.21823640e-01
2.29082200e-03]
[ -1.66144104e-01 -2.33934310e-01 -2.98917682e-01 -3.99479297e-01
-2.78126490e-01 -2.09922388e-01 -3.20771774e-01 8.66703394e-02
-3.21342309e-02 -3.86460680e-01 -3.53081675e-01 -4.10381366e-01
-3.92687024e-01]
[ -1.10926568e-01 1.20128078e-01 2.18099535e-02 7.13182953e-03
-2.13743204e-01 -1.70003239e-01 -1.08698602e-01 1.69797781e-02
-1.01941994e-01 -1.69450498e-01 -1.72545042e-01 -2.82110276e-01
-6.48695406e-02]
[ -3.51625430e-01 -1.23315548e-01 -2.72263632e-01 1.44310490e-01
-2.04342859e-01 -2.27680495e-01 -7.01874241e-02 -1.41366717e-01
3.88186140e-02 -3.50231250e-02 5.40683369e-02 -3.27174999e-01
-7.73777638e-03]
[ -1.28343461e-01 -3.85396247e-02 -2.55608725e-01 4.12124513e-02
-2.20504539e-01 -2.78199780e-01 -3.63796596e-01 -3.39175003e-02
1.66862389e-02 -1.99800457e-01 -2.47239451e-01 -2.98049481e-01
-1.24776516e-02]
[ -2.18524330e-01 -5.35532276e-01 -3.33992882e-01 -3.10757968e-01
-3.30705988e-01 -2.27596367e-01 -1.29302785e-04 -2.73281080e-01
9.17513164e-02 -2.24932439e-01 -1.62525916e-01 -1.75718767e-01
-5.23593653e-02]
[ -2.14561553e-01 -2.98308058e-01 -3.16067975e-01 -1.40704626e-01
-9.60643888e-02 -1.48324789e-01 -7.47010021e-02 2.82760034e-03
-1.87193252e-01 -5.05461330e-01 -2.51009816e-01 -1.92427419e-01
5.88739397e-02]
[ -1.21146250e-01 1.15368613e-02 -2.40324489e-01 -4.78273592e-01
-2.41911494e-01 -2.60038763e-01 -4.47742535e-02 -3.47657386e-01
6.69077058e-02 -7.59129947e-02 -3.66805484e-01 -1.21057256e-01
-3.87303455e-01]]
Progress: 13.6% ... Training loss: 0.256 ... Validation loss: 0.447[[-0.0688445 ]
[ 0.26674736]
[-0.16661549]
[ 0.80167339]
[ 0.26463692]
[-0.01592043]
[-0.87148625]
[-0.98969378]
[-0.71462295]
[-0.98653592]
[ 1.08217879]
[ 2.75342781]
[-1.74221464]]
[[ -5.36379618e-01 -5.07367353e-01 -5.81980288e-01 -1.53862894e-01
-3.12502734e-01 -5.90895916e-01 -3.15662433e-01 -3.19517445e-01
-5.02369973e-01 -4.23174751e-01 6.15700160e-02 5.26149877e-01
-7.97204629e-02]
[ 5.96268866e-03 -1.41787173e-01 5.22423051e-02 -4.52145382e-02
-4.56338510e-02 5.89031010e-02 -1.15164571e-01 2.35882636e-01
-1.22506454e-01 -1.62047712e-01 -7.11978919e-02 -9.14231144e-02
1.14289251e-01]
[ -2.04132080e-01 1.33819159e-01 -1.91599543e-02 1.31028227e-01
9.64354883e-02 -1.16312149e-01 1.57357290e-01 -5.49398853e-02
2.91050725e-01 -1.03166080e-01 2.69914199e-01 8.41402364e-01
6.52372574e-01]
[ 1.79726276e-01 -2.42492166e-01 -2.80419555e-01 -1.39045105e-02
-2.95766025e-01 2.47496894e-04 2.44273754e-02 -4.06697853e-01
1.27355682e-01 -3.42326815e-01 -2.18786685e-01 -3.82860364e-01
-6.30819570e-02]
[ 1.06906565e-01 1.68916028e-02 1.04163050e-01 9.07308359e-04
-1.91542313e-02 6.95251639e-02 -1.04876629e-01 2.49834799e-02
2.59777376e-02 1.74886187e-01 1.12214508e-01 -1.28938567e-01
-1.53363533e-01]
[ -4.84643408e-01 -5.85459152e-01 -6.04827146e-01 -5.65694878e-01
-5.76760784e-01 -5.63649759e-01 -3.16799781e-01 -1.86046894e-01
-4.43207268e-01 -2.67621545e-01 -4.51504830e-01 -6.71734148e-01
-4.08352420e-01]
[ -4.18560172e-01 -5.76207784e-01 -3.24647513e-01 -3.52858451e-01
-4.05792432e-01 -5.60698575e-01 -4.35673943e-01 -4.75301818e-01
-2.98750404e-01 -1.96948428e-01 -4.20040034e-01 -2.70584926e-01
-2.60851197e-01]
[ -3.22046308e-01 -3.55799778e-01 -4.65965548e-01 -2.26431521e-01
-3.20175020e-01 -4.14411411e-01 -2.22765196e-01 -1.55084843e-01
-2.51960149e-01 -4.23912865e-01 -2.17976733e-01 -4.88360359e-01
-2.14699430e-01]
[ -4.72966308e-01 -3.53128124e-01 -3.75833284e-01 -1.64070984e-01
-3.40534045e-01 -2.15390658e-01 -1.07656284e-01 -4.16437289e-01
-2.75032127e-01 -4.36513352e-01 -1.55074661e-01 -2.14095689e-01
-1.63424619e-01]
[ -9.52704921e-01 -9.28275910e-01 -9.76956089e-01 -7.48278590e-01
-1.01647533e+00 -9.81176243e-01 -6.34591457e-01 -6.31375518e-01
-7.52899218e-01 -5.69929341e-01 -7.05377842e-01 -5.42514310e-01
-4.69523925e-01]
[ -5.06199149e-01 -2.67223815e-01 -4.65450761e-01 -3.15934763e-01
-3.50960126e-01 -3.57133903e-01 -5.50178486e-01 -5.58460310e-01
-6.35800843e-01 -1.21021612e-01 -4.32325798e-01 -5.70753823e-01
-4.15525287e-01]
[ -1.17639023e-01 2.23311017e-02 -3.34632758e-01 -4.02555766e-01
-1.05731681e-01 -7.23590803e-02 -1.53021587e-01 -2.82768200e-01
-1.38039300e-01 1.27433847e-01 -3.90194184e-01 -7.01248685e-01
-2.78475378e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60506007e-01 -1.09671978e-01 1.62902596e-01 -2.49733294e-01
-1.25147597e-01 1.13285620e-01 -1.36605222e-01 2.60810163e-03
-9.14130486e-02 5.80438000e-02 -1.38929822e-01 -3.04550837e-01
2.98319068e-02]
[ -8.22841980e-02 -2.62295690e-01 -1.77570927e-01 -2.88596503e-01
-4.79429798e-01 -8.47310496e-02 -3.27171860e-02 1.51765069e-02
-5.25896868e-02 2.63813994e-02 -1.87261112e-01 -2.78702026e-01
-2.41065381e-01]
[ -7.46342377e-02 -4.48448589e-03 -2.40287790e-01 -2.44395321e-01
1.34853137e-01 -1.63144619e-01 -1.67570443e-01 4.84158659e-02
-3.42683460e-03 6.10328391e-03 -1.77126978e-01 7.81516935e-04
-1.10636182e-02]
[ 2.83872518e-02 -1.59472007e-01 -1.52266941e-01 -4.83494969e-02
-1.18369270e-01 -1.07660264e-01 7.28291820e-02 -1.70232989e-01
-4.11484339e-02 -4.16678846e-02 3.26298660e-03 -1.40586237e-01
3.51372364e-02]
[ -2.85079342e-01 -1.43391521e-01 -7.23677513e-02 -9.82955578e-02
-3.06270418e-01 -2.72897096e-01 -3.58846112e-01 5.99789647e-02
-2.98899549e-01 -2.07317405e-01 1.77520842e-01 -1.31520711e-03
3.03967717e-01]
[ -2.16850051e-01 -1.27948597e-01 -8.35791295e-02 -6.69407062e-02
-8.32939245e-02 -1.15591091e-01 -4.73838742e-02 5.26930267e-02
-1.10640470e-01 -5.84209958e-04 2.83108953e-02 -1.34987564e-01
1.97603482e-02]
[ -1.54646744e-01 -6.83770905e-02 -2.23351988e-01 -3.31129906e-01
-1.52107189e-01 -1.99429297e-01 -2.46049218e-01 -6.34260449e-02
1.84699344e-01 -1.54736235e-01 -3.20538599e-01 -2.86345335e-01
-1.23940078e-01]
[ -3.67546153e-01 -7.04434141e-02 -1.45683171e-01 -1.74344673e-01
-5.54025780e-02 -3.11019405e-01 6.35050454e-02 -5.11462936e-02
-1.06487790e-01 9.82361631e-02 -1.33666903e-02 -1.69183260e-01
-1.58309967e-01]
[ -1.68914667e-01 -1.53615081e-01 -4.57416536e-02 -1.41201505e-01
-1.35112794e-01 -2.93786856e-01 -4.37788381e-02 -9.74768793e-02
-2.44189952e-01 4.87972761e-02 2.09908196e-01 2.38254624e-03
-1.71762196e-01]
[ -1.38097653e-01 -1.75736410e-01 -1.12422052e-01 -2.70710543e-01
9.17735725e-02 -1.82968176e-02 -2.12594172e-01 -1.50708848e-01
9.52029843e-02 -1.02224123e-01 -1.48390284e-01 -1.21124885e-01
-3.30700512e-01]
[ -4.47954950e-02 -3.13646596e-02 -1.48855907e-01 -3.79721632e-02
-2.27093946e-01 6.29593084e-02 -8.91162138e-02 -5.12746860e-02
-2.34598052e-01 -8.55833232e-02 -6.57066230e-02 -2.95408164e-01
-1.78544661e-01]
[ -7.31216596e-02 3.06352767e-02 -1.29596738e-01 -2.98798828e-01
1.24628972e-01 2.06955533e-02 -2.30088584e-01 -1.78456726e-01
1.11541614e-01 -7.66400630e-02 -2.61890384e-01 -2.10647576e-01
-2.87967997e-01]
[ 8.34943902e-02 -3.15353152e-01 -8.00582230e-02 -4.37280908e-01
-2.26374058e-01 -8.79834785e-02 7.05123983e-02 1.13998369e-01
3.63750808e-03 3.07113933e-01 -5.03967894e-01 -6.78750068e-01
4.02161641e-01]
[ -2.18238284e-01 -2.53886186e-01 -1.26992110e-01 -2.97277161e-01
-3.07152072e-01 -9.19648659e-02 2.11678749e-01 5.07566116e-02
3.06944079e-01 4.94204084e-02 -3.88559649e-01 -8.90967559e-01
6.13602978e-01]
[ -8.87550611e-03 -1.94297629e-01 2.63795077e-02 -2.97300165e-01
-1.75277548e-01 1.67445024e-01 2.01368152e-01 2.62376149e-01
-1.66548685e-02 2.48579488e-01 -1.96784399e-01 -9.13296200e-01
6.84564387e-01]
[ 6.22401305e-03 -4.99064087e-02 -1.20615633e-01 -1.14093727e-01
-1.81162680e-01 -4.52623936e-02 2.87527336e-01 1.67801220e-01
2.57276065e-01 3.76823719e-01 -4.52918340e-01 -7.95085036e-01
6.90831054e-01]
[ -7.93444408e-02 -2.84892237e-01 6.32719442e-02 -3.64687156e-01
-1.52516751e-01 1.18264415e-01 3.65170486e-01 1.43626088e-01
-5.51492858e-02 1.77806864e-01 -5.45383615e-01 -8.49520444e-01
8.22860470e-01]
[ 1.23667839e-01 -9.38960026e-02 1.99103033e-02 -1.73695755e-01
-8.50573783e-02 -1.68275161e-02 2.47525371e-01 3.68669076e-01
4.09732836e-01 2.76359845e-01 -5.38553112e-01 -7.45173639e-01
5.22860693e-01]
[ -8.93236322e-03 -1.31454473e-01 1.94702607e-02 1.71428385e-02
-8.57209935e-02 -2.83733649e-01 2.58880337e-02 3.02279970e-01
-2.35413294e-02 7.49329927e-02 -2.41615631e-01 -6.65842663e-01
2.51648382e-01]
[ 7.76097249e-02 1.21313065e-01 -1.57318766e-03 1.03999040e-01
-8.22712201e-02 -5.96320955e-02 -2.18366432e-01 -1.95254464e-01
-2.93902747e-01 -1.67774161e-01 -1.32692954e-01 3.63942185e-01
-2.06587034e-01]
[ 3.87686422e-02 -8.48374449e-02 1.40052585e-01 2.07424999e-01
2.55316943e-01 8.68602646e-03 -4.00488931e-01 -3.57234073e-01
-1.11528096e-01 -5.15725252e-01 1.73537625e-01 1.00507342e+00
-4.75543155e-01]
[ 3.44393451e-02 8.08740446e-02 -2.11921146e-01 5.09188522e-02
3.16603225e-02 -5.70738490e-04 -1.65821704e-01 -3.31345275e-01
-2.88831101e-01 -1.87360012e-01 -4.78643309e-02 -4.03101316e-02
-1.83846775e-01]
[ -5.52951560e-02 -2.14974102e-01 6.52356580e-02 8.93141213e-02
-1.33542662e-01 -1.33877954e-01 3.55041802e-02 -9.77806781e-03
7.92405119e-02 -3.66258737e-01 -3.12787093e-01 -2.65484988e-01
3.09280741e-02]
[ 1.51273373e-02 -2.74459282e-01 6.05546351e-02 -2.31436003e-01
-1.93775470e-01 -2.31091012e-01 -2.54727030e-01 5.60309264e-02
-3.15663128e-03 1.17319953e-01 -1.71067174e-01 6.72017531e-02
-4.12675253e-02]
[ 1.73017958e-01 5.07345312e-02 -1.02271661e-01 -2.16644173e-01
-5.94872764e-02 -1.01480857e-01 -1.79092037e-01 4.31622506e-02
-1.87293850e-01 -2.21694395e-01 -1.87738645e-01 1.74565644e-01
-9.99046315e-02]
[ -1.72443204e-01 -1.77931602e-01 -1.11823808e-01 -1.77308100e-01
-4.63782282e-02 2.70506249e-02 -1.99953399e-01 -2.05761466e-01
-1.49700348e-01 -2.64480809e-02 -1.76241943e-01 1.46949124e-01
-2.72137804e-01]
[ -3.37192210e-02 -2.10314425e-01 -1.58784001e-01 -1.91187994e-01
-4.99790205e-02 4.44122368e-02 -4.46497932e-02 -3.12439961e-02
-2.24985523e-01 -2.71865265e-01 -2.55942103e-02 -2.48290359e-02
-9.44259839e-02]
[ 1.14863728e-01 7.74800043e-02 -8.88620460e-03 -1.55088109e-01
-3.25670283e-01 8.27341540e-03 -1.53145219e-01 -2.67573692e-01
-3.14705902e-01 3.95018845e-02 -9.98412582e-02 2.03323901e-02
-8.44305261e-02]
[ -6.37099773e-02 -1.00890148e-02 -2.84040343e-01 -7.07376068e-03
6.77337415e-02 1.55656604e-01 -2.31140210e-01 -1.79005056e-01
-5.28891954e-02 -6.13647294e-02 1.58121088e-01 5.01039823e-01
-6.28777831e-02]
[ 1.05531974e-01 3.49727065e-01 -2.03930121e-01 6.40698013e-01
1.17934884e-01 -2.30188629e-03 -2.44927912e-01 -3.88779790e-01
-2.52959368e-01 -3.90464192e-01 6.83374913e-01 9.61159168e-01
-7.53603184e-01]
[ -3.24463349e-02 1.95524248e-01 3.98368306e-02 2.30430611e-01
1.13093487e-02 -7.02907090e-02 -3.16071134e-01 -4.02083119e-01
-3.06115491e-01 -3.14409613e-01 5.11197211e-01 1.08130772e+00
-7.67369432e-01]
[ -5.12298095e-02 -1.20990388e-01 -1.60313484e-01 2.95544698e-01
-1.65157985e-01 2.32820533e-01 -1.05178688e-01 -2.60322117e-01
-2.61429362e-01 -4.82480236e-01 2.00190459e-01 4.94951632e-01
-3.68770576e-01]
[ 7.84442430e-02 -3.81583469e-01 -5.26234566e-02 -2.81127081e-02
-1.11158121e-01 1.99910991e-01 7.38010310e-02 1.60893068e-01
-1.69357235e-01 -4.64035350e-02 -6.88957089e-02 3.19058875e-01
-1.98837728e-01]
[ 2.03683715e-01 -2.93003112e-01 -1.21373678e-01 -8.89031016e-02
-2.09824727e-01 1.21910519e-01 1.84510447e-02 -1.49039746e-01
-5.10175942e-02 -1.03754387e-01 -1.37465345e-01 -1.76119195e-01
-1.02976344e-01]
[ -1.35246354e-01 -8.09607772e-02 3.85600566e-02 -2.55355891e-01
-5.81923056e-02 -1.41115687e-01 4.98563755e-02 -9.52449877e-03
-7.67481922e-02 -9.59031838e-03 -3.13221271e-01 -4.56941125e-01
-2.46097747e-02]
[ -1.40408646e-01 -1.37273904e-01 -6.81839004e-02 -2.55719503e-01
-3.46413553e-01 -2.88241369e-01 1.46622610e-01 1.17969525e-01
1.59786109e-02 9.59972869e-02 -2.22281396e-01 -7.20302835e-01
-6.07555007e-04]
[ -1.66045737e-01 -2.34260904e-01 -2.98855120e-01 -4.00900838e-01
-2.78436204e-01 -2.09918130e-01 -3.20097524e-01 8.67634037e-02
-3.18571185e-02 -3.85910432e-01 -3.54930689e-01 -4.11643893e-01
-3.94211211e-01]
[ -1.10782026e-01 1.19043889e-01 2.23037464e-02 2.92742885e-03
-2.14776875e-01 -1.69998834e-01 -1.05099027e-01 2.13270698e-02
-9.93477697e-02 -1.66025948e-01 -1.79241895e-01 -2.97063563e-01
-5.36200620e-02]
[ -3.51770787e-01 -1.22643866e-01 -2.72615029e-01 1.48118675e-01
-2.03710296e-01 -2.27685496e-01 -7.37840876e-02 -1.44084500e-01
3.66206659e-02 -3.86856086e-02 5.86673002e-02 -3.15683989e-01
-1.52828121e-02]
[ -1.28297525e-01 -3.88184129e-02 -2.55493756e-01 4.02646566e-02
-2.20790442e-01 -2.78197716e-01 -3.62977249e-01 -3.31293615e-02
1.74210956e-02 -1.98889990e-01 -2.48326050e-01 -3.00796806e-01
-1.02532783e-02]
[ -2.18569145e-01 -5.35479364e-01 -3.34053975e-01 -3.10416941e-01
-3.30728281e-01 -2.27597510e-01 -2.15241943e-04 -2.72872673e-01
9.15604637e-02 -2.25192400e-01 -1.62640734e-01 -1.72791865e-01
-5.21836726e-02]
[ -2.14467461e-01 -2.99042523e-01 -3.15759258e-01 -1.42879928e-01
-9.68805944e-02 -1.48320413e-01 -7.22370376e-02 5.95456912e-03
-1.85095112e-01 -5.02828099e-01 -2.54360827e-01 -2.01001890e-01
6.42200606e-02]
[ -1.20728833e-01 8.96211990e-03 -2.39475617e-01 -4.85656368e-01
-2.44494219e-01 -2.60024302e-01 -3.70865615e-02 -3.41174428e-01
7.37786760e-02 -6.88194479e-02 -3.77939039e-01 -1.47091995e-01
-3.75400494e-01]]
Progress: 13.6% ... Training loss: 0.266 ... Validation loss: 0.475[[-0.04523553]
[ 0.29007654]
[-0.14556723]
[ 0.83694415]
[ 0.28875673]
[ 0.00753644]
[-0.84217676]
[-0.95598703]
[-0.68276768]
[-0.95460746]
[ 1.12164444]
[ 2.81414594]
[-1.69839033]]
[[ -5.36907584e-01 -5.05049808e-01 -5.83045101e-01 -1.43502258e-01
-3.10036618e-01 -5.91004339e-01 -3.24081094e-01 -3.30851352e-01
-5.09929425e-01 -4.31164352e-01 7.86277450e-02 5.82680341e-01
-1.05735180e-01]
[ 5.85727161e-03 -1.41375162e-01 5.19946411e-02 -4.38859196e-02
-4.52635596e-02 5.88753379e-02 -1.16575491e-01 2.34044456e-01
-1.23429270e-01 -1.63790778e-01 -6.96534355e-02 -8.88272667e-02
1.11259179e-01]
[ -2.04291406e-01 1.33441638e-01 -1.91974352e-02 1.36504034e-01
9.65677729e-02 -1.16320405e-01 1.55179640e-01 -5.60926337e-02
2.88051061e-01 -1.03062708e-01 2.76371724e-01 8.84213904e-01
6.37686002e-01]
[ 1.79576595e-01 -2.41502182e-01 -2.80120856e-01 -6.87071236e-03
-2.94861755e-01 2.54808222e-04 1.91511144e-02 -4.08066152e-01
1.21900687e-01 -3.41083344e-01 -2.13052430e-01 -3.69256117e-01
-7.54687300e-02]
[ 1.06752825e-01 1.76812083e-02 1.03381795e-01 1.25971974e-03
-1.81448653e-02 6.94775206e-02 -1.03157671e-01 2.46012846e-02
2.50624583e-02 1.69133279e-01 1.14666249e-01 -1.34921546e-01
-1.48113712e-01]
[ -4.85026811e-01 -5.84139418e-01 -6.05583246e-01 -5.61426173e-01
-5.75296981e-01 -5.63731622e-01 -3.23073615e-01 -1.95264580e-01
-4.47791231e-01 -2.74863445e-01 -4.43811378e-01 -6.46032130e-01
-4.25088814e-01]
[ -4.18772064e-01 -5.75031510e-01 -3.25452222e-01 -3.47947607e-01
-4.04591122e-01 -5.60749560e-01 -4.39426976e-01 -4.81255343e-01
-3.02769550e-01 -2.02080827e-01 -4.11553348e-01 -2.60691977e-01
-2.73766699e-01]
[ -3.22441179e-01 -3.54523415e-01 -4.66567437e-01 -2.19160892e-01
-3.18828386e-01 -4.14491137e-01 -2.28593270e-01 -1.59831004e-01
-2.57672378e-01 -4.27939138e-01 -2.09582168e-01 -4.49836207e-01
-2.30927820e-01]
[ -4.73304968e-01 -3.51658553e-01 -3.76553713e-01 -1.59948242e-01
-3.39368527e-01 -2.15479473e-01 -1.12077464e-01 -4.20835715e-01
-2.78087168e-01 -4.41563130e-01 -1.49791261e-01 -1.99927306e-01
-1.70765688e-01]
[ -9.53518571e-01 -9.25273529e-01 -9.78593509e-01 -7.35116028e-01
-1.01372198e+00 -9.81346036e-01 -6.47963813e-01 -6.47973614e-01
-7.64182963e-01 -5.83224940e-01 -6.85604878e-01 -4.73868286e-01
-5.08903295e-01]
[ -5.06530433e-01 -2.65702578e-01 -4.66305371e-01 -3.10151179e-01
-3.49211737e-01 -3.57223983e-01 -5.54729818e-01 -5.63459028e-01
-6.39688679e-01 -1.26448347e-01 -4.24423770e-01 -5.54691494e-01
-4.23894889e-01]
[ -1.17822914e-01 2.30494262e-02 -3.35023854e-01 -4.00928993e-01
-1.05056147e-01 -7.24005972e-02 -1.55374019e-01 -2.85487185e-01
-1.40238101e-01 1.24705832e-01 -3.88011073e-01 -6.97669536e-01
-2.83947759e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60550402e-01 -1.09453155e-01 1.62738075e-01 -2.49208434e-01
-1.24890482e-01 1.13269922e-01 -1.37507841e-01 5.97293080e-04
-9.19773848e-02 5.62230200e-02 -1.37494840e-01 -3.01131460e-01
2.78155604e-02]
[ -8.23409696e-02 -2.62050144e-01 -1.77739351e-01 -2.88052187e-01
-4.79239467e-01 -8.47454612e-02 -3.32952269e-02 1.41479646e-02
-5.29715988e-02 2.53745580e-02 -1.86549787e-01 -2.77827622e-01
-2.41980262e-01]
[ -7.49435590e-02 -3.37784897e-03 -2.40782250e-01 -2.40904057e-01
1.35988431e-01 -1.63202482e-01 -1.72628764e-01 4.19972933e-02
-7.38526855e-03 1.23058933e-03 -1.70672049e-01 2.59326499e-02
-2.42042566e-02]
[ 2.82532456e-02 -1.58945485e-01 -1.52655165e-01 -4.66357352e-02
-1.17798829e-01 -1.07688383e-01 7.10003504e-02 -1.72841185e-01
-4.32828810e-02 -4.48417138e-02 6.46467524e-03 -1.31123764e-01
3.00770702e-02]
[ -2.85187588e-01 -1.42698496e-01 -7.28214612e-02 -9.51861932e-02
-3.05578204e-01 -2.72922855e-01 -3.61277806e-01 5.60318493e-02
-3.01037624e-01 -2.09977899e-01 1.82552673e-01 -2.37993179e-04
2.95286301e-01]
[ -2.16852452e-01 -1.27856681e-01 -8.36047718e-02 -6.63719212e-02
-8.32338707e-02 -1.15595135e-01 -4.78729134e-02 5.28490810e-02
-1.11117747e-01 -1.92330030e-04 2.89612347e-02 -1.33799886e-01
1.90476934e-02]
[ -1.54793762e-01 -6.83224453e-02 -2.23388746e-01 -3.29685022e-01
-1.52078832e-01 -1.99453453e-01 -2.47064922e-01 -6.49603155e-02
1.83176566e-01 -1.55253798e-01 -3.19832424e-01 -2.69038553e-01
-1.29006154e-01]
[ -3.67692563e-01 -6.96774121e-02 -1.46021395e-01 -1.70944747e-01
-5.45338468e-02 -3.11052961e-01 6.04448203e-02 -5.34448401e-02
-1.09151540e-01 9.57511590e-02 -8.71646339e-03 -1.57009197e-01
-1.65728373e-01]
[ -1.69003826e-01 -1.53307604e-01 -4.58876880e-02 -1.39266430e-01
-1.34739843e-01 -2.93803719e-01 -4.47320712e-02 -9.77880001e-02
-2.45082926e-01 4.83396133e-02 2.12434838e-01 1.04695097e-02
-1.74407067e-01]
[ -1.38180708e-01 -1.75275538e-01 -1.12644769e-01 -2.69255358e-01
9.22256393e-02 -1.83220734e-02 -2.13820675e-01 -1.52104671e-01
9.42492348e-02 -1.03685662e-01 -1.46220514e-01 -1.14781796e-01
-3.32900152e-01]
[ -4.49919637e-02 -3.05571246e-02 -1.49265016e-01 -3.55949721e-02
-2.26590305e-01 6.29118875e-02 -9.18153013e-02 -5.42083383e-02
-2.36280948e-01 -8.88622479e-02 -6.28297163e-02 -2.88646208e-01
-1.83539520e-01]
[ -7.31332343e-02 3.05982188e-02 -1.29632042e-01 -2.98790521e-01
1.24675043e-01 2.06873120e-02 -2.30121405e-01 -1.78441931e-01
1.11541863e-01 -7.67469586e-02 -2.62447100e-01 -2.14205208e-01
-2.88339396e-01]
[ 8.34894508e-02 -3.15358787e-01 -8.00335012e-02 -4.37615159e-01
-2.26428707e-01 -8.79835956e-02 7.12126128e-02 1.14438196e-01
3.95817108e-03 3.07452276e-01 -5.04842732e-01 -6.82200794e-01
4.03990641e-01]
[ -2.18289554e-01 -2.53568220e-01 -1.27185637e-01 -2.96794400e-01
-3.06833578e-01 -9.19802489e-02 2.10677243e-01 4.97510231e-02
3.06043243e-01 4.86558684e-02 -3.87640647e-01 -8.89786076e-01
6.11805967e-01]
[ -8.89618008e-03 -1.94230103e-01 2.63234802e-02 -2.97136183e-01
-1.75203363e-01 1.67438725e-01 2.00928408e-01 2.61818840e-01
-1.69156755e-02 2.47962909e-01 -1.96452973e-01 -9.12867429e-01
6.83622074e-01]
[ 6.18593258e-03 -4.97547074e-02 -1.20709374e-01 -1.13905435e-01
-1.81066948e-01 -4.52718887e-02 2.87372096e-01 1.67267529e-01
2.56979348e-01 3.76417075e-01 -4.52871063e-01 -7.96071364e-01
6.90505920e-01]
[ -7.93973775e-02 -2.84738332e-01 6.31784185e-02 -3.64282841e-01
-1.52436802e-01 1.18253614e-01 3.64699167e-01 1.43154162e-01
-5.58694287e-02 1.77259861e-01 -5.45029790e-01 -8.49625245e-01
8.22186437e-01]
[ 1.23617420e-01 -9.37832981e-02 1.98111805e-02 -1.73153148e-01
-8.49453162e-02 -1.68374545e-02 2.46686666e-01 3.67811934e-01
4.09022408e-01 2.75562249e-01 -5.38018845e-01 -7.44163918e-01
5.20905220e-01]
[ -8.90385267e-03 -1.31576895e-01 1.95412364e-02 1.68496673e-02
-8.58271252e-02 -2.83729337e-01 2.64502114e-02 3.02906892e-01
-2.30572630e-02 7.56338109e-02 -2.42019344e-01 -6.67372151e-01
2.52802089e-01]
[ 7.75023714e-02 1.21793492e-01 -1.71985561e-03 1.06663934e-01
-8.18966009e-02 -5.96545917e-02 -2.21229357e-01 -1.97832442e-01
-2.95947757e-01 -1.68822018e-01 -1.29788288e-01 3.73703442e-01
-2.13487001e-01]
[ 3.84534004e-02 -8.36226794e-02 1.39412097e-01 2.13680846e-01
2.56899965e-01 8.62135051e-03 -4.05516435e-01 -3.61435933e-01
-1.16219437e-01 -5.20235437e-01 1.82434807e-01 1.03142487e+00
-4.87927360e-01]
[ 3.43302120e-02 8.13434454e-02 -2.12118378e-01 5.24222704e-02
3.20821325e-02 -5.95688971e-04 -1.67166849e-01 -3.33117489e-01
-2.89872687e-01 -1.88947934e-01 -4.60510871e-02 -3.57162277e-02
-1.86913795e-01]
[ -5.53335851e-02 -2.14736815e-01 6.51249846e-02 8.96708180e-02
-1.33333781e-01 -1.33885419e-01 3.44954770e-02 -1.10718260e-02
7.84004446e-02 -3.67054725e-01 -3.12026868e-01 -2.62228434e-01
2.87873921e-02]
[ 1.51491851e-02 -2.74726915e-01 6.06674639e-02 -2.32755781e-01
-1.94037653e-01 -2.31085202e-01 -2.53720698e-01 5.75210149e-02
-2.02771018e-03 1.18377470e-01 -1.73304588e-01 6.30929672e-02
-3.71570141e-02]
[ 1.73048052e-01 5.06493829e-02 -1.02224263e-01 -2.16914626e-01
-5.95536721e-02 -1.01475868e-01 -1.78835213e-01 4.35793333e-02
-1.87057811e-01 -2.21258856e-01 -1.88040585e-01 1.73879290e-01
-9.93617627e-02]
[ -1.72606129e-01 -1.77165385e-01 -1.12257543e-01 -1.75076157e-01
-4.55566368e-02 2.70085001e-02 -2.02640543e-01 -2.09345475e-01
-1.52469381e-01 -3.01467222e-02 -1.72386486e-01 1.58949250e-01
-2.78977514e-01]
[ -3.37070079e-02 -2.10389362e-01 -1.58738673e-01 -1.91422184e-01
-5.00646998e-02 4.44166402e-02 -4.43850177e-02 -3.08644832e-02
-2.24790430e-01 -2.71499853e-01 -2.59962865e-02 -2.57347063e-02
-9.38633090e-02]
[ 1.14559495e-01 7.87722204e-02 -9.44365119e-03 -1.51673493e-01
-3.24717442e-01 8.21117847e-03 -1.58011862e-01 -2.74161999e-01
-3.17977547e-01 3.36075679e-02 -9.38492821e-02 4.23729730e-02
-9.65272791e-02]
[ -6.38062710e-02 -9.46500131e-03 -2.84345820e-01 -5.35404995e-03
6.84195045e-02 1.55624976e-01 -2.32943063e-01 -1.82420469e-01
-5.46545355e-02 -6.43860321e-02 1.61841004e-01 5.10639403e-01
-6.80877259e-02]
[ 1.05551257e-01 3.49190517e-01 -2.03829275e-01 6.39515563e-01
1.17511286e-01 -2.29668248e-03 -2.43718477e-01 -3.87385065e-01
-2.51688383e-01 -3.89274239e-01 6.81172083e-01 9.61803464e-01
-7.50244418e-01]
[ -3.25130640e-02 1.95836705e-01 3.95188651e-02 2.33954809e-01
1.16886792e-02 -7.03035954e-02 -3.17044993e-01 -4.04325685e-01
-3.07159498e-01 -3.16172920e-01 5.16379771e-01 1.08889678e+00
-7.75599629e-01]
[ -5.12343759e-02 -1.20914721e-01 -1.60326227e-01 2.96163543e-01
-1.65077400e-01 2.32818818e-01 -1.05707187e-01 -2.60546562e-01
-2.61709193e-01 -4.82522004e-01 2.01153250e-01 4.97002171e-01
-3.70440795e-01]
[ 7.84636344e-02 -3.81662084e-01 -5.25687403e-02 -2.84496679e-02
-1.11284662e-01 1.99916043e-01 7.42943117e-02 1.61711748e-01
-1.69065232e-01 -4.58815654e-02 -6.94993174e-02 3.17106747e-01
-1.97740840e-01]
[ 2.03675370e-01 -2.92993127e-01 -1.21380488e-01 -8.89104192e-02
-2.09824882e-01 1.21908394e-01 1.84202007e-02 -1.49055179e-01
-5.10477423e-02 -1.03789825e-01 -1.37516383e-01 -1.76549381e-01
-1.02813115e-01]
[ -1.35275035e-01 -8.08337608e-02 3.84850727e-02 -2.54875410e-01
-5.80780898e-02 -1.41122525e-01 4.91259892e-02 -1.00692898e-02
-7.73803186e-02 -1.01243161e-02 -3.12557102e-01 -4.55001634e-01
-2.64200608e-02]
[ -1.40408564e-01 -1.37274279e-01 -6.81836754e-02 -2.55720618e-01
-3.46414033e-01 -2.88241353e-01 1.46624467e-01 1.17973320e-01
1.59795260e-02 9.60004727e-02 -2.22283819e-01 -7.20307677e-01
-6.03609838e-04]
[ -1.66440707e-01 -2.32517314e-01 -2.99744529e-01 -3.95476507e-01
-2.76698507e-01 -2.10000657e-01 -3.27051213e-01 7.53251952e-02
-3.80963980e-02 -3.95273706e-01 -3.44343893e-01 -3.75273978e-01
-4.15243152e-01]
[ -1.11016079e-01 1.20142099e-01 2.17707959e-02 6.82762599e-03
-2.13904998e-01 -1.70051144e-01 -1.08388862e-01 1.76661469e-02
-1.02028322e-01 -1.69161784e-01 -1.74326768e-01 -2.83129644e-01
-6.16262132e-02]
[ -3.51866522e-01 -1.22209365e-01 -2.72744473e-01 1.50336432e-01
-2.03127909e-01 -2.27705778e-01 -7.50960257e-02 -1.44211029e-01
3.51925461e-02 -3.90132544e-02 6.11195312e-02 -3.08983387e-01
-1.77546707e-02]
[ -1.28675672e-01 -3.70472908e-02 -2.56203272e-01 4.67163439e-02
-2.19485074e-01 -2.78272812e-01 -3.68031815e-01 -3.87552678e-02
1.22307408e-02 -2.04069270e-01 -2.40390390e-01 -2.85694609e-01
-2.58200387e-02]
[ -2.18904200e-01 -5.34137536e-01 -3.34935059e-01 -3.04841847e-01
-3.29146399e-01 -2.27674101e-01 -6.46037510e-03 -2.79143118e-01
8.65221429e-02 -2.31110888e-01 -1.53394577e-01 -1.51522278e-01
-6.72597080e-02]
[ -2.14506466e-01 -2.98873032e-01 -3.15837835e-01 -1.42173753e-01
-9.67642891e-02 -1.48329741e-01 -7.24300637e-02 6.07465137e-03
-1.85311834e-01 -5.02989416e-01 -2.53721183e-01 -1.99965821e-01
6.34422592e-02]
[ -1.20580695e-01 7.64532093e-03 -2.39137764e-01 -4.89358689e-01
-2.45512468e-01 -2.60009557e-01 -3.43144942e-02 -3.38488296e-01
7.72016444e-02 -6.61839547e-02 -3.83856552e-01 -1.53216782e-01
-3.65691301e-01]]
Progress: 13.7% ... Training loss: 0.267 ... Validation loss: 0.447[[-0.06919837]
[ 0.26647091]
[-0.16517195]
[ 0.80530985]
[ 0.26331383]
[-0.01359838]
[-0.8730441 ]
[-0.99048648]
[-0.71205137]
[-0.98862891]
[ 1.08119582]
[ 2.75277565]
[-1.74531854]]
[[ -5.36413664e-01 -5.08481584e-01 -5.81576502e-01 -1.55683883e-01
-3.13512753e-01 -5.91072715e-01 -3.10504134e-01 -3.14497642e-01
-5.00016442e-01 -4.15601917e-01 5.93227650e-02 5.35282916e-01
-7.00632804e-02]
[ 5.82628871e-03 -1.40942947e-01 5.17609358e-02 -4.39257255e-02
-4.48991537e-02 5.88849356e-02 -1.16840211e-01 2.32717988e-01
-1.24243307e-01 -1.65425358e-01 -6.96793441e-02 -9.14780202e-02
1.11126476e-01]
[ -2.04382727e-01 1.31672654e-01 -1.87809434e-02 1.29759835e-01
9.44901913e-02 -1.16313567e-01 1.60638990e-01 -5.03520791e-02
2.92744531e-01 -1.01210766e-01 2.62672450e-01 8.55501290e-01
6.61114258e-01]
[ 1.79949630e-01 -2.41229999e-01 -2.80767943e-01 -1.12762971e-02
-2.94009365e-01 2.17151296e-04 2.28815482e-02 -4.16771046e-01
1.24126393e-01 -3.47352962e-01 -2.08567291e-01 -3.67112996e-01
-7.49511088e-02]
[ 1.06620429e-01 1.79291772e-02 1.04130488e-01 5.97554214e-03
-1.81947090e-02 6.94880538e-02 -1.06990759e-01 3.11746539e-02
2.30206191e-02 1.78160800e-01 1.14209032e-01 -1.31746875e-01
-1.55689459e-01]
[ -4.84658501e-01 -5.86112574e-01 -6.04659822e-01 -5.67478149e-01
-5.77278357e-01 -5.63786852e-01 -3.16612870e-01 -1.85792584e-01
-4.42875890e-01 -2.65136887e-01 -4.53379383e-01 -6.69995101e-01
-4.14186569e-01]
[ -4.18638920e-01 -5.75997313e-01 -3.24904432e-01 -3.51791790e-01
-4.05750374e-01 -5.60770403e-01 -4.35820983e-01 -4.76689184e-01
-3.00052600e-01 -1.96310853e-01 -4.17957998e-01 -2.76756541e-01
-2.63004527e-01]
[ -3.22296662e-01 -3.56063031e-01 -4.66115733e-01 -2.25144024e-01
-3.20437266e-01 -4.14510516e-01 -2.22230351e-01 -1.52316136e-01
-2.52824814e-01 -4.22878243e-01 -2.20369104e-01 -4.73306867e-01
-2.12718462e-01]
[ -4.73086274e-01 -3.52882339e-01 -3.76060798e-01 -1.64507058e-01
-3.40514170e-01 -2.15514938e-01 -1.07905116e-01 -4.18393291e-01
-2.74750703e-01 -4.38745623e-01 -1.55147478e-01 -2.12523183e-01
-1.63655215e-01]
[ -9.53081942e-01 -9.28686768e-01 -9.77085312e-01 -7.46112646e-01
-1.01722426e+00 -9.81415740e-01 -6.35361496e-01 -6.30196130e-01
-7.54607176e-01 -5.67667735e-01 -7.05518298e-01 -5.19615169e-01
-4.77938427e-01]
[ -5.06302755e-01 -2.66990424e-01 -4.65794789e-01 -3.16756174e-01
-3.50588738e-01 -3.57256504e-01 -5.49957345e-01 -5.59783629e-01
-6.36100926e-01 -1.21750136e-01 -4.32981258e-01 -5.75279148e-01
-4.11885141e-01]
[ -1.17622557e-01 2.20481500e-02 -3.34626802e-01 -4.03765486e-01
-1.06072025e-01 -7.24292890e-02 -1.52146804e-01 -2.82944620e-01
-1.37585319e-01 1.27825350e-01 -3.91655972e-01 -7.07429071e-01
-2.79938129e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60453170e-01 -1.10087590e-01 1.63066133e-01 -2.51302898e-01
-1.25454138e-01 1.13250650e-01 -1.35395369e-01 4.03372207e-03
-9.05559451e-02 5.98590185e-02 -1.40790987e-01 -3.06524207e-01
3.28641912e-02]
[ -8.22526813e-02 -2.62357484e-01 -1.77544736e-01 -2.89349121e-01
-4.79514667e-01 -8.47565984e-02 -3.20359129e-02 1.62504747e-02
-5.19434894e-02 2.76471339e-02 -1.88790372e-01 -2.84175078e-01
-2.41113316e-01]
[ -7.47733917e-02 -4.39240903e-03 -2.40371930e-01 -2.43434693e-01
1.34843652e-01 -1.63225347e-01 -1.69553185e-01 4.60915744e-02
-5.04541758e-03 5.11714831e-03 -1.74696685e-01 1.38276611e-02
-1.89087818e-02]
[ 2.83617039e-02 -1.59459986e-01 -1.52330237e-01 -4.84961551e-02
-1.18396513e-01 -1.07702640e-01 7.32350879e-02 -1.70106350e-01
-4.12113747e-02 -4.15226089e-02 2.87308423e-03 -1.41790449e-01
3.63133092e-02]
[ -2.85178594e-01 -1.42868078e-01 -7.27820364e-02 -9.60670031e-02
-3.05758548e-01 -2.72926108e-01 -3.60870904e-01 5.59838332e-02
-3.00886134e-01 -2.09228153e-01 1.81531601e-01 -2.21703712e-03
2.96395899e-01]
[ -2.16821802e-01 -1.28276831e-01 -8.33806317e-02 -6.79847475e-02
-8.37599763e-02 -1.15601743e-01 -4.64668603e-02 5.51743985e-02
-1.10224930e-01 1.65191986e-03 2.63534639e-02 -1.39334205e-01
2.34310200e-02]
[ -1.54801714e-01 -6.85889871e-02 -2.23384843e-01 -3.31213776e-01
-1.52421653e-01 -1.99453466e-01 -2.45828151e-01 -6.29999346e-02
1.84567294e-01 -1.54509652e-01 -3.23243105e-01 -2.74166210e-01
-1.24866173e-01]
[ -3.67636081e-01 -7.02358576e-02 -1.45823918e-01 -1.72229806e-01
-5.51554377e-02 -3.11059509e-01 6.23840313e-02 -5.10838011e-02
-1.07858074e-01 9.82671152e-02 -1.12450102e-02 -1.62791423e-01
-1.60715188e-01]
[ -1.68785564e-01 -1.54686371e-01 -4.53447680e-02 -1.45170956e-01
-1.36104717e-01 -2.93836766e-01 -3.92207337e-02 -9.34146925e-02
-2.40884585e-01 5.13964928e-02 2.04372369e-01 -1.10161770e-02
-1.60860042e-01]
[ -1.38168828e-01 -1.75240957e-01 -1.12651641e-01 -2.69187701e-01
9.22895481e-02 -1.83223778e-02 -2.13853737e-01 -1.52464311e-01
9.41726885e-02 -1.03615123e-01 -1.45733815e-01 -1.12870552e-01
-3.33619680e-01]
[ -4.49213384e-02 -3.09585969e-02 -1.49134203e-01 -3.69165756e-02
-2.26878809e-01 6.28996392e-02 -9.04813217e-02 -5.34728964e-02
-2.35307403e-01 -8.78695640e-02 -6.44488043e-02 -2.91724137e-01
-1.81699863e-01]
[ -7.31216586e-02 3.05270718e-02 -1.29605938e-01 -2.98980250e-01
1.24621541e-01 2.06859457e-02 -2.30002695e-01 -1.78162369e-01
1.11673437e-01 -7.64604629e-02 -2.62647019e-01 -2.14711785e-01
-2.88115686e-01]
[ 8.35052074e-02 -3.15460720e-01 -7.99839634e-02 -4.38118527e-01
-2.26560431e-01 -8.79861989e-02 7.18533927e-02 1.15196494e-01
4.35681704e-03 3.08088177e-01 -5.05596880e-01 -6.84587951e-01
4.05766908e-01]
[ -2.18289040e-01 -2.53577075e-01 -1.27168119e-01 -2.96825035e-01
-3.06844417e-01 -9.19803065e-02 2.10811217e-01 5.00969086e-02
3.06071648e-01 4.88878858e-02 -3.87735082e-01 -8.90001502e-01
6.12198238e-01]
[ -8.84190716e-03 -1.94484537e-01 2.64483031e-02 -2.98289717e-01
-1.75437490e-01 1.67430511e-01 2.02491246e-01 2.63572341e-01
-1.59614887e-02 2.49623328e-01 -1.98237722e-01 -9.15809597e-01
6.87492052e-01]
[ 6.18969034e-03 -4.97254359e-02 -1.20738686e-01 -1.14247044e-01
-1.81092963e-01 -4.52720001e-02 2.88021270e-01 1.67438306e-01
2.57449371e-01 3.76595230e-01 -4.53290080e-01 -7.97834668e-01
6.92045689e-01]
[ -7.93763520e-02 -2.84810748e-01 6.32165142e-02 -3.64714737e-01
-1.52534231e-01 1.18251244e-01 3.65234690e-01 1.43817477e-01
-5.54898580e-02 1.77914396e-01 -5.45497078e-01 -8.50779811e-01
8.23881811e-01]
[ 1.23668333e-01 -9.41068888e-02 1.99619292e-02 -1.74431447e-01
-8.53127603e-02 -1.68443325e-02 2.48048257e-01 3.69681830e-01
4.10438512e-01 2.77360037e-01 -5.39713752e-01 -7.49441625e-01
5.24957597e-01]
[ -8.83967663e-03 -1.32005386e-01 1.96884630e-02 1.55482878e-02
-8.62302578e-02 -2.83738284e-01 2.80169363e-02 3.04112899e-01
-2.18506565e-02 7.70471567e-02 -2.43747983e-01 -6.70961195e-01
2.55820495e-01]
[ 7.76049712e-02 1.21285042e-01 -1.51665688e-03 1.04596548e-01
-8.22613948e-02 -5.96680003e-02 -2.19221602e-01 -1.95571607e-01
-2.94751712e-01 -1.67118176e-01 -1.32246659e-01 3.67623602e-01
-2.09369330e-01]
[ 3.87111009e-02 -8.51757026e-02 1.40110873e-01 2.08942357e-01
2.55215306e-01 8.58211153e-03 -4.00990571e-01 -3.56801726e-01
-1.12162574e-01 -5.15633589e-01 1.75280389e-01 1.00921645e+00
-4.80491118e-01]
[ 3.44166302e-02 8.08166274e-02 -2.11899717e-01 5.07290315e-02
3.15729152e-02 -6.09105158e-04 -1.65785448e-01 -3.31385777e-01
-2.88738262e-01 -1.86830671e-01 -4.84695630e-02 -4.18189357e-02
-1.83410565e-01]
[ -5.53655877e-02 -2.14458718e-01 6.50149449e-02 9.05130515e-02
-1.33089005e-01 -1.33880515e-01 3.34015741e-02 -1.20052824e-02
7.74927392e-02 -3.67896589e-01 -3.10946451e-01 -2.58773374e-01
2.65334171e-02]
[ 1.52283462e-02 -2.75164968e-01 6.09015131e-02 -2.34007565e-01
-1.94509898e-01 -2.31095825e-01 -2.52332061e-01 5.91013038e-02
-7.34718066e-04 1.20215104e-01 -1.75359322e-01 5.80490593e-02
-3.40752951e-02]
[ 1.73050166e-01 5.03545652e-02 -1.02165605e-01 -2.17740125e-01
-5.98964759e-02 -1.01478190e-01 -1.77846613e-01 4.46290565e-02
-1.86690107e-01 -2.20585703e-01 -1.89360040e-01 1.71710098e-01
-9.75230057e-02]
[ -1.72601763e-01 -1.77395110e-01 -1.12154664e-01 -1.75868190e-01
-4.58210188e-02 2.70053492e-02 -2.01597808e-01 -2.08228503e-01
-1.51794425e-01 -2.90545086e-02 -1.74223920e-01 1.57072756e-01
-2.76113454e-01]
[ -3.36716172e-02 -2.11084445e-01 -1.58453217e-01 -1.93854700e-01
-5.09098233e-02 4.44071716e-02 -4.21434532e-02 -2.77114446e-02
-2.22987057e-01 -2.69292780e-01 -3.00929610e-02 -3.38651262e-02
-8.73099474e-02]
[ 1.14606192e-01 7.82118379e-02 -9.23707272e-03 -1.53542748e-01
-3.25159944e-01 8.20191802e-03 -1.56586448e-01 -2.72265505e-01
-3.16919130e-01 3.59584826e-02 -9.68572326e-02 3.56594292e-02
-9.20990387e-02]
[ -6.37735171e-02 -9.64986665e-03 -2.84285104e-01 -6.62195870e-03
6.83007560e-02 1.55622440e-01 -2.32118771e-01 -1.81517196e-01
-5.37869462e-02 -6.38056313e-02 1.60369960e-01 5.07003909e-01
-6.51924588e-02]
[ 1.05537646e-01 3.49304950e-01 -2.03898536e-01 6.40117336e-01
1.17648154e-01 -2.29437423e-03 -2.43978781e-01 -3.87824907e-01
-2.51733434e-01 -3.90165748e-01 6.81868103e-01 9.64046493e-01
-7.50476095e-01]
[ -3.23951570e-02 1.94952479e-01 3.98041565e-02 2.30970307e-01
1.09147261e-02 -7.03223790e-02 -3.14333759e-01 -4.01749225e-01
-3.05129655e-01 -3.13882294e-01 5.11728349e-01 1.07907523e+00
-7.70927571e-01]
[ -5.12353549e-02 -1.20649852e-01 -1.60380984e-01 2.98011090e-01
-1.64744453e-01 2.32820194e-01 -1.07311429e-01 -2.61560213e-01
-2.62772763e-01 -4.82960487e-01 2.04167400e-01 5.03827074e-01
-3.75382125e-01]
[ 7.84905747e-02 -3.81799646e-01 -5.24998178e-02 -2.89874528e-02
-1.11454235e-01 1.99911137e-01 7.48730637e-02 1.62415060e-01
-1.68665162e-01 -4.52721158e-02 -7.02173643e-02 3.15279580e-01
-1.96732115e-01]
[ 2.03689412e-01 -2.93079550e-01 -1.21327482e-01 -8.93726821e-02
-2.09928040e-01 1.21906310e-01 1.88045478e-02 -1.48537894e-01
-5.07785489e-02 -1.03156574e-01 -1.38310961e-01 -1.78575310e-01
-1.01853279e-01]
[ -1.35366714e-01 -8.00190173e-02 3.81957043e-02 -2.52937339e-01
-5.74077321e-02 -1.41105883e-01 4.71348494e-02 -1.22230310e-02
-7.92580651e-02 -1.15288598e-02 -3.10930338e-01 -4.51330312e-01
-3.09359972e-02]
[ -1.40422131e-01 -1.37188905e-01 -6.82192465e-02 -2.55424968e-01
-3.46332266e-01 -2.88239122e-01 1.46224861e-01 1.17618180e-01
1.56849046e-02 9.56819753e-02 -2.21891188e-01 -7.19632028e-01
-1.38005565e-03]
[ -1.66230439e-01 -2.33705112e-01 -2.99245050e-01 -4.00665284e-01
-2.77938395e-01 -2.10031201e-01 -3.22520499e-01 7.92723979e-02
-3.46898116e-02 -3.91796431e-01 -3.51280538e-01 -3.89883681e-01
-4.05976315e-01]
[ -1.10970155e-01 1.19618628e-01 2.19448999e-02 3.98604737e-03
-2.14442997e-01 -1.70056435e-01 -1.06344446e-01 1.96334628e-02
-1.00962097e-01 -1.67311227e-01 -1.78952658e-01 -2.95745474e-01
-5.48453558e-02]
[ -3.51760724e-01 -1.22876093e-01 -2.72422594e-01 1.48522844e-01
-2.03631360e-01 -2.27725437e-01 -7.31324513e-02 -1.41648623e-01
3.66914721e-02 -3.58123949e-02 5.82535981e-02 -3.16028838e-01
-1.35934100e-02]
[ -1.28529402e-01 -3.80193722e-02 -2.55843417e-01 4.36118730e-02
-2.20374730e-01 -2.78296523e-01 -3.64817474e-01 -3.44289650e-02
1.51900602e-02 -1.99777133e-01 -2.44483844e-01 -2.94086077e-01
-1.66871906e-02]
[ -2.18784834e-01 -5.34955241e-01 -3.34531714e-01 -3.07408267e-01
-3.30102557e-01 -2.27693851e-01 -3.03186125e-03 -2.75338659e-01
8.94068564e-02 -2.26852684e-01 -1.58110668e-01 -1.62462806e-01
-5.91529793e-02]
[ -2.14402680e-01 -2.99877442e-01 -3.15431166e-01 -1.45349041e-01
-9.79393015e-02 -1.48348180e-01 -6.88941578e-02 1.13905602e-02
-1.82724054e-01 -4.99337129e-01 -2.59784813e-01 -2.14280414e-01
7.14108763e-02]
[ -1.20447442e-01 7.11515318e-03 -2.38887262e-01 -4.91106672e-01
-2.46105454e-01 -2.60023081e-01 -3.24299545e-02 -3.36416445e-01
7.86144153e-02 -6.35403409e-02 -3.86670716e-01 -1.61393282e-01
-3.64124203e-01]]
Progress: 13.7% ... Training loss: 0.264 ... Validation loss: 0.472[[-0.06301246]
[ 0.27418881]
[-0.15810213]
[ 0.81884779]
[ 0.27183543]
[-0.00924188]
[-0.85262608]
[-0.97065046]
[-0.6943057 ]
[-0.9732093 ]
[ 1.10631008]
[ 2.79599584]
[-1.71198058]]
[[ -5.36548118e-01 -5.07779658e-01 -5.81983794e-01 -1.50474555e-01
-3.12617885e-01 -5.91085831e-01 -3.14573160e-01 -3.21198769e-01
-5.02349741e-01 -4.20439382e-01 7.06671671e-02 5.54050246e-01
-8.52379511e-02]
[ 5.89888129e-03 -1.41266075e-01 5.19283610e-02 -4.49804612e-02
-4.51758761e-02 5.88997218e-02 -1.15985607e-01 2.34399425e-01
-1.23827857e-01 -1.64089831e-01 -7.11544956e-02 -9.43863066e-02
1.11950083e-01]
[ -2.04800228e-01 1.34467240e-01 -2.01849281e-02 1.41475745e-01
9.75184786e-02 -1.16409553e-01 1.48200664e-01 -6.56959876e-02
2.83473318e-01 -1.14582637e-01 2.83456762e-01 9.01414798e-01
6.25033287e-01]
[ 1.80006493e-01 -2.42576315e-01 -2.80004611e-01 -1.80000274e-02
-2.96319512e-01 2.59986803e-04 2.44532898e-02 -4.12636017e-01
1.27378200e-01 -3.42149336e-01 -2.22481864e-01 -4.02587128e-01
-6.25825375e-02]
[ 1.06201903e-01 2.01568218e-02 1.03100264e-01 1.46439859e-02
-1.55195871e-02 6.94143681e-02 -1.13830367e-01 2.08804303e-02
1.62504733e-02 1.68909673e-01 1.29429412e-01 -9.21447383e-02
-1.79186773e-01]
[ -4.84876572e-01 -5.85668518e-01 -6.04961282e-01 -5.65110058e-01
-5.76733401e-01 -5.63812882e-01 -3.19384955e-01 -1.89042187e-01
-4.45049920e-01 -2.68396880e-01 -4.49652489e-01 -6.61257388e-01
-4.20467416e-01]
[ -4.18589758e-01 -5.75741865e-01 -3.24839835e-01 -3.49111858e-01
-4.05350578e-01 -5.60763949e-01 -4.37622549e-01 -4.78474193e-01
-3.00951207e-01 -1.96840931e-01 -4.12182269e-01 -2.76174716e-01
-2.70602876e-01]
[ -3.22604018e-01 -3.54843887e-01 -4.66855564e-01 -2.20276289e-01
-3.19294994e-01 -4.14570547e-01 -2.30131222e-01 -1.61068132e-01
-2.58522028e-01 -4.30140566e-01 -2.12362312e-01 -4.52469754e-01
-2.31139865e-01]
[ -4.73004438e-01 -3.52903796e-01 -3.76150616e-01 -1.65629695e-01
-3.40582321e-01 -2.15498420e-01 -1.08029206e-01 -4.19167096e-01
-2.74929674e-01 -4.39631258e-01 -1.55831919e-01 -2.12563881e-01
-1.64612957e-01]
[ -9.53855205e-01 -9.25137062e-01 -9.78967877e-01 -7.29977760e-01
-1.01331788e+00 -9.81555847e-01 -6.52162291e-01 -6.49382228e-01
-7.68348580e-01 -5.84933199e-01 -6.78855652e-01 -4.58928655e-01
-5.23069779e-01]
[ -5.05961276e-01 -2.68476003e-01 -4.65050327e-01 -3.23351195e-01
-3.52195069e-01 -3.57188514e-01 -5.46218798e-01 -5.55783921e-01
-6.31650573e-01 -1.17117862e-01 -4.41780574e-01 -6.01680323e-01
-4.01049830e-01]
[ -1.17585201e-01 2.18812136e-02 -3.34555210e-01 -4.04512229e-01
-1.06353195e-01 -7.24202618e-02 -1.51683168e-01 -2.82318643e-01
-1.37243091e-01 1.28520510e-01 -3.92694328e-01 -7.11598456e-01
-2.78900430e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60453419e-01 -1.10067527e-01 1.63045031e-01 -2.51282256e-01
-1.25429171e-01 1.13249916e-01 -1.35501451e-01 3.73795906e-03
-9.06400978e-02 5.96156465e-02 -1.40630579e-01 -3.06041825e-01
3.24634412e-02]
[ -8.23865570e-02 -2.62160252e-01 -1.77699661e-01 -2.88164292e-01
-4.79307949e-01 -8.47740368e-02 -3.29655403e-02 1.50548199e-02
-5.26773355e-02 2.66723069e-02 -1.87605649e-01 -2.81152600e-01
-2.41637394e-01]
[ -7.49847353e-02 -3.62119427e-03 -2.40734005e-01 -2.40249790e-01
1.35697665e-01 -1.63254786e-01 -1.72726985e-01 4.20919303e-02
-7.76975642e-03 9.44463395e-04 -1.69239094e-01 2.67268961e-02
-2.70105453e-02]
[ 2.84398886e-02 -1.59613950e-01 -1.52169068e-01 -4.83451305e-02
-1.18521313e-01 -1.07690851e-01 7.37181904e-02 -1.68975910e-01
-4.05698824e-02 -3.97820875e-02 3.43188591e-03 -1.44646020e-01
3.72184105e-02]
[ -2.85133798e-01 -1.42988011e-01 -7.26412416e-02 -9.55587806e-02
-3.05857432e-01 -2.72915819e-01 -3.61855897e-01 5.51114088e-02
-3.01326253e-01 -2.09314911e-01 1.83218175e-01 -4.67663737e-04
2.91429456e-01]
[ -2.16889263e-01 -1.27747074e-01 -8.36821434e-02 -6.58453770e-02
-8.31179243e-02 -1.15619496e-01 -4.87540463e-02 5.16264610e-02
-1.11969943e-01 -8.91296500e-04 3.00563116e-02 -1.36469345e-01
1.73696276e-02]
[ -1.54868205e-01 -6.85851651e-02 -2.23480011e-01 -3.31182869e-01
-1.52525101e-01 -1.99464061e-01 -2.47177438e-01 -6.42040909e-02
1.83766672e-01 -1.55886864e-01 -3.23559274e-01 -2.75344549e-01
-1.26436858e-01]
[ -3.67715377e-01 -6.97432499e-02 -1.46019248e-01 -1.69801166e-01
-5.47142275e-02 -3.11075973e-01 5.98086764e-02 -5.36080441e-02
-1.09536676e-01 9.67839508e-02 -8.02414626e-03 -1.54250515e-01
-1.67164293e-01]
[ -1.68911889e-01 -1.54130630e-01 -4.56664623e-02 -1.43702808e-01
-1.35543321e-01 -2.93862976e-01 -4.19639535e-02 -9.61854462e-02
-2.43034394e-01 4.81453472e-02 2.07836485e-01 -2.98900582e-03
-1.67805189e-01]
[ -1.38080098e-01 -1.75320942e-01 -1.12742530e-01 -2.70304095e-01
9.22190212e-02 -1.83067974e-02 -2.13825771e-01 -1.53640760e-01
9.42455373e-02 -1.04434834e-01 -1.46343154e-01 -1.12022732e-01
-3.34135569e-01]
[ -4.48894112e-02 -3.10683932e-02 -1.49049263e-01 -3.74386961e-02
-2.27019994e-01 6.29093608e-02 -8.98332016e-02 -5.25745796e-02
-2.34968786e-01 -8.71800951e-02 -6.52273653e-02 -2.93823375e-01
-1.80536052e-01]
[ -7.30746835e-02 3.03175022e-02 -1.29516657e-01 -2.99665302e-01
1.24448904e-01 2.06941105e-02 -2.29610944e-01 -1.77164512e-01
1.12028157e-01 -7.58763918e-02 -2.63553902e-01 -2.16896910e-01
-2.87907686e-01]
[ 8.35128409e-02 -3.15532734e-01 -7.99351333e-02 -4.38458168e-01
-2.26660108e-01 -8.79850323e-02 7.21380026e-02 1.15711035e-01
4.57970250e-03 3.08665744e-01 -5.06130743e-01 -6.86824461e-01
4.07148232e-01]
[ -2.18369065e-01 -2.53254409e-01 -1.27302073e-01 -2.96081665e-01
-3.06623183e-01 -9.19963528e-02 2.09312651e-01 4.90431461e-02
3.04852281e-01 4.79900256e-02 -3.87076065e-01 -8.89438689e-01
6.09698517e-01]
[ -8.84190716e-03 -1.94484537e-01 2.64483031e-02 -2.98289717e-01
-1.75437490e-01 1.67430511e-01 2.02491246e-01 2.63572341e-01
-1.59614887e-02 2.49623328e-01 -1.98237722e-01 -9.15809597e-01
6.87492052e-01]
[ 6.20272430e-03 -4.98088649e-02 -1.20708210e-01 -1.14644292e-01
-1.81190387e-01 -4.52686671e-02 2.88543716e-01 1.67926423e-01
2.57697020e-01 3.77062312e-01 -4.53717877e-01 -7.99287611e-01
6.92977359e-01]
[ -7.94735802e-02 -2.84502544e-01 6.30481274e-02 -3.63520055e-01
-1.52233138e-01 1.18231562e-01 3.63286625e-01 1.42184696e-01
-5.70194151e-02 1.76538551e-01 -5.44383641e-01 -8.48353291e-01
8.20161839e-01]
[ 1.23651553e-01 -9.40018928e-02 1.99100938e-02 -1.74133956e-01
-8.52403391e-02 -1.68477941e-02 2.47638615e-01 3.69310099e-01
4.10059331e-01 2.76872563e-01 -5.39315431e-01 -7.48773833e-01
5.24372606e-01]
[ -8.85608814e-03 -1.31961615e-01 1.96505217e-02 1.56840859e-02
-8.61720797e-02 -2.83740677e-01 2.78087445e-02 3.03715505e-01
-2.19876693e-02 7.66484595e-02 -2.43530155e-01 -6.70774711e-01
2.55504681e-01]
[ 7.76946670e-02 1.21044563e-01 -1.30766664e-03 1.03453791e-01
-8.25857608e-02 -5.96515513e-02 -2.18173041e-01 -1.94122621e-01
-2.93681599e-01 -1.65584290e-01 -1.33916547e-01 3.61237416e-01
-2.06484188e-01]
[ 3.87830068e-02 -8.57348932e-02 1.40365093e-01 2.07159831e-01
2.54529529e-01 8.60056699e-03 -4.00253724e-01 -3.55825444e-01
-1.10427422e-01 -5.15025857e-01 1.72788460e-01 9.99635517e-01
-4.75437127e-01]
[ 3.44891271e-02 8.06111013e-02 -2.11801952e-01 5.01312398e-02
3.13537352e-02 -5.92712676e-04 -1.65055840e-01 -3.30708243e-01
-2.88135773e-01 -1.86078459e-01 -4.91839788e-02 -4.29636704e-02
-1.82658749e-01]
[ -5.53637306e-02 -2.14466800e-01 6.50212248e-02 9.04809756e-02
-1.33099089e-01 -1.33880065e-01 3.34334934e-02 -1.19598229e-02
7.75186447e-02 -3.67862516e-01 -3.10985982e-01 -2.58877980e-01
2.66140833e-02]
[ 1.51099150e-02 -2.74604500e-01 6.05063843e-02 -2.32423189e-01
-1.93828794e-01 -2.31119540e-01 -2.54487326e-01 5.42719451e-02
-2.79790770e-03 1.16534675e-01 -1.71731677e-01 6.84629835e-02
-3.98127500e-02]
[ 1.73052461e-01 5.03485295e-02 -1.02163924e-01 -2.17757127e-01
-5.99012952e-02 -1.01477842e-01 -1.77802479e-01 4.45847356e-02
-1.86666006e-01 -2.20612057e-01 -1.89370324e-01 1.71670907e-01
-9.74888000e-02]
[ -1.72660280e-01 -1.76820004e-01 -1.12444117e-01 -1.74516473e-01
-4.52809526e-02 2.69871751e-02 -2.04027833e-01 -2.10626960e-01
-1.53727861e-01 -3.19521314e-02 -1.70371147e-01 1.67559122e-01
-2.81612120e-01]
[ -3.37019307e-02 -2.11022015e-01 -1.58475290e-01 -1.93780369e-01
-5.08542832e-02 4.44033435e-02 -4.22673984e-02 -2.77241907e-02
-2.23198581e-01 -2.69572815e-01 -3.00496093e-02 -3.35246734e-02
-8.73931947e-02]
[ 1.14570582e-01 7.82731554e-02 -9.27058084e-03 -1.53442258e-01
-3.25090387e-01 8.19434734e-03 -1.56847405e-01 -2.72543340e-01
-3.16981318e-01 3.55699678e-02 -9.67392149e-02 3.47848350e-02
-9.18861865e-02]
[ -6.37331228e-02 -9.70626524e-03 -2.84296307e-01 -6.80185073e-03
6.82472238e-02 1.55632436e-01 -2.31975013e-01 -1.82286853e-01
-5.34880664e-02 -6.39710452e-02 1.60973685e-01 5.07480632e-01
-6.62257205e-02]
[ 1.05410836e-01 3.50194076e-01 -2.04266348e-01 6.45497292e-01
1.18759480e-01 -2.31650600e-03 -2.47482835e-01 -3.91579554e-01
-2.54330084e-01 -3.93451417e-01 6.89959824e-01 9.76683608e-01
-7.62611107e-01]
[ -3.23334418e-02 1.94654271e-01 3.98902331e-02 2.29749655e-01
1.07636946e-02 -7.03126817e-02 -3.13710986e-01 -4.02178498e-01
-3.04682835e-01 -3.13641421e-01 5.10918222e-01 1.07540354e+00
-7.70610270e-01]
[ -5.12324143e-02 -1.20739800e-01 -1.60366413e-01 2.98422537e-01
-1.64820166e-01 2.32823835e-01 -1.07380084e-01 -2.61496082e-01
-2.62462289e-01 -4.82714237e-01 2.04362120e-01 5.06752965e-01
-3.75962063e-01]
[ 7.84859028e-02 -3.81814141e-01 -5.24862858e-02 -2.89338786e-02
-1.11449820e-01 1.99912226e-01 7.47034440e-02 1.62401670e-01
-1.68951610e-01 -4.52585487e-02 -7.01010447e-02 3.15878940e-01
-1.97417735e-01]
[ 2.03631397e-01 -2.92955234e-01 -1.21428837e-01 -8.79819595e-02
-2.09766097e-01 1.21897466e-01 1.74992199e-02 -1.49178363e-01
-5.19005714e-02 -1.03839008e-01 -1.36287255e-01 -1.72566422e-01
-1.06465968e-01]
[ -1.35384629e-01 -7.98731015e-02 3.81229345e-02 -2.52523005e-01
-5.72513947e-02 -1.41109279e-01 4.64983963e-02 -1.29678624e-02
-7.97776157e-02 -1.24225928e-02 -3.10069596e-01 -4.47960819e-01
-3.27758011e-02]
[ -1.40519800e-01 -1.36856224e-01 -6.83627613e-02 -2.54054549e-01
-3.46025002e-01 -2.88253988e-01 1.44180362e-01 1.16213371e-01
1.38117394e-02 9.47307869e-02 -2.20289706e-01 -7.15126504e-01
-6.96117008e-03]
[ -1.65929965e-01 -2.34590715e-01 -2.98843525e-01 -4.04412322e-01
-2.78846011e-01 -2.09980240e-01 -3.20191938e-01 8.07468640e-02
-3.25160448e-02 -3.90454591e-01 -3.54596203e-01 -4.04142248e-01
-4.02702669e-01]
[ -1.11147251e-01 1.20075397e-01 2.17583934e-02 6.58216757e-03
-2.14134294e-01 -1.70080023e-01 -1.09158849e-01 1.77856630e-02
-1.03138419e-01 -1.68589816e-01 -1.76043047e-01 -2.86885747e-01
-6.09397194e-02]
[ -3.51704455e-01 -1.23118523e-01 -2.72317116e-01 1.47173067e-01
-2.03841472e-01 -2.27717725e-01 -7.27631959e-02 -1.41502227e-01
3.69844330e-02 -3.50569569e-02 5.60919102e-02 -3.21381767e-01
-1.18231201e-02]
[ -1.28471029e-01 -3.83462378e-02 -2.55704473e-01 4.28440170e-02
-2.20742526e-01 -2.78280378e-01 -3.64150790e-01 -3.38118625e-02
1.59497154e-02 -1.98404737e-01 -2.45366464e-01 -2.98436788e-01
-1.47515749e-02]
[ -2.18925543e-01 -5.34301901e-01 -3.34919776e-01 -3.04472364e-01
-3.29349435e-01 -2.27712568e-01 -6.18341740e-03 -2.79938683e-01
8.66902452e-02 -2.31172612e-01 -1.51970330e-01 -1.51874586e-01
-6.82912121e-02]
[ -2.14756081e-01 -2.98081482e-01 -3.16242351e-01 -1.37322289e-01
-9.60191083e-02 -1.48415156e-01 -7.60082502e-02 3.14689019e-03
-1.87741095e-01 -5.05599348e-01 -2.48138900e-01 -1.91718387e-01
5.25907562e-02]
[ -1.20585781e-01 7.56117301e-03 -2.39213968e-01 -4.90007655e-01
-2.45583075e-01 -2.60051706e-01 -3.53130139e-02 -3.38523328e-01
7.63491836e-02 -6.70873075e-02 -3.84181632e-01 -1.49325094e-01
-3.70309378e-01]]
Progress: 13.8% ... Training loss: 0.261 ... Validation loss: 0.446[[-0.0639852 ]
[ 0.27017957]
[-0.16327932]
[ 0.80953434]
[ 0.2648171 ]
[-0.01107773]
[-0.86410968]
[-0.98317904]
[-0.70714331]
[-0.98280441]
[ 1.08798437]
[ 2.7581303 ]
[-1.74853931]]
[[ -5.36453938e-01 -5.08612938e-01 -5.81552715e-01 -1.55461183e-01
-3.13844784e-01 -5.91073647e-01 -3.07106669e-01 -3.12802533e-01
-4.96053485e-01 -4.14880773e-01 6.18695556e-02 5.29852390e-01
-6.14557461e-02]
[ 5.84189762e-03 -1.41085818e-01 5.18033740e-02 -4.44921864e-02
-4.50483117e-02 5.88928758e-02 -1.16630183e-01 2.32869096e-01
-1.24107861e-01 -1.65267187e-01 -7.02741062e-02 -9.26467458e-02
1.11062954e-01]
[ -2.04081225e-01 1.30815863e-01 -1.81554241e-02 1.23584667e-01
9.34132218e-02 -1.16305861e-01 1.64078864e-01 -4.57799717e-02
2.98130162e-01 -9.87980396e-02 2.55753016e-01 8.33396124e-01
6.70195547e-01]
[ 1.79731512e-01 -2.41193731e-01 -2.81058905e-01 -1.07486907e-02
-2.94366876e-01 2.05493349e-04 1.71876182e-02 -4.23326275e-01
1.23290685e-01 -3.51427057e-01 -2.12022878e-01 -3.79926187e-01
-7.88256695e-02]
[ 1.06429266e-01 2.02038422e-02 1.03419804e-01 1.24200694e-02
-1.62276417e-02 6.94485839e-02 -1.11495507e-01 2.23380003e-02
1.90070322e-02 1.68977414e-01 1.28688596e-01 -9.97102316e-02
-1.74093000e-01]
[ -4.85105557e-01 -5.84877077e-01 -6.05375645e-01 -5.61591316e-01
-5.75955829e-01 -5.63837734e-01 -3.21185090e-01 -1.92811238e-01
-4.46728771e-01 -2.71809868e-01 -4.45273772e-01 -6.51207191e-01
-4.23326825e-01]
[ -4.18289655e-01 -5.77236976e-01 -3.23960746e-01 -3.54514578e-01
-4.06839966e-01 -5.60725290e-01 -4.32485009e-01 -4.70585890e-01
-2.96096548e-01 -1.88907226e-01 -4.20975141e-01 -3.00525747e-01
-2.55245745e-01]
[ -3.22520474e-01 -3.55763815e-01 -4.66400342e-01 -2.25688550e-01
-3.20615170e-01 -4.14554334e-01 -2.25566491e-01 -1.55501358e-01
-2.53771667e-01 -4.26371514e-01 -2.22727784e-01 -4.81191544e-01
-2.16374371e-01]
[ -4.73072868e-01 -3.52469951e-01 -3.76351530e-01 -1.64859715e-01
-3.40199893e-01 -2.15510344e-01 -1.08002209e-01 -4.19372001e-01
-2.75767526e-01 -4.41013840e-01 -1.54923321e-01 -2.11332526e-01
-1.64093741e-01]
[ -9.53632283e-01 -9.26756327e-01 -9.78029685e-01 -7.37847843e-01
-1.01538614e+00 -9.81519462e-01 -6.42276385e-01 -6.38359591e-01
-7.60426548e-01 -5.76592746e-01 -6.93305282e-01 -4.98541643e-01
-4.94281158e-01]
[ -5.06002758e-01 -2.68415007e-01 -4.65068949e-01 -3.23127644e-01
-3.52098326e-01 -3.57197975e-01 -5.46589481e-01 -5.55437825e-01
-6.31212048e-01 -1.16945458e-01 -4.42658961e-01 -6.07557419e-01
-3.97320750e-01]
[ -1.17680411e-01 2.22497282e-02 -3.34755745e-01 -4.03391957e-01
-1.06031240e-01 -7.24290873e-02 -1.53269259e-01 -2.84206255e-01
-1.38515331e-01 1.26914840e-01 -3.91237340e-01 -7.07899643e-01
-2.83635699e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60514671e-01 -1.09997200e-01 1.62955990e-01 -2.50317496e-01
-1.25264245e-01 1.13241565e-01 -1.35890271e-01 3.52833235e-03
-9.10715318e-02 5.90470698e-02 -1.39988497e-01 -3.05484892e-01
3.19105793e-02]
[ -8.25108448e-02 -2.61896481e-01 -1.77888934e-01 -2.86665015e-01
-4.79083944e-01 -8.47839035e-02 -3.38604432e-02 1.24346422e-02
-5.34450469e-02 2.49442945e-02 -1.85476217e-01 -2.74785293e-01
-2.43057249e-01]
[ -7.48936280e-02 -3.70148933e-03 -2.40536424e-01 -2.40779392e-01
1.35377911e-01 -1.63241964e-01 -1.71291420e-01 4.41666924e-02
-6.61253840e-03 3.33685312e-03 -1.70585467e-01 2.03761511e-02
-2.34010834e-02]
[ 2.84759947e-02 -1.59737060e-01 -1.52055290e-01 -4.88479651e-02
-1.18642768e-01 -1.07689276e-01 7.45080968e-02 -1.67619793e-01
-3.98742151e-02 -3.80095196e-02 2.34324055e-03 -1.48780015e-01
3.97151140e-02]
[ -2.85020531e-01 -1.43573064e-01 -7.23124428e-02 -9.77634796e-02
-3.06297033e-01 -2.72901196e-01 -3.60499195e-01 5.74071302e-02
-2.99531152e-01 -2.07778362e-01 1.80492173e-01 -8.46575706e-03
2.96900164e-01]
[ -2.16941422e-01 -1.27640383e-01 -8.37168558e-02 -6.55946979e-02
-8.30848665e-02 -1.15626326e-01 -4.90122914e-02 5.17342848e-02
-1.12429480e-01 -1.08395125e-03 2.94178832e-02 -1.36540969e-01
1.76633273e-02]
[ -1.54851680e-01 -6.88668449e-02 -2.23311283e-01 -3.33104312e-01
-1.52927194e-01 -1.99459546e-01 -2.45356137e-01 -6.21224933e-02
1.86058388e-01 -1.54302732e-01 -3.27759402e-01 -2.86015153e-01
-1.19957984e-01]
[ -3.67612467e-01 -7.03598740e-02 -1.45747239e-01 -1.73369508e-01
-5.55733446e-02 -3.11059409e-01 6.28941012e-02 -5.04963618e-02
-1.06581371e-01 9.88553757e-02 -1.33381564e-02 -1.70074414e-01
-1.59521855e-01]
[ -1.68812720e-01 -1.54807229e-01 -4.53490700e-02 -1.46293441e-01
-1.36198077e-01 -2.93847505e-01 -3.92416101e-02 -9.26863405e-02
-2.41319536e-01 5.10876137e-02 2.03327639e-01 -1.43008742e-02
-1.60897247e-01]
[ -1.38188489e-01 -1.74732632e-01 -1.12995847e-01 -2.68507789e-01
9.27873233e-02 -1.83237192e-02 -2.15091189e-01 -1.54780894e-01
9.27797078e-02 -1.06541985e-01 -1.43482789e-01 -1.05694751e-01
-3.35697156e-01]
[ -4.48935261e-02 -3.10083652e-02 -1.49110079e-01 -3.73669882e-02
-2.26948942e-01 6.29073954e-02 -9.00253434e-02 -5.32222562e-02
-2.35128228e-01 -8.75382540e-02 -6.51561266e-02 -2.92856146e-01
-1.81650545e-01]
[ -7.30973314e-02 3.04019807e-02 -1.29568749e-01 -2.99456737e-01
1.24534770e-01 2.06905730e-02 -2.29893526e-01 -1.77592588e-01
1.11790565e-01 -7.63139812e-02 -2.63305616e-01 -2.16546803e-01
-2.88376284e-01]
[ 8.35406157e-02 -3.15664976e-01 -7.98563180e-02 -4.39157528e-01
-2.26836585e-01 -8.79824356e-02 7.30638851e-02 1.16757340e-01
5.16529474e-03 3.09857115e-01 -5.07272547e-01 -6.91201847e-01
4.09953297e-01]
[ -2.18351781e-01 -2.53345695e-01 -1.27258833e-01 -2.96638456e-01
-3.06714281e-01 -9.19940011e-02 2.10049177e-01 4.96862517e-02
3.05570953e-01 4.84763128e-02 -3.88070702e-01 -8.92569555e-01
6.11951426e-01]
[ -8.81199633e-03 -1.94677511e-01 2.65954527e-02 -2.99155289e-01
-1.75754596e-01 1.67435606e-01 2.03557096e-01 2.65321086e-01
-1.51214328e-02 2.51372461e-01 -2.00214201e-01 -9.22072514e-01
6.91379650e-01]
[ 6.12292767e-03 -4.93611035e-02 -1.20875190e-01 -1.13751010e-01
-1.80823866e-01 -4.52810695e-02 2.87295460e-01 1.66239860e-01
2.56712313e-01 3.75611762e-01 -4.52697319e-01 -7.97891431e-01
6.91168079e-01]
[ -7.94547734e-02 -2.84564289e-01 6.30872225e-02 -3.63811599e-01
-1.52290008e-01 1.18233672e-01 3.63832271e-01 1.42513255e-01
-5.66377253e-02 1.76947767e-01 -5.44837016e-01 -8.50311377e-01
8.21725728e-01]
[ 1.23703297e-01 -9.42092791e-02 2.00017195e-02 -1.75013449e-01
-8.54766058e-02 -1.68422165e-02 2.48952732e-01 3.70725318e-01
4.11124641e-01 2.78061227e-01 -5.40577667e-01 -7.53072111e-01
5.27966599e-01]
[ -8.86945523e-03 -1.31812062e-01 1.95900989e-02 1.60091895e-02
-8.60411597e-02 -2.83742699e-01 2.75503719e-02 3.03620795e-01
-2.23183916e-02 7.64382201e-02 -2.43055622e-01 -6.69857919e-01
2.54649604e-01]
[ 7.75471178e-02 1.21523557e-01 -1.52894382e-03 1.05817571e-01
-8.21495132e-02 -5.96679469e-02 -2.20426047e-01 -1.96006591e-01
-2.95445219e-01 -1.67547200e-01 -1.30910210e-01 3.70059349e-01
-2.12173495e-01]
[ 3.86862800e-02 -8.57441294e-02 1.40289691e-01 2.07503804e-01
2.54508352e-01 8.58474951e-03 -4.00511328e-01 -3.56476165e-01
-1.09763960e-01 -5.16614410e-01 1.71667532e-01 9.93292322e-01
-4.71729070e-01]
[ 3.44960228e-02 8.04422789e-02 -2.11772480e-01 4.94633447e-02
3.11998258e-02 -5.91062838e-04 -1.64479211e-01 -3.30381469e-01
-2.87709465e-01 -1.85889125e-01 -5.02804273e-02 -4.65246938e-02
-1.80785021e-01]
[ -5.53382949e-02 -2.14618068e-01 6.50839066e-02 8.97733910e-02
-1.33288800e-01 -1.33876054e-01 3.41395240e-02 -1.11740017e-02
7.84579409e-02 -3.67362469e-01 -3.12241124e-01 -2.60268269e-01
2.81557816e-02]
[ 1.50752773e-02 -2.74456942e-01 6.04369231e-02 -2.32072718e-01
-1.93692018e-01 -2.31126762e-01 -2.54967595e-01 5.36944561e-02
-3.14321466e-03 1.16146209e-01 -1.71418048e-01 6.91301583e-02
-4.06285685e-02]
[ 1.73009536e-01 5.04992015e-02 -1.02258724e-01 -2.17290473e-01
-5.97911342e-02 -1.01482493e-01 -1.78362982e-01 4.31831522e-02
-1.86930759e-01 -2.21588531e-01 -1.88540148e-01 1.73818221e-01
-9.85559132e-02]
[ -1.72623520e-01 -1.77187172e-01 -1.12329850e-01 -1.76173115e-01
-4.57022952e-02 2.69949623e-02 -2.02511953e-01 -2.09051173e-01
-1.52174492e-01 -3.09891141e-02 -1.72726657e-01 1.62082900e-01
-2.77533392e-01]
[ -3.36823939e-02 -2.11276171e-01 -1.58374745e-01 -1.95102521e-01
-5.11429440e-02 4.44067128e-02 -4.13831825e-02 -2.63510441e-02
-2.22347999e-01 -2.68646167e-01 -3.25079542e-02 -3.94314355e-02
-8.33668145e-02]
[ 1.14673872e-01 7.73801390e-02 -8.83434428e-03 -1.56745666e-01
-3.25810485e-01 8.20921264e-03 -1.54352883e-01 -2.68763583e-01
-3.15047810e-01 3.90967037e-02 -1.01846034e-01 2.35451241e-02
-8.35658040e-02]
[ -6.36746586e-02 -9.87266180e-03 -2.84226145e-01 -7.47088160e-03
6.81367113e-02 1.55639842e-01 -2.31345402e-01 -1.81833085e-01
-5.30221296e-02 -6.36076536e-02 1.61103713e-01 5.08371502e-01
-6.49912054e-02]
[ 1.05400430e-01 3.50472754e-01 -2.04380362e-01 6.46542997e-01
1.19025916e-01 -2.31976441e-03 -2.47953735e-01 -3.92542008e-01
-2.54916434e-01 -3.94366952e-01 6.91439717e-01 9.79975540e-01
-7.64365600e-01]
[ -3.23486658e-02 1.95080147e-01 3.98068645e-02 2.31074128e-01
1.10665357e-02 -7.03142661e-02 -3.14233177e-01 -4.03226460e-01
-3.05185090e-01 -3.14693820e-01 5.13166391e-01 1.07945160e+00
-7.73276291e-01]
[ -5.11223801e-02 -1.21162119e-01 -1.60119843e-01 2.97363757e-01
-1.65218903e-01 2.32845567e-01 -1.05889683e-01 -2.59329115e-01
-2.61546284e-01 -4.80890952e-01 2.02878488e-01 5.03047346e-01
-3.75170096e-01]
[ 7.85114354e-02 -3.81955486e-01 -5.23901447e-02 -2.97311828e-02
-1.11664510e-01 1.99916954e-01 7.56192662e-02 1.63799211e-01
-1.68444283e-01 -4.43503671e-02 -7.18525133e-02 3.10421489e-01
-1.95231607e-01]
[ 2.03600892e-01 -2.92801870e-01 -1.21503691e-01 -8.74173456e-02
-2.09599211e-01 1.21892855e-01 1.66960336e-02 -1.50140565e-01
-5.24148823e-02 -1.04273415e-01 -1.35415125e-01 -1.69450422e-01
-1.08399776e-01]
[ -1.35408562e-01 -7.97962945e-02 3.80810971e-02 -2.52154845e-01
-5.71884156e-02 -1.41112486e-01 4.60098587e-02 -1.33497183e-02
-8.01838336e-02 -1.28617138e-02 -3.09584365e-01 -4.47048353e-01
-3.36122979e-02]
[ -1.40469967e-01 -1.37095882e-01 -6.81973107e-02 -2.55151468e-01
-3.46257679e-01 -2.88247997e-01 1.45651184e-01 1.18302505e-01
1.47511882e-02 9.68313154e-02 -2.22564593e-01 -7.20018692e-01
-3.61636186e-03]
[ -1.65801795e-01 -2.35006320e-01 -2.98523950e-01 -4.08205791e-01
-2.79551581e-01 -2.09968181e-01 -3.17788277e-01 8.37684359e-02
-2.98208025e-02 -3.88855763e-01 -3.61417860e-01 -4.25041567e-01
-3.94378228e-01]
[ -1.11269730e-01 1.20520408e-01 2.15199584e-02 7.99012513e-03
-2.13574206e-01 -1.70098418e-01 -1.10121732e-01 1.56931632e-02
-1.03774278e-01 -1.70281878e-01 -1.74508477e-01 -2.85168155e-01
-6.11878288e-02]
[ -3.51858881e-01 -1.22709587e-01 -2.72556954e-01 1.49741825e-01
-2.03402633e-01 -2.27742665e-01 -7.42158771e-02 -1.42210531e-01
3.58173587e-02 -3.61945646e-02 5.80976555e-02 -3.17397570e-01
-1.32874412e-02]
[ -1.28426276e-01 -3.91605172e-02 -2.55382262e-01 3.98678750e-02
-2.21586076e-01 -2.78268041e-01 -3.61245202e-01 -3.04492465e-02
1.81303546e-02 -1.94985825e-01 -2.49935354e-01 -3.06949303e-01
-2.75427283e-03]
[ -2.18740697e-01 -5.35546205e-01 -3.34250048e-01 -3.08722618e-01
-3.30795530e-01 -2.27678159e-01 -3.87401960e-04 -2.72548160e-01
9.16451753e-02 -2.24186372e-01 -1.60992408e-01 -1.74903006e-01
-5.40623310e-02]
[ -2.14714259e-01 -2.98538919e-01 -3.15983068e-01 -1.38878581e-01
-9.65756172e-02 -1.48401241e-01 -7.50086593e-02 5.12972861e-03
-1.87104686e-01 -5.03893873e-01 -2.51035789e-01 -1.98991147e-01
5.44488421e-02]
[ -1.20622236e-01 8.44909695e-03 -2.39587456e-01 -4.87934473e-01
-2.44679844e-01 -2.60062995e-01 -3.70731740e-02 -3.41998953e-01
7.47732146e-02 -7.10599074e-02 -3.78283461e-01 -1.37105139e-01
-3.77223227e-01]]
Progress: 13.8% ... Training loss: 0.265 ... Validation loss: 0.467[[ -5.47481100e-02]
[ 2.92413325e-01]
[ -1.50281493e-01]
[ 8.36942960e-01]
[ 2.81821533e-01]
[ -1.61713631e-03]
[ -8.42688841e-01]
[ -9.58053495e-01]
[ -6.85141726e-01]
[ -9.64499790e-01]
[ 1.12056448e+00]
[ 2.81209184e+00]
[ -1.70733154e+00]]
[[ -5.36475281e-01 -5.06697779e-01 -5.81982818e-01 -1.49495958e-01
-3.12559198e-01 -5.91077200e-01 -3.11381677e-01 -3.21016362e-01
-4.98799144e-01 -4.18641426e-01 7.17910408e-02 5.55465311e-01
-8.01278881e-02]
[ 5.87283853e-03 -1.41209474e-01 5.18898947e-02 -4.50218386e-02
-4.51625618e-02 5.88987808e-02 -1.16107691e-01 2.33652619e-01
-1.23773779e-01 -1.64642992e-01 -7.09678538e-02 -9.43375482e-02
1.12341475e-01]
[ -2.04903400e-01 1.36395307e-01 -2.03914965e-02 1.41734683e-01
9.81491606e-02 -1.16432614e-01 1.49001129e-01 -6.51076745e-02
2.83758464e-01 -1.16769895e-01 2.83605505e-01 9.00119420e-01
6.25470457e-01]
[ 1.80124348e-01 -2.43891387e-01 -2.80071506e-01 -1.80781593e-02
-2.96570795e-01 2.55698879e-04 2.17650999e-02 -4.12996452e-01
1.29138058e-01 -3.42270038e-01 -2.26248469e-01 -4.01353760e-01
-6.28105403e-02]
[ 1.06846810e-01 1.82846078e-02 1.03833576e-01 2.19906972e-03
-1.79851727e-02 6.95157956e-02 -1.05548541e-01 2.77057761e-02
2.46668210e-02 1.72351905e-01 1.20318933e-01 -1.09564423e-01
-1.58546855e-01]
[ -4.85206423e-01 -5.84439341e-01 -6.05569757e-01 -5.60340133e-01
-5.75647888e-01 -5.63851087e-01 -3.22979760e-01 -1.96182402e-01
-4.47969061e-01 -2.74071910e-01 -4.42981611e-01 -6.44198925e-01
-4.29029625e-01]
[ -4.18258377e-01 -5.76829529e-01 -3.24230075e-01 -3.53449498e-01
-4.06716206e-01 -5.60727117e-01 -4.33211045e-01 -4.73126291e-01
-2.96994353e-01 -1.89404118e-01 -4.17949759e-01 -2.91749971e-01
-2.61899157e-01]
[ -3.22949442e-01 -3.52300601e-01 -4.67604552e-01 -2.14393797e-01
-3.17577398e-01 -4.14622707e-01 -2.35406736e-01 -1.67036335e-01
-2.62122534e-01 -4.36392230e-01 -2.06154626e-01 -4.40907351e-01
-2.43965759e-01]
[ -4.73119711e-01 -3.52276107e-01 -3.76452361e-01 -1.63385300e-01
-3.40089335e-01 -2.15518587e-01 -1.09501903e-01 -4.20175086e-01
-2.76348455e-01 -4.41648349e-01 -1.54317193e-01 -2.12517919e-01
-1.68413653e-01]
[ -9.54159101e-01 -9.23469781e-01 -9.79348872e-01 -7.25714418e-01
-1.01272470e+00 -9.81596519e-01 -6.51935282e-01 -6.53121569e-01
-7.69219244e-01 -5.86907098e-01 -6.74540745e-01 -4.54931127e-01
-5.26406564e-01]
[ -5.06112588e-01 -2.66951945e-01 -4.65639564e-01 -3.19003840e-01
-3.50920932e-01 -3.57227295e-01 -5.51207999e-01 -5.59507564e-01
-6.34078159e-01 -1.20776402e-01 -4.36533693e-01 -5.89789629e-01
-4.08541184e-01]
[ -1.17589159e-01 2.20023634e-02 -3.34634427e-01 -4.04563756e-01
-1.06290044e-01 -7.24145068e-02 -1.52852489e-01 -2.83624165e-01
-1.37926415e-01 1.27645978e-01 -3.93630317e-01 -7.14395106e-01
-2.84557370e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60480842e-01 -1.10107988e-01 1.62985147e-01 -2.50562304e-01
-1.25323359e-01 1.13245640e-01 -1.35746039e-01 3.06556750e-03
-9.08494412e-02 5.91507806e-02 -1.40085529e-01 -3.06318261e-01
3.13407944e-02]
[ -8.25536895e-02 -2.61615731e-01 -1.78010563e-01 -2.85979594e-01
-4.78905003e-01 -8.47899208e-02 -3.45028110e-02 1.09888308e-02
-5.37534234e-02 2.35648934e-02 -1.84315045e-01 -2.71594582e-01
-2.44174084e-01]
[ -7.48367680e-02 -3.91524156e-03 -2.40424077e-01 -2.41811414e-01
1.34985438e-01 -1.63233838e-01 -1.71119850e-01 4.38738346e-02
-6.04312798e-03 4.13799809e-03 -1.71538825e-01 1.71401361e-02
-2.40271331e-02]
[ 2.85782291e-02 -1.59967451e-01 -1.51881304e-01 -4.99508682e-02
-1.18879753e-01 -1.07675470e-01 7.56390262e-02 -1.66463989e-01
-3.89708841e-02 -3.58100390e-02 7.80438683e-04 -1.49456127e-01
4.21648219e-02]
[ -2.85209401e-01 -1.42543478e-01 -7.29501318e-02 -9.38629021e-02
-3.05429745e-01 -2.72930530e-01 -3.63549053e-01 5.25602496e-02
-3.02708564e-01 -2.12173005e-01 1.87373704e-01 1.01182458e-02
2.84170199e-01]
[ -2.16948743e-01 -1.27569048e-01 -8.37259516e-02 -6.53406686e-02
-8.30253917e-02 -1.15628249e-01 -4.91736006e-02 5.15968478e-02
-1.12631728e-01 -1.09367929e-03 2.96675266e-02 -1.36413277e-01
1.76609633e-02]
[ -1.55029410e-01 -6.71891588e-02 -2.23792088e-01 -3.27427266e-01
-1.51466035e-01 -1.99488695e-01 -2.49790778e-01 -6.80754682e-02
1.81616684e-01 -1.58193539e-01 -3.19652188e-01 -2.72209662e-01
-1.33638531e-01]
[ -3.67770263e-01 -6.92489181e-02 -1.46170602e-01 -1.69474812e-01
-5.45853797e-02 -3.11085125e-01 5.95211154e-02 -5.30264618e-02
-1.09076496e-01 9.56214818e-02 -8.67072210e-03 -1.52981423e-01
-1.68275633e-01]
[ -1.68932714e-01 -1.53997579e-01 -4.57115291e-02 -1.44110543e-01
-1.35562359e-01 -2.93865084e-01 -4.17344114e-02 -9.56402829e-02
-2.43022761e-01 4.81107285e-02 2.07748663e-01 -3.39755651e-03
-1.66535696e-01]
[ -1.38084714e-01 -1.75184464e-01 -1.12810945e-01 -2.69914499e-01
9.22906897e-02 -1.83042538e-02 -2.13986710e-01 -1.53972750e-01
9.40672243e-02 -1.05800130e-01 -1.46080370e-01 -1.16058822e-01
-3.35559116e-01]
[ -4.49192642e-02 -3.08178489e-02 -1.49161929e-01 -3.65573265e-02
-2.26835098e-01 6.29018097e-02 -9.06624002e-02 -5.37146541e-02
-2.35515050e-01 -8.80341213e-02 -6.42120635e-02 -2.90360883e-01
-1.82725643e-01]
[ -7.32191326e-02 3.07405090e-02 -1.29750736e-01 -2.97989194e-01
1.24995617e-01 2.06686090e-02 -2.31514362e-01 -1.78690996e-01
1.10453238e-01 -7.71931057e-02 -2.62030096e-01 -2.12753861e-01
-2.91038673e-01]
[ 8.35352762e-02 -3.15610009e-01 -7.98627034e-02 -4.39237214e-01
-2.26805832e-01 -8.79847895e-02 7.32384247e-02 1.16876659e-01
5.22497875e-03 3.10026998e-01 -5.07515220e-01 -6.92649666e-01
4.10899053e-01]
[ -2.18358449e-01 -2.53272965e-01 -1.27280169e-01 -2.96606601e-01
-3.06659334e-01 -9.19958020e-02 2.09967343e-01 4.95684907e-02
3.05356222e-01 4.84094367e-02 -3.88204606e-01 -8.92733489e-01
6.12024764e-01]
[ -8.78398947e-03 -1.94770131e-01 2.66474658e-02 -2.99741404e-01
-1.75849558e-01 1.67439561e-01 2.04216015e-01 2.66020503e-01
-1.46201515e-02 2.52129594e-01 -2.00976333e-01 -9.24097723e-01
6.93488328e-01]
[ 6.08220034e-03 -4.92349856e-02 -1.20938647e-01 -1.13443973e-01
-1.80721041e-01 -4.52881345e-02 2.86942992e-01 1.66016550e-01
2.56332418e-01 3.75046647e-01 -4.52514880e-01 -7.98306042e-01
6.90559205e-01]
[ -7.94949899e-02 -2.84464961e-01 6.30000794e-02 -3.63698413e-01
-1.52166021e-01 1.18225188e-01 3.63349194e-01 1.41984142e-01
-5.70074693e-02 1.76309355e-01 -5.44671666e-01 -8.50662843e-01
8.21145569e-01]
[ 1.23698462e-01 -9.41908364e-02 1.99855136e-02 -1.74969958e-01
-8.54515063e-02 -1.68433358e-02 2.48841479e-01 3.70614868e-01
4.11008401e-01 2.78043272e-01 -5.40546195e-01 -7.52706867e-01
5.27797331e-01]
[ -8.87777940e-03 -1.31766673e-01 1.95791965e-02 1.61768966e-02
-8.59699093e-02 -2.83746087e-01 2.72454585e-02 3.03529679e-01
-2.26367236e-02 7.63644985e-02 -2.42903974e-01 -6.69477798e-01
2.54063237e-01]
[ 7.75510344e-02 1.21690777e-01 -1.53056833e-03 1.06954006e-01
-8.19340363e-02 -5.96675354e-02 -2.21373024e-01 -1.96230849e-01
-2.95856464e-01 -1.67987517e-01 -1.29398153e-01 3.75396586e-01
-2.15235868e-01]
[ 3.87226329e-02 -8.58181589e-02 1.40295895e-01 2.07901400e-01
2.54397588e-01 8.58671370e-03 -3.99996327e-01 -3.56875875e-01
-1.09324714e-01 -5.15898316e-01 1.71717387e-01 9.89495608e-01
-4.72884541e-01]
[ 3.43994628e-02 8.08754843e-02 -2.11947003e-01 5.13292887e-02
3.15978139e-02 -6.05973007e-04 -1.66322439e-01 -3.32221868e-01
-2.88692036e-01 -1.87853629e-01 -4.78982568e-02 -4.05223098e-02
-1.84931539e-01]
[ -5.54229406e-02 -2.14170257e-01 6.48759697e-02 9.14763663e-02
-1.32847848e-01 -1.33887616e-01 3.20389471e-02 -1.30611588e-02
7.68154515e-02 -3.68949813e-01 -3.09976011e-01 -2.52521085e-01
2.33364574e-02]
[ 1.49967096e-02 -2.74035826e-01 6.02369103e-02 -2.31013839e-01
-1.93322236e-01 -2.31138609e-01 -2.56373080e-01 5.23362785e-02
-4.41094455e-03 1.14452566e-01 -1.69807344e-01 7.40127462e-02
-4.38135451e-02]
[ 1.72942443e-01 5.10078165e-02 -1.02483140e-01 -2.16247671e-01
-5.93743972e-02 -1.01490421e-01 -1.79759596e-01 4.08694326e-02
-1.87889064e-01 -2.23912681e-01 -1.85669127e-01 1.80856588e-01
-1.02197403e-01]
[ -1.72635607e-01 -1.77099396e-01 -1.12364246e-01 -1.75887124e-01
-4.55956786e-02 2.69917264e-02 -2.02897147e-01 -2.09346156e-01
-1.52524087e-01 -3.11562626e-02 -1.72323722e-01 1.63777061e-01
-2.78581838e-01]
[ -3.37309425e-02 -2.11128907e-01 -1.58506697e-01 -1.94643430e-01
-5.10378747e-02 4.43982663e-02 -4.18358634e-02 -2.77796712e-02
-2.22996292e-01 -2.69564110e-01 -3.14158446e-02 -3.44885058e-02
-8.56073899e-02]
[ 1.14488367e-01 7.82695074e-02 -9.29060238e-03 -1.54414010e-01
-3.25190893e-01 8.18310865e-03 -1.57042923e-01 -2.73370252e-01
-3.17184370e-01 3.48919038e-02 -9.71971826e-02 4.04063660e-02
-9.28898980e-02]
[ -6.35826796e-02 -1.01754717e-02 -2.84079308e-01 -8.60428795e-03
6.78175030e-02 1.55656516e-01 -2.30357392e-01 -1.80679629e-01
-5.20407780e-02 -6.21543995e-02 1.59638841e-01 5.04765428e-01
-6.30672165e-02]
[ 1.05247482e-01 3.52024475e-01 -2.04805386e-01 6.51927203e-01
1.20330693e-01 -2.34830218e-03 -2.51898542e-01 -3.97797460e-01
-2.58498919e-01 -3.97917557e-01 6.99246864e-01 9.91995746e-01
-7.75481057e-01]
[ -3.23051814e-02 1.95072310e-01 3.98102366e-02 2.31384614e-01
1.09016445e-02 -7.03045522e-02 -3.14347925e-01 -4.03221794e-01
-3.05192264e-01 -3.14415965e-01 5.13210449e-01 1.07958880e+00
-7.75651650e-01]
[ -5.11016584e-02 -1.21284191e-01 -1.60046138e-01 2.96917149e-01
-1.65309744e-01 2.32851214e-01 -1.05181683e-01 -2.58377299e-01
-2.61146443e-01 -4.79969743e-01 2.01864266e-01 4.99623464e-01
-3.73926644e-01]
[ 7.85374926e-02 -3.82007729e-01 -5.23720712e-02 -2.94171363e-02
-1.11768259e-01 1.99921069e-01 7.56033616e-02 1.64045469e-01
-1.68411821e-01 -4.39571604e-02 -7.14992857e-02 3.10493538e-01
-1.96106370e-01]
[ 2.03636823e-01 -2.92756507e-01 -1.21503693e-01 -8.71679948e-02
-2.09580227e-01 1.21895893e-01 1.66062498e-02 -1.50545365e-01
-5.23494947e-02 -1.04176133e-01 -1.35075391e-01 -1.67630199e-01
-1.09537884e-01]
[ -1.35403731e-01 -7.97757180e-02 3.80811624e-02 -2.52071026e-01
-5.71403483e-02 -1.41112220e-01 4.58925263e-02 -1.36281297e-02
-8.02936270e-02 -1.27936452e-02 -3.09429068e-01 -4.46280785e-01
-3.39957596e-02]
[ -1.40474578e-01 -1.37079037e-01 -6.82044895e-02 -2.55106773e-01
-3.46246137e-01 -2.88248794e-01 1.45582988e-01 1.18242058e-01
1.46972230e-02 9.67757056e-02 -2.22515151e-01 -7.19974847e-01
-3.72400212e-03]
[ -1.65729971e-01 -2.35100900e-01 -2.98600630e-01 -4.08320361e-01
-2.79653838e-01 -2.09954747e-01 -3.18254751e-01 8.06458153e-02
-2.96150669e-02 -3.90408408e-01 -3.59877524e-01 -4.15161965e-01
-4.01158361e-01]
[ -1.11336723e-01 1.21044062e-01 2.13233868e-02 9.84461579e-03
-2.13161532e-01 -1.70112864e-01 -1.11824408e-01 1.45495309e-02
-1.04815825e-01 -1.71160803e-01 -1.71860794e-01 -2.78277977e-01
-6.45298479e-02]
[ -3.51934078e-01 -1.22116574e-01 -2.72740173e-01 1.52102496e-01
-2.02912840e-01 -2.27759791e-01 -7.62807779e-02 -1.44181333e-01
3.47317355e-02 -3.81464391e-02 6.13642471e-02 -3.08319977e-01
-1.72040229e-02]
[ -1.28620300e-01 -3.75266236e-02 -2.55920072e-01 4.60621527e-02
-2.20261214e-01 -2.78295544e-01 -3.65638865e-01 -3.66005189e-02
1.34713577e-02 -1.98664365e-01 -2.41596223e-01 -2.91105307e-01
-1.74574851e-02]
[ -2.18781263e-01 -5.35453663e-01 -3.34318599e-01 -3.08727846e-01
-3.30761967e-01 -2.27684879e-01 5.45249976e-05 -2.72137236e-01
9.14378092e-02 -2.23909718e-01 -1.62212435e-01 -1.78006062e-01
-5.33857445e-02]
[ -2.14959659e-01 -2.97544272e-01 -3.16474807e-01 -1.34908299e-01
-9.53863376e-02 -1.48445656e-01 -7.92726705e-02 1.05015695e-03
-1.90372128e-01 -5.07058855e-01 -2.46249211e-01 -1.83772496e-01
4.46236690e-02]
[ -1.20617275e-01 9.20816974e-03 -2.39801370e-01 -4.87108967e-01
-2.44447725e-01 -2.60058016e-01 -3.84840196e-02 -3.44191604e-01
7.37585630e-02 -7.35237539e-02 -3.75146926e-01 -1.36029261e-01
-3.83600205e-01]]
Progress: 13.8% ... Training loss: 0.267 ... Validation loss: 0.442[[-0.06254635]
[ 0.27934641]
[-0.15939931]
[ 0.82298745]
[ 0.26949326]
[-0.0094334 ]
[-0.86213966]
[-0.9806231 ]
[-0.70566645]
[-0.98214262]
[ 1.10257705]
[ 2.77878938]
[-1.74102146]]
[[ -5.36012938e-01 -5.08603234e-01 -5.81146736e-01 -1.56798104e-01
-3.14731262e-01 -5.91064708e-01 -2.99870552e-01 -3.09712257e-01
-4.89286514e-01 -4.07892191e-01 5.96274808e-02 5.08822554e-01
-5.49718290e-02]
[ 5.85516286e-03 -1.40970981e-01 5.18137455e-02 -4.40274538e-02
-4.49386266e-02 5.88984286e-02 -1.16717256e-01 2.32403029e-01
-1.24529588e-01 -1.65309510e-01 -6.91381113e-02 -8.97009024e-02
1.09331866e-01]
[ -2.04835527e-01 1.34645889e-01 -2.00673890e-02 1.36532925e-01
9.62465413e-02 -1.16429079e-01 1.57954919e-01 -5.90976087e-02
2.93118969e-01 -1.13674973e-01 2.76040383e-01 8.69408444e-01
6.49803810e-01]
[ 1.80038112e-01 -2.42454444e-01 -2.80721846e-01 -1.80611522e-02
-2.95331622e-01 2.48950733e-04 1.86114440e-02 -4.19716944e-01
1.27810125e-01 -3.48249789e-01 -2.24627392e-01 -4.02020731e-01
-6.44961261e-02]
[ 1.06846275e-01 1.89886602e-02 1.03708596e-01 4.79115824e-03
-1.72608105e-02 6.95166951e-02 -1.08922341e-01 2.46693839e-02
2.19511160e-02 1.72521416e-01 1.22476836e-01 -1.05644719e-01
-1.66470637e-01]
[ -4.84994617e-01 -5.85752976e-01 -6.04945377e-01 -5.64135512e-01
-5.76754013e-01 -5.63844460e-01 -3.19242641e-01 -1.89093131e-01
-4.45693430e-01 -2.67291451e-01 -4.50120875e-01 -6.59910176e-01
-4.23300622e-01]
[ -4.18205715e-01 -5.76732562e-01 -3.24317308e-01 -3.52511703e-01
-4.06484145e-01 -5.60727555e-01 -4.33007943e-01 -4.73065446e-01
-2.96769227e-01 -1.89710809e-01 -4.16557513e-01 -3.03236837e-01
-2.62961305e-01]
[ -3.22751130e-01 -3.54294465e-01 -4.66869665e-01 -2.22041993e-01
-3.19705777e-01 -4.14615635e-01 -2.25934535e-01 -1.57655420e-01
-2.53646382e-01 -4.29483858e-01 -2.19185365e-01 -4.76325491e-01
-2.19433877e-01]
[ -4.73136219e-01 -3.52080362e-01 -3.76507170e-01 -1.63363162e-01
-3.39994952e-01 -2.15519369e-01 -1.09679381e-01 -4.20876759e-01
-2.76320036e-01 -4.41366354e-01 -1.54221544e-01 -2.09501773e-01
-1.68559736e-01]
[ -9.53621506e-01 -9.26635204e-01 -9.78006909e-01 -7.36513330e-01
-1.01571600e+00 -9.81582453e-01 -6.37142300e-01 -6.36238859e-01
-7.56956382e-01 -5.72858107e-01 -6.92570091e-01 -5.10760044e-01
-4.92186078e-01]
[ -5.06098577e-01 -2.67179798e-01 -4.65517252e-01 -3.20304764e-01
-3.51217539e-01 -3.57225362e-01 -5.50781233e-01 -5.57988220e-01
-6.33891783e-01 -1.18859228e-01 -4.38472801e-01 -5.91950602e-01
-4.07731575e-01]
[ -1.17694495e-01 2.23808508e-02 -3.34881475e-01 -4.02947560e-01
-1.05910204e-01 -7.24180272e-02 -1.54837292e-01 -2.86196862e-01
-1.39370324e-01 1.25343948e-01 -3.92343971e-01 -7.16005326e-01
-2.90534811e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60317192e-01 -1.10915241e-01 1.63400806e-01 -2.53302961e-01
-1.26076337e-01 1.13250960e-01 -1.33194769e-01 7.46654816e-03
-8.92790813e-02 6.33801827e-02 -1.44523226e-01 -3.13928806e-01
3.51106549e-02]
[ -8.25348580e-02 -2.61765769e-01 -1.77932347e-01 -2.86232142e-01
-4.79020557e-01 -8.47893541e-02 -3.39417246e-02 1.22043906e-02
-5.34745659e-02 2.48682080e-02 -1.85411761e-01 -2.74917583e-01
-2.43278929e-01]
[ -7.46615068e-02 -4.91705084e-03 -2.40049164e-01 -2.44475123e-01
1.34074880e-01 -1.63229899e-01 -1.68491990e-01 4.72188906e-02
-3.81834105e-03 8.12282895e-03 -1.75976441e-01 3.70271284e-03
-1.93710467e-02]
[ 2.85432678e-02 -1.59939011e-01 -1.51913655e-01 -4.99440361e-02
-1.18794355e-01 -1.07676611e-01 7.54718883e-02 -1.66613019e-01
-3.89819237e-02 -3.62961874e-02 1.16447370e-04 -1.53415265e-01
4.21038455e-02]
[ -2.85186469e-01 -1.42439214e-01 -7.29327241e-02 -9.36666960e-02
-3.05328682e-01 -2.72930378e-01 -3.63166355e-01 5.30456398e-02
-3.02546834e-01 -2.12054559e-01 1.87860617e-01 5.09816671e-03
2.85143359e-01]
[ -2.16989364e-01 -1.27337553e-01 -8.39052573e-02 -6.40903093e-02
-8.27324704e-02 -1.15629550e-01 -4.97443228e-02 5.11464588e-02
-1.13162247e-01 -2.31593166e-03 3.18320263e-02 -1.32951913e-01
1.55724811e-02]
[ -1.54914306e-01 -6.82655464e-02 -2.23458430e-01 -3.30341291e-01
-1.52373513e-01 -1.99485252e-01 -2.45766242e-01 -6.44914131e-02
1.85585407e-01 -1.55553740e-01 -3.24629959e-01 -2.91320966e-01
-1.23246341e-01]
[ -3.67742512e-01 -6.99632434e-02 -1.45910241e-01 -1.71812094e-01
-5.53037517e-02 -3.11083311e-01 6.19001073e-02 -5.00627933e-02
-1.07372648e-01 9.78511675e-02 -1.23559205e-02 -1.58748197e-01
-1.62967961e-01]
[ -1.68981439e-01 -1.53423473e-01 -4.58483076e-02 -1.44011591e-01
-1.35355042e-01 -2.93866558e-01 -4.13849103e-02 -9.53273111e-02
-2.42305085e-01 4.77719878e-02 2.07206852e-01 -6.65759606e-03
-1.64071010e-01]
[ -1.37921593e-01 -1.76050514e-01 -1.12469574e-01 -2.73013595e-01
9.14413303e-02 -1.82988134e-02 -2.10852369e-01 -1.51622143e-01
9.68023920e-02 -1.02427433e-01 -1.49990697e-01 -1.24538574e-01
-3.29498434e-01]
[ -4.49244007e-02 -3.07632097e-02 -1.49179148e-01 -3.64596299e-02
-2.26750593e-01 6.29013743e-02 -9.09729952e-02 -5.39728837e-02
-2.35701178e-01 -8.82270903e-02 -6.39773229e-02 -2.89265476e-01
-1.83496080e-01]
[ -7.33300680e-02 3.13486386e-02 -1.29989440e-01 -2.96115564e-01
1.25570653e-01 2.06647627e-02 -2.33241247e-01 -1.80662279e-01
1.08825102e-01 -7.91670359e-02 -2.59847230e-01 -2.06942687e-01
-2.93585615e-01]
[ 8.35441921e-02 -3.15687100e-01 -7.97946743e-02 -4.40048551e-01
-2.26911908e-01 -8.79844511e-02 7.40259286e-02 1.17821019e-01
5.80332588e-03 3.10798724e-01 -5.08541346e-01 -6.97035505e-01
4.13509425e-01]
[ -2.18316263e-01 -2.53514475e-01 -1.27186355e-01 -2.98130591e-01
-3.06862274e-01 -9.19949111e-02 2.11550175e-01 5.09282152e-02
3.06759961e-01 4.94112575e-02 -3.90459103e-01 -8.99270964e-01
6.16762312e-01]
[ -8.75821591e-03 -1.94944740e-01 2.67551113e-02 -3.00597585e-01
-1.76104483e-01 1.67440497e-01 2.05124980e-01 2.67676312e-01
-1.40541686e-02 2.53471799e-01 -2.02680470e-01 -9.29041936e-01
6.96868967e-01]
[ 6.12281885e-03 -4.94564729e-02 -1.20864701e-01 -1.14598427e-01
-1.80955558e-01 -4.52866167e-02 2.88041533e-01 1.66635880e-01
2.57278933e-01 3.76104535e-01 -4.53778848e-01 -8.00612548e-01
6.93309582e-01]
[ -7.94764171e-02 -2.84586567e-01 6.30370696e-02 -3.64135847e-01
-1.52257702e-01 1.18225619e-01 3.64144194e-01 1.42499793e-01
-5.63040311e-02 1.76722859e-01 -5.45279812e-01 -8.53708549e-01
8.23204125e-01]
[ 1.23658596e-01 -9.40877476e-02 1.99212259e-02 -1.74897296e-01
-8.53782361e-02 -1.68444871e-02 2.48798486e-01 3.70704692e-01
4.11025866e-01 2.77569409e-01 -5.40693512e-01 -7.55568570e-01
5.28317784e-01]
[ -8.85958001e-03 -1.31872447e-01 1.96162234e-02 1.59735085e-02
-8.60192488e-02 -2.83745551e-01 2.76186335e-02 3.04023534e-01
-2.24367030e-02 7.67391174e-02 -2.43134690e-01 -6.69708981e-01
2.54337609e-01]
[ 7.75969717e-02 1.21038969e-01 -1.32815399e-03 1.05694053e-01
-8.23332432e-02 -5.96667066e-02 -2.19845089e-01 -1.94256011e-01
-2.94038410e-01 -1.66586290e-01 -1.31683000e-01 3.67058674e-01
-2.09709772e-01]
[ 3.87271699e-02 -8.61088398e-02 1.40372407e-01 2.06542405e-01
2.54020484e-01 8.58690864e-03 -3.99019866e-01 -3.55390520e-01
-1.07872518e-01 -5.15756675e-01 1.68833631e-01 9.83718688e-01
-4.67994239e-01]
[ 3.44270737e-02 8.07191781e-02 -2.11903566e-01 5.07100097e-02
3.15224378e-02 -6.05288907e-04 -1.65669658e-01 -3.31307083e-01
-2.88282050e-01 -1.87162976e-01 -4.90337190e-02 -4.40224481e-02
-1.83550779e-01]
[ -5.53576022e-02 -2.14636235e-01 6.51302324e-02 8.95311290e-02
-1.33364816e-01 -1.33885744e-01 3.42516881e-02 -1.06519448e-02
7.83978080e-02 -3.67074138e-01 -3.12956090e-01 -2.60761497e-01
2.84296726e-02]
[ 1.49372030e-02 -2.73524202e-01 6.00139236e-02 -2.29544592e-01
-1.92828169e-01 -2.31139979e-01 -2.57957838e-01 5.00009798e-02
-6.13006963e-03 1.12361594e-01 -1.67212528e-01 8.16198590e-02
-4.87961617e-02]
[ 1.72945339e-01 5.09969868e-02 -1.02473406e-01 -2.16465895e-01
-5.93965239e-02 -1.01490321e-01 -1.79766412e-01 4.10720510e-02
-1.87898562e-01 -2.23460800e-01 -1.86291650e-01 1.83318823e-01
-1.02052838e-01]
[ -1.72641802e-01 -1.77232065e-01 -1.12310299e-01 -1.77071278e-01
-4.57498500e-02 2.69914853e-02 -2.02393002e-01 -2.08808239e-01
-1.52302164e-01 -3.00404926e-02 -1.74336455e-01 1.60505717e-01
-2.75899006e-01]
[ -3.37309425e-02 -2.11128907e-01 -1.58506697e-01 -1.94643430e-01
-5.10378747e-02 4.43982663e-02 -4.18358634e-02 -2.77796712e-02
-2.22996292e-01 -2.69564110e-01 -3.14158446e-02 -3.44885058e-02
-8.56073899e-02]
[ 1.14408750e-01 7.87867131e-02 -9.48485748e-03 -1.53047479e-01
-3.24856453e-01 8.18097089e-03 -1.58715045e-01 -2.74572537e-01
-3.18322403e-01 3.33249495e-02 -9.49104577e-02 4.72875155e-02
-9.66135040e-02]
[ -6.35643914e-02 -1.08560996e-02 -2.83848739e-01 -1.06116408e-02
6.70919632e-02 1.55658158e-01 -2.28102926e-01 -1.77655249e-01
-5.04534070e-02 -5.98535810e-02 1.55975363e-01 5.01402023e-01
-5.81593382e-02]
[ 1.05259163e-01 3.52461916e-01 -2.04840781e-01 6.53581005e-01
1.20674315e-01 -2.34770721e-03 -2.52613237e-01 -3.98327059e-01
-2.59065437e-01 -3.97978769e-01 7.00884264e-01 9.94385898e-01
-7.78860479e-01]
[ -3.21124626e-02 1.94547155e-01 3.99589340e-02 2.31560708e-01
1.05896418e-02 -7.03004613e-02 -3.13492782e-01 -4.03313526e-01
-3.04320917e-01 -3.13023488e-01 5.14381815e-01 1.06807888e+00
-7.80545317e-01]
[ -5.10785821e-02 -1.21625345e-01 -1.59947009e-01 2.96450691e-01
-1.65558216e-01 2.32852128e-01 -1.04439823e-01 -2.57418026e-01
-2.60384773e-01 -4.79253364e-01 2.00863406e-01 4.97586435e-01
-3.72311186e-01]
[ 7.85651691e-02 -3.82096260e-01 -5.23414078e-02 -2.97158148e-02
-1.11846133e-01 1.99921633e-01 7.60228626e-02 1.64330028e-01
-1.67983088e-01 -4.35691160e-02 -7.19221552e-02 3.07864046e-01
-1.95325136e-01]
[ 2.03649173e-01 -2.92837803e-01 -1.21464614e-01 -8.72604445e-02
-2.09627528e-01 1.21896198e-01 1.69021176e-02 -1.49894327e-01
-5.22264885e-02 -1.03396437e-01 -1.35642191e-01 -1.69344055e-01
-1.09376514e-01]
[ -1.35356645e-01 -8.00443756e-02 3.82032892e-02 -2.52963239e-01
-5.74405798e-02 -1.41111075e-01 4.70970174e-02 -1.22344949e-02
-7.94578599e-02 -1.16000097e-02 -3.10834094e-01 -4.50334185e-01
-3.13021238e-02]
[ -1.40476588e-01 -1.37027417e-01 -6.81983626e-02 -2.54998973e-01
-3.46203741e-01 -2.88249002e-01 1.45647909e-01 1.18714168e-01
1.46278095e-02 9.72231819e-02 -2.22674224e-01 -7.20169156e-01
-3.90170045e-03]
[ -1.65462531e-01 -2.36405137e-01 -2.98032980e-01 -4.13785312e-01
-2.80959947e-01 -2.09949128e-01 -3.13466287e-01 8.77952658e-02
-2.50775870e-02 -3.85709357e-01 -3.68570951e-01 -4.33850716e-01
-3.88339293e-01]
[ -1.11233764e-01 1.20211928e-01 2.17649783e-02 7.57200339e-03
-2.13943822e-01 -1.70109164e-01 -1.08720755e-01 1.87346274e-02
-1.02555955e-01 -1.67108552e-01 -1.75699581e-01 -2.89444603e-01
-5.70227000e-02]
[ -3.51847970e-01 -1.22767843e-01 -2.72478653e-01 1.49266558e-01
-2.03626823e-01 -2.27756624e-01 -7.34319848e-02 -1.41451465e-01
3.70714097e-02 -3.47055662e-02 5.73943123e-02 -3.16254605e-01
-9.53088006e-03]
[ -1.28649976e-01 -3.71862968e-02 -2.56059120e-01 4.72102677e-02
-2.19948080e-01 -2.78296462e-01 -3.65465902e-01 -3.77553283e-02
1.32288474e-02 -1.99269732e-01 -2.40118973e-01 -2.92042204e-01
-1.89517095e-02]
[ -2.18781003e-01 -5.35434265e-01 -3.34322675e-01 -3.08816230e-01
-3.30782722e-01 -2.27684492e-01 1.02810779e-03 -2.70767425e-01
9.17216861e-02 -2.23608182e-01 -1.62242369e-01 -1.85681038e-01
-5.34407260e-02]
[ -2.15158115e-01 -2.96518062e-01 -3.16845292e-01 -1.31655814e-01
-9.44667205e-02 -1.48451059e-01 -8.26023114e-02 -1.91027475e-03
-1.92962081e-01 -5.09637205e-01 -2.42896240e-01 -1.78806926e-01
3.83632543e-02]
[ -1.20399640e-01 7.59508671e-03 -2.39341295e-01 -4.91331324e-01
-2.45765400e-01 -2.60052088e-01 -3.38068902e-02 -3.39681232e-01
7.81754529e-02 -6.91696120e-02 -3.82127172e-01 -1.54193063e-01
-3.74737289e-01]]
Progress: 13.9% ... Training loss: 0.258 ... Validation loss: 0.462[[ -5.39508615e-02]
[ 2.88353715e-01]
[ -1.49973853e-01]
[ 8.45170011e-01]
[ 2.82139675e-01]
[ -1.26317666e-03]
[ -8.45064295e-01]
[ -9.64527600e-01]
[ -6.93749672e-01]
[ -9.65095784e-01]
[ 1.13000209e+00]
[ 2.82403013e+00]
[ -1.71084662e+00]]
[[ -5.36528941e-01 -5.05141246e-01 -5.82593915e-01 -1.41602087e-01
-3.11329622e-01 -5.91135785e-01 -3.11153054e-01 -3.23790296e-01
-4.97321654e-01 -4.21170307e-01 8.30140068e-02 5.76973946e-01
-9.00801824e-02]
[ 5.78043239e-03 -1.40702537e-01 5.16670308e-02 -4.27023140e-02
-4.47192974e-02 5.88913943e-02 -1.18048393e-01 2.31290880e-01
-1.25817176e-01 -1.66216650e-01 -6.72298089e-02 -8.57042033e-02
1.04913435e-01]
[ -2.04885337e-01 1.34578793e-01 -2.02734177e-02 1.40492715e-01
9.60559238e-02 -1.16432098e-01 1.55799593e-01 -6.42798744e-02
2.94029758e-01 -1.18654167e-01 2.80397353e-01 8.78701811e-01
6.38372627e-01]
[ 1.80162666e-01 -2.43615243e-01 -2.80480997e-01 -1.94868915e-02
-2.96559739e-01 2.74017044e-04 2.12732605e-02 -4.19853148e-01
1.27826079e-01 -3.46241913e-01 -2.27367359e-01 -3.95448121e-01
-6.20985756e-02]
[ 1.07049166e-01 1.75999525e-02 1.04591685e-01 8.80828108e-04
-1.84955491e-02 6.95465947e-02 -1.03814127e-01 3.36661219e-02
2.52377412e-02 1.80316389e-01 1.14501530e-01 -1.36666559e-01
-1.54107274e-01]
[ -4.84941473e-01 -5.85908582e-01 -6.04794356e-01 -5.64195338e-01
-5.76671877e-01 -5.63835436e-01 -3.19424505e-01 -1.87529116e-01
-4.45533461e-01 -2.64885332e-01 -4.50531602e-01 -6.55319191e-01
-4.24941535e-01]
[ -4.18662946e-01 -5.74439789e-01 -3.25473865e-01 -3.42182998e-01
-4.04068668e-01 -5.60789363e-01 -4.41715114e-01 -4.82305969e-01
-3.04221188e-01 -2.00573788e-01 -4.01045812e-01 -2.59396636e-01
-2.90412730e-01]
[ -3.22752486e-01 -3.54499949e-01 -4.66866570e-01 -2.20133613e-01
-3.19808375e-01 -4.14617467e-01 -2.27070475e-01 -1.59665452e-01
-2.53116158e-01 -4.30232030e-01 -2.17753836e-01 -4.73441451e-01
-2.23502992e-01]
[ -4.73212291e-01 -3.51569699e-01 -3.76797921e-01 -1.62493762e-01
-3.39653499e-01 -2.15529968e-01 -1.11345682e-01 -4.23593466e-01
-2.77148506e-01 -4.44354772e-01 -1.51603227e-01 -2.04192588e-01
-1.72026258e-01]
[ -9.53999589e-01 -9.25173836e-01 -9.78744907e-01 -7.26245639e-01
-1.01402650e+00 -9.81628975e-01 -6.46947375e-01 -6.45289342e-01
-7.63034853e-01 -5.81552216e-01 -6.77870872e-01 -4.64542684e-01
-5.21778252e-01]
[ -5.06139974e-01 -2.66373249e-01 -4.65819253e-01 -3.17803282e-01
-3.50430812e-01 -3.57230660e-01 -5.52209363e-01 -5.60318471e-01
-6.34949748e-01 -1.21154136e-01 -4.34356055e-01 -5.80912685e-01
-4.13708611e-01]
[ -1.17756531e-01 2.25552807e-02 -3.35134670e-01 -4.02670076e-01
-1.05649957e-01 -7.24314223e-02 -1.55295363e-01 -2.87219374e-01
-1.39824126e-01 1.24139515e-01 -3.92009115e-01 -7.16636192e-01
-2.91593576e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60258277e-01 -1.11196330e-01 1.63620457e-01 -2.54263396e-01
-1.26313309e-01 1.13262134e-01 -1.32301629e-01 9.70700177e-03
-8.87410756e-02 6.52917705e-02 -1.46082433e-01 -3.17303149e-01
3.70487820e-02]
[ -8.24964064e-02 -2.61837955e-01 -1.77859354e-01 -2.86784239e-01
-4.79130295e-01 -8.47834388e-02 -3.33446066e-02 1.29333498e-02
-5.29919013e-02 2.55225236e-02 -1.86153755e-01 -2.75642999e-01
-2.42228254e-01]
[ -7.47558123e-02 -4.38787694e-03 -2.40279643e-01 -2.42307627e-01
1.34852577e-01 -1.63246160e-01 -1.70673435e-01 4.52944863e-02
-5.37389652e-03 6.59574394e-03 -1.72621458e-01 1.75257512e-02
-2.54916597e-02]
[ 2.84325400e-02 -1.59242515e-01 -1.52294039e-01 -4.68504085e-02
-1.17947041e-01 -1.07694249e-01 7.25975087e-02 -1.70382932e-01
-4.10583543e-02 -4.02742696e-02 5.57737430e-03 -1.38665229e-01
3.39037515e-02]
[ -2.85317084e-01 -1.42171957e-01 -7.31472383e-02 -9.13270751e-02
-3.05073064e-01 -2.72942473e-01 -3.64678395e-01 5.13849815e-02
-3.04123652e-01 -2.13526535e-01 1.91187802e-01 1.59778675e-02
2.77254793e-01]
[ -2.17152120e-01 -1.26445842e-01 -8.43330007e-02 -6.00985716e-02
-8.18210465e-02 -1.15652389e-01 -5.33024475e-02 4.84294690e-02
-1.16163475e-01 -5.89079003e-03 3.66340625e-02 -1.20867558e-01
6.43025631e-03]
[ -1.54857996e-01 -6.90208881e-02 -2.23214437e-01 -3.32151003e-01
-1.53052040e-01 -1.99478233e-01 -2.43653608e-01 -6.23448556e-02
1.88206355e-01 -1.53625398e-01 -3.28527624e-01 -2.98264858e-01
-1.16789876e-01]
[ -3.67752805e-01 -6.96844256e-02 -1.46020627e-01 -1.69396367e-01
-5.50300885e-02 -3.11086315e-01 5.93947528e-02 -5.30955714e-02
-1.08722965e-01 9.58407815e-02 -9.06496560e-03 -1.54730284e-01
-1.70510592e-01]
[ -1.69058801e-01 -1.52638759e-01 -4.62196608e-02 -1.41546146e-01
-1.34697563e-01 -2.93879718e-01 -4.40458455e-02 -9.90593163e-02
-2.44037319e-01 4.46434153e-02 2.12397113e-01 8.97792955e-03
-1.72170396e-01]
[ -1.37864052e-01 -1.76340807e-01 -1.12325507e-01 -2.74428620e-01
9.10886726e-02 -1.82857785e-02 -2.09542311e-01 -1.50746078e-01
9.79313340e-02 -1.01751348e-01 -1.51950994e-01 -1.31325536e-01
-3.26691571e-01]
[ -4.50361163e-02 -3.03338276e-02 -1.49433649e-01 -3.50497914e-02
-2.26326760e-01 6.28829184e-02 -9.23485058e-02 -5.55593524e-02
-2.36838573e-01 -8.99807851e-02 -6.19295913e-02 -2.85492368e-01
-1.85479804e-01]
[ -7.33250278e-02 3.13123443e-02 -1.29973978e-01 -2.96215131e-01
1.25537989e-01 2.06658570e-02 -2.33177683e-01 -1.80634342e-01
1.08894282e-01 -7.90861613e-02 -2.60011323e-01 -2.07451339e-01
-2.93488481e-01]
[ 8.35661159e-02 -3.15801038e-01 -7.97659218e-02 -4.40526440e-01
-2.27046499e-01 -8.79813213e-02 7.46731744e-02 1.18306259e-01
6.28295041e-03 3.11294802e-01 -5.09228106e-01 -6.99425841e-01
4.14914257e-01]
[ -2.18344482e-01 -2.53366010e-01 -1.27244972e-01 -2.97732762e-01
-3.06746662e-01 -9.19986126e-02 2.10767601e-01 5.03615388e-02
3.06096794e-01 4.87079902e-02 -3.89885974e-01 -8.97923662e-01
6.15046657e-01]
[ -8.80541043e-03 -1.94782109e-01 2.66286262e-02 -2.99925227e-01
-1.76022551e-01 1.67434139e-01 2.04420531e-01 2.66806267e-01
-1.47881845e-02 2.52763006e-01 -2.01795174e-01 -9.27873655e-01
6.94966741e-01]
[ 6.10638899e-03 -4.93758307e-02 -1.20894995e-01 -1.14453670e-01
-1.80885345e-01 -4.52894273e-02 2.87932159e-01 1.66651078e-01
2.57109981e-01 3.76004517e-01 -4.53625743e-01 -8.00477266e-01
6.93143055e-01]
[ -7.94612187e-02 -2.84565599e-01 6.30340701e-02 -3.64110549e-01
-1.52238467e-01 1.18226078e-01 3.64189785e-01 1.42460204e-01
-5.63391775e-02 1.76719233e-01 -5.45286559e-01 -8.54147147e-01
8.23656061e-01]
[ 1.23602450e-01 -9.37326199e-02 1.97365491e-02 -1.74373784e-01
-8.50367221e-02 -1.68534356e-02 2.47755899e-01 3.69907453e-01
4.10097272e-01 2.76748220e-01 -5.39716561e-01 -7.53385213e-01
5.26069922e-01]
[ -8.87378510e-03 -1.31762198e-01 1.95523475e-02 1.65032255e-02
-8.59008006e-02 -2.83748177e-01 2.69687864e-02 3.03479697e-01
-2.29773607e-02 7.61267347e-02 -2.42372547e-01 -6.67936375e-01
2.52986838e-01]
[ 7.75377019e-02 1.21168235e-01 -1.36639768e-03 1.07057237e-01
-8.21792726e-02 -5.96710291e-02 -2.20947976e-01 -1.94299116e-01
-2.95200142e-01 -1.67154776e-01 -1.29678135e-01 3.74589840e-01
-2.14220268e-01]
[ 3.85722998e-02 -8.58818051e-02 1.40122723e-01 2.08762421e-01
2.54492078e-01 8.56687230e-03 -4.00248408e-01 -3.57416088e-01
-1.08362652e-01 -5.17427185e-01 1.70815553e-01 9.94209479e-01
-4.70143997e-01]
[ 3.44287484e-02 8.07914491e-02 -2.11957088e-01 5.15517218e-02
3.16605622e-02 -6.07177798e-04 -1.66290891e-01 -3.31710833e-01
-2.88457438e-01 -1.87544313e-01 -4.80976225e-02 -4.12515165e-02
-1.85687990e-01]
[ -5.53074218e-02 -2.15069524e-01 6.53786381e-02 8.76710805e-02
-1.33766977e-01 -1.33877185e-01 3.59851848e-02 -8.51648064e-03
7.99072289e-02 -3.65245162e-01 -3.15488826e-01 -2.67338542e-01
3.24084104e-02]
[ 1.48484128e-02 -2.72998840e-01 5.97038529e-02 -2.27770117e-01
-1.92357822e-01 -2.31150442e-01 -2.59821459e-01 4.76355180e-02
-7.84280859e-03 1.09892843e-01 -1.64284714e-01 9.11861693e-02
-5.45235186e-02]
[ 1.72982984e-01 5.06276706e-02 -1.02340870e-01 -2.17263054e-01
-5.96706107e-02 -1.01485585e-01 -1.78753407e-01 4.24233392e-02
-1.86920329e-01 -2.22321032e-01 -1.87722625e-01 1.79834910e-01
-9.94588829e-02]
[ -1.72678918e-01 -1.77175923e-01 -1.12350956e-01 -1.76711707e-01
-4.56241502e-02 2.69869181e-02 -2.03929725e-01 -2.09669385e-01
-1.53187402e-01 -3.08664808e-02 -1.72958488e-01 1.67694458e-01
-2.79112073e-01]
[ -3.37420098e-02 -2.11107873e-01 -1.58535541e-01 -1.94637108e-01
-5.10663399e-02 4.43975570e-02 -4.18589591e-02 -2.80524730e-02
-2.22897130e-01 -2.69827222e-01 -3.13454389e-02 -3.50596706e-02
-8.52996129e-02]
[ 1.14371145e-01 7.90690528e-02 -9.60386945e-03 -1.52295403e-01
-3.24638290e-01 8.17488031e-03 -1.60037708e-01 -2.77048897e-01
-3.18742586e-01 3.13726730e-02 -9.25267168e-02 5.45274230e-02
-9.96188640e-02]
[ -6.36378816e-02 -1.05377706e-02 -2.83950018e-01 -9.56697076e-03
6.75043276e-02 1.55648527e-01 -2.29111817e-01 -1.78710240e-01
-5.14100128e-02 -6.15894142e-02 1.58072272e-01 5.08427785e-01
-6.11306264e-02]
[ 1.05289692e-01 3.52923592e-01 -2.05030482e-01 6.55514807e-01
1.21033472e-01 -2.34656556e-03 -2.53150646e-01 -4.00274121e-01
-2.59244204e-01 -3.99300802e-01 7.03177812e-01 9.94097938e-01
-7.82886554e-01]
[ -3.20381307e-02 1.94166294e-01 4.01016537e-02 2.30705529e-01
1.02903022e-02 -7.02892456e-02 -3.12567227e-01 -4.02209005e-01
-3.03317552e-01 -3.11817254e-01 5.12812417e-01 1.06347989e+00
-7.79348666e-01]
[ -5.11194043e-02 -1.21199484e-01 -1.60088930e-01 2.98918308e-01
-1.65147910e-01 2.32847153e-01 -1.05864497e-01 -2.58760409e-01
-2.61347006e-01 -4.80634215e-01 2.04150752e-01 5.06199714e-01
-3.78362534e-01]
[ 7.85008283e-02 -3.81771918e-01 -5.24803180e-02 -2.79108094e-02
-1.11496534e-01 1.99912091e-01 7.41002319e-02 1.62271174e-01
-1.69549754e-01 -4.51303568e-02 -6.93309608e-02 3.15472406e-01
-2.00212935e-01]
[ 2.03665526e-01 -2.92931629e-01 -1.21397854e-01 -8.74487022e-02
-2.09703874e-01 1.21899565e-01 1.71467534e-02 -1.49275659e-01
-5.20536761e-02 -1.02835428e-01 -1.36132385e-01 -1.70300574e-01
-1.08945149e-01]
[ -1.35371148e-01 -7.98746361e-02 3.81397216e-02 -2.52399104e-01
-5.73026452e-02 -1.41113958e-01 4.63896308e-02 -1.29366535e-02
-7.99424596e-02 -1.21981302e-02 -3.10061967e-01 -4.48667880e-01
-3.28151663e-02]
[ -1.40461871e-01 -1.37085318e-01 -6.81683657e-02 -2.55199841e-01
-3.46246497e-01 -2.88247270e-01 1.45935689e-01 1.18971568e-01
1.48597725e-02 9.74754814e-02 -2.22881153e-01 -7.20548597e-01
-3.31908569e-03]
[ -1.65454320e-01 -2.35942457e-01 -2.98285930e-01 -4.12180718e-01
-2.80494487e-01 -2.09951460e-01 -3.15656643e-01 8.47303293e-02
-2.63427323e-02 -3.88747635e-01 -3.63954379e-01 -4.19230548e-01
-3.97465640e-01]
[ -1.11406377e-01 1.21653526e-01 2.12666560e-02 1.36139176e-02
-2.12747211e-01 -1.70132081e-01 -1.13021338e-01 1.41769218e-02
-1.05654054e-01 -1.70654808e-01 -1.67579090e-01 -2.74623462e-01
-6.99763749e-02]
[ -3.51924855e-01 -1.22461792e-01 -2.72608902e-01 1.51109320e-01
-2.03234395e-01 -2.27769154e-01 -7.53690390e-02 -1.43297839e-01
3.61496276e-02 -3.69502403e-02 5.99171400e-02 -3.12378146e-01
-1.43635094e-02]
[ -1.28673345e-01 -3.72518293e-02 -2.56036940e-01 4.81901644e-02
-2.19978719e-01 -2.78296708e-01 -3.66002752e-01 -3.79003725e-02
1.28539596e-02 -1.98809501e-01 -2.38973331e-01 -2.87894946e-01
-2.13255359e-02]
[ -2.18997737e-01 -5.34559462e-01 -3.34877887e-01 -3.05535356e-01
-3.29845909e-01 -2.27713718e-01 -2.55243521e-03 -2.74319872e-01
8.87701035e-02 -2.27426947e-01 -1.57131523e-01 -1.72162926e-01
-6.22791007e-02]
[ -2.15218512e-01 -2.96472296e-01 -3.16819774e-01 -1.30676022e-01
-9.41923431e-02 -1.48455771e-01 -8.27742716e-02 -2.26032996e-03
-1.93189860e-01 -5.09176773e-01 -2.42262166e-01 -1.73880004e-01
3.81814191e-02]
[ -1.20339369e-01 6.97206785e-03 -2.39245454e-01 -4.93014498e-01
-2.46263983e-01 -2.60045341e-01 -3.27808200e-02 -3.38567916e-01
7.94244907e-02 -6.96357507e-02 -3.85126805e-01 -1.53478712e-01
-3.73058577e-01]]
Progress: 13.9% ... Training loss: 0.264 ... Validation loss: 0.442[[-0.07881732]
[ 0.26869355]
[-0.16694598]
[ 0.82209393]
[ 0.26632609]
[-0.02197219]
[-0.87220642]
[-0.99097992]
[-0.72313332]
[-0.99515416]
[ 1.1122527 ]
[ 2.8098575 ]
[-1.7622272 ]]
[[ -5.36255512e-01 -5.05601555e-01 -5.82301259e-01 -1.43683424e-01
-3.11442898e-01 -5.91131551e-01 -3.05367024e-01 -3.17937064e-01
-4.92625913e-01 -4.14816628e-01 8.23384723e-02 5.60797223e-01
-7.50935826e-02]
[ 5.79684883e-03 -1.40756500e-01 5.17285506e-02 -4.30105194e-02
-4.47843500e-02 5.88917548e-02 -1.17519825e-01 2.31944849e-01
-1.25416423e-01 -1.65813610e-01 -6.79730336e-02 -8.87143199e-02
1.06539960e-01]
[ -2.05041724e-01 1.34358253e-01 -2.00087404e-02 1.38253385e-01
9.59851497e-02 -1.16433790e-01 1.57834587e-01 -6.23363822e-02
2.96860438e-01 -1.19012664e-01 2.77294886e-01 8.52053121e-01
6.53919761e-01]
[ 1.80909301e-01 -2.46767559e-01 -2.79511591e-01 -3.10235688e-02
-2.98890321e-01 2.87294172e-04 3.23662168e-02 -4.15535901e-01
1.36519121e-01 -3.37441446e-01 -2.40257666e-01 -4.20090603e-01
-4.16949159e-02]
[ 1.07220713e-01 1.74653883e-02 1.05123722e-01 -6.49870191e-05
-1.90858155e-02 6.95506462e-02 -1.06504832e-01 3.42840466e-02
2.44613439e-02 1.81811481e-01 1.13056506e-01 -1.30225665e-01
-1.57003080e-01]
[ -4.84703018e-01 -5.86734378e-01 -6.04427636e-01 -5.66886440e-01
-5.77278696e-01 -5.63830857e-01 -3.16462442e-01 -1.83098429e-01
-4.43285168e-01 -2.59850751e-01 -4.54006058e-01 -6.60370195e-01
-4.21479685e-01]
[ -4.18090782e-01 -5.77687656e-01 -3.23855824e-01 -3.54171909e-01
-4.07002402e-01 -5.60777757e-01 -4.31323093e-01 -4.69887887e-01
-2.94308170e-01 -1.86143361e-01 -4.17643461e-01 -3.06789255e-01
-2.58923963e-01]
[ -3.22795198e-01 -3.53909930e-01 -4.67090383e-01 -2.18309772e-01
-3.19120182e-01 -4.14618410e-01 -2.26376750e-01 -1.59776072e-01
-2.52998758e-01 -4.31408517e-01 -2.14621285e-01 -4.76658208e-01
-2.23180972e-01]
[ -4.73005561e-01 -3.52529191e-01 -3.76465006e-01 -1.65085220e-01
-3.40540606e-01 -2.15524782e-01 -1.08417099e-01 -4.21689064e-01
-2.74283339e-01 -4.41888858e-01 -1.54073665e-01 -2.08526982e-01
-1.68068330e-01]
[ -9.53714640e-01 -9.26373890e-01 -9.78001761e-01 -7.30928269e-01
-1.01521514e+00 -9.81622308e-01 -6.39032022e-01 -6.35454611e-01
-7.56186456e-01 -5.73079972e-01 -6.83249484e-01 -4.90159254e-01
-5.02735260e-01]
[ -5.05745173e-01 -2.68365120e-01 -4.64901146e-01 -3.24631460e-01
-3.51991801e-01 -3.57222825e-01 -5.47135813e-01 -5.54519219e-01
-6.29990139e-01 -1.12745729e-01 -4.43485709e-01 -6.04184096e-01
-3.99739226e-01]
[ -1.17461643e-01 2.13040694e-02 -3.34702061e-01 -4.06606898e-01
-1.06639799e-01 -7.24254966e-02 -1.51307875e-01 -2.84210807e-01
-1.36488254e-01 1.28013300e-01 -3.96910841e-01 -7.27742987e-01
-2.85375388e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60252826e-01 -1.11211584e-01 1.63648087e-01 -2.54327388e-01
-1.26335998e-01 1.13262332e-01 -1.32084425e-01 1.04164519e-02
-8.86180446e-02 6.58599497e-02 -1.46249380e-01 -3.17106010e-01
3.75059423e-02]
[ -8.22949361e-02 -2.62654460e-01 -1.77521636e-01 -2.89777193e-01
-4.79711115e-01 -8.47794988e-02 -3.03638756e-02 1.69749935e-02
-5.09149392e-02 2.99012938e-02 -1.90422722e-01 -2.85235884e-01
-2.38032065e-01]
[ -7.46675327e-02 -4.76774043e-03 -2.40072471e-01 -2.43146596e-01
1.34364118e-01 -1.63244444e-01 -1.69321411e-01 4.72116427e-02
-4.05144631e-03 9.25317119e-03 -1.73831040e-01 1.54359181e-02
-2.18510151e-02]
[ 2.85668211e-02 -1.59479256e-01 -1.52150168e-01 -4.74587511e-02
-1.18119664e-01 -1.07691985e-01 7.36646938e-02 -1.69927099e-01
-3.97712735e-02 -3.89087101e-02 5.78982351e-03 -1.40236783e-01
3.51031568e-02]
[ -2.85030100e-01 -1.44218018e-01 -7.21554072e-02 -9.89156962e-02
-3.06781774e-01 -2.72936237e-01 -3.59140764e-01 5.84516131e-02
-2.98851856e-01 -2.05744612e-01 1.79723906e-01 -1.33834632e-02
2.95971130e-01]
[ -2.17144091e-01 -1.26217443e-01 -8.43714256e-02 -5.99799140e-02
-8.16640080e-02 -1.15652831e-01 -5.34314943e-02 4.78833848e-02
-1.15990030e-01 -6.35097419e-03 3.70841229e-02 -1.25999191e-01
7.54610471e-03]
[ -1.54792028e-01 -6.95579929e-02 -2.23023250e-01 -3.34220527e-01
-1.53574735e-01 -1.99476601e-01 -2.41280531e-01 -5.96785738e-02
1.90459445e-01 -1.51621120e-01 -3.31736632e-01 -3.08315313e-01
-1.10641491e-01]
[ -3.67762463e-01 -6.95894005e-02 -1.46031231e-01 -1.68809724e-01
-5.47239544e-02 -3.11086610e-01 6.06148371e-02 -5.18444255e-02
-1.08102621e-01 9.70768181e-02 -8.27033906e-03 -1.56704399e-01
-1.68672870e-01]
[ -1.69037992e-01 -1.52463960e-01 -4.63141767e-02 -1.40811460e-01
-1.34692517e-01 -2.93878527e-01 -4.42490851e-02 -1.00257400e-01
-2.44302699e-01 4.30008019e-02 2.15289838e-01 1.54285102e-02
-1.73509703e-01]
[ -1.37854566e-01 -1.76391390e-01 -1.12297065e-01 -2.74674009e-01
9.10341164e-02 -1.82854969e-02 -2.09306551e-01 -1.50537274e-01
9.81483434e-02 -1.01536966e-01 -1.52228128e-01 -1.31833589e-01
-3.26227834e-01]
[ -4.49394700e-02 -3.07730242e-02 -1.49258656e-01 -3.63974372e-02
-2.26628010e-01 6.28850076e-02 -9.12081185e-02 -5.46281257e-02
-2.35707448e-01 -8.85274246e-02 -6.36543088e-02 -2.87642747e-01
-1.83945138e-01]
[ -7.32581361e-02 3.08922936e-02 -1.29839414e-01 -2.97347309e-01
1.25182104e-01 2.06674735e-02 -2.31993088e-01 -1.79495797e-01
1.09827206e-01 -7.78888452e-02 -2.61450926e-01 -2.11663598e-01
-2.92228705e-01]
[ 8.35630890e-02 -3.15823125e-01 -7.97606978e-02 -4.40777075e-01
-2.27071761e-01 -8.79813567e-02 7.49963946e-02 1.18621358e-01
6.37457968e-03 3.11702676e-01 -5.09700132e-01 -7.00684114e-01
4.15507283e-01]
[ -2.18355249e-01 -2.53287300e-01 -1.27266036e-01 -2.97915075e-01
-3.06746896e-01 -9.19987010e-02 2.11109179e-01 5.04545197e-02
3.06174661e-01 4.86707729e-02 -3.90204385e-01 -8.99042934e-01
6.15840758e-01]
[ -8.74982589e-03 -1.94975299e-01 2.67545205e-02 -3.01195589e-01
-1.76245260e-01 1.67435193e-01 2.05941814e-01 2.68319691e-01
-1.37953404e-02 2.54649778e-01 -2.03905614e-01 -9.33297476e-01
6.99961393e-01]
[ 6.20055066e-03 -4.99720207e-02 -1.20655925e-01 -1.17127563e-01
-1.81583488e-01 -4.52875280e-02 2.91512094e-01 1.70328764e-01
2.60051787e-01 3.79715189e-01 -4.57383127e-01 -8.14010061e-01
7.02172106e-01]
[ -7.94004915e-02 -2.84919175e-01 6.32011839e-02 -3.65852218e-01
-1.52636610e-01 1.18227556e-01 3.66421221e-01 1.44379414e-01
-5.50469458e-02 1.78469708e-01 -5.47700308e-01 -8.60166537e-01
8.29013678e-01]
[ 1.23637241e-01 -9.38657753e-02 1.98152946e-02 -1.75053358e-01
-8.51857028e-02 -1.68528396e-02 2.48721627e-01 3.71100481e-01
4.10949803e-01 2.77730039e-01 -5.40457397e-01 -7.56265264e-01
5.28553770e-01]
[ -8.83665405e-03 -1.31949469e-01 1.96502993e-02 1.58945267e-02
-8.60855016e-02 -2.83747566e-01 2.74504472e-02 3.04323078e-01
-2.24837687e-02 7.69256352e-02 -2.43182081e-01 -6.69915980e-01
2.54673909e-01]
[ 7.76752851e-02 1.20587899e-01 -1.16979899e-03 1.05937696e-01
-8.25524044e-02 -5.96689076e-02 -2.19602711e-01 -1.93540956e-01
-2.93694187e-01 -1.65380390e-01 -1.30765369e-01 3.70086531e-01
-2.10704012e-01]
[ 3.85711492e-02 -8.55024457e-02 1.40027869e-01 2.11327914e-01
2.55183458e-01 8.56628496e-03 -4.02515574e-01 -3.59255417e-01
-1.09767904e-01 -5.17811010e-01 1.75098610e-01 1.00314220e+00
-4.77315829e-01]
[ 3.44958182e-02 8.05360200e-02 -2.11869978e-01 5.08490338e-02
3.14379737e-02 -6.05937300e-04 -1.65580184e-01 -3.30971672e-01
-2.87766905e-01 -1.86567599e-01 -4.89079573e-02 -4.24794199e-02
-1.84549402e-01]
[ -5.52949676e-02 -2.15210022e-01 6.54362752e-02 8.66775512e-02
-1.33959862e-01 -1.33876742e-01 3.72299109e-02 -7.40671277e-03
8.08504239e-02 -3.64862937e-01 -3.17010964e-01 -2.71442409e-01
3.53828494e-02]
[ 1.49050899e-02 -2.73245285e-01 5.98783189e-02 -2.29035964e-01
-1.92677893e-01 -2.31149073e-01 -2.59100910e-01 4.88565722e-02
-7.07030123e-03 1.11193829e-01 -1.65849993e-01 8.73728474e-02
-5.18694859e-02]
[ 1.73057975e-01 5.01970187e-02 -1.02132139e-01 -2.18621103e-01
-6.00681479e-02 -1.01483866e-01 -1.78048265e-01 4.34759147e-02
-1.86162534e-01 -2.20726931e-01 -1.89111201e-01 1.77053005e-01
-9.75988855e-02]
[ -1.72724680e-01 -1.76949830e-01 -1.12404046e-01 -1.76110784e-01
-4.53561314e-02 2.69862364e-02 -2.04593334e-01 -2.09999822e-01
-1.54015445e-01 -3.20215435e-02 -1.71528592e-01 1.70083362e-01
-2.80578037e-01]
[ -3.36664707e-02 -2.11594537e-01 -1.58272734e-01 -1.96437702e-01
-5.15496440e-02 4.43991865e-02 -4.01729392e-02 -2.54399255e-02
-2.21240728e-01 -2.67520170e-01 -3.47891340e-02 -4.30243307e-02
-8.00380743e-02]
[ 1.14420479e-01 7.85305068e-02 -9.39031319e-03 -1.54060371e-01
-3.24990739e-01 8.17597063e-03 -1.58894720e-01 -2.75644531e-01
-3.17280484e-01 3.31598392e-02 -9.47209599e-02 5.16612831e-02
-9.61830141e-02]
[ -6.35096950e-02 -1.12139745e-02 -2.83695050e-01 -1.17900637e-02
6.67952795e-02 1.55651825e-01 -2.26984601e-01 -1.76911227e-01
-4.95283582e-02 -5.94170705e-02 1.55017076e-01 5.00550612e-01
-5.62495007e-02]
[ 1.05336829e-01 3.52784709e-01 -2.05033552e-01 6.55213215e-01
1.20958552e-01 -2.34559089e-03 -2.52642068e-01 -4.00367664e-01
-2.58864253e-01 -3.99155258e-01 7.02841702e-01 9.90619142e-01
-7.83808151e-01]
[ -3.20017827e-02 1.94408340e-01 3.99517099e-02 2.32324407e-01
1.07475117e-02 -7.02890078e-02 -3.13651569e-01 -4.03910605e-01
-3.03799424e-01 -3.13395329e-01 5.15696235e-01 1.06662603e+00
-7.83627469e-01]
[ -5.10934425e-02 -1.21341455e-01 -1.59976040e-01 2.98481870e-01
-1.65270769e-01 2.32848131e-01 -1.05514741e-01 -2.57859977e-01
-2.60992759e-01 -4.79891439e-01 2.03480494e-01 5.05878838e-01
-3.77943979e-01]
[ 7.85146685e-02 -3.81845391e-01 -5.24259249e-02 -2.81804559e-02
-1.11586003e-01 1.99912599e-01 7.44935914e-02 1.62932246e-01
-1.69336640e-01 -4.46329440e-02 -6.98525933e-02 3.14090787e-01
-1.99608980e-01]
[ 2.03676119e-01 -2.92974228e-01 -1.21377232e-01 -8.75802874e-02
-2.09747219e-01 1.21899779e-01 1.72808305e-02 -1.49014317e-01
-5.19395137e-02 -1.02584577e-01 -1.36293140e-01 -1.70600605e-01
-1.08718166e-01]
[ -1.35359080e-01 -7.99589051e-02 3.81788535e-02 -2.52639120e-01
-5.73757058e-02 -1.41113692e-01 4.66281242e-02 -1.26891213e-02
-7.97432919e-02 -1.18650497e-02 -3.10429309e-01 -4.49441319e-01
-3.22643358e-02]
[ -1.40456703e-01 -1.37133224e-01 -6.81493940e-02 -2.55418032e-01
-3.46269733e-01 -2.88247178e-01 1.46175478e-01 1.19257196e-01
1.50455306e-02 9.75829463e-02 -2.23142743e-01 -7.21404895e-01
-2.71184276e-03]
[ -1.65414356e-01 -2.35919215e-01 -2.98275967e-01 -4.12359424e-01
-2.80465240e-01 -2.09950564e-01 -3.15350662e-01 8.53138259e-02
-2.60591708e-02 -3.88744318e-01 -3.63427406e-01 -4.16675191e-01
-3.98007454e-01]
[ -1.11362771e-01 1.21380580e-01 2.14697382e-02 1.25739946e-02
-2.12989747e-01 -1.70131020e-01 -1.11685222e-01 1.58486382e-02
-1.04592185e-01 -1.69013870e-01 -1.69245689e-01 -2.80178621e-01
-6.60857869e-02]
[ -3.51880942e-01 -1.22594601e-01 -2.72467587e-01 1.51105714e-01
-2.03273511e-01 -2.27768012e-01 -7.44166358e-02 -1.42671953e-01
3.72677607e-02 -3.54840790e-02 5.94589384e-02 -3.12001087e-01
-1.20809240e-02]
[ -1.28320136e-01 -3.92760546e-02 -2.55192920e-01 4.10261691e-02
-2.21658952e-01 -2.78289569e-01 -3.60330111e-01 -2.97385964e-02
1.79493487e-02 -1.90315885e-01 -2.48953025e-01 -3.11143507e-01
-6.36120411e-03]
[ -2.18874942e-01 -5.35185755e-01 -3.34576807e-01 -3.07359668e-01
-3.30521237e-01 -2.27710815e-01 1.43483064e-03 -2.69715834e-01
9.21707361e-02 -2.22951886e-01 -1.60056778e-01 -1.86641959e-01
-5.26769982e-02]
[ -2.15092735e-01 -2.97185545e-01 -3.16470099e-01 -1.33159426e-01
-9.48482781e-02 -1.48452693e-01 -7.99307896e-02 1.00944553e-03
-1.90555363e-01 -5.06030391e-01 -2.45938977e-01 -1.86434471e-01
4.57084698e-02]
[ -1.20093995e-01 6.27521233e-03 -2.39000726e-01 -4.95768181e-01
-2.46739549e-01 -2.60041132e-01 -3.09023174e-02 -3.38842055e-01
8.09742862e-02 -6.81067919e-02 -3.86357209e-01 -1.60568683e-01
-3.71552857e-01]]
Progress: 14.0% ... Training loss: 0.259 ... Validation loss: 0.448[[-0.06927138]
[ 0.27576193]
[-0.16231134]
[ 0.82888421]
[ 0.27048425]
[-0.01544588]
[-0.86474799]
[-0.99034629]
[-0.70890678]
[-0.99183386]
[ 1.11181808]
[ 2.80509281]
[-1.75767782]]
[[ -5.35967789e-01 -5.07101623e-01 -5.81445702e-01 -1.49882484e-01
-3.13175619e-01 -5.91033941e-01 -2.97849148e-01 -3.07821492e-01
-4.87801881e-01 -4.05189844e-01 7.16316873e-02 5.33869866e-01
-5.51525612e-02]
[ 5.81683327e-03 -1.40808285e-01 5.17591150e-02 -4.33267557e-02
-4.48668943e-02 5.88977584e-02 -1.17118969e-01 2.32250808e-01
-1.25125548e-01 -1.65765820e-01 -6.82028110e-02 -9.00424371e-02
1.07222843e-01]
[ -2.05422330e-01 1.35741907e-01 -2.06823260e-02 1.41075841e-01
9.68954168e-02 -1.16505964e-01 1.53925056e-01 -6.76729438e-02
2.93342944e-01 -1.23049516e-01 2.80589020e-01 8.59906446e-01
6.49364021e-01]
[ 1.80000532e-01 -2.43371439e-01 -2.81435610e-01 -1.88154619e-02
-2.95255368e-01 4.57676887e-05 1.75667071e-02 -4.33278470e-01
1.25348119e-01 -3.55739205e-01 -2.20109363e-01 -3.70232933e-01
-7.52100745e-02]
[ 1.06796498e-01 1.88876737e-02 1.04032797e-01 5.13281705e-03
-1.74475904e-02 6.94298887e-02 -1.10745637e-01 2.61717701e-02
2.10355128e-02 1.72418689e-01 1.19982864e-01 -1.24262438e-01
-1.65471040e-01]
[ -4.84805177e-01 -5.86797521e-01 -6.04404285e-01 -5.66015674e-01
-5.77132090e-01 -5.63850357e-01 -3.17212177e-01 -1.82846256e-01
-4.44439083e-01 -2.59663319e-01 -4.53714647e-01 -6.57046092e-01
-4.24268418e-01]
[ -4.18179832e-01 -5.77326098e-01 -3.24019573e-01 -3.54139433e-01
-4.06863009e-01 -5.60805821e-01 -4.31390599e-01 -4.69313505e-01
-2.95424089e-01 -1.86070348e-01 -4.18610919e-01 -3.14146065e-01
-2.57350038e-01]
[ -3.23144271e-01 -3.52873738e-01 -4.67599571e-01 -2.15421067e-01
-3.18380817e-01 -4.14687851e-01 -2.30087466e-01 -1.62959249e-01
-2.56709704e-01 -4.34535430e-01 -2.11834725e-01 -4.69970995e-01
-2.30205251e-01]
[ -4.72978234e-01 -3.52644455e-01 -3.76389643e-01 -1.66040633e-01
-3.40702847e-01 -2.15512224e-01 -1.07609718e-01 -4.20816731e-01
-2.73821491e-01 -4.41124716e-01 -1.56157719e-01 -2.14445554e-01
-1.66704899e-01]
[ -9.53829080e-01 -9.26083578e-01 -9.78033715e-01 -7.31127996e-01
-1.01509116e+00 -9.81642365e-01 -6.38386671e-01 -6.34006805e-01
-7.57623873e-01 -5.71323555e-01 -6.85736280e-01 -4.95836465e-01
-5.03525388e-01]
[ -5.05891590e-01 -2.68232959e-01 -4.65027578e-01 -3.24224342e-01
-3.51982698e-01 -3.57244380e-01 -5.48536777e-01 -5.54559679e-01
-6.31245239e-01 -1.13028824e-01 -4.43707136e-01 -6.05683472e-01
-4.00243741e-01]
[ -1.17713740e-01 2.21009397e-02 -3.35117898e-01 -4.03977754e-01
-1.05909755e-01 -7.24883312e-02 -1.54272837e-01 -2.87102442e-01
-1.39314669e-01 1.24437650e-01 -3.94176159e-01 -7.23830465e-01
-2.90956400e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60279569e-01 -1.11108324e-01 1.63570343e-01 -2.53920425e-01
-1.26262670e-01 1.13251113e-01 -1.32089924e-01 1.01225454e-02
-8.87391998e-02 6.55189667e-02 -1.45658468e-01 -3.15980516e-01
3.72564198e-02]
[ -8.22667250e-02 -2.62884936e-01 -1.77361860e-01 -2.90536720e-01
-4.79887896e-01 -8.47673781e-02 -2.97981637e-02 1.88167107e-02
-5.06827662e-02 3.14195591e-02 -1.92363057e-01 -2.89908074e-01
-2.37591111e-01]
[ -7.46881495e-02 -5.07666368e-03 -2.39929469e-01 -2.43112051e-01
1.34193011e-01 -1.63240527e-01 -1.69324520e-01 4.82952913e-02
-4.40642261e-03 1.05424263e-02 -1.74278891e-01 1.68873381e-02
-2.14381941e-02]
[ 2.86187394e-02 -1.59751198e-01 -1.51976781e-01 -4.92005543e-02
-1.18496789e-01 -1.07682410e-01 7.52144762e-02 -1.67715275e-01
-3.88946418e-02 -3.71316886e-02 2.48359875e-03 -1.51201730e-01
3.95555293e-02]
[ -2.85040978e-01 -1.44240005e-01 -7.21332524e-02 -9.90736000e-02
-3.06795100e-01 -2.72933565e-01 -3.59361030e-01 5.84137990e-02
-2.99325448e-01 -2.05629170e-01 1.79487813e-01 -1.46372419e-02
2.95621303e-01]
[ -2.17302953e-01 -1.25295416e-01 -8.48598195e-02 -5.69998369e-02
-8.08485069e-02 -1.15702408e-01 -5.57611529e-02 4.46598481e-02
-1.18023327e-01 -9.77916568e-03 4.14517543e-02 -1.16013254e-01
1.95633693e-03]
[ -1.54872041e-01 -6.93174866e-02 -2.23125781e-01 -3.33342626e-01
-1.53412457e-01 -1.99494610e-01 -2.42729563e-01 -6.08773489e-02
1.89166529e-01 -1.52490058e-01 -3.30632618e-01 -3.04483412e-01
-1.13634036e-01]
[ -3.67909745e-01 -6.92573161e-02 -1.46198532e-01 -1.68168252e-01
-5.45168505e-02 -3.11112185e-01 6.00897916e-02 -5.22161900e-02
-1.08912919e-01 9.70038777e-02 -8.61013145e-03 -1.57871328e-01
-1.68834966e-01]
[ -1.69169565e-01 -1.51975671e-01 -4.65717962e-02 -1.39806861e-01
-1.34312187e-01 -2.93908950e-01 -4.54066862e-02 -1.01270554e-01
-2.45574090e-01 4.16832300e-02 2.16315955e-01 1.70129193e-02
-1.75422991e-01]
[ -1.37791805e-01 -1.76648489e-01 -1.12143203e-01 -2.75510335e-01
9.07174943e-02 -1.82601515e-02 -2.08388805e-01 -1.49425320e-01
9.87753728e-02 -1.00780169e-01 -1.53455731e-01 -1.35712914e-01
-3.24592289e-01]
[ -4.48841129e-02 -3.10488217e-02 -1.49138548e-01 -3.71378557e-02
-2.26800216e-01 6.29019386e-02 -9.04927747e-02 -5.40305469e-02
-2.35256693e-01 -8.77373229e-02 -6.49914075e-02 -2.91907454e-01
-1.83513918e-01]
[ -7.33933699e-02 3.13916952e-02 -1.30092337e-01 -2.96220354e-01
1.25633853e-01 2.06272689e-02 -2.33772038e-01 -1.81687859e-01
1.08479311e-01 -8.02094290e-02 -2.59678142e-01 -2.06704947e-01
-2.95220225e-01]
[ 8.35353963e-02 -3.15756159e-01 -7.98029344e-02 -4.40553274e-01
-2.26993836e-01 -8.79876778e-02 7.45906494e-02 1.18103832e-01
6.09225591e-03 3.11222832e-01 -5.09362307e-01 -6.99941063e-01
4.14566691e-01]
[ -2.18353853e-01 -2.53361766e-01 -1.27226553e-01 -2.98494511e-01
-3.06836797e-01 -9.19972755e-02 2.11786395e-01 5.11756542e-02
3.06648292e-01 4.92419746e-02 -3.91327061e-01 -9.01998791e-01
6.18014756e-01]
[ -8.81222387e-03 -1.94821011e-01 2.66884701e-02 -3.00682275e-01
-1.76162075e-01 1.67421848e-01 2.05103299e-01 2.67778420e-01
-1.46048368e-02 2.54095864e-01 -2.03349005e-01 -9.33494141e-01
6.98302826e-01]
[ 6.20378339e-03 -4.99775778e-02 -1.20651794e-01 -1.17401856e-01
-1.81614442e-01 -4.52860137e-02 2.92157644e-01 1.70519966e-01
2.60379230e-01 3.79894545e-01 -4.57822378e-01 -8.16035981e-01
7.03613186e-01]
[ -7.94722198e-02 -2.84760361e-01 6.31000872e-02 -3.65445295e-01
-1.52499985e-01 1.18208660e-01 3.65574078e-01 1.43844661e-01
-5.56990730e-02 1.77535200e-01 -5.47327398e-01 -8.59851879e-01
8.27581916e-01]
[ 1.23609292e-01 -9.37942210e-02 1.97794124e-02 -1.74729527e-01
-8.51174639e-02 -1.68606243e-02 2.48377941e-01 3.70660606e-01
4.10586101e-01 2.77580867e-01 -5.40246966e-01 -7.56369058e-01
5.27884292e-01]
[ -8.96232757e-03 -1.31453052e-01 1.93990639e-02 1.78414447e-02
-8.56082928e-02 -2.83776134e-01 2.57545766e-02 3.02308901e-01
-2.40836186e-02 7.49631409e-02 -2.40645889e-01 -6.65743302e-01
2.50222566e-01]
[ 7.76136617e-02 1.20888329e-01 -1.29927033e-03 1.07150339e-01
-8.23389096e-02 -5.96842049e-02 -2.20485493e-01 -1.94399261e-01
-2.94490352e-01 -1.66622413e-01 -1.29348224e-01 3.73836616e-01
-2.13372205e-01]
[ 3.84060379e-02 -8.50363573e-02 1.39756555e-01 2.13786415e-01
2.55795547e-01 8.53188355e-03 -4.04644713e-01 -3.61447208e-01
-1.11833006e-01 -5.19848244e-01 1.78862550e-01 1.01545847e+00
-4.82711443e-01]
[ 3.45093661e-02 8.04955977e-02 -2.11841044e-01 5.07857286e-02
3.14056752e-02 -6.02002414e-04 -1.65467766e-01 -3.30744547e-01
-2.87715568e-01 -1.86286821e-01 -4.90165879e-02 -4.25058445e-02
-1.84514982e-01]
[ -5.54331824e-02 -2.14613962e-01 6.51346822e-02 8.85161847e-02
-1.33439263e-01 -1.33915748e-01 3.50109422e-02 -9.04458900e-03
7.89309655e-02 -3.66634145e-01 -3.14857978e-01 -2.65630117e-01
3.08312842e-02]
[ 1.48936236e-02 -2.73249201e-01 5.99116513e-02 -2.29408523e-01
-1.92765552e-01 -2.31149882e-01 -2.58623970e-01 4.96569060e-02
-6.68701222e-03 1.11654189e-01 -1.66677580e-01 8.50935067e-02
-5.02991417e-02]
[ 1.72989813e-01 5.05320558e-02 -1.02284874e-01 -2.17533873e-01
-5.98311795e-02 -1.01494915e-01 -1.79484335e-01 4.13592801e-02
-1.87371754e-01 -2.22448260e-01 -1.87026728e-01 1.82941050e-01
-1.02296798e-01]
[ -1.72706013e-01 -1.77436710e-01 -1.12289011e-01 -1.77826538e-01
-4.58488129e-02 2.70042444e-02 -2.03313695e-01 -2.08926828e-01
-1.52985596e-01 -3.08505819e-02 -1.73817674e-01 1.65363798e-01
-2.76395947e-01]
[ -3.35879443e-02 -2.12075639e-01 -1.57998870e-01 -1.98948426e-01
-5.20761328e-02 4.44191443e-02 -3.81407802e-02 -2.31640302e-02
-2.19932588e-01 -2.65395944e-01 -3.90866441e-02 -5.48702910e-02
-7.26722381e-02]
[ 1.14443174e-01 7.82225949e-02 -9.26270826e-03 -1.55577909e-01
-3.25294884e-01 8.18063907e-03 -1.57937869e-01 -2.74223423e-01
-3.16466212e-01 3.48392278e-02 -9.72039715e-02 4.56237418e-02
-9.20215719e-02]
[ -6.35169520e-02 -1.11893036e-02 -2.83707110e-01 -1.17201856e-02
6.68253428e-02 1.55649362e-01 -2.27064025e-01 -1.77057833e-01
-4.96001344e-02 -5.95527648e-02 1.55140686e-01 5.00862014e-01
-5.64066662e-02]
[ 1.05225945e-01 3.53347491e-01 -2.05298297e-01 6.56998668e-01
1.21496330e-01 -2.37944938e-03 -2.54165144e-01 -4.02078878e-01
-2.60239071e-01 -4.01099147e-01 7.05188442e-01 9.96198629e-01
-7.86998347e-01]
[ -3.18185396e-02 1.93678005e-01 4.03493401e-02 2.30206123e-01
1.02273299e-02 -7.02385958e-02 -3.11510469e-01 -4.00969683e-01
-3.02176688e-01 -3.10325862e-01 5.11751228e-01 1.05541666e+00
-7.81285448e-01]
[ -5.10985192e-02 -1.21161987e-01 -1.60099186e-01 2.99354647e-01
-1.65107508e-01 2.32843685e-01 -1.05894906e-01 -2.58273619e-01
-2.61333794e-01 -4.80591629e-01 2.04702973e-01 5.08959710e-01
-3.79862160e-01]
[ 7.85143376e-02 -3.81875894e-01 -5.24162881e-02 -2.81853047e-02
-1.11621773e-01 1.99913454e-01 7.44868225e-02 1.62721770e-01
-1.69244155e-01 -4.47181499e-02 -6.98145635e-02 3.14193667e-01
-1.99406279e-01]
[ 2.03716361e-01 -2.92986922e-01 -1.21276965e-01 -8.82250588e-02
-2.09884217e-01 1.21908281e-01 1.78130968e-02 -1.48118008e-01
-5.18612770e-02 -1.01428796e-01 -1.37653441e-01 -1.74609041e-01
-1.07160388e-01]
[ -1.35365723e-01 -7.99059292e-02 3.81731235e-02 -2.52509723e-01
-5.73363554e-02 -1.41115532e-01 4.64845494e-02 -1.25001278e-02
-8.00547456e-02 -1.18153752e-02 -3.10234093e-01 -4.48484242e-01
-3.29487557e-02]
[ -1.40440997e-01 -1.37205645e-01 -6.80962411e-02 -2.55649285e-01
-3.46346320e-01 -2.88242819e-01 1.46531693e-01 1.20371038e-01
1.51417085e-02 9.84561318e-02 -2.23601814e-01 -7.22288874e-01
-2.20421921e-03]
[ -1.65358910e-01 -2.36075548e-01 -2.98174444e-01 -4.13099277e-01
-2.80619315e-01 -2.09937440e-01 -3.15068865e-01 8.72241472e-02
-2.62071931e-02 -3.87062833e-01 -3.65462320e-01 -4.22609577e-01
-3.99232606e-01]
[ -1.11301839e-01 1.21157648e-01 2.15765404e-02 1.19165141e-02
-2.13275244e-01 -1.70111627e-01 -1.10786815e-01 1.63938778e-02
-1.03882909e-01 -1.68448681e-01 -1.70004214e-01 -2.83854871e-01
-6.31244404e-02]
[ -3.52023316e-01 -1.22600493e-01 -2.72526647e-01 1.51594710e-01
-2.03318546e-01 -2.27799529e-01 -7.47697542e-02 -1.42166596e-01
3.62639254e-02 -3.48210714e-02 5.84384562e-02 -3.16781432e-01
-1.09349140e-02]
[ -1.28506937e-01 -3.87120869e-02 -2.55481810e-01 4.27121308e-02
-2.21185818e-01 -2.78331078e-01 -3.62076198e-01 -3.17211104e-02
1.62268958e-02 -1.92078765e-01 -2.47402039e-01 -3.08087050e-01
-9.27485663e-03]
[ -2.18867578e-01 -5.35505296e-01 -3.34359884e-01 -3.08036437e-01
-3.30798147e-01 -2.27699361e-01 2.95398500e-03 -2.67980458e-01
9.29431590e-02 -2.20977771e-01 -1.61932483e-01 -1.88680835e-01
-4.87173162e-02]
[ -2.15148591e-01 -2.97050593e-01 -3.16537143e-01 -1.33298230e-01
-9.47651164e-02 -1.48467124e-01 -7.99099986e-02 6.24829921e-04
-1.90789732e-01 -5.06758250e-01 -2.46691647e-01 -1.89814459e-01
4.68200884e-02]
[ -1.20345660e-01 7.50033367e-03 -2.39585203e-01 -4.92893698e-01
-2.45671204e-01 -2.60102092e-01 -3.52438367e-02 -3.42655508e-01
7.70823350e-02 -7.26021757e-02 -3.81439438e-01 -1.47079360e-01
-3.83468365e-01]]
Progress: 14.1% ... Training loss: 0.255 ... Validation loss: 0.457[[-0.05419267]
[ 0.29233071]
[-0.15063075]
[ 0.85286636]
[ 0.28790822]
[-0.00332851]
[-0.84078483]
[-0.96235711]
[-0.68213678]
[-0.9725906 ]
[ 1.14302448]
[ 2.85724054]
[-1.72871426]]
[[ -5.36319878e-01 -5.05541536e-01 -5.82173919e-01 -1.42879970e-01
-3.11555265e-01 -5.91078453e-01 -3.03095945e-01 -3.16220490e-01
-4.92518353e-01 -4.12162679e-01 8.34876259e-02 5.66506301e-01
-7.21889313e-02]
[ 5.78914569e-03 -1.40687682e-01 5.16812887e-02 -4.30921659e-02
-4.47464012e-02 5.88885209e-02 -1.17431337e-01 2.31786944e-01
-1.25224957e-01 -1.66247918e-01 -6.79652440e-02 -9.01389713e-02
1.06910025e-01]
[ -2.05586043e-01 1.37898169e-01 -2.09310820e-02 1.47589624e-01
9.84218285e-02 -1.16541026e-01 1.47371179e-01 -7.59064138e-02
2.86515033e-01 -1.24615835e-01 2.91213524e-01 8.85694130e-01
6.29245777e-01]
[ 1.79899151e-01 -2.44577246e-01 -2.81077857e-01 -2.10348894e-02
-2.96408669e-01 5.60308875e-05 1.84647583e-02 -4.26707711e-01
1.24867547e-01 -3.51761102e-01 -2.26242310e-01 -3.79347707e-01
-7.31892667e-02]
[ 1.06842487e-01 1.90653211e-02 1.03991761e-01 6.02757652e-03
-1.70620304e-02 6.94299721e-02 -1.08878893e-01 2.37513709e-02
2.20787628e-02 1.71347637e-01 1.24614755e-01 -1.18943326e-01
-1.65544716e-01]
[ -4.84861939e-01 -5.86786024e-01 -6.04488484e-01 -5.66109195e-01
-5.77096071e-01 -5.63856143e-01 -3.17814119e-01 -1.84274492e-01
-4.44783012e-01 -2.61175978e-01 -4.54164941e-01 -6.58583808e-01
-4.26323253e-01]
[ -4.18456863e-01 -5.76897794e-01 -3.24368089e-01 -3.50862663e-01
-4.05931707e-01 -5.60850008e-01 -4.35345859e-01 -4.72992651e-01
-2.98347446e-01 -1.90162666e-01 -4.13616817e-01 -2.97487704e-01
-2.65718713e-01]
[ -3.23705347e-01 -3.49688317e-01 -4.68845161e-01 -2.03977006e-01
-3.15581705e-01 -4.14799490e-01 -2.41274453e-01 -1.76494219e-01
-2.66723044e-01 -4.43998513e-01 -1.95488540e-01 -4.29724599e-01
-2.59967284e-01]
[ -4.72963176e-01 -3.52406840e-01 -3.76452515e-01 -1.66013973e-01
-3.40487825e-01 -2.15514826e-01 -1.08023086e-01 -4.22313392e-01
-2.74416695e-01 -4.41747519e-01 -1.54836510e-01 -2.09462845e-01
-1.67681527e-01]
[ -9.54731991e-01 -9.21010568e-01 -9.80249200e-01 -7.12382384e-01
-1.01006313e+00 -9.81839002e-01 -6.57056974e-01 -6.57160366e-01
-7.73337847e-01 -5.90253042e-01 -6.56541577e-01 -4.17254858e-01
-5.51640611e-01]
[ -5.05835293e-01 -2.69602267e-01 -4.64473141e-01 -3.28578290e-01
-3.53224487e-01 -3.57204066e-01 -5.45372787e-01 -5.50846331e-01
-6.28626040e-01 -1.09006405e-01 -4.51292284e-01 -6.26095910e-01
-3.90972550e-01]
[ -1.17746938e-01 2.22600749e-02 -3.35198025e-01 -4.03715449e-01
-1.05714548e-01 -7.24962219e-02 -1.54924083e-01 -2.87801242e-01
-1.40095726e-01 1.23653856e-01 -3.93574514e-01 -7.21649884e-01
-2.93274540e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60171760e-01 -1.11702604e-01 1.63721528e-01 -2.56113366e-01
-1.26746699e-01 1.13275527e-01 -1.30875224e-01 1.18541996e-02
-8.77263552e-02 6.71684794e-02 -1.49064122e-01 -3.24840779e-01
3.90899618e-02]
[ -8.23835184e-02 -2.62553470e-01 -1.77516189e-01 -2.89562921e-01
-4.79650451e-01 -8.47868490e-02 -3.06685329e-02 1.69317479e-02
-5.13056114e-02 2.95883902e-02 -1.91296892e-01 -2.88261997e-01
-2.38792310e-01]
[ -7.48499643e-02 -4.48209048e-03 -2.40190805e-01 -2.40890655e-01
1.34852359e-01 -1.63268565e-01 -1.71544887e-01 4.56992734e-02
-6.32350323e-03 7.39454568e-03 -1.70644355e-01 2.92938446e-02
-2.66102559e-02]
[ 2.84774623e-02 -1.59366569e-01 -1.52310660e-01 -4.67919102e-02
-1.17845709e-01 -1.07706782e-01 7.31474835e-02 -1.70344987e-01
-4.03662137e-02 -4.02351326e-02 6.45866130e-03 -1.39314524e-01
3.47530249e-02]
[ -2.84989321e-01 -1.44604447e-01 -7.18942724e-02 -9.99003020e-02
-3.07059058e-01 -2.72920038e-01 -3.58608447e-01 5.95237997e-02
-2.98690065e-01 -2.04135917e-01 1.78023684e-01 -1.95803690e-02
2.97562914e-01]
[ -2.17395626e-01 -1.25156139e-01 -8.49727498e-02 -5.61177897e-02
-8.06698679e-02 -1.15721811e-01 -5.72872587e-02 4.36653377e-02
-1.19175472e-01 -1.04135865e-02 4.24789606e-02 -1.11626176e-01
-1.69060561e-03]
[ -1.55080123e-01 -6.81745178e-02 -2.23566699e-01 -3.30061580e-01
-1.52475999e-01 -1.99537678e-01 -2.47023052e-01 -6.63241116e-02
1.84909242e-01 -1.55768489e-01 -3.25755163e-01 -2.88722139e-01
-1.25456668e-01]
[ -3.68063028e-01 -6.78498220e-02 -1.46668286e-01 -1.63366025e-01
-5.32397777e-02 -3.11148112e-01 5.61779461e-02 -5.78688344e-02
-1.12227327e-01 9.26420348e-02 -1.44519195e-03 -1.44772377e-01
-1.79560144e-01]
[ -1.69262523e-01 -1.51747959e-01 -4.67031287e-02 -1.38223602e-01
-1.34137450e-01 -2.93913218e-01 -4.67482241e-02 -1.03034502e-01
-2.46534428e-01 4.13218862e-02 2.18987941e-01 2.40891919e-02
-1.79037847e-01]
[ -1.37885523e-01 -1.76017079e-01 -1.12432618e-01 -2.73514367e-01
9.13370921e-02 -1.82919092e-02 -2.10137544e-01 -1.51630163e-01
9.70689132e-02 -1.03010916e-01 -1.50281895e-01 -1.27171738e-01
-3.28026962e-01]
[ -4.48526289e-02 -3.11264567e-02 -1.49085349e-01 -3.76981023e-02
-2.26895283e-01 6.29108258e-02 -9.00878938e-02 -5.36018071e-02
-2.35058528e-01 -8.75500876e-02 -6.54496940e-02 -2.92573893e-01
-1.82591443e-01]
[ -7.34035311e-02 3.14313595e-02 -1.30082982e-01 -2.96134881e-01
1.25723986e-01 2.06225320e-02 -2.34322315e-01 -1.81923865e-01
1.08159223e-01 -8.02810141e-02 -2.59730058e-01 -2.06689907e-01
-2.96659979e-01]
[ 8.34683878e-02 -3.15498363e-01 -7.99282132e-02 -4.39779066e-01
-2.26760467e-01 -8.79995334e-02 7.32418540e-02 1.16557364e-01
4.66460870e-03 3.10233521e-01 -5.08218404e-01 -6.95958443e-01
4.10834038e-01]
[ -2.18393151e-01 -2.53284794e-01 -1.27276320e-01 -2.98116938e-01
-3.06837278e-01 -9.20035394e-02 2.11276017e-01 5.10309761e-02
3.06057873e-01 4.91950136e-02 -3.91071720e-01 -9.02576340e-01
6.17015442e-01]
[ -8.84410640e-03 -1.94758054e-01 2.66640599e-02 -3.00982566e-01
-1.76119549e-01 1.67416588e-01 2.04768043e-01 2.67449376e-01
-1.50549225e-02 2.53976480e-01 -2.03911636e-01 -9.34598336e-01
6.98213380e-01]
[ 6.17380352e-03 -4.99737602e-02 -1.20676770e-01 -1.17334912e-01
-1.81609897e-01 -4.52915706e-02 2.91941415e-01 1.69933752e-01
2.60165621e-01 3.79621307e-01 -4.57991194e-01 -8.17149192e-01
7.03292228e-01]
[ -7.94854362e-02 -2.84728450e-01 6.30551170e-02 -3.65321784e-01
-1.52442901e-01 1.18204550e-01 3.65491545e-01 1.43806954e-01
-5.57713474e-02 1.77238698e-01 -5.47309152e-01 -8.60163898e-01
8.27564825e-01]
[ 1.23632827e-01 -9.38614067e-02 1.98196524e-02 -1.75030474e-01
-8.51783290e-02 -1.68563792e-02 2.48782522e-01 3.71080916e-01
4.10902558e-01 2.77960162e-01 -5.40497812e-01 -7.57125647e-01
5.28773143e-01]
[ -8.98776820e-03 -1.31405866e-01 1.93602233e-02 1.82960833e-02
-8.55295330e-02 -2.83779347e-01 2.51082778e-02 3.01825159e-01
-2.45792397e-02 7.45179173e-02 -2.40003312e-01 -6.64109625e-01
2.48593341e-01]
[ 7.74752546e-02 1.21299763e-01 -1.48183767e-03 1.08933286e-01
-8.20068095e-02 -5.97076872e-02 -2.22046981e-01 -1.95831108e-01
-2.95639675e-01 -1.68362798e-01 -1.27367019e-01 3.78576082e-01
-2.16521522e-01]
[ 3.82181707e-02 -8.44114609e-02 1.39314174e-01 2.17542453e-01
2.56668303e-01 8.49828461e-03 -4.07533610e-01 -3.64730944e-01
-1.14082007e-01 -5.22706856e-01 1.84626229e-01 1.03238572e+00
-4.89566932e-01]
[ 3.44064984e-02 8.08895242e-02 -2.12023965e-01 5.23969501e-02
3.18430771e-02 -6.23300198e-04 -1.66919559e-01 -3.32548225e-01
-2.88606001e-01 -1.88225419e-01 -4.68229737e-02 -3.69144725e-02
-1.87692047e-01]
[ -5.54614990e-02 -2.14446341e-01 6.50618111e-02 8.88930337e-02
-1.33322015e-01 -1.33920876e-01 3.45009278e-02 -9.90953062e-03
7.82596113e-02 -3.67040492e-01 -3.14360629e-01 -2.63604274e-01
2.94469688e-02]
[ 1.48424837e-02 -2.73255601e-01 5.99084900e-02 -2.29769527e-01
-1.92722367e-01 -2.31152691e-01 -2.59237658e-01 4.94564199e-02
-6.99236320e-03 1.11054130e-01 -1.66913440e-01 8.87112887e-02
-5.11384762e-02]
[ 1.72920076e-01 5.08161038e-02 -1.02397665e-01 -2.16888049e-01
-5.95899817e-02 -1.01507447e-01 -1.80184775e-01 3.95068203e-02
-1.88091197e-01 -2.23863821e-01 -1.85522296e-01 1.85786557e-01
-1.03954691e-01]
[ -1.72696868e-01 -1.77415023e-01 -1.12328497e-01 -1.78222834e-01
-4.57731435e-02 2.70033467e-02 -2.03271051e-01 -2.09841402e-01
-1.53125193e-01 -3.12048941e-02 -1.73764763e-01 1.66944063e-01
-2.75985176e-01]
[ -3.37291779e-02 -2.11234646e-01 -1.58425682e-01 -1.96582201e-01
-5.11638650e-02 4.43790350e-02 -4.13778871e-02 -2.73544434e-02
-2.22477191e-01 -2.68810235e-01 -3.47292354e-02 -4.24599817e-02
-8.05080133e-02]
[ 1.14484933e-01 7.79790749e-02 -9.11341628e-03 -1.56341554e-01
-3.25509146e-01 8.19103025e-03 -1.57476204e-01 -2.73956536e-01
-3.15573727e-01 3.56750857e-02 -9.78271005e-02 4.46813053e-02
-9.03393550e-02]
[ -6.35911866e-02 -1.07942613e-02 -2.83837648e-01 -1.03810221e-02
6.71950843e-02 1.55632490e-01 -2.28203493e-01 -1.78560373e-01
-5.08372971e-02 -6.11980440e-02 1.57439996e-01 5.07178260e-01
-6.00467939e-02]
[ 1.05230755e-01 3.54026880e-01 -2.05464435e-01 6.59784054e-01
1.22085939e-01 -2.38037699e-03 -2.56236088e-01 -4.03934480e-01
-2.62000824e-01 -4.02494143e-01 7.08370110e-01 9.99146555e-01
-7.93863820e-01]
[ -3.17858351e-02 1.93460045e-01 4.04547512e-02 2.30059888e-01
1.01090297e-02 -7.02279677e-02 -3.11155344e-01 -4.00636798e-01
-3.01877677e-01 -3.09621846e-01 5.11411663e-01 1.05456828e+00
-7.81669237e-01]
[ -5.11559226e-02 -1.20735952e-01 -1.60240270e-01 3.01166937e-01
-1.64798936e-01 2.32829376e-01 -1.07361340e-01 -2.60057925e-01
-2.62536690e-01 -4.81473662e-01 2.07329545e-01 5.15748694e-01
-3.84218858e-01]
[ 7.85144430e-02 -3.81846639e-01 -5.24334553e-02 -2.80107570e-02
-1.11565324e-01 1.99914474e-01 7.44092132e-02 1.62633100e-01
-1.69400460e-01 -4.50471164e-02 -6.93417153e-02 3.15336335e-01
-2.00070306e-01]
[ 2.03791543e-01 -2.93390935e-01 -1.21068240e-01 -8.99284605e-02
-2.10336914e-01 1.21927665e-01 1.95474935e-02 -1.46170157e-01
-5.07391261e-02 -9.97576851e-02 -1.40484030e-01 -1.82008066e-01
-1.03038972e-01]
[ -1.35377717e-01 -7.98452876e-02 3.81482941e-02 -2.52288069e-01
-5.72713684e-02 -1.41118147e-01 4.61271896e-02 -1.27839194e-02
-8.03086386e-02 -1.19818153e-02 -3.09958645e-01 -4.47630685e-01
-3.36717630e-02]
[ -1.40438024e-01 -1.37219337e-01 -6.80900932e-02 -2.55692515e-01
-3.46355728e-01 -2.88241863e-01 1.46590455e-01 1.20448988e-01
1.51665427e-02 9.84914883e-02 -2.23645686e-01 -7.22289200e-01
-2.14864720e-03]
[ -1.65712226e-01 -2.34442789e-01 -2.99042543e-01 -4.08318757e-01
-2.79078357e-01 -2.10009022e-01 -3.22536905e-01 7.65517200e-02
-3.32575892e-02 -3.94907270e-01 -3.56182246e-01 -3.98283713e-01
-4.20268554e-01]
[ -1.11465107e-01 1.22060858e-01 2.12293814e-02 1.58203820e-02
-2.12449075e-01 -1.70145762e-01 -1.13748915e-01 1.30128335e-02
-1.06407161e-01 -1.70676896e-01 -1.64087247e-01 -2.68869914e-01
-7.14060525e-02]
[ -3.52080709e-01 -1.22193972e-01 -2.72590226e-01 1.53250250e-01
-2.02918302e-01 -2.27812272e-01 -7.59363849e-02 -1.43596793e-01
3.54684995e-02 -3.58035969e-02 6.05415539e-02 -3.12270817e-01
-1.29588963e-02]
[ -1.28468797e-01 -3.85918354e-02 -2.55391653e-01 4.31949215e-02
-2.21144648e-01 -2.78321553e-01 -3.61945914e-01 -3.17701474e-02
1.66741280e-02 -1.91456295e-01 -2.47353502e-01 -3.10720234e-01
-8.88623439e-03]
[ -2.19039982e-01 -5.35449000e-01 -3.34553019e-01 -3.06312933e-01
-3.30421099e-01 -2.27724866e-01 1.24849300e-03 -2.69026200e-01
9.17611611e-02 -2.22660617e-01 -1.60213373e-01 -1.82698838e-01
-5.15004929e-02]
[ -2.15216465e-01 -2.96821219e-01 -3.16665793e-01 -1.32278405e-01
-9.45069092e-02 -1.48474900e-01 -8.04638828e-02 -8.35342513e-05
-1.91359929e-01 -5.07796879e-01 -2.45135829e-01 -1.85598182e-01
4.54124528e-02]
[ -1.20449359e-01 8.01475944e-03 -2.39815915e-01 -4.91805776e-01
-2.45133547e-01 -2.60124089e-01 -3.76755330e-02 -3.45507709e-01
7.48815405e-02 -7.51388566e-02 -3.79851842e-01 -1.38116136e-01
-3.89486804e-01]]
Progress: 14.1% ... Training loss: 0.277 ... Validation loss: 0.437[[-0.07882759]
[ 0.27328972]
[-0.16823721]
[ 0.82741091]
[ 0.26461305]
[-0.02238626]
[-0.87205925]
[-0.99302665]
[-0.712378 ]
[-1.00800615]
[ 1.10508996]
[ 2.81272045]
[-1.75910887]]
[[ -5.35798691e-01 -5.07448550e-01 -5.81008996e-01 -1.51945212e-01
-3.14267965e-01 -5.91053513e-01 -2.91194531e-01 -3.04369968e-01
-4.83573129e-01 -3.97949597e-01 6.61586750e-02 5.15510746e-01
-4.87554204e-02]
[ 5.79739873e-03 -1.40740263e-01 5.17129688e-02 -4.32811432e-02
-4.47955318e-02 5.88891110e-02 -1.17236655e-01 2.32067370e-01
-1.25078085e-01 -1.66008692e-01 -6.82468116e-02 -9.06342147e-02
1.07413945e-01]
[ -2.05649898e-01 1.37843179e-01 -2.07352896e-02 1.45793409e-01
9.73686148e-02 -1.16540801e-01 1.50284087e-01 -7.32116513e-02
2.89698443e-01 -1.23838742e-01 2.85093644e-01 8.60045941e-01
6.41735073e-01]
[ 1.80249448e-01 -2.45508979e-01 -2.80914114e-01 -2.45327131e-02
-2.96353581e-01 6.68858122e-05 1.99756436e-02 -4.28441484e-01
1.27431725e-01 -3.51336850e-01 -2.29240578e-01 -3.81541186e-01
-7.17905524e-02]
[ 1.07779438e-01 1.44061363e-02 1.06079520e-01 -1.30690329e-02
-2.13792096e-02 6.94814311e-02 -9.41411780e-02 3.59239123e-02
3.52600401e-02 1.91484083e-01 9.54762039e-02 -1.84229574e-01
-1.35762412e-01]
[ -4.84658778e-01 -5.88117144e-01 -6.03968378e-01 -5.69752686e-01
-5.78428856e-01 -5.63843932e-01 -3.13422833e-01 -1.78119442e-01
-4.41890527e-01 -2.54762179e-01 -4.60226034e-01 -6.72631203e-01
-4.18901306e-01]
[ -4.18058653e-01 -5.78322846e-01 -3.23690206e-01 -3.57354945e-01
-4.07523166e-01 -5.60830628e-01 -4.29340691e-01 -4.67806378e-01
-2.93576613e-01 -1.82583819e-01 -4.21750256e-01 -3.18314684e-01
-2.55948257e-01]
[ -3.23229273e-01 -3.52101250e-01 -4.67700532e-01 -2.13423088e-01
-3.18506949e-01 -4.14774253e-01 -2.30263495e-01 -1.65709547e-01
-2.57399833e-01 -4.33085147e-01 -2.13276110e-01 -4.78485458e-01
-2.38204139e-01]
[ -4.72997212e-01 -3.52050331e-01 -3.76485540e-01 -1.64439132e-01
-3.40112838e-01 -2.15518386e-01 -1.08958893e-01 -4.22059442e-01
-2.75452506e-01 -4.41594742e-01 -1.53173513e-01 -2.07755772e-01
-1.69964833e-01]
[ -9.54113851e-01 -9.23843005e-01 -9.78745308e-01 -7.22615009e-01
-1.01341267e+00 -9.81807759e-01 -6.43151945e-01 -6.40493048e-01
-7.63383270e-01 -5.73554746e-01 -6.75535771e-01 -4.71909287e-01
-5.28930209e-01]
[ -5.05677873e-01 -2.70597079e-01 -4.64092361e-01 -3.32575976e-01
-3.54377384e-01 -3.57195488e-01 -5.42332870e-01 -5.47881027e-01
-6.25680825e-01 -1.05108128e-01 -4.57078085e-01 -6.41740109e-01
-3.81638649e-01]
[ -1.17479089e-01 2.12747281e-02 -3.34773105e-01 -4.07492151e-01
-1.06686613e-01 -7.24827753e-02 -1.51397421e-01 -2.85053918e-01
-1.37044798e-01 1.28116072e-01 -3.99113623e-01 -7.33279417e-01
-2.88646601e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60184595e-01 -1.11691688e-01 1.63707623e-01 -2.56162008e-01
-1.26744818e-01 1.13274765e-01 -1.30767615e-01 1.19783449e-02
-8.78448027e-02 6.73831495e-02 -1.49241207e-01 -3.25336770e-01
3.96879281e-02]
[ -8.23518070e-02 -2.62609264e-01 -1.77464603e-01 -2.90014948e-01
-4.79707474e-01 -8.47852392e-02 -2.97667822e-02 1.77334842e-02
-5.07577083e-02 3.01405032e-02 -1.91656185e-01 -2.89398186e-01
-2.37826369e-01]
[ -7.47810282e-02 -4.84265140e-03 -2.40001639e-01 -2.41943696e-01
1.34253195e-01 -1.63264037e-01 -1.69571448e-01 4.83936155e-02
-5.00191676e-03 1.00945387e-02 -1.72912210e-01 2.39005243e-02
-2.14124755e-02]
[ 2.88204834e-02 -1.60667656e-01 -1.51633766e-01 -5.24976377e-02
-1.19225108e-01 -1.07690191e-01 7.85832783e-02 -1.64896746e-01
-3.60542043e-02 -3.23208944e-02 -2.41915927e-03 -1.60409303e-01
4.44836178e-02]
[ -2.85056889e-01 -1.44135492e-01 -7.22044665e-02 -9.86100144e-02
-3.06633010e-01 -2.72923940e-01 -3.60078813e-01 5.67756167e-02
-2.99981922e-01 -2.07141283e-01 1.81254161e-01 -1.03737511e-02
2.91767917e-01]
[ -2.17338602e-01 -1.25564705e-01 -8.47871826e-02 -5.71002880e-02
-8.09997823e-02 -1.15718469e-01 -5.68743743e-02 4.45255732e-02
-1.18586538e-01 -9.18621383e-03 4.16593483e-02 -1.15494812e-01
-6.63387819e-05]
[ -1.55106770e-01 -6.75482434e-02 -2.23658433e-01 -3.27873129e-01
-1.52280317e-01 -1.99538324e-01 -2.47400168e-01 -6.67009331e-02
1.84806712e-01 -1.56449055e-01 -3.23148857e-01 -2.86507337e-01
-1.27577452e-01]
[ -3.67888520e-01 -6.90931568e-02 -1.46176722e-01 -1.68887837e-01
-5.46512771e-02 -3.11139437e-01 6.15594147e-02 -5.22097673e-02
-1.07542366e-01 9.72553559e-02 -1.11235305e-02 -1.67799509e-01
-1.66277728e-01]
[ -1.68880712e-01 -1.53955108e-01 -4.57434816e-02 -1.46560762e-01
-1.36302168e-01 -2.93892693e-01 -3.87824198e-02 -9.51711242e-02
-2.40430565e-01 5.06514257e-02 2.04404423e-01 -1.36033664e-02
-1.62830500e-01]
[ -1.37971463e-01 -1.75350660e-01 -1.12644550e-01 -2.70522290e-01
9.20273175e-02 -1.82984950e-02 -2.12361782e-01 -1.52916731e-01
9.51525661e-02 -1.04794006e-01 -1.46259661e-01 -1.20475754e-01
-3.33522183e-01]
[ -4.48462151e-02 -3.10724936e-02 -1.49103626e-01 -3.75783709e-02
-2.26851492e-01 6.29105555e-02 -9.01691335e-02 -5.38369140e-02
-2.35142938e-01 -8.77201393e-02 -6.50902465e-02 -2.90972876e-01
-1.82937752e-01]
[ -7.32305595e-02 3.03687269e-02 -1.29681771e-01 -2.98631533e-01
1.24833572e-01 2.06326957e-02 -2.31876497e-01 -1.78348385e-01
1.10064277e-01 -7.61343991e-02 -2.63504105e-01 -2.15627884e-01
-2.93836737e-01]
[ 8.34874633e-02 -3.15574862e-01 -7.98967224e-02 -4.40116323e-01
-2.26825134e-01 -8.79986683e-02 7.37034779e-02 1.16979867e-01
5.05202862e-03 3.10568738e-01 -5.08620661e-01 -6.97358313e-01
4.12123481e-01]
[ -2.18396818e-01 -2.53264123e-01 -1.27286228e-01 -2.98049728e-01
-3.06818322e-01 -9.20037057e-02 2.11114579e-01 5.09348280e-02
3.05907139e-01 4.90576117e-02 -3.90971265e-01 -9.02035897e-01
6.16625279e-01]
[ -8.80171461e-03 -1.94914844e-01 2.67452348e-02 -3.01682538e-01
-1.76266023e-01 1.67418587e-01 2.05801586e-01 2.68330032e-01
-1.43865549e-02 2.54976186e-01 -2.05120122e-01 -9.37127610e-01
7.00880877e-01]
[ 6.14634541e-03 -4.98438666e-02 -1.20738395e-01 -1.16979014e-01
-1.81523103e-01 -4.52931470e-02 2.91636734e-01 1.69494465e-01
2.59830720e-01 3.79102577e-01 -4.57615788e-01 -8.17016121e-01
7.02466290e-01]
[ -7.95031852e-02 -2.84668398e-01 6.30354596e-02 -3.65132405e-01
-1.52335756e-01 1.18203091e-01 3.65250057e-01 1.44038153e-01
-5.61064169e-02 1.77396134e-01 -5.47247762e-01 -8.60040042e-01
8.27106796e-01]
[ 1.23672913e-01 -9.40341034e-02 1.98915115e-02 -1.75670416e-01
-8.53493096e-02 -1.68545756e-02 2.49708667e-01 3.72018235e-01
4.11720064e-01 2.78823106e-01 -5.41313016e-01 -7.59371848e-01
5.30894809e-01]
[ -8.92507499e-03 -1.31653660e-01 1.94448439e-02 1.73254967e-02
-8.57588145e-02 -2.83777406e-01 2.65325112e-02 3.03221393e-01
-2.36147038e-02 7.59394991e-02 -2.41308114e-01 -6.67661683e-01
2.51142479e-01]
[ 7.75368932e-02 1.21038216e-01 -1.34872717e-03 1.09027953e-01
-8.21674260e-02 -5.97043336e-02 -2.21639195e-01 -1.96143027e-01
-2.95418399e-01 -1.67406248e-01 -1.27277480e-01 3.79089674e-01
-2.18125111e-01]
[ 3.83440111e-02 -8.52983540e-02 1.39681665e-01 2.13406514e-01
2.55395096e-01 8.50517259e-03 -4.04332390e-01 -3.60074825e-01
-1.10711968e-01 -5.20540968e-01 1.76307413e-01 1.01281508e+00
-4.81569421e-01]
[ 3.44652538e-02 8.06425731e-02 -2.11898257e-01 5.19216725e-02
3.16349887e-02 -6.20757825e-04 -1.66152768e-01 -3.31423376e-01
-2.88033607e-01 -1.86955792e-01 -4.73901724e-02 -3.85714879e-02
-1.86499271e-01]
[ -5.54348563e-02 -2.14612273e-01 6.51429153e-02 8.81460774e-02
-1.33490049e-01 -1.33919371e-01 3.54116329e-02 -8.94303496e-03
7.90088917e-02 -3.66445800e-01 -3.15305875e-01 -2.66946906e-01
3.14249091e-02]
[ 1.48850008e-02 -2.73560811e-01 6.01178606e-02 -2.31846312e-01
-1.93177425e-01 -2.31149900e-01 -2.57630258e-01 5.19080427e-02
-5.90454843e-03 1.13762089e-01 -1.70688845e-01 8.09020447e-02
-4.69485326e-02]
[ 1.72931606e-01 5.05417060e-02 -1.02315880e-01 -2.17601763e-01
-5.98210413e-02 -1.01506633e-01 -1.79605003e-01 4.02383341e-02
-1.87517058e-01 -2.23287002e-01 -1.86585298e-01 1.83072110e-01
-1.01987640e-01]
[ -1.72535865e-01 -1.78384160e-01 -1.11958640e-01 -1.82001138e-01
-4.67298717e-02 2.70131781e-02 -2.00416183e-01 -2.07616568e-01
-1.50565737e-01 -2.72373246e-02 -1.78549392e-01 1.56849855e-01
-2.69828809e-01]
[ -3.36680241e-02 -2.11814877e-01 -1.58164574e-01 -1.98382276e-01
-5.19553088e-02 4.43846634e-02 -3.92456799e-02 -2.41116316e-02
-2.21151281e-01 -2.65885618e-01 -3.85862923e-02 -5.16481475e-02
-7.48010305e-02]
[ 1.14408690e-01 7.84781472e-02 -9.35026292e-03 -1.55257865e-01
-3.25157565e-01 8.18665628e-03 -1.58524942e-01 -2.75843603e-01
-3.16266363e-01 3.36818749e-02 -9.61408480e-02 4.88177436e-02
-9.30464393e-02]
[ -6.36119344e-02 -1.06401070e-02 -2.83902683e-01 -9.90727734e-03
6.73505450e-02 1.55630560e-01 -2.28626423e-01 -1.79348268e-01
-5.11690257e-02 -6.19811452e-02 1.58357533e-01 5.09615407e-01
-6.10770993e-02]
[ 1.05338309e-01 3.53783404e-01 -2.05338995e-01 6.59308501e-01
1.21908601e-01 -2.37562216e-03 -2.55425134e-01 -4.03600483e-01
-2.61369860e-01 -4.00994860e-01 7.07357307e-01 9.93318646e-01
-7.94828304e-01]
[ -3.17971102e-02 1.93987873e-01 4.03471066e-02 2.32557982e-01
1.05806998e-02 -7.02299161e-02 -3.12768783e-01 -4.01785086e-01
-3.03305711e-01 -3.10070355e-01 5.15199662e-01 1.05914825e+00
-7.87399334e-01]
[ -5.10453115e-02 -1.21027228e-01 -1.60105755e-01 3.00015186e-01
-1.65054539e-01 2.32835298e-01 -1.06255825e-01 -2.58886694e-01
-2.61509014e-01 -4.80130327e-01 2.05840356e-01 5.13528094e-01
-3.83637045e-01]
[ 7.86619749e-02 -3.82445014e-01 -5.21090715e-02 -3.02255706e-02
-1.12246910e-01 1.99922500e-01 7.72404425e-02 1.65447298e-01
-1.67256913e-01 -4.17144776e-02 -7.28621221e-02 3.04467744e-01
-1.94897994e-01]
[ 2.03839707e-01 -2.93569643e-01 -1.20984319e-01 -9.05093208e-02
-2.10523427e-01 1.21930295e-01 2.02486101e-02 -1.45570063e-01
-5.02863889e-02 -9.90018770e-02 -1.41178858e-01 -1.83491496e-01
-1.01960472e-01]
[ -1.35351948e-01 -8.00777831e-02 3.82624536e-02 -2.52956833e-01
-5.74963608e-02 -1.41116729e-01 4.68847889e-02 -1.16658378e-02
-7.97258410e-02 -1.08177251e-02 -3.11194228e-01 -4.51403547e-01
-3.17752445e-02]
[ -1.40390432e-01 -1.37535198e-01 -6.79608832e-02 -2.56995660e-01
-3.46640165e-01 -2.88239853e-01 1.48342068e-01 1.22195779e-01
1.62545048e-02 1.00395471e-01 -2.25988459e-01 -7.28404732e-01
1.68782476e-03]
[ -1.65366957e-01 -2.36094485e-01 -2.98357956e-01 -4.17399561e-01
-2.81195808e-01 -2.09992691e-01 -3.16449947e-01 8.30159641e-02
-2.64320824e-02 -3.91272456e-01 -3.69994766e-01 -4.29543769e-01
-4.05382104e-01]
[ -1.11542348e-01 1.23350008e-01 2.09385968e-02 2.02202434e-02
-2.11376478e-01 -1.70150281e-01 -1.15671519e-01 1.02456478e-02
-1.08705117e-01 -1.72128589e-01 -1.57722449e-01 -2.60490976e-01
-7.79848174e-02]
[ -3.51890109e-01 -1.23423716e-01 -2.71944961e-01 1.47805512e-01
-2.04236212e-01 -2.27801910e-01 -7.13628241e-02 -1.37205548e-01
3.90268232e-02 -2.77311485e-02 5.12727520e-02 -3.33915379e-01
-5.95166935e-04]
[ -1.28506487e-01 -3.83391344e-02 -2.55435543e-01 4.57624234e-02
-2.20878565e-01 -2.78322162e-01 -3.63083253e-01 -3.23068180e-02
1.54780462e-02 -1.91232043e-01 -2.43580819e-01 -3.03927616e-01
-1.37654382e-02]
[ -2.18992984e-01 -5.36056736e-01 -3.34304921e-01 -3.07555810e-01
-3.31189361e-01 -2.27721221e-01 3.32667386e-03 -2.66188982e-01
9.33535885e-02 -2.19950951e-01 -1.63126155e-01 -1.88793729e-01
-4.69710566e-02]
[ -2.15128169e-01 -2.97419205e-01 -3.16419275e-01 -1.34241352e-01
-9.51843402e-02 -1.48468548e-01 -7.84861104e-02 2.44279986e-03
-1.89960572e-01 -5.05878424e-01 -2.48003269e-01 -1.91958669e-01
4.98667174e-02]
[ -1.19962181e-01 5.74747431e-03 -2.38996115e-01 -4.99048787e-01
-2.47065672e-01 -2.60102383e-01 -2.88604548e-02 -3.38042948e-01
8.09506837e-02 -6.51880101e-02 -3.91446884e-01 -1.69855858e-01
-3.77590473e-01]]
Progress: 14.2% ... Training loss: 0.260 ... Validation loss: 0.463[[-0.06043532]
[ 0.29333837]
[-0.15213545]
[ 0.85380286]
[ 0.28301094]
[-0.00620502]
[-0.84924418]
[-0.96157687]
[-0.68938069]
[-0.97659997]
[ 1.13973443]
[ 2.86206325]
[-1.73272358]]
[[ -5.36246800e-01 -5.05410664e-01 -5.81727951e-01 -1.42446141e-01
-3.12472389e-01 -5.91152487e-01 -2.97990684e-01 -3.12328543e-01
-4.88124560e-01 -4.06121136e-01 8.08788184e-02 5.46201993e-01
-6.58675067e-02]
[ 5.73334049e-03 -1.40546610e-01 5.16237888e-02 -4.30051475e-02
-4.46637178e-02 5.88704743e-02 -1.17473627e-01 2.31325528e-01
-1.25313844e-01 -1.66375874e-01 -6.81700272e-02 -9.12686247e-02
1.07493757e-01]
[ -2.05488347e-01 1.38980824e-01 -2.06163236e-02 1.48728885e-01
9.75005927e-02 -1.16487351e-01 1.49379759e-01 -7.13541804e-02
2.87603114e-01 -1.22657628e-01 2.92140703e-01 8.75239218e-01
6.31553989e-01]
[ 1.80726379e-01 -2.47755558e-01 -2.79845983e-01 -2.94766121e-02
-2.97801793e-01 2.03315186e-04 2.56965871e-02 -4.20021813e-01
1.31780368e-01 -3.42088334e-01 -2.38545236e-01 -4.01513672e-01
-6.38443492e-02]
[ 1.07200777e-01 1.67889085e-02 1.04555221e-01 -1.12517072e-02
-1.94960611e-02 6.93390498e-02 -1.00830580e-01 2.40268605e-02
2.97078945e-02 1.76378929e-01 1.07053855e-01 -1.55020818e-01
-1.50155821e-01]
[ -4.85363115e-01 -5.85960981e-01 -6.05165285e-01 -5.61920667e-01
-5.76045847e-01 -5.64024052e-01 -3.21419704e-01 -1.90339750e-01
-4.47879386e-01 -2.66101907e-01 -4.48752462e-01 -6.44739376e-01
-4.33988273e-01]
[ -4.18266156e-01 -5.77820411e-01 -3.23949873e-01 -3.55589149e-01
-4.07083431e-01 -5.60876686e-01 -4.31669050e-01 -4.70132920e-01
-2.95416907e-01 -1.85180840e-01 -4.20312598e-01 -3.16875416e-01
-2.61021797e-01]
[ -3.23520549e-01 -3.50658205e-01 -4.68397504e-01 -2.08664465e-01
-3.17449903e-01 -4.14840189e-01 -2.34834212e-01 -1.71331370e-01
-2.61735175e-01 -4.38757383e-01 -2.04218243e-01 -4.52743681e-01
-2.52253377e-01]
[ -4.72985416e-01 -3.51660559e-01 -3.76630800e-01 -1.62567814e-01
-3.39829343e-01 -2.15529578e-01 -1.09896170e-01 -4.23754574e-01
-2.75861779e-01 -4.43226893e-01 -1.50014629e-01 -2.06051926e-01
-1.74031643e-01]
[ -9.54975893e-01 -9.20152528e-01 -9.80561314e-01 -7.09189647e-01
-1.01013099e+00 -9.82025568e-01 -6.55577718e-01 -6.57225611e-01
-7.74090280e-01 -5.89431179e-01 -6.53722533e-01 -4.20171574e-01
-5.59492438e-01]
[ -5.06043129e-01 -2.69571969e-01 -4.64672949e-01 -3.28676151e-01
-3.53069812e-01 -3.57303614e-01 -5.46022598e-01 -5.53903874e-01
-6.27958422e-01 -1.10260615e-01 -4.51683643e-01 -6.28267543e-01
-3.88789404e-01]
[ -1.17443110e-01 2.10505547e-02 -3.34675317e-01 -4.08589582e-01
-1.07112575e-01 -7.24601456e-02 -1.51115146e-01 -2.84162313e-01
-1.36633959e-01 1.27903855e-01 -4.01193321e-01 -7.41712978e-01
-2.89210172e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60173705e-01 -1.11844792e-01 1.63767420e-01 -2.56517386e-01
-1.26868385e-01 1.13282616e-01 -1.30547914e-01 1.26384583e-02
-8.76972354e-02 6.80289301e-02 -1.50327775e-01 -3.28707101e-01
3.97340612e-02]
[ -8.26293247e-02 -2.61807359e-01 -1.78006598e-01 -2.86329671e-01
-4.78801137e-01 -8.48654432e-02 -3.31946388e-02 1.21069941e-02
-5.29335521e-02 2.53500845e-02 -1.86195029e-01 -2.74326488e-01
-2.42069539e-01]
[ -7.52322483e-02 -3.32628112e-03 -2.40700141e-01 -2.37534936e-01
1.35831528e-01 -1.63373908e-01 -1.74419883e-01 4.13470373e-02
-9.12772841e-03 3.04954646e-03 -1.66235319e-01 3.82517070e-02
-3.26200509e-02]
[ 2.86802677e-02 -1.60293134e-01 -1.51884023e-01 -5.14264858e-02
-1.18811870e-01 -1.07726661e-01 7.68564332e-02 -1.67131003e-01
-3.72294064e-02 -3.50549537e-02 -9.09175749e-04 -1.57475898e-01
4.10053680e-02]
[ -2.85099935e-01 -1.43946050e-01 -7.22739592e-02 -9.76455494e-02
-3.06506955e-01 -2.72932487e-01 -3.60599843e-01 5.62211592e-02
-3.00536472e-01 -2.07479815e-01 1.82074960e-01 -8.66060084e-03
2.90213441e-01]
[ -2.17338316e-01 -1.25699033e-01 -8.47058567e-02 -5.75401729e-02
-8.11447890e-02 -1.15713644e-01 -5.66007016e-02 4.52529972e-02
-1.18349545e-01 -8.45503386e-03 4.07942060e-02 -1.17956308e-01
1.03587678e-03]
[ -1.55318564e-01 -6.67098277e-02 -2.24067859e-01 -3.25068733e-01
-1.51598523e-01 -1.99589799e-01 -2.49742986e-01 -7.01883666e-02
1.82114996e-01 -1.58410473e-01 -3.20108940e-01 -2.74746008e-01
-1.34651257e-01]
[ -3.67770284e-01 -6.96433023e-02 -1.45966965e-01 -1.70896975e-01
-5.51324189e-02 -3.11107686e-01 6.34917385e-02 -5.01936790e-02
-1.05958679e-01 9.88508067e-02 -1.36756585e-02 -1.73919477e-01
-1.61580270e-01]
[ -1.69114223e-01 -1.52668023e-01 -4.63218315e-02 -1.42008863e-01
-1.35304421e-01 -2.93949062e-01 -4.36206385e-02 -1.00047220e-01
-2.44125809e-01 4.46273538e-02 2.13771227e-01 8.32106811e-03
-1.76138397e-01]
[ -1.37839230e-01 -1.75476747e-01 -1.12443983e-01 -2.70120926e-01
9.16956584e-02 -1.82575426e-02 -2.11758531e-01 -1.51982478e-01
9.59113882e-02 -1.03712196e-01 -1.45934164e-01 -1.25669870e-01
-3.34494266e-01]
[ -4.48674670e-02 -3.08194222e-02 -1.49254060e-01 -3.71221907e-02
-2.26549403e-01 6.28904159e-02 -9.05320243e-02 -5.52834358e-02
-2.35414629e-01 -8.88965029e-02 -6.38471111e-02 -2.87455386e-01
-1.84401913e-01]
[ -7.33049670e-02 3.05629928e-02 -1.29833571e-01 -2.97942871e-01
1.25072640e-01 2.06070865e-02 -2.32670578e-01 -1.79278234e-01
1.09453499e-01 -7.73599006e-02 -2.62316469e-01 -2.12977946e-01
-2.94657680e-01]
[ 8.34465869e-02 -3.15488623e-01 -7.99527729e-02 -4.39967595e-01
-2.26731749e-01 -8.80060011e-02 7.32613117e-02 1.16097513e-01
4.64268929e-03 3.09696335e-01 -5.08252413e-01 -6.96688865e-01
4.11114037e-01]
[ -2.18472965e-01 -2.53088618e-01 -1.27393416e-01 -2.97639759e-01
-3.06639581e-01 -9.20214665e-02 2.10557863e-01 5.01704277e-02
3.05272573e-01 4.79791798e-02 -3.90631026e-01 -9.02104271e-01
6.15342915e-01]
[ -8.95414539e-03 -1.94508289e-01 2.65255583e-02 -3.00930822e-01
-1.75916160e-01 1.67379073e-01 2.04150254e-01 2.66993064e-01
-1.57000996e-02 2.52981667e-01 -2.04237248e-01 -9.36404316e-01
6.97893147e-01]
[ 6.15875443e-03 -4.98529839e-02 -1.20737564e-01 -1.17049583e-01
-1.81555059e-01 -4.52866204e-02 2.91720359e-01 1.69360377e-01
2.59897218e-01 3.79122656e-01 -4.57657606e-01 -8.16783996e-01
7.02411551e-01]
[ -7.94906952e-02 -2.84730167e-01 6.30669951e-02 -3.65556253e-01
-1.52394610e-01 1.18204869e-01 3.65751915e-01 1.44641728e-01
-5.57724824e-02 1.77889208e-01 -5.47872710e-01 -8.61966094e-01
8.28496866e-01]
[ 1.23614982e-01 -9.38624676e-02 1.97793004e-02 -1.75208308e-01
-8.52319358e-02 -1.68697239e-02 2.49142678e-01 3.71195807e-01
4.11221855e-01 2.78103583e-01 -5.40996672e-01 -7.59085507e-01
5.29821467e-01]
[ -9.00770611e-03 -1.31458485e-01 1.92676353e-02 1.83648923e-02
-8.55261235e-02 -2.83800467e-01 2.54424212e-02 3.02184064e-01
-2.44316165e-02 7.46298893e-02 -2.40118004e-01 -6.66172342e-01
2.49118676e-01]
[ 7.76769672e-02 1.20574629e-01 -1.19232914e-03 1.07367436e-01
-8.24768747e-02 -5.96688654e-02 -2.19952765e-01 -1.94966019e-01
-2.94050105e-01 -1.66634075e-01 -1.28898895e-01 3.74398094e-01
-2.14701844e-01]
[ 3.80596057e-02 -8.46134242e-02 1.39252036e-01 2.17936781e-01
2.56337996e-01 8.44039874e-03 -4.07685677e-01 -3.65385539e-01
-1.12984162e-01 -5.24172908e-01 1.81876945e-01 1.03041531e+00
-4.89532012e-01]
[ 3.44326507e-02 8.08069295e-02 -2.11980031e-01 5.27863594e-02
3.18320234e-02 -6.29661195e-04 -1.66864255e-01 -3.32251128e-01
-2.88409862e-01 -1.88031319e-01 -4.61382936e-02 -3.48935135e-02
-1.88402808e-01]
[ -5.54680416e-02 -2.14494112e-01 6.50970891e-02 8.85167024e-02
-1.33407459e-01 -1.33924697e-01 3.48146142e-02 -1.00267270e-02
7.82473274e-02 -3.66718036e-01 -3.14704480e-01 -2.64356353e-01
2.96069532e-02]
[ 1.48779439e-02 -2.73608073e-01 6.01003522e-02 -2.32102245e-01
-1.93196610e-01 -2.31147952e-01 -2.57527711e-01 5.14862637e-02
-5.84752081e-03 1.13524956e-01 -1.70807863e-01 8.09785579e-02
-4.65938414e-02]
[ 1.72895706e-01 5.05954860e-02 -1.02375277e-01 -2.17378668e-01
-5.97805718e-02 -1.01519589e-01 -1.79818936e-01 3.97546570e-02
-1.87575006e-01 -2.23509429e-01 -1.86211253e-01 1.82979550e-01
-1.02257045e-01]
[ -1.72642562e-01 -1.77893163e-01 -1.12243317e-01 -1.81180635e-01
-4.64109708e-02 2.69778402e-02 -2.01834689e-01 -2.09789624e-01
-1.51612490e-01 -2.99091157e-02 -1.76201187e-01 1.62820884e-01
-2.71347843e-01]
[ -3.36941302e-02 -2.12022297e-01 -1.58134050e-01 -1.99376213e-01
-5.21508411e-02 4.43810579e-02 -3.83698154e-02 -2.36700062e-02
-2.20286254e-01 -2.66165625e-01 -4.01790953e-02 -5.60493078e-02
-7.18279667e-02]
[ 1.14237938e-01 7.94146274e-02 -9.68961118e-03 -1.53316372e-01
-3.24552773e-01 8.14900514e-03 -1.61209071e-01 -2.78597783e-01
-3.18368030e-01 3.02172529e-02 -9.18119067e-02 5.99761031e-02
-9.95932059e-02]
[ -6.36327089e-02 -1.04942181e-02 -2.83960672e-01 -9.52225879e-03
6.74807851e-02 1.55619795e-01 -2.28897152e-01 -1.79759713e-01
-5.14650039e-02 -6.23162115e-02 1.58979784e-01 5.11577606e-01
-6.18677947e-02]
[ 1.05263817e-01 3.54398280e-01 -2.05494789e-01 6.62576906e-01
1.22486852e-01 -2.39930158e-03 -2.57447806e-01 -4.05478660e-01
-2.62961602e-01 -4.02348395e-01 7.11879810e-01 9.99832939e-01
-8.00910422e-01]
[ -3.18476328e-02 1.94390766e-01 4.02029750e-02 2.34164591e-01
1.09369573e-02 -7.02423137e-02 -3.13746776e-01 -4.03023551e-01
-3.04279624e-01 -3.11603598e-01 5.17623384e-01 1.06293783e+00
-7.90917622e-01]
[ -5.10693347e-02 -1.20818943e-01 -1.60155681e-01 3.01665658e-01
-1.64874191e-01 2.32828229e-01 -1.07325038e-01 -2.59616530e-01
-2.62405401e-01 -4.80325600e-01 2.08183472e-01 5.19408915e-01
-3.87586857e-01]
[ 7.86001068e-02 -3.82158919e-01 -5.22473860e-02 -2.91579768e-02
-1.11953605e-01 1.99901424e-01 7.61420967e-02 1.64109102e-01
-1.68093160e-01 -4.27703615e-02 -7.14118679e-02 3.08440160e-01
-1.97458598e-01]
[ 2.03834824e-01 -2.93567515e-01 -1.20985648e-01 -9.05402984e-02
-2.10527896e-01 1.21928685e-01 2.01967319e-02 -1.45658821e-01
-5.02557782e-02 -9.90281820e-02 -1.41261673e-01 -1.83844104e-01
-1.01881230e-01]
[ -1.35353549e-01 -8.00733714e-02 3.82611247e-02 -2.53075390e-01
-5.74972348e-02 -1.41117059e-01 4.69762691e-02 -1.16785309e-02
-7.96768970e-02 -1.07667613e-02 -3.11342165e-01 -4.51913211e-01
-3.14783810e-02]
[ -1.40401839e-01 -1.37403020e-01 -6.79996696e-02 -2.56754250e-01
-3.46553703e-01 -2.88240583e-01 1.47942521e-01 1.21839752e-01
1.57936224e-02 1.00147518e-01 -2.25563382e-01 -7.26180521e-01
2.46302351e-04]
[ -1.65395497e-01 -2.35872194e-01 -2.98590404e-01 -4.17572785e-01
-2.81061211e-01 -2.10000833e-01 -3.17886665e-01 7.85085146e-02
-2.75990029e-02 -3.94973697e-01 -3.69089513e-01 -4.28693210e-01
-4.11477182e-01]
[ -1.11580423e-01 1.23584186e-01 2.08264575e-02 2.08092789e-02
-2.11203208e-01 -1.70160407e-01 -1.16217714e-01 9.26739761e-03
-1.09266702e-01 -1.72601230e-01 -1.57332717e-01 -2.59363856e-01
-7.90951320e-02]
[ -3.51979613e-01 -1.23045364e-01 -2.72062368e-01 1.50382590e-01
-2.03826310e-01 -2.27827575e-01 -7.26078618e-02 -1.39188209e-01
3.85615577e-02 -2.96480325e-02 5.48864238e-02 -3.28121766e-01
-3.00588476e-03]
[ -1.28734624e-01 -3.73224837e-02 -2.55777549e-01 5.06869936e-02
-2.19997960e-01 -2.78380167e-01 -3.66160302e-01 -3.48321001e-02
1.22850107e-02 -1.93403000e-01 -2.37323054e-01 -2.92740225e-01
-2.27888307e-02]
[ -2.19079542e-01 -5.36017753e-01 -3.34375808e-01 -3.07425794e-01
-3.31135698e-01 -2.27741735e-01 3.18926021e-03 -2.65904797e-01
9.32564444e-02 -2.20036918e-01 -1.64112638e-01 -1.90624812e-01
-4.44175587e-02]
[ -2.15547209e-01 -2.96443128e-01 -3.17082343e-01 -1.29281654e-01
-9.38322064e-02 -1.48573014e-01 -8.22207673e-02 -3.21541680e-03
-1.92752943e-01 -5.10310990e-01 -2.41571753e-01 -1.71378481e-01
4.17351221e-02]
[ -1.20263646e-01 7.37235631e-03 -2.39756965e-01 -4.95828204e-01
-2.45906557e-01 -2.60178772e-01 -3.45166105e-02 -3.44539078e-01
7.66532364e-02 -7.36488904e-02 -3.82930358e-01 -1.50786927e-01
-3.91649428e-01]]
Progress: 14.2% ... Training loss: 0.270 ... Validation loss: 0.438[[-0.06808222]
[ 0.27457618]
[-0.16604144]
[ 0.83157692]
[ 0.2654823 ]
[-0.01793833]
[-0.87460636]
[-0.99459196]
[-0.70504017]
[-1.00288113]
[ 1.10318294]
[ 2.80293683]
[-1.7716674 ]]
[[ -5.35972577e-01 -5.07872184e-01 -5.80740665e-01 -1.49962497e-01
-3.14879337e-01 -5.91120744e-01 -2.86970866e-01 -2.97334070e-01
-4.81947548e-01 -3.93012272e-01 6.54882945e-02 5.11846395e-01
-4.12948465e-02]
[ 5.89163035e-03 -1.41173419e-01 5.19795827e-02 -4.62708255e-02
-4.52634337e-02 5.88891145e-02 -1.14657084e-01 2.35192947e-01
-1.23409756e-01 -1.63869690e-01 -7.24505892e-02 -1.02813642e-01
1.13398065e-01]
[ -2.05385243e-01 1.35680012e-01 -1.93813324e-02 1.37588594e-01
9.39025450e-02 -1.16464987e-01 1.57250190e-01 -6.05432084e-02
2.94305243e-01 -1.12537121e-01 2.73344915e-01 8.30362675e-01
6.62232102e-01]
[ 1.80124179e-01 -2.41120092e-01 -2.82525409e-01 -8.92611549e-03
-2.91585897e-01 1.27904195e-04 9.52462266e-03 -4.43445897e-01
1.19532096e-01 -3.66623176e-01 -2.03902746e-01 -3.21730159e-01
-1.09183113e-01]
[ 1.06798932e-01 1.74310567e-02 1.04345140e-01 -1.10195545e-02
-1.87374790e-02 6.93083913e-02 -1.07419884e-01 1.97688113e-02
2.58667749e-02 1.73421276e-01 1.06836567e-01 -1.45309422e-01
-1.55356449e-01]
[ -4.85087877e-01 -5.87523196e-01 -6.04540741e-01 -5.66312448e-01
-5.77233248e-01 -5.63999125e-01 -3.16421026e-01 -1.82458384e-01
-4.44376979e-01 -2.58361187e-01 -4.57337211e-01 -6.61761577e-01
-4.25913530e-01]
[ -4.18299106e-01 -5.78370494e-01 -3.23673633e-01 -3.55695697e-01
-4.07537066e-01 -5.60870328e-01 -4.29950280e-01 -4.67120197e-01
-2.94938570e-01 -1.82298183e-01 -4.21454716e-01 -3.22908230e-01
-2.57528657e-01]
[ -3.23471157e-01 -3.52091612e-01 -4.67888279e-01 -2.14332700e-01
-3.18900841e-01 -4.14832894e-01 -2.30435971e-01 -1.64708507e-01
-2.58909020e-01 -4.34179088e-01 -2.12719090e-01 -4.72012343e-01
-2.38043552e-01]
[ -4.72798110e-01 -3.52368344e-01 -3.76264362e-01 -1.67486903e-01
-3.40638707e-01 -2.15503465e-01 -1.04394404e-01 -4.19165948e-01
-2.72973053e-01 -4.40074651e-01 -1.56362816e-01 -2.21030820e-01
-1.63035543e-01]
[ -9.54315390e-01 -9.24515152e-01 -9.78659163e-01 -7.25878132e-01
-1.01420626e+00 -9.81948196e-01 -6.39243674e-01 -6.35081454e-01
-7.63019140e-01 -5.71464248e-01 -6.78290164e-01 -4.82369295e-01
-5.22279720e-01]
[ -5.06120469e-01 -2.69769276e-01 -4.64702931e-01 -3.27629376e-01
-3.52984458e-01 -3.57311799e-01 -5.44208959e-01 -5.53568789e-01
-6.27994245e-01 -1.08884101e-01 -4.51798179e-01 -6.24098948e-01
-3.85657900e-01]
[ -1.17547288e-01 2.13569972e-02 -3.34771038e-01 -4.08033526e-01
-1.07024001e-01 -7.24646405e-02 -1.52645373e-01 -2.84535976e-01
-1.37973652e-01 1.26914324e-01 -4.01087055e-01 -7.40986422e-01
-2.92780587e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60129427e-01 -1.11899592e-01 1.63777823e-01 -2.56681622e-01
-1.26849565e-01 1.13286533e-01 -1.29729466e-01 1.36059289e-02
-8.70786939e-02 6.89918888e-02 -1.50702021e-01 -3.27523846e-01
4.09732741e-02]
[ -8.24994528e-02 -2.62464985e-01 -1.77637510e-01 -2.88410869e-01
-4.79283544e-01 -8.48526354e-02 -3.10773229e-02 1.60393413e-02
-5.15819055e-02 2.90786319e-02 -1.89896005e-01 -2.83535855e-01
-2.38119652e-01]
[ -7.50615152e-02 -4.84111659e-03 -2.40133602e-01 -2.41513623e-01
1.34432580e-01 -1.63358012e-01 -1.71164440e-01 4.70018682e-02
-6.78860895e-03 8.83799341e-03 -1.73733615e-01 2.08901536e-02
-2.67789753e-02]
[ 2.85742723e-02 -1.60224997e-01 -1.51960468e-01 -5.04817361e-02
-1.18565799e-01 -1.07731712e-01 7.67498279e-02 -1.67495103e-01
-3.77508860e-02 -3.54294324e-02 -2.35040124e-04 -1.51816517e-01
4.12021248e-02]
[ -2.85208747e-01 -1.43357696e-01 -7.25394249e-02 -9.45574205e-02
-3.05893676e-01 -2.72941814e-01 -3.62084487e-01 5.45626566e-02
-3.02087666e-01 -2.09545111e-01 1.86153077e-01 -3.50205627e-03
2.84843934e-01]
[ -2.17177756e-01 -1.26902020e-01 -8.41569150e-02 -6.24081126e-02
-8.24472089e-02 -1.15693985e-01 -5.25448715e-02 5.09387665e-02
-1.14866979e-01 -3.26106048e-03 3.38352447e-02 -1.36335081e-01
1.30171914e-02]
[ -1.55407171e-01 -6.63239022e-02 -2.24156738e-01 -3.24445616e-01
-1.51360428e-01 -1.99597196e-01 -2.50861881e-01 -7.05138951e-02
1.81163559e-01 -1.59890964e-01 -3.18620829e-01 -2.72578938e-01
-1.36868021e-01]
[ -3.67830941e-01 -6.96504275e-02 -1.46004543e-01 -1.71133405e-01
-5.51567638e-02 -3.11112313e-01 6.36451518e-02 -4.94542059e-02
-1.06160610e-01 9.89040340e-02 -1.43185621e-02 -1.75403272e-01
-1.60219766e-01]
[ -1.68909939e-01 -1.54368259e-01 -4.57035323e-02 -1.47843234e-01
-1.36953738e-01 -2.93928024e-01 -3.79247688e-02 -9.48830911e-02
-2.40527753e-01 5.01387960e-02 2.04271452e-01 -9.99734895e-03
-1.61146481e-01]
[ -1.37914298e-01 -1.74885528e-01 -1.12698550e-01 -2.69354744e-01
9.21864162e-02 -1.82657094e-02 -2.12078994e-01 -1.53426543e-01
9.52227065e-02 -1.05495024e-01 -1.44061384e-01 -1.22167850e-01
-3.35313303e-01]
[ -4.46897461e-02 -3.14514365e-02 -1.48921242e-01 -4.00972423e-02
-2.27089725e-01 6.29131177e-02 -8.74300648e-02 -5.19037600e-02
-2.33580184e-01 -8.65714866e-02 -6.74860135e-02 -2.97191287e-01
-1.79665390e-01]
[ -7.32742901e-02 3.04454950e-02 -1.29780276e-01 -2.98312788e-01
1.24962039e-01 2.06103266e-02 -2.32220793e-01 -1.78904155e-01
1.09839471e-01 -7.68665065e-02 -2.62691452e-01 -2.13462979e-01
-2.93775754e-01]
[ 8.34205324e-02 -3.15384920e-01 -7.99943752e-02 -4.39814055e-01
-2.26676389e-01 -8.80077789e-02 7.31639669e-02 1.15926516e-01
4.39550987e-03 3.09475144e-01 -5.08159038e-01 -6.97639333e-01
4.10981489e-01]
[ -2.18472203e-01 -2.53091121e-01 -1.27391691e-01 -2.97647641e-01
-3.06641716e-01 -9.20213924e-02 2.10573157e-01 5.02028655e-02
3.05283226e-01 4.80080546e-02 -3.90648095e-01 -9.02121523e-01
6.15368015e-01]
[ -8.99479499e-03 -1.94370965e-01 2.64875839e-02 -3.00604444e-01
-1.75834592e-01 1.67375336e-01 2.03810724e-01 2.66887714e-01
-1.62813527e-02 2.52711077e-01 -2.04117727e-01 -9.36841768e-01
6.97090141e-01]
[ 6.17398427e-03 -5.00123197e-02 -1.20692247e-01 -1.17985404e-01
-1.81725996e-01 -4.52846305e-02 2.92751162e-01 1.70496376e-01
2.60549652e-01 3.79889451e-01 -4.59018207e-01 -8.21312505e-01
7.04854124e-01]
[ -7.94238669e-02 -2.84970366e-01 6.32386946e-02 -3.66754732e-01
-1.52717680e-01 1.18212187e-01 3.67660016e-01 1.46321560e-01
-5.47169193e-02 1.79634090e-01 -5.49489361e-01 -8.66453478e-01
8.33099970e-01]
[ 1.23615136e-01 -9.38428329e-02 1.97746120e-02 -1.75351561e-01
-8.52323247e-02 -1.68703891e-02 2.49436098e-01 3.71643849e-01
4.11438715e-01 2.78410777e-01 -5.41293760e-01 -7.60848128e-01
5.30829697e-01]
[ -8.98845272e-03 -1.31568955e-01 1.93029449e-02 1.77959351e-02
-8.56287099e-02 -2.83799298e-01 2.58859971e-02 3.03049832e-01
-2.39479823e-02 7.49015568e-02 -2.40630399e-01 -6.68761372e-01
2.50864038e-01]
[ 7.79142171e-02 1.19151472e-01 -7.17396015e-04 1.03184336e-01
-8.35916596e-02 -5.96481138e-02 -2.15756723e-01 -1.91434721e-01
-2.91038127e-01 -1.62839852e-01 -1.34596509e-01 3.61257613e-01
-2.05807774e-01]
[ 3.78370213e-02 -8.35135755e-02 1.38716136e-01 2.23301878e-01
2.57664446e-01 8.41988016e-03 -4.10469669e-01 -3.67981389e-01
-1.15621684e-01 -5.27608257e-01 1.88202532e-01 1.04893534e+00
-4.98178306e-01]
[ 3.43701670e-02 8.11011671e-02 -2.12110346e-01 5.38100586e-02
3.21760716e-02 -6.35940154e-04 -1.67614358e-01 -3.33503208e-01
-2.88960922e-01 -1.89628928e-01 -4.44038981e-02 -3.16945615e-02
-1.89954894e-01]
[ -5.54058230e-02 -2.14716278e-01 6.52176475e-02 8.75443439e-02
-1.33668234e-01 -1.33919499e-01 3.60171108e-02 -8.50380787e-03
7.90510376e-02 -3.65505090e-01 -3.15865120e-01 -2.67842741e-01
3.19552083e-02]
[ 1.48887300e-02 -2.73841992e-01 6.01567501e-02 -2.32851415e-01
-1.93379487e-01 -2.31145826e-01 -2.57041687e-01 5.19576112e-02
-5.32117100e-03 1.13942641e-01 -1.71759645e-01 7.90732414e-02
-4.48278930e-02]
[ 1.72771794e-01 5.11351927e-02 -1.02675849e-01 -2.16678961e-01
-5.92560095e-02 -1.01532938e-01 -1.81150808e-01 3.77276834e-02
-1.89197673e-01 -2.25727313e-01 -1.84308367e-01 1.89226417e-01
-1.03656941e-01]
[ -1.72636808e-01 -1.77880282e-01 -1.12227746e-01 -1.80967113e-01
-4.63055546e-02 2.69787302e-02 -2.02110011e-01 -2.09758717e-01
-1.51843168e-01 -3.01495832e-02 -1.75671085e-01 1.62959591e-01
-2.72720533e-01]
[ -3.36334203e-02 -2.12706361e-01 -1.57854945e-01 -2.02843202e-01
-5.29900579e-02 4.43904099e-02 -3.54036332e-02 -2.05747564e-02
-2.18544002e-01 -2.63708481e-01 -4.58321714e-02 -6.75265887e-02
-6.28261451e-02]
[ 1.14115816e-01 8.00171516e-02 -9.83263453e-03 -1.51906889e-01
-3.24093332e-01 8.13960348e-03 -1.63051362e-01 -2.79765644e-01
-3.20062053e-01 2.87660666e-02 -8.94516019e-02 6.63939584e-02
-1.03851072e-01]
[ -6.34902554e-02 -1.16874581e-02 -2.83447207e-01 -1.32639615e-02
6.62907832e-02 1.55637626e-01 -2.26142352e-01 -1.75378646e-01
-4.86981793e-02 -5.75387328e-02 1.53044375e-01 4.99977490e-01
-5.28493362e-02]
[ 1.05246006e-01 3.54518906e-01 -2.05574301e-01 6.63650413e-01
1.22637864e-01 -2.40072932e-03 -2.57798333e-01 -4.06197051e-01
-2.63291408e-01 -4.03195672e-01 7.13624475e-01 1.00171610e+00
-8.03152172e-01]
[ -3.16525234e-02 1.92814170e-01 4.07722044e-02 2.30574070e-01
9.49535225e-03 -7.02236033e-02 -3.10570537e-01 -3.97303727e-01
-3.01847503e-01 -3.05304145e-01 5.09940583e-01 1.04779061e+00
-7.86298318e-01]
[ -5.09272198e-02 -1.21537856e-01 -1.59754919e-01 2.98367423e-01
-1.65584580e-01 2.32849450e-01 -1.04400587e-01 -2.55959335e-01
-2.60509126e-01 -4.77341685e-01 2.03376009e-01 5.08255847e-01
-3.81788786e-01]
[ 7.86540596e-02 -3.82428205e-01 -5.20791989e-02 -2.99710722e-02
-1.12242691e-01 1.99909455e-01 7.72901374e-02 1.65671927e-01
-1.67347446e-01 -4.13448950e-02 -7.28243061e-02 3.03836773e-01
-1.95860039e-01]
[ 2.03819928e-01 -2.93510432e-01 -1.20973458e-01 -9.06764730e-02
-2.10520304e-01 1.21928035e-01 2.02752141e-02 -1.45484376e-01
-5.03149204e-02 -9.89653677e-02 -1.41457132e-01 -1.86145639e-01
-1.01335296e-01]
[ -1.35310312e-01 -8.02556468e-02 3.83472260e-02 -2.53668631e-01
-5.76481973e-02 -1.41113717e-01 4.76129988e-02 -1.11202288e-02
-7.92151365e-02 -9.93198511e-03 -3.12094066e-01 -4.53124570e-01
-3.02772185e-02]
[ -1.40348154e-01 -1.37627951e-01 -6.79001850e-02 -2.57705856e-01
-3.46731674e-01 -2.88236087e-01 1.49070278e-01 1.23115376e-01
1.66364481e-02 1.01397673e-01 -2.26897734e-01 -7.29089800e-01
2.81029130e-03]
[ -1.65310296e-01 -2.35837880e-01 -2.98671198e-01 -4.18498792e-01
-2.80902204e-01 -2.09991445e-01 -3.16749143e-01 7.85462694e-02
-2.67557528e-02 -3.95606887e-01 -3.68555834e-01 -4.28381171e-01
-4.11543354e-01]
[ -1.11393815e-01 1.22359554e-01 2.15239336e-02 1.75251370e-02
-2.12167587e-01 -1.70141907e-01 -1.12988917e-01 1.55689129e-02
-1.06810916e-01 -1.66051445e-01 -1.63442991e-01 -2.74468962e-01
-7.04084201e-02]
[ -3.51940540e-01 -1.23453349e-01 -2.71885022e-01 1.49995585e-01
-2.04143834e-01 -2.27822653e-01 -7.15617799e-02 -1.37150050e-01
3.90587146e-02 -2.75874040e-02 5.40560067e-02 -3.28584225e-01
-2.42429488e-03]
[ -1.28755826e-01 -3.80461162e-02 -2.55570258e-01 4.81156237e-02
-2.20598764e-01 -2.78377765e-01 -3.63404975e-01 -2.96132708e-02
1.40800846e-02 -1.90524825e-01 -2.42669739e-01 -3.02019763e-01
-1.31396936e-02]
[ -2.18973472e-01 -5.36498453e-01 -3.34060382e-01 -3.10079055e-01
-3.31815257e-01 -2.27723174e-01 7.07034879e-03 -2.62809310e-01
9.52085033e-02 -2.17517634e-01 -1.68250926e-01 -2.05605050e-01
-3.68022571e-02]
[ -2.15518591e-01 -2.96883329e-01 -3.16931739e-01 -1.31295797e-01
-9.43437853e-02 -1.48568287e-01 -8.01859898e-02 -9.48665162e-04
-1.91338982e-01 -5.08682892e-01 -2.44645714e-01 -1.78729177e-01
4.72902974e-02]
[ -1.20209028e-01 6.36170490e-03 -2.39447867e-01 -4.99077930e-01
-2.46893058e-01 -2.60172580e-01 -3.19827484e-02 -3.41391998e-01
7.73915743e-02 -7.02977574e-02 -3.88540311e-01 -1.61223501e-01
-3.86897364e-01]]
Progress: 14.2% ... Training loss: 0.261 ... Validation loss: 0.470[[-0.06174713]
[ 0.28037234]
[-0.16175057]
[ 0.84407693]
[ 0.27120822]
[-0.01231134]
[-0.8650723 ]
[-0.98143191]
[-0.69486191]
[-0.99063119]
[ 1.11754861]
[ 2.80732461]
[-1.76276212]]
[[ -5.36226074e-01 -5.06416208e-01 -5.81389425e-01 -1.43971927e-01
-3.13540105e-01 -5.91193281e-01 -2.90100328e-01 -3.03813429e-01
-4.84250705e-01 -4.00148362e-01 7.44268539e-02 5.30244794e-01
-4.76319782e-02]
[ 5.98003309e-03 -1.41335127e-01 5.21206985e-02 -4.75723358e-02
-4.55261971e-02 5.89161804e-02 -1.13314225e-01 2.36160068e-01
-1.22508023e-01 -1.63401986e-01 -7.38207311e-02 -1.07237514e-01
1.15264432e-01]
[ -2.05544878e-01 1.35126937e-01 -1.92760743e-02 1.38317810e-01
9.38987419e-02 -1.16500940e-01 1.57905599e-01 -5.99912716e-02
2.94941390e-01 -1.11139530e-01 2.70099500e-01 8.26326041e-01
6.62622292e-01]
[ 1.80194739e-01 -2.41259268e-01 -2.82163166e-01 -1.30225491e-02
-2.92052104e-01 1.47931846e-04 9.03415147e-03 -4.42951867e-01
1.18366760e-01 -3.62375086e-01 -2.11595135e-01 -3.42826436e-01
-1.12486082e-01]
[ 1.06959496e-01 1.71072608e-02 1.04278290e-01 -9.20253856e-03
-1.89080249e-02 6.93445613e-02 -1.07677949e-01 1.38314843e-02
2.76606838e-02 1.67765242e-01 1.14782102e-01 -1.33093019e-01
-1.58097383e-01]
[ -4.85230705e-01 -5.87015838e-01 -6.04885789e-01 -5.63793049e-01
-5.76859233e-01 -5.64028836e-01 -3.18811119e-01 -1.86218202e-01
-4.45898796e-01 -2.62532373e-01 -4.52252662e-01 -6.50214387e-01
-4.30218984e-01]
[ -4.18378195e-01 -5.77739632e-01 -3.23869178e-01 -3.53710493e-01
-4.06994194e-01 -5.60894899e-01 -4.31213407e-01 -4.69164319e-01
-2.95428577e-01 -1.85175896e-01 -4.19496994e-01 -3.18979964e-01
-2.59991009e-01]
[ -3.23622160e-01 -3.51742557e-01 -4.68065099e-01 -2.11743881e-01
-3.18462564e-01 -4.14871193e-01 -2.32856709e-01 -1.68293379e-01
-2.61184933e-01 -4.35909893e-01 -2.10885868e-01 -4.67115702e-01
-2.47385588e-01]
[ -4.72794649e-01 -3.52214820e-01 -3.76246175e-01 -1.67744589e-01
-3.40590615e-01 -2.15501945e-01 -1.04354753e-01 -4.19638466e-01
-2.73314143e-01 -4.40193377e-01 -1.56680787e-01 -2.20586202e-01
-1.62781135e-01]
[ -9.54585705e-01 -9.23471649e-01 -9.79337436e-01 -7.20875059e-01
-1.01330225e+00 -9.82020714e-01 -6.42357506e-01 -6.41322936e-01
-7.64761738e-01 -5.78590449e-01 -6.71107962e-01 -4.69328936e-01
-5.25313601e-01]
[ -5.06075002e-01 -2.69927158e-01 -4.64443875e-01 -3.28063864e-01
-3.53136882e-01 -3.57293697e-01 -5.44898710e-01 -5.54736330e-01
-6.28802981e-01 -1.07933846e-01 -4.53396062e-01 -6.23148062e-01
-3.92140170e-01]
[ -1.17691897e-01 2.21121744e-02 -3.35051047e-01 -4.05766375e-01
-1.06372327e-01 -7.25012852e-02 -1.54876098e-01 -2.86988283e-01
-1.40051144e-01 1.24191841e-01 -3.98113851e-01 -7.34160952e-01
-2.99119868e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60123619e-01 -1.11767637e-01 1.63710060e-01 -2.56205924e-01
-1.26847331e-01 1.13285548e-01 -1.30282209e-01 1.28692592e-02
-8.73640178e-02 6.78182670e-02 -1.49377740e-01 -3.24865982e-01
3.94610391e-02]
[ -8.26243269e-02 -2.62135168e-01 -1.77888802e-01 -2.86655122e-01
-4.78996313e-01 -8.48775554e-02 -3.25484268e-02 1.31420523e-02
-5.24489003e-02 2.65422456e-02 -1.86651038e-01 -2.75202561e-01
-2.39828038e-01]
[ -7.50479088e-02 -4.95727453e-03 -2.40058941e-01 -2.41670452e-01
1.34357596e-01 -1.63351095e-01 -1.71057552e-01 4.77439410e-02
-6.79557924e-03 9.28510203e-03 -1.73884534e-01 1.96822230e-02
-2.66636104e-02]
[ 2.83578173e-02 -1.58901048e-01 -1.52604742e-01 -4.55148020e-02
-1.17310529e-01 -1.07786837e-01 7.29416991e-02 -1.72423458e-01
-4.05038244e-02 -4.14385455e-02 6.53503627e-03 -1.36270883e-01
3.07790147e-02]
[ -2.85145773e-01 -1.43523922e-01 -7.23812987e-02 -9.62192849e-02
-3.06131018e-01 -2.72933542e-01 -3.60668909e-01 5.57864239e-02
-3.00761954e-01 -2.08456860e-01 1.83422807e-01 -1.07729204e-02
2.90301939e-01]
[ -2.17116642e-01 -1.27351600e-01 -8.39161444e-02 -6.37033376e-02
-8.28855406e-02 -1.15673637e-01 -5.12547062e-02 5.24734040e-02
-1.13903409e-01 -1.55122361e-03 3.18136981e-02 -1.40766169e-01
1.56618169e-02]
[ -1.55610144e-01 -6.59807092e-02 -2.24363010e-01 -3.22729489e-01
-1.50938815e-01 -1.99642951e-01 -2.52463918e-01 -7.21921006e-02
1.79542470e-01 -1.61339534e-01 -3.18191048e-01 -2.68387146e-01
-1.41187774e-01]
[ -3.67819620e-01 -6.96651999e-02 -1.46001441e-01 -1.70404104e-01
-5.51110016e-02 -3.11111492e-01 6.27398242e-02 -5.03189011e-02
-1.06652662e-01 9.86295081e-02 -1.34721496e-02 -1.76687639e-01
-1.62955229e-01]
[ -1.68823073e-01 -1.54672555e-01 -4.54918710e-02 -1.48835909e-01
-1.37261877e-01 -2.93905435e-01 -3.68781595e-02 -9.49299066e-02
-2.39947324e-01 5.16312038e-02 2.02989749e-01 -1.24492351e-02
-1.60763195e-01]
[ -1.38010042e-01 -1.74467259e-01 -1.12954062e-01 -2.68091400e-01
9.26366647e-02 -1.82940891e-02 -2.13772052e-01 -1.55640409e-01
9.35639954e-02 -1.07331463e-01 -1.42121843e-01 -1.15611828e-01
-3.39257898e-01]
[ -4.46506025e-02 -3.13479016e-02 -1.48852459e-01 -4.01925225e-02
-2.27148894e-01 6.29229153e-02 -8.71310315e-02 -5.15413092e-02
-2.33260214e-01 -8.65601470e-02 -6.75957689e-02 -2.97645848e-01
-1.79101215e-01]
[ -7.32845348e-02 3.04866070e-02 -1.29811491e-01 -2.98182330e-01
1.25020903e-01 2.06056868e-02 -2.32380978e-01 -1.79262518e-01
1.09705044e-01 -7.72352229e-02 -2.62394796e-01 -2.12830173e-01
-2.94153103e-01]
[ 8.33511393e-02 -3.15135202e-01 -8.01071367e-02 -4.39050061e-01
-2.26448019e-01 -8.80224134e-02 7.20293219e-02 1.14684176e-01
3.24715378e-03 3.08381066e-01 -5.07182613e-01 -6.94539194e-01
4.08074575e-01]
[ -2.18469296e-01 -2.53072656e-01 -1.27401066e-01 -2.97643150e-01
-3.06632395e-01 -9.20202964e-02 2.10587088e-01 5.02415858e-02
3.05205269e-01 4.80416558e-02 -3.90599097e-01 -9.01703199e-01
6.15081215e-01]
[ -9.07732847e-03 -1.94106870e-01 2.63662707e-02 -3.00076337e-01
-1.75633489e-01 1.67354736e-01 2.02511102e-01 2.65789756e-01
-1.73016103e-02 2.51359045e-01 -2.03360281e-01 -9.36456987e-01
6.94697905e-01]
[ 6.24552292e-03 -5.02782223e-02 -1.20558590e-01 -1.19510848e-01
-1.81951874e-01 -4.52702236e-02 2.94386837e-01 1.72162836e-01
2.61831361e-01 3.81667896e-01 -4.60804887e-01 -8.25915272e-01
7.09374153e-01]
[ -7.94370354e-02 -2.84951410e-01 6.32319109e-02 -3.66899571e-01
-1.52712787e-01 1.18209182e-01 3.67925081e-01 1.46717415e-01
-5.47432609e-02 1.79729029e-01 -5.49864731e-01 -8.67884010e-01
8.33605666e-01]
[ 1.23584081e-01 -9.36823680e-02 1.96990667e-02 -1.74804933e-01
-8.50939556e-02 -1.68778139e-02 2.48670083e-01 3.70788982e-01
4.10809211e-01 2.77580028e-01 -5.40647274e-01 -7.59645952e-01
5.29147922e-01]
[ -9.01518112e-03 -1.31441623e-01 1.92560301e-02 1.85735646e-02
-8.54886446e-02 -2.83805771e-01 2.52847372e-02 3.02588619e-01
-2.45897896e-02 7.46359368e-02 -2.39800212e-01 -6.66377279e-01
2.48792647e-01]
[ 7.79258770e-02 1.19008257e-01 -7.04363609e-04 1.03044838e-01
-8.36607780e-02 -5.96462200e-02 -2.14893767e-01 -1.90909662e-01
-2.90172969e-01 -1.62598534e-01 -1.35017416e-01 3.57539047e-01
-2.03738133e-01]
[ 3.81194455e-02 -8.44245261e-02 1.39294467e-01 2.19410742e-01
2.56591081e-01 8.49096826e-03 -4.06939122e-01 -3.65372648e-01
-1.12186895e-01 -5.24426832e-01 1.82091412e-01 1.03156463e+00
-4.90173028e-01]
[ 3.43442237e-02 8.13500131e-02 -2.12201165e-01 5.43218589e-02
3.23992402e-02 -6.42587656e-04 -1.67820225e-01 -3.34381425e-01
-2.89303992e-01 -1.90443602e-01 -4.38501614e-02 -2.97034349e-02
-1.91234751e-01]
[ -5.54576431e-02 -2.14563242e-01 6.51184961e-02 8.82134571e-02
-1.33528829e-01 -1.33929224e-01 3.51823244e-02 -9.49808554e-03
7.83689146e-02 -3.66071927e-01 -3.15024444e-01 -2.66211607e-01
3.04885961e-02]
[ 1.48076269e-02 -2.73578500e-01 6.00091729e-02 -2.32376419e-01
-1.93092413e-01 -2.31167364e-01 -2.57903222e-01 5.07782869e-02
-6.51012848e-03 1.12886016e-01 -1.71200927e-01 8.20827624e-02
-4.63915130e-02]
[ 1.72816898e-01 5.07884733e-02 -1.02538330e-01 -2.17768743e-01
-5.95559029e-02 -1.01522875e-01 -1.80118413e-01 3.93089522e-02
-1.88224074e-01 -2.24470680e-01 -1.86181231e-01 1.85249982e-01
-1.00567925e-01]
[ -1.72601012e-01 -1.77901233e-01 -1.12123073e-01 -1.81402798e-01
-4.62956038e-02 2.69893637e-02 -2.01489091e-01 -2.10196742e-01
-1.51871886e-01 -2.91228101e-02 -1.76315335e-01 1.66016412e-01
-2.73374274e-01]
[ -3.36269543e-02 -2.12826149e-01 -1.57825164e-01 -2.03426521e-01
-5.31370742e-02 4.43938553e-02 -3.48367293e-02 -2.02479173e-02
-2.17940780e-01 -2.63762835e-01 -4.65678519e-02 -7.00069191e-02
-6.07237913e-02]
[ 1.14092323e-01 8.00047731e-02 -9.81728607e-03 -1.51923645e-01
-3.24158571e-01 8.13545653e-03 -1.62993474e-01 -2.79424590e-01
-3.20031212e-01 2.88542871e-02 -8.97272094e-02 6.46557749e-02
-1.03213886e-01]
[ -6.36279259e-02 -1.12538734e-02 -2.83739953e-01 -1.11946704e-02
6.67946650e-02 1.55601377e-01 -2.27879843e-01 -1.77709176e-01
-5.01625713e-02 -6.06699979e-02 1.56444824e-01 5.12209540e-01
-5.78884442e-02]
[ 1.05166055e-01 3.55164009e-01 -2.05815524e-01 6.67012955e-01
1.23183728e-01 -2.42060099e-03 -2.59847484e-01 -4.09085219e-01
-2.64493884e-01 -4.06180297e-01 7.18517926e-01 1.01230582e+00
-8.08126729e-01]
[ -3.16416273e-02 1.92836087e-01 4.07291748e-02 2.31686812e-01
9.56624662e-03 -7.02244494e-02 -3.11549674e-01 -3.98887202e-01
-3.02184552e-01 -3.06334179e-01 5.12370853e-01 1.05167574e+00
-7.88899345e-01]
[ -5.09107404e-02 -1.21622840e-01 -1.59730557e-01 2.98401076e-01
-1.65634814e-01 2.32853256e-01 -1.04302998e-01 -2.55611883e-01
-2.60369456e-01 -4.77147936e-01 2.03602693e-01 5.08599880e-01
-3.81954398e-01]
[ 7.86257153e-02 -3.82324429e-01 -5.21386872e-02 -2.94670202e-02
-1.12164946e-01 1.99900097e-01 7.67245907e-02 1.65141083e-01
-1.67619222e-01 -4.17139645e-02 -7.23347152e-02 3.05337746e-01
-1.96809351e-01]
[ 2.03725378e-01 -2.93144108e-01 -1.21162756e-01 -8.87700888e-02
-2.10167965e-01 1.21907230e-01 1.81458117e-02 -1.47383316e-01
-5.19256641e-02 -1.00686464e-01 -1.38797927e-01 -1.77738625e-01
-1.06869383e-01]
[ -1.35367210e-01 -8.00586867e-02 3.82425233e-02 -2.52872668e-01
-5.74466520e-02 -1.41127693e-01 4.66870557e-02 -1.17920609e-02
-7.99655647e-02 -1.06112568e-02 -3.11266972e-01 -4.51407633e-01
-3.23421293e-02]
[ -1.40398232e-01 -1.37354335e-01 -6.79953878e-02 -2.57105049e-01
-3.46531664e-01 -2.88248279e-01 1.48442500e-01 1.22472609e-01
1.61025887e-02 1.00554469e-01 -2.26257148e-01 -7.28809543e-01
1.65721831e-03]
[ -1.65518122e-01 -2.34616519e-01 -2.99160651e-01 -4.14641134e-01
-2.79715017e-01 -2.10046181e-01 -3.21749598e-01 7.29630028e-02
-3.19036657e-02 -3.99476416e-01 -3.62584491e-01 -4.06604092e-01
-4.26473867e-01]
[ -1.11670873e-01 1.23362846e-01 2.09279115e-02 2.22421265e-02
-2.11285823e-01 -1.70202936e-01 -1.16348759e-01 1.08103950e-02
-1.09236951e-01 -1.70397315e-01 -1.57226021e-01 -2.56729040e-01
-7.60816238e-02]
[ -3.52075362e-01 -1.22555888e-01 -2.72249396e-01 1.53748489e-01
-2.03394694e-01 -2.27859673e-01 -7.43059665e-02 -1.40816708e-01
3.71175562e-02 -3.17386897e-02 5.93503105e-02 -3.17118353e-01
-8.64872364e-03]
[ -1.28896808e-01 -3.74389604e-02 -2.55802949e-01 5.00185068e-02
-2.20060295e-01 -2.78409667e-01 -3.64943716e-01 -3.07255891e-02
1.25992712e-02 -1.92243754e-01 -2.40745714e-01 -2.97258719e-01
-1.72441352e-02]
[ -2.18895752e-01 -5.36567202e-01 -3.33896269e-01 -3.10408301e-01
-3.31932337e-01 -2.27698963e-01 7.99014700e-03 -2.62176758e-01
9.58218274e-02 -2.17254677e-01 -1.68248761e-01 -2.10287919e-01
-3.50348753e-02]
[ -2.15551189e-01 -2.96798159e-01 -3.16993484e-01 -1.30927666e-01
-9.42480919e-02 -1.48574897e-01 -8.05741505e-02 -1.38724642e-03
-1.91547866e-01 -5.09216285e-01 -2.44081278e-01 -1.77201211e-01
4.62399587e-02]
[ -1.19862920e-01 4.25681325e-03 -2.38566922e-01 -5.06511513e-01
-2.48824975e-01 -2.60096554e-01 -2.59054692e-02 -3.36326538e-01
8.33542278e-02 -6.48401374e-02 -3.99956032e-01 -1.92995799e-01
-3.72537253e-01]]
Progress: 14.3% ... Training loss: 0.253 ... Validation loss: 0.455[[ -4.91254843e-02]
[ 2.97106945e-01]
[ -1.50242160e-01]
[ 8.68995191e-01]
[ 2.89858793e-01]
[ 6.88747948e-05]
[ -8.40997453e-01]
[ -9.56941697e-01]
[ -6.70247961e-01]
[ -9.73054861e-01]
[ 1.14851488e+00]
[ 2.86266625e+00]
[ -1.72565526e+00]]
[[ -5.36581939e-01 -5.03579186e-01 -5.82429298e-01 -1.32510202e-01
-3.10579509e-01 -5.91266083e-01 -2.99873307e-01 -3.17952744e-01
-4.92392316e-01 -4.10945889e-01 9.24942178e-02 5.76154314e-01
-7.75384349e-02]
[ 5.97591027e-03 -1.41330629e-01 5.20710603e-02 -4.74015064e-02
-4.54728299e-02 5.89130302e-02 -1.13342551e-01 2.35389270e-01
-1.22446780e-01 -1.63974616e-01 -7.32045051e-02 -1.05919178e-01
1.14535343e-01]
[ -2.05896345e-01 1.38175525e-01 -2.04900430e-02 1.49633645e-01
9.70194412e-02 -1.16586175e-01 1.48204271e-01 -7.53225327e-02
2.86398512e-01 -1.21815715e-01 2.89678246e-01 8.65181625e-01
6.33606581e-01]
[ 1.80056283e-01 -2.41925619e-01 -2.81993869e-01 -1.68978000e-02
-2.93012151e-01 1.31062348e-04 9.44277401e-03 -4.37123812e-01
1.17358033e-01 -3.61310633e-01 -2.20518411e-01 -3.53612452e-01
-1.03505759e-01]
[ 1.07841476e-01 1.30203922e-02 1.06298435e-01 -2.45965769e-02
-2.28753387e-02 6.94971617e-02 -9.30005528e-02 3.08973949e-02
3.83954720e-02 1.85896928e-01 9.20961816e-02 -1.94456410e-01
-1.29601863e-01]
[ -4.85156158e-01 -5.86972713e-01 -6.04794967e-01 -5.62835444e-01
-5.76742771e-01 -5.64013291e-01 -3.19457250e-01 -1.86596832e-01
-4.45976429e-01 -2.62604395e-01 -4.51249267e-01 -6.46923243e-01
-4.33899765e-01]
[ -4.18684355e-01 -5.76519898e-01 -3.24588317e-01 -3.49546918e-01
-4.05657062e-01 -5.60944581e-01 -4.36883356e-01 -4.76925141e-01
-3.00535857e-01 -1.91714304e-01 -4.12737980e-01 -2.95382117e-01
-2.76824174e-01]
[ -3.23905889e-01 -3.49735556e-01 -4.68821413e-01 -2.04483914e-01
-3.16562994e-01 -4.14934270e-01 -2.39906352e-01 -1.76493411e-01
-2.66659716e-01 -4.42895591e-01 -2.00826657e-01 -4.42724219e-01
-2.64902613e-01]
[ -4.72903678e-01 -3.51777953e-01 -3.76479120e-01 -1.65026999e-01
-3.39960704e-01 -2.15530764e-01 -1.06358014e-01 -4.21156923e-01
-2.74791852e-01 -4.41177773e-01 -1.53514725e-01 -2.19365794e-01
-1.66838468e-01]
[ -9.54868503e-01 -9.21592722e-01 -9.80259855e-01 -7.10886060e-01
-1.01108923e+00 -9.82078261e-01 -6.50984761e-01 -6.53298915e-01
-7.71316339e-01 -5.87394545e-01 -6.56342276e-01 -4.33748797e-01
-5.53461101e-01]
[ -5.06104867e-01 -2.69796799e-01 -4.64482663e-01 -3.27773820e-01
-3.52923214e-01 -3.57303881e-01 -5.46341778e-01 -5.55627710e-01
-6.29533504e-01 -1.08151897e-01 -4.53955568e-01 -6.22791866e-01
-3.94759228e-01]
[ -1.18003607e-01 2.38096158e-02 -3.35707417e-01 -4.00946681e-01
-1.04815942e-01 -7.25595874e-02 -1.60174758e-01 -2.91978866e-01
-1.44903424e-01 1.18633463e-01 -3.91332349e-01 -7.17596406e-01
-3.10441616e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60123485e-01 -1.11729731e-01 1.63681207e-01 -2.56465328e-01
-1.26812095e-01 1.13287539e-01 -1.30559609e-01 1.29956197e-02
-8.75491496e-02 6.72715480e-02 -1.49563929e-01 -3.24697802e-01
3.86312396e-02]
[ -8.26311942e-02 -2.62122261e-01 -1.77917930e-01 -2.85879100e-01
-4.78872514e-01 -8.48783807e-02 -3.33603486e-02 1.20276311e-02
-5.27683280e-02 2.58157370e-02 -1.85560783e-01 -2.69745143e-01
-2.41156251e-01]
[ -7.50470171e-02 -4.80543335e-03 -2.40009699e-01 -2.40763577e-01
1.34487824e-01 -1.63345359e-01 -1.71600649e-01 4.75770288e-02
-7.34029406e-03 9.19246502e-03 -1.73033288e-01 2.10260574e-02
-2.99559586e-02]
[ 2.82863507e-02 -1.58765178e-01 -1.52642841e-01 -4.52803663e-02
-1.17205878e-01 -1.07796326e-01 7.24191434e-02 -1.72710606e-01
-4.08835143e-02 -4.15460807e-02 6.05158850e-03 -1.36657980e-01
3.08147733e-02]
[ -2.85155922e-01 -1.43406190e-01 -7.24810392e-02 -9.56590932e-02
-3.05969735e-01 -2.72936153e-01 -3.61418658e-01 5.37799503e-02
-3.01488020e-01 -2.09709289e-01 1.85196491e-01 -6.33633953e-03
2.85447967e-01]
[ -2.17310122e-01 -1.26414533e-01 -8.44772544e-02 -6.02338141e-02
-8.18557139e-02 -1.15713464e-01 -5.54437255e-02 4.72919440e-02
-1.17634526e-01 -6.03227264e-03 3.73603418e-02 -1.23582057e-01
4.36960553e-03]
[ -1.55770780e-01 -6.50207507e-02 -2.24678487e-01 -3.19463671e-01
-1.50097963e-01 -1.99673580e-01 -2.55033629e-01 -7.44071042e-02
1.76997865e-01 -1.63843391e-01 -3.14177417e-01 -2.58848679e-01
-1.46431714e-01]
[ -3.67947423e-01 -6.89182662e-02 -1.46327905e-01 -1.67469504e-01
-5.43805679e-02 -3.11136987e-01 5.97071550e-02 -5.40326167e-02
-1.09042962e-01 9.57594042e-02 -9.40057767e-03 -1.67232501e-01
-1.70651128e-01]
[ -1.68717516e-01 -1.54786251e-01 -4.53901883e-02 -1.49674177e-01
-1.37274972e-01 -2.93893998e-01 -3.63149281e-02 -9.58268335e-02
-2.39045520e-01 5.18329208e-02 2.01673048e-01 -1.83460159e-02
-1.61355029e-01]
[ -1.38048399e-01 -1.74108150e-01 -1.13104104e-01 -2.66022572e-01
9.30922092e-02 -1.83059601e-02 -2.15593409e-01 -1.56599515e-01
9.22717843e-02 -1.08239860e-01 -1.38421111e-01 -1.09551570e-01
-3.43328341e-01]
[ -4.48087545e-02 -3.08670958e-02 -1.49132508e-01 -3.79309568e-02
-2.26669846e-01 6.28909324e-02 -8.90055271e-02 -5.36429242e-02
-2.34586052e-01 -8.82592635e-02 -6.53602408e-02 -2.92446711e-01
-1.82196003e-01]
[ -7.32485789e-02 3.03669000e-02 -1.29751031e-01 -2.98463782e-01
1.24926168e-01 2.06132205e-02 -2.31921218e-01 -1.78604038e-01
1.10104937e-01 -7.68291112e-02 -2.62704067e-01 -2.12888539e-01
-2.93983718e-01]
[ 8.33206939e-02 -3.14988350e-01 -8.01875433e-02 -4.38851283e-01
-2.26347547e-01 -8.80288459e-02 7.16174016e-02 1.14105231e-01
2.89564704e-03 3.07881059e-01 -5.07012842e-01 -6.94346093e-01
4.07493839e-01]
[ -2.18486660e-01 -2.52949231e-01 -1.27451910e-01 -2.97225719e-01
-3.06526351e-01 -9.20245801e-02 2.10107065e-01 4.98098485e-02
3.04768155e-01 4.75803101e-02 -3.90055824e-01 -9.00708314e-01
6.14071122e-01]
[ -9.08820470e-03 -1.94050288e-01 2.63375987e-02 -2.99920303e-01
-1.75591684e-01 1.67351978e-01 2.02200023e-01 2.65515361e-01
-1.76232156e-02 2.51201215e-01 -2.03224762e-01 -9.35911041e-01
6.94040081e-01]
[ 6.24615337e-03 -5.03034513e-02 -1.20535201e-01 -1.19585936e-01
-1.81991299e-01 -4.52696818e-02 2.94398162e-01 1.72331275e-01
2.61824353e-01 3.81898151e-01 -4.60959581e-01 -8.26239760e-01
7.09634263e-01]
[ -7.95038172e-02 -2.84687732e-01 6.30925541e-02 -3.66313190e-01
-1.52470251e-01 1.18195023e-01 3.66775477e-01 1.45598837e-01
-5.55346879e-02 1.78550093e-01 -5.49200472e-01 -8.67187808e-01
8.31421683e-01]
[ 1.23579602e-01 -9.36524801e-02 1.96900909e-02 -1.74724930e-01
-8.50742630e-02 -1.68783516e-02 2.48585406e-01 3.70717152e-01
4.10721037e-01 2.77496062e-01 -5.40550362e-01 -7.59480994e-01
5.28900166e-01]
[ -9.01518112e-03 -1.31441623e-01 1.92560301e-02 1.85735646e-02
-8.54886446e-02 -2.83805771e-01 2.52847372e-02 3.02588619e-01
-2.45897896e-02 7.46359368e-02 -2.39800212e-01 -6.66377279e-01
2.48792647e-01]
[ 7.79519413e-02 1.18899686e-01 -6.28597298e-04 1.02990160e-01
-8.36719697e-02 -5.96421203e-02 -2.14391887e-01 -1.90849540e-01
-2.89910920e-01 -1.61951052e-01 -1.36052940e-01 3.54622523e-01
-2.03784998e-01]
[ 3.80327276e-02 -8.40492662e-02 1.39112010e-01 2.21318521e-01
2.56922509e-01 8.47047215e-03 -4.08360482e-01 -3.66990323e-01
-1.13008522e-01 -5.25811809e-01 1.83247359e-01 1.03541651e+00
-4.92422056e-01]
[ 3.43780110e-02 8.09145700e-02 -2.12093621e-01 5.32560805e-02
3.20858048e-02 -6.37220652e-04 -1.66658522e-01 -3.33148009e-01
-2.88214685e-01 -1.89398034e-01 -4.55961651e-02 -3.56530491e-02
-1.87530239e-01]
[ -5.54444236e-02 -2.14607563e-01 6.51711864e-02 8.78699353e-02
-1.33587937e-01 -1.33927171e-01 3.54578691e-02 -9.04583419e-03
7.86287180e-02 -3.65634927e-01 -3.15658537e-01 -2.67954692e-01
3.15803116e-02]
[ 1.46407643e-02 -2.73034951e-01 5.96061075e-02 -2.30498668e-01
-1.92452796e-01 -2.31190756e-01 -2.60570363e-01 4.67756754e-02
-8.90718562e-03 1.08326238e-01 -1.67774482e-01 9.61877028e-02
-5.34658755e-02]
[ 1.72672992e-01 5.13889148e-02 -1.02866881e-01 -2.16250254e-01
-5.90437995e-02 -1.01547575e-01 -1.81687708e-01 3.64638564e-02
-1.89539772e-01 -2.26999531e-01 -1.83510519e-01 1.92252805e-01
-1.04781602e-01]
[ -1.72583088e-01 -1.77815834e-01 -1.12125362e-01 -1.81143220e-01
-4.60791129e-02 2.69933204e-02 -2.02123844e-01 -2.11865156e-01
-1.51955518e-01 -2.94329920e-02 -1.74873125e-01 1.69080573e-01
-2.75718776e-01]
[ -3.36860977e-02 -2.12482412e-01 -1.58010473e-01 -2.02528663e-01
-5.27515548e-02 4.43807529e-02 -3.60806154e-02 -2.17317440e-02
-2.18974260e-01 -2.64971059e-01 -4.51041221e-02 -6.48581384e-02
-6.39172714e-02]
[ 1.14120443e-01 7.98507878e-02 -9.74994724e-03 -1.52297786e-01
-3.24251048e-01 8.14065894e-03 -1.62561400e-01 -2.78958969e-01
-3.19765654e-01 2.94711652e-02 -9.02707787e-02 6.34042870e-02
-1.02383572e-01]
[ -6.36388945e-02 -1.11699431e-02 -2.83815478e-01 -1.06745458e-02
6.68797298e-02 1.55598025e-01 -2.27995824e-01 -1.78455439e-01
-5.02126786e-02 -6.10571561e-02 1.57545596e-01 5.13514378e-01
-5.94195539e-02]
[ 1.05189783e-01 3.55584706e-01 -2.05919345e-01 6.68458959e-01
1.23679534e-01 -2.42034506e-03 -2.61121632e-01 -4.11125518e-01
-2.65073677e-01 -4.07753169e-01 7.20721327e-01 1.01466227e+00
-8.12304220e-01]
[ -3.17278787e-02 1.93588393e-01 4.05721529e-02 2.35269375e-01
1.03103409e-02 -7.02482054e-02 -3.14711037e-01 -4.00047173e-01
-3.05123902e-01 -3.07289217e-01 5.17488318e-01 1.06132048e+00
-7.96770143e-01]
[ -5.08896404e-02 -1.21583726e-01 -1.59721355e-01 2.99149337e-01
-1.65588658e-01 2.32860127e-01 -1.04544643e-01 -2.55616058e-01
-2.60668965e-01 -4.77247182e-01 2.04874791e-01 5.12212135e-01
-3.84266842e-01]
[ 7.85574014e-02 -3.82024503e-01 -5.22722705e-02 -2.75564271e-02
-1.11844960e-01 1.99887183e-01 7.50043268e-02 1.63577953e-01
-1.68957466e-01 -4.31322247e-02 -6.97520902e-02 3.12380726e-01
-2.01333942e-01]
[ 2.03709294e-01 -2.93036307e-01 -1.21181601e-01 -8.85498102e-02
-2.10117749e-01 1.21905539e-01 1.78554334e-02 -1.47431628e-01
-5.22015690e-02 -1.00853245e-01 -1.38690585e-01 -1.77015031e-01
-1.07683084e-01]
[ -1.35363286e-01 -7.99814248e-02 3.82392385e-02 -2.52512882e-01
-5.73682948e-02 -1.41126125e-01 4.62155985e-02 -1.21826754e-02
-8.04676386e-02 -1.08095085e-02 -3.10760255e-01 -4.48108302e-01
-3.43475848e-02]
[ -1.40422907e-01 -1.37229907e-01 -6.80468868e-02 -2.56780796e-01
-3.46448341e-01 -2.88252656e-01 1.47939966e-01 1.22280690e-01
1.57217782e-02 1.00168465e-01 -2.25814780e-01 -7.27875322e-01
7.20158312e-04]
[ -1.65571040e-01 -2.33886802e-01 -2.99489831e-01 -4.12770831e-01
-2.78898978e-01 -2.10055869e-01 -3.25932556e-01 6.77860638e-02
-3.51136392e-02 -4.03324829e-01 -3.58677411e-01 -3.92811910e-01
-4.43977184e-01]
[ -1.11661149e-01 1.23456379e-01 2.08878263e-02 2.28160551e-02
-2.11133127e-01 -1.70200589e-01 -1.16441091e-01 1.05263815e-02
-1.09432394e-01 -1.70551785e-01 -1.56335617e-01 -2.53958241e-01
-7.67871308e-02]
[ -3.52234109e-01 -1.21675955e-01 -2.72534561e-01 1.57465510e-01
-2.02717267e-01 -2.27888046e-01 -7.71892526e-02 -1.43387774e-01
3.47083411e-02 -3.41650847e-02 6.43278259e-02 -3.03812969e-01
-1.33724939e-02]
[ -1.29023115e-01 -3.64896688e-02 -2.56084605e-01 5.47674933e-02
-2.19066217e-01 -2.78434847e-01 -3.68211299e-01 -3.49823950e-02
1.03384095e-02 -1.94757710e-01 -2.35006312e-01 -2.83037000e-01
-2.63164388e-02]
[ -2.18993571e-01 -5.36106682e-01 -3.34131077e-01 -3.07854056e-01
-3.31416707e-01 -2.27726622e-01 5.66495734e-03 -2.63027243e-01
9.41608160e-02 -2.18679095e-01 -1.64629462e-01 -2.05922747e-01
-3.85408501e-02]
[ -2.15641470e-01 -2.96147805e-01 -3.17317967e-01 -1.28811036e-01
-9.34984700e-02 -1.48597596e-01 -8.21834331e-02 -4.33555917e-03
-1.92893052e-01 -5.11475084e-01 -2.40796506e-01 -1.70906612e-01
4.11305372e-02]
[ -1.19970944e-01 4.20019080e-03 -2.38689121e-01 -5.06993890e-01
-2.48747394e-01 -2.60111334e-01 -2.69138210e-02 -3.38096857e-01
8.22985146e-02 -6.67942113e-02 -4.01386822e-01 -1.95244772e-01
-3.74005264e-01]]
Progress: 14.3% ... Training loss: 0.277 ... Validation loss: 0.446[[-0.07130994]
[ 0.25738422]
[-0.17706123]
[ 0.81728738]
[ 0.25427883]
[-0.02188592]
[-0.88683559]
[-1.00931486]
[-0.71802847]
[-1.00983889]
[ 1.08097998]
[ 2.74446926]
[-1.81983881]]
[[ -5.36264932e-01 -5.06472711e-01 -5.81439915e-01 -1.46004593e-01
-3.13484030e-01 -5.91266490e-01 -2.86568552e-01 -3.03911883e-01
-4.83559470e-01 -4.02177360e-01 7.22344953e-02 5.29881392e-01
-4.43819406e-02]
[ 6.05608314e-03 -1.42061932e-01 5.24147276e-02 -4.94955684e-02
-4.60645580e-02 5.89129090e-02 -1.11663816e-01 2.38674985e-01
-1.21243717e-01 -1.61364815e-01 -7.64267842e-02 -1.13349430e-01
1.17835165e-01]
[ -2.05168035e-01 1.27251257e-01 -1.64443208e-02 1.11691024e-01
8.70600017e-02 -1.16587364e-01 1.79887440e-01 -3.28474484e-02
3.13288247e-01 -8.83139434e-02 2.33243774e-01 7.48483967e-01
7.24727937e-01]
[ 1.80119011e-01 -2.36848165e-01 -2.83952687e-01 -7.07399803e-04
-2.88203711e-01 1.31374034e-04 -5.25370101e-04 -4.57940450e-01
1.08291414e-01 -3.76439930e-01 -1.94522245e-01 -3.16455088e-01
-1.40829804e-01]
[ 1.07065355e-01 1.96434519e-02 1.03413696e-01 -1.46864115e-04
-1.58612443e-02 6.94980977e-02 -1.13535811e-01 6.90762459e-03
2.01541676e-02 1.62222578e-01 1.30245099e-01 -8.87968366e-02
-1.88617711e-01]
[ -4.84992064e-01 -5.88222037e-01 -6.04312112e-01 -5.65426203e-01
-5.77579161e-01 -5.64013515e-01 -3.16959281e-01 -1.82239346e-01
-4.43806780e-01 -2.58285520e-01 -4.56496681e-01 -6.58358250e-01
-4.30550128e-01]
[ -4.18473163e-01 -5.78619671e-01 -3.23579142e-01 -3.60780113e-01
-4.07791202e-01 -5.60944942e-01 -4.27445128e-01 -4.66530636e-01
-2.93305368e-01 -1.83358115e-01 -4.26448710e-01 -3.28078116e-01
-2.50168511e-01]
[ -3.23433785e-01 -3.54929060e-01 -4.67114546e-01 -2.22198847e-01
-3.21354915e-01 -4.14934889e-01 -2.24308092e-01 -1.57056950e-01
-2.53451716e-01 -4.28918132e-01 -2.28853907e-01 -5.04059673e-01
-2.25118882e-01]
[ -4.72817244e-01 -3.52245943e-01 -3.76234067e-01 -1.67112380e-01
-3.40493664e-01 -2.15530881e-01 -1.04041342e-01 -4.19238358e-01
-2.73286740e-01 -4.39244686e-01 -1.55502971e-01 -2.22842778e-01
-1.61082581e-01]
[ -9.54076478e-01 -9.29206729e-01 -9.77102808e-01 -7.40670442e-01
-1.01845583e+00 -9.82079396e-01 -6.25038092e-01 -6.19283778e-01
-7.49696799e-01 -5.61317388e-01 -6.99183745e-01 -5.30547853e-01
-4.84647096e-01]
[ -5.05996875e-01 -2.70948104e-01 -4.64161600e-01 -3.30940870e-01
-3.53784351e-01 -3.57304061e-01 -5.42805238e-01 -5.52993635e-01
-6.27399999e-01 -1.05209033e-01 -4.58782769e-01 -6.31082180e-01
-3.86004104e-01]
[ -1.17969800e-01 2.35643362e-02 -3.35741576e-01 -4.01619517e-01
-1.04883616e-01 -7.25595942e-02 -1.59806838e-01 -2.92521062e-01
-1.44543221e-01 1.18199052e-01 -3.92637321e-01 -7.21450479e-01
-3.12465826e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60051539e-01 -1.12389391e-01 1.63902818e-01 -2.58170706e-01
-1.27272120e-01 1.13287431e-01 -1.29211954e-01 1.44903407e-02
-8.65557041e-02 6.93067086e-02 -1.52840750e-01 -3.32726324e-01
4.02694729e-02]
[ -8.26783359e-02 -2.61971512e-01 -1.77981736e-01 -2.84800405e-01
-4.78613123e-01 -8.48783086e-02 -3.40664672e-02 1.17234936e-02
-5.31562495e-02 2.53504505e-02 -1.84776115e-01 -2.67170962e-01
-2.41386328e-01]
[ -7.49500840e-02 -5.12552547e-03 -2.39889130e-01 -2.41966651e-01
1.34174147e-01 -1.63345471e-01 -1.70354341e-01 4.87278065e-02
-6.11377645e-03 1.04976411e-02 -1.74294678e-01 1.86485267e-02
-2.80265479e-02]
[ 2.82279272e-02 -1.58455287e-01 -1.52771286e-01 -4.53378671e-02
-1.17013914e-01 -1.07796282e-01 7.21643253e-02 -1.73271620e-01
-4.12181237e-02 -4.24950777e-02 6.37342171e-03 -1.35109026e-01
3.12266723e-02]
[ -2.85057176e-01 -1.44364575e-01 -7.19919175e-02 -1.00703021e-01
-3.06749060e-01 -2.72936306e-01 -3.58425899e-01 5.80693174e-02
-2.98750024e-01 -2.05982683e-01 1.79361966e-01 -1.84687172e-02
2.95437316e-01]
[ -2.17101421e-01 -1.28638585e-01 -8.35289328e-02 -6.92735607e-02
-8.41849705e-02 -1.15713796e-01 -4.59265623e-02 5.78582111e-02
-1.10982582e-01 2.47649588e-03 2.37402477e-02 -1.55678302e-01
2.88193700e-02]
[ -1.55566377e-01 -6.77641244e-02 -2.23866867e-01 -3.27244586e-01
-1.52386281e-01 -1.99673860e-01 -2.48275615e-01 -6.46129605e-02
1.84264222e-01 -1.56885595e-01 -3.26443276e-01 -2.86207177e-01
-1.26065052e-01]
[ -3.67910947e-01 -6.96400645e-02 -1.46050524e-01 -1.70244668e-01
-5.50919068e-02 -3.11137070e-01 6.24318848e-02 -5.08866365e-02
-1.07257845e-01 9.82260333e-02 -1.35796463e-02 -1.75229649e-01
-1.63564494e-01]
[ -1.68513885e-01 -1.55913945e-01 -4.49699038e-02 -1.54411942e-01
-1.38437788e-01 -2.93894208e-01 -3.21371245e-02 -9.22418293e-02
-2.36407937e-01 5.40833075e-02 1.94525311e-01 -3.58587554e-02
-1.55181567e-01]
[ -1.38029850e-01 -1.74366259e-01 -1.13008773e-01 -2.66815403e-01
9.28997888e-02 -1.83059828e-02 -2.14979969e-01 -1.56002727e-01
9.26885376e-02 -1.07313457e-01 -1.39142526e-01 -1.10514778e-01
-3.41064706e-01]
[ -4.48470819e-02 -3.05590887e-02 -1.49231030e-01 -3.71319553e-02
-2.26427021e-01 6.28909930e-02 -8.98183424e-02 -5.46295618e-02
-2.35092938e-01 -8.88970525e-02 -6.42357028e-02 -2.88481060e-01
-1.83507067e-01]
[ -7.31102470e-02 2.96008267e-02 -1.29400548e-01 -3.00829441e-01
1.24173755e-01 2.06130221e-02 -2.29674207e-01 -1.75268282e-01
1.11731888e-01 -7.43683563e-02 -2.65601838e-01 -2.21454499e-01
-2.91206707e-01]
[ 8.33810834e-02 -3.15316077e-01 -8.00127756e-02 -4.40247035e-01
-2.26673368e-01 -8.80289205e-02 7.31472211e-02 1.15777060e-01
4.25014154e-03 3.09736397e-01 -5.08865871e-01 -7.00248697e-01
4.11980007e-01]
[ -2.18469514e-01 -2.53073005e-01 -1.27396141e-01 -2.97939995e-01
-3.06635888e-01 -9.20245965e-02 2.11003809e-01 5.05245999e-02
3.05404278e-01 4.83001487e-02 -3.91137103e-01 -9.03504112e-01
6.16593175e-01]
[ -9.04365992e-03 -1.94253357e-01 2.64444243e-02 -3.00970702e-01
-1.75784201e-01 1.67351916e-01 2.03313484e-01 2.66672467e-01
-1.68777461e-02 2.52229414e-01 -2.04661777e-01 -9.38735217e-01
6.97251397e-01]
[ 6.25067897e-03 -5.03079837e-02 -1.20548704e-01 -1.19694036e-01
-1.82017756e-01 -4.52696887e-02 2.94554386e-01 1.72296694e-01
2.61950946e-01 3.81818780e-01 -4.60983445e-01 -8.26415316e-01
7.09987833e-01]
[ -7.94836311e-02 -2.84778924e-01 6.31361910e-02 -3.66868014e-01
-1.52606522e-01 1.18194992e-01 3.67759596e-01 1.46400650e-01
-5.50815281e-02 1.79035623e-01 -5.50080765e-01 -8.69964345e-01
8.33861039e-01]
[ 1.23577152e-01 -9.36423684e-02 1.96999649e-02 -1.74947532e-01
-8.50848400e-02 -1.68783452e-02 2.48766022e-01 3.70996599e-01
4.10952927e-01 2.77731623e-01 -5.41076317e-01 -7.61652981e-01
5.30018505e-01]
[ -8.93361374e-03 -1.31903764e-01 1.94451116e-02 1.66114047e-02
-8.59253395e-02 -2.83805865e-01 2.74523184e-02 3.04579152e-01
-2.29219758e-02 7.61238916e-02 -2.42114709e-01 -6.72482434e-01
2.53629412e-01]
[ 7.79971342e-02 1.18378136e-01 -5.08589263e-04 1.01652835e-01
-8.40139720e-02 -5.96421646e-02 -2.13201268e-01 -1.88969181e-01
-2.88436488e-01 -1.61156223e-01 -1.37974857e-01 3.47864788e-01
-1.99558483e-01]
[ 3.80157085e-02 -8.39423257e-02 1.39036852e-01 2.22121390e-01
2.56947675e-01 8.47049671e-03 -4.08025994e-01 -3.66407985e-01
-1.13042896e-01 -5.27411377e-01 1.83292190e-01 1.03503646e+00
-4.93325136e-01]
[ 3.43497834e-02 8.10532899e-02 -2.12174741e-01 5.36499127e-02
3.22428787e-02 -6.37178038e-04 -1.67181086e-01 -3.33731090e-01
-2.88436241e-01 -1.90243143e-01 -4.49927763e-02 -3.52132665e-02
-1.88103559e-01]
[ -5.54105258e-02 -2.14948840e-01 6.53955428e-02 8.52203517e-02
-1.34172038e-01 -1.33927231e-01 3.77793496e-02 -6.33761684e-03
8.01861692e-02 -3.64371293e-01 -3.19119170e-01 -2.79404425e-01
3.83489170e-02]
[ 1.46893932e-02 -2.73660711e-01 5.98844064e-02 -2.33501968e-01
-1.93125134e-01 -2.31190819e-01 -2.58046367e-01 5.03735743e-02
-6.47790127e-03 1.11238016e-01 -1.72571914e-01 8.47842981e-02
-4.54962981e-02]
[ 1.72696068e-01 5.04328862e-02 -1.02691716e-01 -2.19262475e-01
-5.98802789e-02 -1.01547646e-01 -1.79497445e-01 3.91946114e-02
-1.86819238e-01 -2.26058865e-01 -1.87587780e-01 1.89010066e-01
-9.72268021e-02]
[ -1.72599635e-01 -1.78003505e-01 -1.12056819e-01 -1.81560596e-01
-4.62200760e-02 2.69933209e-02 -2.02008900e-01 -2.11616705e-01
-1.51902827e-01 -2.97016450e-02 -1.74627826e-01 1.71014323e-01
-2.75286339e-01]
[ -3.37862988e-02 -2.11808389e-01 -1.58296408e-01 -2.01125110e-01
-5.22110006e-02 4.43808912e-02 -3.79859385e-02 -2.37509485e-02
-2.20870586e-01 -2.67050547e-01 -4.14795634e-02 -5.31992270e-02
-7.00004721e-02]
[ 1.14252310e-01 7.81055774e-02 -9.03336077e-03 -1.58091095e-01
-3.25632742e-01 8.14043614e-03 -1.58302730e-01 -2.73286140e-01
-3.16571186e-01 3.56168438e-02 -9.92218891e-02 4.58114502e-02
-8.94296797e-02]
[ -6.35576454e-02 -1.24071849e-02 -2.83312314e-01 -1.44657636e-02
6.57706481e-02 1.55597860e-01 -2.25431355e-01 -1.73694436e-01
-4.77181465e-02 -5.64778463e-02 1.51706436e-01 5.03613012e-01
-5.09994405e-02]
[ 1.05313389e-01 3.54829596e-01 -2.05638354e-01 6.65883167e-01
1.23038650e-01 -2.42050940e-03 -2.59141176e-01 -4.09740735e-01
-2.63339610e-01 -4.05377738e-01 7.17262139e-01 1.00707165e+00
-8.09068224e-01]
[ -3.15119513e-02 1.91822704e-01 4.11951473e-02 2.30188166e-01
8.85103408e-03 -7.02484660e-02 -3.10057223e-01 -3.94955376e-01
-3.01897263e-01 -3.02136015e-01 5.08224238e-01 1.03861156e+00
-7.89821441e-01]
[ -5.08320011e-02 -1.21783689e-01 -1.59639889e-01 2.98609532e-01
-1.65763277e-01 2.32860051e-01 -1.03972354e-01 -2.54902752e-01
-2.60039728e-01 -4.76403983e-01 2.04195568e-01 5.11932370e-01
-3.83897400e-01]
[ 7.85575338e-02 -3.81868064e-01 -5.22870320e-02 -2.70148990e-02
-1.11715280e-01 1.99887187e-01 7.47019331e-02 1.62947862e-01
-1.69376317e-01 -4.33912364e-02 -6.89702887e-02 3.13386403e-01
-2.02793769e-01]
[ 2.03780645e-01 -2.93333955e-01 -1.21025838e-01 -8.99523902e-02
-2.10464690e-01 1.21905453e-01 1.93313202e-02 -1.45538976e-01
-5.10589594e-02 -9.92797193e-02 -1.40846063e-01 -1.82581425e-01
-1.04139886e-01]
[ -1.35367827e-01 -7.99421402e-02 3.82245682e-02 -2.52374773e-01
-5.73339931e-02 -1.41126118e-01 4.60717586e-02 -1.23228939e-02
-8.05858301e-02 -1.09484604e-02 -3.10561962e-01 -4.47569563e-01
-3.47078813e-02]
[ -1.40381023e-01 -1.37520428e-01 -6.79250791e-02 -2.58073125e-01
-3.46704242e-01 -2.88252703e-01 1.49455277e-01 1.23915013e-01
1.66528375e-02 1.01630554e-01 -2.27565178e-01 -7.32770246e-01
4.25396147e-03]
[ -1.65240269e-01 -2.35555380e-01 -2.98807084e-01 -4.20149313e-01
-2.80659683e-01 -2.10056227e-01 -3.19519432e-01 7.50500781e-02
-2.95853485e-02 -3.98321211e-01 -3.68865358e-01 -4.17434332e-01
-4.29879958e-01]
[ -1.11463605e-01 1.21168369e-01 2.18795284e-02 1.61020312e-02
-2.13069380e-01 -1.70200925e-01 -1.10365615e-01 1.92142352e-02
-1.04722985e-01 -1.62431534e-01 -1.66819632e-01 -2.76608072e-01
-6.17028142e-02]
[ -3.52119909e-01 -1.23747064e-01 -2.71739902e-01 1.50952731e-01
-2.04511445e-01 -2.27888240e-01 -7.13877840e-02 -1.35254768e-01
4.00199881e-02 -2.64523723e-02 5.34265670e-02 -3.26627560e-01
4.62891031e-03]
[ -1.28982736e-01 -3.75433672e-02 -2.55865372e-01 5.20906352e-02
-2.19736861e-01 -2.78434916e-01 -3.65475021e-01 -3.06737589e-02
1.26930571e-02 -1.91966576e-01 -2.39229862e-01 -2.89637456e-01
-1.68681777e-02]
[ -2.18869274e-01 -5.37049685e-01 -3.33701060e-01 -3.12177591e-01
-3.32490552e-01 -2.27726792e-01 9.58344911e-03 -2.58918424e-01
9.75418915e-02 -2.14802056e-01 -1.71765248e-01 -2.23611606e-01
-2.71879399e-02]
[ -2.15531043e-01 -2.97409483e-01 -3.16683838e-01 -1.35303588e-01
-9.50747615e-02 -1.48597784e-01 -7.61711064e-02 2.87026405e-03
-1.88868516e-01 -5.06779773e-01 -2.50382939e-01 -1.96228070e-01
5.85876919e-02]
[ -1.19954739e-01 4.47567620e-03 -2.38997657e-01 -5.06519929e-01
-2.48230887e-01 -2.60111343e-01 -2.80198556e-02 -3.41697993e-01
8.11021565e-02 -7.04086671e-02 -3.97841475e-01 -1.84490600e-01
-3.83901618e-01]]
Progress: 14.4% ... Training loss: 0.327 ... Validation loss: 0.502[[-0.0388244 ]
[ 0.30297371]
[-0.14263831]
[ 0.87042115]
[ 0.29733571]
[ 0.01043205]
[-0.82419291]
[-0.94348764]
[-0.65841351]
[-0.94916877]
[ 1.1436363 ]
[ 2.82653725]
[-1.72008412]]
[[ -5.36753732e-01 -5.03119417e-01 -5.83092464e-01 -1.33660544e-01
-3.10123679e-01 -5.91416286e-01 -3.00006274e-01 -3.22029208e-01
-4.92645720e-01 -4.17936662e-01 9.11016854e-02 5.76630157e-01
-8.06029063e-02]
[ 6.00232896e-03 -1.41859229e-01 5.22534331e-02 -4.88533923e-02
-4.59395476e-02 5.88972035e-02 -1.12501221e-01 2.36870883e-01
-1.21600990e-01 -1.62976731e-01 -7.52160615e-02 -1.10303937e-01
1.15941904e-01]
[ -2.06155593e-01 1.32937371e-01 -1.88081497e-02 1.33166044e-01
9.22004712e-02 -1.16889560e-01 1.55053508e-01 -5.79474638e-02
2.91722956e-01 -1.07968628e-01 2.62041424e-01 8.21494438e-01
6.58676766e-01]
[ 1.80660130e-01 -2.40974837e-01 -2.81387647e-01 -1.33392245e-02
-2.92314064e-01 3.23176720e-04 1.07797602e-02 -4.34911269e-01
1.15083079e-01 -3.54230898e-01 -2.19947811e-01 -3.74572308e-01
-1.11531327e-01]
[ 1.07539952e-01 1.77361298e-02 1.04211605e-01 -1.27097742e-02
-1.81604538e-02 6.96543192e-02 -9.95746154e-02 1.38024295e-02
2.88430363e-02 1.65673340e-01 1.17921155e-01 -1.21468553e-01
-1.59423287e-01]
[ -4.85305005e-01 -5.87008115e-01 -6.05172571e-01 -5.62757491e-01
-5.76405385e-01 -5.64111776e-01 -3.21038777e-01 -1.89907510e-01
-4.46557518e-01 -2.65939134e-01 -4.51790844e-01 -6.47161835e-01
-4.38099891e-01]
[ -4.18860517e-01 -5.77257933e-01 -3.24617206e-01 -3.56566405e-01
-4.06246288e-01 -5.61049736e-01 -4.34389628e-01 -4.73758162e-01
-2.97932483e-01 -1.92350215e-01 -4.19665999e-01 -3.07099505e-01
-2.66408288e-01]
[ -3.24529673e-01 -3.49547894e-01 -4.69764026e-01 -2.01957156e-01
-3.16285959e-01 -4.15272090e-01 -2.48605141e-01 -1.84080035e-01
-2.73840358e-01 -4.51043412e-01 -2.02157991e-01 -4.40068814e-01
-2.85781549e-01]
[ -4.72962598e-01 -3.51011736e-01 -3.76783486e-01 -1.62794767e-01
-3.39504344e-01 -2.15586433e-01 -1.08310557e-01 -4.23580099e-01
-2.75403273e-01 -4.43367440e-01 -1.49777985e-01 -2.13049785e-01
-1.71417249e-01]
[ -9.55003720e-01 -9.24096676e-01 -9.79883727e-01 -7.22803416e-01
-1.01376944e+00 -9.82359849e-01 -6.47900983e-01 -6.46980613e-01
-7.66196491e-01 -5.86902719e-01 -6.73250079e-01 -4.67277280e-01
-5.38791119e-01]
[ -5.07015792e-01 -2.66982328e-01 -4.66425004e-01 -3.17196818e-01
-3.49723345e-01 -3.57622868e-01 -5.59337602e-01 -5.70660461e-01
-6.40645772e-01 -1.21921088e-01 -4.40265489e-01 -5.86128749e-01
-4.25346784e-01]
[ -1.17965177e-01 2.36795398e-02 -3.35794676e-01 -4.01788872e-01
-1.04854048e-01 -7.25561409e-02 -1.60001844e-01 -2.93417915e-01
-1.44680783e-01 1.17602689e-01 -3.93178816e-01 -7.23715605e-01
-3.13765998e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.60063465e-01 -1.12276939e-01 1.63798466e-01 -2.58258404e-01
-1.27170795e-01 1.13280876e-01 -1.29317346e-01 1.39595733e-02
-8.65457933e-02 6.86830048e-02 -1.52942230e-01 -3.33621128e-01
3.99517435e-02]
[ -8.28392946e-02 -2.61403360e-01 -1.78438282e-01 -2.83300946e-01
-4.78159620e-01 -8.49287677e-02 -3.60344935e-02 7.64627190e-03
-5.43938523e-02 2.16195323e-02 -1.82088840e-01 -2.62182444e-01
-2.44610220e-01]
[ -7.50471533e-02 -4.73209730e-03 -2.40121429e-01 -2.41113904e-01
1.34608967e-01 -1.63372248e-01 -1.71666002e-01 4.63860863e-02
-7.07127914e-03 7.99630472e-03 -1.72723449e-01 2.36441136e-02
-3.05459091e-02]
[ 2.80847496e-02 -1.58003749e-01 -1.53216860e-01 -4.33198911e-02
-1.16315660e-01 -1.07838378e-01 6.89359764e-02 -1.75984865e-01
-4.31316178e-02 -4.60166889e-02 9.72022983e-03 -1.24451602e-01
2.40495503e-02]
[ -2.85066666e-01 -1.44357707e-01 -7.19972477e-02 -1.01407340e-01
-3.06799117e-01 -2.72940519e-01 -3.58531804e-01 5.77570413e-02
-2.98476497e-01 -2.06438691e-01 1.77941865e-01 -2.39316815e-02
2.96701308e-01]
[ -2.17563391e-01 -1.26380793e-01 -8.47307871e-02 -6.10634478e-02
-8.20926958e-02 -1.15843667e-01 -5.48698309e-02 4.68373823e-02
-1.18229995e-01 -8.14124058e-03 3.47706439e-02 -1.29466315e-01
4.94959479e-03]
[ -1.56069511e-01 -6.53893696e-02 -2.24987271e-01 -3.19240558e-01
-1.50285244e-01 -1.99821789e-01 -2.59275390e-01 -7.65813442e-02
1.74011564e-01 -1.65905421e-01 -3.15822671e-01 -2.55379331e-01
-1.53258048e-01]
[ -3.68052977e-01 -6.90485672e-02 -1.46428464e-01 -1.66890387e-01
-5.43099828e-02 -3.11189281e-01 5.79421224e-02 -5.51355398e-02
-1.10275018e-01 9.43452633e-02 -8.75588083e-03 -1.65184081e-01
-1.74823244e-01]
[ -1.68885487e-01 -1.53688801e-01 -4.59760742e-02 -1.46399803e-01
-1.36456373e-01 -2.94019422e-01 -3.96956677e-02 -9.97276507e-02
-2.41468298e-01 4.74554017e-02 2.05606513e-01 -1.10736294e-02
-1.73040153e-01]
[ -1.37902527e-01 -1.74711791e-01 -1.12791579e-01 -2.68276701e-01
9.25161372e-02 -1.82620035e-02 -2.13426667e-01 -1.54684142e-01
9.40582434e-02 -1.06142547e-01 -1.40954530e-01 -1.15752384e-01
-3.38975491e-01]
[ -4.48485450e-02 -3.05854026e-02 -1.49229151e-01 -3.68249661e-02
-2.26493321e-01 6.28909524e-02 -9.00748118e-02 -5.47997275e-02
-2.35155191e-01 -8.89956855e-02 -6.43392263e-02 -2.88779398e-01
-1.84274736e-01]
[ -7.32762855e-02 3.01820771e-02 -1.29766573e-01 -2.99392137e-01
1.24806178e-01 2.05586009e-02 -2.31850620e-01 -1.77978049e-01
1.09944176e-01 -7.73545651e-02 -2.63416560e-01 -2.16113965e-01
-2.95160910e-01]
[ 8.32558475e-02 -3.14966905e-01 -8.02675867e-02 -4.39031639e-01
-2.26322725e-01 -8.80624858e-02 7.14063505e-02 1.13809861e-01
2.82171296e-03 3.07526278e-01 -5.07411375e-01 -6.97770879e-01
4.07866646e-01]
[ -2.18581595e-01 -2.52481763e-01 -1.27692411e-01 -2.96090631e-01
-3.06100184e-01 -9.20640334e-02 2.07926849e-01 4.71529760e-02
3.02472231e-01 4.60244871e-02 -3.88588339e-01 -8.96010365e-01
6.09937558e-01]
[ -9.07846339e-03 -1.94071121e-01 2.63517106e-02 -3.00383958e-01
-1.75617110e-01 1.67338582e-01 2.02498977e-01 2.65754377e-01
-1.74891863e-02 2.51340321e-01 -2.03768664e-01 -9.37818748e-01
6.95404635e-01]
[ 6.11100902e-03 -4.97820134e-02 -1.20843895e-01 -1.18027269e-01
-1.81570339e-01 -4.53097007e-02 2.92406907e-01 1.70309592e-01
2.60171332e-01 3.79593524e-01 -4.59102984e-01 -8.23685996e-01
7.05517505e-01]
[ -7.96250846e-02 -2.84303002e-01 6.28013982e-02 -3.64676328e-01
-1.52106057e-01 1.18148641e-01 3.64119116e-01 1.42997028e-01
-5.76824152e-02 1.75955065e-01 -5.47562020e-01 -8.65328759e-01
8.26256358e-01]
[ 1.23480456e-01 -9.33812329e-02 1.95430599e-02 -1.73680538e-01
-8.48507778e-02 -1.69014389e-02 2.47010592e-01 3.69188969e-01
4.09461094e-01 2.76393154e-01 -5.40143525e-01 -7.59234545e-01
5.26175750e-01]
[ -8.99212043e-03 -1.31654067e-01 1.93360720e-02 1.78270244e-02
-8.56812408e-02 -2.83820857e-01 2.62919015e-02 3.03399549e-01
-2.40032998e-02 7.51134030e-02 -2.40841323e-01 -6.69737618e-01
2.50578590e-01]
[ 7.79380384e-02 1.18629241e-01 -6.55431207e-04 1.02987186e-01
-8.38200717e-02 -5.96613268e-02 -2.14359859e-01 -1.89566231e-01
-2.89154717e-01 -1.62412746e-01 -1.36575491e-01 3.51250664e-01
-2.02524415e-01]
[ 3.80821537e-02 -8.41865655e-02 1.39135738e-01 2.21812007e-01
2.56931453e-01 8.48345004e-03 -4.08107071e-01 -3.66373583e-01
-1.12195778e-01 -5.26982993e-01 1.82255702e-01 1.03208822e+00
-4.92841600e-01]
[ 3.43246306e-02 8.11343737e-02 -2.12204651e-01 5.38059202e-02
3.23377808e-02 -6.44355439e-04 -1.67505587e-01 -3.34035941e-01
-2.88700731e-01 -1.90481185e-01 -4.48336446e-02 -3.47797482e-02
-1.88564106e-01]
[ -5.54764953e-02 -2.14743137e-01 6.52204147e-02 8.59349877e-02
-1.33991310e-01 -1.33946291e-01 3.67813513e-02 -8.07081657e-03
7.94099952e-02 -3.65714833e-01 -3.18184691e-01 -2.77428513e-01
3.66778001e-02]
[ 1.46382761e-02 -2.73438544e-01 5.97416433e-02 -2.32902166e-01
-1.92871057e-01 -2.31207049e-01 -2.58907938e-01 4.89459927e-02
-7.42444344e-03 1.10037385e-01 -1.71362609e-01 8.85523623e-02
-4.85376976e-02]
[ 1.72398366e-01 5.16381954e-02 -1.03408092e-01 -2.15771808e-01
-5.86977825e-02 -1.01624835e-01 -1.83811305e-01 3.33995213e-02
-1.90272043e-01 -2.32111631e-01 -1.81483217e-01 2.07577912e-01
-1.09305700e-01]
[ -1.72730286e-01 -1.77409545e-01 -1.12470103e-01 -1.80356323e-01
-4.55967534e-02 2.69502384e-02 -2.04352213e-01 -2.14779363e-01
-1.53607312e-01 -3.37804829e-02 -1.72031011e-01 1.80320946e-01
-2.79133657e-01]
[ -3.39606691e-02 -2.11086526e-01 -1.58746355e-01 -1.99375546e-01
-5.15213869e-02 4.43156145e-02 -4.05565226e-02 -2.69721205e-02
-2.22665608e-01 -2.70168303e-01 -3.84733492e-02 -4.72842431e-02
-7.41242050e-02]
[ 1.14193069e-01 7.83908748e-02 -9.22122717e-03 -1.57155365e-01
-3.25450728e-01 8.12359250e-03 -1.59376159e-01 -2.75352124e-01
-3.17104816e-01 3.37403273e-02 -9.75513461e-02 5.03740704e-02
-9.21982581e-02]
[ -6.36291051e-02 -1.20481806e-02 -2.83478395e-01 -1.31085323e-02
6.61537967e-02 1.55571640e-01 -2.26748732e-01 -1.75195125e-01
-4.87057441e-02 -5.78140930e-02 1.53755449e-01 5.09094882e-01
-5.47055013e-02]
[ 1.05227993e-01 3.56138964e-01 -2.06133674e-01 6.70819473e-01
1.24117959e-01 -2.45576471e-03 -2.62698768e-01 -4.14691724e-01
-2.65420367e-01 -4.09166352e-01 7.23445584e-01 1.01670373e+00
-8.20132628e-01]
[ -3.15832619e-02 1.92275718e-01 4.09174503e-02 2.32268698e-01
9.33086902e-03 -7.02681805e-02 -3.11931761e-01 -3.97223574e-01
-3.03094295e-01 -3.04489961e-01 5.11860533e-01 1.04604924e+00
-7.94793188e-01]
[ -5.07878039e-02 -1.21959368e-01 -1.59516565e-01 2.97916090e-01
-1.65943657e-01 2.32879487e-01 -1.03329207e-01 -2.53767941e-01
-2.59522941e-01 -4.75463051e-01 2.03026926e-01 5.08996359e-01
-3.82876503e-01]
[ 7.85278686e-02 -3.81749185e-01 -5.23515341e-02 -2.66723909e-02
-1.11616685e-01 1.99877435e-01 7.42373942e-02 1.62261226e-01
-1.69963067e-01 -4.38151699e-02 -6.83885543e-02 3.15257415e-01
-2.04024044e-01]
[ 2.03633858e-01 -2.92568959e-01 -1.21391981e-01 -8.73122821e-02
-2.09719826e-01 1.21861008e-01 1.57981535e-02 -1.49036233e-01
-5.39115156e-02 -1.02590752e-01 -1.36668922e-01 -1.69424465e-01
-1.13046391e-01]
[ -1.35347375e-01 -7.99988998e-02 3.82903008e-02 -2.52889315e-01
-5.74027180e-02 -1.41118099e-01 4.64238630e-02 -1.19344974e-02
-8.03715562e-02 -1.03902564e-02 -3.11144518e-01 -4.48441970e-01
-3.37209486e-02]
[ -1.40477288e-01 -1.37059845e-01 -6.81388612e-02 -2.56648321e-01
-3.46328236e-01 -2.88278727e-01 1.47678047e-01 1.21943116e-01
1.50132745e-02 1.00217316e-01 -2.26077844e-01 -7.28965950e-01
-6.03445063e-04]
[ -1.65325276e-01 -2.34914186e-01 -2.99124482e-01 -4.20085662e-01
-2.80152748e-01 -2.10101165e-01 -3.21955407e-01 7.14194073e-02
-3.16372363e-02 -4.01207693e-01 -3.68420152e-01 -4.19236167e-01
-4.35000600e-01]
[ -1.11818858e-01 1.23179999e-01 2.08435628e-02 2.27526245e-02
-2.11459469e-01 -1.70310258e-01 -1.17328519e-01 1.01000994e-02
-1.09197613e-01 -1.70277530e-01 -1.57892260e-01 -2.59073385e-01
-7.75607132e-02]
[ -3.52299349e-01 -1.22849118e-01 -2.72130232e-01 1.54616419e-01
-2.03761321e-01 -2.27949584e-01 -7.59377820e-02 -1.39152325e-01
3.67338896e-02 -3.00530133e-02 5.76292104e-02 -3.17975838e-01
-4.45932107e-03]
[ -1.29172011e-01 -3.63777416e-02 -2.56323228e-01 5.69410484e-02
-2.18806729e-01 -2.78483563e-01 -3.69464664e-01 -3.57832948e-02
9.28852988e-03 -1.95685736e-01 -2.33871306e-01 -2.80065690e-01
-2.87127308e-02]
[ -2.19297070e-01 -5.35492452e-01 -3.34836986e-01 -3.04956105e-01
-3.30462004e-01 -2.27856495e-01 5.17135307e-04 -2.67526340e-01
9.05611489e-02 -2.24240306e-01 -1.61099786e-01 -1.96568335e-01
-4.97662560e-02]
[ -2.15908272e-01 -2.95920941e-01 -3.17512194e-01 -1.29377730e-01
-9.34092403e-02 -1.48707167e-01 -8.28245063e-02 -4.57899267e-03
-1.93916184e-01 -5.12471706e-01 -2.42824913e-01 -1.74379470e-01
4.18943317e-02]
[ -1.20282275e-01 5.90453714e-03 -2.39929247e-01 -5.03453895e-01
-2.46945094e-01 -2.60203802e-01 -3.39518838e-02 -3.50149435e-01
7.64646813e-02 -8.01199533e-02 -3.91089290e-01 -1.61379932e-01
-3.97505491e-01]]
Progress: 14.4% ... Training loss: 0.268 ... Validation loss: 0.449[[ -5.15033193e-02]
[ 2.95881648e-01]
[ -1.52331332e-01]
[ 8.65987234e-01]
[ 2.91656112e-01]
[ 1.20457412e-05]
[ -8.40609412e-01]
[ -9.63576555e-01]
[ -6.67568887e-01]
[ -9.70748562e-01]
[ 1.14686399e+00]
[ 2.84074453e+00]
[ -1.73660244e+00]]
[[ -5.36524941e-01 -5.03648943e-01 -5.82593336e-01 -1.34720712e-01
-3.10628581e-01 -5.91470232e-01 -2.93282080e-01 -3.13984780e-01
-4.89306077e-01 -4.10579569e-01 9.03224973e-02 5.61054454e-01
-6.96459940e-02]
[ 6.00197811e-03 -1.41757190e-01 5.22369483e-02 -4.81368183e-02
-4.57949869e-02 5.88969817e-02 -1.12894002e-01 2.35971449e-01
-1.22183495e-01 -1.63221918e-01 -7.39642887e-02 -1.07278756e-01
1.13642630e-01]
[ -2.06751961e-01 1.37955860e-01 -2.09758555e-02 1.49421673e-01
9.70830604e-02 -1.16737254e-01 1.40706469e-01 -8.18139787e-02
2.81521607e-01 -1.29288117e-01 2.86830100e-01 8.59004814e-01
6.30731445e-01]
[ 1.80698081e-01 -2.41979186e-01 -2.81719523e-01 -1.71987791e-02
-2.92085356e-01 3.22808907e-04 1.56575508e-02 -4.33879831e-01
1.18319238e-01 -3.53248317e-01 -2.22788286e-01 -3.69755390e-01
-9.72419522e-02]
[ 1.07528245e-01 1.80724449e-02 1.04382951e-01 -1.02204424e-02
-1.77726714e-02 6.96623984e-02 -1.02685578e-01 1.07600473e-02
2.63766390e-02 1.64282278e-01 1.18816971e-01 -1.16577893e-01
-1.70717451e-01]
[ -4.84992255e-01 -5.88964749e-01 -6.04212042e-01 -5.68857215e-01
-5.78235998e-01 -5.64193758e-01 -3.13870818e-01 -1.79724177e-01
-4.42195028e-01 -2.55468429e-01 -4.60128841e-01 -6.63276131e-01
-4.27243941e-01]
[ -4.18830833e-01 -5.77645547e-01 -3.24344000e-01 -3.56686550e-01
-4.06585694e-01 -5.61053436e-01 -4.34096127e-01 -4.70051587e-01
-2.98101675e-01 -1.89683008e-01 -4.20862759e-01 -3.10921828e-01
-2.66336953e-01]
[ -3.24513814e-01 -3.48601752e-01 -4.70076185e-01 -1.98692763e-01
-3.15259225e-01 -4.15268146e-01 -2.48619479e-01 -1.87927338e-01
-2.73755743e-01 -4.52807026e-01 -1.94935984e-01 -4.37896827e-01
-2.88793805e-01]
[ -4.72912257e-01 -3.51586298e-01 -3.76558518e-01 -1.65315315e-01
-3.39995029e-01 -2.15599132e-01 -1.05110985e-01 -4.19928686e-01
-2.73865080e-01 -4.40410941e-01 -1.54337361e-01 -2.24966712e-01
-1.63293009e-01]
[ -9.54621362e-01 -9.25531531e-01 -9.78905288e-01 -7.27830405e-01
-1.01539565e+00 -9.82444755e-01 -6.38012761e-01 -6.36188085e-01
-7.60183498e-01 -5.75860398e-01 -6.80113006e-01 -5.01102563e-01
-5.23650377e-01]
[ -5.06934148e-01 -2.68289235e-01 -4.66058120e-01 -3.19469282e-01
-3.50549376e-01 -3.57646547e-01 -5.56118022e-01 -5.64938116e-01
-6.38706189e-01 -1.17234673e-01 -4.43576538e-01 -5.92145025e-01
-4.16616050e-01]
[ -1.18020544e-01 2.44486347e-02 -3.35993454e-01 -3.99965442e-01
-1.04035770e-01 -7.25419925e-02 -1.62462952e-01 -2.96238770e-01
-1.46817253e-01 1.16204751e-01 -3.89876967e-01 -7.13555606e-01
-3.21598206e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59869419e-01 -1.13380330e-01 1.64353166e-01 -2.61460929e-01
-1.28174306e-01 1.13230322e-01 -1.25370458e-01 1.89594421e-02
-8.40173191e-02 7.43407723e-02 -1.56936116e-01 -3.40831352e-01
4.52475038e-02]
[ -8.27506467e-02 -2.61916797e-01 -1.78163626e-01 -2.85241189e-01
-4.78616416e-01 -8.49508907e-02 -3.37187485e-02 1.13290683e-02
-5.31396179e-02 2.49777261e-02 -1.85029899e-01 -2.67409191e-01
-2.41130566e-01]
[ -7.49469267e-02 -5.76281849e-03 -2.39682808e-01 -2.43901988e-01
1.33510005e-01 -1.63398050e-01 -1.69305459e-01 5.08052788e-02
-5.21516698e-03 1.24224193e-02 -1.77145021e-01 1.06891669e-02
-2.53596025e-02]
[ 2.81047353e-02 -1.58415785e-01 -1.52958769e-01 -4.44638756e-02
-1.16710485e-01 -1.07842977e-01 6.98914118e-02 -1.73008970e-01
-4.24828223e-02 -4.37871460e-02 7.29370708e-03 -1.29680177e-01
2.65739733e-02]
[ -2.85060478e-01 -1.44453936e-01 -7.19617465e-02 -1.01381828e-01
-3.06843685e-01 -2.72943392e-01 -3.58401628e-01 5.83272824e-02
-2.98729435e-01 -2.05991142e-01 1.77920883e-01 -2.25229155e-02
2.97040278e-01]
[ -2.17599998e-01 -1.25894835e-01 -8.49529321e-02 -5.95542161e-02
-8.16068034e-02 -1.15831152e-01 -5.55163510e-02 4.56408654e-02
-1.18978739e-01 -9.83292980e-03 3.70071546e-02 -1.25792409e-01
3.16009184e-03]
[ -1.56039872e-01 -6.53189059e-02 -2.25059394e-01 -3.18799030e-01
-1.50264778e-01 -1.99827133e-01 -2.58259647e-01 -7.70216401e-02
1.74673972e-01 -1.65443280e-01 -3.13976304e-01 -2.60591336e-01
-1.51740306e-01]
[ -3.68043423e-01 -6.89980317e-02 -1.46429380e-01 -1.66733618e-01
-5.41650870e-02 -3.11187818e-01 5.81240948e-02 -5.54772769e-02
-1.10190251e-01 9.39262111e-02 -8.57844525e-03 -1.70872239e-01
-1.74891131e-01]
[ -1.68853455e-01 -1.53362286e-01 -4.59872421e-02 -1.45681473e-01
-1.35980491e-01 -2.94025812e-01 -3.93509392e-02 -1.00758690e-01
-2.41488125e-01 4.75870087e-02 2.07496296e-01 -6.76758620e-03
-1.74796550e-01]
[ -1.37882084e-01 -1.74838306e-01 -1.12734039e-01 -2.68991103e-01
9.23287460e-02 -1.82694254e-02 -2.12474910e-01 -1.53883055e-01
9.46726767e-02 -1.05573768e-01 -1.41915658e-01 -1.18289625e-01
-3.36555777e-01]
[ -4.48868335e-02 -3.03998538e-02 -1.49313958e-01 -3.58201500e-02
-2.26262808e-01 6.29017304e-02 -9.06266521e-02 -5.48469491e-02
-2.35695055e-01 -8.92576383e-02 -6.32852366e-02 -2.85752322e-01
-1.84852214e-01]
[ -7.32935173e-02 3.03727184e-02 -1.29847979e-01 -2.98935105e-01
1.25000613e-01 2.05645166e-02 -2.32208553e-01 -1.78676300e-01
1.09672429e-01 -7.79327696e-02 -2.62727624e-01 -2.14153420e-01
-2.95692945e-01]
[ 8.32802365e-02 -3.15089105e-01 -8.02165683e-02 -4.39620084e-01
-2.26447255e-01 -8.80671617e-02 7.22783086e-02 1.14490781e-01
3.41583111e-03 3.08171945e-01 -5.08278627e-01 -7.00694716e-01
4.10242425e-01]
[ -2.18599934e-01 -2.52314869e-01 -1.27720208e-01 -2.95815799e-01
-3.05973948e-01 -9.20602270e-02 2.07501301e-01 4.70087671e-02
3.02075329e-01 4.59802031e-02 -3.88283983e-01 -8.95578107e-01
6.09226716e-01]
[ -9.02919252e-03 -1.94408243e-01 2.64911829e-02 -3.02214073e-01
-1.76038577e-01 1.67323676e-01 2.04711050e-01 2.67773736e-01
-1.59396403e-02 2.53130931e-01 -2.06476312e-01 -9.44172265e-01
7.01283913e-01]
[ 6.15549337e-03 -5.01410137e-02 -1.20722701e-01 -1.19688634e-01
-1.81862297e-01 -4.53194278e-02 2.94303318e-01 1.71985787e-01
2.61308377e-01 3.81314499e-01 -4.61149104e-01 -8.28585676e-01
7.10268009e-01]
[ -7.96119846e-02 -2.84347745e-01 6.28264468e-02 -3.65082024e-01
-1.52166239e-01 1.18145119e-01 3.64464540e-01 1.43297464e-01
-5.75189438e-02 1.76231977e-01 -5.47854863e-01 -8.65729957e-01
8.27447360e-01]
[ 1.23517773e-01 -9.36433694e-02 1.96371694e-02 -1.74858777e-01
-8.51188500e-02 -1.69095022e-02 2.48488770e-01 3.70846398e-01
4.10814793e-01 2.77514819e-01 -5.41550315e-01 -7.63808422e-01
5.30064410e-01]
[ -8.93443677e-03 -1.32113730e-01 1.94989826e-02 1.63077501e-02
-8.60876748e-02 -2.83831395e-01 2.81282341e-02 3.05373130e-01
-2.25671082e-02 7.68229993e-02 -2.42873522e-01 -6.75186132e-01
2.54823716e-01]
[ 7.81355714e-02 1.17130136e-01 -1.91676906e-04 9.83333937e-02
-8.50123309e-02 -5.97054700e-02 -2.09369415e-01 -1.85184948e-01
-2.85510368e-01 -1.58084172e-01 -1.42594655e-01 3.30639672e-01
-1.93334299e-01]
[ 3.80238283e-02 -8.41773404e-02 1.39182196e-01 2.23623110e-01
2.56958770e-01 8.49648834e-03 -4.08797690e-01 -3.64215531e-01
-1.13030177e-01 -5.26232400e-01 1.83155032e-01 1.03462673e+00
-4.95246873e-01]
[ 3.43460433e-02 8.10182028e-02 -2.12149739e-01 5.34532950e-02
3.22454472e-02 -6.49285520e-04 -1.67084265e-01 -3.33396825e-01
-2.88323344e-01 -1.89870596e-01 -4.53642902e-02 -3.58938354e-02
-1.87731478e-01]
[ -5.54951111e-02 -2.14682742e-01 6.52324484e-02 8.62965066e-02
-1.33950162e-01 -1.33943240e-01 3.62076391e-02 -8.31345957e-03
7.85311079e-02 -3.65479012e-01 -3.17785395e-01 -2.74140417e-01
3.43283962e-02]
[ 1.46310498e-02 -2.73240423e-01 5.96698134e-02 -2.32552623e-01
-1.92681454e-01 -2.31204492e-01 -2.59502515e-01 4.82296140e-02
-7.93357534e-03 1.09460713e-01 -1.70621019e-01 9.16824961e-02
-5.00380551e-02]
[ 1.72357656e-01 5.19861822e-02 -1.03446313e-01 -2.15038389e-01
-5.84077121e-02 -1.01617862e-01 -1.84967443e-01 3.26311515e-02
-1.91191401e-01 -2.32123284e-01 -1.80138297e-01 2.11557093e-01
-1.11788201e-01]
[ -1.72720176e-01 -1.77574170e-01 -1.12421744e-01 -1.80641520e-01
-4.57680364e-02 2.69443415e-02 -2.04127581e-01 -2.14708022e-01
-1.53324602e-01 -3.34959451e-02 -1.71636180e-01 1.84231093e-01
-2.78979726e-01]
[ -3.39987866e-02 -2.10726752e-01 -1.58857817e-01 -1.98458039e-01
-5.10963845e-02 4.43267020e-02 -4.16388219e-02 -2.81968955e-02
-2.23810004e-01 -2.70980983e-01 -3.71485663e-02 -4.30236336e-02
-7.70495532e-02]
[ 1.14214228e-01 7.80185198e-02 -9.11643642e-03 -1.58246854e-01
-3.25725879e-01 8.11718123e-03 -1.58323948e-01 -2.74195211e-01
-3.16206474e-01 3.48100061e-02 -9.91753268e-02 4.58459475e-02
-8.94251078e-02]
[ -6.36420166e-02 -1.19094492e-02 -2.83551885e-01 -1.25425374e-02
6.63742774e-02 1.55575790e-01 -2.27133973e-01 -1.76073478e-01
-4.89633868e-02 -5.87339973e-02 1.54921672e-01 5.11836926e-01
-5.61522817e-02]
[ 1.05233822e-01 3.56296569e-01 -2.06149483e-01 6.71698409e-01
1.24295656e-01 -2.45642893e-03 -2.63172452e-01 -4.15423990e-01
-2.65917469e-01 -4.09399987e-01 7.24909056e-01 1.01809760e+00
-8.22438661e-01]
[ -3.16286276e-02 1.93816426e-01 4.05070310e-02 2.38818570e-01
1.06258112e-02 -7.02518658e-02 -3.16111344e-01 -4.01728361e-01
-3.05874670e-01 -3.08453319e-01 5.21024480e-01 1.05644078e+00
-8.06995159e-01]
[ -5.07605475e-02 -1.22149329e-01 -1.59430234e-01 2.97165028e-01
-1.66106589e-01 2.32871995e-01 -1.02730101e-01 -2.53088769e-01
-2.59012474e-01 -4.74812037e-01 2.02089545e-01 5.06923704e-01
-3.81592192e-01]
[ 7.85425022e-02 -3.81684303e-01 -5.23226284e-02 -2.64589161e-02
-1.11532966e-01 1.99874551e-01 7.40790996e-02 1.61725753e-01
-1.70412964e-01 -4.34783711e-02 -6.79240749e-02 3.15509983e-01
-2.05397139e-01]
[ 2.03673606e-01 -2.92850179e-01 -1.21275934e-01 -8.84574540e-02
-2.10025451e-01 1.21850548e-01 1.71812985e-02 -1.47413491e-01
-5.31083826e-02 -1.01250493e-01 -1.38518134e-01 -1.73661557e-01
-1.10111884e-01]
[ -1.35313260e-01 -8.04000411e-02 3.84530123e-02 -2.53936288e-01
-5.77739703e-02 -1.41127189e-01 4.75439316e-02 -9.98176246e-03
-7.96670210e-02 -8.55497046e-03 -3.12653344e-01 -4.52117680e-01
-3.12963005e-02]
[ -1.40427085e-01 -1.37467393e-01 -6.79613446e-02 -2.58271100e-01
-3.46694942e-01 -2.88290735e-01 1.49613132e-01 1.24415110e-01
1.60424773e-02 1.02401723e-01 -2.28795137e-01 -7.34127194e-01
3.21378833e-03]
[ -1.65240127e-01 -2.35323195e-01 -2.98781301e-01 -4.23282151e-01
-2.80699384e-01 -2.10115604e-01 -3.21281225e-01 7.44273912e-02
-3.15844819e-02 -3.98108883e-01 -3.72886218e-01 -4.34211870e-01
-4.35407052e-01]
[ -1.11715113e-01 1.22569007e-01 2.12984828e-02 2.03556040e-02
-2.12046414e-01 -1.70336533e-01 -1.14397642e-01 1.37672083e-02
-1.07576158e-01 -1.65875843e-01 -1.61033649e-01 -2.71412604e-01
-7.08166600e-02]
[ -3.52262959e-01 -1.22563902e-01 -2.72196937e-01 1.57060827e-01
-2.03441118e-01 -2.27959017e-01 -7.55559133e-02 -1.38524070e-01
3.70818586e-02 -2.96266459e-02 6.11953498e-02 -3.15167405e-01
-5.50529173e-03]
[ -1.29176222e-01 -3.62086903e-02 -2.56362392e-01 5.78430589e-02
-2.18608922e-01 -2.78483374e-01 -3.69689527e-01 -3.67557993e-02
8.98407628e-03 -1.95750358e-01 -2.32128452e-01 -2.74836421e-01
-3.02278446e-02]
[ -2.19376383e-01 -5.35122101e-01 -3.35015791e-01 -3.01918433e-01
-3.29821561e-01 -2.27839776e-01 -7.05600845e-04 -2.67584733e-01
8.94406797e-02 -2.24655587e-01 -1.57549173e-01 -1.87995053e-01
-5.24317971e-02]
[ -2.15845618e-01 -2.96308933e-01 -3.17334071e-01 -1.31592975e-01
-9.39311276e-02 -1.48725150e-01 -7.97883082e-02 -1.19213293e-03
-1.92297551e-01 -5.10516584e-01 -2.46024618e-01 -1.79765299e-01
4.90370541e-02]
[ -1.20078055e-01 4.51524492e-03 -2.39474254e-01 -5.07505253e-01
-2.48082047e-01 -2.60247016e-01 -2.88807156e-02 -3.46114728e-01
8.00648991e-02 -7.51912377e-02 -3.96013862e-01 -1.74971726e-01
-3.89719922e-01]]
Progress: 14.5% ... Training loss: 0.260 ... Validation loss: 0.436[[ -5.56798710e-02]
[ 2.92252301e-01]
[ -1.55876962e-01]
[ 8.62184691e-01]
[ 2.89559171e-01]
[ -9.51918234e-04]
[ -8.45480916e-01]
[ -9.75831934e-01]
[ -6.74940490e-01]
[ -9.76739121e-01]
[ 1.14544972e+00]
[ 2.84416832e+00]
[ -1.75771161e+00]]
[[ -5.36510353e-01 -5.03520582e-01 -5.82587148e-01 -1.32942883e-01
-3.10215140e-01 -5.91470221e-01 -2.92607086e-01 -3.11071121e-01
-4.88616230e-01 -4.10310036e-01 9.40706299e-02 5.66631675e-01
-6.44236918e-02]
[ 6.04424380e-03 -1.41981317e-01 5.23248133e-02 -4.94675851e-02
-4.60304335e-02 5.88969736e-02 -1.11715369e-01 2.37445319e-01
-1.21233334e-01 -1.62186068e-01 -7.61261167e-02 -1.11956421e-01
1.16967288e-01]
[ -2.06634872e-01 1.36178016e-01 -2.00327920e-02 1.46212761e-01
9.57256730e-02 -1.16737280e-01 1.46173836e-01 -7.23002545e-02
2.87000877e-01 -1.22323081e-01 2.78600730e-01 8.31273524e-01
6.51300399e-01]
[ 1.80802570e-01 -2.41162378e-01 -2.81941229e-01 -1.61544054e-02
-2.91153949e-01 3.22786527e-04 1.57310351e-02 -4.39429372e-01
1.16381028e-01 -3.55450278e-01 -2.19779965e-01 -3.54754450e-01
-1.04699237e-01]
[ 1.07578738e-01 1.63804724e-02 1.04895568e-01 -1.38344787e-02
-1.90497066e-02 6.96623705e-02 -1.01290839e-01 1.44800470e-02
2.88488537e-02 1.67233513e-01 1.15180422e-01 -1.32610914e-01
-1.62140778e-01]
[ -4.84873223e-01 -5.89645193e-01 -6.04005034e-01 -5.70818984e-01
-5.78903906e-01 -5.64193781e-01 -3.12173962e-01 -1.76530359e-01
-4.40939762e-01 -2.52909805e-01 -4.62649358e-01 -6.70479533e-01
-4.24847043e-01]
[ -4.18704009e-01 -5.78430502e-01 -3.23901685e-01 -3.59478131e-01
-4.07143864e-01 -5.61053454e-01 -4.31060893e-01 -4.66705037e-01
-2.95424369e-01 -1.85311103e-01 -4.24383401e-01 -3.24457943e-01
-2.57656077e-01]
[ -3.24438456e-01 -3.49138916e-01 -4.69803986e-01 -2.00061336e-01
-3.15598283e-01 -4.15268153e-01 -2.46120780e-01 -1.83063293e-01
-2.71609590e-01 -4.50505434e-01 -1.98499750e-01 -4.48196227e-01
-2.79634372e-01]
[ -4.73045838e-01 -3.50441218e-01 -3.76998748e-01 -1.62375260e-01
-3.39020491e-01 -2.15599101e-01 -1.08849796e-01 -4.23711788e-01
-2.76410364e-01 -4.45203218e-01 -1.49015988e-01 -2.06345614e-01
-1.70921015e-01]
[ -9.54386720e-01 -9.27098517e-01 -9.78163245e-01 -7.32776319e-01
-1.01687986e+00 -9.82444794e-01 -6.32636535e-01 -6.26311283e-01
-7.54952956e-01 -5.69936020e-01 -6.86921232e-01 -5.19929517e-01
-5.06655215e-01]
[ -5.06934037e-01 -2.67786668e-01 -4.66228291e-01 -3.18342545e-01
-3.49849469e-01 -3.57646537e-01 -5.57339655e-01 -5.66624480e-01
-6.39871547e-01 -1.18155096e-01 -4.41602068e-01 -5.87131810e-01
-4.19779089e-01]
[ -1.18067665e-01 2.46555707e-02 -3.36084033e-01 -3.99328132e-01
-1.03842067e-01 -7.25419802e-02 -1.63125566e-01 -2.96807899e-01
-1.47348996e-01 1.15640641e-01 -3.89326761e-01 -7.12159686e-01
-3.22821127e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59833892e-01 -1.13305632e-01 1.64307505e-01 -2.61277630e-01
-1.28134307e-01 1.13230319e-01 -1.25645679e-01 1.85986833e-02
-8.40964809e-02 7.39873389e-02 -1.56007488e-01 -3.37920985e-01
4.40110665e-02]
[ -8.27471877e-02 -2.61928138e-01 -1.78169858e-01 -2.85367131e-01
-4.78609166e-01 -8.49508926e-02 -3.36495656e-02 1.15926266e-02
-5.31174113e-02 2.47251469e-02 -1.84909616e-01 -2.67744226e-01
-2.41241087e-01]
[ -7.48201628e-02 -6.73238592e-03 -2.39327797e-01 -2.46738147e-01
1.32565349e-01 -1.63398075e-01 -1.66625815e-01 5.51837310e-02
-3.17228462e-03 1.69102172e-02 -1.81559353e-01 -1.32824223e-03
-1.91060504e-02]
[ 2.81314697e-02 -1.58548264e-01 -1.52883068e-01 -4.51230264e-02
-1.16776504e-01 -1.07842979e-01 7.10460836e-02 -1.71949300e-01
-4.16512842e-02 -4.26455500e-02 6.44282463e-03 -1.34372821e-01
3.01625302e-02]
[ -2.85006522e-01 -1.44689418e-01 -7.18659734e-02 -1.02344673e-01
-3.06834519e-01 -2.72943399e-01 -3.58067927e-01 5.80603064e-02
-2.98341232e-01 -2.05674808e-01 1.77331224e-01 -2.53924293e-02
2.97074971e-01]
[ -2.17544721e-01 -1.26667071e-01 -8.45372527e-02 -6.22969905e-02
-8.24111713e-02 -1.15831162e-01 -5.27787973e-02 5.01841634e-02
-1.16688794e-01 -5.79521768e-03 3.18239991e-02 -1.38986185e-01
1.24742007e-02]
[ -1.55968915e-01 -6.61910315e-02 -2.24724040e-01 -3.21589494e-01
-1.51017640e-01 -1.99827147e-01 -2.54889364e-01 -7.23854024e-02
1.77569276e-01 -1.62614796e-01 -3.19412479e-01 -2.71551023e-01
-1.41886526e-01]
[ -3.68148180e-01 -6.78008948e-02 -1.46812495e-01 -1.61565208e-01
-5.29649213e-02 -3.11187792e-01 5.40832401e-02 -5.92465210e-02
-1.13174830e-01 9.03038692e-02 -1.51900568e-03 -1.59414226e-01
-1.85097062e-01]
[ -1.68851985e-01 -1.53270493e-01 -4.61167731e-02 -1.45792989e-01
-1.35871758e-01 -2.94025813e-01 -3.98788973e-02 -1.01645375e-01
-2.41968951e-01 4.58343026e-02 2.09426441e-01 1.15064976e-03
-1.75902329e-01]
[ -1.37909910e-01 -1.74728331e-01 -1.12757671e-01 -2.68012531e-01
9.24234698e-02 -1.82694214e-02 -2.12987042e-01 -1.54146017e-01
9.42231983e-02 -1.05760190e-01 -1.41125232e-01 -1.14108144e-01
-3.38156575e-01]
[ -4.48912436e-02 -3.00677405e-02 -1.49393554e-01 -3.57622312e-02
-2.26033803e-01 6.29017337e-02 -9.11515953e-02 -5.56967602e-02
-2.35897745e-01 -9.03141116e-02 -6.26681311e-02 -2.82863795e-01
-1.85735105e-01]
[ -7.33430363e-02 3.07027500e-02 -1.29976438e-01 -2.98276323e-01
1.25288876e-01 2.05645304e-02 -2.33180502e-01 -1.79539769e-01
1.08932526e-01 -7.90808908e-02 -2.61982995e-01 -2.11859795e-01
-2.96986076e-01]
[ 8.33444464e-02 -3.15398728e-01 -8.00485033e-02 -4.40827666e-01
-2.26804544e-01 -8.80671723e-02 7.36464412e-02 1.16709866e-01
4.39085942e-03 3.10532064e-01 -5.09953284e-01 -7.05976400e-01
4.14641290e-01]
[ -2.18591267e-01 -2.52390030e-01 -1.27714179e-01 -2.96930273e-01
-3.06124460e-01 -9.20602260e-02 2.08863374e-01 4.82685867e-02
3.03182666e-01 4.66446261e-02 -3.90231825e-01 -9.02573254e-01
6.13460718e-01]
[ -9.01982402e-03 -1.94619940e-01 2.65486123e-02 -3.02863655e-01
-1.76227392e-01 1.67323673e-01 2.05182319e-01 2.68234649e-01
-1.54636257e-02 2.53602803e-01 -2.07517766e-01 -9.47629764e-01
7.03032518e-01]
[ 6.14634162e-03 -5.00982581e-02 -1.20743709e-01 -1.19611440e-01
-1.81861956e-01 -4.53194249e-02 2.94120567e-01 1.71889348e-01
2.61223234e-01 3.81305292e-01 -4.61109768e-01 -8.28925772e-01
7.10135351e-01]
[ -7.96255159e-02 -2.84292523e-01 6.27801613e-02 -3.65184032e-01
-1.52138439e-01 1.18145123e-01 3.64645704e-01 1.43279071e-01
-5.73072545e-02 1.76093605e-01 -5.48141052e-01 -8.67522538e-01
8.28186894e-01]
[ 1.23505801e-01 -9.35812152e-02 1.96096832e-02 -1.74660876e-01
-8.50598370e-02 -1.69094998e-02 2.48202105e-01 3.70540561e-01
4.10572777e-01 2.77207214e-01 -5.41314840e-01 -7.63324638e-01
5.29480631e-01]
[ -8.91439950e-03 -1.32201314e-01 1.95322001e-02 1.58262426e-02
-8.61795378e-02 -2.83831398e-01 2.88191438e-02 3.05881011e-01
-2.21298053e-02 7.72337739e-02 -2.43594891e-01 -6.77606943e-01
2.56426797e-01]
[ 7.80644237e-02 1.17484921e-01 -3.17944006e-04 1.00038964e-01
-8.46921672e-02 -5.97054555e-02 -2.10563543e-01 -1.86304768e-01
-2.86500151e-01 -1.59149688e-01 -1.40958937e-01 3.36596276e-01
-1.96095175e-01]
[ 3.80357935e-02 -8.41853624e-02 1.39201786e-01 2.23679198e-01
2.56963952e-01 8.49648501e-03 -4.08692445e-01 -3.63610060e-01
-1.13025956e-01 -5.26091953e-01 1.83336092e-01 1.03557474e+00
-4.95462259e-01]
[ 3.44157242e-02 8.03157453e-02 -2.11860758e-01 5.14019787e-02
3.15833649e-02 -6.49305271e-04 -1.65480876e-01 -3.30996699e-01
-2.86963351e-01 -1.87523697e-01 -4.84251417e-02 -4.34587652e-02
-1.83219935e-01]
[ -5.54877257e-02 -2.14727772e-01 6.52544067e-02 8.61286922e-02
-1.33985298e-01 -1.33943241e-01 3.63614434e-02 -8.21310224e-03
7.86464796e-02 -3.65370111e-01 -3.17971208e-01 -2.74538605e-01
3.46619281e-02]
[ 1.45702121e-02 -2.73004737e-01 5.95249436e-02 -2.31992140e-01
-1.92459338e-01 -2.31204483e-01 -2.60988788e-01 4.73952257e-02
-8.97629860e-03 1.07377400e-01 -1.68086894e-01 1.00205154e-01
-5.23840071e-02]
[ 1.72496698e-01 5.08529465e-02 -1.03065704e-01 -2.18381069e-01
-5.93550263e-02 -1.01617889e-01 -1.81800436e-01 3.65328635e-02
-1.88342835e-01 -2.29077829e-01 -1.85551689e-01 2.00332365e-01
-1.02924915e-01]
[ -1.72730609e-01 -1.77337642e-01 -1.12337862e-01 -1.80336473e-01
-4.56582860e-02 2.69443428e-02 -2.04341008e-01 -2.14817917e-01
-1.53804425e-01 -3.28120163e-02 -1.71482129e-01 1.88068203e-01
-2.80048979e-01]
[ -3.40371035e-02 -2.10383644e-01 -1.59003431e-01 -1.98022641e-01
-5.08238990e-02 4.43267162e-02 -4.27245577e-02 -2.93978542e-02
-2.24233632e-01 -2.72258760e-01 -3.62861229e-02 -4.09231174e-02
-7.77821386e-02]
[ 1.14267316e-01 7.77259845e-02 -8.95879791e-03 -1.59428739e-01
-3.25934099e-01 8.11716962e-03 -1.57472929e-01 -2.73131044e-01
-3.15608650e-01 3.62184313e-02 -1.00967639e-01 4.24570926e-02
-8.67703956e-02]
[ -6.37329560e-02 -1.11225318e-02 -2.83897150e-01 -9.81001265e-03
6.72399769e-02 1.55575817e-01 -2.29499049e-01 -1.79646245e-01
-5.08063279e-02 -6.24677798e-02 1.60109508e-01 5.24975518e-01
-6.35392612e-02]
[ 1.05315951e-01 3.55757744e-01 -2.05948624e-01 6.70522666e-01
1.23965061e-01 -2.45644377e-03 -2.62609278e-01 -4.13858441e-01
-2.65267594e-01 -4.07592781e-01 7.22893655e-01 1.01009845e+00
-8.21929822e-01]
[ -3.16763392e-02 1.94447981e-01 4.02598057e-02 2.41116135e-01
1.12587387e-02 -7.02518513e-02 -3.17857081e-01 -4.03688941e-01
-3.07042788e-01 -3.10636510e-01 5.24436402e-01 1.06234731e+00
-8.11010809e-01]
[ -5.08103119e-02 -1.21532947e-01 -1.59669430e-01 3.00280268e-01
-1.65430634e-01 2.32872010e-01 -1.04754915e-01 -2.54848426e-01
-2.60663523e-01 -4.76785689e-01 2.06816453e-01 5.18089015e-01
-3.88685451e-01]
[ 7.85470977e-02 -3.81718986e-01 -5.23064389e-02 -2.65864907e-02
-1.11574754e-01 1.99874549e-01 7.42149473e-02 1.61920228e-01
-1.70304207e-01 -4.33554457e-02 -6.81209091e-02 3.14929989e-01
-2.05044605e-01]
[ 2.03708346e-01 -2.92911020e-01 -1.21216248e-01 -8.90137041e-02
-2.10121401e-01 1.21850540e-01 1.78534308e-02 -1.46683186e-01
-5.26657646e-02 -1.00657729e-01 -1.39315752e-01 -1.75498775e-01
-1.08725407e-01]
[ -1.35260503e-01 -8.08926283e-02 3.86639510e-02 -2.55438335e-01
-5.82577926e-02 -1.41127202e-01 4.92710145e-02 -7.55626358e-03
-7.82998025e-02 -6.64382960e-03 -3.15302394e-01 -4.59455846e-01
-2.65938942e-02]
[ -1.40393312e-01 -1.37697686e-01 -6.78419080e-02 -2.59275514e-01
-3.46883589e-01 -2.88290740e-01 1.50637469e-01 1.25579797e-01
1.67993255e-02 1.03538705e-01 -2.30264779e-01 -7.37985080e-01
6.12195334e-03]
[ -1.65145589e-01 -2.35508621e-01 -2.98588785e-01 -4.24131642e-01
-2.80834737e-01 -2.10115625e-01 -3.19927217e-01 7.66445216e-02
-3.10413368e-02 -3.96639583e-01 -3.73987235e-01 -4.33985380e-01
-4.35687103e-01]
[ -1.11533515e-01 1.20923810e-01 2.19377532e-02 1.45890272e-02
-2.13368656e-01 -1.70336565e-01 -1.09600695e-01 2.05889996e-02
-1.03711789e-01 -1.60066023e-01 -1.70247896e-01 -2.92615476e-01
-5.59969379e-02]
[ -3.52173126e-01 -1.23123959e-01 -2.71991409e-01 1.55532562e-01
-2.03862332e-01 -2.27959031e-01 -7.44109879e-02 -1.37288515e-01
3.81220881e-02 -2.78658098e-02 5.94139595e-02 -3.18203817e-01
-2.89204492e-03]
[ -1.29171035e-01 -3.63561667e-02 -2.56247099e-01 5.77490060e-02
-2.18865789e-01 -2.78483373e-01 -3.69396942e-01 -3.47760706e-02
9.38530226e-03 -1.93690081e-01 -2.33314549e-01 -2.76600605e-01
-2.65051120e-02]
[ -2.19300630e-01 -5.35382562e-01 -3.34768860e-01 -3.02287080e-01
-3.30091475e-01 -2.27839798e-01 1.40870840e-03 -2.65319306e-01
9.16896160e-02 -2.22735874e-01 -1.59436018e-01 -2.00062383e-01
-4.59676027e-02]
[ -2.15894073e-01 -2.96014631e-01 -3.17462107e-01 -1.30135563e-01
-9.35705851e-02 -1.48725137e-01 -8.04582530e-02 -2.05205356e-03
-1.92882842e-01 -5.11503655e-01 -2.43667869e-01 -1.76615966e-01
4.61600381e-02]
[ -1.20288876e-01 6.16207735e-03 -2.40264464e-01 -5.03537500e-01
-2.46627598e-01 -2.60246958e-01 -3.44215674e-02 -3.52153129e-01
7.60857241e-02 -8.27842671e-02 -3.87484567e-01 -1.52694568e-01
-4.01573548e-01]]
Progress: 14.6% ... Training loss: 0.252 ... Validation loss: 0.438[[-0.06801408]
[ 0.27242445]
[-0.16650287]
[ 0.83981351]
[ 0.27176291]
[-0.01132064]
[-0.86621816]
[-0.99097782]
[-0.69910089]
[-0.98954474]
[ 1.11602369]
[ 2.78616543]
[-1.80071245]]
[[ -5.36244995e-01 -5.05639081e-01 -5.81922522e-01 -1.41049543e-01
-3.12092200e-01 -5.91466982e-01 -2.83518189e-01 -3.01915325e-01
-4.80324177e-01 -4.02326688e-01 7.97201651e-02 5.25756049e-01
-3.75870712e-02]
[ 6.06261565e-03 -1.42145187e-01 5.24079725e-02 -5.00816081e-02
-4.61708018e-02 5.88973302e-02 -1.11195244e-01 2.38224363e-01
-1.20806527e-01 -1.61596704e-01 -7.71118829e-02 -1.13774050e-01
1.18505264e-01]
[ -2.06093060e-01 1.31761635e-01 -1.81769793e-02 1.30019741e-01
9.16514410e-02 -1.16729074e-01 1.61712696e-01 -4.98961979e-02
2.99968177e-01 -1.05781405e-01 2.51409991e-01 7.69156072e-01
6.94612737e-01]
[ 1.81132319e-01 -2.41099740e-01 -2.82089524e-01 -1.38707657e-02
-2.90360484e-01 3.25247025e-04 1.76763803e-02 -4.39074747e-01
1.18466998e-01 -3.52109580e-01 -2.15845592e-01 -3.48159188e-01
-1.06896410e-01]
[ 1.07376231e-01 1.83951664e-02 1.04069237e-01 -8.38261599e-03
-1.71649452e-02 6.96587510e-02 -1.08486634e-01 4.08203091e-03
2.32792334e-02 1.59874154e-01 1.25386903e-01 -1.08670258e-01
-1.80583470e-01]
[ -4.85048836e-01 -5.88634306e-01 -6.04651687e-01 -5.68117874e-01
-5.77992217e-01 -5.64197300e-01 -3.15616412e-01 -1.83453712e-01
-4.43010959e-01 -2.59314413e-01 -4.57237901e-01 -6.57444474e-01
-4.31173974e-01]
[ -4.18542734e-01 -5.79924024e-01 -3.23182679e-01 -3.64637949e-01
-4.08573591e-01 -5.61050881e-01 -4.26572432e-01 -4.60187754e-01
-2.91161116e-01 -1.78083791e-01 -4.34211239e-01 -3.53199474e-01
-2.41978399e-01]
[ -3.24013272e-01 -3.52124147e-01 -4.68818675e-01 -2.10003384e-01
-3.18142666e-01 -4.15262428e-01 -2.35386099e-01 -1.72125436e-01
-2.62649689e-01 -4.42393537e-01 -2.13982239e-01 -4.88744149e-01
-2.54260014e-01]
[ -4.72912760e-01 -3.51363191e-01 -3.76649317e-01 -1.64898972e-01
-3.39922086e-01 -2.15595937e-01 -1.07241740e-01 -4.21392308e-01
-2.75405313e-01 -4.42527929e-01 -1.51902894e-01 -2.11812764e-01
-1.69833300e-01]
[ -9.54088597e-01 -9.29955632e-01 -9.77211613e-01 -7.44255555e-01
-1.01960970e+00 -9.82440799e-01 -6.23045298e-01 -6.16009246e-01
-7.46535294e-01 -5.62505305e-01 -7.04805865e-01 -5.67752851e-01
-4.77117821e-01]
[ -5.06766343e-01 -2.69154714e-01 -4.65820430e-01 -3.21105014e-01
-3.50938980e-01 -3.57643372e-01 -5.54389075e-01 -5.64791169e-01
-6.36974692e-01 -1.14830710e-01 -4.45882920e-01 -5.99596287e-01
-4.15645747e-01]
[ -1.17989557e-01 2.44908929e-02 -3.36036432e-01 -4.00010897e-01
-1.03986733e-01 -7.25411981e-02 -1.62278636e-01 -2.96091981e-01
-1.46506505e-01 1.16495430e-01 -3.89947055e-01 -7.13593419e-01
-3.20679043e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59900245e-01 -1.12957411e-01 1.64048470e-01 -2.60298812e-01
-1.27788543e-01 1.13228906e-01 -1.26688177e-01 1.61382649e-02
-8.47699644e-02 7.16284943e-02 -1.53873743e-01 -3.33230312e-01
4.19697250e-02]
[ -8.28742450e-02 -2.61245810e-01 -1.78528866e-01 -2.83365284e-01
-4.78033338e-01 -8.49531181e-02 -3.62847967e-02 6.97566265e-03
-5.46155652e-02 2.06660271e-02 -1.81651372e-01 -2.59520853e-01
-2.46033479e-01]
[ -7.47437894e-02 -7.08483265e-03 -2.39212332e-01 -2.47915398e-01
1.32247190e-01 -1.63397041e-01 -1.65677745e-01 5.62959990e-02
-2.34656055e-03 1.82749034e-02 -1.82919337e-01 -5.06231807e-03
-1.65493846e-02]
[ 2.80618946e-02 -1.58319935e-01 -1.53028374e-01 -4.38142236e-02
-1.16473575e-01 -1.07843907e-01 6.98936405e-02 -1.73075024e-01
-4.25203768e-02 -4.37136070e-02 7.61312092e-03 -1.31446008e-01
2.76077825e-02]
[ -2.84942003e-01 -1.45291508e-01 -7.15756881e-02 -1.05074021e-01
-3.07417816e-01 -2.72942272e-01 -3.56191935e-01 6.11626130e-02
-2.96431631e-01 -2.02908423e-01 1.72664684e-01 -3.64437602e-02
3.04734033e-01]
[ -2.17428120e-01 -1.27487392e-01 -8.40679955e-02 -6.46678236e-02
-8.32820698e-02 -1.15829614e-01 -5.00656503e-02 5.36001427e-02
-1.14349088e-01 -1.63567112e-03 2.72577094e-02 -1.55547869e-01
1.99259789e-02]
[ -1.55775651e-01 -6.78622022e-02 -2.24235109e-01 -3.27107755e-01
-1.52475239e-01 -1.99824194e-01 -2.49736050e-01 -6.67323718e-02
1.82813544e-01 -1.58920154e-01 -3.28716594e-01 -2.93918985e-01
-1.29404164e-01]
[ -3.68145134e-01 -6.79986432e-02 -1.46791210e-01 -1.62274534e-01
-5.29597595e-02 -3.11187996e-01 5.50867608e-02 -5.80096245e-02
-1.12731413e-01 9.14749804e-02 -1.70792683e-03 -1.60391299e-01
-1.82307099e-01]
[ -1.68661583e-01 -1.54235079e-01 -4.57383736e-02 -1.49030647e-01
-1.36790669e-01 -2.94023374e-01 -3.60929222e-02 -9.79214293e-02
-2.39154778e-01 4.86204695e-02 2.04463378e-01 -1.18569913e-02
-1.67431309e-01]
[ -1.37958176e-01 -1.74282354e-01 -1.12969929e-01 -2.66993543e-01
9.28330857e-02 -1.82703607e-02 -2.13857458e-01 -1.55604326e-01
9.33514660e-02 -1.06708962e-01 -1.39464180e-01 -1.08820689e-01
-3.40069586e-01]
[ -4.48076356e-02 -3.08786673e-02 -1.49100430e-01 -3.86040207e-02
-2.26795185e-01 6.29039647e-02 -8.89353460e-02 -5.28621119e-02
-2.34777488e-01 -8.83124931e-02 -6.66208931e-02 -2.92569091e-01
-1.81621390e-01]
[ -7.32156744e-02 3.00273470e-02 -1.29650482e-01 -2.99924781e-01
1.24595807e-01 2.05668503e-02 -2.31787434e-01 -1.78106163e-01
1.10304852e-01 -7.69803652e-02 -2.63990437e-01 -2.17304591e-01
-2.95396331e-01]
[ 8.33647958e-02 -3.15566138e-01 -7.99985789e-02 -4.41868086e-01
-2.27049743e-01 -8.80666879e-02 7.47597524e-02 1.17414483e-01
5.27108365e-03 3.11370233e-01 -5.11433666e-01 -7.10588539e-01
4.17805585e-01]
[ -2.18562612e-01 -2.52667750e-01 -1.27612226e-01 -2.98296977e-01
-3.06391741e-01 -9.20598068e-02 2.10584766e-01 5.00142292e-02
3.04629227e-01 4.79377260e-02 -3.92292917e-01 -9.09672824e-01
6.18438167e-01]
[ -9.01340285e-03 -1.94633843e-01 2.65319179e-02 -3.03357995e-01
-1.76295176e-01 1.67323729e-01 2.05762755e-01 2.68662125e-01
-1.50225552e-02 2.53685198e-01 -2.08178700e-01 -9.50428736e-01
7.04415162e-01]
[ 6.19472840e-03 -5.03882969e-02 -1.20650381e-01 -1.20952583e-01
-1.82143577e-01 -4.53187401e-02 2.95717417e-01 1.73441366e-01
2.62439796e-01 3.82542760e-01 -4.62655539e-01 -8.33516320e-01
7.14378553e-01]
[ -7.96365450e-02 -2.84249052e-01 6.27498028e-02 -3.64959366e-01
-1.52088133e-01 1.18144936e-01 3.64338306e-01 1.43022837e-01
-5.75043019e-02 1.75762658e-01 -5.47914983e-01 -8.67141328e-01
8.27480314e-01]
[ 1.23516616e-01 -9.35842530e-02 1.96251512e-02 -1.74594229e-01
-8.50702232e-02 -1.69093405e-02 2.48371401e-01 3.70663828e-01
4.10649282e-01 2.77455761e-01 -5.41268000e-01 -7.63115461e-01
5.29556056e-01]
[ -8.89721650e-03 -1.32275870e-01 1.95375424e-02 1.58104582e-02
-8.62445109e-02 -2.83831276e-01 2.89326212e-02 3.06295388e-01
-2.20635761e-02 7.75548265e-02 -2.43568535e-01 -6.77225744e-01
2.56240301e-01]
[ 7.81072558e-02 1.17319279e-01 -2.65698287e-04 1.00165226e-01
-8.47402982e-02 -5.97054391e-02 -2.10428390e-01 -1.86448502e-01
-2.86013545e-01 -1.58613293e-01 -1.41029030e-01 3.33313515e-01
-1.95861722e-01]
[ 3.80768177e-02 -8.46685472e-02 1.39434804e-01 2.23751761e-01
2.56628995e-01 8.49734175e-03 -4.08349649e-01 -3.62730863e-01
-1.12464824e-01 -5.24419883e-01 1.83115840e-01 1.03360511e+00
-4.96158855e-01]
[ 3.43814562e-02 8.05593179e-02 -2.11959532e-01 5.22270188e-02
3.17981701e-02 -6.49933108e-04 -1.66035241e-01 -3.31876264e-01
-2.87413942e-01 -1.88273445e-01 -4.73558308e-02 -4.11408874e-02
-1.84843291e-01]
[ -5.54987624e-02 -2.14807036e-01 6.52408845e-02 8.59163730e-02
-1.34047326e-01 -1.33943225e-01 3.67030253e-02 -8.22281957e-03
7.87666630e-02 -3.65754396e-01 -3.18302570e-01 -2.75229537e-01
3.54411510e-02]
[ 1.46044764e-02 -2.73362345e-01 5.96756503e-02 -2.33986295e-01
-1.92749860e-01 -2.31204240e-01 -2.59974940e-01 4.90780777e-02
-7.99210500e-03 1.09126527e-01 -1.70570171e-01 9.39410641e-02
-4.74978266e-02]
[ 1.72542188e-01 5.03151645e-02 -1.02882123e-01 -2.19855122e-01
-5.98764471e-02 -1.01617088e-01 -1.80318857e-01 3.80981029e-02
-1.86879694e-01 -2.28071660e-01 -1.87918476e-01 1.95902455e-01
-9.89613372e-02]
[ -1.72712030e-01 -1.77632759e-01 -1.12225558e-01 -1.81518067e-01
-4.59544804e-02 2.69448517e-02 -2.03628175e-01 -2.14372357e-01
-1.53238293e-01 -3.20331020e-02 -1.73402431e-01 1.84537336e-01
-2.77370099e-01]
[ -3.40206886e-02 -2.10226669e-01 -1.59059240e-01 -1.98474352e-01
-5.07882708e-02 4.43266928e-02 -4.24826662e-02 -2.96873575e-02
-2.24331129e-01 -2.72590329e-01 -3.67332447e-02 -4.09591334e-02
-7.63902236e-02]
[ 1.14267873e-01 7.76992848e-02 -8.99419570e-03 -1.59540416e-01
-3.25940245e-01 8.11696888e-03 -1.57537628e-01 -2.74036352e-01
-3.15560529e-01 3.57359139e-02 -1.00854870e-01 4.25340937e-02
-8.69212463e-02]
[ -6.36929184e-02 -1.14323944e-02 -2.83746104e-01 -1.06779035e-02
6.69590528e-02 1.55576581e-01 -2.28931186e-01 -1.78609643e-01
-5.01102521e-02 -6.13344040e-02 1.58872460e-01 5.22051705e-01
-6.15797923e-02]
[ 1.05396232e-01 3.54956866e-01 -2.05662487e-01 6.67616336e-01
1.23237001e-01 -2.45444152e-03 -2.60652841e-01 -4.10990422e-01
-2.64287036e-01 -4.05731298e-01 7.18749561e-01 1.00127942e+00
-8.17738812e-01]
[ -3.15470980e-02 1.93473084e-01 4.04953178e-02 2.37976776e-01
1.05059453e-02 -7.02501817e-02 -3.15607584e-01 -4.01271068e-01
-3.04450819e-01 -3.09019484e-01 5.19052752e-01 1.04919679e+00
-8.05459567e-01]
[ -5.08197501e-02 -1.21363682e-01 -1.59735429e-01 3.01141982e-01
-1.65256168e-01 2.32871690e-01 -1.05291091e-01 -2.55873803e-01
-2.60890904e-01 -4.77551796e-01 2.07987236e-01 5.20200773e-01
-3.90248142e-01]
[ 7.85387542e-02 -3.81687945e-01 -5.23305179e-02 -2.64940370e-02
-1.11538831e-01 1.99874398e-01 7.39678039e-02 1.61693981e-01
-1.70470893e-01 -4.36214168e-02 -6.79239423e-02 3.15708884e-01
-2.05405568e-01]
[ 2.03756386e-01 -2.93113413e-01 -1.21117377e-01 -8.96813006e-02
-2.10362760e-01 1.21851321e-01 1.88199433e-02 -1.45723557e-01
-5.18899922e-02 -9.98865010e-02 -1.40756364e-01 -1.79353158e-01
-1.06882857e-01]
[ -1.35257135e-01 -8.09196623e-02 3.86663653e-02 -2.55526420e-01
-5.82755755e-02 -1.41127147e-01 4.92711539e-02 -7.55640568e-03
-7.82507702e-02 -6.61927396e-03 -3.15314938e-01 -4.59374128e-01
-2.65173139e-02]
[ -1.40407214e-01 -1.37644823e-01 -6.78660319e-02 -2.59116166e-01
-3.46841169e-01 -2.88290927e-01 1.50431100e-01 1.25344524e-01
1.66454700e-02 1.03288660e-01 -2.30094329e-01 -7.37992278e-01
5.82520966e-03]
[ -1.65212109e-01 -2.35392122e-01 -2.98864339e-01 -4.24869250e-01
-2.80617175e-01 -2.10117143e-01 -3.20736813e-01 7.41669757e-02
-3.11554779e-02 -3.99596872e-01 -3.75075526e-01 -4.31349898e-01
-4.35212052e-01]
[ -1.11597599e-01 1.21069617e-01 2.18871479e-02 1.48135742e-02
-2.13280069e-01 -1.70337615e-01 -1.09334080e-01 2.17243145e-02
-1.03576026e-01 -1.59462461e-01 -1.71087891e-01 -2.95473417e-01
-5.37688043e-02]
[ -3.52221796e-01 -1.22692024e-01 -2.72141220e-01 1.57254537e-01
-2.03584369e-01 -2.27959779e-01 -7.58727963e-02 -1.39244705e-01
3.73248737e-02 -2.91618806e-02 6.12132586e-02 -3.16019486e-01
-5.21827342e-03]
[ -1.29002291e-01 -3.74120110e-02 -2.55819117e-01 5.37754227e-02
-2.19831223e-01 -2.78481127e-01 -3.65803417e-01 -3.03960579e-02
1.30471326e-02 -1.89915764e-01 -2.38461262e-01 -2.90969827e-01
-1.58133561e-02]
[ -2.19370925e-01 -5.35246234e-01 -3.34850481e-01 -3.00859510e-01
-3.29838591e-01 -2.27840649e-01 4.52464400e-04 -2.65196764e-01
9.09973353e-02 -2.23049422e-01 -1.58402476e-01 -1.98197520e-01
-4.67310045e-02]
[ -2.15736095e-01 -2.97552653e-01 -3.16959418e-01 -1.35400941e-01
-9.50086735e-02 -1.48721843e-01 -7.54541452e-02 3.79251680e-03
-1.89573214e-01 -5.08045276e-01 -2.50950026e-01 -1.93084076e-01
5.69181603e-02]
[ -1.19822105e-01 3.53553568e-03 -2.39230447e-01 -5.11859492e-01
-2.49025087e-01 -2.60240388e-01 -2.66694191e-02 -3.46350567e-01
8.27391479e-02 -7.44437297e-02 -3.98746028e-01 -1.87405515e-01
-3.86824161e-01]]
Progress: 14.6% ... Training loss: 0.281 ... Validation loss: 0.470[[-0.06005651]
[ 0.28633724]
[-0.15557166]
[ 0.85910306]
[ 0.28592447]
[-0.00311239]
[-0.83831254]
[-0.96477455]
[-0.67223238]
[-0.96631875]
[ 1.14594595]
[ 2.83591519]
[-1.74876188]]
[[ -5.36510342e-01 -5.03754249e-01 -5.82779972e-01 -1.33599583e-01
-3.10138970e-01 -5.91519147e-01 -2.91755106e-01 -3.12022419e-01
-4.85976165e-01 -4.12568287e-01 9.30278050e-02 5.59280903e-01
-6.01347212e-02]
[ 6.16562380e-03 -1.42621659e-01 5.27138714e-02 -5.23117867e-02
-4.66615796e-02 5.89140812e-02 -1.10174373e-01 2.40142676e-01
-1.20067791e-01 -1.60501502e-01 -7.95004215e-02 -1.16811463e-01
1.22013933e-01]
[ -2.06971943e-01 1.35958701e-01 -2.05383032e-02 1.45894176e-01
9.59559397e-02 -1.16880890e-01 1.44686950e-01 -7.21049336e-02
2.84707361e-01 -1.25255604e-01 2.77960873e-01 8.39202954e-01
6.51490180e-01]
[ 1.81118209e-01 -2.42095013e-01 -2.81399725e-01 -1.91222733e-02
-2.92280804e-01 3.45364520e-04 2.11237674e-02 -4.28562682e-01
1.20818918e-01 -3.45089454e-01 -2.27146882e-01 -3.81490210e-01
-9.29863066e-02]
[ 1.07678965e-01 1.74817206e-02 1.04704707e-01 -1.35894503e-02
-1.86006857e-02 6.97210422e-02 -9.86620167e-02 1.31889695e-02
2.85996333e-02 1.66073760e-01 1.18074070e-01 -1.28613766e-01
-1.61947083e-01]
[ -4.84984369e-01 -5.88880044e-01 -6.04485035e-01 -5.68556184e-01
-5.78081191e-01 -5.64185268e-01 -3.16460424e-01 -1.83580941e-01
-4.43040726e-01 -2.59530954e-01 -4.57453026e-01 -6.55356173e-01
-4.34883820e-01]
[ -4.18699499e-01 -5.78668681e-01 -3.23945505e-01 -3.60301938e-01
-4.07413276e-01 -5.61083916e-01 -4.31920228e-01 -4.67479619e-01
-2.95041040e-01 -1.86110071e-01 -4.26895085e-01 -3.35408827e-01
-2.60293390e-01]
[ -3.24371046e-01 -3.50183083e-01 -4.69695347e-01 -2.03212444e-01
-3.16341456e-01 -4.15318584e-01 -2.44262430e-01 -1.81941136e-01
-2.70462153e-01 -4.50380664e-01 -2.03004119e-01 -4.56000072e-01
-2.76905762e-01]
[ -4.72975714e-01 -3.51011263e-01 -3.76827973e-01 -1.62938218e-01
-3.39470932e-01 -2.15608724e-01 -1.09423704e-01 -4.22573149e-01
-2.77075273e-01 -4.43722654e-01 -1.48437901e-01 -2.07744423e-01
-1.74891178e-01]
[ -9.54534157e-01 -9.27241081e-01 -9.78683429e-01 -7.33293936e-01
-1.01656514e+00 -9.82517599e-01 -6.37889088e-01 -6.33150349e-01
-7.58360207e-01 -5.77675787e-01 -6.85577624e-01 -5.15036099e-01
-5.19461102e-01]
[ -5.06896695e-01 -2.68429688e-01 -4.66160012e-01 -3.18116204e-01
-3.50314944e-01 -3.57668440e-01 -5.57214369e-01 -5.67075504e-01
-6.39137318e-01 -1.17534070e-01 -4.41774768e-01 -5.90746978e-01
-4.24125292e-01]
[ -1.17926672e-01 2.43539118e-02 -3.35876538e-01 -4.01311930e-01
-1.04331621e-01 -7.25292767e-02 -1.61859655e-01 -2.95082176e-01
-1.45911081e-01 1.16944599e-01 -3.91739304e-01 -7.18468113e-01
-3.19584681e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59849995e-01 -1.13156958e-01 1.64217387e-01 -2.60774665e-01
-1.27940735e-01 1.13239111e-01 -1.26611771e-01 1.71206323e-02
-8.45224790e-02 7.22513381e-02 -1.54474926e-01 -3.33586359e-01
4.15870688e-02]
[ -8.28766534e-02 -2.61202518e-01 -1.78529881e-01 -2.83390203e-01
-4.77964729e-01 -8.49526643e-02 -3.66346557e-02 6.36116827e-03
-5.47116603e-02 2.05094015e-02 -1.81312132e-01 -2.57073783e-01
-2.46592311e-01]
[ -7.48396147e-02 -6.69385202e-03 -2.39354570e-01 -2.46906046e-01
1.32570424e-01 -1.63408138e-01 -1.67291051e-01 5.43315723e-02
-3.61955193e-03 1.59337701e-02 -1.81045659e-01 -3.32592037e-04
-2.06038808e-02]
[ 2.81990459e-02 -1.58445372e-01 -1.52888887e-01 -4.41581572e-02
-1.16634373e-01 -1.07830664e-01 7.00442043e-02 -1.73201112e-01
-4.17438550e-02 -4.35423076e-02 6.78949600e-03 -1.35348747e-01
2.65949123e-02]
[ -2.85125846e-01 -1.44560190e-01 -7.20827683e-02 -1.01953711e-01
-3.06700795e-01 -2.72972183e-01 -3.59133976e-01 5.78051077e-02
-2.99005223e-01 -2.06835086e-01 1.77607275e-01 -2.03944810e-02
2.95255630e-01]
[ -2.17620750e-01 -1.26298997e-01 -8.47947524e-02 -6.08284735e-02
-8.20453251e-02 -1.15865443e-01 -5.53546960e-02 4.63247934e-02
-1.18635801e-01 -8.89302713e-03 3.44187097e-02 -1.38895012e-01
4.77296609e-03]
[ -1.55927279e-01 -6.71476439e-02 -2.24540327e-01 -3.24860924e-01
-1.51847718e-01 -1.99846218e-01 -2.52555563e-01 -7.06716497e-02
1.79837439e-01 -1.61204633e-01 -3.25387709e-01 -2.81487277e-01
-1.37664367e-01]
[ -3.68225996e-01 -6.74315529e-02 -1.47030271e-01 -1.59878459e-01
-5.24149824e-02 -3.11201729e-01 5.23152098e-02 -6.05719298e-02
-1.14689437e-01 8.93504288e-02 2.00599474e-03 -1.50891800e-01
-1.88354809e-01]
[ -1.68720026e-01 -1.54092997e-01 -4.58006776e-02 -1.48510253e-01
-1.36692723e-01 -2.94032333e-01 -3.72493906e-02 -9.82339093e-02
-2.40209925e-01 4.80522205e-02 2.04710677e-01 -1.26070267e-02
-1.69656298e-01]
[ -1.37989518e-01 -1.74027953e-01 -1.13098787e-01 -2.65334286e-01
9.31846626e-02 -1.82772247e-02 -2.15482290e-01 -1.56531459e-01
9.22401006e-02 -1.07548776e-01 -1.36265778e-01 -1.04676037e-01
-3.43790123e-01]
[ -4.47931423e-02 -3.09426865e-02 -1.49064167e-01 -3.88479204e-02
-2.26831669e-01 6.29066472e-02 -8.86518922e-02 -5.25707009e-02
-2.34614218e-01 -8.80778155e-02 -6.69120690e-02 -2.93129258e-01
-1.81096202e-01]
[ -7.31336130e-02 2.96868296e-02 -1.29534122e-01 -3.00978350e-01
1.24301558e-01 2.05787365e-02 -2.30981345e-01 -1.76716516e-01
1.11055490e-01 -7.59349868e-02 -2.65535326e-01 -2.20999027e-01
-2.94756273e-01]
[ 8.33601907e-02 -3.15588279e-01 -7.99868858e-02 -4.41965256e-01
-2.27053200e-01 -8.80676959e-02 7.47679029e-02 1.17484739e-01
5.22690391e-03 3.11436518e-01 -5.11687095e-01 -7.11230247e-01
4.18095635e-01]
[ -2.18624021e-01 -2.52427027e-01 -1.27725577e-01 -2.97457755e-01
-3.06189678e-01 -9.20700859e-02 2.09439045e-01 4.93291492e-02
3.03676941e-01 4.71395304e-02 -3.91253125e-01 -9.07965613e-01
6.15817844e-01]
[ -9.05945857e-03 -1.94419776e-01 2.64178771e-02 -3.02605325e-01
-1.76076324e-01 1.67314777e-01 2.04785529e-01 2.67710496e-01
-1.58360588e-02 2.52888190e-01 -2.07337087e-01 -9.48708371e-01
7.02676852e-01]
[ 6.15559861e-03 -5.03161993e-02 -1.20684626e-01 -1.20566991e-01
-1.82078966e-01 -4.53228866e-02 2.94903925e-01 1.72916686e-01
2.61866814e-01 3.81914288e-01 -4.62285031e-01 -8.33128872e-01
7.12779709e-01]
[ -7.96783188e-02 -2.84127058e-01 6.26494118e-02 -3.64465569e-01
-1.51921356e-01 1.18136964e-01 3.63527439e-01 1.42320778e-01
-5.80468123e-02 1.74859042e-01 -5.47416299e-01 -8.66310774e-01
8.25954960e-01]
[ 1.23446986e-01 -9.33740572e-02 1.94796954e-02 -1.73797010e-01
-8.48783284e-02 -1.69181504e-02 2.47322404e-01 3.69369948e-01
4.09751671e-01 2.76109334e-01 -5.40509264e-01 -7.61850065e-01
5.27078721e-01]
[ -8.93874571e-03 -1.32028598e-01 1.94122123e-02 1.67360715e-02
-8.60248099e-02 -2.83837758e-01 2.79829555e-02 3.05043416e-01
-2.29387675e-02 7.65003638e-02 -2.42391245e-01 -6.74815401e-01
2.53853240e-01]
[ 7.80808901e-02 1.17390499e-01 -3.17162248e-04 1.00480251e-01
-8.46591717e-02 -5.97100502e-02 -2.10761520e-01 -1.86861073e-01
-2.86181107e-01 -1.59126291e-01 -1.40652811e-01 3.34057276e-01
-1.96382080e-01]
[ 3.83365296e-02 -8.55467451e-02 1.40057863e-01 2.19852354e-01
2.55534045e-01 8.53526932e-03 -4.05642893e-01 -3.58652890e-01
-1.09651594e-01 -5.20983627e-01 1.77640774e-01 1.01997792e+00
-4.89304273e-01]
[ 3.43662800e-02 8.05395198e-02 -2.11966371e-01 5.23060993e-02
3.18352962e-02 -6.53661523e-04 -1.66217551e-01 -3.31657098e-01
-2.87412920e-01 -1.88356381e-01 -4.74606227e-02 -4.18575805e-02
-1.85003271e-01]
[ -5.55064859e-02 -2.14850551e-01 6.53032062e-02 8.55490405e-02
-1.34125565e-01 -1.33942576e-01 3.67922470e-02 -7.73567761e-03
7.89032726e-02 -3.65476600e-01 -3.18927603e-01 -2.77062501e-01
3.66229475e-02]
[ 1.45215633e-02 -2.72659180e-01 5.92974469e-02 -2.31820958e-01
-1.92018055e-01 -2.31216801e-01 -2.62873210e-01 4.47624216e-02
-1.07273319e-02 1.05511088e-01 -1.65838796e-01 1.08379270e-01
-5.73103884e-02]
[ 1.72484059e-01 5.06257114e-02 -1.02979046e-01 -2.19323168e-01
-5.96697582e-02 -1.01623775e-01 -1.81048539e-01 3.66576171e-02
-1.87977398e-01 -2.28692244e-01 -1.86885006e-01 1.99922567e-01
-1.01571555e-01]
[ -1.72707144e-01 -1.77586584e-01 -1.12304423e-01 -1.80846926e-01
-4.59430869e-02 2.69471293e-02 -2.03807751e-01 -2.15295560e-01
-1.53397468e-01 -3.25248296e-02 -1.72024094e-01 1.88518125e-01
-2.80119330e-01]
[ -3.40308808e-02 -2.10360740e-01 -1.58991743e-01 -1.98902541e-01
-5.08700335e-02 4.43266891e-02 -4.26651066e-02 -3.04621741e-02
-2.24102872e-01 -2.72744563e-01 -3.70948824e-02 -3.97906574e-02
-7.62487911e-02]
[ 1.14206864e-01 7.78224959e-02 -9.00857602e-03 -1.59378025e-01
-3.25831486e-01 8.11094850e-03 -1.57965752e-01 -2.74041950e-01
-3.16052981e-01 3.51221801e-02 -1.00589717e-01 4.32528446e-02
-8.72442097e-02]
[ -6.37766179e-02 -1.07351448e-02 -2.84068005e-01 -8.31010142e-03
6.77112767e-02 1.55557870e-01 -2.31228726e-01 -1.82033289e-01
-5.19958540e-02 -6.44329514e-02 1.63226169e-01 5.31319427e-01
-6.88332886e-02]
[ 1.05537685e-01 3.54197242e-01 -2.05393753e-01 6.65363474e-01
1.22652718e-01 -2.43369435e-03 -2.58809674e-01 -4.08310375e-01
-2.62429985e-01 -4.04101443e-01 7.15248388e-01 9.95284990e-01
-8.13576342e-01]
[ -3.17041529e-02 1.94601369e-01 3.98912934e-02 2.42842821e-01
1.16761766e-02 -7.02816463e-02 -3.19610106e-01 -4.05119004e-01
-3.07704393e-01 -3.13044330e-01 5.27318881e-01 1.06515875e+00
-8.16153749e-01]
[ -5.07695736e-02 -1.21199144e-01 -1.59721689e-01 3.01927860e-01
-1.65113285e-01 2.32877953e-01 -1.05383553e-01 -2.56078218e-01
-2.61303822e-01 -4.77379037e-01 2.09338147e-01 5.25425935e-01
-3.93733724e-01]
[ 7.85278661e-02 -3.81631251e-01 -5.23707760e-02 -2.61702224e-02
-1.11465685e-01 1.99872203e-01 7.36217574e-02 1.61224873e-01
-1.70737583e-01 -4.39850448e-02 -6.73871760e-02 3.17210454e-01
-2.06407070e-01]
[ 2.03675750e-01 -2.92819074e-01 -1.21332328e-01 -8.79774943e-02
-2.09983236e-01 1.21837748e-01 1.65784028e-02 -1.48047092e-01
-5.34988441e-02 -1.01712744e-01 -1.38014251e-01 -1.71542922e-01
-1.12558718e-01]
[ -1.35279814e-01 -8.07600072e-02 3.85603890e-02 -2.54956279e-01
-5.81335621e-02 -1.41131049e-01 4.85661220e-02 -8.33699633e-03
-7.87592290e-02 -7.35387632e-03 -3.14644083e-01 -4.57075502e-01
-2.84015115e-02]
[ -1.40455869e-01 -1.37346305e-01 -6.80179819e-02 -2.58158340e-01
-3.46575591e-01 -2.88297633e-01 1.48898348e-01 1.23725167e-01
1.55036630e-02 1.01948734e-01 -2.28620716e-01 -7.33944606e-01
1.98377577e-03]
[ -1.65081956e-01 -2.35369828e-01 -2.98863057e-01 -4.26063271e-01
-2.80799684e-01 -2.10103138e-01 -3.21384184e-01 7.18703395e-02
-3.14569970e-02 -4.00415152e-01 -3.75505529e-01 -4.31038770e-01
-4.40996285e-01]
[ -1.11558736e-01 1.20924852e-01 2.20017012e-02 1.39577816e-02
-2.13496072e-01 -1.70329111e-01 -1.09191102e-01 2.25598069e-02
-1.03728765e-01 -1.59570890e-01 -1.72188645e-01 -2.96339129e-01
-5.30922981e-02]
[ -3.52318415e-01 -1.21987378e-01 -2.72453980e-01 1.60596846e-01
-2.02874118e-01 -2.27976577e-01 -7.88096150e-02 -1.42939565e-01
3.52389724e-02 -3.26506149e-02 6.57417290e-02 -3.05698688e-01
-1.25077837e-02]
[ -1.28972933e-01 -3.74728378e-02 -2.55718756e-01 5.37885069e-02
-2.19884900e-01 -2.78477228e-01 -3.65629482e-01 -2.96968344e-02
1.31764148e-02 -1.88970127e-01 -2.38670824e-01 -2.91069962e-01
-1.58645989e-02]
[ -2.19614246e-01 -5.34120164e-01 -3.35520970e-01 -2.95457958e-01
-3.28490576e-01 -2.27887752e-01 -5.74720204e-03 -2.70488296e-01
8.63342148e-02 -2.28544035e-01 -1.49254852e-01 -1.78758700e-01
-6.12276607e-02]
[ -2.15845232e-01 -2.96850266e-01 -3.17358978e-01 -1.32011214e-01
-9.40925536e-02 -1.48742352e-01 -7.87573532e-02 -6.16105631e-04
-1.91963462e-01 -5.11149092e-01 -2.46086119e-01 -1.79670973e-01
4.47420285e-02]
[ -1.20084427e-01 4.48832662e-03 -2.39715339e-01 -5.09306956e-01
-2.48223579e-01 -2.60272332e-01 -3.11493717e-02 -3.50609266e-01
7.88112770e-02 -7.98001669e-02 -3.94001566e-01 -1.73232150e-01
-3.97431356e-01]]
Progress: 14.7% ... Training loss: 0.253 ... Validation loss: 0.438[[-0.07496047]
[ 0.27143899]
[-0.16439379]
[ 0.84193794]
[ 0.27041531]
[-0.01999291]
[-0.85519275]
[-0.97992631]
[-0.68798906]
[-0.98081324]
[ 1.13335139]
[ 2.83459653]
[-1.76132772]]
[[ -5.36457520e-01 -5.02903717e-01 -5.83153186e-01 -1.31327358e-01
-3.09594028e-01 -5.91517150e-01 -2.91966144e-01 -3.14117239e-01
-4.86207438e-01 -4.15614342e-01 9.90014797e-02 5.73066071e-01
-6.28332963e-02]
[ 6.08056860e-03 -1.41980310e-01 5.24538435e-02 -5.07035118e-02
-4.61014000e-02 5.89097001e-02 -1.11601566e-01 2.37963010e-01
-1.21280150e-01 -1.61841398e-01 -7.75229080e-02 -1.10557823e-01
1.18430021e-01]
[ -2.07316517e-01 1.36667676e-01 -2.10862714e-02 1.49220361e-01
9.67946001e-02 -1.16897018e-01 1.42416522e-01 -7.49353126e-02
2.83834837e-01 -1.31551032e-01 2.80949392e-01 8.40021452e-01
6.49311930e-01]
[ 1.81658136e-01 -2.42859418e-01 -2.81369093e-01 -2.46672145e-02
-2.92496601e-01 3.57867395e-04 2.85332881e-02 -4.26674487e-01
1.24855486e-01 -3.40478680e-01 -2.32373350e-01 -3.97705744e-01
-8.43892819e-02]
[ 1.07599315e-01 1.68582672e-02 1.05511751e-01 -1.07066963e-02
-1.94371196e-02 6.97253711e-02 -1.00100571e-01 1.86229492e-02
2.95118400e-02 1.68388410e-01 1.19519017e-01 -1.30059978e-01
-1.60147518e-01]
[ -4.84635317e-01 -5.90519735e-01 -6.03747531e-01 -5.73737865e-01
-5.79855503e-01 -5.64165757e-01 -3.12005469e-01 -1.78015955e-01
-4.39643854e-01 -2.53733589e-01 -4.63938157e-01 -6.68875562e-01
-4.26898874e-01]
[ -4.18850004e-01 -5.77586469e-01 -3.24498681e-01 -3.55667947e-01
-4.06410949e-01 -5.61088900e-01 -4.35052300e-01 -4.72184204e-01
-2.97984837e-01 -1.90414150e-01 -4.18493725e-01 -3.11855284e-01
-2.72490825e-01]
[ -3.24193326e-01 -3.51407160e-01 -4.69299459e-01 -2.07276582e-01
-3.17460149e-01 -4.15309944e-01 -2.39810576e-01 -1.76990371e-01
-2.66366307e-01 -4.46780679e-01 -2.09278847e-01 -4.71431460e-01
-2.65437091e-01]
[ -4.72710701e-01 -3.52253006e-01 -3.76377007e-01 -1.67948223e-01
-3.40651889e-01 -2.15593782e-01 -1.05275922e-01 -4.19692228e-01
-2.74175272e-01 -4.40826105e-01 -1.54787345e-01 -2.20747181e-01
-1.67874281e-01]
[ -9.54526088e-01 -9.27607719e-01 -9.78758078e-01 -7.33135644e-01
-1.01691619e+00 -9.82512616e-01 -6.36089511e-01 -6.31753203e-01
-7.56973181e-01 -5.78649763e-01 -6.83643426e-01 -5.05656446e-01
-5.16164685e-01]
[ -5.06522005e-01 -2.69873790e-01 -4.65530928e-01 -3.24225174e-01
-3.51868010e-01 -3.57648141e-01 -5.52525757e-01 -5.63211765e-01
-6.35901360e-01 -1.12190332e-01 -4.49456610e-01 -6.06982151e-01
-4.18978861e-01]
[ -1.17668151e-01 2.31413541e-02 -3.35399790e-01 -4.04983085e-01
-1.05499139e-01 -7.25164484e-02 -1.58425324e-01 -2.91650976e-01
-1.43085142e-01 1.20564657e-01 -3.96699603e-01 -7.30012586e-01
-3.13754449e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59758445e-01 -1.13455187e-01 1.64359047e-01 -2.61910440e-01
-1.28201325e-01 1.13244038e-01 -1.25531715e-01 1.80467107e-02
-8.38158598e-02 7.34032016e-02 -1.55216371e-01 -3.33129435e-01
4.25931171e-02]
[ -8.28746094e-02 -2.61168747e-01 -1.78540469e-01 -2.83499175e-01
-4.77964549e-01 -8.49516048e-02 -3.65784372e-02 5.82728384e-03
-5.47412766e-02 2.02920740e-02 -1.81057615e-01 -2.55116796e-01
-2.46185130e-01]
[ -7.45301148e-02 -8.35188992e-03 -2.38599824e-01 -2.51551940e-01
1.30796190e-01 -1.63392111e-01 -1.63261912e-01 6.09610092e-02
-9.30597204e-05 2.24466477e-02 -1.88226179e-01 -1.79035083e-02
-1.31343013e-02]
[ 2.81740685e-02 -1.58297777e-01 -1.53002481e-01 -4.34602771e-02
-1.16408187e-01 -1.07831113e-01 6.92875728e-02 -1.74216896e-01
-4.24626840e-02 -4.45901380e-02 8.35856605e-03 -1.29735340e-01
2.49426951e-02]
[ -2.85258261e-01 -1.43939402e-01 -7.24339503e-02 -1.00008046e-01
-3.06176616e-01 -2.72977317e-01 -3.60507835e-01 5.51381053e-02
-3.00732258e-01 -2.09151184e-01 1.80778755e-01 -1.02246465e-02
2.89880963e-01]
[ -2.17675318e-01 -1.25673375e-01 -8.50467303e-02 -5.79881036e-02
-8.15010005e-02 -1.15867688e-01 -5.72596883e-02 4.36613601e-02
-1.20102075e-01 -1.16358361e-02 3.94419042e-02 -1.29013349e-01
-1.70575956e-03]
[ -1.55848606e-01 -6.79885358e-02 -2.24235622e-01 -3.27340155e-01
-1.52583902e-01 -1.99841549e-01 -2.49876069e-01 -6.71522497e-02
1.82600740e-01 -1.58884052e-01 -3.29698783e-01 -2.91704235e-01
-1.30495889e-01]
[ -3.68161015e-01 -6.79249043e-02 -1.46879890e-01 -1.61240261e-01
-5.28127135e-02 -3.11198567e-01 5.33085064e-02 -5.91449628e-02
-1.13765037e-01 9.07044781e-02 2.72827639e-04 -1.54184285e-01
-1.85436844e-01]
[ -1.68511891e-01 -1.54819915e-01 -4.56076847e-02 -1.52192967e-01
-1.37445516e-01 -2.94022636e-01 -3.33640648e-02 -9.67647830e-02
-2.37780650e-01 4.93721252e-02 2.00053625e-01 -2.56902011e-02
-1.62539831e-01]
[ -1.37923893e-01 -1.74189933e-01 -1.13019483e-01 -2.66146491e-01
9.30325028e-02 -1.82738036e-02 -2.15047566e-01 -1.56047899e-01
9.26452456e-02 -1.07101436e-01 -1.37011716e-01 -1.04054240e-01
-3.43726441e-01]
[ -4.47898640e-02 -3.09543988e-02 -1.49058418e-01 -3.89054746e-02
-2.26842723e-01 6.29068671e-02 -8.85684801e-02 -5.24995517e-02
-2.34565659e-01 -8.80318017e-02 -6.69611518e-02 -2.93194071e-01
-1.80917159e-01]
[ -7.31041599e-02 2.94268755e-02 -1.29405135e-01 -3.01799951e-01
1.24019797e-01 2.05814927e-02 -2.30265008e-01 -1.75670043e-01
1.11642378e-01 -7.47737310e-02 -2.66843253e-01 -2.23871287e-01
-2.93306028e-01]
[ 8.33894501e-02 -3.15671887e-01 -7.99460847e-02 -4.42832756e-01
-2.27184199e-01 -8.80668868e-02 7.58182112e-02 1.18404554e-01
5.95669847e-03 3.12223713e-01 -5.13017763e-01 -7.15422050e-01
4.21580296e-01]
[ -2.18633232e-01 -2.52358046e-01 -1.27772569e-01 -2.97424017e-01
-3.06147707e-01 -9.20705598e-02 2.09247969e-01 4.89396559e-02
3.03507936e-01 4.67438318e-02 -3.90971103e-01 -9.07491236e-01
6.15511248e-01]
[ -9.06830498e-03 -1.94380454e-01 2.64015297e-02 -3.02509131e-01
-1.76043475e-01 1.67314304e-01 2.04630326e-01 2.67564071e-01
-1.59573980e-02 2.52728564e-01 -2.07204575e-01 -9.48518045e-01
7.02384054e-01]
[ 6.17562273e-03 -5.04030555e-02 -1.20658478e-01 -1.21029599e-01
-1.82156185e-01 -4.53220525e-02 2.95371564e-01 1.73419181e-01
2.62239025e-01 3.82396860e-01 -4.62766559e-01 -8.34248215e-01
7.14153634e-01]
[ -7.96449621e-02 -2.84208245e-01 6.27042688e-02 -3.64700073e-01
-1.51974387e-01 1.18138224e-01 3.64353986e-01 1.43169251e-01
-5.77277197e-02 1.75801195e-01 -5.47812808e-01 -8.67313182e-01
8.27502809e-01]
[ 1.23505637e-01 -9.35715308e-02 1.95865199e-02 -1.74640608e-01
-8.51154927e-02 -1.69156665e-02 2.48528653e-01 3.70817379e-01
4.10869210e-01 2.77311085e-01 -5.41503145e-01 -7.64960554e-01
5.30307374e-01]
[ -8.92630623e-03 -1.32079938e-01 1.94554528e-02 1.65585850e-02
-8.61181875e-02 -2.83837153e-01 2.82400751e-02 3.05418962e-01
-2.28914998e-02 7.70595639e-02 -2.42828608e-01 -6.75176712e-01
2.54119834e-01]
[ 7.82279458e-02 1.16536514e-01 6.07092545e-06 9.87971152e-02
-8.52904733e-02 -5.97025144e-02 -2.08879730e-01 -1.84100986e-01
-2.84468714e-01 -1.56894383e-01 -1.42199835e-01 3.29857717e-01
-1.93294438e-01]
[ 3.83647911e-02 -8.56302966e-02 1.40043165e-01 2.19838981e-01
2.55374277e-01 8.53635155e-03 -4.05590229e-01 -3.58157796e-01
-1.09656345e-01 -5.20961646e-01 1.77689624e-01 1.01865538e+00
-4.89728896e-01]
[ 3.43258498e-02 8.05109234e-02 -2.11973087e-01 5.28023392e-02
3.19267215e-02 -6.54973698e-04 -1.66610414e-01 -3.31737481e-01
-2.87567000e-01 -1.88681782e-01 -4.71203680e-02 -4.03571366e-02
-1.86081274e-01]
[ -5.54850627e-02 -2.15081463e-01 6.54335136e-02 8.47302096e-02
-1.34390834e-01 -1.33940602e-01 3.70753616e-02 -7.09438738e-03
7.95166135e-02 -3.65061160e-01 -3.19683890e-01 -2.78681192e-01
3.78567306e-02]
[ 1.43609197e-02 -2.71713712e-01 5.87031241e-02 -2.28916797e-01
-1.90979293e-01 -2.31223890e-01 -2.66264832e-01 3.94787594e-02
-1.38092929e-02 1.00203776e-01 -1.60079212e-01 1.27307951e-01
-6.74099833e-02]
[ 1.72293363e-01 5.15605124e-02 -1.03408053e-01 -2.17132346e-01
-5.88757451e-02 -1.01632032e-01 -1.83394968e-01 3.22039966e-02
-1.89990179e-01 -2.31759452e-01 -1.83636131e-01 2.11797811e-01
-1.07655450e-01]
[ -1.72645208e-01 -1.78069257e-01 -1.12046756e-01 -1.82609915e-01
-4.64753777e-02 2.69513249e-02 -2.02549231e-01 -2.13323692e-01
-1.52301495e-01 -3.00737210e-02 -1.74820365e-01 1.81161782e-01
-2.76271726e-01]
[ -3.39251481e-02 -2.11184032e-01 -1.58568816e-01 -2.01084325e-01
-5.17366416e-02 4.43336539e-02 -4.04832141e-02 -2.65946304e-02
-2.22631702e-01 -2.69041408e-01 -4.10997268e-02 -4.92632651e-02
-7.05883870e-02]
[ 1.14147974e-01 7.83948071e-02 -9.26100331e-03 -1.58144528e-01
-3.25388601e-01 8.10748095e-03 -1.59602492e-01 -2.76371201e-01
-3.17183271e-01 3.22935750e-02 -9.75528414e-02 4.95690601e-02
-9.18957530e-02]
[ -6.37153221e-02 -1.10819026e-02 -2.83935528e-01 -9.36029875e-03
6.73974153e-02 1.55561337e-01 -2.30247272e-01 -1.80496830e-01
-5.11785453e-02 -6.29073711e-02 1.61584277e-01 5.27225112e-01
-6.66010182e-02]
[ 1.05724582e-01 3.53624196e-01 -2.05328661e-01 6.63438651e-01
1.22127055e-01 -2.42454134e-03 -2.56527387e-01 -4.08488196e-01
-2.60818701e-01 -4.04093169e-01 7.13409136e-01 9.89314104e-01
-8.11367087e-01]
[ -3.16480676e-02 1.94198921e-01 4.00508423e-02 2.42585077e-01
1.13235379e-02 -7.02780814e-02 -3.19145755e-01 -4.04169559e-01
-3.07001415e-01 -3.12138146e-01 5.26617792e-01 1.06509298e+00
-8.16105514e-01]
[ -5.06445366e-02 -1.21964045e-01 -1.59343288e-01 2.99859291e-01
-1.65898196e-01 2.32886231e-01 -1.03389880e-01 -2.53171091e-01
-2.59737335e-01 -4.75132145e-01 2.05904819e-01 5.18194816e-01
-3.90036774e-01]
[ 7.85822206e-02 -3.81745780e-01 -5.22719234e-02 -2.69145064e-02
-1.11637524e-01 1.99874861e-01 7.43335208e-02 1.62132350e-01
-1.70256141e-01 -4.31183895e-02 -6.83547302e-02 3.14833703e-01
-2.04927236e-01]
[ 2.03734413e-01 -2.93020429e-01 -1.21266743e-01 -8.86191264e-02
-2.10169346e-01 1.21840034e-01 1.75668643e-02 -1.47489086e-01
-5.28102401e-02 -1.01050244e-01 -1.38944531e-01 -1.74109566e-01
-1.10859856e-01]
[ -1.35265125e-01 -8.08082742e-02 3.85816442e-02 -2.55183043e-01
-5.81735300e-02 -1.41130426e-01 4.87463060e-02 -8.26981199e-03
-7.85969697e-02 -7.16878917e-03 -3.14912741e-01 -4.57149646e-01
-2.80729959e-02]
[ -1.40421032e-01 -1.37475709e-01 -6.79535047e-02 -2.58775003e-01
-3.46667111e-01 -2.88296226e-01 1.49866782e-01 1.24522568e-01
1.61176488e-02 1.02824772e-01 -2.29651207e-01 -7.35495165e-01
3.76887066e-03]
[ -1.64956933e-01 -2.35716543e-01 -2.98901167e-01 -4.27515775e-01
-2.81183789e-01 -2.10096651e-01 -3.20442449e-01 7.10449679e-02
-3.04071956e-02 -4.01283384e-01 -3.75606337e-01 -4.31899032e-01
-4.43321698e-01]
[ -1.11530896e-01 1.21071956e-01 2.20418333e-02 1.44853759e-02
-2.13354370e-01 -1.70327873e-01 -1.08217260e-01 2.31764676e-02
-1.03384704e-01 -1.58254833e-01 -1.72317169e-01 -2.97519069e-01
-5.06490892e-02]
[ -3.52176003e-01 -1.23086424e-01 -2.71944202e-01 1.57881051e-01
-2.03969521e-01 -2.27966495e-01 -7.57821228e-02 -1.38059933e-01
3.73065934e-02 -2.74987323e-02 6.16751359e-02 -3.12555584e-01
-6.50673672e-03]
[ -1.28806797e-01 -3.84607748e-02 -2.55361810e-01 5.07059792e-02
-2.20861961e-01 -2.78468912e-01 -3.63296049e-01 -2.64529100e-02
1.52946172e-02 -1.85146727e-01 -2.42952909e-01 -3.01917383e-01
-9.87533003e-03]
[ -2.19566846e-01 -5.34500610e-01 -3.35336563e-01 -2.95986692e-01
-3.28950758e-01 -2.27884238e-01 -4.70128775e-03 -2.69069005e-01
8.70931757e-02 -2.27479713e-01 -1.50380950e-01 -1.81834782e-01
-5.97178868e-02]
[ -2.15632581e-01 -2.98076748e-01 -3.16879682e-01 -1.36544404e-01
-9.52459030e-02 -1.48729884e-01 -7.42788646e-02 3.52480729e-03
-1.88839794e-01 -5.08374565e-01 -2.52584306e-01 -1.94410856e-01
5.36352070e-02]
[ -1.20164610e-01 5.35855098e-03 -2.40216606e-01 -5.07143634e-01
-2.47366816e-01 -2.60276329e-01 -3.40277568e-02 -3.55392230e-01
7.67978866e-02 -8.50723033e-02 -3.88507215e-01 -1.54071660e-01
-4.05669342e-01]]
Progress: 14.7% ... Training loss: 0.252 ... Validation loss: 0.437[[-0.06999128]
[ 0.27352577]
[-0.16335717]
[ 0.85224939]
[ 0.27260629]
[-0.01872757]
[-0.85376467]
[-0.98242465]
[-0.68605189]
[-0.98159716]
[ 1.14158584]
[ 2.84697391]
[-1.75991374]]
[[ -5.36708072e-01 -5.01917710e-01 -5.83489071e-01 -1.26345128e-01
-3.08354983e-01 -5.91572130e-01 -2.93554698e-01 -3.15136601e-01
-4.86540419e-01 -4.18779684e-01 1.05948982e-01 5.87503253e-01
-6.47414857e-02]
[ 6.16412045e-03 -1.42392454e-01 5.26433295e-02 -5.29229478e-02
-4.66001670e-02 5.89292488e-02 -1.10423698e-01 2.40175192e-01
-1.19713101e-01 -1.60903457e-01 -8.05009588e-02 -1.18174799e-01
1.23907294e-01]
[ -2.07263418e-01 1.35505346e-01 -2.05705975e-02 1.46017645e-01
9.54995120e-02 -1.16847308e-01 1.45252598e-01 -6.82140586e-02
2.87076907e-01 -1.28325916e-01 2.74696990e-01 8.15849735e-01
6.58994246e-01]
[ 1.81203069e-01 -2.40367041e-01 -2.82852196e-01 -1.75432447e-02
-2.89795416e-01 1.92199588e-04 2.08212260e-02 -4.38649285e-01
1.17326889e-01 -3.49379219e-01 -2.20614991e-01 -3.66979547e-01
-1.04734789e-01]
[ 1.08286377e-01 1.43318845e-02 1.06914713e-01 -1.70510096e-02
-2.18907079e-02 6.99119897e-02 -9.28079570e-02 2.70801343e-02
3.45580455e-02 1.78387658e-01 1.08675262e-01 -1.57448808e-01
-1.51248332e-01]
[ -4.84729666e-01 -5.90597964e-01 -6.03604888e-01 -5.72957197e-01
-5.79844386e-01 -5.64169540e-01 -3.12919326e-01 -1.78105403e-01
-4.40179593e-01 -2.53662283e-01 -4.64219558e-01 -6.64288838e-01
-4.29198210e-01]
[ -4.19098714e-01 -5.76243202e-01 -3.25178623e-01 -3.50334006e-01
-4.05230033e-01 -5.61153394e-01 -4.36845458e-01 -4.75553822e-01
-2.99818464e-01 -1.94331941e-01 -4.11067305e-01 -2.95418111e-01
-2.80650812e-01]
[ -3.24305723e-01 -3.51429689e-01 -4.69276097e-01 -2.05847801e-01
-3.17392265e-01 -4.15318243e-01 -2.41194796e-01 -1.76324227e-01
-2.66845654e-01 -4.47089925e-01 -2.08820439e-01 -4.73129083e-01
-2.67107256e-01]
[ -4.72577271e-01 -3.52816059e-01 -3.76128643e-01 -1.70548622e-01
-3.41142400e-01 -2.15558010e-01 -1.02781675e-01 -4.18393998e-01
-2.72489084e-01 -4.39463328e-01 -1.57602445e-01 -2.29859761e-01
-1.62583025e-01]
[ -9.54615894e-01 -9.27499530e-01 -9.78800838e-01 -7.31981001e-01
-1.01676841e+00 -9.82522650e-01 -6.35217396e-01 -6.30287431e-01
-7.56121878e-01 -5.78599576e-01 -6.82149991e-01 -5.04083030e-01
-5.13083010e-01]
[ -5.06805336e-01 -2.69213008e-01 -4.65902787e-01 -3.20797642e-01
-3.51113479e-01 -3.57700699e-01 -5.55343467e-01 -5.66598703e-01
-6.38182860e-01 -1.15599826e-01 -4.46057061e-01 -5.97367108e-01
-4.28748687e-01]
[ -1.17617041e-01 2.30518384e-02 -3.35250744e-01 -4.04622269e-01
-1.05632044e-01 -7.24946608e-02 -1.58076717e-01 -2.91224500e-01
-1.42817472e-01 1.21131009e-01 -3.96804261e-01 -7.30987350e-01
-3.13904529e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59756626e-01 -1.13446720e-01 1.64366412e-01 -2.61894371e-01
-1.28189766e-01 1.13242469e-01 -1.25578382e-01 1.80389839e-02
-8.38287402e-02 7.37272983e-02 -1.55510766e-01 -3.32728730e-01
4.22971236e-02]
[ -8.29013420e-02 -2.61311852e-01 -1.78435967e-01 -2.83855616e-01
-4.78081471e-01 -8.49523916e-02 -3.67376156e-02 6.54898648e-03
-5.47464810e-02 2.07579416e-02 -1.81756237e-01 -2.55805208e-01
-2.46009184e-01]
[ -7.45412685e-02 -8.46846544e-03 -2.38482583e-01 -2.51086567e-01
1.30751623e-01 -1.63382261e-01 -1.63317536e-01 6.09309115e-02
-2.68694909e-05 2.26375702e-02 -1.88142807e-01 -1.44552674e-02
-1.32246352e-02]
[ 2.80828613e-02 -1.57639668e-01 -1.53305132e-01 -4.08345644e-02
-1.15749472e-01 -1.07852440e-01 6.84658337e-02 -1.76559611e-01
-4.29522796e-02 -4.71408426e-02 1.25802162e-02 -1.19405503e-01
2.06006583e-02]
[ -2.85486256e-01 -1.43084263e-01 -7.29308022e-02 -9.60965278e-02
-3.05355257e-01 -2.73035244e-01 -3.63084476e-01 5.23744236e-02
-3.03290249e-01 -2.12138541e-01 1.85626582e-01 6.82034153e-04
2.81439700e-01]
[ -2.17636069e-01 -1.25907068e-01 -8.49188076e-02 -5.93624400e-02
-8.18942871e-02 -1.15854908e-01 -5.57878367e-02 4.56953628e-02
-1.19006695e-01 -1.00206903e-02 3.71506025e-02 -1.34740008e-01
2.98599404e-03]
[ -1.55879491e-01 -6.83426977e-02 -2.24145369e-01 -3.28780215e-01
-1.52950090e-01 -1.99839230e-01 -2.49975963e-01 -6.53285333e-02
1.82977569e-01 -1.59137243e-01 -3.32818196e-01 -2.98416249e-01
-1.27976788e-01]
[ -3.68137080e-01 -6.80604592e-02 -1.46760506e-01 -1.61126321e-01
-5.29071482e-02 -3.11186767e-01 5.37938632e-02 -5.87042514e-02
-1.13226282e-01 9.17022412e-02 3.82868839e-04 -1.55058011e-01
-1.85637055e-01]
[ -1.68613666e-01 -1.54212770e-01 -4.58525594e-02 -1.48964519e-01
-1.36735908e-01 -2.94048315e-01 -3.53871901e-02 -9.91852011e-02
-2.39326284e-01 4.77587803e-02 2.04590815e-01 -1.76879644e-02
-1.67879340e-01]
[ -1.37707092e-01 -1.75031368e-01 -1.12612546e-01 -2.69450958e-01
9.22234495e-02 -1.82095294e-02 -2.11621899e-01 -1.53424884e-01
9.53057998e-02 -1.04476574e-01 -1.40921229e-01 -1.16249654e-01
-3.37060232e-01]
[ -4.47813648e-02 -3.09751937e-02 -1.49048073e-01 -3.90359167e-02
-2.26856610e-01 6.29095856e-02 -8.84015416e-02 -5.23957334e-02
-2.34446610e-01 -8.79183255e-02 -6.70695338e-02 -2.93256698e-01
-1.80593079e-01]
[ -7.32267414e-02 2.98227904e-02 -1.29610279e-01 -3.00612274e-01
1.24426300e-01 2.05442346e-02 -2.31628942e-01 -1.77347061e-01
1.10234400e-01 -7.64942225e-02 -2.65433380e-01 -2.20486440e-01
-2.95812001e-01]
[ 8.33446763e-02 -3.15529903e-01 -8.00152630e-02 -4.42370582e-01
-2.27041336e-01 -8.80778046e-02 7.51486870e-02 1.17884790e-01
5.35252536e-03 3.11667063e-01 -5.12447986e-01 -7.13922927e-01
4.20017839e-01]
[ -2.18608410e-01 -2.52432364e-01 -1.27731729e-01 -2.97889408e-01
-3.06221900e-01 -9.20644428e-02 2.09800307e-01 4.94293630e-02
3.03924952e-01 4.72421194e-02 -3.91442463e-01 -9.08695317e-01
6.17009387e-01]
[ -9.05487644e-03 -1.94411667e-01 2.64135080e-02 -3.02764604e-01
-1.76079121e-01 1.67316403e-01 2.04885962e-01 2.67730419e-01
-1.57863842e-02 2.52996029e-01 -2.07511812e-01 -9.49305377e-01
7.03196540e-01]
[ 6.18970110e-03 -5.04456096e-02 -1.20604295e-01 -1.21258952e-01
-1.82249300e-01 -4.53169344e-02 2.95643671e-01 1.73769564e-01
2.62406002e-01 3.83030062e-01 -4.63304783e-01 -8.35453872e-01
7.14912588e-01]
[ -7.96144489e-02 -2.84265733e-01 6.27468902e-02 -3.64986186e-01
-1.52031352e-01 1.18144496e-01 3.64891671e-01 1.43723351e-01
-5.74673458e-02 1.76337889e-01 -5.48098842e-01 -8.67907989e-01
8.28698221e-01]
[ 1.23498573e-01 -9.35452630e-02 1.95853904e-02 -1.74838368e-01
-8.51260415e-02 -1.69204139e-02 2.48846362e-01 3.70911519e-01
4.11051550e-01 2.77456360e-01 -5.41953175e-01 -7.67035889e-01
5.31332591e-01]
[ -8.96722574e-03 -1.31812876e-01 1.93770060e-02 1.75030203e-02
-8.59154810e-02 -2.83846641e-01 2.75144070e-02 3.04885540e-01
-2.39033107e-02 7.66664180e-02 -2.42050464e-01 -6.73139442e-01
2.51563724e-01]
[ 7.82181776e-02 1.16676073e-01 -9.77086314e-05 9.95371081e-02
-8.51229243e-02 -5.97074847e-02 -2.08660561e-01 -1.84999127e-01
-2.84533265e-01 -1.57605485e-01 -1.41941471e-01 3.30456274e-01
-1.95254633e-01]
[ 3.81670115e-02 -8.51526246e-02 1.39715967e-01 2.23259671e-01
2.56187093e-01 8.49489006e-03 -4.08909954e-01 -3.60587122e-01
-1.11839572e-01 -5.23255994e-01 1.83315487e-01 1.03519456e+00
-4.96435137e-01]
[ 3.42973985e-02 8.06440440e-02 -2.12001618e-01 5.35636921e-02
3.20877914e-02 -6.61219438e-04 -1.67073084e-01 -3.31814821e-01
-2.87714018e-01 -1.89218778e-01 -4.63077135e-02 -3.82584021e-02
-1.87273983e-01]
[ -5.55002737e-02 -2.15266631e-01 6.54629503e-02 8.33827947e-02
-1.34627541e-01 -1.33939121e-01 3.85009745e-02 -5.88044247e-03
8.05053588e-02 -3.64806849e-01 -3.21422818e-01 -2.86932790e-01
4.16531415e-02]
[ 1.43825265e-02 -2.71726303e-01 5.87249821e-02 -2.29149934e-01
-1.90999105e-01 -2.31219786e-01 -2.66304366e-01 3.95001464e-02
-1.37523292e-02 1.00274034e-01 -1.60104709e-01 1.26507686e-01
-6.70991374e-02]
[ 1.72200726e-01 5.18717725e-02 -1.03531389e-01 -2.16265602e-01
-5.86171253e-02 -1.01649903e-01 -1.84619779e-01 3.06753531e-02
-1.90799166e-01 -2.33209198e-01 -1.82065351e-01 2.15977300e-01
-1.09992130e-01]
[ -1.72652603e-01 -1.78278552e-01 -1.11974610e-01 -1.83274947e-01
-4.66418970e-02 2.69480728e-02 -2.01949216e-01 -2.12986600e-01
-1.52066441e-01 -2.93138334e-02 -1.75803842e-01 1.79760475e-01
-2.74693754e-01]
[ -3.38188330e-02 -2.12027286e-01 -1.58168353e-01 -2.04143005e-01
-5.25758404e-02 4.43660897e-02 -3.79247138e-02 -2.25877371e-02
-2.20529226e-01 -2.65762972e-01 -4.63322943e-02 -6.16276924e-02
-6.21767545e-02]
[ 1.14083332e-01 7.86161578e-02 -9.41161499e-03 -1.57391825e-01
-3.25172693e-01 8.09741502e-03 -1.60795095e-01 -2.77797729e-01
-3.17776843e-01 3.07416287e-02 -9.57315070e-02 5.57654890e-02
-9.49473894e-02]
[ -6.37688768e-02 -1.09248835e-02 -2.83994089e-01 -8.88193727e-03
6.75049263e-02 1.55549632e-01 -2.30621017e-01 -1.80573907e-01
-5.16620043e-02 -6.33206992e-02 1.62064519e-01 5.28442618e-01
-6.77028955e-02]
[ 1.05736828e-01 3.53929708e-01 -2.05381342e-01 6.65591147e-01
1.22471328e-01 -2.41412045e-03 -2.57180634e-01 -4.10291832e-01
-2.61262318e-01 -4.04634993e-01 7.16217933e-01 9.92310756e-01
-8.15903181e-01]
[ -3.17072197e-02 1.94552417e-01 3.98819270e-02 2.43912098e-01
1.16751745e-02 -7.02945465e-02 -3.19690951e-01 -4.04451997e-01
-3.07262961e-01 -3.13691927e-01 5.27620392e-01 1.06836935e+00
-8.17554502e-01]
[ -5.05660731e-02 -1.22275629e-01 -1.59175975e-01 2.99688414e-01
-1.66230031e-01 2.32911085e-01 -1.02751444e-01 -2.53075087e-01
-2.59098056e-01 -4.74751173e-01 2.05443431e-01 5.17808687e-01
-3.90430375e-01]
[ 7.85905465e-02 -3.81889532e-01 -5.22123456e-02 -2.72064103e-02
-1.11771869e-01 1.99878820e-01 7.46341151e-02 1.62694325e-01
-1.69780619e-01 -4.29029248e-02 -6.88938177e-02 3.12907290e-01
-2.03638366e-01]
[ 2.03709239e-01 -2.92905257e-01 -1.21313222e-01 -8.82086411e-02
-2.10066091e-01 1.21833993e-01 1.71658241e-02 -1.48029333e-01
-5.32144525e-02 -1.01438847e-01 -1.38413880e-01 -1.72364328e-01
-1.11998335e-01]
[ -1.35247191e-01 -8.08757909e-02 3.86287527e-02 -2.55381527e-01
-5.82774486e-02 -1.41124482e-01 4.90795117e-02 -7.65482939e-03
-7.83818424e-02 -6.66771921e-03 -3.15336133e-01 -4.58425341e-01
-2.74676949e-02]
[ -1.40424270e-01 -1.37466994e-01 -6.79577582e-02 -2.58748850e-01
-3.46663109e-01 -2.88296601e-01 1.49866549e-01 1.24637482e-01
1.60504078e-02 1.02881965e-01 -2.29664862e-01 -7.35392970e-01
3.63446624e-03]
[ -1.64958053e-01 -2.35873568e-01 -2.98947694e-01 -4.28726587e-01
-2.81304695e-01 -2.10109709e-01 -3.19188838e-01 7.26395950e-02
-2.94207490e-02 -4.01020513e-01 -3.78124104e-01 -4.37026707e-01
-4.39387205e-01]
[ -1.11549880e-01 1.20951292e-01 2.21494058e-02 1.40107653e-02
-2.13499396e-01 -1.70320669e-01 -1.07262715e-01 2.42411651e-02
-1.02996240e-01 -1.57423850e-01 -1.73646882e-01 -2.98679614e-01
-4.73502645e-02]
[ -3.52178031e-01 -1.23154563e-01 -2.71883103e-01 1.57785757e-01
-2.04067261e-01 -2.27958670e-01 -7.48983732e-02 -1.36725927e-01
3.79012306e-02 -2.65733788e-02 6.12725076e-02 -3.12862816e-01
-5.41512356e-03]
[ -1.29038565e-01 -3.74534470e-02 -2.55689613e-01 5.43570552e-02
-2.20153592e-01 -2.78514216e-01 -3.65519879e-01 -2.87809899e-02
1.41124320e-02 -1.88888511e-01 -2.39398578e-01 -2.96687693e-01
-1.19167331e-02]
[ -2.19661194e-01 -5.34666529e-01 -3.35225615e-01 -2.94026699e-01
-3.28853773e-01 -2.27884297e-01 -6.79323827e-03 -2.69597400e-01
8.52724990e-02 -2.27072550e-01 -1.47694554e-01 -1.75542252e-01
-6.57902463e-02]
[ -2.15770081e-01 -2.97385491e-01 -3.17239693e-01 -1.33134649e-01
-9.44258496e-02 -1.48764998e-01 -7.67902608e-02 4.06234644e-04
-1.90519434e-01 -5.11110336e-01 -2.47203838e-01 -1.81042268e-01
4.51558757e-02]
[ -1.20000889e-01 4.85116909e-03 -2.40027457e-01 -5.09440748e-01
-2.47859144e-01 -2.60238627e-01 -3.18894726e-02 -3.54905203e-01
7.83483152e-02 -8.38140727e-02 -3.91089976e-01 -1.62153324e-01
-4.04239409e-01]]
Progress: 14.8% ... Training loss: 0.250 ... Validation loss: 0.439[[-0.07283608]
[ 0.27451082]
[-0.16649783]
[ 0.85355085]
[ 0.2711978 ]
[-0.02048669]
[-0.85445666]
[-0.98969958]
[-0.68600936]
[-0.98574022]
[ 1.14037917]
[ 2.85247252]
[-1.76208711]]
[[ -5.36760795e-01 -5.01088549e-01 -5.83659786e-01 -1.23983398e-01
-3.07691098e-01 -5.91590949e-01 -2.92522466e-01 -3.13328031e-01
-4.86975690e-01 -4.18550286e-01 1.08502619e-01 5.91395925e-01
-6.34696193e-02]
[ 6.18045402e-03 -1.42476903e-01 5.26974587e-02 -5.34219430e-02
-4.66582192e-02 5.89321953e-02 -1.09977906e-01 2.40772608e-01
-1.19368425e-01 -1.60541973e-01 -8.12923626e-02 -1.20637667e-01
1.25556393e-01]
[ -2.07688906e-01 1.37402620e-01 -2.15914685e-02 1.52993350e-01
9.73396726e-02 -1.16965192e-01 1.41480301e-01 -7.45904899e-02
2.83550076e-01 -1.35621268e-01 2.84141794e-01 8.31393767e-01
6.50130841e-01]
[ 1.80828283e-01 -2.38939950e-01 -2.83688579e-01 -1.29520225e-02
-2.88135945e-01 7.58034693e-05 1.44160839e-02 -4.46733293e-01
1.12053299e-01 -3.54893848e-01 -2.15123280e-01 -3.47579520e-01
-1.17904291e-01]
[ 1.08837283e-01 1.27564639e-02 1.07907788e-01 -2.36196913e-02
-2.33164556e-02 7.00540811e-02 -8.53665721e-02 3.25064893e-02
4.02797060e-02 1.82825152e-01 9.95331516e-02 -1.67970499e-01
-1.42473636e-01]
[ -4.84616423e-01 -5.91047721e-01 -6.03243999e-01 -5.74973767e-01
-5.80365344e-01 -5.64127065e-01 -3.12148368e-01 -1.75742605e-01
-4.39669980e-01 -2.51876713e-01 -4.67262215e-01 -6.69418100e-01
-4.28305500e-01]
[ -4.19025189e-01 -5.76060796e-01 -3.25104040e-01 -3.49354681e-01
-4.05208069e-01 -5.61146798e-01 -4.36605500e-01 -4.73740843e-01
-2.99975145e-01 -1.93565012e-01 -4.10013509e-01 -2.93817446e-01
-2.81950221e-01]
[ -3.24251405e-01 -3.51382783e-01 -4.69184681e-01 -2.06121774e-01
-3.17412060e-01 -4.15313435e-01 -2.39465726e-01 -1.75433175e-01
-2.65779990e-01 -4.45453594e-01 -2.10086014e-01 -4.79011311e-01
-2.65112402e-01]
[ -4.72695308e-01 -3.52412331e-01 -3.76315009e-01 -1.69326916e-01
-3.40848440e-01 -2.15589918e-01 -1.04384676e-01 -4.19695511e-01
-2.73500398e-01 -4.41010820e-01 -1.56674838e-01 -2.28751951e-01
-1.65249612e-01]
[ -9.54355647e-01 -9.28115694e-01 -9.78266185e-01 -7.34830479e-01
-1.01773338e+00 -9.82471412e-01 -6.30894281e-01 -6.24301643e-01
-7.53003359e-01 -5.72433067e-01 -6.87754807e-01 -5.22922121e-01
-5.04093008e-01]
[ -5.07102414e-01 -2.67745261e-01 -4.66413333e-01 -3.15425341e-01
-3.49677012e-01 -3.57773923e-01 -5.60331934e-01 -5.70322646e-01
-6.42634671e-01 -1.21182390e-01 -4.38052272e-01 -5.76295473e-01
-4.42683784e-01]
[ -1.17457159e-01 2.23835383e-02 -3.34934328e-01 -4.07234604e-01
-1.06328375e-01 -7.24507042e-02 -1.56274381e-01 -2.89721029e-01
-1.41076897e-01 1.23188402e-01 -4.01531064e-01 -7.41522908e-01
-3.10037867e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59552408e-01 -1.14074365e-01 1.64763299e-01 -2.63951693e-01
-1.28765497e-01 1.13296223e-01 -1.23840795e-01 2.10970890e-02
-8.24820169e-02 7.67835652e-02 -1.58175204e-01 -3.36297741e-01
4.43428463e-02]
[ -8.29309084e-02 -2.61347044e-01 -1.78416574e-01 -2.83982235e-01
-4.78113551e-01 -8.49557907e-02 -3.69838374e-02 6.92089319e-03
-5.49528883e-02 2.08994026e-02 -1.82392737e-01 -2.58106258e-01
-2.45530175e-01]
[ -7.45497670e-02 -8.47391976e-03 -2.38406092e-01 -2.51593803e-01
1.30523530e-01 -1.63375602e-01 -1.63182110e-01 6.14743233e-02
-4.93474886e-05 2.26179916e-02 -1.88904686e-01 -1.75357945e-02
-1.25807359e-02]
[ 2.81809582e-02 -1.57652163e-01 -1.53176205e-01 -4.08329276e-02
-1.15746966e-01 -1.07839102e-01 6.92142987e-02 -1.75632123e-01
-4.22068091e-02 -4.63968389e-02 1.28279154e-02 -1.20836580e-01
2.02769821e-02]
[ -2.85485342e-01 -1.42984815e-01 -7.29545351e-02 -9.64588989e-02
-3.05353883e-01 -2.73035727e-01 -3.62801749e-01 5.29679101e-02
-3.03472421e-01 -2.12009499e-01 1.84647494e-01 -6.91986275e-05
2.83082748e-01]
[ -2.17770016e-01 -1.25233245e-01 -8.52689390e-02 -5.60186268e-02
-8.12571583e-02 -1.15888974e-01 -5.80630060e-02 4.25388984e-02
-1.21085801e-01 -1.29582452e-02 4.18485972e-02 -1.20730401e-01
-4.64237474e-03]
[ -1.55979757e-01 -6.78517811e-02 -2.24161944e-01 -3.27219372e-01
-1.52670483e-01 -1.99866057e-01 -2.50932599e-01 -6.46171331e-02
1.82269751e-01 -1.59171342e-01 -3.30999886e-01 -2.96734336e-01
-1.29616117e-01]
[ -3.68099065e-01 -6.84082897e-02 -1.46641597e-01 -1.61908014e-01
-5.30697009e-02 -3.11181140e-01 5.49996561e-02 -5.77934196e-02
-1.12399195e-01 9.30126622e-02 -1.37605268e-03 -1.62202361e-01
-1.83055365e-01]
[ -1.68439471e-01 -1.54674011e-01 -4.56770903e-02 -1.51339370e-01
-1.37183901e-01 -2.94008598e-01 -3.32870552e-02 -9.80301763e-02
-2.37619619e-01 4.96182150e-02 2.01412018e-01 -2.43709668e-02
-1.64065817e-01]
[ -1.37667942e-01 -1.75201465e-01 -1.12512217e-01 -2.69740427e-01
9.20669247e-02 -1.81977214e-02 -2.11189607e-01 -1.52779398e-01
9.58088986e-02 -1.03607869e-01 -1.41698389e-01 -1.17660728e-01
-3.36034505e-01]
[ -4.48476985e-02 -3.07756423e-02 -1.49157785e-01 -3.83939979e-02
-2.26704206e-01 6.28911720e-02 -8.92902390e-02 -5.32280146e-02
-2.35070600e-01 -8.87784253e-02 -6.64557366e-02 -2.92561760e-01
-1.82382029e-01]
[ -7.33196672e-02 3.02022894e-02 -1.29786011e-01 -2.99750437e-01
1.24731427e-01 2.05184918e-02 -2.32767658e-01 -1.78510139e-01
1.09334609e-01 -7.81108873e-02 -2.64381226e-01 -2.18804590e-01
-2.97742729e-01]
[ 8.33204341e-02 -3.15460249e-01 -8.00563318e-02 -4.42119368e-01
-2.26984348e-01 -8.80845499e-02 7.48315070e-02 1.17495222e-01
5.12362517e-03 3.11284955e-01 -5.12200132e-01 -7.13615522e-01
4.19351921e-01]
[ -2.18619350e-01 -2.52438504e-01 -1.27719567e-01 -2.98099585e-01
-3.06214666e-01 -9.20647583e-02 2.09816598e-01 4.94270043e-02
3.03872638e-01 4.73872510e-02 -3.91615010e-01 -9.09189002e-01
6.17162813e-01]
[ -9.10313204e-03 -1.94222819e-01 2.63150437e-02 -3.02179214e-01
-1.75909338e-01 1.67302753e-01 2.04120528e-01 2.66877744e-01
-1.63402390e-02 2.52138273e-01 -2.06666705e-01 -9.48316907e-01
7.01599654e-01]
[ 6.13208474e-03 -5.01884926e-02 -1.20687456e-01 -1.20741228e-01
-1.82046949e-01 -4.53316535e-02 2.94919706e-01 1.73078236e-01
2.61597054e-01 3.82311750e-01 -4.63076356e-01 -8.34894008e-01
7.13588084e-01]
[ -7.96146245e-02 -2.84289019e-01 6.27607296e-02 -3.65288355e-01
-1.52129222e-01 1.18142496e-01 3.65571415e-01 1.44538013e-01
-5.71488009e-02 1.77001035e-01 -5.48798881e-01 -8.70909618e-01
8.30935098e-01]
[ 1.23464586e-01 -9.33757861e-02 1.95295299e-02 -1.74456890e-01
-8.49994646e-02 -1.69315022e-02 2.48431752e-01 3.70803775e-01
4.10858225e-01 2.77101427e-01 -5.41859939e-01 -7.67762884e-01
5.31182548e-01]
[ -8.96142833e-03 -1.31836578e-01 1.93844828e-02 1.74501066e-02
-8.59305001e-02 -2.83845902e-01 2.76197875e-02 3.04974892e-01
-2.38032248e-02 7.67396905e-02 -2.42117327e-01 -6.73348926e-01
2.51803225e-01]
[ 7.82019807e-02 1.16696015e-01 -1.22981831e-04 1.00413320e-01
-8.50088699e-02 -5.97152445e-02 -2.08530677e-01 -1.85064883e-01
-2.84386710e-01 -1.57749767e-01 -1.41423487e-01 3.31518816e-01
-1.96718230e-01]
[ 3.83627379e-02 -8.56829124e-02 1.40113444e-01 2.21387719e-01
2.55566076e-01 8.53981811e-03 -4.07184987e-01 -3.58522630e-01
-1.10247251e-01 -5.20677635e-01 1.80878269e-01 1.02793180e+00
-4.94417666e-01]
[ 3.42833968e-02 8.07322660e-02 -2.12021372e-01 5.39962480e-02
3.21947209e-02 -6.65171364e-04 -1.67510591e-01 -3.31996755e-01
-2.87981618e-01 -1.89451827e-01 -4.56889158e-02 -3.65603391e-02
-1.88305534e-01]
[ -5.55859912e-02 -2.14966994e-01 6.52977504e-02 8.45858244e-02
-1.34388774e-01 -1.33954094e-01 3.69259760e-02 -7.05794744e-03
7.91431961e-02 -3.65971423e-01 -3.19727634e-01 -2.80396303e-01
3.75523138e-02]
[ 1.44331903e-02 -2.71942710e-01 5.88366034e-02 -2.30164118e-01
-1.91267394e-01 -2.31210376e-01 -2.65165777e-01 4.09328654e-02
-1.24508586e-02 1.01433520e-01 -1.61840216e-01 1.21466647e-01
-6.35326699e-02]
[ 1.72295190e-01 5.15216684e-02 -1.03373310e-01 -2.17285803e-01
-5.89367404e-02 -1.01626932e-01 -1.83642609e-01 3.18697350e-02
-1.89899832e-01 -2.32033046e-01 -1.83352438e-01 2.13100747e-01
-1.07707862e-01]
[ -1.72663986e-01 -1.78159246e-01 -1.12037927e-01 -1.82877748e-01
-4.65397559e-02 2.69454926e-02 -2.02211795e-01 -2.13667464e-01
-1.52362998e-01 -2.96692885e-02 -1.75191525e-01 1.82671000e-01
-2.76462817e-01]
[ -3.37758714e-02 -2.12370824e-01 -1.58019823e-01 -2.05159845e-01
-5.28916544e-02 4.43789308e-02 -3.69946953e-02 -2.08630948e-02
-2.19595695e-01 -2.64467668e-01 -4.81099185e-02 -6.62028472e-02
-5.94404522e-02]
[ 1.14040570e-01 7.86564439e-02 -9.47030468e-03 -1.58115664e-01
-3.25151517e-01 8.08996928e-03 -1.60562672e-01 -2.78053834e-01
-3.17643778e-01 3.01517323e-02 -9.60590571e-02 5.44335035e-02
-9.35251774e-02]
[ -6.38230236e-02 -1.04315905e-02 -2.84161446e-01 -7.88549954e-03
6.79060537e-02 1.55533509e-01 -2.31568976e-01 -1.81340191e-01
-5.28792456e-02 -6.48056971e-02 1.64403015e-01 5.34023511e-01
-7.12704787e-02]
[ 1.05792326e-01 3.53753254e-01 -2.05250683e-01 6.65525349e-01
1.22356159e-01 -2.39917624e-03 -2.56965432e-01 -4.09335190e-01
-2.61124454e-01 -4.03525774e-01 7.15758830e-01 9.92110177e-01
-8.16899487e-01]
[ -3.17711902e-02 1.95262131e-01 3.96056563e-02 2.46714227e-01
1.22771325e-02 -7.03119349e-02 -3.21495368e-01 -4.06753973e-01
-3.08803519e-01 -3.15669437e-01 5.31826451e-01 1.07387662e+00
-8.23223916e-01]
[ -5.04306872e-02 -1.22763690e-01 -1.58896029e-01 2.98430137e-01
-1.66708785e-01 2.32949124e-01 -1.01253599e-01 -2.51435610e-01
-2.57974448e-01 -4.73208217e-01 2.03092277e-01 5.14437097e-01
-3.88255976e-01]
[ 7.84874787e-02 -3.81596804e-01 -5.23643294e-02 -2.56974181e-02
-1.11464292e-01 1.99851749e-01 7.32487804e-02 1.60992370e-01
-1.70915150e-01 -4.43002836e-02 -6.72654727e-02 3.18191710e-01
-2.06491342e-01]
[ 2.03791365e-01 -2.93170595e-01 -1.21148761e-01 -8.95947768e-02
-2.10388926e-01 1.21854220e-01 1.83526349e-02 -1.46539335e-01
-5.24300779e-02 -1.00172292e-01 -1.40407619e-01 -1.76389651e-01
-1.08497386e-01]
[ -1.35254637e-01 -8.08350196e-02 3.86328291e-02 -2.55469318e-01
-5.82382146e-02 -1.41128126e-01 4.89892633e-02 -7.46792380e-03
-7.84577470e-02 -6.55651583e-03 -3.15739811e-01 -4.59501926e-01
-2.67755923e-02]
[ -1.40389933e-01 -1.37649387e-01 -6.78391639e-02 -2.59780446e-01
-3.46829455e-01 -2.88289274e-01 1.50893440e-01 1.25985580e-01
1.67188334e-02 1.04062751e-01 -2.31311389e-01 -7.39938564e-01
6.72072722e-03]
[ -1.64974207e-01 -2.35538827e-01 -2.99069395e-01 -4.27708902e-01
-2.81055579e-01 -2.10119648e-01 -3.20868749e-01 7.08371450e-02
-3.08578671e-02 -4.02093572e-01 -3.75739803e-01 -4.31134365e-01
-4.45764505e-01]
[ -1.11617172e-01 1.21583483e-01 2.19779903e-02 1.59166521e-02
-2.13037270e-01 -1.70339896e-01 -1.08818021e-01 2.30197140e-02
-1.04398597e-01 -1.58107108e-01 -1.71287452e-01 -2.96907210e-01
-5.12699559e-02]
[ -3.52209900e-01 -1.22954806e-01 -2.72024986e-01 1.58926635e-01
-2.03840960e-01 -2.27973973e-01 -7.52958956e-02 -1.37241964e-01
3.75105537e-02 -2.70337329e-02 6.22419113e-02 -3.12354678e-01
-5.97435762e-03]
[ -1.28879401e-01 -3.82984420e-02 -2.55324618e-01 5.24285902e-02
-2.20815562e-01 -2.78472246e-01 -3.63138927e-01 -2.57795682e-02
1.63398214e-02 -1.86001378e-01 -2.42378948e-01 -3.03267153e-01
-6.70616345e-03]
[ -2.19495524e-01 -5.35394559e-01 -3.34765339e-01 -2.96073102e-01
-3.29599305e-01 -2.27832622e-01 -3.95386521e-03 -2.65646447e-01
8.81556297e-02 -2.23838356e-01 -1.52353237e-01 -1.85215068e-01
-5.92562003e-02]
[ -2.15722435e-01 -2.97682302e-01 -3.17004718e-01 -1.34705615e-01
-9.48279199e-02 -1.48750951e-01 -7.54824215e-02 3.08641588e-03
-1.89752496e-01 -5.09284712e-01 -2.50319746e-01 -1.88342288e-01
5.01011742e-02]
[ -1.20135003e-01 5.73759938e-03 -2.40312182e-01 -5.08048877e-01
-2.47211945e-01 -2.60279879e-01 -3.36479138e-02 -3.57232505e-01
7.61082897e-02 -8.69030147e-02 -3.88374977e-01 -1.55076924e-01
-4.11151531e-01]]
Progress: 14.8% ... Training loss: 0.252 ... Validation loss: 0.441[[-0.07066772]
[ 0.27164269]
[-0.16526089]
[ 0.85624725]
[ 0.26835526]
[-0.01726305]
[-0.85290257]
[-0.98738969]
[-0.68546646]
[-0.97666868]
[ 1.14710453]
[ 2.844854 ]
[-1.76155155]]
[[ -5.36672163e-01 -5.01073698e-01 -5.83622433e-01 -1.23157690e-01
-3.07805654e-01 -5.91586060e-01 -2.91606686e-01 -3.10831710e-01
-4.86493991e-01 -4.19017166e-01 1.10633760e-01 5.84243205e-01
-6.23393854e-02]
[ 6.12880614e-03 -1.42208913e-01 5.25309236e-02 -5.23352706e-02
-4.63925398e-02 5.89155141e-02 -1.10800212e-01 2.39660720e-01
-1.20005273e-01 -1.61598414e-01 -7.96220458e-02 -1.18288121e-01
1.23165041e-01]
[ -2.07231504e-01 1.36375114e-01 -2.06653469e-02 1.51642778e-01
9.60934525e-02 -1.16835989e-01 1.46423525e-01 -6.78653460e-02
2.87642916e-01 -1.29489448e-01 2.84086947e-01 8.27322972e-01
6.56406709e-01]
[ 1.80731659e-01 -2.39129202e-01 -2.83556628e-01 -1.10517526e-02
-2.88009765e-01 4.60628987e-05 1.41844537e-02 -4.44654303e-01
1.11501916e-01 -3.52769404e-01 -2.14895305e-01 -3.43716832e-01
-1.16007359e-01]
[ 1.08140464e-01 1.54100773e-02 1.06154351e-01 -1.42497092e-02
-2.08446667e-02 6.98617831e-02 -9.64661483e-02 1.57556761e-02
3.14297147e-02 1.65568647e-01 1.18554353e-01 -1.32981645e-01
-1.69688658e-01]
[ -4.84739032e-01 -5.90938950e-01 -6.03547398e-01 -5.74650856e-01
-5.80286301e-01 -5.64167259e-01 -3.14256340e-01 -1.78105639e-01
-4.40908857e-01 -2.55217154e-01 -4.66267349e-01 -6.73535015e-01
-4.31378522e-01]
[ -4.19108477e-01 -5.75761799e-01 -3.25312160e-01 -3.48505289e-01
-4.04851536e-01 -5.61171934e-01 -4.37445017e-01 -4.74925452e-01
-3.01031985e-01 -1.95254534e-01 -4.08331251e-01 -2.96595701e-01
-2.84262237e-01]
[ -3.24030875e-01 -3.52394227e-01 -4.68686195e-01 -2.08673718e-01
-3.18520524e-01 -4.15258523e-01 -2.36276537e-01 -1.72025765e-01
-2.62488833e-01 -4.43140692e-01 -2.13321823e-01 -4.95231978e-01
-2.58762728e-01]
[ -4.72779816e-01 -3.52201729e-01 -3.76437022e-01 -1.67936133e-01
-3.40598292e-01 -2.15617461e-01 -1.05273401e-01 -4.20099349e-01
-2.74658491e-01 -4.41856797e-01 -1.55055246e-01 -2.25267718e-01
-1.67329221e-01]
[ -9.54378721e-01 -9.27865952e-01 -9.78439023e-01 -7.34206833e-01
-1.01772758e+00 -9.82498677e-01 -6.31705043e-01 -6.24914365e-01
-7.53271235e-01 -5.76272179e-01 -6.85712979e-01 -5.35368386e-01
-5.04988113e-01]
[ -5.06876462e-01 -2.69129885e-01 -4.65939970e-01 -3.19763575e-01
-3.50943406e-01 -3.57714335e-01 -5.56808333e-01 -5.68039762e-01
-6.39366600e-01 -1.17879753e-01 -4.44243588e-01 -5.95975043e-01
-4.35280613e-01]
[ -1.17729913e-01 2.31253462e-02 -3.35369899e-01 -4.03508874e-01
-1.05490520e-01 -7.25209871e-02 -1.59634245e-01 -2.91935264e-01
-1.44239746e-01 1.20161840e-01 -3.96320667e-01 -7.29028678e-01
-3.17660906e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59625112e-01 -1.13898855e-01 1.64592821e-01 -2.63450863e-01
-1.28671238e-01 1.13271329e-01 -1.25068269e-01 2.00104554e-02
-8.32848360e-02 7.45814592e-02 -1.57173694e-01 -3.37519296e-01
4.19248720e-02]
[ -8.30155888e-02 -2.61111435e-01 -1.78619361e-01 -2.83343003e-01
-4.77909650e-01 -8.49819327e-02 -3.80076637e-02 5.15596587e-03
-5.55500854e-02 1.92187084e-02 -1.81553843e-01 -2.57896887e-01
-2.46605397e-01]
[ -7.45472718e-02 -8.62314369e-03 -2.38407166e-01 -2.52028182e-01
1.30456364e-01 -1.63372365e-01 -1.63451000e-01 6.13673928e-02
-2.77149674e-04 2.22116033e-02 -1.88871158e-01 -1.80257830e-02
-1.29438143e-02]
[ 2.81955222e-02 -1.57655103e-01 -1.53193104e-01 -4.07426129e-02
-1.15809987e-01 -1.07837043e-01 6.94484747e-02 -1.75598692e-01
-4.21654112e-02 -4.60355922e-02 1.25889646e-02 -1.24300265e-01
1.99432470e-02]
[ -2.85557012e-01 -1.42757376e-01 -7.31254948e-02 -9.58700151e-02
-3.05007357e-01 -2.73058762e-01 -3.63615858e-01 5.20132404e-02
-3.04243171e-01 -2.13457135e-01 1.86106758e-01 -7.88034427e-04
2.81299361e-01]
[ -2.17776982e-01 -1.25399773e-01 -8.52045216e-02 -5.67278099e-02
-8.14100707e-02 -1.15888607e-01 -5.75716406e-02 4.35730087e-02
-1.20904816e-01 -1.23983603e-02 4.08700079e-02 -1.22104262e-01
-2.87790666e-03]
[ -1.55950096e-01 -6.78333731e-02 -2.24086681e-01 -3.27166392e-01
-1.52797857e-01 -1.99860788e-01 -2.50520874e-01 -6.37507286e-02
1.83104798e-01 -1.59570818e-01 -3.31122151e-01 -3.01781245e-01
-1.27335464e-01]
[ -3.67795366e-01 -6.98186690e-02 -1.46028876e-01 -1.65993056e-01
-5.44447446e-02 -3.11101765e-01 5.94712123e-02 -5.45395057e-02
-1.08277655e-01 9.75507233e-02 -7.67425037e-03 -1.80469789e-01
-1.75136927e-01]
[ -1.68520428e-01 -1.54295684e-01 -4.58115970e-02 -1.49760229e-01
-1.36847186e-01 -2.94027115e-01 -3.47852961e-02 -9.85346827e-02
-2.39165448e-01 4.81342400e-02 2.04188051e-01 -2.02175777e-02
-1.68051347e-01]
[ -1.37730210e-01 -1.74993253e-01 -1.12620473e-01 -2.68258201e-01
9.23341869e-02 -1.82201684e-02 -2.12281329e-01 -1.53350614e-01
9.46906132e-02 -1.04309595e-01 -1.39553313e-01 -1.11859594e-01
-3.38355155e-01]
[ -4.48944082e-02 -3.06344800e-02 -1.49255407e-01 -3.79512153e-02
-2.26561392e-01 6.28768026e-02 -8.97499792e-02 -5.39668200e-02
-2.35419020e-01 -8.95803958e-02 -6.58782933e-02 -2.91414441e-01
-1.83087212e-01]
[ -7.33140068e-02 3.01536181e-02 -1.29770878e-01 -2.99887080e-01
1.24702727e-01 2.05196290e-02 -2.32639502e-01 -1.78514382e-01
1.09404088e-01 -7.80091443e-02 -2.64514064e-01 -2.19165145e-01
-2.97836500e-01]
[ 8.32635246e-02 -3.15280265e-01 -8.01709823e-02 -4.41668064e-01
-2.26780465e-01 -8.80991941e-02 7.40457443e-02 1.16406808e-01
4.48772810e-03 3.10230031e-01 -5.11446912e-01 -7.12171424e-01
4.17748875e-01]
[ -2.18647685e-01 -2.52346812e-01 -1.27797220e-01 -2.97976092e-01
-3.06128335e-01 -9.20736130e-02 2.09501693e-01 4.86861128e-02
3.03624286e-01 4.66486128e-02 -3.91248032e-01 -9.09367210e-01
6.16445400e-01]
[ -9.19441357e-03 -1.93926221e-01 2.61560871e-02 -3.01298894e-01
-1.75665040e-01 1.67277418e-01 2.02796585e-01 2.65619407e-01
-1.73860467e-02 2.50714169e-01 -2.05453607e-01 -9.46765770e-01
6.98927163e-01]
[ 6.09508829e-03 -5.01514901e-02 -1.20735085e-01 -1.20879420e-01
-1.81992441e-01 -4.53428934e-02 2.94809822e-01 1.72889920e-01
2.61509335e-01 3.81984984e-01 -4.63402248e-01 -8.36462522e-01
7.13811915e-01]
[ -7.96614309e-02 -2.84193723e-01 6.26453909e-02 -3.65221024e-01
-1.52057668e-01 1.18126947e-01 3.65258447e-01 1.43788934e-01
-5.72863504e-02 1.76180953e-01 -5.48766432e-01 -8.72145672e-01
8.30915169e-01]
[ 1.23462449e-01 -9.34261120e-02 1.95283916e-02 -1.74809048e-01
-8.50459565e-02 -1.69329773e-02 2.48706245e-01 3.70953919e-01
4.11110583e-01 2.77204996e-01 -5.42278843e-01 -7.69034363e-01
5.32146361e-01]
[ -8.96200135e-03 -1.31835369e-01 1.93815890e-02 1.77777698e-02
-8.59203286e-02 -2.83845053e-01 2.75922692e-02 3.05059552e-01
-2.39174232e-02 7.66901736e-02 -2.41640026e-01 -6.72589297e-01
2.51058065e-01]
[ 7.83778826e-02 1.15889087e-01 2.26019676e-04 9.74955976e-02
-8.56845019e-02 -5.96748471e-02 -2.06149084e-01 -1.81519538e-01
-2.82063444e-01 -1.55475089e-01 -1.45419787e-01 3.16084285e-01
-1.88647555e-01]
[ 3.85360033e-02 -8.67561484e-02 1.40578909e-01 2.18537963e-01
2.54517598e-01 8.58406283e-03 -4.04150859e-01 -3.54683163e-01
-1.06932618e-01 -5.17677749e-01 1.75089029e-01 1.01093657e+00
-4.87695476e-01]
[ 3.43572623e-02 8.04553205e-02 -2.11962585e-01 5.32203743e-02
3.19379405e-02 -6.46187976e-04 -1.66598984e-01 -3.31430211e-01
-2.87318491e-01 -1.89098964e-01 -4.65485138e-02 -3.94156792e-02
-1.86819202e-01]
[ -5.55733733e-02 -2.15103615e-01 6.53653954e-02 8.41353880e-02
-1.34496124e-01 -1.33950991e-01 3.72796858e-02 -6.30786891e-03
7.95834766e-02 -3.65473916e-01 -3.20423214e-01 -2.82777979e-01
3.87578529e-02]
[ 1.44247505e-02 -2.71965968e-01 5.88620596e-02 -2.30385772e-01
-1.91308896e-01 -2.31214302e-01 -2.65168012e-01 4.13095935e-02
-1.24510357e-02 1.01639547e-01 -1.62447981e-01 1.20078492e-01
-6.27714544e-02]
[ 1.72274452e-01 5.15981194e-02 -1.03413409e-01 -2.17065270e-01
-5.88567533e-02 -1.01633215e-01 -1.83918341e-01 3.14709795e-02
-1.90084624e-01 -2.32329367e-01 -1.83064584e-01 2.13884973e-01
-1.08228845e-01]
[ -1.72658910e-01 -1.78177419e-01 -1.12048077e-01 -1.83006094e-01
-4.65776760e-02 2.69509193e-02 -2.02570271e-01 -2.13993483e-01
-1.52627056e-01 -3.03124397e-02 -1.73965382e-01 1.84427995e-01
-2.77407185e-01]
[ -3.38063607e-02 -2.12092153e-01 -1.58179962e-01 -2.04274119e-01
-5.26047960e-02 4.43692022e-02 -3.80263108e-02 -2.25486536e-02
-2.20301696e-01 -2.65932821e-01 -4.57353544e-02 -6.01915367e-02
-6.35422191e-02]
[ 1.14040162e-01 7.86373446e-02 -9.45528019e-03 -1.58426570e-01
-3.25174990e-01 8.09275865e-03 -1.60357545e-01 -2.77945889e-01
-3.17505246e-01 3.02019408e-02 -9.65165871e-02 5.35343609e-02
-9.26276916e-02]
[ -6.38428213e-02 -1.03613704e-02 -2.84200688e-01 -7.66412544e-03
6.79786723e-02 1.55525354e-01 -2.31842924e-01 -1.81706458e-01
-5.32190501e-02 -6.51468590e-02 1.64883908e-01 5.35297171e-01
-7.16563444e-02]
[ 1.05794707e-01 3.53920237e-01 -2.05192727e-01 6.66723050e-01
1.22403069e-01 -2.39285708e-03 -2.57415280e-01 -4.09321265e-01
-2.62059531e-01 -4.03172724e-01 7.17202522e-01 9.95570699e-01
-8.20094657e-01]
[ -3.18955843e-02 1.95911911e-01 3.93098624e-02 2.49750023e-01
1.28728822e-02 -7.03520750e-02 -3.23575133e-01 -4.08606384e-01
-3.10652342e-01 -3.17946933e-01 5.36466610e-01 1.08313078e+00
-8.28006346e-01]
[ -5.04161873e-02 -1.22729103e-01 -1.58929707e-01 2.99214974e-01
-1.66656996e-01 2.32951037e-01 -1.01495218e-01 -2.52169730e-01
-2.58174043e-01 -4.73555117e-01 2.04284554e-01 5.15697365e-01
-3.90446811e-01]
[ 7.84125121e-02 -3.81487724e-01 -5.24656996e-02 -2.53672246e-02
-1.11359216e-01 1.99830469e-01 7.27050164e-02 1.60434583e-01
-1.71440487e-01 -4.53756035e-02 -6.69976073e-02 3.17590646e-01
-2.06679037e-01]
[ 2.03825030e-01 -2.93306489e-01 -1.21060528e-01 -9.00251925e-02
-2.10540253e-01 1.21862557e-01 1.89670936e-02 -1.45890982e-01
-5.21937222e-02 -9.90307833e-02 -1.41317135e-01 -1.79219958e-01
-1.07488279e-01]
[ -1.35271041e-01 -8.07681187e-02 3.85829180e-02 -2.55370049e-01
-5.81912898e-02 -1.41132395e-01 4.87545173e-02 -7.87279429e-03
-7.86144364e-02 -6.95023649e-03 -3.15489319e-01 -4.59203018e-01
-2.70067994e-02]
[ -1.40392405e-01 -1.37656439e-01 -6.78531335e-02 -2.59819382e-01
-3.46819899e-01 -2.88288718e-01 1.50838029e-01 1.25709144e-01
1.66175056e-02 1.03773670e-01 -2.31197140e-01 -7.39785386e-01
6.56392562e-03]
[ -1.64630959e-01 -2.37102152e-01 -2.98345042e-01 -4.34305285e-01
-2.82728835e-01 -2.10030809e-01 -3.15861197e-01 7.87552870e-02
-2.61526897e-02 -3.97561643e-01 -3.86235370e-01 -4.62993762e-01
-4.31548802e-01]
[ -1.11603435e-01 1.21546393e-01 2.19436401e-02 1.64652576e-02
-2.13028519e-01 -1.70338696e-01 -1.08792164e-01 2.37651685e-02
-1.04520849e-01 -1.57173990e-01 -1.70439413e-01 -2.97125639e-01
-5.12720776e-02]
[ -3.52531820e-01 -1.21260685e-01 -2.72678984e-01 1.66881121e-01
-2.02261480e-01 -2.28069679e-01 -8.11058354e-02 -1.42580832e-01
3.27110376e-02 -3.27047302e-02 7.37105719e-02 -2.89532263e-01
-1.89475682e-02]
[ -1.28896289e-01 -3.82767896e-02 -2.55326807e-01 5.31091563e-02
-2.20814311e-01 -2.78476808e-01 -3.63205473e-01 -2.58354768e-02
1.61347920e-02 -1.85550820e-01 -2.41416013e-01 -3.01983411e-01
-7.65057901e-03]
[ -2.19836647e-01 -5.34750190e-01 -3.35356147e-01 -2.92727866e-01
-3.28657145e-01 -2.27917641e-01 -7.73546235e-03 -2.70307257e-01
8.49088751e-02 -2.29050625e-01 -1.46808612e-01 -1.72812217e-01
-6.69331190e-02]
[ -2.15755010e-01 -2.97741303e-01 -3.17006612e-01 -1.35219896e-01
-9.49125078e-02 -1.48757439e-01 -7.53619135e-02 3.16928303e-03
-1.89792784e-01 -5.09329938e-01 -2.51211647e-01 -1.92017855e-01
5.08985402e-02]
[ -1.19849358e-01 4.64379780e-03 -2.39888342e-01 -5.13455963e-01
-2.48408482e-01 -2.60216104e-01 -2.97907736e-02 -3.56467453e-01
7.96543002e-02 -8.54531652e-02 -3.94750863e-01 -1.75464143e-01
-4.05682906e-01]]
Progress: 14.8% ... Training loss: 0.250 ... Validation loss: 0.441[[-0.0696391 ]
[ 0.27179066]
[-0.16460558]
[ 0.86255298]
[ 0.26943212]
[-0.01584881]
[-0.84838786]
[-0.98243679]
[-0.68343783]
[-0.97479881]
[ 1.15549452]
[ 2.86397843]
[-1.75970234]]
[[ -5.36869855e-01 -5.00039359e-01 -5.84193592e-01 -1.18501039e-01
-3.06592987e-01 -5.91625539e-01 -2.94258021e-01 -3.16415373e-01
-4.88860661e-01 -4.24644740e-01 1.20323364e-01 6.08782247e-01
-6.75465819e-02]
[ 6.07560224e-03 -1.42011014e-01 5.24065886e-02 -5.16083281e-02
-4.62238336e-02 5.89004055e-02 -1.11456596e-01 2.38851113e-01
-1.20481221e-01 -1.62279479e-01 -7.88277139e-02 -1.16642672e-01
1.21906694e-01]
[ -2.07154729e-01 1.35424221e-01 -2.01969320e-02 1.46053125e-01
9.49281940e-02 -1.16797149e-01 1.49311969e-01 -6.44468476e-02
2.89748835e-01 -1.27934860e-01 2.77344308e-01 8.19260414e-01
6.60973358e-01]
[ 1.80883031e-01 -2.39395895e-01 -2.83346113e-01 -1.17182869e-02
-2.88040799e-01 7.96145884e-05 1.38380880e-02 -4.43326274e-01
1.10674051e-01 -3.49266446e-01 -2.19524013e-01 -3.55831392e-01
-1.15317924e-01]
[ 1.08850901e-01 1.47086604e-02 1.06738144e-01 -1.73572365e-02
-2.16102797e-02 7.00158459e-02 -9.26440914e-02 1.60280071e-02
3.59385872e-02 1.69215731e-01 1.17542411e-01 -1.28297289e-01
-1.69372254e-01]
[ -4.84890048e-01 -5.90682256e-01 -6.03817099e-01 -5.71514792e-01
-5.79810018e-01 -5.64193517e-01 -3.16079875e-01 -1.81172044e-01
-4.42131621e-01 -2.57283320e-01 -4.61618524e-01 -6.60405249e-01
-4.34855471e-01]
[ -4.18834819e-01 -5.76900687e-01 -3.24649925e-01 -3.51947891e-01
-4.05799334e-01 -5.61105909e-01 -4.34717945e-01 -4.73473593e-01
-2.98933621e-01 -1.91492333e-01 -4.12315973e-01 -3.01388271e-01
-2.80283791e-01]
[ -3.24153286e-01 -3.52099388e-01 -4.68901364e-01 -2.08434190e-01
-3.18383307e-01 -4.15275313e-01 -2.37301756e-01 -1.72198203e-01
-2.62881555e-01 -4.44753143e-01 -2.12748964e-01 -4.89952349e-01
-2.59961292e-01]
[ -4.72947605e-01 -3.51205368e-01 -3.76839276e-01 -1.63680470e-01
-3.39730237e-01 -2.15669949e-01 -1.08198611e-01 -4.22616941e-01
-2.76654800e-01 -4.44705025e-01 -1.48851920e-01 -2.09175547e-01
-1.73312175e-01]
[ -9.54807542e-01 -9.26396078e-01 -9.79266671e-01 -7.25096964e-01
-1.01613497e+00 -9.82588270e-01 -6.37293074e-01 -6.32234378e-01
-7.57934660e-01 -5.83328715e-01 -6.72006082e-01 -4.97483207e-01
-5.19806234e-01]
[ -5.06760932e-01 -2.69638078e-01 -4.65603762e-01 -3.22803933e-01
-3.51555418e-01 -3.57688154e-01 -5.55532428e-01 -5.66492294e-01
-6.37632501e-01 -1.16024745e-01 -4.47877063e-01 -6.01742467e-01
-4.30054503e-01]
[ -1.17584181e-01 2.25726709e-02 -3.35103348e-01 -4.05389730e-01
-1.05937357e-01 -7.24870872e-02 -1.58369012e-01 -2.90467294e-01
-1.42823850e-01 1.22598725e-01 -3.98953802e-01 -7.31437437e-01
-3.14748917e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59643072e-01 -1.13807409e-01 1.64524245e-01 -2.63206248e-01
-1.28551115e-01 1.13264345e-01 -1.25560005e-01 1.89208218e-02
-8.35613638e-02 7.39819818e-02 -1.56398282e-01 -3.35499885e-01
4.07407835e-02]
[ -8.32846296e-02 -2.60583944e-01 -1.79046687e-01 -2.79781288e-01
-4.77237717e-01 -8.50363123e-02 -4.07953245e-02 1.37641691e-03
-5.78051918e-02 1.57687683e-02 -1.76496130e-01 -2.44628292e-01
-2.49815939e-01]
[ -7.44734702e-02 -8.63956171e-03 -2.38259976e-01 -2.50947800e-01
1.30417525e-01 -1.63349767e-01 -1.63034259e-01 6.23153495e-02
-3.33179697e-05 2.31832314e-02 -1.87603565e-01 -1.40273576e-02
-1.46147721e-02]
[ 2.83483212e-02 -1.58101306e-01 -1.52906741e-01 -4.22581014e-02
-1.16234162e-01 -1.07807058e-01 7.07541227e-02 -1.74080121e-01
-4.07664996e-02 -4.33928824e-02 1.04063537e-02 -1.27702650e-01
2.25738948e-02]
[ -2.85484985e-01 -1.43176366e-01 -7.29409926e-02 -9.76125174e-02
-3.05328206e-01 -2.73044090e-01 -3.62867393e-01 5.25761803e-02
-3.03739707e-01 -2.12527875e-01 1.83564217e-01 -7.46192539e-03
2.83667590e-01]
[ -2.17608478e-01 -1.26417234e-01 -8.47462755e-02 -6.07968554e-02
-8.23474038e-02 -1.15837871e-01 -5.39837056e-02 4.61685291e-02
-1.18280519e-01 -9.89347273e-03 3.60665826e-02 -1.31075106e-01
4.81802017e-03]
[ -1.56002715e-01 -6.78996842e-02 -2.24144371e-01 -3.26620750e-01
-1.52845473e-01 -1.99871080e-01 -2.51175152e-01 -6.44114839e-02
1.82630300e-01 -1.59960233e-01 -3.30845625e-01 -2.98790816e-01
-1.29393733e-01]
[ -3.67825461e-01 -6.98846302e-02 -1.46021965e-01 -1.66259950e-01
-5.45476452e-02 -3.11101978e-01 5.90236325e-02 -5.43080326e-02
-1.08615264e-01 9.74148961e-02 -7.87910572e-03 -1.79796169e-01
-1.75612805e-01]
[ -1.68759662e-01 -1.52780934e-01 -4.64993916e-02 -1.44529759e-01
-1.35403943e-01 -2.94092580e-01 -3.90445834e-02 -1.02249288e-01
-2.42114550e-01 4.31264042e-02 2.12678827e-01 2.55912266e-03
-1.77359892e-01]
[ -1.37697172e-01 -1.75064054e-01 -1.12566298e-01 -2.68563398e-01
9.21973036e-02 -1.82098034e-02 -2.11835393e-01 -1.53213181e-01
9.51487020e-02 -1.03772538e-01 -1.40020278e-01 -1.13097885e-01
-3.37730107e-01]
[ -4.49896356e-02 -3.01596621e-02 -1.49440376e-01 -3.63367110e-02
-2.26212449e-01 6.28491843e-02 -9.11579574e-02 -5.55491278e-02
-2.36390789e-01 -9.11449226e-02 -6.36701785e-02 -2.85778626e-01
-1.85530046e-01]
[ -7.32775607e-02 3.00562648e-02 -1.29706796e-01 -3.00076628e-01
1.24660838e-01 2.05267129e-02 -2.32142599e-01 -1.77986002e-01
1.09926676e-01 -7.72123084e-02 -2.64949513e-01 -2.20533732e-01
-2.97485263e-01]
[ 8.32358761e-02 -3.15123373e-01 -8.02417038e-02 -4.41266262e-01
-2.26641161e-01 -8.81053947e-02 7.34777592e-02 1.15738587e-01
4.00396454e-03 3.09547485e-01 -5.10868484e-01 -7.10420575e-01
4.16417899e-01]
[ -2.18624665e-01 -2.52419838e-01 -1.27733601e-01 -2.98568705e-01
-3.06254227e-01 -9.20676894e-02 2.10405961e-01 4.95627437e-02
3.04325745e-01 4.75178913e-02 -3.92511302e-01 -9.12744142e-01
6.18770820e-01]
[ -9.16780231e-03 -1.94029299e-01 2.62394511e-02 -3.01983718e-01
-1.75784652e-01 1.67283953e-01 2.03570929e-01 2.66824000e-01
-1.71324738e-02 2.51660826e-01 -2.06798914e-01 -9.49031210e-01
7.00802499e-01]
[ 6.07938512e-03 -5.00967004e-02 -1.20760747e-01 -1.20623364e-01
-1.81950411e-01 -4.53459009e-02 2.94502235e-01 1.72599659e-01
2.61239540e-01 3.81681505e-01 -4.63119275e-01 -8.36037133e-01
7.13024893e-01]
[ -7.96606352e-02 -2.84196530e-01 6.26475866e-02 -3.65229202e-01
-1.52061127e-01 1.18127223e-01 3.65274237e-01 1.43808919e-01
-5.72749201e-02 1.76197702e-01 -5.48778232e-01 -8.72166017e-01
8.30949777e-01]
[ 1.23453723e-01 -9.33946594e-02 1.95076261e-02 -1.74633210e-01
-8.50151097e-02 -1.69341906e-02 2.48505975e-01 3.70921099e-01
4.10883658e-01 2.77071012e-01 -5.42153571e-01 -7.68696943e-01
5.31545432e-01]
[ -8.96099759e-03 -1.31828146e-01 1.93817178e-02 1.77328931e-02
-8.59183591e-02 -2.83846083e-01 2.76909150e-02 3.05284597e-01
-2.39985391e-02 7.66468792e-02 -2.41950084e-01 -6.73623190e-01
2.51339522e-01]
[ 7.84847166e-02 1.15526297e-01 3.70794423e-04 9.63042851e-02
-8.59406624e-02 -5.96563574e-02 -2.04641812e-01 -1.79741040e-01
-2.80874329e-01 -1.54104398e-01 -1.46850845e-01 3.10615553e-01
-1.85868934e-01]
[ 3.81296245e-02 -8.57683716e-02 1.39881772e-01 2.25177518e-01
2.55740128e-01 8.50017664e-03 -4.09604161e-01 -3.60806441e-01
-1.10809680e-01 -5.23611406e-01 1.84856845e-01 1.03668565e+00
-4.95850462e-01]
[ 3.43474252e-02 8.04252595e-02 -2.11925551e-01 5.32615992e-02
3.19529784e-02 -6.47881608e-04 -1.66792900e-01 -3.31535107e-01
-2.87265439e-01 -1.88753405e-01 -4.67070125e-02 -3.99754901e-02
-1.86842253e-01]
[ -5.55630680e-02 -2.15138778e-01 6.53785056e-02 8.39265611e-02
-1.34552396e-01 -1.33948344e-01 3.74571874e-02 -6.36258138e-03
7.97950182e-02 -3.65357325e-01 -3.20672301e-01 -2.83208706e-01
3.91036646e-02]
[ 1.44591228e-02 -2.72064065e-01 5.89010372e-02 -2.30771586e-01
-1.91392060e-01 -2.31204242e-01 -2.65067492e-01 4.11613731e-02
-1.23698227e-02 1.01348900e-01 -1.62111999e-01 1.22581469e-01
-6.31592183e-02]
[ 1.72383415e-01 5.11859469e-02 -1.03201222e-01 -2.18487013e-01
-5.92350698e-02 -1.01611129e-01 -1.83157622e-01 3.26897295e-02
-1.89282314e-01 -2.30742381e-01 -1.84536883e-01 2.11666887e-01
-1.06450828e-01]
[ -1.72572567e-01 -1.78483771e-01 -1.11864088e-01 -1.84301988e-01
-4.69736679e-02 2.69774619e-02 -2.01359237e-01 -2.12743988e-01
-1.51639192e-01 -2.86805106e-02 -1.75534751e-01 1.81185837e-01
-2.75217364e-01]
[ -3.37895226e-02 -2.12100059e-01 -1.58232246e-01 -2.04754690e-01
-5.25936113e-02 4.43679129e-02 -3.79387678e-02 -2.38989607e-02
-2.19953989e-01 -2.66320340e-01 -4.58335956e-02 -6.02272720e-02
-6.30925580e-02]
[ 1.13981309e-01 7.91560351e-02 -9.70778187e-03 -1.57295813e-01
-3.24728600e-01 8.07849658e-03 -1.61627007e-01 -2.79593024e-01
-3.18141762e-01 2.80652696e-02 -9.39778613e-02 6.02108292e-02
-9.61608216e-02]
[ -6.39434239e-02 -9.85363188e-03 -2.84433165e-01 -6.15594294e-03
6.84729077e-02 1.55494222e-01 -2.33403006e-01 -1.83511631e-01
-5.44877760e-02 -6.73752184e-02 1.67846018e-01 5.43188629e-01
-7.56618817e-02]
[ 1.05663177e-01 3.54308017e-01 -2.05330236e-01 6.69320028e-01
1.22788015e-01 -2.41687990e-03 -2.58262265e-01 -4.10883748e-01
-2.62586044e-01 -4.04787517e-01 7.20486386e-01 1.00724941e+00
-8.21859045e-01]
[ -3.17047310e-02 1.94951168e-01 3.98651812e-02 2.46424463e-01
1.19997903e-02 -7.03066710e-02 -3.21383487e-01 -4.05992030e-01
-3.08737994e-01 -3.14264527e-01 5.31372112e-01 1.07121912e+00
-8.22788681e-01]
[ -5.03160882e-02 -1.23015722e-01 -1.58802790e-01 2.98607757e-01
-1.66937365e-01 2.32975713e-01 -1.00495658e-01 -2.50841198e-01
-2.57309862e-01 -4.72087510e-01 2.03249167e-01 5.13745494e-01
-3.90054682e-01]
[ 7.82960165e-02 -3.81063227e-01 -5.26684520e-02 -2.34660708e-02
-1.10988764e-01 1.99804681e-01 7.08348033e-02 1.58187137e-01
-1.73268717e-01 -4.68699499e-02 -6.47228863e-02 3.25152151e-01
-2.11603393e-01]
[ 2.03835000e-01 -2.93242594e-01 -1.21064855e-01 -8.97545785e-02
-2.10521938e-01 1.21864025e-01 1.88902426e-02 -1.45535747e-01
-5.22547367e-02 -9.87445001e-02 -1.40937725e-01 -1.77992329e-01
-1.08235000e-01]
[ -1.35284723e-01 -8.07334016e-02 3.85641612e-02 -2.55463745e-01
-5.81833720e-02 -1.41134177e-01 4.87157034e-02 -7.74280501e-03
-7.86557384e-02 -7.06023887e-03 -3.15779650e-01 -4.60189688e-01
-2.66192750e-02]
[ -1.40386516e-01 -1.37744071e-01 -6.78247442e-02 -2.60211764e-01
-3.46898973e-01 -2.88287029e-01 1.51347761e-01 1.26438414e-01
1.69872422e-02 1.04047588e-01 -2.31956952e-01 -7.42375804e-01
8.08669178e-03]
[ -1.64436475e-01 -2.37617170e-01 -2.98142152e-01 -4.35974060e-01
-2.83047519e-01 -2.09999241e-01 -3.13688184e-01 8.07060901e-02
-2.42915071e-02 -3.96290402e-01 -3.87663529e-01 -4.67867587e-01
-4.29561574e-01]
[ -1.11627300e-01 1.21547910e-01 2.19246690e-02 1.65494008e-02
-2.13034271e-01 -1.70343496e-01 -1.09289983e-01 2.29220639e-02
-1.04965873e-01 -1.56828225e-01 -1.70911026e-01 -2.98465080e-01
-5.05369911e-02]
[ -3.52478944e-01 -1.21509981e-01 -2.72633806e-01 1.67365148e-01
-2.02397244e-01 -2.28058921e-01 -8.05620537e-02 -1.42958661e-01
3.35941074e-02 -3.21122697e-02 7.51875836e-02 -2.84871652e-01
-1.59627351e-02]
[ -1.29102871e-01 -3.75499373e-02 -2.55586204e-01 5.72825232e-02
-2.20197294e-01 -2.78520032e-01 -3.65750297e-01 -2.87968309e-02
1.35057018e-02 -1.87924978e-01 -2.36659324e-01 -2.89399233e-01
-1.42233795e-02]
[ -2.19896769e-01 -5.34908375e-01 -3.35258357e-01 -2.93111976e-01
-3.28851073e-01 -2.27915878e-01 -7.40286209e-03 -2.69609409e-01
8.52771769e-02 -2.28037831e-01 -1.48069212e-01 -1.73787968e-01
-6.42343720e-02]
[ -2.15816711e-01 -2.97490788e-01 -3.17107927e-01 -1.34517012e-01
-9.46546178e-02 -1.48767821e-01 -7.61336576e-02 2.42762936e-03
-1.90133546e-01 -5.10057841e-01 -2.50283487e-01 -1.89077863e-01
4.99408024e-02]
[ -1.19912006e-01 4.99641767e-03 -2.40079405e-01 -5.12658846e-01
-2.48095504e-01 -2.60231297e-01 -3.20726730e-02 -3.58496739e-01
7.84431904e-02 -8.83380083e-02 -3.91312064e-01 -1.58750911e-01
-4.13238286e-01]]
Progress: 14.9% ... Training loss: 0.251 ... Validation loss: 0.434[[-0.07793358]
[ 0.26192387]
[-0.17542476]
[ 0.84603146]
[ 0.25898021]
[-0.02365707]
[-0.8605505 ]
[-0.99016691]
[-0.69634517]
[-0.98819443]
[ 1.13496096]
[ 2.82612236]
[-1.78299999]]
[[ -5.36527549e-01 -5.01194255e-01 -5.83419378e-01 -1.24832463e-01
-3.07608929e-01 -5.91568482e-01 -2.87889312e-01 -3.11466622e-01
-4.84549404e-01 -4.18580318e-01 1.12909770e-01 5.80519518e-01
-5.20617110e-02]
[ 6.07758544e-03 -1.42017975e-01 5.24086011e-02 -5.16264380e-02
-4.62274498e-02 5.89006859e-02 -1.11433533e-01 2.38885549e-01
-1.20453484e-01 -1.62267158e-01 -7.88353040e-02 -1.16599768e-01
1.21963622e-01]
[ -2.07071626e-01 1.34258031e-01 -1.91959959e-02 1.39625069e-01
9.32798572e-02 -1.16756246e-01 1.53819591e-01 -5.85731741e-02
2.93941187e-01 -1.22429171e-01 2.68184284e-01 7.96292988e-01
6.71850349e-01]
[ 1.81068213e-01 -2.39650811e-01 -2.83656784e-01 -1.15591228e-02
-2.88204176e-01 1.22557890e-04 1.36103700e-02 -4.46665050e-01
1.11909948e-01 -3.52656111e-01 -2.19999216e-01 -3.57122536e-01
-1.18218505e-01]
[ 1.08637321e-01 1.57255438e-02 1.06245319e-01 -1.50884763e-02
-2.02708312e-02 6.99677939e-02 -9.63633406e-02 1.10904737e-02
3.07112767e-02 1.64546645e-01 1.22534749e-01 -1.04938207e-01
-1.78953677e-01]
[ -4.84890392e-01 -5.90540477e-01 -6.03895028e-01 -5.70661582e-01
-5.79540554e-01 -5.64188729e-01 -3.16681875e-01 -1.83048559e-01
-4.42205494e-01 -2.58791102e-01 -4.59760428e-01 -6.57176210e-01
-4.37176289e-01]
[ -4.18270689e-01 -5.79965209e-01 -3.22841714e-01 -3.63690894e-01
-4.08776432e-01 -5.60986579e-01 -4.23937905e-01 -4.61041383e-01
-2.89702485e-01 -1.76980724e-01 -4.30694735e-01 -3.49990691e-01
-2.53302892e-01]
[ -3.24407128e-01 -3.50956801e-01 -4.69469859e-01 -2.05563708e-01
-3.17476088e-01 -4.15332033e-01 -2.41134217e-01 -1.76716169e-01
-2.66631537e-01 -4.49089698e-01 -2.07622258e-01 -4.82600315e-01
-2.69867366e-01]
[ -4.72786131e-01 -3.51705994e-01 -3.76549645e-01 -1.66365878e-01
-3.40253806e-01 -2.15638492e-01 -1.05826363e-01 -4.21516207e-01
-2.74961703e-01 -4.43493355e-01 -1.52407216e-01 -2.18331062e-01
-1.69846068e-01]
[ -9.54550889e-01 -9.27657700e-01 -9.78396842e-01 -7.31315765e-01
-1.01746111e+00 -9.82550474e-01 -6.31491050e-01 -6.26990918e-01
-7.54052569e-01 -5.76555233e-01 -6.81026990e-01 -5.26543298e-01
-5.09143432e-01]
[ -5.06679291e-01 -2.70353499e-01 -4.65267377e-01 -3.25838821e-01
-3.52333678e-01 -3.57659288e-01 -5.53667514e-01 -5.64027378e-01
-6.35776354e-01 -1.13691903e-01 -4.52097977e-01 -6.15248932e-01
-4.23113665e-01]
[ -1.17451057e-01 2.22689330e-02 -3.34858144e-01 -4.06840762e-01
-1.06156947e-01 -7.24548932e-02 -1.57318121e-01 -2.91037207e-01
-1.41461710e-01 1.23371342e-01 -4.00661236e-01 -7.36047743e-01
-3.14132442e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59551455e-01 -1.14111878e-01 1.64627857e-01 -2.64036305e-01
-1.28770870e-01 1.13284298e-01 -1.24730309e-01 1.91971423e-02
-8.27241803e-02 7.47756664e-02 -1.57564918e-01 -3.37825409e-01
4.13725575e-02]
[ -8.33404495e-02 -2.60409737e-01 -1.79144152e-01 -2.79298026e-01
-4.77106086e-01 -8.50452699e-02 -4.13752109e-02 8.26275937e-04
-5.81425277e-02 1.47892122e-02 -1.75729008e-01 -2.43388147e-01
-2.50780647e-01]
[ -7.46134323e-02 -7.97144454e-03 -2.38470631e-01 -2.48901889e-01
1.31164196e-01 -1.63381073e-01 -1.64954984e-01 5.95562296e-02
-1.51984602e-03 2.04296123e-02 -1.84142560e-01 -7.20620294e-03
-1.80506621e-02]
[ 2.85122335e-02 -1.58738510e-01 -1.52508811e-01 -4.44198692e-02
-1.16821960e-01 -1.07780730e-01 7.29199257e-02 -1.71165425e-01
-3.94203690e-02 -3.93325363e-02 6.91969720e-03 -1.38461826e-01
2.69025057e-02]
[ -2.85279403e-01 -1.44571014e-01 -7.22386935e-02 -1.02703627e-01
-3.06595888e-01 -2.72995158e-01 -3.58850761e-01 5.75147537e-02
-2.99998761e-01 -2.07149548e-01 1.75338625e-01 -2.66053635e-02
2.94910047e-01]
[ -2.17411082e-01 -1.27455965e-01 -8.40683779e-02 -6.52804134e-02
-8.36033412e-02 -1.15787453e-01 -4.98408146e-02 5.05382091e-02
-1.14622920e-01 -5.23008009e-03 2.94730103e-02 -1.49310835e-01
1.52682270e-02]
[ -1.56073331e-01 -6.74717024e-02 -2.24379773e-01 -3.25032173e-01
-1.52433102e-01 -1.99891642e-01 -2.52600594e-01 -6.66811788e-02
1.81176165e-01 -1.61756483e-01 -3.28063898e-01 -2.96309049e-01
-1.33875298e-01]
[ -3.67917931e-01 -6.96021445e-02 -1.46171873e-01 -1.65627462e-01
-5.42977679e-02 -3.11124775e-01 5.84666321e-02 -5.53525120e-02
-1.09346821e-01 9.67232010e-02 -7.72001835e-03 -1.81238449e-01
-1.77313234e-01]
[ -1.68743377e-01 -1.52782683e-01 -4.64510624e-02 -1.45774225e-01
-1.35541972e-01 -2.94088933e-01 -3.87347454e-02 -1.02116183e-01
-2.41985697e-01 4.30304492e-02 2.11300541e-01 -6.07182462e-04
-1.77543016e-01]
[ -1.37658647e-01 -1.75106493e-01 -1.12539946e-01 -2.69047035e-01
9.21613555e-02 -1.82036020e-02 -2.11542254e-01 -1.53543304e-01
9.53187989e-02 -1.04286056e-01 -1.39654730e-01 -1.12926902e-01
-3.37447064e-01]
[ -4.49555308e-02 -3.02789006e-02 -1.49382220e-01 -3.68075613e-02
-2.26316989e-01 6.28572895e-02 -9.07850259e-02 -5.52943501e-02
-2.36072872e-01 -9.08079012e-02 -6.42450240e-02 -2.86862995e-01
-1.85058718e-01]
[ -7.31946955e-02 2.97611707e-02 -1.29576526e-01 -3.00766141e-01
1.24405993e-01 2.05456049e-02 -2.31072650e-01 -1.76781132e-01
1.10837886e-01 -7.57355458e-02 -2.66007672e-01 -2.22267824e-01
-2.95906849e-01]
[ 8.32359314e-02 -3.15163338e-01 -8.02097933e-02 -4.41463445e-01
-2.26687954e-01 -8.81051966e-02 7.36890449e-02 1.16142021e-01
4.06935203e-03 3.09907328e-01 -5.11186115e-01 -7.12257972e-01
4.17225193e-01]
[ -2.18617614e-01 -2.52449040e-01 -1.27683538e-01 -2.99116266e-01
-3.06319305e-01 -9.20655009e-02 2.10519897e-01 4.99032519e-02
3.04494976e-01 4.81172504e-02 -3.93242677e-01 -9.14463471e-01
6.19918000e-01]
[ -9.21573176e-03 -1.93757483e-01 2.60805710e-02 -3.01510417e-01
-1.75568573e-01 1.67271042e-01 2.02480688e-01 2.65425569e-01
-1.78537527e-02 2.50471590e-01 -2.05699775e-01 -9.47008667e-01
6.98580496e-01]
[ 6.13128274e-03 -5.03121626e-02 -1.20656080e-01 -1.21786331e-01
-1.82123106e-01 -4.53375353e-02 2.95721350e-01 1.73963960e-01
2.62124449e-01 3.82847369e-01 -4.64653120e-01 -8.39846922e-01
7.16575128e-01]
[ -7.96755925e-02 -2.84129014e-01 6.26169818e-02 -3.65021856e-01
-1.51997207e-01 1.18123590e-01 3.64890573e-01 1.43391562e-01
-5.75998408e-02 1.75977098e-01 -5.48544290e-01 -8.71341408e-01
8.30086209e-01]
[ 1.23453322e-01 -9.33973114e-02 1.95183987e-02 -1.74926338e-01
-8.50232624e-02 -1.69363503e-02 2.48780496e-01 3.71194860e-01
4.11083434e-01 2.77422857e-01 -5.42489123e-01 -7.70418790e-01
5.32498871e-01]
[ -9.00047909e-03 -1.31696691e-01 1.93079702e-02 1.81804630e-02
-8.58535853e-02 -2.83851823e-01 2.73282737e-02 3.04868199e-01
-2.44221675e-02 7.62239238e-02 -2.41666340e-01 -6.73546904e-01
2.50250052e-01]
[ 7.85925507e-02 1.14978919e-01 5.46521469e-04 9.47167970e-02
-8.64419413e-02 -5.96437526e-02 -2.02476221e-01 -1.77798469e-01
-2.79331815e-01 -1.52137959e-01 -1.49753853e-01 2.95975778e-01
-1.81804312e-01]
[ 3.84017326e-02 -8.67788081e-02 1.40409485e-01 2.21187767e-01
2.54712858e-01 8.55127137e-03 -4.05684349e-01 -3.58831756e-01
-1.07529544e-01 -5.20622438e-01 1.78994169e-01 1.01924076e+00
-4.88906458e-01]
[ 3.43590693e-02 8.04460056e-02 -2.11905036e-01 5.33049652e-02
3.19695121e-02 -6.46066140e-04 -1.66869462e-01 -3.31481232e-01
-2.87187434e-01 -1.88622065e-01 -4.67357231e-02 -3.97243311e-02
-1.86827812e-01]
[ -5.55552630e-02 -2.15283152e-01 6.54442495e-02 8.34446427e-02
-1.34712212e-01 -1.33944966e-01 3.79962590e-02 -5.53775381e-03
8.03050139e-02 -3.65088550e-01 -3.21437346e-01 -2.85911205e-01
4.03271329e-02]
[ 1.44725816e-02 -2.72310543e-01 5.90804671e-02 -2.32180225e-01
-1.91670668e-01 -2.31198200e-01 -2.64455642e-01 4.28610802e-02
-1.14617446e-02 1.02569396e-01 -1.63660734e-01 1.18917629e-01
-6.08431224e-02]
[ 1.72447242e-01 5.08232490e-02 -1.02982141e-01 -2.19761253e-01
-5.96162039e-02 -1.01594579e-01 -1.81766532e-01 3.40478677e-02
-1.87993096e-01 -2.29130476e-01 -1.86621531e-01 2.07698157e-01
-1.03678379e-01]
[ -1.72585341e-01 -1.78465494e-01 -1.11871700e-01 -1.84840283e-01
-4.69594669e-02 2.69759480e-02 -2.01324686e-01 -2.13284290e-01
-1.51586094e-01 -2.92000128e-02 -1.76047093e-01 1.80797223e-01
-2.73717809e-01]
[ -3.37666799e-02 -2.12395729e-01 -1.58072100e-01 -2.05981547e-01
-5.29227301e-02 4.43779352e-02 -3.68687391e-02 -2.25589055e-02
-2.19242822e-01 -2.64927081e-01 -4.77319251e-02 -6.44951544e-02
-6.03414284e-02]
[ 1.13953203e-01 7.92554945e-02 -9.66951109e-03 -1.57479454e-01
-3.24683759e-01 8.07542703e-03 -1.62469077e-01 -2.79663452e-01
-3.18858484e-01 2.84184178e-02 -9.37697796e-02 6.17800424e-02
-9.74132269e-02]
[ -6.40322932e-02 -9.41684878e-03 -2.84626747e-01 -4.67130684e-03
6.90159266e-02 1.55469155e-01 -2.34688053e-01 -1.85088493e-01
-5.57970217e-02 -6.94855456e-02 1.70958235e-01 5.50779552e-01
-7.90223818e-02]
[ 1.05639119e-01 3.54347050e-01 -2.05301658e-01 6.69739105e-01
1.22931768e-01 -2.42154583e-03 -2.58699234e-01 -4.11503623e-01
-2.62768380e-01 -4.05160576e-01 7.21233842e-01 1.00783505e+00
-8.22310565e-01]
[ -3.15423312e-02 1.94298762e-01 4.02020172e-02 2.44592204e-01
1.14432962e-02 -7.02688705e-02 -3.19367622e-01 -4.04517555e-01
-3.06860025e-01 -3.12002299e-01 5.28337039e-01 1.06487590e+00
-8.19854537e-01]
[ -5.02313081e-02 -1.23095860e-01 -1.58696123e-01 2.98262604e-01
-1.67027221e-01 2.32997705e-01 -9.98851026e-02 -2.50484386e-01
-2.57030696e-01 -4.71303632e-01 2.03014734e-01 5.12091980e-01
-3.90615995e-01]
[ 7.82647039e-02 -3.81023599e-01 -5.26809161e-02 -2.27896571e-02
-1.10930960e-01 1.99798929e-01 7.04484201e-02 1.57704122e-01
-1.73663464e-01 -4.68423483e-02 -6.43416913e-02 3.27699399e-01
-2.12932442e-01]
[ 2.03837250e-01 -2.93214057e-01 -1.21072817e-01 -8.95607595e-02
-2.10542854e-01 1.21864846e-01 1.87810178e-02 -1.45618261e-01
-5.23067728e-02 -9.87631432e-02 -1.40709681e-01 -1.77463204e-01
-1.08451723e-01]
[ -1.35318035e-01 -8.05612371e-02 3.84822360e-02 -2.54869241e-01
-5.80582801e-02 -1.41140441e-01 4.81768505e-02 -8.43631238e-03
-7.92875637e-02 -7.62329187e-03 -3.15016746e-01 -4.58132442e-01
-2.83683784e-02]
[ -1.40401852e-01 -1.37723404e-01 -6.78626693e-02 -2.60387436e-01
-3.46875763e-01 -2.88290272e-01 1.51399970e-01 1.26468416e-01
1.69957130e-02 1.03858963e-01 -2.32171527e-01 -7.43445338e-01
8.42440497e-03]
[ -1.64521577e-01 -2.37180884e-01 -2.98426242e-01 -4.35588529e-01
-2.82621252e-01 -2.10020181e-01 -3.15223916e-01 7.84819105e-02
-2.53923890e-02 -3.98906016e-01 -3.85788009e-01 -4.68369051e-01
-4.32327357e-01]
[ -1.11634630e-01 1.21685313e-01 2.19460133e-02 1.65151046e-02
-2.12915860e-01 -1.70349828e-01 -1.09030050e-01 2.34324305e-02
-1.04916112e-01 -1.55925280e-01 -1.71412859e-01 -3.00907655e-01
-4.83769415e-02]
[ -3.52299381e-01 -1.22768372e-01 -2.71945330e-01 1.62596958e-01
-2.03686362e-01 -2.28005428e-01 -7.63768686e-02 -1.37611016e-01
3.72171324e-02 -2.63110908e-02 6.76075370e-02 -3.00289723e-01
-5.81661483e-03]
[ -1.29118322e-01 -3.71806734e-02 -2.55674272e-01 5.89893797e-02
-2.19852844e-01 -2.78525800e-01 -3.66601675e-01 -3.04173596e-02
1.26631652e-02 -1.88306774e-01 -2.34317716e-01 -2.84630657e-01
-1.77629657e-02]
[ -2.19858946e-01 -5.35242153e-01 -3.35022552e-01 -2.93716956e-01
-3.29201174e-01 -2.27901807e-01 -6.14853543e-03 -2.68390767e-01
8.63660661e-02 -2.26367559e-01 -1.49545821e-01 -1.76537847e-01
-6.19527524e-02]
[ -2.15869621e-01 -2.97602906e-01 -3.17036769e-01 -1.35448786e-01
-9.47342947e-02 -1.48773284e-01 -7.58707542e-02 3.09632598e-03
-1.89980892e-01 -5.10240155e-01 -2.51724962e-01 -1.93196665e-01
5.17833880e-02]
[ -1.19497182e-01 3.47697174e-03 -2.39272613e-01 -5.19116714e-01
-2.49589721e-01 -2.60161503e-01 -2.69300835e-02 -3.55258917e-01
8.25726594e-02 -8.36537393e-02 -3.99478484e-01 -1.85465557e-01
-4.05143175e-01]]
Progress: 14.9% ... Training loss: 0.254 ... Validation loss: 0.444[[-0.06541232]
[ 0.27421168]
[-0.16482195]
[ 0.86713523]
[ 0.27450922]
[-0.01194794]
[-0.84433202]
[-0.97216631]
[-0.67955924]
[-0.96853725]
[ 1.15540335]
[ 2.85520629]
[-1.75745517]]
[[ -5.37055766e-01 -4.99229353e-01 -5.84573304e-01 -1.15331553e-01
-3.05236196e-01 -5.91710178e-01 -2.94092463e-01 -3.19925350e-01
-4.88835828e-01 -4.29162661e-01 1.26446313e-01 6.27784070e-01
-7.07751458e-02]
[ 6.08941684e-03 -1.42059652e-01 5.24395963e-02 -5.17712173e-02
-4.62681664e-02 5.89051272e-02 -1.11256481e-01 2.39157190e-01
-1.20347442e-01 -1.62060428e-01 -7.90906531e-02 -1.17298679e-01
1.22383906e-01]
[ -2.07039232e-01 1.34063093e-01 -1.90125709e-02 1.37886735e-01
9.29140259e-02 -1.16752740e-01 1.54827268e-01 -5.75368349e-02
2.96728878e-01 -1.23776536e-01 2.65143305e-01 7.96553157e-01
6.76751400e-01]
[ 1.80659476e-01 -2.39492667e-01 -2.83964645e-01 -6.87341049e-03
-2.87941411e-01 1.31819306e-05 1.04320069e-02 -4.46654609e-01
1.07564378e-01 -3.51250804e-01 -2.18959013e-01 -3.41734611e-01
-1.21959497e-01]
[ 1.09134955e-01 1.37926148e-02 1.07082963e-01 -2.17936471e-02
-2.20676165e-02 7.01143924e-02 -8.97522750e-02 1.45237610e-02
3.65471080e-02 1.68528598e-01 1.15575830e-01 -1.29091857e-01
-1.65961470e-01]
[ -4.85060977e-01 -5.90136821e-01 -6.04208905e-01 -5.69890888e-01
-5.79021852e-01 -5.64222372e-01 -3.19012119e-01 -1.86487734e-01
-4.44414258e-01 -2.62540737e-01 -4.57814559e-01 -6.49459587e-01
-4.43277798e-01]
[ -4.18669687e-01 -5.78524197e-01 -3.23691459e-01 -3.55810982e-01
-4.07035185e-01 -5.61083572e-01 -4.29629865e-01 -4.68429120e-01
-2.94532131e-01 -1.84035072e-01 -4.19722549e-01 -3.18054189e-01
-2.72873800e-01]
[ -3.24390360e-01 -3.51145534e-01 -4.69433914e-01 -2.06672676e-01
-3.17728866e-01 -4.15335598e-01 -2.40492130e-01 -1.76783902e-01
-2.65168196e-01 -4.49591139e-01 -2.10271839e-01 -4.85431454e-01
-2.67690541e-01]
[ -4.73090714e-01 -3.50628912e-01 -3.77056522e-01 -1.61543685e-01
-3.39145943e-01 -2.15741437e-01 -1.09699673e-01 -4.24222157e-01
-2.78283544e-01 -4.46644028e-01 -1.47339471e-01 -2.05867591e-01
-1.77697183e-01]
[ -9.55040409e-01 -9.26579908e-01 -9.79236329e-01 -7.25015138e-01
-1.01644556e+00 -9.82664415e-01 -6.37743276e-01 -6.35081033e-01
-7.58139531e-01 -5.84920741e-01 -6.73786454e-01 -5.05022592e-01
-5.24516966e-01]
[ -5.07107480e-01 -2.68426468e-01 -4.66113654e-01 -3.19397051e-01
-3.50221244e-01 -3.57804908e-01 -5.59699354e-01 -5.70287050e-01
-6.40725212e-01 -1.21156245e-01 -4.42587924e-01 -5.87701430e-01
-4.37935479e-01]
[ -1.17390744e-01 2.19971256e-02 -3.34806935e-01 -4.07219327e-01
-1.06169899e-01 -7.24324788e-02 -1.56287483e-01 -2.90288013e-01
-1.41322802e-01 1.24745095e-01 -4.02075605e-01 -7.35830494e-01
-3.15283800e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59543469e-01 -1.14177864e-01 1.64659833e-01 -2.64418980e-01
-1.28872805e-01 1.13291674e-01 -1.24607125e-01 1.99600079e-02
-8.26251029e-02 7.53928370e-02 -1.58445283e-01 -3.40293335e-01
4.21390991e-02]
[ -8.33009356e-02 -2.60609004e-01 -1.79162041e-01 -2.79927803e-01
-4.77215450e-01 -8.50373530e-02 -4.12026600e-02 2.45858828e-04
-5.80688994e-02 1.45992035e-02 -1.76124153e-01 -2.44341400e-01
-2.51349949e-01]
[ -7.49934735e-02 -6.81738252e-03 -2.39032490e-01 -2.45069879e-01
1.32559025e-01 -1.63468026e-01 -1.69042483e-01 5.42662213e-02
-5.55890317e-03 1.44283894e-02 -1.78733226e-01 1.06694762e-02
-2.88067485e-02]
[ 2.85283348e-02 -1.58457404e-01 -1.52622021e-01 -4.32646749e-02
-1.16546213e-01 -1.07774704e-01 7.21552516e-02 -1.73185708e-01
-3.97216760e-02 -4.06777406e-02 9.58370237e-03 -1.28784977e-01
2.24778924e-02]
[ -2.85394759e-01 -1.44269230e-01 -7.24881374e-02 -1.00728359e-01
-3.06169097e-01 -2.73025841e-01 -3.60192635e-01 5.57936662e-02
-3.01164599e-01 -2.08446342e-01 1.78201960e-01 -2.00425578e-02
2.89730610e-01]
[ -2.17542786e-01 -1.27173959e-01 -8.42859920e-02 -6.27601905e-02
-8.33059198e-02 -1.15818766e-01 -5.16760687e-02 4.88823500e-02
-1.16148196e-01 -7.54104973e-03 3.22655389e-02 -1.41979443e-01
1.03568847e-02]
[ -1.56017445e-01 -6.78929081e-02 -2.24222243e-01 -3.26996684e-01
-1.53037197e-01 -1.99879869e-01 -2.51777868e-01 -6.57439208e-02
1.82710053e-01 -1.61413644e-01 -3.32207561e-01 -3.01790553e-01
-1.29705387e-01]
[ -3.67815984e-01 -7.02869607e-02 -1.45888618e-01 -1.67968739e-01
-5.49017963e-02 -3.11094435e-01 6.05547098e-02 -5.36323215e-02
-1.07591942e-01 9.89765305e-02 -1.17475107e-02 -1.91514433e-01
-1.73033517e-01]
[ -1.68886094e-01 -1.51784854e-01 -4.68831328e-02 -1.42438820e-01
-1.34522771e-01 -2.94136371e-01 -4.12396935e-02 -1.05085018e-01
-2.43945161e-01 3.97139341e-02 2.17237763e-01 1.38638291e-02
-1.84324993e-01]
[ -1.37979494e-01 -1.73739263e-01 -1.13178779e-01 -2.63711727e-01
9.35368903e-02 -1.83196628e-02 -2.15897926e-01 -1.56988744e-01
9.17197873e-02 -1.08483844e-01 -1.32837105e-01 -9.49846590e-02
-3.45453787e-01]
[ -4.49598660e-02 -3.05022975e-02 -1.49292582e-01 -3.71026040e-02
-2.26501638e-01 6.28619139e-02 -9.06232088e-02 -5.49433532e-02
-2.36063357e-01 -9.01828015e-02 -6.55737874e-02 -2.91191240e-01
-1.85474061e-01]
[ -7.31785244e-02 2.97048415e-02 -1.29542559e-01 -3.00942434e-01
1.24335574e-01 2.05528519e-02 -2.30804510e-01 -1.76471108e-01
1.11059940e-01 -7.53715801e-02 -2.66380071e-01 -2.23335435e-01
-2.95424901e-01]
[ 8.32397424e-02 -3.15139484e-01 -8.02118207e-02 -4.41513688e-01
-2.26688627e-01 -8.81051955e-02 7.37597883e-02 1.16113412e-01
4.03558200e-03 3.10067159e-01 -5.11214195e-01 -7.12201944e-01
4.17351080e-01]
[ -2.18705055e-01 -2.52174455e-01 -1.27817176e-01 -2.98157713e-01
-3.06113583e-01 -9.20930496e-02 2.08937413e-01 4.82473582e-02
3.03013330e-01 4.70597358e-02 -3.92131080e-01 -9.12822473e-01
6.16416927e-01]
[ -9.20984576e-03 -1.93739884e-01 2.60826392e-02 -3.01738378e-01
-1.75580052e-01 1.67272706e-01 2.02992793e-01 2.65847595e-01
-1.77263319e-02 2.50598117e-01 -2.06276815e-01 -9.48326839e-01
6.99832956e-01]
[ 6.11602467e-03 -5.02472569e-02 -1.20684288e-01 -1.21591309e-01
-1.82068717e-01 -4.53416366e-02 2.95493186e-01 1.73683622e-01
2.61958788e-01 3.82457545e-01 -4.64494374e-01 -8.40083017e-01
7.16136614e-01]
[ -7.97457657e-02 -2.83979673e-01 6.24711187e-02 -3.64576838e-01
-1.51892219e-01 1.18103074e-01 3.64393483e-01 1.42747949e-01
-5.81872644e-02 1.75039631e-01 -5.48169868e-01 -8.71695089e-01
8.29049972e-01]
[ 1.23407644e-01 -9.32444434e-02 1.94080659e-02 -1.74445883e-01
-8.48733482e-02 -1.69506785e-02 2.48089822e-01 3.70185250e-01
4.10442182e-01 2.76565491e-01 -5.42256952e-01 -7.70462484e-01
5.31198163e-01]
[ -8.95993698e-03 -1.31779161e-01 1.93633850e-02 1.79042498e-02
-8.59242581e-02 -2.83843294e-01 2.76770107e-02 3.05582982e-01
-2.41546984e-02 7.68733740e-02 -2.42055475e-01 -6.73873927e-01
2.50688471e-01]
[ 7.83399546e-02 1.15760854e-01 9.94270067e-05 9.91127460e-02
-8.57512317e-02 -5.97172776e-02 -2.05710732e-01 -1.80612761e-01
-2.81885691e-01 -1.55814229e-01 -1.44714895e-01 3.09122417e-01
-1.89136524e-01]
[ 3.82039619e-02 -8.66458058e-02 1.40137896e-01 2.23391390e-01
2.55019667e-01 8.50704299e-03 -4.06346352e-01 -3.59085107e-01
-1.07117988e-01 -5.21934791e-01 1.80185623e-01 1.02879087e+00
-4.89152787e-01]
[ 3.43458474e-02 8.04377694e-02 -2.11920467e-01 5.37551624e-02
3.20716291e-02 -6.48024649e-04 -1.67120898e-01 -3.31985844e-01
-2.87194220e-01 -1.88912219e-01 -4.60053227e-02 -3.69278104e-02
-1.87897662e-01]
[ -5.56015390e-02 -2.15212698e-01 6.54194296e-02 8.39159298e-02
-1.34634174e-01 -1.33955711e-01 3.71574319e-02 -6.27812616e-03
7.94816632e-02 -3.65316955e-01 -3.20933063e-01 -2.83375885e-01
3.83787804e-02]
[ 1.42674005e-02 -2.71734689e-01 5.88026420e-02 -2.30728748e-01
-1.91127047e-01 -2.31237433e-01 -2.66584828e-01 4.02666446e-02
-1.34560537e-02 9.89938289e-02 -1.61035067e-01 1.28435414e-01
-6.51929348e-02]
[ 1.72485123e-01 5.08779427e-02 -1.02954026e-01 -2.20043623e-01
-5.95591538e-02 -1.01588009e-01 -1.82026167e-01 3.38473683e-02
-1.88152483e-01 -2.28928390e-01 -1.86639324e-01 2.09810556e-01
-1.04556456e-01]
[ -1.72563987e-01 -1.78551735e-01 -1.11822615e-01 -1.85131163e-01
-4.69847067e-02 2.69836489e-02 -2.00958011e-01 -2.12872339e-01
-1.51255369e-01 -2.86682103e-02 -1.76491641e-01 1.79897419e-01
-2.73256928e-01]
[ -3.39098467e-02 -2.12069958e-01 -1.58264632e-01 -2.05083374e-01
-5.25763361e-02 4.43398181e-02 -3.85079268e-02 -2.52129234e-02
-2.20313241e-01 -2.67263568e-01 -4.58115770e-02 -6.07601629e-02
-6.24663606e-02]
[ 1.13885413e-01 7.96028479e-02 -9.89389024e-03 -1.56218711e-01
-3.24342381e-01 8.05781307e-03 -1.63893463e-01 -2.82060618e-01
-3.19762509e-01 2.62962239e-02 -9.11637329e-02 7.15487266e-02
-1.02415342e-01]
[ -6.41499669e-02 -8.55307243e-03 -2.84979638e-01 -2.26085148e-03
6.98380365e-02 1.55429131e-01 -2.37008834e-01 -1.87929552e-01
-5.74586321e-02 -7.28587075e-02 1.75495649e-01 5.59806271e-01
-8.54338664e-02]
[ 1.05736576e-01 3.54307262e-01 -2.05271942e-01 6.70604481e-01
1.23131343e-01 -2.40797035e-03 -2.58201935e-01 -4.11112882e-01
-2.62830455e-01 -4.04629605e-01 7.21818039e-01 1.00778293e+00
-8.24899258e-01]
[ -3.14357905e-02 1.93681797e-01 4.04460694e-02 2.42653265e-01
1.09420574e-02 -7.02400882e-02 -3.17685597e-01 -4.03123919e-01
-3.05571773e-01 -3.10088912e-01 5.25107346e-01 1.05735637e+00
-8.17145577e-01]
[ -5.02161674e-02 -1.23162684e-01 -1.58639724e-01 2.98001434e-01
-1.67099537e-01 2.33005485e-01 -9.96287138e-02 -2.49818495e-01
-2.56892605e-01 -4.70817423e-01 2.02435411e-01 5.10569347e-01
-3.90194255e-01]
[ 7.83077197e-02 -3.81163061e-01 -5.25759657e-02 -2.32442786e-02
-1.11066527e-01 1.99811082e-01 7.09418648e-02 1.58504402e-01
-1.73276349e-01 -4.60231565e-02 -6.49881643e-02 3.25815263e-01
-2.11943696e-01]
[ 2.03874169e-01 -2.93310048e-01 -1.21027071e-01 -9.00601832e-02
-2.10644165e-01 1.21874787e-01 1.92784647e-02 -1.45178647e-01
-5.18938827e-02 -9.82992324e-02 -1.41320013e-01 -1.78714550e-01
-1.07348896e-01]
[ -1.35344182e-01 -8.04822967e-02 3.84296622e-02 -2.54498211e-01
-5.79820884e-02 -1.41147091e-01 4.76782672e-02 -9.04012180e-03
-7.96030308e-02 -8.15443092e-03 -3.14477881e-01 -4.56914342e-01
-2.94676049e-02]
[ -1.40379422e-01 -1.37769346e-01 -6.78335660e-02 -2.60599144e-01
-3.46921238e-01 -2.88285526e-01 1.51678626e-01 1.26850579e-01
1.71963387e-02 1.04207401e-01 -2.32467461e-01 -7.43855944e-01
8.90539658e-03]
[ -1.64704785e-01 -2.36713658e-01 -2.98726787e-01 -4.34429965e-01
-2.82330678e-01 -2.10066891e-01 -3.18324782e-01 7.45793532e-02
-2.73113108e-02 -4.02484424e-01 -3.83999079e-01 -4.57447822e-01
-4.38901935e-01]
[ -1.11763239e-01 1.22091322e-01 2.17099833e-02 1.87831111e-02
-2.12485714e-01 -1.70385706e-01 -1.10497351e-01 2.25485930e-02
-1.06091603e-01 -1.56718417e-01 -1.68696634e-01 -2.94414794e-01
-5.12846053e-02]
[ -3.52423373e-01 -1.22090008e-01 -2.72236770e-01 1.66688855e-01
-2.02997419e-01 -2.28055158e-01 -7.92655189e-02 -1.40279485e-01
3.49278493e-02 -2.90510977e-02 7.24964153e-02 -2.86193607e-01
-1.23032001e-02]
[ -1.29422066e-01 -3.63552105e-02 -2.56092692e-01 6.25360059e-02
-2.19025894e-01 -2.78596319e-01 -3.68744070e-01 -3.28319368e-02
1.03393284e-02 -1.91468286e-01 -2.30847554e-01 -2.77479243e-01
-2.33386254e-02]
[ -2.19877015e-01 -5.35185890e-01 -3.35001595e-01 -2.93236524e-01
-3.29143208e-01 -2.27903913e-01 -6.43816479e-03 -2.67902682e-01
8.60297220e-02 -2.26057402e-01 -1.49172821e-01 -1.75393588e-01
-6.29844718e-02]
[ -2.15932904e-01 -2.97296983e-01 -3.17261589e-01 -1.33459296e-01
-9.41981135e-02 -1.48793668e-01 -7.67476151e-02 1.57468022e-03
-1.90835527e-01 -5.11385428e-01 -2.48627535e-01 -1.84020711e-01
4.68750011e-02]
[ -1.19533673e-01 3.47073999e-03 -2.39456869e-01 -5.20287898e-01
-2.49305448e-01 -2.60173321e-01 -2.74178093e-02 -3.57956511e-01
8.25742597e-02 -8.70016559e-02 -4.00476886e-01 -1.85161934e-01
-4.09005289e-01]]
Progress: 15.0% ... Training loss: 0.252 ... Validation loss: 0.440[[-0.06796914]
[ 0.27798931]
[-0.16478716]
[ 0.86537672]
[ 0.27509855]
[-0.01566743]
[-0.84822828]
[-0.97227278]
[-0.67647136]
[-0.97158779]
[ 1.15554688]
[ 2.86271742]
[-1.7574401 ]]
[[ -5.36859388e-01 -4.99735602e-01 -5.84063467e-01 -1.19772803e-01
-3.05948950e-01 -5.91672214e-01 -2.90108755e-01 -3.15804464e-01
-4.87038226e-01 -4.24981149e-01 1.22616149e-01 6.21285717e-01
-5.98887573e-02]
[ 5.96756291e-03 -1.41282379e-01 5.20888226e-02 -4.98515087e-02
-4.55796318e-02 5.88813241e-02 -1.12852283e-01 2.36492617e-01
-1.21830105e-01 -1.63682316e-01 -7.66529117e-02 -1.09937109e-01
1.18307226e-01]
[ -2.07634234e-01 1.36756641e-01 -2.00819137e-02 1.44143515e-01
9.52897880e-02 -1.16853753e-01 1.46631480e-01 -6.65807946e-02
2.88760075e-01 -1.30507242e-01 2.73969814e-01 8.26583750e-01
6.58848280e-01]
[ 1.81026688e-01 -2.40260708e-01 -2.83794739e-01 -7.08245114e-03
-2.88412905e-01 6.00825839e-05 1.31163898e-02 -4.45751238e-01
1.09607798e-01 -3.50539064e-01 -2.17579397e-01 -3.44304842e-01
-1.22360556e-01]
[ 1.09060615e-01 1.37481139e-02 1.07042697e-01 -2.02386978e-02
-2.20640862e-02 7.00971688e-02 -9.05947567e-02 1.60729461e-02
3.76686862e-02 1.68138003e-01 1.18371105e-01 -1.27255199e-01
-1.63229105e-01]
[ -4.84942898e-01 -5.90224006e-01 -6.04030956e-01 -5.69871950e-01
-5.79215000e-01 -5.64201613e-01 -3.17750474e-01 -1.85107830e-01
-4.43993788e-01 -2.61281947e-01 -4.56916484e-01 -6.47950364e-01
-4.42314212e-01]
[ -4.18789261e-01 -5.77731908e-01 -3.24064250e-01 -3.54337977e-01
-4.06530273e-01 -5.61100593e-01 -4.30046114e-01 -4.70378712e-01
-2.95903540e-01 -1.85541933e-01 -4.17560114e-01 -3.08646770e-01
-2.75610856e-01]
[ -3.24533480e-01 -3.50339426e-01 -4.69663043e-01 -2.06482499e-01
-3.16956840e-01 -4.15364361e-01 -2.43069811e-01 -1.78795180e-01
-2.67966407e-01 -4.50694206e-01 -2.09021516e-01 -4.79257724e-01
-2.73049261e-01]
[ -4.72852984e-01 -3.51580878e-01 -3.76587842e-01 -1.65152182e-01
-3.40171825e-01 -2.15689982e-01 -1.05803641e-01 -4.21347173e-01
-2.75455258e-01 -4.43418535e-01 -1.51729253e-01 -2.16347784e-01
-1.71074424e-01]
[ -9.55045496e-01 -9.26106126e-01 -9.79131774e-01 -7.25722384e-01
-1.01624358e+00 -9.82660128e-01 -6.37408849e-01 -6.34416112e-01
-7.59175630e-01 -5.84747734e-01 -6.72385794e-01 -4.97513865e-01
-5.24505828e-01]
[ -5.07125867e-01 -2.67929485e-01 -4.66362001e-01 -3.19030576e-01
-3.50058851e-01 -3.57804775e-01 -5.59229948e-01 -5.71556171e-01
-6.41472533e-01 -1.20461336e-01 -4.42428140e-01 -5.85935079e-01
-4.39695916e-01]
[ -1.17274157e-01 2.15856065e-02 -3.34618433e-01 -4.08804933e-01
-1.06476364e-01 -7.24104692e-02 -1.54927569e-01 -2.89389795e-01
-1.40460245e-01 1.25751534e-01 -4.03714999e-01 -7.38495392e-01
-3.14043933e-01]
[ -1.90626714e-02 2.05065904e-01 1.01416967e-01 7.54280164e-02
8.46492315e-02 2.58046383e-02 9.25031657e-02 -9.11038610e-02
-1.64270705e-01 -2.60652187e-01 -2.45021876e-01 2.13940933e-01
1.03213041e-01]
[ -2.59547622e-01 -1.14092545e-01 1.64640123e-01 -2.64457520e-01
-1.28816430e-01 1.13292195e-01 -1.24758848e-01 1.93305025e-02
-8.28061063e-02 7.49195389e-02 -1.57746425e-01 -3.37590846e-01
4.14619437e-02]
[ -8.32941053e-02 -2.60591625e-01 -1.79110636e-01 -2.80066827e-01
-4.77246536e-01 -8.50337158e-02 -4.07651664e-02 1.04351563e-03
-5.78940038e-02 1.50869842e-02 -1.76673709e-01 -2.45408421e-01
-2.50299907e-01]
[ -7.49234753e-02 -6.84443194e-03 -2.38984637e-01 -2.44479996e-01
1.32524258e-01 -1.63461373e-01 -1.68571040e-01 5.45123005e-02
-5.44460870e-03 1.51805492e-02 -1.77267929e-01 1.20549458e-02
-2.79520206e-02]
[ 2.85958049e-02 -1.58753607e-01 -1.52428681e-01 -4.43903455e-02
-1.16869764e-01 -1.07762210e-01 7.33614280e-02 -1.72185977e-01
-3.88949229e-02 -3.91275257e-02 7.94230396e-03 -1.29511689e-01
2.48111947e-02]
[ -2.85532325e-01 -1.43550660e-01 -7.28358246e-02 -9.87810688e-02
-3.05635631e-01 -2.73046323e-01 -3.61547140e-01 5.36486036e-02
-3.02942648e-01 -2.10873484e-01 1.81270381e-01 -1.15124736e-02
2.85123495e-01]
[ -2.17637185e-01 -1.26703687e-01 -8.45398822e-02 -6.14862262e-02
-8.27956788e-02 -1.15838903e-01 -5.30236626e-02 4.76245019e-02
-1.17308711e-01 -8.36666958e-03 3.35708059e-02 -1.36521400e-01
8.02364301e-03]
[ -1.56202673e-01 -6.65874646e-02 -2.24718160e-01 -3.23424276e-01
-1.51895536e-01 -1.99912064e-01 -2.55898007e-01 -7.05944806e-02
1.79028914e-01 -1.64495715e-01 -3.26739802e-01 -2.85184856e-01
-1.41023055e-01]
[ -3.67828351e-01 -7.02882831e-02 -1.45868010e-01 -1.69015366e-01
-5.49617449e-02 -3.11093735e-01 6.05598232e-02 -5.34590079e-02
-1.07686183e-01 9.85989296e-02 -1.21336433e-02 -1.93763233e-01
-1.72930438e-01]
[ -1.68729691e-01 -1.52764898e-01 -4.64247093e-02 -1.46945395e-01
-1.35478239e-01 -2.94106003e-01 -3.69770774e-02 -1.00764356e-01
-2.41250631e-01 4.33464153e-02 2.10267840e-01 -2.74452355e-03
-1.73603862e-01]
[ -1.38007746e-01 -1.73556341e-01 -1.13217116e-01 -2.62906413e-01
9.36456077e-02 -1.83234564e-02 -2.16514519e-01 -1.57575876e-01
9.12968774e-02 -1.08714922e-01 -1.31770813e-01 -9.25972559e-02
-3.46755193e-01]
[ -4.48703653e-02 -3.07563474e-02 -1.49185532e-01 -3.81377973e-02
-2.26715512e-01 6.28781941e-02 -8.93280023e-02 -5.43107837e-02
-2.35184597e-01 -8.95849739e-02 -6.62188671e-02 -2.92840979e-01
-1.83466794e-01]
[ -7.30136485e-02 2.90428512e-02 -1.29220989e-01 -3.03166039e-01
1.23661718e-01 2.05852352e-02 -2.28728259e-01 -1.73876994e-01
1.12767699e-01 -7.31008774e-02 -2.69338827e-01 -2.31493816e-01
-2.92767295e-01]
[ 8.32599629e-02 -3.15188257e-01 -8.01850185e-02 -4.41994873e-01
-2.26742271e-01 -8.81030616e-02 7.42043118e-02 1.16540560e-01
4.31995190e-03 3.10652068e-01 -5.11767260e-01 -7.13588985e-01
4.18767012e-01]
[ -2.18697087e-01 -2.52157907e-01 -1.27804866e-01 -2.98195294e-01
-3.06107081e-01 -9.20909593e-02 2.08825875e-01 4.83218529e-02
3.02840924e-01 4.71564860e-02 -3.92023905e-01 -9.12191304e-01
6.16093359e-01]
[ -9.21527677e-03 -1.93710350e-01 2.60844481e-02 -3.01823333e-01
-1.75604983e-01 1.67271548e-01 2.03191646e-01 2.65972726e-01
-1.76754028e-02 2.50800517e-01 -2.06597176e-01 -9.49700637e-01
7.00571523e-01]
[ 6.14664483e-03 -5.03438260e-02 -1.20618002e-01 -1.22231613e-01
-1.82177623e-01 -4.53378087e-02 2.96177718e-01 1.74485643e-01
2.62390208e-01 3.83209634e-01 -4.65421777e-01 -8.42225403e-01
7.18084432e-01]
[ -7.97308894e-02 -2.84001006e-01 6.24924039e-02 -3.64727964e-01
-1.51918280e-01 1.18105475e-01 3.64778167e-01 1.43078898e-01
-5.79912658e-02 1.75389834e-01 -5.48427875e-01 -8.72171863e-01
8.29864247e-01]
[ 1.23449160e-01 -9.33934454e-02 1.94859648e-02 -1.75137864e-01
-8.50371617e-02 -1.69442323e-02 2.48896691e-01 3.71214575e-01
4.10994245e-01 2.77436332e-01 -5.42949601e-01 -7.72316296e-01
5.33123403e-01]
[ -8.95320774e-03 -1.31786158e-01 1.93701936e-02 1.79500890e-02
-8.59134388e-02 -2.83841657e-01 2.75620135e-02 3.05367712e-01
-2.42369019e-02 7.69791431e-02 -2.41992016e-01 -6.73059241e-01
2.50220425e-01]
[ 7.84311044e-02 1.15482459e-01 1.72183892e-04 9.83265532e-02
-8.59818164e-02 -5.97068695e-02 -2.04797003e-01 -1.80053496e-01
-2.81242545e-01 -1.54764362e-01 -1.45470216e-01 3.06223236e-01
-1.88107465e-01]
[ 3.82039619e-02 -8.66458058e-02 1.40137896e-01 2.23391390e-01
2.55019667e-01 8.50704299e-03 -4.06346352e-01 -3.59085107e-01
-1.07117988e-01 -5.21934791e-01 1.80185623e-01 1.02879087e+00
-4.89152787e-01]
[ 3.43097044e-02 8.05139125e-02 -2.11966293e-01 5.41637212e-02
3.21229614e-02 -6.53305594e-04 -1.67403937e-01 -3.32552140e-01
-2.87298303e-01 -1.89718667e-01 -4.54706530e-02 -3.67569040e-02
-1.87916432e-01]
[ -5.55703283e-02 -2.15431613e-01 6.55089884e-02 8.22102872e-02
-1.34841883e-01 -1.33951530e-01 3.86969683e-02 -4.81716627e-03
8.05397003e-02 -3.64700079e-01 -3.23403629e-01 -2.90490123e-01
4.26584614e-02]
[ 1.41980964e-02 -2.71556973e-01 5.86995378e-02 -2.29962382e-01
-1.90910506e-01 -2.31244816e-01 -2.67674363e-01 3.90234201e-02
-1.43031789e-02 9.78627078e-02 -1.59831458e-01 1.33877647e-01
-6.76927482e-02]
[ 1.72167887e-01 5.29190923e-02 -1.03922413e-01 -2.14735430e-01
-5.77593530e-02 -1.01640570e-01 -1.87695395e-01 2.52028481e-02
-1.92806751e-01 -2.35915935e-01 -1.76991279e-01 2.35108465e-01
-1.20607841e-01]
[ -1.72553224e-01 -1.78687351e-01 -1.11753386e-01 -1.85943374e-01
-4.71785229e-02 2.69883026e-02 -2.00443840e-01 -2.12752425e-01
-1.50995531e-01 -2.79494095e-02 -1.77732058e-01 1.79046480e-01
-2.71828613e-01]
[ -3.39654741e-02 -2.11767896e-01 -1.58371643e-01 -2.04382755e-01
-5.22801027e-02 4.43297249e-02 -3.98994880e-02 -2.68144371e-02
-2.21673198e-01 -2.68353798e-01 -4.38685876e-02 -5.43030907e-02
-6.63892995e-02]
[ 1.13909619e-01 7.90985039e-02 -9.66561309e-03 -1.58020428e-01
-3.24681224e-01 8.06149073e-03 -1.62709849e-01 -2.79688076e-01
-3.18995732e-01 2.82812254e-02 -9.42484212e-02 6.47579422e-02
-9.72952067e-02]
[ -6.41235752e-02 -8.64711066e-03 -2.84920311e-01 -2.53354074e-03
6.97075314e-02 1.55436421e-01 -2.36708697e-01 -1.87795847e-01
-5.71722316e-02 -7.25647870e-02 1.75162685e-01 5.58983440e-01
-8.50550243e-02]
[ 1.05598491e-01 3.55063593e-01 -2.05537726e-01 6.74460071e-01
1.23739559e-01 -2.43167675e-03 -2.60375873e-01 -4.13346107e-01
-2.64655172e-01 -4.07059397e-01 7.27300117e-01 1.02147262e+00
-8.29413700e-01]
[ -3.13128489e-02 1.93325357e-01 4.06223058e-02 2.41466396e-01
1.05945737e-02 -7.02173004e-02 -3.16095219e-01 -4.01881441e-01
-3.04491722e-01 -3.08948167e-01 5.23388879e-01 1.05119110e+00
-8.16583288e-01]
[ -5.01705571e-02 -1.23380462e-01 -1.58506362e-01 2.97356686e-01
-1.67350860e-01 2.33014609e-01 -9.87447320e-02 -2.48708428e-01
-2.56514065e-01 -4.69747856e-01 2.00923933e-01 5.08626011e-01
-3.89087217e-01]
[ 7.84996965e-02 -3.81749392e-01 -5.21770545e-02 -2.59743792e-02
-1.11718149e-01 1.99849063e-01 7.37139126e-02 1.62398889e-01
-1.71612067e-01 -4.27382847e-02 -6.86597733e-02 3.15986422e-01
-2.06737222e-01]
[ 2.03898278e-01 -2.93364095e-01 -1.20979492e-01 -9.05265871e-02
-2.10738648e-01 1.21878928e-01 1.97640455e-02 -1.44638339e-01
-5.15535829e-02 -9.76462094e-02 -1.42067012e-01 -1.80438206e-01
-1.06347547e-01]
[ -1.35318153e-01 -8.05548022e-02 3.84819002e-02 -2.55004798e-01
-5.80912338e-02 -1.41142914e-01 4.79649797e-02 -8.42807838e-03
-7.94861424e-02 -7.55860014e-03 -3.15244619e-01 -4.57360770e-01
-2.92024938e-02]
[ -1.40380798e-01 -1.37768500e-01 -6.78394192e-02 -2.60610393e-01
-3.46919902e-01 -2.88285871e-01 1.51686860e-01 1.26813808e-01
1.72111938e-02 1.04155426e-01 -2.32477703e-01 -7.43930104e-01
8.97480246e-03]
[ -1.64810656e-01 -2.36073686e-01 -2.99131074e-01 -4.32509706e-01
-2.81648690e-01 -2.10084052e-01 -3.20273102e-01 7.07419195e-02
-2.94397548e-02 -4.05398665e-01 -3.80754636e-01 -4.46309404e-01
-4.47895496e-01]
[ -1.11654667e-01 1.21990100e-01 2.18699933e-02 1.73270429e-02
-2.12559050e-01 -1.70371319e-01 -1.08309548e-01 2.48083371e-02
-1.05207597e-01 -1.54019403e-01 -1.70928497e-01 -2.97718116e-01
-4.62636988e-02]
[ -3.52522248e-01 -1.21472583e-01 -2.72395780e-01 1.69776860e-01
-2.02509730e-01 -2.28074666e-01 -8.06074411e-02 -1.41779754e-01
3.37386110e-02 -3.07350946e-02 7.71337587e-02 -2.74298642e-01
-1.55331087e-02]
[ -1.29320757e-01 -3.72145923e-02 -2.55709855e-01 5.94102003e-02
-2.19762118e-01 -2.78578507e-01 -3.66297046e-01 -2.90810049e-02
1.23414975e-02 -1.88405214e-01 -2.35517623e-01 -2.90346012e-01
-1.52439728e-02]
[ -2.19765953e-01 -5.35835525e-01 -3.34616521e-01 -2.96193391e-01
-3.30015633e-01 -2.27877087e-01 -3.15611482e-03 -2.64600749e-01
8.81667064e-02 -2.22626006e-01 -1.54293387e-01 -1.87285545e-01
-5.47204849e-02]
[ -2.15813280e-01 -2.97646636e-01 -3.17045435e-01 -1.35436772e-01
-9.47104479e-02 -1.48767744e-01 -7.44009811e-02 4.29490462e-03
-1.89499347e-01 -5.09116639e-01 -2.51368332e-01 -1.92036084e-01
5.05949513e-02]
[ -1.19676379e-01 4.73248019e-03 -2.39992936e-01 -5.17706322e-01
-2.48222897e-01 -2.60195171e-01 -3.22273301e-02 -3.64357624e-01
7.86117391e-02 -9.19913339e-02 -3.93674328e-01 -1.65507715e-01
-4.22390747e-01]]
Progress: 15.1% ... Training loss: 0.253 ... Validation loss: 0.433[[-0.07139467]
[ 0.27928059]
[-0.16533908]
[ 0.8678947 ]
[ 0.2791638 ]
[-0.0176594 ]
[-0.85137575]
[-0.97251824]
[-0.67768862]
[-0.97226951]
[ 1.15967259]
[ 2.88234918]
[-1.75898073]]
[[ -5.36815392e-01 -4.99026779e-01 -5.84281738e-01 -1.16491010e-01
-3.04996644e-01 -5.91671743e-01 -2.89119171e-01 -3.16829671e-01
-4.87165237e-01 -4.25607574e-01 1.29174473e-01 6.37047788e-01
-6.18317197e-02]
[ 5.96630868e-03 -1.41266791e-01 5.20836351e-02 -4.99117359e-02
-4.55738424e-02 5.88820670e-02 -1.12768715e-01 2.36597218e-01
-1.21865954e-01 -1.63673092e-01 -7.67039806e-02 -1.10195547e-01
1.18430063e-01]
[ -2.07934907e-01 1.37688181e-01 -2.05243944e-02 1.48111451e-01
9.57397039e-02 -1.16905964e-01 1.43036733e-01 -7.18182261e-02
2.86410562e-01 -1.34189817e-01 2.79851824e-01 8.30557790e-01
6.49866537e-01]
[ 1.81538884e-01 -2.42455537e-01 -2.82389280e-01 -1.28788612e-02
-2.91068444e-01 1.85250149e-04 2.13098874e-02 -4.36722517e-01
1.15347066e-01 -3.41633007e-01 -2.30490613e-01 -3.73844358e-01
-9.93346821e-02]
[ 1.09553660e-01 1.13095029e-02 1.07873570e-01 -3.11286072e-02
-2.41135771e-02 7.01927277e-02 -8.40159270e-02 2.30832304e-02
4.35188160e-02 1.75574746e-01 1.05471605e-01 -1.41062477e-01
-1.52002192e-01]
[ -4.84828384e-01 -5.90321936e-01 -6.04004427e-01 -5.71040813e-01
-5.79039913e-01 -5.64188997e-01 -3.17454726e-01 -1.83936635e-01
-4.43730382e-01 -2.60257492e-01 -4.57255824e-01 -6.45072562e-01
-4.44570568e-01]
[ -4.18774063e-01 -5.77262815e-01 -3.24217113e-01 -3.52912377e-01
-4.05986226e-01 -5.61105644e-01 -4.30502464e-01 -4.71833620e-01
-2.96130474e-01 -1.87796944e-01 -4.13966059e-01 -3.09061656e-01
-2.79149508e-01]
[ -3.24583950e-01 -3.50340040e-01 -4.69581900e-01 -2.06480198e-01
-3.16973512e-01 -4.15367626e-01 -2.42468858e-01 -1.77855036e-01
-2.67644212e-01 -4.48439298e-01 -2.10206663e-01 -4.74585581e-01
-2.70623249e-01]
[ -4.72767224e-01 -3.51702969e-01 -3.76423033e-01 -1.64828160e-01
-3.40206150e-01 -2.15668114e-01 -1.04602973e-01 -4.20203404e-01
-2.75023695e-01 -4.42151420e-01 -1.51562342e-01 -2.20590574e-01
-1.70200410e-01]
[ -9.54962679e-01 -9.25822593e-01 -9.78990953e-01 -7.23680804e-01
-1.01564671e+00 -9.82645689e-01 -6.36709309e-01 -6.33307405e-01
-7.58722943e-01 -5.82922364e-01 -6.68517151e-01 -4.89459786e-01
-5.26523640e-01]
[ -5.07123903e-01 -2.67675471e-01 -4.66433386e-01 -3.18431000e-01
-3.49800305e-01 -3.57808982e-01 -5.59460379e-01 -5.71404941e-01
-6.41819687e-01 -1.20463697e-01 -4.41780956e-01 -5.82524584e-01
-4.41844449e-01]
[ -1.17268832e-01 2.15735843e-02 -3.34726919e-01 -4.09841845e-01
-1.06449870e-01 -7.24106576e-02 -1.54598956e-01 -2.89712978e-01
-1.40193507e-01 1.25508070e-01 -4.04824880e-01 -7.43896215e-01
-3.13219905e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59518632e-01 -1.13936636e-01 1.64551999e-01 -2.64451339e-01
-1.28580952e-01 1.13291620e-01 -1.25530894e-01 1.76181547e-02
-8.33903545e-02 7.28994897e-02 -1.56027661e-01 -3.30703021e-01
3.83155429e-02]
[ -8.31394153e-02 -2.61151623e-01 -1.78792956e-01 -2.81984338e-01
-4.77727159e-01 -8.49997761e-02 -3.87716806e-02 4.21895458e-03
-5.66098377e-02 1.84171476e-02 -1.79710097e-01 -2.51550841e-01
-2.47381520e-01]
[ -7.49406976e-02 -6.58900449e-03 -2.39205460e-01 -2.43529585e-01
1.32990267e-01 -1.63473038e-01 -1.68823484e-01 5.41385921e-02
-5.34506688e-03 1.47614481e-02 -1.75414669e-01 1.74443399e-02
-2.85835527e-02]
[ 2.85663692e-02 -1.58635160e-01 -1.52496610e-01 -4.40737247e-02
-1.16780433e-01 -1.07767974e-01 7.28828798e-02 -1.73017213e-01
-3.93199716e-02 -3.99325420e-02 8.82638811e-03 -1.27223982e-01
2.19185669e-02]
[ -2.85485955e-01 -1.43477021e-01 -7.27459698e-02 -9.84492167e-02
-3.05588177e-01 -2.73040561e-01 -3.61487903e-01 5.41536723e-02
-3.02673925e-01 -2.10986315e-01 1.81455925e-01 -1.85678285e-02
2.84553434e-01]
[ -2.17649375e-01 -1.26609369e-01 -8.45782190e-02 -6.20920070e-02
-8.27368867e-02 -1.15842696e-01 -5.27886716e-02 4.74754159e-02
-1.17296479e-01 -8.37207672e-03 3.33883898e-02 -1.35225471e-01
8.61035599e-03]
[ -1.56199729e-01 -6.65993791e-02 -2.24705094e-01 -3.23462650e-01
-1.51886821e-01 -1.99913447e-01 -2.55597173e-01 -7.03532533e-02
1.79203328e-01 -1.64091845e-01 -3.27194976e-01 -2.86847467e-01
-1.39798650e-01]
[ -3.67854864e-01 -7.03093642e-02 -1.45817679e-01 -1.68232577e-01
-5.48265794e-02 -3.11095434e-01 5.99532745e-02 -5.33977824e-02
-1.07869624e-01 9.97004247e-02 -1.13320734e-02 -1.91467064e-01
-1.74043007e-01]
[ -1.68640285e-01 -1.53052183e-01 -4.63080997e-02 -1.48431139e-01
-1.35920752e-01 -2.94078302e-01 -3.48911663e-02 -9.95657696e-02
-2.39865362e-01 4.46000153e-02 2.08151802e-01 -4.67325520e-03
-1.69148993e-01]
[ -1.38078938e-01 -1.73062100e-01 -1.13319396e-01 -2.60376992e-01
9.41188773e-02 -1.83412402e-02 -2.17784916e-01 -1.58562525e-01
9.00170468e-02 -1.09304751e-01 -1.28744081e-01 -8.93471427e-02
-3.50661873e-01]
[ -4.47773984e-02 -3.11419505e-02 -1.49003608e-01 -3.94953976e-02
-2.26989026e-01 6.29016610e-02 -8.80168205e-02 -5.28022749e-02
-2.34356315e-01 -8.84140238e-02 -6.77739390e-02 -2.96517417e-01
-1.81173756e-01]
[ -7.31074597e-02 2.93652106e-02 -1.29353343e-01 -3.02095244e-01
1.24012291e-01 2.05631968e-02 -2.29692897e-01 -1.74713824e-01
1.11977872e-01 -7.41172574e-02 -2.68227216e-01 -2.29543132e-01
-2.94479820e-01]
[ 8.33221989e-02 -3.15372368e-01 -8.00960876e-02 -4.42909395e-01
-2.26919074e-01 -8.80923303e-02 7.53451568e-02 1.17703416e-01
5.29571633e-03 3.11821506e-01 -5.12929443e-01 -7.16860582e-01
4.21779495e-01]
[ -2.18686967e-01 -2.52203842e-01 -1.27777532e-01 -2.98501349e-01
-3.06141489e-01 -9.20890614e-02 2.09144842e-01 4.85839275e-02
3.03101717e-01 4.74415060e-02 -3.92424136e-01 -9.13242274e-01
6.17124798e-01]
[ -9.23158768e-03 -1.93591381e-01 2.59751188e-02 -3.02405285e-01
-1.75461054e-01 1.67263315e-01 2.03251542e-01 2.66363599e-01
-1.78117542e-02 2.51018031e-01 -2.07162963e-01 -9.51690601e-01
7.01335327e-01]
[ 6.17012083e-03 -5.04268865e-02 -1.20562861e-01 -1.22738626e-01
-1.82259791e-01 -4.53338835e-02 2.96736331e-01 1.75425119e-01
2.62677376e-01 3.84038109e-01 -4.66023593e-01 -8.43684715e-01
7.19399328e-01]
[ -7.97257725e-02 -2.83987298e-01 6.25237369e-02 -3.64828695e-01
-1.51951436e-01 1.18106021e-01 3.65295791e-01 1.43686996e-01
-5.78341846e-02 1.75991929e-01 -5.48938446e-01 -8.74206352e-01
8.31402035e-01]
[ 1.23449240e-01 -9.33836852e-02 1.94874332e-02 -1.75128292e-01
-8.50644533e-02 -1.69443575e-02 2.48942294e-01 3.71346510e-01
4.10970533e-01 2.77517545e-01 -5.42948907e-01 -7.72703942e-01
5.33370081e-01]
[ -8.94208973e-03 -1.31805460e-01 1.93850561e-02 1.78512277e-02
-8.59339062e-02 -2.83839828e-01 2.77213359e-02 3.05607945e-01
-2.41673821e-02 7.71468067e-02 -2.42070055e-01 -6.73120546e-01
2.50407348e-01]
[ 7.84523351e-02 1.15477913e-01 2.21465606e-04 9.89530994e-02
-8.59363423e-02 -5.96967558e-02 -2.05009693e-01 -1.80013579e-01
-2.81341516e-01 -1.54543144e-01 -1.44604116e-01 3.10759070e-01
-1.90204689e-01]
[ 3.81439573e-02 -8.62992852e-02 1.39998890e-01 2.25803607e-01
2.55685294e-01 8.49523782e-03 -4.08289660e-01 -3.61343483e-01
-1.08071056e-01 -5.24134897e-01 1.84048105e-01 1.03826913e+00
-4.92512382e-01]
[ 3.42299569e-02 8.07366079e-02 -2.12030831e-01 5.51319940e-02
3.23956965e-02 -6.71525481e-04 -1.68449610e-01 -3.32999114e-01
-2.88023225e-01 -1.90229774e-01 -4.47156022e-02 -3.49924188e-02
-1.89626420e-01]
[ -5.54786599e-02 -2.15860560e-01 6.57397698e-02 8.01031965e-02
-1.35312617e-01 -1.33932582e-01 4.07432468e-02 -2.36710929e-03
8.20405548e-02 -3.62829053e-01 -3.26273078e-01 -2.97422520e-01
4.73449245e-02]
[ 1.41813398e-02 -2.71627291e-01 5.86984104e-02 -2.30909705e-01
-1.91083653e-01 -2.31246261e-01 -2.66726958e-01 4.00873634e-02
-1.37025801e-02 9.80501070e-02 -1.61708229e-01 1.29826157e-01
-6.43042599e-02]
[ 1.72094034e-01 5.34862103e-02 -1.04153159e-01 -2.13192351e-01
-5.72292711e-02 -1.01657089e-01 -1.89412895e-01 2.23805097e-02
-1.94184865e-01 -2.37585314e-01 -1.73958859e-01 2.43502462e-01
-1.25687776e-01]
[ -1.72571390e-01 -1.78682127e-01 -1.11828264e-01 -1.86131298e-01
-4.71285463e-02 2.69808640e-02 -2.00416122e-01 -2.13649090e-01
-1.51010363e-01 -2.88194072e-02 -1.77579187e-01 1.79663057e-01
-2.71263590e-01]
[ -3.39652511e-02 -2.11652149e-01 -1.58513682e-01 -2.04679611e-01
-5.21096975e-02 4.43297650e-02 -4.05243477e-02 -2.86334967e-02
-2.21832859e-01 -2.70319523e-01 -4.22757505e-02 -5.11175083e-02
-6.82819599e-02]
[ 1.13895966e-01 7.91651825e-02 -9.75742506e-03 -1.57840750e-01
-3.24595522e-01 8.06081050e-03 -1.62908294e-01 -2.80443710e-01
-3.19081890e-01 2.75108435e-02 -9.31493455e-02 6.96392588e-02
-9.87728851e-02]
[ -6.40742188e-02 -8.96754528e-03 -2.84841945e-01 -3.92673215e-03
6.93693768e-02 1.55451350e-01 -2.35088676e-01 -1.86650738e-01
-5.62393807e-02 -7.19347132e-02 1.73287099e-01 5.54082266e-01
-8.16722519e-02]
[ 1.05545386e-01 3.55800486e-01 -2.05713928e-01 6.78565902e-01
1.24482808e-01 -2.44472566e-03 -2.62533347e-01 -4.15410572e-01
-2.66551126e-01 -4.08207456e-01 7.32768141e-01 1.02689549e+00
-8.37735094e-01]
[ -3.11335805e-02 1.92332147e-01 4.11422209e-02 2.38525597e-01
9.73982890e-03 -7.01794636e-02 -3.13675518e-01 -3.98050760e-01
-3.02569858e-01 -3.05353926e-01 5.18330482e-01 1.04098295e+00
-8.12432004e-01]
[ -5.02018473e-02 -1.23138388e-01 -1.58536949e-01 2.98652614e-01
-1.67125770e-01 2.33005293e-01 -9.95455583e-02 -2.48985032e-01
-2.57194269e-01 -4.69779415e-01 2.01939958e-01 5.11392766e-01
-3.91489631e-01]
[ 7.85204053e-02 -3.81772881e-01 -5.21393282e-02 -2.60252461e-02
-1.11732743e-01 1.99853843e-01 7.37677330e-02 1.62820946e-01
-1.71685640e-01 -4.23139633e-02 -6.86998071e-02 3.15880394e-01
-2.07101963e-01]
[ 2.03918531e-01 -2.93389185e-01 -1.20955669e-01 -9.05406011e-02
-2.10776341e-01 1.21883137e-01 2.00482510e-02 -1.44251364e-01
-5.13827142e-02 -9.71107390e-02 -1.42389255e-01 -1.81435350e-01
-1.06515469e-01]
[ -1.35302176e-01 -8.04490966e-02 3.84510208e-02 -2.54798452e-01
-5.79875214e-02 -1.41144324e-01 4.77380816e-02 -8.94467837e-03
-7.95463058e-02 -7.49318557e-03 -3.14987210e-01 -4.56717418e-01
-2.99477016e-02]
[ -1.40363742e-01 -1.37872693e-01 -6.77876200e-02 -2.60927604e-01
-3.47024389e-01 -2.88281250e-01 1.52055535e-01 1.27396439e-01
1.74097447e-02 1.04732623e-01 -2.32983106e-01 -7.45275203e-01
9.83053753e-03]
[ -1.64671551e-01 -2.36099171e-01 -2.98926342e-01 -4.33460578e-01
-2.81767125e-01 -2.10056018e-01 -3.20567843e-01 7.12201492e-02
-2.93857799e-02 -4.05088306e-01 -3.80286342e-01 -4.44604433e-01
-4.52819750e-01]
[ -1.11572236e-01 1.21491410e-01 2.20934844e-02 1.56107342e-02
-2.12882613e-01 -1.70346105e-01 -1.06137134e-01 2.64538363e-02
-1.03790152e-01 -1.52361689e-01 -1.73041880e-01 -3.00623819e-01
-4.13703499e-02]
[ -3.52418684e-01 -1.22115174e-01 -2.72163493e-01 1.67209328e-01
-2.02986652e-01 -2.28047593e-01 -7.74358813e-02 -1.39339664e-01
3.59829746e-02 -2.86512333e-02 7.35171919e-02 -2.81519697e-01
-7.78481126e-03]
[ -1.29463793e-01 -3.62499961e-02 -2.55938783e-01 6.44709426e-02
-2.18860420e-01 -2.78614987e-01 -3.69150491e-01 -3.11038770e-02
9.93518633e-03 -1.89390099e-01 -2.29896235e-01 -2.78089596e-01
-2.27037151e-02]
[ -2.19873889e-01 -5.35293324e-01 -3.34897113e-01 -2.93592434e-01
-3.29225859e-01 -2.27906113e-01 -5.55537969e-03 -2.66045725e-01
8.63884781e-02 -2.23557354e-01 -1.50803648e-01 -1.85309185e-01
-6.18086951e-02]
[ -2.15714276e-01 -2.98009578e-01 -3.16900474e-01 -1.37391589e-01
-9.51874274e-02 -1.48745531e-01 -7.20327926e-02 6.60908773e-03
-1.87823514e-01 -5.07407897e-01 -2.54505526e-01 -1.99490891e-01
5.71934610e-02]
[ -1.19684511e-01 5.00384981e-03 -2.40169271e-01 -5.17595431e-01
-2.47850333e-01 -2.60206033e-01 -3.27510238e-02 -3.65967577e-01
7.81948929e-02 -9.35443102e-02 -3.92150126e-01 -1.60971631e-01
-4.24653680e-01]]
Progress: 15.1% ... Training loss: 0.258 ... Validation loss: 0.429[[-0.0765155 ]
[ 0.26698799]
[-0.1746378 ]
[ 0.84879572]
[ 0.26786579]
[-0.02207595]
[-0.87407059]
[-0.99757319]
[-0.69623174]
[-0.99341215]
[ 1.13081455]
[ 2.8383666 ]
[-1.80796939]]
[[ -5.36432873e-01 -5.01328147e-01 -5.83328274e-01 -1.26880786e-01
-3.07110490e-01 -5.91583115e-01 -2.76388218e-01 -3.02770940e-01
-4.78567949e-01 -4.13324188e-01 1.11057642e-01 5.98658646e-01
-3.16125077e-02]
[ 6.00858143e-03 -1.41438366e-01 5.21881363e-02 -5.06849836e-02
-4.57176114e-02 5.88924106e-02 -1.12312649e-01 2.37616079e-01
-1.21618151e-01 -1.62865211e-01 -7.79201960e-02 -1.12873893e-01
1.19164862e-01]
[ -2.07408371e-01 1.32949637e-01 -1.84843030e-02 1.29126900e-01
9.07225655e-02 -1.16768304e-01 1.61447959e-01 -5.17738692e-02
3.01828378e-01 -1.16270541e-01 2.46891350e-01 7.68510425e-01
6.98422347e-01]
[ 1.81325019e-01 -2.40158545e-01 -2.83455679e-01 -5.79393266e-03
-2.88196700e-01 9.61435568e-05 1.47740044e-02 -4.47269423e-01
1.10293477e-01 -3.48749202e-01 -2.16822354e-01 -3.46817006e-01
-1.13628315e-01]
[ 1.09536951e-01 1.19881573e-02 1.07413622e-01 -2.83545959e-02
-2.30976406e-02 7.01813645e-02 -8.75528405e-02 1.63944268e-02
4.18939345e-02 1.71813462e-01 1.10514021e-01 -1.44475293e-01
-1.62202914e-01]
[ -4.84591983e-01 -5.91131221e-01 -6.03594481e-01 -5.73851206e-01
-5.79769859e-01 -5.64136914e-01 -3.14382796e-01 -1.79072524e-01
-4.41672289e-01 -2.55523204e-01 -4.61589286e-01 -6.55500601e-01
-4.39071019e-01]
[ -4.18850624e-01 -5.77272522e-01 -3.24043752e-01 -3.52810194e-01
-4.05929223e-01 -5.61107747e-01 -4.28201253e-01 -4.69959935e-01
-2.94672360e-01 -1.85825247e-01 -4.14118783e-01 -3.12118113e-01
-2.75290393e-01]
[ -3.24236914e-01 -3.52831012e-01 -4.68655671e-01 -2.17450870e-01
-3.19420414e-01 -4.15296095e-01 -2.32541935e-01 -1.67132560e-01
-2.60221764e-01 -4.39023844e-01 -2.28490741e-01 -5.10398901e-01
-2.44674171e-01]
[ -4.72877480e-01 -3.51269657e-01 -3.76588884e-01 -1.64318131e-01
-3.39762348e-01 -2.15698203e-01 -1.05128289e-01 -4.20105929e-01
-2.75916204e-01 -4.42765548e-01 -1.51412470e-01 -2.19136592e-01
-1.69082863e-01]
[ -9.54355589e-01 -9.28998874e-01 -9.77511784e-01 -7.37697302e-01
-1.01877738e+00 -9.82507284e-01 -6.21466636e-01 -6.15523563e-01
-7.48079779e-01 -5.67890422e-01 -6.91374320e-01 -5.39239599e-01
-4.90463527e-01]
[ -5.07265913e-01 -2.67570093e-01 -4.66454511e-01 -3.18102912e-01
-3.49643602e-01 -3.57835147e-01 -5.59124144e-01 -5.71007976e-01
-6.41631069e-01 -1.19556326e-01 -4.42256396e-01 -5.81309923e-01
-4.40633760e-01]
[ -1.17337292e-01 2.17678361e-02 -3.34841278e-01 -4.09322290e-01
-1.06151950e-01 -7.24314749e-02 -1.55403116e-01 -2.90336039e-01
-1.40979144e-01 1.25076068e-01 -4.04112663e-01 -7.43174894e-01
-3.14065418e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59448391e-01 -1.14166868e-01 1.64689849e-01 -2.65478242e-01
-1.28777103e-01 1.13308314e-01 -1.24764101e-01 1.89789858e-02
-8.28816349e-02 7.42901662e-02 -1.57561344e-01 -3.33553417e-01
3.98450848e-02]
[ -8.30736146e-02 -2.61368625e-01 -1.78706141e-01 -2.82738669e-01
-4.77879699e-01 -8.49862781e-02 -3.79229929e-02 5.86106811e-03
-5.61000160e-02 1.97519312e-02 -1.80957293e-01 -2.54726624e-01
-2.45711674e-01]
[ -7.49370525e-02 -6.75348426e-03 -2.39071218e-01 -2.43940035e-01
1.32805439e-01 -1.63465484e-01 -1.68057101e-01 5.53965784e-02
-5.07494322e-03 1.60018396e-02 -1.76369901e-01 1.41313617e-02
-2.72532779e-02]
[ 2.84560932e-02 -1.58211158e-01 -1.52700048e-01 -4.31696929e-02
-1.16396011e-01 -1.07787750e-01 7.22643659e-02 -1.74324573e-01
-4.00920704e-02 -4.14509707e-02 1.04454648e-02 -1.23117362e-01
2.03201001e-02]
[ -2.85509591e-01 -1.43196233e-01 -7.28444459e-02 -9.72393579e-02
-3.05242144e-01 -2.73048843e-01 -3.61278829e-01 5.35885249e-02
-3.02797186e-01 -2.11148856e-01 1.83451163e-01 -1.56653982e-02
2.83275961e-01]
[ -2.17591992e-01 -1.27114967e-01 -8.42266835e-02 -6.34265224e-02
-8.33823234e-02 -1.15821155e-01 -4.98927924e-02 5.10414225e-02
-1.14678688e-01 -5.41555004e-03 2.94370734e-02 -1.42777679e-01
1.51751225e-02]
[ -1.56255879e-01 -6.66063397e-02 -2.24703483e-01 -3.23916041e-01
-1.52028718e-01 -1.99920213e-01 -2.55559820e-01 -7.02593364e-02
1.78899379e-01 -1.63740594e-01 -3.28599868e-01 -2.85777405e-01
-1.39896149e-01]
[ -3.67618803e-01 -7.19383784e-02 -1.45320325e-01 -1.74376786e-01
-5.61512739e-02 -3.11048834e-01 6.54286179e-02 -4.71571552e-02
-1.03429014e-01 1.04213856e-01 -2.04226842e-02 -2.13883753e-01
-1.60008288e-01]
[ -1.68402064e-01 -1.54135044e-01 -4.57390197e-02 -1.54334706e-01
-1.37006592e-01 -2.94032909e-01 -2.96585821e-02 -9.39772089e-02
-2.36184778e-01 5.07493629e-02 1.98993087e-01 -2.30585658e-02
-1.53814187e-01]
[ -1.38176154e-01 -1.72763915e-01 -1.13459407e-01 -2.59736383e-01
9.44466044e-02 -1.83661924e-02 -2.18772656e-01 -1.59551457e-01
8.91386020e-02 -1.10256004e-01 -1.27866891e-01 -8.83286800e-02
-3.51736392e-01]
[ -4.47741774e-02 -3.11651330e-02 -1.48999675e-01 -3.94940155e-02
-2.26998068e-01 6.29028088e-02 -8.79665601e-02 -5.22998133e-02
-2.34343193e-01 -8.83867284e-02 -6.78929949e-02 -2.97095861e-01
-1.81261558e-01]
[ -7.30981354e-02 2.93449128e-02 -1.29350154e-01 -3.01992614e-01
1.24018494e-01 2.05619663e-02 -2.29594253e-01 -1.74547142e-01
1.12060999e-01 -7.39414277e-02 -2.67878409e-01 -2.28212731e-01
-2.94382726e-01]
[ 8.33450750e-02 -3.15344374e-01 -8.00784801e-02 -4.43577225e-01
-2.26923538e-01 -8.80893740e-02 7.57634588e-02 1.17776923e-01
5.51145916e-03 3.12446571e-01 -5.13708519e-01 -7.19292700e-01
4.23583297e-01]
[ -2.18693872e-01 -2.52181812e-01 -1.27792370e-01 -2.98431130e-01
-3.06121585e-01 -9.20907902e-02 2.09027682e-01 4.83875611e-02
3.03023736e-01 4.72494463e-02 -3.92337923e-01 -9.13189103e-01
6.16902429e-01]
[ -9.22277040e-03 -1.93593639e-01 2.59778559e-02 -3.03224419e-01
-1.75499696e-01 1.67267703e-01 2.04378888e-01 2.66927916e-01
-1.73443891e-02 2.51472835e-01 -2.08761928e-01 -9.55286715e-01
7.04076777e-01]
[ 6.23479914e-03 -5.07068138e-02 -1.20432259e-01 -1.24341392e-01
-1.82529314e-01 -4.53211863e-02 2.98577127e-01 1.77289211e-01
2.64041172e-01 3.85864119e-01 -4.68355204e-01 -8.50133611e-01
7.24523794e-01]
[ -7.97045444e-02 -2.84033631e-01 6.25576720e-02 -3.65036952e-01
-1.52007799e-01 1.18109794e-01 3.65749374e-01 1.43968138e-01
-5.76034875e-02 1.76425241e-01 -5.49206014e-01 -8.75035361e-01
8.32399890e-01]
[ 1.23477463e-01 -9.34838584e-02 1.95417630e-02 -1.75674079e-01
-8.51758129e-02 -1.69391025e-02 2.49588968e-01 3.72040309e-01
4.11415076e-01 2.78148237e-01 -5.43758273e-01 -7.74764947e-01
5.34920534e-01]
[ -8.90851996e-03 -1.31915873e-01 1.94345244e-02 1.75691988e-02
-8.60369876e-02 -2.83833340e-01 2.80860039e-02 3.06019459e-01
-2.38702942e-02 7.76668131e-02 -2.42343848e-01 -6.73413831e-01
2.50929743e-01]
[ 7.84695578e-02 1.15345726e-01 2.37909504e-04 9.87223648e-02
-8.59452462e-02 -5.96982556e-02 -2.04614997e-01 -1.78948613e-01
-2.80781807e-01 -1.54342461e-01 -1.45616008e-01 3.07728865e-01
-1.89509024e-01]
[ 3.80940062e-02 -8.61019706e-02 1.39892209e-01 2.26979529e-01
2.55915174e-01 8.48567107e-03 -4.08704276e-01 -3.61846470e-01
-1.08629812e-01 -5.24652832e-01 1.85520385e-01 1.04208322e+00
-4.94769203e-01]
[ 3.41436106e-02 8.09798851e-02 -2.12173241e-01 5.61158714e-02
3.26507264e-02 -6.92885444e-04 -1.69445848e-01 -3.34069050e-01
-2.88736564e-01 -1.91800966e-01 -4.32714254e-02 -3.26907158e-02
-1.91093801e-01]
[ -5.55116422e-02 -2.15708552e-01 6.56676677e-02 8.08069735e-02
-1.35155063e-01 -1.33939439e-01 4.00076513e-02 -3.36044066e-03
8.12621790e-02 -3.63259013e-01 -3.25309498e-01 -2.93654310e-01
4.51234402e-02]
[ 1.43522223e-02 -2.72687037e-01 5.92157074e-02 -2.35777706e-01
-1.92207361e-01 -2.31209214e-01 -2.62853161e-01 4.47846307e-02
-1.01648419e-02 1.02914709e-01 -1.69486182e-01 1.12077173e-01
-5.22761419e-02]
[ 1.71943352e-01 5.36759556e-02 -1.04296886e-01 -2.12939455e-01
-5.69528828e-02 -1.01677486e-01 -1.89433388e-01 2.11463159e-02
-1.94711182e-01 -2.38791847e-01 -1.73479993e-01 2.46898195e-01
-1.25648398e-01]
[ -1.72554184e-01 -1.79036165e-01 -1.11643569e-01 -1.88162120e-01
-4.76854754e-02 2.69907685e-02 -1.99079490e-01 -2.11000364e-01
-1.49967842e-01 -2.71860790e-02 -1.81220619e-01 1.77541279e-01
-2.66208760e-01]
[ -3.40020235e-02 -2.11906538e-01 -1.58397824e-01 -2.05953388e-01
-5.23800393e-02 4.43240197e-02 -3.98854078e-02 -2.70398115e-02
-2.21253665e-01 -2.69266489e-01 -4.44537722e-02 -5.49040551e-02
-6.48205087e-02]
[ 1.14064819e-01 7.81288421e-02 -9.24618876e-03 -1.61303876e-01
-3.25444843e-01 8.10153358e-03 -1.59253047e-01 -2.76187070e-01
-3.16319988e-01 3.18970593e-02 -9.91268015e-02 5.82643424e-02
-9.00592308e-02]
[ -6.41006668e-02 -8.75096931e-03 -2.84919386e-01 -2.77487962e-03
6.96823043e-02 1.55444199e-01 -2.35663306e-01 -1.87606096e-01
-5.69260071e-02 -7.24704009e-02 1.75249058e-01 5.57367529e-01
-8.53357253e-02]
[ 1.05601816e-01 3.55255412e-01 -2.05542043e-01 6.76334492e-01
1.24018462e-01 -2.43115860e-03 -2.61213556e-01 -4.13070748e-01
-2.65528082e-01 -4.06729455e-01 7.29289828e-01 1.02217226e+00
-8.34541517e-01]
[ -3.12213001e-02 1.93162266e-01 4.07088250e-02 2.42430786e-01
1.06111287e-02 -7.02055106e-02 -3.16170728e-01 -4.01562802e-01
-3.04519979e-01 -3.08821708e-01 5.24278699e-01 1.04885804e+00
-8.20335951e-01]
[ -5.02355845e-02 -1.22960532e-01 -1.58619004e-01 2.99857315e-01
-1.66917489e-01 2.32994989e-01 -1.00734823e-01 -2.49865434e-01
-2.57982926e-01 -4.70413336e-01 2.03900781e-01 5.15384408e-01
-3.94337275e-01]
[ 7.86152506e-02 -3.82107956e-01 -5.18830106e-02 -2.73761863e-02
-1.12226484e-01 1.99878113e-01 7.55251476e-02 1.65632239e-01
-1.70692773e-01 -3.98867586e-02 -7.10278321e-02 3.07895776e-01
-2.03389326e-01]
[ 2.03990654e-01 -2.93555457e-01 -1.20849128e-01 -9.11609224e-02
-2.10944725e-01 1.21896917e-01 2.09412803e-02 -1.42996834e-01
-5.06779488e-02 -9.59579034e-02 -1.43436683e-01 -1.83891412e-01
-1.05001675e-01]
[ -1.35230015e-01 -8.07172612e-02 3.85898030e-02 -2.55938665e-01
-5.82640437e-02 -1.41128420e-01 4.90582095e-02 -7.66236508e-03
-7.85312988e-02 -6.26631906e-03 -3.16520361e-01 -4.60593719e-01
-2.70115835e-02]
[ -1.40304694e-01 -1.38115873e-01 -6.76790213e-02 -2.62209745e-01
-3.47236063e-01 -2.88269924e-01 1.53332444e-01 1.28461187e-01
1.83000859e-02 1.05882346e-01 -2.34885565e-01 -7.48840878e-01
1.27492990e-02]
[ -1.64824547e-01 -2.35882390e-01 -2.99171875e-01 -4.34140803e-01
-2.81228485e-01 -2.10085511e-01 -3.20385987e-01 6.99600476e-02
-3.04355796e-02 -4.06456924e-01 -3.80764548e-01 -4.40672469e-01
-4.54623329e-01]
[ -1.11430313e-01 1.20756655e-01 2.24874394e-02 1.30690534e-02
-2.13523288e-01 -1.70313387e-01 -1.03995089e-01 3.01086801e-02
-1.02355687e-01 -1.49116503e-01 -1.77121057e-01 -3.10512251e-01
-3.60671940e-02]
[ -3.52193658e-01 -1.23095424e-01 -2.71706405e-01 1.62460278e-01
-2.03983754e-01 -2.28001513e-01 -7.26448707e-02 -1.34802172e-01
3.99324794e-02 -2.36165275e-02 6.55894760e-02 -2.98914721e-01
4.91635497e-03]
[ -1.29286713e-01 -3.72830317e-02 -2.55475422e-01 6.02636418e-02
-2.19755837e-01 -2.78575851e-01 -3.64703508e-01 -2.54249654e-02
1.32382715e-02 -1.84175754e-01 -2.36347667e-01 -2.93092384e-01
-1.07072915e-02]
[ -2.19905933e-01 -5.35585919e-01 -3.34668247e-01 -2.94556956e-01
-3.29689013e-01 -2.27912470e-01 -3.09001615e-03 -2.62943978e-01
8.85283773e-02 -2.21089930e-01 -1.54342637e-01 -1.93668787e-01
-5.37837802e-02]
[ -2.15680213e-01 -2.98141742e-01 -3.16813699e-01 -1.37756241e-01
-9.54463147e-02 -1.48731590e-01 -7.09791490e-02 7.95421505e-03
-1.87312608e-01 -5.06744639e-01 -2.55123331e-01 -2.01675910e-01
5.84068224e-02]
[ -1.19680941e-01 5.08321737e-03 -2.40210097e-01 -5.17256854e-01
-2.47809780e-01 -2.60210636e-01 -3.30571775e-02 -3.65467851e-01
7.79529786e-02 -9.32933001e-02 -3.91677193e-01 -1.59916563e-01
-4.25663834e-01]]
Progress: 15.2% ... Training loss: 0.262 ... Validation loss: 0.441[[-0.0764937 ]
[ 0.27740428]
[-0.16964746]
[ 0.86381504]
[ 0.27785205]
[-0.01877161]
[-0.85788609]
[-0.98223309]
[-0.68253169]
[-0.98514451]
[ 1.14939386]
[ 2.86198734]
[-1.77958343]]
[[ -5.36358291e-01 -5.01004051e-01 -5.83269270e-01 -1.25347123e-01
-3.06796178e-01 -5.91575478e-01 -2.77827701e-01 -3.03315898e-01
-4.79186899e-01 -4.13539150e-01 1.13595190e-01 6.07292764e-01
-3.53502903e-02]
[ 6.03940670e-03 -1.41564941e-01 5.22496049e-02 -5.12031900e-02
-4.58332089e-02 5.89009599e-02 -1.11848458e-01 2.38104596e-01
-1.21341326e-01 -1.62476893e-01 -7.86556783e-02 -1.14851075e-01
1.20441406e-01]
[ -2.08517720e-01 1.38697199e-01 -2.11212205e-02 1.47759758e-01
9.57337395e-02 -1.17085665e-01 1.40848211e-01 -7.70087450e-02
2.87768985e-01 -1.39276236e-01 2.76175310e-01 8.42199667e-01
6.58555088e-01]
[ 1.81477413e-01 -2.41622452e-01 -2.82814917e-01 -1.24803915e-02
-2.89954760e-01 1.64980217e-04 2.28517802e-02 -4.40457166e-01
1.14970122e-01 -3.43230484e-01 -2.24927986e-01 -3.65642069e-01
-9.12719766e-02]
[ 1.09395849e-01 1.21370849e-02 1.07513051e-01 -2.79451291e-02
-2.28079258e-02 7.01355047e-02 -9.06158554e-02 1.60559226e-02
3.98444232e-02 1.72542221e-01 1.08102805e-01 -1.48983750e-01
-1.69454195e-01]
[ -4.84409709e-01 -5.91842195e-01 -6.03298020e-01 -5.75496201e-01
-5.80245226e-01 -5.64094545e-01 -3.12857407e-01 -1.76638427e-01
-4.40954195e-01 -2.52975521e-01 -4.64947419e-01 -6.63478456e-01
-4.40450456e-01]
[ -4.18582239e-01 -5.78183652e-01 -3.23514351e-01 -3.56235564e-01
-4.06901416e-01 -5.61040709e-01 -4.25568740e-01 -4.66354510e-01
-2.92331513e-01 -1.81265842e-01 -4.19199960e-01 -3.26576777e-01
-2.68653642e-01]
[ -3.24839589e-01 -3.48950106e-01 -4.70348267e-01 -2.03399058e-01
-3.15790200e-01 -4.15490035e-01 -2.47613175e-01 -1.83653342e-01
-2.70803578e-01 -4.53407408e-01 -2.07196257e-01 -4.54360601e-01
-2.80647858e-01]
[ -4.72785490e-01 -3.51525862e-01 -3.76462354e-01 -1.65390087e-01
-3.39956722e-01 -2.15674898e-01 -1.03463987e-01 -4.18949138e-01
-2.74930984e-01 -4.41942332e-01 -1.53009850e-01 -2.24094637e-01
-1.66711490e-01]
[ -9.54415594e-01 -9.27345157e-01 -9.78225397e-01 -7.30558279e-01
-1.01704917e+00 -9.82552518e-01 -6.30037350e-01 -6.24115447e-01
-7.54179786e-01 -5.74281291e-01 -6.81315759e-01 -5.13720454e-01
-5.17412231e-01]
[ -5.07385565e-01 -2.67002851e-01 -4.66620083e-01 -3.16102874e-01
-3.49106847e-01 -3.57874515e-01 -5.60914176e-01 -5.72752922e-01
-6.42997423e-01 -1.20585842e-01 -4.39550384e-01 -5.72836832e-01
-4.44737198e-01]
[ -1.17217662e-01 2.15494728e-02 -3.34702296e-01 -4.10551861e-01
-1.06428633e-01 -7.24081013e-02 -1.54291404e-01 -2.89323677e-01
-1.40050437e-01 1.26043193e-01 -4.05619442e-01 -7.48523395e-01
-3.11358276e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59430555e-01 -1.14148224e-01 1.64646351e-01 -2.65544554e-01
-1.28779278e-01 1.13309811e-01 -1.25256642e-01 1.86098530e-02
-8.31834127e-02 7.33865517e-02 -1.57051069e-01 -3.30421853e-01
3.78746928e-02]
[ -8.29507250e-02 -2.61861394e-01 -1.78402742e-01 -2.83716400e-01
-4.78209858e-01 -8.49537112e-02 -3.62329196e-02 8.40881243e-03
-5.52105634e-02 2.27547845e-02 -1.83934520e-01 -2.62897689e-01
-2.44442105e-01]
[ -7.48439883e-02 -7.07779722e-03 -2.38861597e-01 -2.45032693e-01
1.32448697e-01 -1.63443212e-01 -1.67330134e-01 5.69475100e-02
-4.41045186e-03 1.76136843e-02 -1.77982203e-01 9.49102770e-03
-2.60610237e-02]
[ 2.84849403e-02 -1.58339737e-01 -1.52622666e-01 -4.38189285e-02
-1.16536709e-01 -1.07776983e-01 7.28246653e-02 -1.73841670e-01
-3.96750678e-02 -4.07483474e-02 9.47550995e-03 -1.25218818e-01
2.13013953e-02]
[ -2.85409400e-01 -1.43477125e-01 -7.26821014e-02 -9.86222321e-02
-3.05526874e-01 -2.73025584e-01 -3.60555209e-01 5.48029762e-02
-3.02199183e-01 -2.09718748e-01 1.81417293e-01 -2.13131935e-02
2.86144065e-01]
[ -2.17585314e-01 -1.27229551e-01 -8.41961562e-02 -6.35606248e-02
-8.35055933e-02 -1.15817173e-01 -4.98276352e-02 5.08049055e-02
-1.14446013e-01 -4.95979094e-03 2.90299489e-02 -1.44612608e-01
1.56784634e-02]
[ -1.56337227e-01 -6.63412392e-02 -2.24770870e-01 -3.22830156e-01
-1.51869471e-01 -1.99937685e-01 -2.56427387e-01 -7.06620892e-02
1.78132980e-01 -1.64521782e-01 -3.27669240e-01 -2.82842044e-01
-1.42279778e-01]
[ -3.68054815e-01 -6.86451072e-02 -1.46780292e-01 -1.62312021e-01
-5.30136876e-02 -3.11195047e-01 5.22475073e-02 -6.17869208e-02
-1.12609735e-01 9.17274454e-02 -1.09549310e-03 -1.63263564e-01
-1.91804777e-01]
[ -1.68449083e-01 -1.53868975e-01 -4.58512896e-02 -1.53874112e-01
-1.36759995e-01 -2.94054843e-01 -2.96654356e-02 -9.47501065e-02
-2.36164495e-01 5.00386592e-02 1.99340111e-01 -2.25935172e-02
-1.53345574e-01]
[ -1.38157975e-01 -1.72786398e-01 -1.13453850e-01 -2.59674802e-01
9.44489017e-02 -1.83652318e-02 -2.18606359e-01 -1.59626739e-01
8.92905038e-02 -1.10188037e-01 -1.27604009e-01 -8.71101970e-02
-3.51758013e-01]
[ -4.47166998e-02 -3.13304865e-02 -1.48927565e-01 -4.02666724e-02
-2.27105952e-01 6.29196639e-02 -8.72147235e-02 -5.16219762e-02
-2.34001292e-01 -8.81059368e-02 -6.89079436e-02 -3.00989422e-01
-1.80710756e-01]
[ -7.30389450e-02 2.90334000e-02 -1.29268177e-01 -3.02680379e-01
1.23806706e-01 2.05741991e-02 -2.28979466e-01 -1.73859130e-01
1.12456533e-01 -7.30647167e-02 -2.68983187e-01 -2.31650501e-01
-2.94389573e-01]
[ 8.33368745e-02 -3.15347848e-01 -8.00821631e-02 -4.43653540e-01
-2.26915317e-01 -8.80919996e-02 7.56261649e-02 1.17486651e-01
5.43207115e-03 3.12262429e-01 -5.13739654e-01 -7.19585229e-01
4.23672063e-01]
[ -2.18722840e-01 -2.52132276e-01 -1.27840728e-01 -2.98522280e-01
-3.06129820e-01 -9.20994288e-02 2.09031160e-01 4.81182964e-02
3.02831983e-01 4.69837117e-02 -3.92765697e-01 -9.14763761e-01
6.17209038e-01]
[ -9.27827252e-03 -1.93461413e-01 2.58939634e-02 -3.02754241e-01
-1.75368260e-01 1.67252787e-01 2.03639589e-01 2.66276098e-01
-1.80241534e-02 2.50781495e-01 -2.08106586e-01 -9.54428068e-01
7.02546646e-01]
[ 6.23568188e-03 -5.06996587e-02 -1.20419686e-01 -1.24483722e-01
-1.82561807e-01 -4.53205122e-02 2.98546980e-01 1.77311537e-01
2.63937707e-01 3.86072509e-01 -4.68662413e-01 -8.50506855e-01
7.24578008e-01]
[ -7.96835308e-02 -2.84032469e-01 6.25470646e-02 -3.65282927e-01
-1.52024632e-01 1.18113411e-01 3.66245991e-01 1.44436535e-01
-5.74044867e-02 1.76776837e-01 -5.49428412e-01 -8.75780634e-01
8.33581443e-01]
[ 1.23412006e-01 -9.32794369e-02 1.94314624e-02 -1.74987543e-01
-8.49747815e-02 -1.69551355e-02 2.48523854e-01 3.70885957e-01
4.10546539e-01 2.77265467e-01 -5.43021621e-01 -7.73234233e-01
5.32690264e-01]
[ -8.87567693e-03 -1.31994299e-01 1.94756902e-02 1.72495728e-02
-8.61142555e-02 -2.83825694e-01 2.86149013e-02 3.06321917e-01
-2.34563129e-02 7.79811933e-02 -2.42628235e-01 -6.74081445e-01
2.51749020e-01]
[ 7.82909946e-02 1.16461722e-01 -1.46182411e-04 1.03899175e-01
-8.49433581e-02 -5.97472430e-02 -2.09108646e-01 -1.82205453e-01
-2.84212903e-01 -1.57882481e-01 -1.38673960e-01 3.28554120e-01
-2.02118488e-01]
[ 3.81505791e-02 -8.62409135e-02 1.39974997e-01 2.26369582e-01
2.55743538e-01 8.49932259e-03 -4.08054261e-01 -3.61483894e-01
-1.08066354e-01 -5.24230955e-01 1.84675240e-01 1.03983945e+00
-4.93551436e-01]
[ 3.42083447e-02 8.08582538e-02 -2.12140347e-01 5.56649673e-02
3.25916211e-02 -6.79582720e-04 -1.68677033e-01 -3.33650291e-01
-2.88276716e-01 -1.91390445e-01 -4.36992906e-02 -3.43727470e-02
-1.90148031e-01]
[ -5.55223082e-02 -2.15663594e-01 6.56367749e-02 8.10645125e-02
-1.35091733e-01 -1.33942760e-01 3.96421196e-02 -3.72888279e-03
8.10256742e-02 -3.63431769e-01 -3.25004709e-01 -2.92685231e-01
4.43544413e-02]
[ 1.42981111e-02 -2.72523113e-01 5.90562279e-02 -2.35148911e-01
-1.92003184e-01 -2.31223963e-01 -2.63466181e-01 4.36003568e-02
-1.06487694e-02 1.01716923e-01 -1.68440974e-01 1.14749625e-01
-5.39815999e-02]
[ 1.71968857e-01 5.37052163e-02 -1.04280265e-01 -2.13103882e-01
-5.69500477e-02 -1.01670251e-01 -1.89340675e-01 2.10513311e-02
-1.94852581e-01 -2.38585520e-01 -1.73461888e-01 2.47480540e-01
-1.25744725e-01]
[ -1.72501469e-01 -1.79442289e-01 -1.11444983e-01 -1.89894472e-01
-4.81374128e-02 2.70110723e-02 -1.97459792e-01 -2.09383330e-01
-1.48647699e-01 -2.56302760e-02 -1.83676748e-01 1.70324515e-01
-2.61415083e-01]
[ -3.41226017e-02 -2.10668878e-01 -1.58960651e-01 -2.01946273e-01
-5.10939033e-02 4.42723367e-02 -4.50632638e-02 -3.31299847e-02
-2.24593948e-01 -2.74406501e-01 -3.71160564e-02 -3.58050895e-02
-7.69370747e-02]
[ 1.14034377e-01 7.82536171e-02 -9.34503449e-03 -1.61297426e-01
-3.25393171e-01 8.09210800e-03 -1.59784526e-01 -2.77286067e-01
-3.16463065e-01 3.04343136e-02 -9.83325313e-02 6.07004170e-02
-9.05283345e-02]
[ -6.42090679e-02 -8.34957651e-03 -2.85100443e-01 -1.59956482e-03
7.00972323e-02 1.55411564e-01 -2.36783300e-01 -1.88917007e-01
-5.77869678e-02 -7.37340632e-02 1.77037794e-01 5.61992554e-01
-8.78658959e-02]
[ 1.05711599e-01 3.54966452e-01 -2.05382108e-01 6.76208573e-01
1.23795323e-01 -2.40269845e-03 -2.60717720e-01 -4.12461950e-01
-2.65099505e-01 -4.05378138e-01 7.28704061e-01 1.02066652e+00
-8.35863661e-01]
[ -3.10069338e-02 1.92425154e-01 4.11961691e-02 2.40597178e-01
1.00439690e-02 -7.01515203e-02 -3.14262360e-01 -3.97414685e-01
-3.03192204e-01 -3.04459806e-01 5.19278329e-01 1.03424463e+00
-8.19601581e-01]
[ -5.02691619e-02 -1.22673937e-01 -1.58753871e-01 3.01102279e-01
-1.66678476e-01 2.32980419e-01 -1.01680769e-01 -2.50719256e-01
-2.58725280e-01 -4.71289952e-01 2.05522408e-01 5.19640969e-01
-3.96867090e-01]
[ 7.86680836e-02 -3.82106339e-01 -5.18635244e-02 -2.74043698e-02
-1.12218243e-01 1.99885830e-01 7.51362796e-02 1.65101572e-01
-1.70538554e-01 -3.99524046e-02 -7.07056914e-02 3.08461501e-01
-2.03477885e-01]
[ 2.03957230e-01 -2.93503888e-01 -1.20879994e-01 -9.08372148e-02
-2.10887389e-01 1.21889024e-01 2.04947752e-02 -1.43363165e-01
-5.10069081e-02 -9.63646488e-02 -1.42970787e-01 -1.82747186e-01
-1.05769110e-01]
[ -1.35209153e-01 -8.07584991e-02 3.86132987e-02 -2.56105945e-01
-5.83121860e-02 -1.41124658e-01 4.91366738e-02 -7.59028557e-03
-7.83952212e-02 -6.04084932e-03 -3.16587016e-01 -4.60569922e-01
-2.68257928e-02]
[ -1.40288941e-01 -1.38149616e-01 -6.76543463e-02 -2.62289646e-01
-3.47262079e-01 -2.88266033e-01 1.53495212e-01 1.28637320e-01
1.83908197e-02 1.06171480e-01 -2.35005462e-01 -7.48870975e-01
1.28409507e-02]
[ -1.64841396e-01 -2.35756605e-01 -2.99145021e-01 -4.34146533e-01
-2.81114871e-01 -2.10088217e-01 -3.21499214e-01 6.95479671e-02
-3.17062623e-02 -4.06718418e-01 -3.80628766e-01 -4.41214368e-01
-4.59299164e-01]
[ -1.11471667e-01 1.20963611e-01 2.23307083e-02 1.37237518e-02
-2.13388274e-01 -1.70328277e-01 -1.04872707e-01 2.90705841e-02
-1.02765416e-01 -1.49980774e-01 -1.76253719e-01 -3.09080276e-01
-3.68139181e-02]
[ -3.52522642e-01 -1.20640702e-01 -2.72749965e-01 1.72209033e-01
-2.01679604e-01 -2.28117114e-01 -8.20865862e-02 -1.45021015e-01
3.33913343e-02 -3.29561266e-02 7.96631989e-02 -2.62697696e-01
-1.79682109e-02]
[ -1.29139509e-01 -3.76349425e-02 -2.55248951e-01 5.85676113e-02
-2.20132186e-01 -2.78546111e-01 -3.63001018e-01 -2.33631783e-02
1.46005304e-02 -1.82038930e-01 -2.38382515e-01 -2.98112084e-01
-5.15028671e-03]
[ -2.19847535e-01 -5.35892399e-01 -3.34504345e-01 -2.95472114e-01
-3.30033034e-01 -2.27891653e-01 -1.64034090e-03 -2.61757940e-01
8.97751517e-02 -2.20088914e-01 -1.55934344e-01 -1.97937381e-01
-5.04730205e-02]
[ -2.15822989e-01 -2.97571074e-01 -3.17145607e-01 -1.35611746e-01
-9.47988431e-02 -1.48772491e-01 -7.32086292e-02 5.00950858e-03
-1.89133255e-01 -5.09120125e-01 -2.52237794e-01 -1.94957811e-01
5.28109724e-02]
[ -1.19416607e-01 4.38607274e-03 -2.39835329e-01 -5.19278395e-01
-2.48301380e-01 -2.60148321e-01 -3.17963358e-02 -3.63426419e-01
7.88484937e-02 -9.00435503e-02 -3.94755224e-01 -1.65809733e-01
-4.28973623e-01]]
Progress: 15.2% ... Training loss: 0.250 ... Validation loss: 0.426[[-0.0797534 ]
[ 0.27495609]
[-0.17319962]
[ 0.85924751]
[ 0.27487389]
[-0.02373991]
[-0.86468736]
[-0.98873317]
[-0.68607658]
[-0.98836414]
[ 1.14384343]
[ 2.85031371]
[-1.79042843]]
[[ -5.36395963e-01 -5.00606019e-01 -5.83167342e-01 -1.24745847e-01
-3.06689795e-01 -5.91587038e-01 -2.75929004e-01 -3.00087008e-01
-4.78890642e-01 -4.11140593e-01 1.12148538e-01 5.98463270e-01
-2.84760407e-02]
[ 6.03108437e-03 -1.41336860e-01 5.22128980e-02 -5.06079814e-02
-4.55257862e-02 5.88947921e-02 -1.12061448e-01 2.37260952e-01
-1.21712314e-01 -1.62457898e-01 -7.77960997e-02 -1.11884056e-01
1.19031852e-01]
[ -2.08433330e-01 1.38993206e-01 -2.07382133e-02 1.48340275e-01
9.53790143e-02 -1.17064250e-01 1.41005949e-01 -7.64005382e-02
2.87519315e-01 -1.37920909e-01 2.76758939e-01 8.40949485e-01
6.57371021e-01]
[ 1.81685404e-01 -2.42369466e-01 -2.82834115e-01 -1.20984371e-02
-2.89949775e-01 1.85913094e-04 2.24864124e-02 -4.44316797e-01
1.16198501e-01 -3.44933405e-01 -2.22414202e-01 -3.64422847e-01
-9.64640936e-02]
[ 1.09072777e-01 1.36631532e-02 1.07151588e-01 -2.18976064e-02
-2.11788743e-02 7.00758848e-02 -9.60774818e-02 1.16071060e-02
3.49101718e-02 1.69207079e-01 1.17245325e-01 -1.34157930e-01
-1.79026476e-01]
[ -4.84295043e-01 -5.92290834e-01 -6.03043727e-01 -5.77267752e-01
-5.80719935e-01 -5.64063560e-01 -3.10798224e-01 -1.73627903e-01
-4.39538122e-01 -2.50188030e-01 -4.67833978e-01 -6.70472881e-01
-4.35145610e-01]
[ -4.18622352e-01 -5.78424061e-01 -3.23398264e-01 -3.58468596e-01
-4.07015834e-01 -5.61052725e-01 -4.24086618e-01 -4.63834529e-01
-2.91259189e-01 -1.79604189e-01 -4.24022619e-01 -3.43509169e-01
-2.59778512e-01]
[ -3.25066441e-01 -3.47509350e-01 -4.70853124e-01 -1.97752239e-01
-3.14662191e-01 -4.15541978e-01 -2.51776689e-01 -1.88636897e-01
-2.74592098e-01 -4.58321572e-01 -1.98877181e-01 -4.35553062e-01
-2.93780222e-01]
[ -4.72412714e-01 -3.52799398e-01 -3.75811195e-01 -1.70978604e-01
-3.41177222e-01 -2.15576349e-01 -9.83496580e-02 -4.14788571e-01
-2.71391852e-01 -4.38014223e-01 -1.61240713e-01 -2.43443693e-01
-1.57782745e-01]
[ -9.54168534e-01 -9.27429500e-01 -9.77780696e-01 -7.33934912e-01
-1.01767608e+00 -9.82500681e-01 -6.25935855e-01 -6.19195180e-01
-7.52025777e-01 -5.70360846e-01 -6.88552195e-01 -5.39168199e-01
-5.06165419e-01]
[ -5.07440440e-01 -2.67164524e-01 -4.66557989e-01 -3.15830841e-01
-3.48998321e-01 -3.57870625e-01 -5.60733068e-01 -5.72777884e-01
-6.43194616e-01 -1.20409994e-01 -4.38931341e-01 -5.68516045e-01
-4.45839800e-01]
[ -1.17189368e-01 2.12736607e-02 -3.34692409e-01 -4.11393539e-01
-1.06591869e-01 -7.23982527e-02 -1.54081887e-01 -2.89511465e-01
-1.39768242e-01 1.25409989e-01 -4.06623054e-01 -7.51864771e-01
-3.11526130e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59426203e-01 -1.14190516e-01 1.64668917e-01 -2.65744222e-01
-1.28807399e-01 1.13313318e-01 -1.25308842e-01 1.88310069e-02
-8.30927654e-02 7.33191767e-02 -1.57137427e-01 -3.30288015e-01
3.85158649e-02]
[ -8.29108520e-02 -2.62059485e-01 -1.78285687e-01 -2.84375011e-01
-4.78356016e-01 -8.49422726e-02 -3.53898877e-02 9.68394737e-03
-5.47250530e-02 2.40127341e-02 -1.85339866e-01 -2.65866466e-01
-2.43081547e-01]
[ -7.49241801e-02 -6.87796486e-03 -2.38980632e-01 -2.45106440e-01
1.32529059e-01 -1.63456291e-01 -1.67467001e-01 5.67506473e-02
-4.73759976e-03 1.69389976e-02 -1.78234806e-01 8.05030900e-03
-2.46627202e-02]
[ 2.84360619e-02 -1.58389287e-01 -1.52599246e-01 -4.37299843e-02
-1.16553229e-01 -1.07783163e-01 7.33344535e-02 -1.72732551e-01
-3.94452433e-02 -4.00157092e-02 8.55549681e-03 -1.27304041e-01
2.41053706e-02]
[ -2.85257000e-01 -1.44064866e-01 -7.23302942e-02 -1.01297067e-01
-3.06023214e-01 -2.72995028e-01 -3.58338754e-01 5.75727414e-02
-3.00153184e-01 -2.06929871e-01 1.77191057e-01 -3.46282907e-02
2.94311458e-01]
[ -2.17641657e-01 -1.27122146e-01 -8.43006877e-02 -6.40435410e-02
-8.33971011e-02 -1.15835475e-01 -4.99149865e-02 5.07755763e-02
-1.14846374e-01 -5.34902557e-03 2.81912129e-02 -1.49299387e-01
1.59749852e-02]
[ -1.56481371e-01 -6.55777895e-02 -2.25011341e-01 -3.21104098e-01
-1.51345430e-01 -1.99969189e-01 -2.58009309e-01 -7.25080671e-02
1.76027028e-01 -1.66924111e-01 -3.24361411e-01 -2.74225025e-01
-1.48170221e-01]
[ -3.68020683e-01 -6.84187554e-02 -1.46775236e-01 -1.60461038e-01
-5.29180482e-02 -3.11192493e-01 5.19054028e-02 -6.23062019e-02
-1.12483492e-01 9.08689386e-02 5.11534439e-04 -1.63111844e-01
-1.93513728e-01]
[ -1.68410717e-01 -1.53879362e-01 -4.58333272e-02 -1.54231810e-01
-1.36885557e-01 -2.94040118e-01 -2.94946902e-02 -9.52960300e-02
-2.36240663e-01 4.98865510e-02 1.98632647e-01 -2.37298741e-02
-1.54281054e-01]
[ -1.38093483e-01 -1.72983601e-01 -1.13382918e-01 -2.60178568e-01
9.42789340e-02 -1.83496160e-02 -2.17947485e-01 -1.59740821e-01
9.02242300e-02 -1.09298468e-01 -1.28156411e-01 -8.76037925e-02
-3.50864335e-01]
[ -4.44896572e-02 -3.22257786e-02 -1.48462419e-01 -4.35113029e-02
-2.27870846e-01 6.29893918e-02 -8.44561780e-02 -4.85195408e-02
-2.32190065e-01 -8.53720864e-02 -7.33185277e-02 -3.11493834e-01
-1.76437778e-01]
[ -7.30495665e-02 2.91950860e-02 -1.29361401e-01 -3.02096770e-01
1.24064115e-01 2.05607127e-02 -2.29444341e-01 -1.74377765e-01
1.11881994e-01 -7.34602720e-02 -2.68119307e-01 -2.28390452e-01
-2.95712922e-01]
[ 8.33777436e-02 -3.15408383e-01 -8.00260940e-02 -4.43940679e-01
-2.26993165e-01 -8.80837467e-02 7.62011332e-02 1.18412566e-01
5.70740807e-03 3.13074235e-01 -5.14133837e-01 -7.20124542e-01
4.24845031e-01]
[ -2.18709427e-01 -2.52198712e-01 -1.27810938e-01 -2.98823619e-01
-3.06187232e-01 -9.20964917e-02 2.09664475e-01 4.86007458e-02
3.03196183e-01 4.75536326e-02 -3.93428470e-01 -9.16571660e-01
6.18675945e-01]
[ -9.27448725e-03 -1.93473504e-01 2.58946809e-02 -3.02841215e-01
-1.75394129e-01 1.67253639e-01 2.03681595e-01 2.66368830e-01
-1.79966632e-02 2.50873336e-01 -2.08200652e-01 -9.54651740e-01
7.03025893e-01]
[ 6.23327326e-03 -5.07193232e-02 -1.20417579e-01 -1.24575872e-01
-1.82602474e-01 -4.53205829e-02 2.98766302e-01 1.77558717e-01
2.64080430e-01 3.86233996e-01 -4.68932625e-01 -8.51694860e-01
7.25044712e-01]
[ -7.97553430e-02 -2.83863710e-01 6.24168452e-02 -3.64633348e-01
-1.51841380e-01 1.18096561e-01 3.65247049e-01 1.43500616e-01
-5.82147280e-02 1.75800398e-01 -5.48761793e-01 -8.74721856e-01
8.31562027e-01]
[ 1.23387473e-01 -9.32168156e-02 1.93746819e-02 -1.74943239e-01
-8.49158816e-02 -1.69618086e-02 2.48307267e-01 3.70459558e-01
4.10470878e-01 2.76818534e-01 -5.42999018e-01 -7.73704755e-01
5.32751521e-01]
[ -8.89299051e-03 -1.31939503e-01 1.94414336e-02 1.75067129e-02
-8.60507405e-02 -2.83829021e-01 2.82912560e-02 3.05959564e-01
-2.37137324e-02 7.76708273e-02 -2.42293799e-01 -6.73379106e-01
2.51001121e-01]
[ 7.85520443e-02 1.15642943e-01 3.34451882e-04 1.01153911e-01
-8.56375950e-02 -5.96961081e-02 -2.06474291e-01 -1.78571716e-01
-2.81945526e-01 -1.53654080e-01 -1.42832324e-01 3.14554996e-01
-1.95833480e-01]
[ 3.82093965e-02 -8.65750760e-02 1.40082915e-01 2.24715403e-01
2.55360809e-01 8.51068343e-03 -4.05762550e-01 -3.59993425e-01
-1.06318589e-01 -5.23863892e-01 1.81250456e-01 1.02838968e+00
-4.89276721e-01]
[ 3.42552936e-02 8.06191456e-02 -2.12062056e-01 5.48556783e-02
3.24319993e-02 -6.71785969e-04 -1.68080061e-01 -3.33189227e-01
-2.87670974e-01 -1.90991662e-01 -4.47562773e-02 -3.76512786e-02
-1.88093561e-01]
[ -5.55732927e-02 -2.15663912e-01 6.56209994e-02 8.14778719e-02
-1.35112142e-01 -1.33946300e-01 3.91453289e-02 -4.20618117e-03
8.07158845e-02 -3.63557881e-01 -3.23981878e-01 -2.88147408e-01
4.27257895e-02]
[ 1.42887449e-02 -2.72564448e-01 5.90820745e-02 -2.35380255e-01
-1.92060621e-01 -2.31225038e-01 -2.63136062e-01 4.37289420e-02
-1.03284171e-02 1.01844477e-01 -1.68966600e-01 1.12873870e-01
-5.28167969e-02]
[ 1.71885413e-01 5.40568420e-02 -1.04434053e-01 -2.12381606e-01
-5.66307497e-02 -1.01683489e-01 -1.90286202e-01 1.91398561e-02
-1.95767309e-01 -2.40044381e-01 -1.72019774e-01 2.51193808e-01
-1.27957305e-01]
[ -1.72578883e-01 -1.79016072e-01 -1.11620937e-01 -1.89228611e-01
-4.78175452e-02 2.69866595e-02 -1.98497577e-01 -2.10230932e-01
-1.49683764e-01 -2.66029997e-02 -1.82933143e-01 1.71271511e-01
-2.62350634e-01]
[ -3.40101497e-02 -2.11211776e-01 -1.58627948e-01 -2.04032879e-01
-5.17357475e-02 4.43036471e-02 -4.26349060e-02 -3.04547658e-02
-2.22774094e-01 -2.71439181e-01 -4.10709660e-02 -4.51433020e-02
-7.03862517e-02]
[ 1.13956444e-01 7.86394564e-02 -9.48725968e-03 -1.60788818e-01
-3.25107743e-01 8.07242345e-03 -1.60571157e-01 -2.78323180e-01
-3.17353417e-01 2.94407142e-02 -9.76699930e-02 6.37766913e-02
-9.17650267e-02]
[ -6.43063603e-02 -7.88663682e-03 -2.85205965e-01 -4.75275181e-04
7.05255653e-02 1.55388975e-01 -2.37927613e-01 -1.89782017e-01
-5.92034833e-02 -7.51416105e-02 1.79116861e-01 5.68611515e-01
-9.07898817e-02]
[ 1.05634348e-01 3.55513571e-01 -2.05566724e-01 6.78583484e-01
1.24253072e-01 -2.42510729e-03 -2.62300467e-01 -4.13681051e-01
-2.66263939e-01 -4.06862667e-01 7.31466115e-01 1.02837836e+00
-8.38730698e-01]
[ -3.07998192e-02 1.91902933e-01 4.14398243e-02 2.39883569e-01
9.65706330e-03 -7.00947314e-02 -3.13343881e-01 -3.96890829e-01
-3.02287854e-01 -3.03639413e-01 5.18768840e-01 1.02955112e+00
-8.21006038e-01]
[ -5.01905171e-02 -1.22998662e-01 -1.58578964e-01 2.99909250e-01
-1.66988526e-01 2.33008677e-01 -1.00579965e-01 -2.48999616e-01
-2.57918473e-01 -4.70250656e-01 2.03833188e-01 5.15706340e-01
-3.95097862e-01]
[ 7.86672750e-02 -3.82104975e-01 -5.18644898e-02 -2.73956454e-02
-1.12215973e-01 1.99885683e-01 7.51263910e-02 1.65087296e-01
-1.70547023e-01 -3.99635639e-02 -7.06925317e-02 3.08519366e-01
-2.03499651e-01]
[ 2.03912781e-01 -2.93396421e-01 -1.20948133e-01 -9.05164790e-02
-2.10749085e-01 1.21881235e-01 2.00829449e-02 -1.43466847e-01
-5.15231161e-02 -9.69536900e-02 -1.42508134e-01 -1.81797223e-01
-1.06831107e-01]
[ -1.35255422e-01 -8.04890145e-02 3.84852987e-02 -2.55208398e-01
-5.80754177e-02 -1.41134721e-01 4.80200041e-02 -8.74032531e-03
-7.92680354e-02 -7.07531582e-03 -3.15286462e-01 -4.56320207e-01
-2.98413347e-02]
[ -1.40210278e-01 -1.38527403e-01 -6.74740611e-02 -2.64022339e-01
-3.47582353e-01 -2.88247283e-01 1.55288281e-01 1.30314258e-01
1.96205301e-02 1.07862482e-01 -2.37398088e-01 -7.54164179e-01
1.71467515e-02]
[ -1.64678216e-01 -2.36498051e-01 -2.98816441e-01 -4.37536994e-01
-2.81811671e-01 -2.10040475e-01 -3.19866625e-01 7.18359434e-02
-3.09806341e-02 -4.05180914e-01 -3.85667045e-01 -4.51596928e-01
-4.57420164e-01]
[ -1.11654370e-01 1.21431442e-01 2.20970351e-02 1.61376005e-02
-2.12772092e-01 -1.70375237e-01 -1.06516549e-01 2.83127709e-02
-1.03967953e-01 -1.50609291e-01 -1.74451101e-01 -3.03342091e-01
-3.79055198e-02]
[ -3.52497916e-01 -1.20385255e-01 -2.72654362e-01 1.73872649e-01
-2.01557112e-01 -2.28101853e-01 -8.23732476e-02 -1.44758155e-01
3.31309598e-02 -3.24125463e-02 8.15023492e-02 -2.61770489e-01
-1.84195128e-02]
[ -1.29061866e-01 -3.77237005e-02 -2.55216574e-01 5.81956326e-02
-2.20212119e-01 -2.78527339e-01 -3.62652431e-01 -2.42381424e-02
1.49169420e-02 -1.81963908e-01 -2.38492214e-01 -2.99168120e-01
-5.88820337e-03]
[ -2.19851512e-01 -5.36140661e-01 -3.34297710e-01 -2.97024816e-01
-3.30401039e-01 -2.27886853e-01 1.46067479e-04 -2.58527064e-01
9.11191992e-02 -2.17617999e-01 -1.60471782e-01 -2.11621599e-01
-4.40071206e-02]
[ -2.15696683e-01 -2.98110794e-01 -3.16898728e-01 -1.37736572e-01
-9.54299364e-02 -1.48734955e-01 -7.07603683e-02 8.03772185e-03
-1.87571931e-01 -5.07373527e-01 -2.55239867e-01 -2.01836442e-01
5.77424767e-02]
[ -1.19401303e-01 4.75915379e-03 -2.39995047e-01 -5.19862170e-01
-2.47945839e-01 -2.60159896e-01 -3.15895579e-02 -3.65896051e-01
7.86030047e-02 -9.23255640e-02 -3.93330507e-01 -1.64942014e-01
-4.29992850e-01]]
Progress: 15.2% ... Training loss: 0.251 ... Validation loss: 0.433[[-0.06777905]
[ 0.2892391 ]
[-0.16156894]
[ 0.88140487]
[ 0.28942607]
[-0.01313591]
[-0.84685961]
[-0.97021199]
[-0.66665907]
[-0.96597709]
[ 1.17069389]
[ 2.90068268]
[-1.76895755]]
[[ -5.36882161e-01 -4.98479686e-01 -5.84243457e-01 -1.14767681e-01
-3.03925611e-01 -5.91715908e-01 -2.82751293e-01 -3.08269416e-01
-4.85082561e-01 -4.19728925e-01 1.27571222e-01 6.43922021e-01
-4.94564664e-02]
[ 6.00006849e-03 -1.41212854e-01 5.21254710e-02 -5.00815358e-02
-4.53743250e-02 5.88834972e-02 -1.12439730e-01 2.36671851e-01
-1.21996504e-01 -1.62966207e-01 -7.71101493e-02 -1.09785662e-01
1.17930166e-01]
[ -2.08434975e-01 1.39518720e-01 -2.05487210e-02 1.50067453e-01
9.55918524e-02 -1.17028296e-01 1.40476982e-01 -7.47549474e-02
2.85296536e-01 -1.36824185e-01 2.80202467e-01 8.44475114e-01
6.55037343e-01]
[ 1.81928189e-01 -2.43865156e-01 -2.82301310e-01 -1.36827076e-02
-2.90503947e-01 2.46476871e-04 2.41949973e-02 -4.42794623e-01
1.17707360e-01 -3.38249269e-01 -2.25291686e-01 -3.54016121e-01
-9.82517908e-02]
[ 1.08665044e-01 1.61573278e-02 1.05962201e-01 -1.61820301e-02
-1.88571580e-02 6.99462198e-02 -1.03214200e-01 9.05716491e-06
2.98203829e-02 1.57442081e-01 1.27555818e-01 -1.14070791e-01
-1.93144935e-01]
[ -4.84582566e-01 -5.91545336e-01 -6.03511475e-01 -5.72655715e-01
-5.79571018e-01 -5.64140855e-01 -3.14640945e-01 -1.78363120e-01
-4.42384950e-01 -2.55002584e-01 -4.60768637e-01 -6.49805209e-01
-4.44394728e-01]
[ -4.18957052e-01 -5.77076587e-01 -3.24184363e-01 -3.50625652e-01
-4.05302410e-01 -5.61134351e-01 -4.30838093e-01 -4.71205496e-01
-2.96806723e-01 -1.86905358e-01 -4.12373213e-01 -3.11740281e-01
-2.80176639e-01]
[ -3.25227918e-01 -3.46630634e-01 -4.71166394e-01 -1.96475110e-01
-3.14097424e-01 -4.15588449e-01 -2.52703805e-01 -1.90146322e-01
-2.76025923e-01 -4.60007173e-01 -1.98261546e-01 -4.39352933e-01
-2.96705539e-01]
[ -4.72494766e-01 -3.52640149e-01 -3.75996404e-01 -1.70561127e-01
-3.41194530e-01 -2.15595067e-01 -9.89068434e-02 -4.15481973e-01
-2.71779535e-01 -4.38862688e-01 -1.60447127e-01 -2.38048948e-01
-1.58327750e-01]
[ -9.55142489e-01 -9.24228639e-01 -9.79616730e-01 -7.18934500e-01
-1.01435463e+00 -9.82750025e-01 -6.38934145e-01 -6.32555245e-01
-7.63495316e-01 -5.85483880e-01 -6.67505990e-01 -4.81278610e-01
-5.40530454e-01]
[ -5.07355173e-01 -2.67686548e-01 -4.66342833e-01 -3.17780640e-01
-3.49247210e-01 -3.57843000e-01 -5.58410997e-01 -5.72091698e-01
-6.41137655e-01 -1.18874280e-01 -4.42062596e-01 -5.76253812e-01
-4.39373003e-01]
[ -1.17166435e-01 2.17257609e-02 -3.34823857e-01 -4.10294566e-01
-1.06254624e-01 -7.24006434e-02 -1.55484166e-01 -2.91146596e-01
-1.40571536e-01 1.24347520e-01 -4.04414036e-01 -7.47985158e-01
-3.16745458e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59513755e-01 -1.13943280e-01 1.64486060e-01 -2.64868194e-01
-1.28542049e-01 1.13282345e-01 -1.26495952e-01 1.72787506e-02
-8.37630194e-02 7.16087725e-02 -1.56085800e-01 -3.29029845e-01
3.62575125e-02]
[ -8.28298614e-02 -2.62165279e-01 -1.78214882e-01 -2.85063388e-01
-4.78474806e-01 -8.49225469e-02 -3.47891184e-02 1.01874396e-02
-5.42543541e-02 2.44942553e-02 -1.86103222e-01 -2.67420241e-01
-2.42839025e-01]
[ -7.54161778e-02 -5.31697150e-03 -2.39817690e-01 -2.36019020e-01
1.34730680e-01 -1.63576825e-01 -1.75152422e-01 4.82237066e-02
-1.09810481e-02 8.11493539e-03 -1.63855298e-01 4.81231064e-02
-4.50684021e-02]
[ 2.84500769e-02 -1.58197150e-01 -1.52698174e-01 -4.27675389e-02
-1.16388251e-01 -1.07782699e-01 7.31029512e-02 -1.73549932e-01
-3.95176803e-02 -4.09148795e-02 9.61173367e-03 -1.25070024e-01
2.30946905e-02]
[ -2.85307266e-01 -1.44070827e-01 -7.23410684e-02 -1.01684258e-01
-3.06060948e-01 -2.72997397e-01 -3.58745438e-01 5.68891154e-02
-3.00691896e-01 -2.07002029e-01 1.76967449e-01 -3.44990122e-02
2.93836694e-01]
[ -2.17818382e-01 -1.26587420e-01 -8.46240119e-02 -6.07840764e-02
-8.27627043e-02 -1.15886001e-01 -5.25178504e-02 4.87359208e-02
-1.16902115e-01 -7.66717531e-03 3.21076734e-02 -1.38573895e-01
9.14169556e-03]
[ -1.56591678e-01 -6.48365451e-02 -2.25293628e-01 -3.18074045e-01
-1.50837440e-01 -1.99996007e-01 -2.59670002e-01 -7.53915184e-02
1.74189564e-01 -1.68623981e-01 -3.20935904e-01 -2.69676084e-01
-1.54191953e-01]
[ -3.68090048e-01 -6.82371611e-02 -1.46814257e-01 -1.61984955e-01
-5.28218341e-02 -3.11209914e-01 5.22579847e-02 -6.11278260e-02
-1.12475364e-01 9.05305157e-02 -1.90437441e-03 -1.68795198e-01
-1.91703448e-01]
[ -1.68314517e-01 -1.54296788e-01 -4.56794438e-02 -1.55760346e-01
-1.37191522e-01 -2.94017093e-01 -2.77108095e-02 -9.37833482e-02
-2.34969052e-01 5.19322142e-02 1.96517860e-01 -2.82520988e-02
-1.50061488e-01]
[ -1.37984790e-01 -1.73416300e-01 -1.13207413e-01 -2.61654834e-01
9.38081043e-02 -1.83056679e-02 -2.17057448e-01 -1.58369720e-01
9.09303905e-02 -1.08168094e-01 -1.29677514e-01 -8.92056576e-02
-3.50025716e-01]
[ -4.47456309e-02 -3.13200054e-02 -1.48948874e-01 -4.04490651e-02
-2.27178491e-01 6.29052699e-02 -8.72704176e-02 -5.17827793e-02
-2.34098063e-01 -8.87743961e-02 -6.93982862e-02 -3.01408705e-01
-1.80851576e-01]
[ -7.29730328e-02 2.89241999e-02 -1.29253218e-01 -3.02620547e-01
1.23844328e-01 2.05822045e-02 -2.28561594e-01 -1.73485876e-01
1.12535579e-01 -7.25030720e-02 -2.68706157e-01 -2.30051622e-01
-2.94523177e-01]
[ 8.33717042e-02 -3.15381452e-01 -8.00429458e-02 -4.43788910e-01
-2.26956061e-01 -8.80852693e-02 7.59852776e-02 1.18176773e-01
5.53261874e-03 3.12871194e-01 -5.13875213e-01 -7.19052790e-01
4.24087308e-01]
[ -2.18693282e-01 -2.52279704e-01 -1.27783571e-01 -2.99455949e-01
-3.06251862e-01 -9.20948382e-02 2.10325038e-01 4.92443733e-02
3.03849895e-01 4.79647171e-02 -3.94440757e-01 -9.19610568e-01
6.20760366e-01]
[ -9.31966597e-03 -1.93346260e-01 2.58098130e-02 -3.02320893e-01
-1.75258632e-01 1.67239403e-01 2.03003659e-01 2.65602591e-01
-1.84667707e-02 2.50015162e-01 -2.07507686e-01 -9.53851828e-01
7.01481329e-01]
[ 6.06470007e-03 -5.01895817e-02 -1.20724272e-01 -1.22992546e-01
-1.82160675e-01 -4.53679501e-02 2.96689013e-01 1.74787597e-01
2.62408289e-01 3.83366472e-01 -4.67347832e-01 -8.50349659e-01
7.20848986e-01]
[ -7.97983869e-02 -2.83760522e-01 6.23312306e-02 -3.64244794e-01
-1.51701828e-01 1.18083460e-01 3.64670010e-01 1.42872297e-01
-5.86226174e-02 1.75157487e-01 -5.48178214e-01 -8.73948087e-01
8.30511274e-01]
[ 1.23426318e-01 -9.33721209e-02 1.94406928e-02 -1.75604998e-01
-8.50615508e-02 -1.69531504e-02 2.49202100e-01 3.71159526e-01
4.11132541e-01 2.77541626e-01 -5.43950165e-01 -7.76239578e-01
5.34897558e-01]
[ -8.93124926e-03 -1.31738255e-01 1.93558259e-02 1.84267716e-02
-8.58553676e-02 -2.83838471e-01 2.74107593e-02 3.04919029e-01
-2.44908825e-02 7.69861349e-02 -2.41191728e-01 -6.70837347e-01
2.48612108e-01]
[ 7.85287142e-02 1.15816516e-01 2.66985238e-04 1.02381178e-01
-8.55177204e-02 -5.96973194e-02 -2.07120173e-01 -1.79490943e-01
-2.82466863e-01 -1.54088913e-01 -1.41343741e-01 3.20557015e-01
-1.99064951e-01]
[ 3.77715240e-02 -8.56148347e-02 1.39465315e-01 2.31290817e-01
2.56847935e-01 8.40006101e-03 -4.10785583e-01 -3.64722728e-01
-1.10382649e-01 -5.27802857e-01 1.89584281e-01 1.05674959e+00
-5.00573899e-01]
[ 3.42332537e-02 8.04978027e-02 -2.12096328e-01 5.47737740e-02
3.23953356e-02 -6.80206962e-04 -1.67744311e-01 -3.33166475e-01
-2.87218640e-01 -1.91475695e-01 -4.51715160e-02 -3.98565778e-02
-1.86609294e-01]
[ -5.56344820e-02 -2.15379925e-01 6.54712710e-02 8.25646150e-02
-1.34824848e-01 -1.33963200e-01 3.74208678e-02 -5.34014935e-03
7.92372412e-02 -3.64575922e-01 -3.21996140e-01 -2.80305948e-01
3.90005444e-02]
[ 1.43877756e-02 -2.73089389e-01 5.93451492e-02 -2.37784923e-01
-1.92643851e-01 -2.31195536e-01 -2.60379484e-01 4.64787692e-02
-8.24430247e-03 1.04355746e-01 -1.72920133e-01 1.04084706e-01
-4.56575705e-02]
[ 1.71784823e-01 5.44278336e-02 -1.04581726e-01 -2.11933063e-01
-5.62944485e-02 -1.01700693e-01 -1.91261330e-01 1.77927562e-02
-1.96868811e-01 -2.41432731e-01 -1.70234791e-01 2.56077048e-01
-1.30410860e-01]
[ -1.72587532e-01 -1.78829915e-01 -1.11669725e-01 -1.88889385e-01
-4.76119299e-02 2.69845338e-02 -1.99209596e-01 -2.10873357e-01
-1.50214331e-01 -2.75186607e-02 -1.82328643e-01 1.77824483e-01
-2.64523850e-01]
[ -3.39125756e-02 -2.11757165e-01 -1.58419511e-01 -2.05977107e-01
-5.23187446e-02 4.43388423e-02 -4.10535957e-02 -2.84430768e-02
-2.21269191e-01 -2.70103776e-01 -4.36594372e-02 -5.15213051e-02
-6.55133264e-02]
[ 1.13917469e-01 7.88277709e-02 -9.56700782e-03 -1.60641664e-01
-3.25017282e-01 8.05700190e-03 -1.61323239e-01 -2.79123520e-01
-3.17520472e-01 2.86420903e-02 -9.72213314e-02 6.52048084e-02
-9.20457979e-02]
[ -6.43542902e-02 -7.67122467e-03 -2.85316528e-01 6.61255704e-05
7.06987529e-02 1.55369390e-01 -2.38586420e-01 -1.90775476e-01
-5.96144710e-02 -7.62564608e-02 1.80184723e-01 5.71978290e-01
-9.19613141e-02]
[ 1.05662933e-01 3.55420690e-01 -2.05587915e-01 6.78767019e-01
1.24295809e-01 -2.41129567e-03 -2.62109289e-01 -4.13506615e-01
-2.66202800e-01 -4.07916530e-01 7.31419424e-01 1.02492295e+00
-8.41003194e-01]
[ -3.08565121e-02 1.92862463e-01 4.11368053e-02 2.44726011e-01
1.05918572e-02 -7.01161676e-02 -3.16140782e-01 -4.00951727e-01
-3.04935950e-01 -3.06372622e-01 5.26752755e-01 1.04159334e+00
-8.32291544e-01]
[ -5.02808369e-02 -1.22623748e-01 -1.58732978e-01 3.01839129e-01
-1.66677273e-01 2.32982212e-01 -1.02060420e-01 -2.50234613e-01
-2.59290604e-01 -4.71151712e-01 2.06239768e-01 5.22921231e-01
-3.99426758e-01]
[ 7.86728723e-02 -3.82122069e-01 -5.18212184e-02 -2.77635231e-02
-1.12275276e-01 1.99889896e-01 7.54474674e-02 1.65937049e-01
-1.70474209e-01 -3.94991737e-02 -7.14158124e-02 3.06315603e-01
-2.02693980e-01]
[ 2.03960260e-01 -2.93539388e-01 -1.20887615e-01 -9.10283692e-02
-2.10880782e-01 1.21891922e-01 2.06922494e-02 -1.43064096e-01
-5.11083789e-02 -9.64290395e-02 -1.43298864e-01 -1.84017130e-01
-1.05690170e-01]
[ -1.35290417e-01 -8.03335131e-02 3.83417441e-02 -2.55123841e-01
-5.79306648e-02 -1.41146995e-01 4.75861609e-02 -9.69837950e-03
-7.96332688e-02 -8.00184486e-03 -3.14938940e-01 -4.56072852e-01
-3.02598750e-02]
[ -1.40185612e-01 -1.38572527e-01 -6.74378106e-02 -2.64238285e-01
-3.47651086e-01 -2.88237769e-01 1.55490415e-01 1.30712221e-01
1.96609301e-02 1.08207157e-01 -2.37466945e-01 -7.53778828e-01
1.69117888e-02]
[ -1.64461058e-01 -2.37331970e-01 -2.98491821e-01 -4.41262228e-01
-2.82679659e-01 -2.09973452e-01 -3.16455246e-01 7.53477551e-02
-2.87211835e-02 -4.02217463e-01 -3.91252717e-01 -4.64527753e-01
-4.54393730e-01]
[ -1.11792381e-01 1.21813399e-01 2.18530708e-02 1.80278242e-02
-2.12433703e-01 -1.70413873e-01 -1.07837769e-01 2.69600917e-02
-1.05068330e-01 -1.52213519e-01 -1.72855053e-01 -2.97071494e-01
-4.18442239e-02]
[ -3.52552579e-01 -1.19999958e-01 -2.72775384e-01 1.74925964e-01
-2.01176411e-01 -2.28112863e-01 -8.28949918e-02 -1.46940096e-01
3.26181834e-02 -3.45676075e-02 8.33717335e-02 -2.59568147e-01
-1.75864935e-02]
[ -1.29350445e-01 -3.65221489e-02 -2.55715191e-01 6.30337509e-02
-2.19264584e-01 -2.78601166e-01 -3.65282680e-01 -2.78566642e-02
1.21472694e-02 -1.85150927e-01 -2.32866908e-01 -2.90973609e-01
-1.26262428e-02]
[ -2.20223023e-01 -5.35158600e-01 -3.34888604e-01 -2.90352539e-01
-3.28937052e-01 -2.27976230e-01 -6.08308780e-03 -2.63923021e-01
8.63070089e-02 -2.22870480e-01 -1.50215581e-01 -1.85319768e-01
-5.93009217e-02]
[ -2.15783582e-01 -2.98145161e-01 -3.16918233e-01 -1.36942879e-01
-9.52635163e-02 -1.48748842e-01 -7.14230272e-02 7.75014306e-03
-1.87929601e-01 -5.07614850e-01 -2.54549023e-01 -1.97987439e-01
5.62392979e-02]
[ -1.19544552e-01 5.80750963e-03 -2.40597991e-01 -5.17234977e-01
-2.46965084e-01 -2.60224294e-01 -3.57144089e-02 -3.70880195e-01
7.56803692e-02 -9.74986916e-02 -3.87658651e-01 -1.44798039e-01
-4.39496146e-01]]
Progress: 15.3% ... Training loss: 0.269 ... Validation loss: 0.422[[-0.08152181]
[ 0.26174271]
[-0.17640659]
[ 0.8566373 ]
[ 0.26873128]
[-0.02925262]
[-0.87609834]
[-0.99600682]
[-0.69667433]
[-0.98731145]
[ 1.14322938]
[ 2.85866375]
[-1.82412657]]
[[ -5.36653179e-01 -4.99850301e-01 -5.83979897e-01 -1.18460479e-01
-3.04576054e-01 -5.91662674e-01 -2.76005158e-01 -3.04097559e-01
-4.80061719e-01 -4.16041724e-01 1.21919686e-01 6.24594288e-01
-3.21757466e-02]
[ 5.91264734e-03 -1.40894388e-01 5.19360858e-02 -4.83372690e-02
-4.49938272e-02 5.88696773e-02 -1.13508031e-01 2.35554593e-01
-1.22928191e-01 -1.63886699e-01 -7.49947682e-02 -1.03672941e-01
1.14603085e-01]
[ -2.07553949e-01 1.31526514e-01 -1.76896395e-02 1.22859355e-01
8.82178463e-02 -1.16830774e-01 1.65745521e-01 -4.57384163e-02
3.06192215e-01 -1.13979266e-01 2.39386193e-01 7.44843143e-01
7.22706337e-01]
[ 1.82001045e-01 -2.41682984e-01 -2.82945847e-01 -1.38676642e-02
-2.89099303e-01 2.41116631e-04 2.41547221e-02 -4.47008593e-01
1.17354566e-01 -3.40264075e-01 -2.23654362e-01 -3.57731393e-01
-9.54228324e-02]
[ 1.08669099e-01 1.70085981e-02 1.05639084e-01 -1.54740692e-02
-1.80464703e-02 6.99338519e-02 -1.06214724e-01 -3.79467362e-03
2.70089343e-02 1.55418141e-01 1.29360038e-01 -1.11301549e-01
-2.00385836e-01]
[ -4.84533401e-01 -5.92163319e-01 -6.03255071e-01 -5.73355608e-01
-5.79942052e-01 -5.64126585e-01 -3.13568030e-01 -1.76955140e-01
-4.41997053e-01 -2.53607502e-01 -4.62735815e-01 -6.54109048e-01
-4.42445917e-01]
[ -4.18981366e-01 -5.76888301e-01 -3.24336100e-01 -3.48167447e-01
-4.04654859e-01 -5.61137177e-01 -4.31593564e-01 -4.72631668e-01
-2.96789422e-01 -1.86840249e-01 -4.09494762e-01 -3.06993596e-01
-2.82591677e-01]
[ -3.24690006e-01 -3.51167992e-01 -4.69591652e-01 -2.11551495e-01
-3.18160945e-01 -4.15468285e-01 -2.38181472e-01 -1.74149303e-01
-2.64633415e-01 -4.48476817e-01 -2.20353764e-01 -4.92572867e-01
-2.59875222e-01]
[ -4.72298419e-01 -3.53275109e-01 -3.75719719e-01 -1.73952532e-01
-3.41834959e-01 -2.15555663e-01 -9.59871669e-02 -4.13973641e-01
-2.69587701e-01 -4.37208769e-01 -1.63735788e-01 -2.45738670e-01
-1.52186520e-01]
[ -9.54849117e-01 -9.26990742e-01 -9.78765507e-01 -7.26125788e-01
-1.01600822e+00 -9.82680855e-01 -6.29130855e-01 -6.23726278e-01
-7.56249003e-01 -5.78862207e-01 -6.78430069e-01 -5.11942234e-01
-5.17530911e-01]
[ -5.07078341e-01 -2.69765885e-01 -4.65598425e-01 -3.24941738e-01
-3.51289945e-01 -3.57775820e-01 -5.53002780e-01 -5.65726091e-01
-6.36364358e-01 -1.13680495e-01 -4.52110570e-01 -5.97875645e-01
-4.25333790e-01]
[ -1.16977528e-01 2.09651860e-02 -3.34463395e-01 -4.12651659e-01
-1.06985736e-01 -7.23659821e-02 -1.52936219e-01 -2.88854014e-01
-1.38601604e-01 1.27176529e-01 -4.07911589e-01 -7.56166511e-01
-3.11278893e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59485752e-01 -1.14242897e-01 1.64614598e-01 -2.65738815e-01
-1.28757853e-01 1.13290165e-01 -1.26081566e-01 1.82534138e-02
-8.36154461e-02 7.24801154e-02 -1.57485689e-01 -3.32019796e-01
3.64797906e-02]
[ -8.28240734e-02 -2.62186200e-01 -1.78212214e-01 -2.85188318e-01
-4.78477151e-01 -8.49231174e-02 -3.44732154e-02 1.03978884e-02
-5.41845493e-02 2.47621112e-02 -1.86436877e-01 -2.68976288e-01
-2.42585550e-01]
[ -7.53776687e-02 -5.74711435e-03 -2.39641848e-01 -2.35559372e-01
1.34563100e-01 -1.63563916e-01 -1.74731443e-01 4.88270685e-02
-1.07132987e-02 8.66540144e-03 -1.63202526e-01 5.15418678e-02
-4.38412099e-02]
[ 2.83468948e-02 -1.57790786e-01 -1.52941724e-01 -4.05667447e-02
-1.15877093e-01 -1.07798720e-01 7.18187377e-02 -1.74694668e-01
-4.06683896e-02 -4.22010427e-02 1.19426472e-02 -1.19028873e-01
1.90377962e-02]
[ -2.85256781e-01 -1.44232005e-01 -7.23270545e-02 -1.02846193e-01
-3.06132439e-01 -2.72990532e-01 -3.57958947e-01 5.68414402e-02
-3.00088650e-01 -2.06239925e-01 1.75102996e-01 -3.81982272e-02
2.96395133e-01]
[ -2.17753882e-01 -1.26935274e-01 -8.44389050e-02 -6.11714520e-02
-8.29446553e-02 -1.15872107e-01 -5.12755621e-02 4.97004360e-02
-1.15276928e-01 -6.04033063e-03 3.09524204e-02 -1.43130293e-01
1.25403559e-02]
[ -1.56357300e-01 -6.68560316e-02 -2.24604700e-01 -3.24481929e-01
-1.52688959e-01 -1.99945934e-01 -2.53698731e-01 -6.81864772e-02
1.79472193e-01 -1.63930167e-01 -3.29335623e-01 -2.92173000e-01
-1.39136072e-01]
[ -3.67823529e-01 -7.07626317e-02 -1.45896074e-01 -1.70098362e-01
-5.50244859e-02 -3.11152369e-01 5.98774144e-02 -5.24267132e-02
-1.06999717e-01 9.81830681e-02 -1.51455693e-02 -1.97640852e-01
-1.72390087e-01]
[ -1.68283644e-01 -1.54107761e-01 -4.57439508e-02 -1.55572123e-01
-1.37024391e-01 -2.94007422e-01 -2.73003565e-02 -9.43174212e-02
-2.34760237e-01 5.06636067e-02 1.97410592e-01 -2.99936836e-02
-1.49255751e-01]
[ -1.37931208e-01 -1.73588953e-01 -1.13184003e-01 -2.62858558e-01
9.36206179e-02 -1.82956748e-02 -2.16043880e-01 -1.58305156e-01
9.17195238e-02 -1.07752708e-01 -1.30514054e-01 -9.10223126e-02
-3.46972770e-01]
[ -4.46324563e-02 -3.16061751e-02 -1.48783307e-01 -4.19592681e-02
-2.27487386e-01 6.29281786e-02 -8.61257195e-02 -5.09940698e-02
-2.33158253e-01 -8.80396200e-02 -7.07699858e-02 -3.04302346e-01
-1.79565661e-01]
[ -7.29965528e-02 2.89902875e-02 -1.29291322e-01 -3.02398610e-01
1.23928329e-01 2.05781280e-02 -2.28857395e-01 -1.73784653e-01
1.12266233e-01 -7.28789774e-02 -2.68449778e-01 -2.29382283e-01
-2.95134846e-01]
[ 8.33685012e-02 -3.15387931e-01 -8.00692263e-02 -4.43835357e-01
-2.26966127e-01 -8.80866689e-02 7.60297221e-02 1.17943675e-01
5.59607427e-03 3.12743238e-01 -5.13965623e-01 -7.19744421e-01
4.24301393e-01]
[ -2.18675618e-01 -2.52370734e-01 -1.27742330e-01 -2.99919625e-01
-3.06324380e-01 -9.20923090e-02 2.10884649e-01 4.97810640e-02
3.04175614e-01 4.83622545e-02 -3.95133515e-01 -9.21130437e-01
6.22228424e-01]
[ -9.28945211e-03 -1.93505630e-01 2.58509811e-02 -3.03157741e-01
-1.75437949e-01 1.67247005e-01 2.03845271e-01 2.66019352e-01
-1.78277938e-02 2.50356745e-01 -2.08406211e-01 -9.56833924e-01
7.03549219e-01]
[ 6.08008217e-03 -5.02694975e-02 -1.20701087e-01 -1.23458696e-01
-1.82225963e-01 -4.53652652e-02 2.97172441e-01 1.75146476e-01
2.62815179e-01 3.83686593e-01 -4.67836741e-01 -8.51780219e-01
7.22128192e-01]
[ -7.97350007e-02 -2.83947242e-01 6.24342630e-02 -3.65201351e-01
-1.51903326e-01 1.18093733e-01 3.66441696e-01 1.44064868e-01
-5.74636108e-02 1.76345449e-01 -5.49560329e-01 -8.79146867e-01
8.34782694e-01]
[ 1.23465197e-01 -9.35221084e-02 1.95070198e-02 -1.76179291e-01
-8.51895718e-02 -1.69468186e-02 2.49865480e-01 3.71749884e-01
4.11760991e-01 2.78219345e-01 -5.44501449e-01 -7.77897769e-01
5.36518973e-01]
[ -8.90220047e-03 -1.31883155e-01 1.94109665e-02 1.80068216e-02
-8.59797246e-02 -2.83834173e-01 2.79010333e-02 3.05312124e-01
-2.41167009e-02 7.74674119e-02 -2.41659929e-01 -6.71692628e-01
2.49581203e-01]
[ 7.84881528e-02 1.15909474e-01 2.27094708e-04 1.02961702e-01
-8.53935187e-02 -5.97024856e-02 -2.07583983e-01 -1.79727244e-01
-2.82853133e-01 -1.54511837e-01 -1.40785856e-01 3.22960789e-01
-2.00275993e-01]
[ 3.77119594e-02 -8.54881280e-02 1.39314813e-01 2.33690249e-01
2.57364170e-01 8.39939354e-03 -4.12087755e-01 -3.66642883e-01
-1.11409100e-01 -5.29857494e-01 1.93445727e-01 1.06747193e+00
-5.05215126e-01]
[ 3.43042628e-02 8.00180120e-02 -2.11959646e-01 5.30643298e-02
3.19344521e-02 -6.68062922e-04 -1.66262463e-01 -3.31417113e-01
-2.86024230e-01 -1.90100582e-01 -4.80756460e-02 -4.78980069e-02
-1.82450266e-01]
[ -5.56199809e-02 -2.15437753e-01 6.54024939e-02 8.26086056e-02
-1.34837561e-01 -1.33959858e-01 3.73486689e-02 -6.28427688e-03
7.94404507e-02 -3.65090296e-01 -3.21188135e-01 -2.77199299e-01
3.71698089e-02]
[ 1.43655332e-02 -2.73130291e-01 5.93336822e-02 -2.37899661e-01
-1.92712837e-01 -2.31195983e-01 -2.60595130e-01 4.66787909e-02
-8.19358015e-03 1.03602816e-01 -1.72208816e-01 1.05622834e-01
-4.60545629e-02]
[ 1.71756963e-01 5.42417689e-02 -1.04619907e-01 -2.12789335e-01
-5.65021976e-02 -1.01706559e-01 -1.90669545e-01 1.82805063e-02
-1.96291227e-01 -2.41429727e-01 -1.71260405e-01 2.56379411e-01
-1.28526709e-01]
[ -1.72530950e-01 -1.79515838e-01 -1.11407174e-01 -1.92202771e-01
-4.83976988e-02 2.69993944e-02 -1.96759681e-01 -2.08095582e-01
-1.48163048e-01 -2.53390997e-02 -1.87211240e-01 1.67781828e-01
-2.55822050e-01]
[ -3.38093133e-02 -2.12273685e-01 -1.58195349e-01 -2.07734770e-01
-5.28178813e-02 4.43599099e-02 -3.92732654e-02 -2.67922554e-02
-2.19983495e-01 -2.68469526e-01 -4.60757600e-02 -5.75954399e-02
-6.13721010e-02]
[ 1.14123138e-01 7.71361688e-02 -8.86504154e-03 -1.65357307e-01
-3.26388628e-01 8.10033578e-03 -1.56615569e-01 -2.73852841e-01
-3.14338526e-01 3.39019071e-02 -1.04945154e-01 4.80551919e-02
-8.05811742e-02]
[ -6.43283774e-02 -7.99560753e-03 -2.85208954e-01 -1.04735894e-03
7.04001641e-02 1.55376077e-01 -2.37702947e-01 -1.89599594e-01
-5.88807272e-02 -7.52735846e-02 1.78419220e-01 5.68519296e-01
-8.91773078e-02]
[ 1.05648973e-01 3.55576831e-01 -2.05578912e-01 6.80942674e-01
1.24633838e-01 -2.41144254e-03 -2.63263106e-01 -4.13792365e-01
-2.66898002e-01 -4.08400784e-01 7.34172784e-01 1.02868596e+00
-8.45454286e-01]
[ -3.08653113e-02 1.93324411e-01 4.10143816e-02 2.46752312e-01
1.10470272e-02 -7.01203396e-02 -3.17596297e-01 -4.02808726e-01
-3.05896893e-01 -3.07573261e-01 5.29614805e-01 1.04283062e+00
-8.36521353e-01]
[ -5.00972200e-02 -1.23934249e-01 -1.58263304e-01 2.97011983e-01
-1.67797326e-01 2.33023921e-01 -9.78672011e-02 -2.45909170e-01
-2.55969875e-01 -4.67875011e-01 1.98274977e-01 5.05837154e-01
-3.89231952e-01]
[ 7.87203246e-02 -3.82259100e-01 -5.17313503e-02 -2.83764339e-02
-1.12430934e-01 1.99897440e-01 7.59386433e-02 1.66653347e-01
-1.70244683e-01 -3.84553099e-02 -7.22239043e-02 3.04228705e-01
-2.02013697e-01]
[ 2.03952686e-01 -2.93497021e-01 -1.20921738e-01 -9.07760310e-02
-2.10839086e-01 1.21891390e-01 2.05357508e-02 -1.43335717e-01
-5.13064568e-02 -9.66495050e-02 -1.43035128e-01 -1.82818438e-01
-1.06553672e-01]
[ -1.35290662e-01 -8.03764171e-02 3.83562057e-02 -2.55287235e-01
-5.79353511e-02 -1.41146994e-01 4.76952697e-02 -9.37665084e-03
-7.95595349e-02 -7.75791578e-03 -3.15323592e-01 -4.57372058e-01
-2.97663321e-02]
[ -1.40145070e-01 -1.38762812e-01 -6.73361113e-02 -2.65478000e-01
-3.47787215e-01 -2.88232768e-01 1.56526567e-01 1.31783318e-01
2.04181540e-02 1.09224487e-01 -2.39306625e-01 -7.58944456e-01
2.06468716e-02]
[ -1.64321827e-01 -2.37859233e-01 -2.98423775e-01 -4.44388014e-01
-2.83150893e-01 -2.09951598e-01 -3.14883328e-01 7.54934536e-02
-2.74887980e-02 -4.02042831e-01 -3.95367350e-01 -4.73713752e-01
-4.51433906e-01]
[ -1.11607293e-01 1.19899033e-01 2.26087205e-02 1.22358569e-02
-2.13774432e-01 -1.70371123e-01 -1.01709554e-01 3.47123784e-02
-1.01333470e-01 -1.45688234e-01 -1.82394696e-01 -3.17779601e-01
-2.81170556e-02]
[ -3.52594673e-01 -1.19714475e-01 -2.72986933e-01 1.77737705e-01
-2.00624551e-01 -2.28121090e-01 -8.37447621e-02 -1.49225596e-01
3.26755807e-02 -3.65626653e-02 8.72401363e-02 -2.53322613e-01
-1.91509577e-02]
[ -1.29101073e-01 -3.82732226e-02 -2.54963776e-01 5.62554774e-02
-2.21070462e-01 -2.78546429e-01 -3.60227125e-01 -2.14492612e-02
1.70438541e-02 -1.78974599e-01 -2.41870921e-01 -3.14068621e-01
3.17122581e-03]
[ -2.20278512e-01 -5.34957671e-01 -3.34957098e-01 -2.88621857e-01
-3.28577592e-01 -2.27981283e-01 -6.80302364e-03 -2.65129907e-01
8.52886790e-02 -2.24127931e-01 -1.47584834e-01 -1.81951095e-01
-6.17242657e-02]
[ -2.15653600e-01 -2.99041438e-01 -3.16570775e-01 -1.39522565e-01
-9.61844340e-02 -1.48719820e-01 -6.85282884e-02 1.13021128e-02
-1.85425865e-01 -5.05398708e-01 -2.58777506e-01 -2.09274255e-01
6.33494262e-02]
[ -1.19391533e-01 4.80806221e-03 -2.40284424e-01 -5.20211165e-01
-2.47765080e-01 -2.60188365e-01 -3.20356746e-02 -3.67758010e-01
7.82632761e-02 -9.46941041e-02 -3.91740634e-01 -1.50603121e-01
-4.32597607e-01]]
Progress: 15.3% ... Training loss: 0.260 ... Validation loss: 0.434[[-0.07336281]
[ 0.27340669]
[-0.16738636]
[ 0.87091566]
[ 0.28274253]
[-0.01948203]
[-0.84953284]
[-0.96681075]
[-0.66972893]
[-0.96738858]
[ 1.16471515]
[ 2.90595963]
[-1.78091881]]
[[ -5.36983891e-01 -4.97936834e-01 -5.84863815e-01 -1.11141517e-01
-3.02100830e-01 -5.91782676e-01 -2.85570323e-01 -3.16940070e-01
-4.87264298e-01 -4.27643438e-01 1.37919806e-01 6.82867540e-01
-6.12316491e-02]
[ 6.15339587e-03 -1.41595575e-01 5.23898873e-02 -5.20817146e-02
-4.57874734e-02 5.89501750e-02 -1.10534756e-01 2.38399566e-01
-1.20813862e-01 -1.61863523e-01 -7.99319817e-02 -1.14784388e-01
1.22405431e-01]
[ -2.08237405e-01 1.33198719e-01 -1.85436902e-02 1.30906394e-01
8.97827425e-02 -1.17019692e-01 1.51792814e-01 -5.94691555e-02
2.96011332e-01 -1.25157511e-01 2.51405357e-01 7.91180242e-01
6.87004834e-01]
[ 1.82646041e-01 -2.43342110e-01 -2.82199325e-01 -2.08219605e-02
-2.90942681e-01 4.12383546e-04 3.28848062e-02 -4.38129948e-01
1.21846278e-01 -3.30912687e-01 -2.39217540e-01 -4.12793330e-01
-7.94562448e-02]
[ 1.09272950e-01 1.47837419e-02 1.07180922e-01 -2.09078075e-02
-1.99057980e-02 7.01240660e-02 -9.89538095e-02 4.96315271e-03
3.44863231e-02 1.66107373e-01 1.22314531e-01 -1.36882673e-01
-1.84362300e-01]
[ -4.84733611e-01 -5.91123831e-01 -6.03697867e-01 -5.70855349e-01
-5.78728392e-01 -5.64203374e-01 -3.18455108e-01 -1.83295335e-01
-4.45462934e-01 -2.58966504e-01 -4.56318448e-01 -6.27246136e-01
-4.54843595e-01]
[ -4.19094645e-01 -5.76412421e-01 -3.24731750e-01 -3.43325259e-01
-4.03608474e-01 -5.61192808e-01 -4.36984980e-01 -4.80338640e-01
-3.00845370e-01 -1.91210881e-01 -4.01471252e-01 -2.78348994e-01
-3.04357813e-01]
[ -3.25047182e-01 -3.49951647e-01 -4.70100930e-01 -2.06959100e-01
-3.17097632e-01 -4.15583394e-01 -2.45223162e-01 -1.81139122e-01
-2.70193268e-01 -4.53973535e-01 -2.14189558e-01 -4.74966122e-01
-2.75807073e-01]
[ -4.72300564e-01 -3.53035574e-01 -3.75939561e-01 -1.74440382e-01
-3.41724465e-01 -2.15558451e-01 -9.57510560e-02 -4.14586701e-01
-2.69819030e-01 -4.38583572e-01 -1.64458922e-01 -2.46567020e-01
-1.51413701e-01]
[ -9.55738760e-01 -9.23069410e-01 -9.80864752e-01 -7.10234567e-01
-1.01177362e+00 -9.82984104e-01 -6.47907904e-01 -6.46422544e-01
-7.70532474e-01 -5.97999156e-01 -6.50857053e-01 -4.25090250e-01
-5.69882334e-01]
[ -5.06674966e-01 -2.71375450e-01 -4.64727222e-01 -3.31687134e-01
-3.52823893e-01 -3.57641253e-01 -5.48462536e-01 -5.61878992e-01
-6.33122441e-01 -1.08686979e-01 -4.62843305e-01 -6.19858083e-01
-4.15677052e-01]
[ -1.17164069e-01 2.16246682e-02 -3.34802919e-01 -4.10350492e-01
-1.06252530e-01 -7.24476178e-02 -1.55783488e-01 -2.91654891e-01
-1.40873062e-01 1.24718805e-01 -4.04869921e-01 -7.48750149e-01
-3.17907054e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59489356e-01 -1.14242326e-01 1.64598458e-01 -2.65827189e-01
-1.28751586e-01 1.13287726e-01 -1.26158339e-01 1.81279761e-02
-8.36850793e-02 7.23512489e-02 -1.57500795e-01 -3.32461369e-01
3.62791922e-02]
[ -8.27808770e-02 -2.62181885e-01 -1.78228442e-01 -2.85498209e-01
-4.78455018e-01 -8.49206121e-02 -3.42241269e-02 1.03138333e-02
-5.41907545e-02 2.50715315e-02 -1.86442874e-01 -2.68173055e-01
-2.42776606e-01]
[ -7.56003632e-02 -4.80105604e-03 -2.40025451e-01 -2.32274250e-01
1.35884620e-01 -1.63632857e-01 -1.79806471e-01 4.22537840e-02
-1.41152588e-02 2.98583838e-03 -1.56078228e-01 8.12225864e-02
-5.76054954e-02]
[ 2.86606926e-02 -1.58471712e-01 -1.52519674e-01 -4.31089889e-02
-1.16365624e-01 -1.07716158e-01 7.36691429e-02 -1.74528816e-01
-3.86324185e-02 -3.99360242e-02 9.77596279e-03 -1.22132579e-01
1.94497599e-02]
[ -2.85417664e-01 -1.43811359e-01 -7.25894610e-02 -1.00705861e-01
-3.05729930e-01 -2.73038610e-01 -3.60054181e-01 5.48173235e-02
-3.01963105e-01 -2.08033256e-01 1.77757508e-01 -3.07093085e-02
2.89558496e-01]
[ -2.17983031e-01 -1.26472226e-01 -8.48746305e-02 -5.75824310e-02
-8.23605621e-02 -1.15944944e-01 -5.54147448e-02 4.56037417e-02
-1.18784102e-01 -9.83363239e-03 3.58015927e-02 -1.25351890e-01
6.33679431e-04]
[ -1.56573086e-01 -6.60610339e-02 -2.25045255e-01 -3.21976440e-01
-1.51874641e-01 -2.00025001e-01 -2.57746178e-01 -7.24637040e-02
1.76056818e-01 -1.66818956e-01 -3.26007115e-01 -2.79366364e-01
-1.48648495e-01]
[ -3.67957486e-01 -7.02628278e-02 -1.46090085e-01 -1.67691736e-01
-5.45160051e-02 -3.11192862e-01 5.69476171e-02 -5.50978732e-02
-1.09093460e-01 9.61592394e-02 -1.10778693e-02 -1.86485376e-01
-1.79800251e-01]
[ -1.68212933e-01 -1.54195774e-01 -4.56951920e-02 -1.56576962e-01
-1.37265827e-01 -2.93982210e-01 -2.68941611e-02 -9.50721950e-02
-2.34676381e-01 4.96536139e-02 1.95438251e-01 -4.00919498e-02
-1.47631983e-01]
[ -1.38011854e-01 -1.73366675e-01 -1.13318862e-01 -2.61891723e-01
9.38856301e-02 -1.83258085e-02 -2.16818819e-01 -1.58813373e-01
9.10597555e-02 -1.08308261e-01 -1.29643435e-01 -8.84029688e-02
-3.48083268e-01]
[ -4.46242483e-02 -3.13877189e-02 -1.48854023e-01 -4.20643743e-02
-2.27424004e-01 6.29313520e-02 -8.60945288e-02 -5.11188326e-02
-2.33093798e-01 -8.86104246e-02 -7.04415953e-02 -3.02436897e-01
-1.79438513e-01]
[ -7.30585547e-02 2.91603028e-02 -1.29375453e-01 -3.01794589e-01
1.24104434e-01 2.05563472e-02 -2.29339947e-01 -1.74360820e-01
1.11797255e-01 -7.36105404e-02 -2.67630901e-01 -2.27651008e-01
-2.95688234e-01]
[ 8.33346955e-02 -3.15289018e-01 -8.01297582e-02 -4.43808182e-01
-2.26896440e-01 -8.80985090e-02 7.62035165e-02 1.17672270e-01
5.50324944e-03 3.12457372e-01 -5.14116960e-01 -7.21541544e-01
4.24958251e-01]
[ -2.18667577e-01 -2.52386288e-01 -1.27743006e-01 -3.00009227e-01
-3.06331744e-01 -9.20892190e-02 2.10977529e-01 4.96829839e-02
3.04222665e-01 4.82633411e-02 -3.95075905e-01 -9.20991681e-01
6.22313651e-01]
[ -9.32747414e-03 -1.93438377e-01 2.58055832e-02 -3.02838706e-01
-1.75367142e-01 1.67234319e-01 2.03252400e-01 2.65553869e-01
-1.83310805e-02 2.49907784e-01 -2.07936374e-01 -9.56185298e-01
7.02185158e-01]
[ 5.97088206e-03 -4.99747203e-02 -1.20851738e-01 -1.22304709e-01
-1.81977405e-01 -4.53956927e-02 2.95606213e-01 1.73868718e-01
2.61540453e-01 3.82187107e-01 -4.66521519e-01 -8.49863874e-01
7.18683114e-01]
[ -7.98011986e-02 -2.83679936e-01 6.23007080e-02 -3.64737368e-01
-1.51653961e-01 1.18066909e-01 3.65847502e-01 1.43168386e-01
-5.82241647e-02 1.75714008e-01 -5.49254713e-01 -8.79395411e-01
8.33155084e-01]
[ 1.23410037e-01 -9.33691148e-02 1.94176303e-02 -1.75611170e-01
-8.50318916e-02 -1.69647918e-02 2.49157243e-01 3.71181751e-01
4.11201770e-01 2.77579109e-01 -5.43887172e-01 -7.76802567e-01
5.35008147e-01]
[ -8.90427014e-03 -1.31757312e-01 1.93310990e-02 1.85953080e-02
-8.58406104e-02 -2.83839670e-01 2.75217516e-02 3.04817810e-01
-2.45357565e-02 7.72546497e-02 -2.41008004e-01 -6.69840037e-01
2.47703316e-01]
[ 7.84596833e-02 1.15981457e-01 1.86844773e-04 1.03627184e-01
-8.53153057e-02 -5.97094489e-02 -2.08161604e-01 -1.80021633e-01
-2.83301703e-01 -1.54836809e-01 -1.39827707e-01 3.26471220e-01
-2.02459374e-01]
[ 3.77115177e-02 -8.55871533e-02 1.39297846e-01 2.33040708e-01
2.57356538e-01 8.39202644e-03 -4.11465497e-01 -3.66754664e-01
-1.11102223e-01 -5.30853769e-01 1.92439324e-01 1.06625818e+00
-5.01183678e-01]
[ 3.42857231e-02 8.01213823e-02 -2.12010232e-01 5.35810765e-02
3.20296376e-02 -6.75576589e-04 -1.66560180e-01 -3.31419932e-01
-2.86347773e-01 -1.90185025e-01 -4.75518031e-02 -4.63267368e-02
-1.84163032e-01]
[ -5.58163710e-02 -2.14581068e-01 6.48971577e-02 8.53861741e-02
-1.34026085e-01 -1.34026687e-01 3.34820725e-02 -9.78599345e-03
7.62633995e-02 -3.67800824e-01 -3.17914212e-01 -2.65335555e-01
2.84887488e-02]
[ 1.43890025e-02 -2.73098157e-01 5.92805093e-02 -2.37524461e-01
-1.92601463e-01 -2.31192033e-01 -2.60938831e-01 4.55588340e-02
-8.52744363e-03 1.03065321e-01 -1.71116908e-01 1.09398470e-01
-4.84789918e-02]
[ 1.71772526e-01 5.38370262e-02 -1.04459158e-01 -2.14327080e-01
-5.68477566e-02 -1.01689042e-01 -1.89369552e-01 1.93785067e-02
-1.95271650e-01 -2.40681005e-01 -1.73288281e-01 2.55562434e-01
-1.25518299e-01]
[ -1.72592557e-01 -1.79393871e-01 -1.11402571e-01 -1.91870779e-01
-4.81889609e-02 2.69843980e-02 -1.98000204e-01 -2.09133885e-01
-1.48963082e-01 -2.66061155e-02 -1.86226034e-01 1.76030927e-01
-2.58807759e-01]
[ -3.39552958e-02 -2.11631692e-01 -1.58427678e-01 -2.06332469e-01
-5.21476856e-02 4.43097856e-02 -4.29628842e-02 -3.12054902e-02
-2.22123475e-01 -2.71695216e-01 -4.22699566e-02 -4.32352491e-02
-6.93235964e-02]
[ 1.14028745e-01 7.76499820e-02 -9.15444039e-03 -1.63987680e-01
-3.25973274e-01 8.06075541e-03 -1.58663632e-01 -2.76701733e-01
-3.15514489e-01 3.13106181e-02 -1.01994970e-01 5.84855768e-02
-8.58238803e-02]
[ -6.43883738e-02 -7.61515421e-03 -2.85422607e-01 3.09770368e-04
7.08389947e-02 1.55349162e-01 -2.39020620e-01 -1.91323375e-01
-5.99300288e-02 -7.74330297e-02 1.81372511e-01 5.75493045e-01
-9.31270008e-02]
[ 1.05754669e-01 3.55406391e-01 -2.05512825e-01 6.80668907e-01
1.24561044e-01 -2.37299863e-03 -2.62517070e-01 -4.14733674e-01
-2.66309809e-01 -4.08417524e-01 7.34058131e-01 1.02461437e+00
-8.45366317e-01]
[ -3.05612224e-02 1.92217996e-01 4.16963907e-02 2.43458554e-01
1.00610644e-02 -7.00258033e-02 -3.14907397e-01 -4.00158170e-01
-3.03457622e-01 -3.03198850e-01 5.24501232e-01 1.03110639e+00
-8.32774744e-01]
[ -5.02766912e-02 -1.23337615e-01 -1.58590756e-01 2.99868337e-01
-1.67233452e-01 2.32955573e-01 -1.00411405e-01 -2.48261921e-01
-2.58133096e-01 -4.69972968e-01 2.02009379e-01 5.16106271e-01
-3.95394569e-01]
[ 7.87053636e-02 -3.82105001e-01 -5.18420004e-02 -2.77469094e-02
-1.12209590e-01 1.99893680e-01 7.52182306e-02 1.65421330e-01
-1.70992085e-01 -3.95189115e-02 -7.06602422e-02 3.08882564e-01
-2.04799794e-01]
[ 2.03914051e-01 -2.93290573e-01 -1.20978193e-01 -8.97091277e-02
-2.10629985e-01 1.21880427e-01 1.91695389e-02 -1.44472175e-01
-5.23268240e-02 -9.72317775e-02 -1.41286216e-01 -1.76919018e-01
-1.10197412e-01]
[ -1.35253522e-01 -8.03905346e-02 3.83823835e-02 -2.54749644e-01
-5.79213322e-02 -1.41138949e-01 4.72082772e-02 -9.58280153e-03
-7.99917038e-02 -7.64954270e-03 -3.14476187e-01 -4.53192102e-01
-3.23148917e-02]
[ -1.40168534e-01 -1.38667934e-01 -6.73869823e-02 -2.65193805e-01
-3.47706967e-01 -2.88240059e-01 1.56158776e-01 1.31379927e-01
2.01253051e-02 1.08867217e-01 -2.38862011e-01 -7.58174711e-01
1.98052203e-02]
[ -1.64769197e-01 -2.36263709e-01 -2.99402395e-01 -4.39006288e-01
-2.81536865e-01 -2.10101074e-01 -3.21969714e-01 6.52672366e-02
-3.33125744e-02 -4.09923680e-01 -3.86184886e-01 -4.47710339e-01
-4.70701928e-01]
[ -1.11473417e-01 1.19197798e-01 2.30523815e-02 9.58689715e-03
-2.14495704e-01 -1.70332575e-01 -1.00090069e-01 3.73750961e-02
-1.00356469e-01 -1.43023293e-01 -1.87005387e-01 -3.27546024e-01
-2.32033387e-02]
[ -3.52613684e-01 -1.19733701e-01 -2.73036645e-01 1.78311669e-01
-2.00506465e-01 -2.28127748e-01 -8.37556075e-02 -1.49138525e-01
3.26451885e-02 -3.72126710e-02 8.79956636e-02 -2.49397562e-01
-1.86712492e-02]
[ -1.29130293e-01 -3.80607112e-02 -2.55015157e-01 5.74489009e-02
-2.20926928e-01 -2.78560782e-01 -3.61285266e-01 -2.21985845e-02
1.62405013e-02 -1.79321855e-01 -2.40613945e-01 -3.10839245e-01
4.00151468e-04]
[ -2.20413214e-01 -5.34594370e-01 -3.35183452e-01 -2.86590267e-01
-3.28128892e-01 -2.28018698e-01 -9.19116498e-03 -2.67434355e-01
8.30712388e-02 -2.26555538e-01 -1.44184056e-01 -1.71542302e-01
-6.84051470e-02]
[ -2.15715311e-01 -2.98794642e-01 -3.16762796e-01 -1.37708430e-01
-9.57539110e-02 -1.48731530e-01 -6.97822906e-02 8.85809799e-03
-1.86574391e-01 -5.07056743e-01 -2.56520464e-01 -2.04043569e-01
5.73746978e-02]
[ -1.19506202e-01 6.08164005e-03 -2.40797563e-01 -5.17110053e-01
-2.46364825e-01 -2.60257619e-01 -3.89417173e-02 -3.76433840e-01
7.39967513e-02 -1.00996446e-01 -3.84100782e-01 -1.17348110e-01
-4.52619172e-01]]
Progress: 15.4% ... Training loss: 0.278 ... Validation loss: 0.438[[-0.09230818]
[ 0.25292701]
[-0.18476454]
[ 0.84338623]
[ 0.26083252]
[-0.03818075]
[-0.88139507]
[-1.00473319]
[-0.69727302]
[-1.00476869]
[ 1.12968687]
[ 2.85651764]
[-1.8276624 ]]
[[ -5.36427058e-01 -5.00150698e-01 -5.83432577e-01 -1.22424674e-01
-3.05002695e-01 -5.91624076e-01 -2.73510910e-01 -3.00215305e-01
-4.80021828e-01 -4.11245798e-01 1.19353586e-01 6.34481841e-01
-2.91691155e-02]
[ 6.12825354e-03 -1.41483912e-01 5.23152327e-02 -5.19432688e-02
-4.57313857e-02 5.89408081e-02 -1.10875441e-01 2.37883349e-01
-1.20946714e-01 -1.62417295e-01 -7.96813320e-02 -1.15477634e-01
1.21641906e-01]
[ -2.08792268e-01 1.34192439e-01 -1.88905523e-02 1.33532695e-01
9.03598003e-02 -1.17140952e-01 1.49710287e-01 -6.19854100e-02
2.95182941e-01 -1.29155684e-01 2.53815375e-01 7.93547663e-01
6.93403100e-01]
[ 1.82388380e-01 -2.40543093e-01 -2.83733790e-01 -8.25423126e-03
-2.87616809e-01 3.18017203e-04 2.40278828e-02 -4.52073290e-01
1.15435219e-01 -3.44504239e-01 -2.16880014e-01 -3.48836871e-01
-1.09181916e-01]
[ 1.09231425e-01 1.55848513e-02 1.07143602e-01 -1.83535503e-02
-1.91550939e-02 7.01056625e-02 -1.02574386e-01 7.69986512e-04
3.24418085e-02 1.65435364e-01 1.24163551e-01 -1.25706241e-01
-1.96166890e-01]
[ -4.84320467e-01 -5.92571269e-01 -6.03059609e-01 -5.76877784e-01
-5.80125097e-01 -5.64107551e-01 -3.12697171e-01 -1.74862038e-01
-4.41877975e-01 -2.50487123e-01 -4.66146745e-01 -6.52486068e-01
-4.44866351e-01]
[ -4.18758938e-01 -5.77885019e-01 -3.23884748e-01 -3.49792133e-01
-4.05461805e-01 -5.61107547e-01 -4.30429401e-01 -4.71879101e-01
-2.96281221e-01 -1.82359457e-01 -4.11997913e-01 -3.06738098e-01
-2.85719215e-01]
[ -3.24982126e-01 -3.50419040e-01 -4.69774089e-01 -2.09118027e-01
-3.17613283e-01 -4.15562439e-01 -2.41746116e-01 -1.76879629e-01
-2.67422659e-01 -4.50554473e-01 -2.16573474e-01 -4.81906703e-01
-2.66928201e-01]
[ -4.71970422e-01 -3.54371386e-01 -3.75188949e-01 -1.79722831e-01
-3.43089884e-01 -2.15451420e-01 -9.04558221e-02 -4.08247069e-01
-2.66081958e-01 -4.32526590e-01 -1.72540737e-01 -2.66651935e-01
-1.41574153e-01]
[ -9.54787311e-01 -9.27315212e-01 -9.78538109e-01 -7.28210511e-01
-1.01626281e+00 -9.82721256e-01 -6.28581277e-01 -6.22008426e-01
-7.57088205e-01 -5.75653005e-01 -6.78931668e-01 -4.97882158e-01
-5.24845506e-01]
[ -5.06558957e-01 -2.71905540e-01 -4.64567412e-01 -3.33811291e-01
-3.53353824e-01 -3.57612926e-01 -5.47214364e-01 -5.59842221e-01
-6.31996282e-01 -1.05798413e-01 -4.65940271e-01 -6.29994627e-01
-4.13539089e-01]
[ -1.17087479e-01 2.16773173e-02 -3.34726659e-01 -4.10181076e-01
-1.06364523e-01 -7.24297215e-02 -1.55272491e-01 -2.90613819e-01
-1.40786701e-01 1.26290939e-01 -4.04519028e-01 -7.46476229e-01
-3.17747584e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59421847e-01 -1.14637719e-01 1.64755375e-01 -2.67175012e-01
-1.29051714e-01 1.13305924e-01 -1.25273440e-01 1.95963137e-02
-8.32547489e-02 7.39015613e-02 -1.59771988e-01 -3.39334761e-01
3.76528639e-02]
[ -8.26331078e-02 -2.62608067e-01 -1.78041926e-01 -2.87709120e-01
-4.78862751e-01 -8.48861194e-02 -3.21310354e-02 1.32327755e-02
-5.29585359e-02 2.77564228e-02 -1.90098065e-01 -2.77876724e-01
-2.40081628e-01]
[ -7.52520257e-02 -6.10588490e-03 -2.39435618e-01 -2.37053507e-01
1.34351486e-01 -1.63549040e-01 -1.75060324e-01 4.91384139e-02
-1.04022153e-02 1.03863347e-02 -1.63372838e-01 6.53695428e-02
-4.56073262e-02]
[ 2.88186742e-02 -1.59020200e-01 -1.52160176e-01 -4.59932593e-02
-1.17043123e-01 -1.07680704e-01 7.66272847e-02 -1.71549491e-01
-3.64581643e-02 -3.62291802e-02 5.71680583e-03 -1.33749737e-01
2.69231106e-02]
[ -2.85346408e-01 -1.44081211e-01 -7.23893891e-02 -1.02323349e-01
-3.06059849e-01 -2.73023061e-01 -3.58099241e-01 5.70049950e-02
-3.01072859e-01 -2.05949762e-01 1.74406420e-01 -4.25416794e-02
2.95025573e-01]
[ -2.18020511e-01 -1.26432833e-01 -8.49035306e-02 -5.83363062e-02
-8.24821702e-02 -1.15953883e-01 -5.54600665e-02 4.62402851e-02
-1.18768786e-01 -1.04507554e-02 3.47911017e-02 -1.24585896e-01
1.87916330e-03]
[ -1.56591481e-01 -6.59800448e-02 -2.25028292e-01 -3.21242328e-01
-1.51749610e-01 -2.00030531e-01 -2.57670425e-01 -7.21040331e-02
1.75813010e-01 -1.66840048e-01 -3.24310279e-01 -2.80187306e-01
-1.48007914e-01]
[ -3.67858593e-01 -7.11894317e-02 -1.45605843e-01 -1.70617694e-01
-5.54750627e-02 -3.11158766e-01 6.09960672e-02 -4.97419699e-02
-1.05795421e-01 1.01138604e-01 -1.71369231e-02 -2.01346911e-01
-1.68818053e-01]
[ -1.68240167e-01 -1.53996243e-01 -4.57353084e-02 -1.56476692e-01
-1.37082999e-01 -2.93984715e-01 -2.71589618e-02 -9.55547370e-02
-2.34901157e-01 4.98892017e-02 1.96358273e-01 -3.65853773e-02
-1.49415016e-01]
[ -1.37920539e-01 -1.73552368e-01 -1.13184427e-01 -2.62689377e-01
9.36621929e-02 -1.83011586e-02 -2.15598064e-01 -1.57775902e-01
9.19126790e-02 -1.07233984e-01 -1.30454698e-01 -8.97088541e-02
-3.46068702e-01]
[ -4.44706517e-02 -3.20312085e-02 -1.48527969e-01 -4.44616716e-02
-2.27936083e-01 6.29800703e-02 -8.39673784e-02 -4.87984601e-02
-2.31621638e-01 -8.65075358e-02 -7.38728815e-02 -3.10624459e-01
-1.76278028e-01]
[ -7.29680562e-02 2.88176766e-02 -1.29198254e-01 -3.02845124e-01
1.23730065e-01 2.05874169e-02 -2.28053355e-01 -1.72535184e-01
1.12844096e-01 -7.19836323e-02 -2.69125111e-01 -2.31522550e-01
-2.93621501e-01]
[ 8.33803612e-02 -3.15472188e-01 -8.00295264e-02 -4.44635829e-01
-2.27118545e-01 -8.80884921e-02 7.73779030e-02 1.19186834e-01
6.27862260e-03 3.13816313e-01 -5.15634748e-01 -7.26817893e-01
4.28349795e-01]
[ -2.18616522e-01 -2.52581149e-01 -1.27625238e-01 -3.01325590e-01
-3.06549573e-01 -9.20745181e-02 2.12473596e-01 5.08552230e-02
3.05337349e-01 4.96997722e-02 -3.96886007e-01 -9.25604489e-01
6.26045418e-01]
[ -9.23966836e-03 -1.93659761e-01 2.59614062e-02 -3.04254173e-01
-1.75741206e-01 1.67253765e-01 2.05358694e-01 2.68249038e-01
-1.69195391e-02 2.52391712e-01 -2.10996028e-01 -9.65369634e-01
7.08507265e-01]
[ 6.06863385e-03 -5.02990517e-02 -1.20703533e-01 -1.24148157e-01
-1.82359126e-01 -4.53719908e-02 2.97763459e-01 1.76112052e-01
2.62832641e-01 3.84495347e-01 -4.68645363e-01 -8.54916281e-01
7.23911416e-01]
[ -7.97891430e-02 -2.83688406e-01 6.23074176e-02 -3.64925668e-01
-1.51678172e-01 1.18069366e-01 3.66186493e-01 1.43428504e-01
-5.80654237e-02 1.75846342e-01 -5.49365993e-01 -8.80021042e-01
8.34018604e-01]
[ 1.23483506e-01 -9.36105711e-02 1.95397866e-02 -1.76430564e-01
-8.52894966e-02 -1.69481824e-02 2.50302556e-01 3.72501644e-01
4.12165026e-01 2.78671779e-01 -5.44787136e-01 -7.79224135e-01
5.37338923e-01]
[ -8.90892579e-03 -1.31659094e-01 1.92999002e-02 1.89594352e-02
-8.57691645e-02 -2.83843407e-01 2.72591706e-02 3.04896916e-01
-2.46565348e-02 7.71297142e-02 -2.40762389e-01 -6.68975672e-01
2.46796203e-01]
[ 7.85877031e-02 1.15262441e-01 4.24529398e-04 1.02048208e-01
-8.57723901e-02 -5.96840577e-02 -2.06328321e-01 -1.78000952e-01
-2.81750732e-01 -1.53083820e-01 -1.41866974e-01 3.16873530e-01
-1.97991478e-01]
[ 3.76819910e-02 -8.54815651e-02 1.39256049e-01 2.33136402e-01
2.57304688e-01 8.38751676e-03 -4.11581674e-01 -3.65790959e-01
-1.10980999e-01 -5.31092093e-01 1.91871770e-01 1.06716436e+00
-5.00210629e-01]
[ 3.42352678e-02 8.02571052e-02 -2.12089131e-01 5.39501864e-02
3.21432050e-02 -6.87051048e-04 -1.66862606e-01 -3.31846131e-01
-2.86684763e-01 -1.90891241e-01 -4.71064804e-02 -4.64467305e-02
-1.84710410e-01]
[ -5.57610835e-02 -2.14837409e-01 6.50561570e-02 8.41349303e-02
-1.34317769e-01 -1.34012813e-01 3.45684144e-02 -8.52559666e-03
7.71122263e-02 -3.66753235e-01 -3.19605396e-01 -2.69113227e-01
3.11103050e-02]
[ 1.44449719e-02 -2.73477419e-01 5.95790971e-02 -2.39414383e-01
-1.93105440e-01 -2.31170271e-01 -2.59456183e-01 4.77663936e-02
-7.71729349e-03 1.05542811e-01 -1.73514297e-01 1.04699528e-01
-4.50401753e-02]
[ 1.71767982e-01 5.38899763e-02 -1.04455540e-01 -2.14147253e-01
-5.67452239e-02 -1.01688548e-01 -1.89581543e-01 1.87861353e-02
-1.95364503e-01 -2.40324398e-01 -1.72425482e-01 2.56814474e-01
-1.26818602e-01]
[ -1.72441537e-01 -1.80367584e-01 -1.10941299e-01 -1.95371966e-01
-4.92384835e-02 2.70370997e-02 -1.94628988e-01 -2.05116039e-01
-1.46344239e-01 -2.25878463e-02 -1.91749194e-01 1.64806442e-01
-2.50617127e-01]
[ -3.40458791e-02 -2.11147959e-01 -1.58694865e-01 -2.04984200e-01
-5.16006207e-02 4.42798487e-02 -4.48965362e-02 -3.39877231e-02
-2.23495651e-01 -2.73772767e-01 -3.93305332e-02 -3.45708492e-02
-7.38043137e-02]
[ 1.14057525e-01 7.74715844e-02 -9.03653300e-03 -1.64486217e-01
-3.26132224e-01 8.07113503e-03 -1.58136347e-01 -2.75592260e-01
-3.15252329e-01 3.23174460e-02 -1.03057563e-01 5.54801730e-02
-8.42453252e-02]
[ -6.42480069e-02 -8.43271053e-03 -2.85121386e-01 -2.27748693e-03
6.99449063e-02 1.55394294e-01 -2.36950338e-01 -1.88166105e-01
-5.79699240e-02 -7.42470876e-02 1.77448203e-01 5.66305609e-01
-8.73035468e-02]
[ 1.05942370e-01 3.54775020e-01 -2.05218728e-01 6.78593445e-01
1.24016248e-01 -2.32480435e-03 -2.60984777e-01 -4.12770998e-01
-2.65193710e-01 -4.05402838e-01 7.30260527e-01 1.01315141e+00
-8.45245494e-01]
[ -3.06067394e-02 1.92665265e-01 4.16389973e-02 2.45022615e-01
1.05372491e-02 -7.00344509e-02 -3.15930358e-01 -4.00091650e-01
-3.05036053e-01 -3.03887741e-01 5.26289916e-01 1.03422621e+00
-8.36778270e-01]
[ -5.02477673e-02 -1.23405628e-01 -1.58559603e-01 2.99553071e-01
-1.67302123e-01 2.32963202e-01 -9.98630361e-02 -2.47831868e-01
-2.57904258e-01 -4.69638746e-01 2.01410578e-01 5.14229252e-01
-3.95156359e-01]
[ 7.87133542e-02 -3.82122315e-01 -5.18260517e-02 -2.78114722e-02
-1.12229691e-01 1.99896208e-01 7.53012618e-02 1.65515322e-01
-1.70943773e-01 -3.94313767e-02 -7.07185444e-02 3.08670182e-01
-2.04740068e-01]
[ 2.04008820e-01 -2.93531486e-01 -1.20820958e-01 -9.08288740e-02
-2.10949341e-01 1.21901719e-01 2.02283053e-02 -1.43131023e-01
-5.14585578e-02 -9.57789461e-02 -1.43172119e-01 -1.80660480e-01
-1.07396874e-01]
[ -1.35204185e-01 -8.06497482e-02 3.85389491e-02 -2.55904725e-01
-5.82276855e-02 -1.41125188e-01 4.84005343e-02 -8.22313757e-03
-7.92326785e-02 -6.33357743e-03 -3.16376522e-01 -4.58171470e-01
-2.92787462e-02]
[ -1.40095173e-01 -1.38999874e-01 -6.72329786e-02 -2.66597718e-01
-3.48004900e-01 -2.88222754e-01 1.57890294e-01 1.33397282e-01
2.13747199e-02 1.10646487e-01 -2.40995508e-01 -7.62578121e-01
2.31611006e-02]
[ -1.64531463e-01 -2.36918398e-01 -2.99037417e-01 -4.42472895e-01
-2.82278905e-01 -2.10035758e-01 -3.19028840e-01 6.79564436e-02
-3.09234591e-02 -4.07739790e-01 -3.89769729e-01 -4.50686327e-01
-4.67591907e-01]
[ -1.11470122e-01 1.19039758e-01 2.31336855e-02 9.70234689e-03
-2.14671542e-01 -1.70323132e-01 -9.96347397e-02 3.89767525e-02
-1.00026140e-01 -1.41382906e-01 -1.87228381e-01 -3.30046480e-01
-2.14309241e-02]
[ -3.52427203e-01 -1.20536107e-01 -2.72480858e-01 1.73444458e-01
-2.01451222e-01 -2.28075562e-01 -7.85356699e-02 -1.42626325e-01
3.56557547e-02 -2.97354440e-02 8.06660284e-02 -2.66052050e-01
-6.29417084e-03]
[ -1.28990492e-01 -3.88997771e-02 -2.54693796e-01 5.49001801e-02
-2.21777557e-01 -2.78523556e-01 -3.58974686e-01 -1.86101743e-02
1.83822410e-02 -1.75828821e-01 -2.44599721e-01 -3.19832928e-01
6.60908019e-03]
[ -2.20293289e-01 -5.35174479e-01 -3.34811496e-01 -2.88761837e-01
-3.28868860e-01 -2.27982320e-01 -6.15259390e-03 -2.63006454e-01
8.53980332e-02 -2.22465807e-01 -1.49570059e-01 -1.84162499e-01
-6.07548022e-02]
[ -2.15473547e-01 -2.99651132e-01 -3.16179563e-01 -1.41917991e-01
-9.68843974e-02 -1.48666382e-01 -6.50287410e-02 1.56594581e-02
-1.83743040e-01 -5.01490534e-01 -2.63953246e-01 -2.25819006e-01
6.98985117e-02]
[ -1.19291155e-01 5.24919648e-03 -2.40513468e-01 -5.19892518e-01
-2.46912214e-01 -2.60214246e-01 -3.65747620e-02 -3.74562614e-01
7.56236458e-02 -9.86400750e-02 -3.86979438e-01 -1.32482394e-01
-4.48927512e-01]]
Progress: 15.4% ... Training loss: 0.255 ... Validation loss: 0.439[[-0.09575664]
[ 0.25689783]
[-0.18056085]
[ 0.84596359]
[ 0.26667844]
[-0.03703786]
[-0.87033848]
[-0.99225759]
[-0.68465856]
[-1.00058374]
[ 1.13135329]
[ 2.86236144]
[-1.79782746]]
[[ -5.35509937e-01 -5.01862520e-01 -5.82403271e-01 -1.30123752e-01
-3.06592545e-01 -5.91345346e-01 -2.65022850e-01 -2.92875010e-01
-4.73579972e-01 -4.02174472e-01 1.08059206e-01 5.96564048e-01
-1.72762788e-02]
[ 6.10682610e-03 -1.41147217e-01 5.21961888e-02 -5.12443703e-02
-4.55026647e-02 5.89182336e-02 -1.11938374e-01 2.36996032e-01
-1.22069845e-01 -1.63187599e-01 -7.87489109e-02 -1.13320061e-01
1.18517067e-01]
[ -2.09975835e-01 1.38604927e-01 -2.13296112e-02 1.49572865e-01
9.45365563e-02 -1.17635586e-01 1.32615678e-01 -8.39589986e-02
2.80766568e-01 -1.46708000e-01 2.76783516e-01 8.52312169e-01
6.53839500e-01]
[ 1.83379462e-01 -2.43696152e-01 -2.82531450e-01 -2.00781329e-02
-2.90930921e-01 7.45883057e-04 3.26810083e-02 -4.45023546e-01
1.24577645e-01 -3.36526378e-01 -2.32584629e-01 -4.02336052e-01
-8.86399961e-02]
[ 1.09840961e-01 1.29623745e-02 1.08817450e-01 -2.78560100e-02
-2.15621652e-02 7.03875933e-02 -9.11905337e-02 1.40382583e-02
4.10549932e-02 1.76582282e-01 1.08525560e-01 -1.65407889e-01
-1.70721972e-01]
[ -4.83949594e-01 -5.93411773e-01 -6.02507938e-01 -5.80387247e-01
-5.81055254e-01 -5.63976274e-01 -3.09780825e-01 -1.69715090e-01
-4.39762719e-01 -2.45841532e-01 -4.72143409e-01 -6.71271506e-01
-4.41169041e-01]
[ -4.18811403e-01 -5.77776922e-01 -3.24138553e-01 -3.49793770e-01
-4.05031593e-01 -5.61159013e-01 -4.31363987e-01 -4.73817466e-01
-2.97074165e-01 -1.84175107e-01 -4.10626092e-01 -3.06211305e-01
-2.86498112e-01]
[ -3.25447754e-01 -3.48462554e-01 -4.70867815e-01 -2.02111981e-01
-3.15933710e-01 -4.15760563e-01 -2.50785461e-01 -1.87653002e-01
-2.75115933e-01 -4.58153208e-01 -2.07733114e-01 -4.60115778e-01
-2.90561338e-01]
[ -4.71662165e-01 -3.54852647e-01 -3.75002530e-01 -1.81568991e-01
-3.43311902e-01 -2.15376648e-01 -8.86484196e-02 -4.08541901e-01
-2.64195565e-01 -4.30709248e-01 -1.75715403e-01 -2.78317316e-01
-1.41850667e-01]
[ -9.54952023e-01 -9.26111211e-01 -9.79045503e-01 -7.24066265e-01
-1.01502051e+00 -9.82848259e-01 -6.34607020e-01 -6.28994512e-01
-7.62775937e-01 -5.78082764e-01 -6.75710547e-01 -4.94962155e-01
-5.43913161e-01]
[ -5.06617825e-01 -2.71320675e-01 -4.64965759e-01 -3.32871862e-01
-3.52825394e-01 -3.57667301e-01 -5.49025451e-01 -5.62328821e-01
-6.33420605e-01 -1.08196542e-01 -4.64148038e-01 -6.29780954e-01
-4.17929765e-01]
[ -1.16702861e-01 2.06312711e-02 -3.34430359e-01 -4.13615965e-01
-1.07177639e-01 -7.22918854e-02 -1.52685844e-01 -2.89000755e-01
-1.38159216e-01 1.28167375e-01 -4.08491530e-01 -7.57743005e-01
-3.15280490e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59341739e-01 -1.14771514e-01 1.64872018e-01 -2.68104208e-01
-1.29212173e-01 1.13338313e-01 -1.24748719e-01 2.05519271e-02
-8.28874233e-02 7.45082786e-02 -1.60851062e-01 -3.41759212e-01
3.84816135e-02]
[ -8.25404409e-02 -2.62910866e-01 -1.77821308e-01 -2.88442289e-01
-4.79086542e-01 -8.48546851e-02 -3.12846856e-02 1.51833674e-02
-5.24873191e-02 2.98666439e-02 -1.92418037e-01 -2.84010490e-01
-2.39667575e-01]
[ -7.49562650e-02 -6.84450447e-03 -2.39054553e-01 -2.40163363e-01
1.33458154e-01 -1.63445435e-01 -1.72729714e-01 5.24028528e-02
-8.26302983e-03 1.36371396e-02 -1.67393846e-01 5.13982481e-02
-4.11095097e-02]
[ 2.86516822e-02 -1.58764030e-01 -1.52381458e-01 -4.47436889e-02
-1.16553315e-01 -1.07745881e-01 7.51304364e-02 -1.73630811e-01
-3.77971334e-02 -3.83678429e-02 7.96058777e-03 -1.25135162e-01
2.42791786e-02]
[ -2.85200880e-01 -1.44238694e-01 -7.23094443e-02 -1.03802200e-01
-3.06180623e-01 -2.72997170e-01 -3.56496327e-01 5.78461859e-02
-2.99836460e-01 -2.05120643e-01 1.72980559e-01 -5.07246860e-02
2.99519138e-01]
[ -2.18197394e-01 -1.25992632e-01 -8.52504973e-02 -5.65928869e-02
-8.19934420e-02 -1.16021854e-01 -5.76506337e-02 4.40021671e-02
-1.20714031e-01 -1.29651625e-02 3.71320413e-02 -1.20330911e-01
-3.32697031e-03]
[ -1.56768011e-01 -6.50832546e-02 -2.25533400e-01 -3.18176460e-01
-1.50986791e-01 -2.00117724e-01 -2.62124495e-01 -7.82792208e-02
1.71641183e-01 -1.70305928e-01 -3.20644880e-01 -2.70566888e-01
-1.60706031e-01]
[ -3.68086355e-01 -7.03284326e-02 -1.46074368e-01 -1.67452721e-01
-5.47106377e-02 -3.11242702e-01 5.71539715e-02 -5.35600862e-02
-1.08663734e-01 9.78252318e-02 -1.29398959e-02 -1.90490862e-01
-1.77640278e-01]
[ -1.68207726e-01 -1.54055914e-01 -4.56493952e-02 -1.56953382e-01
-1.37228986e-01 -2.93980533e-01 -2.67063290e-02 -9.54591714e-02
-2.34617292e-01 5.02228072e-02 1.94674841e-01 -4.19516497e-02
-1.49709409e-01]
[ -1.37690379e-01 -1.73844229e-01 -1.13158928e-01 -2.63404861e-01
9.36821007e-02 -1.82480119e-02 -2.15008301e-01 -1.58813964e-01
9.29655120e-02 -1.06283114e-01 -1.31098505e-01 -9.43565022e-02
-3.47807234e-01]
[ -4.44703886e-02 -3.20316254e-02 -1.48527670e-01 -4.44634437e-02
-2.27936438e-01 6.29801949e-02 -8.39641797e-02 -4.87951021e-02
-2.31619911e-01 -8.65051583e-02 -7.38746347e-02 -3.10625771e-01
-1.76272408e-01]
[ -7.29357794e-02 2.87909812e-02 -1.29175796e-01 -3.02975149e-01
1.23706683e-01 2.05973787e-02 -2.27670146e-01 -1.72154761e-01
1.13131328e-01 -7.15864779e-02 -2.69356503e-01 -2.32273925e-01
-2.93449209e-01]
[ 8.33997755e-02 -3.15524101e-01 -7.99942635e-02 -4.44926655e-01
-2.27177145e-01 -8.80826838e-02 7.77178643e-02 1.19632341e-01
6.54403874e-03 3.14232288e-01 -5.15996514e-01 -7.28204972e-01
4.29490072e-01]
[ -2.18712504e-01 -2.52230973e-01 -1.27783705e-01 -3.00103000e-01
-3.06246542e-01 -9.21157019e-02 2.10464959e-01 4.86311040e-02
3.03464742e-01 4.85497634e-02 -3.95458918e-01 -9.21464515e-01
6.21731038e-01]
[ -9.31534701e-03 -1.93532523e-01 2.58703730e-02 -3.03685809e-01
-1.75651638e-01 1.67227342e-01 2.04572058e-01 2.67505949e-01
-1.75340564e-02 2.51687461e-01 -2.10571912e-01 -9.65546433e-01
7.06645083e-01]
[ 6.00987960e-03 -5.01481814e-02 -1.20782689e-01 -1.23754474e-01
-1.82286911e-01 -4.53927874e-02 2.97226271e-01 1.75233403e-01
2.62304875e-01 3.83960444e-01 -4.68555824e-01 -8.55454980e-01
7.22812010e-01]
[ -7.98526887e-02 -2.83544075e-01 6.21979160e-02 -3.64281689e-01
-1.51508956e-01 1.18041047e-01 3.65176006e-01 1.42401158e-01
-5.88416536e-02 1.74920876e-01 -5.48758367e-01 -8.79135999e-01
8.32285793e-01]
[ 1.23457254e-01 -9.35049869e-02 1.94934318e-02 -1.76086408e-01
-8.51822285e-02 -1.69633108e-02 2.49745801e-01 3.72221644e-01
4.11748378e-01 2.78338896e-01 -5.44489335e-01 -7.78781211e-01
5.36554972e-01]
[ -9.02999167e-03 -1.31345935e-01 1.90722585e-02 2.00687736e-02
-8.54309236e-02 -2.83887262e-01 2.57276390e-02 3.03571783e-01
-2.57562297e-02 7.54910532e-02 -2.39662335e-01 -6.68118185e-01
2.44452878e-01]
[ 7.90038275e-02 1.14225462e-01 9.80496076e-04 9.76790489e-02
-8.66891629e-02 -5.95430296e-02 -2.01977632e-01 -1.75028196e-01
-2.78336081e-01 -1.48895098e-01 -1.47534744e-01 2.96925898e-01
-1.88653838e-01]
[ 3.78995559e-02 -8.58650460e-02 1.39552948e-01 2.31822928e-01
2.56975030e-01 8.44486435e-03 -4.10411704e-01 -3.64029162e-01
-1.09997400e-01 -5.28876492e-01 1.89330226e-01 1.05767453e+00
-5.00381325e-01]
[ 3.41938268e-02 8.03166434e-02 -2.12154934e-01 5.43464484e-02
3.21784690e-02 -6.96297091e-04 -1.67188802e-01 -3.31809385e-01
-2.87029670e-01 -1.91456225e-01 -4.66378173e-02 -4.62152530e-02
-1.85842284e-01]
[ -5.57835060e-02 -2.14728435e-01 6.50070886e-02 8.44294805e-02
-1.34220448e-01 -1.34020884e-01 3.42186189e-02 -9.12822721e-03
7.66520593e-02 -3.67015792e-01 -3.19076236e-01 -2.67615189e-01
3.00641412e-02]
[ 1.43690910e-02 -2.73178986e-01 5.94253298e-02 -2.38695187e-01
-1.92846194e-01 -2.31197596e-01 -2.60459350e-01 4.70052650e-02
-8.58667067e-03 1.04436294e-01 -1.72493746e-01 1.07870986e-01
-4.70493273e-02]
[ 1.71639438e-01 5.41678519e-02 -1.04615784e-01 -2.13191696e-01
-5.64593085e-02 -1.01730692e-01 -1.90651949e-01 1.77467066e-02
-1.96257040e-01 -2.41386970e-01 -1.71358219e-01 2.59585814e-01
-1.28902608e-01]
[ -1.72583586e-01 -1.79983614e-01 -1.11332107e-01 -1.94407915e-01
-4.88011954e-02 2.69846242e-02 -1.96172936e-01 -2.08151506e-01
-1.47399711e-01 -2.57905260e-02 -1.89054505e-01 1.75589240e-01
-2.54577921e-01]
[ -3.40818102e-02 -2.11058696e-01 -1.58762903e-01 -2.04543341e-01
-5.14729607e-02 4.42605053e-02 -4.53235891e-02 -3.45841495e-02
-2.23911359e-01 -2.74123324e-01 -3.85752367e-02 -3.28682678e-02
-7.53025219e-02]
[ 1.14078471e-01 7.74916657e-02 -8.97325915e-03 -1.64363121e-01
-3.26117727e-01 8.07689359e-03 -1.58351314e-01 -2.75946631e-01
-3.15602596e-01 3.27323706e-02 -1.02636012e-01 5.69934461e-02
-8.55523997e-02]
[ -6.42941631e-02 -7.85217320e-03 -2.85442864e-01 -7.66462122e-04
7.05885458e-02 1.55336605e-01 -2.38641841e-01 -1.90667511e-01
-5.92051927e-02 -7.63521783e-02 1.80061072e-01 5.71628023e-01
-9.13855178e-02]
[ 1.06209377e-01 3.54041731e-01 -2.04956263e-01 6.76019526e-01
1.23384151e-01 -2.23735324e-03 -2.58823212e-01 -4.10974742e-01
-2.63204879e-01 -4.03157084e-01 7.26873357e-01 1.00501972e+00
-8.42719732e-01]
[ -3.03965253e-02 1.92066580e-01 4.19967464e-02 2.43170013e-01
1.00504207e-02 -6.99544496e-02 -3.14183914e-01 -3.97912459e-01
-3.03532173e-01 -3.01068522e-01 5.22669016e-01 1.02495997e+00
-8.34804763e-01]
[ -5.02927580e-02 -1.23117386e-01 -1.58709968e-01 3.00961174e-01
-1.67043381e-01 2.32939355e-01 -1.01146580e-01 -2.49303483e-01
-2.58672501e-01 -4.70672876e-01 2.03780109e-01 5.20388761e-01
-3.98516091e-01]
[ 7.87784299e-02 -3.82255372e-01 -5.17336730e-02 -2.83123687e-02
-1.12395302e-01 1.99921763e-01 7.61290756e-02 1.66700276e-01
-1.70381446e-01 -3.83863382e-02 -7.15789045e-02 3.05485208e-01
-2.03537381e-01]
[ 2.04014124e-01 -2.93511761e-01 -1.20839765e-01 -9.07640297e-02
-2.10927948e-01 1.21900479e-01 2.02627858e-02 -1.42748789e-01
-5.15086112e-02 -9.56867353e-02 -1.43204919e-01 -1.80595497e-01
-1.07618533e-01]
[ -1.35236397e-01 -8.04822915e-02 3.84604772e-02 -2.55352662e-01
-5.80942773e-02 -1.41139619e-01 4.78361745e-02 -8.90389429e-03
-7.97833067e-02 -6.86726006e-03 -3.15838191e-01 -4.56630494e-01
-3.06177278e-02]
[ -1.40144879e-01 -1.38805108e-01 -6.73374105e-02 -2.65759768e-01
-3.47851637e-01 -2.88237727e-01 1.56915360e-01 1.32299787e-01
2.04715392e-02 1.09766531e-01 -2.39906479e-01 -7.59672565e-01
2.03363581e-02]
[ -1.64569019e-01 -2.36365707e-01 -2.99482989e-01 -4.41227825e-01
-2.81810171e-01 -2.10071082e-01 -3.21106397e-01 6.39963660e-02
-3.29871828e-02 -4.11026533e-01 -3.86408030e-01 -4.39783659e-01
-4.75280875e-01]
[ -1.11497689e-01 1.19432062e-01 2.30790194e-02 1.14716955e-02
-2.14404763e-01 -1.70350465e-01 -1.01898423e-01 3.76816067e-02
-1.01714227e-01 -1.41631108e-01 -1.85505253e-01 -3.26903832e-01
-2.67608216e-02]
[ -3.52395313e-01 -1.20582809e-01 -2.72445290e-01 1.72738074e-01
-2.01558530e-01 -2.28065190e-01 -7.79153671e-02 -1.41960393e-01
3.60099695e-02 -2.89730209e-02 7.96129851e-02 -2.71297046e-01
-4.38147888e-03]
[ -1.28777808e-01 -3.92720017e-02 -2.54562666e-01 5.35903183e-02
-2.22201701e-01 -2.78433493e-01 -3.58955922e-01 -1.95113300e-02
1.89757502e-02 -1.75000974e-01 -2.46224026e-01 -3.23479542e-01
4.94053733e-03]
[ -2.20564709e-01 -5.34763880e-01 -3.35091770e-01 -2.87273293e-01
-3.28450421e-01 -2.28072231e-01 -8.56911569e-03 -2.64228523e-01
8.33315727e-02 -2.24722565e-01 -1.48739058e-01 -1.84278062e-01
-6.43643532e-02]
[ -2.15690418e-01 -2.98935490e-01 -3.16634451e-01 -1.38461197e-01
-9.58540106e-02 -1.48782158e-01 -6.84752286e-02 1.20512725e-02
-1.86457243e-01 -5.03835293e-01 -2.59274884e-01 -2.14439405e-01
6.10566508e-02]
[ -1.18821278e-01 4.33970749e-03 -2.40054207e-01 -5.24187242e-01
-2.47607492e-01 -2.60089876e-01 -3.22597626e-02 -3.72101534e-01
7.87238254e-02 -9.50453365e-02 -3.93855427e-01 -1.57033237e-01
-4.44692622e-01]]
Progress: 15.5% ... Training loss: 0.254 ... Validation loss: 0.443[[-0.07544555]
[ 0.26640449]
[-0.1671912 ]
[ 0.87084747]
[ 0.27945925]
[-0.0197624 ]
[-0.85268183]
[-0.97366554]
[-0.66761306]
[-0.98271264]
[ 1.14719443]
[ 2.88326948]
[-1.77367802]]
[[ -5.36334804e-01 -5.00148714e-01 -5.83674198e-01 -1.19571320e-01
-3.04465111e-01 -5.91617079e-01 -2.70126050e-01 -3.00993253e-01
-4.78222362e-01 -4.10943706e-01 1.21907204e-01 6.33316489e-01
-3.44140808e-02]
[ 5.79848254e-03 -1.40353684e-01 5.15738997e-02 -4.82177272e-02
-4.47791159e-02 5.87986921e-02 -1.15046305e-01 2.32336249e-01
-1.24301883e-01 -1.67200641e-01 -7.49417382e-02 -1.05984910e-01
1.11840076e-01]
[ -2.09534353e-01 1.36127574e-01 -1.98471139e-02 1.42316896e-01
9.25213167e-02 -1.17376506e-01 1.41640440e-01 -6.94514378e-02
2.86064657e-01 -1.33243358e-01 2.64844410e-01 8.34335585e-01
6.71879858e-01]
[ 1.81938844e-01 -2.38289481e-01 -2.85417160e-01 3.72039357e-04
-2.86069154e-01 1.53643116e-04 1.45778579e-02 -4.64006789e-01
1.09850164e-01 -3.55549042e-01 -2.05453152e-01 -3.46741442e-01
-1.35951332e-01]
[ 1.10363491e-01 1.07103305e-02 1.09963772e-01 -3.78422172e-02
-2.37494177e-02 7.06003389e-02 -8.55056830e-02 2.05549120e-02
4.77807763e-02 1.82393561e-01 9.73858164e-02 -1.97172626e-01
-1.45744458e-01]
[ -4.84356282e-01 -5.92571426e-01 -6.03235837e-01 -5.77161111e-01
-5.80227168e-01 -5.64145123e-01 -3.13022841e-01 -1.76436842e-01
-4.41427123e-01 -2.52313959e-01 -4.67991470e-01 -6.66439041e-01
-4.46835030e-01]
[ -4.19583965e-01 -5.75650216e-01 -3.25487317e-01 -3.38163906e-01
-4.02734448e-01 -5.61392364e-01 -4.38959073e-01 -4.83199505e-01
-3.03889746e-01 -1.92937074e-01 -3.94571747e-01 -2.67668195e-01
-3.13673762e-01]
[ -3.25556152e-01 -3.49267133e-01 -4.70659504e-01 -2.05220708e-01
-3.16505415e-01 -4.15769285e-01 -2.48163594e-01 -1.84542967e-01
-2.73542140e-01 -4.55417167e-01 -2.13935830e-01 -4.68797309e-01
-2.82262323e-01]
[ -4.71887606e-01 -3.54555610e-01 -3.75173815e-01 -1.78822027e-01
-3.42934531e-01 -2.15456009e-01 -9.14859390e-02 -4.09329103e-01
-2.65993113e-01 -4.31699661e-01 -1.73539472e-01 -2.75827752e-01
-1.49499828e-01]
[ -9.55200711e-01 -9.26756385e-01 -9.79167395e-01 -7.22662387e-01
-1.01522050e+00 -9.82887115e-01 -6.33618118e-01 -6.29992551e-01
-7.62074021e-01 -5.79062468e-01 -6.74767080e-01 -4.92846274e-01
-5.46898585e-01]
[ -5.07466545e-01 -2.69161546e-01 -4.66317703e-01 -3.22301396e-01
-3.50569730e-01 -3.57963052e-01 -5.56791004e-01 -5.70753167e-01
-6.39656269e-01 -1.16323955e-01 -4.51877838e-01 -5.98447021e-01
-4.38741980e-01]
[ -1.17118543e-01 2.15768252e-02 -3.34996161e-01 -4.11096072e-01
-1.06302414e-01 -7.24475617e-02 -1.56961947e-01 -2.93359328e-01
-1.41329206e-01 1.23785725e-01 -4.05525700e-01 -7.54009211e-01
-3.23674636e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59707936e-01 -1.14104307e-01 1.64230024e-01 -2.65497443e-01
-1.28427270e-01 1.13185277e-01 -1.28127945e-01 1.54638773e-02
-8.48594574e-02 6.97072405e-02 -1.57656829e-01 -3.36321999e-01
3.30137970e-02]
[ -8.26929839e-02 -2.62539075e-01 -1.78028035e-01 -2.87219159e-01
-4.78818853e-01 -8.49037833e-02 -3.19642274e-02 1.28622098e-02
-5.30026449e-02 2.73488629e-02 -1.90706901e-01 -2.81647480e-01
-2.40563002e-01]
[ -7.49277727e-02 -6.90644342e-03 -2.39004665e-01 -2.40336788e-01
1.33389023e-01 -1.63438386e-01 -1.72490135e-01 5.28039953e-02
-8.08201870e-03 1.40777885e-02 -1.67589647e-01 5.10524387e-02
-4.07658377e-02]
[ 2.82830615e-02 -1.57835427e-01 -1.53065273e-01 -4.07505842e-02
-1.15615119e-01 -1.07849726e-01 7.14438853e-02 -1.78309743e-01
-4.06667631e-02 -4.37474028e-02 1.46049264e-02 -1.07175436e-01
1.46671680e-02]
[ -2.85500070e-01 -1.43336979e-01 -7.28055019e-02 -9.79339210e-02
-3.05163373e-01 -2.73093503e-01 -3.59358227e-01 5.39949004e-02
-3.02813227e-01 -2.07666515e-01 1.80506462e-01 -3.55902520e-02
2.85571636e-01]
[ -2.18365957e-01 -1.25878445e-01 -8.54743199e-02 -5.57446658e-02
-8.17688647e-02 -1.16070162e-01 -5.85228187e-02 4.27206450e-02
-1.21744860e-01 -1.41751844e-02 3.80948284e-02 -1.10857339e-01
-6.26859380e-03]
[ -1.56800583e-01 -6.55617646e-02 -2.25351707e-01 -3.20043645e-01
-1.51357039e-01 -2.00102363e-01 -2.60549204e-01 -7.62583918e-02
1.72835612e-01 -1.68454226e-01 -3.24747377e-01 -2.77523201e-01
-1.55769140e-01]
[ -3.67992579e-01 -7.07393711e-02 -1.45821912e-01 -1.69029216e-01
-5.50237610e-02 -3.11214749e-01 5.90511045e-02 -5.14254437e-02
-1.07215563e-01 9.97270174e-02 -1.52600628e-02 -1.98802232e-01
-1.72672217e-01]
[ -1.68524807e-01 -1.53254695e-01 -4.61174627e-02 -1.53542072e-01
-1.36501513e-01 -2.94093900e-01 -3.04098952e-02 -9.81767544e-02
-2.37502303e-01 4.73462635e-02 1.98451288e-01 -3.46739990e-02
-1.57589813e-01]
[ -1.37687413e-01 -1.73713978e-01 -1.13221917e-01 -2.62845351e-01
9.38089175e-02 -1.82498087e-02 -2.15245775e-01 -1.59312574e-01
9.28685105e-02 -1.06634246e-01 -1.30235070e-01 -9.17701662e-02
-3.49222068e-01]
[ -4.46069079e-02 -3.20021075e-02 -1.48562652e-01 -4.33887070e-02
-2.27815566e-01 6.29328449e-02 -8.48989118e-02 -4.84276460e-02
-2.32224665e-01 -8.66730878e-02 -7.35070732e-02 -3.11418873e-01
-1.77738664e-01]
[ -7.27328164e-02 2.82573877e-02 -1.28881014e-01 -3.04448865e-01
1.23182307e-01 2.06698678e-02 -2.26079727e-01 -1.70422649e-01
1.14555331e-01 -6.94195020e-02 -2.71604380e-01 -2.38915665e-01
-2.92263745e-01]
[ 8.33415329e-02 -3.15494470e-01 -8.00422538e-02 -4.44982082e-01
-2.27168327e-01 -8.80980985e-02 7.78101087e-02 1.19531778e-01
6.34105479e-03 3.13963634e-01 -5.16190394e-01 -7.30122853e-01
4.29321486e-01]
[ -2.18718550e-01 -2.52207393e-01 -1.27791409e-01 -3.00202490e-01
-3.06246224e-01 -9.21172934e-02 2.10534543e-01 4.87356879e-02
3.03498842e-01 4.85767052e-02 -3.95770209e-01 -9.22592052e-01
6.21953145e-01]
[ -9.42132575e-03 -1.93362771e-01 2.57385509e-02 -3.03682591e-01
-1.75499034e-01 1.67186770e-01 2.04072460e-01 2.67127184e-01
-1.79529957e-02 2.50694750e-01 -2.10754405e-01 -9.68158762e-01
7.06238929e-01]
[ 5.81022694e-03 -4.96508739e-02 -1.21022808e-01 -1.21985433e-01
-1.81867682e-01 -4.54630638e-02 2.94775964e-01 1.73130294e-01
2.60380904e-01 3.81940617e-01 -4.66830553e-01 -8.52375702e-01
7.17570438e-01]
[ -7.98670204e-02 -2.83462337e-01 6.21296221e-02 -3.64202486e-01
-1.51427026e-01 1.18029071e-01 3.64963358e-01 1.42192119e-01
-5.89604966e-02 1.74622198e-01 -5.48669208e-01 -8.78976510e-01
8.31962228e-01]
[ 1.23412592e-01 -9.34279537e-02 1.94619715e-02 -1.76087328e-01
-8.51317511e-02 -1.69777372e-02 2.49477202e-01 3.72306090e-01
4.11545587e-01 2.78124035e-01 -5.44656542e-01 -7.79536665e-01
5.36538187e-01]
[ -9.09517458e-03 -1.31188739e-01 1.89670914e-02 2.08190612e-02
-8.52983533e-02 -2.83910426e-01 2.50219602e-02 3.03267905e-01
-2.63359555e-02 7.50475218e-02 -2.38805117e-01 -6.66379428e-01
2.42634438e-01]
[ 7.88839224e-02 1.14529027e-01 8.07547348e-04 9.91692181e-02
-8.64576242e-02 -5.95828628e-02 -2.02934241e-01 -1.76882126e-01
-2.78851075e-01 -1.50807901e-01 -1.45867416e-01 3.00389615e-01
-1.90786656e-01]
[ 3.75286597e-02 -8.47990114e-02 1.38752680e-01 2.39406361e-01
2.58504656e-01 8.29388346e-03 -4.13993392e-01 -3.68845069e-01
-1.13289586e-01 -5.32783050e-01 1.98728247e-01 1.08061102e+00
-5.15088873e-01]
[ 3.41491803e-02 8.04012253e-02 -2.12207192e-01 5.49505673e-02
3.22728432e-02 -7.07766001e-04 -1.67792230e-01 -3.32530760e-01
-2.87268295e-01 -1.92141704e-01 -4.58251985e-02 -4.43934613e-02
-1.86983763e-01]
[ -5.58662021e-02 -2.14562943e-01 6.48518771e-02 8.50710363e-02
-1.34056541e-01 -1.34052028e-01 3.35427010e-02 -9.90945483e-03
7.63173603e-02 -3.67468966e-01 -3.18683051e-01 -2.66655784e-01
2.89671666e-02]
[ 1.42062603e-02 -2.72889288e-01 5.92330281e-02 -2.37453553e-01
-1.92514608e-01 -2.31244539e-01 -2.61813691e-01 4.45353713e-02
-9.96618577e-03 1.02737936e-01 -1.70711223e-01 1.14112917e-01
-5.09410839e-02]
[ 1.71512829e-01 5.46610534e-02 -1.04922054e-01 -2.11814595e-01
-5.59599817e-02 -1.01773894e-01 -1.92103684e-01 1.50591917e-02
-1.97503857e-01 -2.43279486e-01 -1.68818844e-01 2.67593574e-01
-1.33096190e-01]
[ -1.72573290e-01 -1.80321143e-01 -1.11250158e-01 -1.95819646e-01
-4.91175945e-02 2.69917898e-02 -1.94938507e-01 -2.06746657e-01
-1.46092703e-01 -2.49796751e-02 -1.91465768e-01 1.68726692e-01
-2.49952103e-01]
[ -3.40258907e-02 -2.11277784e-01 -1.58630534e-01 -2.05498909e-01
-5.17147287e-02 4.42868024e-02 -4.41472281e-02 -3.30326214e-02
-2.22997252e-01 -2.72862891e-01 -4.05080649e-02 -3.80633295e-02
-7.21245949e-02]
[ 1.13973866e-01 7.71838710e-02 -8.91012933e-03 -1.65049556e-01
-3.26301521e-01 8.06640709e-03 -1.58063327e-01 -2.75472443e-01
-3.15421517e-01 3.27518141e-02 -1.03756430e-01 5.70954294e-02
-8.35070122e-02]
[ -6.44063591e-02 -7.43092976e-03 -2.85679924e-01 1.05510443e-03
7.10314909e-02 1.55287598e-01 -2.40286367e-01 -1.93320396e-01
-6.05702658e-02 -7.87990887e-02 1.83781042e-01 5.79455924e-01
-9.64015915e-02]
[ 1.06390740e-01 3.53108314e-01 -2.04558024e-01 6.73733041e-01
1.22530735e-01 -2.15849018e-03 -2.56318494e-01 -4.08644083e-01
-2.61480964e-01 -4.00274110e-01 7.23456736e-01 9.99747398e-01
-8.39825548e-01]
[ -3.04655160e-02 1.92238087e-01 4.19309978e-02 2.44558082e-01
1.02849670e-02 -6.99682637e-02 -3.14971412e-01 -3.97622489e-01
-3.03884679e-01 -3.01738427e-01 5.23978656e-01 1.02726795e+00
-8.37002053e-01]
[ -5.03129693e-02 -1.23076488e-01 -1.58721199e-01 3.01421134e-01
-1.67006412e-01 2.32934657e-01 -1.01633445e-01 -2.49604723e-01
-2.58860676e-01 -4.70724356e-01 2.04626776e-01 5.22067411e-01
-3.99909437e-01]
[ 7.87487859e-02 -3.82175830e-01 -5.17745402e-02 -2.78697514e-02
-1.12333743e-01 1.99906908e-01 7.57759051e-02 1.66397442e-01
-1.70609944e-01 -3.87167007e-02 -7.11104453e-02 3.05492882e-01
-2.04201262e-01]
[ 2.04047133e-01 -2.93588784e-01 -1.20781881e-01 -9.10215753e-02
-2.11018862e-01 1.21913565e-01 2.04646141e-02 -1.42439020e-01
-5.12763253e-02 -9.51405692e-02 -1.43636501e-01 -1.81680209e-01
-1.06920808e-01]
[ -1.35240648e-01 -8.04709821e-02 3.84450623e-02 -2.55350024e-01
-5.80795158e-02 -1.41142233e-01 4.78173806e-02 -8.99210954e-03
-7.98002885e-02 -6.96156582e-03 -3.15822376e-01 -4.56677047e-01
-3.05967741e-02]
[ -1.40196978e-01 -1.38634056e-01 -6.74284835e-02 -2.65166544e-01
-3.47721534e-01 -2.88256956e-01 1.56346856e-01 1.31739211e-01
1.99806275e-02 1.09111072e-01 -2.39184645e-01 -7.57947361e-01
1.88703226e-02]
[ -1.65078591e-01 -2.35369778e-01 -3.00076062e-01 -4.37595525e-01
-2.80809519e-01 -2.10191266e-01 -3.25802934e-01 5.83558121e-02
-3.75242278e-02 -4.16489594e-01 -3.80811023e-01 -4.20110246e-01
-4.89783737e-01]
[ -1.11965848e-01 1.20388155e-01 2.22913485e-02 1.54419978e-02
-2.13482981e-01 -1.70515615e-01 -1.05238594e-01 3.37581116e-02
-1.04115028e-01 -1.46225967e-01 -1.81510814e-01 -3.20965524e-01
-3.26416143e-02]
[ -3.52492934e-01 -1.20659778e-01 -2.72537888e-01 1.73530307e-01
-2.01517645e-01 -2.28099204e-01 -7.76406143e-02 -1.40855450e-01
3.67235358e-02 -2.89640334e-02 7.96823700e-02 -2.73643313e-01
-1.98325292e-03]
[ -1.29114685e-01 -3.82364445e-02 -2.55103830e-01 6.00353723e-02
-2.21085207e-01 -2.78540018e-01 -3.62164936e-01 -2.40420652e-02
1.60717460e-02 -1.78668391e-01 -2.38564976e-01 -3.06799208e-01
-7.35488548e-03]
[ -2.20524674e-01 -5.34952428e-01 -3.34931515e-01 -2.87807438e-01
-3.28665286e-01 -2.28046043e-01 -7.64611466e-03 -2.62852582e-01
8.40430305e-02 -2.23357452e-01 -1.50192364e-01 -1.89741791e-01
-6.20152618e-02]
[ -2.16166053e-01 -2.97781237e-01 -3.17451022e-01 -1.33205129e-01
-9.44527063e-02 -1.48983116e-01 -7.30982880e-02 6.02717009e-03
-1.89756329e-01 -5.08677812e-01 -2.52225138e-01 -2.00572207e-01
5.09530115e-02]
[ -1.18486537e-01 2.92290211e-03 -2.39423024e-01 -5.29254818e-01
-2.48942846e-01 -2.59979517e-01 -2.86414897e-02 -3.68244489e-01
8.17359995e-02 -9.13403459e-02 -4.00592250e-01 -1.68198885e-01
-4.38849006e-01]]
Progress: 15.6% ... Training loss: 0.256 ... Validation loss: 0.436[[-0.08585756]
[ 0.25003487]
[-0.17901777]
[ 0.84612083]
[ 0.26498448]
[-0.0311904 ]
[-0.87901688]
[-1.00059641]
[-0.69117604]
[-1.00007147]
[ 1.11360675]
[ 2.83218384]
[-1.82390675]]
[[ -5.36012253e-01 -5.02075268e-01 -5.82771271e-01 -1.29536460e-01
-3.06411423e-01 -5.91530392e-01 -2.58328185e-01 -2.88298837e-01
-4.69613781e-01 -4.02590817e-01 1.05714743e-01 5.97546150e-01
-1.06560890e-04]
[ 5.86677926e-03 -1.40492309e-01 5.16963957e-02 -4.90353943e-02
-4.49530886e-02 5.88208985e-02 -1.14119279e-01 2.33412282e-01
-1.23833772e-01 -1.66376631e-01 -7.58189497e-02 -1.07769529e-01
1.13247859e-01]
[ -2.09212767e-01 1.33250805e-01 -1.85199893e-02 1.27650347e-01
8.93873577e-02 -1.17284008e-01 1.54483985e-01 -5.37225015e-02
2.97523791e-01 -1.22503087e-01 2.39200087e-01 7.68581907e-01
7.14265002e-01]
[ 1.81895932e-01 -2.36568674e-01 -2.85932011e-01 6.24344898e-03
-2.84221416e-01 1.25791140e-04 1.45790306e-02 -4.70550150e-01
1.07888008e-01 -3.59740751e-01 -1.95990901e-01 -3.26242917e-01
-1.44963231e-01]
[ 1.09833153e-01 1.26511272e-02 1.08906794e-01 -3.01538644e-02
-2.17293148e-02 7.04626935e-02 -9.72533748e-02 7.31174897e-03
4.04321306e-02 1.71072899e-01 1.08970806e-01 -1.63306106e-01
-1.70602722e-01]
[ -4.84541301e-01 -5.92321602e-01 -6.03503468e-01 -5.74703867e-01
-5.79633083e-01 -5.64183612e-01 -3.14619859e-01 -1.78302352e-01
-4.42955627e-01 -2.53897126e-01 -4.64767429e-01 -6.54344148e-01
-4.50174708e-01]
[ -4.19483886e-01 -5.76005801e-01 -3.25226848e-01 -3.41723014e-01
-4.03027492e-01 -5.61362433e-01 -4.37139708e-01 -4.79929853e-01
-3.02484559e-01 -1.91132185e-01 -3.97854360e-01 -2.71753059e-01
-3.06429298e-01]
[ -3.25102835e-01 -3.51847847e-01 -4.69451909e-01 -2.16607643e-01
-3.19312168e-01 -4.15657921e-01 -2.36459011e-01 -1.70693763e-01
-2.64154071e-01 -4.45099267e-01 -2.33778715e-01 -5.20388701e-01
-2.51434649e-01]
[ -4.71559661e-01 -3.55513654e-01 -3.74645394e-01 -1.83252561e-01
-3.43918533e-01 -2.15367356e-01 -8.64138271e-02 -4.04884229e-01
-2.62690961e-01 -4.27800762e-01 -1.79371557e-01 -2.89350549e-01
-1.41037895e-01]
[ -9.54472217e-01 -9.30364835e-01 -9.77501459e-01 -7.39910921e-01
-1.01882255e+00 -9.82696355e-01 -6.17339208e-01 -6.10286064e-01
-7.49724013e-01 -5.65192833e-01 -7.00605168e-01 -5.50580097e-01
-5.05147144e-01]
[ -5.07457112e-01 -2.69363989e-01 -4.66196250e-01 -3.22421794e-01
-3.50616667e-01 -3.57955663e-01 -5.55596948e-01 -5.70167640e-01
-6.38899711e-01 -1.15269239e-01 -4.51976659e-01 -5.98305573e-01
-4.35158409e-01]
[ -1.17160149e-01 2.17431994e-02 -3.35054693e-01 -4.10646473e-01
-1.06143146e-01 -7.24542518e-02 -1.57435871e-01 -2.93953122e-01
-1.41868867e-01 1.23299895e-01 -4.05322331e-01 -7.53520998e-01
-3.25815255e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59673753e-01 -1.14215253e-01 1.64289864e-01 -2.65909464e-01
-1.28533417e-01 1.13194862e-01 -1.27922044e-01 1.59149908e-02
-8.47486270e-02 7.00615157e-02 -1.58149780e-01 -3.37102459e-01
3.33793382e-02]
[ -8.27825956e-02 -2.62348611e-01 -1.78260637e-01 -2.86262653e-01
-4.78551934e-01 -8.49305865e-02 -3.27569421e-02 1.14403240e-02
-5.36650294e-02 2.56953653e-02 -1.88867631e-01 -2.77191283e-01
-2.41586787e-01]
[ -7.49778529e-02 -6.98047399e-03 -2.38961696e-01 -2.39563638e-01
1.33541055e-01 -1.63442594e-01 -1.72498735e-01 5.31047604e-02
-8.16687951e-03 1.51774047e-02 -1.66847201e-01 5.61946962e-02
-4.06311757e-02]
[ 2.81612585e-02 -1.57410266e-01 -1.53332212e-01 -3.99590102e-02
-1.15064171e-01 -1.07870438e-01 6.92791043e-02 -1.79903026e-01
-4.25452535e-02 -4.63422702e-02 1.79462256e-02 -9.33819475e-02
1.01927618e-02]
[ -2.85370771e-01 -1.43910135e-01 -7.24141007e-02 -1.01125926e-01
-3.05692131e-01 -2.73066025e-01 -3.57207446e-01 5.70531103e-02
-3.00835860e-01 -2.05117543e-01 1.75492976e-01 -4.97839922e-02
2.93116915e-01]
[ -2.18344610e-01 -1.25995987e-01 -8.53995337e-02 -5.65539359e-02
-8.20217489e-02 -1.16060129e-01 -5.69265100e-02 4.44982037e-02
-1.20787202e-01 -1.30986462e-02 3.61628607e-02 -1.12775790e-01
-2.04760059e-03]
[ -1.56682467e-01 -6.65942086e-02 -2.24898043e-01 -3.24073667e-01
-1.52374662e-01 -2.00070874e-01 -2.56170877e-01 -7.04857178e-02
1.76865993e-01 -1.64389698e-01 -3.32286266e-01 -2.95245607e-01
-1.42779566e-01]
[ -3.67845329e-01 -7.14789734e-02 -1.45515510e-01 -1.72274502e-01
-5.57671140e-02 -3.11180031e-01 6.25546633e-02 -4.75757812e-02
-1.04655088e-01 1.02588144e-01 -2.01757798e-02 -2.15605216e-01
-1.64123568e-01]
[ -1.68271649e-01 -1.54246328e-01 -4.56120380e-02 -1.58611004e-01
-1.37624445e-01 -2.94034108e-01 -2.54415940e-02 -9.42003728e-02
-2.34041993e-01 5.09602041e-02 1.89916120e-01 -5.69335606e-02
-1.47140560e-01]
[ -1.37637275e-01 -1.73850027e-01 -1.13141511e-01 -2.63596938e-01
9.36013799e-02 -1.82352569e-02 -2.14393323e-01 -1.58415586e-01
9.35288233e-02 -1.05984758e-01 -1.31003375e-01 -9.38710605e-02
-3.47117870e-01]
[ -4.44898623e-02 -3.22207121e-02 -1.48414913e-01 -4.46478279e-02
-2.28044718e-01 6.29652636e-02 -8.34208233e-02 -4.71552697e-02
-2.31349118e-01 -8.55601752e-02 -7.49273261e-02 -3.13770081e-01
-1.75803054e-01]
[ -7.26455377e-02 2.79912514e-02 -1.28715249e-01 -3.05121183e-01
1.22931079e-01 2.06929840e-02 -2.25248309e-01 -1.69064990e-01
1.15115090e-01 -6.81140148e-02 -2.72644200e-01 -2.41282066e-01
-2.91864920e-01]
[ 8.33500798e-02 -3.15517174e-01 -8.00341217e-02 -4.45412559e-01
-2.27210397e-01 -8.80957657e-02 7.84176094e-02 1.19606212e-01
6.64360538e-03 3.14141298e-01 -5.16828299e-01 -7.32510495e-01
4.30934580e-01]
[ -2.18700574e-01 -2.52215022e-01 -1.27778818e-01 -3.00778458e-01
-3.06310200e-01 -9.21151665e-02 2.11139441e-01 4.90286237e-02
3.03960686e-01 4.90352833e-02 -3.96464892e-01 -9.25226777e-01
6.23828887e-01]
[ -9.33312963e-03 -1.93629891e-01 2.59031414e-02 -3.05201226e-01
-1.75815839e-01 1.67209632e-01 2.06126721e-01 2.69305979e-01
-1.67799821e-02 2.52318167e-01 -2.12816419e-01 -9.73954692e-01
7.11477270e-01]
[ 5.80400437e-03 -4.96239684e-02 -1.21036771e-01 -1.21875396e-01
-1.81842588e-01 -4.54647808e-02 2.94628327e-01 1.72945389e-01
2.60279970e-01 3.81753783e-01 -4.66693271e-01 -8.52165807e-01
7.17224122e-01]
[ -7.97874570e-02 -2.83678897e-01 6.22036200e-02 -3.65555752e-01
-1.51698976e-01 1.18046008e-01 3.66703425e-01 1.42689045e-01
-5.78939200e-02 1.75344356e-01 -5.50205576e-01 -8.84170529e-01
8.36219845e-01]
[ 1.23420434e-01 -9.34457752e-02 1.94785263e-02 -1.76833986e-01
-8.52050464e-02 -1.69800368e-02 2.50423668e-01 3.72976689e-01
4.12183058e-01 2.78547416e-01 -5.45703866e-01 -7.84024811e-01
5.39287534e-01]
[ -9.04201071e-03 -1.31247844e-01 1.90324913e-02 2.04095550e-02
-8.53714740e-02 -2.83902457e-01 2.57726313e-02 3.04281365e-01
-2.58603684e-02 7.59464447e-02 -2.39263006e-01 -6.67104117e-01
2.43234113e-01]
[ 7.90182558e-02 1.13948520e-01 1.08403775e-03 9.76707785e-02
-8.69858546e-02 -5.95459568e-02 -2.01009428e-01 -1.74087900e-01
-2.77586889e-01 -1.48896004e-01 -1.48403926e-01 2.94463815e-01
-1.88151648e-01]
[ 3.73586319e-02 -8.45413608e-02 1.38617498e-01 2.41106229e-01
2.58951621e-01 8.25667921e-03 -4.15342703e-01 -3.69926784e-01
-1.14102562e-01 -5.34357885e-01 1.99774136e-01 1.08839807e+00
-5.16832126e-01]
[ 3.40972512e-02 8.05719038e-02 -2.12281126e-01 5.58077223e-02
3.24785559e-02 -7.19098594e-04 -1.68401668e-01 -3.33174740e-01
-2.87759535e-01 -1.92776066e-01 -4.47156413e-02 -4.15058942e-02
-1.88862178e-01]
[ -5.58295778e-02 -2.14653476e-01 6.49181975e-02 8.38239429e-02
-1.34185761e-01 -1.34043629e-01 3.41803441e-02 -9.30357867e-03
7.69617273e-02 -3.67099311e-01 -3.20324309e-01 -2.70770008e-01
3.17329936e-02]
[ 1.41010013e-02 -2.72869470e-01 5.91121577e-02 -2.37294870e-01
-1.92512438e-01 -2.31255173e-01 -2.62453645e-01 4.40096117e-02
-1.04073220e-02 1.00976110e-01 -1.69733329e-01 1.19838954e-01
-5.18209473e-02]
[ 1.71604194e-01 5.41820137e-02 -1.04672213e-01 -2.13496391e-01
-5.64707172e-02 -1.01749895e-01 -1.90321004e-01 1.76696601e-02
-1.96272690e-01 -2.41126697e-01 -1.71817883e-01 2.62451868e-01
-1.28620328e-01]
[ -1.72534620e-01 -1.80601393e-01 -1.11103709e-01 -1.96847078e-01
-4.93867373e-02 2.70029468e-02 -1.94093844e-01 -2.05524148e-01
-1.45331958e-01 -2.38344578e-02 -1.93125378e-01 1.64128257e-01
-2.47246377e-01]
[ -3.41687481e-02 -2.10661326e-01 -1.59012217e-01 -2.03599136e-01
-5.10013419e-02 4.42539095e-02 -4.69658189e-02 -3.58057470e-02
-2.24976670e-01 -2.76368435e-01 -3.63830406e-02 -2.57274129e-02
-7.89006914e-02]
[ 1.14078330e-01 7.64400144e-02 -8.52732035e-03 -1.67857792e-01
-3.26960234e-01 8.09400616e-03 -1.55581527e-01 -2.71927849e-01
-3.13456197e-01 3.65396719e-02 -1.08903571e-01 4.47570338e-02
-7.52742305e-02]
[ -6.44119519e-02 -7.55087528e-03 -2.85640949e-01 5.39134030e-04
7.08938056e-02 1.55287733e-01 -2.39889502e-01 -1.92560166e-01
-6.02594710e-02 -7.80476856e-02 1.82834947e-01 5.77322368e-01
-9.50897925e-02]
[ 1.06475243e-01 3.52821633e-01 -2.04458007e-01 6.72615365e-01
1.22289972e-01 -2.13883450e-03 -2.55224987e-01 -4.08100098e-01
-2.60703262e-01 -3.99563105e-01 7.22050165e-01 9.97093559e-01
-8.38796447e-01]
[ -3.03690337e-02 1.91849592e-01 4.21271451e-02 2.43128905e-01
1.00069442e-02 -6.99494250e-02 -3.13698738e-01 -3.96210293e-01
-3.02612023e-01 -3.00511195e-01 5.20903281e-01 1.01997437e+00
-8.34467118e-01]
[ -5.02645990e-02 -1.23276951e-01 -1.58606466e-01 3.00874845e-01
-1.67220621e-01 2.32948397e-01 -1.01165558e-01 -2.48808934e-01
-2.58540584e-01 -4.69809420e-01 2.03848862e-01 5.20239218e-01
-3.99359732e-01]
[ 7.88873468e-02 -3.82459926e-01 -5.15421178e-02 -2.92431884e-02
-1.12664249e-01 1.99945737e-01 7.74531823e-02 1.68329756e-01
-1.69527874e-01 -3.68416475e-02 -7.28923697e-02 3.01597564e-01
-2.01650225e-01]
[ 2.04115435e-01 -2.93904018e-01 -1.20628539e-01 -9.27442025e-02
-2.11427530e-01 1.21934475e-01 2.18800186e-02 -1.40920459e-01
-5.02282118e-02 -9.39099803e-02 -1.45984733e-01 -1.88713063e-01
-1.02510126e-01]
[ -1.35223846e-01 -8.05275872e-02 3.84813381e-02 -2.55532902e-01
-5.81319968e-02 -1.41138768e-01 4.80601282e-02 -8.68187586e-03
-7.95978067e-02 -6.69056866e-03 -3.16165075e-01 -4.57247269e-01
-3.01291940e-02]
[ -1.40132535e-01 -1.38953440e-01 -6.73090837e-02 -2.66625832e-01
-3.48004983e-01 -2.88245276e-01 1.57969004e-01 1.33868783e-01
2.13764991e-02 1.10560239e-01 -2.41215281e-01 -7.65246721e-01
2.36848010e-02]
[ -1.64701064e-01 -2.36819640e-01 -2.99365920e-01 -4.44297211e-01
-2.82322422e-01 -2.10101982e-01 -3.20050639e-01 6.48315657e-02
-3.30339319e-02 -4.12449835e-01 -3.90917426e-01 -4.48473778e-01
-4.77991181e-01]
[ -1.11911543e-01 1.20208918e-01 2.24522847e-02 1.47658241e-02
-2.13656904e-01 -1.70499064e-01 -1.03934236e-01 3.49906510e-02
-1.03441261e-01 -1.44890812e-01 -1.82099871e-01 -3.21358062e-01
-2.89195830e-02]
[ -3.52396178e-01 -1.21450359e-01 -2.72123041e-01 1.69890887e-01
-2.02335443e-01 -2.28074777e-01 -7.47653748e-02 -1.36637563e-01
3.91626605e-02 -2.47105657e-02 7.39618115e-02 -2.88637316e-01
7.49511181e-03]
[ -1.29041206e-01 -3.88372152e-02 -2.54791096e-01 5.74462507e-02
-2.21650479e-01 -2.78515563e-01 -3.59742520e-01 -2.02046240e-02
1.81187654e-02 -1.75227692e-01 -2.43049357e-01 -3.19818130e-01
3.40270836e-04]
[ -2.20284391e-01 -5.36066053e-01 -3.34386129e-01 -2.92788971e-01
-3.29894191e-01 -2.27981218e-01 -1.57652978e-03 -2.56907443e-01
8.86527025e-02 -2.18248096e-01 -1.59073324e-01 -2.07450184e-01
-4.64707164e-02]
[ -2.16263699e-01 -2.97510424e-01 -3.17521928e-01 -1.32488450e-01
-9.40917843e-02 -1.49002586e-01 -7.26498073e-02 6.38006802e-03
-1.89856304e-01 -5.09098789e-01 -2.51445461e-01 -1.99554448e-01
5.33564389e-02]
[ -1.18534921e-01 3.14164586e-03 -2.39767306e-01 -5.28302895e-01
-2.48494682e-01 -2.59988131e-01 -3.05148209e-02 -3.70607928e-01
8.01430002e-02 -9.46592854e-02 -3.97324110e-01 -1.51843419e-01
-4.46290694e-01]]
Progress: 15.6% ... Training loss: 0.275 ... Validation loss: 0.475[[-0.08198978]
[ 0.26510551]
[-0.16726323]
[ 0.86264911]
[ 0.27795532]
[-0.02141266]
[-0.85819091]
[-0.97521278]
[-0.67419168]
[-0.97722619]
[ 1.13520214]
[ 2.8583873 ]
[-1.79286065]]
[[ -5.35748161e-01 -5.02189203e-01 -5.82548051e-01 -1.30410463e-01
-3.06715301e-01 -5.91458444e-01 -2.56416148e-01 -2.87273860e-01
-4.68040310e-01 -4.02138549e-01 1.06864794e-01 5.92665112e-01
2.74847203e-03]
[ 5.89183088e-03 -1.40603648e-01 5.16774462e-02 -5.03590392e-02
-4.50245277e-02 5.88173552e-02 -1.13079727e-01 2.34019220e-01
-1.23358760e-01 -1.66528429e-01 -7.75904192e-02 -1.15312201e-01
1.16781697e-01]
[ -2.09925258e-01 1.35806384e-01 -1.99189017e-02 1.38924014e-01
9.20046801e-02 -1.17523683e-01 1.46072865e-01 -6.65928642e-02
2.90354544e-01 -1.34950641e-01 2.54500283e-01 7.98034288e-01
6.94644952e-01]
[ 1.83242005e-01 -2.41516543e-01 -2.82863782e-01 -9.27385171e-03
-2.89670406e-01 6.16906889e-04 3.34464356e-02 -4.49010357e-01
1.22013625e-01 -3.38853012e-01 -2.21594141e-01 -3.86012708e-01
-9.69238722e-02]
[ 1.09875562e-01 1.19735146e-02 1.09231716e-01 -3.03699479e-02
-2.20239026e-02 7.05117148e-02 -9.61716751e-02 1.15557943e-02
4.12058288e-02 1.76046640e-01 1.08081519e-01 -1.50471918e-01
-1.69907273e-01]
[ -4.84593347e-01 -5.91726807e-01 -6.03936965e-01 -5.73074292e-01
-5.78985468e-01 -5.64232666e-01 -3.17892246e-01 -1.81562725e-01
-4.45057255e-01 -2.57038103e-01 -4.60792993e-01 -6.47156195e-01
-4.59974869e-01]
[ -4.19278255e-01 -5.75758831e-01 -3.25298443e-01 -3.40713211e-01
-4.02815770e-01 -5.61322277e-01 -4.37739926e-01 -4.81882567e-01
-3.02785908e-01 -1.92108807e-01 -3.94690491e-01 -2.65805496e-01
-3.11327711e-01]
[ -3.25364550e-01 -3.50783933e-01 -4.70080816e-01 -2.12887806e-01
-3.18360578e-01 -4.15765640e-01 -2.41339549e-01 -1.76583062e-01
-2.67854816e-01 -4.50265581e-01 -2.30065586e-01 -5.16448831e-01
-2.62500686e-01]
[ -4.71812191e-01 -3.54710080e-01 -3.75117470e-01 -1.80856210e-01
-3.43169116e-01 -2.15475593e-01 -8.94653707e-02 -4.07751668e-01
-2.64757169e-01 -4.31236044e-01 -1.76283316e-01 -2.83654714e-01
-1.46499314e-01]
[ -9.54959232e-01 -9.28217324e-01 -9.78924953e-01 -7.30029609e-01
-1.01636456e+00 -9.82894749e-01 -6.27799368e-01 -6.23309250e-01
-7.57923812e-01 -5.77918720e-01 -6.85001082e-01 -5.19801791e-01
-5.32794883e-01]
[ -5.07439326e-01 -2.68800948e-01 -4.66349499e-01 -3.22304325e-01
-3.50544055e-01 -3.57985047e-01 -5.56402375e-01 -5.70299367e-01
-6.39194397e-01 -1.15579903e-01 -4.52301190e-01 -5.98235535e-01
-4.38097053e-01]
[ -1.17051578e-01 2.17419002e-02 -3.35084027e-01 -4.11889688e-01
-1.06113403e-01 -7.24513268e-02 -1.57974971e-01 -2.94768035e-01
-1.41544314e-01 1.23617252e-01 -4.06662213e-01 -7.61598120e-01
-3.26454901e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59646394e-01 -1.14148277e-01 1.64266663e-01 -2.65856047e-01
-1.28565120e-01 1.13201011e-01 -1.28197012e-01 1.53927461e-02
-8.48247160e-02 6.96968000e-02 -1.58188550e-01 -3.37016545e-01
3.16310094e-02]
[ -8.28264835e-02 -2.62260598e-01 -1.78347130e-01 -2.85473023e-01
-4.78412816e-01 -8.49491345e-02 -3.39858245e-02 1.05568466e-02
-5.44795624e-02 2.50176375e-02 -1.87946917e-01 -2.74251089e-01
-2.44867015e-01]
[ -7.48838375e-02 -6.84722494e-03 -2.39045898e-01 -2.39885980e-01
1.33722262e-01 -1.63434297e-01 -1.73093184e-01 5.27228982e-02
-8.37645054e-03 1.52195382e-02 -1.65098588e-01 5.79228399e-02
-4.31832894e-02]
[ 2.80515285e-02 -1.57028493e-01 -1.53580009e-01 -3.91613789e-02
-1.14660975e-01 -1.07908776e-01 6.78867415e-02 -1.81709084e-01
-4.37411966e-02 -4.84916159e-02 1.99859089e-02 -8.83981538e-02
7.39502859e-03]
[ -2.85035365e-01 -1.44230815e-01 -7.20794996e-02 -1.02621907e-01
-3.06085342e-01 -2.72974417e-01 -3.55249938e-01 5.80818456e-02
-2.98706852e-01 -2.03066223e-01 1.74175334e-01 -5.79121919e-02
2.95862328e-01]
[ -2.18693501e-01 -1.24689177e-01 -8.62237232e-02 -5.09263031e-02
-8.07104199e-02 -1.16205676e-01 -6.20093119e-02 3.90755003e-02
-1.25071800e-01 -1.86467442e-02 4.29367558e-02 -9.71931067e-02
-1.40772883e-02]
[ -1.56820268e-01 -6.62510063e-02 -2.25042085e-01 -3.22436538e-01
-1.52055271e-01 -2.00108109e-01 -2.57208948e-01 -7.14630766e-02
1.75753244e-01 -1.65727537e-01 -3.31072805e-01 -2.92354983e-01
-1.45957570e-01]
[ -3.67751583e-01 -7.16938137e-02 -1.45419083e-01 -1.73125345e-01
-5.61618674e-02 -3.11149441e-01 6.26153181e-02 -4.77776632e-02
-1.04282340e-01 1.02661421e-01 -2.17993979e-02 -2.20172408e-01
-1.64435299e-01]
[ -1.68307099e-01 -1.54108210e-01 -4.57782320e-02 -1.58164017e-01
-1.37307641e-01 -2.94049109e-01 -2.67273666e-02 -9.64286513e-02
-2.35029244e-01 4.95931770e-02 1.91479207e-01 -5.36259534e-02
-1.49743482e-01]
[ -1.37707223e-01 -1.73666475e-01 -1.13251353e-01 -2.63047429e-01
9.37714877e-02 -1.82618652e-02 -2.15145820e-01 -1.59064092e-01
9.29093418e-02 -1.06872443e-01 -1.30384537e-01 -9.33540946e-02
-3.48673980e-01]
[ -4.46369854e-02 -3.16782606e-02 -1.48727135e-01 -4.30487754e-02
-2.27556188e-01 6.28964224e-02 -8.52831789e-02 -4.90133124e-02
-2.32497704e-01 -8.76283616e-02 -7.27336109e-02 -3.09028142e-01
-1.79095699e-01]
[ -7.26638908e-02 2.80518806e-02 -1.28754174e-01 -3.05197440e-01
1.22981407e-01 2.06816043e-02 -2.25558998e-01 -1.69133136e-01
1.14892204e-01 -6.85993133e-02 -2.72796504e-01 -2.42593316e-01
-2.92486858e-01]
[ 8.32988095e-02 -3.15425436e-01 -8.00712504e-02 -4.45167733e-01
-2.27123756e-01 -8.81092779e-02 7.77133711e-02 1.18932189e-01
6.16288143e-03 3.13720125e-01 -5.16525704e-01 -7.31385016e-01
4.29688506e-01]
[ -2.18863469e-01 -2.51675559e-01 -1.28165440e-01 -2.99673716e-01
-3.05689580e-01 -9.21867650e-02 2.08723841e-01 4.67682905e-02
3.02185553e-01 4.69134959e-02 -3.94502635e-01 -9.22761521e-01
6.19124103e-01]
[ -9.52998493e-03 -1.93001291e-01 2.54973537e-02 -3.03369239e-01
-1.75242933e-01 1.67133061e-01 2.03429051e-01 2.66421948e-01
-1.87407554e-02 2.49439822e-01 -2.10438540e-01 -9.71144952e-01
7.06169009e-01]
[ 5.76614593e-03 -4.94291245e-02 -1.21171822e-01 -1.21934444e-01
-1.81717650e-01 -4.54839610e-02 2.94215976e-01 1.72188560e-01
2.59981415e-01 3.81087440e-01 -4.66587091e-01 -8.52304422e-01
7.16816885e-01]
[ -7.97460330e-02 -2.83749865e-01 6.22671881e-02 -3.65940312e-01
-1.51795788e-01 1.18061352e-01 3.67249438e-01 1.43169897e-01
-5.75909763e-02 1.75984233e-01 -5.50613323e-01 -8.84814109e-01
8.37492428e-01]
[ 1.23399434e-01 -9.33169977e-02 1.93757606e-02 -1.76855594e-01
-8.51118602e-02 -1.69952053e-02 2.50471381e-01 3.73000774e-01
4.12377175e-01 2.78206618e-01 -5.45864614e-01 -7.85958464e-01
5.40151920e-01]
[ -9.02735979e-03 -1.31267323e-01 1.90361732e-02 2.07519694e-02
-8.54112599e-02 -2.83897545e-01 2.53506668e-02 3.04480537e-01
-2.61216535e-02 7.60817548e-02 -2.38812095e-01 -6.65887257e-01
2.41844821e-01]
[ 7.90917574e-02 1.13666984e-01 1.22453153e-03 9.56621405e-02
-8.72638908e-02 -5.95281109e-02 -1.98400016e-01 -1.71526920e-01
-2.76136224e-01 -1.48454511e-01 -1.51582479e-01 2.80641788e-01
-1.80555270e-01]
[ 3.76918011e-02 -8.55259128e-02 1.39140228e-01 2.37594997e-01
2.57747981e-01 8.36802173e-03 -4.12363156e-01 -3.66945790e-01
-1.11533843e-01 -5.31992525e-01 1.95535055e-01 1.07535582e+00
-5.11141775e-01]
[ 3.41724822e-02 8.03923296e-02 -2.12175518e-01 5.51265170e-02
3.23263084e-02 -6.96847005e-04 -1.68030417e-01 -3.32755854e-01
-2.87258663e-01 -1.92133820e-01 -4.54085219e-02 -4.23198026e-02
-1.87695859e-01]
[ -5.58972941e-02 -2.14368576e-01 6.47433939e-02 8.50912666e-02
-1.33864971e-01 -1.34063764e-01 3.26177500e-02 -1.15821511e-02
7.59243460e-02 -3.68095598e-01 -3.18391906e-01 -2.64581779e-01
2.77908511e-02]
[ 1.41461495e-02 -2.72939105e-01 5.91607958e-02 -2.37567599e-01
-1.92584849e-01 -2.31243352e-01 -2.62113407e-01 4.44845694e-02
-1.00826802e-02 1.01489638e-01 -1.70037987e-01 1.19329924e-01
-5.13396611e-02]
[ 1.71571767e-01 5.43092248e-02 -1.04763676e-01 -2.13176769e-01
-5.63616967e-02 -1.01761235e-01 -1.90738943e-01 1.69672425e-02
-1.96584516e-01 -2.41798126e-01 -1.71186418e-01 2.64000358e-01
-1.29568433e-01]
[ -1.72714424e-01 -1.79973791e-01 -1.11530882e-01 -1.94591375e-01
-4.86766163e-02 2.69343691e-02 -1.97058644e-01 -2.08890549e-01
-1.47800725e-01 -2.70879127e-02 -1.89683583e-01 1.76198425e-01
-2.54921239e-01]
[ -3.42400407e-02 -2.10414399e-01 -1.59140349e-01 -2.03167026e-01
-5.08212532e-02 4.42191222e-02 -4.75386871e-02 -3.62510430e-02
-2.25223147e-01 -2.77123795e-01 -3.60599506e-02 -2.45475623e-02
-7.94511340e-02]
[ 1.14090616e-01 7.63568121e-02 -8.47759351e-03 -1.68159406e-01
-3.27014901e-01 8.09810876e-03 -1.55318421e-01 -2.71530249e-01
-3.13196736e-01 3.69940257e-02 -1.09436195e-01 4.33187868e-02
-7.43559137e-02]
[ -6.44001189e-02 -7.39658861e-03 -2.85771741e-01 1.16676374e-03
7.11539783e-02 1.55284063e-01 -2.40503162e-01 -1.94293776e-01
-6.06241798e-02 -7.95845472e-02 1.84607773e-01 5.82902757e-01
-9.78091706e-02]
[ 1.06395125e-01 3.53524618e-01 -2.04724174e-01 6.76035692e-01
1.22933909e-01 -2.16954529e-03 -2.57099072e-01 -4.10735700e-01
-2.62246730e-01 -4.01465647e-01 7.26579674e-01 1.00296571e+00
-8.46600869e-01]
[ -3.02935260e-02 1.91720088e-01 4.22893206e-02 2.43423719e-01
1.00399005e-02 -6.99286108e-02 -3.13970731e-01 -3.95692663e-01
-3.02852138e-01 -2.99738470e-01 5.21552771e-01 1.02072634e+00
-8.37304545e-01]
[ -5.03355984e-02 -1.22995643e-01 -1.58763281e-01 3.02700539e-01
-1.66974243e-01 2.32914243e-01 -1.02299889e-01 -2.49775622e-01
-2.59388281e-01 -4.71028719e-01 2.06272497e-01 5.26812248e-01
-4.02739282e-01]
[ 7.89365713e-02 -3.82520379e-01 -5.14551251e-02 -2.95756623e-02
-1.12776761e-01 1.99959309e-01 7.75233689e-02 1.68195062e-01
-1.69429583e-01 -3.62826902e-02 -7.34517438e-02 3.00908984e-01
-2.01043767e-01]
[ 2.04111690e-01 -2.93810198e-01 -1.20661769e-01 -9.23048042e-02
-2.11339455e-01 1.21929763e-01 2.13978461e-02 -1.41354174e-01
-5.05430140e-02 -9.41979555e-02 -1.45403277e-01 -1.86900630e-01
-1.03702988e-01]
[ -1.35305635e-01 -8.01861132e-02 3.82652782e-02 -2.54259457e-01
-5.77759948e-02 -1.41171096e-01 4.65448378e-02 -1.04616773e-02
-8.06637977e-02 -8.15072080e-03 -3.14675046e-01 -4.52901686e-01
-3.36384652e-02]
[ -1.40167398e-01 -1.38809220e-01 -6.74067827e-02 -2.65977193e-01
-3.47880359e-01 -2.88255692e-01 1.56998409e-01 1.32895817e-01
2.07245624e-02 1.09829002e-01 -2.40175462e-01 -7.62985239e-01
2.14768012e-02]
[ -1.64236518e-01 -2.38101381e-01 -2.98721281e-01 -4.49963436e-01
-2.83756144e-01 -2.09958644e-01 -3.15777611e-01 7.09244426e-02
-2.90829055e-02 -4.07817852e-01 -3.98352614e-01 -4.68485003e-01
-4.67403677e-01]
[ -1.12090393e-01 1.20753324e-01 2.20532149e-02 1.56856535e-02
-2.13210473e-01 -1.70579697e-01 -1.06074056e-01 3.22765060e-02
-1.05108198e-01 -1.47961095e-01 -1.81107528e-01 -3.24922018e-01
-3.19065621e-02]
[ -3.52502809e-01 -1.20933171e-01 -2.72386538e-01 1.72067894e-01
-2.01867989e-01 -2.28126286e-01 -7.64971285e-02 -1.38441954e-01
3.76823311e-02 -2.60186075e-02 7.68925067e-02 -2.80759886e-01
4.39031569e-03]
[ -1.29251838e-01 -3.76993263e-02 -2.55234041e-01 6.34450696e-02
-2.20650821e-01 -2.78587845e-01 -3.63574407e-01 -2.52052237e-02
1.45942567e-02 -1.78436948e-01 -2.36165582e-01 -3.00841720e-01
-1.32930117e-02]
[ -2.20560669e-01 -5.35322089e-01 -3.34913860e-01 -2.90077762e-01
-3.29013465e-01 -2.28070471e-01 -5.70410583e-03 -2.61245373e-01
8.56281364e-02 -2.22368581e-01 -1.53305811e-01 -1.94989649e-01
-5.42836912e-02]
[ -2.16365223e-01 -2.96941793e-01 -3.17803755e-01 -1.30348189e-01
-9.34134366e-02 -1.49051212e-01 -7.52876536e-02 3.51902757e-03
-1.91564531e-01 -5.11271047e-01 -2.48527893e-01 -1.93233061e-01
4.62647194e-02]
[ -1.18486210e-01 3.62056169e-03 -2.40102952e-01 -5.27828230e-01
-2.47973230e-01 -2.60014020e-01 -3.21236534e-02 -3.73952523e-01
7.94266095e-02 -9.81301394e-02 -3.95441142e-01 -1.51132778e-01
-4.53474476e-01]]
Progress: 15.7% ... Training loss: 0.251 ... Validation loss: 0.441[[-0.07809225]
[ 0.26673987]
[-0.16486266]
[ 0.86835634]
[ 0.28181528]
[-0.01698941]
[-0.85057447]
[-0.97328777]
[-0.66605662]
[-0.97246442]
[ 1.14067489]
[ 2.8646657 ]
[-1.7903279 ]]
[[ -5.36098821e-01 -5.00684828e-01 -5.83226709e-01 -1.24150232e-01
-3.04885483e-01 -5.91562547e-01 -2.60535199e-01 -2.91609375e-01
-4.71113557e-01 -4.06672429e-01 1.16594323e-01 6.26317877e-01
-7.19862965e-03]
[ 5.85337885e-03 -1.40504380e-01 5.16130578e-02 -5.00224282e-02
-4.49464836e-02 5.88073557e-02 -1.13496880e-01 2.33511689e-01
-1.23662105e-01 -1.67013419e-01 -7.72457310e-02 -1.14911286e-01
1.15958003e-01]
[ -2.10276830e-01 1.35213220e-01 -1.95673953e-02 1.38248643e-01
9.12137494e-02 -1.17582498e-01 1.45469971e-01 -6.44534132e-02
2.91329641e-01 -1.35007670e-01 2.50167766e-01 8.03124600e-01
7.00119289e-01]
[ 1.83219197e-01 -2.39136962e-01 -2.83408725e-01 -1.56955550e-03
-2.87780846e-01 5.80015604e-04 2.75732757e-02 -4.56581370e-01
1.16985727e-01 -3.42334336e-01 -2.12168901e-01 -3.85789646e-01
-1.13243788e-01]
[ 1.09693222e-01 1.31502062e-02 1.08178055e-01 -2.92098986e-02
-2.06251978e-02 7.04520028e-02 -9.88242066e-02 3.71852199e-03
4.01845360e-02 1.69277720e-01 1.14692062e-01 -1.32256677e-01
-1.70657905e-01]
[ -4.84345063e-01 -5.92541454e-01 -6.03570298e-01 -5.75797233e-01
-5.79676609e-01 -5.64163013e-01 -3.15241284e-01 -1.77774785e-01
-4.43346077e-01 -2.53363483e-01 -4.64503204e-01 -6.55733917e-01
-4.57344598e-01]
[ -4.19246097e-01 -5.76131918e-01 -3.25249791e-01 -3.42046822e-01
-4.02817895e-01 -5.61327500e-01 -4.37261742e-01 -4.82578638e-01
-3.01885473e-01 -1.92060165e-01 -3.94228051e-01 -2.52235641e-01
-3.10270515e-01]
[ -3.25736769e-01 -3.49668008e-01 -4.70419719e-01 -2.08130129e-01
-3.17454049e-01 -4.15844103e-01 -2.45915580e-01 -1.78826900e-01
-2.71150591e-01 -4.53786137e-01 -2.25515194e-01 -5.04001772e-01
-2.72507705e-01]
[ -4.72013000e-01 -3.53948651e-01 -3.75570493e-01 -1.78238829e-01
-3.42341183e-01 -2.15541794e-01 -9.21257748e-02 -4.10939257e-01
-2.67167864e-01 -4.34392256e-01 -1.72429515e-01 -2.74182437e-01
-1.51343828e-01]
[ -9.54947063e-01 -9.28800383e-01 -9.78696124e-01 -7.30661076e-01
-1.01682821e+00 -9.82888153e-01 -6.26195005e-01 -6.20551227e-01
-7.56958681e-01 -5.75823317e-01 -6.86823810e-01 -5.10357870e-01
-5.30427387e-01]
[ -5.07625208e-01 -2.68138410e-01 -4.66860084e-01 -3.20180755e-01
-3.49563910e-01 -3.58045155e-01 -5.59661250e-01 -5.73474402e-01
-6.41122063e-01 -1.19403624e-01 -4.47879736e-01 -5.87609142e-01
-4.45650606e-01]
[ -1.17170451e-01 2.23520418e-02 -3.35178876e-01 -4.10063285e-01
-1.05588701e-01 -7.24780498e-02 -1.60427747e-01 -2.96690580e-01
-1.43676636e-01 1.22392064e-01 -4.04104517e-01 -7.54756965e-01
-3.32432910e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59517181e-01 -1.14662164e-01 1.64583709e-01 -2.67090861e-01
-1.28960138e-01 1.13240487e-01 -1.26768615e-01 1.78929597e-02
-8.38990665e-02 7.22332350e-02 -1.60520889e-01 -3.41742555e-01
3.30681538e-02]
[ -8.28294372e-02 -2.62215021e-01 -1.78461584e-01 -2.85851328e-01
-4.78355998e-01 -8.49477400e-02 -3.41000321e-02 1.00137494e-02
-5.46522100e-02 2.42290975e-02 -1.87827941e-01 -2.74189745e-01
-2.45831963e-01]
[ -7.46721586e-02 -7.51201606e-03 -2.38710248e-01 -2.42244054e-01
1.32982581e-01 -1.63386062e-01 -1.70888791e-01 5.61062283e-02
-6.65921111e-03 1.86938116e-02 -1.68073898e-01 4.94362624e-02
-3.83577623e-02]
[ 2.78598097e-02 -1.56166099e-01 -1.54173372e-01 -3.64008353e-02
-1.13385039e-01 -1.07971809e-01 6.53012279e-02 -1.86378318e-01
-4.54538957e-02 -5.29222548e-02 2.60710970e-02 -6.92028133e-02
3.77867984e-04]
[ -2.85034385e-01 -1.44152305e-01 -7.21359380e-02 -1.02297298e-01
-3.06011554e-01 -2.72977851e-01 -3.55216141e-01 5.76682209e-02
-2.98700448e-01 -2.03270782e-01 1.74849905e-01 -5.60810448e-02
2.95426478e-01]
[ -2.18539891e-01 -1.25759015e-01 -8.56657263e-02 -5.45649573e-02
-8.17629657e-02 -1.16158618e-01 -5.92459271e-02 4.24513998e-02
-1.22836377e-01 -1.51996456e-02 3.76137366e-02 -1.01870502e-01
-7.14012720e-03]
[ -1.56963323e-01 -6.58737119e-02 -2.25111024e-01 -3.21029968e-01
-1.51753240e-01 -2.00139156e-01 -2.58317643e-01 -7.10333212e-02
1.74773865e-01 -1.66673332e-01 -3.30087238e-01 -2.87479849e-01
-1.47376007e-01]
[ -3.68051403e-01 -7.06923785e-02 -1.45805631e-01 -1.68629733e-01
-5.52868262e-02 -3.11214006e-01 5.77058885e-02 -5.16880107e-02
-1.07630567e-01 9.89275754e-02 -1.64669870e-02 -2.08260584e-01
-1.75511338e-01]
[ -1.68247082e-01 -1.54336912e-01 -4.56707822e-02 -1.58976663e-01
-1.37525446e-01 -2.94034271e-01 -2.57263745e-02 -9.55440565e-02
-2.34266921e-01 5.06173715e-02 1.90022563e-01 -5.65994283e-02
-1.47971233e-01]
[ -1.37886864e-01 -1.72967534e-01 -1.13674836e-01 -2.60662500e-01
9.45460736e-02 -1.83217223e-02 -2.17618617e-01 -1.62138672e-01
9.05814828e-02 -1.09854805e-01 -1.26742901e-01 -8.43835783e-02
-3.53296416e-01]
[ -4.46765265e-02 -3.15534524e-02 -1.48793704e-01 -4.25967857e-02
-2.27437253e-01 6.28842618e-02 -8.57140228e-02 -4.93794905e-02
-2.32780452e-01 -8.81083986e-02 -7.21935937e-02 -3.07841155e-01
-1.79777125e-01]
[ -7.26552467e-02 2.80297576e-02 -1.28739126e-01 -3.05280694e-01
1.22950519e-01 2.06844652e-02 -2.25475764e-01 -1.69069427e-01
1.14973869e-01 -6.84690431e-02 -2.72931136e-01 -2.42850682e-01
-2.92406710e-01]
[ 8.32307891e-02 -3.15233403e-01 -8.01972811e-02 -4.44835761e-01
-2.26942938e-01 -8.81259883e-02 7.68939272e-02 1.17917812e-01
5.48741272e-03 3.12708340e-01 -5.15871939e-01 -7.30691606e-01
4.28376429e-01]
[ -2.18964144e-01 -2.51380680e-01 -1.28279414e-01 -2.99029348e-01
-3.05433753e-01 -9.22108762e-02 2.07950249e-01 4.61150412e-02
3.01416407e-01 4.62892494e-02 -3.93998948e-01 -9.23737866e-01
6.17643571e-01]
[ -9.53981097e-03 -1.92927065e-01 2.54720203e-02 -3.03231220e-01
-1.75180815e-01 1.67130213e-01 2.03026521e-01 2.66232116e-01
-1.90413971e-02 2.49219171e-01 -2.10201204e-01 -9.70423630e-01
7.05447593e-01]
[ 5.79819625e-03 -4.94885959e-02 -1.21115663e-01 -1.22516580e-01
-1.81812122e-01 -4.54797602e-02 2.94961464e-01 1.72926052e-01
2.60379578e-01 3.81864036e-01 -4.67465310e-01 -8.55288370e-01
7.18672866e-01]
[ -7.97537429e-02 -2.83670167e-01 6.22537697e-02 -3.65904144e-01
-1.51745673e-01 1.18060603e-01 3.67130187e-01 1.43168083e-01
-5.77807774e-02 1.75876897e-01 -5.50578658e-01 -8.84416820e-01
8.37270311e-01]
[ 1.23345335e-01 -9.31662312e-02 1.92958681e-02 -1.76250219e-01
-8.49986618e-02 -1.70075295e-02 2.49575990e-01 3.72257518e-01
4.11720013e-01 2.77395963e-01 -5.45345397e-01 -7.85062106e-01
5.38408070e-01]
[ -8.97034807e-03 -1.31375176e-01 1.91029977e-02 2.01464606e-02
-8.55274530e-02 -2.83890182e-01 2.61669654e-02 3.05015661e-01
-2.55163377e-02 7.68762164e-02 -2.39585097e-01 -6.68114857e-01
2.43609115e-01]
[ 7.91159750e-02 1.13626077e-01 1.27855810e-03 9.56327582e-02
-8.73007099e-02 -5.95220332e-02 -1.98289765e-01 -1.70989155e-01
-2.76077418e-01 -1.47991307e-01 -1.51665607e-01 2.80790651e-01
-1.80717661e-01]
[ 3.76751396e-02 -8.54748205e-02 1.39091145e-01 2.38164767e-01
2.57887148e-01 8.36382838e-03 -4.12675400e-01 -3.67228266e-01
-1.11751141e-01 -5.32371662e-01 1.96601763e-01 1.07918066e+00
-5.12034045e-01]
[ 3.41958936e-02 8.01093042e-02 -2.12065038e-01 5.45710274e-02
3.21371170e-02 -6.90641931e-04 -1.67342432e-01 -3.31822356e-01
-2.86582400e-01 -1.91504275e-01 -4.65078210e-02 -4.47572312e-02
-1.86206156e-01]
[ -5.59249763e-02 -2.14248875e-01 6.46586723e-02 8.50290349e-02
-1.33804110e-01 -1.34073218e-01 3.23948590e-02 -1.15630057e-02
7.55343197e-02 -3.68409693e-01 -3.18121736e-01 -2.64213899e-01
2.79276143e-02]
[ 1.41599411e-02 -2.73033142e-01 5.92006269e-02 -2.38131671e-01
-1.92716572e-01 -2.31243201e-01 -2.61903023e-01 4.48865700e-02
-9.83078810e-03 1.02079265e-01 -1.70936769e-01 1.16347034e-01
-4.98724749e-02]
[ 1.71579213e-01 5.42346053e-02 -1.04761898e-01 -2.13556805e-01
-5.64567508e-02 -1.01760428e-01 -1.90573948e-01 1.68987190e-02
-1.96405076e-01 -2.41867383e-01 -1.71359654e-01 2.62154928e-01
-1.28421136e-01]
[ -1.72805425e-01 -1.79509986e-01 -1.11885857e-01 -1.92450810e-01
-4.79021238e-02 2.68995561e-02 -1.99347870e-01 -2.13173795e-01
-1.49600728e-01 -3.04022330e-02 -1.85434730e-01 1.93995363e-01
-2.61921071e-01]
[ -3.44694007e-02 -2.09869731e-01 -1.59553883e-01 -2.01895533e-01
-5.00718628e-02 4.41642631e-02 -4.92131252e-02 -3.84749750e-02
-2.26360833e-01 -2.80611747e-01 -3.26476830e-02 -1.34825301e-02
-8.31178392e-02]
[ 1.14049266e-01 7.65412127e-02 -8.57764601e-03 -1.67657233e-01
-3.26885076e-01 8.08714703e-03 -1.55906938e-01 -2.72132701e-01
-3.13628871e-01 3.62082882e-02 -1.08647042e-01 4.51709998e-02
-7.57646604e-02]
[ -6.43633170e-02 -7.79272752e-03 -2.85603215e-01 -6.11576591e-05
7.07570240e-02 1.55300692e-01 -2.39238770e-01 -1.92613268e-01
-5.97546147e-02 -7.82719681e-02 1.82760621e-01 5.80149961e-01
-9.52823470e-02]
[ 1.06475517e-01 3.53534502e-01 -2.04613514e-01 6.76705682e-01
1.22868072e-01 -2.14540947e-03 -2.57491887e-01 -4.10481463e-01
-2.62392058e-01 -4.00433197e-01 7.27144680e-01 1.00462005e+00
-8.49246155e-01]
[ -3.03088032e-02 1.91476723e-01 4.25878280e-02 2.43443827e-01
9.78315721e-03 -6.99252883e-02 -3.13790570e-01 -3.93950283e-01
-3.02659329e-01 -2.98169075e-01 5.20297062e-01 1.02178356e+00
-8.35648639e-01]
[ -5.01562174e-02 -1.23487405e-01 -1.58498203e-01 3.01465241e-01
-1.67416461e-01 2.32961493e-01 -1.00605738e-01 -2.47190685e-01
-2.58122747e-01 -4.68474231e-01 2.04096178e-01 5.24093706e-01
-4.01335392e-01]
[ 7.88642348e-02 -3.82311348e-01 -5.15782879e-02 -2.82361579e-02
-1.12512826e-01 1.99939401e-01 7.60986890e-02 1.66520056e-01
-1.70239399e-01 -3.75636167e-02 -7.16025236e-02 3.05868238e-01
-2.04067516e-01]
[ 2.04095737e-01 -2.93704154e-01 -1.20713346e-01 -9.19354770e-02
-2.11250609e-01 1.21925409e-01 2.10340818e-02 -1.41756021e-01
-5.08030351e-02 -9.45334543e-02 -1.44891776e-01 -1.85535533e-01
-1.04689061e-01]
[ -1.35324779e-01 -8.01049636e-02 3.82167795e-02 -2.53982724e-01
-5.77030062e-02 -1.41176121e-01 4.62877050e-02 -1.07365510e-02
-8.08540406e-02 -8.43337677e-03 -3.14371208e-01 -4.52172935e-01
-3.43193960e-02]
[ -1.40145394e-01 -1.38889798e-01 -6.73710050e-02 -2.66332176e-01
-3.47955542e-01 -2.88251758e-01 1.57552929e-01 1.33544056e-01
2.11066922e-02 1.10177403e-01 -2.40799581e-01 -7.64677592e-01
2.28108688e-02]
[ -1.64425154e-01 -2.37661549e-01 -2.99108041e-01 -4.48586032e-01
-2.82833602e-01 -2.10014281e-01 -3.18677715e-01 6.83290223e-02
-3.13278569e-02 -4.11817893e-01 -3.95610826e-01 -4.53530906e-01
-4.75593124e-01]
[ -1.12119170e-01 1.20704384e-01 2.21834530e-02 1.63711082e-02
-2.13422211e-01 -1.70569814e-01 -1.05727897e-01 3.31642061e-02
-1.04963472e-01 -1.47126034e-01 -1.80611850e-01 -3.22799677e-01
-3.09243014e-02]
[ -3.52541463e-01 -1.20629213e-01 -2.72369455e-01 1.72764644e-01
-2.01756248e-01 -2.28135763e-01 -7.66023323e-02 -1.37438036e-01
3.72262974e-02 -2.52967233e-02 7.73463754e-02 -2.76163733e-01
4.24664596e-03]
[ -1.29180016e-01 -3.79463909e-02 -2.55041717e-01 6.35230259e-02
-2.20938595e-01 -2.78576774e-01 -3.64063785e-01 -2.51105053e-02
1.48211394e-02 -1.77223011e-01 -2.36308499e-01 -3.01781311e-01
-1.40685750e-02]
[ -2.20673545e-01 -5.34984554e-01 -3.35097677e-01 -2.88456583e-01
-3.28574103e-01 -2.28096853e-01 -7.28952212e-03 -2.62654048e-01
8.45182704e-02 -2.24163682e-01 -1.50832233e-01 -1.88788392e-01
-5.81723073e-02]
[ -2.16372129e-01 -2.96984538e-01 -3.17845359e-01 -1.30469054e-01
-9.34050149e-02 -1.49052728e-01 -7.48136296e-02 3.36548485e-03
-1.91231301e-01 -5.11323164e-01 -2.48176703e-01 -1.92631188e-01
4.74825258e-02]
[ -1.18474770e-01 3.56760673e-03 -2.40207022e-01 -5.28847602e-01
-2.47914591e-01 -2.60022195e-01 -3.19710235e-02 -3.74120779e-01
7.94377651e-02 -9.80072681e-02 -3.96657906e-01 -1.51757439e-01
-4.53841314e-01]]
Progress: 15.7% ... Training loss: 0.250 ... Validation loss: 0.430[[-0.08447469]
[ 0.25926672]
[-0.17154843]
[ 0.85943928]
[ 0.27773165]
[-0.02287054]
[-0.85384943]
[-0.9775247 ]
[-0.67060387]
[-0.9824142 ]
[ 1.13438653]
[ 2.86054009]
[-1.79381158]]
[[ -5.36174755e-01 -5.00048042e-01 -5.83515342e-01 -1.22022042e-01
-3.04011456e-01 -5.91579076e-01 -2.62114240e-01 -2.94800882e-01
-4.72287367e-01 -4.08087227e-01 1.22167484e-01 6.43319136e-01
-1.32381228e-02]
[ 5.98232649e-03 -1.40939851e-01 5.18500250e-02 -5.18432433e-02
-4.52811208e-02 5.88293458e-02 -1.11894891e-01 2.35226105e-01
-1.22551399e-01 -1.65732724e-01 -7.94712814e-02 -1.20422125e-01
1.20160933e-01]
[ -2.10532244e-01 1.34958763e-01 -1.95838458e-02 1.38126577e-01
9.13614640e-02 -1.17648694e-01 1.43315046e-01 -6.67418722e-02
2.91799154e-01 -1.37101959e-01 2.49457467e-01 8.05465886e-01
7.05147130e-01]
[ 1.83086128e-01 -2.38212128e-01 -2.84176962e-01 3.00202032e-03
-2.86474328e-01 5.39033776e-04 2.48872363e-02 -4.61925344e-01
1.13410950e-01 -3.47585302e-01 -2.08339860e-01 -3.77801450e-01
-1.24966597e-01]
[ 1.10220844e-01 1.22285047e-02 1.09226031e-01 -3.65621474e-02
-2.18207055e-02 7.05482646e-02 -9.26776939e-02 9.98641370e-03
4.62408081e-02 1.76235263e-01 1.04782495e-01 -1.57235085e-01
-1.52073108e-01]
[ -4.84192558e-01 -5.93030136e-01 -6.03264110e-01 -5.77391268e-01
-5.80148305e-01 -5.64127558e-01 -3.13595237e-01 -1.75197330e-01
-4.42386753e-01 -2.50554965e-01 -4.66833156e-01 -6.60342770e-01
-4.55749715e-01]
[ -4.19037463e-01 -5.77432489e-01 -3.24541870e-01 -3.46869957e-01
-4.04141552e-01 -5.61281586e-01 -4.34678729e-01 -4.77892233e-01
-2.99198706e-01 -1.86862204e-01 -4.01591568e-01 -2.64577100e-01
-3.02791395e-01]
[ -3.25927134e-01 -3.48708651e-01 -4.70868662e-01 -2.03478155e-01
-3.16083488e-01 -4.15894909e-01 -2.49726001e-01 -1.84390230e-01
-2.73848850e-01 -4.57840540e-01 -2.18701207e-01 -4.88428142e-01
-2.82917440e-01]
[ -4.71842182e-01 -3.54435501e-01 -3.75335921e-01 -1.80652285e-01
-3.42760799e-01 -2.15500934e-01 -9.01714922e-02 -4.09808270e-01
-2.65684452e-01 -4.32728083e-01 -1.74024597e-01 -2.76605300e-01
-1.49243090e-01]
[ -9.54771515e-01 -9.29843611e-01 -9.78103252e-01 -7.33039162e-01
-1.01753551e+00 -9.82842098e-01 -6.24477413e-01 -6.18223678e-01
-7.55070676e-01 -5.71361099e-01 -6.89672016e-01 -5.14514155e-01
-5.28412511e-01]
[ -5.07603403e-01 -2.68061053e-01 -4.66770350e-01 -3.20752981e-01
-3.49399220e-01 -3.58041794e-01 -5.60310734e-01 -5.73547720e-01
-6.41537359e-01 -1.19590989e-01 -4.47840392e-01 -5.85532470e-01
-4.47483156e-01]
[ -1.17026213e-01 2.20011666e-02 -3.35061746e-01 -4.11291625e-01
-1.05890502e-01 -7.24560412e-02 -1.59122934e-01 -2.96113293e-01
-1.42718101e-01 1.23733459e-01 -4.05770219e-01 -7.56476897e-01
-3.31850232e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59466438e-01 -1.14862291e-01 1.64737170e-01 -2.67690866e-01
-1.29150187e-01 1.13255077e-01 -1.26126747e-01 1.91528024e-02
-8.35881043e-02 7.34835727e-02 -1.61564608e-01 -3.43827185e-01
3.37116051e-02]
[ -8.27791324e-02 -2.62316635e-01 -1.78398906e-01 -2.86367294e-01
-4.78455433e-01 -8.49390142e-02 -3.34196690e-02 1.10275112e-02
-5.42741415e-02 2.51416580e-02 -1.88506762e-01 -2.75762634e-01
-2.44707130e-01]
[ -7.47033911e-02 -7.47942693e-03 -2.38679910e-01 -2.42058902e-01
1.32971336e-01 -1.63384941e-01 -1.71122160e-01 5.61253581e-02
-7.03302228e-03 1.85545496e-02 -1.68093032e-01 5.00287873e-02
-3.93037734e-02]
[ 2.81020725e-02 -1.56975912e-01 -1.53702424e-01 -3.96384391e-02
-1.14128069e-01 -1.07926023e-01 6.71922789e-02 -1.84167947e-01
-4.35192082e-02 -4.92058525e-02 2.20618787e-02 -7.90490535e-02
4.78046308e-03]
[ -2.85100159e-01 -1.43991772e-01 -7.22535206e-02 -1.01568703e-01
-3.05815793e-01 -2.72993355e-01 -3.55998419e-01 5.69013942e-02
-2.99228589e-01 -2.04023873e-01 1.75748748e-01 -5.32931125e-02
2.93220369e-01]
[ -2.18490180e-01 -1.26439947e-01 -8.53243471e-02 -5.69411820e-02
-8.25206169e-02 -1.16145077e-01 -5.78316597e-02 4.53169926e-02
-1.21415071e-01 -1.29997748e-02 3.33893382e-02 -1.08615407e-01
-2.01565640e-03]
[ -1.56971106e-01 -6.61454341e-02 -2.25041837e-01 -3.20977670e-01
-1.51846753e-01 -2.00144413e-01 -2.58359003e-01 -7.12349975e-02
1.74818292e-01 -1.66230180e-01 -3.31349638e-01 -2.89790892e-01
-1.47553527e-01]
[ -3.68080654e-01 -7.05034955e-02 -1.45918111e-01 -1.67768684e-01
-5.51193435e-02 -3.11224656e-01 5.72087088e-02 -5.22736279e-02
-1.07860753e-01 9.83510319e-02 -1.55673518e-02 -2.06231992e-01
-1.76101415e-01]
[ -1.68435413e-01 -1.53055413e-01 -4.61887660e-02 -1.55110256e-01
-1.35984527e-01 -2.94076922e-01 -2.94651517e-02 -1.01683336e-01
-2.37042339e-01 4.61356396e-02 1.98565924e-01 -3.62774064e-02
-1.58943686e-01]
[ -1.37869103e-01 -1.73066483e-01 -1.13607455e-01 -2.61187158e-01
9.44303913e-02 -1.83165890e-02 -2.17091982e-01 -1.61542640e-01
9.09336603e-02 -1.09540328e-01 -1.27287439e-01 -8.65707896e-02
-3.52012146e-01]
[ -4.45535088e-02 -3.19757209e-02 -1.48638952e-01 -4.40804124e-02
-2.27787245e-01 6.29126798e-02 -8.44181979e-02 -4.84801368e-02
-2.31845600e-01 -8.69618309e-02 -7.40657200e-02 -3.10708178e-01
-1.78046645e-01]
[ -7.25250844e-02 2.76349317e-02 -1.28541469e-01 -3.06414762e-01
1.22562547e-01 2.07126373e-02 -2.24259889e-01 -1.67408593e-01
1.15936188e-01 -6.68855349e-02 -2.74093182e-01 -2.44767356e-01
-2.91059635e-01]
[ 8.31999619e-02 -3.15075815e-01 -8.02585438e-02 -4.44488414e-01
-2.26764522e-01 -8.81347155e-02 7.62966345e-02 1.17254151e-01
4.98559605e-03 3.12273705e-01 -5.15533201e-01 -7.29753216e-01
4.27348212e-01]
[ -2.19010318e-01 -2.51227853e-01 -1.28345081e-01 -2.98854966e-01
-3.05344198e-01 -9.22198053e-02 2.07583935e-01 4.59843776e-02
3.00934878e-01 4.57265749e-02 -3.94013516e-01 -9.24079625e-01
6.16795058e-01]
[ -9.55843705e-03 -1.92902535e-01 2.54435206e-02 -3.03210477e-01
-1.75141563e-01 1.67126068e-01 2.02852206e-01 2.65850395e-01
-1.91268491e-02 2.48846043e-01 -2.10104877e-01 -9.70685054e-01
7.05136022e-01]
[ 5.81542620e-03 -4.95449703e-02 -1.21092465e-01 -1.22818927e-01
-1.81860669e-01 -4.54767336e-02 2.95368391e-01 1.73257500e-01
2.60635993e-01 3.82204175e-01 -4.67789304e-01 -8.55995746e-01
7.19622116e-01]
[ -7.98094591e-02 -2.83518265e-01 6.21626168e-02 -3.65288238e-01
-1.51606977e-01 1.18049626e-01 3.66420030e-01 1.42625955e-01
-5.84014584e-02 1.75133721e-01 -5.50053840e-01 -8.83784062e-01
8.35782584e-01]
[ 1.23367847e-01 -9.32550938e-02 1.93377118e-02 -1.76749284e-01
-8.50852989e-02 -1.70047102e-02 2.50228605e-01 3.73053244e-01
4.12273678e-01 2.77995766e-01 -5.46139373e-01 -7.87427311e-01
5.40342338e-01]
[ -8.96382642e-03 -1.31389652e-01 1.91126054e-02 2.05572994e-02
-8.55093331e-02 -2.83889895e-01 2.60042176e-02 3.04667237e-01
-2.56770111e-02 7.70693870e-02 -2.39567647e-01 -6.67616909e-01
2.42670033e-01]
[ 7.93118255e-02 1.12821954e-01 1.62450116e-03 9.34042805e-02
-8.78915081e-02 -5.94845951e-02 -1.95641343e-01 -1.68187712e-01
-2.74026605e-01 -1.45995232e-01 -1.54175308e-01 2.72683032e-01
-1.75486006e-01]
[ 3.76195843e-02 -8.52517973e-02 1.38989183e-01 2.39718009e-01
2.58165265e-01 8.35588925e-03 -4.13528139e-01 -3.68112975e-01
-1.12592437e-01 -5.32944423e-01 1.98816670e-01 1.08364998e+00
-5.15253143e-01]
[ 3.41780059e-02 8.01717908e-02 -2.12101318e-01 5.49493252e-02
3.22205393e-02 -6.93875177e-04 -1.67639048e-01 -3.32204807e-01
-2.86728160e-01 -1.91887346e-01 -4.59096492e-02 -4.30420563e-02
-1.86941633e-01]
[ -5.59200770e-02 -2.14216745e-01 6.47267274e-02 8.48707238e-02
-1.33775925e-01 -1.34064817e-01 3.22687343e-02 -1.23268791e-02
7.52076985e-02 -3.68015603e-01 -3.17935029e-01 -2.59921843e-01
2.65032277e-02]
[ 1.41990745e-02 -2.73197512e-01 5.93625106e-02 -2.38802601e-01
-1.92935198e-01 -2.31234905e-01 -2.61208730e-01 4.61232182e-02
-9.12872172e-03 1.03373607e-01 -1.72323821e-01 1.12890332e-01
-4.76273933e-02]
[ 1.71570963e-01 5.39875030e-02 -1.04725396e-01 -2.14482287e-01
-5.66829777e-02 -1.01758103e-01 -1.90327906e-01 1.68264630e-02
-1.95497627e-01 -2.41499389e-01 -1.71340900e-01 2.64185722e-01
-1.27018916e-01]
[ -1.72803085e-01 -1.79524096e-01 -1.11896499e-01 -1.92831404e-01
-4.79604515e-02 2.69015649e-02 -1.99035501e-01 -2.13377522e-01
-1.49498809e-01 -3.05153142e-02 -1.85708465e-01 1.93272368e-01
-2.60620129e-01]
[ -3.45034532e-02 -2.09769607e-01 -1.59609705e-01 -2.02053385e-01
-4.99960743e-02 4.41606968e-02 -4.97775552e-02 -3.86009524e-02
-2.26806046e-01 -2.80922009e-01 -3.26824403e-02 -1.17028170e-02
-8.37045797e-02]
[ 1.14105124e-01 7.63925612e-02 -8.48571396e-03 -1.68269887e-01
-3.27000537e-01 8.09733105e-03 -1.55475051e-01 -2.71853854e-01
-3.13208976e-01 3.69645271e-02 -1.09453197e-01 4.40643018e-02
-7.48420062e-02]
[ -6.45171497e-02 -6.91736894e-03 -2.85950941e-01 2.47999794e-03
7.16688051e-02 1.55261953e-01 -2.41644757e-01 -1.95171030e-01
-6.15002031e-02 -8.13261675e-02 1.87080775e-01 5.89105586e-01
-1.01724279e-01]
[ 1.06659263e-01 3.52680650e-01 -2.04293285e-01 6.73529808e-01
1.22059032e-01 -2.10597486e-03 -2.55273974e-01 -4.08544012e-01
-2.60531002e-01 -3.98042273e-01 7.22802794e-01 9.98822418e-01
-8.44006432e-01]
[ -3.01725811e-02 1.90808444e-01 4.29141948e-02 2.42169387e-01
9.25342955e-03 -6.98990463e-02 -3.12377231e-01 -3.91807687e-01
-3.01350301e-01 -2.95839620e-01 5.17893504e-01 1.01399848e+00
-8.34198399e-01]
[ -5.01048262e-02 -1.23563755e-01 -1.58374862e-01 3.01457564e-01
-1.67457819e-01 2.32972066e-01 -1.00523356e-01 -2.46718383e-01
-2.58016644e-01 -4.67648493e-01 2.03860708e-01 5.24090906e-01
-4.01692429e-01]
[ 7.88503836e-02 -3.82276364e-01 -5.15255495e-02 -2.81056646e-02
-1.12475085e-01 1.99936763e-01 7.57706231e-02 1.66513419e-01
-1.70544162e-01 -3.71107871e-02 -7.13912057e-02 3.05589891e-01
-2.05143365e-01]
[ 2.04210105e-01 -2.93970448e-01 -1.20571217e-01 -9.29325002e-02
-2.11514781e-01 1.21945226e-01 2.22921447e-02 -1.40670464e-01
-4.99479316e-02 -9.32454817e-02 -1.46211389e-01 -1.88382981e-01
-1.02531024e-01]
[ -1.35381396e-01 -7.98610774e-02 3.80812675e-02 -2.52993432e-01
-5.74620168e-02 -1.41186825e-01 4.50512649e-02 -1.18466920e-02
-8.17185831e-02 -9.40600734e-03 -3.13100439e-01 -4.48212899e-01
-3.74346665e-02]
[ -1.40142483e-01 -1.38862539e-01 -6.73805129e-02 -2.66281799e-01
-3.47931090e-01 -2.88251589e-01 1.57382828e-01 1.33467688e-01
2.09383601e-02 1.10084499e-01 -2.40627791e-01 -7.63967876e-01
2.23127039e-02]
[ -1.64646612e-01 -2.36622407e-01 -2.99678163e-01 -4.44853130e-01
-2.81648961e-01 -2.10056644e-01 -3.23392621e-01 6.08349318e-02
-3.47048544e-02 -4.16015169e-01 -3.88165905e-01 -4.29057825e-01
-4.88863550e-01]
[ -1.11921792e-01 1.20158704e-01 2.25481812e-02 1.36141967e-02
-2.13887489e-01 -1.70533553e-01 -1.02990988e-01 3.59244892e-02
-1.03042653e-01 -1.44957023e-01 -1.84087393e-01 -3.32234983e-01
-2.40296798e-02]
[ -3.52307562e-01 -1.21335781e-01 -2.71959209e-01 1.69922644e-01
-2.02526693e-01 -2.28087429e-01 -7.42467680e-02 -1.34862676e-01
3.89138317e-02 -2.16701082e-02 7.31033329e-02 -2.84713291e-01
8.55302963e-03]
[ -1.29106991e-01 -3.86582305e-02 -2.54699741e-01 6.17634866e-02
-2.21602525e-01 -2.78554742e-01 -3.62638186e-01 -2.21243306e-02
1.59476692e-02 -1.74116905e-01 -2.39220884e-01 -3.07259516e-01
-1.00300849e-02]
[ -2.20590031e-01 -5.35352919e-01 -3.34844306e-01 -2.89058438e-01
-3.28942385e-01 -2.28077737e-01 -6.11976725e-03 -2.60700978e-01
8.59135853e-02 -2.22399815e-01 -1.51957465e-01 -1.96820415e-01
-5.54959281e-02]
[ -2.16426259e-01 -2.96879096e-01 -3.17868195e-01 -1.29974411e-01
-9.33164956e-02 -1.49062199e-01 -7.54060847e-02 3.17135227e-03
-1.91736398e-01 -5.11486073e-01 -2.48199772e-01 -1.90895309e-01
4.56508057e-02]
[ -1.18445408e-01 3.43872882e-03 -2.40184648e-01 -5.29293493e-01
-2.47764224e-01 -2.60024681e-01 -3.19785673e-02 -3.73875926e-01
7.96209070e-02 -9.86964328e-02 -3.96798118e-01 -1.50270852e-01
-4.55890036e-01]]
Progress: 15.8% ... Training loss: 0.248 ... Validation loss: 0.434[[-0.07371844]
[ 0.27445004]
[-0.16040925]
[ 0.87892953]
[ 0.29161023]
[-0.01235281]
[-0.83832494]
[-0.95573938]
[-0.65307172]
[-0.96564033]
[ 1.16056998]
[ 2.89810836]
[-1.76421582]]
[[ -5.36367632e-01 -4.98489779e-01 -5.84262226e-01 -1.16015185e-01
-3.02236019e-01 -5.91655570e-01 -2.65299298e-01 -3.00153347e-01
-4.75355163e-01 -4.13624411e-01 1.33139704e-01 6.59308136e-01
-2.46343029e-02]
[ 5.81166188e-03 -1.40016235e-01 5.14486765e-02 -4.83528757e-02
-4.44416338e-02 5.87809517e-02 -1.14811035e-01 2.30873602e-01
-1.25393187e-01 -1.68206450e-01 -7.47708164e-02 -1.05123199e-01
1.10983426e-01]
[ -2.11003744e-01 1.37654543e-01 -2.10123532e-02 1.50196068e-01
9.38597301e-02 -1.17771147e-01 1.32448418e-01 -8.09942782e-02
2.83237679e-01 -1.48520022e-01 2.70234966e-01 8.56776477e-01
6.71099867e-01]
[ 1.83335516e-01 -2.39028878e-01 -2.83828231e-01 -1.54918540e-03
-2.87062088e-01 5.71490795e-04 2.85147572e-02 -4.57256668e-01
1.17274372e-01 -3.45987003e-01 -2.15294298e-01 -3.97373049e-01
-1.12194887e-01]
[ 1.10027572e-01 1.32081096e-02 1.08741130e-01 -3.18756152e-02
-2.06130675e-02 7.05114117e-02 -9.70985415e-02 5.25655689e-03
4.26065261e-02 1.73131674e-01 1.12381451e-01 -1.44421378e-01
-1.65575211e-01]
[ -4.84306628e-01 -5.92756347e-01 -6.03337351e-01 -5.76944640e-01
-5.79625195e-01 -5.64157239e-01 -3.14675115e-01 -1.76799044e-01
-4.43414584e-01 -2.52491017e-01 -4.66330894e-01 -6.56143564e-01
-4.59230436e-01]
[ -4.19012065e-01 -5.77198073e-01 -3.24600459e-01 -3.47002039e-01
-4.04223202e-01 -5.61275884e-01 -4.33369744e-01 -4.77972590e-01
-2.98952234e-01 -1.86123787e-01 -4.01775204e-01 -2.69222683e-01
-3.00767902e-01]
[ -3.26402651e-01 -3.46685038e-01 -4.72028613e-01 -1.95042213e-01
-3.14053842e-01 -4.16012319e-01 -2.57911114e-01 -1.94785223e-01
-2.80207203e-01 -4.67269059e-01 -2.04820907e-01 -4.57292872e-01
-3.05731745e-01]
[ -4.72034915e-01 -3.53816352e-01 -3.75689274e-01 -1.78145945e-01
-3.42080361e-01 -2.15564725e-01 -9.22708829e-02 -4.12709504e-01
-2.67298577e-01 -4.35042206e-01 -1.70783703e-01 -2.68675420e-01
-1.53417143e-01]
[ -9.55187371e-01 -9.28049027e-01 -9.79106898e-01 -7.25934267e-01
-1.01587260e+00 -9.82951535e-01 -6.31020004e-01 -6.27716640e-01
-7.60799893e-01 -5.78592017e-01 -6.78021838e-01 -4.87433253e-01
-5.47539327e-01]
[ -5.07928893e-01 -2.66741895e-01 -4.67381753e-01 -3.16698143e-01
-3.47919083e-01 -3.58137256e-01 -5.63687736e-01 -5.78589997e-01
-6.44335801e-01 -1.24843422e-01 -4.41831850e-01 -5.72897842e-01
-4.55286713e-01]
[ -1.17041788e-01 2.20383918e-02 -3.35091831e-01 -4.11194529e-01
-1.05882001e-01 -7.24563224e-02 -1.59258738e-01 -2.96556353e-01
-1.42944278e-01 1.23276533e-01 -4.05989120e-01 -7.57573653e-01
-3.33365444e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59360449e-01 -1.15212263e-01 1.64938448e-01 -2.68367395e-01
-1.29405754e-01 1.13282355e-01 -1.25293939e-01 2.00784311e-02
-8.29332148e-02 7.46877220e-02 -1.63058002e-01 -3.47078317e-01
3.40053617e-02]
[ -8.27475571e-02 -2.62424580e-01 -1.78335469e-01 -2.87382292e-01
-4.78544701e-01 -8.49331901e-02 -3.26967855e-02 1.20334092e-02
-5.37596987e-02 2.59203786e-02 -1.89668603e-01 -2.79945356e-01
-2.43267381e-01]
[ -7.48318034e-02 -7.06689465e-03 -2.38798825e-01 -2.41379147e-01
1.33366304e-01 -1.63417449e-01 -1.72021227e-01 5.46754910e-02
-7.87575854e-03 1.69730960e-02 -1.67074652e-01 5.38594826e-02
-3.97137441e-02]
[ 2.81532808e-02 -1.57142388e-01 -1.53628336e-01 -4.10609617e-02
-1.14383005e-01 -1.07907709e-01 6.86122580e-02 -1.83945882e-01
-4.29030394e-02 -4.81794481e-02 2.04094451e-02 -8.36454027e-02
8.71146841e-03]
[ -2.85185601e-01 -1.43605514e-01 -7.24198711e-02 -1.00019001e-01
-3.05505525e-01 -2.73014681e-01 -3.56851819e-01 5.55181342e-02
-3.00127264e-01 -2.05290948e-01 1.77724635e-01 -4.97709715e-02
2.89535299e-01]
[ -2.18599791e-01 -1.25915674e-01 -8.56313177e-02 -5.47207244e-02
-8.19717955e-02 -1.16175703e-01 -5.94367462e-02 4.32475106e-02
-1.22884584e-01 -1.48600942e-02 3.63840674e-02 -1.01503730e-01
-7.20225104e-03]
[ -1.56965771e-01 -6.60745381e-02 -2.25078364e-01 -3.20050159e-01
-1.51865405e-01 -2.00153562e-01 -2.59060846e-01 -7.29197142e-02
1.74676046e-01 -1.66915114e-01 -3.30551294e-01 -2.87851217e-01
-1.49711902e-01]
[ -3.68214084e-01 -6.98860137e-02 -1.46277992e-01 -1.65433326e-01
-5.44228988e-02 -3.11261522e-01 5.48469899e-02 -5.40177511e-02
-1.09558097e-01 9.55501601e-02 -1.21343459e-02 -2.03258864e-01
-1.81805830e-01]
[ -1.68719743e-01 -1.51966274e-01 -4.68044627e-02 -1.50908957e-01
-1.34911397e-01 -2.94133720e-01 -3.37725454e-02 -1.07451941e-01
-2.40705582e-01 4.10320873e-02 2.06891692e-01 -1.33195828e-02
-1.71354834e-01]
[ -1.38011610e-01 -1.72570325e-01 -1.13901879e-01 -2.59524880e-01
9.50265673e-02 -1.83687632e-02 -2.18850117e-01 -1.63886677e-01
8.94989562e-02 -1.11425552e-01 -1.24559142e-01 -7.94379444e-02
-3.55490110e-01]
[ -4.45857092e-02 -3.19099507e-02 -1.48664156e-01 -4.36522093e-02
-2.27779131e-01 6.29071891e-02 -8.46644168e-02 -4.88568986e-02
-2.31928808e-01 -8.72489355e-02 -7.39218755e-02 -3.10392109e-01
-1.78460975e-01]
[ -7.25601805e-02 2.77477847e-02 -1.28601437e-01 -3.06048447e-01
1.22704589e-01 2.07009778e-02 -2.24558092e-01 -1.67719630e-01
1.15628520e-01 -6.73645517e-02 -2.73763951e-01 -2.43902434e-01
-2.91721864e-01]
[ 8.31227504e-02 -3.14748769e-01 -8.04061464e-02 -4.43659799e-01
-2.26473286e-01 -8.81541301e-02 7.48529812e-02 1.15543988e-01
3.67738828e-03 3.11148454e-01 -5.14436220e-01 -7.25992794e-01
4.23946054e-01]
[ -2.19012925e-01 -2.51240820e-01 -1.28333182e-01 -2.98937212e-01
-3.05361862e-01 -9.22198362e-02 2.07931247e-01 4.62673413e-02
3.01086843e-01 4.59962119e-02 -3.94428088e-01 -9.25709163e-01
6.17746277e-01]
[ -9.56441749e-03 -1.92885401e-01 2.54132969e-02 -3.03208426e-01
-1.75127559e-01 1.67123973e-01 2.02887667e-01 2.65667857e-01
-1.91258075e-02 2.48764207e-01 -2.10091887e-01 -9.70838309e-01
7.05057544e-01]
[ 5.76089392e-03 -4.93888178e-02 -1.21173503e-01 -1.22258221e-01
-1.81728451e-01 -4.54893329e-02 2.94632132e-01 1.72312107e-01
2.60112627e-01 3.81199441e-01 -4.67257545e-01 -8.55364495e-01
7.18147360e-01]
[ -7.97725158e-02 -2.83639884e-01 6.22384118e-02 -3.65678202e-01
-1.51752530e-01 1.18057022e-01 3.67291213e-01 1.43421713e-01
-5.78930834e-02 1.75998724e-01 -5.50739542e-01 -8.86581148e-01
8.37983267e-01]
[ 1.23320241e-01 -9.31075336e-02 1.92364132e-02 -1.76400196e-01
-8.49519735e-02 -1.70190665e-02 2.49868106e-01 3.72468270e-01
4.12004780e-01 2.77151178e-01 -5.45805688e-01 -7.87477204e-01
5.40115386e-01]
[ -8.84938202e-03 -1.31651845e-01 1.92418105e-02 1.92358719e-02
-8.58113680e-02 -2.83869068e-01 2.76638768e-02 3.06726970e-01
-2.42786447e-02 7.81986635e-02 -2.40945624e-01 -6.72226612e-01
2.46739827e-01]
[ 7.94690059e-02 1.12178970e-01 1.90168274e-03 9.09844787e-02
-8.84769590e-02 -5.94571439e-02 -1.93024430e-01 -1.64441594e-01
-2.71605973e-01 -1.43220439e-01 -1.59008578e-01 2.54944736e-01
-1.68062893e-01]
[ 3.75962404e-02 -8.51168900e-02 1.38904199e-01 2.41437213e-01
2.58443196e-01 8.34922110e-03 -4.13755198e-01 -3.68903889e-01
-1.12377988e-01 -5.33529930e-01 2.00411397e-01 1.08759399e+00
-5.16979107e-01]
[ 3.40997881e-02 8.04228120e-02 -2.12236552e-01 5.61085324e-02
3.25017297e-02 -7.18504330e-04 -1.68551960e-01 -3.33309605e-01
-2.87218315e-01 -1.93128984e-01 -4.44275049e-02 -4.02288502e-02
-1.88760953e-01]
[ -5.60294477e-02 -2.13896219e-01 6.44946009e-02 8.61354311e-02
-1.33439876e-01 -1.34089155e-01 3.08921284e-02 -1.43312902e-02
7.37858677e-02 -3.69371163e-01 -3.16348091e-01 -2.55260991e-01
2.31583714e-02]
[ 1.40575528e-02 -2.72689029e-01 5.89983097e-02 -2.37155821e-01
-1.92342710e-01 -2.31261801e-01 -2.63738148e-01 4.24456531e-02
-1.10993546e-02 1.00024398e-01 -1.67532060e-01 1.27001178e-01
-5.49011374e-02]
[ 1.71595369e-01 5.37501893e-02 -1.04691901e-01 -2.15513051e-01
-5.68955747e-02 -1.01748731e-01 -1.89655759e-01 1.69721468e-02
-1.95019809e-01 -2.41183851e-01 -1.72347284e-01 2.63114842e-01
-1.24990452e-01]
[ -1.72969538e-01 -1.79105285e-01 -1.12074141e-01 -1.91320497e-01
-4.73910106e-02 2.68587357e-02 -2.00690332e-01 -2.15500116e-01
-1.50890134e-01 -3.27299505e-02 -1.83620154e-01 2.00740745e-01
-2.63834514e-01]
[ -3.45581021e-02 -2.09719575e-01 -1.59641522e-01 -2.02120062e-01
-4.99751368e-02 4.41404368e-02 -5.01466135e-02 -3.89028409e-02
-2.27168020e-01 -2.81033634e-01 -3.28225718e-02 -1.30737251e-02
-8.25673282e-02]
[ 1.13794627e-01 7.77082280e-02 -9.13864943e-03 -1.64785462e-01
-3.26053109e-01 8.02399694e-03 -1.59576140e-01 -2.77310950e-01
-3.16369139e-01 3.18914011e-02 -1.03010934e-01 6.16199013e-02
-8.53721793e-02]
[ -6.45798508e-02 -6.67387545e-03 -2.86069998e-01 3.37033852e-03
7.18998192e-02 1.55243628e-01 -2.42414631e-01 -1.95996236e-01
-6.22339584e-02 -8.22689308e-02 1.88496887e-01 5.92263423e-01
-1.04072862e-01]
[ 1.06575046e-01 3.53221314e-01 -2.04465865e-01 6.76010012e-01
1.22583434e-01 -2.12435218e-03 -2.56606212e-01 -4.10111753e-01
-2.62031573e-01 -3.99397811e-01 7.26163225e-01 1.00393014e+00
-8.49426607e-01]
[ -3.00389885e-02 1.90342287e-01 4.31725427e-02 2.41037736e-01
8.87000945e-03 -6.98635662e-02 -3.11127636e-01 -3.90731448e-01
-3.00261625e-01 -2.94090340e-01 5.16037324e-01 1.01069215e+00
-8.32527935e-01]
[ -4.99972429e-02 -1.23657411e-01 -1.58315280e-01 3.00427175e-01
-1.67588623e-01 2.32996531e-01 -9.94151823e-02 -2.45509689e-01
-2.57398268e-01 -4.66856593e-01 2.02746598e-01 5.20011943e-01
-4.00496684e-01]
[ 7.87905734e-02 -3.82054256e-01 -5.16017268e-02 -2.65112842e-02
-1.12188772e-01 1.99919854e-01 7.39373981e-02 1.64738927e-01
-1.71586983e-01 -3.81646256e-02 -6.88736159e-02 3.12237475e-01
-2.09557513e-01]
[ 2.04202409e-01 -2.93813008e-01 -1.20583914e-01 -9.19634109e-02
-2.11361650e-01 1.21945804e-01 2.18485541e-02 -1.41616860e-01
-5.08923983e-02 -9.32860868e-02 -1.45089521e-01 -1.83880206e-01
-1.05173385e-01]
[ -1.35378789e-01 -7.98747379e-02 3.80807332e-02 -2.52928037e-01
-5.74646517e-02 -1.41185076e-01 4.50216449e-02 -1.18368740e-02
-8.18213300e-02 -9.32662431e-03 -3.12946849e-01 -4.47087332e-01
-3.80329962e-02]
[ -1.40189746e-01 -1.38672065e-01 -6.74510049e-02 -2.66077151e-01
-3.47790499e-01 -2.88263023e-01 1.56886917e-01 1.33160551e-01
2.05257381e-02 1.09549868e-01 -2.40290796e-01 -7.64030289e-01
2.17047672e-02]
[ -1.65043948e-01 -2.35584911e-01 -3.00579627e-01 -4.42691007e-01
-2.80373659e-01 -2.10163883e-01 -3.26482039e-01 5.39809038e-02
-3.74889671e-02 -4.23508776e-01 -3.82707410e-01 -4.16813105e-01
-4.94348750e-01]
[ -1.12072122e-01 1.21285740e-01 2.20499814e-02 1.75017372e-02
-2.12844809e-01 -1.70588792e-01 -1.06000413e-01 3.23664630e-02
-1.05593614e-01 -1.47572074e-01 -1.78815279e-01 -3.19971441e-01
-3.33956477e-02]
[ -3.52228408e-01 -1.21633786e-01 -2.71781158e-01 1.69443993e-01
-2.02741604e-01 -2.28071829e-01 -7.39546270e-02 -1.34407662e-01
3.95344188e-02 -2.06506595e-02 7.22725374e-02 -2.86011741e-01
9.31290985e-03]
[ -1.29483067e-01 -3.72944172e-02 -2.55409241e-01 6.79800660e-02
-2.20194396e-01 -2.78646677e-01 -3.66867183e-01 -2.80084843e-02
1.17012998e-02 -1.78716973e-01 -2.31624447e-01 -2.89405179e-01
-2.32506149e-02]
[ -2.20533776e-01 -5.35301145e-01 -3.34713392e-01 -2.88971635e-01
-3.28998891e-01 -2.28065479e-01 -5.84393125e-03 -2.60144862e-01
8.58790433e-02 -2.21207893e-01 -1.52126086e-01 -2.00891500e-01
-5.48624016e-02]
[ -2.16431430e-01 -2.96804130e-01 -3.17911347e-01 -1.29986477e-01
-9.33315519e-02 -1.49062857e-01 -7.55054449e-02 3.07292170e-03
-1.91959377e-01 -5.11654336e-01 -2.48097327e-01 -1.90746430e-01
4.51883495e-02]
[ -1.18408824e-01 3.23261563e-03 -2.39986431e-01 -5.29898993e-01
-2.48052318e-01 -2.60002647e-01 -3.21747405e-02 -3.73470717e-01
8.00854467e-02 -9.89710919e-02 -3.96788375e-01 -1.48794021e-01
-4.57194875e-01]]
Progress: 15.8% ... Training loss: 0.270 ... Validation loss: 0.421[[-0.09411074]
[ 0.25930344]
[-0.17577259]
[ 0.86312785]
[ 0.27392349]
[-0.03093662]
[-0.86425901]
[-0.98456684]
[-0.67717079]
[-0.99509815]
[ 1.1494721 ]
[ 2.87690674]
[-1.79902425]]
[[ -5.35837101e-01 -4.99033345e-01 -5.83549643e-01 -1.19119667e-01
-3.03377124e-01 -5.91587188e-01 -2.58372831e-01 -2.91071346e-01
-4.70337584e-01 -4.04035772e-01 1.26876714e-01 6.19320005e-01
-8.62765636e-03]
[ 5.82295760e-03 -1.40037245e-01 5.14724562e-02 -4.85901989e-02
-4.44716725e-02 5.87820981e-02 -1.14534759e-01 2.31174632e-01
-1.25227550e-01 -1.67936102e-01 -7.51574000e-02 -1.06256990e-01
1.11943761e-01]
[ -2.11467714e-01 1.38799426e-01 -2.13718629e-02 1.56327366e-01
9.51509857e-02 -1.17825093e-01 1.30198114e-01 -8.41819500e-02
2.82837822e-01 -1.53611573e-01 2.78933428e-01 8.60197510e-01
6.76484936e-01]
[ 1.83635548e-01 -2.38450858e-01 -2.84327553e-01 -3.30403975e-03
-2.86681713e-01 5.79274155e-04 2.94422286e-02 -4.64439676e-01
1.18981643e-01 -3.50774802e-01 -2.12642854e-01 -3.82025982e-01
-1.13394907e-01]
[ 1.10025949e-01 1.34244177e-02 1.08999193e-01 -2.98689956e-02
-2.06026838e-02 7.05242713e-02 -1.00487815e-01 6.07176084e-03
4.08055145e-02 1.76766697e-01 1.11529537e-01 -1.38763266e-01
-1.73417622e-01]
[ -4.83787701e-01 -5.94449616e-01 -6.02619728e-01 -5.83247160e-01
-5.81505794e-01 -5.64081379e-01 -3.08623851e-01 -1.68466639e-01
-4.39466260e-01 -2.44056276e-01 -4.76266001e-01 -6.81899326e-01
-4.50353633e-01]
[ -4.18392013e-01 -5.79115318e-01 -3.23453283e-01 -3.56244332e-01
-4.06378697e-01 -5.61193077e-01 -4.25492533e-01 -4.69355748e-01
-2.92988643e-01 -1.76241402e-01 -4.13944655e-01 -3.10269056e-01
-2.81570197e-01]
[ -3.26521983e-01 -3.46001706e-01 -4.72135357e-01 -1.90744922e-01
-3.13553390e-01 -4.16017683e-01 -2.57716433e-01 -1.94902210e-01
-2.79607541e-01 -4.67596542e-01 -1.99599875e-01 -4.55766654e-01
-3.03394982e-01]
[ -4.71850445e-01 -3.54446175e-01 -3.75343945e-01 -1.80708337e-01
-3.42753192e-01 -2.15529966e-01 -8.97911670e-02 -4.10009639e-01
-2.65493567e-01 -4.32591266e-01 -1.74800466e-01 -2.81799689e-01
-1.50336024e-01]
[ -9.54550832e-01 -9.30336405e-01 -9.77762048e-01 -7.33923411e-01
-1.01832654e+00 -9.82846033e-01 -6.19777452e-01 -6.14344195e-01
-7.53300918e-01 -5.66323865e-01 -6.91147742e-01 -5.46355099e-01
-5.25734746e-01]
[ -5.07547250e-01 -2.67426311e-01 -4.66815452e-01 -3.19900429e-01
-3.49011659e-01 -3.58078859e-01 -5.60271108e-01 -5.73999624e-01
-6.40796237e-01 -1.18680488e-01 -4.45851579e-01 -5.84673473e-01
-4.46444769e-01]
[ -1.16855853e-01 2.14531808e-02 -3.34899599e-01 -4.13813013e-01
-1.06543954e-01 -7.24321596e-02 -1.57315046e-01 -2.94987047e-01
-1.41666231e-01 1.25286030e-01 -4.09743775e-01 -7.65276363e-01
-3.30519580e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59356214e-01 -1.15211957e-01 1.64902080e-01 -2.68475019e-01
-1.29415014e-01 1.13282977e-01 -1.25218427e-01 1.98163005e-02
-8.28966957e-02 7.46068282e-02 -1.63077380e-01 -3.47060703e-01
3.41315848e-02]
[ -8.25893100e-02 -2.63051916e-01 -1.78027512e-01 -2.90047788e-01
-4.79112554e-01 -8.49086163e-02 -3.04639209e-02 1.60710366e-02
-5.25814728e-02 2.94979368e-02 -1.94535938e-01 -2.92633467e-01
-2.40099846e-01]
[ -7.44178412e-02 -8.36872355e-03 -2.38225083e-01 -2.45844102e-01
1.31782220e-01 -1.63358859e-01 -1.67955148e-01 6.00835474e-02
-4.64190712e-03 2.30720127e-02 -1.73630271e-01 3.69903746e-02
-3.25601128e-02]
[ 2.86037796e-02 -1.58414560e-01 -1.52863099e-01 -4.73553863e-02
-1.15848543e-01 -1.07849634e-01 7.42458505e-02 -1.78211378e-01
-3.89942207e-02 -4.14155147e-02 1.18732295e-02 -1.10070293e-01
2.11812812e-02]
[ -2.85168029e-01 -1.43648452e-01 -7.23957821e-02 -1.00448899e-01
-3.05485847e-01 -2.73013346e-01 -3.56607732e-01 5.57451959e-02
-2.99790554e-01 -2.05171777e-01 1.77794478e-01 -5.36902629e-02
2.90576003e-01]
[ -2.18430995e-01 -1.26689053e-01 -8.52126479e-02 -5.82080348e-02
-8.28702082e-02 -1.16145504e-01 -5.62053221e-02 4.67826466e-02
-1.20349765e-01 -1.16483137e-02 3.13446654e-02 -1.16269377e-01
1.71874623e-03]
[ -1.56919896e-01 -6.64623158e-02 -2.24964146e-01 -3.20639583e-01
-1.52053303e-01 -2.00147527e-01 -2.58040686e-01 -7.22017506e-02
1.75273933e-01 -1.66006417e-01 -3.30696431e-01 -2.91674654e-01
-1.47758385e-01]
[ -3.68254464e-01 -6.96930538e-02 -1.46292167e-01 -1.64879230e-01
-5.44785984e-02 -3.11264515e-01 5.57832350e-02 -5.27506889e-02
-1.08939036e-01 9.57055850e-02 -1.20061501e-02 -2.04241065e-01
-1.78558661e-01]
[ -1.68939431e-01 -1.50591251e-01 -4.72437787e-02 -1.44547020e-01
-1.33606286e-01 -2.94160102e-01 -3.74452455e-02 -1.11740096e-01
-2.42843231e-01 3.77865343e-02 2.15145439e-01 1.25771048e-03
-1.79322352e-01]
[ -1.38008660e-01 -1.72625237e-01 -1.13906591e-01 -2.59992794e-01
9.49587361e-02 -1.83692606e-02 -2.18279350e-01 -1.63685279e-01
8.99307981e-02 -1.11180765e-01 -1.25790314e-01 -8.59042371e-02
-3.54197878e-01]
[ -4.44350938e-02 -3.23596143e-02 -1.48369738e-01 -4.57438607e-02
-2.28273094e-01 6.29379095e-02 -8.30764704e-02 -4.67060953e-02
-2.30761698e-01 -8.54367744e-02 -7.65833192e-02 -3.16089873e-01
-1.76774952e-01]
[ -7.25087487e-02 2.75324993e-02 -1.28501811e-01 -3.06175698e-01
1.22501868e-01 2.07087624e-02 -2.23881199e-01 -1.66916832e-01
1.16037911e-01 -6.64899521e-02 -2.74060324e-01 -2.45260784e-01
-2.91319802e-01]
[ 8.31762241e-02 -3.14960631e-01 -8.03050652e-02 -4.44717494e-01
-2.26758123e-01 -8.81458796e-02 7.61888597e-02 1.16931844e-01
4.59512802e-03 3.12513758e-01 -5.16130392e-01 -7.31299202e-01
4.27499073e-01]
[ -2.18996949e-01 -2.51301544e-01 -1.28304157e-01 -2.99468690e-01
-3.05444144e-01 -9.22176125e-02 2.08562527e-01 4.67139651e-02
3.01471562e-01 4.62471691e-02 -3.95172507e-01 -9.27748023e-01
6.19448449e-01]
[ -9.54962815e-03 -1.92904088e-01 2.54308117e-02 -3.03622991e-01
-1.75147212e-01 1.67126222e-01 2.03248589e-01 2.66107321e-01
-1.89310145e-02 2.49008971e-01 -2.10634108e-01 -9.72041184e-01
7.06248754e-01]
[ 5.79070896e-03 -4.94586299e-02 -1.21109861e-01 -1.22653993e-01
-1.81834911e-01 -4.54855917e-02 2.95076973e-01 1.72973890e-01
2.60392719e-01 3.82040599e-01 -4.67952846e-01 -8.56697913e-01
7.19522145e-01]
[ -7.97296633e-02 -2.83730450e-01 6.23098523e-02 -3.66232837e-01
-1.51866809e-01 1.18062675e-01 3.68148271e-01 1.44134924e-01
-5.74801513e-02 1.76968552e-01 -5.51395356e-01 -8.88583860e-01
8.40257013e-01]
[ 1.23217357e-01 -9.28542551e-02 1.90730803e-02 -1.75671481e-01
-8.47533754e-02 -1.70343857e-02 2.48749892e-01 3.70964229e-01
4.11151532e-01 2.75572260e-01 -5.45241824e-01 -7.87198290e-01
5.38470228e-01]
[ -8.83729004e-03 -1.31686383e-01 1.92611348e-02 1.90812654e-02
-8.58404894e-02 -2.83867837e-01 2.77856143e-02 3.06855520e-01
-2.41707997e-02 7.83508880e-02 -2.41133575e-01 -6.72473267e-01
2.47108841e-01]
[ 7.96255466e-02 1.11558004e-01 2.12002707e-03 8.88874273e-02
-8.90173056e-02 -5.94375667e-02 -1.90331379e-01 -1.62656733e-01
-2.69282875e-01 -1.41311932e-01 -1.61843709e-01 2.40424068e-01
-1.62307523e-01]
[ 3.78244314e-02 -8.55758279e-02 1.39182588e-01 2.39974470e-01
2.57893903e-01 8.37942538e-03 -4.12091495e-01 -3.67636574e-01
-1.11213541e-01 -5.31519660e-01 1.98436265e-01 1.07903159e+00
-5.17350239e-01]
[ 3.41026617e-02 8.03905343e-02 -2.12226561e-01 5.60458595e-02
3.24376907e-02 -7.16866092e-04 -1.68410361e-01 -3.33259949e-01
-2.87245376e-01 -1.93005113e-01 -4.44814285e-02 -4.08629878e-02
-1.88974704e-01]
[ -5.58802491e-02 -2.14426619e-01 6.48388422e-02 8.26921977e-02
-1.34121179e-01 -1.34067555e-01 3.41101061e-02 -1.10877616e-02
7.61484001e-02 -3.66855690e-01 -3.20815105e-01 -2.68091146e-01
3.15729745e-02]
[ 1.41560610e-02 -2.72983726e-01 5.91939072e-02 -2.38763386e-01
-1.92686618e-01 -2.31249006e-01 -2.62781056e-01 4.39344659e-02
-1.01789981e-02 1.01856025e-01 -1.69595719e-01 1.21610531e-01
-5.19582017e-02]
[ 1.71549731e-01 5.39190905e-02 -1.04764328e-01 -2.15022800e-01
-5.67318739e-02 -1.01754035e-01 -1.90269425e-01 1.62441849e-02
-1.95468300e-01 -2.41516155e-01 -1.71530465e-01 2.65586984e-01
-1.26209289e-01]
[ -1.72870423e-01 -1.79866631e-01 -1.11754776e-01 -1.94198675e-01
-4.81448374e-02 2.68803179e-02 -1.98563636e-01 -2.12381090e-01
-1.49038775e-01 -3.02807471e-02 -1.87848955e-01 1.91708048e-01
-2.56584658e-01]
[ -3.44499475e-02 -2.10348588e-01 -1.59331888e-01 -2.04386861e-01
-5.07353855e-02 4.41634894e-02 -4.79023371e-02 -3.59911150e-02
-2.26052683e-01 -2.78332301e-01 -3.61258922e-02 -2.04768609e-02
-7.77683667e-02]
[ 1.13848893e-01 7.75234261e-02 -9.01223471e-03 -1.66102937e-01
-3.26339114e-01 8.02832531e-03 -1.58904975e-01 -2.76586955e-01
-3.15705293e-01 3.34906410e-02 -1.04798527e-01 5.75651588e-02
-8.23553935e-02]
[ -6.45325570e-02 -6.84142352e-03 -2.85967388e-01 3.05034858e-03
7.17289861e-02 1.55252020e-01 -2.42040588e-01 -1.95061547e-01
-6.19617034e-02 -8.09740639e-02 1.87793462e-01 5.89193512e-01
-1.03960284e-01]
[ 1.06579364e-01 3.53853345e-01 -2.04724264e-01 6.80309046e-01
1.23386098e-01 -2.12577960e-03 -2.59260752e-01 -4.11994948e-01
-2.63387666e-01 -4.01169901e-01 7.31846773e-01 1.00872633e+00
-8.58417900e-01]
[ -3.01202009e-02 1.90982815e-01 4.29447627e-02 2.44273112e-01
9.46301045e-03 -6.98772760e-02 -3.12634371e-01 -3.92089480e-01
-3.01331566e-01 -2.95798575e-01 5.19989005e-01 1.01710357e+00
-8.36812316e-01]
[ -4.98899752e-02 -1.24040130e-01 -1.58090109e-01 2.99221590e-01
-1.67944413e-01 2.33019652e-01 -9.82948473e-02 -2.44046135e-01
-2.56641192e-01 -4.65298127e-01 2.01083271e-01 5.15207393e-01
-3.99413464e-01]
[ 7.88618959e-02 -3.82263613e-01 -5.14732771e-02 -2.75673558e-02
-1.12486376e-01 1.99932358e-01 7.51500987e-02 1.66446823e-01
-1.70766034e-01 -3.68812244e-02 -7.04467850e-02 3.08224629e-01
-2.07130675e-01]
[ 2.04251680e-01 -2.94017390e-01 -1.20497508e-01 -9.27070293e-02
-2.11576610e-01 1.21953822e-01 2.28774901e-02 -1.40790196e-01
-5.01772667e-02 -9.24355747e-02 -1.46413609e-01 -1.87299609e-01
-1.03118359e-01]
[ -1.35302331e-01 -8.01248169e-02 3.82416178e-02 -2.53746304e-01
-5.77510169e-02 -1.41173282e-01 4.61279296e-02 -1.03194665e-02
-8.11335173e-02 -7.61516833e-03 -3.14206964e-01 -4.49414632e-01
-3.64741268e-02]
[ -1.40177674e-01 -1.38711096e-01 -6.74332081e-02 -2.66252438e-01
-3.47815779e-01 -2.88261157e-01 1.57073369e-01 1.33349285e-01
2.06448365e-02 1.09719535e-01 -2.40448425e-01 -7.64195624e-01
2.20427189e-02]
[ -1.64723170e-01 -2.36440811e-01 -3.00073506e-01 -4.47463211e-01
-2.81301979e-01 -2.10115191e-01 -3.23278207e-01 5.76099956e-02
-3.51533526e-02 -4.19743560e-01 -3.88373904e-01 -4.33617302e-01
-4.90315199e-01]
[ -1.12208203e-01 1.22010526e-01 2.18887850e-02 2.05780032e-02
-2.12325333e-01 -1.70606558e-01 -1.07356322e-01 3.27805210e-02
-1.06045012e-01 -1.47850854e-01 -1.75906900e-01 -3.15220250e-01
-3.35368610e-02]
[ -3.52039672e-01 -1.22160277e-01 -2.71439473e-01 1.67826214e-01
-2.03254835e-01 -2.28043338e-01 -7.17888355e-02 -1.31610676e-01
4.08394619e-02 -1.64455099e-02 6.95684497e-02 -2.91718331e-01
1.39388843e-02]
[ -1.29384984e-01 -3.79658057e-02 -2.55091164e-01 6.47996023e-02
-2.20923627e-01 -2.78627684e-01 -3.64844059e-01 -2.46789058e-02
1.32444806e-02 -1.75523264e-01 -2.36468443e-01 -3.01956822e-01
-1.55766125e-02]
[ -2.20528970e-01 -5.34909182e-01 -3.34713555e-01 -2.86337398e-01
-3.28646541e-01 -2.28063429e-01 -5.79152892e-03 -2.60244445e-01
8.61654395e-02 -2.21037003e-01 -1.49231871e-01 -2.06387443e-01
-5.40329689e-02]
[ -2.16154666e-01 -2.97834549e-01 -3.17454487e-01 -1.34576548e-01
-9.46862193e-02 -1.49019225e-01 -7.07271426e-02 8.46777812e-03
-1.89096231e-01 -5.07401061e-01 -2.54808259e-01 -2.09223530e-01
5.46149711e-02]
[ -1.17957797e-01 1.64306135e-03 -2.39344433e-01 -5.35258892e-01
-2.49607167e-01 -2.59938678e-01 -2.64394126e-02 -3.69403580e-01
8.45200505e-02 -9.38399694e-02 -4.03565745e-01 -1.72909927e-01
-4.50150855e-01]]
Progress: 15.8% ... Training loss: 0.249 ... Validation loss: 0.435[[-0.09529644]
[ 0.25531096]
[-0.17297368]
[ 0.85504687]
[ 0.26943759]
[-0.03058893]
[-0.86773015]
[-0.980922 ]
[-0.68113535]
[-0.98688228]
[ 1.14135519]
[ 2.8605857 ]
[-1.80359598]]
[[ -5.35492659e-01 -4.99708895e-01 -5.83236321e-01 -1.23915926e-01
-3.04163096e-01 -5.91498023e-01 -2.53940040e-01 -2.87440507e-01
-4.66897255e-01 -4.00818357e-01 1.22349051e-01 6.05451203e-01
4.85531879e-04]
[ 5.68479476e-03 -1.39714206e-01 5.11665807e-02 -4.75708269e-02
-4.41624787e-02 5.87250157e-02 -1.15585368e-01 2.28924523e-01
-1.25867916e-01 -1.70085918e-01 -7.36134749e-02 -1.04891311e-01
1.10343524e-01]
[ -2.10921215e-01 1.36261421e-01 -1.98876130e-02 1.47979113e-01
9.27449717e-02 -1.17582532e-01 1.38251317e-01 -7.43934110e-02
2.89314811e-01 -1.44441319e-01 2.66935478e-01 8.34118922e-01
6.95289038e-01]
[ 1.84255334e-01 -2.39599470e-01 -2.83475282e-01 -6.76478226e-03
-2.87957711e-01 7.47944880e-04 3.40908108e-02 -4.56201836e-01
1.21938025e-01 -3.43318882e-01 -2.21302806e-01 -4.03915760e-01
-1.09312376e-01]
[ 1.09052002e-01 1.61762738e-02 1.06963516e-01 -2.09351406e-02
-1.75486129e-02 7.01864760e-02 -1.11521012e-01 -1.28435949e-02
3.33020218e-02 1.59367991e-01 1.26927760e-01 -1.04187776e-01
-1.95103182e-01]
[ -4.83794154e-01 -5.94318087e-01 -6.02977054e-01 -5.83652393e-01
-5.81471780e-01 -5.64101986e-01 -3.09443617e-01 -1.70593042e-01
-4.39618904e-01 -2.46979586e-01 -4.75666378e-01 -6.84766500e-01
-4.53423996e-01]
[ -4.18514569e-01 -5.78963113e-01 -3.23621871e-01 -3.56351466e-01
-4.06403302e-01 -5.61222309e-01 -4.26497638e-01 -4.69438140e-01
-2.94051889e-01 -1.77376843e-01 -4.14099846e-01 -3.07705491e-01
-2.85260059e-01]
[ -3.26081057e-01 -3.47546247e-01 -4.71442347e-01 -1.96833831e-01
-3.15070230e-01 -4.15870556e-01 -2.51750407e-01 -1.90268468e-01
-2.74664475e-01 -4.63160534e-01 -2.07412358e-01 -4.77652698e-01
-2.90476150e-01]
[ -4.72089293e-01 -3.53840948e-01 -3.75792594e-01 -1.78601988e-01
-3.42120346e-01 -2.15621111e-01 -9.17412627e-02 -4.12919282e-01
-2.67195531e-01 -4.35615536e-01 -1.71829700e-01 -2.77038393e-01
-1.53652317e-01]
[ -9.54747493e-01 -9.29988700e-01 -9.78304865e-01 -7.33634757e-01
-1.01823792e+00 -9.82914196e-01 -6.21200534e-01 -6.16635994e-01
-7.54098609e-01 -5.70975995e-01 -6.89286939e-01 -5.42923000e-01
-5.30036351e-01]
[ -5.07429435e-01 -2.68176253e-01 -4.66656660e-01 -3.23437683e-01
-3.49770380e-01 -3.58037796e-01 -5.57796160e-01 -5.72194143e-01
-6.38865568e-01 -1.17223418e-01 -4.50079687e-01 -5.99065500e-01
-4.39430281e-01]
[ -1.16703939e-01 2.11998367e-02 -3.34797125e-01 -4.15059341e-01
-1.06748439e-01 -7.23989160e-02 -1.56175853e-01 -2.94985424e-01
-1.40773996e-01 1.25834076e-01 -4.11773754e-01 -7.71744792e-01
-3.30390149e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59443215e-01 -1.14952894e-01 1.64629120e-01 -2.68058661e-01
-1.29209919e-01 1.13240917e-01 -1.26517380e-01 1.75147501e-02
-8.35140992e-02 7.19243380e-02 -1.62076399e-01 -3.47610935e-01
3.10248076e-02]
[ -8.26814769e-02 -2.62857930e-01 -1.78255047e-01 -2.89830166e-01
-4.78952390e-01 -8.49393132e-02 -3.14517219e-02 1.42934408e-02
-5.32045405e-02 2.76536755e-02 -1.93633217e-01 -2.92150937e-01
-2.41658019e-01]
[ -7.44144095e-02 -8.37880657e-03 -2.38224586e-01 -2.45848294e-01
1.31772498e-01 -1.63358415e-01 -1.67913658e-01 6.02602539e-02
-4.64935103e-03 2.31729623e-02 -1.73708589e-01 3.68407183e-02
-3.23702182e-02]
[ 2.87420349e-02 -1.58845332e-01 -1.52578335e-01 -4.92529600e-02
-1.16365374e-01 -1.07809237e-01 7.60162204e-02 -1.75952422e-01
-3.77573281e-02 -3.90352889e-02 9.19440981e-03 -1.15706141e-01
2.51920894e-02]
[ -2.85305863e-01 -1.43415918e-01 -7.25781298e-02 -1.00268403e-01
-3.05378664e-01 -2.73044268e-01 -3.57717090e-01 5.51055961e-02
-3.00610957e-01 -2.06561231e-01 1.78131684e-01 -5.10500730e-02
2.87092993e-01]
[ -2.18512580e-01 -1.26540892e-01 -8.53638481e-02 -5.74051828e-02
-8.27384544e-02 -1.16164977e-01 -5.70397018e-02 4.62012854e-02
-1.21213609e-01 -1.28842163e-02 3.22749866e-02 -1.13641798e-01
-2.81187545e-04]
[ -1.56742128e-01 -6.73110414e-02 -2.24603862e-01 -3.23308107e-01
-1.52859264e-01 -2.00083264e-01 -2.55906766e-01 -6.96652726e-02
1.77464608e-01 -1.64298898e-01 -3.34164785e-01 -3.02145323e-01
-1.41501746e-01]
[ -3.68231857e-01 -6.98956735e-02 -1.46242556e-01 -1.66166838e-01
-5.47438154e-02 -3.11251959e-01 5.73763804e-02 -5.12818637e-02
-1.08046435e-01 9.64834544e-02 -1.38439159e-02 -2.10870217e-01
-1.74636465e-01]
[ -1.68736890e-01 -1.50885846e-01 -4.70783670e-02 -1.45894555e-01
-1.33806487e-01 -2.94108320e-01 -3.60314644e-02 -1.12211228e-01
-2.41582749e-01 3.89335581e-02 2.13873356e-01 -6.55936184e-04
-1.78757009e-01]
[ -1.38119517e-01 -1.72378623e-01 -1.14102800e-01 -2.59324326e-01
9.52474330e-02 -1.84075081e-02 -2.18934670e-01 -1.64788637e-01
8.91507676e-02 -1.12487779e-01 -1.24785338e-01 -8.42868441e-02
-3.55099731e-01]
[ -4.45304433e-02 -3.21479878e-02 -1.48543430e-01 -4.48073735e-02
-2.28054858e-01 6.28982334e-02 -8.39900711e-02 -4.80699121e-02
-2.31425154e-01 -8.67602679e-02 -7.53321444e-02 -3.14907360e-01
-1.78741565e-01]
[ -7.23754878e-02 2.73717277e-02 -1.28439988e-01 -3.06687476e-01
1.22314086e-01 2.07465391e-02 -2.22843432e-01 -1.65604081e-01
1.16858121e-01 -6.54679378e-02 -2.74549645e-01 -2.45890142e-01
-2.90406006e-01]
[ 8.31611019e-02 -3.14972197e-01 -8.03492635e-02 -4.44930120e-01
-2.26772452e-01 -8.81505753e-02 7.61511303e-02 1.16949303e-01
4.65625374e-03 3.12184562e-01 -5.16226095e-01 -7.32142224e-01
4.27680472e-01]
[ -2.19080297e-01 -2.51111775e-01 -1.28421131e-01 -2.98909595e-01
-3.05297109e-01 -9.22432806e-02 2.07391280e-01 4.58447387e-02
3.00510546e-01 4.51330015e-02 -3.94526054e-01 -9.26644969e-01
6.17018822e-01]
[ -9.68178425e-03 -1.92692126e-01 2.52478474e-02 -3.03010742e-01
-1.74973149e-01 1.67083609e-01 2.02254262e-01 2.65036268e-01
-1.99386596e-02 2.47718124e-01 -2.10136294e-01 -9.72328829e-01
7.04036135e-01]
[ 5.80009662e-03 -4.94701168e-02 -1.21107468e-01 -1.22847710e-01
-1.81852217e-01 -4.54856836e-02 2.95249916e-01 1.73024973e-01
2.60518133e-01 3.82254308e-01 -4.68160292e-01 -8.56989929e-01
7.19994305e-01]
[ -7.97776689e-02 -2.83629825e-01 6.22084273e-02 -3.65936014e-01
-1.51766214e-01 1.18043357e-01 3.67610937e-01 1.43357206e-01
-5.78207073e-02 1.76156762e-01 -5.51079979e-01 -8.88401043e-01
8.39012373e-01]
[ 1.23233417e-01 -9.28959709e-02 1.90980811e-02 -1.76099840e-01
-8.48380444e-02 -1.70311075e-02 2.49169629e-01 3.71387594e-01
4.11421314e-01 2.75847093e-01 -5.45687126e-01 -7.88821504e-01
5.39656218e-01]
[ -8.79053206e-03 -1.31788209e-01 1.93000196e-02 1.83213481e-02
-8.59699407e-02 -2.83858889e-01 2.89303145e-02 3.08576576e-01
-2.33669437e-02 7.89391028e-02 -2.42141428e-01 -6.76355122e-01
2.49917065e-01]
[ 7.96581833e-02 1.11561749e-01 2.12608235e-03 8.94415368e-02
-8.90073303e-02 -5.94263169e-02 -1.90380381e-01 -1.62452367e-01
-2.69454070e-01 -1.40978962e-01 -1.61310393e-01 2.44062366e-01
-1.64637216e-01]
[ 3.78922570e-02 -8.56006132e-02 1.39191535e-01 2.39713517e-01
2.57840634e-01 8.39679095e-03 -4.11603393e-01 -3.67101889e-01
-1.10942186e-01 -5.31570776e-01 1.98215720e-01 1.07775133e+00
-5.17223165e-01]
[ 3.42240177e-02 7.99600416e-02 -2.12080028e-01 5.47380641e-02
3.20027439e-02 -6.78207270e-04 -1.66968693e-01 -3.31958388e-01
-2.86067802e-01 -1.91684701e-01 -4.61205589e-02 -4.54926039e-02
-1.86268588e-01]
[ -5.59441085e-02 -2.14341488e-01 6.47492755e-02 8.25751070e-02
-1.34088380e-01 -1.34085329e-01 3.37866050e-02 -1.17228446e-02
7.60267979e-02 -3.67695303e-01 -3.20984536e-01 -2.70401934e-01
3.24031190e-02]
[ 1.40252268e-02 -2.72688288e-01 5.89664972e-02 -2.37866962e-01
-1.92331890e-01 -2.31294305e-01 -2.63677502e-01 4.25744556e-02
-1.11484432e-02 1.00339985e-01 -1.68327267e-01 1.23873096e-01
-5.33263262e-02]
[ 1.71479165e-01 5.40956403e-02 -1.04890577e-01 -2.14683587e-01
-5.65986496e-02 -1.01771133e-01 -1.90789775e-01 1.49880098e-02
-1.95834388e-01 -2.42860727e-01 -1.70446350e-01 2.67950769e-01
-1.26794599e-01]
[ -1.72905807e-01 -1.79933341e-01 -1.11800051e-01 -1.94924825e-01
-4.82363456e-02 2.68675288e-02 -1.98190631e-01 -2.12323909e-01
-1.48776821e-01 -3.04069289e-02 -1.88679558e-01 1.88560382e-01
-2.54541377e-01]
[ -3.45406499e-02 -2.09972771e-01 -1.59567384e-01 -2.02991146e-01
-5.02628076e-02 4.41297598e-02 -4.95827654e-02 -3.89043004e-02
-2.27082596e-01 -2.80254871e-01 -3.28818822e-02 -1.35672069e-02
-8.23133109e-02]
[ 1.13738532e-01 7.79522062e-02 -9.32146319e-03 -1.64838662e-01
-3.26018648e-01 7.99255041e-03 -1.60150536e-01 -2.78860244e-01
-3.16555916e-01 3.11300169e-02 -1.02241930e-01 6.34592358e-02
-8.63874508e-02]
[ -6.45398591e-02 -6.82708566e-03 -2.85976005e-01 3.09100628e-03
7.17437221e-02 1.55249541e-01 -2.42104087e-01 -1.95136031e-01
-6.20143972e-02 -8.10625570e-02 1.87869800e-01 5.89303935e-01
-1.04043276e-01]
[ 1.06617111e-01 3.53699304e-01 -2.04582109e-01 6.79607993e-01
1.23197557e-01 -2.11320416e-03 -2.58940043e-01 -4.10993565e-01
-2.63163800e-01 -4.00102726e-01 7.30551223e-01 1.00592262e+00
-8.57214224e-01]
[ -2.98139177e-02 1.90119920e-01 4.33761770e-02 2.40982606e-01
8.64227334e-03 -6.97927090e-02 -3.09600937e-01 -3.89672802e-01
-2.98544482e-01 -2.93031397e-01 5.14915813e-01 1.00741510e+00
-8.31110069e-01]
[ -4.96980030e-02 -1.24749389e-01 -1.57764122e-01 2.96888693e-01
-1.68612098e-01 2.33094998e-01 -9.59080612e-02 -2.41331763e-01
-2.54719052e-01 -4.63074124e-01 1.97686504e-01 5.07026125e-01
-3.94846310e-01]
[ 7.88932841e-02 -3.82344747e-01 -5.14189798e-02 -2.77919310e-02
-1.12565484e-01 1.99944335e-01 7.54603951e-02 1.66818526e-01
-1.70592237e-01 -3.64541844e-02 -7.07554060e-02 3.07397336e-01
-2.06783599e-01]
[ 2.04232667e-01 -2.93971040e-01 -1.20523572e-01 -9.22227537e-02
-2.11541917e-01 1.21948475e-01 2.21951907e-02 -1.41367696e-01
-5.05532053e-02 -9.28429430e-02 -1.45732200e-01 -1.84961900e-01
-1.04825497e-01]
[ -1.35278355e-01 -8.02061758e-02 3.82762196e-02 -2.54048594e-01
-5.78332276e-02 -1.41166214e-01 4.65379583e-02 -9.86097650e-03
-8.07615660e-02 -7.37382598e-03 -3.14650058e-01 -4.51099377e-01
-3.53579254e-02]
[ -1.40183342e-01 -1.38717912e-01 -6.74175601e-02 -2.66332273e-01
-3.47821494e-01 -2.88263371e-01 1.56964744e-01 1.33398931e-01
2.04668634e-02 1.09818223e-01 -2.40616348e-01 -7.64944803e-01
2.21314347e-02]
[ -1.64329716e-01 -2.37169189e-01 -2.99731857e-01 -4.51181131e-01
-2.81978834e-01 -2.10023581e-01 -3.19910981e-01 6.20638343e-02
-3.24169947e-02 -4.16506835e-01 -3.91984230e-01 -4.43707003e-01
-4.85144667e-01]
[ -1.12369591e-01 1.22395783e-01 2.15836150e-02 2.19476454e-02
-2.12023406e-01 -1.70658309e-01 -1.08684800e-01 3.07892950e-02
-1.06943610e-01 -1.49887517e-01 -1.74133174e-01 -3.12577056e-01
-3.56094643e-02]
[ -3.52061951e-01 -1.22267616e-01 -2.71431225e-01 1.67140504e-01
-2.03392338e-01 -2.28044849e-01 -7.11040522e-02 -1.31008179e-01
4.10609460e-02 -1.57524797e-02 6.84434971e-02 -2.94864507e-01
1.68499824e-02]
[ -1.29481535e-01 -3.76563014e-02 -2.55325404e-01 6.58074187e-02
-2.20663723e-01 -2.78661139e-01 -3.65773185e-01 -2.60990420e-02
1.26041769e-02 -1.76897318e-01 -2.35380231e-01 -3.00602136e-01
-1.83619084e-02]
[ -2.20453611e-01 -5.35147692e-01 -3.34666394e-01 -2.87384010e-01
-3.28852054e-01 -2.28055221e-01 -5.66762234e-03 -2.61598597e-01
8.63542916e-02 -2.21508921e-01 -1.50675253e-01 -2.12502915e-01
-5.58099919e-02]
[ -2.16151296e-01 -2.98188367e-01 -3.17374424e-01 -1.35890447e-01
-9.50807721e-02 -1.49014847e-01 -6.94978407e-02 9.45094987e-03
-1.87825671e-01 -5.07328768e-01 -2.56495041e-01 -2.12504971e-01
5.84490980e-02]
[ -1.18076691e-01 1.72076184e-03 -2.39563694e-01 -5.35367138e-01
-2.49629159e-01 -2.59950014e-01 -2.73959678e-02 -3.71162268e-01
8.36669099e-02 -9.66063960e-02 -4.02959525e-01 -1.71703372e-01
-4.52589374e-01]]
Progress: 15.9% ... Training loss: 0.250 ... Validation loss: 0.438[[-0.08765968]
[ 0.26737557]
[-0.16650384]
[ 0.8707307 ]
[ 0.27974737]
[-0.02346387]
[-0.85798308]
[-0.96794362]
[-0.66494023]
[-0.98047011]
[ 1.15887812]
[ 2.88435639]
[-1.78909468]]
[[ -5.35723836e-01 -4.98443724e-01 -5.83870485e-01 -1.18320161e-01
-3.02784881e-01 -5.91572622e-01 -2.55556111e-01 -2.93931775e-01
-4.69720077e-01 -4.03952506e-01 1.29205962e-01 6.26241358e-01
-8.73410619e-03]
[ 5.72933864e-03 -1.39705324e-01 5.12541292e-02 -4.78343849e-02
-4.41551007e-02 5.87351518e-02 -1.15656221e-01 2.29237851e-01
-1.26133885e-01 -1.69223872e-01 -7.41555280e-02 -1.04038816e-01
1.09974693e-01]
[ -2.11502324e-01 1.38163401e-01 -2.07961145e-02 1.54374447e-01
9.42375449e-02 -1.17746639e-01 1.33917705e-01 -8.55888202e-02
2.84489790e-01 -1.50460426e-01 2.72491906e-01 8.52723305e-01
6.83210302e-01]
[ 1.84093304e-01 -2.40412336e-01 -2.83185370e-01 -7.80005810e-03
-2.88436488e-01 6.97330454e-04 3.17665778e-02 -4.54855736e-01
1.19762045e-01 -3.43338464e-01 -2.24021188e-01 -3.99932591e-01
-1.14205693e-01]
[ 1.08787483e-01 1.86318005e-02 1.05838653e-01 -1.25401080e-02
-1.52057593e-02 7.00859846e-02 -1.16270852e-01 -2.09080148e-02
3.05786857e-02 1.51633559e-01 1.39306126e-01 -8.01313615e-02
-2.05584960e-01]
[ -4.83683727e-01 -5.94574908e-01 -6.02772842e-01 -5.84282212e-01
-5.81550383e-01 -5.64067320e-01 -3.08757719e-01 -1.68677742e-01
-4.39256021e-01 -2.45355264e-01 -4.76711664e-01 -6.86500553e-01
-4.53969762e-01]
[ -4.18583036e-01 -5.79239804e-01 -3.23456218e-01 -3.58031414e-01
-4.06825021e-01 -5.61202380e-01 -4.26100295e-01 -4.68104802e-01
-2.93741079e-01 -1.76745461e-01 -4.16916851e-01 -3.12765809e-01
-2.83752276e-01]
[ -3.26551295e-01 -3.45404015e-01 -4.72469233e-01 -1.88201728e-01
-3.13005841e-01 -4.16028928e-01 -2.57865950e-01 -2.01826611e-01
-2.81271521e-01 -4.69233873e-01 -1.97071521e-01 -4.50131728e-01
-3.10623143e-01]
[ -4.72278725e-01 -3.53171651e-01 -3.76108525e-01 -1.76415273e-01
-3.41470938e-01 -2.15695532e-01 -9.35098276e-02 -4.14411391e-01
-2.68667502e-01 -4.37805255e-01 -1.69331007e-01 -2.72518956e-01
-1.56737861e-01]
[ -9.55225370e-01 -9.28020525e-01 -9.79160669e-01 -7.26647449e-01
-1.01640823e+00 -9.83022562e-01 -6.27320519e-01 -6.24824225e-01
-7.60130494e-01 -5.76321533e-01 -6.80400690e-01 -5.18110858e-01
-5.50688793e-01]
[ -5.07550756e-01 -2.68161787e-01 -4.66657762e-01 -3.22957202e-01
-3.49688947e-01 -3.58084074e-01 -5.57912099e-01 -5.72760191e-01
-6.39283528e-01 -1.17050985e-01 -4.51289096e-01 -6.02367477e-01
-4.38656852e-01]
[ -1.16722449e-01 2.14952135e-02 -3.34913173e-01 -4.14018080e-01
-1.06446092e-01 -7.24224714e-02 -1.56740796e-01 -2.96032759e-01
-1.41729476e-01 1.24999828e-01 -4.10473356e-01 -7.68008921e-01
-3.32781656e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59272529e-01 -1.15323853e-01 1.64878357e-01 -2.69390819e-01
-1.29515504e-01 1.13297707e-01 -1.25340744e-01 1.93504181e-02
-8.27406795e-02 7.38107049e-02 -1.63453174e-01 -3.49354333e-01
3.20603028e-02]
[ -8.26064425e-02 -2.62979055e-01 -1.78180566e-01 -2.90181525e-01
-4.79027676e-01 -8.49234467e-02 -3.06159788e-02 1.54943843e-02
-5.27394757e-02 2.86453198e-02 -1.94342894e-01 -2.94341807e-01
-2.40644067e-01]
[ -7.45930427e-02 -7.97688550e-03 -2.38488056e-01 -2.44068432e-01
1.32243663e-01 -1.63401806e-01 -1.69582655e-01 5.83538039e-02
-5.84682241e-03 2.08616898e-02 -1.71082154e-01 4.25095342e-02
-3.61538891e-02]
[ 2.87183517e-02 -1.58916645e-01 -1.52497895e-01 -4.99360475e-02
-1.16517425e-01 -1.07802479e-01 7.60081138e-02 -1.75315569e-01
-3.78526659e-02 -3.82925163e-02 7.82354569e-03 -1.16858620e-01
2.53161420e-02]
[ -2.85274407e-01 -1.43643511e-01 -7.24401939e-02 -1.01429188e-01
-3.05579168e-01 -2.73030671e-01 -3.57204295e-01 5.59830255e-02
-2.99891852e-01 -2.05900747e-01 1.76263037e-01 -5.55991157e-02
2.88621395e-01]
[ -2.18641441e-01 -1.25623382e-01 -8.57879967e-02 -5.44185872e-02
-8.20453587e-02 -1.16207550e-01 -5.91561299e-02 4.27723726e-02
-1.22917544e-01 -1.56990979e-02 3.53634589e-02 -1.10430460e-01
-6.68577590e-03]
[ -1.57290774e-01 -6.54110404e-02 -2.25408916e-01 -3.15052515e-01
-1.50971913e-01 -2.00247815e-01 -2.62413386e-01 -7.77843951e-02
1.70779594e-01 -1.69823156e-01 -3.24084206e-01 -2.72198293e-01
-1.61150256e-01]
[ -3.68198797e-01 -7.00675524e-02 -1.46157499e-01 -1.67201003e-01
-5.49898007e-02 -3.11235628e-01 5.79920231e-02 -5.05267567e-02
-1.07610934e-01 9.72015746e-02 -1.51062508e-02 -2.13900689e-01
-1.72645958e-01]
[ -1.68504237e-01 -1.51610162e-01 -4.68055792e-02 -1.48508343e-01
-1.34386761e-01 -2.94049568e-01 -3.28932886e-02 -1.11489157e-01
-2.39423349e-01 4.16375034e-02 2.10598680e-01 -7.93389682e-03
-1.72012920e-01]
[ -1.38275517e-01 -1.71921497e-01 -1.14335297e-01 -2.57789340e-01
9.56744325e-02 -1.84634422e-02 -2.20515600e-01 -1.65940095e-01
8.78395216e-02 -1.14258899e-01 -1.22992312e-01 -8.07433514e-02
-3.57711846e-01]
[ -4.45665698e-02 -3.20587364e-02 -1.48590079e-01 -4.43741455e-02
-2.27983805e-01 6.28851670e-02 -8.44348316e-02 -4.84208696e-02
-2.31730242e-01 -8.71572792e-02 -7.49726970e-02 -3.14495429e-01
-1.79664656e-01]
[ -7.24641360e-02 2.75711211e-02 -1.28541060e-01 -3.05993345e-01
1.22537582e-01 2.07197631e-02 -2.23597450e-01 -1.66476864e-01
1.16198399e-01 -6.63600810e-02 -2.73657394e-01 -2.43482493e-01
-2.91741051e-01]
[ 8.31413092e-02 -3.14911371e-01 -8.03826207e-02 -4.44702024e-01
-2.26721081e-01 -8.81556450e-02 7.58210238e-02 1.16621107e-01
4.43052506e-03 3.11880849e-01 -5.15962259e-01 -7.31587415e-01
4.26917229e-01]
[ -2.19172768e-01 -2.50809760e-01 -1.28582483e-01 -2.98165840e-01
-3.05015114e-01 -9.22727700e-02 2.06379982e-01 4.44143557e-02
2.99532933e-01 4.39848921e-02 -3.93642141e-01 -9.24898169e-01
6.14676005e-01]
[ -9.68933628e-03 -1.92664667e-01 2.52462991e-02 -3.02947545e-01
-1.74968458e-01 1.67082821e-01 2.02265018e-01 2.64966600e-01
-2.01017966e-02 2.47700988e-01 -2.10222133e-01 -9.72521430e-01
7.03952648e-01]
[ 5.77807032e-03 -4.94377004e-02 -1.21143612e-01 -1.22801313e-01
-1.81833091e-01 -4.54953227e-02 2.95375137e-01 1.72956871e-01
2.60510613e-01 3.82046167e-01 -4.68381361e-01 -8.58713394e-01
7.20083664e-01]
[ -7.98211502e-02 -2.83544921e-01 6.21531503e-02 -3.65787653e-01
-1.51669928e-01 1.18030524e-01 3.67284992e-01 1.42808422e-01
-5.81340024e-02 1.75654252e-01 -5.51092303e-01 -8.88580136e-01
8.38534212e-01]
[ 1.23188513e-01 -9.28279194e-02 1.90575064e-02 -1.75775135e-01
-8.47726029e-02 -1.70447111e-02 2.48736906e-01 3.71178063e-01
4.11055787e-01 2.75549009e-01 -5.45609358e-01 -7.88902890e-01
5.38820250e-01]
[ -8.80874220e-03 -1.31670704e-01 1.92747505e-02 1.87802965e-02
-8.58747113e-02 -2.83863336e-01 2.86912444e-02 3.08579470e-01
-2.37607271e-02 7.90062405e-02 -2.41899857e-01 -6.75512253e-01
2.48591864e-01]
[ 7.96167596e-02 1.11282034e-01 2.25215371e-03 8.98790865e-02
-8.92233255e-02 -5.94383303e-02 -1.90456939e-01 -1.61984209e-01
-2.69924914e-01 -1.39852875e-01 -1.62315914e-01 2.45135953e-01
-1.64941791e-01]
[ 3.77901678e-02 -8.51433535e-02 1.38967213e-01 2.41884637e-01
2.58383716e-01 8.36724056e-03 -4.12728341e-01 -3.69316212e-01
-1.12449350e-01 -5.32926030e-01 2.01416390e-01 1.08343416e+00
-5.21914416e-01]
[ 3.42649652e-02 7.98487104e-02 -2.12041091e-01 5.40689346e-02
3.18848135e-02 -6.70011060e-04 -1.66225200e-01 -3.31768854e-01
-2.85521822e-01 -1.91314684e-01 -4.71914300e-02 -4.84212013e-02
-1.84436932e-01]
[ -5.58883344e-02 -2.14569025e-01 6.49107627e-02 8.14338397e-02
-1.34327669e-01 -1.34066807e-01 3.47882483e-02 -1.06686301e-02
7.70190906e-02 -3.66810104e-01 -3.22533445e-01 -2.74929791e-01
3.48772153e-02]
[ 1.40269850e-02 -2.72741673e-01 5.89984027e-02 -2.38063198e-01
-1.92391314e-01 -2.31292177e-01 -2.63453923e-01 4.29047742e-02
-1.09914104e-02 1.00634115e-01 -1.68672766e-01 1.22918605e-01
-5.27595482e-02]
[ 1.71307280e-01 5.46533232e-02 -1.05177398e-01 -2.12763755e-01
-5.60247888e-02 -1.01809068e-01 -1.92983561e-01 1.17053224e-02
-1.97571022e-01 -2.44904622e-01 -1.66524018e-01 2.79660756e-01
-1.33344168e-01]
[ -1.72890000e-01 -1.79880549e-01 -1.11817806e-01 -1.95019366e-01
-4.82105208e-02 2.68712679e-02 -1.98276504e-01 -2.12753133e-01
-1.49020804e-01 -3.04497416e-02 -1.88407805e-01 1.89406302e-01
-2.55323000e-01]
[ -3.46312803e-02 -2.09768176e-01 -1.59669409e-01 -2.03214219e-01
-5.01220381e-02 4.40987476e-02 -5.03678161e-02 -3.97703447e-02
-2.27641494e-01 -2.81840661e-01 -3.20870752e-02 -1.14119838e-02
-8.22950168e-02]
[ 1.13773189e-01 7.78343669e-02 -9.27643956e-03 -1.65246746e-01
-3.26070440e-01 7.99853299e-03 -1.59724885e-01 -2.78457491e-01
-3.16258043e-01 3.15111641e-02 -1.02886652e-01 6.20876999e-02
-8.52383343e-02]
[ -6.44214896e-02 -7.35039627e-03 -2.85668195e-01 8.74583517e-04
7.11391244e-02 1.55294432e-01 -2.40728014e-01 -1.92356647e-01
-6.06523872e-02 -7.75421627e-02 1.84085921e-01 5.83488560e-01
-9.87181554e-02]
[ 1.06642929e-01 3.54317276e-01 -2.04778366e-01 6.81643714e-01
1.23758373e-01 -2.11700866e-03 -2.59903215e-01 -4.13089544e-01
-2.63799998e-01 -4.01495364e-01 7.32072875e-01 1.00559111e+00
-8.62232441e-01]
[ -2.99502951e-02 1.90890787e-01 4.29100107e-02 2.43807105e-01
9.42924338e-03 -6.98421133e-02 -3.11430618e-01 -3.92958073e-01
-2.99924243e-01 -2.96399205e-01 5.19712111e-01 1.01712490e+00
-8.35614466e-01]
[ -4.97677562e-02 -1.24655582e-01 -1.57803684e-01 2.97520276e-01
-1.68488011e-01 2.33068049e-01 -9.57726262e-02 -2.40918718e-01
-2.55005104e-01 -4.63366026e-01 1.97665492e-01 5.09322017e-01
-3.94723146e-01]
[ 7.89675602e-02 -3.82547507e-01 -5.12093526e-02 -2.81730464e-02
-1.12788615e-01 1.99980195e-01 7.62818947e-02 1.68199122e-01
-1.70322052e-01 -3.48828989e-02 -7.15516810e-02 3.06015850e-01
-2.06599581e-01]
[ 2.04205164e-01 -2.93917716e-01 -1.20569676e-01 -9.18915996e-02
-2.11475342e-01 1.21940438e-01 2.18534597e-02 -1.41780598e-01
-5.07935005e-02 -9.31416166e-02 -1.45286988e-01 -1.83612739e-01
-1.05884664e-01]
[ -1.35335757e-01 -8.00266588e-02 3.81968477e-02 -2.53150957e-01
-5.76570465e-02 -1.41178169e-01 4.53648129e-02 -1.07082978e-02
-8.17295050e-02 -8.12034015e-03 -3.13305027e-01 -4.46329696e-01
-3.87686265e-02]
[ -1.40222957e-01 -1.38605007e-01 -6.74994689e-02 -2.65755912e-01
-3.47708167e-01 -2.88274357e-01 1.56213613e-01 1.32664839e-01
1.99105415e-02 1.09198453e-01 -2.39868032e-01 -7.62947920e-01
2.02476897e-02]
[ -1.64399563e-01 -2.36708905e-01 -2.99903753e-01 -4.49701816e-01
-2.81452340e-01 -2.10043309e-01 -3.22217030e-01 5.90100423e-02
-3.43779636e-02 -4.17600831e-01 -3.88444265e-01 -4.32065562e-01
-4.93610985e-01]
[ -1.12480470e-01 1.23646077e-01 2.10974837e-02 2.64114913e-02
-2.10925104e-01 -1.70691689e-01 -1.11282355e-01 2.63254213e-02
-1.09422276e-01 -1.53020787e-01 -1.69174469e-01 -3.01606291e-01
-4.40584161e-02]
[ -3.52233652e-01 -1.21989803e-01 -2.71449988e-01 1.68635242e-01
-2.03262220e-01 -2.28098908e-01 -7.23859019e-02 -1.30886831e-01
4.00936384e-02 -1.59778032e-02 6.95702353e-02 -2.92856568e-01
1.55839964e-02]
[ -1.29658696e-01 -3.70714419e-02 -2.55610111e-01 6.82573130e-02
-2.20025171e-01 -2.78705585e-01 -3.67482356e-01 -2.86987975e-02
1.02316421e-02 -1.78349733e-01 -2.32724117e-01 -2.95457915e-01
-2.45241339e-02]
[ -2.20426029e-01 -5.35204077e-01 -3.34675421e-01 -2.87648013e-01
-3.28884388e-01 -2.28052810e-01 -5.77114356e-03 -2.62237977e-01
8.63424787e-02 -2.21883582e-01 -1.51105138e-01 -2.13964732e-01
-5.64052229e-02]
[ -2.16386801e-01 -2.97724871e-01 -3.17563850e-01 -1.34062235e-01
-9.46855839e-02 -1.49071313e-01 -7.08324103e-02 8.24926720e-03
-1.88926754e-01 -5.08818940e-01 -2.54920622e-01 -2.08825128e-01
5.43053930e-02]
[ -1.17956890e-01 1.01841987e-03 -2.39376698e-01 -5.38310089e-01
-2.50172004e-01 -2.59922544e-01 -2.48641181e-02 -3.69126746e-01
8.51539590e-02 -9.48439120e-02 -4.07408344e-01 -1.78439730e-01
-4.45777479e-01]]
Progress: 15.9% ... Training loss: 0.255 ... Validation loss: 0.424[[-0.0931059 ]
[ 0.25312606]
[-0.17375891]
[ 0.85338972]
[ 0.26870507]
[-0.02894608]
[-0.87084155]
[-0.98739581]
[-0.67710482]
[-0.99402915]
[ 1.13394019]
[ 2.84683824]
[-1.81780422]]
[[ -5.35281402e-01 -5.00798993e-01 -5.82829968e-01 -1.26964548e-01
-3.05027403e-01 -5.91456100e-01 -2.46275045e-01 -2.80720789e-01
-4.62865416e-01 -3.92369963e-01 1.14988802e-01 5.89255403e-01
1.93228714e-02]
[ 5.69323690e-03 -1.39563922e-01 5.11789570e-02 -4.71820348e-02
-4.40549318e-02 5.87272857e-02 -1.16262888e-01 2.28529231e-01
-1.26461834e-01 -1.69766827e-01 -7.30602713e-02 -1.01234183e-01
1.08084845e-01]
[ -2.10875471e-01 1.35001658e-01 -1.94047453e-02 1.41988914e-01
9.13450548e-02 -1.17588666e-01 1.44666421e-01 -7.27615819e-02
2.93244952e-01 -1.38718547e-01 2.52458058e-01 8.00007452e-01
7.15735824e-01]
[ 1.83466911e-01 -2.37521551e-01 -2.84349242e-01 5.33231183e-03
-2.85329052e-01 5.05455471e-04 2.21687186e-02 -4.67830600e-01
1.13333613e-01 -3.53474926e-01 -2.04865123e-01 -3.49896657e-01
-1.41229115e-01]
[ 1.09071491e-01 1.77138120e-02 1.06278006e-01 -1.68285718e-02
-1.63029352e-02 7.01562794e-02 -1.12400307e-01 -1.73685001e-02
3.47899816e-02 1.56854628e-01 1.34220010e-01 -8.35501293e-02
-1.87477080e-01]
[ -4.83532302e-01 -5.95088511e-01 -6.02625044e-01 -5.86452876e-01
-5.82146650e-01 -5.64034273e-01 -3.07340915e-01 -1.65828309e-01
-4.37987029e-01 -2.42832839e-01 -4.80336662e-01 -6.95828661e-01
-4.49748701e-01]
[ -4.18635501e-01 -5.79285706e-01 -3.23348073e-01 -3.58912220e-01
-4.06751931e-01 -5.61214920e-01 -4.25991195e-01 -4.66465989e-01
-2.93664997e-01 -1.76298317e-01 -4.18670310e-01 -3.23160075e-01
-2.80024705e-01]
[ -3.26308092e-01 -3.46957603e-01 -4.71886916e-01 -1.92832257e-01
-3.14251658e-01 -4.15968738e-01 -2.52531086e-01 -1.95029564e-01
-2.77155224e-01 -4.62590284e-01 -2.05381132e-01 -4.68866533e-01
-2.95124322e-01]
[ -4.72165265e-01 -3.53918890e-01 -3.75876521e-01 -1.80024292e-01
-3.42241869e-01 -2.15653292e-01 -9.10333922e-02 -4.12078006e-01
-2.67446296e-01 -4.36573483e-01 -1.73931272e-01 -2.84297645e-01
-1.52738410e-01]
[ -9.54792218e-01 -9.30310989e-01 -9.78337003e-01 -7.35748521e-01
-1.01856914e+00 -9.82887124e-01 -6.18564020e-01 -6.13720896e-01
-7.54077544e-01 -5.67891974e-01 -6.94877190e-01 -5.57945076e-01
-5.27843302e-01]
[ -5.07539801e-01 -2.68605860e-01 -4.66409687e-01 -3.24316478e-01
-3.49991739e-01 -3.58091027e-01 -5.57429665e-01 -5.70219943e-01
-6.38924269e-01 -1.14302179e-01 -4.53745274e-01 -6.08195133e-01
-4.34505994e-01]
[ -1.16710935e-01 2.13694195e-02 -3.34914649e-01 -4.14848747e-01
-1.06522310e-01 -7.24280199e-02 -1.56642526e-01 -2.96057658e-01
-1.41459107e-01 1.24666394e-01 -4.11829010e-01 -7.72582915e-01
-3.32331101e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59316329e-01 -1.15233060e-01 1.64790393e-01 -2.69051928e-01
-1.29409697e-01 1.13285136e-01 -1.25777554e-01 1.84741614e-02
-8.30291708e-02 7.29808807e-02 -1.63119456e-01 -3.49910267e-01
3.10356838e-02]
[ -8.25417139e-02 -2.63077022e-01 -1.78156423e-01 -2.90657723e-01
-4.79093749e-01 -8.49132344e-02 -3.02758050e-02 1.60648701e-02
-5.25184162e-02 2.90508193e-02 -1.94757602e-01 -2.94888706e-01
-2.40698003e-01]
[ -7.46518704e-02 -8.14431955e-03 -2.38394397e-01 -2.44925155e-01
1.31901965e-01 -1.63406245e-01 -1.69234365e-01 6.09721755e-02
-5.64814394e-03 2.25385226e-02 -1.73321449e-01 3.68598357e-02
-3.30743191e-02]
[ 2.86284228e-02 -1.58746175e-01 -1.52616063e-01 -4.89144140e-02
-1.16242512e-01 -1.07820392e-01 7.52624378e-02 -1.76048281e-01
-3.83153338e-02 -3.89501167e-02 8.79421834e-03 -1.14310621e-01
2.44387344e-02]
[ -2.85203380e-01 -1.43902482e-01 -7.22613295e-02 -1.02885355e-01
-3.05834315e-01 -2.73015263e-01 -3.56149701e-01 5.74698317e-02
-2.99132833e-01 -2.04616393e-01 1.73934081e-01 -6.33628547e-02
2.92806315e-01]
[ -2.18425591e-01 -1.26556992e-01 -8.54010304e-02 -5.88391848e-02
-8.29205282e-02 -1.16156421e-01 -5.54646625e-02 4.71473245e-02
-1.20448387e-01 -1.27169594e-02 2.91125216e-02 -1.29703138e-01
3.62012543e-03]
[ -1.57193838e-01 -6.60150325e-02 -2.25181429e-01 -3.16787629e-01
-1.51453989e-01 -2.00226021e-01 -2.61127053e-01 -7.59696025e-02
1.72181437e-01 -1.67921740e-01 -3.27296680e-01 -2.79485961e-01
-1.57073937e-01]
[ -3.68203789e-01 -7.00257183e-02 -1.46190923e-01 -1.66873446e-01
-5.48348779e-02 -3.11241125e-01 5.85119243e-02 -4.99308046e-02
-1.07451923e-01 9.77380360e-02 -1.51020908e-02 -2.14937967e-01
-1.71279762e-01]
[ -1.68578808e-01 -1.51510411e-01 -4.68665682e-02 -1.47537445e-01
-1.34175040e-01 -2.94077965e-01 -3.38793231e-02 -1.11877076e-01
-2.39941604e-01 4.21624882e-02 2.11732353e-01 -4.28315159e-03
-1.73765031e-01]
[ -1.38124217e-01 -1.72528141e-01 -1.14105152e-01 -2.60544959e-01
9.50208834e-02 -1.84141276e-02 -2.18103621e-01 -1.64048362e-01
8.96517347e-02 -1.12666899e-01 -1.26373518e-01 -8.82348290e-02
-3.52618705e-01]
[ -4.45093056e-02 -3.24906363e-02 -1.48438466e-01 -4.60966227e-02
-2.28433560e-01 6.29111590e-02 -8.30977238e-02 -4.67260474e-02
-2.31306924e-01 -8.64477537e-02 -7.72656916e-02 -3.20461477e-01
-1.77491880e-01]
[ -7.23935021e-02 2.74084599e-02 -1.28463129e-01 -3.06520446e-01
1.22373761e-01 2.07376646e-02 -2.23081573e-01 -1.65909215e-01
1.16706091e-01 -6.56409381e-02 -2.74267379e-01 -2.44345685e-01
-2.90864896e-01]
[ 8.31790653e-02 -3.15029386e-01 -8.03419977e-02 -4.45243125e-01
-2.26821149e-01 -8.81482028e-02 7.60373559e-02 1.16866871e-01
4.58588579e-03 3.12363491e-01 -5.16718105e-01 -7.32463802e-01
4.27697702e-01]
[ -2.19211204e-01 -2.50705596e-01 -1.28666153e-01 -2.97865386e-01
-3.04914549e-01 -9.22847706e-02 2.05727631e-01 4.36586978e-02
2.99048414e-01 4.33712559e-02 -3.93325283e-01 -9.24421705e-01
6.13576680e-01]
[ -9.81125128e-03 -1.92412209e-01 2.51275078e-02 -3.02510513e-01
-1.74754689e-01 1.67048856e-01 2.01298445e-01 2.64601531e-01
-2.08589376e-02 2.47077917e-01 -2.09940053e-01 -9.74873594e-01
7.02402725e-01]
[ 5.78589439e-03 -4.95617942e-02 -1.21111761e-01 -1.23210272e-01
-1.81916752e-01 -4.54933734e-02 2.95507834e-01 1.73077774e-01
2.60737620e-01 3.82363011e-01 -4.69063695e-01 -8.60502393e-01
7.21036866e-01]
[ -7.97869393e-02 -2.83668798e-01 6.22216780e-02 -3.66371607e-01
-1.51799196e-01 1.18037687e-01 3.67708809e-01 1.43465145e-01
-5.78769412e-02 1.76309405e-01 -5.51890012e-01 -8.89962889e-01
8.39990882e-01]
[ 1.23138775e-01 -9.26779642e-02 1.89692819e-02 -1.75225438e-01
-8.46090219e-02 -1.70558951e-02 2.48109919e-01 3.70533429e-01
4.10556161e-01 2.74754489e-01 -5.45062988e-01 -7.87983716e-01
5.37469017e-01]
[ -8.70124074e-03 -1.32043707e-01 1.94329698e-02 1.72742033e-02
-8.63026856e-02 -2.83843785e-01 3.04448140e-02 3.10419869e-01
-2.26233049e-02 8.05509945e-02 -2.43879946e-01 -6.80986249e-01
2.52325588e-01]
[ 7.96555364e-02 1.11166716e-01 2.32693699e-03 8.94272600e-02
-8.93612744e-02 -5.94336921e-02 -1.89940435e-01 -1.61349760e-01
-2.69297111e-01 -1.39481307e-01 -1.62873858e-01 2.41058642e-01
-1.62882213e-01]
[ 3.75288498e-02 -8.43041312e-02 1.38497083e-01 2.47449429e-01
2.59585890e-01 8.30804520e-03 -4.16633020e-01 -3.72640830e-01
-1.15228446e-01 -5.35734434e-01 2.09432688e-01 1.10450188e+00
-5.31091822e-01]
[ 3.42236092e-02 7.98221418e-02 -2.12083320e-01 5.36830452e-02
3.18742951e-02 -6.78051146e-04 -1.65973985e-01 -3.31416109e-01
-2.85527772e-01 -1.91949497e-01 -4.77813277e-02 -5.15588503e-02
-1.82660215e-01]
[ -5.58589350e-02 -2.14597048e-01 6.49064717e-02 8.09235026e-02
-1.34391576e-01 -1.34062499e-01 3.53845145e-02 -1.05245858e-02
7.74747075e-02 -3.66849786e-01 -3.23336020e-01 -2.76996600e-01
3.63764879e-02]
[ 1.40916444e-02 -2.72988594e-01 5.91557233e-02 -2.39362222e-01
-1.92723870e-01 -2.31276405e-01 -2.62327858e-01 4.41449765e-02
-1.01901526e-02 1.02389068e-01 -1.70526581e-01 1.17991010e-01
-4.99623547e-02]
[ 1.71350049e-01 5.44710925e-02 -1.05086040e-01 -2.13822618e-01
-5.62000195e-02 -1.01803527e-01 -1.92190325e-01 1.30168430e-02
-1.96934127e-01 -2.44088523e-01 -1.68141903e-01 2.76026525e-01
-1.29941270e-01]
[ -1.72888943e-01 -1.79820232e-01 -1.11820014e-01 -1.94902305e-01
-4.81588490e-02 2.68637460e-02 -1.98768179e-01 -2.12756120e-01
-1.49338797e-01 -2.99810100e-02 -1.88399380e-01 1.89742284e-01
-2.56156134e-01]
[ -3.44850175e-02 -2.10223027e-01 -1.59456016e-01 -2.05740909e-01
-5.06901456e-02 4.41402173e-02 -4.86125163e-02 -3.73868326e-02
-2.26245277e-01 -2.79948871e-01 -3.56297159e-02 -1.99190946e-02
-7.63497967e-02]
[ 1.13786235e-01 7.72004376e-02 -9.02775593e-03 -1.66955645e-01
-3.26583594e-01 8.01827413e-03 -1.58500148e-01 -2.76563331e-01
-3.15060154e-01 3.30918803e-02 -1.05679865e-01 5.76156068e-02
-8.06893627e-02]
[ -6.44527354e-02 -7.04235666e-03 -2.85801627e-01 1.68562654e-03
7.14108837e-02 1.55278746e-01 -2.41159979e-01 -1.93019401e-01
-6.09770849e-02 -7.83153301e-02 1.85259843e-01 5.84249493e-01
-1.00545614e-01]
[ 1.06944489e-01 3.52859890e-01 -2.04236761e-01 6.76318674e-01
1.22420787e-01 -2.02076824e-03 -2.55736683e-01 -4.08344172e-01
-2.61059561e-01 -3.97679965e-01 7.24459046e-01 9.88238169e-01
-8.55713186e-01]
[ -2.99422198e-02 1.90927543e-01 4.28988145e-02 2.43995126e-01
9.47649964e-03 -6.98416032e-02 -3.11447068e-01 -3.93191163e-01
-2.99985427e-01 -2.96548989e-01 5.19834400e-01 1.01693046e+00
-8.36057546e-01]
[ -4.97401755e-02 -1.24783411e-01 -1.57732392e-01 2.97036370e-01
-1.68587722e-01 2.33079333e-01 -9.49855203e-02 -2.40016245e-01
-2.54553235e-01 -4.62698121e-01 1.96822778e-01 5.06779677e-01
-3.93760046e-01]
[ 7.89899650e-02 -3.82582616e-01 -5.11818866e-02 -2.82572532e-02
-1.12820522e-01 1.99986048e-01 7.65329377e-02 1.68606029e-01
-1.70168963e-01 -3.45807551e-02 -7.16838467e-02 3.05709624e-01
-2.06494744e-01]
[ 2.04256687e-01 -2.94192437e-01 -1.20457329e-01 -9.30775056e-02
-2.11763657e-01 1.21954678e-01 2.32744715e-02 -1.40450694e-01
-4.98244848e-02 -9.19981714e-02 -1.47511251e-01 -1.88782214e-01
-1.02191726e-01]
[ -1.35294149e-01 -8.02274584e-02 3.83132805e-02 -2.53970273e-01
-5.78654008e-02 -1.41167856e-01 4.59605221e-02 -9.93708223e-03
-8.12464152e-02 -7.35951537e-03 -3.14586522e-01 -4.50285779e-01
-3.62785830e-02]
[ -1.40199340e-01 -1.38693578e-01 -6.74289329e-02 -2.66135014e-01
-3.47790600e-01 -2.88269844e-01 1.56630356e-01 1.33292032e-01
2.01332945e-02 1.09907492e-01 -2.40554194e-01 -7.64525461e-01
2.12520570e-02]
[ -1.64554062e-01 -2.36449309e-01 -3.00061933e-01 -4.49763876e-01
-2.81197205e-01 -2.10091845e-01 -3.22980030e-01 5.91596446e-02
-3.52667705e-02 -4.18941461e-01 -3.88865025e-01 -4.34499179e-01
-4.94849545e-01]
[ -1.12393513e-01 1.23087503e-01 2.13672394e-02 2.50744944e-02
-2.11398676e-01 -1.70664471e-01 -1.09985633e-01 2.83217116e-02
-1.08135735e-01 -1.50518900e-01 -1.71326978e-01 -3.06222405e-01
-3.94967856e-02]
[ -3.52374774e-01 -1.21546797e-01 -2.71629477e-01 1.71114182e-01
-2.02814708e-01 -2.28139266e-01 -7.42119439e-02 -1.31573993e-01
3.87423329e-02 -1.69858204e-02 7.19025288e-02 -2.89323589e-01
1.24928122e-02]
[ -1.29142420e-01 -3.91081904e-02 -2.54687154e-01 6.04436417e-02
-2.22023887e-01 -2.78576839e-01 -3.61133069e-01 -1.96302321e-02
1.54254103e-02 -1.69199295e-01 -2.44355378e-01 -3.21917093e-01
-5.81157208e-03]
[ -2.20391950e-01 -5.35457764e-01 -3.34525217e-01 -2.88940478e-01
-3.29211934e-01 -2.28047257e-01 -4.49169541e-03 -2.60230517e-01
8.75908781e-02 -2.20684884e-01 -1.54408345e-01 -2.24629386e-01
-5.13666475e-02]
[ -2.16343798e-01 -2.98302660e-01 -3.17400090e-01 -1.35570254e-01
-9.51469903e-02 -1.49033548e-01 -6.95842132e-02 9.72855974e-03
-1.88646238e-01 -5.07802412e-01 -2.56931031e-01 -2.13675109e-01
5.64844502e-02]
[ -1.17885960e-01 8.82284767e-04 -2.39475439e-01 -5.40066834e-01
-2.50153336e-01 -2.59909995e-01 -2.31115280e-02 -3.69522118e-01
8.60674251e-02 -9.55178845e-02 -4.08510825e-01 -1.83185032e-01
-4.44492654e-01]]
Progress: 16.0% ... Training loss: 0.258 ... Validation loss: 0.460[[-0.07448836]
[ 0.2798638 ]
[-0.15380308]
[ 0.89099948]
[ 0.29689642]
[-0.00892037]
[-0.83787487]
[-0.94726972]
[-0.647438 ]
[-0.95891667]
[ 1.17999736]
[ 2.92090594]
[-1.76305636]]
[[ -5.36205962e-01 -4.97141542e-01 -5.84740109e-01 -1.10673119e-01
-3.00730039e-01 -5.91748696e-01 -2.61345107e-01 -3.00170332e-01
-4.73361998e-01 -4.11428718e-01 1.40953410e-01 6.56357248e-01
-2.36608944e-02]
[ 5.41656059e-03 -1.38427034e-01 5.05209132e-02 -4.27239538e-02
-4.28969758e-02 5.86273880e-02 -1.19985854e-01 2.23292145e-01
-1.29352685e-01 -1.73861483e-01 -6.73750180e-02 -8.78900715e-02
9.78356617e-02]
[ -2.11427749e-01 1.37879333e-01 -2.06175405e-02 1.57077078e-01
9.47830783e-02 -1.17791239e-01 1.32213789e-01 -8.60389210e-02
2.83741513e-01 -1.49852434e-01 2.75533728e-01 8.60177058e-01
6.75423461e-01]
[ 1.83954788e-01 -2.39455173e-01 -2.82861394e-01 -5.52544040e-03
-2.87966973e-01 6.89378215e-04 3.14731396e-02 -4.53171996e-01
1.19467524e-01 -3.40916155e-01 -2.22376274e-01 -3.88305540e-01
-1.13539184e-01]
[ 1.09491718e-01 1.60823867e-02 1.06862507e-01 -2.04848638e-02
-1.83056510e-02 7.03220862e-02 -1.03462021e-01 -9.44113870e-03
4.06980576e-02 1.63050044e-01 1.28879014e-01 -1.08875535e-01
-1.66160900e-01]
[ -4.83852758e-01 -5.93907416e-01 -6.03206136e-01 -5.83202317e-01
-5.80903742e-01 -5.64119654e-01 -3.12147283e-01 -1.72373248e-01
-4.41346142e-01 -2.49635948e-01 -4.74421720e-01 -6.75235520e-01
-4.61428929e-01]
[ -4.19169934e-01 -5.77415762e-01 -3.24631226e-01 -3.48234031e-01
-4.04270902e-01 -5.61382302e-01 -4.34802687e-01 -4.78673605e-01
-3.00315335e-01 -1.86977887e-01 -4.02582937e-01 -2.85567553e-01
-3.07309170e-01]
[ -3.26858725e-01 -3.44783048e-01 -4.72948658e-01 -1.84173256e-01
-3.12132061e-01 -4.16160730e-01 -2.60474257e-01 -2.03673707e-01
-2.82588465e-01 -4.70673958e-01 -1.93841590e-01 -4.35716053e-01
-3.14919056e-01]
[ -4.72225414e-01 -3.53664525e-01 -3.75892264e-01 -1.79481133e-01
-3.42020083e-01 -2.15684539e-01 -9.15198161e-02 -4.12918951e-01
-2.67806858e-01 -4.37156384e-01 -1.74065481e-01 -2.89301359e-01
-1.54561225e-01]
[ -9.55415229e-01 -9.27454137e-01 -9.79868962e-01 -7.20997379e-01
-1.01538611e+00 -9.83101079e-01 -6.30630132e-01 -6.30482096e-01
-7.62367641e-01 -5.82562104e-01 -6.73708715e-01 -5.09018093e-01
-5.65679529e-01]
[ -5.08143039e-01 -2.66772364e-01 -4.67406035e-01 -3.18191251e-01
-3.47997411e-01 -3.58268795e-01 -5.64141845e-01 -5.78344925e-01
-6.43860949e-01 -1.23010718e-01 -4.45152967e-01 -5.80916257e-01
-4.49634812e-01]
[ -1.16950356e-01 2.21590298e-02 -3.35328071e-01 -4.12594209e-01
-1.05634347e-01 -7.25122983e-02 -1.59911688e-01 -2.99409119e-01
-1.44035585e-01 1.21895808e-01 -4.08182144e-01 -7.62456344e-01
-3.39948297e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59380997e-01 -1.15052491e-01 1.64639049e-01 -2.68615278e-01
-1.29241543e-01 1.13261054e-01 -1.26301355e-01 1.73069469e-02
-8.33316158e-02 7.19596104e-02 -1.62932725e-01 -3.50404259e-01
3.01685516e-02]
[ -8.25284020e-02 -2.62961276e-01 -1.78262676e-01 -2.90238405e-01
-4.79007882e-01 -8.49153046e-02 -3.03711561e-02 1.52282038e-02
-5.24541867e-02 2.83778900e-02 -1.93690965e-01 -2.91707740e-01
-2.40653149e-01]
[ -7.50953504e-02 -6.65170550e-03 -2.39073625e-01 -2.38809001e-01
1.33783579e-01 -1.63520562e-01 -1.76171485e-01 5.28788175e-02
-1.08993745e-02 1.45676875e-02 -1.62894540e-01 6.54951782e-02
-5.27326481e-02]
[ 2.84221703e-02 -1.58088450e-01 -1.53087491e-01 -4.57670901e-02
-1.15388166e-01 -1.07880065e-01 7.25157072e-02 -1.79955512e-01
-4.02101310e-02 -4.29992712e-02 1.34302218e-02 -1.01891288e-01
1.71001872e-02]
[ -2.85208482e-01 -1.43918184e-01 -7.22769823e-02 -1.02978123e-01
-3.05839520e-01 -2.73022357e-01 -3.55915459e-01 5.74603628e-02
-2.98966989e-01 -2.04359052e-01 1.73672072e-01 -6.43258263e-02
2.93980153e-01]
[ -2.18636163e-01 -1.25766261e-01 -8.59492657e-02 -5.38057519e-02
-8.19447782e-02 -1.16223817e-01 -5.97446545e-02 4.15567002e-02
-1.23883536e-01 -1.76335260e-02 3.64470756e-02 -1.11400090e-01
-1.04513243e-02]
[ -1.57393871e-01 -6.50732352e-02 -2.25643861e-01 -3.13695887e-01
-1.50663468e-01 -2.00305985e-01 -2.63768613e-01 -7.91372181e-02
1.70149853e-01 -1.71225805e-01 -3.24112285e-01 -2.68042168e-01
-1.62747528e-01]
[ -3.68196506e-01 -7.00935739e-02 -1.46179083e-01 -1.67130873e-01
-5.49067815e-02 -3.11240593e-01 5.88366371e-02 -4.95405713e-02
-1.07171949e-01 9.78091552e-02 -1.54730409e-02 -2.16505904e-01
-1.70428885e-01]
[ -1.68813503e-01 -1.50523650e-01 -4.72428941e-02 -1.44362520e-01
-1.33285294e-01 -2.94150459e-01 -3.73390568e-02 -1.15596921e-01
-2.42171848e-01 3.86235173e-02 2.16212229e-01 7.17531359e-03
-1.84177267e-01]
[ -1.38202179e-01 -1.72175723e-01 -1.14249870e-01 -2.59036391e-01
9.55398836e-02 -1.84547671e-02 -2.19725031e-01 -1.65920060e-01
8.87308115e-02 -1.13651073e-01 -1.24041195e-01 -8.46534166e-02
-3.56360949e-01]
[ -4.45732290e-02 -3.23957257e-02 -1.48462326e-01 -4.52449746e-02
-2.28379003e-01 6.28948428e-02 -8.34445538e-02 -4.70650856e-02
-2.31637580e-01 -8.65601564e-02 -7.65773061e-02 -3.19339286e-01
-1.78388034e-01]
[ -7.23730780e-02 2.73587036e-02 -1.28437221e-01 -3.06819106e-01
1.22296634e-01 2.07451763e-02 -2.23035453e-01 -1.65834332e-01
1.16789817e-01 -6.55482838e-02 -2.74562586e-01 -2.45132905e-01
-2.90857023e-01]
[ 8.31079352e-02 -3.14804008e-01 -8.04782258e-02 -4.44764520e-01
-2.26592015e-01 -8.81686116e-02 7.52956121e-02 1.15905657e-01
3.85917005e-03 3.11611016e-01 -5.16105104e-01 -7.30786880e-01
4.26194047e-01]
[ -2.19263666e-01 -2.50586274e-01 -1.28749459e-01 -2.97290340e-01
-3.04796369e-01 -9.23022368e-02 2.04883807e-01 4.28827161e-02
2.98364463e-01 4.26294705e-02 -3.92812033e-01 -9.23682473e-01
6.11811666e-01]
[ -9.82475594e-03 -1.92376717e-01 2.51021050e-02 -3.02366668e-01
-1.74707421e-01 1.67044491e-01 2.01112356e-01 2.64372799e-01
-2.09794201e-02 2.46837238e-01 -2.09716374e-01 -9.74375185e-01
7.01867730e-01]
[ 5.75141890e-03 -4.94452166e-02 -1.21211841e-01 -1.22992437e-01
-1.81829601e-01 -4.55074520e-02 2.95234564e-01 1.72282463e-01
2.60636167e-01 3.81742968e-01 -4.69028941e-01 -8.61279999e-01
7.20727361e-01]
[ -7.97573549e-02 -2.83721064e-01 6.22620497e-02 -3.66631420e-01
-1.51858409e-01 1.18046443e-01 3.68242505e-01 1.43809681e-01
-5.75312872e-02 1.76664121e-01 -5.52226087e-01 -8.91063403e-01
8.41279705e-01]
[ 1.23107503e-01 -9.26536947e-02 1.89126664e-02 -1.75166172e-01
-8.45615903e-02 -1.70667701e-02 2.48063196e-01 3.70130498e-01
4.10525539e-01 2.74395520e-01 -5.45122562e-01 -7.88531660e-01
5.37519867e-01]
[ -8.67951017e-03 -1.32099013e-01 1.94705958e-02 1.70733902e-02
-8.63832750e-02 -2.83835315e-01 3.07078961e-02 3.10674106e-01
-2.23229758e-02 8.06730020e-02 -2.44108789e-01 -6.81425549e-01
2.52842976e-01]
[ 7.95083560e-02 1.11688806e-01 2.09482332e-03 9.19145536e-02
-8.89389939e-02 -5.94688690e-02 -1.92165705e-01 -1.63415627e-01
-2.70696975e-01 -1.41147216e-01 -1.59840710e-01 2.50568762e-01
-1.68575334e-01]
[ 3.77530069e-02 -8.50256194e-02 1.38886073e-01 2.43949669e-01
2.58657503e-01 8.36969393e-03 -4.13490055e-01 -3.69630957e-01
-1.12411866e-01 -5.33595518e-01 2.03446165e-01 1.08880585e+00
-5.23910993e-01]
[ 3.42199221e-02 7.98988024e-02 -2.12150014e-01 5.38795761e-02
3.19548138e-02 -6.86391144e-04 -1.66038924e-01 -3.31482183e-01
-2.85555335e-01 -1.92157116e-01 -4.76904813e-02 -5.16215814e-02
-1.82833556e-01]
[ -5.59928924e-02 -2.14267836e-01 6.46256938e-02 8.22149014e-02
-1.34011356e-01 -1.34099133e-01 3.38240400e-02 -1.27618120e-02
7.65352303e-02 -3.69093787e-01 -3.21661507e-01 -2.72413481e-01
3.35234943e-02]
[ 1.39201235e-02 -2.72466770e-01 5.89017693e-02 -2.37730500e-01
-1.92110940e-01 -2.31306863e-01 -2.64610177e-01 4.08262979e-02
-1.21067373e-02 9.88861867e-02 -1.67346675e-01 1.30379810e-01
-5.68189820e-02]
[ 1.71454794e-01 5.39436248e-02 -1.04869371e-01 -2.15774785e-01
-5.67254756e-02 -1.01773020e-01 -1.90305466e-01 1.55469438e-02
-1.95566296e-01 -2.42403528e-01 -1.71079057e-01 2.68910961e-01
-1.24965684e-01]
[ -1.73291391e-01 -1.78488224e-01 -1.12442783e-01 -1.90553705e-01
-4.66920725e-02 2.67371121e-02 -2.03630117e-01 -2.17811010e-01
-1.53424942e-01 -3.47833109e-02 -1.82207351e-01 2.10461829e-01
-2.67286506e-01]
[ -3.44967297e-02 -2.10116537e-01 -1.59507266e-01 -2.05444520e-01
-5.05691538e-02 4.41344797e-02 -4.89564736e-02 -3.79314220e-02
-2.26531597e-01 -2.80233378e-01 -3.50815664e-02 -1.84641212e-02
-7.72819415e-02]
[ 1.13758270e-01 7.73056682e-02 -9.05422923e-03 -1.66657039e-01
-3.26494871e-01 8.01237079e-03 -1.58921489e-01 -2.76865292e-01
-3.15361054e-01 3.29150444e-02 -1.05031552e-01 5.95896739e-02
-8.17938312e-02]
[ -6.46887593e-02 -5.96135678e-03 -2.86240927e-01 5.96449661e-03
7.27744982e-02 1.55186368e-01 -2.46030823e-01 -1.98341989e-01
-6.39108895e-02 -8.27922118e-02 1.92539112e-01 6.03909354e-01
-1.13868185e-01]
[ 1.06769791e-01 3.53411132e-01 -2.04474119e-01 6.79964157e-01
1.23030642e-01 -2.06197875e-03 -2.57855804e-01 -4.10538704e-01
-2.62894670e-01 -3.99761271e-01 7.29409856e-01 9.96644421e-01
-8.62320176e-01]
[ -2.99560866e-02 1.91359545e-01 4.27271973e-02 2.46159145e-01
9.82976274e-03 -6.98529093e-02 -3.12509517e-01 -3.95314614e-01
-3.01079839e-01 -2.98421989e-01 5.23641692e-01 1.02418112e+00
-8.40140425e-01]
[ -4.98287791e-02 -1.24239812e-01 -1.58157040e-01 3.01022855e-01
-1.67822984e-01 2.33032527e-01 -9.75439767e-02 -2.44547347e-01
-2.56418567e-01 -4.66100593e-01 2.03276094e-01 5.20631426e-01
-4.04621197e-01]
[ 7.88276420e-02 -3.82167231e-01 -5.14466400e-02 -2.64552442e-02
-1.12327535e-01 1.99929794e-01 7.46537236e-02 1.66432175e-01
-1.71473061e-01 -3.64586053e-02 -6.94657545e-02 3.10115779e-01
-2.10059379e-01]
[ 2.04230800e-01 -2.94079959e-01 -1.20544509e-01 -9.26105532e-02
-2.11589467e-01 1.21943681e-01 2.28025366e-02 -1.41168110e-01
-5.00854932e-02 -9.25366626e-02 -1.46883151e-01 -1.86780426e-01
-1.03481992e-01]
[ -1.35305302e-01 -8.01350274e-02 3.82788135e-02 -2.53460353e-01
-5.77183836e-02 -1.41173402e-01 4.52363966e-02 -1.02798212e-02
-8.17346045e-02 -7.74097249e-03 -3.13854118e-01 -4.47571226e-01
-3.78151023e-02]
[ -1.40231357e-01 -1.38599782e-01 -6.74593321e-02 -2.65970430e-01
-3.47738906e-01 -2.88274653e-01 1.56296333e-01 1.33074781e-01
1.99016762e-02 1.09687067e-01 -2.40419250e-01 -7.64289548e-01
2.07775901e-02]
[ -1.64736848e-01 -2.35992282e-01 -3.00328265e-01 -4.48645143e-01
-2.80687073e-01 -2.10141798e-01 -3.24882114e-01 5.71993702e-02
-3.67559980e-02 -4.22066006e-01 -3.87327523e-01 -4.27395572e-01
-5.00456919e-01]
[ -1.13041580e-01 1.25356243e-01 2.00469756e-02 3.39039933e-02
-2.09218055e-01 -1.70870252e-01 -1.18176330e-01 1.77201654e-02
-1.13808942e-01 -1.59662627e-01 -1.60017464e-01 -2.79397835e-01
-5.89034891e-02]
[ -3.52443443e-01 -1.21039173e-01 -2.71788209e-01 1.74039418e-01
-2.02411205e-01 -2.28161981e-01 -7.60629971e-02 -1.33331174e-01
3.70468608e-02 -1.83779079e-02 7.60974969e-02 -2.80187100e-01
7.05391813e-03]
[ -1.29224721e-01 -3.86460251e-02 -2.54999310e-01 6.32681787e-02
-2.21585721e-01 -2.78619616e-01 -3.62730801e-01 -2.25895150e-02
1.41310357e-02 -1.71684390e-01 -2.40295248e-01 -3.13378293e-01
-1.11032486e-02]
[ -2.20436340e-01 -5.35227622e-01 -3.34606156e-01 -2.86926608e-01
-3.28886846e-01 -2.28055941e-01 -5.42258224e-03 -2.60966592e-01
8.67920006e-02 -2.21466722e-01 -1.51100953e-01 -2.17950177e-01
-5.52642114e-02]
[ -2.16630686e-01 -2.97183359e-01 -3.18022947e-01 -1.30289165e-01
-9.35343570e-02 -1.49149530e-01 -7.49567298e-02 2.94477837e-03
-1.92240153e-01 -5.12670362e-01 -2.48951882e-01 -1.95474142e-01
4.14658642e-02]
[ -1.18038531e-01 1.31724375e-03 -2.39655889e-01 -5.39928891e-01
-2.49558158e-01 -2.59940106e-01 -2.53140117e-02 -3.72961620e-01
8.48092438e-02 -9.98718963e-02 -4.07491832e-01 -1.73336242e-01
-4.50414098e-01]]
Progress: 16.1% ... Training loss: 0.279 ... Validation loss: 0.420[[-0.08343284]
[ 0.26591955]
[-0.16449758]
[ 0.86593176]
[ 0.28185736]
[-0.01787889]
[-0.85968628]
[-0.96190963]
[-0.66503615]
[-0.97394984]
[ 1.15237231]
[ 2.88511118]
[-1.80119276]]
[[ -5.35975545e-01 -4.98338190e-01 -5.84153204e-01 -1.19785952e-01
-3.02267533e-01 -5.91726397e-01 -2.53264320e-01 -2.95576458e-01
-4.68021666e-01 -4.05329262e-01 1.29809181e-01 6.33577264e-01
9.62396956e-04]
[ 5.47002385e-03 -1.38398892e-01 5.05435470e-02 -4.36270791e-02
-4.29019996e-02 5.86278555e-02 -1.19871539e-01 2.22470281e-01
-1.28677194e-01 -1.74764103e-01 -6.76359162e-02 -9.13487153e-02
9.99596696e-02]
[ -2.10901033e-01 1.34454157e-01 -1.89003460e-02 1.40610985e-01
9.08569922e-02 -1.17702114e-01 1.43684004e-01 -7.38611742e-02
2.92416646e-01 -1.38815578e-01 2.53030577e-01 8.13165109e-01
7.05591017e-01]
[ 1.84085222e-01 -2.38680054e-01 -2.83116503e-01 -3.27479929e-03
-2.87057326e-01 6.84639015e-04 3.08798330e-02 -4.56518722e-01
1.19622013e-01 -3.43647760e-01 -2.18488096e-01 -3.87630403e-01
-1.15682511e-01]
[ 1.09225964e-01 1.73333494e-02 1.06411057e-01 -1.62018479e-02
-1.70872213e-02 7.02858319e-02 -1.06568219e-01 -1.11225019e-02
3.84189659e-02 1.61588438e-01 1.34430585e-01 -1.09089615e-01
-1.71031281e-01]
[ -4.83961972e-01 -5.93232707e-01 -6.03626408e-01 -5.80904729e-01
-5.80187296e-01 -5.64138627e-01 -3.13739310e-01 -1.76432361e-01
-4.42231672e-01 -2.53608606e-01 -4.69855559e-01 -6.61359545e-01
-4.67012327e-01]
[ -4.18753389e-01 -5.79541606e-01 -3.23492979e-01 -3.59012530e-01
-4.06775004e-01 -5.61331202e-01 -4.27242162e-01 -4.70231464e-01
-2.95005116e-01 -1.77427229e-01 -4.16823437e-01 -3.14750983e-01
-2.84418920e-01]
[ -3.26599215e-01 -3.46162648e-01 -4.72412888e-01 -1.90316394e-01
-3.13666208e-01 -4.16125494e-01 -2.54332474e-01 -1.99060566e-01
-2.78230701e-01 -4.66076121e-01 -2.02522801e-01 -4.60148253e-01
-2.99981803e-01]
[ -4.72219268e-01 -3.53896585e-01 -3.75748526e-01 -1.80669662e-01
-3.42140575e-01 -2.15681883e-01 -9.01277119e-02 -4.11079924e-01
-2.67679569e-01 -4.36300742e-01 -1.76324354e-01 -2.96364882e-01
-1.50910400e-01]
[ -9.55193783e-01 -9.28937702e-01 -9.79128566e-01 -7.29106535e-01
-1.01699626e+00 -9.83071678e-01 -6.22689706e-01 -6.23069262e-01
-7.58061647e-01 -5.75924723e-01 -6.84074880e-01 -5.27655121e-01
-5.47799534e-01]
[ -5.07755230e-01 -2.68467056e-01 -4.66686552e-01 -3.25981390e-01
-3.49941992e-01 -3.58221784e-01 -5.58152310e-01 -5.74543097e-01
-6.39008036e-01 -1.18152341e-01 -4.55438872e-01 -6.08663719e-01
-4.31077594e-01]
[ -1.16986626e-01 2.22744931e-02 -3.35390468e-01 -4.12507494e-01
-1.05521911e-01 -7.25186906e-02 -1.60339264e-01 -2.99788585e-01
-1.44284749e-01 1.21431529e-01 -4.08144497e-01 -7.62875032e-01
-3.40490581e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59600257e-01 -1.14303104e-01 1.64138290e-01 -2.65643481e-01
-1.28404371e-01 1.13233372e-01 -1.28374570e-01 1.24325760e-02
-8.47539738e-02 6.77674632e-02 -1.58330458e-01 -3.39278622e-01
2.69372947e-02]
[ -8.24553942e-02 -2.63002337e-01 -1.78215969e-01 -2.90598856e-01
-4.79041214e-01 -8.49110564e-02 -2.95070471e-02 1.61031985e-02
-5.19125550e-02 2.88576774e-02 -1.93949533e-01 -2.92351862e-01
-2.39775993e-01]
[ -7.50600756e-02 -6.59359330e-03 -2.38993430e-01 -2.39092476e-01
1.33604451e-01 -1.63513721e-01 -1.76805352e-01 5.29134348e-02
-1.10453006e-02 1.44881995e-02 -1.62424928e-01 6.95897622e-02
-5.48717165e-02]
[ 2.85420896e-02 -1.58576306e-01 -1.52767607e-01 -4.85029828e-02
-1.16013930e-01 -1.07868606e-01 7.48212224e-02 -1.76731056e-01
-3.89780798e-02 -3.95825982e-02 9.65637079e-03 -1.10482409e-01
2.39751729e-02]
[ -2.85004047e-01 -1.44832042e-01 -7.17717619e-02 -1.08194771e-01
-3.06819892e-01 -2.72998916e-01 -3.52866368e-01 6.05730584e-02
-2.96442262e-01 -2.01372590e-01 1.67227319e-01 -8.18871179e-02
3.04887836e-01]
[ -2.18650609e-01 -1.26015578e-01 -8.58658054e-02 -5.51358532e-02
-8.22356991e-02 -1.16221653e-01 -5.88039060e-02 4.17888204e-02
-1.23383815e-01 -1.66108147e-02 3.48804397e-02 -1.08906225e-01
-8.62856854e-03]
[ -1.57307203e-01 -6.56341941e-02 -2.25464343e-01 -3.15513203e-01
-1.51186817e-01 -2.00292841e-01 -2.62141615e-01 -7.78350134e-02
1.71560123e-01 -1.70061250e-01 -3.26595610e-01 -2.75107989e-01
-1.58734725e-01]
[ -3.68097288e-01 -7.07121280e-02 -1.45929761e-01 -1.69677376e-01
-5.55165289e-02 -3.11228136e-01 6.15677748e-02 -4.69906791e-02
-1.05361437e-01 1.00044652e-01 -1.91261731e-02 -2.26151193e-01
-1.63655157e-01]
[ -1.68615009e-01 -1.51463863e-01 -4.68190696e-02 -1.49089334e-01
-1.34410647e-01 -2.94124067e-01 -3.28083810e-02 -1.12345595e-01
-2.39347196e-01 4.19752450e-02 2.09070406e-01 -1.13639475e-02
-1.73554215e-01]
[ -1.38363170e-01 -1.71411530e-01 -1.14598170e-01 -2.56426122e-01
9.63596825e-02 -1.84792271e-02 -2.21890726e-01 -1.68124980e-01
8.68527579e-02 -1.15915000e-01 -1.20389643e-01 -7.50036452e-02
-3.60585628e-01]
[ -4.44886439e-02 -3.28488290e-02 -1.48189831e-01 -4.67241913e-02
-2.28834625e-01 6.29110638e-02 -8.19245174e-02 -4.46403274e-02
-2.30799193e-01 -8.45806477e-02 -7.91821292e-02 -3.26486914e-01
-1.75551541e-01]
[ -7.23069976e-02 2.69891397e-02 -1.28351306e-01 -3.07717333e-01
1.22020956e-01 2.07509715e-02 -2.22228603e-01 -1.64926910e-01
1.17463947e-01 -6.46181655e-02 -2.75973528e-01 -2.50105408e-01
-2.90095746e-01]
[ 8.31335985e-02 -3.14865839e-01 -8.04604378e-02 -4.45036856e-01
-2.26638126e-01 -8.81666359e-02 7.55280543e-02 1.15965760e-01
4.07787519e-03 3.11806356e-01 -5.16349434e-01 -7.30914755e-01
4.26663375e-01]
[ -2.19269426e-01 -2.50571926e-01 -1.28761198e-01 -2.97258606e-01
-3.04784992e-01 -9.23029107e-02 2.04816820e-01 4.27530731e-02
2.98308703e-01 4.24998198e-02 -3.92741586e-01 -9.23647543e-01
6.11731608e-01]
[ -9.81763908e-03 -1.92444293e-01 2.51328913e-02 -3.03015526e-01
-1.74819497e-01 1.67045442e-01 2.01786912e-01 2.65181342e-01
-2.06972277e-02 2.47588937e-01 -2.10726726e-01 -9.76605521e-01
7.03844163e-01]
[ 5.82818737e-03 -4.96770397e-02 -1.21101661e-01 -1.24289719e-01
-1.82102879e-01 -4.55005176e-02 2.96835591e-01 1.73786093e-01
2.61748578e-01 3.83472934e-01 -4.70686901e-01 -8.66214266e-01
7.24885640e-01]
[ -7.97640355e-02 -2.83715522e-01 6.22691486e-02 -3.67056215e-01
-1.51875241e-01 1.18045297e-01 3.68683927e-01 1.44189230e-01
-5.73859485e-02 1.76944230e-01 -5.53066396e-01 -8.93836315e-01
8.42680192e-01]
[ 1.23142514e-01 -9.27602607e-02 1.89903152e-02 -1.75832560e-01
-8.46977929e-02 -1.70636756e-02 2.48710994e-01 3.71116310e-01
4.10957868e-01 2.75152232e-01 -5.45958922e-01 -7.91012550e-01
5.39750601e-01]
[ -8.60245536e-03 -1.32250055e-01 1.95537697e-02 1.63652996e-02
-8.65454404e-02 -2.83829858e-01 3.17445487e-02 3.11755321e-01
-2.16094423e-02 8.19708782e-02 -2.45198903e-01 -6.83921885e-01
2.54832855e-01]
[ 7.94771498e-02 1.11792302e-01 2.03555399e-03 9.23780862e-02
-8.88739711e-02 -5.94713909e-02 -1.92449498e-01 -1.63752703e-01
-2.70949282e-01 -1.41528053e-01 -1.59310541e-01 2.51918025e-01
-1.69526066e-01]
[ 3.78324610e-02 -8.53619647e-02 1.39060992e-01 2.42917897e-01
2.58436741e-01 8.37664937e-03 -4.12948631e-01 -3.69317878e-01
-1.11733234e-01 -5.33781343e-01 2.02564569e-01 1.08579709e+00
-5.20407651e-01]
[ 3.42619088e-02 7.96009531e-02 -2.12061235e-01 5.25941375e-02
3.16577998e-02 -6.81629527e-04 -1.65071215e-01 -3.30723422e-01
-2.85051865e-01 -1.91515640e-01 -4.93472673e-02 -5.68244317e-02
-1.79893698e-01]
[ -5.58924525e-02 -2.14792149e-01 6.49379903e-02 7.88487827e-02
-1.34584582e-01 -1.34087912e-01 3.64304989e-02 -1.02916821e-02
7.84973233e-02 -3.66906871e-01 -3.26430885e-01 -2.85475887e-01
4.11691610e-02]
[ 1.38163997e-02 -2.72110963e-01 5.86583218e-02 -2.36460100e-01
-1.91709115e-01 -2.31317026e-01 -2.65818244e-01 3.88668446e-02
-1.34081788e-02 9.70945307e-02 -1.65308161e-01 1.37576081e-01
-6.07145178e-02]
[ 1.71348357e-01 5.45288069e-02 -1.05140695e-01 -2.13738224e-01
-5.60949715e-02 -1.01784457e-01 -1.92183314e-01 1.21873690e-02
-1.96786436e-01 -2.44554775e-01 -1.67461560e-01 2.80154570e-01
-1.30868295e-01]
[ -1.73252169e-01 -1.78745868e-01 -1.12363574e-01 -1.92706145e-01
-4.72129231e-02 2.67415834e-02 -2.01775582e-01 -2.17622970e-01
-1.51988365e-01 -3.44531219e-02 -1.85039953e-01 2.01724395e-01
-2.61327665e-01]
[ -3.44753753e-02 -2.10280214e-01 -1.59424319e-01 -2.05990039e-01
-5.07137323e-02 4.41388969e-02 -4.84185819e-02 -3.73396836e-02
-2.26305025e-01 -2.79650349e-01 -3.58706915e-02 -2.04361728e-02
-7.59984062e-02]
[ 1.13674677e-01 7.78567474e-02 -9.22943738e-03 -1.65616448e-01
-3.26025994e-01 8.00293351e-03 -1.60951233e-01 -2.79078781e-01
-3.16739007e-01 3.04984921e-02 -1.02230355e-01 6.99652364e-02
-8.70941808e-02]
[ -6.46688942e-02 -6.14550646e-03 -2.86135331e-01 5.34826414e-03
7.24916291e-02 1.55192876e-01 -2.45908389e-01 -1.97477330e-01
-6.39381493e-02 -8.19669299e-02 1.91711730e-01 6.02817848e-01
-1.12931064e-01]
[ 1.06783142e-01 3.53114542e-01 -2.04410332e-01 6.79559776e-01
1.22777328e-01 -2.06308436e-03 -2.57123033e-01 -4.09613159e-01
-2.62474417e-01 -3.98898164e-01 7.28357446e-01 9.97536415e-01
-8.60783161e-01]
[ -2.99247636e-02 1.91182793e-01 4.27954511e-02 2.45434354e-01
9.67686036e-03 -6.98490019e-02 -3.11851290e-01 -3.94832434e-01
-3.00630955e-01 -2.98065647e-01 5.22492832e-01 1.02137028e+00
-8.38960372e-01]
[ -4.97298800e-02 -1.24857560e-01 -1.57930388e-01 2.99092545e-01
-1.68385966e-01 2.33047205e-01 -9.59586263e-02 -2.43045077e-01
-2.55017804e-01 -4.64597747e-01 2.00530644e-01 5.13790786e-01
-4.00594553e-01]
[ 7.89274515e-02 -3.82635665e-01 -5.11708342e-02 -2.80126317e-02
-1.12826341e-01 1.99947100e-01 7.61603798e-02 1.68674859e-01
-1.70498281e-01 -3.42859619e-02 -7.19476967e-02 3.03802417e-01
-2.07435703e-01]
[ 2.04250690e-01 -2.94140660e-01 -1.20510113e-01 -9.29170324e-02
-2.11645469e-01 1.21945791e-01 2.31185615e-02 -1.40806692e-01
-4.98327352e-02 -9.22232260e-02 -1.47295849e-01 -1.87902717e-01
-1.02792842e-01]
[ -1.35197913e-01 -8.07105102e-02 3.85509912e-02 -2.55785447e-01
-5.83458459e-02 -1.41163349e-01 4.77547334e-02 -7.32632444e-03
-8.00992500e-02 -4.88295758e-03 -3.17612317e-01 -4.58859153e-01
-3.14615570e-02]
[ -1.40215569e-01 -1.38699507e-01 -6.74123567e-02 -2.66362115e-01
-3.47821373e-01 -2.88272950e-01 1.56683441e-01 1.33436358e-01
2.02016349e-02 1.10129330e-01 -2.41055641e-01 -7.65691674e-01
2.18982216e-02]
[ -1.64833969e-01 -2.35628189e-01 -3.00613362e-01 -4.47591413e-01
-2.80159185e-01 -2.10149411e-01 -3.25856165e-01 5.36698246e-02
-3.83087116e-02 -4.25174194e-01 -3.84738757e-01 -4.16991424e-01
-5.06425497e-01]
[ -1.12859839e-01 1.24488615e-01 2.04932314e-02 2.93870727e-02
-2.10053388e-01 -1.70851479e-01 -1.14945567e-01 2.04200460e-02
-1.11395065e-01 -1.57356158e-01 -1.65930842e-01 -2.98919119e-01
-4.85591588e-02]
[ -3.52320255e-01 -1.21651671e-01 -2.71388795e-01 1.69839133e-01
-2.03140365e-01 -2.28148552e-01 -7.27939331e-02 -1.29150736e-01
3.94210514e-02 -1.40459103e-02 6.98334719e-02 -2.94413018e-01
1.81233244e-02]
[ -1.29335337e-01 -3.84338116e-02 -2.55108653e-01 6.45718951e-02
-2.21376281e-01 -2.78633377e-01 -3.63260035e-01 -2.35267360e-02
1.36216894e-02 -1.72279749e-01 -2.39001226e-01 -3.10711102e-01
-1.00883996e-02]
[ -2.20331210e-01 -5.35648947e-01 -3.34433124e-01 -2.89225917e-01
-3.29474119e-01 -2.28042725e-01 -3.19440578e-03 -2.59547805e-01
8.83337434e-02 -2.19639023e-01 -1.54761791e-01 -2.28375277e-01
-4.91369904e-02]
[ -2.16419598e-01 -2.98187085e-01 -3.17513371e-01 -1.34516508e-01
-9.48498738e-02 -1.49121296e-01 -7.09009971e-02 8.19218896e-03
-1.89449475e-01 -5.08033912e-01 -2.55018220e-01 -2.10667835e-01
5.23736547e-02]
[ -1.17878956e-01 5.83320052e-04 -2.39392246e-01 -5.42855060e-01
-2.50270500e-01 -2.59922364e-01 -2.30920781e-02 -3.71206173e-01
8.66605583e-02 -9.82394864e-02 -4.10084464e-01 -1.73844767e-01
-4.48014188e-01]]
Progress: 16.1% ... Training loss: 0.248 ... Validation loss: 0.429[[-0.09316048]
[ 0.25442629]
[-0.17158856]
[ 0.85316313]
[ 0.271954 ]
[-0.02613986]
[-0.87307539]
[-0.97456195]
[-0.67891445]
[-0.98939057]
[ 1.13266952]
[ 2.86111334]
[-1.81877734]]
[[ -5.35811614e-01 -4.99044685e-01 -5.83752923e-01 -1.22365635e-01
-3.03107124e-01 -5.91692589e-01 -2.48799059e-01 -2.89889575e-01
-4.64793489e-01 -3.99878138e-01 1.23615143e-01 6.19579497e-01
1.12106600e-02]
[ 5.46914176e-03 -1.38387713e-01 5.05512726e-02 -4.37552401e-02
-4.29203838e-02 5.86295097e-02 -1.19773336e-01 2.22911809e-01
-1.28877871e-01 -1.74458470e-01 -6.80412860e-02 -9.23728627e-02
1.00111847e-01]
[ -2.10648583e-01 1.33024635e-01 -1.82280273e-02 1.33131536e-01
8.89656041e-02 -1.17643920e-01 1.51491803e-01 -6.66641826e-02
2.99185348e-01 -1.34374571e-01 2.41122727e-01 7.90332724e-01
7.25529387e-01]
[ 1.84293442e-01 -2.38319125e-01 -2.83728353e-01 -8.99296312e-04
-2.86177156e-01 7.00138717e-04 2.84129235e-02 -4.65982060e-01
1.19170808e-01 -3.49335181e-01 -2.09863453e-01 -3.60709093e-01
-1.26581755e-01]
[ 1.10228691e-01 1.44565365e-02 1.08239335e-01 -2.82148809e-02
-1.97001155e-02 7.04676543e-02 -9.36208495e-02 4.66264677e-03
4.89439264e-02 1.78363897e-01 1.12260721e-01 -1.63380129e-01
-1.40241362e-01]
[ -4.83757656e-01 -5.93974906e-01 -6.03263833e-01 -5.82716905e-01
-5.80718694e-01 -5.64092489e-01 -3.12369626e-01 -1.73333074e-01
-4.41175133e-01 -2.50074391e-01 -4.73098030e-01 -6.66593411e-01
-4.65784561e-01]
[ -4.18834680e-01 -5.78997496e-01 -3.23628490e-01 -3.57687498e-01
-4.06579151e-01 -5.61347171e-01 -4.27531464e-01 -4.70113373e-01
-2.95253731e-01 -1.76822472e-01 -4.15181242e-01 -3.08897071e-01
-2.88201371e-01]
[ -3.26255383e-01 -3.47723045e-01 -4.71722753e-01 -1.96386061e-01
-3.15259080e-01 -4.16053751e-01 -2.48433239e-01 -1.93386250e-01
-2.73256384e-01 -4.60582976e-01 -2.12668531e-01 -4.80369221e-01
-2.83962265e-01]
[ -4.72086562e-01 -3.54338518e-01 -3.75634397e-01 -1.82745645e-01
-3.42465754e-01 -2.15668839e-01 -8.83945297e-02 -4.11587153e-01
-2.66869227e-01 -4.34984281e-01 -1.79989918e-01 -3.06467979e-01
-1.49216088e-01]
[ -9.54948280e-01 -9.30326104e-01 -9.78310698e-01 -7.33860034e-01
-1.01852021e+00 -9.83023843e-01 -6.17663735e-01 -6.15363217e-01
-7.54330848e-01 -5.67399925e-01 -6.94995733e-01 -5.48436497e-01
-5.33458911e-01]
[ -5.07491186e-01 -2.68922293e-01 -4.66553321e-01 -3.28455758e-01
-3.50429636e-01 -3.58173521e-01 -5.55097288e-01 -5.73928933e-01
-6.36836378e-01 -1.16295566e-01 -4.57936594e-01 -6.13884581e-01
-4.30379817e-01]
[ -1.16896608e-01 2.19177117e-02 -3.35310239e-01 -4.13912419e-01
-1.05763915e-01 -7.24998332e-02 -1.59707457e-01 -2.99724329e-01
-1.43594624e-01 1.21998535e-01 -4.10137492e-01 -7.66576814e-01
-3.40369816e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59550193e-01 -1.14567213e-01 1.64264500e-01 -2.66185469e-01
-1.28583259e-01 1.13248033e-01 -1.28140895e-01 1.38312605e-02
-8.46223996e-02 6.91190733e-02 -1.59556389e-01 -3.40740429e-01
2.70425094e-02]
[ -8.23507880e-02 -2.63451168e-01 -1.77949287e-01 -2.91641415e-01
-4.79370390e-01 -8.48848606e-02 -2.85378267e-02 1.81891626e-02
-5.11975978e-02 3.09687919e-02 -1.95976189e-01 -2.97299189e-01
-2.38711470e-01]
[ -7.49380739e-02 -6.88915192e-03 -2.38851340e-01 -2.40330959e-01
1.33230042e-01 -1.63493318e-01 -1.75541506e-01 5.45683758e-02
-1.00891016e-02 1.67230556e-02 -1.64067880e-01 6.49459018e-02
-5.11868265e-02]
[ 2.86748247e-02 -1.59061457e-01 -1.52412802e-01 -5.06005624e-02
-1.16596032e-01 -1.07840202e-01 7.68640884e-02 -1.74376756e-01
-3.73933589e-02 -3.66049765e-02 6.18706179e-03 -1.18694118e-01
2.89205606e-02]
[ -2.85238480e-01 -1.43846140e-01 -7.23394886e-02 -1.04638473e-01
-3.05858033e-01 -2.73046675e-01 -3.56296673e-01 5.62008694e-02
-2.99224660e-01 -2.05661804e-01 1.73860687e-01 -6.11150496e-02
2.91946931e-01]
[ -2.18603538e-01 -1.26424617e-01 -8.56284007e-02 -5.67531260e-02
-8.27344574e-02 -1.16209620e-01 -5.67741774e-02 4.55442274e-02
-1.21715528e-01 -1.38393214e-02 3.04800552e-02 -1.17262198e-01
-1.48987238e-03]
[ -1.57256961e-01 -6.61228991e-02 -2.25309150e-01 -3.17751169e-01
-1.51729462e-01 -2.00279633e-01 -2.60343985e-01 -7.62132318e-02
1.73049902e-01 -1.69004143e-01 -3.30308701e-01 -2.83948208e-01
-1.53440383e-01]
[ -3.68001542e-01 -7.10492662e-02 -1.45811330e-01 -1.70999376e-01
-5.58275776e-02 -3.11211438e-01 6.22963235e-02 -4.62306826e-02
-1.04524994e-01 1.00819672e-01 -2.04591551e-02 -2.28332877e-01
-1.62164398e-01]
[ -1.68342540e-01 -1.52075630e-01 -4.63931344e-02 -1.51455427e-01
-1.35053190e-01 -2.94072914e-01 -2.86637675e-02 -1.10416566e-01
-2.36501318e-01 4.55466221e-02 2.04357369e-01 -2.50323944e-02
-1.65762145e-01]
[ -1.38314004e-01 -1.71538882e-01 -1.14537892e-01 -2.56675179e-01
9.62606289e-02 -1.84715522e-02 -2.21667146e-01 -1.67982522e-01
8.71495440e-02 -1.15487839e-01 -1.20992312e-01 -7.60874750e-02
-3.60955547e-01]
[ -4.44981735e-02 -3.28189511e-02 -1.48340936e-01 -4.69440065e-02
-2.28732755e-01 6.29011555e-02 -8.23422270e-02 -4.64372470e-02
-2.31391857e-01 -8.55216598e-02 -7.92084551e-02 -3.26094822e-01
-1.77469646e-01]
[ -7.23875715e-02 2.72405910e-02 -1.28488176e-01 -3.06973612e-01
1.22262257e-01 2.07331627e-02 -2.23101496e-01 -1.66075898e-01
1.16906968e-01 -6.57167214e-02 -2.74865131e-01 -2.47578730e-01
-2.91223534e-01]
[ 8.30940884e-02 -3.14740638e-01 -8.05187763e-02 -4.44795916e-01
-2.26538625e-01 -8.81734840e-02 7.51388218e-02 1.15316712e-01
3.61599149e-03 3.11373484e-01 -5.16095500e-01 -7.30393356e-01
4.25424935e-01]
[ -2.19268570e-01 -2.50590905e-01 -1.28747366e-01 -2.97444189e-01
-3.04809734e-01 -9.23027848e-02 2.04827459e-01 4.27646877e-02
2.98317300e-01 4.27622966e-02 -3.93043409e-01 -9.24012820e-01
6.12014229e-01]
[ -9.82000314e-03 -1.92448080e-01 2.51327601e-02 -3.03025493e-01
-1.74818804e-01 1.67044835e-01 2.01760688e-01 2.65186178e-01
-2.07181419e-02 2.47583185e-01 -2.10755008e-01 -9.76656828e-01
7.03861699e-01]
[ 5.91542377e-03 -4.98978460e-02 -1.21007142e-01 -1.25326074e-01
-1.82334226e-01 -4.54870120e-02 2.98076796e-01 1.74895905e-01
2.62699146e-01 3.84870900e-01 -4.71949240e-01 -8.68973868e-01
7.28260292e-01]
[ -7.98263609e-02 -2.83494202e-01 6.21420361e-02 -3.66918717e-01
-1.51707881e-01 1.18029319e-01 3.68208075e-01 1.43639730e-01
-5.77237602e-02 1.76490733e-01 -5.53105312e-01 -8.95098603e-01
8.42710950e-01]
[ 1.23141727e-01 -9.27483571e-02 1.89925758e-02 -1.75774662e-01
-8.46928691e-02 -1.70638917e-02 2.48699803e-01 3.71168950e-01
4.10946626e-01 2.75190383e-01 -5.45922082e-01 -7.90983424e-01
5.39638034e-01]
[ -8.52840914e-03 -1.32474161e-01 1.96594200e-02 1.53941485e-02
-8.67564718e-02 -2.83820538e-01 3.30329359e-02 3.12997006e-01
-2.06236044e-02 8.29816092e-02 -2.46692580e-01 -6.86910030e-01
2.57518009e-01]
[ 7.96637773e-02 1.11063640e-01 2.38447752e-03 9.06707784e-02
-8.93707268e-02 -5.94383429e-02 -1.90160199e-01 -1.61615665e-01
-2.69371574e-01 -1.38651114e-01 -1.62757327e-01 2.43324594e-01
-1.66938589e-01]
[ 3.77700988e-02 -8.51782352e-02 1.38910877e-01 2.44220453e-01
2.58717953e-01 8.36037952e-03 -4.13888771e-01 -3.70788044e-01
-1.12301353e-01 -5.35099233e-01 2.04469587e-01 1.09138890e+00
-5.21955581e-01]
[ 3.44080621e-02 7.90314868e-02 -2.11846941e-01 5.04914979e-02
3.10543981e-02 -6.50403906e-04 -1.63005021e-01 -3.27870009e-01
-2.83718991e-01 -1.89425032e-01 -5.23938507e-02 -6.35023995e-02
-1.75162926e-01]
[ -5.59326060e-02 -2.14903216e-01 6.49968544e-02 7.83413558e-02
-1.34748064e-01 -1.34091661e-01 3.65235449e-02 -1.07509835e-02
7.86503112e-02 -3.66693800e-01 -3.27390719e-01 -2.88760786e-01
4.27643642e-02]
[ 1.37584648e-02 -2.71922265e-01 5.85846141e-02 -2.36269616e-01
-1.91610403e-01 -2.31333105e-01 -2.65975581e-01 3.86814706e-02
-1.35255149e-02 9.69405631e-02 -1.65685898e-01 1.36115938e-01
-5.99640488e-02]
[ 1.71449832e-01 5.39599198e-02 -1.04846837e-01 -2.15896980e-01
-5.67286755e-02 -1.01763830e-01 -1.90242826e-01 1.51895951e-02
-1.95233347e-01 -2.42261122e-01 -1.71049231e-01 2.71683823e-01
-1.24600681e-01]
[ -1.73238636e-01 -1.78538075e-01 -1.12458640e-01 -1.93094196e-01
-4.71639080e-02 2.67317629e-02 -2.01529203e-01 -2.18170183e-01
-1.51710818e-01 -3.41279666e-02 -1.85260543e-01 2.02103042e-01
-2.60489434e-01]
[ -3.43864784e-02 -2.10503120e-01 -1.59336328e-01 -2.06604916e-01
-5.09103692e-02 4.41582661e-02 -4.79889832e-02 -3.69186088e-02
-2.25965336e-01 -2.79130891e-01 -3.58205744e-02 -1.78916283e-02
-7.67669908e-02]
[ 1.13604614e-01 7.79508413e-02 -9.28017934e-03 -1.65648067e-01
-3.25912485e-01 7.99023447e-03 -1.61061775e-01 -2.79187164e-01
-3.16945334e-01 3.03208872e-02 -1.02287305e-01 7.13322436e-02
-8.75371012e-02]
[ -6.46675131e-02 -6.20610018e-03 -2.86120635e-01 4.76041902e-03
7.23894770e-02 1.55193837e-01 -2.45509555e-01 -1.96922176e-01
-6.36923826e-02 -8.18283657e-02 1.90919932e-01 6.03111682e-01
-1.11609642e-01]
[ 1.06907381e-01 3.52888344e-01 -2.04252853e-01 6.79741954e-01
1.22596912e-01 -2.02482281e-03 -2.56179340e-01 -4.09217251e-01
-2.61963573e-01 -3.97801464e-01 7.27619058e-01 9.91392993e-01
-8.63482797e-01]
[ -2.98034225e-02 1.90743458e-01 4.30119644e-02 2.43781516e-01
9.24046990e-03 -6.98243690e-02 -3.10203984e-01 -3.93384820e-01
-2.99183472e-01 -2.96401625e-01 5.19806272e-01 1.01758388e+00
-8.35528039e-01]
[ -4.96088528e-02 -1.25240667e-01 -1.57692720e-01 2.97926933e-01
-1.68730196e-01 2.33079378e-01 -9.47608620e-02 -2.41261559e-01
-2.54263630e-01 -4.62738591e-01 1.98842467e-01 5.10642541e-01
-3.99255139e-01]
[ 7.89304225e-02 -3.82641327e-01 -5.11658787e-02 -2.80446823e-02
-1.12837318e-01 1.99947707e-01 7.62056004e-02 1.68753558e-01
-1.70470457e-01 -3.42093339e-02 -7.20299964e-02 3.03551833e-01
-2.07351610e-01]
[ 2.04197957e-01 -2.93955024e-01 -1.20588698e-01 -9.17583664e-02
-2.11459976e-01 1.21936729e-01 2.18561548e-02 -1.41837033e-01
-5.05390078e-02 -9.31170324e-02 -1.45860307e-01 -1.83676986e-01
-1.06126706e-01]
[ -1.35265092e-01 -8.05064457e-02 3.84216992e-02 -2.55065929e-01
-5.81206750e-02 -1.41176726e-01 4.67218267e-02 -8.28327333e-03
-8.08294299e-02 -5.89655306e-03 -3.16524922e-01 -4.56129819e-01
-3.39792579e-02]
[ -1.40230376e-01 -1.38538805e-01 -6.74694448e-02 -2.65832568e-01
-3.47665291e-01 -2.88277145e-01 1.55964018e-01 1.32681867e-01
1.97893148e-02 1.09663613e-01 -2.40427646e-01 -7.63834670e-01
2.03812764e-02]
[ -1.64865900e-01 -2.35225390e-01 -3.00943161e-01 -4.46567019e-01
-2.79753384e-01 -2.10171014e-01 -3.26981679e-01 5.13466554e-02
-3.93073645e-02 -4.26715940e-01 -3.83201922e-01 -4.08421242e-01
-5.13788716e-01]
[ -1.12830388e-01 1.24446487e-01 2.05073721e-02 2.93633221e-02
-2.09982165e-01 -1.70845533e-01 -1.14437013e-01 2.15076054e-02
-1.11339819e-01 -1.56812791e-01 -1.66588713e-01 -3.02090739e-01
-4.69814989e-02]
[ -3.52209375e-01 -1.22256086e-01 -2.71136135e-01 1.67966780e-01
-2.03721731e-01 -2.28124945e-01 -7.08825675e-02 -1.27558511e-01
4.11730275e-02 -1.16036457e-02 6.72413567e-02 -2.99193996e-01
2.38749528e-02]
[ -1.29267054e-01 -3.85216203e-02 -2.54985488e-01 6.46358307e-02
-2.21487510e-01 -2.78616474e-01 -3.62761135e-01 -2.26740264e-02
1.42430370e-02 -1.70989318e-01 -2.39438999e-01 -3.12767865e-01
-7.92435333e-03]
[ -2.20085991e-01 -5.36692087e-01 -3.33746755e-01 -2.94229638e-01
-3.30769568e-01 -2.27985441e-01 1.97244085e-03 -2.54182635e-01
9.23559701e-02 -2.14155226e-01 -1.63533381e-01 -2.50624246e-01
-3.53940906e-02]
[ -2.16483642e-01 -2.98220281e-01 -3.17528997e-01 -1.34387905e-01
-9.49629876e-02 -1.49131682e-01 -7.12235697e-02 8.81441183e-03
-1.89426658e-01 -5.07854920e-01 -2.55925762e-01 -2.08712264e-01
5.25587923e-02]
[ -1.17637248e-01 -2.09211400e-04 -2.39091828e-01 -5.45804959e-01
-2.50899960e-01 -2.59879160e-01 -2.10168583e-02 -3.70018427e-01
8.77781801e-02 -9.56880133e-02 -4.13665977e-01 -1.81816207e-01
-4.48913176e-01]]
Progress: 16.1% ... Training loss: 0.254 ... Validation loss: 0.453[[-0.07819713]
[ 0.27980014]
[-0.15540805]
[ 0.88999277]
[ 0.29552961]
[-0.01060111]
[-0.84257843]
[-0.945583 ]
[-0.64535969]
[-0.96985172]
[ 1.17823113]
[ 2.92579963]
[-1.77405143]]
[[ -5.36295312e-01 -4.96229387e-01 -5.85015489e-01 -1.09113901e-01
-3.00147370e-01 -5.91820702e-01 -2.58147344e-01 -3.00431520e-01
-4.72608928e-01 -4.08512084e-01 1.42691877e-01 6.67271731e-01
-1.83762871e-02]
[ 5.51085534e-03 -1.38569317e-01 5.06503214e-02 -4.45368474e-02
-4.30592492e-02 5.86410472e-02 -1.19272063e-01 2.24108841e-01
-1.28655897e-01 -1.73521551e-01 -6.93993362e-02 -9.59441542e-02
1.00860811e-01]
[ -2.12001164e-01 1.38253228e-01 -2.05480741e-02 1.53626861e-01
9.37762027e-02 -1.17973779e-01 1.33136713e-01 -9.23562814e-02
2.83764187e-01 -1.55301264e-01 2.70124907e-01 8.53425590e-01
6.74946336e-01]
[ 1.84532967e-01 -2.39581982e-01 -2.83117578e-01 -7.68842869e-03
-2.87663216e-01 7.67737772e-04 3.21471388e-02 -4.60073720e-01
1.22732484e-01 -3.45606267e-01 -2.17711403e-01 -3.82995483e-01
-1.11708311e-01]
[ 1.10136120e-01 1.60129393e-02 1.07499240e-01 -2.17900157e-02
-1.81322545e-02 7.04375371e-02 -9.70360078e-02 3.43639375e-04
4.64293826e-02 1.76022381e-01 1.19431212e-01 -1.49913769e-01
-1.54307542e-01]
[ -4.83538430e-01 -5.94472284e-01 -6.02954313e-01 -5.84678755e-01
-5.81134156e-01 -5.64040216e-01 -3.11127403e-01 -1.69980425e-01
-4.40252804e-01 -2.46626723e-01 -4.76114530e-01 -6.70962216e-01
-4.64213957e-01]
[ -4.19010645e-01 -5.78555457e-01 -3.23975071e-01 -3.54490642e-01
-4.05869575e-01 -5.61377192e-01 -4.29821899e-01 -4.73741551e-01
-2.97249488e-01 -1.79459169e-01 -4.10041274e-01 -2.90589599e-01
-2.96493482e-01]
[ -3.27290318e-01 -3.43503836e-01 -4.73636903e-01 -1.79610629e-01
-3.11242680e-01 -4.16318419e-01 -2.63998422e-01 -2.10984580e-01
-2.86380597e-01 -4.75683325e-01 -1.89836446e-01 -4.28407700e-01
-3.24073223e-01]
[ -4.72298584e-01 -3.53590831e-01 -3.76098038e-01 -1.80014015e-01
-3.41629306e-01 -2.15760861e-01 -9.11392164e-02 -4.15215898e-01
-2.68509549e-01 -4.37641039e-01 -1.76028906e-01 -2.97420933e-01
-1.55334245e-01]
[ -9.55753051e-01 -9.26913625e-01 -9.80123520e-01 -7.18174725e-01
-1.01483119e+00 -9.83244885e-01 -6.31921164e-01 -6.32330721e-01
-7.66122598e-01 -5.79781123e-01 -6.72708802e-01 -4.88197205e-01
-5.74505613e-01]
[ -5.07676863e-01 -2.68312755e-01 -4.66711161e-01 -3.26936879e-01
-3.49930497e-01 -3.58229870e-01 -5.57546138e-01 -5.75478759e-01
-6.38457081e-01 -1.17239824e-01 -4.56090864e-01 -6.09279903e-01
-4.34537739e-01]
[ -1.17109856e-01 2.28072507e-02 -3.35754429e-01 -4.10374539e-01
-1.04805116e-01 -7.25568791e-02 -1.62359261e-01 -3.02709603e-01
-1.46020134e-01 1.18377853e-01 -4.05353589e-01 -7.56473550e-01
-3.48115814e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59476336e-01 -1.14678956e-01 1.64356920e-01 -2.66753090e-01
-1.28714146e-01 1.13266571e-01 -1.27723020e-01 1.47158136e-02
-8.42977478e-02 7.00786231e-02 -1.60157185e-01 -3.41038436e-01
2.76366860e-02]
[ -8.22222703e-02 -2.63802200e-01 -1.77752065e-01 -2.92912666e-01
-4.79603761e-01 -8.48560414e-02 -2.78409333e-02 2.02752448e-02
-5.06447235e-02 3.31712338e-02 -1.98149818e-01 -3.01357299e-01
-2.37987624e-01]
[ -7.49788393e-02 -6.67319167e-03 -2.38968394e-01 -2.39544158e-01
1.33504736e-01 -1.63505775e-01 -1.76283482e-01 5.37440839e-02
-1.06211579e-02 1.57085414e-02 -1.62801348e-01 6.87861159e-02
-5.36472017e-02]
[ 2.86770198e-02 -1.59116889e-01 -1.52497463e-01 -5.01784702e-02
-1.16533984e-01 -1.07832548e-01 7.64933043e-02 -1.74510124e-01
-3.77251446e-02 -3.64203971e-02 6.93728875e-03 -1.12395743e-01
2.88086588e-02]
[ -2.85254377e-01 -1.43867551e-01 -7.23880321e-02 -1.04406887e-01
-3.05799078e-01 -2.73048108e-01 -3.56820461e-01 5.47370145e-02
-2.99758818e-01 -2.06015004e-01 1.74846345e-01 -5.78132899e-02
2.88878129e-01]
[ -2.18803475e-01 -1.25517990e-01 -8.60113657e-02 -5.27820527e-02
-8.18710655e-02 -1.16259017e-01 -5.88715972e-02 4.23564232e-02
-1.23462547e-01 -1.71509164e-02 3.50131516e-02 -1.08648636e-01
-8.64541502e-03]
[ -1.57513359e-01 -6.51270096e-02 -2.25719425e-01 -3.13754038e-01
-1.50787058e-01 -2.00340457e-01 -2.63816661e-01 -8.05286959e-02
1.69162999e-01 -1.72374464e-01 -3.24969117e-01 -2.71633471e-01
-1.63801814e-01]
[ -3.68411306e-01 -6.92274106e-02 -1.46567576e-01 -1.63679876e-01
-5.41580973e-02 -3.11321530e-01 5.53329252e-02 -5.31193934e-02
-1.09715852e-01 9.42188616e-02 -1.06465435e-02 -2.06755404e-01
-1.78616059e-01]
[ -1.68631367e-01 -1.51273161e-01 -4.68642874e-02 -1.48068703e-01
-1.34203156e-01 -2.94140412e-01 -3.25950816e-02 -1.14705275e-01
-2.39579744e-01 4.23544552e-02 2.09771098e-01 -9.91046537e-03
-1.75171814e-01]
[ -1.38222164e-01 -1.71578693e-01 -1.14512727e-01 -2.57318468e-01
9.62538890e-02 -1.84597017e-02 -2.21119437e-01 -1.68349392e-01
8.76160828e-02 -1.14861862e-01 -1.21203752e-01 -7.50886764e-02
-3.60998067e-01]
[ -4.47632973e-02 -3.21101325e-02 -1.48767386e-01 -4.40233546e-02
-2.27988309e-01 6.28089185e-02 -8.49817477e-02 -4.92199275e-02
-2.33037590e-01 -8.83187203e-02 -7.57084278e-02 -3.19481156e-01
-1.82153125e-01]
[ -7.24109656e-02 2.72799543e-02 -1.28520486e-01 -3.06784940e-01
1.22314761e-01 2.07258043e-02 -2.23381179e-01 -1.66297384e-01
1.16671879e-01 -6.59957380e-02 -2.74564166e-01 -2.46955894e-01
-2.91746798e-01]
[ 8.30943955e-02 -3.14739006e-01 -8.05202568e-02 -4.44863477e-01
-2.26527383e-01 -8.81722201e-02 7.49897166e-02 1.15173660e-01
3.50468247e-03 3.11335126e-01 -5.16047078e-01 -7.29977595e-01
4.25021930e-01]
[ -2.19383129e-01 -2.50202745e-01 -1.28948583e-01 -2.96150237e-01
-3.04457849e-01 -9.23362250e-02 2.02988992e-01 4.07509546e-02
2.96693707e-01 4.11474271e-02 -3.91451915e-01 -9.21005954e-01
6.07443639e-01]
[ -9.83174389e-03 -1.92423686e-01 2.51198461e-02 -3.03275223e-01
-1.74819073e-01 1.67041299e-01 2.01943704e-01 2.65460413e-01
-2.06331130e-02 2.47580289e-01 -2.11156936e-01 -9.78169707e-01
7.04640358e-01]
[ 5.83763579e-03 -4.97411397e-02 -1.21060346e-01 -1.24825073e-01
-1.82173839e-01 -4.55066601e-02 2.97356681e-01 1.74583626e-01
2.62096165e-01 3.84296469e-01 -4.71508980e-01 -8.69058455e-01
7.27110591e-01]
[ -7.98665397e-02 -2.83344429e-01 6.20565663e-02 -3.66276415e-01
-1.51580035e-01 1.18013709e-01 3.67404246e-01 1.43023771e-01
-5.83229765e-02 1.75833885e-01 -5.52416993e-01 -8.93807493e-01
8.41149873e-01]
[ 1.23097480e-01 -9.25422035e-02 1.89124511e-02 -1.74971008e-01
-8.45205397e-02 -1.70770829e-02 2.47936536e-01 3.70383111e-01
4.10182789e-01 2.74402051e-01 -5.45163428e-01 -7.89453719e-01
5.37676379e-01]
[ -8.34186622e-03 -1.32869127e-01 1.99345985e-02 1.37113374e-02
-8.72002925e-02 -2.83781326e-01 3.53962410e-02 3.15620086e-01
-1.90138083e-02 8.58373749e-02 -2.49008946e-01 -6.91999823e-01
2.61682176e-01]
[ 7.98299718e-02 1.10782168e-01 2.53494811e-03 8.97239509e-02
-8.96222911e-02 -5.93991766e-02 -1.88797799e-01 -1.60368540e-01
-2.68377809e-01 -1.37291142e-01 -1.63848316e-01 2.41009822e-01
-1.65923371e-01]
[ 3.75709122e-02 -8.47983413e-02 1.38576355e-01 2.46874725e-01
2.59300637e-01 8.30791538e-03 -4.15726386e-01 -3.73159449e-01
-1.13529847e-01 -5.37460150e-01 2.08016388e-01 1.10117692e+00
-5.24774975e-01]
[ 3.43630206e-02 7.91495775e-02 -2.11919420e-01 5.09651339e-02
3.11538083e-02 -6.67429806e-04 -1.63316501e-01 -3.27956705e-01
-2.83885198e-01 -1.89710819e-01 -5.19939948e-02 -6.36415605e-02
-1.75698365e-01]
[ -5.62723712e-02 -2.14007579e-01 6.42718074e-02 8.26752393e-02
-1.33708690e-01 -1.34163887e-01 3.13333898e-02 -1.67399295e-02
7.47389562e-02 -3.71993873e-01 -3.20637616e-01 -2.67776885e-01
3.04431608e-02]
[ 1.35605386e-02 -2.71276129e-01 5.82389281e-02 -2.34231458e-01
-1.90981768e-01 -2.31373199e-01 -2.68538975e-01 3.50661755e-02
-1.62656089e-02 9.43752641e-02 -1.62064344e-01 1.49397338e-01
-6.74901099e-02]
[ 1.71517996e-01 5.37646677e-02 -1.04740384e-01 -2.16681602e-01
-5.69286927e-02 -1.01747888e-01 -1.89592143e-01 1.58287396e-02
-1.94712982e-01 -2.41416541e-01 -1.71988850e-01 2.68996801e-01
-1.22770307e-01]
[ -1.73132239e-01 -1.78865724e-01 -1.12270739e-01 -1.94496303e-01
-4.75645594e-02 2.67663849e-02 -2.00160873e-01 -2.16802380e-01
-1.50522974e-01 -3.22809284e-02 -1.87534041e-01 1.96896819e-01
-2.56884703e-01]
[ -3.45388904e-02 -2.10220051e-01 -1.59514423e-01 -2.06086982e-01
-5.06224246e-02 4.41124501e-02 -4.89419846e-02 -3.86349076e-02
-2.26894994e-01 -2.80161017e-01 -3.42298854e-02 -1.14409103e-02
-8.00335923e-02]
[ 1.13594757e-01 7.80274458e-02 -9.31348290e-03 -1.65321462e-01
-3.25742982e-01 7.98567653e-03 -1.61302085e-01 -2.79550929e-01
-3.16968835e-01 2.98906789e-02 -1.01794695e-01 7.21155795e-02
-8.84640657e-02]
[ -6.47055928e-02 -5.92046117e-03 -2.86192092e-01 5.43535056e-03
7.26611288e-02 1.55177549e-01 -2.46467578e-01 -1.97922244e-01
-6.43361084e-02 -8.23476049e-02 1.92358607e-01 6.07097498e-01
-1.13848968e-01]
[ 1.06641260e-01 3.54755311e-01 -2.04927043e-01 6.87454012e-01
1.24261669e-01 -2.10163491e-03 -2.61330236e-01 -4.15012433e-01
-2.66007352e-01 -4.02750915e-01 7.37273175e-01 1.00895732e+00
-8.77951931e-01]
[ -2.98492008e-02 1.90993046e-01 4.29763302e-02 2.45004812e-01
9.53273560e-03 -6.98332016e-02 -3.10780863e-01 -3.93537311e-01
-2.99953902e-01 -2.96787799e-01 5.20747799e-01 1.02053378e+00
-8.38131863e-01]
[ -4.95652576e-02 -1.25378474e-01 -1.57640259e-01 2.97817872e-01
-1.68762564e-01 2.33089018e-01 -9.47630251e-02 -2.41491191e-01
-2.54089045e-01 -4.62635584e-01 1.99011105e-01 5.10363825e-01
-3.99715400e-01]
[ 7.89055358e-02 -3.82535185e-01 -5.12429444e-02 -2.75254108e-02
-1.12698207e-01 1.99940098e-01 7.56955637e-02 1.68015993e-01
-1.70795004e-01 -3.50463768e-02 -7.11027457e-02 3.05965328e-01
-2.08721300e-01]
[ 2.04063797e-01 -2.93615622e-01 -1.20759172e-01 -8.98500631e-02
-2.11102995e-01 1.21901269e-01 1.98005592e-02 -1.43468368e-01
-5.19858616e-02 -9.46797294e-02 -1.43311192e-01 -1.77019647e-01
-1.10963323e-01]
[ -1.35320040e-01 -8.03686123e-02 3.83411752e-02 -2.54324322e-01
-5.79504657e-02 -1.41193561e-01 4.56737084e-02 -8.90287623e-03
-8.15747674e-02 -6.45179825e-03 -3.15539839e-01 -4.53796787e-01
-3.62800685e-02]
[ -1.40208597e-01 -1.38601923e-01 -6.74238716e-02 -2.66212643e-01
-3.47715855e-01 -2.88271981e-01 1.56350652e-01 1.33207020e-01
2.00548855e-02 1.10165109e-01 -2.41084851e-01 -7.65009008e-01
2.13588616e-02]
[ -1.65207695e-01 -2.33657788e-01 -3.01823894e-01 -4.40689649e-01
-2.78016752e-01 -2.10283050e-01 -3.34018525e-01 4.23984755e-02
-4.60280904e-02 -4.31833084e-01 -3.72425717e-01 -3.72181719e-01
-5.37717289e-01]
[ -1.13003370e-01 1.25599443e-01 2.01007504e-02 3.40469121e-02
-2.08924761e-01 -1.70894887e-01 -1.17311867e-01 1.87199472e-02
-1.13348565e-01 -1.59374780e-01 -1.61306894e-01 -2.93973313e-01
-5.42070008e-02]
[ -3.52240539e-01 -1.21964156e-01 -2.71183833e-01 1.70203639e-01
-2.03422100e-01 -2.28133182e-01 -7.21776474e-02 -1.28400673e-01
3.99053146e-02 -1.17459125e-02 6.96883109e-02 -2.93457616e-01
2.02173666e-02]
[ -1.29427320e-01 -3.75636631e-02 -2.55422295e-01 6.82328974e-02
-2.20512418e-01 -2.78660250e-01 -3.65794780e-01 -2.62472386e-02
1.17002000e-02 -1.74231389e-01 -2.34613095e-01 -2.99789800e-01
-1.62329966e-02]
[ -2.20250018e-01 -5.36282407e-01 -3.33940822e-01 -2.92414076e-01
-3.30375467e-01 -2.28028012e-01 9.04578142e-05 -2.56086051e-01
9.10854178e-02 -2.16222197e-01 -1.61473230e-01 -2.48743611e-01
-3.98180684e-02]
[ -2.16697519e-01 -2.97656915e-01 -3.17930388e-01 -1.31911422e-01
-9.42850153e-02 -1.49195538e-01 -7.32740567e-02 6.22241366e-03
-1.90657936e-01 -5.10449424e-01 -2.52615296e-01 -2.01991024e-01
4.84337603e-02]
[ -1.17756834e-01 -2.41144943e-04 -2.39139361e-01 -5.45749822e-01
-2.50893831e-01 -2.59893767e-01 -2.22020458e-02 -3.70874403e-01
8.69820692e-02 -9.69092041e-02 -4.13450912e-01 -1.78542244e-01
-4.50194484e-01]]
Progress: 16.2% ... Training loss: 0.278 ... Validation loss: 0.422[[-0.09681795]
[ 0.25657541]
[-0.17304453]
[ 0.85727793]
[ 0.27385777]
[-0.0269843 ]
[-0.87084427]
[-0.97475624]
[-0.67229565]
[-0.99743895]
[ 1.13746466]
[ 2.86477992]
[-1.82571524]]
[[ -5.35677100e-01 -4.98981964e-01 -5.83845788e-01 -1.22741119e-01
-3.02807048e-01 -5.91746232e-01 -2.46435296e-01 -2.88164628e-01
-4.64486144e-01 -3.97285231e-01 1.22928518e-01 6.25930343e-01
1.50380807e-02]
[ 5.64348127e-03 -1.38855655e-01 5.07918716e-02 -4.68937971e-02
-4.32971511e-02 5.86562799e-02 -1.17369433e-01 2.25307417e-01
-1.28194834e-01 -1.72807737e-01 -7.18904199e-02 -1.02688132e-01
1.04189980e-01]
[ -2.11671825e-01 1.35455696e-01 -1.93568955e-02 1.41073728e-01
9.07305537e-02 -1.17925499e-01 1.44953175e-01 -8.12884259e-02
2.93399449e-01 -1.47995490e-01 2.48515505e-01 8.08415273e-01
7.18652486e-01]
[ 1.84806197e-01 -2.39633283e-01 -2.83360820e-01 -1.09962208e-02
-2.87350015e-01 7.81423829e-04 3.43203054e-02 -4.64009641e-01
1.23885763e-01 -3.48412595e-01 -2.17696626e-01 -3.93582796e-01
-1.07227785e-01]
[ 1.10110518e-01 1.64499584e-02 1.07898231e-01 -1.60703574e-02
-1.79609532e-02 7.04392863e-02 -1.02715720e-01 -1.03270866e-03
4.43205192e-02 1.78789669e-01 1.24527075e-01 -1.33072416e-01
-1.70480256e-01]
[ -4.83343156e-01 -5.95380584e-01 -6.02673522e-01 -5.87667917e-01
-5.81973526e-01 -5.64012913e-01 -3.08638988e-01 -1.65880179e-01
-4.38825627e-01 -2.42724889e-01 -4.81595267e-01 -6.83485457e-01
-4.61068547e-01]
[ -4.18373099e-01 -5.81270499e-01 -3.22536255e-01 -3.66287267e-01
-4.08792527e-01 -5.61301434e-01 -4.20689737e-01 -4.63142769e-01
-2.89824574e-01 -1.66706545e-01 -4.27817245e-01 -3.31935342e-01
-2.69826345e-01]
[ -3.26919718e-01 -3.45306558e-01 -4.72946567e-01 -1.87905974e-01
-3.12917426e-01 -4.16274385e-01 -2.55943815e-01 -2.03981921e-01
-2.80759476e-01 -4.71037811e-01 -2.02657222e-01 -4.59472513e-01
-3.03523376e-01]
[ -4.72287660e-01 -3.53415079e-01 -3.76180652e-01 -1.79641994e-01
-3.41452152e-01 -2.15756550e-01 -9.19997423e-02 -4.16048232e-01
-2.69159559e-01 -4.38370974e-01 -1.73758603e-01 -2.89888291e-01
-1.57236262e-01]
[ -9.55032467e-01 -9.30052194e-01 -9.78672224e-01 -7.32286618e-01
-1.01799736e+00 -9.83152839e-01 -6.19180116e-01 -6.16321429e-01
-7.57001346e-01 -5.67138632e-01 -6.93575660e-01 -5.35570788e-01
-5.40297405e-01]
[ -5.07142791e-01 -2.70431560e-01 -4.65710655e-01 -3.35671164e-01
-3.52139790e-01 -3.58162716e-01 -5.50749242e-01 -5.69761113e-01
-6.33084207e-01 -1.08552204e-01 -4.68526651e-01 -6.36516463e-01
-4.17358369e-01]
[ -1.17150169e-01 2.28143119e-02 -3.35878900e-01 -4.10237473e-01
-1.04689565e-01 -7.25646736e-02 -1.63082547e-01 -3.03567188e-01
-1.46691058e-01 1.17617780e-01 -4.05858124e-01 -7.59264561e-01
-3.51043014e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59527117e-01 -1.14564416e-01 1.64299443e-01 -2.66565615e-01
-1.28610047e-01 1.13260255e-01 -1.28307919e-01 1.42363642e-02
-8.47743764e-02 6.96119657e-02 -1.60491109e-01 -3.42413211e-01
2.59823647e-02]
[ -8.21156949e-02 -2.64255761e-01 -1.77659221e-01 -2.94242948e-01
-4.79900904e-01 -8.48433896e-02 -2.68416670e-02 2.16108062e-02
-5.01340114e-02 3.47183728e-02 -2.00421822e-01 -3.05503856e-01
-2.38255662e-01]
[ -7.46579630e-02 -7.93024245e-03 -2.38372405e-01 -2.43772508e-01
1.32075389e-01 -1.63466025e-01 -1.73074721e-01 5.86764766e-02
-7.98372003e-03 2.12343507e-02 -1.68784549e-01 5.29659910e-02
-4.61444691e-02]
[ 2.87404897e-02 -1.59334945e-01 -1.52368750e-01 -5.15393875e-02
-1.16797483e-01 -1.07825385e-01 7.78347116e-02 -1.73337863e-01
-3.67384449e-02 -3.47904167e-02 5.07993434e-03 -1.17600033e-01
3.21331465e-02]
[ -2.84975537e-01 -1.45212996e-01 -7.17171694e-02 -1.10352360e-01
-3.07157034e-01 -2.73015035e-01 -3.52069802e-01 5.99433861e-02
-2.95878845e-01 -1.99999290e-01 1.65077881e-01 -7.79035902e-02
3.05105944e-01]
[ -2.18754184e-01 -1.25738410e-01 -8.58612535e-02 -5.37189464e-02
-8.20906513e-02 -1.16253023e-01 -5.75903166e-02 4.37287349e-02
-1.22584362e-01 -1.56572395e-02 3.34964482e-02 -1.13576315e-01
-4.97664278e-03]
[ -1.57365716e-01 -6.61259105e-02 -2.25435920e-01 -3.17499830e-01
-1.51705721e-01 -2.00322814e-01 -2.60630845e-01 -7.72129654e-02
1.72024329e-01 -1.70507618e-01 -3.31652512e-01 -2.82477095e-01
-1.55371682e-01]
[ -3.68349117e-01 -6.95623523e-02 -1.46337281e-01 -1.65260061e-01
-5.45550001e-02 -3.11312381e-01 5.73434782e-02 -5.08985657e-02
-1.08443177e-01 9.59835207e-02 -1.36144416e-02 -2.15254729e-01
-1.73427933e-01]
[ -1.68482878e-01 -1.51587659e-01 -4.67396848e-02 -1.51060761e-01
-1.34501291e-01 -2.94122620e-01 -3.05254234e-02 -1.14134023e-01
-2.38412037e-01 4.25649716e-02 2.07637168e-01 -1.83392722e-02
-1.70088843e-01]
[ -1.38215682e-01 -1.71590509e-01 -1.14512559e-01 -2.57167432e-01
9.62791245e-02 -1.84570475e-02 -2.21600303e-01 -1.68371568e-01
8.71007065e-02 -1.14816059e-01 -1.20640277e-01 -7.15136622e-02
-3.61705925e-01]
[ -4.47433322e-02 -3.21499628e-02 -1.48748961e-01 -4.42286542e-02
-2.28020380e-01 6.28112632e-02 -8.47390349e-02 -4.90107023e-02
-2.32888274e-01 -8.81084633e-02 -7.58438343e-02 -3.19649595e-01
-1.81640734e-01]
[ -7.23496630e-02 2.71096233e-02 -1.28431196e-01 -3.07507314e-01
1.22138817e-01 2.07353111e-02 -2.22590871e-01 -1.65262339e-01
1.17143049e-01 -6.52694448e-02 -2.75282538e-01 -2.48428142e-01
-2.90593631e-01]
[ 8.30845693e-02 -3.14767053e-01 -8.05222934e-02 -4.45024941e-01
-2.26553443e-01 -8.81735777e-02 7.49546473e-02 1.15251417e-01
3.43820812e-03 3.11310472e-01 -5.16176626e-01 -7.30440612e-01
4.25453285e-01]
[ -2.19357809e-01 -2.50356569e-01 -1.28852924e-01 -2.97415083e-01
-3.04671058e-01 -9.23320725e-02 2.04088869e-01 4.18836982e-02
2.97372296e-01 4.27511625e-02 -3.93372693e-01 -9.25623226e-01
6.10563377e-01]
[ -9.76405906e-03 -1.92691405e-01 2.52395589e-02 -3.04582903e-01
-1.75114617e-01 1.67051733e-01 2.03256768e-01 2.66593952e-01
-1.97922778e-02 2.49028268e-01 -2.12982640e-01 -9.81169464e-01
7.07967276e-01]
[ 5.87322044e-03 -4.98922734e-02 -1.21010014e-01 -1.25501681e-01
-1.82291569e-01 -4.55031159e-02 2.98133865e-01 1.75330686e-01
2.62706518e-01 3.84946328e-01 -4.72153809e-01 -8.71122585e-01
7.29045493e-01]
[ -7.98830802e-02 -2.83317032e-01 6.20397803e-02 -3.66331290e-01
-1.51558381e-01 1.18010739e-01 3.67528906e-01 1.42905051e-01
-5.82849635e-02 1.75715854e-01 -5.52680266e-01 -8.95393879e-01
8.41948586e-01]
[ 1.23150922e-01 -9.27209545e-02 1.89973322e-02 -1.76288165e-01
-8.47104973e-02 -1.70728843e-02 2.49354087e-01 3.71707942e-01
4.11334646e-01 2.75369995e-01 -5.46799006e-01 -7.95573292e-01
5.41935176e-01]
[ -8.29687126e-03 -1.32923610e-01 2.00045783e-02 1.32701508e-02
-8.72601769e-02 -2.83778785e-01 3.59098728e-02 3.16659951e-01
-1.85645508e-02 8.65763277e-02 -2.49801871e-01 -6.95081008e-01
2.63577670e-01]
[ 7.98973337e-02 1.10330115e-01 2.68478906e-03 8.72401634e-02
-9.00049655e-02 -5.93922020e-02 -1.87211244e-01 -1.59148172e-01
-2.67557340e-01 -1.36880411e-01 -1.66696422e-01 2.31282451e-01
-1.60021442e-01]
[ 3.76579131e-02 -8.49548794e-02 1.38686510e-01 2.46609224e-01
2.59156379e-01 8.31665741e-03 -4.15620130e-01 -3.73152754e-01
-1.13215372e-01 -5.36839195e-01 2.08071859e-01 1.10141560e+00
-5.25266143e-01]
[ 3.43794047e-02 7.90914592e-02 -2.11909975e-01 5.08338374e-02
3.11292638e-02 -6.65249661e-04 -1.63067322e-01 -3.28118101e-01
-2.83727037e-01 -1.89756577e-01 -5.21030984e-02 -6.40396228e-02
-1.75298186e-01]
[ -5.63459907e-02 -2.13782028e-01 6.41263586e-02 8.33078041e-02
-1.33418913e-01 -1.34174921e-01 3.00820632e-02 -1.79525810e-02
7.37338273e-02 -3.73092022e-01 -3.19428854e-01 -2.62930160e-01
2.87706917e-02]
[ 1.35651372e-02 -2.71428341e-01 5.82871497e-02 -2.34757866e-01
-1.91183046e-01 -2.31370500e-01 -2.68232336e-01 3.51476106e-02
-1.60268471e-02 9.46976015e-02 -1.62442205e-01 1.49787427e-01
-6.65872399e-02]
[ 1.71574910e-01 5.34886538e-02 -1.04620576e-01 -2.17642569e-01
-5.71776767e-02 -1.01741234e-01 -1.88995461e-01 1.69010437e-02
-1.93653092e-01 -2.40886871e-01 -1.72898533e-01 2.65720378e-01
-1.20275356e-01]
[ -1.73045975e-01 -1.79121885e-01 -1.12086193e-01 -1.96162014e-01
-4.79647432e-02 2.67792314e-02 -1.98833183e-01 -2.15389414e-01
-1.49420069e-01 -3.05602675e-02 -1.90692393e-01 1.90763023e-01
-2.52555721e-01]
[ -3.44167459e-02 -2.11060372e-01 -1.59153171e-01 -2.09305291e-01
-5.16072175e-02 4.41316987e-02 -4.59999710e-02 -3.47172774e-02
-2.24644700e-01 -2.77220418e-01 -3.97290054e-02 -2.37791803e-02
-7.10441196e-02]
[ 1.13599647e-01 7.80482568e-02 -9.34488543e-03 -1.65501426e-01
-3.25764795e-01 7.98639749e-03 -1.61103160e-01 -2.79914621e-01
-3.16734838e-01 2.97091430e-02 -1.01960015e-01 7.11223138e-02
-8.79221321e-02]
[ -6.46544256e-02 -6.22502343e-03 -2.86078892e-01 4.50243209e-03
7.22769210e-02 1.55186876e-01 -2.45531392e-01 -1.96423442e-01
-6.35985685e-02 -8.10637911e-02 1.90566059e-01 6.02310868e-01
-1.10972413e-01]
[ 1.06901331e-01 3.54046242e-01 -2.04605963e-01 6.85278596e-01
1.23774611e-01 -2.07454172e-03 -2.59456462e-01 -4.13031737e-01
-2.64771766e-01 -3.99682078e-01 7.33803014e-01 9.99250389e-01
-8.78013398e-01]
[ -2.96772199e-02 1.89805189e-01 4.34223964e-02 2.41092954e-01
8.47804230e-03 -6.98103330e-02 -3.08015032e-01 -3.90051263e-01
-2.97436270e-01 -2.93691579e-01 5.13651113e-01 1.01074312e+00
-8.30634929e-01]
[ -4.94633609e-02 -1.25609697e-01 -1.57492627e-01 2.96677200e-01
-1.68981617e-01 2.33103946e-01 -9.36072025e-02 -2.39176717e-01
-2.53549306e-01 -4.61047194e-01 1.97277605e-01 5.07252914e-01
-3.98986076e-01]
[ 7.89443968e-02 -3.82628215e-01 -5.12092033e-02 -2.80941016e-02
-1.12817507e-01 1.99943361e-01 7.63430286e-02 1.68574511e-01
-1.70470633e-01 -3.46925454e-02 -7.18068875e-02 3.02902487e-01
-2.07346290e-01]
[ 2.04110033e-01 -2.93716885e-01 -1.20692238e-01 -9.03816260e-02
-2.11224193e-01 1.21907583e-01 2.02374820e-02 -1.42951823e-01
-5.16920776e-02 -9.41590665e-02 -1.43929923e-01 -1.78256913e-01
-1.10077575e-01]
[ -1.35358126e-01 -8.00937284e-02 3.82560193e-02 -2.53071075e-01
-5.76880691e-02 -1.41197809e-01 4.48559856e-02 -1.03219960e-02
-8.25490593e-02 -7.06860107e-03 -3.13793012e-01 -4.48061968e-01
-3.98418404e-02]
[ -1.40198979e-01 -1.38748497e-01 -6.73481971e-02 -2.66890687e-01
-3.47853173e-01 -2.88269697e-01 1.56893519e-01 1.33829674e-01
2.03274703e-02 1.10954895e-01 -2.42207142e-01 -7.68126723e-01
2.29163107e-02]
[ -1.65133543e-01 -2.34055624e-01 -3.01754214e-01 -4.42895595e-01
-2.78334073e-01 -2.10276226e-01 -3.32810941e-01 4.37885888e-02
-4.47393263e-02 -4.31322892e-01 -3.76085227e-01 -3.78161283e-01
-5.33851838e-01]
[ -1.12478844e-01 1.23008877e-01 2.12306683e-02 2.30635124e-02
-2.11415577e-01 -1.70831811e-01 -1.08771393e-01 2.93837370e-02
-1.07347287e-01 -1.50880921e-01 -1.76420625e-01 -3.33750410e-01
-3.19320232e-02]
[ -3.52125052e-01 -1.22386032e-01 -2.70985733e-01 1.67892460e-01
-2.03818811e-01 -2.28115735e-01 -6.97603840e-02 -1.26534234e-01
4.13750778e-02 -8.90011249e-03 6.68240519e-02 -2.99139921e-01
2.56789320e-02]
[ -1.29493669e-01 -3.68581144e-02 -2.55642261e-01 7.03935188e-02
-2.19869591e-01 -2.78671191e-01 -3.67158904e-01 -2.84914039e-02
1.03284797e-02 -1.75837061e-01 -2.31387553e-01 -2.93384203e-01
-2.08744080e-02]
[ -2.20114105e-01 -5.37150595e-01 -3.33447539e-01 -2.96032464e-01
-3.31445542e-01 -2.28006034e-01 3.54403290e-03 -2.51998104e-01
9.43332432e-02 -2.12198009e-01 -1.68778826e-01 -2.66343855e-01
-2.75670790e-02]
[ -2.16568867e-01 -2.98365890e-01 -3.17615217e-01 -1.34677984e-01
-9.52407965e-02 -1.49172697e-01 -7.06008446e-02 9.72134739e-03
-1.88811268e-01 -5.07680089e-01 -2.57174272e-01 -2.13479817e-01
5.58049765e-02]
[ -1.17454872e-01 -1.20956536e-03 -2.38798218e-01 -5.48734081e-01
-2.51565867e-01 -2.59863586e-01 -2.03153721e-02 -3.69268108e-01
8.83226932e-02 -9.33768693e-02 -4.16981561e-01 -1.81820991e-01
-4.48316894e-01]]
Progress: 16.2% ... Training loss: 0.251 ... Validation loss: 0.442[[-0.08741677]
[ 0.26545808]
[-0.16708746]
[ 0.86936802]
[ 0.28176534]
[-0.01715834]
[-0.85476372]
[-0.96223353]
[-0.65580931]
[-0.98575696]
[ 1.14846776]
[ 2.88194211]
[-1.80542251]]
[[ -5.35953165e-01 -4.97854671e-01 -5.84289489e-01 -1.17924608e-01
-3.01795102e-01 -5.91788465e-01 -2.50324101e-01 -2.93314192e-01
-4.67572281e-01 -4.01492632e-01 1.31400295e-01 6.49780884e-01
1.28545046e-03]
[ 5.63336628e-03 -1.38831528e-01 5.07653432e-02 -4.68024431e-02
-4.32699916e-02 5.86523542e-02 -1.17535505e-01 2.25002781e-01
-1.28243544e-01 -1.73062520e-01 -7.17564306e-02 -1.02565714e-01
1.03774062e-01]
[ -2.11932693e-01 1.36760492e-01 -1.97204737e-02 1.46375710e-01
9.19010190e-02 -1.17984634e-01 1.40688276e-01 -8.53371638e-02
2.88335621e-01 -1.50206970e-01 2.58897244e-01 8.42764307e-01
7.03470382e-01]
[ 1.84349695e-01 -2.37969291e-01 -2.83992826e-01 -3.41302938e-03
-2.85807791e-01 6.62943279e-04 2.99974177e-02 -4.67267194e-01
1.19672565e-01 -3.53648906e-01 -2.11422756e-01 -3.85826664e-01
-1.18975322e-01]
[ 1.10541865e-01 1.56299593e-02 1.08397422e-01 -2.06906398e-02
-1.87650922e-02 7.05381371e-02 -9.85664678e-02 2.41751458e-04
4.65937766e-02 1.82326153e-01 1.21084619e-01 -1.34958857e-01
-1.63911879e-01]
[ -4.83479472e-01 -5.95278044e-01 -6.02831202e-01 -5.87757346e-01
-5.81876229e-01 -5.64045796e-01 -3.10476760e-01 -1.67720416e-01
-4.39663361e-01 -2.44960231e-01 -4.81999905e-01 -6.88370483e-01
-4.64267946e-01]
[ -4.18586251e-01 -5.81077950e-01 -3.22687253e-01 -3.64574701e-01
-4.08420978e-01 -5.61343331e-01 -4.22769718e-01 -4.63990788e-01
-2.91547950e-01 -1.67502909e-01 -4.25542173e-01 -3.23468770e-01
-2.74317283e-01]
[ -3.26893875e-01 -3.44580225e-01 -4.72988678e-01 -1.85563465e-01
-3.12490832e-01 -4.16277725e-01 -2.58613858e-01 -2.06824759e-01
-2.82884856e-01 -4.73192088e-01 -1.98394561e-01 -4.49848843e-01
-3.16339545e-01]
[ -4.72654200e-01 -3.52475008e-01 -3.76720230e-01 -1.76412755e-01
-3.40511240e-01 -2.15869630e-01 -9.54235934e-02 -4.19037941e-01
-2.71834305e-01 -4.41729686e-01 -1.70323260e-01 -2.85203838e-01
-1.63646482e-01]
[ -9.55137575e-01 -9.29396061e-01 -9.78799682e-01 -7.30418250e-01
-1.01754938e+00 -9.83181628e-01 -6.23341385e-01 -6.20713776e-01
-7.59781511e-01 -5.70708333e-01 -6.89071502e-01 -5.23159571e-01
-5.55889901e-01]
[ -5.07430144e-01 -2.69649898e-01 -4.66146617e-01 -3.32655872e-01
-3.51208019e-01 -3.58248228e-01 -5.54240921e-01 -5.71996353e-01
-6.35727683e-01 -1.10510852e-01 -4.65542657e-01 -6.31155071e-01
-4.24074128e-01]
[ -1.17447873e-01 2.33380121e-02 -3.36205849e-01 -4.07926248e-01
-1.04232960e-01 -7.26415740e-02 -1.65441244e-01 -3.05460404e-01
-1.48628654e-01 1.14601434e-01 -4.03777838e-01 -7.59147502e-01
-3.55651486e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59429648e-01 -1.14678185e-01 1.64383157e-01 -2.67318519e-01
-1.28767610e-01 1.13276780e-01 -1.28193810e-01 1.46108587e-02
-8.44929166e-02 6.99367103e-02 -1.61560837e-01 -3.47079812e-01
2.47815737e-02]
[ -8.22851645e-02 -2.63938352e-01 -1.77895816e-01 -2.93289962e-01
-4.79579169e-01 -8.48857713e-02 -2.82815047e-02 1.97524054e-02
-5.10803614e-02 3.26228708e-02 -1.99077910e-01 -3.03517791e-01
-2.40120655e-01]
[ -7.46469916e-02 -8.29614377e-03 -2.38200363e-01 -2.44763808e-01
1.31710408e-01 -1.63454536e-01 -1.73092018e-01 5.97378775e-02
-7.69292957e-03 2.21288245e-02 -1.70886314e-01 4.59111365e-02
-4.58404478e-02]
[ 2.85589884e-02 -1.58883529e-01 -1.52720013e-01 -4.91992250e-02
-1.16137564e-01 -1.07860291e-01 7.57310082e-02 -1.76719191e-01
-3.84540654e-02 -3.74337815e-02 9.56488795e-03 -1.01335288e-01
2.50465284e-02]
[ -2.85055497e-01 -1.45111400e-01 -7.17365139e-02 -1.09963880e-01
-3.07092289e-01 -2.73037905e-01 -3.52700169e-01 6.01625528e-02
-2.96386203e-01 -2.00190483e-01 1.64896555e-01 -7.91592388e-02
3.05760273e-01]
[ -2.18584094e-01 -1.26536385e-01 -8.54080058e-02 -5.69236922e-02
-8.29545371e-02 -1.16200471e-01 -5.52420542e-02 4.78523777e-02
-1.20510776e-01 -1.29619983e-02 2.86186991e-02 -1.26999001e-01
2.25254176e-03]
[ -1.57532049e-01 -6.54475835e-02 -2.25722006e-01 -3.15752632e-01
-1.51136033e-01 -2.00372514e-01 -2.63157242e-01 -8.00832186e-02
1.69584548e-01 -1.72381017e-01 -3.28631218e-01 -2.71010965e-01
-1.62649174e-01]
[ -3.68545178e-01 -6.85512708e-02 -1.46766531e-01 -1.60502539e-01
-5.34940666e-02 -3.11363413e-01 5.37064811e-02 -5.55495145e-02
-1.11345156e-01 9.26464973e-02 -6.17760856e-03 -1.97447406e-01
-1.85543947e-01]
[ -1.68355492e-01 -1.51696738e-01 -4.65713668e-02 -1.51593361e-01
-1.34736468e-01 -2.94096790e-01 -2.99974194e-02 -1.13232273e-01
-2.37805336e-01 4.29659766e-02 2.06483824e-01 -2.49750704e-02
-1.70906276e-01]
[ -1.38379408e-01 -1.71143613e-01 -1.14767769e-01 -2.55991333e-01
9.67566690e-02 -1.85112242e-02 -2.22960649e-01 -1.69610276e-01
8.59743425e-02 -1.16318109e-01 -1.19212276e-01 -6.91155730e-02
-3.63684381e-01]
[ -4.49098832e-02 -3.17387523e-02 -1.48973470e-01 -4.26787327e-02
-2.27647761e-01 6.27603867e-02 -8.63003750e-02 -5.04177151e-02
-2.34075300e-01 -8.96046078e-02 -7.43680475e-02 -3.18294580e-01
-1.84800826e-01]
[ -7.23221413e-02 2.70399056e-02 -1.28396629e-01 -3.07743248e-01
1.22069591e-01 2.07436574e-02 -2.22316607e-01 -1.65056945e-01
1.17353755e-01 -6.49909276e-02 -2.75520970e-01 -2.48780253e-01
-2.90196003e-01]
[ 8.30660616e-02 -3.14708106e-01 -8.05541069e-02 -4.44965918e-01
-2.26519847e-01 -8.81764626e-02 7.47569418e-02 1.14748770e-01
3.20673523e-03 3.11132727e-01 -5.16204370e-01 -7.30497183e-01
4.25091516e-01]
[ -2.19391314e-01 -2.50264063e-01 -1.28877760e-01 -2.97534418e-01
-3.04621439e-01 -9.23429566e-02 2.04023093e-01 4.17271618e-02
2.97150171e-01 4.27999822e-02 -3.93714055e-01 -9.26769347e-01
6.11034194e-01]
[ -9.90954070e-03 -1.92358382e-01 2.50290012e-02 -3.03347928e-01
-1.74810617e-01 1.67009005e-01 2.01686480e-01 2.65038844e-01
-2.09092339e-02 2.47230143e-01 -2.11528404e-01 -9.79954634e-01
7.04831027e-01]
[ 5.87322044e-03 -4.98922734e-02 -1.21010014e-01 -1.25501681e-01
-1.82291569e-01 -4.55031159e-02 2.98133865e-01 1.75330686e-01
2.62706518e-01 3.84946328e-01 -4.72153809e-01 -8.71122585e-01
7.29045493e-01]
[ -7.99204553e-02 -2.83256507e-01 6.19806423e-02 -3.66095501e-01
-1.51478325e-01 1.17997226e-01 3.67376942e-01 1.42563503e-01
-5.83633199e-02 1.75410570e-01 -5.52712429e-01 -8.96259237e-01
8.41756210e-01]
[ 1.22997012e-01 -9.23925476e-02 1.87764176e-02 -1.75025436e-01
-8.43496379e-02 -1.71128518e-02 2.47639684e-01 3.69765459e-01
4.09969872e-01 2.73290593e-01 -5.45402736e-01 -7.93698153e-01
5.38549506e-01]
[ -8.27255106e-03 -1.32888737e-01 2.00253997e-02 1.35604603e-02
-8.72345285e-02 -2.83779184e-01 3.57650540e-02 3.17139407e-01
-1.86514462e-02 8.71417648e-02 -2.49480194e-01 -6.94876422e-01
2.62970145e-01]
[ 7.97496885e-02 1.10710024e-01 2.47599467e-03 8.89717975e-02
-8.96390965e-02 -5.94223324e-02 -1.88725938e-01 -1.61001497e-01
-2.68501886e-01 -1.39016356e-01 -1.64582951e-01 2.37498493e-01
-1.63424524e-01]
[ 3.78340814e-02 -8.51080099e-02 1.38930523e-01 2.46082305e-01
2.58949787e-01 8.36086350e-03 -4.14668225e-01 -3.70304912e-01
-1.12187156e-01 -5.35880594e-01 2.06185837e-01 1.09196522e+00
-5.26646842e-01]
[ 3.41450863e-02 7.96189812e-02 -2.12145935e-01 5.28797083e-02
3.16459157e-02 -7.26483801e-04 -1.65385129e-01 -3.29943337e-01
-2.85270929e-01 -1.92194358e-01 -4.95740371e-02 -6.00943177e-02
-1.79231195e-01]
[ -5.64271810e-02 -2.13585958e-01 6.40150508e-02 8.40192423e-02
-1.33249183e-01 -1.34201766e-01 2.93143672e-02 -1.86762780e-02
7.32182765e-02 -3.73604724e-01 -3.18867261e-01 -2.62234335e-01
2.76870728e-02]
[ 1.33423294e-02 -2.70926575e-01 5.78745285e-02 -2.32889819e-01
-1.90589962e-01 -2.31418686e-01 -2.70527567e-01 3.15204496e-02
-1.80751608e-02 9.09140703e-02 -1.58465193e-01 1.62010152e-01
-7.24513422e-02]
[ 1.71679706e-01 5.28589327e-02 -1.04280542e-01 -2.19937930e-01
-5.77695867e-02 -1.01707729e-01 -1.87136935e-01 1.97374039e-02
-1.91968077e-01 -2.38274306e-01 -1.76777394e-01 2.58890980e-01
-1.14152886e-01]
[ -1.72895583e-01 -1.79621978e-01 -1.11804211e-01 -1.98158979e-01
-4.85463594e-02 2.68248542e-02 -1.97054177e-01 -2.13536467e-01
-1.47822418e-01 -2.80899092e-02 -1.93721839e-01 1.83243951e-01
-2.47714767e-01]
[ -3.45908692e-02 -2.10475079e-01 -1.59541074e-01 -2.07911697e-01
-5.09753977e-02 4.40718508e-02 -4.79181014e-02 -3.81022052e-02
-2.26505786e-01 -2.79985373e-01 -3.64801939e-02 -1.43134203e-02
-7.56543375e-02]
[ 1.13571547e-01 7.83483092e-02 -9.36550680e-03 -1.64931702e-01
-3.25568142e-01 7.98039086e-03 -1.62408039e-01 -2.81061116e-01
-3.17636643e-01 2.92442972e-02 -1.00024615e-01 7.73508155e-02
-9.23019576e-02]
[ -6.47305959e-02 -5.80686135e-03 -2.86239482e-01 5.81498738e-03
7.26863604e-02 1.55164376e-01 -2.46913167e-01 -1.98018583e-01
-6.48789721e-02 -8.26813574e-02 1.93497503e-01 6.08373395e-01
-1.15310208e-01]
[ 1.06901902e-01 3.53941336e-01 -2.04603894e-01 6.85000853e-01
1.23672801e-01 -2.07495550e-03 -2.59345076e-01 -4.12331244e-01
-2.64834366e-01 -3.99198145e-01 7.33290421e-01 9.97355198e-01
-8.77973610e-01]
[ -2.94867959e-02 1.89277903e-01 4.37630150e-02 2.39665165e-01
7.96749353e-03 -6.97626601e-02 -3.06812334e-01 -3.87868310e-01
-2.96491066e-01 -2.90975507e-01 5.11046442e-01 1.00437292e+00
-8.29687143e-01]
[ -4.94919060e-02 -1.25402189e-01 -1.57561688e-01 2.97994279e-01
-1.68773008e-01 2.33094217e-01 -9.45719234e-02 -2.40392025e-01
-2.54143048e-01 -4.61736741e-01 1.99221924e-01 5.11705341e-01
-4.01867826e-01]
[ 7.90261671e-02 -3.82866398e-01 -5.10988898e-02 -2.88566522e-02
-1.13079018e-01 1.99963610e-01 7.74055131e-02 1.69391836e-01
-1.69713167e-01 -3.36893859e-02 -7.32396089e-02 2.99464648e-01
-2.05230234e-01]
[ 2.04105979e-01 -2.93740973e-01 -1.20676520e-01 -9.02058195e-02
-2.11231816e-01 1.21910864e-01 1.99978711e-02 -1.42834393e-01
-5.18610612e-02 -9.41591362e-02 -1.43615982e-01 -1.76901545e-01
-1.10907273e-01]
[ -1.35377422e-01 -8.00177513e-02 3.81944308e-02 -2.52764161e-01
-5.75839649e-02 -1.41204522e-01 4.45114981e-02 -1.06258954e-02
-8.28427006e-02 -7.51202227e-03 -3.13323486e-01 -4.46625549e-01
-4.07739244e-02]
[ -1.40212556e-01 -1.38710139e-01 -6.73784284e-02 -2.66804631e-01
-3.47804951e-01 -2.88273452e-01 1.56809853e-01 1.33647577e-01
2.02678272e-02 1.10762177e-01 -2.42089882e-01 -7.68042381e-01
2.27811827e-02]
[ -1.65219796e-01 -2.33218225e-01 -3.02077558e-01 -4.41091826e-01
-2.77758437e-01 -2.10307072e-01 -3.36695929e-01 3.85553915e-02
-4.80371048e-02 -4.36045670e-01 -3.70548889e-01 -3.63423917e-01
-5.50589633e-01]
[ -1.12562535e-01 1.23105079e-01 2.10641400e-02 2.39618228e-02
-2.11234587e-01 -1.70844057e-01 -1.09385273e-01 2.77763749e-02
-1.07483706e-01 -1.52524960e-01 -1.75273026e-01 -3.29080579e-01
-3.31398180e-02]
[ -3.52312753e-01 -1.22064326e-01 -2.71099203e-01 1.69193079e-01
-2.03566924e-01 -2.28165899e-01 -7.15455276e-02 -1.27112552e-01
3.99343370e-02 -9.99108439e-03 6.73375147e-02 -3.02193127e-01
2.38235917e-02]
[ -1.29540225e-01 -3.69940360e-02 -2.55469115e-01 7.11732286e-02
-2.19941923e-01 -2.78679492e-01 -3.68041229e-01 -2.69194695e-02
1.00045335e-02 -1.73849682e-01 -2.31245702e-01 -2.96351473e-01
-2.27159484e-02]
[ -2.20246946e-01 -5.37138799e-01 -3.33532448e-01 -2.95753239e-01
-3.31381701e-01 -2.28037249e-01 3.04017829e-03 -2.51446224e-01
9.42575890e-02 -2.12834109e-01 -1.70161046e-01 -2.70044459e-01
-2.59769694e-02]
[ -2.16700772e-01 -2.98006246e-01 -3.17855469e-01 -1.33394842e-01
-9.47853288e-02 -1.49213631e-01 -7.20465029e-02 7.87391273e-03
-1.89899380e-01 -5.09039100e-01 -2.55730689e-01 -2.10570059e-01
5.26931302e-02]
[ -1.17476089e-01 -7.38896548e-04 -2.38933228e-01 -5.47883970e-01
-2.51185006e-01 -2.59881081e-01 -2.12111685e-02 -3.70646413e-01
8.73241067e-02 -9.44560429e-02 -4.14813737e-01 -1.76527199e-01
-4.52069414e-01]]
Progress: 16.3% ... Training loss: 0.249 ... Validation loss: 0.430[[-0.0921116 ]
[ 0.25427525]
[-0.17242374]
[ 0.85118029]
[ 0.26754684]
[-0.02476465]
[-0.87346886]
[-0.97834445]
[-0.67168566]
[-0.99109263]
[ 1.12556387]
[ 2.83789243]
[-1.83816523]]
[[ -5.35659597e-01 -4.99225477e-01 -5.83791275e-01 -1.25068920e-01
-3.03534654e-01 -5.91744948e-01 -2.42543498e-01 -2.83365831e-01
-4.61795864e-01 -3.97646501e-01 1.20425035e-01 6.24316862e-01
2.42878812e-02]
[ 5.61404654e-03 -1.38788668e-01 5.07354913e-02 -4.66109641e-02
-4.32195958e-02 5.86490836e-02 -1.17756593e-01 2.24734640e-01
-1.28398931e-01 -1.73266931e-01 -7.15347739e-02 -1.01910720e-01
1.03184867e-01]
[ -2.11212042e-01 1.33520139e-01 -1.81789673e-02 1.30705139e-01
8.78230940e-02 -1.17836735e-01 1.55084995e-01 -6.69965203e-02
2.99922317e-01 -1.38139506e-01 2.33145619e-01 7.85296824e-01
7.42605985e-01]
[ 1.84167094e-01 -2.36758231e-01 -2.84754726e-01 1.74834636e-03
-2.83946578e-01 6.17999853e-04 2.89654790e-02 -4.72329417e-01
1.17149029e-01 -3.57470375e-01 -2.03183825e-01 -3.78034536e-01
-1.28607300e-01]
[ 1.09855243e-01 1.75811100e-02 1.07359037e-01 -9.08907856e-03
-1.64189452e-02 7.04190535e-02 -1.09700229e-01 -1.09475000e-02
4.00721625e-02 1.73426092e-01 1.35998296e-01 -9.37232526e-02
-1.93110653e-01]
[ -4.83574484e-01 -5.95255109e-01 -6.03019589e-01 -5.87829311e-01
-5.81938284e-01 -5.64064828e-01 -3.10436654e-01 -1.68663979e-01
-4.39836040e-01 -2.46459819e-01 -4.82350107e-01 -6.91649968e-01
-4.61737853e-01]
[ -4.18880710e-01 -5.80164816e-01 -3.23194348e-01 -3.61303226e-01
-4.07833482e-01 -5.61380454e-01 -4.26519910e-01 -4.66887018e-01
-2.94521976e-01 -1.71954970e-01 -4.19494745e-01 -3.07903388e-01
-2.87081405e-01]
[ -3.26360587e-01 -3.47062497e-01 -4.71990169e-01 -1.98360097e-01
-3.15343601e-01 -4.16177887e-01 -2.46108888e-01 -1.94752364e-01
-2.73483428e-01 -4.64867631e-01 -2.18297147e-01 -4.97632949e-01
-2.81431188e-01]
[ -4.72394556e-01 -3.53190123e-01 -3.76259174e-01 -1.79090512e-01
-3.41163714e-01 -2.15809789e-01 -9.27942059e-02 -4.15729558e-01
-2.70119674e-01 -4.39209166e-01 -1.73640779e-01 -2.93345986e-01
-1.59416347e-01]
[ -9.54819250e-01 -9.30818238e-01 -9.78442570e-01 -7.39916490e-01
-1.01949424e+00 -9.83119882e-01 -6.14193073e-01 -6.12448015e-01
-7.52928269e-01 -5.68140764e-01 -7.02042138e-01 -5.54237734e-01
-5.32018991e-01]
[ -5.07378023e-01 -2.70329025e-01 -4.65851863e-01 -3.35572070e-01
-3.52054532e-01 -3.58213643e-01 -5.52470323e-01 -5.69452128e-01
-6.34612359e-01 -1.08400900e-01 -4.69845598e-01 -6.41482257e-01
-4.19790884e-01]
[ -1.17414857e-01 2.31779978e-02 -3.36093631e-01 -4.07786688e-01
-1.04421395e-01 -7.26343794e-02 -1.64935883e-01 -3.04729405e-01
-1.48627865e-01 1.14817240e-01 -4.04027142e-01 -7.61382510e-01
-3.54901177e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59529601e-01 -1.14416573e-01 1.64190496e-01 -2.66679953e-01
-1.28535672e-01 1.13256133e-01 -1.29205851e-01 1.29352333e-02
-8.51010940e-02 6.80721581e-02 -1.60398909e-01 -3.45194787e-01
2.32902712e-02]
[ -8.23796456e-02 -2.63703287e-01 -1.78089864e-01 -2.92532563e-01
-4.79307825e-01 -8.49062265e-02 -2.92233495e-02 1.78909671e-02
-5.17580108e-02 3.08150009e-02 -1.97815695e-01 -3.00488896e-01
-2.41441006e-01]
[ -7.45009500e-02 -8.91879918e-03 -2.37915320e-01 -2.46625673e-01
1.30986076e-01 -1.63422962e-01 -1.70742255e-01 6.28498477e-02
-6.30597617e-03 2.49776555e-02 -1.74187250e-01 3.64235934e-02
-4.00857520e-02]
[ 2.85993324e-02 -1.58922395e-01 -1.52666118e-01 -4.97449559e-02
-1.16337104e-01 -1.07847164e-01 7.59671017e-02 -1.76252420e-01
-3.81092911e-02 -3.70738156e-02 9.69303677e-03 -1.00901493e-01
2.53774692e-02]
[ -2.85368825e-01 -1.44298113e-01 -7.22249862e-02 -1.06735344e-01
-3.06468579e-01 -2.73085415e-01 -3.55585739e-01 5.78855276e-02
-2.99076384e-01 -2.03717659e-01 1.69102461e-01 -6.89719440e-02
2.96182703e-01]
[ -2.18401436e-01 -1.27392903e-01 -8.50760012e-02 -6.18419483e-02
-8.40532810e-02 -1.16167133e-01 -5.15152076e-02 5.19746170e-02
-1.17724555e-01 -1.16354888e-02 2.16322236e-02 -1.41166943e-01
1.30449756e-02]
[ -1.57503655e-01 -6.56173689e-02 -2.25646230e-01 -3.16932563e-01
-1.51272425e-01 -2.00369655e-01 -2.61978371e-01 -7.84993207e-02
1.70917190e-01 -1.71235161e-01 -3.31325793e-01 -2.74571380e-01
-1.57931793e-01]
[ -3.68308894e-01 -6.96788843e-02 -1.46258601e-01 -1.65135773e-01
-5.47595077e-02 -3.11314645e-01 5.86364458e-02 -5.12626860e-02
-1.07767970e-01 9.66969718e-02 -1.29235058e-02 -2.16305620e-01
-1.73918958e-01]
[ -1.68230936e-01 -1.52063778e-01 -4.65356371e-02 -1.53838079e-01
-1.35132542e-01 -2.94070398e-01 -2.75121899e-02 -1.11996339e-01
-2.36072776e-01 4.36696251e-02 2.03670033e-01 -3.43459931e-02
-1.64332644e-01]
[ -1.38455352e-01 -1.70832589e-01 -1.14768519e-01 -2.54523720e-01
9.70857858e-02 -1.85278361e-02 -2.24117687e-01 -1.69421100e-01
8.51514488e-02 -1.16427475e-01 -1.17658955e-01 -6.52074602e-02
-3.65939067e-01]
[ -4.46962447e-02 -3.24000895e-02 -1.48637178e-01 -4.55075579e-02
-2.28234688e-01 6.28096697e-02 -8.40390313e-02 -4.82270220e-02
-2.32655925e-01 -8.80241547e-02 -7.76038126e-02 -3.25983131e-01
-1.81470195e-01]
[ -7.23068912e-02 2.70014150e-02 -1.28383285e-01 -3.07897679e-01
1.22041131e-01 2.07470639e-02 -2.22063954e-01 -1.64889381e-01
1.17542299e-01 -6.48043737e-02 -2.75577931e-01 -2.48730144e-01
-2.89772333e-01]
[ 8.30519078e-02 -3.14712754e-01 -8.05560165e-02 -4.45149544e-01
-2.26538437e-01 -8.81791075e-02 7.48381815e-02 1.14809481e-01
3.18420796e-03 3.11190617e-01 -5.16406267e-01 -7.32229278e-01
4.25815801e-01]
[ -2.19388422e-01 -2.50253606e-01 -1.28887056e-01 -2.97493177e-01
-3.04615473e-01 -9.23421283e-02 2.03973325e-01 4.17088566e-02
2.97117454e-01 4.27400126e-02 -3.93584881e-01 -9.26315136e-01
6.10836402e-01]
[ -9.95534320e-03 -1.92251798e-01 2.49662828e-02 -3.03019993e-01
-1.74727623e-01 1.67000098e-01 2.01241355e-01 2.64538890e-01
-2.12777109e-02 2.46745130e-01 -2.11221203e-01 -9.79645737e-01
7.03855745e-01]
[ 5.95946869e-03 -5.01499138e-02 -1.20913386e-01 -1.26674390e-01
-1.82516047e-01 -4.54924977e-02 2.99982743e-01 1.76608576e-01
2.64074647e-01 3.86350473e-01 -4.73941880e-01 -8.76756467e-01
7.33808864e-01]
[ -7.98976332e-02 -2.83319094e-01 6.20042348e-02 -3.66349620e-01
-1.51544051e-01 1.18000837e-01 3.67928037e-01 1.43169111e-01
-5.79240698e-02 1.75562896e-01 -5.53077799e-01 -8.98133559e-01
8.43480296e-01]
[ 1.22971187e-01 -9.23333666e-02 1.87476781e-02 -1.74788426e-01
-8.42958670e-02 -1.71169865e-02 2.47437878e-01 3.69632674e-01
4.09754158e-01 2.73113431e-01 -5.45230769e-01 -7.93450314e-01
5.37872819e-01]
[ -8.26826498e-03 -1.32857043e-01 2.00186565e-02 1.36681335e-02
-8.71656012e-02 -2.83778619e-01 3.57362016e-02 3.17124963e-01
-1.87880219e-02 8.70352811e-02 -2.49290939e-01 -6.93925003e-01
2.62289554e-01]
[ 7.98711529e-02 1.10290475e-01 2.63499252e-03 8.70536018e-02
-8.99881219e-02 -5.94045307e-02 -1.86737129e-01 -1.59696301e-01
-2.67121309e-01 -1.37711805e-01 -1.67167432e-01 2.28072756e-01
-1.58632303e-01]
[ 3.77724543e-02 -8.52564951e-02 1.38895374e-01 2.44952520e-01
2.58650658e-01 8.35560643e-03 -4.13658254e-01 -3.69342677e-01
-1.11556490e-01 -5.36501785e-01 2.03916157e-01 1.09008470e+00
-5.22520333e-01]
[ 3.41632654e-02 7.94633304e-02 -2.12054062e-01 5.25403213e-02
3.14669990e-02 -7.19926666e-04 -1.64878458e-01 -3.29181915e-01
-2.85033771e-01 -1.91649642e-01 -5.05011952e-02 -6.17759052e-02
-1.78093976e-01]
[ -5.63639370e-02 -2.13816824e-01 6.41520354e-02 8.25272869e-02
-1.33574815e-01 -1.34189347e-01 3.10744695e-02 -1.69741217e-02
7.43760953e-02 -3.72477097e-01 -3.20884390e-01 -2.68052712e-01
3.16575265e-02]
[ 1.32283329e-02 -2.70622539e-01 5.77187158e-02 -2.32185069e-01
-1.90319225e-01 -2.31433700e-01 -2.71562842e-01 3.06198013e-02
-1.88029349e-02 8.96443347e-02 -1.57311494e-01 1.64655719e-01
-7.37935546e-02]
[ 1.71753500e-01 5.22213435e-02 -1.04022669e-01 -2.22334170e-01
-5.84999281e-02 -1.01688784e-01 -1.84824465e-01 2.27206835e-02
-1.90384489e-01 -2.35994406e-01 -1.80925353e-01 2.50400813e-01
-1.07777919e-01]
[ -1.72861368e-01 -1.79782755e-01 -1.11742745e-01 -1.99304130e-01
-4.88397991e-02 2.68329082e-02 -1.95788890e-01 -2.13322987e-01
-1.46861906e-01 -2.75432701e-02 -1.95270698e-01 1.77645972e-01
-2.43772333e-01]
[ -3.45184716e-02 -2.10836321e-01 -1.59421351e-01 -2.09992511e-01
-5.13571950e-02 4.40866178e-02 -4.71782090e-02 -3.70190459e-02
-2.25281190e-01 -2.79306032e-01 -3.87663559e-02 -1.60450500e-02
-7.22812424e-02]
[ 1.13379051e-01 7.90460723e-02 -9.84326958e-03 -1.63524975e-01
-3.25176642e-01 7.95097068e-03 -1.64369464e-01 -2.82670275e-01
-3.19029667e-01 2.53421278e-02 -9.69784961e-02 8.75203488e-02
-9.79780676e-02]
[ -6.45650976e-02 -6.14227719e-03 -2.86061630e-01 3.86444972e-03
7.22718834e-02 1.55193756e-01 -2.45007456e-01 -1.96953091e-01
-6.33731997e-02 -8.12713166e-02 1.91054860e-01 6.00220883e-01
-1.10235579e-01]
[ 1.06812573e-01 3.54336493e-01 -2.04676761e-01 6.87234858e-01
1.24121696e-01 -2.09730519e-03 -2.60812489e-01 -4.12855510e-01
-2.66115119e-01 -4.00018574e-01 7.35645450e-01 1.00163351e+00
-8.81686912e-01]
[ -2.92504904e-02 1.88306367e-01 4.42369240e-02 2.36562715e-01
7.07232033e-03 -6.97079974e-02 -3.04223993e-01 -3.85316386e-01
-2.94509695e-01 -2.88137219e-01 5.06659853e-01 9.93490400e-01
-8.25486194e-01]
[ -4.93904183e-02 -1.25637104e-01 -1.57433111e-01 2.96942283e-01
-1.69035547e-01 2.33118323e-01 -9.34858704e-02 -2.39342521e-01
-2.53629650e-01 -4.60861992e-01 1.98114952e-01 5.08384547e-01
-4.00587326e-01]
[ 7.90041551e-02 -3.82848634e-01 -5.11503139e-02 -2.85252325e-02
-1.13011840e-01 1.99958167e-01 7.70422839e-02 1.68707126e-01
-1.69853016e-01 -3.44352978e-02 -7.26695270e-02 3.00481856e-01
-2.05921214e-01]
[ 2.04075268e-01 -2.93753458e-01 -1.20693269e-01 -8.99702058e-02
-2.11256400e-01 1.21906201e-01 1.96636882e-02 -1.42463212e-01
-5.22210843e-02 -9.41233842e-02 -1.43521525e-01 -1.76858825e-01
-1.11794518e-01]
[ -1.35421830e-01 -7.98461345e-02 3.81160583e-02 -2.52244243e-01
-5.74305006e-02 -1.41212360e-01 4.37018169e-02 -1.12389301e-02
-8.34666598e-02 -8.07319258e-03 -3.12595419e-01 -4.44260188e-01
-4.25886002e-02]
[ -1.40171567e-01 -1.38772322e-01 -6.73442779e-02 -2.67008835e-01
-3.47864334e-01 -2.88266572e-01 1.57286364e-01 1.34192631e-01
2.05557410e-02 1.11148775e-01 -2.42284844e-01 -7.67941686e-01
2.28558050e-02]
[ -1.64870522e-01 -2.34455871e-01 -3.01508817e-01 -4.47117313e-01
-2.79159575e-01 -2.10237928e-01 -3.31434542e-01 4.40621650e-02
-4.41292575e-02 -4.32999684e-01 -3.78961196e-01 -3.81451056e-01
-5.38048557e-01]
[ -1.12566216e-01 1.23119636e-01 2.10434302e-02 2.41520472e-02
-2.11211076e-01 -1.70845062e-01 -1.09579690e-01 2.76421602e-02
-1.07650349e-01 -1.52598941e-01 -1.75090219e-01 -3.28676269e-01
-3.39441269e-02]
[ -3.52357823e-01 -1.21909999e-01 -2.71045083e-01 1.70165688e-01
-2.03441474e-01 -2.28175814e-01 -7.19394164e-02 -1.26581112e-01
3.94950201e-02 -9.78953518e-03 6.82793819e-02 -3.01506955e-01
2.34758881e-02]
[ -1.29501798e-01 -3.76701464e-02 -2.55298962e-01 6.83297708e-02
-2.20653597e-01 -2.78668530e-01 -3.65747764e-01 -2.40237472e-02
1.19673676e-02 -1.71947457e-01 -2.36258427e-01 -3.08715043e-01
-1.35749251e-02]
[ -2.19961359e-01 -5.38804749e-01 -3.32666289e-01 -3.01929737e-01
-3.33384987e-01 -2.27966986e-01 9.81058115e-03 -2.43876176e-01
9.95251606e-02 -2.05726755e-01 -1.81198940e-01 -2.95783698e-01
-8.38027962e-03]
[ -2.16625317e-01 -2.98250076e-01 -3.17853587e-01 -1.34292733e-01
-9.49927279e-02 -1.49190480e-01 -7.05320997e-02 8.36408908e-03
-1.89480044e-01 -5.08758808e-01 -2.56786762e-01 -2.14810992e-01
5.50390416e-02]
[ -1.17772620e-01 6.54436654e-04 -2.39809489e-01 -5.45378350e-01
-2.49990270e-01 -2.59940158e-01 -2.50382507e-02 -3.75965374e-01
8.43418327e-02 -1.02026140e-01 -4.07942294e-01 -1.60887157e-01
-4.63637638e-01]]
Progress: 16.4% ... Training loss: 0.265 ... Validation loss: 0.457[[-0.08082471]
[ 0.27378413]
[-0.1561226 ]
[ 0.87680757]
[ 0.2875975 ]
[-0.01180833]
[-0.85055917]
[-0.95090661]
[-0.64676488]
[-0.96833451]
[ 1.15758513]
[ 2.88647104]
[-1.79046182]]
[[ -5.35716914e-01 -4.98227041e-01 -5.84291202e-01 -1.20774155e-01
-3.02299201e-01 -5.91774551e-01 -2.45505804e-01 -2.90070424e-01
-4.64155514e-01 -4.02079505e-01 1.26978610e-01 6.35451869e-01
1.11068703e-02]
[ 5.45384271e-03 -1.37944552e-01 5.03066259e-02 -4.30629878e-02
-4.23848346e-02 5.86097836e-02 -1.20304959e-01 2.19543816e-01
-1.30989828e-01 -1.76428159e-01 -6.60459810e-02 -8.99577456e-02
9.35032948e-02]
[ -2.12448800e-01 1.37929254e-01 -2.04898805e-02 1.47973283e-01
9.25095434e-02 -1.18164342e-01 1.39586265e-01 -8.72911064e-02
2.86796153e-01 -1.55713603e-01 2.58348151e-01 8.46777684e-01
6.99419926e-01]
[ 1.84514874e-01 -2.38897872e-01 -2.83561446e-01 -8.40429465e-03
-2.86750529e-01 7.48629963e-04 3.56740223e-02 -4.60215832e-01
1.22155049e-01 -3.50042010e-01 -2.19522452e-01 -4.14104643e-01
-1.05642397e-01]
[ 1.10181819e-01 1.67474242e-02 1.07733738e-01 -1.13546683e-02
-1.73139828e-02 7.05192923e-02 -1.04312071e-01 -6.61204918e-03
4.29052128e-02 1.75738784e-01 1.33091914e-01 -1.09338207e-01
-1.84329613e-01]
[ -4.83646759e-01 -5.94921304e-01 -6.03172115e-01 -5.86395980e-01
-5.81480333e-01 -5.64083650e-01 -3.11029135e-01 -1.69618347e-01
-4.40358128e-01 -2.47500815e-01 -4.80603708e-01 -6.87875476e-01
-4.64398423e-01]
[ -4.19292362e-01 -5.78875646e-01 -3.24158272e-01 -3.55702561e-01
-4.06437221e-01 -5.61497536e-01 -4.31698444e-01 -4.74237386e-01
-2.99386592e-01 -1.79313006e-01 -4.12299674e-01 -2.91677446e-01
-3.05990429e-01]
[ -3.26805844e-01 -3.45096271e-01 -4.72998127e-01 -1.89900624e-01
-3.13161844e-01 -4.16300827e-01 -2.53645539e-01 -2.04175898e-01
-2.79614576e-01 -4.71695057e-01 -2.06138673e-01 -4.68199645e-01
-3.03427115e-01]
[ -4.72361998e-01 -3.52935598e-01 -3.76433118e-01 -1.78785839e-01
-3.40969331e-01 -2.15821168e-01 -9.42528169e-02 -4.17095709e-01
-2.70760386e-01 -4.40971815e-01 -1.72583337e-01 -2.90502915e-01
-1.66188224e-01]
[ -9.55105083e-01 -9.29094535e-01 -9.79493959e-01 -7.30688907e-01
-1.01729540e+00 -9.83219758e-01 -6.21547545e-01 -6.23613137e-01
-7.59528001e-01 -5.75450821e-01 -6.89083645e-01 -5.23136777e-01
-5.62022651e-01]
[ -5.08079262e-01 -2.67990040e-01 -4.67129376e-01 -3.27978629e-01
-3.49732520e-01 -3.58409595e-01 -5.60492050e-01 -5.77567840e-01
-6.40505324e-01 -1.17990864e-01 -4.59076903e-01 -6.15413696e-01
-4.38502722e-01]
[ -1.17324410e-01 2.29590357e-02 -3.36063083e-01 -4.08809570e-01
-1.04711893e-01 -7.26087757e-02 -1.64325961e-01 -3.04542992e-01
-1.48293731e-01 1.14728154e-01 -4.05596942e-01 -7.66275218e-01
-3.56523076e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59423083e-01 -1.14613087e-01 1.64278377e-01 -2.67134950e-01
-1.28662488e-01 1.13277576e-01 -1.28149131e-01 1.36166367e-02
-8.44824341e-02 6.92281606e-02 -1.60867574e-01 -3.46869814e-01
2.38156347e-02]
[ -8.24036394e-02 -2.63701769e-01 -1.78090086e-01 -2.92272409e-01
-4.79305914e-01 -8.49089349e-02 -2.91236064e-02 1.81627230e-02
-5.16539373e-02 3.10737176e-02 -1.98199576e-01 -3.01547928e-01
-2.40885208e-01]
[ -7.45949495e-02 -8.63018276e-03 -2.38039454e-01 -2.45953652e-01
1.31287603e-01 -1.63445883e-01 -1.72174133e-01 6.20201854e-02
-7.19310605e-03 2.34475171e-02 -1.73110968e-01 3.88784546e-02
-4.36901088e-02]
[ 2.84897265e-02 -1.58381446e-01 -1.53019722e-01 -4.66544598e-02
-1.15724201e-01 -1.07877752e-01 7.41778511e-02 -1.78563852e-01
-3.94641539e-02 -3.95085126e-02 1.38207882e-02 -9.39805158e-02
1.96993968e-02]
[ -2.85637442e-01 -1.43548188e-01 -7.27638150e-02 -1.04676548e-01
-3.05788212e-01 -2.73166015e-01 -3.57693437e-01 5.41750382e-02
-3.01450866e-01 -2.07612673e-01 1.71356411e-01 -6.28140956e-02
2.89875577e-01]
[ -2.18642602e-01 -1.26704235e-01 -8.56289813e-02 -5.82687383e-02
-8.30254960e-02 -1.16231178e-01 -5.48446334e-02 4.71827181e-02
-1.20912995e-01 -1.54359768e-02 2.71378059e-02 -1.26281511e-01
1.11421506e-03]
[ -1.57643079e-01 -6.49691460e-02 -2.25910022e-01 -3.14263129e-01
-1.50673159e-01 -2.00398573e-01 -2.64180321e-01 -8.22374466e-02
1.68532391e-01 -1.73307013e-01 -3.27308571e-01 -2.64730323e-01
-1.66177837e-01]
[ -3.68375807e-01 -6.92083107e-02 -1.46471785e-01 -1.63498706e-01
-5.43414389e-02 -3.11336193e-01 5.70703707e-02 -5.28522585e-02
-1.08671940e-01 9.51344804e-02 -1.09811728e-02 -2.10798614e-01
-1.77520012e-01]
[ -1.68516985e-01 -1.51077467e-01 -4.70103238e-02 -1.50297998e-01
-1.34172416e-01 -2.94150816e-01 -3.17670444e-02 -1.14874983e-01
-2.38723495e-01 3.99755787e-02 2.08913147e-01 -2.23130856e-02
-1.74105475e-01]
[ -1.38334922e-01 -1.71089423e-01 -1.14711294e-01 -2.55341861e-01
9.68804223e-02 -1.85055408e-02 -2.24059738e-01 -1.69545238e-01
8.55040740e-02 -1.16158966e-01 -1.18562170e-01 -6.71574535e-02
-3.67821522e-01]
[ -4.45733996e-02 -3.26453130e-02 -1.48471234e-01 -4.61878890e-02
-2.28424546e-01 6.28377392e-02 -8.30489052e-02 -4.75901355e-02
-2.32045068e-01 -8.71750677e-02 -7.83841297e-02 -3.29026051e-01
-1.81288307e-01]
[ -7.23235388e-02 2.71689277e-02 -1.28471256e-01 -3.07647326e-01
1.22191566e-01 2.07367787e-02 -2.22353637e-01 -1.65599883e-01
1.17441922e-01 -6.53370681e-02 -2.75050699e-01 -2.46526452e-01
-2.90350082e-01]
[ 8.30368121e-02 -3.14695969e-01 -8.05733630e-02 -4.45041461e-01
-2.26521728e-01 -8.81817722e-02 7.45503584e-02 1.14747068e-01
2.87847275e-03 3.11121713e-01 -5.16295658e-01 -7.31687164e-01
4.24968500e-01]
[ -2.19415106e-01 -2.50190825e-01 -1.28936193e-01 -2.97028453e-01
-3.04534484e-01 -9.23476121e-02 2.03371904e-01 4.13251500e-02
2.96563249e-01 4.24555213e-02 -3.92964772e-01 -9.24894947e-01
6.08731010e-01]
[ -9.95456683e-03 -1.92237905e-01 2.49863305e-02 -3.03094720e-01
-1.74751503e-01 1.66999136e-01 2.01437204e-01 2.64950390e-01
-2.12172084e-02 2.47071310e-01 -2.11604236e-01 -9.80728349e-01
7.04664916e-01]
[ 5.85992036e-03 -4.99433222e-02 -1.21039141e-01 -1.25779308e-01
-1.82338624e-01 -4.55154106e-02 2.98914373e-01 1.75963472e-01
2.63179734e-01 3.85096550e-01 -4.73035410e-01 -8.76243089e-01
7.31199402e-01]
[ -7.98987537e-02 -2.83314033e-01 6.20027430e-02 -3.66361240e-01
-1.51542120e-01 1.18000147e-01 3.67920938e-01 1.43137195e-01
-5.79049461e-02 1.75535515e-01 -5.53140932e-01 -8.98431985e-01
8.43512017e-01]
[ 1.22857997e-01 -9.20881859e-02 1.85774967e-02 -1.73902801e-01
-8.40843008e-02 -1.71426399e-02 2.46502130e-01 3.68515755e-01
4.08917678e-01 2.71873350e-01 -5.44516734e-01 -7.92677862e-01
5.35710334e-01]
[ -8.19053027e-03 -1.33079891e-01 2.01584947e-02 1.26554725e-02
-8.73948189e-02 -2.83762809e-01 3.70538305e-02 3.18676391e-01
-1.78166320e-02 8.82745008e-02 -2.50766005e-01 -6.97571261e-01
2.65490722e-01]
[ 7.99430465e-02 1.10381148e-01 2.58917810e-03 8.75379697e-02
-8.98410499e-02 -5.93901121e-02 -1.86795409e-01 -1.60369666e-01
-2.67360732e-01 -1.37907016e-01 -1.66049083e-01 2.32239984e-01
-1.61228461e-01]
[ 3.77595937e-02 -8.51038934e-02 1.38714997e-01 2.46372862e-01
2.59038829e-01 8.34443368e-03 -4.14524554e-01 -3.71363104e-01
-1.12232448e-01 -5.37695549e-01 2.05437849e-01 1.09119852e+00
-5.25659862e-01]
[ 3.40981703e-02 7.96986819e-02 -2.12101023e-01 5.38097205e-02
3.17592326e-02 -7.30520407e-04 -1.66247743e-01 -3.29865601e-01
-2.85805058e-01 -1.92237496e-01 -4.88062345e-02 -5.57277000e-02
-1.81872072e-01]
[ -5.63519897e-02 -2.13857236e-01 6.41714327e-02 8.23817218e-02
-1.33608702e-01 -1.34185458e-01 3.11316671e-02 -1.70444358e-02
7.45082589e-02 -3.72448112e-01 -3.21061658e-01 -2.68273376e-01
3.18647561e-02]
[ 1.31154908e-02 -2.70157172e-01 5.73981132e-02 -2.30156145e-01
-1.89771664e-01 -2.31459112e-01 -2.73594274e-01 2.70541784e-02
-2.09007973e-02 8.70416124e-02 -1.53748864e-01 1.75244681e-01
-8.15876342e-02]
[ 1.71687093e-01 5.25742020e-02 -1.04176467e-01 -2.21251143e-01
-5.81604795e-02 -1.01707519e-01 -1.85699811e-01 2.06936969e-02
-1.91250643e-01 -2.37022108e-01 -1.79226807e-01 2.54039355e-01
-1.10905104e-01]
[ -1.73012957e-01 -1.79247824e-01 -1.12127561e-01 -1.97793246e-01
-4.82800531e-02 2.67845942e-02 -1.97054304e-01 -2.15468240e-01
-1.48283179e-01 -2.99789060e-02 -1.92879196e-01 1.84570552e-01
-2.48375955e-01]
[ -3.45631648e-02 -2.10704109e-01 -1.59535372e-01 -2.09470665e-01
-5.11823479e-02 4.40697772e-02 -4.78499242e-02 -3.81749378e-02
-2.25640239e-01 -2.80146729e-01 -3.78028152e-02 -1.38642786e-02
-7.37489058e-02]
[ 1.13172408e-01 7.97024388e-02 -1.01426537e-02 -1.62300331e-01
-3.24718349e-01 7.89499439e-03 -1.66136473e-01 -2.83998388e-01
-3.20026037e-01 2.32197212e-02 -9.52903096e-02 9.48052339e-02
-1.01542690e-01]
[ -6.47215846e-02 -5.52998944e-03 -2.86340891e-01 6.68272441e-03
7.30741339e-02 1.55143409e-01 -2.47415219e-01 -1.99867648e-01
-6.53115063e-02 -8.36731789e-02 1.95451762e-01 6.09419936e-01
-1.17937751e-01]
[ 1.06971479e-01 3.54119840e-01 -2.04631360e-01 6.86802020e-01
1.23812972e-01 -2.06220602e-03 -2.60613786e-01 -4.12544917e-01
-2.65636349e-01 -3.99580028e-01 7.34617883e-01 9.95619664e-01
-8.84318177e-01]
[ -2.93256320e-02 1.88596389e-01 4.40608538e-02 2.37602796e-01
7.41111904e-03 -6.97289088e-02 -3.04912947e-01 -3.86437173e-01
-2.95139623e-01 -2.89705533e-01 5.08417432e-01 9.97485591e-01
-8.27176106e-01]
[ -4.94420231e-02 -1.25435500e-01 -1.57572619e-01 2.98238976e-01
-1.68774711e-01 2.33097926e-01 -9.46966186e-02 -2.40579973e-01
-2.54351578e-01 -4.61915745e-01 2.00183515e-01 5.13537226e-01
-4.03714401e-01]
[ 7.90704255e-02 -3.83082188e-01 -5.10116041e-02 -2.92838766e-02
-1.13289028e-01 1.99979333e-01 7.82618695e-02 1.70190728e-01
-1.69122584e-01 -3.32474273e-02 -7.41539881e-02 2.96703534e-01
-2.03421412e-01]
[ 2.04077217e-01 -2.93751471e-01 -1.20689087e-01 -8.99677646e-02
-2.11263961e-01 1.21905056e-01 1.97183210e-02 -1.42523442e-01
-5.22293006e-02 -9.39520176e-02 -1.43591879e-01 -1.77319310e-01
-1.11693533e-01]
[ -1.35448296e-01 -7.97927812e-02 3.80606495e-02 -2.51961122e-01
-5.73463705e-02 -1.41219206e-01 4.31975118e-02 -1.16521110e-02
-8.38301265e-02 -8.53903032e-03 -3.12140718e-01 -4.42884741e-01
-4.37936236e-02]
[ -1.40232202e-01 -1.38545037e-01 -6.74502744e-02 -2.66112196e-01
-3.47635532e-01 -2.88282120e-01 1.56093504e-01 1.32997011e-01
1.96853479e-02 1.10138040e-01 -2.41114947e-01 -7.65081757e-01
1.98193745e-02]
[ -1.64920191e-01 -2.34136293e-01 -3.01926003e-01 -4.46545440e-01
-2.78837413e-01 -2.10271996e-01 -3.32734166e-01 4.14506198e-02
-4.56867601e-02 -4.35676741e-01 -3.77578463e-01 -3.75800870e-01
-5.47609245e-01]
[ -1.12819913e-01 1.23965021e-01 2.05017800e-02 2.78498249e-02
-2.10447899e-01 -1.70906128e-01 -1.12390330e-01 2.37204565e-02
-1.09625257e-01 -1.56245125e-01 -1.70438091e-01 -3.19393893e-01
-4.11994680e-02]
[ -3.52488184e-01 -1.21546874e-01 -2.71298164e-01 1.72434609e-01
-2.02992353e-01 -2.28212141e-01 -7.39203048e-02 -1.28289926e-01
3.80480376e-02 -1.19327714e-02 7.12265223e-02 -2.96808287e-01
1.85482445e-02]
[ -1.29662326e-01 -3.69896823e-02 -2.55619509e-01 7.09928094e-02
-2.20023664e-01 -2.78700940e-01 -3.67872238e-01 -2.82889138e-02
9.51741439e-03 -1.74372602e-01 -2.32502165e-01 -2.99235121e-01
-2.16298617e-02]
[ -2.20412817e-01 -5.37396473e-01 -3.33576467e-01 -2.95266392e-01
-3.31625052e-01 -2.28098304e-01 3.30610603e-03 -2.50753617e-01
9.46129195e-02 -2.12256708e-01 -1.71329063e-01 -2.72371352e-01
-2.47732170e-02]
[ -2.16736227e-01 -2.97589683e-01 -3.18141466e-01 -1.31625592e-01
-9.41440830e-02 -1.49232981e-01 -7.32277500e-02 5.19212064e-03
-1.91183185e-01 -5.10998971e-01 -2.52831587e-01 -2.06360111e-01
4.74417081e-02]
[ -1.17512622e-01 2.20941113e-04 -2.39377320e-01 -5.48112303e-01
-2.50532893e-01 -2.59872689e-01 -2.23887748e-02 -3.72503154e-01
8.62279970e-02 -9.93535096e-02 -4.12348222e-01 -1.69584724e-01
-4.60186155e-01]]
Progress: 16.4% ... Training loss: 0.254 ... Validation loss: 0.426[[-0.09242165]
[ 0.25772832]
[-0.16732836]
[ 0.85863592]
[ 0.27382369]
[-0.0231266 ]
[-0.86310816]
[-0.96786971]
[-0.65883941]
[-0.987634 ]
[ 1.13491972]
[ 2.85731991]
[-1.80477628]]
[[ -5.35335400e-01 -4.99493802e-01 -5.83717470e-01 -1.27806104e-01
-3.03647890e-01 -5.91723758e-01 -2.39208214e-01 -2.81347935e-01
-4.59998899e-01 -3.95077616e-01 1.17692249e-01 6.03717949e-01
2.56731898e-02]
[ 5.47968596e-03 -1.38004071e-01 5.02790807e-02 -4.33977412e-02
-4.23953946e-02 5.86095003e-02 -1.20419618e-01 2.19288480e-01
-1.30943122e-01 -1.76541303e-01 -6.61274053e-02 -8.94776098e-02
9.24899963e-02]
[ -2.12485564e-01 1.37253606e-01 -2.02160502e-02 1.44495240e-01
9.17883291e-02 -1.18164015e-01 1.40384544e-01 -8.78853413e-02
2.87776359e-01 -1.56516793e-01 2.55334710e-01 8.27380618e-01
7.05568568e-01]
[ 1.84345002e-01 -2.37762057e-01 -2.84609060e-01 -5.91787313e-03
-2.85447910e-01 7.16882445e-04 3.26323795e-02 -4.69278898e-01
1.19822180e-01 -3.60469289e-01 -2.15040870e-01 -4.00137180e-01
-1.18109812e-01]
[ 1.10803299e-01 1.48924493e-02 1.08833506e-01 -1.76853810e-02
-1.93208706e-02 7.06165185e-02 -9.88634990e-02 1.15174995e-03
4.79814973e-02 1.86160711e-01 1.22952397e-01 -1.26378452e-01
-1.79847795e-01]
[ -4.83335818e-01 -5.96079111e-01 -6.02550753e-01 -5.90357273e-01
-5.82482702e-01 -5.64037034e-01 -3.07071141e-01 -1.62565701e-01
-4.37967034e-01 -2.40775157e-01 -4.88179642e-01 -7.04859085e-01
-4.58770598e-01]
[ -4.19315583e-01 -5.79633975e-01 -3.23797992e-01 -3.57933903e-01
-4.07191581e-01 -5.61492984e-01 -4.30961492e-01 -4.71321673e-01
-2.99195989e-01 -1.76086938e-01 -4.16529794e-01 -2.96642347e-01
-3.02445829e-01]
[ -3.26606482e-01 -3.45633701e-01 -4.72857631e-01 -1.93328931e-01
-3.13660780e-01 -4.16281723e-01 -2.51591516e-01 -2.03171916e-01
-2.77945929e-01 -4.71293777e-01 -2.09776325e-01 -4.89431986e-01
-2.99773666e-01]
[ -4.72137790e-01 -3.53481242e-01 -3.76209888e-01 -1.80502849e-01
-3.41636873e-01 -2.15788955e-01 -9.20924434e-02 -4.16689393e-01
-2.68649067e-01 -4.38891976e-01 -1.74966566e-01 -2.93920189e-01
-1.64658661e-01]
[ -9.54839276e-01 -9.29815943e-01 -9.79127788e-01 -7.34391922e-01
-1.01812203e+00 -9.83188582e-01 -6.17384508e-01 -6.16916061e-01
-7.56907553e-01 -5.70031703e-01 -6.95136322e-01 -5.47696280e-01
-5.54870674e-01]
[ -5.07732477e-01 -2.69905034e-01 -4.66244799e-01 -3.34666482e-01
-3.51510492e-01 -3.58352343e-01 -5.56400532e-01 -5.72634980e-01
-6.37487672e-01 -1.11465906e-01 -4.69562073e-01 -6.34615288e-01
-4.30704748e-01]
[ -1.17225712e-01 2.25962286e-02 -3.35968461e-01 -4.09756655e-01
-1.05030495e-01 -7.25947178e-02 -1.63671175e-01 -3.04794271e-01
-1.47570169e-01 1.15216925e-01 -4.06886030e-01 -7.69112249e-01
-3.57117590e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59409260e-01 -1.14707310e-01 1.64305350e-01 -2.67539548e-01
-1.28757145e-01 1.13279408e-01 -1.27871676e-01 1.42678709e-02
-8.42881869e-02 6.97842174e-02 -1.61600718e-01 -3.48621566e-01
2.41825151e-02]
[ -8.21603129e-02 -2.64617535e-01 -1.77583404e-01 -2.95168753e-01
-4.80014036e-01 -8.48716927e-02 -2.61650141e-02 2.29345484e-02
-4.98950598e-02 3.58544260e-02 -2.03475707e-01 -3.12830740e-01
-2.36904694e-01]
[ -7.45830902e-02 -8.70988091e-03 -2.37979403e-01 -2.46152954e-01
1.31195634e-01 -1.63440829e-01 -1.72044790e-01 6.36598852e-02
-7.30548957e-03 2.45234025e-02 -1.74236334e-01 3.72775045e-02
-4.35315313e-02]
[ 2.85786660e-02 -1.58822368e-01 -1.52769978e-01 -4.86517711e-02
-1.16185283e-01 -1.07867798e-01 7.59063015e-02 -1.76208890e-01
-3.82020980e-02 -3.68311175e-02 1.09416744e-02 -1.02172539e-01
2.51845330e-02]
[ -2.85721426e-01 -1.43421836e-01 -7.28545636e-02 -1.04095932e-01
-3.05628965e-01 -2.73176410e-01 -3.58706986e-01 5.40765010e-02
-3.02437470e-01 -2.08228964e-01 1.72255755e-01 -6.01895385e-02
2.87076536e-01]
[ -2.18562096e-01 -1.27476197e-01 -8.52979352e-02 -6.11173120e-02
-8.39068799e-02 -1.16214473e-01 -5.23366763e-02 4.98253691e-02
-1.19304990e-01 -1.29645930e-02 2.23191860e-02 -1.35127905e-01
7.39542559e-03]
[ -1.57663462e-01 -6.48850796e-02 -2.25951485e-01 -3.14070605e-01
-1.50673278e-01 -2.00401899e-01 -2.64543839e-01 -8.31757718e-02
1.68367762e-01 -1.73881359e-01 -3.27385806e-01 -2.66110616e-01
-1.67914802e-01]
[ -3.68391499e-01 -6.91192463e-02 -1.46560771e-01 -1.62995316e-01
-5.42064514e-02 -3.11339095e-01 5.59744263e-02 -5.37473393e-02
-1.09287514e-01 9.41090449e-02 -1.01846470e-02 -2.15219062e-01
-1.80733285e-01]
[ -1.68352257e-01 -1.51513047e-01 -4.68507104e-02 -1.52700707e-01
-1.34455393e-01 -2.94135897e-01 -3.03495515e-02 -1.14053848e-01
-2.37493601e-01 4.10079451e-02 2.06890925e-01 -3.01193950e-02
-1.70183399e-01]
[ -1.38093447e-01 -1.71847881e-01 -1.14367492e-01 -2.57577433e-01
9.60625277e-02 -1.84667899e-02 -2.21576754e-01 -1.68367981e-01
8.75972567e-02 -1.13450419e-01 -1.22029043e-01 -7.30225137e-02
-3.65271429e-01]
[ -4.45953427e-02 -3.25009081e-02 -1.48576702e-01 -4.59311028e-02
-2.28308534e-01 6.28307352e-02 -8.33636092e-02 -4.84488437e-02
-2.32071786e-01 -8.80017072e-02 -7.75645519e-02 -3.27562111e-01
-1.82391895e-01]
[ -7.23149051e-02 2.72224395e-02 -1.28477131e-01 -3.07534185e-01
1.22196316e-01 2.07384340e-02 -2.22158854e-01 -1.65489340e-01
1.17563231e-01 -6.51638546e-02 -2.74994376e-01 -2.46067031e-01
-2.89886265e-01]
[ 8.29529228e-02 -3.14461091e-01 -8.06796005e-02 -4.44404986e-01
-2.26292141e-01 -8.81918728e-02 7.35914113e-02 1.13833108e-01
2.11131373e-03 3.10123962e-01 -5.15424211e-01 -7.30541270e-01
4.22835712e-01]
[ -2.19484789e-01 -2.49901552e-01 -1.29072860e-01 -2.96283840e-01
-3.04307063e-01 -9.23576822e-02 2.02181426e-01 4.03904544e-02
2.95572717e-01 4.12729314e-02 -3.91914157e-01 -9.22779954e-01
6.05953491e-01]
[ -9.91567414e-03 -1.92341645e-01 2.50377846e-02 -3.03550660e-01
-1.74864816e-01 1.67005061e-01 2.02102039e-01 2.65505574e-01
-2.07652837e-02 2.47664145e-01 -2.12261761e-01 -9.81988762e-01
7.06266774e-01]
[ 5.88792751e-03 -4.99947554e-02 -1.21017163e-01 -1.26259443e-01
-1.82418517e-01 -4.55114576e-02 2.99609976e-01 1.76456020e-01
2.63541072e-01 3.85429535e-01 -4.73502418e-01 -8.77814009e-01
7.32286605e-01]
[ -7.99542225e-02 -2.83245798e-01 6.19112482e-02 -3.66223668e-01
-1.51474965e-01 1.17991750e-01 3.67470001e-01 1.42968092e-01
-5.82426445e-02 1.74896439e-01 -5.53055310e-01 -8.99738334e-01
8.42530340e-01]
[ 1.22877455e-01 -9.21873694e-02 1.86247636e-02 -1.74812805e-01
-8.42426031e-02 -1.71405025e-02 2.47459561e-01 3.69499913e-01
4.09744191e-01 2.72750522e-01 -5.45861402e-01 -7.97480150e-01
5.38653323e-01]
[ -8.18074253e-03 -1.33138123e-01 2.02072321e-02 1.23646341e-02
-8.74731977e-02 -2.83761870e-01 3.73017552e-02 3.19439311e-01
-1.76357398e-02 8.86883583e-02 -2.51446310e-01 -6.99743732e-01
2.66786104e-01]
[ 8.00953346e-02 1.09958068e-01 2.75118907e-03 8.54351177e-02
-9.01763624e-02 -5.93733404e-02 -1.84591806e-01 -1.58627107e-01
-2.66029898e-01 -1.36830723e-01 -1.68973557e-01 2.22674436e-01
-1.56716422e-01]
[ 3.78315321e-02 -8.54539293e-02 1.38830751e-01 2.45433727e-01
2.58721748e-01 8.35290022e-03 -4.13529203e-01 -3.70870970e-01
-1.10969419e-01 -5.37264276e-01 2.03848212e-01 1.08562745e+00
-5.23261235e-01]
[ 3.41800708e-02 7.94243717e-02 -2.11971899e-01 5.34005821e-02
3.15187271e-02 -7.17627134e-04 -1.65465735e-01 -3.28924364e-01
-2.85238603e-01 -1.91097494e-01 -4.93413288e-02 -5.57050379e-02
-1.81710136e-01]
[ -5.63978451e-02 -2.13779664e-01 6.41587443e-02 8.27779916e-02
-1.33485670e-01 -1.34189043e-01 3.05716391e-02 -1.71343952e-02
7.40010859e-02 -3.72768643e-01 -3.20767248e-01 -2.66187242e-01
3.08086451e-02]
[ 1.31534656e-02 -2.70178798e-01 5.74172154e-02 -2.30678506e-01
-1.89843063e-01 -2.31454532e-01 -2.73480539e-01 2.71098708e-02
-2.12683423e-02 8.77154258e-02 -1.53252738e-01 1.78842202e-01
-8.25095884e-02]
[ 1.71762844e-01 5.22163046e-02 -1.04025427e-01 -2.22352194e-01
-5.84715321e-02 -1.01698569e-01 -1.84707054e-01 2.21406411e-02
-1.90413196e-01 -2.35704599e-01 -1.80892163e-01 2.49847367e-01
-1.08107652e-01]
[ -1.72973983e-01 -1.79452910e-01 -1.11999897e-01 -1.98564696e-01
-4.85021838e-02 2.67921944e-02 -1.96285719e-01 -2.14459097e-01
-1.47694748e-01 -2.89392963e-02 -1.94115976e-01 1.80636399e-01
-2.46140287e-01]
[ -3.45275048e-02 -2.10719013e-01 -1.59491340e-01 -2.10099296e-01
-5.13171161e-02 4.40777724e-02 -4.74464062e-02 -3.81536241e-02
-2.25243480e-01 -2.79658972e-01 -3.83398628e-02 -1.39926049e-02
-7.29593358e-02]
[ 1.13134537e-01 7.96579713e-02 -1.01849890e-02 -1.62671734e-01
-3.24786007e-01 7.88533493e-03 -1.66141256e-01 -2.84664230e-01
-3.19877193e-01 2.29406591e-02 -9.55685542e-02 9.29240268e-02
-1.00097202e-01]
[ -6.46962901e-02 -5.61024501e-03 -2.86314273e-01 6.26438521e-03
7.29873958e-02 1.55147423e-01 -2.47061310e-01 -1.99614824e-01
-6.50292834e-02 -8.32194171e-02 1.94757296e-01 6.08360119e-01
-1.17249126e-01]
[ 1.07198555e-01 3.53128680e-01 -2.04275409e-01 6.83119062e-01
1.22945558e-01 -2.03100173e-03 -2.58206661e-01 -4.10106143e-01
-2.63854456e-01 -3.96847242e-01 7.29697556e-01 9.86565539e-01
-8.80533380e-01]
[ -2.91183482e-02 1.87935207e-01 4.44987602e-02 2.36573539e-01
6.81457173e-03 -6.96949006e-02 -3.03907246e-01 -3.85070571e-01
-2.93872802e-01 -2.86870706e-01 5.06333460e-01 9.90133145e-01
-8.27424651e-01]
[ -4.93685077e-02 -1.25684686e-01 -1.57434786e-01 2.97537293e-01
-1.69008695e-01 2.33109633e-01 -9.37435609e-02 -2.38457475e-01
-2.53878559e-01 -4.59990740e-01 1.98429906e-01 5.09039164e-01
-4.03324471e-01]
[ 7.90279968e-02 -3.82951492e-01 -5.10936170e-02 -2.84839866e-02
-1.13142288e-01 1.99972545e-01 7.75858398e-02 1.69666910e-01
-1.69676357e-01 -3.37020659e-02 -7.34122633e-02 2.99360720e-01
-2.05326393e-01]
[ 2.04025537e-01 -2.93563887e-01 -1.20762967e-01 -8.91743835e-02
-2.11099313e-01 1.21898851e-01 1.88716655e-02 -1.43188965e-01
-5.29264673e-02 -9.44945220e-02 -1.42733472e-01 -1.74406595e-01
-1.13813950e-01]
[ -1.35496779e-01 -7.96515696e-02 3.79685156e-02 -2.51239903e-01
-5.71760819e-02 -1.41225596e-01 4.23617701e-02 -1.24181910e-02
-8.44125945e-02 -9.31124179e-03 -3.11288371e-01 -4.41068813e-01
-4.57018616e-02]
[ -1.40209356e-01 -1.38687916e-01 -6.73439245e-02 -2.66864395e-01
-3.47773131e-01 -2.88279582e-01 1.56981299e-01 1.34420119e-01
2.00941059e-02 1.11429765e-01 -2.42824066e-01 -7.69683736e-01
2.20954753e-02]
[ -1.64819015e-01 -2.34429814e-01 -3.01947753e-01 -4.49395242e-01
-2.79065305e-01 -2.10263731e-01 -3.30983831e-01 4.23944788e-02
-4.52365565e-02 -4.35646329e-01 -3.80601950e-01 -3.85441663e-01
-5.45498506e-01]
[ -1.12721593e-01 1.23488958e-01 2.07356425e-02 2.65179584e-02
-2.10784851e-01 -1.70893438e-01 -1.11651943e-01 2.52536010e-02
-1.09317748e-01 -1.54298397e-01 -1.72657584e-01 -3.22282695e-01
-3.98810276e-02]
[ -3.52380707e-01 -1.21852970e-01 -2.71145453e-01 1.70694289e-01
-2.03351527e-01 -2.28194671e-01 -7.21650120e-02 -1.26722974e-01
3.93547927e-02 -9.83420900e-03 6.87134407e-02 -3.02813078e-01
2.32028357e-02]
[ -1.29589507e-01 -3.74830144e-02 -2.55409048e-01 6.91416078e-02
-2.20524564e-01 -2.78696716e-01 -3.66416958e-01 -2.57592146e-02
1.07468866e-02 -1.71970944e-01 -2.36242103e-01 -3.08453038e-01
-1.50052381e-02]
[ -2.20315013e-01 -5.37551504e-01 -3.33420834e-01 -2.95681656e-01
-3.31844553e-01 -2.28082297e-01 3.72271549e-03 -2.50043111e-01
9.53533774e-02 -2.10941309e-01 -1.72678891e-01 -2.80080462e-01
-2.48617727e-02]
[ -2.16770683e-01 -2.97679253e-01 -3.18079440e-01 -1.32064960e-01
-9.43321587e-02 -1.49235435e-01 -7.23707176e-02 6.89931629e-03
-1.90625173e-01 -5.09848208e-01 -2.54451760e-01 -2.13971616e-01
4.85063934e-02]
[ -1.17244471e-01 -9.64653923e-04 -2.38824895e-01 -5.50822434e-01
-2.51623606e-01 -2.59826406e-01 -2.04523704e-02 -3.70115855e-01
8.79972495e-02 -9.58641857e-02 -4.15709155e-01 -1.73109933e-01
-4.61515243e-01]]
Progress: 16.4% ... Training loss: 0.249 ... Validation loss: 0.449[[-0.09049653]
[ 0.2589608 ]
[-0.1648081 ]
[ 0.86521225]
[ 0.2761582 ]
[-0.01921986]
[-0.84890293]
[-0.95889578]
[-0.65168396]
[-0.9798632 ]
[ 1.14122995]
[ 2.86733922]
[-1.79183032]]
[[ -5.35480450e-01 -4.98859010e-01 -5.84016749e-01 -1.23092360e-01
-3.02803996e-01 -5.91751982e-01 -2.43876822e-01 -2.85663628e-01
-4.62810744e-01 -3.98409377e-01 1.24747616e-01 6.16561383e-01
1.41700433e-02]
[ 5.53425500e-03 -1.38009491e-01 5.02937828e-02 -4.40373972e-02
-4.23060579e-02 5.86129855e-02 -1.19721926e-01 2.18798541e-01
-1.31075066e-01 -1.76668889e-01 -6.62585718e-02 -9.30558312e-02
9.40265849e-02]
[ -2.12157838e-01 1.35964882e-01 -1.94526646e-02 1.42255176e-01
9.08630837e-02 -1.18048377e-01 1.42448118e-01 -8.12194703e-02
2.88137920e-01 -1.48936271e-01 2.55241404e-01 8.24403945e-01
7.08005499e-01]
[ 1.84662976e-01 -2.37518485e-01 -2.84695797e-01 -3.67624463e-03
-2.85301556e-01 7.44562463e-04 3.40375144e-02 -4.71251207e-01
1.19105184e-01 -3.60857851e-01 -2.12981006e-01 -3.94908492e-01
-1.24059640e-01]
[ 1.11063491e-01 1.37151268e-02 1.09343082e-01 -2.51275105e-02
-2.06598777e-02 7.07037112e-02 -9.41227236e-02 8.05874822e-03
5.18370758e-02 1.93020832e-01 1.14118796e-01 -1.43284186e-01
-1.68624983e-01]
[ -4.83500371e-01 -5.95608925e-01 -6.02849806e-01 -5.88328783e-01
-5.82049720e-01 -5.64082699e-01 -3.10584525e-01 -1.66407182e-01
-4.39399359e-01 -2.44432858e-01 -4.85906387e-01 -7.03549167e-01
-4.65470298e-01]
[ -4.19146297e-01 -5.79966469e-01 -3.23558296e-01 -3.59073058e-01
-4.07481284e-01 -5.61465358e-01 -4.30788362e-01 -4.69988891e-01
-2.98414555e-01 -1.74495541e-01 -4.17135684e-01 -2.98344587e-01
-3.02557724e-01]
[ -3.26561795e-01 -3.46091879e-01 -4.72751670e-01 -1.93449604e-01
-3.13863032e-01 -4.16258701e-01 -2.52841182e-01 -2.03756233e-01
-2.78740426e-01 -4.70303549e-01 -2.09288417e-01 -4.92661028e-01
-3.02271125e-01]
[ -4.72433379e-01 -3.52616612e-01 -3.76661982e-01 -1.76586916e-01
-3.40877829e-01 -2.15865417e-01 -9.59849687e-02 -4.20036502e-01
-2.70759247e-01 -4.42244996e-01 -1.70700735e-01 -2.83387324e-01
-1.72355490e-01]
[ -9.55374727e-01 -9.28479119e-01 -9.79804594e-01 -7.25523351e-01
-1.01660706e+00 -9.83302387e-01 -6.28302220e-01 -6.24775915e-01
-7.63154776e-01 -5.76179846e-01 -6.82894108e-01 -5.22664124e-01
-5.78994135e-01]
[ -5.07528201e-01 -2.70577150e-01 -4.66020460e-01 -3.38121992e-01
-3.52256056e-01 -3.58318329e-01 -5.54452937e-01 -5.71321154e-01
-6.35209497e-01 -1.10009167e-01 -4.74223345e-01 -6.48697761e-01
-4.24509481e-01]
[ -1.17140707e-01 2.24756642e-02 -3.35921483e-01 -4.10485121e-01
-1.05099830e-01 -7.25864056e-02 -1.63183503e-01 -3.04688368e-01
-1.47156689e-01 1.15479232e-01 -4.08045869e-01 -7.73150430e-01
-3.56195280e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59518074e-01 -1.14575470e-01 1.64181648e-01 -2.67085386e-01
-1.28607955e-01 1.13250721e-01 -1.29116798e-01 1.30833950e-02
-8.48632653e-02 6.85953532e-02 -1.61812752e-01 -3.51555663e-01
2.20806261e-02]
[ -8.23148028e-02 -2.64170506e-01 -1.77890164e-01 -2.93544238e-01
-4.79617733e-01 -8.49100146e-02 -2.85024145e-02 1.97327096e-02
-5.10497025e-02 3.26698099e-02 -2.00830448e-01 -3.07563743e-01
-2.40141454e-01]
[ -7.46813068e-02 -8.29213074e-03 -2.38137293e-01 -2.44452698e-01
1.31731589e-01 -1.63467629e-01 -1.73647564e-01 6.16021300e-02
-8.35778163e-03 2.24801557e-02 -1.71671404e-01 4.31522628e-02
-4.78723802e-02]
[ 2.88102902e-02 -1.59438933e-01 -1.52400122e-01 -5.09640518e-02
-1.16790743e-01 -1.07816163e-01 7.73351541e-02 -1.74670096e-01
-3.65627400e-02 -3.44567739e-02 8.19854330e-03 -1.07628480e-01
2.82835893e-02]
[ -2.85670951e-01 -1.43476131e-01 -7.28512630e-02 -1.03850797e-01
-3.05701482e-01 -2.73167337e-01 -3.58950659e-01 5.42653116e-02
-3.02472957e-01 -2.07777630e-01 1.73001666e-01 -5.97237044e-02
2.85823507e-01]
[ -2.18608664e-01 -1.27341698e-01 -8.53243498e-02 -6.09278107e-02
-8.38344083e-02 -1.16227217e-01 -5.25211492e-02 5.06013869e-02
-1.19548285e-01 -1.27642286e-02 2.23420004e-02 -1.35576607e-01
7.44721622e-03]
[ -1.57694957e-01 -6.50854998e-02 -2.25904393e-01 -3.12927213e-01
-1.50702108e-01 -2.00393779e-01 -2.65871851e-01 -8.36113802e-02
1.67656566e-01 -1.73331195e-01 -3.25974818e-01 -2.64626598e-01
-1.71305314e-01]
[ -3.68548982e-01 -6.86974052e-02 -1.46752618e-01 -1.60967945e-01
-5.36984596e-02 -3.11370085e-01 5.26369904e-02 -5.58073344e-02
-1.11510855e-01 9.22505624e-02 -6.65807830e-03 -2.07070365e-01
-1.88341741e-01]
[ -1.68189194e-01 -1.51883275e-01 -4.67671195e-02 -1.54405025e-01
-1.34875949e-01 -2.94108361e-01 -2.84952830e-02 -1.13560830e-01
-2.35950258e-01 4.18997054e-02 2.04879720e-01 -3.56391643e-02
-1.65164295e-01]
[ -1.38115828e-01 -1.71803637e-01 -1.14392561e-01 -2.57380372e-01
9.61172548e-02 -1.84728415e-02 -2.21904765e-01 -1.68513333e-01
8.73438189e-02 -1.13685440e-01 -1.21831136e-01 -7.25944054e-02
-3.65897643e-01]
[ -4.46986363e-02 -3.22592864e-02 -1.48695915e-01 -4.47226272e-02
-2.28138899e-01 6.28043421e-02 -8.45634033e-02 -4.93424956e-02
-2.32692690e-01 -8.87717184e-02 -7.65533563e-02 -3.25422169e-01
-1.84431394e-01]
[ -7.22834962e-02 2.71692679e-02 -1.28435565e-01 -3.07622861e-01
1.22137478e-01 2.07405797e-02 -2.22117726e-01 -1.64947429e-01
1.17694634e-01 -6.47806748e-02 -2.75732477e-01 -2.48605377e-01
-2.90464890e-01]
[ 8.29453620e-02 -3.14444176e-01 -8.06960879e-02 -4.44378759e-01
-2.26269665e-01 -8.81936069e-02 7.35271707e-02 1.13779581e-01
2.05069472e-03 3.10002057e-01 -5.15391928e-01 -7.30584653e-01
4.22812208e-01]
[ -2.19582022e-01 -2.49678892e-01 -1.29172366e-01 -2.95823814e-01
-3.04125358e-01 -9.23794695e-02 2.01087120e-01 3.98266843e-02
2.94687908e-01 4.05808099e-02 -3.91554574e-01 -9.22649231e-01
6.04066418e-01]
[ -9.91011548e-03 -1.92346138e-01 2.50357064e-02 -3.03606447e-01
-1.74872971e-01 1.67005939e-01 2.02248680e-01 2.65555861e-01
-2.06875695e-02 2.47730058e-01 -2.12357375e-01 -9.82147533e-01
7.06532373e-01]
[ 5.78997656e-03 -4.96885192e-02 -1.21186337e-01 -1.25404903e-01
-1.82149609e-01 -4.55399626e-02 2.98427338e-01 1.75279189e-01
2.62680343e-01 3.84181465e-01 -4.72655119e-01 -8.77226842e-01
7.30344460e-01]
[ -8.00104987e-02 -2.83134344e-01 6.17925757e-02 -3.65959976e-01
-1.51342456e-01 1.17974622e-01 3.66807799e-01 1.41891676e-01
-5.85962598e-02 1.73762760e-01 -5.52676372e-01 -8.99758475e-01
8.41141376e-01]
[ 1.22885814e-01 -9.22110183e-02 1.86424130e-02 -1.74874251e-01
-8.42644325e-02 -1.71400323e-02 2.47623238e-01 3.69645499e-01
4.09883563e-01 2.73067785e-01 -5.46068424e-01 -7.98326717e-01
5.39093705e-01]
[ -8.20896331e-03 -1.33007971e-01 2.01529818e-02 1.32616263e-02
-8.73165147e-02 -2.83770549e-01 3.63092814e-02 3.18640986e-01
-1.83373802e-02 8.81009142e-02 -2.50264841e-01 -6.97085188e-01
2.64190213e-01]
[ 7.99174645e-02 1.10282084e-01 2.51682323e-03 8.76483880e-02
-8.98883606e-02 -5.94147879e-02 -1.86633211e-01 -1.60164639e-01
-2.66700395e-01 -1.39386537e-01 -1.66668919e-01 2.26396698e-01
-1.59692428e-01]
[ 3.78367279e-02 -8.51592084e-02 1.38756689e-01 2.47963262e-01
2.59130769e-01 8.35150981e-03 -4.15418627e-01 -3.72583480e-01
-1.12537203e-01 -5.37363787e-01 2.07767553e-01 1.09557126e+00
-5.31010085e-01]
[ 3.41467963e-02 7.94655799e-02 -2.12005444e-01 5.40357694e-02
3.16052566e-02 -7.25051229e-04 -1.66178557e-01 -3.29890338e-01
-2.85388211e-01 -1.92220322e-01 -4.84981090e-02 -5.42151225e-02
-1.82605756e-01]
[ -5.64302777e-02 -2.13697404e-01 6.40568228e-02 8.30549695e-02
-1.33357472e-01 -1.34195183e-01 3.00585725e-02 -1.80028478e-02
7.36901793e-02 -3.73796411e-01 -3.20048943e-01 -2.63457904e-01
2.98175587e-02]
[ 1.33429506e-02 -2.70847303e-01 5.77986764e-02 -2.33491742e-01
-1.90611823e-01 -2.31415453e-01 -2.70942646e-01 3.03957346e-02
-1.91973782e-02 9.06801400e-02 -1.57221616e-01 1.69367415e-01
-7.50845668e-02]
[ 1.71661547e-01 5.25342164e-02 -1.04178566e-01 -2.21416959e-01
-5.81760157e-02 -1.01716923e-01 -1.85886696e-01 2.04881987e-02
-1.91293589e-01 -2.36734148e-01 -1.79207763e-01 2.54564043e-01
-1.10645108e-01]
[ -1.72899905e-01 -1.79972496e-01 -1.11774751e-01 -2.00201752e-01
-4.90046933e-02 2.68164810e-02 -1.95031442e-01 -2.12522322e-01
-1.46357869e-01 -2.72175231e-02 -1.96530056e-01 1.74270295e-01
-2.41724800e-01]
[ -3.46859031e-02 -2.09826790e-01 -1.59939313e-01 -2.07514801e-01
-5.03959857e-02 4.40315509e-02 -5.06578689e-02 -4.26105459e-02
-2.27713500e-01 -2.83156783e-01 -3.26903135e-02 -2.37232348e-03
-8.08384957e-02]
[ 1.13120478e-01 7.96980379e-02 -1.02150192e-02 -1.62555231e-01
-3.24744555e-01 7.88114768e-03 -1.66275375e-01 -2.84916486e-01
-3.19945958e-01 2.26743855e-02 -9.53398788e-02 9.33945763e-02
-1.00370455e-01]
[ -6.44866516e-02 -6.55774045e-03 -2.85937328e-01 3.11417575e-03
7.20902585e-02 1.55200905e-01 -2.44356492e-01 -1.96561866e-01
-6.23831030e-02 -7.98277595e-02 1.89508779e-01 5.96135144e-01
-1.09674785e-01]
[ 1.07175716e-01 3.53328260e-01 -2.04326605e-01 6.84029888e-01
1.23156222e-01 -2.03742876e-03 -2.58819899e-01 -4.11007568e-01
-2.64241077e-01 -3.97589035e-01 7.31042420e-01 9.88501202e-01
-8.82319843e-01]
[ -2.89468352e-02 1.87272730e-01 4.49154122e-02 2.35087754e-01
6.17235041e-03 -6.96484724e-02 -3.02566783e-01 -3.81726603e-01
-2.92941313e-01 -2.83578555e-01 5.03539237e-01 9.81416240e-01
-8.27162612e-01]
[ -4.93528445e-02 -1.25744661e-01 -1.57415273e-01 2.97413453e-01
-1.69072582e-01 2.33114185e-01 -9.36531387e-02 -2.38245114e-01
-2.53687639e-01 -4.59973316e-01 1.98155102e-01 5.07985594e-01
-4.03069762e-01]
[ 7.90744511e-02 -3.83006467e-01 -5.10550278e-02 -2.88686266e-02
-1.13210088e-01 1.99976607e-01 7.77561242e-02 1.69976322e-01
-1.69363969e-01 -3.32504159e-02 -7.40784218e-02 2.97440298e-01
-2.04079869e-01]
[ 2.04023005e-01 -2.93538598e-01 -1.20771354e-01 -8.90885902e-02
-2.11069786e-01 1.21898097e-01 1.88341359e-02 -1.43238057e-01
-5.29462428e-02 -9.45791444e-02 -1.42611405e-01 -1.73971230e-01
-1.14066412e-01]
[ -1.35584644e-01 -7.93300614e-02 3.77618389e-02 -2.50135458e-01
-5.68165177e-02 -1.41248317e-01 4.05688968e-02 -1.42416316e-02
-8.56998093e-02 -1.09984806e-02 -3.09520988e-01 -4.35243049e-01
-4.99783261e-02]
[ -1.40263661e-01 -1.38528819e-01 -6.74239076e-02 -2.66361543e-01
-3.47632646e-01 -2.88291401e-01 1.56211824e-01 1.33531697e-01
1.95056261e-02 1.10674551e-01 -2.42115684e-01 -7.68212664e-01
2.06598888e-02]
[ -1.64666647e-01 -2.35092914e-01 -3.01614709e-01 -4.52183927e-01
-2.79760734e-01 -2.10220042e-01 -3.29166433e-01 4.61534707e-02
-4.33124381e-02 -4.32816652e-01 -3.85125771e-01 -4.00547379e-01
-5.39562787e-01]
[ -1.12817085e-01 1.23551409e-01 2.07175918e-02 2.75271851e-02
-2.10748196e-01 -1.70911691e-01 -1.12567267e-01 2.51161456e-02
-1.09960577e-01 -1.54421916e-01 -1.71784416e-01 -3.20421302e-01
-4.13321652e-02]
[ -3.52654751e-01 -1.20959087e-01 -2.71542859e-01 1.75030008e-01
-2.02473906e-01 -2.28264260e-01 -7.64155360e-02 -1.31490405e-01
3.68695430e-02 -1.46548083e-02 7.39307277e-02 -2.92822063e-01
1.45475039e-02]
[ -1.29294343e-01 -3.84763671e-02 -2.54847355e-01 6.56899296e-02
-2.21505260e-01 -2.78631158e-01 -3.63780331e-01 -2.22365168e-02
1.35662327e-02 -1.67026754e-01 -2.41170163e-01 -3.22451534e-01
-6.32600361e-03]
[ -2.20624366e-01 -5.36759173e-01 -3.33957086e-01 -2.90604473e-01
-3.30770788e-01 -2.28151177e-01 -1.97943178e-03 -2.55003627e-01
9.12235779e-02 -2.15569903e-01 -1.64773586e-01 -2.63204517e-01
-3.97771353e-02]
[ -2.16877879e-01 -2.97554368e-01 -3.18144391e-01 -1.31541986e-01
-9.42643800e-02 -1.49258180e-01 -7.30639578e-02 6.73511705e-03
-1.91321034e-01 -5.10248688e-01 -2.54661909e-01 -2.11847410e-01
4.60123256e-02]
[ -1.17152086e-01 -6.37607953e-04 -2.39108464e-01 -5.50842577e-01
-2.51303229e-01 -2.59827666e-01 -2.18276035e-02 -3.73808067e-01
8.76519570e-02 -9.80939562e-02 -4.13621781e-01 -1.67946778e-01
-4.65620179e-01]]
Progress: 16.5% ... Training loss: 0.247 ... Validation loss: 0.438[[-0.09263119]
[ 0.26512103]
[-0.16049037]
[ 0.87198198]
[ 0.28063455]
[-0.02001448]
[-0.84870858]
[-0.95339149]
[-0.65209346]
[-0.9805381 ]
[ 1.14547691]
[ 2.87378861]
[-1.77991597]]
[[ -5.35213158e-01 -4.98823193e-01 -5.83881666e-01 -1.23847812e-01
-3.03048812e-01 -5.91710537e-01 -2.40077004e-01 -2.83698691e-01
-4.59535202e-01 -3.94499995e-01 1.22399100e-01 5.96526062e-01
1.85314793e-02]
[ 5.29349252e-03 -1.37241160e-01 4.98863817e-02 -4.13655857e-02
-4.16059694e-02 5.85645451e-02 -1.22215549e-01 2.15316389e-01
-1.33239895e-01 -1.79343733e-01 -6.30184368e-02 -8.41757922e-02
8.76875823e-02]
[ -2.13099787e-01 1.39085589e-01 -2.09996605e-02 1.50306695e-01
9.38080562e-02 -1.18246320e-01 1.34842191e-01 -9.19439514e-02
2.83278441e-01 -1.58385567e-01 2.66814044e-01 8.52270937e-01
6.92851375e-01]
[ 1.85440545e-01 -2.40598216e-01 -2.83565008e-01 -1.36477849e-02
-2.87939151e-01 8.92557237e-04 4.38196530e-02 -4.65478468e-01
1.25591113e-01 -3.54877871e-01 -2.26282557e-01 -4.18948988e-01
-1.06323587e-01]
[ 1.11717302e-01 1.01063947e-02 1.10793284e-01 -3.82815118e-02
-2.37573684e-02 7.08706240e-02 -8.63794640e-02 1.85714392e-02
5.80694411e-02 2.03324617e-01 9.61225850e-02 -1.70500947e-01
-1.49254235e-01]
[ -4.83189853e-01 -5.96490214e-01 -6.02343521e-01 -5.90630450e-01
-5.83026079e-01 -5.64011741e-01 -3.07785324e-01 -1.61988525e-01
-4.37653378e-01 -2.40227459e-01 -4.90394340e-01 -7.16871273e-01
-4.64109870e-01]
[ -4.19089394e-01 -5.80120170e-01 -3.23456995e-01 -3.60281382e-01
-4.07818187e-01 -5.61456174e-01 -4.28814102e-01 -4.68196294e-01
-2.96931232e-01 -1.71422323e-01 -4.20017689e-01 -3.10061237e-01
-2.98339371e-01]
[ -3.27050036e-01 -3.44078351e-01 -4.73808286e-01 -1.87780661e-01
-3.11860067e-01 -4.16367050e-01 -2.57535737e-01 -2.11104413e-01
-2.82367577e-01 -4.77090263e-01 -2.01574251e-01 -4.74339500e-01
-3.17914041e-01]
[ -4.72252849e-01 -3.52689457e-01 -3.76695307e-01 -1.76329720e-01
-3.40867366e-01 -2.15840565e-01 -9.59167588e-02 -4.22093689e-01
-2.69988386e-01 -4.41989400e-01 -1.70750046e-01 -2.85106475e-01
-1.74730638e-01]
[ -9.55023000e-01 -9.29313824e-01 -9.79401946e-01 -7.28448788e-01
-1.01755078e+00 -9.83247523e-01 -6.23517705e-01 -6.20903644e-01
-7.59352669e-01 -5.70153308e-01 -6.89599980e-01 -5.48206192e-01
-5.72966825e-01]
[ -5.08083582e-01 -2.68099074e-01 -4.67207131e-01 -3.30287169e-01
-3.49959761e-01 -3.58431866e-01 -5.60999570e-01 -5.79446568e-01
-6.40520510e-01 -1.17243446e-01 -4.64218239e-01 -6.27567915e-01
-4.44552568e-01]
[ -1.16877343e-01 2.17379863e-02 -3.35619818e-01 -4.12978358e-01
-1.05752242e-01 -7.25310877e-02 -1.61274268e-01 -3.03629339e-01
-1.45274770e-01 1.17434472e-01 -4.11050206e-01 -7.77174588e-01
-3.54618787e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59215312e-01 -1.15365309e-01 1.64670022e-01 -2.69529338e-01
-1.29423917e-01 1.13315471e-01 -1.26652094e-01 1.71716586e-02
-8.33109845e-02 7.25885304e-02 -1.66109667e-01 -3.62617691e-01
2.35648449e-02]
[ -8.24040499e-02 -2.64062618e-01 -1.77998233e-01 -2.92783354e-01
-4.79476420e-01 -8.49229679e-02 -2.93684277e-02 1.80895798e-02
-5.14893434e-02 3.11721870e-02 -1.99832696e-01 -3.05696729e-01
-2.41879588e-01]
[ -7.46946152e-02 -8.26901535e-03 -2.38116814e-01 -2.44376351e-01
1.31663039e-01 -1.63467381e-01 -1.73242400e-01 6.25298279e-02
-8.38664248e-03 2.31324343e-02 -1.72249111e-01 3.98709160e-02
-4.74793710e-02]
[ 2.90255922e-02 -1.60013504e-01 -1.52048740e-01 -5.36445041e-02
-1.17412996e-01 -1.07780785e-01 7.99988433e-02 -1.71887301e-01
-3.46575937e-02 -3.09073252e-02 4.59160332e-03 -1.17461155e-01
3.46053237e-02]
[ -2.85846316e-01 -1.42837349e-01 -7.32028601e-02 -1.01028923e-01
-3.05135837e-01 -2.73200736e-01 -3.60890431e-01 5.20978975e-02
-3.03944656e-01 -2.09821616e-01 1.76131103e-01 -5.54291773e-02
2.79940252e-01]
[ -2.18570968e-01 -1.27634528e-01 -8.51877131e-02 -6.24963250e-02
-8.41943106e-02 -1.16216125e-01 -5.10979902e-02 5.21113789e-02
-1.18357277e-01 -1.08452614e-02 1.98749796e-02 -1.41774632e-01
1.18137317e-02]
[ -1.58075702e-01 -6.36216320e-02 -2.26591251e-01 -3.08456098e-01
-1.49371810e-01 -2.00475166e-01 -2.70554322e-01 -8.92829746e-02
1.63581769e-01 -1.77590775e-01 -3.20308416e-01 -2.49153086e-01
-1.83781863e-01]
[ -3.68411255e-01 -6.91915638e-02 -1.46612897e-01 -1.63168917e-01
-5.40527074e-02 -3.11348009e-01 5.60248651e-02 -5.38612217e-02
-1.09025008e-01 9.38001966e-02 -1.05093280e-02 -2.18699776e-01
-1.83448602e-01]
[ -1.68382890e-01 -1.50604577e-01 -4.73201388e-02 -1.49913233e-01
-1.33613347e-01 -2.94155305e-01 -3.19468476e-02 -1.18145890e-01
-2.37716927e-01 3.79942063e-02 2.11520392e-01 -2.46309986e-02
-1.74525831e-01]
[ -1.38203452e-01 -1.71503414e-01 -1.14572669e-01 -2.56028633e-01
9.64407033e-02 -1.84957984e-02 -2.22949299e-01 -1.70001636e-01
8.64198572e-02 -1.14970877e-01 -1.19894429e-01 -6.70587246e-02
-3.67867547e-01]
[ -4.46891373e-02 -3.22645417e-02 -1.48719546e-01 -4.47706139e-02
-2.28146462e-01 6.28055310e-02 -8.47923686e-02 -4.97214443e-02
-2.32715729e-01 -8.89480463e-02 -7.67270559e-02 -3.25341558e-01
-1.84681030e-01]
[ -7.19867877e-02 2.64190394e-02 -1.28151232e-01 -3.10238586e-01
1.21442814e-01 2.08001311e-02 -2.20101880e-01 -1.63461954e-01
1.19662033e-01 -6.25282293e-02 -2.78835017e-01 -2.53297779e-01
-2.88683776e-01]
[ 8.29545122e-02 -3.14496214e-01 -8.06880009e-02 -4.44817718e-01
-2.26328336e-01 -8.81932073e-02 7.39590239e-02 1.14163818e-01
2.32614875e-03 3.10291865e-01 -5.15954237e-01 -7.32659980e-01
4.24262525e-01]
[ -2.19533497e-01 -2.49871123e-01 -1.29042457e-01 -2.96927850e-01
-3.04373916e-01 -9.23676990e-02 2.02352770e-01 4.11131584e-02
2.95642186e-01 4.21090076e-02 -3.93284227e-01 -9.27035424e-01
6.07447015e-01]
[ -9.95855353e-03 -1.92262310e-01 2.49933847e-02 -3.03293391e-01
-1.74775181e-01 1.66996553e-01 2.01754847e-01 2.65096821e-01
-2.10458848e-02 2.47271241e-01 -2.12058313e-01 -9.81823349e-01
7.05489322e-01]
[ 5.71320910e-03 -4.94529110e-02 -1.21296056e-01 -1.24646999e-01
-1.81929653e-01 -4.55564875e-02 2.97686797e-01 1.74296767e-01
2.62046547e-01 3.83221319e-01 -4.72063823e-01 -8.76774366e-01
7.28455296e-01]
[ -7.99296128e-02 -2.83269790e-01 6.18824714e-02 -3.66493171e-01
-1.51521291e-01 1.17991987e-01 3.68087781e-01 1.42970813e-01
-5.79534561e-02 1.74732515e-01 -5.53351346e-01 -9.01204538e-01
8.43535176e-01]
[ 1.22875563e-01 -9.22485104e-02 1.86679984e-02 -1.74965989e-01
-8.43081606e-02 -1.71415949e-02 2.47920128e-01 3.70064121e-01
4.10077782e-01 2.73609639e-01 -5.46389468e-01 -8.00892738e-01
5.40088162e-01]
[ -8.26359053e-03 -1.32839652e-01 2.00754132e-02 1.39106777e-02
-8.71287053e-02 -2.83780755e-01 3.56934598e-02 3.17910693e-01
-1.88449658e-02 8.76013013e-02 -2.49678502e-01 -6.95986082e-01
2.62584489e-01]
[ 7.99893406e-02 1.10091742e-01 2.62249740e-03 8.71248036e-02
-9.00942797e-02 -5.94088847e-02 -1.85689322e-01 -1.59242448e-01
-2.66455702e-01 -1.37945654e-01 -1.68452531e-01 2.19754531e-01
-1.58813297e-01]
[ 3.79740662e-02 -8.51680655e-02 1.38838391e-01 2.48028539e-01
2.59080126e-01 8.37383730e-03 -4.13978310e-01 -3.72070995e-01
-1.11622014e-01 -5.36904478e-01 2.07543395e-01 1.09210527e+00
-5.31641971e-01]
[ 3.41901509e-02 7.94329121e-02 -2.11986056e-01 5.41217618e-02
3.15764350e-02 -7.17104201e-04 -1.65919837e-01 -3.29787238e-01
-2.85181982e-01 -1.92156757e-01 -4.83161533e-02 -5.34465946e-02
-1.83030338e-01]
[ -5.65579053e-02 -2.13373992e-01 6.37867584e-02 8.41870440e-02
-1.33048002e-01 -1.34222848e-01 2.88888221e-02 -1.97444254e-02
7.27990607e-02 -3.75483430e-01 -3.18725363e-01 -2.61342704e-01
2.77875394e-02]
[ 1.32688959e-02 -2.70711276e-01 5.76588291e-02 -2.33165346e-01
-1.90449677e-01 -2.31430401e-01 -2.71590774e-01 2.89081647e-02
-1.96122457e-02 8.93972652e-02 -1.56481398e-01 1.70428371e-01
-7.51777565e-02]
[ 1.71661547e-01 5.25342164e-02 -1.04178566e-01 -2.21416959e-01
-5.81760157e-02 -1.01716923e-01 -1.85886696e-01 2.04881987e-02
-1.91293589e-01 -2.36734148e-01 -1.79207763e-01 2.54564043e-01
-1.10645108e-01]
[ -1.72854730e-01 -1.80093235e-01 -1.11707790e-01 -2.00785559e-01
-4.91736880e-02 2.68251635e-02 -1.94440803e-01 -2.11656380e-01
-1.45898318e-01 -2.62471896e-02 -1.97381350e-01 1.71398212e-01
-2.40273940e-01]
[ -3.47117927e-02 -2.09705826e-01 -1.60024058e-01 -2.07191875e-01
-5.02231502e-02 4.40217648e-02 -5.10771542e-02 -4.34999321e-02
-2.28023000e-01 -2.83739008e-01 -3.19651112e-02 -9.99006639e-05
-8.15945336e-02]
[ 1.12958017e-01 8.06983575e-02 -1.06898135e-02 -1.60337955e-01
-3.23899799e-01 7.84416671e-03 -1.68683553e-01 -2.87836538e-01
-3.21546900e-01 1.88944920e-02 -9.10494024e-02 1.03749951e-01
-1.07460229e-01]
[ -6.44437556e-02 -6.88712644e-03 -2.85782610e-01 1.44926440e-03
7.17020431e-02 1.55214982e-01 -2.43123968e-01 -1.95083298e-01
-6.12131489e-02 -7.80984395e-02 1.86889354e-01 5.92332280e-01
-1.05562060e-01]
[ 1.07466928e-01 3.52830791e-01 -2.04048824e-01 6.83431125e-01
1.22762831e-01 -1.97805991e-03 -2.57947071e-01 -4.09479575e-01
-2.62455442e-01 -3.94619833e-01 7.28940794e-01 9.80385978e-01
-8.86075056e-01]
[ -2.88936054e-02 1.87120527e-01 4.49871783e-02 2.34568441e-01
6.05363995e-03 -6.96373325e-02 -3.02178103e-01 -3.81419377e-01
-2.92589188e-01 -2.83085595e-01 5.02862180e-01 9.80428329e-01
-8.26696790e-01]
[ -4.92486596e-02 -1.26117168e-01 -1.57208937e-01 2.96118415e-01
-1.69390093e-01 2.33140296e-01 -9.23568262e-02 -2.36698896e-01
-2.52927723e-01 -4.58350344e-01 1.96164689e-01 5.02803004e-01
-4.01010576e-01]
[ 7.90564809e-02 -3.82988770e-01 -5.10803124e-02 -2.82811385e-02
-1.13205895e-01 1.99974085e-01 7.71374812e-02 1.69517197e-01
-1.69654868e-01 -3.34798162e-02 -7.31886638e-02 2.99605532e-01
-2.05843897e-01]
[ 2.03759024e-01 -2.92683058e-01 -1.21209125e-01 -8.59914685e-02
-2.10258650e-01 1.21840905e-01 1.59044121e-02 -1.46693431e-01
-5.53417506e-02 -9.72166745e-02 -1.39036183e-01 -1.63927956e-01
-1.21484136e-01]
[ -1.35640139e-01 -7.91145233e-02 3.76316034e-02 -2.49183844e-01
-5.65918383e-02 -1.41257560e-01 3.94298710e-02 -1.56982343e-02
-8.64925281e-02 -1.21606766e-02 -3.07882746e-01 -4.30394267e-01
-5.33319549e-02]
[ -1.40214215e-01 -1.38659000e-01 -6.73517149e-02 -2.67098228e-01
-3.47765254e-01 -2.88283831e-01 1.57243583e-01 1.34486833e-01
2.01138423e-02 1.11623605e-01 -2.43126570e-01 -7.70612151e-01
2.28877319e-02]
[ -1.64322036e-01 -2.35969058e-01 -3.01243532e-01 -4.55781006e-01
-2.80616158e-01 -2.10159663e-01 -3.26093777e-01 5.03430994e-02
-4.14873698e-02 -4.28758026e-01 -3.90814639e-01 -4.13869268e-01
-5.36652832e-01]
[ -1.13198233e-01 1.25223270e-01 1.99010504e-02 3.39195269e-02
-2.09167249e-01 -1.70995529e-01 -1.17880231e-01 1.81635395e-02
-1.13285932e-01 -1.59749144e-01 -1.63687782e-01 -3.04629480e-01
-5.44449754e-02]
[ -3.52718112e-01 -1.20941488e-01 -2.71564370e-01 1.75507062e-01
-2.02517159e-01 -2.28275308e-01 -7.60501156e-02 -1.31054724e-01
3.73235379e-02 -1.38704001e-02 7.40858412e-02 -2.94092904e-01
1.62465618e-02]
[ -1.29213894e-01 -3.85283909e-02 -2.54852711e-01 6.56664595e-02
-2.21378051e-01 -2.78614401e-01 -3.63472477e-01 -2.33546557e-02
1.41108308e-02 -1.67368666e-01 -2.41047575e-01 -3.20604692e-01
-7.95324543e-03]
[ -2.20638374e-01 -5.36817873e-01 -3.33943728e-01 -2.90788080e-01
-3.30849536e-01 -2.28148944e-01 -2.12043934e-03 -2.55112283e-01
9.12215094e-02 -2.15365519e-01 -1.65314133e-01 -2.64165711e-01
-3.96366487e-02]
[ -2.17109250e-01 -2.96880825e-01 -3.18461462e-01 -1.28561682e-01
-9.35636152e-02 -1.49301374e-01 -7.58063682e-02 4.07671458e-03
-1.93234248e-01 -5.12362419e-01 -2.51128892e-01 -2.03001804e-01
3.92608862e-02]
[ -1.16827550e-01 -1.10805127e-03 -2.38814875e-01 -5.54471974e-01
-2.52034560e-01 -2.59772310e-01 -1.72300369e-02 -3.70789688e-01
9.04419458e-02 -9.46110055e-02 -4.19004823e-01 -1.87313504e-01
-4.61317470e-01]]
Progress: 16.6% ... Training loss: 0.251 ... Validation loss: 0.439[[-0.09919701]
[ 0.24680321]
[-0.16922041]
[ 0.85104025]
[ 0.26403686]
[-0.02877485]
[-0.86227034]
[-0.9713966 ]
[-0.66976121]
[-0.99089043]
[ 1.11098423]
[ 2.82262018]
[-1.81453688]]
[[ -5.35417295e-01 -4.99649958e-01 -5.83785931e-01 -1.25987840e-01
-3.03839047e-01 -5.91724074e-01 -2.37581609e-01 -2.80346219e-01
-4.57509749e-01 -3.93284492e-01 1.16077811e-01 5.96468221e-01
3.11429964e-02]
[ 5.20595745e-03 -1.36993989e-01 4.96963837e-02 -4.04688762e-02
-4.13504574e-02 5.85447470e-02 -1.23246882e-01 2.13043432e-01
-1.33712005e-01 -1.81184495e-01 -6.12653900e-02 -8.00101978e-02
8.54276462e-02]
[ -2.12252928e-01 1.34093833e-01 -1.84851610e-02 1.29372166e-01
8.86392810e-02 -1.18059708e-01 1.50696611e-01 -6.70060345e-02
2.97421738e-01 -1.37330071e-01 2.32023273e-01 7.81459214e-01
7.44125048e-01]
[ 1.85183094e-01 -2.37958528e-01 -2.84602076e-01 1.65073606e-03
-2.84252958e-01 8.36746502e-04 3.39637033e-02 -4.78491987e-01
1.17516635e-01 -3.63968766e-01 -2.03411741e-01 -3.67822191e-01
-1.43196980e-01]
[ 1.11433098e-01 1.04280449e-02 1.10290200e-01 -3.81379719e-02
-2.35236290e-02 7.08057471e-02 -8.69432675e-02 1.30007318e-02
5.85408589e-02 1.99714315e-01 9.94566098e-02 -1.74268613e-01
-1.45998502e-01]
[ -4.83233760e-01 -5.96390000e-01 -6.02655340e-01 -5.90223823e-01
-5.82941922e-01 -5.64021861e-01 -3.08607559e-01 -1.65402886e-01
-4.38024118e-01 -2.43142811e-01 -4.88347837e-01 -7.10787304e-01
-4.67186032e-01]
[ -4.19227274e-01 -5.80779433e-01 -3.23234835e-01 -3.60442576e-01
-4.08170967e-01 -5.61462507e-01 -4.29513753e-01 -4.65451587e-01
-2.96345757e-01 -1.69717366e-01 -4.23031906e-01 -3.07744324e-01
-2.96452137e-01]
[ -3.26603510e-01 -3.46635943e-01 -4.72720900e-01 -1.97931309e-01
-3.14562645e-01 -4.16266834e-01 -2.48200742e-01 -1.98631846e-01
-2.75402838e-01 -4.67303590e-01 -2.18310138e-01 -5.10381965e-01
-2.91203761e-01]
[ -4.72034268e-01 -3.53230560e-01 -3.76464315e-01 -1.79150454e-01
-3.41424977e-01 -2.15789016e-01 -9.45788818e-02 -4.21171280e-01
-2.68824199e-01 -4.40973590e-01 -1.73970611e-01 -2.92425169e-01
-1.73495097e-01]
[ -9.54763319e-01 -9.31989686e-01 -9.78622345e-01 -7.37740493e-01
-1.02010440e+00 -9.83178399e-01 -6.16548185e-01 -6.11344996e-01
-7.53297784e-01 -5.63646837e-01 -7.06192057e-01 -5.76802622e-01
-5.51155413e-01]
[ -5.07931119e-01 -2.68876685e-01 -4.66837154e-01 -3.33070140e-01
-3.50744124e-01 -3.58383483e-01 -5.59273598e-01 -5.76364366e-01
-6.38705655e-01 -1.14471792e-01 -4.67710281e-01 -6.31818818e-01
-4.39636602e-01]
[ -1.16806169e-01 2.15337150e-02 -3.35540676e-01 -4.13629631e-01
-1.05943073e-01 -7.25132826e-02 -1.60818776e-01 -3.03544866e-01
-1.44800848e-01 1.17748434e-01 -4.11890253e-01 -7.79287531e-01
-3.54589271e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59326933e-01 -1.15067031e-01 1.64363070e-01 -2.68186542e-01
-1.29048753e-01 1.13292256e-01 -1.27318144e-01 1.42072080e-02
-8.40194950e-02 6.99280247e-02 -1.63250888e-01 -3.55795793e-01
2.19722558e-02]
[ -8.25454625e-02 -2.63689708e-01 -1.78247246e-01 -2.91928017e-01
-4.79204440e-01 -8.49499738e-02 -3.11309281e-02 1.49961773e-02
-5.23738638e-02 2.84745942e-02 -1.97911359e-01 -3.00302482e-01
-2.44786605e-01]
[ -7.45368286e-02 -8.82941927e-03 -2.37837521e-01 -2.45810154e-01
1.31093534e-01 -1.63434159e-01 -1.72155273e-01 6.48467368e-02
-7.61747393e-03 2.54985102e-02 -1.74392636e-01 3.49874836e-02
-4.62676559e-02]
[ 2.87289309e-02 -1.59540086e-01 -1.52358061e-01 -4.96877896e-02
-1.16658334e-01 -1.07825385e-01 7.75302440e-02 -1.73277153e-01
-3.63895888e-02 -3.28075502e-02 8.59922054e-03 -1.02407031e-01
2.92438489e-02]
[ -2.85626892e-01 -1.44090763e-01 -7.25223362e-02 -1.06290336e-01
-3.06316026e-01 -2.73152695e-01 -3.57780685e-01 5.72297632e-02
-3.00834964e-01 -2.05094642e-01 1.67476723e-01 -7.46370827e-02
2.91832765e-01]
[ -2.18664975e-01 -1.27458270e-01 -8.53487497e-02 -6.17230719e-02
-8.41579162e-02 -1.16231150e-01 -5.15290330e-02 5.18826002e-02
-1.18584997e-01 -1.17582131e-02 2.03496279e-02 -1.36510637e-01
1.04103391e-02]
[ -1.57898224e-01 -6.47027829e-02 -2.26171682e-01 -3.11873017e-01
-1.50355108e-01 -2.00433141e-01 -2.67962059e-01 -8.53331375e-02
1.66442666e-01 -1.74350363e-01 -3.25310396e-01 -2.61249385e-01
-1.75380203e-01]
[ -3.68348449e-01 -6.96449260e-02 -1.46397704e-01 -1.65141910e-01
-5.45702551e-02 -3.11331358e-01 5.79761873e-02 -5.17240677e-02
-1.07685959e-01 9.59603874e-02 -1.39803227e-02 -2.25750925e-01
-1.78154626e-01]
[ -1.68212135e-01 -1.51393774e-01 -4.70143521e-02 -1.53827029e-01
-1.34486035e-01 -2.94124236e-01 -2.83495426e-02 -1.13635886e-01
-2.35782804e-01 4.10170225e-02 2.04964794e-01 -3.93645776e-02
-1.65236066e-01]
[ -1.38076123e-01 -1.71744468e-01 -1.14456292e-01 -2.57395853e-01
9.61357216e-02 -1.84681307e-02 -2.22105605e-01 -1.69425436e-01
8.73841110e-02 -1.14107324e-01 -1.21540361e-01 -7.08742243e-02
-3.67266129e-01]
[ -4.45640218e-02 -3.25699988e-02 -1.48563356e-01 -4.59943971e-02
-2.28430807e-01 6.28332214e-02 -8.40105368e-02 -4.90771511e-02
-2.32168144e-01 -8.83017621e-02 -7.79025174e-02 -3.28264089e-01
-1.83740555e-01]
[ -7.19004601e-02 2.61244696e-02 -1.28069122e-01 -3.11302709e-01
1.21188357e-01 2.08189243e-02 -2.19585991e-01 -1.62326411e-01
1.20033672e-01 -6.17911727e-02 -2.80373695e-01 -2.56081926e-01
-2.88293931e-01]
[ 8.29800745e-02 -3.14581414e-01 -8.06458249e-02 -4.45425325e-01
-2.26439262e-01 -8.81887621e-02 7.45811376e-02 1.14750173e-01
2.66408393e-03 3.10866062e-01 -5.16911905e-01 -7.34869581e-01
4.26091703e-01]
[ -2.19505113e-01 -2.50010111e-01 -1.28979542e-01 -2.97693663e-01
-3.04528043e-01 -9.23636839e-02 2.03163291e-01 4.18549351e-02
2.96147080e-01 4.27511580e-02 -3.94343250e-01 -9.30227383e-01
6.09988119e-01]
[ -9.93846814e-03 -1.92306345e-01 2.50252898e-02 -3.03501990e-01
-1.74831365e-01 1.67000778e-01 2.02055260e-01 2.65482949e-01
-2.08716554e-02 2.47588592e-01 -2.12411282e-01 -9.82447728e-01
7.06277015e-01]
[ 5.65880481e-03 -4.93271444e-02 -1.21366581e-01 -1.24163035e-01
-1.81817483e-01 -4.55667439e-02 2.97140309e-01 1.73603267e-01
2.61619378e-01 3.82535134e-01 -4.71538123e-01 -8.76120067e-01
7.27320986e-01]
[ -7.99364315e-02 -2.83213205e-01 6.18357580e-02 -3.66321638e-01
-1.51470146e-01 1.17989758e-01 3.67989367e-01 1.42783180e-01
-5.81495600e-02 1.74567462e-01 -5.53057375e-01 -9.00687466e-01
8.43244195e-01]
[ 1.22854087e-01 -9.22122418e-02 1.86389599e-02 -1.74892802e-01
-8.42827854e-02 -1.71452217e-02 2.47808088e-01 3.69740104e-01
4.10015390e-01 2.73262335e-01 -5.46366674e-01 -8.01085182e-01
5.40075933e-01]
[ -8.29833082e-03 -1.32722421e-01 2.00365456e-02 1.46847932e-02
-8.70059757e-02 -2.83784786e-01 3.50814279e-02 3.17391443e-01
-1.94221876e-02 8.72383003e-02 -2.48826885e-01 -6.93861137e-01
2.60466893e-01]
[ 8.00608313e-02 1.09937531e-01 2.63568354e-03 8.79306300e-02
-9.01181701e-02 -5.93974734e-02 -1.85395494e-01 -1.59301685e-01
-2.65851586e-01 -1.37939252e-01 -1.67749300e-01 2.22974502e-01
-1.60407229e-01]
[ 3.76880952e-02 -8.46721484e-02 1.38408482e-01 2.52217733e-01
2.59902816e-01 8.33382514e-03 -4.16616618e-01 -3.75145155e-01
-1.13635660e-01 -5.40269795e-01 2.13023688e-01 1.11102563e+00
-5.38053208e-01]
[ 3.42173574e-02 7.92795707e-02 -2.11921529e-01 5.36154638e-02
3.14506219e-02 -7.11331123e-04 -1.65486186e-01 -3.29297545e-01
-2.84848008e-01 -1.91645398e-01 -4.90633654e-02 -5.53231823e-02
-1.81873730e-01]
[ -5.65192883e-02 -2.13563365e-01 6.39026627e-02 8.31071175e-02
-1.33257193e-01 -1.34214760e-01 2.95028876e-02 -1.88582266e-02
7.32984826e-02 -3.74776760e-01 -3.20104321e-01 -2.65250868e-01
3.02075948e-02]
[ 1.32776032e-02 -2.71008771e-01 5.78054410e-02 -2.34881171e-01
-1.90756476e-01 -2.31426327e-01 -2.70935784e-01 3.05424890e-02
-1.86582376e-02 9.06897088e-02 -1.58985751e-01 1.65114561e-01
-7.10657638e-02]
[ 1.71761428e-01 5.15710774e-02 -1.03780087e-01 -2.25978036e-01
-5.92662331e-02 -1.01691568e-01 -1.82769090e-01 2.40850658e-02
-1.88663668e-01 -2.34110607e-01 -1.86260765e-01 2.42021612e-01
-9.88096200e-02]
[ -1.72766437e-01 -1.80552196e-01 -1.11473055e-01 -2.03040879e-01
-4.97614687e-02 2.68519168e-02 -1.92293753e-01 -2.09112092e-01
-1.44291942e-01 -2.38216326e-02 -2.01175503e-01 1.63374011e-01
-2.34161361e-01]
[ -3.47351367e-02 -2.09655820e-01 -1.60077222e-01 -2.06912729e-01
-5.01752633e-02 4.40172080e-02 -5.15040036e-02 -4.45489751e-02
-2.28132980e-01 -2.84462751e-01 -3.12376061e-02 1.74405623e-03
-8.24634732e-02]
[ 1.12837652e-01 8.12904927e-02 -1.10269364e-02 -1.59402923e-01
-3.23393308e-01 7.81551226e-03 -1.70195880e-01 -2.89918229e-01
-3.22743667e-01 1.65393215e-02 -8.87083650e-02 1.09823585e-01
-1.10753721e-01]
[ -6.43746838e-02 -7.39445502e-03 -2.85556698e-01 2.37341390e-04
7.11798672e-02 1.55236188e-01 -2.42170365e-01 -1.92990400e-01
-6.01759580e-02 -7.62523932e-02 1.84656976e-01 5.87868941e-01
-1.02399664e-01]
[ 1.07757361e-01 3.51709195e-01 -2.03635424e-01 6.79065853e-01
1.21722305e-01 -1.91916519e-03 -2.54726394e-01 -4.05256465e-01
-2.60095820e-01 -3.91119732e-01 7.22633808e-01 9.66156980e-01
-8.81384729e-01]
[ -2.86225241e-02 1.86143086e-01 4.54856323e-02 2.31069129e-01
5.11774426e-03 -6.95811376e-02 -2.99905589e-01 -3.78291642e-01
-2.90370174e-01 -2.79741151e-01 4.97356074e-01 9.68028499e-01
-8.21303512e-01]
[ -4.92459923e-02 -1.26175247e-01 -1.57187294e-01 2.96038070e-01
-1.69448127e-01 2.33140870e-01 -9.23163886e-02 -2.36519773e-01
-2.52848355e-01 -4.58241792e-01 1.96046385e-01 5.02788583e-01
-4.00742035e-01]
[ 7.90067297e-02 -3.82878537e-01 -5.11699242e-02 -2.72928255e-02
-1.13036822e-01 1.99964008e-01 7.61097277e-02 1.68707822e-01
-1.70443920e-01 -3.43264129e-02 -7.17719890e-02 3.04903670e-01
-2.08984420e-01]
[ 2.03835655e-01 -2.92870322e-01 -1.21113892e-01 -8.68640785e-02
-2.10501796e-01 1.21855690e-01 1.70691549e-02 -1.45475151e-01
-5.46520090e-02 -9.63040053e-02 -1.40703135e-01 -1.69137494e-01
-1.19303611e-01]
[ -1.35644353e-01 -7.91346810e-02 3.76396578e-02 -2.49211448e-01
-5.65970238e-02 -1.41257925e-01 3.94012778e-02 -1.56778347e-02
-8.64746966e-02 -1.21415696e-02 -3.07956889e-01 -4.30667548e-01
-5.32993083e-02]
[ -1.40247924e-01 -1.38544279e-01 -6.74011778e-02 -2.66766952e-01
-3.47681734e-01 -2.88290505e-01 1.56751162e-01 1.34282886e-01
1.97821950e-02 1.11237471e-01 -2.42661353e-01 -7.69751821e-01
2.19854523e-02]
[ -1.63919015e-01 -2.37540895e-01 -3.00583180e-01 -4.61958985e-01
-2.82229817e-01 -2.10073636e-01 -3.22212388e-01 5.60438027e-02
-3.79574689e-02 -4.24057069e-01 -4.00457912e-01 -4.35321347e-01
-5.27889885e-01]
[ -1.13334263e-01 1.25266987e-01 1.96986673e-02 3.54090192e-02
-2.08988815e-01 -1.71011899e-01 -1.18559767e-01 1.67892954e-02
-1.13524957e-01 -1.61163862e-01 -1.61752452e-01 -2.98339166e-01
-5.58412129e-02]
[ -3.52465391e-01 -1.22581683e-01 -2.70782487e-01 1.69478717e-01
-2.04177899e-01 -2.28211103e-01 -7.15011996e-02 -1.24688764e-01
4.13812951e-02 -7.39802743e-03 6.44647502e-02 -3.14292828e-01
3.03550778e-02]
[ -1.29190291e-01 -3.88426378e-02 -2.54845709e-01 6.46266950e-02
-2.21596946e-01 -2.78607412e-01 -3.62509968e-01 -2.32580760e-02
1.51272201e-02 -1.67857168e-01 -2.42475335e-01 -3.24698452e-01
-3.84447053e-03]
[ -2.20600675e-01 -5.37254666e-01 -3.33752888e-01 -2.92554612e-01
-3.31384685e-01 -2.28137651e-01 -3.13709344e-04 -2.52741099e-01
9.24692404e-02 -2.13694507e-01 -1.68984555e-01 -2.69177420e-01
-3.37146746e-02]
[ -2.17094123e-01 -2.97303237e-01 -3.18272216e-01 -1.28770495e-01
-9.38606542e-02 -1.49286526e-01 -7.51722446e-02 6.72602621e-03
-1.92965705e-01 -5.10492833e-01 -2.52600644e-01 -2.02330641e-01
3.99905622e-02]
[ -1.16940373e-01 -4.24028186e-04 -2.39213095e-01 -5.53465980e-01
-2.51416323e-01 -2.59803989e-01 -1.92331826e-02 -3.73873859e-01
8.89043108e-02 -9.78296252e-02 -4.16030021e-01 -1.78477787e-01
-4.66796228e-01]]
Progress: 16.6% ... Training loss: 0.268 ... Validation loss: 0.473[[-0.09945294]
[ 0.2537588 ]
[-0.16043009]
[ 0.86728338]
[ 0.2734224 ]
[-0.02438709]
[-0.8481419 ]
[-0.95192741]
[-0.65749457]
[-0.97386209]
[ 1.13535474]
[ 2.85457286]
[-1.78759466]]
[[ -5.35111109e-01 -4.99578436e-01 -5.83908623e-01 -1.22516468e-01
-3.03342940e-01 -5.91716445e-01 -2.39580379e-01 -2.83794051e-01
-4.58328681e-01 -3.94516907e-01 1.21988763e-01 5.98054782e-01
2.09582859e-02]
[ 5.37710390e-03 -1.37457617e-01 4.99908218e-02 -4.30511814e-02
-4.17562878e-02 5.85874755e-02 -1.20854430e-01 2.15726486e-01
-1.32516928e-01 -1.79297386e-01 -6.45505961e-02 -8.95719388e-02
9.16515534e-02]
[ -2.12810604e-01 1.36490143e-01 -1.96354293e-02 1.42607206e-01
9.13905416e-02 -1.18268185e-01 1.38051313e-01 -7.90134408e-02
2.89458928e-01 -1.47461559e-01 2.49929449e-01 8.17292012e-01
7.12709130e-01]
[ 1.86720496e-01 -2.42571685e-01 -2.82118699e-01 -1.83642371e-02
-2.89181713e-01 1.24194927e-03 5.11762882e-02 -4.58552643e-01
1.30142800e-01 -3.46535843e-01 -2.32962654e-01 -4.40618127e-01
-1.03945662e-01]
[ 1.10062250e-01 1.38072109e-02 1.08092220e-01 -2.80577091e-02
-2.07212210e-02 7.04374981e-02 -9.76750427e-02 -4.62431023e-03
5.04452628e-02 1.82834534e-01 1.17086228e-01 -1.39657346e-01
-1.60540286e-01]
[ -4.83233517e-01 -5.96395796e-01 -6.02853229e-01 -5.90052884e-01
-5.82826051e-01 -5.64030521e-01 -3.08502586e-01 -1.66948482e-01
-4.38639632e-01 -2.44474738e-01 -4.86604467e-01 -7.07291867e-01
-4.68387105e-01]
[ -4.19095283e-01 -5.80524384e-01 -3.23494350e-01 -3.58574541e-01
-4.07773188e-01 -5.61465754e-01 -4.31785507e-01 -4.69078547e-01
-2.96998212e-01 -1.72116421e-01 -4.20396637e-01 -3.08780101e-01
-3.05467024e-01]
[ -3.26886904e-01 -3.45287729e-01 -4.73424031e-01 -1.90730121e-01
-3.12964215e-01 -4.16388571e-01 -2.55204132e-01 -2.05652910e-01
-2.80568276e-01 -4.72961899e-01 -2.08233650e-01 -4.92566857e-01
-3.08958376e-01]
[ -4.71989189e-01 -3.53360955e-01 -3.76496032e-01 -1.79420257e-01
-3.41521142e-01 -2.15780579e-01 -9.41860125e-02 -4.21448562e-01
-2.68616351e-01 -4.41524069e-01 -1.74349458e-01 -2.94906975e-01
-1.72104963e-01]
[ -9.55413222e-01 -9.29395705e-01 -9.80228026e-01 -7.25231016e-01
-1.01697709e+00 -9.83420902e-01 -6.28782237e-01 -6.26688601e-01
-7.62546844e-01 -5.77152231e-01 -6.87034457e-01 -5.42581122e-01
-5.81963971e-01]
[ -5.07776215e-01 -2.69114965e-01 -4.66747696e-01 -3.33580040e-01
-3.51089786e-01 -3.58363736e-01 -5.58898195e-01 -5.75544029e-01
-6.38047930e-01 -1.13849840e-01 -4.68421369e-01 -6.38360265e-01
-4.38920230e-01]
[ -1.16417249e-01 2.06450864e-02 -3.35216705e-01 -4.16658850e-01
-1.06708802e-01 -7.24157331e-02 -1.57737428e-01 -3.01492501e-01
-1.42435072e-01 1.20692107e-01 -4.16260485e-01 -7.89174622e-01
-3.51077524e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59171158e-01 -1.15401523e-01 1.64571908e-01 -2.68791629e-01
-1.29328897e-01 1.13331137e-01 -1.26193174e-01 1.58745046e-02
-8.35799600e-02 7.17856840e-02 -1.63683172e-01 -3.56154429e-01
2.28384029e-02]
[ -8.25927235e-02 -2.63619493e-01 -1.78465900e-01 -2.91997451e-01
-4.79153511e-01 -8.49651232e-02 -3.12104519e-02 1.37313430e-02
-5.26694061e-02 2.71907286e-02 -1.97324329e-01 -3.00717478e-01
-2.45340125e-01]
[ -7.45028345e-02 -8.84048947e-03 -2.37930044e-01 -2.45947154e-01
1.31157877e-01 -1.63441573e-01 -1.72081236e-01 6.32248449e-02
-7.55422665e-03 2.47999735e-02 -1.73848195e-01 3.35309668e-02
-4.58201478e-02]
[ 2.87277356e-02 -1.59190406e-01 -1.52539536e-01 -4.76228722e-02
-1.16157234e-01 -1.07841941e-01 7.67507542e-02 -1.74937321e-01
-3.65530443e-02 -3.39814102e-02 1.09037582e-02 -1.02577446e-01
2.48754789e-02]
[ -2.85522301e-01 -1.44173802e-01 -7.24779432e-02 -1.07235344e-01
-3.06509757e-01 -2.73130213e-01 -3.58150533e-01 5.67136831e-02
-3.00631481e-01 -2.05440625e-01 1.66414352e-01 -7.73922284e-02
2.90878595e-01]
[ -2.19027445e-01 -1.26434719e-01 -8.59730577e-02 -5.60124379e-02
-8.29303186e-02 -1.16342510e-01 -5.73622685e-02 4.67451599e-02
-1.22812410e-01 -1.68571861e-02 2.80307365e-02 -1.14821149e-01
-4.93182713e-03]
[ -1.57957081e-01 -6.44634748e-02 -2.26286144e-01 -3.10325715e-01
-1.50090165e-01 -2.00458718e-01 -2.69775811e-01 -8.66706633e-02
1.65073846e-01 -1.75215877e-01 -3.23276988e-01 -2.58055600e-01
-1.80511916e-01]
[ -3.68495405e-01 -6.86991602e-02 -1.46816264e-01 -1.60319734e-01
-5.35267321e-02 -3.11391052e-01 5.35814770e-02 -5.62019556e-02
-1.10379837e-01 9.25292049e-02 -6.93161057e-03 -2.11431826e-01
-1.89032902e-01]
[ -1.67927223e-01 -1.52250866e-01 -4.66586116e-02 -1.57921582e-01
-1.35316648e-01 -2.94053177e-01 -2.42184049e-02 -1.10621428e-01
-2.33344601e-01 4.34199319e-02 1.99486997e-01 -5.62553232e-02
-1.54672887e-01]
[ -1.38008986e-01 -1.71977809e-01 -1.14417724e-01 -2.58193425e-01
9.59422412e-02 -1.84473603e-02 -2.21682199e-01 -1.69434210e-01
8.78398168e-02 -1.13991321e-01 -1.22466540e-01 -7.43441226e-02
-3.66915842e-01]
[ -4.45287355e-02 -3.26231086e-02 -1.48516604e-01 -4.62880988e-02
-2.28489978e-01 6.28448788e-02 -8.35766030e-02 -4.86974141e-02
-2.31939808e-01 -8.79714634e-02 -7.82547836e-02 -3.28711879e-01
-1.83066488e-01]
[ -7.20714960e-02 2.65351670e-02 -1.28305683e-01 -3.09535023e-01
1.21608976e-01 2.07646192e-02 -2.21280218e-01 -1.63834202e-01
1.18728714e-01 -6.35398979e-02 -2.78245755e-01 -2.51527191e-01
-2.90547347e-01]
[ 8.29433416e-02 -3.14523819e-01 -8.06988445e-02 -4.45284582e-01
-2.26388307e-01 -8.81960502e-02 7.42209879e-02 1.14265002e-01
2.40352529e-03 3.10458936e-01 -5.16613644e-01 -7.34520723e-01
4.25394594e-01]
[ -2.19555531e-01 -2.49865216e-01 -1.29042832e-01 -2.97283934e-01
-3.04412771e-01 -9.23762462e-02 2.02360010e-01 4.12512716e-02
2.95437392e-01 4.21199947e-02 -3.93815432e-01 -9.28874935e-01
6.08067152e-01]
[ -9.88458144e-03 -1.92431037e-01 2.51064128e-02 -3.04208312e-01
-1.74996606e-01 1.67015733e-01 2.03114842e-01 2.66636157e-01
-2.01943406e-02 2.48573012e-01 -2.13528558e-01 -9.85248966e-01
7.08649129e-01]
[ 5.65049764e-03 -4.92829522e-02 -1.21414424e-01 -1.24069267e-01
-1.81768561e-01 -4.55698085e-02 2.97127156e-01 1.73364622e-01
2.61551275e-01 3.82285553e-01 -4.71435520e-01 -8.76288633e-01
7.27221936e-01]
[ -8.00738127e-02 -2.82924386e-01 6.15747447e-02 -3.64989828e-01
-1.51074065e-01 1.17945178e-01 3.65953163e-01 1.40750063e-01
-5.94478420e-02 1.72390752e-01 -5.51588804e-01 -8.97640344e-01
8.38695685e-01]
[ 1.22845392e-01 -9.22545112e-02 1.86463889e-02 -1.74981411e-01
-8.43244416e-02 -1.71468622e-02 2.47859696e-01 3.69814291e-01
4.10077455e-01 2.73228003e-01 -5.46497198e-01 -8.02192978e-01
5.40219885e-01]
[ -8.38901767e-03 -1.32545136e-01 1.99325548e-02 1.54916915e-02
-8.68005475e-02 -2.83808824e-01 3.42651196e-02 3.16841151e-01
-2.01651492e-02 8.67427909e-02 -2.47999357e-01 -6.92935576e-01
2.58578181e-01]
[ 8.02805688e-02 1.09418497e-01 2.91701117e-03 8.62075397e-02
-9.04618977e-02 -5.93615850e-02 -1.83503106e-01 -1.56491948e-01
-2.64720396e-01 -1.35584371e-01 -1.69683068e-01 2.14489237e-01
-1.56588637e-01]
[ 3.78186619e-02 -8.48062178e-02 1.38469876e-01 2.51212082e-01
2.59725797e-01 8.35124374e-03 -4.16024689e-01 -3.75675261e-01
-1.12796733e-01 -5.40763506e-01 2.11800659e-01 1.10146874e+00
-5.36406669e-01]
[ 3.42465869e-02 7.92222132e-02 -2.11907488e-01 5.34653520e-02
3.14057034e-02 -7.05070533e-04 -1.65326796e-01 -3.28966307e-01
-2.84911800e-01 -1.91556968e-01 -4.89253875e-02 -5.55232413e-02
-1.81777268e-01]
[ -5.65862791e-02 -2.13349461e-01 6.37250241e-02 8.40625001e-02
-1.33020363e-01 -1.34232598e-01 2.83285658e-02 -2.05715762e-02
7.25363124e-02 -3.76066889e-01 -3.18661800e-01 -2.59919918e-01
2.67732437e-02]
[ 1.32516637e-02 -2.70966953e-01 5.77643052e-02 -2.34718672e-01
-1.90703679e-01 -2.31433013e-01 -2.71134325e-01 3.00527544e-02
-1.88058058e-02 9.02707190e-02 -1.58718751e-01 1.65657851e-01
-7.13338797e-02]
[ 1.71971446e-01 5.10261665e-02 -1.03517530e-01 -2.27883788e-01
-5.98067371e-02 -1.01638353e-01 -1.80519451e-01 2.62051243e-02
-1.87143707e-01 -2.32136129e-01 -1.88979078e-01 2.35070772e-01
-9.38664944e-02]
[ -1.72893661e-01 -1.80290771e-01 -1.11642492e-01 -2.02386522e-01
-4.94795106e-02 2.68167623e-02 -1.93344973e-01 -2.10758202e-01
-1.45131717e-01 -2.59010747e-02 -1.99915934e-01 1.66331242e-01
-2.35448334e-01]
[ -3.47281725e-02 -2.09712845e-01 -1.60041696e-01 -2.07145408e-01
-5.02356460e-02 4.40198988e-02 -5.13082480e-02 -4.41591079e-02
-2.28018984e-01 -2.84255876e-01 -3.16767928e-02 8.40243273e-04
-8.18024511e-02]
[ 1.12808652e-01 8.12287777e-02 -1.10731765e-02 -1.60084080e-01
-3.23471316e-01 7.80799840e-03 -1.69876567e-01 -2.89968650e-01
-3.22519780e-01 1.65949779e-02 -8.91388557e-02 1.07652834e-01
-1.08576378e-01]
[ -6.43147021e-02 -7.52886536e-03 -2.85494901e-01 -2.81809105e-04
7.10223524e-02 1.55255962e-01 -2.41649877e-01 -1.92637675e-01
-5.97462894e-02 -7.57040540e-02 1.83924355e-01 5.86660511e-01
-1.01494233e-01]
[ 1.07889103e-01 3.51928820e-01 -2.03756975e-01 6.81074553e-01
1.22145816e-01 -1.89673060e-03 -2.55735442e-01 -4.07601772e-01
-2.60343590e-01 -3.92008325e-01 7.25315308e-01 9.70036778e-01
-8.87379816e-01]
[ -2.87603384e-02 1.86631644e-01 4.52231108e-02 2.33212846e-01
5.57743650e-03 -6.96241230e-02 -3.01299936e-01 -3.79630835e-01
-2.91375891e-01 -2.81643309e-01 5.00293080e-01 9.74879940e-01
-8.24032466e-01]
[ -4.93863477e-02 -1.25203824e-01 -1.57629845e-01 3.00990657e-01
-1.68478609e-01 2.33076889e-01 -9.66201975e-02 -2.41469290e-01
-2.55855328e-01 -4.61457808e-01 2.03585124e-01 5.19073156e-01
-4.13658791e-01]
[ 7.89372243e-02 -3.82691350e-01 -5.13116098e-02 -2.60800955e-02
-1.12758441e-01 1.99941926e-01 7.47514008e-02 1.66826085e-01
-1.71288846e-01 -3.57165238e-02 -6.96984741e-02 3.09628531e-01
-2.12233422e-01]
[ 2.03807163e-01 -2.92882716e-01 -1.21126573e-01 -8.64937400e-02
-2.10525779e-01 1.21847274e-01 1.67758606e-02 -1.45378081e-01
-5.49371694e-02 -9.62669203e-02 -1.40550168e-01 -1.68980522e-01
-1.20179745e-01]
[ -1.35647681e-01 -7.90464972e-02 3.75731789e-02 -2.48413877e-01
-5.64393044e-02 -1.41259205e-01 3.83003913e-02 -1.68828424e-02
-8.74535250e-02 -1.29708152e-02 -3.06669849e-01 -4.25287448e-01
-5.69095364e-02]
[ -1.40235260e-01 -1.38574237e-01 -6.73875484e-02 -2.66824906e-01
-3.47709930e-01 -2.88289237e-01 1.56846658e-01 1.34545263e-01
1.98218994e-02 1.11550354e-01 -2.42862484e-01 -7.70188415e-01
2.21603820e-02]
[ -1.63643629e-01 -2.38119588e-01 -3.00298063e-01 -4.65353939e-01
-2.82858512e-01 -2.10007927e-01 -3.19901807e-01 5.79624826e-02
-3.59278645e-02 -4.22828715e-01 -4.04396866e-01 -4.48873291e-01
-5.21601052e-01]
[ -1.13439091e-01 1.25604140e-01 1.94938141e-02 3.68835419e-02
-2.08595571e-01 -1.71052124e-01 -1.19412399e-01 1.58701389e-02
-1.14520979e-01 -1.62654732e-01 -1.59639442e-01 -2.96782009e-01
-5.70999295e-02]
[ -3.52730373e-01 -1.21634569e-01 -2.71354601e-01 1.74495740e-01
-2.03105882e-01 -2.28297734e-01 -7.57294504e-02 -1.29618833e-01
3.80524081e-02 -1.26602291e-02 7.13628079e-02 -2.98944222e-01
2.06989874e-02]
[ -1.29055833e-01 -3.91753139e-02 -2.54748599e-01 6.33157476e-02
-2.21946560e-01 -2.78573094e-01 -3.61146692e-01 -2.24171542e-02
1.61378679e-02 -1.66980649e-01 -2.44230098e-01 -3.28796912e-01
-1.86809089e-03]
[ -2.21004604e-01 -5.36058001e-01 -3.34455067e-01 -2.85696841e-01
-3.29883180e-01 -2.28261873e-01 -7.91366959e-03 -2.59130843e-01
8.72257571e-02 -2.19460064e-01 -1.59233494e-01 -2.44837531e-01
-5.25877389e-02]
[ -2.17240543e-01 -2.96698844e-01 -3.18613646e-01 -1.25243120e-01
-9.29999721e-02 -1.49334819e-01 -7.81602788e-02 2.65292208e-03
-1.94667867e-01 -5.13497033e-01 -2.47865738e-01 -1.94517624e-01
3.21910960e-02]
[ -1.16536138e-01 -1.13091061e-03 -2.38966999e-01 -5.56666413e-01
-2.52249546e-01 -2.59729851e-01 -1.60154643e-02 -3.72792291e-01
9.09090546e-02 -9.43514393e-02 -4.19757059e-01 -1.92093088e-01
-4.64054544e-01]]
Progress: 16.6% ... Training loss: 0.249 ... Validation loss: 0.442[[-0.1018378 ]
[ 0.25484863]
[-0.15679801]
[ 0.87041083]
[ 0.27443655]
[-0.02264595]
[-0.84875543]
[-0.94214394]
[-0.6606614 ]
[-0.96843831]
[ 1.14231449]
[ 2.86055381]
[-1.78459926]]
[[ -5.35229376e-01 -4.98811070e-01 -5.84543272e-01 -1.19421656e-01
-3.02659212e-01 -5.91753560e-01 -2.39022474e-01 -2.89309900e-01
-4.57750745e-01 -3.98856693e-01 1.28359928e-01 6.18949093e-01
1.47629850e-02]
[ 5.37960807e-03 -1.37523994e-01 5.00073839e-02 -4.30751063e-02
-4.18594715e-02 5.85944870e-02 -1.20723152e-01 2.15495670e-01
-1.32370820e-01 -1.79163511e-01 -6.44746560e-02 -8.82445957e-02
9.10180647e-02]
[ -2.13028254e-01 1.35834294e-01 -1.97228452e-02 1.41847164e-01
9.01666534e-02 -1.18271645e-01 1.40345163e-01 -7.49463638e-02
2.91496027e-01 -1.48154455e-01 2.46211100e-01 8.25067755e-01
7.16099169e-01]
[ 1.87435883e-01 -2.44131944e-01 -2.81238252e-01 -2.37584080e-02
-2.90420067e-01 1.37457769e-03 5.50010371e-02 -4.53467581e-01
1.32104372e-01 -3.38956083e-01 -2.40527462e-01 -4.60853018e-01
-1.04665565e-01]
[ 1.09899715e-01 1.56449092e-02 1.07184646e-01 -2.12642859e-02
-1.87908997e-02 7.03754922e-02 -1.02525666e-01 -1.48761095e-02
4.71304772e-02 1.73084796e-01 1.30281883e-01 -1.08384082e-01
-1.75441062e-01]
[ -4.83526924e-01 -5.95796532e-01 -6.03221826e-01 -5.88040894e-01
-5.82033635e-01 -5.64096295e-01 -3.10482473e-01 -1.69983507e-01
-4.39965291e-01 -2.47666970e-01 -4.84161536e-01 -7.01977037e-01
-4.70938286e-01]
[ -4.18916580e-01 -5.80138681e-01 -3.23653000e-01 -3.55127711e-01
-4.07533588e-01 -5.61447708e-01 -4.31670119e-01 -4.72111030e-01
-2.97706148e-01 -1.73156305e-01 -4.13774289e-01 -2.90362654e-01
-3.18974486e-01]
[ -3.26604038e-01 -3.46461803e-01 -4.73009192e-01 -1.96065366e-01
-3.14383250e-01 -4.16325148e-01 -2.50296607e-01 -2.01300219e-01
-2.76250770e-01 -4.69632084e-01 -2.16897834e-01 -5.09948547e-01
-2.95924654e-01]
[ -4.72147926e-01 -3.52844861e-01 -3.76878763e-01 -1.77497671e-01
-3.40791398e-01 -2.15829905e-01 -9.68710053e-02 -4.25896064e-01
-2.69816748e-01 -4.44092298e-01 -1.70140647e-01 -2.81489698e-01
-1.78378829e-01]
[ -9.55401137e-01 -9.29089501e-01 -9.80623796e-01 -7.22668843e-01
-1.01679228e+00 -9.83433465e-01 -6.27595393e-01 -6.29395674e-01
-7.61339602e-01 -5.78830356e-01 -6.83087488e-01 -5.32873758e-01
-5.83491351e-01]
[ -5.07946705e-01 -2.68814169e-01 -4.66951625e-01 -3.31974287e-01
-3.50675202e-01 -3.58418044e-01 -5.60338147e-01 -5.78982431e-01
-6.38944224e-01 -1.16084684e-01 -4.65555179e-01 -6.24472536e-01
-4.45895086e-01]
[ -1.16249420e-01 2.03650726e-02 -3.35112144e-01 -4.18780614e-01
-1.06965472e-01 -7.23824922e-02 -1.57126287e-01 -3.01509345e-01
-1.41662507e-01 1.21134545e-01 -4.18463738e-01 -7.93001852e-01
-3.51874076e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59229692e-01 -1.15248023e-01 1.64457560e-01 -2.68234242e-01
-1.29161227e-01 1.13316950e-01 -1.26839240e-01 1.46657546e-02
-8.39220880e-02 7.06858803e-02 -1.62888657e-01 -3.54715042e-01
2.15780694e-02]
[ -8.26582699e-02 -2.63551697e-01 -1.78491647e-01 -2.91969917e-01
-4.79133247e-01 -8.49735812e-02 -3.13924577e-02 1.37321472e-02
-5.27958102e-02 2.69707570e-02 -1.97484264e-01 -3.01631746e-01
-2.45059974e-01]
[ -7.46001792e-02 -8.69539472e-03 -2.38015703e-01 -2.45327763e-01
1.31457943e-01 -1.63464127e-01 -1.72639157e-01 6.24430750e-02
-7.84431184e-03 2.41150895e-02 -1.73080393e-01 3.54956672e-02
-4.59285191e-02]
[ 2.93268008e-02 -1.60191168e-01 -1.51899025e-01 -5.17805540e-02
-1.17256291e-01 -1.07731876e-01 8.15254524e-02 -1.72117967e-01
-3.32368853e-02 -2.84170513e-02 5.86775570e-03 -1.17889401e-01
3.09326243e-02]
[ -2.85939931e-01 -1.42976560e-01 -7.32092999e-02 -1.00831018e-01
-3.05266959e-01 -2.73220420e-01 -3.62657580e-01 5.11483059e-02
-3.04660977e-01 -2.11309214e-01 1.76530546e-01 -4.62005686e-02
2.71792031e-01]
[ -2.18956172e-01 -1.26654421e-01 -8.59252956e-02 -5.70510535e-02
-8.32833077e-02 -1.16322467e-01 -5.53577888e-02 4.88716015e-02
-1.21536814e-01 -1.67968073e-02 2.62921396e-02 -1.20278912e-01
-8.54085228e-05]
[ -1.57807363e-01 -6.53190573e-02 -2.26036198e-01 -3.13171022e-01
-1.50858211e-01 -2.00421112e-01 -2.67159522e-01 -8.38908182e-02
1.67666572e-01 -1.72896772e-01 -3.27823538e-01 -2.65649163e-01
-1.73031947e-01]
[ -3.68837914e-01 -6.73554399e-02 -1.47389057e-01 -1.55838553e-01
-5.23829526e-02 -3.11464466e-01 4.95747863e-02 -6.01876201e-02
-1.13463698e-01 8.83487221e-02 -4.80133777e-04 -1.99667178e-01
-1.97866911e-01]
[ -1.67704590e-01 -1.52829538e-01 -4.63839301e-02 -1.60192669e-01
-1.35899851e-01 -2.94017881e-01 -2.26492380e-02 -1.11420286e-01
-2.31426558e-01 4.50685757e-02 1.96973609e-01 -5.60544077e-02
-1.52478798e-01]
[ -1.38101935e-01 -1.71846945e-01 -1.14480517e-01 -2.57782453e-01
9.61467689e-02 -1.84707447e-02 -2.22146308e-01 -1.69712709e-01
8.73481917e-02 -1.14246797e-01 -1.22219449e-01 -7.40107581e-02
-3.67132961e-01]
[ -4.46398459e-02 -3.23544293e-02 -1.48700811e-01 -4.52869228e-02
-2.28239657e-01 6.28137325e-02 -8.45705582e-02 -4.98884982e-02
-2.32533058e-01 -8.92258798e-02 -7.70199146e-02 -3.26788367e-01
-1.84188980e-01]
[ -7.19191358e-02 2.62099758e-02 -1.28236820e-01 -3.10678138e-01
1.21425569e-01 2.07913271e-02 -2.20529023e-01 -1.63912963e-01
1.19666553e-01 -6.30392919e-02 -2.79253323e-01 -2.51299966e-01
-2.90075016e-01]
[ 8.29869323e-02 -3.14596400e-01 -8.06696819e-02 -4.45859803e-01
-2.26469204e-01 -8.81902697e-02 7.49287456e-02 1.14561837e-01
2.83761598e-03 3.10794970e-01 -5.17372012e-01 -7.36535551e-01
4.27330265e-01]
[ -2.19501535e-01 -2.50021602e-01 -1.28952450e-01 -2.98216883e-01
-3.04559653e-01 -9.23607801e-02 2.03461018e-01 4.23692303e-02
2.96188534e-01 4.29976707e-02 -3.95070604e-01 -9.31336524e-01
6.10579421e-01]
[ -9.81964251e-03 -1.92525091e-01 2.51720883e-02 -3.04717055e-01
-1.75086841e-01 1.67029665e-01 2.03670119e-01 2.67114476e-01
-1.98619211e-02 2.49234344e-01 -2.14052701e-01 -9.85594476e-01
7.09919973e-01]
[ 5.67084497e-03 -4.93512079e-02 -1.21397456e-01 -1.24553793e-01
-1.81854112e-01 -4.55659375e-02 2.97713955e-01 1.73789970e-01
2.61964406e-01 3.82633583e-01 -4.71979313e-01 -8.78044886e-01
7.28669216e-01]
[ -8.00300961e-02 -2.83021426e-01 6.16297077e-02 -3.65310264e-01
-1.51180732e-01 1.17955970e-01 3.66698844e-01 1.41289689e-01
-5.90196097e-02 1.73017451e-01 -5.52048861e-01 -8.98762260e-01
8.40129728e-01]
[ 1.22739737e-01 -9.20571439e-02 1.85336617e-02 -1.74207945e-01
-8.40917345e-02 -1.71719441e-02 2.46854684e-01 3.69031992e-01
4.09275583e-01 2.72247544e-01 -5.45757512e-01 -8.01226843e-01
5.38052123e-01]
[ -8.40889768e-03 -1.32517533e-01 1.99045706e-02 1.57640183e-02
-8.67543287e-02 -2.83814569e-01 3.42865342e-02 3.16451676e-01
-2.02573900e-02 8.65129725e-02 -2.48096496e-01 -6.94690362e-01
2.58571214e-01]
[ 8.05954472e-02 1.08767629e-01 3.22605790e-03 8.43058917e-02
-9.10515868e-02 -5.93043300e-02 -1.80866176e-01 -1.54630474e-01
-2.62871399e-01 -1.33072535e-01 -1.71823555e-01 2.07158712e-01
-1.53435794e-01]
[ 3.79285197e-02 -8.52631246e-02 1.38678648e-01 2.50384828e-01
2.59354949e-01 8.36172417e-03 -4.14514108e-01 -3.75599341e-01
-1.11675589e-01 -5.39466045e-01 2.10125166e-01 1.10165085e+00
-5.34459915e-01]
[ 3.42560221e-02 7.91800541e-02 -2.11888321e-01 5.33917387e-02
3.13713049e-02 -7.02678492e-04 -1.65187667e-01 -3.28851500e-01
-2.84776191e-01 -1.91352780e-01 -4.91411986e-02 -5.62525020e-02
-1.81578506e-01]
[ -5.66827769e-02 -2.13041480e-01 6.35359477e-02 8.52069330e-02
-1.32713460e-01 -1.34256024e-01 2.69040431e-02 -2.20173074e-02
7.17217174e-02 -3.77460179e-01 -3.17033387e-01 -2.55999802e-01
2.43748153e-02]
[ 1.32977228e-02 -2.71122869e-01 5.78114137e-02 -2.35326206e-01
-1.90933418e-01 -2.31419178e-01 -2.70494296e-01 3.05320086e-02
-1.81335371e-02 9.12128319e-02 -1.59448452e-01 1.64277936e-01
-7.06301702e-02]
[ 1.71786831e-01 5.15731326e-02 -1.03789078e-01 -2.26415955e-01
-5.92705492e-02 -1.01676686e-01 -1.82628592e-01 2.26355121e-02
-1.88111629e-01 -2.34749265e-01 -1.85239650e-01 2.45939954e-01
-9.82054305e-02]
[ -1.72996326e-01 -1.79998126e-01 -1.11824344e-01 -2.01495200e-01
-4.91592345e-02 2.67880912e-02 -1.94207835e-01 -2.12066368e-01
-1.46136835e-01 -2.71589179e-02 -1.98555336e-01 1.70375440e-01
-2.38143260e-01]
[ -3.47800919e-02 -2.09608106e-01 -1.60102384e-01 -2.06676950e-01
-5.01163350e-02 4.40074812e-02 -5.18629839e-02 -4.48090740e-02
-2.28312326e-01 -2.84750728e-01 -3.09422484e-02 2.25107751e-03
-8.28623097e-02]
[ 1.12491867e-01 8.22478078e-02 -1.15661455e-02 -1.57269394e-01
-3.22645163e-01 7.73735014e-03 -1.72622473e-01 -2.92722872e-01
-3.24658231e-01 1.29470608e-02 -8.45844158e-02 1.18296091e-01
-1.15630923e-01]
[ -6.43638168e-02 -7.84457688e-03 -2.85417035e-01 -1.27629342e-03
7.07087279e-02 1.55252626e-01 -2.40640044e-01 -1.90799150e-01
-5.89813168e-02 -7.54439651e-02 1.82289264e-01 5.87006075e-01
-9.89295055e-02]
[ 1.08027090e-01 3.51678446e-01 -2.03772950e-01 6.80653870e-01
1.21951743e-01 -1.86465267e-03 -2.54877775e-01 -4.08007652e-01
-2.59283966e-01 -3.92239665e-01 7.24813202e-01 9.71390137e-01
-8.87331358e-01]
[ -2.85596992e-02 1.86599615e-01 4.53050283e-02 2.33189679e-01
5.46983997e-03 -6.95860565e-02 -3.00745400e-01 -3.80187480e-01
-2.90695487e-01 -2.81246290e-01 5.00429118e-01 9.74228091e-01
-8.25200398e-01]
[ -4.92794476e-02 -1.25434739e-01 -1.57507830e-01 3.00141355e-01
-1.68721136e-01 2.33102173e-01 -9.56561549e-02 -2.40724669e-01
-2.55221772e-01 -4.60293760e-01 2.02293362e-01 5.15607054e-01
-4.12537502e-01]
[ 7.87972524e-02 -3.82419487e-01 -5.15141164e-02 -2.45860063e-02
-1.12425930e-01 1.99901461e-01 7.32248479e-02 1.65242212e-01
-1.72306841e-01 -3.74296559e-02 -6.76547485e-02 3.14444379e-01
-2.15174049e-01]
[ 2.03770327e-01 -2.92844688e-01 -1.21132251e-01 -8.62490172e-02
-2.10501447e-01 1.21840462e-01 1.64585719e-02 -1.45166975e-01
-5.52486987e-02 -9.61642935e-02 -1.40410589e-01 -1.69376794e-01
-1.20752737e-01]
[ -1.35699518e-01 -7.88729399e-02 3.74932794e-02 -2.47425024e-01
-5.62299844e-02 -1.41271243e-01 3.72278150e-02 -1.77641817e-02
-8.82321542e-02 -1.37572733e-02 -3.05416767e-01 -4.21328048e-01
-5.97902328e-02]
[ -1.40222404e-01 -1.38603836e-01 -6.73648262e-02 -2.66819371e-01
-3.47728398e-01 -2.88285127e-01 1.56792602e-01 1.34526361e-01
1.98515157e-02 1.11698921e-01 -2.42752986e-01 -7.69521742e-01
2.18086140e-02]
[ -1.63990270e-01 -2.36966158e-01 -3.00976156e-01 -4.61743497e-01
-2.81645998e-01 -2.10093655e-01 -3.23762041e-01 5.18080244e-02
-3.88519988e-02 -4.28388765e-01 -3.96689612e-01 -4.27125745e-01
-5.33841197e-01]
[ -1.13599534e-01 1.26482498e-01 1.90609722e-02 4.09272801e-02
-2.07845058e-01 -1.71087788e-01 -1.21397489e-01 1.25934785e-02
-1.15989616e-01 -1.65653714e-01 -1.54032183e-01 -2.84740747e-01
-6.31504823e-02]
[ -3.52797971e-01 -1.21450481e-01 -2.71482279e-01 1.76137002e-01
-2.02957269e-01 -2.28314467e-01 -7.67380814e-02 -1.30452359e-01
3.74763945e-02 -1.37452829e-02 7.35225721e-02 -2.92637462e-01
1.75493269e-02]
[ -1.28809431e-01 -3.96919513e-02 -2.54552876e-01 6.17796899e-02
-2.22356719e-01 -2.78513020e-01 -3.59876864e-01 -2.16052774e-02
1.75934180e-02 -1.65144791e-01 -2.46016651e-01 -3.29284532e-01
-4.35143181e-04]
[ -2.20951711e-01 -5.36393199e-01 -3.34311159e-01 -2.86819809e-01
-3.30103846e-01 -2.28258214e-01 -6.86725323e-03 -2.58054169e-01
8.78904421e-02 -2.18182765e-01 -1.62211198e-01 -2.53788358e-01
-4.97436492e-02]
[ -2.17460993e-01 -2.96209519e-01 -3.18931344e-01 -1.23040912e-01
-9.23129660e-02 -1.49387422e-01 -7.95548995e-02 4.98172331e-04
-1.95624107e-01 -5.15722866e-01 -2.44688001e-01 -1.84857590e-01
2.75490883e-02]
[ -1.16030875e-01 -2.65729087e-03 -2.38245459e-01 -5.63458875e-01
-2.54074644e-01 -2.59636486e-01 -9.72509967e-03 -3.68423765e-01
9.57973568e-02 -8.90652081e-02 -4.29034910e-01 -2.12642381e-01
-4.51548002e-01]]
Progress: 16.7% ... Training loss: 0.252 ... Validation loss: 0.434[[-0.10331236]
[ 0.24891413]
[-0.16267524]
[ 0.86707729]
[ 0.26669732]
[-0.02660337]
[-0.84532595]
[-0.95162641]
[-0.65909937]
[-0.97693238]
[ 1.13699954]
[ 2.84929063]
[-1.79044088]]
[[ -5.34990814e-01 -4.99854191e-01 -5.84003498e-01 -1.23509469e-01
-3.03844415e-01 -5.91694898e-01 -2.36293384e-01 -2.84841755e-01
-4.55741874e-01 -3.94692249e-01 1.23250444e-01 6.10775883e-01
2.48547575e-02]
[ 5.41627246e-03 -1.37604522e-01 5.00717833e-02 -4.34655967e-02
-4.19466554e-02 5.86004074e-02 -1.20374774e-01 2.16045614e-01
-1.32092121e-01 -1.78631793e-01 -6.50346570e-02 -8.97548464e-02
9.20773588e-02]
[ -2.13398425e-01 1.35403904e-01 -1.96102242e-02 1.41828734e-01
8.93040081e-02 -1.18311239e-01 1.38983811e-01 -7.38226795e-02
2.91032915e-01 -1.48481440e-01 2.45280655e-01 8.25713339e-01
7.22062357e-01]
[ 1.86842972e-01 -2.41286157e-01 -2.82620462e-01 -1.45511698e-02
-2.87328851e-01 1.20634666e-03 4.84139293e-02 -4.64277755e-01
1.25144492e-01 -3.49567144e-01 -2.27312069e-01 -4.30295933e-01
-1.24601449e-01]
[ 1.10730712e-01 1.40842897e-02 1.08371961e-01 -2.65642283e-02
-2.05595683e-02 7.05769549e-02 -9.63881701e-02 -7.24016585e-03
5.25987027e-02 1.84497597e-01 1.23522734e-01 -1.31517343e-01
-1.62328129e-01]
[ -4.83414593e-01 -5.96086704e-01 -6.03002740e-01 -5.89187066e-01
-5.82162099e-01 -5.64065610e-01 -3.09974416e-01 -1.68751017e-01
-4.39467859e-01 -2.45740121e-01 -4.85561119e-01 -7.00993756e-01
-4.70614118e-01]
[ -4.18492901e-01 -5.81595053e-01 -3.22773567e-01 -3.61990148e-01
-4.09507188e-01 -5.61338830e-01 -4.27999944e-01 -4.65245793e-01
-2.93592634e-01 -1.66948905e-01 -4.23504114e-01 -3.15004297e-01
-3.05967266e-01]
[ -3.26849575e-01 -3.46422694e-01 -4.73122517e-01 -1.94329997e-01
-3.14233854e-01 -4.16368685e-01 -2.52976302e-01 -2.02392330e-01
-2.79122621e-01 -4.71002757e-01 -2.15769864e-01 -4.97153177e-01
-3.01982008e-01]
[ -4.72320827e-01 -3.52060124e-01 -3.77188722e-01 -1.74464766e-01
-3.40185395e-01 -2.15857671e-01 -9.93693812e-02 -4.27750053e-01
-2.71601321e-01 -4.46641453e-01 -1.66012049e-01 -2.74107085e-01
-1.85482934e-01]
[ -9.55538437e-01 -9.28770046e-01 -9.80616537e-01 -7.21489253e-01
-1.01677218e+00 -9.83433065e-01 -6.30509970e-01 -6.29382924e-01
-7.63553221e-01 -5.80234386e-01 -6.82637097e-01 -5.25910228e-01
-5.93194521e-01]
[ -5.07697930e-01 -2.70024067e-01 -4.66328391e-01 -3.36363074e-01
-3.51938955e-01 -3.58357965e-01 -5.58197324e-01 -5.73956898e-01
-6.36847875e-01 -1.10941476e-01 -4.71484451e-01 -6.35741401e-01
-4.35551461e-01]
[ -1.16243322e-01 2.03328173e-02 -3.35067402e-01 -4.18811752e-01
-1.07068482e-01 -7.23747130e-02 -1.57352371e-01 -3.01396000e-01
-1.41590714e-01 1.21609789e-01 -4.18857697e-01 -7.92176897e-01
-3.52344603e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59145000e-01 -1.15487356e-01 1.64597812e-01 -2.68943535e-01
-1.29367784e-01 1.13336828e-01 -1.26480218e-01 1.59237473e-02
-8.35452749e-02 7.19885548e-02 -1.64444647e-01 -3.56643415e-01
2.17809574e-02]
[ -8.25971166e-02 -2.63694760e-01 -1.78395055e-01 -2.92527123e-01
-4.79281365e-01 -8.49583516e-02 -3.07632887e-02 1.49704480e-02
-5.23750206e-02 2.81741859e-02 -1.98579337e-01 -3.04617956e-01
-2.44001957e-01]
[ -7.45333113e-02 -9.04077224e-03 -2.37808623e-01 -2.46671851e-01
1.31138272e-01 -1.63450879e-01 -1.72069826e-01 6.31948597e-02
-7.26019916e-03 2.59356544e-02 -1.74475756e-01 3.22392521e-02
-4.20235251e-02]
[ 2.92374987e-02 -1.59933053e-01 -1.52018758e-01 -5.16201497e-02
-1.17133799e-01 -1.07740372e-01 8.02999976e-02 -1.72891266e-01
-3.38745962e-02 -2.99191430e-02 6.63356529e-03 -1.11201031e-01
2.74053750e-02]
[ -2.85763733e-01 -1.43404126e-01 -7.28597261e-02 -1.02850630e-01
-3.05766930e-01 -2.73184584e-01 -3.61826653e-01 5.30783965e-02
-3.03567453e-01 -2.09540868e-01 1.73260631e-01 -5.66809783e-02
2.75506624e-01]
[ -2.18861848e-01 -1.27262815e-01 -8.56151256e-02 -5.92269612e-02
-8.40792860e-02 -1.16288240e-01 -5.38990727e-02 5.14139221e-02
-1.19924480e-01 -1.45984994e-02 2.31603725e-02 -1.29128063e-01
5.17822082e-03]
[ -1.58028918e-01 -6.49336988e-02 -2.26181911e-01 -3.10397145e-01
-1.50516079e-01 -2.00450658e-01 -2.70522361e-01 -8.62404316e-02
1.65055966e-01 -1.74034529e-01 -3.25286753e-01 -2.53047122e-01
-1.81496005e-01]
[ -3.68895202e-01 -6.73315993e-02 -1.47449476e-01 -1.55290803e-01
-5.22573695e-02 -3.11483558e-01 4.90061961e-02 -6.06471384e-02
-1.14075763e-01 8.78690228e-02 -1.34922431e-04 -1.98766014e-01
-1.98916256e-01]
[ -1.67877313e-01 -1.52243178e-01 -4.66932107e-02 -1.58119009e-01
-1.35374814e-01 -2.94056588e-01 -2.41034093e-02 -1.12097986e-01
-2.33094174e-01 4.23202696e-02 2.00203292e-01 -4.72406590e-02
-1.56035755e-01]
[ -1.38038620e-01 -1.72009375e-01 -1.14403633e-01 -2.58646169e-01
9.59367800e-02 -1.84532091e-02 -2.21411760e-01 -1.69146265e-01
8.78767733e-02 -1.13639763e-01 -1.23089074e-01 -7.59710517e-02
-3.65359223e-01]
[ -4.46818707e-02 -3.22060300e-02 -1.48761374e-01 -4.48405613e-02
-2.28115218e-01 6.28022048e-02 -8.50113562e-02 -5.04130884e-02
-2.32841002e-01 -8.96414598e-02 -7.64277153e-02 -3.25000515e-01
-1.85133419e-01]
[ -7.17652220e-02 2.58113679e-02 -1.28046429e-01 -3.12250704e-01
1.21019507e-01 2.08310035e-02 -2.19058722e-01 -1.62263548e-01
1.20840861e-01 -6.14417919e-02 -2.81278118e-01 -2.56112670e-01
-2.88280899e-01]
[ 8.29994826e-02 -3.14624236e-01 -8.06509645e-02 -4.45986081e-01
-2.26500789e-01 -8.81885688e-02 7.50925680e-02 1.14862040e-01
2.91555942e-03 3.11109730e-01 -5.17590065e-01 -7.37149358e-01
4.27792535e-01]
[ -2.19501506e-01 -2.50013495e-01 -1.28951846e-01 -2.98309773e-01
-3.04560610e-01 -9.23613620e-02 2.03557660e-01 4.23768241e-02
2.96294951e-01 4.30037239e-02 -3.95258384e-01 -9.31951728e-01
6.11071970e-01]
[ -9.86359485e-03 -1.92443893e-01 2.51086378e-02 -3.04670303e-01
-1.75003080e-01 1.67018544e-01 2.03519571e-01 2.66761336e-01
-2.00847158e-02 2.48830624e-01 -2.14125137e-01 -9.86305926e-01
7.09505084e-01]
[ 5.60888107e-03 -4.91734580e-02 -1.21475688e-01 -1.23799112e-01
-1.81691722e-01 -4.55789277e-02 2.96758464e-01 1.72839658e-01
2.61233044e-01 3.81735271e-01 -4.71179487e-01 -8.76666578e-01
7.26441137e-01]
[ -7.99883495e-02 -2.83121734e-01 6.16867131e-02 -3.65897916e-01
-1.51375374e-01 1.17966604e-01 3.67353870e-01 1.41864640e-01
-5.85430625e-02 1.73830305e-01 -5.52851101e-01 -9.01631256e-01
8.42436498e-01]
[ 1.22741376e-01 -9.20827784e-02 1.85393711e-02 -1.74321164e-01
-8.41217970e-02 -1.71709511e-02 2.46865041e-01 3.69041358e-01
4.09279792e-01 2.72374451e-01 -5.46003659e-01 -8.01559230e-01
5.38103082e-01]
[ -8.35007551e-03 -1.32646866e-01 1.99893349e-02 1.52882714e-02
-8.69050045e-02 -2.83805689e-01 3.51053493e-02 3.17753524e-01
-1.98670264e-02 8.73079072e-02 -2.49146810e-01 -6.97064645e-01
2.60089289e-01]
[ 8.05161561e-02 1.08957932e-01 3.14874659e-03 8.61911132e-02
-9.07796600e-02 -5.93204032e-02 -1.82551920e-01 -1.55636837e-01
-2.64160377e-01 -1.34543102e-01 -1.69801052e-01 2.15590503e-01
-1.58879498e-01]
[ 3.80001850e-02 -8.54431225e-02 1.38860700e-01 2.49040193e-01
2.59044281e-01 8.37558266e-03 -4.13979978e-01 -3.74016700e-01
-1.10979405e-01 -5.38554176e-01 2.07243487e-01 1.09526674e+00
-5.31363252e-01]
[ 3.42431902e-02 7.92289459e-02 -2.11899944e-01 5.37126508e-02
3.14468550e-02 -7.05909991e-04 -1.65437161e-01 -3.29060143e-01
-2.85001526e-01 -1.91467268e-01 -4.87138330e-02 -5.46245912e-02
-1.82548979e-01]
[ -5.67213626e-02 -2.12953382e-01 6.35158402e-02 8.52205342e-02
-1.32698217e-01 -1.34261396e-01 2.68600573e-02 -2.23308730e-02
7.13484191e-02 -3.77591664e-01 -3.16888577e-01 -2.55770448e-01
2.38824727e-02]
[ 1.31612994e-02 -2.70813884e-01 5.76707788e-02 -2.34577944e-01
-1.90688861e-01 -2.31440959e-01 -2.72322022e-01 2.98927450e-02
-1.93797734e-02 8.97255908e-02 -1.57242451e-01 1.70009443e-01
-7.38221438e-02]
[ 1.71782733e-01 5.15960882e-02 -1.03792045e-01 -2.26353967e-01
-5.92850834e-02 -1.01679182e-01 -1.82718622e-01 2.26220878e-02
-1.88184574e-01 -2.34693567e-01 -1.85118376e-01 2.46109564e-01
-9.83285765e-02]
[ -1.72867083e-01 -1.80810000e-01 -1.11428888e-01 -2.04985196e-01
-5.00767611e-02 2.68259283e-02 -1.91326214e-01 -2.08084911e-01
-1.43673463e-01 -2.35040716e-02 -2.04215877e-01 1.58571761e-01
-2.28617644e-01]
[ -3.47523419e-02 -2.09715081e-01 -1.60038503e-01 -2.07278956e-01
-5.01710760e-02 4.40170205e-02 -5.15456873e-02 -4.54738267e-02
-2.28114422e-01 -2.84801177e-01 -3.10003045e-02 3.67029873e-03
-8.17623490e-02]
[ 1.12372897e-01 8.23541063e-02 -1.17088295e-02 -1.57442491e-01
-3.22582966e-01 7.72002643e-03 -1.73852530e-01 -2.93405588e-01
-3.25257040e-01 1.14880504e-02 -8.42666140e-02 1.23676438e-01
-1.15516839e-01]
[ -6.41833750e-02 -8.43614281e-03 -2.85124004e-01 -3.15048113e-03
7.00396217e-02 1.55304934e-01 -2.39194170e-01 -1.88752984e-01
-5.73343619e-02 -7.25336617e-02 1.79524217e-01 5.80608362e-01
-9.50098076e-02]
[ 1.08023950e-01 3.51614178e-01 -2.03741889e-01 6.81351871e-01
1.21820833e-01 -1.86476631e-03 -2.54969959e-01 -4.07021840e-01
-2.59658358e-01 -3.91813422e-01 7.24732056e-01 9.74715320e-01
-8.89637641e-01]
[ -2.85577735e-02 1.86596850e-01 4.52696031e-02 2.33938118e-01
5.59792541e-03 -6.95801448e-02 -3.01314463e-01 -3.80758224e-01
-2.90963477e-01 -2.82230976e-01 5.02112949e-01 9.74959402e-01
-8.27842742e-01]
[ -4.91911287e-02 -1.25521145e-01 -1.57403140e-01 3.00155824e-01
-1.68759412e-01 2.33120407e-01 -9.58423935e-02 -2.40427231e-01
-2.55038564e-01 -4.59509127e-01 2.02534845e-01 5.14313143e-01
-4.14126974e-01]
[ 7.88314977e-02 -3.82422099e-01 -5.14909124e-02 -2.44077009e-02
-1.12388885e-01 1.99906513e-01 7.30189717e-02 1.65112736e-01
-1.72506160e-01 -3.73007837e-02 -6.72920358e-02 3.15079422e-01
-2.16252925e-01]
[ 2.03778465e-01 -2.92872509e-01 -1.21111136e-01 -8.63885952e-02
-2.10534417e-01 1.21843077e-01 1.65993953e-02 -1.44926156e-01
-5.51660142e-02 -9.59125311e-02 -1.40684637e-01 -1.70026916e-01
-1.20396975e-01]
[ -1.35689079e-01 -7.89253217e-02 3.75486543e-02 -2.47834200e-01
-5.63007204e-02 -1.41269952e-01 3.75376224e-02 -1.72180955e-02
-8.80399952e-02 -1.31050305e-02 -3.06286983e-01 -4.23455446e-01
-5.89660077e-02]
[ -1.40272531e-01 -1.38349341e-01 -6.74538193e-02 -2.66101878e-01
-3.47508426e-01 -2.88294637e-01 1.55704989e-01 1.33336007e-01
1.88895508e-02 1.11081322e-01 -2.41785731e-01 -7.65888645e-01
1.86934916e-02]
[ -1.63564693e-01 -2.38331480e-01 -3.00228342e-01 -4.68136278e-01
-2.83062439e-01 -2.10001504e-01 -3.19926844e-01 5.71429499e-02
-3.55406286e-02 -4.24716818e-01 -4.05423039e-01 -4.40862466e-01
-5.25389330e-01]
[ -1.13287806e-01 1.25428110e-01 1.95903905e-02 3.64426891e-02
-2.08944300e-01 -1.71024096e-01 -1.17645325e-01 1.72685318e-02
-1.13494932e-01 -1.60871731e-01 -1.60637653e-01 -3.00702716e-01
-5.29329141e-02]
[ -3.52765451e-01 -1.21540972e-01 -2.71372309e-01 1.75773362e-01
-2.03112610e-01 -2.28299609e-01 -7.62477509e-02 -1.29446258e-01
3.76887053e-02 -1.22948323e-02 7.22542372e-02 -2.93128386e-01
1.72318105e-02]
[ -1.28783117e-01 -3.96806496e-02 -2.54425971e-01 6.22978506e-02
-2.22530327e-01 -2.78498381e-01 -3.60134198e-01 -2.05547867e-02
1.77908474e-02 -1.63122128e-01 -2.46827575e-01 -3.32364879e-01
1.54757593e-03]
[ -2.21371075e-01 -5.35255949e-01 -3.34817205e-01 -2.80017744e-01
-3.28808039e-01 -2.28342619e-01 -1.27858837e-02 -2.62603597e-01
8.39343118e-02 -2.22438821e-01 -1.53127462e-01 -2.35966430e-01
-6.33335037e-02]
[ -2.17423981e-01 -2.96440950e-01 -3.18764983e-01 -1.23986127e-01
-9.26500570e-02 -1.49369044e-01 -7.90425916e-02 1.14599066e-03
-1.95122450e-01 -5.14616211e-01 -2.46128357e-01 -1.89755424e-01
2.90522352e-02]
[ -1.16327091e-01 -1.98690728e-03 -2.38744644e-01 -5.61833210e-01
-2.53535392e-01 -2.59687542e-01 -1.31389746e-02 -3.71437099e-01
9.29905586e-02 -9.36284303e-02 -4.25132974e-01 -1.95776892e-01
-4.59626003e-01]]
Progress: 16.8% ... Training loss: 0.247 ... Validation loss: 0.438[[-0.09102853]
[ 0.25964028]
[-0.15433611]
[ 0.88554234]
[ 0.27492019]
[-0.01518319]
[-0.82827685]
[-0.94252289]
[-0.64360918]
[-0.97175992]
[ 1.15190164]
[ 2.86440266]
[-1.77298175]]
[[ -5.35091951e-01 -4.99110580e-01 -5.84224469e-01 -1.19215903e-01
-3.03319494e-01 -5.91718086e-01 -2.38111683e-01 -2.86360803e-01
-4.57054797e-01 -3.94399549e-01 1.28626169e-01 6.22479139e-01
1.82021947e-02]
[ 5.17167563e-03 -1.36913431e-01 4.96280264e-02 -4.03035548e-02
-4.12225316e-02 5.85297922e-02 -1.23101880e-01 2.11695102e-01
-1.34344041e-01 -1.81643846e-01 -6.07864767e-02 -8.00329998e-02
8.42712069e-02]
[ -2.13686797e-01 1.35937387e-01 -1.95861630e-02 1.47151917e-01
8.96840884e-02 -1.18345261e-01 1.34829042e-01 -7.76435300e-02
2.88580934e-01 -1.50585144e-01 2.52274144e-01 8.46145027e-01
7.12915822e-01]
[ 1.85802854e-01 -2.38202457e-01 -2.84510532e-01 -1.47385818e-03
-2.84107919e-01 9.80630330e-04 3.67927376e-02 -4.77955078e-01
1.15776439e-01 -3.66148795e-01 -2.08589840e-01 -3.87367698e-01
-1.52712013e-01]
[ 1.11203486e-01 1.32312091e-02 1.08824736e-01 -3.01269376e-02
-2.11123133e-02 7.06795042e-02 -9.13775403e-02 -4.69746711e-03
5.72296712e-02 1.89562403e-01 1.18938241e-01 -1.36459662e-01
-1.47180696e-01]
[ -4.83471635e-01 -5.96041655e-01 -6.03068513e-01 -5.89530247e-01
-5.82130171e-01 -5.64078505e-01 -3.09720312e-01 -1.68330358e-01
-4.39328361e-01 -2.45435712e-01 -4.87060720e-01 -7.03925015e-01
-4.71854144e-01]
[ -4.18663223e-01 -5.81722317e-01 -3.22666485e-01 -3.62889523e-01
-4.10084266e-01 -5.61351211e-01 -4.27667123e-01 -4.61865653e-01
-2.93619816e-01 -1.64493756e-01 -4.27219371e-01 -3.25571827e-01
-3.03788745e-01]
[ -3.27123910e-01 -3.45565911e-01 -4.73425566e-01 -1.88892602e-01
-3.13405523e-01 -4.16430037e-01 -2.57662988e-01 -2.07271453e-01
-2.82018740e-01 -4.74375398e-01 -2.08964751e-01 -4.80944201e-01
-3.14792925e-01]
[ -4.72823122e-01 -3.50677759e-01 -3.78043826e-01 -1.67678399e-01
-3.38553660e-01 -2.16015020e-01 -1.05256859e-01 -4.33758055e-01
-2.76018289e-01 -4.51800959e-01 -1.56210704e-01 -2.50044715e-01
-1.96870926e-01]
[ -9.55841550e-01 -9.28200770e-01 -9.80787278e-01 -7.15576692e-01
-1.01623883e+00 -9.83502859e-01 -6.34774059e-01 -6.30379576e-01
-7.66595086e-01 -5.79161759e-01 -6.76337186e-01 -5.08804709e-01
-6.04516744e-01]
[ -5.08193707e-01 -2.68885239e-01 -4.66997041e-01 -3.32741069e-01
-3.51039215e-01 -3.58491996e-01 -5.61907447e-01 -5.78161098e-01
-6.39380257e-01 -1.15496192e-01 -4.68073190e-01 -6.30542213e-01
-4.42330156e-01]
[ -1.16448427e-01 2.07816457e-02 -3.35344855e-01 -4.17365113e-01
-1.06586656e-01 -7.24148653e-02 -1.59365397e-01 -3.03281473e-01
-1.43217237e-01 1.19319290e-01 -4.17177268e-01 -7.87709046e-01
-3.57504098e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59197644e-01 -1.15258430e-01 1.64426650e-01 -2.68595112e-01
-1.29227942e-01 1.13313161e-01 -1.26821985e-01 1.55429152e-02
-8.35593265e-02 7.11301543e-02 -1.64303540e-01 -3.57429964e-01
2.05240996e-02]
[ -8.25169320e-02 -2.63940633e-01 -1.78207011e-01 -2.93292119e-01
-4.79503915e-01 -8.49316182e-02 -2.98061027e-02 1.70721901e-02
-5.17996532e-02 3.01264228e-02 -2.00494474e-01 -3.08847447e-01
-2.42875203e-01]
[ -7.46518192e-02 -8.91667700e-03 -2.37962349e-01 -2.46091012e-01
1.31348693e-01 -1.63469093e-01 -1.72516865e-01 6.19672275e-02
-7.96509569e-03 2.51857344e-02 -1.73349511e-01 3.70861563e-02
-4.36638550e-02]
[ 2.93358980e-02 -1.60230112e-01 -1.51691436e-01 -5.29480083e-02
-1.17561837e-01 -1.07714845e-01 8.18237169e-02 -1.69304229e-01
-3.29795173e-02 -2.64273707e-02 3.58598187e-03 -1.19079577e-01
3.21878584e-02]
[ -2.86061595e-01 -1.43189020e-01 -7.30878823e-02 -1.01741037e-01
-3.05604897e-01 -2.73237555e-01 -3.63643301e-01 5.23356162e-02
-3.05143536e-01 -2.10944905e-01 1.73831872e-01 -5.52849080e-02
2.71086660e-01]
[ -2.18797732e-01 -1.27261001e-01 -8.55826908e-02 -6.01973550e-02
-8.44226188e-02 -1.16271384e-01 -5.34297926e-02 5.16882323e-02
-1.19249638e-01 -1.45607074e-02 2.16807292e-02 -1.34174804e-01
6.46384089e-03]
[ -1.57967219e-01 -6.51757596e-02 -2.26068946e-01 -3.10363331e-01
-1.50734050e-01 -2.00441864e-01 -2.70184710e-01 -8.68707367e-02
1.65555511e-01 -1.73885157e-01 -3.25369758e-01 -2.51241646e-01
-1.82265813e-01]
[ -3.69161913e-01 -6.64623767e-02 -1.47725624e-01 -1.50571307e-01
-5.14382023e-02 -3.11536860e-01 4.47369432e-02 -6.37970750e-02
-1.16916555e-01 8.52327449e-02 5.50492276e-03 -1.86983338e-01
-2.09113002e-01]
[ -1.68035476e-01 -1.51848582e-01 -4.69478283e-02 -1.55207386e-01
-1.34837250e-01 -2.94096616e-01 -2.65284155e-02 -1.13694054e-01
-2.34699446e-01 4.09437056e-02 2.04682464e-01 -3.84737880e-02
-1.61668139e-01]
[ -1.38224360e-01 -1.71592027e-01 -1.14688642e-01 -2.56439654e-01
9.64486130e-02 -1.85088288e-02 -2.23021377e-01 -1.70783389e-01
8.61952411e-02 -1.15283673e-01 -1.20137859e-01 -6.84267721e-02
-3.67067401e-01]
[ -4.49687851e-02 -3.14469094e-02 -1.49232659e-01 -4.25044316e-02
-2.27347498e-01 6.27095114e-02 -8.74932849e-02 -5.38984332e-02
-2.34609734e-01 -9.27719991e-02 -7.33512026e-02 -3.18393968e-01
-1.89919990e-01]
[ -7.17070727e-02 2.57430638e-02 -1.27983934e-01 -3.12452681e-01
1.20997733e-01 2.08456094e-02 -2.18942538e-01 -1.62462940e-01
1.21186616e-01 -6.10459050e-02 -2.81346488e-01 -2.54147608e-01
-2.88325333e-01]
[ 8.30461150e-02 -3.14660107e-01 -8.05925114e-02 -4.46883196e-01
-2.26636349e-01 -8.81821077e-02 7.63475286e-02 1.16084936e-01
3.72260514e-03 3.12591578e-01 -5.19299009e-01 -7.42802565e-01
4.31873364e-01]
[ -2.19600335e-01 -2.49832696e-01 -1.29072982e-01 -2.97435406e-01
-3.04403046e-01 -9.23829109e-02 2.02436453e-01 4.14436339e-02
2.95242508e-01 4.19072014e-02 -3.94213185e-01 -9.30507264e-01
6.08090698e-01]
[ -9.85250498e-03 -1.92472302e-01 2.51253664e-02 -3.04801291e-01
-1.75036770e-01 1.67021921e-01 2.03659505e-01 2.66874928e-01
-1.99645656e-02 2.48966744e-01 -2.14265944e-01 -9.86527678e-01
7.09914733e-01]
[ 5.50739609e-03 -4.89935739e-02 -1.21570918e-01 -1.23383202e-01
-1.81523063e-01 -4.56048563e-02 2.96240997e-01 1.72454668e-01
2.60758145e-01 3.81265409e-01 -4.71181183e-01 -8.78751117e-01
7.25681968e-01]
[ -8.00451775e-02 -2.82967476e-01 6.15596577e-02 -3.65564090e-01
-1.51218415e-01 1.17946330e-01 3.66946658e-01 1.41169102e-01
-5.87316155e-02 1.73031909e-01 -5.52546798e-01 -9.01808318e-01
8.41639332e-01]
[ 1.22682977e-01 -9.19757411e-02 1.84639257e-02 -1.73956745e-01
-8.40208330e-02 -1.71875862e-02 2.46625318e-01 3.69056407e-01
4.09121426e-01 2.72005437e-01 -5.45772880e-01 -8.02210915e-01
5.37846988e-01]
[ -8.30620558e-03 -1.32747720e-01 2.00553455e-02 1.50571955e-02
-8.70195581e-02 -2.83793333e-01 3.54643511e-02 3.18261425e-01
-1.96213279e-02 8.78506402e-02 -2.49415781e-01 -6.97233475e-01
2.60482405e-01]
[ 8.01516281e-02 1.09854938e-01 2.70674768e-03 9.10929760e-02
-8.99978291e-02 -5.93990631e-02 -1.86825969e-01 -1.59287327e-01
-2.66937587e-01 -1.38298454e-01 -1.64342558e-01 2.30376830e-01
-1.69588507e-01]
[ 3.80799414e-02 -8.59376574e-02 1.39053375e-01 2.48543172e-01
2.58637934e-01 8.39393392e-03 -4.13521592e-01 -3.71652620e-01
-1.09802386e-01 -5.37617823e-01 2.06465329e-01 1.09092865e+00
-5.29469697e-01]
[ 3.42431902e-02 7.92289459e-02 -2.11899944e-01 5.37126508e-02
3.14468550e-02 -7.05909991e-04 -1.65437161e-01 -3.29060143e-01
-2.85001526e-01 -1.91467268e-01 -4.87138330e-02 -5.46245912e-02
-1.82548979e-01]
[ -5.69157136e-02 -2.12574991e-01 6.32209352e-02 8.69196074e-02
-1.32266118e-01 -1.34313970e-01 2.49380072e-02 -2.45783443e-02
6.98024504e-02 -3.79280920e-01 -3.14970919e-01 -2.51862531e-01
2.09153136e-02]
[ 1.31721507e-02 -2.70826745e-01 5.76814637e-02 -2.34622635e-01
-1.90704570e-01 -2.31438377e-01 -2.72248865e-01 2.99753105e-02
-1.93273808e-02 8.98148428e-02 -1.57283842e-01 1.69982528e-01
-7.37454437e-02]
[ 1.71514885e-01 5.22687591e-02 -1.04136813e-01 -2.24711676e-01
-5.86299639e-02 -1.01741752e-01 -1.84802091e-01 1.89778114e-02
-1.89683224e-01 -2.37860923e-01 -1.82273482e-01 2.56157789e-01
-1.02363904e-01]
[ -1.72977564e-01 -1.80660106e-01 -1.11503914e-01 -2.04635953e-01
-4.99373375e-02 2.67902009e-02 -1.91844781e-01 -2.08183472e-01
-1.44186537e-01 -2.36717505e-02 -2.04081087e-01 1.58380173e-01
-2.29028367e-01]
[ -3.46483851e-02 -2.09963920e-01 -1.59920935e-01 -2.08802857e-01
-5.04801170e-02 4.40431550e-02 -5.02854909e-02 -4.47078397e-02
-2.27072461e-01 -2.83588473e-01 -3.31151321e-02 -1.66265545e-03
-7.80136666e-02]
[ 1.12435098e-01 8.20966567e-02 -1.15533474e-02 -1.58214440e-01
-3.22773548e-01 7.73639816e-03 -1.73113672e-01 -2.92215702e-01
-3.24742968e-01 1.27049565e-02 -8.57027275e-02 1.20538091e-01
-1.13621143e-01]
[ -6.40615965e-02 -8.90966843e-03 -2.84788439e-01 -5.09433853e-03
6.95312395e-02 1.55344906e-01 -2.37903737e-01 -1.86494305e-01
-5.59458653e-02 -6.96360423e-02 1.76538810e-01 5.75100764e-01
-9.16342364e-02]
[ 1.07947451e-01 3.51778467e-01 -2.03818211e-01 6.82548900e-01
1.21949833e-01 -1.88969288e-03 -2.55573675e-01 -4.06471670e-01
-2.60578800e-01 -3.91750232e-01 7.25728925e-01 9.77053917e-01
-8.91121552e-01]
[ -2.87387291e-02 1.87305938e-01 4.49612737e-02 2.36891505e-01
6.19150778e-03 -6.96207516e-02 -3.03435780e-01 -3.82700353e-01
-2.92669444e-01 -2.84334475e-01 5.06163152e-01 9.82501693e-01
-8.33149087e-01]
[ -4.90625970e-02 -1.25652074e-01 -1.57385704e-01 3.00148598e-01
-1.68828687e-01 2.33149311e-01 -9.55966726e-02 -2.40972738e-01
-2.54508368e-01 -4.59469268e-01 2.03042472e-01 5.17928052e-01
-4.15721926e-01]
[ 7.89352366e-02 -3.82605347e-01 -5.13335044e-02 -2.52525321e-02
-1.12584655e-01 1.99932932e-01 7.40263624e-02 1.66498576e-01
-1.71867922e-01 -3.59808087e-02 -6.84581954e-02 3.12076482e-01
-2.14606587e-01]
[ 2.03622355e-01 -2.92470184e-01 -1.21310559e-01 -8.39419219e-02
-2.10101250e-01 1.21808125e-01 1.44268638e-02 -1.47685409e-01
-5.74054586e-02 -9.73404459e-02 -1.37191194e-01 -1.59206398e-01
-1.27835965e-01]
[ -1.35725090e-01 -7.88533426e-02 3.75014230e-02 -2.47363268e-01
-5.62050321e-02 -1.41276735e-01 3.68785167e-02 -1.76387317e-02
-8.84886498e-02 -1.35030206e-02 -3.05569639e-01 -4.21341066e-01
-6.04156549e-02]
[ -1.40286607e-01 -1.38293508e-01 -6.74918048e-02 -2.65877029e-01
-3.47458655e-01 -2.88298358e-01 1.55530125e-01 1.33115077e-01
1.86971850e-02 1.10815013e-01 -2.41453261e-01 -7.65238213e-01
1.81027062e-02]
[ -1.63688121e-01 -2.37763426e-01 -3.00340056e-01 -4.67638938e-01
-2.82762057e-01 -2.10054759e-01 -3.21278349e-01 5.62966298e-02
-3.67420889e-02 -4.25680273e-01 -4.04976772e-01 -4.40913370e-01
-5.28872993e-01]
[ -1.13689648e-01 1.26574926e-01 1.89402920e-02 4.19281418e-02
-2.07786004e-01 -1.71118185e-01 -1.21480377e-01 1.26402445e-02
-1.16201902e-01 -1.65381240e-01 -1.53859223e-01 -2.89199408e-01
-6.22115298e-02]
[ -3.52664611e-01 -1.21972364e-01 -2.71115734e-01 1.73126855e-01
-2.03710227e-01 -2.28268580e-01 -7.38284490e-02 -1.26042938e-01
3.93710206e-02 -8.86320633e-03 6.79788803e-02 -3.02679712e-01
2.48445772e-02]
[ -1.28875167e-01 -3.92264925e-02 -2.54522274e-01 6.51482265e-02
-2.22148045e-01 -2.78504824e-01 -3.62322375e-01 -2.28104642e-02
1.59931851e-02 -1.63914607e-01 -2.43401441e-01 -3.19530982e-01
-6.14573159e-03]
[ -2.21980671e-01 -5.34150628e-01 -3.35498431e-01 -2.72995624e-01
-3.27434471e-01 -2.28484830e-01 -2.00897467e-02 -2.67323097e-01
7.85515806e-02 -2.27202727e-01 -1.43809522e-01 -2.13259749e-01
-7.92059436e-02]
[ -2.17482641e-01 -2.96406652e-01 -3.18857880e-01 -1.23717495e-01
-9.25725076e-02 -1.49387170e-01 -7.91743109e-02 7.34299811e-04
-1.95097655e-01 -5.14995581e-01 -2.46253573e-01 -1.89985641e-01
2.97511252e-02]
[ -1.16146351e-01 -2.70723033e-03 -2.38485824e-01 -5.64329418e-01
-2.54314936e-01 -2.59648424e-01 -1.07351976e-02 -3.69065269e-01
9.51715019e-02 -9.14239243e-02 -4.29309573e-01 -2.06215774e-01
-4.54870049e-01]]
Progress: 16.8% ... Training loss: 0.251 ... Validation loss: 0.433[[-0.09971415]
[ 0.24372394]
[-0.16001536]
[ 0.86602143]
[ 0.26269724]
[-0.02321572]
[-0.85094514]
[-0.9557232 ]
[-0.66901961]
[-0.97868263]
[ 1.12877489]
[ 2.8300963 ]
[-1.80591955]]
[[ -5.34883508e-01 -4.99951669e-01 -5.84102686e-01 -1.23168725e-01
-3.04144201e-01 -5.91672313e-01 -2.32248931e-01 -2.83092589e-01
-4.52307087e-01 -3.92145444e-01 1.23861478e-01 6.25636816e-01
3.21748861e-02]
[ 5.15335910e-03 -1.36656142e-01 4.95521650e-02 -3.92284913e-02
-4.09807703e-02 5.85272774e-02 -1.23757187e-01 2.10379750e-01
-1.35235511e-01 -1.82202321e-01 -5.90860062e-02 -7.34192348e-02
8.07560680e-02]
[ -2.12438546e-01 1.30375894e-01 -1.71761423e-02 1.25409007e-01
8.34382595e-02 -1.18120550e-01 1.53340894e-01 -5.79964459e-02
3.04971903e-01 -1.33540430e-01 2.18574644e-01 7.65871100e-01
7.61101493e-01]
[ 1.86816551e-01 -2.40703393e-01 -2.83026927e-01 -8.23578253e-03
-2.87168953e-01 1.12511981e-03 4.77466237e-02 -4.69149565e-01
1.23515195e-01 -3.54102625e-01 -2.20096599e-01 -4.21669864e-01
-1.34190987e-01]
[ 1.10851520e-01 1.52126251e-02 1.08081942e-01 -2.10543934e-02
-1.85485654e-02 7.06146600e-02 -1.00207138e-01 -1.36131516e-02
5.13973056e-02 1.85574034e-01 1.29323204e-01 -1.06727050e-01
-1.62619793e-01]
[ -4.83682462e-01 -5.95517795e-01 -6.03447715e-01 -5.87229019e-01
-5.81394329e-01 -5.64113270e-01 -3.11807452e-01 -1.70313857e-01
-4.41171612e-01 -2.47871936e-01 -4.83034401e-01 -6.91505324e-01
-4.75264861e-01]
[ -4.18546497e-01 -5.81644692e-01 -3.22696982e-01 -3.63665493e-01
-4.09865314e-01 -5.61340877e-01 -4.26452718e-01 -4.61446771e-01
-2.91781744e-01 -1.64922520e-01 -4.27281379e-01 -3.23002286e-01
-3.03180632e-01]
[ -3.26566881e-01 -3.48328558e-01 -4.72437147e-01 -1.98653869e-01
-3.16242253e-01 -4.16331215e-01 -2.47477284e-01 -1.97355199e-01
-2.74077573e-01 -4.66034077e-01 -2.23762930e-01 -5.16027487e-01
-2.89649437e-01]
[ -4.72621029e-01 -3.51352199e-01 -3.77737873e-01 -1.71659982e-01
-3.39425261e-01 -2.15978603e-01 -1.01351118e-01 -4.30476022e-01
-2.72949523e-01 -4.48572072e-01 -1.61795508e-01 -2.61989656e-01
-1.87265262e-01]
[ -9.55260938e-01 -9.30037403e-01 -9.79954701e-01 -7.24851838e-01
-1.01827929e+00 -9.83409795e-01 -6.24250067e-01 -6.20196079e-01
-7.57760632e-01 -5.72377213e-01 -6.88576022e-01 -5.31488953e-01
-5.76625950e-01]
[ -5.08369224e-01 -2.68901546e-01 -4.67122317e-01 -3.31250643e-01
-3.50814293e-01 -3.58520525e-01 -5.62619302e-01 -5.77114784e-01
-6.40080974e-01 -1.15541132e-01 -4.66745195e-01 -6.25218305e-01
-4.43268839e-01]
[ -1.16188500e-01 1.97989844e-02 -3.35167484e-01 -4.21797984e-01
-1.07524654e-01 -7.23685929e-02 -1.55958826e-01 -3.02877616e-01
-1.40346220e-01 1.21284904e-01 -4.22685099e-01 -8.02387704e-01
-3.52509663e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59265151e-01 -1.15112476e-01 1.64277926e-01 -2.67604665e-01
-1.29012296e-01 1.13302670e-01 -1.27094456e-01 1.43312857e-02
-8.39556410e-02 6.99335622e-02 -1.62664050e-01 -3.53160276e-01
1.97335789e-02]
[ -8.26262015e-02 -2.63762594e-01 -1.78291850e-01 -2.92432154e-01
-4.79263259e-01 -8.49461070e-02 -3.09681588e-02 1.67377085e-02
-5.27730431e-02 2.92586734e-02 -1.99208642e-01 -3.03081278e-01
-2.43952152e-01]
[ -7.47180560e-02 -8.61887106e-03 -2.38157153e-01 -2.45439471e-01
1.31758274e-01 -1.63486652e-01 -1.73333077e-01 6.14731239e-02
-8.46135666e-03 2.45333494e-02 -1.72105257e-01 3.96866989e-02
-4.53238505e-02]
[ 2.92536458e-02 -1.59635373e-01 -1.52082238e-01 -5.10422729e-02
-1.16801134e-01 -1.07730898e-01 8.04982867e-02 -1.72536068e-01
-3.37434533e-02 -2.99438662e-02 8.07335271e-03 -1.06184809e-01
2.62458699e-02]
[ -2.86086637e-01 -1.43045799e-01 -7.30858429e-02 -1.00579715e-01
-3.05352823e-01 -2.73241353e-01 -3.64205654e-01 5.30300925e-02
-3.05561140e-01 -2.10286062e-01 1.74248981e-01 -4.95501108e-02
2.68521350e-01]
[ -2.18527421e-01 -1.28108339e-01 -8.51420282e-02 -6.45736110e-02
-8.54379764e-02 -1.16227907e-01 -5.01171615e-02 5.48477917e-02
-1.16349155e-01 -1.18072701e-02 1.67019616e-02 -1.50702740e-01
1.55528603e-02]
[ -1.57836284e-01 -6.60351500e-02 -2.25728258e-01 -3.13516966e-01
-1.51752725e-01 -2.00413955e-01 -2.67583016e-01 -8.33284700e-02
1.68395709e-01 -1.71852817e-01 -3.30854026e-01 -2.58393254e-01
-1.74013056e-01]
[ -3.68798687e-01 -6.82079590e-02 -1.47070434e-01 -1.56465274e-01
-5.31210509e-02 -3.11474617e-01 5.06080751e-02 -5.82290232e-02
-1.12466233e-01 9.14217775e-02 -3.70676507e-03 -2.10507214e-01
-1.96076192e-01]
[ -1.67948710e-01 -1.52091713e-01 -4.68577036e-02 -1.57004494e-01
-1.35110889e-01 -2.94085828e-01 -2.36711194e-02 -1.11511758e-01
-2.33274901e-01 4.26970980e-02 2.01866239e-01 -4.81675082e-02
-1.54071326e-01]
[ -1.37823222e-01 -1.72620942e-01 -1.14200005e-01 -2.61141766e-01
9.51607332e-02 -1.84368104e-02 -2.18652316e-01 -1.67663235e-01
8.99571653e-02 -1.11757067e-01 -1.25742071e-01 -8.02377477e-02
-3.59512570e-01]
[ -4.50684879e-02 -3.12148560e-02 -1.49344875e-01 -4.15210441e-02
-2.27131056e-01 6.26918415e-02 -8.82562802e-02 -5.43515336e-02
-2.35031838e-01 -9.35800283e-02 -7.24470262e-02 -3.17148899e-01
-1.90712371e-01]
[ -7.18444178e-02 2.60400085e-02 -1.28185218e-01 -3.11299594e-01
1.21427496e-01 2.08200412e-02 -2.19834126e-01 -1.63370922e-01
1.20283509e-01 -6.22130847e-02 -2.79648230e-01 -2.49989522e-01
-2.89081870e-01]
[ 8.30220485e-02 -3.14594827e-01 -8.06499736e-02 -4.46733165e-01
-2.26572445e-01 -8.81864456e-02 7.61081860e-02 1.15719120e-01
3.57730323e-03 3.12210913e-01 -5.19129782e-01 -7.42504461e-01
4.31419709e-01]
[ -2.19556690e-01 -2.49924254e-01 -1.29006433e-01 -2.98200588e-01
-3.04526694e-01 -9.23770166e-02 2.03331325e-01 4.24090368e-02
2.95831841e-01 4.26808397e-02 -3.95150986e-01 -9.32595014e-01
6.10544162e-01]
[ -9.76727211e-03 -1.92729021e-01 2.52488342e-02 -3.06545402e-01
-1.75319870e-01 1.67037878e-01 2.05638174e-01 2.68674618e-01
-1.87228365e-02 2.50588276e-01 -2.16744446e-01 -9.92014014e-01
7.14784624e-01]
[ 5.48878156e-03 -4.89988050e-02 -1.21594761e-01 -1.23701492e-01
-1.81507487e-01 -4.56080351e-02 2.96391311e-01 1.72549245e-01
2.60912711e-01 3.81267577e-01 -4.71530309e-01 -8.80298386e-01
7.26743590e-01]
[ -8.00597224e-02 -2.82962514e-01 6.15542003e-02 -3.65706998e-01
-1.51212576e-01 1.17944734e-01 3.66978995e-01 1.41421116e-01
-5.87789378e-02 1.73160969e-01 -5.52947615e-01 -9.02995540e-01
8.41906045e-01]
[ 1.22752059e-01 -9.18816429e-02 1.84124141e-02 -1.74683898e-01
-8.39354867e-02 -1.71850734e-02 2.47218507e-01 3.69956467e-01
4.09719884e-01 2.72703962e-01 -5.45937575e-01 -8.03122591e-01
5.39106608e-01]
[ -8.18449387e-03 -1.33006097e-01 2.02107427e-02 1.38242842e-02
-8.73004257e-02 -2.83778428e-01 3.72110536e-02 3.19990605e-01
-1.85768629e-02 8.92463669e-02 -2.51010960e-01 -7.01707567e-01
2.63676307e-01]
[ 8.00776051e-02 1.10084615e-01 2.62308243e-03 9.29845839e-02
-8.98016818e-02 -5.94106423e-02 -1.88042103e-01 -1.60490406e-01
-2.67729154e-01 -1.39131212e-01 -1.62295309e-01 2.36516936e-01
-1.73527824e-01]
[ 3.78411801e-02 -8.57836211e-02 1.38717396e-01 2.49890075e-01
2.58787708e-01 8.37017503e-03 -4.13694008e-01 -3.73138183e-01
-1.08897867e-01 -5.41346946e-01 2.08240989e-01 1.09813278e+00
-5.26749981e-01]
[ 3.42667988e-02 7.88496718e-02 -2.11770994e-01 5.30112025e-02
3.11463629e-02 -6.98991782e-04 -1.64715547e-01 -3.27518225e-01
-2.84615885e-01 -1.90408048e-01 -4.99467118e-02 -5.75997012e-02
-1.81004507e-01]
[ -5.69126339e-02 -2.12671606e-01 6.32380746e-02 8.66063924e-02
-1.32370631e-01 -1.34310903e-01 2.50575541e-02 -2.42349063e-02
6.99773432e-02 -3.79236741e-01 -3.15098321e-01 -2.51400860e-01
2.07099112e-02]
[ 1.32146816e-02 -2.71001852e-01 5.77975731e-02 -2.35644271e-01
-1.90898011e-01 -2.31429872e-01 -2.71569762e-01 3.09148923e-02
-1.88223213e-02 9.09992449e-02 -1.58760678e-01 1.66841469e-01
-7.17747515e-02]
[ 1.71723924e-01 5.16004692e-02 -1.03865263e-01 -2.27889012e-01
-5.93272153e-02 -1.01715652e-01 -1.81835491e-01 2.13353212e-02
-1.87416021e-01 -2.35446484e-01 -1.86761134e-01 2.42942455e-01
-9.38374279e-02]
[ -1.73020032e-01 -1.80825403e-01 -1.11512554e-01 -2.05300772e-01
-5.00856208e-02 2.67868315e-02 -1.91709037e-01 -2.08409814e-01
-1.43961922e-01 -2.43091263e-02 -2.04423872e-01 1.60836069e-01
-2.28160080e-01]
[ -3.45968300e-02 -2.10075615e-01 -1.59851496e-01 -2.09712512e-01
-5.05673054e-02 4.40530832e-02 -4.98452664e-02 -4.38869902e-02
-2.26477992e-01 -2.83241634e-01 -3.41750861e-02 -2.79540763e-03
-7.60248024e-02]
[ 1.12468067e-01 8.18905124e-02 -1.15124970e-02 -1.58648223e-01
-3.22829960e-01 7.74169533e-03 -1.72576249e-01 -2.92010342e-01
-3.23943214e-01 1.28567543e-02 -8.63924012e-02 1.19066455e-01
-1.12315824e-01]
[ -6.40494128e-02 -8.95392739e-03 -2.84760694e-01 -5.21873276e-03
6.94901838e-02 1.55347747e-01 -2.37778389e-01 -1.86236979e-01
-5.58745867e-02 -6.93769120e-02 1.76348019e-01 5.74783942e-01
-9.14368260e-02]
[ 1.08156998e-01 3.51009127e-01 -2.03578516e-01 6.80003673e-01
1.21226048e-01 -1.85886662e-03 -2.53218886e-01 -4.05080586e-01
-2.58724566e-01 -3.89815896e-01 7.22304173e-01 9.68818824e-01
-8.87662633e-01]
[ -2.87652240e-02 1.87419225e-01 4.49108512e-02 2.37393779e-01
6.31556891e-03 -6.96248349e-02 -3.03752608e-01 -3.83379990e-01
-2.92874464e-01 -2.85095402e-01 5.07142724e-01 9.85023588e-01
-8.33599215e-01]
[ -4.89584695e-02 -1.25934771e-01 -1.57242191e-01 2.98974866e-01
-1.69138302e-01 2.33166713e-01 -9.46649815e-02 -2.39973836e-01
-2.53795896e-01 -4.58169358e-01 2.01223252e-01 5.13285083e-01
-4.13804363e-01]
[ 7.90221052e-02 -3.82766479e-01 -5.11856878e-02 -2.62427020e-02
-1.12796631e-01 1.99946907e-01 7.50446780e-02 1.68351500e-01
-1.71182414e-01 -3.43420844e-02 -7.02928363e-02 3.07016050e-01
-2.12490646e-01]
[ 2.03625973e-01 -2.92479230e-01 -1.21302696e-01 -8.39172229e-02
-2.10106272e-01 1.21808788e-01 1.44945762e-02 -1.47585821e-01
-5.73910295e-02 -9.71894612e-02 -1.37222961e-01 -1.59416105e-01
-1.27844057e-01]
[ -1.35769068e-01 -7.85681086e-02 3.73973349e-02 -2.46080363e-01
-5.59198289e-02 -1.41283723e-01 3.58881000e-02 -1.93958700e-02
-8.95980894e-02 -1.43083264e-02 -3.03690289e-01 -4.14715879e-01
-6.43739081e-02]
[ -1.40237434e-01 -1.38394902e-01 -6.74421497e-02 -2.66307070e-01
-3.47571397e-01 -2.88293450e-01 1.56189777e-01 1.33916916e-01
1.91779625e-02 1.11561778e-01 -2.42078516e-01 -7.66888940e-01
1.93452284e-02]
[ -1.63232940e-01 -2.39120890e-01 -2.99599276e-01 -4.74902937e-01
-2.84421302e-01 -2.09992800e-01 -3.15427478e-01 6.42292773e-02
-3.05580059e-02 -4.20635601e-01 -4.15607686e-01 -4.63290268e-01
-5.11609815e-01]
[ -1.13566161e-01 1.25921088e-01 1.91605570e-02 4.00541855e-02
-2.08352956e-01 -1.71090917e-01 -1.19324594e-01 1.51473157e-02
-1.14771493e-01 -1.63001572e-01 -1.55811328e-01 -2.94590172e-01
-5.63947891e-02]
[ -3.52293256e-01 -1.23297574e-01 -2.70483667e-01 1.66373222e-01
-2.05379383e-01 -2.28196911e-01 -6.76959892e-02 -1.21016447e-01
4.40921769e-02 -3.35037675e-03 5.85767818e-02 -3.25249195e-01
3.95640790e-02]
[ -1.29016947e-01 -3.87838284e-02 -2.54812685e-01 6.78016202e-02
-2.21524684e-01 -2.78521268e-01 -3.62786963e-01 -2.44390311e-02
1.47739755e-02 -1.64983560e-01 -2.39788307e-01 -3.06788502e-01
-9.41773229e-03]
[ -2.22426815e-01 -5.33398937e-01 -3.35949193e-01 -2.70144508e-01
-3.26467033e-01 -2.28556287e-01 -2.25988450e-02 -2.68240948e-01
7.66092459e-02 -2.29299141e-01 -1.42190485e-01 -2.11102049e-01
-8.00655751e-02]
[ -2.17470116e-01 -2.96372374e-01 -3.18947285e-01 -1.23296359e-01
-9.24399770e-02 -1.49387549e-01 -7.91179211e-02 4.92796119e-06
-1.94971309e-01 -5.16230142e-01 -2.44745069e-01 -1.87261032e-01
2.87023671e-02]
[ -1.15855954e-01 -3.43495196e-03 -2.38363686e-01 -5.66581067e-01
-2.54896450e-01 -2.59610230e-01 -8.73830525e-03 -3.69622020e-01
9.68758066e-02 -9.12559468e-02 -4.30483801e-01 -2.05542413e-01
-4.55542531e-01]]
Progress: 16.9% ... Training loss: 0.253 ... Validation loss: 0.441[[-0.10757806]
[ 0.24028783]
[-0.16396712]
[ 0.86149764]
[ 0.25916179]
[-0.02870686]
[-0.84691545]
[-0.96168122]
[-0.67205233]
[-0.98668345]
[ 1.12416074]
[ 2.82458448]
[-1.80333457]]
[[ -5.34770256e-01 -4.99484558e-01 -5.84186733e-01 -1.21161877e-01
-3.03533042e-01 -5.91660987e-01 -2.35344478e-01 -2.85128824e-01
-4.52642112e-01 -3.91809521e-01 1.26255345e-01 6.36757445e-01
2.49146141e-02]
[ 5.20915388e-03 -1.36837518e-01 4.96825256e-02 -4.00834099e-02
-4.11486987e-02 5.85419459e-02 -1.23149413e-01 2.11367185e-01
-1.34809437e-01 -1.81432396e-01 -6.02199547e-02 -7.66649022e-02
8.28557940e-02]
[ -2.13412050e-01 1.32017197e-01 -1.80423537e-02 1.31954639e-01
8.50036786e-02 -1.18328690e-01 1.46295780e-01 -6.46529479e-02
3.01958937e-01 -1.42424460e-01 2.24074343e-01 7.73357994e-01
7.54158240e-01]
[ 1.87298828e-01 -2.40381397e-01 -2.83022774e-01 -8.01244408e-03
-2.86821963e-01 1.18032547e-03 4.88902243e-02 -4.72194349e-01
1.24490672e-01 -3.53422623e-01 -2.20065991e-01 -4.18864874e-01
-1.34163337e-01]
[ 1.11839397e-01 1.32728149e-02 1.09074108e-01 -3.02317329e-02
-2.04577775e-02 7.08140570e-02 -9.40884626e-02 -8.07197130e-03
5.76217574e-02 1.95792631e-01 1.16531256e-01 -1.33559141e-01
-1.48384992e-01]
[ -4.83242851e-01 -5.96328859e-01 -6.02997544e-01 -5.90096450e-01
-5.82296661e-01 -5.64019038e-01 -3.09206608e-01 -1.66107160e-01
-4.38921357e-01 -2.43133943e-01 -4.86940937e-01 -6.99115024e-01
-4.72482734e-01]
[ -4.17945172e-01 -5.82976977e-01 -3.21869054e-01 -3.69712116e-01
-4.11280549e-01 -5.61218176e-01 -4.22447514e-01 -4.55793022e-01
-2.87938094e-01 -1.58232558e-01 -4.36094746e-01 -3.43033066e-01
-2.93824621e-01]
[ -3.26831535e-01 -3.47377115e-01 -4.72842835e-01 -1.94221226e-01
-3.15278652e-01 -4.16392735e-01 -2.52669711e-01 -2.02040178e-01
-2.76164955e-01 -4.69494953e-01 -2.18534791e-01 -5.02203409e-01
-3.02669161e-01]
[ -4.72851923e-01 -3.50893178e-01 -3.78080677e-01 -1.70549721e-01
-3.38845249e-01 -2.16030333e-01 -1.03753350e-01 -4.32129659e-01
-2.74848286e-01 -4.50970150e-01 -1.59405735e-01 -2.54763301e-01
-1.91635362e-01]
[ -9.54997275e-01 -9.30844050e-01 -9.79601957e-01 -7.26796342e-01
-1.01910112e+00 -9.83349219e-01 -6.24296322e-01 -6.16716018e-01
-7.55442030e-01 -5.70154716e-01 -6.91651142e-01 -5.39221244e-01
-5.77317285e-01]
[ -5.08115212e-01 -2.68941324e-01 -4.66939945e-01 -3.32620995e-01
-3.50862266e-01 -3.58477993e-01 -5.63240796e-01 -5.77015530e-01
-6.40234338e-01 -1.12722595e-01 -4.68193322e-01 -6.23916039e-01
-4.46552205e-01]
[ -1.16160787e-01 1.99125241e-02 -3.35172992e-01 -4.21854279e-01
-1.07428814e-01 -7.23680177e-02 -1.56279687e-01 -3.02935100e-01
-1.40403699e-01 1.21812870e-01 -4.23263844e-01 -8.02547727e-01
-3.53786646e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59115552e-01 -1.15369480e-01 1.64446114e-01 -2.68590247e-01
-1.29275561e-01 1.13336256e-01 -1.26069784e-01 1.59135402e-02
-8.33137027e-02 7.17377468e-02 -1.64060743e-01 -3.55372721e-01
2.10371438e-02]
[ -8.25722912e-02 -2.63811249e-01 -1.78289042e-01 -2.92768578e-01
-4.79277492e-01 -8.49382281e-02 -3.09295158e-02 1.65111235e-02
-5.26892837e-02 2.95407344e-02 -1.99480495e-01 -3.03223686e-01
-2.44685030e-01]
[ -7.44429509e-02 -9.33368447e-03 -2.37766916e-01 -2.47971996e-01
1.30953555e-01 -1.63423828e-01 -1.71728026e-01 6.42426338e-02
-6.99381171e-03 2.80133742e-02 -1.75260645e-01 3.26834080e-02
-4.24893283e-02]
[ 2.95067424e-02 -1.59990959e-01 -1.51840846e-01 -5.28368814e-02
-1.17180377e-01 -1.07680486e-01 8.19986549e-02 -1.70962292e-01
-3.22814369e-02 -2.75986500e-02 5.83157712e-03 -1.09443224e-01
2.85218300e-02]
[ -2.85973545e-01 -1.43485116e-01 -7.28130139e-02 -1.02518957e-01
-3.05752656e-01 -2.73215789e-01 -3.62878847e-01 5.52255224e-02
-3.04513533e-01 -2.08540701e-01 1.70601642e-01 -5.91652336e-02
2.73381667e-01]
[ -2.18534192e-01 -1.27996798e-01 -8.51921993e-02 -6.43878895e-02
-8.53622361e-02 -1.16234804e-01 -5.07509599e-02 5.40995863e-02
-1.16632398e-01 -1.22456829e-02 1.71356099e-02 -1.51067001e-01
1.39590084e-02]
[ -1.57835796e-01 -6.64052060e-02 -2.25608013e-01 -3.15344724e-01
-1.52149967e-01 -2.00409257e-01 -2.66475127e-01 -8.10586182e-02
1.69721094e-01 -1.70397634e-01 -3.35234545e-01 -2.64617442e-01
-1.70057247e-01]
[ -3.68856999e-01 -6.78090629e-02 -1.47248433e-01 -1.55372404e-01
-5.28327941e-02 -3.11491146e-01 4.87728648e-02 -6.03087520e-02
-1.13257207e-01 8.93622691e-02 -1.70107405e-03 -2.06155478e-01
-2.01265533e-01]
[ -1.68210540e-01 -1.51086206e-01 -4.72783526e-02 -1.51332835e-01
-1.33972512e-01 -2.94145344e-01 -2.88307193e-02 -1.16490886e-01
-2.36128213e-01 3.94030904e-02 2.10063466e-01 -2.94239743e-02
-1.66246736e-01]
[ -1.37960471e-01 -1.72313241e-01 -1.14393445e-01 -2.60104471e-01
9.55694923e-02 -1.84749958e-02 -2.19809650e-01 -1.69042575e-01
8.88529403e-02 -1.12870840e-01 -1.23936125e-01 -7.53826825e-02
-3.61212433e-01]
[ -4.50293141e-02 -3.14401828e-02 -1.49248092e-01 -4.26007376e-02
-2.27340415e-01 6.27058110e-02 -8.79254982e-02 -5.30885311e-02
-2.34659320e-01 -9.29132895e-02 -7.40762037e-02 -3.20814747e-01
-1.90756977e-01]
[ -7.17193317e-02 2.58942358e-02 -1.28105834e-01 -3.12162456e-01
1.21210302e-01 2.08459183e-02 -2.18971007e-01 -1.62089929e-01
1.21022253e-01 -6.15171520e-02 -2.80469990e-01 -2.52043924e-01
-2.88127781e-01]
[ 8.30052599e-02 -3.14568637e-01 -8.06670346e-02 -4.46646148e-01
-2.26541125e-01 -8.81902279e-02 7.59429868e-02 1.15531068e-01
3.45025010e-03 3.12039272e-01 -5.19031498e-01 -7.42336141e-01
4.31159572e-01]
[ -2.19565667e-01 -2.49849272e-01 -1.29057726e-01 -2.97992338e-01
-3.04409573e-01 -9.23821218e-02 2.02978196e-01 4.18452653e-02
2.95556201e-01 4.22066878e-02 -3.94758296e-01 -9.31058492e-01
6.09557825e-01]
[ -9.80456703e-03 -1.92612533e-01 2.51472889e-02 -3.06413657e-01
-1.75208489e-01 1.67025474e-01 2.05153495e-01 2.67870358e-01
-1.90581873e-02 2.49819710e-01 -2.16243269e-01 -9.91433486e-01
7.14051498e-01]
[ 5.44572883e-03 -4.89186287e-02 -1.21623746e-01 -1.23573467e-01
-1.81470906e-01 -4.56147350e-02 2.96171585e-01 1.72553858e-01
2.60655760e-01 3.80975881e-01 -4.71538552e-01 -8.80914731e-01
7.26372267e-01]
[ -8.00803546e-02 -2.82908051e-01 6.15118406e-02 -3.65413416e-01
-1.51159988e-01 1.17941660e-01 3.66699254e-01 1.41146246e-01
-5.90527049e-02 1.72777926e-01 -5.52557903e-01 -9.02126227e-01
8.40940577e-01]
[ 1.22765191e-01 -9.19285215e-02 1.84348462e-02 -1.74848116e-01
-8.39853880e-02 -1.71813704e-02 2.47357652e-01 3.70211050e-01
4.09801848e-01 2.72920867e-01 -5.46119135e-01 -8.03648425e-01
5.39257598e-01]
[ -8.20510851e-03 -1.32939420e-01 2.01796151e-02 1.44218427e-02
-8.72236413e-02 -2.83780880e-01 3.64725666e-02 3.19372621e-01
-1.90069435e-02 8.88866842e-02 -2.50166442e-01 -6.99442970e-01
2.61817793e-01]
[ 8.01204934e-02 1.10166887e-01 2.63417751e-03 9.30617653e-02
-8.97855722e-02 -5.94039614e-02 -1.88005276e-01 -1.60061664e-01
-2.67871606e-01 -1.38850264e-01 -1.62621904e-01 2.35138317e-01
-1.73688638e-01]
[ 3.80025462e-02 -8.61054314e-02 1.38871231e-01 2.48657161e-01
2.58466941e-01 8.39853411e-03 -4.12422441e-01 -3.71585585e-01
-1.07338184e-01 -5.40578076e-01 2.06687667e-01 1.09313723e+00
-5.24806924e-01]
[ 3.42728883e-02 7.88453553e-02 -2.11762380e-01 5.29610083e-02
3.11347519e-02 -6.97793146e-04 -1.64667122e-01 -3.27467854e-01
-2.84591991e-01 -1.90319296e-01 -5.00067964e-02 -5.77117705e-02
-1.80935311e-01]
[ -5.71706173e-02 -2.11821209e-01 6.28040492e-02 9.01396687e-02
-1.31500915e-01 -1.34364952e-01 2.08202034e-02 -2.79299704e-02
6.67655467e-02 -3.82152174e-01 -3.10410179e-01 -2.34625566e-01
1.01923402e-02]
[ 1.32400740e-02 -2.71120146e-01 5.78783276e-02 -2.36864134e-01
-1.91089693e-01 -2.31425734e-01 -2.70655176e-01 3.18228991e-02
-1.79446258e-02 9.18205683e-02 -1.60098463e-01 1.61771896e-01
-6.86558412e-02]
[ 1.71834274e-01 5.12408772e-02 -1.03695525e-01 -2.29332129e-01
-5.97009217e-02 -1.01692630e-01 -1.80333805e-01 2.33180545e-02
-1.86138727e-01 -2.33797393e-01 -1.89359689e-01 2.38204497e-01
-8.97125717e-02]
[ -1.72855510e-01 -1.81245689e-01 -1.11271221e-01 -2.07422503e-01
-5.05491196e-02 2.68243678e-02 -1.90202987e-01 -2.07106309e-01
-1.42528627e-01 -2.18053665e-02 -2.07289608e-01 1.54177260e-01
-2.24003830e-01]
[ -3.45985233e-02 -2.10260384e-01 -1.59781777e-01 -2.10822512e-01
-5.07794499e-02 4.40511597e-02 -4.89657793e-02 -4.26191881e-02
-2.25885206e-01 -2.82274403e-01 -3.61419308e-02 -7.19500916e-03
-7.20159544e-02]
[ 1.12351495e-01 8.24775311e-02 -1.17670249e-02 -1.56936073e-01
-3.22339250e-01 7.70885369e-03 -1.74567688e-01 -2.94401600e-01
-3.25152450e-01 1.07820895e-02 -8.33562034e-02 1.27510089e-01
-1.17753315e-01]
[ -6.40273308e-02 -8.89992154e-03 -2.84787289e-01 -4.33375443e-03
6.96648131e-02 1.55351254e-01 -2.38382107e-01 -1.86243211e-01
-5.57826232e-02 -6.91783171e-02 1.78026473e-01 5.77095600e-01
-9.42987248e-02]
[ 1.08243732e-01 3.50632863e-01 -2.03391487e-01 6.79297392e-01
1.20922685e-01 -1.82846710e-03 -2.52968300e-01 -4.03407473e-01
-2.58284947e-01 -3.88791740e-01 7.20780449e-01 9.64779326e-01
-8.87801606e-01]
[ -2.84524566e-02 1.86626654e-01 4.53602153e-02 2.34561116e-01
5.64420654e-03 -6.95647348e-02 -3.01662164e-01 -3.80850646e-01
-2.90958927e-01 -2.81457484e-01 5.02994667e-01 9.76674689e-01
-8.30296676e-01]
[ -4.87357779e-02 -1.26313525e-01 -1.56962672e-01 2.97826928e-01
-1.69554210e-01 2.33217838e-01 -9.39539087e-02 -2.38655830e-01
-2.52878182e-01 -4.55941644e-01 1.99848656e-01 5.11463439e-01
-4.13654193e-01]
[ 7.89109469e-02 -3.82508984e-01 -5.13327978e-02 -2.49715968e-02
-1.12560257e-01 1.99921137e-01 7.37874564e-02 1.67171768e-01
-1.72059811e-01 -3.54820395e-02 -6.88969202e-02 3.10649376e-01
-2.14973851e-01]
[ 2.03655465e-01 -2.92541399e-01 -1.21269790e-01 -8.42935754e-02
-2.10174161e-01 1.21814659e-01 1.48336012e-02 -1.47286638e-01
-5.71271225e-02 -9.69184474e-02 -1.37698347e-01 -1.60734912e-01
-1.26821299e-01]
[ -1.35754483e-01 -7.85672098e-02 3.74105569e-02 -2.46193401e-01
-5.59055160e-02 -1.41281847e-01 3.59292468e-02 -1.93894147e-02
-8.95847940e-02 -1.42133071e-02 -3.03818067e-01 -4.14814811e-01
-6.42102507e-02]
[ -1.40269371e-01 -1.38313149e-01 -6.74974739e-02 -2.66084780e-01
-3.47491145e-01 -2.88299185e-01 1.55801808e-01 1.33580917e-01
1.89367985e-02 1.10958314e-01 -2.41657330e-01 -7.65940038e-01
1.86571706e-02]
[ -1.62741786e-01 -2.39778008e-01 -2.99126706e-01 -4.78764977e-01
-2.85144545e-01 -2.09902350e-01 -3.13351153e-01 6.70307548e-02
-2.83873412e-02 -4.16938581e-01 -4.20603965e-01 -4.75981621e-01
-5.10759205e-01]
[ -1.13619182e-01 1.25983748e-01 1.91175445e-02 4.07134545e-02
-2.08263402e-01 -1.71096746e-01 -1.20242396e-01 1.44854005e-02
-1.15214635e-01 -1.63788689e-01 -1.55068691e-01 -2.91882769e-01
-5.78437430e-02]
[ -3.52102497e-01 -1.23763670e-01 -2.70116041e-01 1.64888336e-01
-2.06010626e-01 -2.28143730e-01 -6.59060709e-02 -1.18263793e-01
4.57232439e-02 5.98333360e-04 5.55411942e-02 -3.32124802e-01
4.37643975e-02]
[ -1.28743068e-01 -3.95612578e-02 -2.54473219e-01 6.40447772e-02
-2.22329753e-01 -2.78469539e-01 -3.60412997e-01 -2.12128217e-02
1.72876685e-02 -1.61607487e-01 -2.44908997e-01 -3.17786426e-01
-3.16262355e-03]
[ -2.22441957e-01 -5.33537200e-01 -3.35898010e-01 -2.70448555e-01
-3.26643224e-01 -2.28555741e-01 -2.23372358e-02 -2.67022714e-01
7.69732418e-02 -2.28737116e-01 -1.43753117e-01 -2.13873704e-01
-7.81558796e-02]
[ -2.17521056e-01 -2.96127344e-01 -3.19035643e-01 -1.21196597e-01
-9.19982562e-02 -1.49402107e-01 -8.08606700e-02 -1.54065958e-03
-1.95765740e-01 -5.17041985e-01 -2.40784877e-01 -1.78490320e-01
2.27636255e-02]
[ -1.16147252e-01 -2.43662096e-03 -2.38933554e-01 -5.63303432e-01
-2.53865933e-01 -2.59682067e-01 -1.35681845e-02 -3.73891261e-01
9.35417192e-02 -9.56718131e-02 -4.25573432e-01 -1.90274035e-01
-4.66622253e-01]]
Progress: 16.9% ... Training loss: 0.251 ... Validation loss: 0.441[[-0.10037365]
[ 0.25326788]
[-0.15479985]
[ 0.88113854]
[ 0.27179143]
[-0.02152293]
[-0.82645146]
[-0.94162957]
[-0.65085381]
[-0.96738849]
[ 1.14964364]
[ 2.86818126]
[-1.76990775]]
[[ -5.35161417e-01 -4.98525975e-01 -5.84743371e-01 -1.13798386e-01
-3.02218516e-01 -5.91746488e-01 -2.40544073e-01 -2.90940786e-01
-4.56759343e-01 -3.96143883e-01 1.38066528e-01 6.72581728e-01
8.41174756e-03]
[ 5.36075910e-03 -1.37190540e-01 4.99621392e-02 -4.14394690e-02
-4.15861471e-02 5.85845606e-02 -1.22124474e-01 2.13601102e-01
-1.33985287e-01 -1.79869737e-01 -6.18953890e-02 -8.20816260e-02
8.44985655e-02]
[ -2.14754902e-01 1.34827740e-01 -1.98393628e-02 1.45814010e-01
8.80948916e-02 -1.18677351e-01 1.31061459e-01 -8.19308382e-02
2.90839977e-01 -1.56066606e-01 2.43444640e-01 8.27096158e-01
7.19273292e-01]
[ 1.87631492e-01 -2.41340359e-01 -2.82268595e-01 -7.29470703e-03
-2.87879412e-01 1.28988787e-03 5.14838500e-02 -4.65024534e-01
1.26737177e-01 -3.46664954e-01 -2.25789566e-01 -4.28241618e-01
-1.29180557e-01]
[ 1.11793123e-01 1.34563521e-02 1.08494855e-01 -3.31325997e-02
-1.99975788e-02 7.07590335e-02 -9.35912519e-02 -1.45427335e-02
5.81904765e-02 1.90940710e-01 1.18733156e-01 -1.25004191e-01
-1.43298261e-01]
[ -4.82965434e-01 -5.96654634e-01 -6.02774229e-01 -5.92779574e-01
-5.82610974e-01 -5.63952007e-01 -3.07475734e-01 -1.64784729e-01
-4.37907160e-01 -2.42024148e-01 -4.88725269e-01 -7.02783517e-01
-4.71977224e-01]
[ -4.18255095e-01 -5.82332043e-01 -3.22385474e-01 -3.64788680e-01
-4.10393480e-01 -5.61295000e-01 -4.26413989e-01 -4.59999376e-01
-2.91011930e-01 -1.62738213e-01 -4.28972754e-01 -3.23798141e-01
-3.05383120e-01]
[ -3.27597693e-01 -3.45408778e-01 -4.73837135e-01 -1.84773734e-01
-3.13247892e-01 -4.16577935e-01 -2.63576181e-01 -2.12318777e-01
-2.84264329e-01 -4.77637800e-01 -2.05174253e-01 -4.64157277e-01
-3.30357806e-01]
[ -4.72804467e-01 -3.50677078e-01 -3.78075419e-01 -1.70360142e-01
-3.38771133e-01 -2.16024616e-01 -1.02855919e-01 -4.31533808e-01
-2.74769103e-01 -4.51559765e-01 -1.59052540e-01 -2.55710615e-01
-1.90579540e-01]
[ -9.55537522e-01 -9.28795624e-01 -9.80634632e-01 -7.17593426e-01
-1.01702620e+00 -9.83484680e-01 -6.33495411e-01 -6.28051119e-01
-7.63376850e-01 -5.80603357e-01 -6.74873553e-01 -4.90137450e-01
-6.07893881e-01]
[ -5.08344040e-01 -2.68504695e-01 -4.67135368e-01 -3.30128109e-01
-3.50343160e-01 -3.58533468e-01 -5.65945223e-01 -5.77794676e-01
-6.42117101e-01 -1.14485876e-01 -4.65769613e-01 -6.20048955e-01
-4.50793234e-01]
[ -1.16142921e-01 1.99310663e-02 -3.35227040e-01 -4.21672700e-01
-1.07345204e-01 -7.23663577e-02 -1.56620811e-01 -3.03387524e-01
-1.40665946e-01 1.21896471e-01 -4.23413747e-01 -8.02833356e-01
-3.56654835e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58887759e-01 -1.15706583e-01 1.64690259e-01 -2.70269138e-01
-1.29653435e-01 1.13391537e-01 -1.23993308e-01 1.78933956e-02
-8.20775401e-02 7.38557275e-02 -1.66193672e-01 -3.60635257e-01
2.31871438e-02]
[ -8.25280506e-02 -2.63969228e-01 -1.78213737e-01 -2.93417943e-01
-4.79428714e-01 -8.49249896e-02 -3.05634040e-02 1.70222569e-02
-5.23796182e-02 3.01706292e-02 -2.00347579e-01 -3.05336543e-01
-2.43971961e-01]
[ -7.45199162e-02 -8.91704842e-03 -2.38043359e-01 -2.47586802e-01
1.31430476e-01 -1.63441219e-01 -1.72963017e-01 6.14620224e-02
-8.03698078e-03 2.54108692e-02 -1.72885297e-01 4.14609765e-02
-4.57524748e-02]
[ 2.93647568e-02 -1.59733376e-01 -1.51989106e-01 -5.09744659e-02
-1.16816058e-01 -1.07712817e-01 8.06618125e-02 -1.71357994e-01
-3.32944371e-02 -2.89498530e-02 8.32279801e-03 -1.03243460e-01
2.59633220e-02]
[ -2.86059003e-01 -1.43275720e-01 -7.29691311e-02 -1.00887186e-01
-3.05461453e-01 -2.73237311e-01 -3.63924835e-01 5.36547600e-02
-3.05530090e-01 -2.09792562e-01 1.73115809e-01 -5.33365468e-02
2.68518271e-01]
[ -2.18800127e-01 -1.27273008e-01 -8.57382224e-02 -6.07096671e-02
-8.45643475e-02 -1.16317084e-01 -5.48434992e-02 4.89901315e-02
-1.19506369e-01 -1.65959442e-02 2.20406140e-02 -1.37262271e-01
3.85282634e-03]
[ -1.58117098e-01 -6.57385442e-02 -2.25916570e-01 -3.12907198e-01
-1.51574120e-01 -2.00474424e-01 -2.69638889e-01 -8.40249661e-02
1.66836415e-01 -1.72645254e-01 -3.31918895e-01 -2.50379194e-01
-1.79236130e-01]
[ -3.69055111e-01 -6.71528905e-02 -1.47553579e-01 -1.51635640e-01
-5.20426023e-02 -3.11546296e-01 4.48702138e-02 -6.42106929e-02
-1.15908901e-01 8.64856448e-02 3.89814973e-03 -1.94500007e-01
-2.11568397e-01]
[ -1.68299717e-01 -1.50981207e-01 -4.73380242e-02 -1.50381737e-01
-1.33860755e-01 -2.94156173e-01 -2.96215877e-02 -1.16684927e-01
-2.36604047e-01 3.87888572e-02 2.11197929e-01 -2.71129112e-02
-1.67577823e-01]
[ -1.37845343e-01 -1.72492646e-01 -1.14290821e-01 -2.60952157e-01
9.53758505e-02 -1.84456469e-02 -2.18920688e-01 -1.68327199e-01
8.96362914e-02 -1.12169960e-01 -1.24906391e-01 -7.77977396e-02
-3.60170076e-01]
[ -4.49833867e-02 -3.13869402e-02 -1.49164495e-01 -4.25213333e-02
-2.27424244e-01 6.27236336e-02 -8.73940635e-02 -5.23134148e-02
-2.34363314e-01 -9.28140217e-02 -7.37418645e-02 -3.21102326e-01
-1.90074934e-01]
[ -7.17646942e-02 2.59838366e-02 -1.28093432e-01 -3.11871529e-01
1.21286373e-01 2.08256213e-02 -2.19510988e-01 -1.61719219e-01
1.20276142e-01 -6.18991906e-02 -2.80117733e-01 -2.52116178e-01
-2.88796994e-01]
[ 8.29581818e-02 -3.14452350e-01 -8.07297793e-02 -4.46119894e-01
-2.26411294e-01 -8.82016143e-02 7.52228249e-02 1.14783464e-01
2.89707442e-03 3.11383465e-01 -5.18390053e-01 -7.40730810e-01
4.29371507e-01]
[ -2.19614591e-01 -2.49657456e-01 -1.29155226e-01 -2.97474150e-01
-3.04237835e-01 -9.23984735e-02 2.02029620e-01 4.08428685e-02
2.94758420e-01 4.13738075e-02 -3.94029023e-01 -9.29088001e-01
6.07632521e-01]
[ -9.76775842e-03 -1.92659780e-01 2.51918042e-02 -3.06723270e-01
-1.75256342e-01 1.67033835e-01 2.05492598e-01 2.68390397e-01
-1.88483041e-02 2.50303125e-01 -2.16627631e-01 -9.92050164e-01
7.14900915e-01]
[ 5.39586673e-03 -4.87961032e-02 -1.21687847e-01 -1.23306973e-01
-1.81404925e-01 -4.56273705e-02 2.96132795e-01 1.72738062e-01
2.60378798e-01 3.80764283e-01 -4.71477551e-01 -8.81475234e-01
7.26346505e-01]
[ -8.01892405e-02 -2.82666125e-01 6.13646351e-02 -3.64631996e-01
-1.50934852e-01 1.17914598e-01 3.65665243e-01 1.40353413e-01
-5.99712673e-02 1.71651726e-01 -5.51884251e-01 -9.01380257e-01
8.38532503e-01]
[ 1.22736585e-01 -9.18404987e-02 1.83976075e-02 -1.74587679e-01
-8.39176069e-02 -1.71901820e-02 2.47147138e-01 3.70165834e-01
4.09678418e-01 2.72764200e-01 -5.46020166e-01 -8.04005713e-01
5.39197180e-01]
[ -8.26261472e-03 -1.32754856e-01 2.00673836e-02 1.51852423e-02
-8.69794511e-02 -2.83796686e-01 3.57072752e-02 3.18673664e-01
-1.95632791e-02 8.84664481e-02 -2.48989863e-01 -6.97566024e-01
2.59735121e-01]
[ 8.02407868e-02 1.09920891e-01 2.80976539e-03 9.29222424e-02
-8.99273924e-02 -5.93685181e-02 -1.88234202e-01 -1.59607971e-01
-2.67286871e-01 -1.38045193e-01 -1.62328217e-01 2.37330011e-01
-1.73845342e-01]
[ 3.83214537e-02 -8.67155304e-02 1.39350687e-01 2.47099118e-01
2.57765027e-01 8.49429946e-03 -4.10286018e-01 -3.68083193e-01
-1.05956676e-01 -5.37867244e-01 2.04723277e-01 1.08673939e+00
-5.25320231e-01]
[ 3.42862659e-02 7.88456881e-02 -2.11765573e-01 5.29808080e-02
3.11212380e-02 -6.96603761e-04 -1.64542977e-01 -3.27256944e-01
-2.84429729e-01 -1.90288271e-01 -5.00555872e-02 -5.86171582e-02
-1.80804800e-01]
[ -5.71789259e-02 -2.11926392e-01 6.28557079e-02 8.96518502e-02
-1.31586571e-01 -1.34366025e-01 2.11752381e-02 -2.72407940e-02
6.70178294e-02 -3.81825183e-01 -3.11120864e-01 -2.37230752e-01
1.15564774e-02]
[ 1.32159986e-02 -2.71024410e-01 5.78180962e-02 -2.36653016e-01
-1.90963419e-01 -2.31428958e-01 -2.70887211e-01 3.06448864e-02
-1.82774527e-02 9.09483059e-02 -1.59321171e-01 1.64498284e-01
-6.94766613e-02]
[ 1.71752386e-01 5.14287637e-02 -1.03802971e-01 -2.28540289e-01
-5.95029191e-02 -1.01712202e-01 -1.81195181e-01 2.21766050e-02
-1.86788685e-01 -2.34645634e-01 -1.88129996e-01 2.42096778e-01
-9.19917235e-02]
[ -1.73066977e-01 -1.80878045e-01 -1.11526331e-01 -2.06422813e-01
-5.01171745e-02 2.67612477e-02 -1.91776043e-01 -2.08789624e-01
-1.43928890e-01 -2.39322311e-02 -2.05966997e-01 1.57086417e-01
-2.25352939e-01]
[ -3.46014571e-02 -2.10312100e-01 -1.59864275e-01 -2.11876501e-01
-5.08353352e-02 4.40544746e-02 -4.85263307e-02 -4.38218134e-02
-2.25552613e-01 -2.83224954e-01 -3.61573209e-02 -4.60609126e-03
-7.16807978e-02]
[ 1.12201569e-01 8.28873108e-02 -1.19271970e-02 -1.55649239e-01
-3.22017493e-01 7.67803517e-03 -1.76078895e-01 -2.96359406e-01
-3.26660754e-01 9.73483624e-03 -8.12846900e-02 1.37177747e-01
-1.23000742e-01]
[ -6.40878684e-02 -8.65878541e-03 -2.84911649e-01 -3.56840858e-03
6.99474072e-02 1.55331726e-01 -2.39155923e-01 -1.87606789e-01
-5.64354634e-02 -7.06851318e-02 1.79575213e-01 5.80752950e-01
-9.64129618e-02]
[ 1.08254885e-01 3.50657609e-01 -2.03319367e-01 6.79465363e-01
1.20845787e-01 -1.82228796e-03 -2.52719053e-01 -4.02739822e-01
-2.58199453e-01 -3.87937807e-01 7.20595253e-01 9.64948992e-01
-8.87826747e-01]
[ -2.86359721e-02 1.87250039e-01 4.50026405e-02 2.38221134e-01
6.37316098e-03 -6.96128939e-02 -3.04138206e-01 -3.82949778e-01
-2.92952103e-01 -2.84153407e-01 5.08376656e-01 9.90851266e-01
-8.36757802e-01]
[ -4.86390243e-02 -1.26417769e-01 -1.56877006e-01 2.98119468e-01
-1.69620839e-01 2.33240990e-01 -9.45017264e-02 -2.38925369e-01
-2.53036426e-01 -4.55547876e-01 2.00784999e-01 5.11897281e-01
-4.15954484e-01]
[ 7.86841479e-02 -3.82015749e-01 -5.17456500e-02 -2.18954740e-02
-1.11920424e-01 1.99856371e-01 7.08089966e-02 1.63212006e-01
-1.74149126e-01 -3.92855670e-02 -6.43813059e-02 3.23728062e-01
-2.22778882e-01]
[ 2.03633961e-01 -2.92428376e-01 -1.21312438e-01 -8.37277284e-02
-2.10092491e-01 1.21805246e-01 1.44867275e-02 -1.47535161e-01
-5.74901023e-02 -9.71973663e-02 -1.37336340e-01 -1.60646450e-01
-1.27961829e-01]
[ -1.35815028e-01 -7.83222217e-02 3.72883253e-02 -2.45465520e-01
-5.56729539e-02 -1.41297790e-01 3.48408290e-02 -2.04183856e-02
-9.05534800e-02 -1.51254603e-02 -3.02698654e-01 -4.10801524e-01
-6.69882668e-02]
[ -1.40245510e-01 -1.38392099e-01 -6.74392871e-02 -2.66339612e-01
-3.47571592e-01 -2.88294194e-01 1.56249137e-01 1.34205900e-01
1.91910492e-02 1.11670854e-01 -2.42236947e-01 -7.67624613e-01
1.95733234e-02]
[ -1.62620189e-01 -2.39487131e-01 -2.99235090e-01 -4.78991952e-01
-2.84841038e-01 -2.09883503e-01 -3.14024355e-01 6.35668636e-02
-2.96035355e-02 -4.19003973e-01 -4.18121510e-01 -4.65558194e-01
-5.17724187e-01]
[ -1.13572975e-01 1.25937109e-01 1.91345998e-02 4.13222892e-02
-2.08335995e-01 -1.71089192e-01 -1.21262501e-01 1.43780115e-02
-1.15782739e-01 -1.64009926e-01 -1.54575233e-01 -2.90574857e-01
-6.13754528e-02]
[ -3.52251898e-01 -1.23484195e-01 -2.70324992e-01 1.66737832e-01
-2.05698565e-01 -2.28185681e-01 -6.75933562e-02 -1.19782543e-01
4.47327666e-02 -1.65516702e-03 5.73894774e-02 -3.27998896e-01
3.96445063e-02]
[ -1.29038439e-01 -3.89776944e-02 -2.54755869e-01 6.70744589e-02
-2.21840623e-01 -2.78535388e-01 -3.61678162e-01 -2.24027618e-02
1.58867468e-02 -1.63320393e-01 -2.41619006e-01 -3.10739773e-01
-6.03450730e-03]
[ -2.22842405e-01 -5.32616182e-01 -3.36448890e-01 -2.64401644e-01
-3.25405288e-01 -2.28641162e-01 -2.85987826e-02 -2.71350062e-01
7.25511721e-02 -2.32980679e-01 -1.34493451e-01 -1.91979979e-01
-9.38404475e-02]
[ -2.17537139e-01 -2.96028369e-01 -3.19019013e-01 -1.20871359e-01
-9.19271704e-02 -1.49402357e-01 -8.11761567e-02 -1.39541867e-03
-1.96198855e-01 -5.16527829e-01 -2.40470831e-01 -1.76429035e-01
2.14247521e-02]
[ -1.16204962e-01 -2.06029325e-03 -2.39098521e-01 -5.63059236e-01
-2.53529429e-01 -2.59704273e-01 -1.45900339e-02 -3.75995856e-01
9.24927709e-02 -9.78176933e-02 -4.24209939e-01 -1.84467693e-01
-4.69796159e-01]]
Progress: 16.9% ... Training loss: 0.256 ... Validation loss: 0.431[[-0.11204171]
[ 0.23134189]
[-0.17080038]
[ 0.85834378]
[ 0.25378244]
[-0.03415178]
[-0.84724105]
[-0.96869158]
[-0.66644555]
[-0.99408587]
[ 1.12010692]
[ 2.82300009]
[-1.80061635]]
[[ -5.34366476e-01 -5.00616352e-01 -5.83627865e-01 -1.23502018e-01
-3.04292507e-01 -5.91605694e-01 -2.31302730e-01 -2.80101394e-01
-4.50736812e-01 -3.85485593e-01 1.24701794e-01 6.37762112e-01
3.04152034e-02]
[ 5.34671347e-03 -1.37150967e-01 4.99499889e-02 -4.12598395e-02
-4.15497786e-02 5.85812173e-02 -1.22338871e-01 2.13312590e-01
-1.34204984e-01 -1.80000257e-01 -6.17459615e-02 -8.15924502e-02
8.39648307e-02]
[ -2.15022978e-01 1.33223864e-01 -1.92343435e-02 1.41517797e-01
8.69887804e-02 -1.18715013e-01 1.33578320e-01 -7.69262157e-02
2.94010870e-01 -1.54112220e-01 2.36197883e-01 8.14006225e-01
7.38059799e-01]
[ 1.86648855e-01 -2.36470208e-01 -2.84829817e-01 8.83480325e-03
-2.83306543e-01 1.06019044e-03 3.85220221e-02 -4.84801190e-01
1.16330986e-01 -3.65503319e-01 -1.98602496e-01 -3.63495667e-01
-1.60648618e-01]
[ 1.11416940e-01 1.39804693e-02 1.08189523e-01 -2.95702451e-02
-1.88989668e-02 7.06985178e-02 -9.94220751e-02 -1.76480192e-02
5.45812500e-02 1.87285838e-01 1.22905563e-01 -1.19958730e-01
-1.56895240e-01]
[ -4.82483445e-01 -5.97812981e-01 -6.02203730e-01 -5.97331198e-01
-5.83758903e-01 -5.63854566e-01 -3.03392490e-01 -1.58822542e-01
-4.35282747e-01 -2.35723990e-01 -4.95787378e-01 -7.19912251e-01
-4.66842165e-01]
[ -4.17872866e-01 -5.84013274e-01 -3.21543088e-01 -3.70321096e-01
-4.12045641e-01 -5.61216780e-01 -4.21245117e-01 -4.53692061e-01
-2.88242647e-01 -1.55003481e-01 -4.37211335e-01 -3.47503613e-01
-2.93045827e-01]
[ -3.27606296e-01 -3.46102998e-01 -4.73506554e-01 -1.87305598e-01
-3.13887678e-01 -4.16573458e-01 -2.61435461e-01 -2.08503185e-01
-2.82424567e-01 -4.75990134e-01 -2.09897722e-01 -4.72277233e-01
-3.22627292e-01]
[ -4.72627350e-01 -3.51172442e-01 -3.77831553e-01 -1.72749701e-01
-3.39193036e-01 -2.15976675e-01 -1.00928405e-01 -4.29693805e-01
-2.73472819e-01 -4.49528681e-01 -1.61748105e-01 -2.60626706e-01
-1.86876539e-01]
[ -9.55064779e-01 -9.31275487e-01 -9.79501618e-01 -7.26202245e-01
-1.01926107e+00 -9.83367497e-01 -6.24902809e-01 -6.16552902e-01
-7.58384227e-01 -5.70823562e-01 -6.88867110e-01 -5.21445942e-01
-5.86688005e-01]
[ -5.07938099e-01 -2.69464908e-01 -4.66492061e-01 -3.34501390e-01
-3.51330493e-01 -3.58450330e-01 -5.63166074e-01 -5.72475729e-01
-6.39456920e-01 -1.08899071e-01 -4.70996244e-01 -6.32990731e-01
-4.44639297e-01]
[ -1.15988872e-01 1.93419794e-02 -3.35016030e-01 -4.23696059e-01
-1.07984783e-01 -7.23385991e-02 -1.54672213e-01 -3.02279592e-01
-1.39789008e-01 1.24243509e-01 -4.26913285e-01 -8.12453340e-01
-3.55108780e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58746282e-01 -1.15990128e-01 1.64819094e-01 -2.71496098e-01
-1.29896394e-01 1.13419163e-01 -1.22951496e-01 1.87107684e-02
-8.13060208e-02 7.52739368e-02 -1.67862364e-01 -3.62986566e-01
2.41308837e-02]
[ -8.22469542e-02 -2.64640927e-01 -1.77867998e-01 -2.95950248e-01
-4.80042425e-01 -8.48710556e-02 -2.83819554e-02 2.06112659e-02
-5.09294976e-02 3.39177741e-02 -2.04654043e-01 -3.16071875e-01
-2.41061531e-01]
[ -7.43196295e-02 -9.58608570e-03 -2.37679062e-01 -2.49603713e-01
1.30731275e-01 -1.63396974e-01 -1.71042355e-01 6.47166408e-02
-6.72001369e-03 2.90904628e-02 -1.76379028e-01 3.06810007e-02
-4.22853840e-02]
[ 2.97025416e-02 -1.60742097e-01 -1.51462514e-01 -5.47743626e-02
-1.17977277e-01 -1.07646696e-01 8.43505944e-02 -1.67779471e-01
-3.08711795e-02 -2.41741890e-02 2.43675996e-03 -1.18458478e-01
3.25387469e-02]
[ -2.86055462e-01 -1.43455491e-01 -7.28784702e-02 -1.02068044e-01
-3.05643228e-01 -2.73239308e-01 -3.62989777e-01 5.48136343e-02
-3.05290734e-01 -2.08743763e-01 1.71764372e-01 -5.91416097e-02
2.72762581e-01]
[ -2.18858162e-01 -1.27445781e-01 -8.57052488e-02 -5.99812619e-02
-8.45324654e-02 -1.16323532e-01 -5.52731509e-02 4.91173692e-02
-1.20093256e-01 -1.64393523e-02 2.29224932e-02 -1.34595052e-01
3.02549630e-03]
[ -1.58039285e-01 -6.65122232e-02 -2.25618389e-01 -3.14939042e-01
-1.52255685e-01 -2.00453701e-01 -2.68498267e-01 -8.19952019e-02
1.68177124e-01 -1.70612456e-01 -3.35617409e-01 -2.54076198e-01
-1.75138407e-01]
[ -3.68964339e-01 -6.78359353e-02 -1.47262801e-01 -1.54420429e-01
-5.27028181e-02 -3.11526643e-01 4.69458882e-02 -6.10853918e-02
-1.14138350e-01 8.84993389e-02 1.13244178e-04 -2.04000102e-01
-2.04974272e-01]
[ -1.68435568e-01 -1.50365817e-01 -4.75337027e-02 -1.48809582e-01
-1.33305321e-01 -2.94182409e-01 -3.00480787e-02 -1.17346591e-01
-2.37394872e-01 3.72200979e-02 2.13072156e-01 -2.41246801e-02
-1.68774933e-01]
[ -1.37808871e-01 -1.72615967e-01 -1.14226067e-01 -2.61462084e-01
9.52821337e-02 -1.84338919e-02 -2.18261201e-01 -1.67886388e-01
9.01304021e-02 -1.11700367e-01 -1.25535404e-01 -7.97040242e-02
-3.59045927e-01]
[ -4.48171762e-02 -3.18010888e-02 -1.48941127e-01 -4.42600282e-02
-2.27797557e-01 6.27641280e-02 -8.60683409e-02 -5.08796950e-02
-2.33439840e-01 -9.11645860e-02 -7.56854077e-02 -3.24744422e-01
-1.88020614e-01]
[ -7.18735299e-02 2.63190240e-02 -1.28276601e-01 -3.11355363e-01
1.21544954e-01 2.08038299e-02 -2.20303765e-01 -1.62687691e-01
1.19453531e-01 -6.36083142e-02 -2.78831229e-01 -2.48009703e-01
-2.89878001e-01]
[ 8.29924156e-02 -3.14531861e-01 -8.06722214e-02 -4.47029612e-01
-2.26516351e-01 -8.81980763e-02 7.59729912e-02 1.15421365e-01
3.13302688e-03 3.12136323e-01 -5.19656364e-01 -7.44574936e-01
4.32069389e-01]
[ -2.19578325e-01 -2.49692934e-01 -1.29117721e-01 -2.97581904e-01
-3.04274736e-01 -9.23899727e-02 2.02459040e-01 4.13134632e-02
2.94877424e-01 4.20044408e-02 -3.94235390e-01 -9.28595088e-01
6.08076877e-01]
[ -9.75357734e-03 -1.92695264e-01 2.52288044e-02 -3.07084361e-01
-1.75288979e-01 1.67036405e-01 2.05760863e-01 2.68695395e-01
-1.86452216e-02 2.50656754e-01 -2.17176468e-01 -9.93839325e-01
7.16262816e-01]
[ 5.42359782e-03 -4.89547754e-02 -1.21633354e-01 -1.24160002e-01
-1.81552204e-01 -4.56196137e-02 2.96873304e-01 1.73466442e-01
2.60782923e-01 3.81549060e-01 -4.72568881e-01 -8.84197635e-01
7.28419650e-01]
[ -8.01836393e-02 -2.82658067e-01 6.13778990e-02 -3.64705397e-01
-1.50956702e-01 1.17915245e-01 3.65914438e-01 1.40522033e-01
-5.99698043e-02 1.71889203e-01 -5.52259017e-01 -9.02111601e-01
8.39106919e-01]
[ 1.22731249e-01 -9.18267310e-02 1.83923939e-02 -1.74516437e-01
-8.39055486e-02 -1.71909951e-02 2.47077322e-01 3.70094559e-01
4.09619073e-01 2.72700481e-01 -5.45972646e-01 -8.03927684e-01
5.39026672e-01]
[ -8.16478679e-03 -1.32944910e-01 2.01678940e-02 1.42783220e-02
-8.71887117e-02 -2.83783354e-01 3.66677595e-02 3.19520270e-01
-1.88514944e-02 8.94213828e-02 -2.49895238e-01 -6.99718047e-01
2.62258256e-01]
[ 8.00086416e-02 1.10545761e-01 2.54986830e-03 9.60944327e-02
-8.93028113e-02 -5.94103978e-02 -1.90643545e-01 -1.61266674e-01
-2.68805333e-01 -1.40447367e-01 -1.58642310e-01 2.44615801e-01
-1.78602574e-01]
[ 3.83694235e-02 -8.67917941e-02 1.39363252e-01 2.47543773e-01
2.57761443e-01 8.50447555e-03 -4.10477162e-01 -3.67434666e-01
-1.06348671e-01 -5.37591154e-01 2.05588032e-01 1.08797327e+00
-5.27337047e-01]
[ 3.43410402e-02 7.87254093e-02 -2.11717486e-01 5.25819257e-02
3.10100220e-02 -6.85796877e-04 -1.64084818e-01 -3.26806301e-01
-2.84109837e-01 -1.89640398e-01 -5.05632543e-02 -5.91959661e-02
-1.80182719e-01]
[ -5.70850810e-02 -2.12442557e-01 6.30823728e-02 8.66376721e-02
-1.32209481e-01 -1.34345886e-01 2.33364848e-02 -2.47103528e-02
6.86450439e-02 -3.80194723e-01 -3.14814901e-01 -2.48304330e-01
1.84451371e-02]
[ 1.31257227e-02 -2.70931456e-01 5.77037902e-02 -2.36453127e-01
-1.90840989e-01 -2.31445944e-01 -2.71655162e-01 2.98072762e-02
-1.88375605e-02 8.99332403e-02 -1.58665467e-01 1.67278026e-01
-7.03358103e-02]
[ 1.71767611e-01 5.12283444e-02 -1.03719998e-01 -2.29208547e-01
-5.96293670e-02 -1.01707293e-01 -1.80667972e-01 2.29651724e-02
-1.86269312e-01 -2.34278701e-01 -1.89176355e-01 2.40337820e-01
-9.02406031e-02]
[ -1.73031884e-01 -1.80962519e-01 -1.11463915e-01 -2.06777555e-01
-5.02461815e-02 2.67697134e-02 -1.91419467e-01 -2.08586492e-01
-1.43642387e-01 -2.34907098e-02 -2.06415902e-01 1.55700583e-01
-2.24486339e-01]
[ -3.46780774e-02 -2.10223631e-01 -1.59912770e-01 -2.11760507e-01
-5.07249942e-02 4.40408479e-02 -4.90976150e-02 -4.43871174e-02
-2.26173955e-01 -2.83604165e-01 -3.55632619e-02 -2.80186691e-03
-7.25541305e-02]
[ 1.12350450e-01 8.20533753e-02 -1.14781639e-02 -1.59298585e-01
-3.22833558e-01 7.71271342e-03 -1.73262025e-01 -2.92320425e-01
-3.24935092e-01 1.37319257e-02 -8.71389131e-02 1.23964476e-01
-1.13485011e-01]
[ -6.41004935e-02 -8.26151895e-03 -2.85036284e-01 -2.55695433e-03
7.03675532e-02 1.55324097e-01 -2.39978546e-01 -1.88596639e-01
-5.69863543e-02 -7.20900363e-02 1.81860609e-01 5.84171663e-01
-9.95330715e-02]
[ 1.08343803e-01 3.50299716e-01 -2.03136963e-01 6.78531376e-01
1.20592678e-01 -1.80160062e-03 -2.51822397e-01 -4.01037348e-01
-2.57701594e-01 -3.86128730e-01 7.18603894e-01 9.60634690e-01
-8.87419225e-01]
[ -2.80640775e-02 1.85264994e-01 4.59173913e-02 2.32234191e-01
4.47123004e-03 -6.94987447e-02 -2.99010793e-01 -3.77391302e-01
-2.88735534e-01 -2.76792548e-01 4.98725011e-01 9.72275314e-01
-8.28318119e-01]
[ -4.85138989e-02 -1.26829022e-01 -1.56683274e-01 2.96593201e-01
-1.70038559e-01 2.33273374e-01 -9.28684304e-02 -2.36961525e-01
-2.51914254e-01 -4.53841907e-01 1.98155734e-01 5.03964092e-01
-4.13449745e-01]
[ 7.87042076e-02 -3.82097553e-01 -5.17117589e-02 -2.19375086e-02
-1.12045298e-01 1.99862960e-01 7.10878290e-02 1.63752198e-01
-1.74073478e-01 -3.87185729e-02 -6.47492135e-02 3.22735548e-01
-2.22714575e-01]
[ 2.03648193e-01 -2.92512271e-01 -1.21293459e-01 -8.38829547e-02
-2.10177174e-01 1.21811124e-01 1.47327936e-02 -1.47344603e-01
-5.74097487e-02 -9.69600214e-02 -1.37529411e-01 -1.60903911e-01
-1.27997025e-01]
[ -1.35854204e-01 -7.82365370e-02 3.72399247e-02 -2.45230012e-01
-5.55920523e-02 -1.41305473e-01 3.44850815e-02 -2.08503899e-02
-9.08552370e-02 -1.55523633e-02 -3.02416067e-01 -4.10181932e-01
-6.74984309e-02]
[ -1.40188458e-01 -1.38481707e-01 -6.73768307e-02 -2.66654230e-01
-3.47659296e-01 -2.88282704e-01 1.56857033e-01 1.34912808e-01
1.95780350e-02 1.12321950e-01 -2.42595176e-01 -7.67884829e-01
2.00864189e-02]
[ -1.62605747e-01 -2.39390478e-01 -2.99279708e-01 -4.79319591e-01
-2.84770035e-01 -2.09884874e-01 -3.14163320e-01 6.34479895e-02
-3.01645779e-02 -4.19268650e-01 -4.18166254e-01 -4.66526522e-01
-5.19518634e-01]
[ -1.13338315e-01 1.24806859e-01 1.97396565e-02 3.75756719e-02
-2.09314571e-01 -1.71037494e-01 -1.18025121e-01 1.94204162e-02
-1.13347651e-01 -1.58992586e-01 -1.60558966e-01 -3.04898065e-01
-5.10732009e-02]
[ -3.52148420e-01 -1.23987419e-01 -2.70090543e-01 1.64895051e-01
-2.06225787e-01 -2.28157203e-01 -6.61020931e-02 -1.17496926e-01
4.55496797e-02 7.78866923e-04 5.45957404e-02 -3.34574306e-01
4.29754018e-02]
[ -1.28819040e-01 -3.98706049e-02 -2.54367373e-01 6.31312857e-02
-2.22713993e-01 -2.78485204e-01 -3.59220710e-01 -1.95570673e-02
1.81861060e-02 -1.60022173e-01 -2.46986188e-01 -3.23111526e-01
1.10211289e-03]
[ -2.22947878e-01 -5.32465415e-01 -3.36502099e-01 -2.62558382e-01
-3.25178348e-01 -2.28653438e-01 -2.94609484e-02 -2.71087528e-01
7.13010633e-02 -2.32680685e-01 -1.32715661e-01 -1.86430784e-01
-9.67948117e-02]
[ -2.17335901e-01 -2.96537519e-01 -3.18759223e-01 -1.23822720e-01
-9.26172030e-02 -1.49359276e-01 -7.80228177e-02 2.09008009e-03
-1.94473133e-01 -5.13941879e-01 -2.44282115e-01 -1.85870304e-01
2.89268597e-02]
[ -1.15839974e-01 -3.30134176e-03 -2.38501153e-01 -5.67096388e-01
-2.54619948e-01 -2.59635990e-01 -1.06079859e-02 -3.71873633e-01
9.55565811e-02 -9.34749157e-02 -4.30706773e-01 -2.00207174e-01
-4.64413355e-01]]
Progress: 17.0% ... Training loss: 0.249 ... Validation loss: 0.445[[-0.10871063]
[ 0.22727816]
[-0.16899597]
[ 0.85243476]
[ 0.24803541]
[-0.03038627]
[-0.84594856]
[-0.96596623]
[-0.66765926]
[-0.98311862]
[ 1.10819409]
[ 2.78362042]
[-1.81658092]]
[[ -5.33897572e-01 -5.02137469e-01 -5.82977094e-01 -1.30477188e-01
-3.06281284e-01 -5.91470106e-01 -2.25504867e-01 -2.75308340e-01
-4.44920149e-01 -3.83230166e-01 1.12195723e-01 6.09549082e-01
4.84606372e-02]
[ 5.34164437e-03 -1.37144197e-01 4.99436957e-02 -4.12328143e-02
-4.15438453e-02 5.85799146e-02 -1.22371862e-01 2.13252576e-01
-1.34226147e-01 -1.80061794e-01 -6.17148664e-02 -8.15707099e-02
8.39068452e-02]
[ -2.13712653e-01 1.28959079e-01 -1.67971110e-02 1.23046615e-01
8.19833478e-02 -1.18315927e-01 1.51618345e-01 -5.46044333e-02
3.08438927e-01 -1.36942715e-01 2.05101392e-01 7.45011633e-01
7.81140515e-01]
[ 1.87014743e-01 -2.36513900e-01 -2.84727061e-01 7.72498124e-03
-2.83257019e-01 1.12671667e-03 3.68030927e-02 -4.87327451e-01
1.15592042e-01 -3.65709425e-01 -1.97201956e-01 -3.72307701e-01
-1.67533205e-01]
[ 1.11630883e-01 1.49418555e-02 1.07875260e-01 -2.65107351e-02
-1.77259973e-02 7.06642171e-02 -9.94784357e-02 -2.02626787e-02
5.38549274e-02 1.85205883e-01 1.26408632e-01 -1.27096219e-01
-1.57517047e-01]
[ -4.82790951e-01 -5.97430673e-01 -6.02538455e-01 -5.95903539e-01
-5.83364783e-01 -5.63936875e-01 -3.05860147e-01 -1.62411400e-01
-4.36755279e-01 -2.39166986e-01 -4.93785599e-01 -7.15739002e-01
-4.69793609e-01]
[ -4.17927751e-01 -5.84101977e-01 -3.21641893e-01 -3.69330650e-01
-4.12013656e-01 -5.61234984e-01 -4.23500916e-01 -4.55569215e-01
-2.89246658e-01 -1.56884907e-01 -4.37800589e-01 -3.43043332e-01
-2.98996177e-01]
[ -3.27085458e-01 -3.48028283e-01 -4.72557654e-01 -1.96288662e-01
-3.16353291e-01 -4.16409395e-01 -2.53638301e-01 -2.00495356e-01
-2.75411016e-01 -4.71417113e-01 -2.24863502e-01 -5.13027644e-01
-3.01801142e-01]
[ -4.73014173e-01 -3.50189198e-01 -3.78534938e-01 -1.69855996e-01
-3.38160963e-01 -2.16114108e-01 -1.04032715e-01 -4.33615015e-01
-2.76481997e-01 -4.54631765e-01 -1.56726753e-01 -2.46809485e-01
-1.92422119e-01]
[ -9.55333741e-01 -9.31375348e-01 -9.79801180e-01 -7.25700724e-01
-1.01948837e+00 -9.83422725e-01 -6.26131530e-01 -6.18209379e-01
-7.58192357e-01 -5.75772295e-01 -6.91096691e-01 -5.21085694e-01
-5.87422212e-01]
[ -5.07904918e-01 -2.69998101e-01 -4.66378267e-01 -3.37510089e-01
-3.52106238e-01 -3.58456495e-01 -5.61373665e-01 -5.71217051e-01
-6.37960014e-01 -1.08790505e-01 -4.75639713e-01 -6.44163191e-01
-4.37468365e-01]
[ -1.15981466e-01 1.93265982e-02 -3.35018276e-01 -4.24860136e-01
-1.07989171e-01 -7.23510892e-02 -1.55266506e-01 -3.03261185e-01
-1.39949954e-01 1.23229191e-01 -4.28572137e-01 -8.19940788e-01
-3.55166729e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58773279e-01 -1.15935586e-01 1.64760994e-01 -2.71383370e-01
-1.29839254e-01 1.13410953e-01 -1.23119327e-01 1.82757243e-02
-8.14077031e-02 7.49059187e-02 -1.67751193e-01 -3.63222276e-01
2.36400929e-02]
[ -8.25321383e-02 -2.64203121e-01 -1.78203183e-01 -2.94208269e-01
-4.79572336e-01 -8.49506093e-02 -3.09215925e-02 1.67656875e-02
-5.23881873e-02 3.01452788e-02 -2.01868150e-01 -3.08631641e-01
-2.43742274e-01]
[ -7.43116855e-02 -9.71950276e-03 -2.37578900e-01 -2.50240726e-01
1.30539049e-01 -1.63388236e-01 -1.70736039e-01 6.57812188e-02
-6.51988271e-03 3.01336174e-02 -1.77685848e-01 2.67028925e-02
-4.14044397e-02]
[ 2.92914156e-02 -1.60055289e-01 -1.51943047e-01 -5.07597792e-02
-1.17175126e-01 -1.07752773e-01 8.02440569e-02 -1.71226607e-01
-3.37365092e-02 -2.83713743e-02 6.59277011e-03 -1.07868145e-01
2.39354902e-02]
[ -2.85922634e-01 -1.43695166e-01 -7.28244553e-02 -1.03366227e-01
-3.05809377e-01 -2.73210802e-01 -3.62640792e-01 5.46670843e-02
-3.04993826e-01 -2.08647280e-01 1.70342530e-01 -6.07824241e-02
2.73143990e-01]
[ -2.18768574e-01 -1.27353970e-01 -8.56840031e-02 -5.88352812e-02
-8.45200706e-02 -1.16307790e-01 -5.54554089e-02 4.79269014e-02
-1.19991525e-01 -1.73824335e-02 2.26847099e-02 -1.32587398e-01
-7.05254479e-05]
[ -1.57845988e-01 -6.73202330e-02 -2.25266886e-01 -3.18781560e-01
-1.53207557e-01 -2.00393588e-01 -2.65342852e-01 -7.69942013e-02
1.71677304e-01 -1.68446974e-01 -3.41981219e-01 -2.75111001e-01
-1.64571773e-01]
[ -3.68650219e-01 -6.90951822e-02 -1.46563542e-01 -1.59986114e-01
-5.42738357e-02 -3.11418369e-01 5.14086658e-02 -5.55709464e-02
-1.10547074e-01 9.28074905e-02 -8.18686327e-03 -2.23801086e-01
-1.92969081e-01]
[ -1.68323460e-01 -1.50760866e-01 -4.73946225e-02 -1.50881068e-01
-1.33747946e-01 -2.94154201e-01 -2.85682599e-02 -1.17521258e-01
-2.36317164e-01 3.78331155e-02 2.10332180e-01 -2.88541983e-02
-1.66151281e-01]
[ -1.38014092e-01 -1.72073025e-01 -1.14641119e-01 -2.60186210e-01
9.58819637e-02 -1.85088483e-02 -2.20247094e-01 -1.70203417e-01
8.81226879e-02 -1.14991439e-01 -1.22577202e-01 -7.09918506e-02
-3.62513202e-01]
[ -4.49455071e-02 -3.15260263e-02 -1.49134183e-01 -4.32638712e-02
-2.27528787e-01 6.27202096e-02 -8.69680082e-02 -5.22243577e-02
-2.34137537e-01 -9.24339925e-02 -7.45080372e-02 -3.21981688e-01
-1.89731722e-01]
[ -7.18949318e-02 2.64170164e-02 -1.28347955e-01 -3.10899034e-01
1.21651033e-01 2.07930821e-02 -2.20205858e-01 -1.62745972e-01
1.19344541e-01 -6.38478286e-02 -2.78181437e-01 -2.46402554e-01
-2.89907859e-01]
[ 8.28891318e-02 -3.14330769e-01 -8.08134885e-02 -4.46505437e-01
-2.26328432e-01 -8.82244472e-02 7.48773438e-02 1.13893919e-01
2.29756479e-03 3.10702563e-01 -5.18909010e-01 -7.42176892e-01
4.29806713e-01]
[ -2.19616349e-01 -2.49637398e-01 -1.29152417e-01 -2.97631675e-01
-3.04203348e-01 -9.24006996e-02 2.02285023e-01 4.13170337e-02
2.94731312e-01 4.17631038e-02 -3.94394099e-01 -9.29312877e-01
6.08331758e-01]
[ -9.74029754e-03 -1.92713310e-01 2.52382437e-02 -3.07391012e-01
-1.75323461e-01 1.67039832e-01 2.06162730e-01 2.69005031e-01
-1.84010964e-02 2.50782344e-01 -2.17540425e-01 -9.94932696e-01
7.17397028e-01]
[ 5.34612190e-03 -4.88434949e-02 -1.21729653e-01 -1.23570379e-01
-1.81437460e-01 -4.56391177e-02 2.96086278e-01 1.72598108e-01
2.60096204e-01 3.80401260e-01 -4.71814796e-01 -8.83276253e-01
7.26328948e-01]
[ -8.02355671e-02 -2.82575401e-01 6.13069836e-02 -3.64415492e-01
-1.50880652e-01 1.17900958e-01 3.65524408e-01 1.40265623e-01
-6.01972829e-02 1.71365447e-01 -5.52135540e-01 -9.02230455e-01
8.38334552e-01]
[ 1.22683227e-01 -9.17422783e-02 1.83302528e-02 -1.73993263e-01
-8.38201661e-02 -1.72037029e-02 2.46537309e-01 3.69577290e-01
4.09123286e-01 2.72114190e-01 -5.45425751e-01 -8.02903500e-01
5.37693848e-01]
[ -8.19909940e-03 -1.32847666e-01 2.01042042e-02 1.49208381e-02
-8.70766289e-02 -2.83793161e-01 3.59484805e-02 3.18727535e-01
-1.93530612e-02 8.86802045e-02 -2.48984760e-01 -6.98281806e-01
2.60747372e-01]
[ 8.01372457e-02 1.10193255e-01 2.69165971e-03 9.52808571e-02
-8.95619404e-02 -5.93745760e-02 -1.89661944e-01 -1.59916512e-01
-2.67577894e-01 -1.39901421e-01 -1.59581432e-01 2.40712223e-01
-1.75914417e-01]
[ 3.87750936e-02 -8.79433062e-02 1.39969693e-01 2.42017984e-01
2.56300829e-01 8.60934541e-03 -4.06107511e-01 -3.62900879e-01
-1.02121486e-01 -5.34845408e-01 1.97330097e-01 1.06260476e+00
-5.17324410e-01]
[ 3.42268785e-02 7.87525922e-02 -2.11796630e-01 5.30692590e-02
3.11291325e-02 -7.12822976e-04 -1.64672613e-01 -3.26802950e-01
-2.84336954e-01 -1.90436750e-01 -5.01758002e-02 -5.91927018e-02
-1.80946433e-01]
[ -5.71744124e-02 -2.12350276e-01 6.29750406e-02 8.75872347e-02
-1.32048407e-01 -1.34363507e-01 2.22245079e-02 -2.60606692e-02
6.79049872e-02 -3.81200411e-01 -3.13722015e-01 -2.44553542e-01
1.61429611e-02]
[ 1.27839974e-02 -2.70344862e-01 5.71891287e-02 -2.35078308e-01
-1.90297378e-01 -2.31536449e-01 -2.74262841e-01 2.61519917e-02
-2.11635990e-02 8.58512431e-02 -1.55805414e-01 1.76910127e-01
-7.42469458e-02]
[ 1.71779910e-01 5.11245263e-02 -1.03637069e-01 -2.29861085e-01
-5.98155856e-02 -1.01697652e-01 -1.80078268e-01 2.35827720e-02
-1.85843701e-01 -2.33464060e-01 -1.90388828e-01 2.39625694e-01
-8.86554091e-02]
[ -1.73155638e-01 -1.80783014e-01 -1.11621883e-01 -2.06762198e-01
-5.01274614e-02 2.67255872e-02 -1.92039495e-01 -2.09261768e-01
-1.44210719e-01 -2.48398469e-02 -2.06214133e-01 1.58022356e-01
-2.23873590e-01]
[ -3.45281421e-02 -2.10577643e-01 -1.59701454e-01 -2.13766574e-01
-5.12106619e-02 4.40865031e-02 -4.70781781e-02 -4.17841632e-02
-2.24564877e-01 -2.81504326e-01 -3.91271955e-02 -1.07023843e-02
-6.67575885e-02]
[ 1.12438258e-01 8.15258786e-02 -1.10960186e-02 -1.61388443e-01
-3.23359544e-01 7.75127847e-03 -1.71284308e-01 -2.89639081e-01
-3.23317531e-01 1.68835212e-02 -9.07795251e-02 1.17590379e-01
-1.08251220e-01]
[ -6.41004935e-02 -8.26151895e-03 -2.85036284e-01 -2.55695433e-03
7.03675532e-02 1.55324097e-01 -2.39978546e-01 -1.88596639e-01
-5.69863543e-02 -7.20900363e-02 1.81860609e-01 5.84171663e-01
-9.95330715e-02]
[ 1.08534243e-01 3.50025475e-01 -2.03041052e-01 6.77745442e-01
1.20374093e-01 -1.76686230e-03 -2.50798592e-01 -4.01287300e-01
-2.57089164e-01 -3.85957362e-01 7.16724514e-01 9.56122960e-01
-8.86808758e-01]
[ -2.80835889e-02 1.85423964e-01 4.58323738e-02 2.32923176e-01
4.55624940e-03 -6.95157163e-02 -2.99447646e-01 -3.78554651e-01
-2.88807619e-01 -2.77753266e-01 4.99622853e-01 9.73475814e-01
-8.28485042e-01]
[ -4.84852809e-02 -1.26873376e-01 -1.56657222e-01 2.96778393e-01
-1.70048195e-01 2.33283564e-01 -9.28933095e-02 -2.36971837e-01
-2.51876126e-01 -4.53839819e-01 1.98410130e-01 5.04743342e-01
-4.14123000e-01]
[ 7.86126681e-02 -3.81942976e-01 -5.18802162e-02 -2.11609435e-02
-1.11885892e-01 1.99833079e-01 7.02389212e-02 1.62524688e-01
-1.74608854e-01 -4.01100271e-02 -6.38980397e-02 3.27476746e-01
-2.24711049e-01]
[ 2.03618892e-01 -2.92450498e-01 -1.21325295e-01 -8.33367684e-02
-2.10104658e-01 1.21803804e-01 1.42319729e-02 -1.47732527e-01
-5.77830772e-02 -9.73148767e-02 -1.36826805e-01 -1.58629802e-01
-1.29438318e-01]
[ -1.35882733e-01 -7.81535401e-02 3.71809251e-02 -2.44886436e-01
-5.54918869e-02 -1.41316116e-01 3.41338343e-02 -2.11515973e-02
-9.11228892e-02 -1.59416898e-02 -3.01920204e-01 -4.09116021e-01
-6.83148307e-02]
[ -1.40242589e-01 -1.38280308e-01 -6.74484472e-02 -2.66032266e-01
-3.47493602e-01 -2.88301997e-01 1.56258845e-01 1.34414335e-01
1.91074179e-02 1.11814303e-01 -2.41937287e-01 -7.67032655e-01
1.85773886e-02]
[ -1.62678917e-01 -2.39652176e-01 -2.99302405e-01 -4.81169842e-01
-2.85287386e-01 -2.09896689e-01 -3.14743789e-01 6.25944217e-02
-2.91375863e-02 -4.21259718e-01 -4.20617696e-01 -4.73468073e-01
-5.17450181e-01]
[ -1.13270402e-01 1.24443622e-01 1.98307673e-02 3.60859538e-02
-2.09601032e-01 -1.71026644e-01 -1.17497432e-01 1.97714581e-02
-1.12746443e-01 -1.58567590e-01 -1.62752008e-01 -3.09542749e-01
-4.89585044e-02]
[ -3.52580277e-01 -1.22801174e-01 -2.70735374e-01 1.71469925e-01
-2.05033502e-01 -2.28281624e-01 -7.09184988e-02 -1.22315953e-01
4.19453801e-02 -5.12203459e-03 6.14752100e-02 -3.23223761e-01
3.15856803e-02]
[ -1.28765107e-01 -4.00429951e-02 -2.54279984e-01 6.25211094e-02
-2.22846320e-01 -2.78477614e-01 -3.58545565e-01 -1.87016340e-02
1.88683139e-02 -1.59122376e-01 -2.47930777e-01 -3.24821096e-01
3.42444388e-03]
[ -2.22929828e-01 -5.32936936e-01 -3.36225023e-01 -2.64208395e-01
-3.25718512e-01 -2.28628475e-01 -2.74358229e-02 -2.67815074e-01
7.23681046e-02 -2.30114446e-01 -1.36691776e-01 -1.96072668e-01
-9.18012535e-02]
[ -2.17087738e-01 -2.97260607e-01 -3.18363219e-01 -1.27904753e-01
-9.35781817e-02 -1.49287520e-01 -7.43770929e-02 5.21684219e-03
-1.91365788e-01 -5.11497664e-01 -2.50522511e-01 -1.99197370e-01
3.90169898e-02]
[ -1.15951381e-01 -3.14408787e-03 -2.38873220e-01 -5.67660325e-01
-2.54382387e-01 -2.59688795e-01 -1.21154015e-02 -3.75186123e-01
9.42039175e-02 -9.77726772e-02 -4.30312562e-01 -1.93592625e-01
-4.68234026e-01]]
Progress: 17.1% ... Training loss: 0.270 ... Validation loss: 0.460[[-0.10040108]
[ 0.24891317]
[-0.15006666]
[ 0.87920914]
[ 0.27078904]
[-0.02063529]
[-0.82003917]
[-0.92958176]
[-0.63874886]
[-0.9507504 ]
[ 1.15192041]
[ 2.86945528]
[-1.75786031]]
[[ -5.34736584e-01 -4.99039330e-01 -5.84807109e-01 -1.17115916e-01
-3.02751427e-01 -5.91697937e-01 -2.37575524e-01 -2.92750243e-01
-4.54900005e-01 -3.99664751e-01 1.35585068e-01 6.82670541e-01
5.96226737e-03]
[ 5.25540105e-03 -1.36915043e-01 4.97853662e-02 -3.99680572e-02
-4.13079762e-02 5.85584986e-02 -1.23393420e-01 2.12176787e-01
-1.34947185e-01 -1.80787145e-01 -6.01471242e-02 -7.74444880e-02
8.10142808e-02]
[ -2.15636522e-01 1.34733478e-01 -1.99301445e-02 1.47891042e-01
8.77855763e-02 -1.18832166e-01 1.27430359e-01 -8.36396593e-02
2.88832451e-01 -1.64038609e-01 2.42683662e-01 8.40897197e-01
7.16084212e-01]
[ 1.88905153e-01 -2.41458574e-01 -2.81697867e-01 -1.11709886e-02
-2.88032729e-01 1.60816168e-03 5.64657004e-02 -4.63421420e-01
1.30270310e-01 -3.37705301e-01 -2.27498278e-01 -4.47241162e-01
-1.18088110e-01]
[ 1.11229557e-01 1.65617033e-02 1.06477518e-01 -1.82712260e-02
-1.60382016e-02 7.05286798e-02 -1.05724386e-01 -3.05970109e-02
4.79554910e-02 1.73192040e-01 1.41815613e-01 -1.08825248e-01
-1.79068085e-01]
[ -4.82843154e-01 -5.97149388e-01 -6.02642510e-01 -5.95456310e-01
-5.83130870e-01 -5.63953936e-01 -3.06839607e-01 -1.63848570e-01
-4.37512403e-01 -2.40064410e-01 -4.92968628e-01 -7.08683630e-01
-4.75139122e-01]
[ -4.18567153e-01 -5.82421008e-01 -3.23130466e-01 -3.60811378e-01
-4.09875531e-01 -5.61401729e-01 -4.32392396e-01 -4.68701360e-01
-2.96294725e-01 -1.71130507e-01 -4.21787102e-01 -2.94483113e-01
-3.28029487e-01]
[ -3.27528391e-01 -3.45860669e-01 -4.73655853e-01 -1.87791548e-01
-3.14164815e-01 -4.16552053e-01 -2.60823249e-01 -2.11254352e-01
-2.82037514e-01 -4.79054889e-01 -2.11943204e-01 -4.78585417e-01
-3.24751111e-01]
[ -4.72891015e-01 -3.50308413e-01 -3.78545659e-01 -1.70106981e-01
-3.38112488e-01 -2.16085452e-01 -1.04240947e-01 -4.33913654e-01
-2.76592701e-01 -4.54444357e-01 -1.56052898e-01 -2.41923051e-01
-1.95959306e-01]
[ -9.56379892e-01 -9.28053018e-01 -9.82040943e-01 -7.10812066e-01
-1.01589508e+00 -9.83696181e-01 -6.40797647e-01 -6.38787603e-01
-7.70641312e-01 -5.95155872e-01 -6.64782535e-01 -4.41119654e-01
-6.36277533e-01]
[ -5.08185520e-01 -2.68780886e-01 -4.67130772e-01 -3.32939956e-01
-3.50628867e-01 -3.58551097e-01 -5.65767419e-01 -5.77573946e-01
-6.41511189e-01 -1.13917869e-01 -4.68894291e-01 -6.24758178e-01
-4.51999107e-01]
[ -1.15666096e-01 1.87977065e-02 -3.34727559e-01 -4.27106298e-01
-1.08450847e-01 -7.22808397e-02 -1.53470756e-01 -3.01953016e-01
-1.38492217e-01 1.25146741e-01 -4.31207105e-01 -8.24367589e-01
-3.52646645e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58808331e-01 -1.15910903e-01 1.64687556e-01 -2.71656919e-01
-1.29801055e-01 1.13395225e-01 -1.22846564e-01 1.81591906e-02
-8.12915776e-02 7.47222194e-02 -1.68232545e-01 -3.66019448e-01
2.44503433e-02]
[ -8.24476382e-02 -2.64284450e-01 -1.78148047e-01 -2.94740184e-01
-4.79646344e-01 -8.49343836e-02 -3.01313585e-02 1.74454486e-02
-5.20467815e-02 3.11241653e-02 -2.02469179e-01 -3.09222726e-01
-2.43051902e-01]
[ -7.43726676e-02 -9.47356155e-03 -2.37585823e-01 -2.49364365e-01
1.30682725e-01 -1.63394724e-01 -1.72466410e-01 6.43778495e-02
-7.49274845e-03 2.91476343e-02 -1.76326466e-01 3.56863329e-02
-4.74479128e-02]
[ 2.89718084e-02 -1.59210951e-01 -1.52640057e-01 -4.77408455e-02
-1.16088215e-01 -1.07833151e-01 7.58041926e-02 -1.77334435e-01
-3.66219895e-02 -3.54481127e-02 1.25449095e-02 -8.64883106e-02
1.16345499e-02]
[ -2.86113844e-01 -1.43173096e-01 -7.33617358e-02 -9.92927291e-02
-3.05138793e-01 -2.73263185e-01 -3.65300922e-01 5.01856207e-02
-3.07366873e-01 -2.12928864e-01 1.77386484e-01 -4.43101670e-02
2.62389059e-01]
[ -2.18999234e-01 -1.26747714e-01 -8.61473804e-02 -5.60209143e-02
-8.37899040e-02 -1.16371335e-01 -5.87965895e-02 4.32582723e-02
-1.22864277e-01 -2.19469711e-02 2.76891582e-02 -1.16626723e-01
-9.86693175e-03]
[ -1.58080582e-01 -6.65394304e-02 -2.25690761e-01 -3.15310826e-01
-1.52346044e-01 -2.00459413e-01 -2.68299962e-01 -8.17039392e-02
1.68390482e-01 -1.71438557e-01 -3.36726557e-01 -2.59378449e-01
-1.75289654e-01]
[ -3.68871243e-01 -6.79029424e-02 -1.47080754e-01 -1.55151586e-01
-5.30659646e-02 -3.11491339e-01 4.75355582e-02 -6.03672663e-02
-1.13497094e-01 8.83366817e-02 -1.25023812e-03 -2.09979882e-01
-2.03798790e-01]
[ -1.68407878e-01 -1.50448254e-01 -4.76497282e-02 -1.50295666e-01
-1.33511610e-01 -2.94181413e-01 -2.91732966e-02 -1.18587265e-01
-2.37098406e-01 3.72576338e-02 2.11539552e-01 -2.27739450e-02
-1.68126391e-01]
[ -1.38131015e-01 -1.71764362e-01 -1.14793961e-01 -2.58683978e-01
9.62389480e-02 -1.85530737e-02 -2.21803582e-01 -1.71347607e-01
8.69724891e-02 -1.16109131e-01 -1.20512675e-01 -6.61646905e-02
-3.66387575e-01]
[ -4.46690198e-02 -3.20587483e-02 -1.48889753e-01 -4.56033756e-02
-2.27963144e-01 6.28000518e-02 -8.50558017e-02 -5.10191239e-02
-2.32597838e-01 -9.06615382e-02 -7.70607123e-02 -3.25854171e-01
-1.87010773e-01]
[ -7.17728308e-02 2.62041161e-02 -1.28222008e-01 -3.11717493e-01
1.21436145e-01 2.08279599e-02 -2.19281893e-01 -1.61763837e-01
1.20077343e-01 -6.29444542e-02 -2.78944880e-01 -2.47454937e-01
-2.88702585e-01]
[ 8.28443813e-02 -3.14279374e-01 -8.08536135e-02 -4.46433357e-01
-2.26268827e-01 -8.82348410e-02 7.47438034e-02 1.13726931e-01
2.10086888e-03 3.10376364e-01 -5.18885447e-01 -7.42243820e-01
4.29725926e-01]
[ -2.19648678e-01 -2.49585332e-01 -1.29181385e-01 -2.97530108e-01
-3.04152029e-01 -9.24087334e-02 2.02202366e-01 4.13224484e-02
2.94470118e-01 4.16190886e-02 -3.94364780e-01 -9.29238036e-01
6.07852518e-01]
[ -9.74816370e-03 -1.92636532e-01 2.51914693e-02 -3.07611034e-01
-1.75285747e-01 1.67032458e-01 2.06489181e-01 2.68982318e-01
-1.83981550e-02 2.50684416e-01 -2.17958543e-01 -9.95711743e-01
7.18530682e-01]
[ 5.32538277e-03 -4.87601445e-02 -1.21796646e-01 -1.23310318e-01
-1.81354602e-01 -4.56475824e-02 2.95733892e-01 1.71994587e-01
2.59710643e-01 3.79802020e-01 -4.71602549e-01 -8.82595192e-01
7.25426061e-01]
[ -8.02889313e-02 -2.82527938e-01 6.12377185e-02 -3.64152607e-01
-1.50811877e-01 1.17887909e-01 3.65260397e-01 1.40286093e-01
-6.04880628e-02 1.70909909e-01 -5.51823645e-01 -9.02215013e-01
8.37648698e-01]
[ 1.22631400e-01 -9.16388527e-02 1.82623590e-02 -1.73532226e-01
-8.36918989e-02 -1.72146065e-02 2.46035129e-01 3.69023627e-01
4.08671170e-01 2.71593398e-01 -5.45054986e-01 -8.01789290e-01
5.36241393e-01]
[ -8.19604565e-03 -1.32850120e-01 2.00812026e-02 1.51996118e-02
-8.70636353e-02 -2.83793291e-01 3.57841381e-02 3.18585761e-01
-1.94554429e-02 8.85191316e-02 -2.48586693e-01 -6.97232177e-01
2.60081777e-01]
[ 8.03168174e-02 1.09942110e-01 2.78643586e-03 9.47482950e-02
-8.97010533e-02 -5.93429996e-02 -1.88835252e-01 -1.59618667e-01
-2.67027254e-01 -1.38906634e-01 -1.59726817e-01 2.40233182e-01
-1.76294685e-01]
[ 3.86708916e-02 -8.78389622e-02 1.39839598e-01 2.44164160e-01
2.56623077e-01 8.58236141e-03 -4.07597253e-01 -3.64271891e-01
-1.03506988e-01 -5.35077504e-01 2.00144245e-01 1.07063537e+00
-5.22645937e-01]
[ 3.42146860e-02 7.88186285e-02 -2.11811120e-01 5.34834846e-02
3.11957138e-02 -7.10120986e-04 -1.64824126e-01 -3.27382552e-01
-2.84524434e-01 -1.91013477e-01 -4.94851943e-02 -5.71230033e-02
-1.82187277e-01]
[ -5.71937509e-02 -2.12230902e-01 6.28928910e-02 8.81910707e-02
-1.31934847e-01 -1.34367930e-01 2.18499874e-02 -2.65529280e-02
6.76435603e-02 -3.81367558e-01 -3.12788253e-01 -2.41809638e-01
1.45888451e-02]
[ 1.25882930e-02 -2.69833035e-01 5.67871177e-02 -2.33514318e-01
-1.89744480e-01 -2.31585770e-01 -2.76284348e-01 2.37609516e-02
-2.27908470e-02 8.25997889e-02 -1.52945098e-01 1.87426455e-01
-7.92484536e-02]
[ 1.71747523e-01 5.12930671e-02 -1.03649419e-01 -2.29653125e-01
-5.96378527e-02 -1.01705538e-01 -1.80431716e-01 2.27153694e-02
-1.86487615e-01 -2.33241633e-01 -1.90142025e-01 2.43955381e-01
-9.08520786e-02]
[ -1.73192374e-01 -1.80526426e-01 -1.11880188e-01 -2.06175637e-01
-4.97288531e-02 2.67142392e-02 -1.93221713e-01 -2.11738494e-01
-1.44895057e-01 -2.77484777e-02 -2.03977867e-01 1.66717290e-01
-2.27566418e-01]
[ -3.45618215e-02 -2.10511919e-01 -1.59769924e-01 -2.13653854e-01
-5.11443557e-02 4.40755708e-02 -4.73213439e-02 -4.22815612e-02
-2.24721935e-01 -2.82025721e-01 -3.87776966e-02 -1.03445965e-02
-6.69496224e-02]
[ 1.12078025e-01 8.28834591e-02 -1.18464924e-02 -1.56887411e-01
-3.22109263e-01 7.65842824e-03 -1.77582500e-01 -2.98564326e-01
-3.27302289e-01 8.88547197e-03 -8.10210873e-02 1.48960498e-01
-1.26742460e-01]
[ -6.41723838e-02 -8.06113698e-03 -2.85167141e-01 -1.50813520e-03
7.06423495e-02 1.55300550e-01 -2.40896377e-01 -1.90155574e-01
-5.79411420e-02 -7.35515736e-02 1.84014080e-01 5.90309611e-01
-1.03042570e-01]
[ 1.08519157e-01 3.50400261e-01 -2.03146920e-01 6.79213465e-01
1.20786579e-01 -1.77065893e-03 -2.51569623e-01 -4.02393437e-01
-2.57920294e-01 -3.87051654e-01 7.18453213e-01 9.60317878e-01
-8.90774024e-01]
[ -2.80659475e-02 1.85489109e-01 4.56499193e-02 2.33765606e-01
4.62338164e-03 -6.95134095e-02 -2.99299312e-01 -3.79406337e-01
-2.89173227e-01 -2.78961304e-01 5.01292859e-01 9.75608744e-01
-8.30972184e-01]
[ -4.84846552e-02 -1.26788424e-01 -1.56698864e-01 2.97612812e-01
-1.69942349e-01 2.33277357e-01 -9.33722688e-02 -2.37380115e-01
-2.52310936e-01 -4.53937597e-01 1.99370320e-01 5.09068955e-01
-4.16741602e-01]
[ 7.85800591e-02 -3.81816521e-01 -5.19485740e-02 -2.06743609e-02
-1.11761789e-01 1.99819776e-01 6.97481169e-02 1.62089034e-01
-1.75027126e-01 -4.06007292e-02 -6.32538539e-02 3.28832673e-01
-2.25738683e-01]
[ 2.03656728e-01 -2.92499277e-01 -1.21283005e-01 -8.35751498e-02
-2.10155323e-01 1.21812444e-01 1.45330475e-02 -1.47371719e-01
-5.75865047e-02 -9.67959239e-02 -1.37195375e-01 -1.59253098e-01
-1.29043347e-01]
[ -1.35896741e-01 -7.81009710e-02 3.71374784e-02 -2.44497905e-01
-5.54189048e-02 -1.41320484e-01 3.37560912e-02 -2.16070162e-02
-9.13806992e-02 -1.62600202e-02 -3.01249497e-01 -4.07003794e-01
-6.97266517e-02]
[ -1.40353757e-01 -1.37936057e-01 -6.76530720e-02 -2.64470381e-01
-3.47141929e-01 -2.88331716e-01 1.54041964e-01 1.32008300e-01
1.76977422e-02 1.10115707e-01 -2.39643555e-01 -7.61447904e-01
1.35405990e-02]
[ -1.63260140e-01 -2.38192834e-01 -3.00197683e-01 -4.75625742e-01
-2.83841636e-01 -2.10041299e-01 -3.20870021e-01 5.40410901e-02
-3.43157743e-02 -4.28813176e-01 -4.10617644e-01 -4.40847205e-01
-5.36417231e-01]
[ -1.13263459e-01 1.24533814e-01 1.97787853e-02 3.65452323e-02
-2.09519565e-01 -1.71025979e-01 -1.17780706e-01 1.93302362e-02
-1.12963998e-01 -1.58558516e-01 -1.62143923e-01 -3.07932590e-01
-5.00297291e-02]
[ -3.52385022e-01 -1.23022415e-01 -2.70567578e-01 1.70212415e-01
-2.05260871e-01 -2.28242699e-01 -6.94470411e-02 -1.20723529e-01
4.25889214e-02 -2.90432252e-03 5.96253707e-02 -3.24747043e-01
3.42117707e-02]
[ -1.28804529e-01 -3.93898556e-02 -2.54542463e-01 6.52939261e-02
-2.22131168e-01 -2.78493509e-01 -3.60299250e-01 -2.23136761e-02
1.70981299e-02 -1.62138612e-01 -2.43937826e-01 -3.14661208e-01
-4.84740345e-03]
[ -2.23215135e-01 -5.32308926e-01 -3.36796507e-01 -2.60102774e-01
-3.24917234e-01 -2.28698885e-01 -3.00278246e-02 -2.71046250e-01
6.93249723e-02 -2.33858360e-01 -1.30043662e-01 -1.79932137e-01
-1.01727729e-01]
[ -2.17317326e-01 -2.96417240e-01 -3.18947037e-01 -1.23567624e-01
-9.24978843e-02 -1.49359478e-01 -7.90458231e-02 -1.45052565e-03
-1.94391298e-01 -5.16057498e-01 -2.43845681e-01 -1.81696942e-01
2.59436895e-02]
[ -1.16029422e-01 -2.58624420e-03 -2.39377525e-01 -5.66409130e-01
-2.53669974e-01 -2.59723319e-01 -1.54270569e-02 -3.79900356e-01
9.22525516e-02 -1.03719413e-01 -4.25964142e-01 -1.75156964e-01
-4.80416199e-01]]
Progress: 17.1% ... Training loss: 0.277 ... Validation loss: 0.438[[-0.11569611]
[ 0.22089387]
[-0.17133552]
[ 0.8465758 ]
[ 0.24608203]
[-0.03858628]
[-0.85115266]
[-0.97448886]
[-0.67097555]
[-0.9860286 ]
[ 1.10148734]
[ 2.79904089]
[-1.80941366]]
[[ -5.34650115e-01 -5.00409214e-01 -5.84196561e-01 -1.23258211e-01
-3.03776420e-01 -5.91657796e-01 -2.31120449e-01 -2.84089730e-01
-4.50680377e-01 -3.91788911e-01 1.24314004e-01 6.70900447e-01
2.79125291e-02]
[ 5.31250488e-03 -1.36911889e-01 4.98308585e-02 -4.00468195e-02
-4.13057667e-02 5.85689544e-02 -1.22880041e-01 2.12301895e-01
-1.34871295e-01 -1.80057298e-01 -6.03750381e-02 -7.69488581e-02
8.18311324e-02]
[ -2.14800274e-01 1.29011009e-01 -1.75962002e-02 1.22401987e-01
8.18931734e-02 -1.18619992e-01 1.43495199e-01 -6.12763622e-02
3.04455538e-01 -1.47109026e-01 2.02223233e-01 7.61942052e-01
7.73077771e-01]
[ 1.87564773e-01 -2.35273670e-01 -2.84651172e-01 1.24764342e-02
-2.81346316e-01 1.31065787e-03 3.92038179e-02 -4.91990626e-01
1.14967474e-01 -3.62510140e-01 -1.89136737e-01 -3.74249200e-01
-1.69847886e-01]
[ 1.12588408e-01 1.24237213e-02 1.08940887e-01 -3.74721621e-02
-2.07374656e-02 7.07917953e-02 -9.26557613e-02 -9.51048373e-03
5.96743066e-02 1.94550126e-01 1.10177623e-01 -1.80447173e-01
-1.40846892e-01]
[ -4.82718768e-01 -5.97655135e-01 -6.02397920e-01 -5.95937718e-01
-5.83474865e-01 -5.63928403e-01 -3.05710967e-01 -1.60208959e-01
-4.36595259e-01 -2.37197539e-01 -4.94921564e-01 -7.10472773e-01
-4.73026568e-01]
[ -4.18408890e-01 -5.82837405e-01 -3.22590374e-01 -3.63778877e-01
-4.10430936e-01 -5.61358806e-01 -4.28783395e-01 -4.63435822e-01
-2.93761515e-01 -1.64714058e-01 -4.27709177e-01 -3.06804217e-01
-3.18695351e-01]
[ -3.26812087e-01 -3.49885628e-01 -4.72020144e-01 -2.04058007e-01
-3.18126812e-01 -4.16386241e-01 -2.48148031e-01 -1.94297517e-01
-2.71169502e-01 -4.65990450e-01 -2.38008730e-01 -5.27702878e-01
-2.86255072e-01]
[ -4.72561061e-01 -3.50833633e-01 -3.78247635e-01 -1.72818371e-01
-3.38643687e-01 -2.16009412e-01 -1.01675784e-01 -4.31167732e-01
-2.74973004e-01 -4.52254146e-01 -1.58120434e-01 -2.43013633e-01
-1.93262538e-01]
[ -9.54783521e-01 -9.33961541e-01 -9.79057196e-01 -7.35029307e-01
-1.02185693e+00 -9.83349928e-01 -6.18801601e-01 -6.08775644e-01
-7.53039735e-01 -5.68663259e-01 -7.03073604e-01 -5.14921215e-01
-5.80124681e-01]
[ -5.08374153e-01 -2.68682447e-01 -4.67166565e-01 -3.32150099e-01
-3.50401070e-01 -3.58571707e-01 -5.66895816e-01 -5.77716599e-01
-6.42277688e-01 -1.14324273e-01 -4.68212326e-01 -6.21281815e-01
-4.52484669e-01]
[ -1.15744925e-01 1.91354670e-02 -3.34957098e-01 -4.26105670e-01
-1.08109385e-01 -7.22961743e-02 -1.54360382e-01 -3.03214416e-01
-1.39389233e-01 1.23598502e-01 -4.29606074e-01 -8.18360680e-01
-3.55674439e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58879990e-01 -1.15912219e-01 1.64591336e-01 -2.70949281e-01
-1.29584833e-01 1.13380901e-01 -1.23243930e-01 1.76937616e-02
-8.16515536e-02 7.43151832e-02 -1.67039514e-01 -3.60654169e-01
2.39274743e-02]
[ -8.23492491e-02 -2.64503391e-01 -1.78013006e-01 -2.95906234e-01
-4.79849309e-01 -8.49148836e-02 -2.90759554e-02 1.93135608e-02
-5.14357491e-02 3.29333752e-02 -2.04576020e-01 -3.13122430e-01
-2.41329605e-01]
[ -7.43818048e-02 -9.58501134e-03 -2.37439664e-01 -2.48642374e-01
1.30494908e-01 -1.63390339e-01 -1.72513381e-01 6.63026641e-02
-7.33307622e-03 2.99057367e-02 -1.76396583e-01 3.60818348e-02
-4.79596021e-02]
[ 2.92346867e-02 -1.59880222e-01 -1.52142694e-01 -5.04150274e-02
-1.16779709e-01 -1.07781164e-01 7.89919296e-02 -1.72930418e-01
-3.47049250e-02 -3.00824927e-02 8.08700242e-03 -9.20814681e-02
1.89629044e-02]
[ -2.86216058e-01 -1.42945186e-01 -7.34434969e-02 -9.77447284e-02
-3.04782856e-01 -2.73276390e-01 -3.66019540e-01 4.95965901e-02
-3.07816043e-01 -2.12627063e-01 1.78991230e-01 -4.17262512e-02
2.60995643e-01]
[ -2.18856895e-01 -1.27195865e-01 -8.57906184e-02 -6.01936170e-02
-8.45750925e-02 -1.16339045e-01 -5.61224599e-02 4.68913512e-02
-1.20425110e-01 -1.91349803e-02 2.09873401e-02 -1.35404955e-01
-1.19459345e-03]
[ -1.57795249e-01 -6.84914979e-02 -2.24962392e-01 -3.21661541e-01
-1.54163781e-01 -2.00387276e-01 -2.63809575e-01 -7.47758385e-02
1.73147932e-01 -1.66391817e-01 -3.47343636e-01 -2.73084614e-01
-1.61151806e-01]
[ -3.68722668e-01 -6.87491220e-02 -1.46767315e-01 -1.59030286e-01
-5.39381787e-02 -3.11453978e-01 5.11160307e-02 -5.63668406e-02
-1.10837808e-01 9.15452181e-02 -6.99464346e-03 -2.23594925e-01
-1.93950588e-01]
[ -1.68201612e-01 -1.51281534e-01 -4.72708686e-02 -1.54430385e-01
-1.34310247e-01 -2.94145289e-01 -2.60570078e-02 -1.14620287e-01
-2.34868830e-01 4.03468040e-02 2.04873246e-01 -3.81817025e-02
-1.58450022e-01]
[ -1.38010363e-01 -1.71921191e-01 -1.14696288e-01 -2.59758814e-01
9.60638490e-02 -1.85215983e-02 -2.20863553e-01 -1.70259926e-01
8.73359825e-02 -1.15672304e-01 -1.20685016e-01 -6.43866706e-02
-3.65939614e-01]
[ -4.45015302e-02 -3.23582173e-02 -1.48718052e-01 -4.70214452e-02
-2.28233439e-01 6.28364791e-02 -8.35587237e-02 -4.96327549e-02
-2.31503246e-01 -8.91335280e-02 -7.87816209e-02 -3.28664976e-01
-1.84678700e-01]
[ -7.16928340e-02 2.60408358e-02 -1.28150979e-01 -3.12251904e-01
1.21272839e-01 2.08441107e-02 -2.18682440e-01 -1.61301050e-01
1.20593219e-01 -6.23554551e-02 -2.79493007e-01 -2.48085080e-01
-2.87800558e-01]
[ 8.29052582e-02 -3.14380714e-01 -8.07890059e-02 -4.46956273e-01
-2.26372500e-01 -8.82220396e-02 7.53912742e-02 1.14336231e-01
2.50421038e-03 3.11126680e-01 -5.19419437e-01 -7.42802518e-01
4.30991599e-01]
[ -2.19610965e-01 -2.49676145e-01 -1.29101030e-01 -2.98595313e-01
-3.04270264e-01 -9.24032523e-02 2.03051984e-01 4.26442745e-02
2.95012163e-01 4.31771502e-02 -3.95940454e-01 -9.32570937e-01
6.10916041e-01]
[ -9.66642696e-03 -1.92833505e-01 2.53135417e-02 -3.08829580e-01
-1.75490335e-01 1.67048014e-01 2.07920415e-01 2.70724550e-01
-1.75263862e-02 2.52275613e-01 -2.19863808e-01 -9.99906679e-01
7.22712202e-01]
[ 5.34352521e-03 -4.88327519e-02 -1.21765993e-01 -1.23799268e-01
-1.81442064e-01 -4.56425581e-02 2.96106648e-01 1.72347926e-01
2.59936261e-01 3.79957280e-01 -4.72030548e-01 -8.83749711e-01
7.26545067e-01]
[ -8.02347318e-02 -2.82696430e-01 6.13633390e-02 -3.65160527e-01
-1.51046770e-01 1.17899732e-01 3.66524223e-01 1.41655005e-01
-5.98583813e-02 1.72203838e-01 -5.53419174e-01 -9.06127887e-01
8.40941350e-01]
[ 1.22606687e-01 -9.15673723e-02 1.82336842e-02 -1.73215404e-01
-8.36242216e-02 -1.72199873e-02 2.45759200e-01 3.68788097e-01
4.08439139e-01 2.71308080e-01 -5.44759323e-01 -8.01470159e-01
5.35607950e-01]
[ -8.19189610e-03 -1.32853576e-01 2.00953338e-02 1.53262286e-02
-8.70859741e-02 -2.83793797e-01 3.56656623e-02 3.18709970e-01
-1.95211565e-02 8.86885415e-02 -2.48476816e-01 -6.97386631e-01
2.59477008e-01]
[ 8.03644564e-02 1.09844162e-01 2.90994787e-03 9.47351545e-02
-8.97648782e-02 -5.93356166e-02 -1.88938585e-01 -1.58914412e-01
-2.66910902e-01 -1.38060473e-01 -1.60016644e-01 2.40203811e-01
-1.77124891e-01]
[ 3.84956518e-02 -8.77880295e-02 1.39717892e-01 2.46765920e-01
2.56924347e-01 8.55074906e-03 -4.09060707e-01 -3.65167799e-01
-1.03740065e-01 -5.36598654e-01 2.02317292e-01 1.07605264e+00
-5.25537568e-01]
[ 3.42242547e-02 7.87933472e-02 -2.11802857e-01 5.32938727e-02
3.11625660e-02 -7.08596483e-04 -1.64656170e-01 -3.27275889e-01
-2.84437728e-01 -1.90948407e-01 -4.97636288e-02 -5.79402930e-02
-1.81721269e-01]
[ -5.71744871e-02 -2.12187352e-01 6.29309686e-02 8.80601331e-02
-1.31963312e-01 -1.34361686e-01 2.22702207e-02 -2.64185213e-02
6.77956205e-02 -3.81021876e-01 -3.13121322e-01 -2.42461298e-01
1.52376838e-02]
[ 1.26546014e-02 -2.69872578e-01 5.67861772e-02 -2.33818943e-01
-1.89681866e-01 -2.31575303e-01 -2.76646169e-01 2.40742354e-02
-2.29988159e-02 8.25073240e-02 -1.52187005e-01 1.91807544e-01
-8.04321600e-02]
[ 1.71803538e-01 5.11366587e-02 -1.03564392e-01 -2.30184005e-01
-5.98227631e-02 -1.01695874e-01 -1.80015756e-01 2.36497036e-02
-1.86150967e-01 -2.32341467e-01 -1.91182932e-01 2.40902350e-01
-8.96112850e-02]
[ -1.73101205e-01 -1.81047001e-01 -1.11658534e-01 -2.08832107e-01
-5.02802863e-02 2.67363504e-02 -1.91809099e-01 -2.09736242e-01
-1.43538107e-01 -2.54895541e-02 -2.07600580e-01 1.63980066e-01
-2.21420514e-01]
[ -3.44553849e-02 -2.10795832e-01 -1.59648357e-01 -2.14797696e-01
-5.15135722e-02 4.40988074e-02 -4.60510701e-02 -4.08552305e-02
-2.23891180e-01 -2.80945930e-01 -4.04823324e-02 -1.34805217e-02
-6.42126986e-02]
[ 1.12044550e-01 8.25792342e-02 -1.17120646e-02 -1.58608589e-01
-3.22248148e-01 7.65596823e-03 -1.76853584e-01 -2.97734930e-01
-3.26546581e-01 9.76428418e-03 -8.37987274e-02 1.45539658e-01
-1.21818228e-01]
[ -6.40419974e-02 -8.71905504e-03 -2.84875962e-01 -3.96509117e-03
6.99816206e-02 1.55336951e-01 -2.38940790e-01 -1.87410995e-01
-5.62721195e-02 -7.07215086e-02 1.80197957e-01 5.81560548e-01
-9.76427023e-02]
[ 1.08560462e-01 3.50125292e-01 -2.03097700e-01 6.78976762e-01
1.20567719e-01 -1.76276040e-03 -2.51280255e-01 -4.01197682e-01
-2.57395792e-01 -3.87019286e-01 7.18025454e-01 9.63319276e-01
-8.90759839e-01]
[ -2.79707027e-02 1.84723979e-01 4.59320861e-02 2.30959861e-01
3.87813972e-03 -6.94890136e-02 -2.97159185e-01 -3.76316588e-01
-2.87064107e-01 -2.77090589e-01 4.96033069e-01 9.69412018e-01
-8.25225391e-01]
[ -4.82205523e-02 -1.27725684e-01 -1.56197334e-01 2.93695915e-01
-1.70957840e-01 2.33351363e-01 -9.01125619e-02 -2.33076938e-01
-2.49840486e-01 -4.50305554e-01 1.93229316e-01 4.94313401e-01
-4.09557162e-01]
[ 7.87649389e-02 -3.82124488e-01 -5.17159685e-02 -2.21789769e-02
-1.12118820e-01 1.99859980e-01 7.15183631e-02 1.64218662e-01
-1.73916960e-01 -3.84389033e-02 -6.54123870e-02 3.23241608e-01
-2.23540294e-01]
[ 2.03667635e-01 -2.92539031e-01 -1.21273529e-01 -8.37386559e-02
-2.10189536e-01 1.21814854e-01 1.47411257e-02 -1.47215739e-01
-5.74436387e-02 -9.68139171e-02 -1.37379372e-01 -1.59947474e-01
-1.28571907e-01]
[ -1.35861424e-01 -7.81924017e-02 3.72115265e-02 -2.45012902e-01
-5.55766566e-02 -1.41313923e-01 3.43034547e-02 -2.08061785e-02
-9.11103717e-02 -1.55010173e-02 -3.02135623e-01 -4.09908206e-01
-6.83767908e-02]
[ -1.40206782e-01 -1.38438340e-01 -6.73935297e-02 -2.67348693e-01
-3.47635695e-01 -2.88304643e-01 1.57191666e-01 1.35357198e-01
1.97705078e-02 1.13391803e-01 -2.44029294e-01 -7.72840170e-01
2.08738015e-02]
[ -1.62742432e-01 -2.39784393e-01 -2.99355187e-01 -4.82506056e-01
-2.85668922e-01 -2.09936186e-01 -3.16023206e-01 6.16758717e-02
-2.93891953e-02 -4.24034663e-01 -4.20758577e-01 -4.59875979e-01
-5.27723541e-01]
[ -1.13049893e-01 1.23880687e-01 2.01253021e-02 3.30617171e-02
-2.10185925e-01 -1.70979747e-01 -1.14060487e-01 2.35240906e-02
-1.10672969e-01 -1.54832709e-01 -1.66942625e-01 -3.18339539e-01
-4.02642714e-02]
[ -3.52183419e-01 -1.23821780e-01 -2.70075601e-01 1.65697758e-01
-2.05968551e-01 -2.28191253e-01 -6.46206753e-02 -1.15841044e-01
4.61404658e-02 3.44732240e-03 5.18794027e-02 -3.40627478e-01
4.88048397e-02]
[ -1.28536416e-01 -4.05964905e-02 -2.54059877e-01 6.10861086e-02
-2.23205598e-01 -2.78433726e-01 -3.56417346e-01 -1.68167761e-02
2.01682936e-02 -1.56618713e-01 -2.50761787e-01 -3.22810486e-01
7.80888474e-03]
[ -2.23390022e-01 -5.32286386e-01 -3.36813379e-01 -2.59628921e-01
-3.24768419e-01 -2.28727465e-01 -3.05462165e-02 -2.70991815e-01
6.91155564e-02 -2.34759449e-01 -1.29842087e-01 -1.79577985e-01
-1.00621375e-01]
[ -2.17065751e-01 -2.97326053e-01 -3.18488665e-01 -1.26797844e-01
-9.35595358e-02 -1.49300431e-01 -7.58454632e-02 3.59129454e-03
-1.92147837e-01 -5.11857554e-01 -2.49508314e-01 -1.92539298e-01
3.30355180e-02]
[ -1.15978190e-01 -2.92160828e-03 -2.39264186e-01 -5.66993216e-01
-2.53873977e-01 -2.59706053e-01 -1.54063070e-02 -3.78596727e-01
9.23172534e-02 -1.02856163e-01 -4.27001595e-01 -1.75521613e-01
-4.81683389e-01]]
Progress: 17.1% ... Training loss: 0.263 ... Validation loss: 0.449[[-0.09564511]
[ 0.2501564 ]
[-0.14855411]
[ 0.88055777]
[ 0.27125273]
[-0.01850065]
[-0.81877905]
[-0.93233396]
[-0.63818256]
[-0.95071608]
[ 1.14523752]
[ 2.85379817]
[-1.75965287]]
[[ -5.35229009e-01 -4.98463607e-01 -5.85298671e-01 -1.13125744e-01
-3.01589593e-01 -5.91871384e-01 -2.38569511e-01 -2.94957297e-01
-4.56484705e-01 -4.01156747e-01 1.40688290e-01 7.06757890e-01
4.55892237e-03]
[ 5.24541940e-03 -1.36769298e-01 4.97252514e-02 -3.94758309e-02
-4.11767026e-02 5.85469688e-02 -1.23483263e-01 2.11531219e-01
-1.35304886e-01 -1.80840225e-01 -5.96592582e-02 -7.60062821e-02
8.04251932e-02]
[ -2.16311560e-01 1.33031725e-01 -1.96593437e-02 1.40473008e-01
8.59462634e-02 -1.19093381e-01 1.25110817e-01 -7.98326289e-02
2.88583723e-01 -1.61826188e-01 2.28589707e-01 8.30259195e-01
7.23117588e-01]
[ 1.88027874e-01 -2.36510992e-01 -2.83654588e-01 7.31455709e-03
-2.82990611e-01 1.52967018e-03 4.48607581e-02 -4.81873766e-01
1.18001879e-01 -3.54082066e-01 -1.98528009e-01 -3.99923847e-01
-1.58010987e-01]
[ 1.11384266e-01 1.44670505e-02 1.07559304e-01 -2.95251162e-02
-1.83034252e-02 7.03940975e-02 -1.02812344e-01 -2.22441800e-02
5.23283411e-02 1.82125587e-01 1.23489637e-01 -1.52287456e-01
-1.58539849e-01]
[ -4.82896968e-01 -5.97289747e-01 -6.02824621e-01 -5.95039754e-01
-5.83039186e-01 -5.64010843e-01 -3.06943884e-01 -1.63392277e-01
-4.37154962e-01 -2.40718769e-01 -4.93247975e-01 -7.09671172e-01
-4.74741722e-01]
[ -4.18896314e-01 -5.81820838e-01 -3.23386558e-01 -3.60672264e-01
-4.09299657e-01 -5.61503249e-01 -4.31815142e-01 -4.68479788e-01
-2.96867162e-01 -1.69884573e-01 -4.22174457e-01 -2.89286444e-01
-3.28554195e-01]
[ -3.28071394e-01 -3.46889435e-01 -4.73748715e-01 -1.91869164e-01
-3.15080538e-01 -4.16789503e-01 -2.61962063e-01 -2.10095476e-01
-2.82468108e-01 -4.79802410e-01 -2.20844446e-01 -4.87953777e-01
-3.20671663e-01]
[ -4.72527820e-01 -3.50261838e-01 -3.78478454e-01 -1.68297582e-01
-3.38182519e-01 -2.16012144e-01 -1.04165816e-01 -4.35155408e-01
-2.76103869e-01 -4.54777986e-01 -1.50982480e-01 -2.33719456e-01
-2.05605267e-01]
[ -9.55473561e-01 -9.31655803e-01 -9.80474546e-01 -7.22570053e-01
-1.01936616e+00 -9.83599064e-01 -6.30541723e-01 -6.24844562e-01
-7.61791463e-01 -5.81132647e-01 -6.83749170e-01 -4.76014194e-01
-6.17113658e-01]
[ -5.09160205e-01 -2.66934634e-01 -4.68376923e-01 -3.26071867e-01
-3.48594493e-01 -3.58823092e-01 -5.72302648e-01 -5.85620091e-01
-6.46902009e-01 -1.22730258e-01 -4.59678535e-01 -5.96861662e-01
-4.67052973e-01]
[ -1.16160524e-01 2.00318589e-02 -3.35511663e-01 -4.23928947e-01
-1.07332334e-01 -7.24285296e-02 -1.57782157e-01 -3.07254927e-01
-1.42108005e-01 1.19446330e-01 -4.25953752e-01 -8.14325203e-01
-3.62450474e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59207688e-01 -1.15380202e-01 1.64056278e-01 -2.68923995e-01
-1.28935865e-01 1.13252625e-01 -1.25401622e-01 1.33844126e-02
-8.28852327e-02 6.99527902e-02 -1.63543699e-01 -3.55352794e-01
2.10540637e-02]
[ -8.21986092e-02 -2.64631620e-01 -1.77892163e-01 -2.96790096e-01
-4.80022942e-01 -8.48730788e-02 -2.82410278e-02 2.05826870e-02
-5.08955767e-02 3.41388620e-02 -2.06031641e-01 -3.16886989e-01
-2.40917404e-01]
[ -7.43585359e-02 -9.65978007e-03 -2.37425832e-01 -2.49307332e-01
1.30378345e-01 -1.63376917e-01 -1.71957960e-01 6.65937115e-02
-6.89659437e-03 2.98931876e-02 -1.77088048e-01 3.45866958e-02
-4.54206412e-02]
[ 2.90230650e-02 -1.59467956e-01 -1.52438495e-01 -4.94156479e-02
-1.16303561e-01 -1.07842886e-01 7.81124354e-02 -1.74450900e-01
-3.55356568e-02 -3.21272736e-02 9.89561135e-03 -8.65332113e-02
1.70112080e-02]
[ -2.86519485e-01 -1.42280590e-01 -7.39958121e-02 -9.49192710e-02
-3.04009481e-01 -2.73368505e-01 -3.68641529e-01 4.52223924e-02
-3.10486433e-01 -2.16364168e-01 1.83587346e-01 -2.75819633e-02
2.50750306e-01]
[ -2.18982120e-01 -1.26880773e-01 -8.59774845e-02 -5.86558302e-02
-8.42456258e-02 -1.16382221e-01 -5.76257063e-02 4.51960919e-02
-1.21521710e-01 -2.07365484e-02 2.29192645e-02 -1.31099213e-01
-4.92874339e-03]
[ -1.57959052e-01 -6.80347702e-02 -2.25195947e-01 -3.20077476e-01
-1.53676142e-01 -2.00443013e-01 -2.65708603e-01 -7.71638859e-02
1.71208194e-01 -1.68207016e-01 -3.44859176e-01 -2.65218760e-01
-1.67287683e-01]
[ -3.69485403e-01 -6.69480370e-02 -1.47779418e-01 -1.51651581e-01
-5.21198385e-02 -3.11699902e-01 4.20627990e-02 -6.57731964e-02
-1.17785155e-01 8.31600784e-02 3.35604388e-03 -1.99503762e-01
-2.14562276e-01]
[ -1.68651512e-01 -1.49912941e-01 -4.80751597e-02 -1.47843968e-01
-1.32886677e-01 -2.94304138e-01 -3.18867909e-02 -1.21800921e-01
-2.38978061e-01 3.40946371e-02 2.15105847e-01 -1.84370582e-02
-1.74178922e-01]
[ -1.37840373e-01 -1.72150362e-01 -1.14520406e-01 -2.60198399e-01
9.57273200e-02 -1.84566115e-02 -2.19629540e-01 -1.69479210e-01
8.83031900e-02 -1.14470244e-01 -1.21389637e-01 -6.84431642e-02
-3.65363882e-01]
[ -4.46270603e-02 -3.20724937e-02 -1.48895085e-01 -4.58156157e-02
-2.27984778e-01 6.27884449e-02 -8.45298990e-02 -5.07192479e-02
-2.32149274e-01 -9.02893531e-02 -7.72460403e-02 -3.25655360e-01
-1.86408996e-01]
[ -7.14584834e-02 2.55868468e-02 -1.27846787e-01 -3.13692216e-01
1.20767795e-01 2.09248523e-02 -2.16959892e-01 -1.59694041e-01
1.22028281e-01 -6.04238220e-02 -2.81566545e-01 -2.55417176e-01
-2.86649412e-01]
[ 8.28555275e-02 -3.14263115e-01 -8.08721564e-02 -4.46514508e-01
-2.26228408e-01 -8.82364191e-02 7.45144844e-02 1.13282889e-01
1.92127476e-03 3.10227017e-01 -5.18713102e-01 -7.39898334e-01
4.28677731e-01]
[ -2.19585197e-01 -2.49708137e-01 -1.29075346e-01 -2.98977212e-01
-3.04322528e-01 -9.23979252e-02 2.03534576e-01 4.29841583e-02
2.95312089e-01 4.34532162e-02 -3.96479941e-01 -9.34426251e-01
6.12440052e-01]
[ -9.75331649e-03 -1.92677201e-01 2.52045088e-02 -3.08431759e-01
-1.75342119e-01 1.67015569e-01 2.07455314e-01 2.69947353e-01
-1.78943785e-02 2.51349007e-01 -2.19543636e-01 -1.00117470e+00
7.21718767e-01]
[ 5.27781105e-03 -4.86726142e-02 -1.21869958e-01 -1.23170209e-01
-1.81311510e-01 -4.56621723e-02 2.95414670e-01 1.71656961e-01
2.59438068e-01 3.79232837e-01 -4.71312439e-01 -8.82870579e-01
7.25016167e-01]
[ -8.01670265e-02 -2.82744457e-01 6.14311905e-02 -3.65430912e-01
-1.51131211e-01 1.17916960e-01 3.67292317e-01 1.42336137e-01
-5.95306162e-02 1.73272899e-01 -5.53858711e-01 -9.07729596e-01
8.42653993e-01]
[ 1.22601753e-01 -9.15589866e-02 1.82415061e-02 -1.73246232e-01
-8.36299521e-02 -1.72209000e-02 2.45814191e-01 3.68906160e-01
4.08462990e-01 2.71496795e-01 -5.44894048e-01 -8.01920661e-01
5.35766869e-01]
[ -8.33897842e-03 -1.32528202e-01 1.98776593e-02 1.74087655e-02
-8.67599724e-02 -2.83827549e-01 3.39528111e-02 3.16471791e-01
-2.08959625e-02 8.69326681e-02 -2.46145076e-01 -6.92945194e-01
2.54336468e-01]
[ 8.03711732e-02 1.09822836e-01 2.92408675e-03 9.46112275e-02
-8.97827544e-02 -5.93334750e-02 -1.88848538e-01 -1.58813637e-01
-2.66831194e-01 -1.37959286e-01 -1.60167997e-01 2.39733569e-01
-1.76826483e-01]
[ 3.87961091e-02 -8.82081008e-02 1.40011150e-01 2.44911935e-01
2.56382240e-01 8.64266443e-03 -4.07143426e-01 -3.63142111e-01
-1.02118249e-01 -5.34651553e-01 1.99810118e-01 1.06731842e+00
-5.24021036e-01]
[ 3.39681799e-02 7.93587457e-02 -2.12134295e-01 5.60340773e-02
3.18150923e-02 -7.95971667e-04 -1.67043087e-01 -3.31046850e-01
-2.85984770e-01 -1.94579503e-01 -4.58022585e-02 -4.92845758e-02
-1.87327954e-01]
[ -5.72520577e-02 -2.12069499e-01 6.28386039e-02 8.85259810e-02
-1.31828111e-01 -1.34382777e-01 2.16980764e-02 -2.72484870e-02
6.74204207e-02 -3.82117530e-01 -3.12419394e-01 -2.41484828e-01
1.44242297e-02]
[ 1.25345432e-02 -2.69703752e-01 5.66309929e-02 -2.33087955e-01
-1.89507635e-01 -2.31601659e-01 -2.77588845e-01 2.25919083e-02
-2.41169108e-02 8.12193668e-02 -1.50475980e-01 1.97312129e-01
-8.37080863e-02]
[ 1.71613535e-01 5.15333304e-02 -1.03851971e-01 -2.29164612e-01
-5.95031964e-02 -1.01747282e-01 -1.80872002e-01 2.19637911e-02
-1.87055779e-01 -2.34049191e-01 -1.89797759e-01 2.45257598e-01
-9.22127048e-02]
[ -1.73376556e-01 -1.80372179e-01 -1.12183441e-01 -2.06011120e-01
-4.94247703e-02 2.66277084e-02 -1.95075241e-01 -2.14408066e-01
-1.45965386e-01 -2.95555479e-02 -2.02531124e-01 1.78655038e-01
-2.29861564e-01]
[ -3.49711311e-02 -2.09725869e-01 -1.60370977e-01 -2.11072900e-01
-5.02286181e-02 4.39335017e-02 -5.06531991e-02 -4.72445131e-02
-2.27826176e-01 -2.86319356e-01 -3.35250199e-02 5.09049678e-03
-7.58287733e-02]
[ 1.11726307e-01 8.32896772e-02 -1.21171240e-02 -1.56891461e-01
-3.21591293e-01 7.54968398e-03 -1.79273012e-01 -3.00243865e-01
-3.28318996e-01 6.96391327e-03 -8.13631420e-02 1.50902041e-01
-1.25997847e-01]
[ -6.39628458e-02 -8.82975298e-03 -2.84808593e-01 -4.49752651e-03
6.98259991e-02 1.55364364e-01 -2.38366942e-01 -1.86923891e-01
-5.58636439e-02 -7.01350064e-02 1.79628145e-01 5.80298110e-01
-9.66974257e-02]
[ 1.08494755e-01 3.50487237e-01 -2.03253036e-01 6.81346979e-01
1.20825258e-01 -1.78390081e-03 -2.52444274e-01 -4.02434725e-01
-2.58136648e-01 -3.88213577e-01 7.20679426e-01 9.66278023e-01
-8.95289797e-01]
[ -2.79324702e-02 1.84746011e-01 4.59591358e-02 2.32027325e-01
3.97151214e-03 -6.94829437e-02 -2.97580702e-01 -3.76345425e-01
-2.87407038e-01 -2.76717233e-01 4.97307759e-01 9.69766122e-01
-8.28133316e-01]
[ -4.81935891e-02 -1.27647806e-01 -1.56223551e-01 2.94229904e-01
-1.70863946e-01 2.33348088e-01 -9.06556265e-02 -2.33454002e-01
-2.50033567e-01 -4.50508996e-01 1.94210746e-01 4.96014962e-01
-4.11367733e-01]
[ 7.85855210e-02 -3.81689546e-01 -5.20369097e-02 -1.98419914e-02
-1.11618420e-01 1.99790218e-01 6.91228537e-02 1.61079329e-01
-1.75407113e-01 -4.11678790e-02 -6.21858234e-02 3.31119901e-01
-2.28778265e-01]
[ 2.03659344e-01 -2.92507304e-01 -1.21267030e-01 -8.38826968e-02
-2.10233073e-01 1.21814181e-01 1.47787457e-02 -1.46825722e-01
-5.76410542e-02 -9.67336921e-02 -1.37528187e-01 -1.60914504e-01
-1.28051149e-01]
[ -1.35912247e-01 -7.80510165e-02 3.70936898e-02 -2.44286363e-01
-5.54148408e-02 -1.41327925e-01 3.34208085e-02 -2.17157039e-02
-9.18888738e-02 -1.64723321e-02 -3.00894352e-01 -4.05806609e-01
-7.15371184e-02]
[ -1.40231832e-01 -1.38397970e-01 -6.74321684e-02 -2.67102705e-01
-3.47594451e-01 -2.88311196e-01 1.56897623e-01 1.34992310e-01
1.95608503e-02 1.13108876e-01 -2.43703976e-01 -7.72187487e-01
2.00216612e-02]
[ -1.63852859e-01 -2.37063437e-01 -3.01192546e-01 -4.73319538e-01
-2.82660126e-01 -2.10310374e-01 -3.26859067e-01 4.68360758e-02
-3.86548523e-02 -4.37665463e-01 -4.04036269e-01 -4.13169526e-01
-5.59642309e-01]
[ -1.13414594e-01 1.24682856e-01 1.95657281e-02 3.62641409e-02
-2.09439677e-01 -1.71099461e-01 -1.17341994e-01 1.93670828e-02
-1.12839708e-01 -1.58812614e-01 -1.63187697e-01 -3.11397448e-01
-4.64174653e-02]
[ -3.52308435e-01 -1.23464159e-01 -2.70268758e-01 1.67543870e-01
-2.05633610e-01 -2.28236776e-01 -6.63380250e-02 -1.17545764e-01
4.49086348e-02 1.87910589e-03 5.41190057e-02 -3.37262046e-01
4.45766109e-02]
[ -1.28909712e-01 -3.93011329e-02 -2.54638191e-01 6.85749789e-02
-2.21869223e-01 -2.78562994e-01 -3.61978813e-01 -2.29940077e-02
1.60564012e-02 -1.61519384e-01 -2.41178295e-01 -3.05375560e-01
-7.64967010e-03]
[ -2.23356665e-01 -5.32334224e-01 -3.36837104e-01 -2.59599259e-01
-3.24864882e-01 -2.28714924e-01 -3.04062918e-02 -2.71415234e-01
6.91953368e-02 -2.34873763e-01 -1.29859697e-01 -1.80014205e-01
-1.00424250e-01]
[ -2.17133637e-01 -2.97261119e-01 -3.18624625e-01 -1.26702596e-01
-9.35112732e-02 -1.49332433e-01 -7.63928756e-02 2.19695630e-03
-1.92275134e-01 -5.13344981e-01 -2.48838496e-01 -1.94928926e-01
3.26209081e-02]
[ -1.15861912e-01 -3.16486503e-03 -2.39118370e-01 -5.68127841e-01
-2.54177737e-01 -2.59650774e-01 -1.41713626e-02 -3.77913135e-01
9.30460688e-02 -1.02202374e-01 -4.28443585e-01 -1.79782018e-01
-4.82040475e-01]]
Progress: 17.2% ... Training loss: 0.262 ... Validation loss: 0.440[[-0.09991528]
[ 0.24826697]
[-0.15219957]
[ 0.87123485]
[ 0.26504712]
[-0.02390001]
[-0.8241708 ]
[-0.94303228]
[-0.64457233]
[-0.95871029]
[ 1.13365537]
[ 2.83449957]
[-1.77297373]]
[[ -5.34774293e-01 -4.99755252e-01 -5.84578116e-01 -1.19487136e-01
-3.03186080e-01 -5.91784235e-01 -2.33236312e-01 -2.88087302e-01
-4.51023501e-01 -3.95590468e-01 1.30477564e-01 6.84213627e-01
2.24462940e-02]
[ 5.36564251e-03 -1.36943105e-01 4.98826355e-02 -4.09774108e-02
-4.13993904e-02 5.85735839e-02 -1.22093044e-01 2.13177798e-01
-1.34479747e-01 -1.79673271e-01 -6.17181669e-02 -8.03528044e-02
8.34045927e-02]
[ -2.16939119e-01 1.33488532e-01 -1.99749220e-02 1.39064746e-01
8.58876488e-02 -1.19188509e-01 1.21653065e-01 -8.31035529e-02
2.88276722e-01 -1.67322926e-01 2.24839696e-01 8.12960930e-01
7.30475239e-01]
[ 1.88225650e-01 -2.36148775e-01 -2.83900834e-01 1.07328162e-02
-2.82747860e-01 1.54112974e-03 4.48204275e-02 -4.82557653e-01
1.17767072e-01 -3.54728231e-01 -1.94831754e-01 -3.87250986e-01
-1.65902384e-01]
[ 1.11293569e-01 1.49798679e-02 1.07292075e-01 -3.17216607e-02
-1.82282770e-02 7.03768193e-02 -1.02713336e-01 -2.28208734e-02
5.15659137e-02 1.79193913e-01 1.24029963e-01 -1.50167989e-01
-1.56334299e-01]
[ -4.82566584e-01 -5.97651630e-01 -6.02569290e-01 -5.96799019e-01
-5.83388292e-01 -5.63956066e-01 -3.04366724e-01 -1.60150538e-01
-4.35674461e-01 -2.37227517e-01 -4.94224034e-01 -7.10320644e-01
-4.72740317e-01]
[ -4.18957402e-01 -5.81995582e-01 -3.23259178e-01 -3.62020668e-01
-4.09733633e-01 -5.61501176e-01 -4.31710792e-01 -4.65919840e-01
-2.96419320e-01 -1.68500763e-01 -4.26015540e-01 -2.90710914e-01
-3.23279356e-01]
[ -3.28095556e-01 -3.46922546e-01 -4.73747128e-01 -1.94036652e-01
-3.15428635e-01 -4.16787798e-01 -2.61672616e-01 -2.10102509e-01
-2.81269998e-01 -4.80055135e-01 -2.24215783e-01 -4.95018165e-01
-3.18678791e-01]
[ -4.72413865e-01 -3.50388425e-01 -3.78341634e-01 -1.69507496e-01
-3.38420878e-01 -2.15983679e-01 -1.02764159e-01 -4.33486868e-01
-2.75251983e-01 -4.53275678e-01 -1.51786569e-01 -2.35237922e-01
-2.03315833e-01]
[ -9.55362086e-01 -9.31779555e-01 -9.80222642e-01 -7.24317903e-01
-1.01973341e+00 -9.83560198e-01 -6.29036973e-01 -6.19691919e-01
-7.60239491e-01 -5.77950250e-01 -6.86808941e-01 -4.72967103e-01
-6.10902705e-01]
[ -5.08594246e-01 -2.68475031e-01 -4.67648655e-01 -3.32568188e-01
-3.50397290e-01 -3.58713950e-01 -5.66557364e-01 -5.80653712e-01
-6.42028773e-01 -1.16364582e-01 -4.68250643e-01 -6.14541844e-01
-4.56396279e-01]
[ -1.16478869e-01 2.09996830e-02 -3.35970718e-01 -4.22169846e-01
-1.06531825e-01 -7.24895191e-02 -1.60659577e-01 -3.09910752e-01
-1.44554872e-01 1.16022902e-01 -4.23314440e-01 -8.10348908e-01
-3.67759571e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59125878e-01 -1.15526898e-01 1.64159666e-01 -2.69626564e-01
-1.29074771e-01 1.13266888e-01 -1.24649433e-01 1.44656505e-02
-8.24425782e-02 7.10709238e-02 -1.64157205e-01 -3.55595213e-01
2.19243684e-02]
[ -8.20113559e-02 -2.64920000e-01 -1.77712800e-01 -2.98082105e-01
-4.80280812e-01 -8.48422984e-02 -2.65296970e-02 2.28522346e-02
-4.98685659e-02 3.63703735e-02 -2.07813879e-01 -3.19894425e-01
-2.39062353e-01]
[ -7.41634944e-02 -9.82193860e-03 -2.37349176e-01 -2.50389200e-01
1.30131244e-01 -1.63347435e-01 -1.70964168e-01 6.71963346e-02
-6.07390440e-03 3.12074267e-02 -1.77070450e-01 3.44798262e-02
-4.47495495e-02]
[ 2.87743848e-02 -1.58990093e-01 -1.52723014e-01 -4.64671348e-02
-1.15703564e-01 -1.07874559e-01 7.55837969e-02 -1.76303659e-01
-3.72458077e-02 -3.44574196e-02 1.34465902e-02 -7.24278899e-02
1.23255498e-02]
[ -2.86539551e-01 -1.42380995e-01 -7.38967915e-02 -9.68544848e-02
-3.04332376e-01 -2.73373387e-01 -3.68021202e-01 4.74775669e-02
-3.10030400e-01 -2.15577980e-01 1.79492167e-01 -3.51599054e-02
2.55930470e-01]
[ -2.18966863e-01 -1.26945205e-01 -8.58854953e-02 -5.83294230e-02
-8.44270160e-02 -1.16373984e-01 -5.75606489e-02 4.51634998e-02
-1.21487231e-01 -1.98283657e-02 2.28364783e-02 -1.31266022e-01
-4.63991680e-03]
[ -1.57840969e-01 -6.84797249e-02 -2.25015686e-01 -3.22701446e-01
-1.54261114e-01 -2.00420163e-01 -2.64091909e-01 -7.53259449e-02
1.73442240e-01 -1.67473770e-01 -3.49610148e-01 -2.76525559e-01
-1.62367975e-01]
[ -3.69599780e-01 -6.69135865e-02 -1.47762441e-01 -1.52349280e-01
-5.22280942e-02 -3.11711450e-01 4.15457763e-02 -6.48893860e-02
-1.18007546e-01 8.31557957e-02 2.58725349e-03 -2.01607260e-01
-2.13753779e-01]
[ -1.68763644e-01 -1.49405116e-01 -4.83346537e-02 -1.46672135e-01
-1.32456308e-01 -2.94330890e-01 -3.32943051e-02 -1.24268453e-01
-2.40092962e-01 3.27511921e-02 2.17407691e-01 -1.32411830e-02
-1.78124885e-01]
[ -1.37765352e-01 -1.72347750e-01 -1.14421093e-01 -2.61117680e-01
9.54652766e-02 -1.84374937e-02 -2.18471984e-01 -1.68375913e-01
8.91662821e-02 -1.13411979e-01 -1.22434851e-01 -7.08187114e-02
-3.62674287e-01]
[ -4.44799218e-02 -3.23205871e-02 -1.48717530e-01 -4.72412504e-02
-2.28247867e-01 6.28204374e-02 -8.29863865e-02 -4.91157841e-02
-2.31254903e-01 -8.87932185e-02 -7.89561648e-02 -3.28824093e-01
-1.84180561e-01]
[ -7.14237433e-02 2.55228905e-02 -1.27806178e-01 -3.13945794e-01
1.20734414e-01 2.09300046e-02 -2.16594561e-01 -1.59515057e-01
1.22279689e-01 -6.02672022e-02 -2.81580724e-01 -2.55319116e-01
-2.85970914e-01]
[ 8.28080559e-02 -3.14145581e-01 -8.09202303e-02 -4.46138100e-01
-2.26122212e-01 -8.82432814e-02 7.37917334e-02 1.12806630e-01
1.37763582e-03 3.09655706e-01 -5.18234445e-01 -7.38402583e-01
4.27162940e-01]
[ -2.19509916e-01 -2.49894684e-01 -1.28989649e-01 -3.00072699e-01
-3.04516781e-01 -9.23821482e-02 2.04816475e-01 4.39212666e-02
2.96341229e-01 4.42224869e-02 -3.97585073e-01 -9.37306527e-01
6.15599235e-01]
[ -9.86468462e-03 -1.92411242e-01 2.50863145e-02 -3.07600773e-01
-1.75095598e-01 1.66993129e-01 2.06313954e-01 2.69199097e-01
-1.87957200e-02 2.50532203e-01 -2.18547633e-01 -1.00041072e+00
7.19327410e-01]
[ 5.34745594e-03 -4.88429277e-02 -1.21785299e-01 -1.23921293e-01
-1.81540366e-01 -4.56452554e-02 2.96369267e-01 1.72580098e-01
2.60148515e-01 3.80264590e-01 -4.72277506e-01 -8.84907322e-01
7.27134840e-01]
[ -8.01917128e-02 -2.82616280e-01 6.13761016e-02 -3.65430510e-01
-1.51028669e-01 1.17909520e-01 3.67283753e-01 1.42031308e-01
-5.96589783e-02 1.73166830e-01 -5.53983576e-01 -9.08319495e-01
8.42939181e-01]
[ 1.22655879e-01 -9.16402100e-02 1.82924137e-02 -1.73640979e-01
-8.37218967e-02 -1.72134152e-02 2.46381633e-01 3.69620551e-01
4.08892547e-01 2.72148199e-01 -5.45236558e-01 -8.02914501e-01
5.36888953e-01]
[ -8.13281839e-03 -1.33001218e-01 2.01254325e-02 1.58654062e-02
-8.71926506e-02 -2.83798262e-01 3.59116981e-02 3.18678590e-01
-1.95459095e-02 8.92910577e-02 -2.47975797e-01 -6.95337849e-01
2.57169784e-01]
[ 8.02287972e-02 1.10330465e-01 2.77449989e-03 9.75510243e-02
-8.93241947e-02 -5.93532675e-02 -1.90676901e-01 -1.60304090e-01
-2.68460835e-01 -1.39324471e-01 -1.57090036e-01 2.50927999e-01
-1.82998538e-01]
[ 3.89481468e-02 -8.88811071e-02 1.40331359e-01 2.42276248e-01
2.55575970e-01 8.67409533e-03 -4.06178379e-01 -3.60353358e-01
-1.00049877e-01 -5.33173624e-01 1.94937548e-01 1.05740760e+00
-5.18529507e-01]
[ 3.41129760e-02 7.90048843e-02 -2.12003045e-01 5.43890129e-02
3.14225567e-02 -7.75274253e-04 -1.65526031e-01 -3.29922253e-01
-2.84851379e-01 -1.93137419e-01 -4.83087348e-02 -5.60070798e-02
-1.83655636e-01]
[ -5.73952561e-02 -2.11656627e-01 6.25912991e-02 8.99844509e-02
-1.31379908e-01 -1.34405350e-01 2.01972267e-02 -2.93423631e-02
6.61638072e-02 -3.83643190e-01 -3.10219523e-01 -2.36027706e-01
1.04081582e-02]
[ 1.26191874e-02 -2.69952838e-01 5.68268699e-02 -2.34678660e-01
-1.89814329e-01 -2.31584775e-01 -2.76517423e-01 2.44584678e-02
-2.31852753e-02 8.30513990e-02 -1.52857257e-01 1.91540743e-01
-7.94384551e-02]
[ 1.71359532e-01 5.22834592e-02 -1.04232690e-01 -2.26919481e-01
-5.87646580e-02 -1.01781747e-01 -1.83334050e-01 1.82032985e-02
-1.89008279e-01 -2.37217412e-01 -1.85350792e-01 2.58197153e-01
-9.87149543e-02]
[ -1.73376921e-01 -1.80534396e-01 -1.12144209e-01 -2.06437717e-01
-4.95921251e-02 2.66307088e-02 -1.94737102e-01 -2.13933321e-01
-1.45823619e-01 -2.90473354e-02 -2.02960745e-01 1.78782291e-01
-2.29441369e-01]
[ -3.49403158e-02 -2.09972388e-01 -1.60259576e-01 -2.12376735e-01
-5.04937432e-02 4.39402343e-02 -4.99020331e-02 -4.60835909e-02
-2.27152013e-01 -2.85363338e-01 -3.55098772e-02 8.96630324e-04
-7.23606916e-02]
[ 1.11531325e-01 8.38785758e-02 -1.23623119e-02 -1.56064887e-01
-3.21148154e-01 7.51903355e-03 -1.80726260e-01 -3.01493109e-01
-3.29390085e-01 4.57595492e-03 -7.94559302e-02 1.54525143e-01
-1.27817206e-01]
[ -6.39032105e-02 -8.98452898e-03 -2.84754972e-01 -5.09961401e-03
6.96639140e-02 1.55375887e-01 -2.37762173e-01 -1.86097025e-01
-5.54281039e-02 -6.92716158e-02 1.78888867e-01 5.78718310e-01
-9.55249426e-02]
[ 1.08616663e-01 3.50240531e-01 -2.03135344e-01 6.80173301e-01
1.20553411e-01 -1.76393373e-03 -2.51734584e-01 -4.01725315e-01
-2.57538267e-01 -3.87064982e-01 7.19237138e-01 9.63687178e-01
-8.94730558e-01]
[ -2.79855536e-02 1.84879442e-01 4.58765656e-02 2.33076757e-01
4.13455022e-03 -6.94918165e-02 -2.98489608e-01 -3.76718406e-01
-2.87857890e-01 -2.77684714e-01 4.99004724e-01 9.74542159e-01
-8.30089063e-01]
[ -4.82109940e-02 -1.27691464e-01 -1.56200637e-01 2.94688209e-01
-1.70949287e-01 2.33347852e-01 -9.08436094e-02 -2.33494391e-01
-2.50161780e-01 -4.50389418e-01 1.94654689e-01 4.98009392e-01
-4.11776186e-01]
[ 7.87229151e-02 -3.81875931e-01 -5.18578299e-02 -2.15246169e-02
-1.11876008e-01 1.99820038e-01 7.07418610e-02 1.63103852e-01
-1.74511324e-01 -3.96335568e-02 -6.46582381e-02 3.25895559e-01
-2.25489098e-01]
[ 2.03740283e-01 -2.92691579e-01 -1.21169501e-01 -8.51097711e-02
-2.10472779e-01 1.21826318e-01 1.61286581e-02 -1.45348828e-01
-5.65711745e-02 -9.57978117e-02 -1.39573389e-01 -1.68750169e-01
-1.24103986e-01]
[ -1.35832905e-01 -7.80995747e-02 3.71300927e-02 -2.44428769e-01
-5.54631638e-02 -1.41317414e-01 3.36384867e-02 -2.16407783e-02
-9.17203410e-02 -1.58601518e-02 -3.01120338e-01 -4.04611958e-01
-7.20851032e-02]
[ -1.40180527e-01 -1.38538778e-01 -6.73585708e-02 -2.67558847e-01
-3.47720128e-01 -2.88303014e-01 1.57577599e-01 1.35682654e-01
1.99647920e-02 1.13901174e-01 -2.44475859e-01 -7.73687954e-01
2.11000289e-02]
[ -1.63710209e-01 -2.37265830e-01 -3.01133560e-01 -4.76041780e-01
-2.83152690e-01 -2.10295709e-01 -3.26255324e-01 4.74862026e-02
-3.70312460e-02 -4.37253481e-01 -4.07805593e-01 -4.21961695e-01
-5.58794363e-01]
[ -1.13259473e-01 1.24349938e-01 1.97339178e-02 3.49014498e-02
-2.09795905e-01 -1.71071863e-01 -1.15837032e-01 2.13801808e-02
-1.11600096e-01 -1.56971783e-01 -1.64561261e-01 -3.13400418e-01
-4.27408804e-02]
[ -3.52319211e-01 -1.23535436e-01 -2.70231484e-01 1.68490797e-01
-2.05731589e-01 -2.28231444e-01 -6.66162314e-02 -1.17005783e-01
4.46823555e-02 2.37936158e-03 5.49179851e-02 -3.34093173e-01
4.31453277e-02]
[ -1.28916267e-01 -3.95574193e-02 -2.54422524e-01 6.70881717e-02
-2.22238838e-01 -2.78558117e-01 -3.61069985e-01 -2.04417542e-02
1.68178095e-02 -1.59442054e-01 -2.44522617e-01 -3.11850072e-01
-2.51489920e-03]
[ -2.22874064e-01 -5.33217460e-01 -3.36310660e-01 -2.64174753e-01
-3.25866934e-01 -2.28625643e-01 -2.53903430e-02 -2.67415563e-01
7.30270355e-02 -2.30160778e-01 -1.35593534e-01 -1.94648110e-01
-9.06930497e-02]
[ -2.17169539e-01 -2.97236154e-01 -3.18620669e-01 -1.25720480e-01
-9.33735092e-02 -1.49331206e-01 -7.66207954e-02 2.82219451e-03
-1.92544739e-01 -5.12543908e-01 -2.48421789e-01 -1.89663538e-01
3.23335216e-02]
[ -1.16229962e-01 -2.14004570e-03 -2.39607770e-01 -5.66394720e-01
-2.53366601e-01 -2.59706735e-01 -1.73261036e-02 -3.80830308e-01
9.00639670e-02 -1.06422184e-01 -4.24430794e-01 -1.66969517e-01
-4.88153757e-01]]
Progress: 17.2% ... Training loss: 0.250 ... Validation loss: 0.434[[-0.10791962]
[ 0.24626544]
[-0.15645692]
[ 0.86599625]
[ 0.2611408 ]
[-0.03172061]
[-0.83174038]
[-0.94750732]
[-0.6530833 ]
[-0.96094451]
[ 1.13270282]
[ 2.82914241]
[-1.78381789]]
[[ -5.34798199e-01 -4.99317574e-01 -5.84774662e-01 -1.17850160e-01
-3.02799983e-01 -5.91784543e-01 -2.32965833e-01 -2.87382188e-01
-4.50452785e-01 -3.96349255e-01 1.32387971e-01 6.83710745e-01
2.46144073e-02]
[ 5.36564251e-03 -1.36943105e-01 4.98826355e-02 -4.09774108e-02
-4.13993904e-02 5.85735839e-02 -1.22093044e-01 2.13177798e-01
-1.34479747e-01 -1.79673271e-01 -6.17181669e-02 -8.03528044e-02
8.34045927e-02]
[ -2.17344947e-01 1.34339772e-01 -2.03374388e-02 1.41056439e-01
8.63052252e-02 -1.19220161e-01 1.19719450e-01 -8.60110806e-02
2.86744220e-01 -1.70719513e-01 2.26049409e-01 8.12515897e-01
7.29841061e-01]
[ 1.89278362e-01 -2.38434167e-01 -2.82578820e-01 2.65435027e-03
-2.85408973e-01 1.76593792e-03 5.15989147e-02 -4.77010463e-01
1.24723855e-01 -3.46815832e-01 -2.05023503e-01 -4.13944387e-01
-1.54946632e-01]
[ 1.10351442e-01 1.75443147e-02 1.05832043e-01 -2.21329917e-02
-1.54805798e-02 7.01681691e-02 -1.11409209e-01 -3.31675642e-02
4.38373715e-02 1.68428049e-01 1.38205703e-01 -1.14387652e-01
-1.74321229e-01]
[ -4.82622127e-01 -5.97572790e-01 -6.02676234e-01 -5.96378132e-01
-5.83138579e-01 -5.63975387e-01 -3.03951399e-01 -1.60163598e-01
-4.35838268e-01 -2.37734031e-01 -4.94069297e-01 -7.11382973e-01
-4.71792315e-01]
[ -4.18610391e-01 -5.82505316e-01 -3.22878546e-01 -3.64740633e-01
-4.10416670e-01 -5.61428092e-01 -4.30026058e-01 -4.63026904e-01
-2.94858897e-01 -1.65908195e-01 -4.29059838e-01 -2.99845757e-01
-3.18984787e-01]
[ -3.28275305e-01 -3.45944279e-01 -4.74114587e-01 -1.90730400e-01
-3.14625941e-01 -4.16821898e-01 -2.64362561e-01 -2.13611905e-01
-2.82603973e-01 -4.83392033e-01 -2.18770120e-01 -4.85371577e-01
-3.26228730e-01]
[ -4.71943016e-01 -3.51578925e-01 -3.77698801e-01 -1.75078722e-01
-3.39785016e-01 -2.15860160e-01 -9.73744632e-02 -4.28953853e-01
-2.71228593e-01 -4.48993352e-01 -1.59252968e-01 -2.54314761e-01
-1.91927047e-01]
[ -9.55259624e-01 -9.31999233e-01 -9.80112361e-01 -7.25569169e-01
-1.02011364e+00 -9.83520190e-01 -6.26686528e-01 -6.15930861e-01
-7.59312741e-01 -5.74955033e-01 -6.89268487e-01 -4.76791112e-01
-6.04321943e-01]
[ -5.08181282e-01 -2.68816196e-01 -4.67262666e-01 -3.35354005e-01
-3.50862067e-01 -3.58623842e-01 -5.64596770e-01 -5.80615363e-01
-6.39341842e-01 -1.16372896e-01 -4.70081323e-01 -6.27735244e-01
-4.54583999e-01]
[ -1.16411727e-01 2.09173976e-02 -3.35917926e-01 -4.22696816e-01
-1.06681579e-01 -7.24764528e-02 -1.60170804e-01 -3.09806665e-01
-1.44082524e-01 1.16067481e-01 -4.23934512e-01 -8.12958921e-01
-3.67071195e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59134222e-01 -1.15590824e-01 1.64143023e-01 -2.69633280e-01
-1.29071209e-01 1.13263374e-01 -1.24405323e-01 1.43849402e-02
-8.23597638e-02 7.10002537e-02 -1.64375713e-01 -3.56395834e-01
2.24152773e-02]
[ -8.19595221e-02 -2.65086948e-01 -1.77628197e-01 -2.98563643e-01
-4.80372085e-01 -8.48319586e-02 -2.60335704e-02 2.36694856e-02
-4.94916316e-02 3.74523363e-02 -2.08954794e-01 -3.23002124e-01
-2.37896051e-01]
[ -7.41872604e-02 -9.69118912e-03 -2.37418590e-01 -2.49810836e-01
1.30311221e-01 -1.63357508e-01 -1.71048693e-01 6.72938472e-02
-6.32691174e-03 3.07350506e-02 -1.76084616e-01 3.73041917e-02
-4.52527656e-02]
[ 2.88546777e-02 -1.59212896e-01 -1.52575845e-01 -4.72904773e-02
-1.15955826e-01 -1.07848843e-01 7.56922867e-02 -1.75096753e-01
-3.73361106e-02 -3.31435614e-02 1.24436394e-02 -7.15037164e-02
1.16553914e-02]
[ -2.86224623e-01 -1.43008309e-01 -7.34317480e-02 -1.00052957e-01
-3.05046557e-01 -2.73312544e-01 -3.65748786e-01 5.05414449e-02
-3.07799305e-01 -2.12626937e-01 1.75096168e-01 -4.87949218e-02
2.62793306e-01]
[ -2.18959771e-01 -1.26932003e-01 -8.59684451e-02 -5.84496782e-02
-8.44890577e-02 -1.16367416e-01 -5.72620309e-02 4.53975294e-02
-1.21241407e-01 -2.03727411e-02 2.29353411e-02 -1.32863093e-01
-3.09522892e-03]
[ -1.57743254e-01 -6.86314092e-02 -2.24943586e-01 -3.24130014e-01
-1.54653834e-01 -2.00397835e-01 -2.63161042e-01 -7.55507238e-02
1.74452231e-01 -1.66890455e-01 -3.51692825e-01 -2.82833319e-01
-1.61235458e-01]
[ -3.69635797e-01 -6.67409662e-02 -1.47827875e-01 -1.51732394e-01
-5.20075663e-02 -3.11716695e-01 4.17283617e-02 -6.48363238e-02
-1.18092104e-01 8.32719398e-02 3.31104125e-03 -1.99750857e-01
-2.14099763e-01]
[ -1.68776077e-01 -1.48950445e-01 -4.84336308e-02 -1.45167970e-01
-1.32109996e-01 -2.94326790e-01 -3.47101701e-02 -1.26603767e-01
-2.40676410e-01 2.98721886e-02 2.20952091e-01 -9.93788639e-03
-1.82398000e-01]
[ -1.37711383e-01 -1.72479575e-01 -1.14339065e-01 -2.61889418e-01
9.52541176e-02 -1.84188462e-02 -2.17549377e-01 -1.67673840e-01
8.98805534e-02 -1.12695849e-01 -1.23975584e-01 -7.43036694e-02
-3.60104939e-01]
[ -4.44310631e-02 -3.24045397e-02 -1.48676315e-01 -4.77525495e-02
-2.28315269e-01 6.28318979e-02 -8.24684994e-02 -4.87426810e-02
-2.30908173e-01 -8.84090450e-02 -7.93166962e-02 -3.29278085e-01
-1.83215056e-01]
[ -7.14153031e-02 2.55569733e-02 -1.27815856e-01 -3.13867334e-01
1.20780305e-01 2.09320154e-02 -2.16268067e-01 -1.59518577e-01
1.22369373e-01 -6.04159218e-02 -2.81101592e-01 -2.54467660e-01
-2.85829129e-01]
[ 8.28079823e-02 -3.14138651e-01 -8.09311173e-02 -4.46215933e-01
-2.26112908e-01 -8.82417736e-02 7.38466948e-02 1.12635193e-01
1.36283114e-03 3.09568188e-01 -5.18183488e-01 -7.38006116e-01
4.27065570e-01]
[ -2.19491662e-01 -2.49981916e-01 -1.28964965e-01 -3.00707356e-01
-3.04603273e-01 -9.23777891e-02 2.05431224e-01 4.42975827e-02
2.96784164e-01 4.45339211e-02 -3.98291316e-01 -9.39155759e-01
6.17288940e-01]
[ -9.83937338e-03 -1.92474332e-01 2.51183457e-02 -3.07862830e-01
-1.75164002e-01 1.67001354e-01 2.06539309e-01 2.69340153e-01
-1.85932326e-02 2.50808579e-01 -2.18817946e-01 -1.00062928e+00
7.19870721e-01]
[ 5.39852278e-03 -4.89234321e-02 -1.21754149e-01 -1.24309280e-01
-1.81596694e-01 -4.56349886e-02 2.96873914e-01 1.73005109e-01
2.60476739e-01 3.80778186e-01 -4.72505676e-01 -8.85071233e-01
7.28012283e-01]
[ -8.01847286e-02 -2.82648671e-01 6.13791915e-02 -3.65631610e-01
-1.51077982e-01 1.17911917e-01 3.67429663e-01 1.42046741e-01
-5.95631264e-02 1.73305815e-01 -5.54252559e-01 -9.08864443e-01
8.43382371e-01]
[ 1.22640229e-01 -9.15777387e-02 1.82816230e-02 -1.73602596e-01
-8.36812785e-02 -1.72180816e-02 2.46363032e-01 3.69723820e-01
4.08918775e-01 2.72196339e-01 -5.45317907e-01 -8.03950179e-01
5.37380813e-01]
[ -8.07039300e-03 -1.32970456e-01 2.01420791e-02 1.58909039e-02
-8.72030391e-02 -2.83793319e-01 3.63738335e-02 3.19590075e-01
-1.94042252e-02 9.01820956e-02 -2.48201784e-01 -6.95362117e-01
2.56847654e-01]
[ 8.03937989e-02 1.10026422e-01 2.98399884e-03 9.66328661e-02
-8.96287363e-02 -5.93192044e-02 -1.89655673e-01 -1.58559708e-01
-2.67702057e-01 -1.37884557e-01 -1.57915151e-01 2.48641139e-01
-1.82328039e-01]
[ 3.95644641e-02 -9.00822783e-02 1.41024844e-01 2.37088270e-01
2.54157291e-01 8.80551250e-03 -4.02187926e-01 -3.57769244e-01
-9.59343937e-02 -5.30284723e-01 1.88330327e-01 1.03402742e+00
-5.12271376e-01]
[ 3.39784430e-02 7.92747246e-02 -2.12124897e-01 5.56445800e-02
3.17193777e-02 -8.07566481e-04 -1.66823021e-01 -3.31181817e-01
-2.85588209e-01 -1.94402110e-01 -4.70044578e-02 -5.34744576e-02
-1.85566053e-01]
[ -5.75309926e-02 -2.11319208e-01 6.23897299e-02 9.16199839e-02
-1.31020920e-01 -1.34423414e-01 1.81413614e-02 -3.07078517e-02
6.45280651e-02 -3.85423024e-01 -3.07460923e-01 -2.25610209e-01
5.76656909e-03]
[ 1.26505173e-02 -2.69998724e-01 5.68095529e-02 -2.34992749e-01
-1.89816890e-01 -2.31581143e-01 -2.76392292e-01 2.38225256e-02
-2.29163966e-02 8.26325556e-02 -1.52797330e-01 1.92046130e-01
-7.88254671e-02]
[ 1.71241055e-01 5.24521035e-02 -1.04305100e-01 -2.27322051e-01
-5.86609769e-02 -1.01798918e-01 -1.83420246e-01 1.76102732e-02
-1.89843120e-01 -2.37364623e-01 -1.85806967e-01 2.59591160e-01
-9.81953528e-02]
[ -1.73335926e-01 -1.80763680e-01 -1.12043843e-01 -2.07574779e-01
-4.98699006e-02 2.66453262e-02 -1.93601274e-01 -2.12888273e-01
-1.44860488e-01 -2.83073500e-02 -2.04784787e-01 1.74359267e-01
-2.25724853e-01]
[ -3.48419960e-02 -2.10245880e-01 -1.60106066e-01 -2.13804470e-01
-5.08572754e-02 4.39717447e-02 -4.83909548e-02 -4.48657293e-02
-2.26068656e-01 -2.84107176e-01 -3.79409920e-02 -4.80901061e-03
-6.86405598e-02]
[ 1.11560301e-01 8.37876152e-02 -1.23070451e-02 -1.56561485e-01
-3.21220990e-01 7.52628679e-03 -1.80379319e-01 -3.00425830e-01
-3.29352779e-01 5.85137363e-03 -8.04508320e-02 1.51338240e-01
-1.26632560e-01]
[ -6.39698904e-02 -8.56830830e-03 -2.84910287e-01 -4.44881237e-03
7.00764032e-02 1.55356463e-01 -2.38405464e-01 -1.86984333e-01
-5.58264285e-02 -7.09873297e-02 1.80453396e-01 5.81414989e-01
-9.72071552e-02]
[ 1.08503267e-01 3.50545317e-01 -2.03243368e-01 6.82186661e-01
1.20925548e-01 -1.78867348e-03 -2.53148091e-01 -4.02569677e-01
-2.58425143e-01 -3.87630307e-01 7.21830020e-01 9.69148582e-01
-8.97412330e-01]
[ -2.81113155e-02 1.85412888e-01 4.55477219e-02 2.35684046e-01
4.69777323e-03 -6.95212841e-02 -2.99649783e-01 -3.79007725e-01
-2.88945223e-01 -2.80453866e-01 5.02915508e-01 9.80881522e-01
-8.34004502e-01]
[ -4.81585201e-02 -1.27819792e-01 -1.56103269e-01 2.94349033e-01
-1.71138181e-01 2.33364318e-01 -9.05316446e-02 -2.32570549e-01
-2.49885066e-01 -4.49626406e-01 1.93994153e-01 4.97121992e-01
-4.11464289e-01]
[ 7.86989093e-02 -3.81840707e-01 -5.18776989e-02 -2.10370823e-02
-1.11794034e-01 1.99815056e-01 7.02537660e-02 1.62637709e-01
-1.74767255e-01 -3.98913902e-02 -6.40151823e-02 3.27828060e-01
-2.26620510e-01]
[ 2.03846075e-01 -2.92948782e-01 -1.21014914e-01 -8.64430637e-02
-2.10785689e-01 1.21849407e-01 1.74941704e-02 -1.43831177e-01
-5.54773547e-02 -9.44983312e-02 -1.41603293e-01 -1.75644411e-01
-1.20215315e-01]
[ -1.35809076e-01 -7.81615485e-02 3.71743524e-02 -2.44664348e-01
-5.55120565e-02 -1.41314867e-01 3.39808048e-02 -2.11244814e-02
-9.15003278e-02 -1.54018436e-02 -3.01507288e-01 -4.05818990e-01
-7.12897202e-02]
[ -1.40190721e-01 -1.38492091e-01 -6.73785735e-02 -2.67480992e-01
-3.47692583e-01 -2.88305317e-01 1.57381914e-01 1.35509692e-01
1.98466127e-02 1.13638027e-01 -2.44274161e-01 -7.73183425e-01
2.08398124e-02]
[ -1.63164511e-01 -2.38335566e-01 -3.00447801e-01 -4.81958328e-01
-2.84555986e-01 -2.10164434e-01 -3.22294081e-01 5.08773313e-02
-3.41819976e-02 -4.33954600e-01 -4.14032038e-01 -4.37508722e-01
-5.53702789e-01]
[ -1.13292372e-01 1.24606519e-01 1.96117268e-02 3.60976685e-02
-2.09570090e-01 -1.71079290e-01 -1.16413958e-01 2.06085899e-02
-1.11956217e-01 -1.57830873e-01 -1.62898451e-01 -3.12364480e-01
-4.36450807e-02]
[ -3.52278125e-01 -1.23845306e-01 -2.70081088e-01 1.66980456e-01
-2.06064554e-01 -2.28212643e-01 -6.49583450e-02 -1.15306239e-01
4.57022018e-02 3.98040907e-03 5.23951998e-02 -3.39831150e-01
4.86457097e-02]
[ -1.28974599e-01 -3.93402612e-02 -2.54521555e-01 6.82818513e-02
-2.21851061e-01 -2.78570147e-01 -3.61285745e-01 -2.08113415e-02
1.62749130e-02 -1.59571853e-01 -2.42881818e-01 -3.09158918e-01
-3.06412273e-03]
[ -2.22802810e-01 -5.33254865e-01 -3.36250136e-01 -2.64477462e-01
-3.26056216e-01 -2.28606878e-01 -2.43154102e-02 -2.66649892e-01
7.43088573e-02 -2.29673704e-01 -1.36531793e-01 -1.97926601e-01
-8.68470695e-02]
[ -2.17209795e-01 -2.97155715e-01 -3.18637868e-01 -1.25575989e-01
-9.33009821e-02 -1.49340362e-01 -7.65495215e-02 3.14953259e-03
-1.92306812e-01 -5.12586165e-01 -2.48676954e-01 -1.91138595e-01
3.37824703e-02]
[ -1.16173946e-01 -1.92033938e-03 -2.39716965e-01 -5.65763565e-01
-2.53121944e-01 -2.59703782e-01 -1.84989427e-02 -3.81969317e-01
8.96601710e-02 -1.07746558e-01 -4.22702046e-01 -1.64285479e-01
-4.93505801e-01]]
Progress: 17.3% ... Training loss: 0.248 ... Validation loss: 0.430[[-0.11741521]
[ 0.2396225 ]
[-0.16085975]
[ 0.86095962]
[ 0.25273282]
[-0.03760112]
[-0.84802048]
[-0.96207878]
[-0.66389362]
[-0.97468524]
[ 1.12517292]
[ 2.81701108]
[-1.79998215]]
[[ -5.34274121e-01 -5.00435662e-01 -5.84090492e-01 -1.22245460e-01
-3.03964637e-01 -5.91657930e-01 -2.25562754e-01 -2.78446533e-01
-4.45980077e-01 -3.87458193e-01 1.26194262e-01 6.67950197e-01
4.22978390e-02]
[ 5.25584720e-03 -1.36624562e-01 4.96924029e-02 -4.00241163e-02
-4.11226010e-02 5.85401562e-02 -1.23177909e-01 2.11981569e-01
-1.35082885e-01 -1.80776798e-01 -6.04273654e-02 -7.77245502e-02
8.08418296e-02]
[ -2.18117154e-01 1.34391245e-01 -2.07445626e-02 1.43542959e-01
8.63712079e-02 -1.19380565e-01 1.17598286e-01 -8.82354757e-02
2.84935055e-01 -1.75399094e-01 2.26982681e-01 8.05442768e-01
7.32961973e-01]
[ 1.89648891e-01 -2.38350749e-01 -2.82626982e-01 4.34541153e-03
-2.85115289e-01 1.84072943e-03 5.19129624e-02 -4.80031656e-01
1.24759914e-01 -3.45764102e-01 -2.00699073e-01 -3.85910984e-01
-1.62011210e-01]
[ 1.10843807e-01 1.70875027e-02 1.06104165e-01 -2.56519782e-02
-1.58357684e-02 7.02599477e-02 -1.09401960e-01 -3.21795227e-02
4.58783511e-02 1.72016313e-01 1.35768512e-01 -1.10856181e-01
-1.70211448e-01]
[ -4.82438395e-01 -5.97895316e-01 -6.02498127e-01 -5.97969874e-01
-5.83432089e-01 -5.63916880e-01 -3.02138505e-01 -1.56727937e-01
-4.34924741e-01 -2.34623637e-01 -4.96384241e-01 -7.13824789e-01
-4.68989686e-01]
[ -4.18134515e-01 -5.83030377e-01 -3.22512770e-01 -3.66579624e-01
-4.11305711e-01 -5.61311114e-01 -4.25272671e-01 -4.59125269e-01
-2.92178069e-01 -1.61556586e-01 -4.31404236e-01 -3.08324073e-01
-3.13392092e-01]
[ -3.28171348e-01 -3.46807547e-01 -4.73829564e-01 -1.93526306e-01
-3.15446754e-01 -4.16782769e-01 -2.61213957e-01 -2.10271839e-01
-2.80257129e-01 -4.79655211e-01 -2.23983425e-01 -4.94536876e-01
-3.18198335e-01]
[ -4.72004574e-01 -3.51296357e-01 -3.77801249e-01 -1.74118553e-01
-3.39621903e-01 -2.15897709e-01 -9.72068568e-02 -4.28961815e-01
-2.71280745e-01 -4.49842082e-01 -1.57938827e-01 -2.53217440e-01
-1.93074482e-01]
[ -9.54643255e-01 -9.33538768e-01 -9.79230705e-01 -7.31674750e-01
-1.02205473e+00 -9.83335035e-01 -6.17447571e-01 -6.05119398e-01
-7.53458150e-01 -5.65175490e-01 -6.98713277e-01 -5.03297758e-01
-5.87193023e-01]
[ -5.08221647e-01 -2.68635700e-01 -4.67353053e-01 -3.34001306e-01
-3.50691457e-01 -3.58648134e-01 -5.64440214e-01 -5.80266242e-01
-6.39529305e-01 -1.16137980e-01 -4.69480856e-01 -6.24941843e-01
-4.55596877e-01]
[ -1.16285723e-01 2.08481493e-02 -3.35982736e-01 -4.23210404e-01
-1.06751353e-01 -7.24602505e-02 -1.59683827e-01 -3.10297849e-01
-1.43860604e-01 1.16403117e-01 -4.23648695e-01 -8.08233787e-01
-3.67908954e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.59016688e-01 -1.15773400e-01 1.64289011e-01 -2.70388179e-01
-1.29262920e-01 1.13302281e-01 -1.23426295e-01 1.56336404e-02
-8.17974662e-02 7.25178546e-02 -1.65347826e-01 -3.57528431e-01
2.36127273e-02]
[ -8.19606686e-02 -2.65038254e-01 -1.77694642e-01 -2.98547695e-01
-4.80248722e-01 -8.48360677e-02 -2.62671007e-02 2.43264790e-02
-4.98152879e-02 3.79693590e-02 -2.08957711e-01 -3.20615071e-01
-2.39030750e-01]
[ -7.41142320e-02 -9.89186861e-03 -2.37319316e-01 -2.50856461e-01
1.30074833e-01 -1.63335387e-01 -1.69437024e-01 6.90874909e-02
-5.23207939e-03 3.21373156e-02 -1.77709121e-01 3.16731773e-02
-4.07607903e-02]
[ 2.94977729e-02 -1.60109179e-01 -1.51977715e-01 -5.12912920e-02
-1.17058160e-01 -1.07694066e-01 8.03981153e-02 -1.70701271e-01
-3.39114046e-02 -2.72657455e-02 7.36040905e-03 -7.99638478e-02
1.85459747e-02]
[ -2.86498129e-01 -1.42300744e-01 -7.38716991e-02 -9.71594145e-02
-3.04358264e-01 -2.73391692e-01 -3.67539458e-01 4.84104845e-02
-3.09672988e-01 -2.15505986e-01 1.78891469e-01 -4.17309091e-02
2.57826683e-01]
[ -2.18735898e-01 -1.27756957e-01 -8.55074771e-02 -6.09560628e-02
-8.54557485e-02 -1.16288864e-01 -5.43288339e-02 4.92851467e-02
-1.19099918e-01 -1.70303257e-02 1.89836535e-02 -1.45851304e-01
4.33612235e-03]
[ -1.57834889e-01 -6.83703649e-02 -2.25071246e-01 -3.23094460e-01
-1.54376682e-01 -2.00427990e-01 -2.64146973e-01 -7.65232023e-02
1.73499402e-01 -1.67857701e-01 -3.50584778e-01 -2.79617843e-01
-1.63647623e-01]
[ -3.69426332e-01 -6.76621825e-02 -1.47492251e-01 -1.55768310e-01
-5.28855220e-02 -3.11652266e-01 4.56593753e-02 -6.13549275e-02
-1.15291686e-01 8.62734910e-02 -2.44955609e-03 -2.12557963e-01
-2.04982137e-01]
[ -1.68871164e-01 -1.48708699e-01 -4.86062914e-02 -1.43590769e-01
-1.31847401e-01 -2.94350122e-01 -3.52923092e-02 -1.28040823e-01
-2.41371921e-01 2.93513912e-02 2.23374017e-01 -1.10737741e-03
-1.85549146e-01]
[ -1.37599726e-01 -1.72735334e-01 -1.14170635e-01 -2.62739607e-01
9.49522629e-02 -1.83837948e-02 -2.16440136e-01 -1.66181489e-01
9.07207190e-02 -1.11273242e-01 -1.25279837e-01 -7.70823401e-02
-3.58126892e-01]
[ -4.47634058e-02 -3.16082904e-02 -1.49106962e-01 -4.48148215e-02
-2.27560840e-01 6.27195299e-02 -8.51270466e-02 -5.12274626e-02
-2.32847872e-01 -9.15077078e-02 -7.57327181e-02 -3.22124980e-01
-1.87882106e-01]
[ -7.12982319e-02 2.53548545e-02 -1.27660450e-01 -3.14399949e-01
1.20511156e-01 2.09643550e-02 -2.15404736e-01 -1.58780083e-01
1.23179891e-01 -5.96813499e-02 -2.81870047e-01 -2.58308194e-01
-2.85326196e-01]
[ 8.27224429e-02 -3.13930480e-01 -8.10300357e-02 -4.45576479e-01
-2.25945962e-01 -8.82678011e-02 7.31260022e-02 1.11977045e-01
5.82812996e-04 3.08806240e-01 -5.17593085e-01 -7.37339889e-01
4.25446727e-01]
[ -2.19459444e-01 -2.50016252e-01 -1.28919813e-01 -3.01038105e-01
-3.04656686e-01 -9.23714686e-02 2.05955632e-01 4.49926260e-02
2.97184715e-01 4.52720443e-02 -3.98860786e-01 -9.40274669e-01
6.18662824e-01]
[ -9.84097186e-03 -1.92506432e-01 2.51049181e-02 -3.08391662e-01
-1.75216367e-01 1.67002287e-01 2.07127460e-01 2.69504876e-01
-1.82913717e-02 2.50870619e-01 -2.19614603e-01 -1.00275767e+00
7.21104898e-01]
[ 5.44587195e-03 -4.90183745e-02 -1.21718741e-01 -1.24744357e-01
-1.81688722e-01 -4.56250659e-02 2.97534105e-01 1.73402778e-01
2.60988302e-01 3.81425929e-01 -4.72926015e-01 -8.86780729e-01
7.29668847e-01]
[ -8.00693012e-02 -2.82812771e-01 6.15120128e-02 -3.66456388e-01
-1.51277326e-01 1.17942493e-01 3.68992476e-01 1.43461152e-01
-5.87506535e-02 1.75039692e-01 -5.55521146e-01 -9.12167656e-01
8.47146112e-01]
[ 1.22565941e-01 -9.13922633e-02 1.81444270e-02 -1.73164953e-01
-8.35226122e-02 -1.72421758e-02 2.45745776e-01 3.68990958e-01
4.08599445e-01 2.71148839e-01 -5.44913176e-01 -8.03967200e-01
5.36074319e-01]
[ -7.81600579e-03 -1.33377484e-01 2.04330069e-02 1.37837835e-02
-8.76998063e-02 -2.83740056e-01 3.91079204e-02 3.23208779e-01
-1.77698767e-02 9.33337768e-02 -2.51261756e-01 -7.02077306e-01
2.61334331e-01]
[ 8.01798456e-02 1.10568169e-01 2.74316928e-03 9.94065779e-02
-8.91632193e-02 -5.93769103e-02 -1.92054602e-01 -1.60362824e-01
-2.69113925e-01 -1.39551775e-01 -1.54749953e-01 2.57673177e-01
-1.87991479e-01]
[ 3.92602290e-02 -8.96495492e-02 1.40718011e-01 2.39963952e-01
2.54727980e-01 8.72749866e-03 -4.04486026e-01 -3.59595990e-01
-9.78374739e-02 -5.32422581e-01 1.92121656e-01 1.04264670e+00
-5.16952866e-01]
[ 3.40954282e-02 7.88286797e-02 -2.11928326e-01 5.42648986e-02
3.13089087e-02 -7.70384475e-04 -1.65289481e-01 -3.29983395e-01
-2.84351072e-01 -1.92835125e-01 -4.93933782e-02 -5.99444002e-02
-1.82033706e-01]
[ -5.74580832e-02 -2.11389977e-01 6.24643610e-02 9.13238395e-02
-1.31100345e-01 -1.34404758e-01 1.84923201e-02 -3.03021786e-02
6.49145276e-02 -3.84741737e-01 -3.07686609e-01 -2.24940970e-01
5.69991809e-03]
[ 1.26746093e-02 -2.70127904e-01 5.68673505e-02 -2.35767523e-01
-1.89968574e-01 -2.31575769e-01 -2.76186940e-01 2.45093471e-02
-2.25142505e-02 8.32633216e-02 -1.53423986e-01 1.91576277e-01
-7.68141102e-02]
[ 1.71381507e-01 5.21142515e-02 -1.04114387e-01 -2.28573756e-01
-5.90058307e-02 -1.01760239e-01 -1.82461192e-01 1.87816113e-02
-1.89071150e-01 -2.35859807e-01 -1.87482773e-01 2.56453821e-01
-9.59943890e-02]
[ -1.73248107e-01 -1.80864932e-01 -1.11966369e-01 -2.08093472e-01
-4.99360851e-02 2.66701488e-02 -1.93177456e-01 -2.12456784e-01
-1.44462869e-01 -2.73513370e-02 -2.05327914e-01 1.74622251e-01
-2.25524700e-01]
[ -3.48323787e-02 -2.10344359e-01 -1.60051619e-01 -2.14350067e-01
-5.10826399e-02 4.39821460e-02 -4.76540747e-02 -4.40649122e-02
-2.25623025e-01 -2.83665400e-01 -3.87436533e-02 -6.62868344e-03
-6.73428768e-02]
[ 1.11658481e-01 8.34915070e-02 -1.21808387e-02 -1.57836242e-01
-3.21514271e-01 7.55473732e-03 -1.79033416e-01 -2.99398266e-01
-3.28349106e-01 6.81897716e-03 -8.22992577e-02 1.48015826e-01
-1.23112063e-01]
[ -6.39016465e-02 -8.62319145e-03 -2.84868492e-01 -4.72255407e-03
6.99760313e-02 1.55374416e-01 -2.38086514e-01 -1.86711514e-01
-5.55736284e-02 -7.06153446e-02 1.80295369e-01 5.81023928e-01
-9.70843261e-02]
[ 1.08800480e-01 3.49798963e-01 -2.02969373e-01 6.79127527e-01
1.20243783e-01 -1.71512099e-03 -2.50531728e-01 -4.00600929e-01
-2.56483931e-01 -3.85227948e-01 7.17914167e-01 9.63316606e-01
-8.94208724e-01]
[ -2.83472248e-02 1.86196551e-01 4.51415392e-02 2.39951800e-01
5.49122672e-03 -6.95833000e-02 -3.02184954e-01 -3.81808180e-01
-2.91009566e-01 -2.83789463e-01 5.08817721e-01 9.91799206e-01
-8.41403175e-01]
[ -4.81293596e-02 -1.27907690e-01 -1.56041356e-01 2.93918916e-01
-1.71297522e-01 2.33379085e-01 -8.97893866e-02 -2.31341210e-01
-2.49675958e-01 -4.48920177e-01 1.93132625e-01 4.94156790e-01
-4.09968749e-01]
[ 7.87134573e-02 -3.81829571e-01 -5.18519065e-02 -2.10998035e-02
-1.11827651e-01 1.99817683e-01 7.04782653e-02 1.62978116e-01
-1.74619944e-01 -3.95198158e-02 -6.42467573e-02 3.26787677e-01
-2.26277015e-01]
[ 2.03828223e-01 -2.92871845e-01 -1.21031475e-01 -8.60919138e-02
-2.10726550e-01 1.21847405e-01 1.73170724e-02 -1.43466217e-01
-5.58190422e-02 -9.43184549e-02 -1.41246024e-01 -1.73993783e-01
-1.21421275e-01]
[ -1.35619979e-01 -7.85981111e-02 3.73680048e-02 -2.46468001e-01
-5.60195205e-02 -1.41270759e-01 3.62463576e-02 -1.96499894e-02
-9.00674442e-02 -1.39053750e-02 -3.03776728e-01 -4.13424494e-01
-6.64090351e-02]
[ -1.40153037e-01 -1.38622347e-01 -6.73114651e-02 -2.68195580e-01
-3.47799507e-01 -2.88295983e-01 1.58218874e-01 1.36336982e-01
2.02672357e-02 1.14327039e-01 -2.45381079e-01 -7.75944044e-01
2.27354488e-02]
[ -1.62927156e-01 -2.38776341e-01 -3.00198734e-01 -4.83670019e-01
-2.85033266e-01 -2.10102663e-01 -3.20546134e-01 5.30253788e-02
-3.29264543e-02 -4.31872390e-01 -4.15740907e-01 -4.39454290e-01
-5.52251562e-01]
[ -1.13417714e-01 1.24913500e-01 1.94457701e-02 3.71523541e-02
-2.09349421e-01 -1.71111139e-01 -1.17392842e-01 1.96281042e-02
-1.12626582e-01 -1.58452965e-01 -1.61712550e-01 -3.09121838e-01
-4.59005062e-02]
[ -3.52465031e-01 -1.23115552e-01 -2.70476857e-01 1.70450617e-01
-2.05391230e-01 -2.28276451e-01 -6.67811941e-02 -1.17062371e-01
4.38822512e-02 1.73777934e-03 5.68104154e-02 -3.28483673e-01
4.21762241e-02]
[ -1.28983596e-01 -3.92151079e-02 -2.54549795e-01 6.87016885e-02
-2.21720781e-01 -2.78585904e-01 -3.61106173e-01 -1.97597554e-02
1.64197221e-02 -1.58908291e-01 -2.42964634e-01 -3.10649701e-01
-2.36393931e-03]
[ -2.22993017e-01 -5.32975495e-01 -3.36391042e-01 -2.63290651e-01
-3.25686102e-01 -2.28655037e-01 -2.52667822e-02 -2.67082782e-01
7.33872379e-02 -2.30218499e-01 -1.35304884e-01 -1.93656355e-01
-8.67812118e-02]
[ -2.16728622e-01 -2.98155417e-01 -3.18108380e-01 -1.30364665e-01
-9.46080836e-02 -1.49195470e-01 -7.09058976e-02 8.66733709e-03
-1.88716779e-01 -5.07657954e-01 -2.55094408e-01 -2.04008114e-01
4.44111606e-02]
[ -1.15679013e-01 -3.34940797e-03 -2.39038190e-01 -5.70661163e-01
-2.54572200e-01 -2.59573806e-01 -1.24344914e-02 -3.76847847e-01
9.39707669e-02 -1.01660931e-01 -4.29879439e-01 -1.85828084e-01
-4.82348565e-01]]
Progress: 17.4% ... Training loss: 0.245 ... Validation loss: 0.433[[-0.11033729]
[ 0.2491979 ]
[-0.15314326]
[ 0.88018592]
[ 0.26427126]
[-0.02916274]
[-0.83227356]
[-0.94915317]
[-0.65100117]
[-0.96103892]
[ 1.14775884]
[ 2.85485635]
[-1.78244788]]
[[ -5.34740505e-01 -4.99126661e-01 -5.84664752e-01 -1.14010056e-01
-3.02179555e-01 -5.91822519e-01 -2.31321635e-01 -2.83503291e-01
-4.49636112e-01 -3.92631774e-01 1.36859797e-01 6.87501380e-01
2.52076362e-02]
[ 5.25872190e-03 -1.36630624e-01 4.96988261e-02 -4.00464969e-02
-4.11278337e-02 5.85411316e-02 -1.23143748e-01 2.12052056e-01
-1.35068642e-01 -1.80712576e-01 -6.04686453e-02 -7.77650177e-02
8.09008277e-02]
[ -2.18439950e-01 1.35645976e-01 -2.10363952e-02 1.48573257e-01
8.75499901e-02 -1.19499876e-01 1.13273948e-01 -8.79855860e-02
2.83797952e-01 -1.78260298e-01 2.33359571e-01 8.13029817e-01
7.21230925e-01]
[ 1.89741168e-01 -2.38632871e-01 -2.82565622e-01 4.63964068e-03
-2.85401406e-01 1.85278726e-03 5.22526039e-02 -4.78529798e-01
1.23496866e-01 -3.42761970e-01 -2.02533032e-01 -3.81173641e-01
-1.63922668e-01]
[ 1.10945223e-01 1.65275042e-02 1.06314161e-01 -2.90701160e-02
-1.66722143e-02 7.03278103e-02 -1.04887873e-01 -3.08579606e-02
4.96407202e-02 1.72827038e-01 1.30295026e-01 -1.27245529e-01
-1.57094016e-01]
[ -4.82517928e-01 -5.97946040e-01 -6.02613383e-01 -5.97591197e-01
-5.83303982e-01 -5.63940269e-01 -3.03179366e-01 -1.58409810e-01
-4.35404328e-01 -2.36447433e-01 -4.96045086e-01 -7.13063670e-01
-4.70865964e-01]
[ -4.18488570e-01 -5.82009774e-01 -3.23108329e-01 -3.60622551e-01
-4.10185728e-01 -5.61423712e-01 -4.29698835e-01 -4.63967973e-01
-2.95906839e-01 -1.66076601e-01 -4.22968055e-01 -2.91053132e-01
-3.27716622e-01]
[ -3.28211659e-01 -3.46764937e-01 -4.73844525e-01 -1.92703746e-01
-3.15340355e-01 -4.16800081e-01 -2.61560240e-01 -2.09747128e-01
-2.79489203e-01 -4.80644611e-01 -2.24137915e-01 -4.96354341e-01
-3.18875956e-01]
[ -4.72287165e-01 -3.50400298e-01 -3.78178853e-01 -1.70537545e-01
-3.38565297e-01 -2.16012846e-01 -1.01124644e-01 -4.32744412e-01
-2.74604205e-01 -4.52716350e-01 -1.52166920e-01 -2.40985989e-01
-2.03596793e-01]
[ -9.55222591e-01 -9.32053988e-01 -9.80110138e-01 -7.24543078e-01
-1.02013968e+00 -9.83543045e-01 -6.24241444e-01 -6.13332799e-01
-7.57983742e-01 -5.73457945e-01 -6.87924983e-01 -4.84919067e-01
-6.04853724e-01]
[ -5.08377547e-01 -2.68155504e-01 -4.67541778e-01 -3.30840609e-01
-3.50235724e-01 -3.58691655e-01 -5.66787558e-01 -5.81615356e-01
-6.41404876e-01 -1.17948213e-01 -4.65595053e-01 -6.12945126e-01
-4.62867678e-01]
[ -1.16306978e-01 2.07917234e-02 -3.36017959e-01 -4.22763455e-01
-1.06711038e-01 -7.24771559e-02 -1.60273706e-01 -3.10517797e-01
-1.44223332e-01 1.16288327e-01 -4.23930040e-01 -8.10163149e-01
-3.70378193e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58948861e-01 -1.15967563e-01 1.64383293e-01 -2.70833184e-01
-1.29415072e-01 1.13324798e-01 -1.23141992e-01 1.62703123e-02
-8.15102408e-02 7.31207471e-02 -1.66331832e-01 -3.60680588e-01
2.40214028e-02]
[ -8.20480714e-02 -2.65014242e-01 -1.77782821e-01 -2.98370104e-01
-4.80200286e-01 -8.48627529e-02 -2.72351782e-02 2.34932453e-02
-5.02674905e-02 3.68230822e-02 -2.08815533e-01 -3.20434265e-01
-2.40910885e-01]
[ -7.41060564e-02 -9.83968119e-03 -2.37370073e-01 -2.49481314e-01
1.30333260e-01 -1.63336908e-01 -1.70256080e-01 6.72402755e-02
-5.64746811e-03 3.13389374e-02 -1.75378389e-01 3.83589865e-02
-4.42065184e-02]
[ 2.93711976e-02 -1.59833608e-01 -1.52190554e-01 -4.99089824e-02
-1.16712065e-01 -1.07735050e-01 7.93363302e-02 -1.72292626e-01
-3.48207501e-02 -2.89529750e-02 9.23462095e-03 -7.72766830e-02
1.67688139e-02]
[ -2.86783658e-01 -1.41596935e-01 -7.43777189e-02 -9.41920434e-02
-3.03715316e-01 -2.73469649e-01 -3.70330231e-01 4.51387625e-02
-3.12335983e-01 -2.18947782e-01 1.83612847e-01 -2.71612470e-02
2.48310367e-01]
[ -2.18790293e-01 -1.27476647e-01 -8.55135233e-02 -5.88689505e-02
-8.51894186e-02 -1.16305348e-01 -5.50909270e-02 4.85875642e-02
-1.19592702e-01 -1.74112024e-02 2.10341332e-02 -1.44713538e-01
1.49094580e-03]
[ -1.57649623e-01 -6.93981650e-02 -2.24658781e-01 -3.27529059e-01
-1.55353662e-01 -2.00361035e-01 -2.60661178e-01 -7.14006509e-02
1.76959888e-01 -1.65099741e-01 -3.56931777e-01 -2.94734138e-01
-1.52624420e-01]
[ -3.69691332e-01 -6.66578098e-02 -1.47911286e-01 -1.51090962e-01
-5.18760559e-02 -3.11744041e-01 4.13116473e-02 -6.51230650e-02
-1.18275127e-01 8.26920383e-02 3.35037437e-03 -2.00304720e-01
-2.15861283e-01]
[ -1.68699910e-01 -1.49026844e-01 -4.84319126e-02 -1.44873601e-01
-1.32164736e-01 -2.94305860e-01 -3.32223847e-02 -1.26766589e-01
-2.40001887e-01 3.10130102e-02 2.21281220e-01 -6.77618123e-03
-1.81694699e-01]
[ -1.37890532e-01 -1.71816318e-01 -1.14557536e-01 -2.58881696e-01
9.60460611e-02 -1.85003949e-02 -2.20880708e-01 -1.70256774e-01
8.74217493e-02 -1.14263733e-01 -1.19274415e-01 -6.27614366e-02
-3.69323485e-01]
[ -4.48149764e-02 -3.14754177e-02 -1.49173886e-01 -4.45482625e-02
-2.27453097e-01 6.27006379e-02 -8.53855934e-02 -5.15221561e-02
-2.33358088e-01 -9.22768378e-02 -7.52119302e-02 -3.22479106e-01
-1.88826516e-01]
[ -7.13259660e-02 2.54113628e-02 -1.27708254e-01 -3.14289543e-01
1.20595474e-01 2.09530853e-02 -2.15527221e-01 -1.59216779e-01
1.23023598e-01 -6.01156696e-02 -2.81498613e-01 -2.57406123e-01
-2.85528596e-01]
[ 8.27133934e-02 -3.13917957e-01 -8.10543465e-02 -4.45664185e-01
-2.25933923e-01 -8.82689585e-02 7.31370029e-02 1.11740841e-01
5.61280508e-04 3.08623581e-01 -5.17532006e-01 -7.37174892e-01
4.25543798e-01]
[ -2.19515033e-01 -2.49858173e-01 -1.28999179e-01 -3.00488151e-01
-3.04520543e-01 -9.23905318e-02 2.05107183e-01 4.41944747e-02
2.96370184e-01 4.47730077e-02 -3.98193167e-01 -9.38089204e-01
6.16515081e-01]
[ -9.85369167e-03 -1.92501069e-01 2.50975245e-02 -3.08544635e-01
-1.75216897e-01 1.66997843e-01 2.07401726e-01 2.69695423e-01
-1.82091346e-02 2.50876651e-01 -2.20028724e-01 -1.00399678e+00
7.21971431e-01]
[ 5.50361739e-03 -4.91675354e-02 -1.21649875e-01 -1.25396866e-01
-1.81838349e-01 -4.56088864e-02 2.98596036e-01 1.74405886e-01
2.61542390e-01 3.82478071e-01 -4.73844944e-01 -8.89664438e-01
7.32198800e-01]
[ -8.01280271e-02 -2.82690537e-01 6.14215369e-02 -3.65754324e-01
-1.51123623e-01 1.17920309e-01 3.67969680e-01 1.42530633e-01
-5.93676964e-02 1.74251046e-01 -5.54784397e-01 -9.10686372e-01
8.44923248e-01]
[ 1.22378671e-01 -9.11279679e-02 1.79684322e-02 -1.72094042e-01
-8.32825063e-02 -1.73007116e-02 2.44291624e-01 3.67472966e-01
4.07506973e-01 2.69372054e-01 -5.43904730e-01 -8.03457120e-01
5.33802975e-01]
[ -7.80419830e-03 -1.33478692e-01 2.04725791e-02 1.37035288e-02
-8.77694432e-02 -2.83738885e-01 3.93927566e-02 3.23512461e-01
-1.74207704e-02 9.37097051e-02 -2.51452607e-01 -7.03763878e-01
2.62187484e-01]
[ 8.02385364e-02 1.10850324e-01 2.66966991e-03 1.01157034e-01
-8.88417939e-02 -5.93708216e-02 -1.92518641e-01 -1.61709446e-01
-2.69674842e-01 -1.40892572e-01 -1.51939504e-01 2.65525907e-01
-1.92356122e-01]
[ 3.91009773e-02 -8.94692411e-02 1.40571302e-01 2.41752315e-01
2.55004463e-01 8.68663602e-03 -4.05519422e-01 -3.60245950e-01
-9.87074850e-02 -5.33835685e-01 1.94262607e-01 1.04701667e+00
-5.19212279e-01]
[ 3.39768679e-02 7.90185590e-02 -2.11998536e-01 5.52261402e-02
3.15204881e-02 -8.07355051e-04 -1.66499180e-01 -3.30690380e-01
-2.85046232e-01 -1.93660695e-01 -4.83488816e-02 -5.78441276e-02
-1.83930267e-01]
[ -5.75133590e-02 -2.11568964e-01 6.24899455e-02 9.05170604e-02
-1.31263799e-01 -1.34409689e-01 1.91492772e-02 -2.94931841e-02
6.57723215e-02 -3.84404540e-01 -3.09082202e-01 -2.27633047e-01
7.77743565e-03]
[ 1.26725391e-02 -2.70233094e-01 5.68986740e-02 -2.36836954e-01
-1.90063421e-01 -2.31570877e-01 -2.75708026e-01 2.45646431e-02
-2.20429363e-02 8.35860942e-02 -1.54787518e-01 1.90148041e-01
-7.45992650e-02]
[ 1.71342845e-01 5.23335262e-02 -1.04132752e-01 -2.28374200e-01
-5.87853244e-02 -1.01780705e-01 -1.83747281e-01 1.83331133e-02
-1.89890072e-01 -2.35705407e-01 -1.86811308e-01 2.58308957e-01
-9.82674457e-02]
[ -1.73292018e-01 -1.80821174e-01 -1.12010649e-01 -2.08077653e-01
-4.98859871e-02 2.66548807e-02 -1.93240501e-01 -2.12822647e-01
-1.44571749e-01 -2.78101645e-02 -2.05314970e-01 1.74931241e-01
-2.25241747e-01]
[ -3.47646704e-02 -2.10673766e-01 -1.59924621e-01 -2.15669627e-01
-5.14506223e-02 4.40059458e-02 -4.62174540e-02 -4.20047735e-02
-2.24494025e-01 -2.82604913e-01 -4.09730182e-02 -1.16858821e-02
-6.31580045e-02]
[ 1.11508752e-01 8.39396977e-02 -1.24758046e-02 -1.57043794e-01
-3.21246117e-01 7.51512172e-03 -1.80308745e-01 -3.00764348e-01
-3.29165543e-01 4.11044005e-03 -8.02323645e-02 1.54863939e-01
-1.26411816e-01]
[ -6.39556061e-02 -8.36838604e-03 -2.84973457e-01 -3.39590033e-03
7.03912402e-02 1.55341695e-01 -2.39413997e-01 -1.88360580e-01
-5.64513725e-02 -7.15797385e-02 1.82781345e-01 5.84529792e-01
-1.01431297e-01]
[ 1.08868172e-01 3.50208927e-01 -2.03132661e-01 6.82549624e-01
1.20842353e-01 -1.71552938e-03 -2.52170747e-01 -4.02690850e-01
-2.57776094e-01 -3.86718641e-01 7.22036025e-01 9.66912403e-01
-9.02291792e-01]
[ -2.83202419e-02 1.86201040e-01 4.51425864e-02 2.40122987e-01
5.50159726e-03 -6.95744825e-02 -3.02204319e-01 -3.81860595e-01
-2.91104320e-01 -2.83527880e-01 5.08838222e-01 9.92584408e-01
-8.42110969e-01]
[ -4.81597342e-02 -1.27935154e-01 -1.56039285e-01 2.94896796e-01
-1.71205113e-01 2.33369811e-01 -9.05253824e-02 -2.32106537e-01
-2.49935254e-01 -4.49503879e-01 1.94538874e-01 4.98148299e-01
-4.12471341e-01]
[ 7.86835553e-02 -3.81694394e-01 -5.19252261e-02 -2.02341484e-02
-1.11634894e-01 1.99803666e-01 6.94890301e-02 1.61862175e-01
-1.75420370e-01 -4.00615675e-02 -6.28256601e-02 3.30104335e-01
-2.29273991e-01]
[ 2.03830006e-01 -2.92879620e-01 -1.21023855e-01 -8.61369287e-02
-2.10741711e-01 1.21849070e-01 1.73459007e-02 -1.43385420e-01
-5.58007182e-02 -9.42725615e-02 -1.41324223e-01 -1.74212129e-01
-1.21286382e-01]
[ -1.35659704e-01 -7.84971709e-02 3.73006793e-02 -2.45917923e-01
-5.59114850e-02 -1.41282953e-01 3.55888553e-02 -2.02668351e-02
-9.05321899e-02 -1.44783227e-02 -3.03088406e-01 -4.11669525e-01
-6.80452729e-02]
[ -1.40157162e-01 -1.38646042e-01 -6.72834585e-02 -2.68386397e-01
-3.47834759e-01 -2.88294918e-01 1.58280019e-01 1.36708347e-01
2.02465162e-02 1.14650573e-01 -2.45762835e-01 -7.76919787e-01
2.31019348e-02]
[ -1.62961231e-01 -2.38674735e-01 -3.00377689e-01 -4.82698064e-01
-2.84903875e-01 -2.10097416e-01 -3.21328783e-01 5.15688814e-02
-3.41493324e-02 -4.33200363e-01 -4.14163205e-01 -4.34385775e-01
-5.57175507e-01]
[ -1.13358036e-01 1.24657468e-01 1.95968940e-02 3.61838294e-02
-2.09624628e-01 -1.71089336e-01 -1.16431156e-01 2.14668280e-02
-1.11804239e-01 -1.56945427e-01 -1.63459345e-01 -3.12101984e-01
-4.29236563e-02]
[ -3.52793814e-01 -1.22336464e-01 -2.70792134e-01 1.74945667e-01
-2.04586314e-01 -2.28381767e-01 -6.95664373e-02 -1.18555795e-01
4.21558135e-02 -9.57279045e-04 6.08720305e-02 -3.23565262e-01
3.75938762e-02]
[ -1.29067910e-01 -3.90769916e-02 -2.54633565e-01 6.95039482e-02
-2.21607212e-01 -2.78619602e-01 -3.61627893e-01 -2.02185100e-02
1.63324721e-02 -1.59697747e-01 -2.42003528e-01 -3.06866819e-01
-3.78799179e-03]
[ -2.23263611e-01 -5.32491437e-01 -3.36631799e-01 -2.60415988e-01
-3.25072036e-01 -2.28740149e-01 -2.84112069e-02 -2.70565315e-01
7.14367691e-02 -2.33178947e-01 -1.31874994e-01 -1.89475987e-01
-9.11036830e-02]
[ -2.16899516e-01 -2.97768058e-01 -3.18365349e-01 -1.28087071e-01
-9.38197142e-02 -1.49265004e-01 -7.33916263e-02 5.32567081e-03
-1.90320362e-01 -5.10443537e-01 -2.51173125e-01 -1.96997208e-01
3.70465833e-02]
[ -1.15606521e-01 -3.07505421e-03 -2.39216966e-01 -5.70374841e-01
-2.54336213e-01 -2.59575632e-01 -1.34075060e-02 -3.78236159e-01
9.29751524e-02 -1.02817430e-01 -4.27691488e-01 -1.79362976e-01
-4.90108762e-01]]
Progress: 17.4% ... Training loss: 0.249 ... Validation loss: 0.427[[-0.1107829 ]
[ 0.24856113]
[-0.15598416]
[ 0.87558902]
[ 0.26423095]
[-0.02805006]
[-0.83476665]
[-0.94911705]
[-0.65139157]
[-0.96124766]
[ 1.14224176]
[ 2.83742108]
[-1.79368436]]
[[ -5.34915817e-01 -4.98950297e-01 -5.84559831e-01 -1.14915704e-01
-3.02122092e-01 -5.91872513e-01 -2.30106189e-01 -2.83169979e-01
-4.49333794e-01 -3.92781326e-01 1.35275361e-01 6.92780778e-01
3.04924571e-02]
[ 5.37923893e-03 -1.36897112e-01 4.98875465e-02 -4.12871741e-02
-4.13741945e-02 5.85752329e-02 -1.22185909e-01 2.13179859e-01
-1.34383274e-01 -1.79552844e-01 -6.22024902e-02 -8.06697994e-02
8.32584019e-02]
[ -2.18275346e-01 1.34883646e-01 -2.05188061e-02 1.43452238e-01
8.65732753e-02 -1.19465517e-01 1.18347489e-01 -7.94432037e-02
2.86433098e-01 -1.71069805e-01 2.22914229e-01 7.98731532e-01
7.31204413e-01]
[ 1.90162535e-01 -2.38708014e-01 -2.82375933e-01 6.77162575e-03
-2.84978111e-01 1.94849759e-03 5.19730177e-02 -4.81506345e-01
1.23402219e-01 -3.41957195e-01 -1.99446212e-01 -3.70044788e-01
-1.76162236e-01]
[ 1.10763059e-01 1.75829602e-02 1.05852775e-01 -2.51301126e-02
-1.51105442e-02 7.02413481e-02 -1.11134279e-01 -3.80205358e-02
4.54319418e-02 1.69993115e-01 1.38917133e-01 -1.01296698e-01
-1.63986276e-01]
[ -4.82727067e-01 -5.97691771e-01 -6.02827996e-01 -5.95916125e-01
-5.83016206e-01 -5.63983311e-01 -3.04953363e-01 -1.61652675e-01
-4.36556596e-01 -2.39316692e-01 -4.93097931e-01 -7.05065765e-01
-4.72252076e-01]
[ -4.17935741e-01 -5.83159791e-01 -3.22148224e-01 -3.66846899e-01
-4.11398580e-01 -5.61303720e-01 -4.25306694e-01 -4.57899521e-01
-2.91841715e-01 -1.59959565e-01 -4.33423214e-01 -3.15151179e-01
-3.16030551e-01]
[ -3.28486845e-01 -3.46518057e-01 -4.73972500e-01 -1.92230379e-01
-3.15150800e-01 -4.16859074e-01 -2.61859977e-01 -2.10065750e-01
-2.80894055e-01 -4.80605097e-01 -2.24506866e-01 -4.90093857e-01
-3.20472927e-01]
[ -4.72340004e-01 -3.49944417e-01 -3.78445700e-01 -1.69682714e-01
-3.37979457e-01 -2.16051410e-01 -1.01974877e-01 -4.35124651e-01
-2.75452633e-01 -4.55179172e-01 -1.48517324e-01 -2.31302653e-01
-2.06748855e-01]
[ -9.55177710e-01 -9.32574431e-01 -9.79747138e-01 -7.28936739e-01
-1.02090039e+00 -9.83533144e-01 -6.20979892e-01 -6.10962025e-01
-7.56280596e-01 -5.71711495e-01 -6.93838020e-01 -4.93339825e-01
-5.93181419e-01]
[ -5.08173851e-01 -2.68312867e-01 -4.67296891e-01 -3.31402196e-01
-3.50220933e-01 -3.58661730e-01 -5.66963859e-01 -5.81561451e-01
-6.41142356e-01 -1.16436865e-01 -4.66348375e-01 -6.10843231e-01
-4.65470326e-01]
[ -1.16539890e-01 2.12765413e-02 -3.36275174e-01 -4.21029285e-01
-1.06114805e-01 -7.25375892e-02 -1.61890783e-01 -3.12815749e-01
-1.45529422e-01 1.13854998e-01 -4.21491039e-01 -8.04000607e-01
-3.73896924e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58851521e-01 -1.16115188e-01 1.64496943e-01 -2.71196866e-01
-1.29542175e-01 1.13349866e-01 -1.22552835e-01 1.72698978e-02
-8.12101666e-02 7.42406181e-02 -1.66885764e-01 -3.60826721e-01
2.44309152e-02]
[ -8.23418951e-02 -2.64608116e-01 -1.78113366e-01 -2.96251121e-01
-4.79756751e-01 -8.49298531e-02 -2.95644682e-02 1.91201343e-02
-5.16660694e-02 3.27025733e-02 -2.04919456e-01 -3.10818703e-01
-2.43037251e-01]
[ -7.42577334e-02 -9.53638814e-03 -2.37478885e-01 -2.48138164e-01
1.30759654e-01 -1.63372556e-01 -1.71507450e-01 6.57177697e-02
-6.69813772e-03 3.00427663e-02 -1.73780020e-01 4.51137934e-02
-4.75832842e-02]
[ 2.96546954e-02 -1.60366566e-01 -1.51833539e-01 -5.35648574e-02
-1.17548742e-01 -1.07676268e-01 8.22001673e-02 -1.68989991e-01
-3.25265895e-02 -2.60712897e-02 4.06526917e-03 -9.24245042e-02
2.38834922e-02]
[ -2.86318022e-01 -1.42670127e-01 -7.35859727e-02 -9.87102254e-02
-3.04657324e-01 -2.73364633e-01 -3.67272555e-01 4.98389155e-02
-3.09268388e-01 -2.13638076e-01 1.76081317e-01 -4.64545864e-02
2.57181759e-01]
[ -2.18867008e-01 -1.27206293e-01 -8.56445833e-02 -5.83956559e-02
-8.50326385e-02 -1.16320413e-01 -5.52529680e-02 4.84629834e-02
-1.19896998e-01 -1.81900242e-02 2.11998348e-02 -1.44077992e-01
1.50560194e-03]
[ -1.57956361e-01 -6.88174119e-02 -2.24966755e-01 -3.24871542e-01
-1.54716931e-01 -2.00428691e-01 -2.63435760e-01 -7.43745724e-02
1.73876365e-01 -1.67267382e-01 -3.53039188e-01 -2.81249154e-01
-1.61410039e-01]
[ -3.69556172e-01 -6.73804090e-02 -1.47578511e-01 -1.54000656e-01
-5.26333284e-02 -3.11708299e-01 4.41677067e-02 -6.15739353e-02
-1.16098731e-01 8.56736738e-02 -1.85234728e-03 -2.10191690e-01
-2.08335364e-01]
[ -1.68788373e-01 -1.48617124e-01 -4.85926317e-02 -1.43290525e-01
-1.31619259e-01 -2.94340754e-01 -3.41281156e-02 -1.29103494e-01
-2.40648170e-01 2.95184376e-02 2.24306305e-01 1.68431858e-03
-1.85017778e-01]
[ -1.37979682e-01 -1.71498633e-01 -1.14747187e-01 -2.58322523e-01
9.63821742e-02 -1.85320646e-02 -2.21690290e-01 -1.71409801e-01
8.67064457e-02 -1.15675844e-01 -1.17630206e-01 -5.76269297e-02
-3.70344176e-01]
[ -4.47642225e-02 -3.15003828e-02 -1.49179444e-01 -4.50941519e-02
-2.27504500e-01 6.27098704e-02 -8.49774999e-02 -5.13775661e-02
-2.33274927e-01 -9.23710149e-02 -7.52392978e-02 -3.22287977e-01
-1.88486403e-01]
[ -7.13361232e-02 2.54317827e-02 -1.27718451e-01 -3.14252494e-01
1.20615228e-01 2.09506713e-02 -2.15601274e-01 -1.59302095e-01
1.22960440e-01 -6.02200947e-02 -2.81463097e-01 -2.57365215e-01
-2.85621420e-01]
[ 8.27547207e-02 -3.14005891e-01 -8.09862521e-02 -4.46358079e-01
-2.26064375e-01 -8.82592436e-02 7.37866952e-02 1.12545049e-01
9.44675178e-04 3.09400250e-01 -5.18646438e-01 -7.40467657e-01
4.27786074e-01]
[ -2.19486874e-01 -2.49904065e-01 -1.28951943e-01 -3.01161583e-01
-3.04579430e-01 -9.23811375e-02 2.05832067e-01 4.46594553e-02
2.96715886e-01 4.53072136e-02 -3.99147500e-01 -9.39630894e-01
6.17870663e-01]
[ -9.91458533e-03 -1.92405081e-01 2.50187416e-02 -3.08322642e-01
-1.75109872e-01 1.66981292e-01 2.07126793e-01 2.69137277e-01
-1.84545977e-02 2.50114871e-01 -2.19674404e-01 -1.00434900e+00
7.21483619e-01]
[ 5.53055363e-03 -4.92464628e-02 -1.21605713e-01 -1.25847414e-01
-1.81916638e-01 -4.56016820e-02 2.98915453e-01 1.74767960e-01
2.61809015e-01 3.83032083e-01 -4.74425821e-01 -8.90724853e-01
7.33254144e-01]
[ -8.01612176e-02 -2.82638525e-01 6.13881021e-02 -3.65602317e-01
-1.51048695e-01 1.17911271e-01 3.67650385e-01 1.42122073e-01
-5.95428213e-02 1.73847074e-01 -5.54564196e-01 -9.10392219e-01
8.44276335e-01]
[ 1.22330311e-01 -9.10285747e-02 1.79146778e-02 -1.71767824e-01
-8.32041778e-02 -1.73128150e-02 2.43965212e-01 3.66896435e-01
4.07157629e-01 2.68874252e-01 -5.43719471e-01 -8.03362794e-01
5.33200687e-01]
[ -7.83018045e-03 -1.33438285e-01 2.04465683e-02 1.40665170e-02
-8.77314435e-02 -2.83743772e-01 3.91910800e-02 3.23120335e-01
-1.75967444e-02 9.36750952e-02 -2.51302177e-01 -7.03283763e-01
2.61305677e-01]
[ 8.03011111e-02 1.10735116e-01 2.74505271e-03 1.01030180e-01
-8.88668604e-02 -5.93497467e-02 -1.92651667e-01 -1.61896010e-01
-2.69766427e-01 -1.41016078e-01 -1.51659506e-01 2.67970309e-01
-1.92901083e-01]
[ 3.92480104e-02 -9.00086432e-02 1.40925685e-01 2.39211064e-01
2.54289670e-01 8.71788130e-03 -4.03887538e-01 -3.58272783e-01
-9.71217123e-02 -5.32413436e-01 1.90755021e-01 1.03506564e+00
-5.13438231e-01]
[ 3.39786592e-02 7.90213611e-02 -2.11983939e-01 5.58197465e-02
3.15684860e-02 -8.07044844e-04 -1.66757009e-01 -3.30445533e-01
-2.85133825e-01 -1.93390317e-01 -4.75182645e-02 -5.53582726e-02
-1.85390902e-01]
[ -5.74504467e-02 -2.11610375e-01 6.25325466e-02 9.00100398e-02
-1.31332030e-01 -1.34397843e-01 1.95385161e-02 -2.96102713e-02
6.61309342e-02 -3.84100719e-01 -3.09414763e-01 -2.28104276e-01
8.51253275e-03]
[ 1.27205203e-02 -2.70507840e-01 5.70444928e-02 -2.38254750e-01
-1.90408941e-01 -2.31556358e-01 -2.74282465e-01 2.63570077e-02
-2.09571870e-02 8.49972514e-02 -1.57221116e-01 1.85313299e-01
-7.06133256e-02]
[ 1.71386830e-01 5.20057032e-02 -1.04023986e-01 -2.29504265e-01
-5.90970058e-02 -1.01763690e-01 -1.82815509e-01 1.98105715e-02
-1.89106420e-01 -2.34845234e-01 -1.88229598e-01 2.55280831e-01
-9.60781778e-02]
[ -1.73553286e-01 -1.80062971e-01 -1.12421400e-01 -2.04938140e-01
-4.89981740e-02 2.65739787e-02 -1.96340434e-01 -2.17659493e-01
-1.47016256e-01 -3.15639466e-02 -2.00143549e-01 1.91924352e-01
-2.33864830e-01]
[ -3.48972159e-02 -2.10220878e-01 -1.60177114e-01 -2.14853610e-01
-5.10687139e-02 4.39614812e-02 -4.74173295e-02 -4.36977872e-02
-2.26138535e-01 -2.84109724e-01 -3.87845528e-02 -4.40380716e-03
-6.62576721e-02]
[ 1.11578078e-01 8.36495836e-02 -1.22708349e-02 -1.58267639e-01
-3.21557850e-01 7.53191141e-03 -1.79206721e-01 -2.99166339e-01
-3.28296110e-01 5.93609766e-03 -8.29863814e-02 1.49125825e-01
-1.22086176e-01]
[ -6.40507492e-02 -8.17670794e-03 -2.85064392e-01 -2.46965753e-03
7.07607794e-02 1.55316276e-01 -2.40472246e-01 -1.89739523e-01
-5.70953908e-02 -7.28963534e-02 1.84897193e-01 5.90919094e-01
-1.03765656e-01]
[ 1.08860623e-01 3.50227060e-01 -2.03143403e-01 6.82616822e-01
1.20855882e-01 -1.71754077e-03 -2.52216033e-01 -4.02780398e-01
-2.57800244e-01 -3.86810462e-01 7.22130212e-01 9.67018332e-01
-9.02317408e-01]
[ -2.83243183e-02 1.86341598e-01 4.50447028e-02 2.40810803e-01
5.67610551e-03 -6.95778961e-02 -3.02365972e-01 -3.83183379e-01
-2.91267558e-01 -2.84792024e-01 5.09876724e-01 9.94225038e-01
-8.44223240e-01]
[ -4.81086396e-02 -1.28122564e-01 -1.55873549e-01 2.94061777e-01
-1.71391843e-01 2.33389277e-01 -9.00911626e-02 -2.30598073e-01
-2.49474336e-01 -4.48326593e-01 1.92990385e-01 4.96441183e-01
-4.10338849e-01]
[ 7.87706457e-02 -3.81904810e-01 -5.17559347e-02 -2.14823950e-02
-1.11900625e-01 1.99825154e-01 7.06094779e-02 1.63730455e-01
-1.74544462e-01 -3.84058410e-02 -6.54436590e-02 3.23080258e-01
-2.25172767e-01]
[ 2.03813645e-01 -2.92811609e-01 -1.21041850e-01 -8.55816250e-02
-2.10663795e-01 1.21846073e-01 1.71620817e-02 -1.43436109e-01
-5.60111655e-02 -9.43238605e-02 -1.40771144e-01 -1.72466702e-01
-1.22536172e-01]
[ -1.35589131e-01 -7.85693474e-02 3.73685357e-02 -2.46329622e-01
-5.59615560e-02 -1.41269304e-01 3.58333128e-02 -2.01396858e-02
-9.03282462e-02 -1.39894567e-02 -3.03635716e-01 -4.11337418e-01
-6.78055679e-02]
[ -1.40196912e-01 -1.38487643e-01 -6.73689006e-02 -2.68196711e-01
-3.47688749e-01 -2.88307455e-01 1.58036581e-01 1.36224909e-01
1.99423365e-02 1.13998983e-01 -2.45363026e-01 -7.76362022e-01
2.25854493e-02]
[ -1.62912245e-01 -2.38562985e-01 -3.00299442e-01 -4.83791085e-01
-2.84799229e-01 -2.10113443e-01 -3.22660597e-01 4.90054923e-02
-3.49318950e-02 -4.34802484e-01 -4.14102998e-01 -4.28908287e-01
-5.61002611e-01]
[ -1.13286039e-01 1.24435081e-01 1.97684270e-02 3.50366945e-02
-2.09840755e-01 -1.71064646e-01 -1.15382299e-01 2.25274714e-02
-1.11048170e-01 -1.55837338e-01 -1.65498769e-01 -3.16351025e-01
-3.91280441e-02]
[ -3.52729510e-01 -1.22906568e-01 -2.70562565e-01 1.72444097e-01
-2.05150372e-01 -2.28359092e-01 -6.74924955e-02 -1.16053689e-01
4.39256601e-02 1.04230355e-03 5.70795427e-02 -3.32839370e-01
4.40179438e-02]
[ -1.29199182e-01 -3.85876208e-02 -2.54853863e-01 7.16498466e-02
-2.21197677e-01 -2.78647636e-01 -3.63061616e-01 -2.19470392e-02
1.51477449e-02 -1.61180659e-01 -2.39162304e-01 -3.00320418e-01
-7.63499740e-03]
[ -2.23356192e-01 -5.32616654e-01 -3.36556274e-01 -2.60727596e-01
-3.25223586e-01 -2.28753517e-01 -2.76897995e-02 -2.69853058e-01
7.16887480e-02 -2.32587475e-01 -1.32858918e-01 -1.89866310e-01
-8.67637421e-02]
[ -2.17084378e-01 -2.97344535e-01 -3.18592049e-01 -1.26255980e-01
-9.32472858e-02 -1.49309920e-01 -7.46233114e-02 4.27823437e-03
-1.91622943e-01 -5.12064082e-01 -2.48770972e-01 -1.88866517e-01
3.28224180e-02]
[ -1.15367430e-01 -3.37497711e-03 -2.38974173e-01 -5.72519574e-01
-2.54640766e-01 -2.59541259e-01 -1.17863172e-02 -3.77045085e-01
9.41267031e-02 -1.00986526e-01 -4.30406593e-01 -1.85760405e-01
-4.87219181e-01]]
Progress: 17.4% ... Training loss: 0.245 ... Validation loss: 0.429[[-0.12279501]
[ 0.23811874]
[-0.16320066]
[ 0.87269843]
[ 0.25433332]
[-0.04026555]
[-0.84168327]
[-0.96178453]
[-0.66115753]
[-0.97346855]
[ 1.13879793]
[ 2.83415353]
[-1.80658701]]
[[ -5.34387905e-01 -5.00154479e-01 -5.83967791e-01 -1.17238940e-01
-3.03366153e-01 -5.91744098e-01 -2.25595650e-01 -2.76885247e-01
-4.44914287e-01 -3.88378451e-01 1.31540925e-01 6.73561855e-01
3.98487862e-02]
[ 5.38014887e-03 -1.36934957e-01 4.99128252e-02 -4.15267674e-02
-4.14125989e-02 5.85741831e-02 -1.21903400e-01 2.13546056e-01
-1.34196683e-01 -1.79215184e-01 -6.27550085e-02 -8.25646924e-02
8.43812942e-02]
[ -2.19160216e-01 1.35864220e-01 -2.08795259e-02 1.45453695e-01
8.70740637e-02 -1.19649156e-01 1.15552302e-01 -7.60905823e-02
2.86408922e-01 -1.74470024e-01 2.22656973e-01 7.94566757e-01
7.42015386e-01]
[ 1.90633619e-01 -2.38039086e-01 -2.83095255e-01 6.92068724e-03
-2.84145130e-01 1.97392630e-03 4.91012888e-02 -4.92207901e-01
1.22318519e-01 -3.47591495e-01 -1.93451880e-01 -3.43258590e-01
-1.93070010e-01]
[ 1.11359844e-01 1.60315210e-02 1.06743041e-01 -2.99288476e-02
-1.61897422e-02 7.03809127e-02 -1.03353636e-01 -3.07315244e-02
5.11943228e-02 1.78766936e-01 1.28508051e-01 -1.22434246e-01
-1.47585577e-01]
[ -4.82375529e-01 -5.98771771e-01 -6.02235740e-01 -5.98874873e-01
-5.84054735e-01 -5.63887750e-01 -3.01885976e-01 -1.57163266e-01
-4.34326327e-01 -2.34503746e-01 -4.98697882e-01 -7.20475607e-01
-4.67756943e-01]
[ -4.17716540e-01 -5.83640048e-01 -3.22016152e-01 -3.67872219e-01
-4.11716582e-01 -5.61262352e-01 -4.24705329e-01 -4.57025782e-01
-2.91164467e-01 -1.58608831e-01 -4.34405984e-01 -3.19448845e-01
-3.18036616e-01]
[ -3.28833871e-01 -3.45658758e-01 -4.74356808e-01 -1.87280479e-01
-3.14570796e-01 -4.16916955e-01 -2.65035692e-01 -2.11960841e-01
-2.82222635e-01 -4.84438033e-01 -2.19248855e-01 -4.82822846e-01
-3.25121909e-01]
[ -4.71736815e-01 -3.51210674e-01 -3.77890816e-01 -1.74303877e-01
-3.39083337e-01 -2.15888398e-01 -9.76013298e-02 -4.31761705e-01
-2.72324480e-01 -4.51011786e-01 -1.54583567e-01 -2.41576785e-01
-2.03946310e-01]
[ -9.55330397e-01 -9.32577596e-01 -9.79757644e-01 -7.24019755e-01
-1.02048490e+00 -9.83511133e-01 -6.22382974e-01 -6.09704838e-01
-7.57597985e-01 -5.71646237e-01 -6.89903593e-01 -4.87198993e-01
-6.03079682e-01]
[ -5.07890920e-01 -2.69013015e-01 -4.66968329e-01 -3.35633003e-01
-3.51344137e-01 -3.58593684e-01 -5.64654783e-01 -5.78556446e-01
-6.38577723e-01 -1.14545996e-01 -4.70897252e-01 -6.28043985e-01
-4.58805181e-01]
[ -1.15843231e-01 2.00126397e-02 -3.35698328e-01 -4.25370793e-01
-1.07287493e-01 -7.23855855e-02 -1.57930192e-01 -3.10246938e-01
-1.42069576e-01 1.18397001e-01 -4.28267542e-01 -8.15651315e-01
-3.70021173e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58606922e-01 -1.16679223e-01 1.64800095e-01 -2.73226401e-01
-1.30060653e-01 1.13406435e-01 -1.20526218e-01 1.96231094e-02
-7.97709858e-02 7.69754067e-02 -1.70114272e-01 -3.69484689e-01
2.67790232e-02]
[ -8.23643842e-02 -2.64656636e-01 -1.78074679e-01 -2.96023345e-01
-4.79725007e-01 -8.49293641e-02 -2.98210799e-02 1.92219418e-02
-5.16405539e-02 3.29781223e-02 -2.05035264e-01 -3.11439499e-01
-2.43390054e-01]
[ -7.41051789e-02 -1.00390460e-02 -2.37211246e-01 -2.48970249e-01
1.30243488e-01 -1.63326421e-01 -1.70228677e-01 6.78607916e-02
-6.04600888e-03 3.17679437e-02 -1.75185913e-01 4.01958115e-02
-4.53310938e-02]
[ 3.01550827e-02 -1.61192746e-01 -1.51392166e-01 -5.70373197e-02
-1.18402309e-01 -1.07584440e-01 8.52156872e-02 -1.65386007e-01
-2.99829187e-02 -2.20220065e-02 -3.83545911e-04 -1.08212054e-01
2.93998536e-02]
[ -2.86441767e-01 -1.42590837e-01 -7.36791257e-02 -9.88540635e-02
-3.04617459e-01 -2.73383795e-01 -3.67572176e-01 4.92431810e-02
-3.09387648e-01 -2.14183023e-01 1.75463515e-01 -4.57452249e-02
2.55456776e-01]
[ -2.19028819e-01 -1.26951908e-01 -8.58574264e-02 -5.61735140e-02
-8.46133907e-02 -1.16353857e-01 -5.75633512e-02 4.63427518e-02
-1.21610003e-01 -1.99982265e-02 2.42141712e-02 -1.35308478e-01
-4.26227005e-03]
[ -1.57857243e-01 -6.92954343e-02 -2.24752701e-01 -3.26852947e-01
-1.55421201e-01 -2.00395651e-01 -2.62064773e-01 -7.13025537e-02
1.75759943e-01 -1.66407121e-01 -3.56283579e-01 -2.93702799e-01
-1.55965741e-01]
[ -3.69643492e-01 -6.72958109e-02 -1.47615685e-01 -1.52955966e-01
-5.26386156e-02 -3.11725682e-01 4.35931425e-02 -6.14360435e-02
-1.16422962e-01 8.54752493e-02 -1.88372496e-03 -2.07239233e-01
-2.08450362e-01]
[ -1.69133966e-01 -1.47315628e-01 -4.91641748e-02 -1.37376748e-01
-1.30311486e-01 -2.94411950e-01 -3.83368205e-02 -1.33933621e-01
-2.43762144e-01 2.48760152e-02 2.32943023e-01 2.11406002e-02
-1.96027295e-01]
[ -1.37599464e-01 -1.72259229e-01 -1.14407196e-01 -2.61079873e-01
9.56421721e-02 -1.84362582e-02 -2.18850301e-01 -1.69495782e-01
8.90419068e-02 -1.13117063e-01 -1.21208852e-01 -6.37413355e-02
-3.67972635e-01]
[ -4.45279491e-02 -3.20633750e-02 -1.48930867e-01 -4.70980754e-02
-2.27897270e-01 6.27779589e-02 -8.26814576e-02 -4.98299503e-02
-2.31975675e-01 -9.03792207e-02 -7.79916506e-02 -3.28879132e-01
-1.86415302e-01]
[ -7.13814119e-02 2.54878014e-02 -1.27762307e-01 -3.14095609e-01
1.20666731e-01 2.09419594e-02 -2.15912733e-01 -1.59798569e-01
1.22759213e-01 -6.07236017e-02 -2.81081513e-01 -2.56819956e-01
-2.86012213e-01]
[ 8.26167004e-02 -3.13755253e-01 -8.11867996e-02 -4.45265979e-01
-2.25827119e-01 -8.82857488e-02 7.24445144e-02 1.10715187e-01
-8.66410599e-05 3.07585302e-01 -5.17353168e-01 -7.37296927e-01
4.23587643e-01]
[ -2.19477754e-01 -2.49894022e-01 -1.28960244e-01 -3.01240888e-01
-3.04570561e-01 -9.23792636e-02 2.05951236e-01 4.45422258e-02
2.96847864e-01 4.52489272e-02 -3.99178382e-01 -9.39732641e-01
6.18171003e-01]
[ -9.82738783e-03 -1.92551146e-01 2.51083328e-02 -3.09193035e-01
-1.75271160e-01 1.67002882e-01 2.08184892e-01 2.70104841e-01
-1.77712016e-02 2.51210158e-01 -2.20760884e-01 -1.00607916e+00
7.24035634e-01]
[ 5.52351398e-03 -4.92379275e-02 -1.21615406e-01 -1.25960882e-01
-1.81934278e-01 -4.56025891e-02 2.98939397e-01 1.74613057e-01
2.61771766e-01 3.82987138e-01 -4.74499927e-01 -8.91420472e-01
7.33271404e-01]
[ -8.01615517e-02 -2.82642008e-01 6.13891790e-02 -3.65550966e-01
-1.51041717e-01 1.17912163e-01 3.67609897e-01 1.42095295e-01
-5.96479869e-02 1.73872921e-01 -5.54502788e-01 -9.10156645e-01
8.43986714e-01]
[ 1.22368766e-01 -9.11438540e-02 1.79678664e-02 -1.72259536e-01
-8.33326835e-02 -1.73047315e-02 2.44672813e-01 3.67818538e-01
4.07724940e-01 2.69482605e-01 -5.44458031e-01 -8.05725735e-01
5.35037422e-01]
[ -8.00899421e-03 -1.33004867e-01 2.02414174e-02 1.61370965e-02
-8.73135459e-02 -2.83779945e-01 3.71934658e-02 3.20970446e-01
-1.92014316e-02 9.18731311e-02 -2.49351665e-01 -6.99492364e-01
2.56566691e-01]
[ 8.03286890e-02 1.10868021e-01 2.72485798e-03 1.01744735e-01
-8.87599950e-02 -5.93528871e-02 -1.93350064e-01 -1.62143529e-01
-2.70105618e-01 -1.41202196e-01 -1.50728699e-01 2.68474357e-01
-1.94741394e-01]
[ 3.92566008e-02 -9.00097333e-02 1.40805240e-01 2.41523775e-01
2.54434506e-01 8.72756716e-03 -4.05021959e-01 -3.59373311e-01
-9.77944319e-02 -5.33884513e-01 1.95293759e-01 1.04411901e+00
-5.17854157e-01]
[ 3.41474270e-02 7.86270569e-02 -2.11787269e-01 5.47241424e-02
3.12049349e-02 -7.62682255e-04 -1.65461494e-01 -3.29239875e-01
-2.84203299e-01 -1.92083029e-01 -4.90709332e-02 -5.87369395e-02
-1.83171933e-01]
[ -5.74019530e-02 -2.11893692e-01 6.26497574e-02 8.84663069e-02
-1.31634301e-01 -1.34384895e-01 2.08776945e-02 -2.81574297e-02
6.72601686e-02 -3.83443653e-01 -3.11428762e-01 -2.34526361e-01
1.25667192e-02]
[ 1.27942488e-02 -2.70782654e-01 5.71827821e-02 -2.39768781e-01
-1.90809626e-01 -2.31538532e-01 -2.73168350e-01 2.79817841e-02
-1.98247539e-02 8.61068729e-02 -1.59706401e-01 1.80401967e-01
-6.61735110e-02]
[ 1.71410953e-01 5.18831985e-02 -1.04012269e-01 -2.30074447e-01
-5.92471656e-02 -1.01753897e-01 -1.82345955e-01 1.98071197e-02
-1.88922269e-01 -2.34428629e-01 -1.88789361e-01 2.55593475e-01
-9.60028648e-02]
[ -1.73489345e-01 -1.80524789e-01 -1.12157833e-01 -2.07237628e-01
-4.95025553e-02 2.66053686e-02 -1.95717798e-01 -2.15355067e-01
-1.45819709e-01 -2.93757353e-02 -2.03138868e-01 1.87606339e-01
-2.30327102e-01]
[ -3.47875433e-02 -2.10915768e-01 -1.59856789e-01 -2.18098743e-01
-5.18706661e-02 4.39957764e-02 -4.48613669e-02 -3.92816134e-02
-2.23686320e-01 -2.81351302e-01 -4.44754305e-02 -1.63670755e-02
-5.72476630e-02]
[ 1.11557728e-01 8.36035589e-02 -1.22560751e-02 -1.58579898e-01
-3.21658711e-01 7.53196120e-03 -1.78946216e-01 -2.98859145e-01
-3.28059264e-01 5.70475721e-03 -8.35533591e-02 1.47896996e-01
-1.20238593e-01]
[ -6.40793812e-02 -7.98548738e-03 -2.85146980e-01 -1.73022010e-03
7.09934411e-02 1.55302057e-01 -2.41004509e-01 -1.90386177e-01
-5.75762846e-02 -7.32984324e-02 1.85938255e-01 5.91792990e-01
-1.05617196e-01]
[ 1.09218654e-01 3.49721442e-01 -2.02883370e-01 6.81339803e-01
1.20368256e-01 -1.62544588e-03 -2.50361106e-01 -4.01688262e-01
-2.56314581e-01 -3.84431127e-01 7.19886281e-01 9.61512398e-01
-9.04209471e-01]
[ -2.82632561e-02 1.86695893e-01 4.49267428e-02 2.43818332e-01
6.23903836e-03 -6.95775257e-02 -3.03989370e-01 -3.85566138e-01
-2.92673096e-01 -2.86070925e-01 5.13877141e-01 9.98495022e-01
-8.53061742e-01]
[ -4.79141945e-02 -1.28595127e-01 -1.55620197e-01 2.92396166e-01
-1.71790435e-01 2.33450023e-01 -8.81569605e-02 -2.28476688e-01
-2.48323470e-01 -4.46199860e-01 1.90203647e-01 4.89298918e-01
-4.08283539e-01]
[ 7.87104321e-02 -3.81801488e-01 -5.18296705e-02 -2.07877946e-02
-1.11753108e-01 1.99805471e-01 6.98312035e-02 1.62976031e-01
-1.75024307e-01 -3.91761734e-02 -6.45139399e-02 3.25506465e-01
-2.26578259e-01]
[ 2.03710364e-01 -2.92582366e-01 -1.21148495e-01 -8.39853124e-02
-2.10412791e-01 1.21821994e-01 1.56378551e-02 -1.44728270e-01
-5.72191665e-02 -9.55073169e-02 -1.38701078e-01 -1.66578287e-01
-1.26471435e-01]
[ -1.35547860e-01 -7.86083413e-02 3.73958918e-02 -2.46544682e-01
-5.60241445e-02 -1.41258181e-01 3.62690947e-02 -1.99584601e-02
-9.00158690e-02 -1.38394741e-02 -3.03976264e-01 -4.12077599e-01
-6.76892134e-02]
[ -1.40147802e-01 -1.38607711e-01 -6.72758742e-02 -2.68838220e-01
-3.47805875e-01 -2.88297813e-01 1.58783240e-01 1.37166588e-01
2.04204884e-02 1.14917811e-01 -2.46403848e-01 -7.79097874e-01
2.45725965e-02]
[ -1.62015344e-01 -2.40130623e-01 -2.99527313e-01 -4.92172517e-01
-2.86752483e-01 -2.09931453e-01 -3.16157310e-01 5.46778866e-02
-2.92608543e-02 -4.29019429e-01 -4.25409328e-01 -4.62658875e-01
-5.51107324e-01]
[ -1.13222466e-01 1.23980217e-01 1.99791610e-02 3.33511228e-02
-2.10298656e-01 -1.71039247e-01 -1.14103502e-01 2.44832090e-02
-1.10033870e-01 -1.54467224e-01 -1.68471147e-01 -3.25670974e-01
-3.60622770e-02]
[ -3.52962975e-01 -1.22282368e-01 -2.70806218e-01 1.75895551e-01
-2.04549748e-01 -2.28411326e-01 -6.96935072e-02 -1.17882732e-01
4.20569916e-02 -5.61819400e-04 6.10843424e-02 -3.23571588e-01
3.86198816e-02]
[ -1.29090386e-01 -3.88497251e-02 -2.54732950e-01 7.21602095e-02
-2.21381641e-01 -2.78598235e-01 -3.62566129e-01 -2.14106136e-02
1.61851318e-02 -1.59981011e-01 -2.39259092e-01 -3.00684197e-01
-6.23241893e-03]
[ -2.23637826e-01 -5.32574887e-01 -3.36777085e-01 -2.56382265e-01
-3.24814865e-01 -2.28790651e-01 -3.05808581e-02 -2.70986967e-01
6.93419937e-02 -2.34979252e-01 -1.27209857e-01 -1.73118344e-01
-9.30577459e-02]
[ -2.17177848e-01 -2.97202419e-01 -3.18653845e-01 -1.26214964e-01
-9.31824328e-02 -1.49336268e-01 -7.47316509e-02 3.92579995e-03
-1.91419492e-01 -5.12733817e-01 -2.48626691e-01 -1.89856964e-01
3.46453901e-02]
[ -1.15001228e-01 -3.86567073e-03 -2.38656783e-01 -5.74456066e-01
-2.55000251e-01 -2.59440273e-01 -9.99689305e-03 -3.75063252e-01
9.51230385e-02 -9.81755772e-02 -4.33220193e-01 -1.90062020e-01
-4.91071087e-01]]
Progress: 17.5% ... Training loss: 0.244 ... Validation loss: 0.431[[-0.12237247]
[ 0.23679359]
[-0.1605891 ]
[ 0.87464311]
[ 0.25799599]
[-0.036573 ]
[-0.84251958]
[-0.95301508]
[-0.66368461]
[-0.9703651 ]
[ 1.13900588]
[ 2.83283438]
[-1.81720018]]
[[ -5.33899053e-01 -5.01071926e-01 -5.83529551e-01 -1.20468234e-01
-3.03726795e-01 -5.91642362e-01 -2.21082807e-01 -2.76223296e-01
-4.41733971e-01 -3.85157010e-01 1.28705104e-01 6.63111027e-01
5.31094447e-02]
[ 5.23557028e-03 -1.36766805e-01 4.96744395e-02 -4.06098351e-02
-4.11589319e-02 5.85075865e-02 -1.23365706e-01 2.11745504e-01
-1.35072678e-01 -1.80359510e-01 -6.19274835e-02 -7.90831314e-02
8.16218437e-02]
[ -2.18116143e-01 1.33550650e-01 -1.96216982e-02 1.41023695e-01
8.55301769e-02 -1.19363699e-01 1.23101105e-01 -6.71049346e-02
2.92599030e-01 -1.65484476e-01 2.15675446e-01 7.62631376e-01
7.60984505e-01]
[ 1.91051733e-01 -2.38486596e-01 -2.82862595e-01 5.62833519e-03
-2.84717671e-01 2.11907477e-03 5.53431115e-02 -4.88487586e-01
1.26229073e-01 -3.43886975e-01 -1.96182892e-01 -3.55173327e-01
-1.83259903e-01]
[ 1.11736583e-01 1.50647175e-02 1.07435358e-01 -3.54783196e-02
-1.73698730e-02 7.05070582e-02 -1.00025871e-01 -2.61526678e-02
5.48895470e-02 1.82585289e-01 1.22095112e-01 -1.39601370e-01
-1.33886536e-01]
[ -4.82924894e-01 -5.97761557e-01 -6.03010566e-01 -5.95176288e-01
-5.82806253e-01 -5.64068433e-01 -3.07397762e-01 -1.65065104e-01
-4.37664164e-01 -2.42151997e-01 -4.92308691e-01 -6.99526289e-01
-4.79309752e-01]
[ -4.17385207e-01 -5.84385239e-01 -3.21417983e-01 -3.71224826e-01
-4.12300887e-01 -5.61183055e-01 -4.21499459e-01 -4.52914380e-01
-2.89223247e-01 -1.52307917e-01 -4.40341468e-01 -3.36307514e-01
-3.06555156e-01]
[ -3.28691615e-01 -3.45989262e-01 -4.74430096e-01 -1.86698871e-01
-3.14351449e-01 -4.16934220e-01 -2.63780980e-01 -2.11767517e-01
-2.80926163e-01 -4.84747584e-01 -2.18914091e-01 -4.96174799e-01
-3.21786761e-01]
[ -4.71617934e-01 -3.51330455e-01 -3.77886233e-01 -1.75355671e-01
-3.39339682e-01 -2.15851758e-01 -9.59246022e-02 -4.31735247e-01
-2.71099510e-01 -4.49874131e-01 -1.56856775e-01 -2.47914383e-01
-2.00100418e-01]
[ -9.54996551e-01 -9.33369242e-01 -9.79532899e-01 -7.25704464e-01
-1.02060034e+00 -9.83469678e-01 -6.19575604e-01 -6.09502799e-01
-7.55141915e-01 -5.69979279e-01 -6.92135051e-01 -4.99906013e-01
-5.93871399e-01]
[ -5.08204849e-01 -2.68202024e-01 -4.67405114e-01 -3.32436225e-01
-3.50310565e-01 -3.58725889e-01 -5.67315282e-01 -5.82295119e-01
-6.40563229e-01 -1.17097510e-01 -4.67396603e-01 -6.21662500e-01
-4.64533426e-01]
[ -1.15820043e-01 1.98080344e-02 -3.35731650e-01 -4.27007070e-01
-1.07578448e-01 -7.23768466e-02 -1.57451538e-01 -3.10280960e-01
-1.41415315e-01 1.18762323e-01 -4.31021469e-01 -8.24924682e-01
-3.66391522e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58970247e-01 -1.15935530e-01 1.64209353e-01 -2.71027308e-01
-1.29260697e-01 1.13259710e-01 -1.24452562e-01 1.42190415e-02
-8.19304412e-02 7.14539664e-02 -1.66017474e-01 -3.58644690e-01
1.87706260e-02]
[ -8.23772830e-02 -2.64627366e-01 -1.78102868e-01 -2.96079730e-01
-4.79700885e-01 -8.49252199e-02 -2.97637020e-02 1.94397405e-02
-5.16127443e-02 3.28607711e-02 -2.05189269e-01 -3.12866355e-01
-2.43520492e-01]
[ -7.47028470e-02 -8.91617650e-03 -2.37861846e-01 -2.43271764e-01
1.31784471e-01 -1.63489610e-01 -1.75315568e-01 6.05357777e-02
-1.01904133e-02 2.52784707e-02 -1.66592964e-01 6.53631726e-02
-5.81307635e-02]
[ 3.06694049e-02 -1.62177330e-01 -1.50714430e-01 -6.17288169e-02
-1.19560610e-01 -1.07447735e-01 9.00456178e-02 -1.59581561e-01
-2.67068966e-02 -1.48946070e-02 -7.24835237e-03 -1.26208624e-01
4.24331729e-02]
[ -2.86305414e-01 -1.42941530e-01 -7.34595214e-02 -1.00656944e-01
-3.04944935e-01 -2.73348206e-01 -3.66154932e-01 5.08769549e-02
-3.08210281e-01 -2.12586984e-01 1.72528543e-01 -5.37613597e-02
2.60971431e-01]
[ -2.19173540e-01 -1.26667189e-01 -8.59942795e-02 -5.50070860e-02
-8.42523475e-02 -1.16404646e-01 -5.95360427e-02 4.46033917e-02
-1.23020491e-01 -2.05927223e-02 2.50027734e-02 -1.35376994e-01
-7.42713707e-03]
[ -1.57599077e-01 -7.01924038e-02 -2.24521610e-01 -3.29191639e-01
-1.55906660e-01 -2.00344306e-01 -2.59317759e-01 -6.93875322e-02
1.78223969e-01 -1.64625705e-01 -3.59077642e-01 -3.08009272e-01
-1.48592062e-01]
[ -3.69702639e-01 -6.69001794e-02 -1.47824515e-01 -1.50524366e-01
-5.20414134e-02 -3.11772697e-01 4.24862015e-02 -6.25714210e-02
-1.17230526e-01 8.40906692e-02 1.26227307e-03 -2.03416449e-01
-2.12306419e-01]
[ -1.68916272e-01 -1.47763088e-01 -4.89256369e-02 -1.39562400e-01
-1.30844382e-01 -2.94341957e-01 -3.58554394e-02 -1.31740925e-01
-2.42063325e-01 2.66041576e-02 2.29303921e-01 1.22819774e-02
-1.89364078e-01]
[ -1.37491833e-01 -1.72375906e-01 -1.14411614e-01 -2.62052554e-01
9.54437811e-02 -1.84024227e-02 -2.17403617e-01 -1.69552458e-01
9.00926624e-02 -1.12051115e-01 -1.23039241e-01 -6.88877326e-02
-3.64745093e-01]
[ -4.46211158e-02 -3.18931119e-02 -1.49002507e-01 -4.63845422e-02
-2.27771424e-01 6.27459811e-02 -8.33382838e-02 -5.01897670e-02
-2.32416859e-01 -9.08799716e-02 -7.73826075e-02 -3.28172497e-01
-1.87605035e-01]
[ -7.13015480e-02 2.53524771e-02 -1.27683365e-01 -3.14381168e-01
1.20547280e-01 2.09680316e-02 -2.15517145e-01 -1.59112648e-01
1.23152334e-01 -5.99336894e-02 -2.81582302e-01 -2.57136068e-01
-2.85565774e-01]
[ 8.25116934e-02 -3.13540846e-01 -8.13014403e-02 -4.44636526e-01
-2.25628247e-01 -8.83194012e-02 7.16215478e-02 1.09906616e-01
-7.84553383e-04 3.06776258e-01 -5.16718504e-01 -7.36672103e-01
4.21926615e-01]
[ -2.19511535e-01 -2.49819983e-01 -1.28993974e-01 -3.00940509e-01
-3.04506896e-01 -9.23919171e-02 2.05588409e-01 4.42211097e-02
2.96580707e-01 4.49753650e-02 -3.98897475e-01 -9.39308143e-01
6.17387891e-01]
[ -9.73833443e-03 -1.92665391e-01 2.51922132e-02 -3.10042303e-01
-1.75421904e-01 1.67030542e-01 2.09255922e-01 2.70986785e-01
-1.71624373e-02 2.52350417e-01 -2.21982283e-01 -1.00783988e+00
7.26642294e-01]
[ 5.53642523e-03 -4.92799230e-02 -1.21600794e-01 -1.26349880e-01
-1.81976285e-01 -4.56012625e-02 2.99194055e-01 1.74868291e-01
2.61960718e-01 3.83295844e-01 -4.74872339e-01 -8.92640834e-01
7.34546933e-01]
[ -8.02654947e-02 -2.82355702e-01 6.11510184e-02 -3.65679062e-01
-1.50813271e-01 1.17863657e-01 3.67301639e-01 1.40750488e-01
-5.97675079e-02 1.72873318e-01 -5.54639444e-01 -9.11853599e-01
8.44234236e-01]
[ 1.22313319e-01 -9.10529673e-02 1.78972384e-02 -1.72011684e-01
-8.32183187e-02 -1.73214301e-02 2.44222973e-01 3.67158165e-01
4.07423102e-01 2.68808696e-01 -5.44097282e-01 -8.05408138e-01
5.34425074e-01]
[ -7.98110200e-03 -1.33056003e-01 2.02495863e-02 1.57562300e-02
-8.73778191e-02 -2.83775262e-01 3.78428717e-02 3.20943124e-01
-1.86059556e-02 9.20159115e-02 -2.50026220e-01 -7.02344626e-01
2.57715919e-01]
[ 8.07413538e-02 1.09716914e-01 3.12798664e-03 9.76213354e-02
-8.95605638e-02 -5.92621024e-02 -1.88514470e-01 -1.58454158e-01
-2.65684301e-01 -1.38051197e-01 -1.56366840e-01 2.44533658e-01
-1.83313527e-01]
[ 3.90131885e-02 -8.95112090e-02 1.40577335e-01 2.44852393e-01
2.55088736e-01 8.66221276e-03 -4.07408326e-01 -3.61190040e-01
-9.96790905e-02 -5.35471220e-01 1.99368143e-01 1.05704046e+00
-5.23216476e-01]
[ 3.40935767e-02 7.86779624e-02 -2.11829418e-01 5.51262262e-02
3.12090414e-02 -7.82863775e-04 -1.65605089e-01 -3.29666173e-01
-2.84258093e-01 -1.92556462e-01 -4.88363854e-02 -5.98266367e-02
-1.82993442e-01]
[ -5.76580194e-02 -2.11454007e-01 6.23061965e-02 9.07275875e-02
-1.31120026e-01 -1.34474703e-01 1.85691570e-02 -3.05743817e-02
6.52409195e-02 -3.85058115e-01 -3.09317174e-01 -2.28464044e-01
8.06052500e-03]
[ 1.28815940e-02 -2.70919704e-01 5.72846597e-02 -2.40605272e-01
-1.90955560e-01 -2.31517545e-01 -2.72556610e-01 2.85394070e-02
-1.93012444e-02 8.69317254e-02 -1.60641202e-01 1.77482940e-01
-6.43651706e-02]
[ 1.71433255e-01 5.18472294e-02 -1.03985980e-01 -2.30335887e-01
-5.91886305e-02 -1.01755136e-01 -1.82137573e-01 1.99082636e-02
-1.88670128e-01 -2.34109589e-01 -1.89067264e-01 2.54509739e-01
-9.53622286e-02]
[ -1.73589005e-01 -1.80308755e-01 -1.12283325e-01 -2.06554494e-01
-4.91943229e-02 2.65722744e-02 -1.96611052e-01 -2.17754377e-01
-1.46501011e-01 -3.14429084e-02 -2.01510381e-01 1.93934780e-01
-2.32157953e-01]
[ -3.46566072e-02 -2.11231673e-01 -1.59752934e-01 -2.20865775e-01
-5.23203909e-02 4.40322934e-02 -4.32055772e-02 -3.84950582e-02
-2.22063677e-01 -2.81239519e-01 -4.80022758e-02 -2.36109160e-02
-5.11228302e-02]
[ 1.11786632e-01 8.28337194e-02 -1.18012448e-02 -1.61447999e-01
-3.22291961e-01 7.60853505e-03 -1.76613381e-01 -2.95454399e-01
-3.25996449e-01 9.51209704e-03 -8.84030388e-02 1.37205397e-01
-1.12266979e-01]
[ -6.39071180e-02 -8.39725841e-03 -2.84934203e-01 -3.35502880e-03
7.06043265e-02 1.55358685e-01 -2.39830790e-01 -1.88855274e-01
-5.64294660e-02 -7.14048193e-02 1.83381185e-01 5.85403054e-01
-1.01651018e-01]
[ 1.09279327e-01 3.49494732e-01 -2.02751860e-01 6.80887853e-01
1.20158353e-01 -1.60154362e-03 -2.50099783e-01 -4.00158393e-01
-2.55783581e-01 -3.83662162e-01 7.18972438e-01 9.62451963e-01
-9.03098981e-01]
[ -2.84434443e-02 1.87420899e-01 4.45613837e-02 2.47644510e-01
7.09743888e-03 -6.96419328e-02 -3.07262880e-01 -3.88987899e-01
-2.95837557e-01 -2.89318925e-01 5.20443514e-01 1.00776528e+00
-8.61884165e-01]
[ -4.80324225e-02 -1.28279265e-01 -1.55787335e-01 2.94296257e-01
-1.71426156e-01 2.33408843e-01 -8.92957508e-02 -2.29558236e-01
-2.49380790e-01 -4.47438220e-01 1.92587201e-01 4.96386144e-01
-4.12751729e-01]
[ 7.86996813e-02 -3.81616346e-01 -5.18852180e-02 -1.97999028e-02
-1.11561378e-01 1.99801465e-01 6.94123454e-02 1.61429632e-01
-1.75626639e-01 -3.94625776e-02 -6.32270282e-02 3.27758187e-01
-2.29534229e-01]
[ 2.03784587e-01 -2.92671753e-01 -1.21085932e-01 -8.43273448e-02
-2.10526475e-01 1.21845536e-01 1.61672340e-02 -1.43972249e-01
-5.68228692e-02 -9.48980743e-02 -1.39139632e-01 -1.67565980e-01
-1.25826199e-01]
[ -1.35482844e-01 -7.87192578e-02 3.74625426e-02 -2.46930271e-01
-5.61547596e-02 -1.41243822e-01 3.67637549e-02 -1.97314516e-02
-8.97170353e-02 -1.31647299e-02 -3.04562131e-01 -4.13914409e-01
-6.68431171e-02]
[ -1.40228548e-01 -1.38433738e-01 -6.74070663e-02 -2.68121315e-01
-3.47608011e-01 -2.88326006e-01 1.57837051e-01 1.36146699e-01
1.97472918e-02 1.13916909e-01 -2.45323023e-01 -7.77211342e-01
2.26860025e-02]
[ -1.62061402e-01 -2.39902312e-01 -2.99720845e-01 -4.91734054e-01
-2.86296329e-01 -2.09958577e-01 -3.16672302e-01 5.28991553e-02
-3.00725298e-02 -4.30509823e-01 -4.24893300e-01 -4.59462843e-01
-5.53955519e-01]
[ -1.13235588e-01 1.23566628e-01 2.00688777e-02 3.12858647e-02
-2.10522194e-01 -1.71059742e-01 -1.13724552e-01 2.51860313e-02
-1.09197693e-01 -1.52972481e-01 -1.72534876e-01 -3.37597764e-01
-2.95661427e-02]
[ -3.53030413e-01 -1.21637464e-01 -2.71034955e-01 1.79193051e-01
-2.03986476e-01 -2.28436886e-01 -7.07391967e-02 -1.18922339e-01
4.07004615e-02 -1.37220306e-03 6.49423115e-02 -3.14088380e-01
3.48046401e-02]
[ -1.28894850e-01 -3.95327855e-02 -2.54411361e-01 7.01972417e-02
-2.21946158e-01 -2.78556590e-01 -3.61454046e-01 -1.99998758e-02
1.76529129e-02 -1.57765411e-01 -2.42434374e-01 -3.06736548e-01
-1.05598766e-03]
[ -2.23804491e-01 -5.32113448e-01 -3.36940157e-01 -2.54037000e-01
-3.24302057e-01 -2.28825886e-01 -3.21751378e-02 -2.72611405e-01
6.77310408e-02 -2.36349435e-01 -1.23661450e-01 -1.71492395e-01
-9.61418665e-02]
[ -2.17333172e-01 -2.96775168e-01 -3.18871997e-01 -1.24554003e-01
-9.27064321e-02 -1.49386030e-01 -7.59305088e-02 2.02215896e-03
-1.92382697e-01 -5.14307653e-01 -2.47158584e-01 -1.84037292e-01
3.09397959e-02]
[ -1.14705052e-01 -4.71618537e-03 -2.38509958e-01 -5.78294237e-01
-2.55593251e-01 -2.59405752e-01 -6.50858259e-03 -3.74401050e-01
9.86862690e-02 -9.71603570e-02 -4.36856430e-01 -2.07806641e-01
-4.82180812e-01]]
Progress: 17.6% ... Training loss: 0.246 ... Validation loss: 0.436[[-0.11411461]
[ 0.25050745]
[-0.15237782]
[ 0.89291407]
[ 0.26991879]
[-0.02891666]
[-0.82859015]
[-0.93970253]
[-0.64693043]
[-0.95752366]
[ 1.15744652]
[ 2.86518424]
[-1.80180213]]
[[ -5.34124649e-01 -5.00455608e-01 -5.83713977e-01 -1.16130983e-01
-3.02871415e-01 -5.91674454e-01 -2.23773725e-01 -2.77442753e-01
-4.44704325e-01 -3.86736836e-01 1.34476668e-01 6.81864592e-01
4.17677821e-02]
[ 5.16240961e-03 -1.36607606e-01 4.95632662e-02 -4.02088412e-02
-4.10178741e-02 5.84827802e-02 -1.23914473e-01 2.11083689e-01
-1.35382083e-01 -1.81151041e-01 -6.16846235e-02 -7.91158609e-02
8.04806105e-02]
[ -2.19270983e-01 1.35752474e-01 -2.05961941e-02 1.48794420e-01
8.76627214e-02 -1.19633083e-01 1.14013648e-01 -7.60587858e-02
2.86237364e-01 -1.75804074e-01 2.27278400e-01 7.92491466e-01
7.41619110e-01]
[ 1.90993607e-01 -2.38732896e-01 -2.82587246e-01 9.75604324e-03
-2.84693055e-01 2.11352482e-03 5.28674825e-02 -4.87183311e-01
1.24331851e-01 -3.41992649e-01 -1.92425668e-01 -3.29714126e-01
-1.89135160e-01]
[ 1.11144720e-01 1.63342335e-02 1.06560958e-01 -3.33389544e-02
-1.61294924e-02 7.03364652e-02 -1.05036125e-01 -3.34824253e-02
5.00398346e-02 1.74192289e-01 1.27164036e-01 -1.30793589e-01
-1.41536657e-01]
[ -4.82915365e-01 -5.97689617e-01 -6.03084159e-01 -5.94327484e-01
-5.82567670e-01 -5.64066275e-01 -3.07718956e-01 -1.65465835e-01
-4.38451968e-01 -2.42482209e-01 -4.91267718e-01 -6.94296379e-01
-4.83986573e-01]
[ -4.17495711e-01 -5.84016382e-01 -3.21621840e-01 -3.69085596e-01
-4.11679108e-01 -5.61218717e-01 -4.23130106e-01 -4.55263754e-01
-2.90448596e-01 -1.53948967e-01 -4.36751787e-01 -3.28380086e-01
-3.14120956e-01]
[ -3.29159121e-01 -3.44910055e-01 -4.74859207e-01 -1.82557923e-01
-3.13452356e-01 -4.17032612e-01 -2.67737320e-01 -2.15179683e-01
-2.84408008e-01 -4.88326205e-01 -2.14433890e-01 -4.80301860e-01
-3.31184845e-01]
[ -4.71988303e-01 -3.50594431e-01 -3.78281527e-01 -1.72504931e-01
-3.38650583e-01 -2.15962527e-01 -9.88382528e-02 -4.34125771e-01
-2.73677466e-01 -4.52912029e-01 -1.52612616e-01 -2.36025641e-01
-2.05620027e-01]
[ -9.55802758e-01 -9.31723186e-01 -9.80419024e-01 -7.18458105e-01
-1.01874075e+00 -9.83672401e-01 -6.26006591e-01 -6.16520411e-01
-7.61432203e-01 -5.76442792e-01 -6.81655885e-01 -4.69248433e-01
-6.12360719e-01]
[ -5.08336415e-01 -2.67778933e-01 -4.67574617e-01 -3.30189611e-01
-3.49934274e-01 -3.58758499e-01 -5.68807860e-01 -5.83121307e-01
-6.41585688e-01 -1.18654147e-01 -4.65287980e-01 -6.13609546e-01
-4.68813086e-01]
[ -1.15821120e-01 1.99949131e-02 -3.35777876e-01 -4.26520321e-01
-1.07365773e-01 -7.23841782e-02 -1.58349805e-01 -3.10989953e-01
-1.42175521e-01 1.18194692e-01 -4.30254245e-01 -8.22716197e-01
-3.70782854e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58880394e-01 -1.16092951e-01 1.64287635e-01 -2.71753045e-01
-1.29397483e-01 1.13286198e-01 -1.23804853e-01 1.50983756e-02
-8.16631932e-02 7.22959077e-02 -1.67276091e-01 -3.61817714e-01
1.91598173e-02]
[ -8.22729455e-02 -2.64555053e-01 -1.78167384e-01 -2.96000888e-01
-4.79643397e-01 -8.49129946e-02 -2.92109696e-02 1.97370276e-02
-5.12854796e-02 3.29971026e-02 -2.05205041e-01 -3.12761037e-01
-2.44508014e-01]
[ -7.49187256e-02 -8.71007717e-03 -2.37958962e-01 -2.41161106e-01
1.32158276e-01 -1.63531945e-01 -1.77253185e-01 5.94030834e-02
-1.18380482e-02 2.39132359e-02 -1.63562081e-01 7.74444437e-02
-6.23684657e-02]
[ 3.07492021e-02 -1.62290329e-01 -1.50627706e-01 -6.18355329e-02
-1.19641072e-01 -1.07429941e-01 9.06380207e-02 -1.58733701e-01
-2.64232354e-02 -1.37039206e-02 -7.28599893e-03 -1.28943461e-01
4.30683955e-02]
[ -2.86187236e-01 -1.43297812e-01 -7.32193203e-02 -1.02358600e-01
-3.05301390e-01 -2.73311567e-01 -3.64679696e-01 5.25274584e-02
-3.06845674e-01 -2.10497818e-01 1.70000502e-01 -5.70843781e-02
2.64197450e-01]
[ -2.19368327e-01 -1.26086807e-01 -8.63983755e-02 -5.26668264e-02
-8.35746858e-02 -1.16463482e-01 -6.17554994e-02 4.12932120e-02
-1.24864138e-01 -2.44785382e-02 2.89020260e-02 -1.26242306e-01
-1.56849287e-02]
[ -1.57559932e-01 -7.03786475e-02 -2.24461754e-01 -3.29648626e-01
-1.56061122e-01 -2.00325020e-01 -2.58973994e-01 -6.92096428e-02
1.78785088e-01 -1.64067849e-01 -3.59860040e-01 -3.10398168e-01
-1.47529770e-01]
[ -3.70176397e-01 -6.55255633e-02 -1.48410637e-01 -1.45206846e-01
-5.07453061e-02 -3.11898472e-01 3.74736244e-02 -6.74375658e-02
-1.21447523e-01 7.93618230e-02 8.22040975e-03 -1.83334280e-01
-2.24894744e-01]
[ -1.69006895e-01 -1.47584861e-01 -4.89439937e-02 -1.38618618e-01
-1.30738726e-01 -2.94357437e-01 -3.64822026e-02 -1.31526004e-01
-2.42760629e-01 2.64537061e-02 2.29999547e-01 1.44244762e-02
-1.90493988e-01]
[ -1.37811175e-01 -1.71828930e-01 -1.14739944e-01 -2.60267256e-01
9.59942972e-02 -1.84969517e-02 -2.19697905e-01 -1.71883094e-01
8.79206768e-02 -1.14685262e-01 -1.20007490e-01 -6.01045570e-02
-3.68643313e-01]
[ -4.46620083e-02 -3.17962947e-02 -1.49047637e-01 -4.59126443e-02
-2.27700518e-01 6.27329266e-02 -8.36537114e-02 -5.05144465e-02
-2.32633651e-01 -9.11802740e-02 -7.68093668e-02 -3.26614932e-01
-1.88055391e-01]
[ -7.13364254e-02 2.53660207e-02 -1.27706616e-01 -3.14458609e-01
1.20591859e-01 2.09629430e-02 -2.15544694e-01 -1.59768903e-01
1.23069843e-01 -6.02726538e-02 -2.81793704e-01 -2.58483959e-01
-2.86488986e-01]
[ 8.25529581e-02 -3.13601310e-01 -8.12517878e-02 -4.45070107e-01
-2.25711923e-01 -8.83115859e-02 7.21206103e-02 1.10684277e-01
-4.75645286e-04 3.07537666e-01 -5.17256416e-01 -7.38538915e-01
4.23547191e-01]
[ -2.19489690e-01 -2.49845285e-01 -1.28981432e-01 -3.01041383e-01
-3.04527885e-01 -9.23876806e-02 2.05818804e-01 4.44787579e-02
2.96732125e-01 4.52474791e-02 -3.99015483e-01 -9.39479305e-01
6.17696765e-01]
[ -9.70920305e-03 -1.92748179e-01 2.52416715e-02 -3.10480440e-01
-1.75498010e-01 1.67038472e-01 2.09510022e-01 2.71355099e-01
-1.69798171e-02 2.52793020e-01 -2.22612915e-01 -1.00877422e+00
7.27619939e-01]
[ 5.51056645e-03 -4.92519922e-02 -1.21634252e-01 -1.26244656e-01
-1.81944012e-01 -4.56094945e-02 2.98975957e-01 1.74544483e-01
2.61820315e-01 3.82951685e-01 -4.74712141e-01 -8.92566643e-01
7.34244243e-01]
[ -8.03425391e-02 -2.82254562e-01 6.10762444e-02 -3.65365210e-01
-1.50714241e-01 1.17838777e-01 3.67072518e-01 1.40692955e-01
-6.01546761e-02 1.72532765e-01 -5.54412057e-01 -9.13210060e-01
8.43856648e-01]
[ 1.22199813e-01 -9.08066583e-02 1.77170864e-02 -1.71268039e-01
-8.29971458e-02 -1.73577751e-02 2.43256645e-01 3.65849533e-01
4.06788504e-01 2.67400679e-01 -5.43435559e-01 -8.04451944e-01
5.32187281e-01]
[ -8.06118748e-03 -1.32893378e-01 2.01425829e-02 1.66134094e-02
-8.71784572e-02 -2.83796734e-01 3.70085085e-02 3.19934748e-01
-1.92526098e-02 9.10706805e-02 -2.48903459e-01 -7.00816109e-01
2.55649529e-01]
[ 8.04040307e-02 1.10453366e-01 2.79859622e-03 1.02241339e-01
-8.87750702e-02 -5.93485554e-02 -1.92256431e-01 -1.60642067e-01
-2.68446332e-01 -1.40753255e-01 -1.50920555e-01 2.61658913e-01
-1.93095051e-01]
[ 3.89307042e-02 -8.94860522e-02 1.40551578e-01 2.45958706e-01
2.55232684e-01 8.65420967e-03 -4.08468410e-01 -3.61996608e-01
-1.00458448e-01 -5.35825132e-01 2.00975264e-01 1.06583550e+00
-5.25378236e-01]
[ 3.40533166e-02 7.87304931e-02 -2.11846498e-01 5.53451035e-02
3.12844290e-02 -7.95540728e-04 -1.65702041e-01 -3.29778842e-01
-2.84333293e-01 -1.92912164e-01 -4.89198429e-02 -6.04899831e-02
-1.82758550e-01]
[ -5.76484220e-02 -2.11472516e-01 6.23288848e-02 9.06157065e-02
-1.31144247e-01 -1.34471921e-01 1.86659690e-02 -3.04068384e-02
6.53291147e-02 -3.84904747e-01 -3.09492289e-01 -2.28921684e-01
8.39490601e-03]
[ 1.28570736e-02 -2.71014919e-01 5.73576184e-02 -2.41183364e-01
-1.91032323e-01 -2.31516398e-01 -2.72194389e-01 2.89315052e-02
-1.90315282e-02 8.75433182e-02 -1.61407508e-01 1.76552355e-01
-6.41819179e-02]
[ 1.71080232e-01 5.29341701e-02 -1.04543817e-01 -2.27920171e-01
-5.81330518e-02 -1.01854287e-01 -1.85546392e-01 1.50335302e-02
-1.91967523e-01 -2.38749946e-01 -1.83748047e-01 2.68419671e-01
-1.04171253e-01]
[ -1.73622774e-01 -1.80305409e-01 -1.12289216e-01 -2.06448393e-01
-4.91701263e-02 2.65691282e-02 -1.97040673e-01 -2.18112735e-01
-1.46839039e-01 -3.16577784e-02 -2.01072965e-01 1.95658389e-01
-2.32942412e-01]
[ -3.46148555e-02 -2.11327388e-01 -1.59718017e-01 -2.21496672e-01
-5.24370572e-02 4.40461132e-02 -4.27191668e-02 -3.82113381e-02
-2.21799827e-01 -2.81066081e-01 -4.86435282e-02 -2.39302181e-02
-5.10789838e-02]
[ 1.11750596e-01 8.28667486e-02 -1.18200490e-02 -1.61753809e-01
-3.22274273e-01 7.59516646e-03 -1.76655654e-01 -2.95099403e-01
-3.25914402e-01 9.48580693e-03 -8.88813384e-02 1.36911541e-01
-1.10987790e-01]
[ -6.39623359e-02 -8.28176255e-03 -2.84990605e-01 -2.66083567e-03
7.07657646e-02 1.55335970e-01 -2.40471526e-01 -1.89385085e-01
-5.67990252e-02 -7.21843025e-02 1.84292692e-01 5.88316418e-01
-1.03039709e-01]
[ 1.09036333e-01 3.50379180e-01 -2.03190248e-01 6.84903789e-01
1.21116238e-01 -1.67540261e-03 -2.52935680e-01 -4.03277679e-01
-2.58125356e-01 -3.86924761e-01 7.24683973e-01 9.75566131e-01
-9.11160729e-01]
[ -2.82540613e-02 1.86943453e-01 4.48008530e-02 2.46291382e-01
6.59122412e-03 -6.95891975e-02 -3.05751097e-01 -3.87708416e-01
-2.94561621e-01 -2.87660870e-01 5.18319471e-01 1.00193128e+00
-8.59595283e-01]
[ -4.79442211e-02 -1.28517425e-01 -1.55640818e-01 2.93384547e-01
-1.71678255e-01 2.33445441e-01 -8.81260817e-02 -2.27924587e-01
-2.48654776e-01 -4.45864214e-01 1.90450711e-01 4.90913551e-01
-4.11042570e-01]
[ 7.86523387e-02 -3.81468472e-01 -5.19444603e-02 -1.87571661e-02
-1.11413153e-01 1.99790021e-01 6.85501615e-02 1.60526848e-01
-1.76375201e-01 -3.98504880e-02 -6.18329852e-02 3.31848886e-01
-2.32470456e-01]
[ 2.03933486e-01 -2.92850500e-01 -1.20981570e-01 -8.52164486e-02
-2.10744274e-01 1.21887466e-01 1.74708281e-02 -1.43284729e-01
-5.60749465e-02 -9.41741653e-02 -1.40339271e-01 -1.70664722e-01
-1.24518112e-01]
[ -1.35475671e-01 -7.87377118e-02 3.74733893e-02 -2.46990079e-01
-5.61708953e-02 -1.41241910e-01 3.68393949e-02 -1.96357395e-02
-8.96752934e-02 -1.30769082e-02 -3.04629950e-01 -4.14059295e-01
-6.67053696e-02]
[ -1.40195179e-01 -1.38510191e-01 -6.73481540e-02 -2.68568351e-01
-3.47690468e-01 -2.88317834e-01 1.58391971e-01 1.36886029e-01
2.00567009e-02 1.14631954e-01 -2.46008228e-01 -7.78979552e-01
2.40070529e-02]
[ -1.62150948e-01 -2.39544059e-01 -2.99950803e-01 -4.90794002e-01
-2.85850971e-01 -2.09988930e-01 -3.17717589e-01 5.10452859e-02
-3.17307254e-02 -4.31724271e-01 -4.22963419e-01 -4.54361725e-01
-5.58196113e-01]
[ -1.13302536e-01 1.23830098e-01 1.98948453e-02 3.22941011e-02
-2.10266090e-01 -1.71086301e-01 -1.14523426e-01 2.38611954e-02
-1.09890593e-01 -1.54028662e-01 -1.71346692e-01 -3.33565204e-01
-3.19818985e-02]
[ -3.53189013e-01 -1.21533555e-01 -2.71014717e-01 1.79617259e-01
-2.03834107e-01 -2.28485705e-01 -7.13415076e-02 -1.18054804e-01
4.03711660e-02 -1.55001605e-03 6.51532555e-02 -3.14734930e-01
3.38241797e-02]
[ -1.29285884e-01 -3.85609229e-02 -2.54783015e-01 7.47246993e-02
-2.21112699e-01 -2.78647639e-01 -3.64777774e-01 -2.31154016e-02
1.48933850e-02 -1.60346979e-01 -2.37413382e-01 -2.90964404e-01
-8.98480408e-03]
[ -2.24181375e-01 -5.31680009e-01 -3.37254174e-01 -2.49757929e-01
-3.23571462e-01 -2.28913136e-01 -3.57130565e-02 -2.74847858e-01
6.53086635e-02 -2.39277106e-01 -1.18298365e-01 -1.56934666e-01
-1.02388556e-01]
[ -2.17232244e-01 -2.97063634e-01 -3.18772059e-01 -1.25948755e-01
-9.30190918e-02 -1.49354824e-01 -7.49177567e-02 2.60564818e-03
-1.91783448e-01 -5.14110729e-01 -2.49098297e-01 -1.85984957e-01
3.10595179e-02]
[ -1.14661816e-01 -4.30262751e-03 -2.38642328e-01 -5.78098787e-01
-2.55249925e-01 -2.59395595e-01 -7.03504820e-03 -3.75874184e-01
9.78763634e-02 -9.79873825e-02 -4.35274789e-01 -2.03756958e-01
-4.87648531e-01]]
Progress: 17.6% ... Training loss: 0.249 ... Validation loss: 0.431[[-0.13484555]
[ 0.23343671]
[-0.16584951]
[ 0.86640333]
[ 0.2525518 ]
[-0.04737774]
[-0.85623591]
[-0.9654011 ]
[-0.67400816]
[-0.98074271]
[ 1.13024715]
[ 2.83069175]
[-1.8382343 ]]
[[ -5.33556223e-01 -5.01540837e-01 -5.83034440e-01 -1.24257780e-01
-3.04261677e-01 -5.91546687e-01 -2.15375278e-01 -2.69885421e-01
-4.39176127e-01 -3.79916514e-01 1.23023587e-01 6.52954058e-01
6.27283367e-02]
[ 5.30246463e-03 -1.36952560e-01 4.97822009e-02 -4.16276831e-02
-4.12983158e-02 5.85197210e-02 -1.22931721e-01 2.13204509e-01
-1.34887195e-01 -1.79362080e-01 -6.38786681e-02 -8.35223315e-02
8.16122846e-02]
[ -2.19617421e-01 1.35187522e-01 -2.04925245e-02 1.41792717e-01
8.64586336e-02 -1.19672419e-01 1.17738934e-01 -7.30148840e-02
2.90402087e-01 -1.76343043e-01 2.15726780e-01 7.57567468e-01
7.61897236e-01]
[ 1.92184362e-01 -2.40710914e-01 -2.81721565e-01 1.64765049e-03
-2.86807143e-01 2.34932038e-03 5.98085990e-02 -4.85349911e-01
1.30317256e-01 -3.34840548e-01 -2.02124531e-01 -3.49846522e-01
-1.82682951e-01]
[ 1.11116729e-01 1.65900712e-02 1.06321070e-01 -3.29910317e-02
-1.60563971e-02 7.03371461e-02 -1.05647935e-01 -3.49857849e-02
5.11493718e-02 1.71097055e-01 1.25835430e-01 -1.30707235e-01
-1.40664108e-01]
[ -4.82361297e-01 -5.98732191e-01 -6.02443806e-01 -5.98121877e-01
-5.83601206e-01 -5.63934767e-01 -3.03863362e-01 -1.58927627e-01
-4.35782207e-01 -2.36494332e-01 -4.96625080e-01 -7.06782821e-01
-4.80060008e-01]
[ -4.17028809e-01 -5.84626617e-01 -3.21274755e-01 -3.72769690e-01
-4.12313403e-01 -5.61126443e-01 -4.18195286e-01 -4.51326962e-01
-2.87061967e-01 -1.49785177e-01 -4.40625830e-01 -3.44904797e-01
-3.00962978e-01]
[ -3.28798820e-01 -3.46067433e-01 -4.74307762e-01 -1.88987714e-01
-3.14921250e-01 -4.16927692e-01 -2.62429548e-01 -2.09715448e-01
-2.80199038e-01 -4.83656055e-01 -2.24448492e-01 -5.00972369e-01
-3.18976409e-01]
[ -4.71602812e-01 -3.51291315e-01 -3.77993849e-01 -1.75972824e-01
-3.39478359e-01 -2.15866339e-01 -9.57071161e-02 -4.32370120e-01
-2.71019190e-01 -4.50559280e-01 -1.56782615e-01 -2.45672887e-01
-2.00865356e-01]
[ -9.54963905e-01 -9.33653077e-01 -9.79409784e-01 -7.28472983e-01
-1.02112432e+00 -9.83451189e-01 -6.15412062e-01 -6.03352232e-01
-7.53219396e-01 -5.66643448e-01 -6.96129726e-01 -5.09560349e-01
-5.88498279e-01]
[ -5.08013380e-01 -2.68261403e-01 -4.67195618e-01 -3.33231459e-01
-3.50440565e-01 -3.58687758e-01 -5.66136845e-01 -5.81324969e-01
-6.40215271e-01 -1.15448277e-01 -4.68846939e-01 -6.22477692e-01
-4.64548988e-01]
[ -1.15216248e-01 1.89002034e-02 -3.35339554e-01 -4.30839766e-01
-1.08440420e-01 -7.22512406e-02 -1.54386027e-01 -3.08259586e-01
-1.38835110e-01 1.22364045e-01 -4.35637451e-01 -8.32865043e-01
-3.64861743e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58741706e-01 -1.16388410e-01 1.64518676e-01 -2.72649631e-01
-1.29650121e-01 1.13321662e-01 -1.23151586e-01 1.66544260e-02
-8.10959663e-02 7.34778556e-02 -1.68441858e-01 -3.64229749e-01
1.92583601e-02]
[ -8.20842645e-02 -2.64856087e-01 -1.77967422e-01 -2.97097808e-01
-4.79912301e-01 -8.48726653e-02 -2.79530443e-02 2.21868513e-02
-5.06142574e-02 3.52855055e-02 -2.07132346e-01 -3.16734871e-01
-2.43354793e-01]
[ -7.47423237e-02 -8.95300569e-03 -2.37892445e-01 -2.41763450e-01
1.32103519e-01 -1.63497577e-01 -1.75760194e-01 6.05603619e-02
-1.09633273e-02 2.49515760e-02 -1.63454031e-01 7.58859554e-02
-6.06922062e-02]
[ 3.10039669e-02 -1.62514199e-01 -1.50487343e-01 -6.32205095e-02
-1.19950147e-01 -1.07384542e-01 9.22645840e-02 -1.57659542e-01
-2.51360511e-02 -1.18551477e-02 -8.67533780e-03 -1.34336184e-01
4.64112010e-02]
[ -2.86094880e-01 -1.43612942e-01 -7.30453286e-02 -1.03984613e-01
-3.05609201e-01 -2.73287892e-01 -3.63593114e-01 5.39738100e-02
-3.06074992e-01 -2.09052075e-01 1.67723089e-01 -6.36083407e-02
2.68421675e-01]
[ -2.19308001e-01 -1.26192569e-01 -8.63061547e-02 -5.40707565e-02
-8.39294761e-02 -1.16439829e-01 -5.99608171e-02 4.35657269e-02
-1.23649882e-01 -2.31280101e-02 2.69949337e-02 -1.31423077e-01
-1.07723736e-02]
[ -1.57623849e-01 -7.04412742e-02 -2.24455763e-01 -3.29723741e-01
-1.56084681e-01 -2.00326723e-01 -2.59237849e-01 -6.92785605e-02
1.78613261e-01 -1.64029311e-01 -3.60229641e-01 -3.10065453e-01
-1.47860406e-01]
[ -3.69968136e-01 -6.60810517e-02 -1.48169041e-01 -1.48868593e-01
-5.15058555e-02 -3.11855454e-01 4.05303516e-02 -6.43235122e-02
-1.18895262e-01 8.13452054e-02 2.75341584e-03 -1.98445634e-01
-2.17450966e-01]
[ -1.68688418e-01 -1.48347618e-01 -4.85428919e-02 -1.42403620e-01
-1.31615186e-01 -2.94272728e-01 -3.28872841e-02 -1.28624105e-01
-2.40238153e-01 2.98755578e-02 2.24198421e-01 1.97815809e-03
-1.82426637e-01]
[ -1.37455617e-01 -1.72538564e-01 -1.14472065e-01 -2.63057819e-01
9.53149662e-02 -1.84113618e-02 -2.17127282e-01 -1.70535448e-01
9.01417947e-02 -1.12765076e-01 -1.23191284e-01 -6.85666606e-02
-3.65506163e-01]
[ -4.47083431e-02 -3.15871361e-02 -1.49126371e-01 -4.54309275e-02
-2.27582362e-01 6.27201553e-02 -8.41159412e-02 -5.09735440e-02
-2.32813711e-01 -9.15689997e-02 -7.60667780e-02 -3.23059122e-01
-1.88655253e-01]
[ -7.12529266e-02 2.52244802e-02 -1.27621984e-01 -3.14993301e-01
1.20397075e-01 2.09861032e-02 -2.14723566e-01 -1.58865778e-01
1.23664217e-01 -5.92270552e-02 -2.82571917e-01 -2.60639805e-01
-2.85566726e-01]
[ 8.25638305e-02 -3.13651185e-01 -8.12392094e-02 -4.45414060e-01
-2.25752085e-01 -8.83093796e-02 7.23723630e-02 1.11156218e-01
-2.99938395e-04 3.07918968e-01 -5.17760700e-01 -7.40166718e-01
4.24548653e-01]
[ -2.19430034e-01 -2.49932595e-01 -1.28920002e-01 -3.01679510e-01
-3.04659783e-01 -9.23741069e-02 2.06665949e-01 4.52184697e-02
2.97342972e-01 4.59907502e-02 -3.99852923e-01 -9.41784713e-01
6.20127569e-01]
[ -9.67496162e-03 -1.92812199e-01 2.52677088e-02 -3.10814753e-01
-1.75564429e-01 1.67046280e-01 2.09872870e-01 2.71601076e-01
-1.67217784e-02 2.53115887e-01 -2.23084809e-01 -1.00930533e+00
7.28446715e-01]
[ 5.57879614e-03 -4.94167000e-02 -1.21565485e-01 -1.27200209e-01
-1.82136367e-01 -4.55925590e-02 3.00180372e-01 1.75848241e-01
2.62452058e-01 3.83966912e-01 -4.75796729e-01 -8.95522307e-01
7.36951273e-01]
[ -8.02284304e-02 -2.82465729e-01 6.12507273e-02 -3.66600733e-01
-1.51069312e-01 1.17871487e-01 3.68752896e-01 1.42542994e-01
-5.92182149e-02 1.74377405e-01 -5.56145487e-01 -9.18335401e-01
8.48326585e-01]
[ 1.22216757e-01 -9.08426973e-02 1.77343172e-02 -1.71435551e-01
-8.30359583e-02 -1.73529664e-02 2.43422779e-01 3.65969100e-01
4.06919440e-01 2.67549130e-01 -5.43568860e-01 -8.04665974e-01
5.32539205e-01]
[ -8.02418139e-03 -1.32956621e-01 2.01675596e-02 1.62823667e-02
-8.72460085e-02 -2.83788934e-01 3.73006805e-02 3.20090232e-01
-1.90761600e-02 9.13468150e-02 -2.49240226e-01 -7.01222690e-01
2.56206001e-01]
[ 8.06634440e-02 1.10298338e-01 2.92300207e-03 1.01919065e-01
-8.90346333e-02 -5.93030905e-02 -1.91158623e-01 -1.59569026e-01
-2.67589444e-01 -1.39174859e-01 -1.50775398e-01 2.61508359e-01
-1.94343022e-01]
[ 3.90676981e-02 -8.97469376e-02 1.40677192e-01 2.44844148e-01
2.54971825e-01 8.68552337e-03 -4.06989833e-01 -3.61137355e-01
-9.90452453e-02 -5.35609496e-01 1.98998816e-01 1.06064045e+00
-5.23466635e-01]
[ 3.41320199e-02 7.84588407e-02 -2.11734674e-01 5.44742049e-02
3.09973840e-02 -7.77047851e-04 -1.64867120e-01 -3.28411722e-01
-2.83596632e-01 -1.92098073e-01 -5.06217263e-02 -6.57240897e-02
-1.80437735e-01]
[ -5.75309246e-02 -2.11836787e-01 6.25383450e-02 8.80481931e-02
-1.31654405e-01 -1.34437087e-01 2.04524182e-02 -2.85112629e-02
6.65390263e-02 -3.83695884e-01 -3.12714395e-01 -2.34575783e-01
1.26098344e-02]
[ 1.27962489e-02 -2.70816748e-01 5.73142635e-02 -2.40425114e-01
-1.90794281e-01 -2.31528581e-01 -2.72857087e-01 2.79684492e-02
-1.99057455e-02 8.73396568e-02 -1.60569890e-01 1.81469108e-01
-6.67587859e-02]
[ 1.71084198e-01 5.28455822e-02 -1.04500511e-01 -2.28564470e-01
-5.82548115e-02 -1.01855682e-01 -1.85354079e-01 1.55237709e-02
-1.91521508e-01 -2.38504590e-01 -1.84403862e-01 2.67276557e-01
-1.02789817e-01]
[ -1.73390630e-01 -1.81076085e-01 -1.11878401e-01 -2.10097128e-01
-5.00783532e-02 2.66360754e-02 -1.93987472e-01 -2.14084899e-01
-1.44173147e-01 -2.74051361e-02 -2.06914174e-01 1.79079718e-01
-2.23178487e-01]
[ -3.46055979e-02 -2.11391437e-01 -1.59691944e-01 -2.21935604e-01
-5.24845653e-02 4.40464901e-02 -4.25595296e-02 -3.82739092e-02
-2.21562507e-01 -2.81266054e-01 -4.89406131e-02 -2.54434155e-02
-4.98006857e-02]
[ 1.11853752e-01 8.26096819e-02 -1.17156215e-02 -1.63395111e-01
-3.22520109e-01 7.61549616e-03 -1.75794146e-01 -2.94528992e-01
-3.25291237e-01 1.06980621e-02 -9.05881039e-02 1.34046877e-01
-1.07980476e-01]
[ -6.39334937e-02 -8.14487884e-03 -2.85041569e-01 -1.96620283e-03
7.10499237e-02 1.55336157e-01 -2.40687008e-01 -1.90372910e-01
-5.69546150e-02 -7.28645453e-02 1.85475384e-01 5.89288051e-01
-1.05468542e-01]
[ 1.09381310e-01 3.49619392e-01 -2.02890380e-01 6.82067395e-01
1.20415473e-01 -1.58852210e-03 -2.50994263e-01 -4.01223145e-01
-2.56401069e-01 -3.84738973e-01 7.21151291e-01 9.68253912e-01
-9.08975810e-01]
[ -2.83155325e-02 1.87410719e-01 4.45469474e-02 2.48073840e-01
7.04362858e-03 -6.96073475e-02 -3.06749345e-01 -3.89045967e-01
-2.95486594e-01 -2.89168017e-01 5.20765042e-01 1.00589994e+00
-8.63608038e-01]
[ -4.78171584e-02 -1.28943182e-01 -1.55433388e-01 2.91651777e-01
-1.72129032e-01 2.33484956e-01 -8.65072352e-02 -2.25538137e-01
-2.47439911e-01 -4.43976625e-01 1.87678772e-01 4.84587339e-01
-4.07150402e-01]
[ 7.87286339e-02 -3.81618562e-01 -5.18543866e-02 -1.91596627e-02
-1.11592033e-01 1.99809731e-01 6.93395728e-02 1.61371883e-01
-1.75817597e-01 -3.89401159e-02 -6.25399482e-02 3.29171456e-01
-2.31369438e-01]
[ 2.03924195e-01 -2.92813856e-01 -1.20998221e-01 -8.50353471e-02
-2.10707172e-01 1.21884635e-01 1.73062037e-02 -1.43454151e-01
-5.62035412e-02 -9.43384905e-02 -1.40085477e-01 -1.70010397e-01
-1.24934708e-01]
[ -1.35450893e-01 -7.87745686e-02 3.74990511e-02 -2.47150181e-01
-5.62242979e-02 -1.41235870e-01 3.71034374e-02 -1.93590662e-02
-8.94929043e-02 -1.27907711e-02 -3.04860768e-01 -4.14566516e-01
-6.63468258e-02]
[ -1.40180976e-01 -1.38575157e-01 -6.73211791e-02 -2.68974664e-01
-3.47749627e-01 -2.88314317e-01 1.58779371e-01 1.37368690e-01
2.02753250e-02 1.15032852e-01 -2.46543647e-01 -7.80497363e-01
2.49783547e-02]
[ -1.61631982e-01 -2.40396307e-01 -2.99417725e-01 -4.95643088e-01
-2.86921529e-01 -2.09878485e-01 -3.13464643e-01 5.61143112e-02
-2.88218229e-02 -4.26727680e-01 -4.30264216e-01 -4.68465380e-01
-5.51346444e-01]
[ -1.13350452e-01 1.24177460e-01 1.97376197e-02 3.39371560e-02
-2.09970178e-01 -1.71097508e-01 -1.15157122e-01 2.36655028e-02
-1.10589755e-01 -1.54674799e-01 -1.69554821e-01 -3.31718844e-01
-3.42978127e-02]
[ -3.53046935e-01 -1.22138871e-01 -2.70796496e-01 1.76893538e-01
-2.04332255e-01 -2.28445823e-01 -6.88502319e-02 -1.16088259e-01
4.21705461e-02 8.61553906e-04 6.09762204e-02 -3.24453708e-01
4.23046719e-02]
[ -1.28752830e-01 -3.99543225e-02 -2.54221850e-01 6.91934938e-02
-2.22439018e-01 -2.78521805e-01 -3.60391942e-01 -1.81087105e-02
1.90581815e-02 -1.55232158e-01 -2.44156100e-01 -3.08492328e-01
9.56274341e-04]
[ -2.23959445e-01 -5.32091322e-01 -3.36980854e-01 -2.51841607e-01
-3.24173104e-01 -2.28851526e-01 -3.33128741e-02 -2.72490942e-01
6.70254808e-02 -2.36375700e-01 -1.21746047e-01 -1.65245614e-01
-9.69885287e-02]
[ -2.17017007e-01 -2.97588255e-01 -3.18475207e-01 -1.29448695e-01
-9.36507426e-02 -1.49300206e-01 -7.11072208e-02 6.19232287e-03
-1.89322266e-01 -5.12304392e-01 -2.53142464e-01 -1.98742267e-01
3.92696607e-02]
[ -1.14478406e-01 -4.37016195e-03 -2.38541178e-01 -5.78430383e-01
-2.55382019e-01 -2.59351887e-01 -6.51280175e-03 -3.75969459e-01
9.84480817e-02 -9.73974028e-02 -4.34770266e-01 -2.02513613e-01
-4.90166377e-01]]
Progress: 17.6% ... Training loss: 0.252 ... Validation loss: 0.437[[-0.13272915]
[ 0.23554517]
[-0.16172511]
[ 0.87277864]
[ 0.2532795 ]
[-0.04517077]
[-0.85204842]
[-0.95386939]
[-0.66895754]
[-0.9748304 ]
[ 1.13586828]
[ 2.84196559]
[-1.82147939]]
[[ -5.33223532e-01 -5.01775506e-01 -5.83047986e-01 -1.24913316e-01
-3.04446466e-01 -5.91468088e-01 -2.13283523e-01 -2.71388674e-01
-4.37539338e-01 -3.78717735e-01 1.24800987e-01 6.53195168e-01
5.97627447e-02]
[ 5.35567256e-03 -1.37027412e-01 4.98545789e-02 -4.19878058e-02
-4.13680488e-02 5.85379648e-02 -1.22571505e-01 2.14027997e-01
-1.34766616e-01 -1.78717416e-01 -6.42934084e-02 -8.43188723e-02
8.20759885e-02]
[ -2.20050893e-01 1.36117968e-01 -2.09481918e-02 1.45691416e-01
8.73274523e-02 -1.19801582e-01 1.12897680e-01 -7.89273445e-02
2.87714082e-01 -1.80771630e-01 2.19462120e-01 7.66675805e-01
7.44966671e-01]
[ 1.92310184e-01 -2.41327386e-01 -2.81506808e-01 -1.08478408e-03
-2.87381376e-01 2.42769089e-03 6.45837264e-02 -4.79819303e-01
1.32506018e-01 -3.28921868e-01 -2.08957749e-01 -3.66426366e-01
-1.69721230e-01]
[ 1.10675102e-01 1.67046959e-02 1.06059174e-01 -3.23238706e-02
-1.59277533e-02 7.01564845e-02 -1.08642557e-01 -3.87867181e-02
4.97979722e-02 1.67926045e-01 1.25758062e-01 -1.27036163e-01
-1.38571380e-01]
[ -4.82193386e-01 -5.99143834e-01 -6.02342411e-01 -5.99322792e-01
-5.83926644e-01 -5.63897884e-01 -3.03009114e-01 -1.58969423e-01
-4.35387583e-01 -2.36331042e-01 -4.97900124e-01 -7.10981634e-01
-4.80259018e-01]
[ -4.17224526e-01 -5.83937341e-01 -3.21709841e-01 -3.70135120e-01
-4.11637422e-01 -5.61187335e-01 -4.20390453e-01 -4.55022870e-01
-2.88747208e-01 -1.52169601e-01 -4.36547295e-01 -3.35584758e-01
-3.10815724e-01]
[ -3.29177925e-01 -3.45459010e-01 -4.74758591e-01 -1.85826166e-01
-3.14388310e-01 -4.17057923e-01 -2.65738399e-01 -2.14679446e-01
-2.82612942e-01 -4.87182584e-01 -2.20652383e-01 -4.95401667e-01
-3.30642490e-01]
[ -4.71445476e-01 -3.51504374e-01 -3.77856292e-01 -1.76986899e-01
-3.39827646e-01 -2.15810421e-01 -9.39460755e-02 -4.31645649e-01
-2.69692556e-01 -4.50183611e-01 -1.57526852e-01 -2.50257718e-01
-1.97354073e-01]
[ -9.55629755e-01 -9.31952817e-01 -9.80481881e-01 -7.21156379e-01
-1.01957347e+00 -9.83691938e-01 -6.22026320e-01 -6.13323933e-01
-7.58175550e-01 -5.76389897e-01 -6.83491180e-01 -4.83567475e-01
-6.11728585e-01]
[ -5.07934641e-01 -2.68531322e-01 -4.67203439e-01 -3.34178218e-01
-3.50638676e-01 -3.58672148e-01 -5.64860169e-01 -5.81851894e-01
-6.39674801e-01 -1.14264322e-01 -4.71389167e-01 -6.30538839e-01
-4.64950580e-01]
[ -1.14878709e-01 1.81428598e-02 -3.34906600e-01 -4.33628483e-01
-1.09258963e-01 -7.21244245e-02 -1.51937174e-01 -3.05738191e-01
-1.36797312e-01 1.25554544e-01 -4.39878407e-01 -8.44689672e-01
-3.59436399e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58745652e-01 -1.16205105e-01 1.64331524e-01 -2.72766410e-01
-1.29406765e-01 1.13288734e-01 -1.23483094e-01 1.50799512e-02
-8.15628026e-02 7.16241260e-02 -1.67145585e-01 -3.62093480e-01
1.71808127e-02]
[ -8.21655799e-02 -2.64809267e-01 -1.78065386e-01 -2.96285400e-01
-4.79830356e-01 -8.48967339e-02 -2.83440139e-02 2.13963833e-02
-5.10001612e-02 3.48639816e-02 -2.06180434e-01 -3.14824028e-01
-2.43656048e-01]
[ -7.45308931e-02 -9.45279639e-03 -2.37554043e-01 -2.43256114e-01
1.31615498e-01 -1.63421245e-01 -1.74426814e-01 6.25443215e-02
-9.95351622e-03 2.70354185e-02 -1.66489832e-01 6.83691649e-02
-5.89876163e-02]
[ 3.12162328e-02 -1.62810994e-01 -1.50238371e-01 -6.46828839e-02
-1.20432961e-01 -1.07303915e-01 9.38996950e-02 -1.55590966e-01
-2.39266303e-02 -9.29819054e-03 -1.06664486e-02 -1.39603040e-01
5.01993154e-02]
[ -2.86390840e-01 -1.42916838e-01 -7.35241918e-02 -1.00611413e-01
-3.04785976e-01 -2.73390244e-01 -3.66582739e-01 4.97685332e-02
-3.08301662e-01 -2.12975525e-01 1.73137845e-01 -5.03753749e-02
2.56922007e-01]
[ -2.19338013e-01 -1.26214910e-01 -8.63775984e-02 -5.48672171e-02
-8.39533708e-02 -1.16450127e-01 -5.92502220e-02 4.39701570e-02
-1.23206355e-01 -2.30486975e-02 2.52377974e-02 -1.37396085e-01
-8.14067559e-03]
[ -1.57930435e-01 -6.99558692e-02 -2.24659691e-01 -3.27515742e-01
-1.55724308e-01 -2.00408082e-01 -2.61576074e-01 -7.10533029e-02
1.76452059e-01 -1.65625534e-01 -3.58496688e-01 -3.03256842e-01
-1.54301875e-01]
[ -3.69762979e-01 -6.64632583e-02 -1.48107121e-01 -1.49690461e-01
-5.17613612e-02 -3.11818504e-01 4.10923249e-02 -6.56135119e-02
-1.18196732e-01 8.14315871e-02 2.15937586e-03 -2.05141161e-01
-2.20057379e-01]
[ -1.68997314e-01 -1.47705389e-01 -4.89062621e-02 -1.39876374e-01
-1.31028905e-01 -2.94360831e-01 -3.53851197e-02 -1.31975880e-01
-2.41976086e-01 2.72542945e-02 2.28328434e-01 1.33412809e-02
-1.88143126e-01]
[ -1.37109184e-01 -1.73054199e-01 -1.14132095e-01 -2.65473467e-01
9.46540420e-02 -1.82812236e-02 -2.14285540e-01 -1.68451621e-01
9.23817468e-02 -1.10813400e-01 -1.25935860e-01 -7.79980110e-02
-3.61839973e-01]
[ -4.47443337e-02 -3.14670984e-02 -1.49204811e-01 -4.48885843e-02
-2.27462771e-01 6.26993128e-02 -8.44506878e-02 -5.16519912e-02
-2.32956090e-01 -9.20918630e-02 -7.51658224e-02 -3.20678442e-01
-1.89002302e-01]
[ -7.14150805e-02 2.54403447e-02 -1.27777050e-01 -3.13769573e-01
1.20627661e-01 2.09236860e-02 -2.15812187e-01 -1.59718619e-01
1.22806013e-01 -6.04181658e-02 -2.81020754e-01 -2.57481666e-01
-2.86573983e-01]
[ 8.23325143e-02 -3.13220542e-01 -8.15079073e-02 -4.43906045e-01
-2.25256360e-01 -8.83860109e-02 7.05111371e-02 1.09051843e-01
-1.96603236e-03 3.05685231e-01 -5.15995232e-01 -7.35796579e-01
4.20144484e-01]
[ -2.19438987e-01 -2.49912778e-01 -1.28966826e-01 -3.01706668e-01
-3.04634625e-01 -9.23834429e-02 2.06547112e-01 4.49087439e-02
2.97285352e-01 4.56836511e-02 -3.99673556e-01 -9.41788030e-01
6.20097812e-01]
[ -9.76641786e-03 -1.92757874e-01 2.51716670e-02 -3.11242911e-01
-1.75522750e-01 1.67013905e-01 2.09823463e-01 2.70770476e-01
-1.68133039e-02 2.52474153e-01 -2.23560745e-01 -1.01153408e+00
7.28813697e-01]
[ 5.52832544e-03 -4.93378777e-02 -1.21604817e-01 -1.27079331e-01
-1.82089464e-01 -4.56050380e-02 3.00007878e-01 1.75423275e-01
2.62086606e-01 3.83676153e-01 -4.75698237e-01 -8.95626845e-01
7.36107003e-01]
[ -8.02577245e-02 -2.82380539e-01 6.12150178e-02 -3.66186802e-01
-1.51026099e-01 1.17857398e-01 3.68439508e-01 1.42613294e-01
-5.95256431e-02 1.74370600e-01 -5.55839905e-01 -9.18888081e-01
8.47813739e-01]
[ 1.22131363e-01 -9.07287739e-02 1.76371714e-02 -1.70989399e-01
-8.29327552e-02 -1.73807556e-02 2.42949566e-01 3.65380320e-01
4.06506708e-01 2.66790834e-01 -5.43191307e-01 -8.04459326e-01
5.31583113e-01]
[ -7.95414667e-03 -1.33078990e-01 2.02306232e-02 1.56938026e-02
-8.73986433e-02 -2.83765785e-01 3.81252817e-02 3.21113148e-01
-1.84249742e-02 9.17406152e-02 -2.49987303e-01 -7.03292247e-01
2.57843896e-01]
[ 8.07385470e-02 1.10275227e-01 2.89204626e-03 1.02000555e-01
-8.90368117e-02 -5.92959883e-02 -1.90339760e-01 -1.58983443e-01
-2.67653540e-01 -1.38476704e-01 -1.50623192e-01 2.59929359e-01
-1.94634757e-01]
[ 3.89633639e-02 -8.96949783e-02 1.40578514e-01 2.46082342e-01
2.55038890e-01 8.67707510e-03 -4.07284973e-01 -3.62756309e-01
-9.90622102e-02 -5.36633746e-01 2.00822212e-01 1.06250387e+00
-5.25855927e-01]
[ 3.41419998e-02 7.84517686e-02 -2.11735807e-01 5.50149213e-02
3.10048490e-02 -7.70464280e-04 -1.64985110e-01 -3.28342826e-01
-2.83696340e-01 -1.92125706e-01 -5.00069130e-02 -6.34936623e-02
-1.82013577e-01]
[ -5.74980540e-02 -2.11889699e-01 6.25791612e-02 8.77126639e-02
-1.31717617e-01 -1.34428929e-01 2.07532601e-02 -2.81816581e-02
6.67721027e-02 -3.83424414e-01 -3.13119086e-01 -2.35810034e-01
1.35206755e-02]
[ 1.28349939e-02 -2.70910525e-01 5.73960159e-02 -2.41190833e-01
-1.90897779e-01 -2.31517490e-01 -2.72364231e-01 2.87082667e-02
-1.93419421e-02 8.81753996e-02 -1.61899378e-01 1.78132614e-01
-6.45057391e-02]
[ 1.71084198e-01 5.28455822e-02 -1.04500511e-01 -2.28564470e-01
-5.82548115e-02 -1.01855682e-01 -1.85354079e-01 1.55237709e-02
-1.91521508e-01 -2.38504590e-01 -1.84403862e-01 2.67276557e-01
-1.02789817e-01]
[ -1.73385208e-01 -1.80874713e-01 -1.12068774e-01 -2.10189359e-01
-4.98593299e-02 2.66305083e-02 -1.94758283e-01 -2.16955571e-01
-1.44420337e-01 -2.89138244e-02 -2.05094518e-01 1.83738964e-01
-2.26392899e-01]
[ -3.45301155e-02 -2.11700140e-01 -1.59529375e-01 -2.23205191e-01
-5.28371345e-02 4.40822387e-02 -4.12424454e-02 -3.64249304e-02
-2.20365618e-01 -2.80009922e-01 -5.12607746e-02 -3.07164282e-02
-4.60653431e-02]
[ 1.11709301e-01 8.31336509e-02 -1.19646978e-02 -1.61789990e-01
-3.22107106e-01 7.57042924e-03 -1.77912604e-01 -2.97309833e-01
-3.26581935e-01 8.26203664e-03 -8.67672504e-02 1.43859160e-01
-1.14095790e-01]
[ -6.39995327e-02 -7.92175527e-03 -2.85144386e-01 -1.52765787e-03
7.12600507e-02 1.55305865e-01 -2.41131045e-01 -1.91876693e-01
-5.74500903e-02 -7.42654531e-02 1.86998998e-01 5.93346067e-01
-1.06571085e-01]
[ 1.09354795e-01 3.49690566e-01 -2.02958400e-01 6.82793446e-01
1.20482473e-01 -1.60827513e-03 -2.51292448e-01 -4.01432426e-01
-2.56526472e-01 -3.84775916e-01 7.21768478e-01 9.69228885e-01
-9.10118291e-01]
[ -2.78977376e-02 1.86314390e-01 4.51415730e-02 2.44534843e-01
5.97035843e-03 -6.94606843e-02 -3.03266339e-01 -3.85322979e-01
-2.92761902e-01 -2.85621016e-01 5.14565919e-01 9.90368693e-01
-8.57898531e-01]
[ -4.78029840e-02 -1.28834305e-01 -1.55467556e-01 2.92929891e-01
-1.71960517e-01 2.33483150e-01 -8.76881996e-02 -2.26334284e-01
-2.48107833e-01 -4.44265660e-01 1.89693574e-01 4.87767450e-01
-4.11051803e-01]
[ 7.86795842e-02 -3.81447535e-01 -5.19305979e-02 -1.83532929e-02
-1.11438982e-01 1.99788295e-01 6.85548912e-02 1.60568534e-01
-1.76430241e-01 -3.93628958e-02 -6.15083332e-02 3.32473021e-01
-2.33545502e-01]
[ 2.03920377e-01 -2.92788746e-01 -1.21011513e-01 -8.45409236e-02
-2.10703082e-01 1.21882540e-01 1.71713764e-02 -1.43807178e-01
-5.66444654e-02 -9.41256092e-02 -1.39824054e-01 -1.69618100e-01
-1.26471776e-01]
[ -1.35486260e-01 -7.87006203e-02 3.74065540e-02 -2.46692330e-01
-5.61208034e-02 -1.41249420e-01 3.68272142e-02 -2.00945622e-02
-8.96713313e-02 -1.35045074e-02 -3.04523747e-01 -4.13521627e-01
-6.73147885e-02]
[ -1.40243699e-01 -1.38431164e-01 -6.73699983e-02 -2.68503444e-01
-3.47636783e-01 -2.88330421e-01 1.58063269e-01 1.36932372e-01
1.96680989e-02 1.14544105e-01 -2.45954859e-01 -7.78571434e-01
2.33194353e-02]
[ -1.61839854e-01 -2.39842917e-01 -2.99872141e-01 -4.94746509e-01
-2.86321065e-01 -2.09979222e-01 -3.15303994e-01 5.15269590e-02
-3.03101707e-02 -4.31614040e-01 -4.26751020e-01 -4.60070419e-01
-5.58244420e-01]
[ -1.13742366e-01 1.24733502e-01 1.94063653e-02 3.69814077e-02
-2.09513757e-01 -1.71184475e-01 -1.17617522e-01 2.15208764e-02
-1.12513773e-01 -1.56828365e-01 -1.66224117e-01 -3.22818516e-01
-3.86107564e-02]
[ -3.53142617e-01 -1.22037743e-01 -2.70782698e-01 1.77519421e-01
-2.04362011e-01 -2.28467267e-01 -6.92759097e-02 -1.16163522e-01
4.20783749e-02 1.27262538e-03 6.09713269e-02 -3.24250028e-01
4.23355715e-02]
[ -1.28734388e-01 -3.98737266e-02 -2.54280228e-01 6.96896026e-02
-2.22395942e-01 -2.78515002e-01 -3.60601690e-01 -1.87285741e-02
1.86475863e-02 -1.55438804e-01 -2.43388250e-01 -3.06813486e-01
-6.70749627e-04]
[ -2.23910254e-01 -5.32534554e-01 -3.36699251e-01 -2.52238807e-01
-3.24718530e-01 -2.28816189e-01 -3.27474727e-02 -2.70534577e-01
6.78412752e-02 -2.34599470e-01 -1.23863404e-01 -1.74694465e-01
-9.38043237e-02]
[ -2.17201315e-01 -2.97029122e-01 -3.18821110e-01 -1.26996681e-01
-9.29011779e-02 -1.49377235e-01 -7.30187072e-02 3.34785050e-03
-1.90991205e-01 -5.14582043e-01 -2.49516794e-01 -1.88996934e-01
3.22513314e-02]
[ -1.13915835e-01 -5.10422080e-03 -2.38293591e-01 -5.81966891e-01
-2.56122166e-01 -2.59206172e-01 -3.12026913e-03 -3.75631477e-01
1.00838472e-01 -9.54324750e-02 -4.38030073e-01 -2.15880807e-01
-4.91731763e-01]]
Progress: 17.7% ... Training loss: 0.244 ... Validation loss: 0.431[[-0.12847336]
[ 0.24612453]
[-0.15884148]
[ 0.88791629]
[ 0.2621521 ]
[-0.04082398]
[-0.8421404 ]
[-0.95308784]
[-0.65493915]
[-0.97531304]
[ 1.15077479]
[ 2.86906234]
[-1.81035945]]
[[ -5.33412876e-01 -5.00792334e-01 -5.83321608e-01 -1.19025963e-01
-3.03326929e-01 -5.91528201e-01 -2.15188238e-01 -2.72629705e-01
-4.39716141e-01 -3.79576522e-01 1.32655711e-01 6.71040781e-01
4.92643712e-02]
[ 5.33780222e-03 -1.36998161e-01 4.98367895e-02 -4.17836098e-02
-4.13370069e-02 5.85336085e-02 -1.22733637e-01 2.13880062e-01
-1.34870862e-01 -1.78866981e-01 -6.40321290e-02 -8.34529152e-02
8.15382535e-02]
[ -2.21675521e-01 1.38808635e-01 -2.24565042e-02 1.56903112e-01
8.99407011e-02 -1.20274721e-01 1.02945055e-01 -9.35257634e-02
2.80704239e-01 -1.95929321e-01 2.36085080e-01 8.03744957e-01
7.25699071e-01]
[ 1.91560727e-01 -2.39939377e-01 -2.82644358e-01 4.56650600e-03
-2.85971036e-01 2.19584309e-03 5.84956532e-02 -4.87710212e-01
1.28584791e-01 -3.36876311e-01 -2.00142174e-01 -3.44429738e-01
-1.77598578e-01]
[ 1.11142464e-01 1.63968149e-02 1.06550919e-01 -3.27582054e-02
-1.60890150e-02 7.03342781e-02 -1.07322903e-01 -3.58214775e-02
5.03289320e-02 1.70571111e-01 1.25146313e-01 -1.33276722e-01
-1.47491064e-01]
[ -4.81685951e-01 -5.99604673e-01 -6.01893719e-01 -6.01004766e-01
-5.84366560e-01 -5.63747795e-01 -3.00231017e-01 -1.54383056e-01
-4.33612964e-01 -2.31796676e-01 -5.01287412e-01 -7.16407506e-01
-4.79021636e-01]
[ -4.17165901e-01 -5.84162872e-01 -3.21524117e-01 -3.69955434e-01
-4.11740648e-01 -5.61149830e-01 -4.21348294e-01 -4.55130050e-01
-2.89729381e-01 -1.51386570e-01 -4.34629052e-01 -3.30164454e-01
-3.17852372e-01]
[ -3.29780148e-01 -3.44047325e-01 -4.75340188e-01 -1.79840187e-01
-3.13033949e-01 -4.17249022e-01 -2.70530433e-01 -2.18801772e-01
-2.86618191e-01 -4.90947787e-01 -2.13851744e-01 -4.81679972e-01
-3.42101317e-01]
[ -4.71889427e-01 -3.50596063e-01 -3.78338182e-01 -1.73986123e-01
-3.38968991e-01 -2.15973235e-01 -9.65927349e-02 -4.34156484e-01
-2.72070599e-01 -4.53021187e-01 -1.54492364e-01 -2.41490769e-01
-1.99061921e-01]
[ -9.55613979e-01 -9.31753993e-01 -9.80364303e-01 -7.18394913e-01
-1.01919245e+00 -9.83707362e-01 -6.23407583e-01 -6.12088781e-01
-7.59932964e-01 -5.74129720e-01 -6.81026511e-01 -4.71083978e-01
-6.21424372e-01]
[ -5.08028170e-01 -2.67695296e-01 -4.67447087e-01 -3.31425188e-01
-3.49899838e-01 -3.58728711e-01 -5.65884924e-01 -5.83155305e-01
-6.40961221e-01 -1.15122011e-01 -4.68014856e-01 -6.26265731e-01
-4.67664813e-01]
[ -1.15281071e-01 1.87416357e-02 -3.35209601e-01 -4.31658513e-01
-1.08708946e-01 -7.22187560e-02 -1.55149594e-01 -3.07823905e-01
-1.39344325e-01 1.22866674e-01 -4.37351303e-01 -8.38963202e-01
-3.65992320e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58472630e-01 -1.16607225e-01 1.64590477e-01 -2.74315511e-01
-1.29754500e-01 1.13377672e-01 -1.22323264e-01 1.69150506e-02
-8.06112946e-02 7.40566889e-02 -1.69502227e-01 -3.64230715e-01
1.77040361e-02]
[ -8.19166216e-02 -2.65123321e-01 -1.77776421e-01 -2.97375607e-01
-4.80199654e-01 -8.48115719e-02 -2.67169845e-02 2.48971138e-02
-5.01145339e-02 3.76113318e-02 -2.08758670e-01 -3.21836344e-01
-2.42042180e-01]
[ -7.42966258e-02 -9.74266289e-03 -2.37311585e-01 -2.44310458e-01
1.31245275e-01 -1.63345371e-01 -1.72915701e-01 6.44638191e-02
-8.79026988e-03 2.92953774e-02 -1.67830224e-01 6.37876700e-02
-5.57991715e-02]
[ 3.10926892e-02 -1.62683851e-01 -1.50260852e-01 -6.38691356e-02
-1.20265292e-01 -1.07321354e-01 9.27275579e-02 -1.55772019e-01
-2.51417338e-02 -9.64315821e-03 -9.44592274e-03 -1.35156650e-01
4.54482059e-02]
[ -2.86376654e-01 -1.42848158e-01 -7.35801843e-02 -1.00330396e-01
-3.04687707e-01 -2.73398384e-01 -3.67096104e-01 4.88416667e-02
-3.08616557e-01 -2.13258891e-01 1.74303586e-01 -4.75961226e-02
2.54367538e-01]
[ -2.19252581e-01 -1.26675166e-01 -8.62087091e-02 -5.73913095e-02
-8.44282263e-02 -1.16419930e-01 -5.74741389e-02 4.51335652e-02
-1.21687240e-01 -2.27178254e-02 2.20604468e-02 -1.44388163e-01
-4.52878891e-03]
[ -1.58422803e-01 -6.89742447e-02 -2.25084059e-01 -3.23932563e-01
-1.54874317e-01 -2.00554444e-01 -2.65656388e-01 -7.45720198e-02
1.72642937e-01 -1.68810566e-01 -3.54619736e-01 -2.90613151e-01
-1.63649625e-01]
[ -3.69961196e-01 -6.55948964e-02 -1.48402492e-01 -1.46072107e-01
-5.09208359e-02 -3.11894791e-01 3.85962522e-02 -6.81662940e-02
-1.19987685e-01 7.88487823e-02 7.21005360e-03 -1.98227785e-01
-2.27370650e-01]
[ -1.69022096e-01 -1.47722594e-01 -4.89496453e-02 -1.38265696e-01
-1.30804369e-01 -2.94372905e-01 -3.55564224e-02 -1.32035902e-01
-2.42122615e-01 2.80929858e-02 2.30421046e-01 1.68706334e-02
-1.88132943e-01]
[ -1.37425856e-01 -1.72371458e-01 -1.14462729e-01 -2.62754943e-01
9.52829620e-02 -1.83933854e-02 -2.16263286e-01 -1.70037053e-01
9.05946546e-02 -1.12486504e-01 -1.23144339e-01 -7.02483336e-02
-3.63575392e-01]
[ -4.48023070e-02 -3.13389351e-02 -1.49280387e-01 -4.45204055e-02
-2.27357302e-01 6.26788062e-02 -8.49831306e-02 -5.22138431e-02
-2.33291920e-01 -9.26461338e-02 -7.47598340e-02 -3.19322743e-01
-1.89850070e-01]
[ -7.15375061e-02 2.57007600e-02 -1.27917583e-01 -3.13061041e-01
1.20944269e-01 2.08701658e-02 -2.16561301e-01 -1.60904604e-01
1.22095195e-01 -6.16894385e-02 -2.79806067e-01 -2.53692904e-01
-2.87937742e-01]
[ 8.23964601e-02 -3.13321748e-01 -8.14396244e-02 -4.44514652e-01
-2.25365761e-01 -8.83684576e-02 7.12767257e-02 1.09832896e-01
-1.57447391e-03 3.06419937e-01 -5.16891096e-01 -7.38401707e-01
4.22152883e-01]
[ -2.19467574e-01 -2.49839459e-01 -1.29013618e-01 -3.01467593e-01
-3.04572375e-01 -9.23947233e-02 2.06112673e-01 4.44556548e-02
2.96870394e-01 4.53300504e-02 -3.99309610e-01 -9.41189563e-01
6.19086208e-01]
[ -9.91350410e-03 -1.92508907e-01 2.50135728e-02 -3.10533657e-01
-1.75302606e-01 1.66968155e-01 2.09268364e-01 2.69682892e-01
-1.74208731e-02 2.51291958e-01 -2.22825709e-01 -1.01193848e+00
7.27239043e-01]
[ 5.59780904e-03 -4.94438469e-02 -1.21563110e-01 -1.27720054e-01
-1.82186571e-01 -4.55900496e-02 3.00742330e-01 1.76034313e-01
2.62594637e-01 3.84340515e-01 -4.76357226e-01 -8.97105548e-01
7.37929151e-01]
[ -8.02516320e-02 -2.82389574e-01 6.12196141e-02 -3.66224542e-01
-1.51037447e-01 1.17860051e-01 3.68489000e-01 1.42656981e-01
-5.94932836e-02 1.74412643e-01 -5.55848982e-01 -9.18883830e-01
8.47921386e-01]
[ 1.22221580e-01 -9.08529010e-02 1.77031150e-02 -1.71644341e-01
-8.30698566e-02 -1.73608633e-02 2.43936558e-01 3.66487769e-01
4.07276571e-01 2.67704880e-01 -5.43945565e-01 -8.07031975e-01
5.34091974e-01]
[ -7.93405345e-03 -1.33130074e-01 2.02423413e-02 1.55192026e-02
-8.74452885e-02 -2.83761374e-01 3.83283521e-02 3.21160548e-01
-1.82334925e-02 9.18498002e-02 -2.50172936e-01 -7.03672343e-01
2.58317261e-01]
[ 8.07981093e-02 1.10044397e-01 3.11479943e-03 1.01584103e-01
-8.92304475e-02 -5.92878836e-02 -1.89914690e-01 -1.57327471e-01
-2.67464532e-01 -1.36581055e-01 -1.52346278e-01 2.54677219e-01
-1.93923458e-01]
[ 3.89724040e-02 -8.96790570e-02 1.40544141e-01 2.47138144e-01
2.55112110e-01 8.68507447e-03 -4.07357775e-01 -3.62373959e-01
-9.88549782e-02 -5.36161989e-01 2.01590309e-01 1.06432065e+00
-5.27337206e-01]
[ 3.40957680e-02 7.84822716e-02 -2.11771744e-01 5.53045295e-02
3.10562817e-02 -7.82093037e-04 -1.65268665e-01 -3.28823285e-01
-2.83850278e-01 -1.92635424e-01 -4.95220416e-02 -6.25510745e-02
-1.82558378e-01]
[ -5.77298836e-02 -2.11485090e-01 6.24137597e-02 8.91397893e-02
-1.31324025e-01 -1.34494274e-01 1.85373015e-02 -2.89790941e-02
6.48070278e-02 -3.84261351e-01 -3.11756367e-01 -2.30016492e-01
9.75592167e-03]
[ 1.27201995e-02 -2.70711153e-01 5.72580009e-02 -2.40749731e-01
-1.90695182e-01 -2.31561582e-01 -2.72956599e-01 2.79121912e-02
-1.98196325e-02 8.72530112e-02 -1.61361899e-01 1.78975863e-01
-6.48050492e-02]
[ 1.70959538e-01 5.30256622e-02 -1.04605395e-01 -2.28145850e-01
-5.80668233e-02 -1.01876301e-01 -1.86535293e-01 1.48274724e-02
-1.92419346e-01 -2.39813808e-01 -1.83255145e-01 2.72831985e-01
-1.05469479e-01]
[ -1.73354714e-01 -1.81045940e-01 -1.11989119e-01 -2.11008206e-01
-5.00477020e-02 2.66497465e-02 -1.94024238e-01 -2.16076037e-01
-1.43857353e-01 -2.82562146e-02 -2.06179274e-01 1.81058883e-01
-2.24627108e-01]
[ -3.43949835e-02 -2.12122352e-01 -1.59309156e-01 -2.25343693e-01
-5.33664899e-02 4.41388722e-02 -3.90050710e-02 -3.39625486e-02
-2.18925916e-01 -2.77878798e-01 -5.47874575e-02 -3.67947992e-02
-4.12122755e-02]
[ 1.11844491e-01 8.27046227e-02 -1.17217843e-02 -1.63321254e-01
-3.22490844e-01 7.61825050e-03 -1.76460531e-01 -2.95244756e-01
-3.25553679e-01 1.04721268e-02 -8.92635808e-02 1.37278624e-01
-1.10250128e-01]
[ -6.41442086e-02 -7.42815095e-03 -2.85400846e-01 4.86802855e-04
7.19484310e-02 1.55230698e-01 -2.43318015e-01 -1.95597035e-01
-5.92272008e-02 -7.74630200e-02 1.91590752e-01 6.03715534e-01
-1.13389241e-01]
[ 1.09181442e-01 3.50502855e-01 -2.03214928e-01 6.86411655e-01
1.21356511e-01 -1.67913782e-03 -2.53432857e-01 -4.03382589e-01
-2.57965770e-01 -3.86530945e-01 7.26244903e-01 9.81833742e-01
-9.15922305e-01]
[ -2.78943052e-02 1.86459179e-01 4.51548832e-02 2.46028612e-01
6.14326391e-03 -6.94556891e-02 -3.03740981e-01 -3.85383927e-01
-2.93156293e-01 -2.85503174e-01 5.15820228e-01 9.91657890e-01
-8.60744900e-01]
[ -4.77180771e-02 -1.28819224e-01 -1.55357041e-01 2.93112873e-01
-1.72058173e-01 2.33513535e-01 -8.79704645e-02 -2.25691374e-01
-2.48579979e-01 -4.42980949e-01 1.89854709e-01 4.88992575e-01
-4.13159004e-01]
[ 7.86282111e-02 -3.81349905e-01 -5.20115127e-02 -1.70764054e-02
-1.11286687e-01 1.99774916e-01 6.75531243e-02 1.59299038e-01
-1.77035892e-01 -4.03127745e-02 -5.95371130e-02 3.38749860e-01
-2.36725966e-01]
[ 2.04109858e-01 -2.93006962e-01 -1.20857855e-01 -8.55886563e-02
-2.10953247e-01 1.21935233e-01 1.85646077e-02 -1.42580974e-01
-5.57387962e-02 -9.24353455e-02 -1.41520592e-01 -1.73748286e-01
-1.24190071e-01]
[ -1.35522640e-01 -7.85914007e-02 3.73542756e-02 -2.46009292e-01
-5.60242904e-02 -1.41262506e-01 3.62445730e-02 -2.04497232e-02
-9.01371655e-02 -1.38654777e-02 -3.03650228e-01 -4.11146021e-01
-6.92387979e-02]
[ -1.40521912e-01 -1.37759987e-01 -6.77046619e-02 -2.66799501e-01
-3.47097739e-01 -2.88412898e-01 1.55467573e-01 1.34540396e-01
1.75226053e-02 1.11712836e-01 -2.43286788e-01 -7.73621471e-01
1.80118234e-02]
[ -1.61428486e-01 -2.40368183e-01 -2.99554997e-01 -4.96826430e-01
-2.86626076e-01 -2.09885356e-01 -3.13633673e-01 5.42907017e-02
-2.92104755e-02 -4.29070035e-01 -4.29125131e-01 -4.64871138e-01
-5.59449515e-01]
[ -1.13984411e-01 1.25336122e-01 1.90880473e-02 3.98693620e-02
-2.08916154e-01 -1.71265983e-01 -1.18768431e-01 2.00111136e-02
-1.13359717e-01 -1.58403038e-01 -1.62280976e-01 -3.16199062e-01
-3.93467097e-02]
[ -3.53035518e-01 -1.22419656e-01 -2.70527781e-01 1.76110215e-01
-2.04754800e-01 -2.28419160e-01 -6.81939895e-02 -1.13908225e-01
4.28331907e-02 3.60508754e-03 5.87535807e-02 -3.28901746e-01
4.52731552e-02]
[ -1.28981064e-01 -3.92538636e-02 -2.54544794e-01 7.30955825e-02
-2.21825000e-01 -2.78581054e-01 -3.62236436e-01 -2.08495439e-02
1.68518396e-02 -1.57339263e-01 -2.39467185e-01 -2.96633247e-01
-6.18168589e-03]
[ -2.23974164e-01 -5.32714118e-01 -3.36601626e-01 -2.53013860e-01
-3.24947682e-01 -2.28813644e-01 -3.18264618e-02 -2.69407861e-01
6.85109817e-02 -2.34300318e-01 -1.25712674e-01 -1.78648367e-01
-8.99046550e-02]
[ -2.17400320e-01 -2.96255460e-01 -3.19081521e-01 -1.22474080e-01
-9.19422505e-02 -1.49447221e-01 -7.64162245e-02 5.31839655e-04
-1.93540091e-01 -5.16210194e-01 -2.42997144e-01 -1.74913333e-01
2.10750740e-02]
[ -1.14162783e-01 -4.37999674e-03 -2.38549052e-01 -5.81034780e-01
-2.55652812e-01 -2.59299461e-01 -6.22878702e-03 -3.77484462e-01
9.79139846e-02 -9.67901953e-02 -4.37606720e-01 -2.10874687e-01
-4.98906713e-01]]
Progress: 17.8% ... Training loss: 0.246 ... Validation loss: 0.422[[-0.12998826]
[ 0.24077803]
[-0.16067867]
[ 0.88284541]
[ 0.25909091]
[-0.04186287]
[-0.84793917]
[-0.96004201]
[-0.65956241]
[-0.97863292]
[ 1.14399426]
[ 2.86300958]
[-1.82682922]]
[[ -5.33310426e-01 -5.01080236e-01 -5.83174224e-01 -1.22388743e-01
-3.03622633e-01 -5.91516290e-01 -2.11672156e-01 -2.69408325e-01
-4.37405155e-01 -3.77592893e-01 1.29676100e-01 6.63784079e-01
6.11988623e-02]
[ 5.37954311e-03 -1.37097421e-01 4.98760798e-02 -4.24932477e-02
-4.14434034e-02 5.85422002e-02 -1.22211922e-01 2.14738128e-01
-1.34384673e-01 -1.78547846e-01 -6.46627799e-02 -8.59999007e-02
8.34768058e-02]
[ -2.21428051e-01 1.37334015e-01 -2.18437325e-02 1.50590876e-01
8.84133664e-02 -1.20180643e-01 1.08042152e-01 -8.61096148e-02
2.84544376e-01 -1.90715159e-01 2.28320030e-01 7.92781678e-01
7.41319678e-01]
[ 1.91475990e-01 -2.38608915e-01 -2.83027775e-01 8.05435196e-03
-2.84633875e-01 2.11215815e-03 5.65527494e-02 -4.91051311e-01
1.26641996e-01 -3.40624644e-01 -1.93335947e-01 -3.33756636e-01
-1.82884719e-01]
[ 1.11232079e-01 1.59193114e-02 1.06873976e-01 -3.37840539e-02
-1.63178735e-02 7.03824227e-02 -1.09874344e-01 -3.78604077e-02
4.95280451e-02 1.71840977e-01 1.23836606e-01 -1.31714062e-01
-1.52772992e-01]
[ -4.81512002e-01 -5.99896544e-01 -6.01768377e-01 -6.01604662e-01
-5.84621545e-01 -5.63714073e-01 -2.99285199e-01 -1.52966801e-01
-4.32855359e-01 -2.30423060e-01 -5.02631982e-01 -7.22266382e-01
-4.79234642e-01]
[ -4.17260098e-01 -5.84065544e-01 -3.21688641e-01 -3.69584416e-01
-4.11566529e-01 -5.61168117e-01 -4.21736865e-01 -4.56357223e-01
-2.90334995e-01 -1.52674791e-01 -4.33734121e-01 -3.24726917e-01
-3.18661426e-01]
[ -3.29698665e-01 -3.44687348e-01 -4.75062610e-01 -1.82834770e-01
-3.13639884e-01 -4.17222608e-01 -2.67499838e-01 -2.14812175e-01
-2.84616952e-01 -4.88641813e-01 -2.17081290e-01 -4.91338680e-01
-3.34059875e-01]
[ -4.71882630e-01 -3.50502169e-01 -3.78345488e-01 -1.74378900e-01
-3.38875197e-01 -2.15977087e-01 -9.64550690e-02 -4.33975751e-01
-2.72005888e-01 -4.52701527e-01 -1.54825600e-01 -2.38490706e-01
-1.97418905e-01]
[ -9.55463760e-01 -9.32290633e-01 -9.80288622e-01 -7.21079649e-01
-1.01971726e+00 -9.83661491e-01 -6.19599196e-01 -6.08387466e-01
-7.57646926e-01 -5.71971132e-01 -6.84482736e-01 -4.76084782e-01
-6.13836584e-01]
[ -5.07905370e-01 -2.68072272e-01 -4.67253741e-01 -3.32894882e-01
-3.50212020e-01 -3.58708815e-01 -5.64654194e-01 -5.81667588e-01
-6.39954262e-01 -1.13390866e-01 -4.69955433e-01 -6.31538864e-01
-4.63523425e-01]
[ -1.15386059e-01 1.89145815e-02 -3.35247536e-01 -4.31120319e-01
-1.08464959e-01 -7.22465262e-02 -1.56463204e-01 -3.08653526e-01
-1.40419381e-01 1.21687969e-01 -4.35966923e-01 -8.35769250e-01
-3.69059097e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58457428e-01 -1.16561128e-01 1.64563900e-01 -2.73897109e-01
-1.29707393e-01 1.13379601e-01 -1.22588043e-01 1.69525733e-02
-8.07033042e-02 7.39426712e-02 -1.68658601e-01 -3.60647557e-01
1.72696407e-02]
[ -8.18353024e-02 -2.65200096e-01 -1.77738785e-01 -2.97854858e-01
-4.80268407e-01 -8.47976026e-02 -2.61576375e-02 2.50197864e-02
-4.96900295e-02 3.79025585e-02 -2.09434213e-01 -3.25447643e-01
-2.42082952e-01]
[ -7.40678474e-02 -1.03360631e-02 -2.37051722e-01 -2.46112792e-01
1.30683962e-01 -1.63283499e-01 -1.71313808e-01 6.65533937e-02
-7.44533246e-03 3.17789128e-02 -1.70850507e-01 5.47347200e-02
-5.25129522e-02]
[ 3.09899835e-02 -1.62557346e-01 -1.50333045e-01 -6.32582001e-02
-1.20101353e-01 -1.07349208e-01 9.21073684e-02 -1.56094716e-01
-2.55868649e-02 -1.02671450e-02 -8.89888233e-03 -1.34905624e-01
4.47464856e-02]
[ -2.86385367e-01 -1.42671213e-01 -7.37295350e-02 -1.00042479e-01
-3.04531154e-01 -2.73396838e-01 -3.67051284e-01 4.79000223e-02
-3.08978802e-01 -2.14031672e-01 1.75470489e-01 -4.29160694e-02
2.53081476e-01]
[ -2.19363566e-01 -1.26653881e-01 -8.62703036e-02 -5.67116671e-02
-8.42831220e-02 -1.16454352e-01 -5.82111139e-02 4.50833363e-02
-1.22280533e-01 -2.29826275e-02 2.24588757e-02 -1.40860209e-01
-6.02209924e-03]
[ -1.58327872e-01 -6.93272384e-02 -2.24909204e-01 -3.25489354e-01
-1.55262762e-01 -2.00524219e-01 -2.63786302e-01 -7.20605362e-02
1.74268739e-01 -1.67336396e-01 -3.56742590e-01 -2.98368628e-01
-1.58307307e-01]
[ -3.69861376e-01 -6.60086125e-02 -1.48219807e-01 -1.48644945e-01
-5.13402985e-02 -3.11861865e-01 4.09408841e-02 -6.63995938e-02
-1.18766713e-01 7.99259830e-02 4.61683651e-03 -2.03191121e-01
-2.22457308e-01]
[ -1.69053495e-01 -1.47618552e-01 -4.89792379e-02 -1.37926083e-01
-1.30691101e-01 -2.94388297e-01 -3.63939795e-02 -1.32106764e-01
-2.42598245e-01 2.78271268e-02 2.31249813e-01 2.10797160e-02
-1.88998437e-01]
[ -1.37463338e-01 -1.72291881e-01 -1.14500540e-01 -2.62351492e-01
9.53570959e-02 -1.84055879e-02 -2.16526736e-01 -1.70252291e-01
9.03332503e-02 -1.12723121e-01 -1.22625839e-01 -6.87387750e-02
-3.63960657e-01]
[ -4.46979883e-02 -3.14935708e-02 -1.49181915e-01 -4.53107628e-02
-2.27493532e-01 6.27134665e-02 -8.41414219e-02 -5.15692535e-02
-2.32676766e-01 -9.17570322e-02 -7.57277453e-02 -3.20509176e-01
-1.88393620e-01]
[ -7.17025592e-02 2.59971582e-02 -1.28062884e-01 -3.12215670e-01
1.21225360e-01 2.08209048e-02 -2.17375328e-01 -1.62117065e-01
1.21311479e-01 -6.29155800e-02 -2.78741948e-01 -2.51964227e-01
-2.89066654e-01]
[ 8.23980122e-02 -3.13323795e-01 -8.14449252e-02 -4.44570902e-01
-2.25348187e-01 -8.83657183e-02 7.12954988e-02 1.09732361e-01
-1.61034001e-03 3.06375659e-01 -5.16863780e-01 -7.37893358e-01
4.21990541e-01]
[ -2.19337872e-01 -2.50137832e-01 -1.28847378e-01 -3.03191308e-01
-3.04841198e-01 -9.23517678e-02 2.07816230e-01 4.59493263e-02
2.98150994e-01 4.70820293e-02 -4.01640854e-01 -9.45554912e-01
6.23813977e-01]
[ -9.87632251e-03 -1.92602954e-01 2.50581045e-02 -3.11208224e-01
-1.75392885e-01 1.66978961e-01 2.09963219e-01 2.70537107e-01
-1.69907858e-02 2.51844846e-01 -2.23707193e-01 -1.01436628e+00
7.29274727e-01]
[ 5.52113100e-03 -4.93114492e-02 -1.21605608e-01 -1.27449599e-01
-1.82096872e-01 -4.56145690e-02 3.00416128e-01 1.75809599e-01
2.62398410e-01 3.83943548e-01 -4.76354866e-01 -8.98685662e-01
7.37943223e-01]
[ -8.02659395e-02 -2.82380827e-01 6.11968154e-02 -3.66200740e-01
-1.51038515e-01 1.17855888e-01 3.68701857e-01 1.42641734e-01
-5.94323475e-02 1.74358339e-01 -5.55934956e-01 -9.19808271e-01
8.48346582e-01]
[ 1.22249343e-01 -9.08756485e-02 1.77089919e-02 -1.71876130e-01
-8.30967318e-02 -1.73583417e-02 2.44386275e-01 3.67036813e-01
4.07665001e-01 2.67979611e-01 -5.44267108e-01 -8.08534890e-01
5.35187098e-01]
[ -7.78800788e-03 -1.33389057e-01 2.03705736e-02 1.40095153e-02
-8.76983019e-02 -2.83728186e-01 3.96606668e-02 3.22610424e-01
-1.70922257e-02 9.27353904e-02 -2.51708296e-01 -7.07838777e-01
2.62099161e-01]
[ 8.07036838e-02 1.10231592e-01 3.01517937e-03 1.02504822e-01
-8.90316598e-02 -5.93097021e-02 -1.90541525e-01 -1.58408364e-01
-2.67976618e-01 -1.37572118e-01 -1.51296516e-01 2.58618036e-01
-1.95770768e-01]
[ 3.89548343e-02 -8.94355959e-02 1.40391337e-01 2.48452152e-01
2.55451657e-01 8.66488046e-03 -4.07537239e-01 -3.63197803e-01
-9.93641914e-02 -5.36603090e-01 2.03194681e-01 1.06635579e+00
-5.30473709e-01]
[ 3.40374039e-02 7.84979321e-02 -2.11760416e-01 5.57773914e-02
3.11138865e-02 -7.91385478e-04 -1.65805086e-01 -3.29056829e-01
-2.84066329e-01 -1.92911819e-01 -4.89714854e-02 -6.09930375e-02
-1.83404559e-01]
[ -5.76262669e-02 -2.11707465e-01 6.25559822e-02 8.78788123e-02
-1.31572693e-01 -1.34464936e-01 1.96626020e-02 -2.81308577e-02
6.57576539e-02 -3.83391253e-01 -3.12906796e-01 -2.33726406e-01
1.24865394e-02]
[ 1.26486568e-02 -2.70438753e-01 5.70269207e-02 -2.39795076e-01
-1.90399560e-01 -2.31571217e-01 -2.74007569e-01 2.55765537e-02
-2.09402428e-02 8.53774733e-02 -1.58859419e-01 1.88300416e-01
-7.00742247e-02]
[ 1.70957231e-01 5.28800046e-02 -1.04568797e-01 -2.28944796e-01
-5.81789265e-02 -1.01879823e-01 -1.85960426e-01 1.52534397e-02
-1.92190215e-01 -2.39671171e-01 -1.84280481e-01 2.69883707e-01
-1.03114766e-01]
[ -1.73691750e-01 -1.80389587e-01 -1.12268297e-01 -2.09360438e-01
-4.94529015e-02 2.65466426e-02 -1.96369581e-01 -2.17816029e-01
-1.46014678e-01 -3.07662858e-02 -2.03404480e-01 1.91468556e-01
-2.27677326e-01]
[ -3.42788253e-02 -2.12696234e-01 -1.59053683e-01 -2.27850211e-01
-5.40173776e-02 4.41934527e-02 -3.70234260e-02 -3.09937723e-02
-2.17397132e-01 -2.75678516e-01 -5.84727332e-02 -4.50444862e-02
-3.57212730e-02]
[ 1.11944580e-01 8.23612397e-02 -1.15432071e-02 -1.64721860e-01
-3.22820973e-01 7.64633955e-03 -1.75753587e-01 -2.94033100e-01
-3.24771110e-01 1.21552496e-02 -9.13037214e-02 1.31383874e-01
-1.06532585e-01]
[ -6.40859621e-02 -7.46107153e-03 -2.85375105e-01 3.97297283e-04
7.19329642e-02 1.55248421e-01 -2.43123362e-01 -1.95541943e-01
-5.91473286e-02 -7.71169180e-02 1.91670281e-01 6.04083414e-01
-1.13710318e-01]
[ 1.09466259e-01 3.49769509e-01 -2.02881521e-01 6.83774901e-01
1.20664080e-01 -1.59603966e-03 -2.51671600e-01 -4.00523210e-01
-2.56279970e-01 -3.83833003e-01 7.22146110e-01 9.74203127e-01
-9.13040612e-01]
[ -2.79408287e-02 1.86621586e-01 4.50408286e-02 2.47889588e-01
6.31892837e-03 -6.94837573e-02 -3.04615394e-01 -3.86011025e-01
-2.93827116e-01 -2.86161300e-01 5.18171119e-01 9.96453124e-01
-8.63761933e-01]
[ -4.78041641e-02 -1.28506961e-01 -1.55480739e-01 2.94842426e-01
-1.71725366e-01 2.33477434e-01 -8.90498251e-02 -2.26914586e-01
-2.49475942e-01 -4.43975776e-01 1.92264987e-01 4.93922024e-01
-4.16844112e-01]
[ 7.87013491e-02 -3.81571785e-01 -5.18984603e-02 -1.79414304e-02
-1.11521801e-01 1.99801471e-01 6.85666710e-02 1.60544878e-01
-1.76213611e-01 -3.94482989e-02 -6.09023711e-02 3.34666686e-01
-2.33905338e-01]
[ 2.04054483e-01 -2.92878116e-01 -1.20936112e-01 -8.50099658e-02
-2.10815336e-01 1.21916845e-01 1.80988805e-02 -1.43180748e-01
-5.61527753e-02 -9.31219562e-02 -1.40916566e-01 -1.72237828e-01
-1.25414800e-01]
[ -1.35533629e-01 -7.85590814e-02 3.73358681e-02 -2.45690159e-01
-5.59799126e-02 -1.41266281e-01 3.59417274e-02 -2.06478324e-02
-9.03538264e-02 -1.40960719e-02 -3.03253868e-01 -4.09713768e-01
-7.01349048e-02]
[ -1.40560984e-01 -1.37703069e-01 -6.77471540e-02 -2.66754020e-01
-3.47050283e-01 -2.88423914e-01 1.55210376e-01 1.34140652e-01
1.73049692e-02 1.11313893e-01 -2.43131095e-01 -7.74029825e-01
1.80540661e-02]
[ -1.61336034e-01 -2.40500336e-01 -2.99529232e-01 -4.98067351e-01
-2.86594957e-01 -2.09868027e-01 -3.13679221e-01 5.36513134e-02
-2.94908524e-02 -4.29676493e-01 -4.28985050e-01 -4.61533069e-01
-5.61967725e-01]
[ -1.13708801e-01 1.24513219e-01 1.94794405e-02 3.65148870e-02
-2.09645799e-01 -1.71180237e-01 -1.15697825e-01 2.35133667e-02
-1.11222183e-01 -1.55548512e-01 -1.66477772e-01 -3.26206291e-01
-3.14832687e-02]
[ -3.53029180e-01 -1.22601132e-01 -2.70471287e-01 1.75905855e-01
-2.04970424e-01 -2.28398364e-01 -6.75432849e-02 -1.13043491e-01
4.33111793e-02 4.04404573e-03 5.82236236e-02 -3.29388518e-01
4.67588254e-02]
[ -1.29056284e-01 -3.91910231e-02 -2.54579686e-01 7.31255878e-02
-2.21768419e-01 -2.78608677e-01 -3.61753600e-01 -1.97777874e-02
1.68644605e-02 -1.56713301e-01 -2.40234193e-01 -2.97511640e-01
-2.46543190e-03]
[ -2.23927643e-01 -5.32871138e-01 -3.36509784e-01 -2.54409037e-01
-3.25255586e-01 -2.28804102e-01 -3.00833480e-02 -2.67615726e-01
6.98536944e-02 -2.32786516e-01 -1.28270191e-01 -1.83921234e-01
-8.41732665e-02]
[ -2.17601998e-01 -2.95824197e-01 -3.19296659e-01 -1.20160990e-01
-9.14155861e-02 -1.49511748e-01 -7.84353579e-02 -1.81710178e-03
-1.94725635e-01 -5.17804547e-01 -2.40040835e-01 -1.68894242e-01
1.65855717e-02]
[ -1.14138774e-01 -4.32121977e-03 -2.38633426e-01 -5.80799180e-01
-2.55607011e-01 -2.59302729e-01 -6.38585754e-03 -3.77367600e-01
9.76269899e-02 -9.73116036e-02 -4.36664252e-01 -2.10666569e-01
-5.02033356e-01]]
Progress: 17.8% ... Training loss: 0.244 ... Validation loss: 0.425[[-0.12912772]
[ 0.24826989]
[-0.15633372]
[ 0.88499653]
[ 0.26101611]
[-0.04080318]
[-0.84858585]
[-0.95385084]
[-0.65738956]
[-0.97405782]
[ 1.15071285]
[ 2.86773869]
[-1.83335719]]
[[ -5.33595042e-01 -5.00302756e-01 -5.83430396e-01 -1.20736036e-01
-3.03346808e-01 -5.91580499e-01 -2.11048356e-01 -2.72324466e-01
-4.36895657e-01 -3.79024222e-01 1.32827434e-01 6.74202007e-01
6.57252547e-02]
[ 5.37424680e-03 -1.36973990e-01 4.97910958e-02 -4.22511755e-02
-4.13355243e-02 5.85418472e-02 -1.22386956e-01 2.14442322e-01
-1.34668328e-01 -1.78753982e-01 -6.45332004e-02 -8.55476664e-02
8.25056613e-02]
[ -2.22174455e-01 1.38365151e-01 -2.22333827e-02 1.53250941e-01
8.88751341e-02 -1.20360539e-01 1.06022699e-01 -8.51045085e-02
2.81121161e-01 -1.91793148e-01 2.27907331e-01 7.85871666e-01
7.41560311e-01]
[ 1.92609496e-01 -2.40050851e-01 -2.81877555e-01 1.58692577e-03
-2.86223670e-01 2.45445409e-03 6.48314138e-02 -4.81997260e-01
1.32178082e-01 -3.29349923e-01 -2.03069691e-01 -3.59224041e-01
-1.73084758e-01]
[ 1.10104828e-01 1.92051533e-02 1.05143272e-01 -2.15363363e-02
-1.27419244e-02 6.99777069e-02 -1.20935051e-01 -4.86219606e-02
4.05279987e-02 1.61035309e-01 1.44792119e-01 -7.06835587e-02
-1.77068760e-01]
[ -4.81674527e-01 -5.99511773e-01 -6.02108658e-01 -6.00024615e-01
-5.84232409e-01 -5.63773412e-01 -3.00850860e-01 -1.56953066e-01
-4.33353910e-01 -2.34152246e-01 -4.99093437e-01 -7.12008957e-01
-4.82285554e-01]
[ -4.16904493e-01 -5.84716884e-01 -3.21166243e-01 -3.73956863e-01
-4.12532491e-01 -5.61062428e-01 -4.18162974e-01 -4.52215040e-01
-2.87182733e-01 -1.48090103e-01 -4.40347924e-01 -3.39268888e-01
-3.08455443e-01]
[ -3.30253501e-01 -3.43348281e-01 -4.75609638e-01 -1.79202592e-01
-3.12749742e-01 -4.17357754e-01 -2.69896037e-01 -2.17141398e-01
-2.88023710e-01 -4.91747885e-01 -2.12719243e-01 -4.81048131e-01
-3.40577486e-01]
[ -4.71669391e-01 -3.50353927e-01 -3.78484120e-01 -1.74760472e-01
-3.38747065e-01 -2.15937933e-01 -9.61419086e-02 -4.35214362e-01
-2.71614936e-01 -4.52979715e-01 -1.52930460e-01 -2.29947120e-01
-1.98990712e-01]
[ -9.55497697e-01 -9.31654683e-01 -9.80568889e-01 -7.20465688e-01
-1.01952980e+00 -9.83669613e-01 -6.19299045e-01 -6.09945450e-01
-7.57559117e-01 -5.72581817e-01 -6.82367503e-01 -4.63945762e-01
-6.13943011e-01]
[ -5.07924607e-01 -2.67705273e-01 -4.67410669e-01 -3.33224753e-01
-3.49964722e-01 -3.58739520e-01 -5.64333295e-01 -5.82778779e-01
-6.39729236e-01 -1.14030521e-01 -4.69620980e-01 -6.29963761e-01
-4.62127200e-01]
[ -1.15481401e-01 1.91323711e-02 -3.35313886e-01 -4.30946203e-01
-1.08458271e-01 -7.22573413e-02 -1.57159061e-01 -3.09396266e-01
-1.41094309e-01 1.20409553e-01 -4.35234680e-01 -8.34933783e-01
-3.71283243e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58576536e-01 -1.16236851e-01 1.64360475e-01 -2.72494981e-01
-1.29395467e-01 1.13330690e-01 -1.23634194e-01 1.50540612e-02
-8.13859720e-02 7.19021726e-02 -1.66385259e-01 -3.55544530e-01
1.55454798e-02]
[ -8.20707200e-02 -2.64696804e-01 -1.78064416e-01 -2.96156176e-01
-4.79820450e-01 -8.48715211e-02 -2.83611951e-02 2.06163458e-02
-5.07476114e-02 3.42622812e-02 -2.06457035e-01 -3.16566200e-01
-2.46134146e-01]
[ -7.39433831e-02 -1.06089385e-02 -2.36937700e-01 -2.46750704e-01
1.30471363e-01 -1.63247985e-01 -1.70069882e-01 6.78258556e-02
-6.56605003e-03 3.32859561e-02 -1.71874438e-01 5.11751528e-02
-5.01572855e-02]
[ 3.10085635e-02 -1.62631437e-01 -1.50253546e-01 -6.32329844e-02
-1.20145986e-01 -1.07345259e-01 9.20811444e-02 -1.55229562e-01
-2.55150196e-02 -9.46871483e-03 -9.06204957e-03 -1.34552458e-01
4.43291320e-02]
[ -2.86280015e-01 -1.42693812e-01 -7.36878436e-02 -1.01679375e-01
-3.04632864e-01 -2.73370863e-01 -3.66084585e-01 4.85268854e-02
-3.07982326e-01 -2.13720558e-01 1.74067273e-01 -4.40781013e-02
2.56185301e-01]
[ -2.19354112e-01 -1.26774275e-01 -8.60761074e-02 -5.76315931e-02
-8.47453250e-02 -1.16449611e-01 -5.70541384e-02 4.67783705e-02
-1.21342144e-01 -2.08396394e-02 1.95306599e-02 -1.47369554e-01
-1.81889840e-03]
[ -1.58871066e-01 -6.79661293e-02 -2.25431083e-01 -3.20913234e-01
-1.54170460e-01 -2.00661627e-01 -2.68470986e-01 -7.61130563e-02
1.69787103e-01 -1.71990785e-01 -3.50247483e-01 -2.81649856e-01
-1.70491829e-01]
[ -3.69883293e-01 -6.62045226e-02 -1.48162595e-01 -1.49110257e-01
-5.14655350e-02 -3.11859573e-01 4.15264327e-02 -6.48671720e-02
-1.18591743e-01 8.09932786e-02 3.30114641e-03 -2.07963812e-01
-2.19931639e-01]
[ -1.68964814e-01 -1.47639569e-01 -4.90600062e-02 -1.39176459e-01
-1.30780738e-01 -2.94364641e-01 -3.48883769e-02 -1.32821894e-01
-2.41562518e-01 2.79033783e-02 2.30629736e-01 2.02191607e-02
-1.85809182e-01]
[ -1.37549032e-01 -1.71991231e-01 -1.14721306e-01 -2.61878627e-01
9.56774218e-02 -1.84505533e-02 -2.17274987e-01 -1.71466943e-01
8.95452077e-02 -1.13889543e-01 -1.21027106e-01 -6.33094171e-02
-3.65863257e-01]
[ -4.46133897e-02 -3.14325986e-02 -1.49153692e-01 -4.54626229e-02
-2.27496876e-01 6.27388083e-02 -8.35697200e-02 -5.11329138e-02
-2.32317950e-01 -9.13083795e-02 -7.57824214e-02 -3.19618588e-01
-1.87463230e-01]
[ -7.12768755e-02 2.53744847e-02 -1.27728802e-01 -3.14870192e-01
1.20533659e-01 2.09549982e-02 -2.14771722e-01 -1.59673000e-01
1.23503809e-01 -6.02945251e-02 -2.81395403e-01 -2.57926799e-01
-2.86029178e-01]
[ 8.23422845e-02 -3.13204699e-01 -8.14813729e-02 -4.44639361e-01
-2.25273123e-01 -8.83767127e-02 7.11612405e-02 1.09605788e-01
-1.96673649e-03 3.06223297e-01 -5.17118872e-01 -7.37839102e-01
4.21473496e-01]
[ -2.19286666e-01 -2.50209459e-01 -1.28809745e-01 -3.04508006e-01
-3.04940461e-01 -9.23394139e-02 2.09098414e-01 4.65237655e-02
2.98927392e-01 4.78006546e-02 -4.03506544e-01 -9.49869127e-01
6.27051226e-01]
[ -9.88992496e-03 -1.92630204e-01 2.50473125e-02 -3.11340496e-01
-1.75423182e-01 1.66975831e-01 2.10141694e-01 2.70713431e-01
-1.68307995e-02 2.51743521e-01 -2.23949158e-01 -1.01573112e+00
7.29827598e-01]
[ 5.60341458e-03 -4.94337047e-02 -1.21536618e-01 -1.28173461e-01
-1.82252560e-01 -4.55902875e-02 3.01232624e-01 1.76713030e-01
2.62902839e-01 3.84899244e-01 -4.77203512e-01 -9.00515858e-01
7.39982141e-01]
[ -8.02320312e-02 -2.82396915e-01 6.12186925e-02 -3.66212826e-01
-1.51075677e-01 1.17861619e-01 3.68916520e-01 1.42808741e-01
-5.92563743e-02 1.74847541e-01 -5.56103908e-01 -9.20408431e-01
8.48784780e-01]
[ 1.22251086e-01 -9.08328409e-02 1.77121041e-02 -1.71912122e-01
-8.30598151e-02 -1.73593749e-02 2.44567729e-01 3.67436826e-01
4.07836932e-01 2.68083571e-01 -5.44608995e-01 -8.09702968e-01
5.35733681e-01]
[ -7.82486337e-03 -1.33227412e-01 2.02529602e-02 1.44782624e-02
-8.75730562e-02 -2.83747821e-01 3.93272411e-02 3.22125837e-01
-1.73367704e-02 9.22282561e-02 -2.51180372e-01 -7.07152210e-01
2.60936147e-01]
[ 8.07248126e-02 1.10355001e-01 3.02336852e-03 1.03555517e-01
-8.89856994e-02 -5.93059551e-02 -1.90993667e-01 -1.58713773e-01
-2.68309663e-01 -1.37384031e-01 -1.50111999e-01 2.62850582e-01
-1.98588571e-01]
[ 3.90964212e-02 -8.96969774e-02 1.40499049e-01 2.47660266e-01
2.55267304e-01 8.70683712e-03 -4.06566728e-01 -3.63313915e-01
-9.83490842e-02 -5.36297793e-01 2.03103192e-01 1.06538399e+00
-5.29220123e-01]
[ 3.39746395e-02 7.83567072e-02 -2.11713608e-01 5.57186105e-02
3.10411196e-02 -7.96917253e-04 -1.65806622e-01 -3.28660308e-01
-2.83942438e-01 -1.92919759e-01 -4.92619623e-02 -6.12816640e-02
-1.82964152e-01]
[ -5.77960325e-02 -2.11158073e-01 6.22164964e-02 9.01357489e-02
-1.30975065e-01 -1.34526282e-01 1.67794612e-02 -3.11556488e-02
6.38060248e-02 -3.85539609e-01 -3.08878167e-01 -2.21067559e-01
6.18844594e-03]
[ 1.26995263e-02 -2.70540114e-01 5.71026921e-02 -2.40276131e-01
-1.90505826e-01 -2.31556242e-01 -2.73707933e-01 2.61308460e-02
-2.06242587e-02 8.60357147e-02 -1.59539421e-01 1.86600341e-01
-6.90236120e-02]
[ 1.70912401e-01 5.28895983e-02 -1.04593631e-01 -2.29013715e-01
-5.81813973e-02 -1.01888250e-01 -1.86181463e-01 1.43115687e-02
-1.92199385e-01 -2.40395041e-01 -1.84133015e-01 2.70851071e-01
-1.02766038e-01]
[ -1.73670254e-01 -1.80467075e-01 -1.12191287e-01 -2.10734566e-01
-4.96708658e-02 2.65634549e-02 -1.95364631e-01 -2.17368668e-01
-1.45461031e-01 -2.99505177e-02 -2.05243782e-01 1.89233107e-01
-2.24696947e-01]
[ -3.45296706e-02 -2.11976917e-01 -1.59456442e-01 -2.26484695e-01
-5.33058452e-02 4.40953022e-02 -3.94419879e-02 -3.39102526e-02
-2.19714499e-01 -2.78635244e-01 -5.50159433e-02 -3.40527071e-02
-4.10254420e-02]
[ 1.11532474e-01 8.31386000e-02 -1.18787092e-02 -1.62750774e-01
-3.22242981e-01 7.53851799e-03 -1.78378165e-01 -2.97068390e-01
-3.26649764e-01 8.92653778e-03 -8.82036010e-02 1.41301992e-01
-1.11149060e-01]
[ -6.39758821e-02 -7.77386485e-03 -2.85209325e-01 -1.04158464e-03
7.15628002e-02 1.55292249e-01 -2.42046192e-01 -1.94000610e-01
-5.82153392e-02 -7.55528009e-02 1.89368583e-01 5.98792471e-01
-1.10175441e-01]
[ 1.09405336e-01 3.50008169e-01 -2.03005900e-01 6.85105138e-01
1.20857941e-01 -1.62802713e-03 -2.52541366e-01 -4.01492280e-01
-2.56763293e-01 -3.84791123e-01 7.23926669e-01 9.78175982e-01
-9.14854058e-01]
[ -2.81050941e-02 1.87267758e-01 4.47593209e-02 2.51078825e-01
6.84489412e-03 -6.95380314e-02 -3.06472735e-01 -3.88229768e-01
-2.95473207e-01 -2.88337674e-01 5.22509140e-01 1.00445117e+00
-8.69116086e-01]
[ -4.77104235e-02 -1.28746134e-01 -1.55339655e-01 2.94257065e-01
-1.71980813e-01 2.33511149e-01 -8.82794811e-02 -2.25036724e-01
-2.48764646e-01 -4.43092294e-01 1.91221147e-01 4.90134866e-01
-4.15285881e-01]
[ 7.89319255e-02 -3.81785318e-01 -5.17608918e-02 -1.91518381e-02
-1.11809192e-01 1.99864336e-01 7.01856586e-02 1.61365744e-01
-1.75062981e-01 -3.81411473e-02 -6.24334220e-02 3.30865743e-01
-2.31889763e-01]
[ 2.04092613e-01 -2.92897276e-01 -1.20908782e-01 -8.53322178e-02
-2.10846097e-01 1.21936442e-01 1.84802302e-02 -1.42767697e-01
-5.60195182e-02 -9.29138433e-02 -1.41385756e-01 -1.72508622e-01
-1.24921648e-01]
[ -1.35400057e-01 -7.89470379e-02 3.74842176e-02 -2.47095976e-01
-5.63793666e-02 -1.41230698e-01 3.78122969e-02 -1.90479028e-02
-8.90181886e-02 -1.29318945e-02 -3.05424038e-01 -4.17421233e-01
-6.54605465e-02]
[ -1.40448138e-01 -1.37878490e-01 -6.76445923e-02 -2.67901411e-01
-3.47249551e-01 -2.88386673e-01 1.56264565e-01 1.34995232e-01
1.81029387e-02 1.12384138e-01 -2.44373741e-01 -7.75629883e-01
1.98401906e-02]
[ -1.61427106e-01 -2.40418595e-01 -2.99655901e-01 -4.98001212e-01
-2.86553831e-01 -2.09904277e-01 -3.15027777e-01 5.19079548e-02
-2.93625898e-02 -4.31455215e-01 -4.28247605e-01 -4.53200920e-01
-5.63424478e-01]
[ -1.14041454e-01 1.25162370e-01 1.91777611e-02 3.98127887e-02
-2.09229104e-01 -1.71263319e-01 -1.18003726e-01 2.11138396e-02
-1.13175370e-01 -1.57411919e-01 -1.62127896e-01 -3.16994976e-01
-3.68917942e-02]
[ -3.53079660e-01 -1.22124239e-01 -2.70676725e-01 1.76887144e-01
-2.04624114e-01 -2.28440340e-01 -6.71984924e-02 -1.14206689e-01
4.33322839e-02 3.27600546e-03 5.95007005e-02 -3.30398510e-01
4.72162364e-02]
[ -1.28728561e-01 -3.97177234e-02 -2.54281559e-01 7.08985723e-02
-2.22305849e-01 -2.78512016e-01 -3.60209860e-01 -1.82883347e-02
1.84518206e-02 -1.54638789e-01 -2.42529336e-01 -3.02302350e-01
-5.12847539e-04]
[ -2.23525773e-01 -5.33608064e-01 -3.35973004e-01 -2.58214666e-01
-3.26140580e-01 -2.28659065e-01 -2.57236914e-02 -2.62887743e-01
7.30003444e-02 -2.27737776e-01 -1.34861188e-01 -2.01287651e-01
-7.26040796e-02]
[ -2.17591598e-01 -2.95919592e-01 -3.19285641e-01 -1.20336845e-01
-9.14221591e-02 -1.49490621e-01 -7.75310476e-02 -1.02806315e-03
-1.94213553e-01 -5.17567087e-01 -2.39905950e-01 -1.67457426e-01
1.86785434e-02]
[ -1.14553079e-01 -2.94924504e-03 -2.39349109e-01 -5.78477803e-01
-2.54540697e-01 -2.59453888e-01 -9.95870782e-03 -3.82479905e-01
9.38226248e-02 -1.02790903e-01 -4.31095467e-01 -1.91930141e-01
-5.12174580e-01]]
Progress: 17.9% ... Training loss: 0.245 ... Validation loss: 0.419[[-0.13780533]
[ 0.23532411]
[-0.16358581]
[ 0.86931728]
[ 0.25089019]
[-0.04937535]
[-0.86213091]
[-0.96935968]
[-0.66965818]
[-0.98263839]
[ 1.12836862]
[ 2.83124751]
[-1.84798238]]
[[ -5.33067274e-01 -5.01603792e-01 -5.82846258e-01 -1.27906566e-01
-3.04828329e-01 -5.91422564e-01 -2.03584466e-01 -2.64250513e-01
-4.31526382e-01 -3.72207171e-01 1.20319116e-01 6.49332561e-01
8.13144898e-02]
[ 5.42152901e-03 -1.36828975e-01 4.97560257e-02 -4.18857986e-02
-4.11439889e-02 5.85487704e-02 -1.22309591e-01 2.12992760e-01
-1.35130970e-01 -1.79096632e-01 -6.32667737e-02 -8.31876385e-02
8.10678751e-02]
[ -2.21977558e-01 1.36940980e-01 -2.18713719e-02 1.46792680e-01
8.75813563e-02 -1.20308526e-01 1.08754324e-01 -8.39918252e-02
2.86294569e-01 -1.92409375e-01 2.18343977e-01 7.71387167e-01
7.57673434e-01]
[ 1.92885179e-01 -2.40224673e-01 -2.81710536e-01 2.21308968e-03
-2.86591616e-01 2.48571460e-03 6.55712182e-02 -4.84630303e-01
1.32991115e-01 -3.30476614e-01 -2.02893798e-01 -3.64007601e-01
-1.70431649e-01]
[ 1.09379249e-01 2.04534326e-02 1.04283981e-01 -1.75302841e-02
-1.10696281e-02 6.97395424e-02 -1.26503577e-01 -5.54613560e-02
3.79065165e-02 1.52413483e-01 1.51273482e-01 -5.11109881e-02
-1.85618798e-01]
[ -4.81325388e-01 -6.00253190e-01 -6.01663088e-01 -6.02773487e-01
-5.84962189e-01 -5.63651154e-01 -2.98243154e-01 -1.52031325e-01
-4.32093719e-01 -2.29455809e-01 -5.03809990e-01 -7.24956747e-01
-4.80102151e-01]
[ -4.17038984e-01 -5.84348412e-01 -3.21510827e-01 -3.72847873e-01
-4.12090579e-01 -5.61104849e-01 -4.19599922e-01 -4.54001827e-01
-2.88340273e-01 -1.50638754e-01 -4.37932439e-01 -3.33892599e-01
-3.12667685e-01]
[ -3.29751562e-01 -3.44802735e-01 -4.74949382e-01 -1.85948874e-01
-3.14235054e-01 -4.17225205e-01 -2.63915029e-01 -2.11405364e-01
-2.82646549e-01 -4.87282581e-01 -2.24045049e-01 -5.03158332e-01
-3.25145067e-01]
[ -4.71477910e-01 -3.50859558e-01 -3.78243866e-01 -1.77057600e-01
-3.39158632e-01 -2.15862106e-01 -9.42618555e-02 -4.33249947e-01
-2.70645147e-01 -4.51543137e-01 -1.55952214e-01 -2.37094005e-01
-1.95687339e-01]
[ -9.54863301e-01 -9.33304345e-01 -9.79746627e-01 -7.28628059e-01
-1.02127567e+00 -9.83459919e-01 -6.11360044e-01 -6.00613517e-01
-7.52722370e-01 -5.64484183e-01 -6.97469237e-01 -4.93528429e-01
-5.98907024e-01]
[ -5.07808100e-01 -2.68015679e-01 -4.67388943e-01 -3.34387261e-01
-3.50004573e-01 -3.58715122e-01 -5.64102597e-01 -5.82530639e-01
-6.38964349e-01 -1.15509876e-01 -4.69420854e-01 -6.33881743e-01
-4.62845346e-01]
[ -1.15324236e-01 1.87594097e-02 -3.35156377e-01 -4.32304616e-01
-1.08857298e-01 -7.22032194e-02 -1.56296941e-01 -3.08140937e-01
-1.40246343e-01 1.21840942e-01 -4.36981700e-01 -8.38261722e-01
-3.68894130e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58356796e-01 -1.16737587e-01 1.64685424e-01 -2.74093753e-01
-1.29895676e-01 1.13414575e-01 -1.21505593e-01 1.86900261e-02
-8.02616491e-02 7.54844555e-02 -1.69723017e-01 -3.64617017e-01
1.74039663e-02]
[ -8.19752842e-02 -2.64964330e-01 -1.77929846e-01 -2.97259975e-01
-4.80062433e-01 -8.48336531e-02 -2.77097861e-02 2.24284801e-02
-5.05077111e-02 3.56289221e-02 -2.07997898e-01 -3.20292362e-01
-2.44872101e-01]
[ -7.38175291e-02 -1.08532323e-02 -2.36850974e-01 -2.47643106e-01
1.30175372e-01 -1.63217188e-01 -1.69534556e-01 6.83890036e-02
-5.95909843e-03 3.42288068e-02 -1.72903976e-01 4.81752031e-02
-4.88838575e-02]
[ 3.08804412e-02 -1.62061279e-01 -1.50649886e-01 -6.18827064e-02
-1.19473109e-01 -1.07402240e-01 9.09818685e-02 -1.57513242e-01
-2.65137362e-02 -1.23734441e-02 -5.54445520e-03 -1.26639815e-01
4.01961053e-02]
[ -2.86269896e-01 -1.42768735e-01 -7.36201423e-02 -1.01679265e-01
-3.04689274e-01 -2.73364825e-01 -3.65850815e-01 4.89667023e-02
-3.07793754e-01 -2.13283093e-01 1.73422409e-01 -4.74392791e-02
2.56978701e-01]
[ -2.19406068e-01 -1.26800485e-01 -8.60963403e-02 -5.77143350e-02
-8.47730088e-02 -1.16453539e-01 -5.77810349e-02 4.65968393e-02
-1.21866537e-01 -2.14608696e-02 1.94513108e-02 -1.45943168e-01
-3.32983970e-03]
[ -1.58642156e-01 -6.89911841e-02 -2.25040615e-01 -3.23860559e-01
-1.55028294e-01 -2.00582958e-01 -2.66793584e-01 -7.33802008e-02
1.72057572e-01 -1.69843066e-01 -3.55428088e-01 -2.88589004e-01
-1.64557411e-01]
[ -3.69836473e-01 -6.60710808e-02 -1.48159437e-01 -1.49447256e-01
-5.15190557e-02 -3.11847686e-01 4.30848833e-02 -6.42981738e-02
-1.17596508e-01 8.15637208e-02 2.55436062e-03 -2.09307354e-01
-2.17169482e-01]
[ -1.68744090e-01 -1.48207476e-01 -4.87952135e-02 -1.42865409e-01
-1.31394098e-01 -2.94318377e-01 -3.18252753e-02 -1.30361390e-01
-2.39436655e-01 3.00605430e-02 2.24525849e-01 5.31441915e-03
-1.78281986e-01]
[ -1.37670914e-01 -1.71823433e-01 -1.14838449e-01 -2.60949961e-01
9.58781771e-02 -1.84931900e-02 -2.18036824e-01 -1.72035099e-01
8.88700413e-02 -1.14773390e-01 -1.19659343e-01 -6.02799083e-02
-3.66914994e-01]
[ -4.42749034e-02 -3.20888076e-02 -1.48822232e-01 -4.81091601e-02
-2.28059470e-01 6.28611677e-02 -8.13675953e-02 -4.90357682e-02
-2.30844163e-01 -8.93084761e-02 -7.90415444e-02 -3.27277380e-01
-1.84755309e-01]
[ -7.13529356e-02 2.55329148e-02 -1.27797415e-01 -3.14535012e-01
1.20684865e-01 2.09289883e-02 -2.15202079e-01 -1.60114798e-01
1.23126584e-01 -6.10395199e-02 -2.81006616e-01 -2.57117925e-01
-2.86745572e-01]
[ 8.23121066e-02 -3.13153057e-01 -8.15125479e-02 -4.44565127e-01
-2.25222376e-01 -8.83887670e-02 7.09462689e-02 1.09556812e-01
-2.15421273e-03 3.06002382e-01 -5.17043047e-01 -7.37893751e-01
4.21389149e-01]
[ -2.19348098e-01 -2.50133088e-01 -1.28846528e-01 -3.04388169e-01
-3.04875011e-01 -9.23556764e-02 2.08682752e-01 4.60901560e-02
2.98596213e-01 4.72412128e-02 -4.03329790e-01 -9.49694174e-01
6.26604065e-01]
[ -9.74075117e-03 -1.92848376e-01 2.51805098e-02 -3.12960619e-01
-1.75687473e-01 1.67015754e-01 2.12262195e-01 2.72476156e-01
-1.54641857e-02 2.53501309e-01 -2.26619661e-01 -1.02133574e+00
7.35329732e-01]
[ 5.54143050e-03 -4.93178808e-02 -1.21583187e-01 -1.27576746e-01
-1.82165955e-01 -4.56030745e-02 3.00629712e-01 1.76185700e-01
2.62368642e-01 3.84345136e-01 -4.76762111e-01 -8.99396489e-01
7.38363954e-01]
[ -8.01874891e-02 -2.82504769e-01 6.12700726e-02 -3.66734921e-01
-1.51210566e-01 1.17876895e-01 3.69763988e-01 1.43461928e-01
-5.88914021e-02 1.75410208e-01 -5.56805722e-01 -9.22513173e-01
8.50674162e-01]
[ 1.22257930e-01 -9.07801913e-02 1.76783612e-02 -1.71946491e-01
-8.30138050e-02 -1.73652604e-02 2.44900310e-01 3.67583884e-01
4.07941527e-01 2.68155210e-01 -5.44687272e-01 -8.10507182e-01
5.36249736e-01]
[ -7.86678509e-03 -1.33160977e-01 2.02177725e-02 1.49555988e-02
-8.75245734e-02 -2.83754812e-01 3.89801845e-02 3.21749300e-01
-1.76474647e-02 9.19913773e-02 -2.50812927e-01 -7.06360101e-01
2.59697642e-01]
[ 8.06356761e-02 1.10774348e-01 2.91273347e-03 1.06162145e-01
-8.85759787e-02 -5.93273298e-02 -1.93074990e-01 -1.59816451e-01
-2.70116171e-01 -1.38920786e-01 -1.46074287e-01 2.75505868e-01
-2.05136215e-01]
[ 3.94416636e-02 -9.02444819e-02 1.40788712e-01 2.44940543e-01
2.54607221e-01 8.78383007e-03 -4.04106362e-01 -3.61622588e-01
-9.62697727e-02 -5.34174849e-01 1.98568275e-01 1.05374067e+00
-5.25725687e-01]
[ 3.39040691e-02 7.84272372e-02 -2.11779887e-01 5.61477555e-02
3.11253512e-02 -8.22945379e-04 -1.66054898e-01 -3.28903130e-01
-2.84115103e-01 -1.93403247e-01 -4.87562201e-02 -6.14860032e-02
-1.83324189e-01]
[ -5.78431242e-02 -2.11183705e-01 6.21796523e-02 9.00423685e-02
-1.30954741e-01 -1.34533010e-01 1.66358533e-02 -3.15693596e-02
6.37624389e-02 -3.86077596e-01 -3.08776534e-01 -2.21174781e-01
6.57077155e-03]
[ 1.26389858e-02 -2.70460632e-01 5.70114812e-02 -2.40488862e-01
-1.90452218e-01 -2.31569176e-01 -2.73857116e-01 2.60136010e-02
-2.09824480e-02 8.54173551e-02 -1.59720330e-01 1.87803960e-01
-6.94124640e-02]
[ 1.71147206e-01 5.21564039e-02 -1.04259624e-01 -2.31472194e-01
-5.88371864e-02 -1.01817581e-01 -1.84422950e-01 1.63903420e-02
-1.90343838e-01 -2.38461445e-01 -1.87181067e-01 2.61728300e-01
-9.68969218e-02]
[ -1.73530624e-01 -1.80937549e-01 -1.11943402e-01 -2.13372909e-01
-5.02610646e-02 2.66245137e-02 -1.93050923e-01 -2.14777530e-01
-1.43703516e-01 -2.70725516e-02 -2.09499597e-01 1.78985713e-01
-2.17712211e-01]
[ -3.48451897e-02 -2.10925404e-01 -1.60018340e-01 -2.23210442e-01
-5.21148498e-02 4.39923391e-02 -4.25778626e-02 -3.86273540e-02
-2.22337098e-01 -2.83168129e-01 -4.84177686e-02 -1.84123615e-02
-5.05607776e-02]
[ 1.11533517e-01 8.33369167e-02 -1.19450519e-02 -1.62087540e-01
-3.22052983e-01 7.53319388e-03 -1.79051909e-01 -2.97967303e-01
-3.27087417e-01 8.62832741e-03 -8.67609313e-02 1.45076205e-01
-1.13911146e-01]
[ -6.39823627e-02 -7.83172085e-03 -2.85202860e-01 -1.46458970e-03
7.14533496e-02 1.55288334e-01 -2.41921108e-01 -1.93730110e-01
-5.80564822e-02 -7.53197009e-02 1.88908059e-01 5.98017625e-01
-1.08739538e-01]
[ 1.09602524e-01 3.49485698e-01 -2.02772223e-01 6.82976490e-01
1.20399078e-01 -1.56640749e-03 -2.50893316e-01 -3.98734361e-01
-2.55807992e-01 -3.82425188e-01 7.20408984e-01 9.68777800e-01
-9.13165090e-01]
[ -2.76676028e-02 1.85827379e-01 4.53644059e-02 2.46018544e-01
5.59378239e-03 -6.93841291e-02 -3.02716452e-01 -3.83066411e-01
-2.91818766e-01 -2.84767254e-01 5.13976701e-01 9.89102945e-01
-8.60164633e-01]
[ -4.76559165e-02 -1.28822791e-01 -1.55280880e-01 2.94013489e-01
-1.72051226e-01 2.33530884e-01 -8.77676902e-02 -2.24236960e-01
-2.48573696e-01 -4.42260456e-01 1.90697233e-01 4.88947425e-01
-4.15069722e-01]
[ 7.89265038e-02 -3.81870609e-01 -5.17053621e-02 -1.92412311e-02
-1.11868351e-01 1.99865814e-01 7.06489143e-02 1.62318076e-01
-1.74778793e-01 -3.74944944e-02 -6.31979995e-02 3.28016323e-01
-2.30566882e-01]
[ 2.04141353e-01 -2.93000361e-01 -1.20872913e-01 -8.54351834e-02
-2.10913559e-01 1.21948301e-01 1.87369626e-02 -1.42413355e-01
-5.57660439e-02 -9.25769645e-02 -1.41668130e-01 -1.73045847e-01
-1.24867111e-01]
[ -1.35356011e-01 -7.90768015e-02 3.75486013e-02 -2.47714433e-01
-5.64877326e-02 -1.41220265e-01 3.83055284e-02 -1.86137219e-02
-8.87592017e-02 -1.26807967e-02 -3.06251141e-01 -4.19604378e-01
-6.40239497e-02]
[ -1.40453047e-01 -1.37875297e-01 -6.76423449e-02 -2.67860518e-01
-3.47250399e-01 -2.88388156e-01 1.56221428e-01 1.35052955e-01
1.80725330e-02 1.12450313e-01 -2.44390823e-01 -7.75646601e-01
1.97846190e-02]
[ -1.60941379e-01 -2.41799766e-01 -2.99093973e-01 -5.03406235e-01
-2.87776818e-01 -2.09738527e-01 -3.11504543e-01 5.69389063e-02
-2.60193874e-02 -4.27891881e-01 -4.36482720e-01 -4.69653286e-01
-5.56572700e-01]
[ -1.13829643e-01 1.24528493e-01 1.94456700e-02 3.76735097e-02
-2.09775166e-01 -1.71206465e-01 -1.16266474e-01 2.29281471e-02
-1.11486577e-01 -1.55994310e-01 -1.64857401e-01 -3.25389445e-01
-3.11723520e-02]
[ -3.53141314e-01 -1.22127096e-01 -2.70654443e-01 1.76757363e-01
-2.04708532e-01 -2.28440479e-01 -6.70699126e-02 -1.13390930e-01
4.35151628e-02 3.68306438e-03 5.82674431e-02 -3.32103382e-01
4.81716793e-02]
[ -1.28544066e-01 -4.00403953e-02 -2.54136274e-01 6.98219958e-02
-2.22577646e-01 -2.78465577e-01 -3.59094292e-01 -1.75639070e-02
1.92568752e-02 -1.52881963e-01 -2.43785585e-01 -3.06674420e-01
1.92776652e-03]
[ -2.23648006e-01 -5.33521941e-01 -3.35969301e-01 -2.57665544e-01
-3.26133606e-01 -2.28674706e-01 -2.56045948e-02 -2.61930039e-01
7.25072178e-02 -2.27139259e-01 -1.34847325e-01 -1.98228878e-01
-7.15603238e-02]
[ -2.17508251e-01 -2.96035387e-01 -3.19227444e-01 -1.21148164e-01
-9.15463219e-02 -1.49465311e-01 -7.64041517e-02 1.71774077e-04
-1.93745759e-01 -5.16783461e-01 -2.40985897e-01 -1.70897769e-01
2.02107526e-02]
[ -1.14426502e-01 -2.91202628e-03 -2.39406916e-01 -5.80148240e-01
-2.54482992e-01 -2.59444247e-01 -8.67751543e-03 -3.82187491e-01
9.42776283e-02 -1.03268205e-01 -4.33223883e-01 -1.97453381e-01
-5.14010869e-01]]
Progress: 17.9% ... Training loss: 0.253 ... Validation loss: 0.432[[-0.13185433]
[ 0.2422281 ]
[-0.16036047]
[ 0.88370677]
[ 0.25719075]
[-0.04270941]
[-0.84845525]
[-0.96099385]
[-0.66162548]
[-0.97284974]
[ 1.13708974]
[ 2.8407526 ]
[-1.83671559]]
[[ -5.33667474e-01 -5.00251117e-01 -5.83299099e-01 -1.20507197e-01
-3.03317232e-01 -5.91650221e-01 -2.10227335e-01 -2.69908835e-01
-4.35786192e-01 -3.77856487e-01 1.29296358e-01 6.72711569e-01
6.86832894e-02]
[ 5.43362737e-03 -1.36815364e-01 4.97514106e-02 -4.20493823e-02
-4.11211448e-02 5.85499459e-02 -1.22247073e-01 2.12808670e-01
-1.35252778e-01 -1.79236953e-01 -6.35385807e-02 -8.28386644e-02
8.10583085e-02]
[ -2.21796727e-01 1.36761247e-01 -2.15003353e-02 1.47008349e-01
8.72211389e-02 -1.20213850e-01 1.08838936e-01 -8.02004259e-02
2.86603283e-01 -1.89220902e-01 2.17289091e-01 7.71318958e-01
7.56470106e-01]
[ 1.92400222e-01 -2.38732171e-01 -2.82354745e-01 8.69587813e-03
-2.85173409e-01 2.25864143e-03 5.99278813e-02 -4.90379420e-01
1.29094141e-01 -3.34615261e-01 -1.93343092e-01 -3.39586849e-01
-1.83264442e-01]
[ 1.11125840e-01 1.77335142e-02 1.06046096e-01 -3.16200760e-02
-1.42405149e-02 7.03185101e-02 -1.13420506e-01 -4.02299908e-02
4.77128718e-02 1.66675686e-01 1.32740408e-01 -1.02117837e-01
-1.58123345e-01]
[ -4.81803063e-01 -5.99547253e-01 -6.02128023e-01 -5.99452264e-01
-5.84071389e-01 -5.63841657e-01 -3.02773440e-01 -1.57319444e-01
-4.34382456e-01 -2.35315430e-01 -4.99748110e-01 -7.15434538e-01
-4.88200028e-01]
[ -4.17080111e-01 -5.84463825e-01 -3.21476559e-01 -3.72828680e-01
-4.12063680e-01 -5.61119965e-01 -4.20138993e-01 -4.53549771e-01
-2.88359700e-01 -1.49694134e-01 -4.39324301e-01 -3.34869493e-01
-3.12861493e-01]
[ -3.29794110e-01 -3.44411458e-01 -4.75023015e-01 -1.83922500e-01
-3.14015196e-01 -4.17242790e-01 -2.66198346e-01 -2.13322491e-01
-2.83498448e-01 -4.88995963e-01 -2.22480225e-01 -4.99902335e-01
-3.32231253e-01]
[ -4.71615047e-01 -3.50581606e-01 -3.78224379e-01 -1.75076096e-01
-3.38898213e-01 -2.15902010e-01 -9.49925985e-02 -4.32527875e-01
-2.71708915e-01 -4.51254116e-01 -1.54071049e-01 -2.33229412e-01
-1.96237437e-01]
[ -9.54847170e-01 -9.33486024e-01 -9.79569072e-01 -7.27193574e-01
-1.02124068e+00 -9.83437320e-01 -6.12913594e-01 -6.00213186e-01
-7.52979743e-01 -5.63472732e-01 -6.98744921e-01 -4.96201419e-01
-6.02392840e-01]
[ -5.08338905e-01 -2.67054789e-01 -4.67931480e-01 -3.30307816e-01
-3.49040701e-01 -3.58923191e-01 -5.68475625e-01 -5.87767471e-01
-6.41460744e-01 -1.21048732e-01 -4.64767017e-01 -6.22304752e-01
-4.70255503e-01]
[ -1.15508050e-01 1.92399506e-02 -3.35276209e-01 -4.30470253e-01
-1.08458185e-01 -7.22808579e-02 -1.58453780e-01 -3.09335553e-01
-1.41716406e-01 1.20028984e-01 -4.34243845e-01 -8.31499817e-01
-3.73926127e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58659659e-01 -1.16297625e-01 1.64371836e-01 -2.71843400e-01
-1.29357483e-01 1.13277358e-01 -1.24307448e-01 1.54485647e-02
-8.15880861e-02 7.20318470e-02 -1.67227166e-01 -3.59932167e-01
1.28028332e-02]
[ -8.20483667e-02 -2.64881555e-01 -1.77977146e-01 -2.97113084e-01
-4.79995783e-01 -8.48473246e-02 -2.81818051e-02 2.21438943e-02
-5.08074788e-02 3.49067294e-02 -2.07962950e-01 -3.19891358e-01
-2.45634705e-01]
[ -7.38781497e-02 -1.07235516e-02 -2.36916070e-01 -2.46986744e-01
1.30385068e-01 -1.63246705e-01 -1.70392243e-01 6.70191729e-02
-6.33627552e-03 3.30511450e-02 -1.71753408e-01 5.10841946e-02
-5.03534408e-02]
[ 3.08160051e-02 -1.61993046e-01 -1.50696359e-01 -6.14760563e-02
-1.19397674e-01 -1.07418473e-01 9.06108314e-02 -1.57688841e-01
-2.67244733e-02 -1.25463599e-02 -5.37562785e-03 -1.25581473e-01
3.93867000e-02]
[ -2.86259679e-01 -1.42947602e-01 -7.35388114e-02 -1.02172884e-01
-3.04752658e-01 -2.73361069e-01 -3.65968888e-01 4.97119096e-02
-3.07611746e-01 -2.12365817e-01 1.71735066e-01 -4.97562484e-02
2.57475718e-01]
[ -2.19560437e-01 -1.26471451e-01 -8.63069591e-02 -5.63663754e-02
-8.44512340e-02 -1.16511191e-01 -5.94715968e-02 4.47240657e-02
-1.22979977e-01 -2.29791183e-02 2.11745456e-02 -1.40685693e-01
-7.05933227e-03]
[ -1.58614439e-01 -6.92093922e-02 -2.24982239e-01 -3.24482042e-01
-1.55255434e-01 -2.00568112e-01 -2.66332755e-01 -7.25634737e-02
1.72582204e-01 -1.69601069e-01 -3.56719306e-01 -2.89238941e-01
-1.63624659e-01]
[ -3.69888947e-01 -6.55500858e-02 -1.48248385e-01 -1.47192567e-01
-5.11243846e-02 -3.11866340e-01 4.07748162e-02 -6.66550166e-02
-1.18637470e-01 7.98817981e-02 5.48531243e-03 -2.05651924e-01
-2.24267730e-01]
[ -1.68610869e-01 -1.48460939e-01 -4.86263007e-02 -1.43756851e-01
-1.31642071e-01 -2.94274986e-01 -3.06554212e-02 -1.28915781e-01
-2.38755444e-01 3.13367480e-02 2.22616706e-01 6.33049694e-04
-1.75772057e-01]
[ -1.38012107e-01 -1.71126081e-01 -1.15046017e-01 -2.57433351e-01
9.65256753e-02 -1.86191804e-02 -2.20742623e-01 -1.73123516e-01
8.66239423e-02 -1.16297680e-01 -1.15407182e-01 -4.99448133e-02
-3.70164990e-01]
[ -4.41525165e-02 -3.23590173e-02 -1.48694911e-01 -4.89650138e-02
-2.28265139e-01 6.29097794e-02 -8.02117861e-02 -4.82313560e-02
-2.30137817e-01 -8.82823929e-02 -8.03043991e-02 -3.30922435e-01
-1.83595112e-01]
[ -7.12959263e-02 2.54453826e-02 -1.27738577e-01 -3.14903835e-01
1.20573088e-01 2.09542117e-02 -2.14744890e-01 -1.59568360e-01
1.23423176e-01 -6.05906040e-02 -2.81496593e-01 -2.58459877e-01
-2.86052972e-01]
[ 8.23351294e-02 -3.13172204e-01 -8.14899380e-02 -4.44763129e-01
-2.25268479e-01 -8.83852516e-02 7.12399284e-02 1.09818185e-01
-1.88852256e-03 3.06428026e-01 -5.17387511e-01 -7.39366353e-01
4.22397418e-01]
[ -2.19347543e-01 -2.50156705e-01 -1.28845078e-01 -3.04585276e-01
-3.04896329e-01 -9.23575676e-02 2.08869325e-01 4.61722653e-02
2.98737397e-01 4.71993121e-02 -4.03599620e-01 -9.50755688e-01
6.27278182e-01]
[ -9.78996791e-03 -1.92762822e-01 2.51296291e-02 -3.12531825e-01
-1.75577787e-01 1.66994040e-01 2.11589760e-01 2.71791454e-01
-1.58984504e-02 2.53108201e-01 -2.26211255e-01 -1.02052018e+00
7.34121330e-01]
[ 5.52605172e-03 -4.92801418e-02 -1.21600323e-01 -1.27318141e-01
-1.82129110e-01 -4.56084296e-02 3.00301034e-01 1.75928167e-01
2.62153664e-01 3.84089979e-01 -4.76509121e-01 -8.98964139e-01
7.37510500e-01]
[ -8.01729641e-02 -2.82569852e-01 6.12763848e-02 -3.67131055e-01
-1.51268065e-01 1.17873640e-01 3.70176044e-01 1.43761864e-01
-5.85801151e-02 1.75634946e-01 -5.57490041e-01 -9.24401713e-01
8.52165152e-01]
[ 1.22211293e-01 -9.06346591e-02 1.76092564e-02 -1.71451494e-01
-8.28692865e-02 -1.73836009e-02 2.44433160e-01 3.67058759e-01
4.07513133e-01 2.67618337e-01 -5.44190511e-01 -8.09224364e-01
5.35299392e-01]
[ -7.90804431e-03 -1.33101740e-01 2.01790293e-02 1.53591421e-02
-8.74576924e-02 -2.83769150e-01 3.85417975e-02 3.21369524e-01
-1.79823383e-02 9.16119498e-02 -2.50411860e-01 -7.05759846e-01
2.58822221e-01]
[ 8.05085561e-02 1.11053683e-01 2.77829056e-03 1.07404708e-01
-8.83483700e-02 -5.93669955e-02 -1.94087517e-01 -1.60783860e-01
-2.71003531e-01 -1.39905792e-01 -1.44806796e-01 2.79278050e-01
-2.07854470e-01]
[ 3.96937677e-02 -9.06788473e-02 1.40990905e-01 2.43972190e-01
2.54197725e-01 8.86454992e-03 -4.03081119e-01 -3.60918985e-01
-9.49603810e-02 -5.32889899e-01 1.96864533e-01 1.05165309e+00
-5.25939344e-01]
[ 3.35587107e-02 7.89705407e-02 -2.12035243e-01 5.88444628e-02
3.17252595e-02 -9.44169750e-04 -1.68890337e-01 -3.31626444e-01
-2.85599838e-01 -1.96603373e-01 -4.56370353e-02 -5.49151539e-02
-1.88466746e-01]
[ -5.78902602e-02 -2.11103180e-01 6.21383316e-02 9.03627116e-02
-1.30873272e-01 -1.34544000e-01 1.58372672e-02 -3.18667803e-02
6.32653307e-02 -3.86353024e-01 -3.08353831e-01 -2.18890350e-01
5.14640291e-03]
[ 1.25911243e-02 -2.70457061e-01 5.70128340e-02 -2.40508022e-01
-1.90453228e-01 -2.31574800e-01 -2.74481401e-01 2.54057789e-02
-2.11843469e-02 8.48837023e-02 -1.59677166e-01 1.88751646e-01
-6.94668505e-02]
[ 1.71247309e-01 5.19027780e-02 -1.04116923e-01 -2.32472604e-01
-5.91110818e-02 -1.01775841e-01 -1.83490755e-01 1.72573410e-02
-1.89525763e-01 -2.37405529e-01 -1.88346469e-01 2.59215545e-01
-9.53549875e-02]
[ -1.73353318e-01 -1.81192174e-01 -1.11835187e-01 -2.14970572e-01
-5.05208363e-02 2.66898606e-02 -1.91273429e-01 -2.13827355e-01
-1.42370015e-01 -2.57799374e-02 -2.11254887e-01 1.74565813e-01
-2.14450182e-01]
[ -3.47109055e-02 -2.11270251e-01 -1.59769105e-01 -2.24834240e-01
-5.25318484e-02 4.40523636e-02 -4.11993788e-02 -3.66340336e-02
-2.21326570e-01 -2.81195313e-01 -5.13351243e-02 -2.61462796e-02
-4.56373115e-02]
[ 1.11461407e-01 8.34773436e-02 -1.19761282e-02 -1.62245351e-01
-3.21947749e-01 7.51161278e-03 -1.79015087e-01 -2.97829152e-01
-3.27392263e-01 8.65306951e-03 -8.70767772e-02 1.43701196e-01
-1.13178995e-01]
[ -6.39853483e-02 -7.87812663e-03 -2.85185319e-01 -1.70327359e-03
7.14102759e-02 1.55289246e-01 -2.41785317e-01 -1.93480984e-01
-5.79089870e-02 -7.51807986e-02 1.88571652e-01 5.97378502e-01
-1.08082803e-01]
[ 1.09401432e-01 3.49881547e-01 -2.02829173e-01 6.85737132e-01
1.20934487e-01 -1.65948749e-03 -2.53655468e-01 -3.98438664e-01
-2.57472383e-01 -3.83362717e-01 7.23331237e-01 9.74392575e-01
-9.16414536e-01]
[ -2.75675945e-02 1.85666127e-01 4.54713488e-02 2.45757162e-01
5.45386557e-03 -6.93440670e-02 -3.01855780e-01 -3.82149796e-01
-2.91379146e-01 -2.84119742e-01 5.12926314e-01 9.86063987e-01
-8.60548656e-01]
[ -4.77637543e-02 -1.28554107e-01 -1.55410747e-01 2.95527489e-01
-1.71810370e-01 2.33478537e-01 -8.86648603e-02 -2.25373392e-01
-2.49143513e-01 -4.43413523e-01 1.92383881e-01 4.92295313e-01
-4.17580771e-01]
[ 7.87235939e-02 -3.81563185e-01 -5.19332028e-02 -1.74743965e-02
-1.11495176e-01 1.99788319e-01 6.87612118e-02 1.60105586e-01
-1.76087906e-01 -3.94521070e-02 -6.08254435e-02 3.35085740e-01
-2.34871232e-01]
[ 2.04079017e-01 -2.92878638e-01 -1.20949709e-01 -8.44480224e-02
-2.10733802e-01 1.21927801e-01 1.76668698e-02 -1.43512350e-01
-5.64401485e-02 -9.35230358e-02 -1.40128490e-01 -1.68076517e-01
-1.28082195e-01]
[ -1.35338369e-01 -7.91113584e-02 3.75713296e-02 -2.47760859e-01
-5.65192407e-02 -1.41213341e-01 3.84136012e-02 -1.84374793e-02
-8.86509024e-02 -1.25442433e-02 -3.06337745e-01 -4.19615725e-01
-6.39127099e-02]
[ -1.40601842e-01 -1.37446922e-01 -6.78789272e-02 -2.66681481e-01
-3.46853180e-01 -2.88443107e-01 1.54785555e-01 1.32979510e-01
1.69695138e-02 1.10501521e-01 -2.42578032e-01 -7.71446980e-01
1.65605132e-02]
[ -1.60526516e-01 -2.42671803e-01 -2.98588779e-01 -5.07507801e-01
-2.88651986e-01 -2.09601066e-01 -3.08960372e-01 6.06312585e-02
-2.31736231e-02 -4.25170556e-01 -4.42870155e-01 -4.84330144e-01
-5.52367445e-01]
[ -1.13975534e-01 1.24745277e-01 1.93689241e-02 3.88528126e-02
-2.09621181e-01 -1.71259368e-01 -1.17064345e-01 2.27413285e-02
-1.12207941e-01 -1.56118235e-01 -1.64038084e-01 -3.21789853e-01
-3.08122611e-02]
[ -3.53436908e-01 -1.21539079e-01 -2.70834598e-01 1.80248853e-01
-2.04076062e-01 -2.28554477e-01 -7.03197816e-02 -1.15648809e-01
4.12947707e-02 1.41111572e-03 6.25643602e-02 -3.20729892e-01
4.19203633e-02]
[ -1.28743009e-01 -3.93526454e-02 -2.54449974e-01 7.26992191e-02
-2.21982746e-01 -2.78556858e-01 -3.60884700e-01 -2.05143922e-02
1.81122474e-02 -1.55441414e-01 -2.40009717e-01 -2.95782430e-01
-2.30527965e-03]
[ -2.23732851e-01 -5.33448834e-01 -3.35981866e-01 -2.56706411e-01
-3.25964997e-01 -2.28713819e-01 -2.60600100e-02 -2.62116697e-01
7.27110647e-02 -2.27765413e-01 -1.34581561e-01 -2.04517362e-01
-7.04993832e-02]
[ -2.17701912e-01 -2.95856358e-01 -3.19405954e-01 -1.19481412e-01
-9.12110678e-02 -1.49520660e-01 -7.83752451e-02 -1.47627789e-03
-1.95123165e-01 -5.17868652e-01 -2.39399393e-01 -1.65718744e-01
1.44753115e-02]
[ -1.14620919e-01 -2.52492282e-03 -2.39635248e-01 -5.78872281e-01
-2.54095067e-01 -2.59492172e-01 -1.10404476e-02 -3.84681067e-01
9.24679761e-02 -1.05662225e-01 -4.31464812e-01 -1.91866231e-01
-5.19345321e-01]]
Progress: 17.9% ... Training loss: 0.244 ... Validation loss: 0.425[[-0.13342765]
[ 0.23396252]
[-0.16259328]
[ 0.88220355]
[ 0.25256295]
[-0.04294763]
[-0.85221285]
[-0.95832978]
[-0.66242146]
[-0.97959849]
[ 1.1295836 ]
[ 2.82639023]
[-1.8354994 ]]
[[ -5.33513229e-01 -5.00939049e-01 -5.83145517e-01 -1.21053638e-01
-3.03781913e-01 -5.91627481e-01 -2.07899435e-01 -2.70716991e-01
-4.34583464e-01 -3.75909171e-01 1.28521434e-01 6.79324906e-01
6.71533645e-02]
[ 5.41353459e-03 -1.36823299e-01 4.96919890e-02 -4.24045678e-02
-4.11221112e-02 5.85377073e-02 -1.22178671e-01 2.12437777e-01
-1.35196165e-01 -1.79656233e-01 -6.40041323e-02 -8.48269020e-02
8.16712936e-02]
[ -2.21543000e-01 1.34618443e-01 -2.05207456e-02 1.41463102e-01
8.50693829e-02 -1.20081843e-01 1.12844030e-01 -7.63378369e-02
2.89936730e-01 -1.83682910e-01 2.07735115e-01 7.64559800e-01
7.66830170e-01]
[ 1.92125740e-01 -2.36756146e-01 -2.83253070e-01 1.61128133e-02
-2.83204379e-01 2.11986393e-03 5.58326897e-02 -4.97425078e-01
1.24622266e-01 -3.41173488e-01 -1.83148461e-01 -3.16551009e-01
-1.96753719e-01]
[ 1.12261576e-01 1.53784116e-02 1.07204311e-01 -4.04512368e-02
-1.64916634e-02 7.06718923e-02 -1.05293260e-01 -3.07486395e-02
5.52356876e-02 1.74898429e-01 1.22419173e-01 -1.23300579e-01
-1.41237996e-01]
[ -4.81658612e-01 -5.99959502e-01 -6.01967651e-01 -6.00655932e-01
-5.84446088e-01 -5.63790096e-01 -3.02243489e-01 -1.56193555e-01
-4.33910556e-01 -2.33705922e-01 -5.02071039e-01 -7.22179304e-01
-4.88396893e-01]
[ -4.17248911e-01 -5.84404763e-01 -3.21690083e-01 -3.71616076e-01
-4.11773681e-01 -5.61178274e-01 -4.19419402e-01 -4.55756598e-01
-2.88748197e-01 -1.49013338e-01 -4.36214026e-01 -3.27786952e-01
-3.19645451e-01]
[ -3.29620792e-01 -3.45298022e-01 -4.74624966e-01 -1.85636418e-01
-3.14869463e-01 -4.17190824e-01 -2.65642937e-01 -2.13175122e-01
-2.83151191e-01 -4.86480172e-01 -2.26945457e-01 -4.97721314e-01
-3.30672267e-01]
[ -4.71623663e-01 -3.50521203e-01 -3.78267641e-01 -1.74393723e-01
-3.38726378e-01 -2.15924082e-01 -9.44567682e-02 -4.32540756e-01
-2.71348806e-01 -4.51577287e-01 -1.53692872e-01 -2.32855775e-01
-1.95886500e-01]
[ -9.54604093e-01 -9.34271526e-01 -9.79264191e-01 -7.27856607e-01
-1.02189273e+00 -9.83371705e-01 -6.10586376e-01 -6.00111840e-01
-7.51538754e-01 -5.59625075e-01 -6.99954451e-01 -4.97446614e-01
-6.05607317e-01]
[ -5.08303124e-01 -2.67848177e-01 -4.67685245e-01 -3.31681519e-01
-3.49541984e-01 -3.58904477e-01 -5.67317691e-01 -5.86902181e-01
-6.41112338e-01 -1.19003497e-01 -4.68241433e-01 -6.22102979e-01
-4.67572612e-01]
[ -1.15646554e-01 1.96394939e-02 -3.35525690e-01 -4.29456124e-01
-1.08071985e-01 -7.23420405e-02 -1.59598150e-01 -3.11248639e-01
-1.42715033e-01 1.18619016e-01 -4.32859609e-01 -8.27563962e-01
-3.78465440e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58606778e-01 -1.16536951e-01 1.64426524e-01 -2.72589916e-01
-1.29566840e-01 1.13299203e-01 -1.23899093e-01 1.58460677e-02
-8.13388644e-02 7.28282737e-02 -1.68614063e-01 -3.63916226e-01
1.26303575e-02]
[ -8.20343582e-02 -2.64901321e-01 -1.77953119e-01 -2.97036761e-01
-4.79987196e-01 -8.48437719e-02 -2.83889529e-02 2.20446878e-02
-5.08328368e-02 3.48810691e-02 -2.08095732e-01 -3.20127080e-01
-2.45841718e-01]
[ -7.39483423e-02 -1.08140103e-02 -2.36892535e-01 -2.47526132e-01
1.30307956e-01 -1.63264567e-01 -1.70789018e-01 6.74719286e-02
-6.65596451e-03 3.34325168e-02 -1.72623191e-01 4.73963815e-02
-5.06093894e-02]
[ 3.09946927e-02 -1.62145939e-01 -1.50573769e-01 -6.26166599e-02
-1.19538483e-01 -1.07368993e-01 9.19717250e-02 -1.56841903e-01
-2.58791573e-02 -1.10637159e-02 -6.60922587e-03 -1.25669336e-01
4.04355875e-02]
[ -2.86896695e-01 -1.41892837e-01 -7.43566826e-02 -9.62889965e-02
-3.03570805e-01 -2.73542314e-01 -3.70162207e-01 4.31441901e-02
-3.11524752e-01 -2.17865126e-01 1.80970714e-01 -2.28729022e-02
2.40372141e-01]
[ -2.19255767e-01 -1.27063193e-01 -8.59312640e-02 -5.82856644e-02
-8.48800658e-02 -1.16440648e-01 -5.72752323e-02 4.59965669e-02
-1.21069193e-01 -1.93819933e-02 1.85650801e-02 -1.50589042e-01
-2.35855926e-03]
[ -1.58697962e-01 -6.92271037e-02 -2.25005859e-01 -3.23193654e-01
-1.55175299e-01 -2.00596582e-01 -2.67307078e-01 -7.31492735e-02
1.71621386e-01 -1.69475725e-01 -3.56507539e-01 -2.83635650e-01
-1.66286364e-01]
[ -3.69884870e-01 -6.57530525e-02 -1.48190039e-01 -1.47655365e-01
-5.13156760e-02 -3.11855777e-01 4.09659224e-02 -6.62037404e-02
-1.18667461e-01 8.02605451e-02 4.87357087e-03 -2.07120021e-01
-2.23517854e-01]
[ -1.68261131e-01 -1.49411968e-01 -4.81268034e-02 -1.47907719e-01
-1.32760340e-01 -2.94169184e-01 -2.75013809e-02 -1.26472997e-01
-2.36218227e-01 3.44340150e-02 2.16396610e-01 -9.59516943e-03
-1.67166070e-01]
[ -1.38050631e-01 -1.71025649e-01 -1.15114644e-01 -2.56545379e-01
9.67109027e-02 -1.86503561e-02 -2.20586256e-01 -1.73369212e-01
8.68041610e-02 -1.16880956e-01 -1.14815876e-01 -4.94489188e-02
-3.70380127e-01]
[ -4.40919916e-02 -3.24411800e-02 -1.48646695e-01 -4.93118808e-02
-2.28328333e-01 6.29298439e-02 -7.96893078e-02 -4.77788072e-02
-2.29826760e-01 -8.77657310e-02 -8.06193723e-02 -3.31103725e-01
-1.82879235e-01]
[ -7.12909042e-02 2.54588946e-02 -1.27733417e-01 -3.14756684e-01
1.20579017e-01 2.09542616e-02 -2.14622147e-01 -1.59332696e-01
1.23428992e-01 -6.03750226e-02 -2.81455686e-01 -2.58773563e-01
-2.86329417e-01]
[ 8.22757424e-02 -3.13057631e-01 -8.15779393e-02 -4.44759304e-01
-2.25199993e-01 -8.84100564e-02 7.12852424e-02 1.09563889e-01
-1.96553780e-03 3.06118537e-01 -5.17543155e-01 -7.41085534e-01
4.22893699e-01]
[ -2.19389686e-01 -2.50061932e-01 -1.28869237e-01 -3.04379863e-01
-3.04833899e-01 -9.23731431e-02 2.08287823e-01 4.59387982e-02
2.98318742e-01 4.69961587e-02 -4.03448577e-01 -9.50962613e-01
6.26894321e-01]
[ -9.92463483e-03 -1.92546592e-01 2.49862839e-02 -3.12120024e-01
-1.75316715e-01 1.66953757e-01 2.10967296e-01 2.70723915e-01
-1.64614774e-02 2.52018136e-01 -2.25732269e-01 -1.02019479e+00
7.32891069e-01]
[ 5.50728053e-03 -4.92346794e-02 -1.21611096e-01 -1.27110551e-01
-1.82084354e-01 -4.56150580e-02 2.99964979e-01 1.75649376e-01
2.61900498e-01 3.84028759e-01 -4.76424427e-01 -8.98401649e-01
7.37076127e-01]
[ -8.01716618e-02 -2.82576450e-01 6.12692471e-02 -3.67229471e-01
-1.51275738e-01 1.17872159e-01 3.70255798e-01 1.43719099e-01
-5.85006419e-02 1.75555096e-01 -5.57563907e-01 -9.24813645e-01
8.52547502e-01]
[ 1.22220131e-01 -9.06223254e-02 1.75819069e-02 -1.71479780e-01
-8.28778435e-02 -1.73855736e-02 2.44752092e-01 3.67088884e-01
4.07754245e-01 2.67799974e-01 -5.44324470e-01 -8.10431425e-01
5.35806948e-01]
[ -7.89146634e-03 -1.33137376e-01 2.01550986e-02 1.57253904e-02
-8.74549896e-02 -2.83766350e-01 3.83670244e-02 3.20965461e-01
-1.80078624e-02 9.14237085e-02 -2.49896295e-01 -7.04486081e-01
2.57795024e-01]
[ 8.07402954e-02 1.10489505e-01 3.08712938e-03 1.06319861e-01
-8.87640172e-02 -5.93038280e-02 -1.92270114e-01 -1.59380687e-01
-2.69543784e-01 -1.37186048e-01 -1.46038679e-01 2.72523648e-01
-2.05197073e-01]
[ 3.96728856e-02 -9.09741016e-02 1.41004715e-01 2.44368665e-01
2.54031944e-01 8.83946294e-03 -4.02091938e-01 -3.61156593e-01
-9.43848427e-02 -5.32856319e-01 1.96036745e-01 1.05449660e+00
-5.25260587e-01]
[ 3.36840878e-02 7.87203637e-02 -2.11935244e-01 5.76788282e-02
3.14854634e-02 -9.10811375e-04 -1.68205883e-01 -3.31396403e-01
-2.85038471e-01 -1.96136116e-01 -4.68349963e-02 -5.77049387e-02
-1.86446515e-01]
[ -5.80876972e-02 -2.10649532e-01 6.19093016e-02 9.26499676e-02
-1.30393368e-01 -1.34598853e-01 1.36754506e-02 -3.45911281e-02
6.11550472e-02 -3.87562585e-01 -3.05802877e-01 -2.08982032e-01
-1.35014722e-03]
[ 1.25911243e-02 -2.70457061e-01 5.70128340e-02 -2.40508022e-01
-1.90453228e-01 -2.31574800e-01 -2.74481401e-01 2.54057789e-02
-2.11843469e-02 8.48837023e-02 -1.59677166e-01 1.88751646e-01
-6.94668505e-02]
[ 1.71039798e-01 5.21107534e-02 -1.04253054e-01 -2.31560345e-01
-5.88388326e-02 -1.01820004e-01 -1.84457875e-01 1.61371447e-02
-1.90210572e-01 -2.38800574e-01 -1.87036960e-01 2.63592863e-01
-9.70736757e-02]
[ -1.73391928e-01 -1.81141437e-01 -1.11871317e-01 -2.14884771e-01
-5.04237897e-02 2.66752024e-02 -1.91756137e-01 -2.14984014e-01
-1.42694050e-01 -2.59095248e-02 -2.10560101e-01 1.80312908e-01
-2.17690193e-01]
[ -3.46420807e-02 -2.11522567e-01 -1.59654089e-01 -2.25923333e-01
-5.27989155e-02 4.40782843e-02 -4.01546299e-02 -3.53999642e-02
-2.20635960e-01 -2.80322835e-01 -5.29341358e-02 -3.02400721e-02
-4.27844425e-02]
[ 1.11497444e-01 8.33673492e-02 -1.19005546e-02 -1.62704807e-01
-3.22067265e-01 7.53248581e-03 -1.78618906e-01 -2.97140833e-01
-3.27103400e-01 9.16049006e-03 -8.75451112e-02 1.43847736e-01
-1.12882509e-01]
[ -6.39927835e-02 -7.85282334e-03 -2.85195320e-01 -1.63029055e-03
7.14346235e-02 1.55286228e-01 -2.41849343e-01 -1.93601143e-01
-5.79967800e-02 -7.52598368e-02 1.88705288e-01 5.97779200e-01
-1.08327469e-01]
[ 1.09742894e-01 3.48865100e-01 -2.02414298e-01 6.82249772e-01
1.20025953e-01 -1.55171073e-03 -2.51162691e-01 -3.95240689e-01
-2.55362955e-01 -3.79858343e-01 7.18218258e-01 9.64271298e-01
-9.11785300e-01]
[ -2.75835585e-02 1.85724315e-01 4.54820589e-02 2.46128228e-01
5.45832064e-03 -6.93483871e-02 -3.02145140e-01 -3.82062952e-01
-2.91778105e-01 -2.83892932e-01 5.13320986e-01 9.86811514e-01
-8.61632745e-01]
[ -4.78673702e-02 -1.28315951e-01 -1.55579648e-01 2.96834359e-01
-1.71564983e-01 2.33442042e-01 -8.94220995e-02 -2.26837302e-01
-2.49770437e-01 -4.44491946e-01 1.94181199e-01 4.96715533e-01
-4.20657350e-01]
[ 7.88543494e-02 -3.81664519e-01 -5.18111975e-02 -1.76194418e-02
-1.11649511e-01 1.99829049e-01 6.94231843e-02 1.61128988e-01
-1.75739777e-01 -3.82258510e-02 -6.14170386e-02 3.34505786e-01
-2.35486500e-01]
[ 2.04051199e-01 -2.92801528e-01 -1.20973933e-01 -8.38967206e-02
-2.10636033e-01 1.21917261e-01 1.72264116e-02 -1.43937361e-01
-5.69520744e-02 -9.36833789e-02 -1.39264529e-01 -1.65213524e-01
-1.30039476e-01]
[ -1.35299910e-01 -7.92367116e-02 3.76291746e-02 -2.48216643e-01
-5.66464347e-02 -1.41201650e-01 3.89730483e-02 -1.77928492e-02
-8.81990293e-02 -1.19378067e-02 -3.07028183e-01 -4.22015603e-01
-6.23846194e-02]
[ -1.40586622e-01 -1.37463470e-01 -6.78668504e-02 -2.66869058e-01
-3.46866814e-01 -2.88442400e-01 1.54913693e-01 1.33023291e-01
1.70362573e-02 1.10622467e-01 -2.42769408e-01 -7.71886237e-01
1.69491836e-02]
[ -1.61140579e-01 -2.41075010e-01 -2.99495765e-01 -5.01198431e-01
-2.86963617e-01 -2.09790319e-01 -3.15168738e-01 5.12414467e-02
-2.87212616e-02 -4.31500337e-01 -4.33012987e-01 -4.50423127e-01
-5.73786228e-01]
[ -1.13892531e-01 1.24492211e-01 1.94134501e-02 3.72729779e-02
-2.09890006e-01 -1.71246609e-01 -1.16105945e-01 2.31760184e-02
-1.11664173e-01 -1.55501434e-01 -1.66526905e-01 -3.28788825e-01
-2.85356633e-02]
[ -3.53583373e-01 -1.21411735e-01 -2.70844051e-01 1.81632284e-01
-2.03853734e-01 -2.28604975e-01 -7.11390280e-02 -1.15079198e-01
4.03356000e-02 1.90074111e-03 6.38843425e-02 -3.15797079e-01
4.09994276e-02]
[ -1.28848535e-01 -3.93474888e-02 -2.54506888e-01 7.32340096e-02
-2.21957900e-01 -2.78589784e-01 -3.61189263e-01 -2.04492693e-02
1.77880183e-02 -1.55248964e-01 -2.40052117e-01 -2.95805594e-01
-3.20236946e-03]
[ -2.24051934e-01 -5.33002745e-01 -3.36296098e-01 -2.53126338e-01
-3.25362533e-01 -2.28795300e-01 -2.89714690e-02 -2.65106147e-01
7.02565998e-02 -2.30547864e-01 -1.29437802e-01 -1.89566985e-01
-7.90856201e-02]
[ -2.17654085e-01 -2.96029538e-01 -3.19331792e-01 -1.19627682e-01
-9.12793665e-02 -1.49502602e-01 -7.78803377e-02 -8.46151882e-04
-1.94695465e-01 -5.17107622e-01 -2.40045498e-01 -1.67575984e-01
1.55806109e-02]
[ -1.13426258e-01 -5.45340811e-03 -2.38164715e-01 -5.89976449e-01
-2.57063083e-01 -2.59145684e-01 9.06618530e-05 -3.74947806e-01
1.01572780e-01 -9.41269746e-02 -4.47908105e-01 -2.33884631e-01
-4.95975073e-01]]
Progress: 18.0% ... Training loss: 0.248 ... Validation loss: 0.434[[-0.13524628]
[ 0.2292281 ]
[-0.16066961]
[ 0.88040645]
[ 0.2524812 ]
[-0.04519871]
[-0.85770466]
[-0.95498929]
[-0.66459413]
[-0.97899069]
[ 1.1256194 ]
[ 2.8240845 ]
[-1.83822268]]
[[ -5.33486601e-01 -5.01416857e-01 -5.83218858e-01 -1.21845666e-01
-3.03812915e-01 -5.91617652e-01 -2.03847156e-01 -2.69349270e-01
-4.32026677e-01 -3.74947612e-01 1.27281158e-01 6.81984574e-01
7.68277604e-02]
[ 5.13997177e-03 -1.36448675e-01 4.93728912e-02 -4.00735759e-02
-4.06593358e-02 5.84605115e-02 -1.24034246e-01 2.09795464e-01
-1.36427920e-01 -1.82216006e-01 -6.09864375e-02 -7.62097278e-02
7.72252583e-02]
[ -2.21429901e-01 1.34038607e-01 -2.02946173e-02 1.36809024e-01
8.38440675e-02 -1.20038770e-01 1.14571032e-01 -7.41416382e-02
2.91253542e-01 -1.81057570e-01 1.99333896e-01 7.35919702e-01
7.71707547e-01]
[ 1.92528927e-01 -2.37589922e-01 -2.82883085e-01 1.25127359e-02
-2.83969107e-01 2.24291149e-03 6.06637661e-02 -4.92536890e-01
1.28046879e-01 -3.35394927e-01 -1.87623217e-01 -3.26535884e-01
-1.90090737e-01]
[ 1.12131210e-01 1.63338801e-02 1.06727744e-01 -3.72916472e-02
-1.55322874e-02 7.06009629e-02 -1.09407422e-01 -3.69787939e-02
5.27924072e-02 1.69848067e-01 1.27273324e-01 -1.13827854e-01
-1.52163806e-01]
[ -4.81842886e-01 -5.99783202e-01 -6.02202879e-01 -5.98533520e-01
-5.83953805e-01 -5.63851101e-01 -3.03671907e-01 -1.58247945e-01
-4.34873596e-01 -2.35308292e-01 -4.99455962e-01 -7.09448783e-01
-4.92234279e-01]
[ -4.17527615e-01 -5.83881565e-01 -3.22168919e-01 -3.67867641e-01
-4.10963761e-01 -5.61257304e-01 -4.21058482e-01 -4.58337659e-01
-2.90337095e-01 -1.51669620e-01 -4.31285277e-01 -3.12260888e-01
-3.24939657e-01]
[ -3.29481101e-01 -3.45657228e-01 -4.74611800e-01 -1.88202307e-01
-3.15254766e-01 -4.17166727e-01 -2.63718913e-01 -2.13151277e-01
-2.82079347e-01 -4.85600457e-01 -2.30782753e-01 -5.10032726e-01
-3.28216162e-01]
[ -4.71180383e-01 -3.51423291e-01 -3.77780943e-01 -1.78647579e-01
-3.39604811e-01 -2.15752708e-01 -9.04029852e-02 -4.28930913e-01
-2.68703735e-01 -4.47886262e-01 -1.59179657e-01 -2.46036675e-01
-1.89804571e-01]
[ -9.54558581e-01 -9.34120795e-01 -9.79535151e-01 -7.26653514e-01
-1.02142173e+00 -9.83368282e-01 -6.09942170e-01 -6.02843976e-01
-7.51901982e-01 -5.61218342e-01 -6.98322935e-01 -4.90477081e-01
-6.09373118e-01]
[ -5.08746091e-01 -2.67761792e-01 -4.67976264e-01 -3.29794034e-01
-3.49095797e-01 -3.59006839e-01 -5.68484170e-01 -5.87966299e-01
-6.42238594e-01 -1.20859629e-01 -4.66678790e-01 -6.15605232e-01
-4.69170756e-01]
[ -1.15129107e-01 1.88405807e-02 -3.35177909e-01 -4.33495602e-01
-1.08950700e-01 -7.21876661e-02 -1.56165570e-01 -3.08454149e-01
-1.40060572e-01 1.22380503e-01 -4.37834023e-01 -8.38266968e-01
-3.73695054e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58558572e-01 -1.16602009e-01 1.64431672e-01 -2.72328328e-01
-1.29511311e-01 1.13301919e-01 -1.23428118e-01 1.65662057e-02
-8.10632094e-02 7.35599395e-02 -1.68161287e-01 -3.60263342e-01
1.27830666e-02]
[ -8.19830602e-02 -2.64990733e-01 -1.77951818e-01 -2.97099958e-01
-4.80016867e-01 -8.48389864e-02 -2.83323417e-02 2.15900253e-02
-5.06813644e-02 3.47614167e-02 -2.08153613e-01 -3.19537603e-01
-2.46492685e-01]
[ -7.43583042e-02 -1.02462531e-02 -2.37340590e-01 -2.44236220e-01
1.31177097e-01 -1.63367594e-01 -1.73532090e-01 6.32557361e-02
-8.71394117e-03 2.90763705e-02 -1.68190180e-01 6.22613769e-02
-5.54339784e-02]
[ 3.10558008e-02 -1.62217233e-01 -1.50554201e-01 -6.26408819e-02
-1.19560179e-01 -1.07349017e-01 9.25850879e-02 -1.56082693e-01
-2.53813902e-02 -9.81842321e-03 -6.73725525e-03 -1.24595427e-01
4.12567698e-02]
[ -2.86968146e-01 -1.41922269e-01 -7.44103069e-02 -9.58871940e-02
-3.03538694e-01 -2.73559241e-01 -3.70254774e-01 4.32922635e-02
-3.11783193e-01 -2.17762918e-01 1.81207508e-01 -2.12598081e-02
2.39604924e-01]
[ -2.19312644e-01 -1.26814531e-01 -8.61385518e-02 -5.69494960e-02
-8.45930524e-02 -1.16468671e-01 -5.76178053e-02 4.44086770e-02
-1.21673871e-01 -2.09659338e-02 2.01648088e-02 -1.50070858e-01
-4.79841274e-03]
[ -1.58879678e-01 -6.87921816e-02 -2.25205650e-01 -3.21480589e-01
-1.54804731e-01 -2.00646154e-01 -2.69328054e-01 -7.52411340e-02
1.69811098e-01 -1.71041255e-01 -3.54616698e-01 -2.77212026e-01
-1.71380758e-01]
[ -3.69634263e-01 -6.63761069e-02 -1.47991670e-01 -1.50230627e-01
-5.19277195e-02 -3.11788124e-01 4.33796741e-02 -6.46966791e-02
-1.16727243e-01 8.20019835e-02 1.49114603e-03 -2.15778360e-01
-2.19497804e-01]
[ -1.68178417e-01 -1.49637804e-01 -4.80299022e-02 -1.49924513e-01
-1.33061928e-01 -2.94143285e-01 -2.59431896e-02 -1.25011982e-01
-2.35193099e-01 3.57564467e-02 2.13554072e-01 -1.72263207e-02
-1.63145543e-01]
[ -1.38056517e-01 -1.71065691e-01 -1.15120672e-01 -2.57274904e-01
9.66815531e-02 -1.86474404e-02 -2.19816963e-01 -1.73322439e-01
8.72058412e-02 -1.16665016e-01 -1.15589340e-01 -5.15647250e-02
-3.68776877e-01]
[ -4.38268450e-02 -3.29565442e-02 -1.48351467e-01 -5.13993238e-02
-2.28766306e-01 6.30288059e-02 -7.80615550e-02 -4.59944114e-02
-2.28576055e-01 -8.58516708e-02 -8.34026680e-02 -3.37544746e-01
-1.80805730e-01]
[ -7.12040996e-02 2.53052486e-02 -1.27649345e-01 -3.15211676e-01
1.20435444e-01 2.09843390e-02 -2.14022590e-01 -1.58410521e-01
1.23782727e-01 -5.97107016e-02 -2.81881460e-01 -2.59899139e-01
-2.85837177e-01]
[ 8.22385523e-02 -3.13007772e-01 -8.16267049e-02 -4.44523085e-01
-2.25145501e-01 -8.84199740e-02 7.09251434e-02 1.09269190e-01
-2.27727613e-03 3.05768876e-01 -5.17330430e-01 -7.40795935e-01
4.21969403e-01]
[ -2.19317841e-01 -2.50184101e-01 -1.28794595e-01 -3.05500258e-01
-3.04977580e-01 -9.23529422e-02 2.09646424e-01 4.70904118e-02
2.99223543e-01 4.80319372e-02 -4.04875922e-01 -9.54596744e-01
6.30282976e-01]
[ -9.93075705e-03 -1.92528246e-01 2.49779344e-02 -3.12051892e-01
-1.75300609e-01 1.66952017e-01 2.10924272e-01 2.70682662e-01
-1.65246613e-02 2.51987434e-01 -2.25667932e-01 -1.02008815e+00
7.32730978e-01]
[ 5.54987919e-03 -4.92779420e-02 -1.21584443e-01 -1.27435951e-01
-1.82128895e-01 -4.56046975e-02 3.00394524e-01 1.76043459e-01
2.62169597e-01 3.84559042e-01 -4.76717266e-01 -8.98922656e-01
7.37991166e-01]
[ -8.01574380e-02 -2.82547434e-01 6.12611565e-02 -3.67487701e-01
-1.51269170e-01 1.17878285e-01 3.70403931e-01 1.43550862e-01
-5.84842201e-02 1.75454488e-01 -5.57619360e-01 -9.24882946e-01
8.52601223e-01]
[ 1.22187389e-01 -9.05910702e-02 1.75606815e-02 -1.71397435e-01
-8.28459935e-02 -1.73936277e-02 2.44555259e-01 3.66881062e-01
4.07540041e-01 2.67700332e-01 -5.44298418e-01 -8.10251193e-01
5.35319817e-01]
[ -7.90944698e-03 -1.33041951e-01 2.00959966e-02 1.63984527e-02
-8.73607124e-02 -2.83772405e-01 3.82236583e-02 3.20262464e-01
-1.83151216e-02 9.09269355e-02 -2.49098766e-01 -7.02651377e-01
2.56223933e-01]
[ 8.10956134e-02 1.09798521e-01 3.41726739e-03 1.03704548e-01
-8.92907864e-02 -5.92155782e-02 -1.89063544e-01 -1.56979629e-01
-2.67356439e-01 -1.34623582e-01 -1.49497817e-01 2.60896355e-01
-2.00105704e-01]
[ 3.90256214e-02 -9.00655655e-02 1.40274839e-01 2.50889411e-01
2.55480305e-01 8.66381883e-03 -4.06019360e-01 -3.66518294e-01
-9.74722584e-02 -5.38250519e-01 2.04371141e-01 1.08161662e+00
-5.34565824e-01]
[ 3.38241935e-02 7.84876187e-02 -2.11820878e-01 5.71083070e-02
3.12946815e-02 -8.70880529e-04 -1.67546618e-01 -3.30351905e-01
-2.84505484e-01 -1.94845831e-01 -4.76988360e-02 -5.84436208e-02
-1.85984480e-01]
[ -5.82708407e-02 -2.10318408e-01 6.17051061e-02 9.35903540e-02
-1.30075395e-01 -1.34647610e-01 1.23937434e-02 -3.57093563e-02
6.01379094e-02 -3.88869298e-01 -3.04449123e-01 -2.06126755e-01
-3.64851638e-03]
[ 1.26286502e-02 -2.70645805e-01 5.70886678e-02 -2.41725792e-01
-1.90639004e-01 -2.31562884e-01 -2.73802576e-01 2.59072627e-02
-2.06528401e-02 8.53906772e-02 -1.61115784e-01 1.85357720e-01
-6.67403653e-02]
[ 1.70861136e-01 5.23799040e-02 -1.04429189e-01 -2.30934873e-01
-5.85843951e-02 -1.01881902e-01 -1.84969277e-01 1.54220882e-02
-1.90780576e-01 -2.39682814e-01 -1.86417913e-01 2.64226372e-01
-9.69408685e-02]
[ -1.73485154e-01 -1.81089412e-01 -1.11940724e-01 -2.14888912e-01
-5.04512425e-02 2.66525361e-02 -1.92008958e-01 -2.16197206e-01
-1.42758187e-01 -2.69905554e-02 -2.10509870e-01 1.80880418e-01
-2.17004983e-01]
[ -3.46225816e-02 -2.11554826e-01 -1.59641524e-01 -2.26058992e-01
-5.28475347e-02 4.40863825e-02 -4.00334919e-02 -3.53432373e-02
-2.20454167e-01 -2.80273786e-01 -5.30882466e-02 -3.07618933e-02
-4.24616311e-02]
[ 1.11433129e-01 8.34600182e-02 -1.19355323e-02 -1.62579218e-01
-3.22029932e-01 7.52034438e-03 -1.79301247e-01 -2.97274698e-01
-3.27537236e-01 8.87902815e-03 -8.71221338e-02 1.45863432e-01
-1.13748259e-01]
[ -6.38925038e-02 -7.98407073e-03 -2.85130454e-01 -2.05424725e-03
7.13408244e-02 1.55307200e-01 -2.41567116e-01 -1.93504901e-01
-5.75177677e-02 -7.49366673e-02 1.88417135e-01 5.96794218e-01
-1.07829348e-01]
[ 1.10062181e-01 3.48143937e-01 -2.02139878e-01 6.79575181e-01
1.19342165e-01 -1.45812206e-03 -2.48711940e-01 -3.93716174e-01
-2.53403230e-01 -3.77791459e-01 7.14595288e-01 9.54949303e-01
-9.08510738e-01]
[ -2.73119512e-02 1.85162268e-01 4.57921970e-02 2.44585837e-01
4.97493059e-03 -6.92478799e-02 -3.00595138e-01 -3.79688994e-01
-2.90787103e-01 -2.81519759e-01 5.10488601e-01 9.79816346e-01
-8.60972364e-01]
[ -4.79041316e-02 -1.28252252e-01 -1.55638249e-01 2.97225587e-01
-1.71485721e-01 2.33426926e-01 -8.96135205e-02 -2.27141378e-01
-2.49973940e-01 -4.44871520e-01 1.94709302e-01 4.97979177e-01
-4.21519056e-01]
[ 7.89653313e-02 -3.81735543e-01 -5.17436599e-02 -1.79979135e-02
-1.11793321e-01 1.99864559e-01 6.99880964e-02 1.61698070e-01
-1.75388653e-01 -3.74696760e-02 -6.20302055e-02 3.33786771e-01
-2.35043578e-01]
[ 2.04068076e-01 -2.92701982e-01 -1.20988564e-01 -8.34496750e-02
-2.10529862e-01 1.21919991e-01 1.66550352e-02 -1.44326591e-01
-5.73674627e-02 -9.37698767e-02 -1.38697531e-01 -1.62010877e-01
-1.31843199e-01]
[ -1.35419685e-01 -7.89376654e-02 3.74567529e-02 -2.47210997e-01
-5.63651823e-02 -1.41238392e-01 3.76272554e-02 -1.90384056e-02
-8.93760636e-02 -1.32028139e-02 -3.05661942e-01 -4.17679358e-01
-6.56483032e-02]
[ -1.40549597e-01 -1.37569320e-01 -6.78264313e-02 -2.67666990e-01
-3.46984024e-01 -2.88426424e-01 1.55881638e-01 1.33804183e-01
1.76612607e-02 1.11194429e-01 -2.43844035e-01 -7.75000364e-01
1.92425849e-02]
[ -1.60893076e-01 -2.41674644e-01 -2.99221075e-01 -5.03843424e-01
-2.87490898e-01 -2.09689322e-01 -3.12747159e-01 5.37513603e-02
-2.74268760e-02 -4.29512307e-01 -4.36769644e-01 -4.60182805e-01
-5.70984869e-01]
[ -1.14392356e-01 1.25410605e-01 1.87834658e-02 4.23161255e-02
-2.08872556e-01 -1.71383792e-01 -1.20057406e-01 1.76727225e-02
-1.14456676e-01 -1.60230355e-01 -1.59905164e-01 -3.08151263e-01
-3.76522860e-02]
[ -3.53595132e-01 -1.21310166e-01 -2.70990321e-01 1.82073849e-01
-2.03582473e-01 -2.28611254e-01 -7.06782225e-02 -1.16901022e-01
4.04779666e-02 -5.97654794e-05 6.52414531e-02 -3.10201581e-01
4.09454138e-02]
[ -1.28477089e-01 -3.99471597e-02 -2.54210655e-01 7.06226536e-02
-2.22496511e-01 -2.78481782e-01 -3.58372851e-01 -1.74419319e-02
1.98969262e-02 -1.51324666e-01 -2.43340626e-01 -3.02598818e-01
2.01030120e-03]
[ -2.24417329e-01 -5.32743054e-01 -3.36540052e-01 -2.50799776e-01
-3.24955815e-01 -2.28896310e-01 -3.09986689e-02 -2.66286878e-01
6.87992004e-02 -2.32337818e-01 -1.27224807e-01 -1.81879860e-01
-8.11286403e-02]
[ -2.17635032e-01 -2.95976095e-01 -3.19321222e-01 -1.19664624e-01
-9.12927789e-02 -1.49497217e-01 -7.77446766e-02 -8.24054401e-04
-1.94731612e-01 -5.16722920e-01 -2.40205698e-01 -1.66860380e-01
1.55814972e-02]
[ -1.13067290e-01 -6.14899702e-03 -2.37940199e-01 -5.93443332e-01
-2.57640740e-01 -2.59060162e-01 3.14517303e-03 -3.72983066e-01
1.03478146e-01 -9.16325347e-02 -4.52674839e-01 -2.49203242e-01
-4.93369891e-01]]
Progress: 18.1% ... Training loss: 0.249 ... Validation loss: 0.433[[-0.13653863]
[ 0.23556047]
[-0.15714684]
[ 0.88343952]
[ 0.25751238]
[-0.04299254]
[-0.8560554 ]
[-0.95166534]
[-0.66109709]
[-0.97510379]
[ 1.12699601]
[ 2.82868576]
[-1.84053885]]
[[ -5.33273031e-01 -5.01399147e-01 -5.83005527e-01 -1.23935135e-01
-3.03954824e-01 -5.91575841e-01 -2.01799296e-01 -2.66650475e-01
-4.30191734e-01 -3.72692999e-01 1.25408074e-01 6.80018730e-01
8.68892431e-02]
[ 5.20318899e-03 -1.36543205e-01 4.95293258e-02 -4.16759644e-02
-4.08826627e-02 5.84813860e-02 -1.23812279e-01 2.10841577e-01
-1.36087454e-01 -1.81952579e-01 -6.22736504e-02 -7.82292120e-02
7.94602825e-02]
[ -2.22078771e-01 1.34773234e-01 -2.06377220e-02 1.37554315e-01
8.43212866e-02 -1.20267697e-01 1.11838992e-01 -7.78083212e-02
2.89863640e-01 -1.83866646e-01 1.99066763e-01 7.40000558e-01
7.71320338e-01]
[ 1.93712809e-01 -2.39557137e-01 -2.81737718e-01 6.94459469e-03
-2.85790135e-01 2.59561479e-03 6.78636218e-02 -4.87358149e-01
1.33783070e-01 -3.23957568e-01 -1.96058719e-01 -3.45611144e-01
-1.79520573e-01]
[ 1.12540153e-01 1.58098358e-02 1.06834902e-01 -4.26870416e-02
-1.59349933e-02 7.07035104e-02 -1.05181506e-01 -3.72768229e-02
5.55210720e-02 1.71220627e-01 1.22365654e-01 -1.24651905e-01
-1.44199282e-01]
[ -4.81317975e-01 -6.00158127e-01 -6.01943208e-01 -6.00443803e-01
-5.84406540e-01 -5.63713081e-01 -3.01700432e-01 -1.55697114e-01
-4.33611124e-01 -2.33142085e-01 -5.00946165e-01 -7.11509417e-01
-4.92614865e-01]
[ -4.17790364e-01 -5.83088580e-01 -3.22520855e-01 -3.68905277e-01
-4.10355848e-01 -5.61379479e-01 -4.21543870e-01 -4.59659645e-01
-2.90527197e-01 -1.54819405e-01 -4.31722907e-01 -3.14030356e-01
-3.20698004e-01]
[ -3.29699414e-01 -3.45241847e-01 -4.74880288e-01 -1.84471648e-01
-3.14708233e-01 -4.17237060e-01 -2.66472164e-01 -2.16234277e-01
-2.84302830e-01 -4.86720473e-01 -2.26863723e-01 -4.96241848e-01
-3.37979398e-01]
[ -4.71214812e-01 -3.51311237e-01 -3.77782782e-01 -1.78422194e-01
-3.39488389e-01 -2.15775594e-01 -9.03502352e-02 -4.29122885e-01
-2.68937175e-01 -4.46680731e-01 -1.59787485e-01 -2.44964539e-01
-1.87302914e-01]
[ -9.54705236e-01 -9.33426040e-01 -9.79727137e-01 -7.25433976e-01
-1.02097888e+00 -9.83438995e-01 -6.11433183e-01 -6.03181799e-01
-7.52908265e-01 -5.62501677e-01 -6.96930570e-01 -4.82331864e-01
-6.07552805e-01]
[ -5.08535556e-01 -2.67909406e-01 -4.67757747e-01 -3.30185960e-01
-3.49221490e-01 -3.58958192e-01 -5.67341596e-01 -5.86550050e-01
-6.41724027e-01 -1.17941508e-01 -4.67619478e-01 -6.14471878e-01
-4.68567358e-01]
[ -1.15183567e-01 1.92389356e-02 -3.35567033e-01 -4.33315090e-01
-1.08449730e-01 -7.22429748e-02 -1.57031544e-01 -3.11578702e-01
-1.40953409e-01 1.19847654e-01 -4.36902331e-01 -8.36512628e-01
-3.79519277e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58561573e-01 -1.16388964e-01 1.64364213e-01 -2.71718409e-01
-1.29362328e-01 1.13302526e-01 -1.24372730e-01 1.53552160e-02
-8.15957986e-02 7.20238246e-02 -1.66409339e-01 -3.53413170e-01
9.86451176e-03]
[ -8.16932263e-02 -2.65414062e-01 -1.77717657e-01 -2.98433021e-01
-4.80381286e-01 -8.47467064e-02 -2.63464764e-02 2.41375224e-02
-4.94802245e-02 3.75735348e-02 -2.10423507e-01 -3.25517802e-01
-2.44680493e-01]
[ -7.41345308e-02 -1.05152052e-02 -2.37201927e-01 -2.45110495e-01
1.30917458e-01 -1.63314784e-01 -1.71976445e-01 6.51716790e-02
-7.60351165e-03 3.08982593e-02 -1.69605785e-01 5.70305228e-02
-5.27957921e-02]
[ 3.11702054e-02 -1.62368814e-01 -1.50397280e-01 -6.35233252e-02
-1.19794534e-01 -1.07317796e-01 9.36548297e-02 -1.54600241e-01
-2.46132263e-02 -8.18045498e-03 -8.38030302e-03 -1.29355331e-01
4.44182784e-02]
[ -2.87083370e-01 -1.41478858e-01 -7.45487250e-02 -9.75316357e-02
-3.03231529e-01 -2.73627578e-01 -3.70602256e-01 4.29687682e-02
-3.11893416e-01 -2.19063773e-01 1.79468205e-01 -2.73977973e-02
2.43661166e-01]
[ -2.19400327e-01 -1.26507880e-01 -8.63549699e-02 -5.62966495e-02
-8.43701287e-02 -1.16503728e-01 -5.85250165e-02 4.28211471e-02
-1.22060954e-01 -2.32541202e-02 2.20872653e-02 -1.42853216e-01
-8.39774089e-03]
[ -1.59167719e-01 -6.82833032e-02 -2.25443637e-01 -3.18626713e-01
-1.54258256e-01 -2.00742797e-01 -2.71433007e-01 -7.71181807e-02
1.67704788e-01 -1.72570170e-01 -3.51626476e-01 -2.68936601e-01
-1.77789537e-01]
[ -3.69703379e-01 -6.63524967e-02 -1.48008382e-01 -1.49884375e-01
-5.18771276e-02 -3.11800649e-01 4.26769031e-02 -6.48006324e-02
-1.17137607e-01 8.20050170e-02 1.61848788e-03 -2.13591373e-01
-2.20505139e-01]
[ -1.67869573e-01 -1.50127451e-01 -4.77783562e-02 -1.51162887e-01
-1.33468518e-01 -2.94049120e-01 -2.39177093e-02 -1.24230718e-01
-2.33509186e-01 3.85084007e-02 2.11555754e-01 -2.01968990e-02
-1.60694244e-01]
[ -1.38206188e-01 -1.70777503e-01 -1.15348415e-01 -2.56104123e-01
9.70528343e-02 -1.87083842e-02 -2.21218343e-01 -1.75316413e-01
8.59220440e-02 -1.17696740e-01 -1.14203879e-01 -4.65747067e-02
-3.70893592e-01]
[ -4.38080867e-02 -3.29383455e-02 -1.48327133e-01 -5.13440474e-02
-2.28762615e-01 6.30313840e-02 -7.79891869e-02 -4.56983973e-02
-2.28504889e-01 -8.57196522e-02 -8.31790077e-02 -3.36327187e-01
-1.80574892e-01]
[ -7.14375564e-02 2.57822720e-02 -1.27912827e-01 -3.13919905e-01
1.20867469e-01 2.09068094e-02 -2.15537693e-01 -1.60382830e-01
1.22393727e-01 -6.20819493e-02 -2.79833012e-01 -2.54524507e-01
-2.87537245e-01]
[ 8.22609132e-02 -3.13076577e-01 -8.15933091e-02 -4.45163509e-01
-2.25220995e-01 -8.84141460e-02 7.14754936e-02 1.09767343e-01
-1.77889667e-03 3.06259380e-01 -5.18264976e-01 -7.44302799e-01
4.24081588e-01]
[ -2.19283809e-01 -2.50253632e-01 -1.28753614e-01 -3.06031829e-01
-3.05055074e-01 -9.23406901e-02 2.10201293e-01 4.74843776e-02
2.99669027e-01 4.85812996e-02 -4.05577034e-01 -9.55835852e-01
6.31760787e-01]
[ -1.00453685e-02 -1.92333576e-01 2.48787435e-02 -3.11471879e-01
-1.75136078e-01 1.66917814e-01 2.10388196e-01 2.70182598e-01
-1.71144531e-02 2.51346216e-01 -2.25307190e-01 -1.02026904e+00
7.31768872e-01]
[ 5.53677795e-03 -4.92789148e-02 -1.21589504e-01 -1.27931875e-01
-1.82137228e-01 -4.56107069e-02 3.00951062e-01 1.76210312e-01
2.62508285e-01 3.84967529e-01 -4.77302188e-01 -9.01647298e-01
7.40094747e-01]
[ -8.00981184e-02 -2.82631229e-01 6.13148957e-02 -3.68087341e-01
-1.51364322e-01 1.17896519e-01 3.70991873e-01 1.43900400e-01
-5.80843425e-02 1.76022694e-01 -5.58340951e-01 -9.26124156e-01
8.54118548e-01]
[ 1.22117537e-01 -9.04672189e-02 1.74868766e-02 -1.70820193e-01
-8.27146664e-02 -1.74156488e-02 2.43748784e-01 3.65954602e-01
4.06931978e-01 2.66936263e-01 -5.43726630e-01 -8.08804548e-01
5.33456786e-01]
[ -7.77385261e-03 -1.33266945e-01 2.02259640e-02 1.55510967e-02
-8.75649438e-02 -2.83731739e-01 3.92356609e-02 3.20973987e-01
-1.75350792e-02 9.19087899e-02 -2.49982885e-01 -7.04049800e-01
2.58116616e-01]
[ 8.10784386e-02 1.10050080e-01 3.32224821e-03 1.05685216e-01
-8.90047212e-02 -5.92315387e-02 -1.90170046e-01 -1.57840896e-01
-2.68461153e-01 -1.34566366e-01 -1.47572503e-01 2.68968616e-01
-2.05918346e-01]
[ 3.91455688e-02 -9.01959993e-02 1.40434091e-01 2.50497113e-01
2.55416557e-01 8.70009540e-03 -4.05739657e-01 -3.64956577e-01
-9.71455977e-02 -5.38510195e-01 2.04394245e-01 1.08198044e+00
-5.31871898e-01]
[ 3.39775396e-02 7.82420213e-02 -2.11684004e-01 5.61320273e-02
3.10711007e-02 -8.23649559e-04 -1.66540502e-01 -3.29115383e-01
-2.83756740e-01 -1.93464869e-01 -4.89474903e-02 -6.11361247e-02
-1.84101604e-01]
[ -5.83554358e-02 -2.10154184e-01 6.16094603e-02 9.37488723e-02
-1.29889055e-01 -1.34693238e-01 1.17736811e-02 -3.63779085e-02
5.95844487e-02 -3.88810327e-01 -3.04729367e-01 -2.06363367e-01
-2.82824870e-03]
[ 1.27921205e-02 -2.70966339e-01 5.73620451e-02 -2.43636930e-01
-1.91032420e-01 -2.31515864e-01 -2.72231168e-01 2.81910604e-02
-1.93322672e-02 8.80873053e-02 -1.64251200e-01 1.76977344e-01
-6.14196345e-02]
[ 1.70858181e-01 5.23215302e-02 -1.04376673e-01 -2.31577237e-01
-5.87020126e-02 -1.01881001e-01 -1.84808946e-01 1.54082727e-02
-1.90303646e-01 -2.39827508e-01 -1.87079564e-01 2.64915643e-01
-9.58124158e-02]
[ -1.73574154e-01 -1.80937396e-01 -1.12054498e-01 -2.15100473e-01
-5.03164254e-02 2.66202170e-02 -1.92221951e-01 -2.16783420e-01
-1.43286659e-01 -2.81759229e-02 -2.10381734e-01 1.81532132e-01
-2.16367561e-01]
[ -3.49321591e-02 -2.10857246e-01 -1.60068983e-01 -2.24264612e-01
-5.22350282e-02 4.39819274e-02 -4.21948628e-02 -3.79207407e-02
-2.22265192e-01 -2.82583500e-01 -5.00013586e-02 -2.25621840e-02
-4.82550633e-02]
[ 1.11374166e-01 8.36710787e-02 -1.21040020e-02 -1.62259233e-01
-3.21845001e-01 7.50431517e-03 -1.80158045e-01 -2.98596403e-01
-3.28067193e-01 6.91500934e-03 -8.56165164e-02 1.51727766e-01
-1.16920875e-01]
[ -6.38398836e-02 -8.05341612e-03 -2.85084909e-01 -2.31162176e-03
7.12600623e-02 1.55329406e-01 -2.41142680e-01 -1.92915146e-01
-5.71869554e-02 -7.42245785e-02 1.87796487e-01 5.94908975e-01
-1.07410099e-01]
[ 1.10183409e-01 3.48167237e-01 -2.02178726e-01 6.79967853e-01
1.19325928e-01 -1.44825801e-03 -2.48366294e-01 -3.94655591e-01
-2.52778698e-01 -3.78300525e-01 7.14955467e-01 9.56590258e-01
-9.08953208e-01]
[ -2.72557025e-02 1.85048361e-01 4.58661447e-02 2.44580807e-01
4.88017681e-03 -6.92286283e-02 -3.00537334e-01 -3.79255634e-01
-2.90686826e-01 -2.81128154e-01 5.10422700e-01 9.80126104e-01
-8.61192994e-01]
[ -4.79897625e-02 -1.27985238e-01 -1.55745170e-01 2.98938384e-01
-1.71154738e-01 2.33388829e-01 -9.08234556e-02 -2.28246636e-01
-2.51118161e-01 -4.45558207e-01 1.97145702e-01 5.03092167e-01
-4.25700515e-01]
[ 7.89449210e-02 -3.81616492e-01 -5.18384483e-02 -1.72092740e-02
-1.11616519e-01 1.99851779e-01 6.95908216e-02 1.61260721e-01
-1.75818189e-01 -3.79347644e-02 -6.12719263e-02 3.36326777e-01
-2.37418715e-01]
[ 2.04063904e-01 -2.92689034e-01 -1.20971470e-01 -8.35976325e-02
-2.10550295e-01 1.21919505e-01 1.65886416e-02 -1.44059502e-01
-5.74603308e-02 -9.36487783e-02 -1.39006728e-01 -1.62980767e-01
-1.31401488e-01]
[ -1.35393649e-01 -7.89597860e-02 3.74743332e-02 -2.47328558e-01
-5.63873582e-02 -1.41228602e-01 3.77748950e-02 -1.89635888e-02
-8.93059015e-02 -1.30240545e-02 -3.05712159e-01 -4.17423076e-01
-6.56502060e-02]
[ -1.40614337e-01 -1.37432690e-01 -6.79043114e-02 -2.67187301e-01
-3.46880765e-01 -2.88445331e-01 1.55386319e-01 1.33128569e-01
1.72076541e-02 1.10630222e-01 -2.43418898e-01 -7.74659431e-01
1.82192780e-02]
[ -1.60738708e-01 -2.41864006e-01 -2.99087980e-01 -5.04211496e-01
-2.87665742e-01 -2.09645831e-01 -3.12565383e-01 5.58970136e-02
-2.78309024e-02 -4.27290979e-01 -4.38096270e-01 -4.63172699e-01
-5.72249848e-01]
[ -1.14347876e-01 1.25291445e-01 1.89937755e-02 4.07050514e-02
-2.09146105e-01 -1.71370673e-01 -1.19729696e-01 1.94271745e-02
-1.13970028e-01 -1.59287085e-01 -1.61814672e-01 -3.11983705e-01
-3.36409842e-02]
[ -3.53770715e-01 -1.20850431e-01 -2.71244693e-01 1.84774502e-01
-2.02980813e-01 -2.28673716e-01 -7.13668735e-02 -1.18768105e-01
4.00388386e-02 -1.22463226e-03 6.86940522e-02 -3.01389826e-01
4.14722188e-02]
[ -1.28649890e-01 -3.96158471e-02 -2.54368476e-01 7.17311510e-02
-2.22186451e-01 -2.78541255e-01 -3.59734057e-01 -1.88025826e-02
1.86916273e-02 -1.52400937e-01 -2.42562911e-01 -3.01384199e-01
-6.65187894e-04]
[ -2.23950056e-01 -5.33453047e-01 -3.35973851e-01 -2.54165092e-01
-3.25866580e-01 -2.28756707e-01 -2.69411439e-02 -2.62042886e-01
7.20198156e-02 -2.26980838e-01 -1.33798943e-01 -1.98637002e-01
-7.29016358e-02]
[ -2.17720956e-01 -2.95794872e-01 -3.19425986e-01 -1.18852323e-01
-9.10730984e-02 -1.49534240e-01 -7.84055205e-02 -1.74012903e-03
-1.95318110e-01 -5.17360003e-01 -2.39419558e-01 -1.64119281e-01
1.41901450e-02]
[ -1.13289680e-01 -5.15725679e-03 -2.38695440e-01 -5.91712195e-01
-2.56594851e-01 -2.59174791e-01 7.44506270e-05 -3.79029482e-01
1.01021281e-01 -9.81739544e-02 -4.46497655e-01 -2.27358327e-01
-5.04203693e-01]]
Progress: 18.1% ... Training loss: 0.245 ... Validation loss: 0.429[[-0.1332334 ]
[ 0.24434703]
[-0.14957267]
[ 0.89561699]
[ 0.26865485]
[-0.0396679 ]
[-0.84351565]
[-0.93502109]
[-0.64565008]
[-0.96344091]
[ 1.14481027]
[ 2.86169481]
[-1.81640454]]
[[ -5.33784657e-01 -4.99787117e-01 -5.83590758e-01 -1.16959082e-01
-3.02071457e-01 -5.91767501e-01 -2.06307561e-01 -2.70236604e-01
-4.34050738e-01 -3.76333954e-01 1.35419485e-01 7.00579404e-01
7.55489833e-02]
[ 4.91177814e-03 -1.36072260e-01 4.91876731e-02 -4.00497024e-02
-4.04187204e-02 5.83936545e-02 -1.25390170e-01 2.08652838e-01
-1.37272617e-01 -1.84141468e-01 -6.01765379e-02 -7.40115105e-02
7.57339497e-02]
[ -2.23415532e-01 1.38596324e-01 -2.22287492e-02 1.51998750e-01
8.79958242e-02 -1.20680159e-01 9.73045948e-02 -9.42666878e-02
2.78370627e-01 -1.98571539e-01 2.20283940e-01 7.83199566e-01
7.35883797e-01]
[ 1.94421757e-01 -2.41124342e-01 -2.80938177e-01 3.50950947e-04
-2.87411490e-01 2.81704355e-03 7.36545049e-02 -4.81554380e-01
1.39670871e-01 -3.18637850e-01 -2.05828062e-01 -3.61462565e-01
-1.62496731e-01]
[ 1.12242874e-01 1.65367903e-02 1.06216549e-01 -4.36070955e-02
-1.55794448e-02 7.06048081e-02 -1.06234227e-01 -3.95451149e-02
5.46997506e-02 1.66948235e-01 1.24480793e-01 -1.12643236e-01
-1.40813756e-01]
[ -4.81456344e-01 -6.00035204e-01 -6.02084902e-01 -5.99845896e-01
-5.84104385e-01 -5.63765734e-01 -3.02406412e-01 -1.56324175e-01
-4.34290375e-01 -2.33355858e-01 -5.00376628e-01 -7.09472040e-01
-4.94763817e-01]
[ -4.17915282e-01 -5.82885679e-01 -3.22699179e-01 -3.68874111e-01
-4.10198064e-01 -5.61409731e-01 -4.22323086e-01 -4.60968353e-01
-2.91450598e-01 -1.56128934e-01 -4.31065821e-01 -3.09373013e-01
-3.23462715e-01]
[ -3.30721588e-01 -3.42413775e-01 -4.76142640e-01 -1.72405637e-01
-3.11768996e-01 -4.17566898e-01 -2.76871294e-01 -2.27572402e-01
-2.92924355e-01 -4.96545271e-01 -2.09999522e-01 -4.62076593e-01
-3.66325609e-01]
[ -4.70521522e-01 -3.52595124e-01 -3.77194057e-01 -1.83090343e-01
-3.40566933e-01 -2.15545327e-01 -8.64194777e-02 -4.26286168e-01
-2.65806840e-01 -4.42875312e-01 -1.65217643e-01 -2.56478113e-01
-1.82449422e-01]
[ -9.55061339e-01 -9.32131868e-01 -9.80380791e-01 -7.20509380e-01
-1.01956694e+00 -9.83557398e-01 -6.15434670e-01 -6.09036152e-01
-7.57531739e-01 -5.66048031e-01 -6.88830516e-01 -4.63198099e-01
-6.22366979e-01]
[ -5.08668395e-01 -2.67556673e-01 -4.67976099e-01 -3.27642005e-01
-3.48626974e-01 -3.58990878e-01 -5.69749846e-01 -5.88754904e-01
-6.43094430e-01 -1.19423413e-01 -4.64569588e-01 -6.08100738e-01
-4.77587013e-01]
[ -1.15286796e-01 1.94620381e-02 -3.35688672e-01 -4.32756704e-01
-1.08135552e-01 -7.22743618e-02 -1.58575375e-01 -3.13956671e-01
-1.42053373e-01 1.17333231e-01 -4.35391609e-01 -8.32671131e-01
-3.84091829e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58445614e-01 -1.16659371e-01 1.64505849e-01 -2.72080279e-01
-1.29488449e-01 1.13340318e-01 -1.23459517e-01 1.69837016e-02
-8.11667503e-02 7.39628320e-02 -1.67329032e-01 -3.54189985e-01
9.67888996e-03]
[ -8.18663931e-02 -2.65228926e-01 -1.77856692e-01 -2.97860168e-01
-4.80210647e-01 -8.48001265e-02 -2.73268320e-02 2.31690943e-02
-5.02068273e-02 3.63814021e-02 -2.09732861e-01 -3.25030135e-01
-2.45807481e-01]
[ -7.42478213e-02 -1.02451125e-02 -2.37336468e-01 -2.44851597e-01
1.31153602e-01 -1.63354167e-01 -1.72524901e-01 6.47073341e-02
-8.03228807e-03 2.99995150e-02 -1.68769713e-01 5.98383168e-02
-5.30050531e-02]
[ 3.11857070e-02 -1.62449943e-01 -1.50409168e-01 -6.34210776e-02
-1.19849182e-01 -1.07313213e-01 9.35816450e-02 -1.54848686e-01
-2.48255214e-02 -8.13983212e-03 -8.08764504e-03 -1.27840571e-01
4.30483771e-02]
[ -2.87071811e-01 -1.41477114e-01 -7.45757925e-02 -9.83913258e-02
-3.03251411e-01 -2.73623164e-01 -3.70296103e-01 4.25221970e-02
-3.11750139e-01 -2.19059570e-01 1.78453068e-01 -2.86996833e-02
2.44531576e-01]
[ -2.19673549e-01 -1.25937639e-01 -8.66675487e-02 -5.32711433e-02
-8.37087285e-02 -1.16588914e-01 -6.11476504e-02 3.98997696e-02
-1.24120765e-01 -2.62719419e-02 2.58398716e-02 -1.35166421e-01
-1.54069612e-02]
[ -1.59355847e-01 -6.77142413e-02 -2.25623839e-01 -3.15817367e-01
-1.53694313e-01 -2.00798658e-01 -2.73941327e-01 -7.94596183e-02
1.65524272e-01 -1.74011365e-01 -3.48076473e-01 -2.63937736e-01
-1.85030988e-01]
[ -3.70133282e-01 -6.48800124e-02 -1.48632684e-01 -1.44276563e-01
-5.03415295e-02 -3.11952969e-01 3.77037336e-02 -7.03370801e-02
-1.21007048e-01 7.70168318e-02 1.00022461e-02 -1.93592320e-01
-2.33929917e-01]
[ -1.67931176e-01 -1.50001786e-01 -4.78966590e-02 -1.50735897e-01
-1.33341199e-01 -2.94062743e-01 -2.40712755e-02 -1.25072171e-01
-2.33940393e-01 3.79485834e-02 2.12550317e-01 -1.80965865e-02
-1.61755880e-01]
[ -1.38181715e-01 -1.70825274e-01 -1.15310832e-01 -2.56170265e-01
9.70635704e-02 -1.87059045e-02 -2.21182547e-01 -1.75264088e-01
8.59230523e-02 -1.17526475e-01 -1.13998965e-01 -4.55933555e-02
-3.70654503e-01]
[ -4.35531614e-02 -3.34973234e-02 -1.48051834e-01 -5.33708747e-02
-2.29231358e-01 6.31312158e-02 -7.63370380e-02 -4.42028741e-02
-2.27360469e-01 -8.41661709e-02 -8.57706091e-02 -3.43366018e-01
-1.78732136e-01]
[ -7.12128337e-02 2.54161408e-02 -1.27813071e-01 -3.15382091e-01
1.20551717e-01 2.09750250e-02 -2.14538885e-01 -1.60227834e-01
1.23490783e-01 -6.12343157e-02 -2.81351135e-01 -2.56637171e-01
-2.87267023e-01]
[ 8.21935624e-02 -3.12952121e-01 -8.17064905e-02 -4.44834588e-01
-2.25095802e-01 -8.84411361e-02 7.10426776e-02 1.09114277e-01
-2.09940087e-03 3.05605047e-01 -5.17968680e-01 -7.43768940e-01
4.22977967e-01]
[ -2.19374829e-01 -2.50083447e-01 -1.28841699e-01 -3.05651460e-01
-3.04925326e-01 -9.23668295e-02 2.09737568e-01 4.69865645e-02
2.99172758e-01 4.77878516e-02 -4.05286950e-01 -9.55982630e-01
6.30449240e-01]
[ -1.00645996e-02 -1.92292559e-01 2.48611301e-02 -3.11445197e-01
-1.75094542e-01 1.66911918e-01 2.10413707e-01 2.70166858e-01
-1.71560468e-02 2.51205756e-01 -2.25439812e-01 -1.02082829e+00
7.31971830e-01]
[ 5.51549264e-03 -4.91673927e-02 -1.21605264e-01 -1.27840316e-01
-1.82091722e-01 -4.56230842e-02 3.01304517e-01 1.76677400e-01
2.62577497e-01 3.85309411e-01 -4.77637801e-01 -9.04354517e-01
7.41208773e-01]
[ -8.01011440e-02 -2.82647591e-01 6.13443269e-02 -3.68187461e-01
-1.51384797e-01 1.17892568e-01 3.71145995e-01 1.44060650e-01
-5.80373275e-02 1.76338374e-01 -5.58695636e-01 -9.27695103e-01
8.54871263e-01]
[ 1.22235017e-01 -9.05772992e-02 1.75534037e-02 -1.71344709e-01
-8.28593829e-02 -1.73891208e-02 2.44482969e-01 3.66691551e-01
4.07633055e-01 2.67767073e-01 -5.44214204e-01 -8.09942958e-01
5.34832229e-01]
[ -7.83434926e-03 -1.33187918e-01 2.01702191e-02 1.60608650e-02
-8.74600348e-02 -2.83749012e-01 3.86925300e-02 3.20486137e-01
-1.79413003e-02 9.13544817e-02 -2.49444687e-01 -7.03132826e-01
2.57019334e-01]
[ 8.12540978e-02 1.09819093e-01 3.45807203e-03 1.05060370e-01
-8.91966182e-02 -5.91836057e-02 -1.89232509e-01 -1.57214804e-01
-2.67831256e-01 -1.33355033e-01 -1.48102203e-01 2.68132332e-01
-2.05345168e-01]
[ 3.89777652e-02 -8.99404061e-02 1.40229139e-01 2.52564311e-01
2.55866684e-01 8.64178957e-03 -4.07130924e-01 -3.66860196e-01
-9.80940404e-02 -5.40216282e-01 2.07154359e-01 1.08889541e+00
-5.34691201e-01]
[ 3.39258157e-02 7.83665265e-02 -2.11718771e-01 5.66474545e-02
3.12507924e-02 -8.44311675e-04 -1.67138133e-01 -3.29388348e-01
-2.83984293e-01 -1.93750986e-01 -4.85176267e-02 -5.96763138e-02
-1.85050111e-01]
[ -5.85025540e-02 -2.09848578e-01 6.13998301e-02 9.47960623e-02
-1.29577520e-01 -1.34734334e-01 1.05960866e-02 -3.75048472e-02
5.85062911e-02 -3.90167587e-01 -3.03341641e-01 -2.02865792e-01
-5.20586036e-03]
[ 1.26249810e-02 -2.70572813e-01 5.71072565e-02 -2.42110070e-01
-1.90636671e-01 -2.31560806e-01 -2.73689736e-01 2.61531021e-02
-2.05130311e-02 8.61849049e-02 -1.61730601e-01 1.83855370e-01
-6.65222224e-02]
[ 1.70897050e-01 5.22542153e-02 -1.04348036e-01 -2.31764708e-01
-5.87681177e-02 -1.01868215e-01 -1.84675303e-01 1.53407655e-02
-1.89979660e-01 -2.39668893e-01 -1.87312028e-01 2.64740204e-01
-9.54821500e-02]
[ -1.73629826e-01 -1.80719815e-01 -1.12188744e-01 -2.14746583e-01
-5.00790880e-02 2.65960083e-02 -1.93030654e-01 -2.18398151e-01
-1.43923401e-01 -2.94473418e-02 -2.09189705e-01 1.84915463e-01
-2.18053255e-01]
[ -3.50958028e-02 -2.10588866e-01 -1.60250636e-01 -2.23612758e-01
-5.19541399e-02 4.39302245e-02 -4.33171901e-02 -3.96377859e-02
-2.23232810e-01 -2.83671207e-01 -4.87697455e-02 -1.81170069e-02
-5.08142877e-02]
[ 1.11246513e-01 8.39913996e-02 -1.22694742e-02 -1.61845520e-01
-3.21621350e-01 7.48022454e-03 -1.80876715e-01 -3.00083169e-01
-3.29027080e-01 5.05487026e-03 -8.40081606e-02 1.56744023e-01
-1.18839584e-01]
[ -6.40553138e-02 -7.60028558e-03 -2.85239488e-01 -5.50914333e-04
7.18023925e-02 1.55255971e-01 -2.42913991e-01 -1.94484705e-01
-5.88313185e-02 -7.59986317e-02 1.90530596e-01 6.01662937e-01
-1.11501013e-01]
[ 1.10582961e-01 3.47583199e-01 -2.01839745e-01 6.78653543e-01
1.18824255e-01 -1.32340898e-03 -2.47232396e-01 -3.93348638e-01
-2.51928317e-01 -3.75447969e-01 7.13462181e-01 9.50926803e-01
-9.11258090e-01]
[ -2.70984729e-02 1.84832846e-01 4.60358208e-02 2.44138890e-01
4.77913654e-03 -6.91685771e-02 -3.00250208e-01 -3.78721216e-01
-2.90244083e-01 -2.80309938e-01 5.09815685e-01 9.77304236e-01
-8.61789146e-01]
[ -4.79144161e-02 -1.28093517e-01 -1.55683465e-01 2.98993196e-01
-1.71201154e-01 2.33422872e-01 -9.03960027e-02 -2.27735210e-01
-2.50932415e-01 -4.45029254e-01 1.97169410e-01 5.04237894e-01
-4.26710656e-01]
[ 7.88860845e-02 -3.81547467e-01 -5.18873433e-02 -1.67963462e-02
-1.11541110e-01 1.99833876e-01 6.90080538e-02 1.60639220e-01
-1.76191863e-01 -3.85142514e-02 -6.07086643e-02 3.37974261e-01
-2.38281307e-01]
[ 2.04014945e-01 -2.92604230e-01 -1.21010449e-01 -8.32085589e-02
-2.10466957e-01 1.21906201e-01 1.63840670e-02 -1.43885248e-01
-5.77548355e-02 -9.34934566e-02 -1.38697603e-01 -1.62822850e-01
-1.32296215e-01]
[ -1.35471652e-01 -7.88746323e-02 3.74210848e-02 -2.47111755e-01
-5.63379448e-02 -1.41249199e-01 3.74307832e-02 -1.91415244e-02
-8.96403512e-02 -1.34581719e-02 -3.05509598e-01 -4.17632352e-01
-6.58125626e-02]
[ -1.40626253e-01 -1.37333939e-01 -6.79571409e-02 -2.66714939e-01
-3.46764171e-01 -2.88451120e-01 1.54863020e-01 1.32424958e-01
1.67744989e-02 1.10275510e-01 -2.42672914e-01 -7.72235173e-01
1.63101640e-02]
[ -1.60847387e-01 -2.41499158e-01 -2.99358206e-01 -5.03337401e-01
-2.87232357e-01 -2.09677887e-01 -3.14619199e-01 5.22641332e-02
-2.99458017e-02 -4.29633780e-01 -4.34849961e-01 -4.51444397e-01
-5.80873429e-01]
[ -1.14632459e-01 1.25749494e-01 1.86700567e-02 4.22220829e-02
-2.08691442e-01 -1.71458989e-01 -1.20932925e-01 1.76650850e-02
-1.14829638e-01 -1.61133192e-01 -1.59971510e-01 -3.07783618e-01
-3.61725705e-02]
[ -3.54011649e-01 -1.20449119e-01 -2.71470115e-01 1.86754648e-01
-2.02521258e-01 -2.28749045e-01 -7.30914374e-02 -1.20721818e-01
3.87062068e-02 -3.20971839e-03 7.09345139e-02 -2.98899932e-01
3.84889017e-02]
[ -1.28414279e-01 -3.98271461e-02 -2.54267192e-01 7.09933735e-02
-2.22364865e-01 -2.78478339e-01 -3.59465322e-01 -1.90205127e-02
1.91094152e-02 -1.51840537e-01 -2.43849687e-01 -3.02238033e-01
-2.78813330e-03]
[ -2.24166086e-01 -5.32984764e-01 -3.36205526e-01 -2.51431653e-01
-3.25228605e-01 -2.28835959e-01 -2.90975260e-02 -2.64423441e-01
7.04729569e-02 -2.28750034e-01 -1.30073654e-01 -1.95962468e-01
-7.74420403e-02]
[ -2.17713475e-01 -2.95533657e-01 -3.19459859e-01 -1.17760927e-01
-9.07413650e-02 -1.49539410e-01 -7.88575198e-02 -2.26999983e-03
-1.95479133e-01 -5.17514508e-01 -2.38049876e-01 -1.61584456e-01
1.31498052e-02]
[ -1.13274718e-01 -5.02965469e-03 -2.38705454e-01 -5.91143590e-01
-2.56413114e-01 -2.59140059e-01 -5.57862743e-04 -3.78989620e-01
9.95246752e-02 -9.81793406e-02 -4.44975117e-01 -2.20785731e-01
-5.10767901e-01]]
Progress: 18.1% ... Training loss: 0.247 ... Validation loss: 0.418[[-0.14476711]
[ 0.2352543 ]
[-0.15847421]
[ 0.88113554]
[ 0.25636342]
[-0.04706242]
[-0.85356347]
[-0.94357194]
[-0.66306668]
[-0.97608676]
[ 1.12886693]
[ 2.83545273]
[-1.8321797 ]]
[[ -5.32651501e-01 -5.01709388e-01 -5.82633483e-01 -1.26850494e-01
-3.04307477e-01 -5.91490023e-01 -1.97619800e-01 -2.63815566e-01
-4.26202302e-01 -3.67829460e-01 1.21855466e-01 6.59191184e-01
9.58592436e-02]
[ 4.94359649e-03 -1.36124714e-01 4.92108961e-02 -4.04441215e-02
-4.04635329e-02 5.83998960e-02 -1.24964072e-01 2.08977021e-01
-1.37013396e-01 -1.83906341e-01 -6.06118508e-02 -7.51605684e-02
7.68136298e-02]
[ -2.23443104e-01 1.38152940e-01 -2.21388892e-02 1.50635799e-01
8.73340924e-02 -1.20702870e-01 9.71761556e-02 -9.49901071e-02
2.80775893e-01 -1.98463363e-01 2.16952631e-01 7.74916686e-01
7.41482910e-01]
[ 1.95391082e-01 -2.42064664e-01 -2.80753312e-01 -4.16830170e-03
-2.88368272e-01 2.98004895e-03 7.91389377e-02 -4.79595119e-01
1.44349664e-01 -3.16593779e-01 -2.13188031e-01 -3.82376146e-01
-1.60095620e-01]
[ 1.13721629e-01 1.35149829e-02 1.07555770e-01 -5.47099380e-02
-1.86296531e-02 7.09446776e-02 -9.67722511e-02 -3.21323666e-02
6.38178778e-02 1.77793208e-01 1.06875151e-01 -1.53764553e-01
-1.18498766e-01]
[ -4.81443870e-01 -6.00050962e-01 -6.02044121e-01 -5.99443584e-01
-5.84092060e-01 -5.63764876e-01 -3.02755704e-01 -1.57504185e-01
-4.34440512e-01 -2.33770211e-01 -4.99701674e-01 -7.06887228e-01
-4.95716948e-01]
[ -4.17461329e-01 -5.83682038e-01 -3.22141123e-01 -3.73694618e-01
-4.11268032e-01 -5.61276569e-01 -4.19219201e-01 -4.56756012e-01
-2.89131367e-01 -1.50868060e-01 -4.37589540e-01 -3.21571280e-01
-3.14343729e-01]
[ -3.29810214e-01 -3.44015369e-01 -4.75493118e-01 -1.78925405e-01
-3.13628702e-01 -4.17364759e-01 -2.70872786e-01 -2.24209037e-01
-2.86407639e-01 -4.91886660e-01 -2.19485455e-01 -4.88232910e-01
-3.54502302e-01]
[ -4.70738747e-01 -3.52003436e-01 -3.77362789e-01 -1.82074950e-01
-3.40165264e-01 -2.15612226e-01 -8.78413266e-02 -4.26337518e-01
-2.66550289e-01 -4.43763429e-01 -1.63156451e-01 -2.52426371e-01
-1.86086012e-01]
[ -9.54683940e-01 -9.32440777e-01 -9.80026015e-01 -7.22633554e-01
-1.02018261e+00 -9.83469748e-01 -6.12687576e-01 -6.07300011e-01
-7.54855616e-01 -5.63185703e-01 -6.91628852e-01 -4.69432914e-01
-6.18105485e-01]
[ -5.08196376e-01 -2.68492323e-01 -4.67390515e-01 -3.32724912e-01
-3.49855749e-01 -3.58873126e-01 -5.67197798e-01 -5.85342370e-01
-6.39588211e-01 -1.15486539e-01 -4.70461344e-01 -6.21532418e-01
-4.68142815e-01]
[ -1.14975637e-01 1.88845752e-02 -3.35549405e-01 -4.35472194e-01
-1.08806782e-01 -7.22105031e-02 -1.56543266e-01 -3.12761000e-01
-1.40293355e-01 1.19151045e-01 -4.39975023e-01 -8.44722666e-01
-3.81444949e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58290364e-01 -1.16890579e-01 1.64683760e-01 -2.72810352e-01
-1.29743631e-01 1.13391289e-01 -1.22088931e-01 1.86659041e-02
-8.04510447e-02 7.57773873e-02 -1.68355033e-01 -3.56390489e-01
1.17322449e-02]
[ -8.20815935e-02 -2.64939257e-01 -1.78031385e-01 -2.96975807e-01
-4.79921817e-01 -8.48589202e-02 -2.87896555e-02 2.08429109e-02
-5.11072456e-02 3.41613114e-02 -2.08288924e-01 -3.21677954e-01
-2.47425069e-01]
[ -7.40892809e-02 -1.05072669e-02 -2.37209681e-01 -2.45457064e-01
1.30901030e-01 -1.63315064e-01 -1.72110234e-01 6.50888490e-02
-7.51227959e-03 3.09185264e-02 -1.69651664e-01 5.86162592e-02
-5.30765282e-02]
[ 3.15710900e-02 -1.63141127e-01 -1.50011741e-01 -6.70785688e-02
-1.20710598e-01 -1.07207058e-01 9.66919575e-02 -1.51506006e-01
-2.27033771e-02 -4.29137590e-03 -1.30540336e-02 -1.39549825e-01
4.95041466e-02]
[ -2.86885693e-01 -1.41825015e-01 -7.42907570e-02 -1.00476538e-01
-3.03664984e-01 -2.73569497e-01 -3.68873515e-01 4.46779561e-02
-3.10441994e-01 -2.16540390e-01 1.75740234e-01 -3.49157225e-02
2.50764230e-01]
[ -2.19850703e-01 -1.25608800e-01 -8.68441016e-02 -5.19690460e-02
-8.34173881e-02 -1.16635134e-01 -6.29174024e-02 3.82310849e-02
-1.25560623e-01 -2.79407501e-02 2.75072584e-02 -1.26834864e-01
-1.95673440e-02]
[ -1.58832921e-01 -6.90951882e-02 -2.25070031e-01 -3.20933879e-01
-1.55184802e-01 -2.00665028e-01 -2.70161614e-01 -7.61973452e-02
1.70007852e-01 -1.70760945e-01 -3.55362290e-01 -2.83222029e-01
-1.75412818e-01]
[ -3.70099652e-01 -6.44977938e-02 -1.48799663e-01 -1.42156791e-01
-4.99837400e-02 -3.11946256e-01 3.68229547e-02 -7.23253171e-02
-1.21401234e-01 7.62766708e-02 1.32586943e-02 -1.89321815e-01
-2.38355955e-01]
[ -1.67705867e-01 -1.50132150e-01 -4.78195447e-02 -1.53053993e-01
-1.33601638e-01 -2.94042960e-01 -2.23217052e-02 -1.24166657e-01
-2.32287401e-01 3.90896936e-02 2.09669173e-01 -2.33460289e-02
-1.59314108e-01]
[ -1.37978254e-01 -1.71209872e-01 -1.15069442e-01 -2.57941556e-01
9.65933535e-02 -1.86360438e-02 -2.19270112e-01 -1.73237921e-01
8.74791115e-02 -1.15392361e-01 -1.16314474e-01 -5.11340807e-02
-3.66109774e-01]
[ -4.37963342e-02 -3.30008528e-02 -1.48289363e-01 -5.18289233e-02
-2.28787888e-01 6.30457143e-02 -7.81659972e-02 -4.58056474e-02
-2.28533169e-01 -8.60780361e-02 -8.39712728e-02 -3.40137393e-01
-1.82159730e-01]
[ -7.12873472e-02 2.55252769e-02 -1.27837164e-01 -3.14868703e-01
1.20658494e-01 2.09549178e-02 -2.15025194e-01 -1.60053720e-01
1.22981669e-01 -6.17032227e-02 -2.80722104e-01 -2.56115754e-01
-2.88557823e-01]
[ 8.21877008e-02 -3.12920344e-01 -8.17312060e-02 -4.44778033e-01
-2.25061793e-01 -8.84419129e-02 7.09331001e-02 1.08931498e-01
-2.26939174e-03 3.05416294e-01 -5.17801293e-01 -7.42799957e-01
4.22464194e-01]
[ -2.19440779e-01 -2.50003590e-01 -1.28860062e-01 -3.05410115e-01
-3.04861763e-01 -9.23822644e-02 2.09283759e-01 4.68246819e-02
2.98845824e-01 4.75289648e-02 -4.05188019e-01 -9.55939199e-01
6.29726100e-01]
[ -1.01563957e-02 -1.92161186e-01 2.48023199e-02 -3.11000067e-01
-1.74983648e-01 1.66888372e-01 2.09822629e-01 2.69658693e-01
-1.75635390e-02 2.50609941e-01 -2.24888946e-01 -1.02039245e+00
7.30762276e-01]
[ 5.54540199e-03 -4.92147320e-02 -1.21588038e-01 -1.28222981e-01
-1.82136354e-01 -4.56159753e-02 3.01661980e-01 1.76846742e-01
2.62780670e-01 3.85475189e-01 -4.78086730e-01 -9.05339409e-01
7.42041244e-01]
[ -8.01227546e-02 -2.82658734e-01 6.13705629e-02 -3.68346225e-01
-1.51427130e-01 1.17890352e-01 3.71256315e-01 1.44435889e-01
-5.80660424e-02 1.76634386e-01 -5.59199562e-01 -9.28905369e-01
8.55473616e-01]
[ 1.22391687e-01 -9.07787374e-02 1.76613335e-02 -1.72713626e-01
-8.31204803e-02 -1.73528595e-02 2.46495570e-01 3.68524507e-01
4.09048154e-01 2.69129343e-01 -5.45719484e-01 -8.14626382e-01
5.38888962e-01]
[ -7.77757930e-03 -1.33205469e-01 2.01948592e-02 1.61091972e-02
-8.74586465e-02 -2.83740544e-01 3.89607019e-02 3.20548054e-01
-1.77271461e-02 9.13898081e-02 -2.49558669e-01 -7.02842470e-01
2.56948040e-01]
[ 8.12628922e-02 1.09749688e-01 3.49627375e-03 1.05100532e-01
-8.92621883e-02 -5.91701780e-02 -1.89218682e-01 -1.56825291e-01
-2.67900265e-01 -1.33370650e-01 -1.47754500e-01 2.69427859e-01
-2.05991064e-01]
[ 3.98130826e-02 -9.16276664e-02 1.40991409e-01 2.46519267e-01
2.54051011e-01 8.83615745e-03 -4.01958659e-01 -3.62860320e-01
-9.22824437e-02 -5.35348184e-01 1.97758693e-01 1.06382655e+00
-5.24908361e-01]
[ 3.39306740e-02 7.83835820e-02 -2.11730656e-01 5.73064299e-02
3.13262639e-02 -8.50525130e-04 -1.67325991e-01 -3.29338412e-01
-2.84071067e-01 -1.93583317e-01 -4.80303986e-02 -5.84212300e-02
-1.86178189e-01]
[ -5.82956058e-02 -2.10160754e-01 6.16327989e-02 9.27297856e-02
-1.29912083e-01 -1.34679924e-01 1.15571997e-02 -3.62479669e-02
5.95015280e-02 -3.88410701e-01 -3.05386463e-01 -2.06039164e-01
-2.08934417e-03]
[ 1.27784518e-02 -2.70987052e-01 5.73761110e-02 -2.44309133e-01
-1.91182322e-01 -2.31505347e-01 -2.71871559e-01 2.85419142e-02
-1.90899619e-02 8.85551570e-02 -1.64908082e-01 1.74986773e-01
-6.06686569e-02]
[ 1.70798988e-01 5.24429567e-02 -1.04461560e-01 -2.31692145e-01
-5.86415263e-02 -1.01899307e-01 -1.85541597e-01 1.42682869e-02
-1.90361425e-01 -2.40513613e-01 -1.87225955e-01 2.66926524e-01
-9.60942818e-02]
[ -1.73859636e-01 -1.80366452e-01 -1.12401711e-01 -2.13680003e-01
-4.96782752e-02 2.65235825e-02 -1.94922044e-01 -2.20968235e-01
-1.45354448e-01 -3.17834621e-02 -2.07231332e-01 1.91938843e-01
-2.20623728e-01]
[ -3.52254413e-02 -2.10194169e-01 -1.60439232e-01 -2.22514486e-01
-5.15428238e-02 4.38707238e-02 -4.51915434e-02 -4.16259019e-02
-2.24099828e-01 -2.84842863e-01 -4.60439772e-02 -1.08565539e-02
-5.44467501e-02]
[ 1.11106827e-01 8.45022870e-02 -1.24756528e-02 -1.60315978e-01
-3.21186542e-01 7.43822148e-03 -1.82569605e-01 -3.02409451e-01
-3.30286244e-01 3.54643798e-03 -8.14850401e-02 1.64736236e-01
-1.23594829e-01]
[ -6.38131380e-02 -8.18060874e-03 -2.85052130e-01 -2.82546732e-03
7.11700816e-02 1.55330425e-01 -2.40861649e-01 -1.92444687e-01
-5.69743777e-02 -7.39345456e-02 1.87038056e-01 5.92847379e-01
-1.06801860e-01]
[ 1.10529288e-01 3.47804061e-01 -2.01945152e-01 6.79937316e-01
1.19007582e-01 -1.33959895e-03 -2.47767154e-01 -3.94127607e-01
-2.52550808e-01 -3.76148063e-01 7.15441359e-01 9.57605710e-01
-9.13774462e-01]
[ -2.71202014e-02 1.85051057e-01 4.59715436e-02 2.45228507e-01
4.95326419e-03 -6.91714445e-02 -3.00811653e-01 -3.79754717e-01
-2.90707074e-01 -2.81085232e-01 5.11450680e-01 9.79516461e-01
-8.63708100e-01]
[ -4.79040577e-02 -1.28103465e-01 -1.55678374e-01 2.98930429e-01
-1.71222895e-01 2.33423286e-01 -9.03237982e-02 -2.27662586e-01
-2.50879803e-01 -4.45047481e-01 1.97091129e-01 5.03589762e-01
-4.26547119e-01]
[ 7.90643492e-02 -3.81859026e-01 -5.16663201e-02 -1.83545580e-02
-1.11942780e-01 1.99894130e-01 7.11974542e-02 1.63357129e-01
-1.74954459e-01 -3.62630635e-02 -6.35924081e-02 3.28254307e-01
-2.34368937e-01]
[ 2.04115446e-01 -2.92781059e-01 -1.20907929e-01 -8.42343934e-02
-2.10703525e-01 1.21933984e-01 1.73032245e-02 -1.42785330e-01
-5.70725998e-02 -9.24414075e-02 -1.40193078e-01 -1.67235046e-01
-1.29753829e-01]
[ -1.35415260e-01 -7.90380882e-02 3.75194237e-02 -2.47659293e-01
-5.65014398e-02 -1.41230002e-01 3.78546355e-02 -1.86928062e-02
-8.93105926e-02 -1.28036420e-02 -3.06230688e-01 -4.19558722e-01
-6.44633977e-02]
[ -1.40648290e-01 -1.37300117e-01 -6.79654464e-02 -2.66578722e-01
-3.46730853e-01 -2.88461200e-01 1.54586829e-01 1.32487905e-01
1.66089676e-02 1.10261997e-01 -2.42644828e-01 -7.72084299e-01
1.60490177e-02]
[ -1.60798876e-01 -2.41005050e-01 -2.99610403e-01 -5.02648424e-01
-2.86865654e-01 -2.09683832e-01 -3.15497729e-01 4.89837397e-02
-3.05064069e-02 -4.31747521e-01 -4.31966572e-01 -4.39997694e-01
-5.87102403e-01]
[ -1.14533397e-01 1.25449522e-01 1.88784074e-02 4.08882651e-02
-2.09067260e-01 -1.71428309e-01 -1.19564063e-01 1.97789518e-02
-1.14036365e-01 -1.59287119e-01 -1.62157183e-01 -3.14493039e-01
-3.21625044e-02]
[ -3.53571148e-01 -1.21495272e-01 -2.70887807e-01 1.81321409e-01
-2.03788236e-01 -2.28619282e-01 -6.88540978e-02 -1.15875640e-01
4.20095348e-02 2.65514710e-03 6.31924317e-02 -3.18623263e-01
5.13408943e-02]
[ -1.28401749e-01 -3.97388281e-02 -2.54227504e-01 7.12800261e-02
-2.22343678e-01 -2.78478171e-01 -3.59963247e-01 -1.89069644e-02
1.92266331e-02 -1.51614252e-01 -2.43333773e-01 -3.04095222e-01
-2.91495422e-03]
[ -2.24472076e-01 -5.32443472e-01 -3.36411437e-01 -2.48766747e-01
-3.24630951e-01 -2.28915044e-01 -3.09639132e-02 -2.65845973e-01
6.89112710e-02 -2.30761434e-01 -1.26759081e-01 -1.87316026e-01
-7.99399553e-02]
[ -2.17517168e-01 -2.95909720e-01 -3.19282676e-01 -1.19202209e-01
-9.11137198e-02 -1.49483964e-01 -7.77900383e-02 -1.32435452e-03
-1.94754962e-01 -5.15986078e-01 -2.39719828e-01 -1.64240830e-01
1.44117813e-02]
[ -1.12605063e-01 -6.25320796e-03 -2.38175249e-01 -5.96498358e-01
-2.57899187e-01 -2.59001826e-01 3.34254806e-03 -3.75961586e-01
1.04651335e-01 -9.49028371e-02 -4.53364791e-01 -2.41650593e-01
-5.03685653e-01]]
Progress: 18.2% ... Training loss: 0.243 ... Validation loss: 0.429[[-0.13140399]
[ 0.25241927]
[-0.1459472 ]
[ 0.91293834]
[ 0.27091353]
[-0.03277128]
[-0.83663097]
[-0.93030549]
[-0.64960059]
[-0.95301385]
[ 1.16898641]
[ 2.88134936]
[-1.82199164]]
[[ -5.33426420e-01 -4.99076043e-01 -5.83935126e-01 -1.11997368e-01
-3.01694948e-01 -5.91760141e-01 -2.06831413e-01 -2.75484320e-01
-4.32481061e-01 -3.78854340e-01 1.42221720e-01 7.01291335e-01
7.10462220e-02]
[ 4.75073391e-03 -1.35707137e-01 4.89109303e-02 -3.82586942e-02
-4.00193163e-02 5.83298426e-02 -1.26659790e-01 2.06699879e-01
-1.38300834e-01 -1.85285020e-01 -5.80961391e-02 -6.74931636e-02
7.14102453e-02]
[ -2.23157129e-01 1.37708481e-01 -2.17285059e-02 1.54880482e-01
8.69078745e-02 -1.20627192e-01 9.78101592e-02 -9.05582881e-02
2.83992826e-01 -1.96914436e-01 2.20051884e-01 7.78262809e-01
7.40109655e-01]
[ 1.95198054e-01 -2.42495338e-01 -2.80603259e-01 -8.77320048e-03
-2.88977934e-01 2.90068429e-03 8.20393215e-02 -4.75985481e-01
1.43348998e-01 -3.10142659e-01 -2.20687095e-01 -3.96146354e-01
-1.52342889e-01]
[ 1.12569388e-01 1.64837847e-02 1.06258845e-01 -4.00477652e-02
-1.58195173e-02 7.06012581e-02 -1.07103069e-01 -4.37039831e-02
5.58605460e-02 1.64405879e-01 1.26445004e-01 -1.16200074e-01
-1.42685399e-01]
[ -4.81759017e-01 -5.99567683e-01 -6.02344467e-01 -5.98344931e-01
-5.83719418e-01 -5.63856908e-01 -3.04705590e-01 -1.59970481e-01
-4.35698688e-01 -2.36996486e-01 -4.98179131e-01 -7.05711657e-01
-4.98492349e-01]
[ -4.17798600e-01 -5.82829665e-01 -3.22722479e-01 -3.69097323e-01
-4.10423528e-01 -5.61375645e-01 -4.22132684e-01 -4.61365791e-01
-2.91232563e-01 -1.55590226e-01 -4.31160160e-01 -3.03089375e-01
-3.24183578e-01]
[ -3.29782268e-01 -3.44049326e-01 -4.75381689e-01 -1.76088437e-01
-3.13705899e-01 -4.17378016e-01 -2.71693067e-01 -2.23004035e-01
-2.85400640e-01 -4.92604437e-01 -2.16300595e-01 -4.89461879e-01
-3.55455739e-01]
[ -4.71561824e-01 -3.50319209e-01 -3.78220258e-01 -1.74347570e-01
-3.38420828e-01 -2.15913116e-01 -9.33470711e-02 -4.31021389e-01
-2.71047035e-01 -4.49885320e-01 -1.54683606e-01 -2.34947683e-01
-1.96887024e-01]
[ -9.54856428e-01 -9.31491662e-01 -9.80451787e-01 -7.13836707e-01
-1.01931279e+00 -9.83558047e-01 -6.16599987e-01 -6.11336891e-01
-7.55201556e-01 -5.69569239e-01 -6.80603167e-01 -4.54377848e-01
-6.29406433e-01]
[ -5.08961606e-01 -2.67309704e-01 -4.68148778e-01 -3.28284947e-01
-3.48683801e-01 -3.59139455e-01 -5.71172769e-01 -5.88642894e-01
-6.43174018e-01 -1.20300713e-01 -4.65370374e-01 -6.07569615e-01
-4.73698464e-01]
[ -1.15485471e-01 1.97387631e-02 -3.35993113e-01 -4.32448710e-01
-1.07964169e-01 -7.23611303e-02 -1.59845278e-01 -3.15978540e-01
-1.43210727e-01 1.15560646e-01 -4.36482049e-01 -8.37833340e-01
-3.88958051e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58361048e-01 -1.16788214e-01 1.64581002e-01 -2.72534946e-01
-1.29647736e-01 1.13366727e-01 -1.22590612e-01 1.77909068e-02
-8.07312001e-02 7.48943626e-02 -1.67951841e-01 -3.56004855e-01
1.09645612e-02]
[ -8.22636604e-02 -2.64673597e-01 -1.78168808e-01 -2.96393368e-01
-4.79756738e-01 -8.49086561e-02 -2.98804255e-02 1.98908577e-02
-5.17004282e-02 3.25745719e-02 -2.07679751e-01 -3.22278868e-01
-2.48715876e-01]
[ -7.40587401e-02 -1.04923567e-02 -2.37203384e-01 -2.45783341e-01
1.30881499e-01 -1.63311947e-01 -1.71783564e-01 6.50584451e-02
-7.33635556e-03 3.10507111e-02 -1.69720470e-01 5.79999389e-02
-5.19368783e-02]
[ 3.15735904e-02 -1.62979242e-01 -1.50121909e-01 -6.68920625e-02
-1.20450202e-01 -1.07212925e-01 9.59343382e-02 -1.52865548e-01
-2.30851288e-02 -5.82128246e-03 -1.20350917e-02 -1.34994431e-01
4.76394600e-02]
[ -2.87092770e-01 -1.41633147e-01 -7.44980327e-02 -9.91081958e-02
-3.03506827e-01 -2.73618405e-01 -3.69941665e-01 4.34166803e-02
-3.11206279e-01 -2.17583882e-01 1.76948284e-01 -3.00771775e-02
2.46476716e-01]
[ -2.20148337e-01 -1.24787454e-01 -8.72789416e-02 -4.78206405e-02
-8.26080199e-02 -1.16739527e-01 -6.49690371e-02 3.51700618e-02
-1.27386617e-01 -3.16088835e-02 3.29454008e-02 -1.14225009e-01
-2.56290034e-02]
[ -1.58560700e-01 -6.99612837e-02 -2.24586101e-01 -3.23532024e-01
-1.56220346e-01 -2.00569306e-01 -2.67472937e-01 -7.16531789e-02
1.73263440e-01 -1.68476365e-01 -3.60028389e-01 -2.97793981e-01
-1.67597594e-01]
[ -3.70249041e-01 -6.39733571e-02 -1.48989603e-01 -1.38840790e-01
-4.94514260e-02 -3.12011586e-01 3.45168469e-02 -7.41672496e-02
-1.22803157e-01 7.47062747e-02 1.75818556e-02 -1.83621396e-01
-2.44227083e-01]
[ -1.67882601e-01 -1.49461551e-01 -4.81588700e-02 -1.48737401e-01
-1.32851376e-01 -2.94107265e-01 -2.49054472e-02 -1.27121599e-01
-2.34075344e-01 3.58931556e-02 2.15614010e-01 -1.20196531e-02
-1.66396710e-01]
[ -1.38255177e-01 -1.70629557e-01 -1.15323228e-01 -2.55551366e-01
9.71752391e-02 -1.87378453e-02 -2.20911690e-01 -1.74390418e-01
8.59555750e-02 -1.16805085e-01 -1.13595256e-01 -4.46226352e-02
-3.69373944e-01]
[ -4.39770996e-02 -3.27836859e-02 -1.48415415e-01 -5.06070258e-02
-2.28614891e-01 6.29832850e-02 -7.94062043e-02 -4.66737494e-02
-2.29222132e-01 -8.70771699e-02 -8.29030732e-02 -3.38344458e-01
-1.83615951e-01]
[ -7.14988871e-02 2.58267414e-02 -1.28053566e-01 -3.13489765e-01
1.21071599e-01 2.08781548e-02 -2.15988446e-01 -1.60796061e-01
1.21948772e-01 -6.30180078e-02 -2.79110486e-01 -2.52139975e-01
-2.89935921e-01]
[ 8.22642584e-02 -3.12930069e-01 -8.16945754e-02 -4.45071920e-01
-2.25136914e-01 -8.84279409e-02 7.15898239e-02 1.09332826e-01
-1.86736394e-03 3.06243640e-01 -5.18320432e-01 -7.44609028e-01
4.24041521e-01]
[ -2.19532719e-01 -2.49893099e-01 -1.28923861e-01 -3.04914070e-01
-3.04759076e-01 -9.24134476e-02 2.08356319e-01 4.60172072e-02
2.98242016e-01 4.68343194e-02 -4.04659280e-01 -9.54985731e-01
6.28277455e-01]
[ -1.01505258e-02 -1.92196717e-01 2.47997898e-02 -3.11347936e-01
-1.75055063e-01 1.66888844e-01 2.10147441e-01 2.70033860e-01
-1.73969152e-02 2.50925713e-01 -2.25409350e-01 -1.02220446e+00
7.31779647e-01]
[ 5.32066669e-03 -4.89115901e-02 -1.21760120e-01 -1.27234968e-01
-1.81915626e-01 -4.56756594e-02 3.00666408e-01 1.75704836e-01
2.61854970e-01 3.83935294e-01 -4.77310903e-01 -9.05275283e-01
7.39895775e-01]
[ -8.00395334e-02 -2.82798284e-01 6.14760689e-02 -3.68984900e-01
-1.51612114e-01 1.17926828e-01 3.72225116e-01 1.45362648e-01
-5.75711568e-02 1.77572347e-01 -5.60116588e-01 -9.30925646e-01
8.57746450e-01]
[ 1.22281984e-01 -9.06551163e-02 1.75487265e-02 -1.72395112e-01
-8.30009985e-02 -1.73844535e-02 2.45944260e-01 3.67735537e-01
4.08700824e-01 2.68101572e-01 -5.45371308e-01 -8.14980590e-01
5.38326203e-01]
[ -7.74305302e-03 -1.33277039e-01 2.02223611e-02 1.56511575e-02
-8.74821984e-02 -2.83746741e-01 3.97372140e-02 3.21078647e-01
-1.72276138e-02 9.18680556e-02 -2.50310537e-01 -7.05564706e-01
2.58659204e-01]
[ 8.10774547e-02 1.09962371e-01 3.37069133e-03 1.06252973e-01
-8.90999721e-02 -5.92275450e-02 -1.90227288e-01 -1.57311563e-01
-2.68562787e-01 -1.34176553e-01 -1.46717931e-01 2.71260524e-01
-2.07648025e-01]
[ 3.98857267e-02 -9.17350349e-02 1.41022844e-01 2.46207892e-01
2.54014723e-01 8.83440935e-03 -4.01461750e-01 -3.61116254e-01
-9.14717181e-02 -5.35260228e-01 1.97151243e-01 1.05968392e+00
-5.23815006e-01]
[ 3.38044577e-02 7.85367026e-02 -2.11839088e-01 5.83114556e-02
3.15076876e-02 -8.91843689e-04 -1.68382661e-01 -3.30748068e-01
-2.84603870e-01 -1.95159905e-01 -4.65654133e-02 -5.55646773e-02
-1.87771915e-01]
[ -5.84019424e-02 -2.09951039e-01 6.14730846e-02 9.38792606e-02
-1.29728580e-01 -1.34708556e-01 1.07303322e-02 -3.74888946e-02
5.89240764e-02 -3.89259142e-01 -3.04001292e-01 -2.02149702e-01
-4.63745392e-03]
[ 1.26843756e-02 -2.71055266e-01 5.73952411e-02 -2.44926463e-01
-1.91233262e-01 -2.31533306e-01 -2.71640627e-01 2.98642739e-02
-1.87679009e-02 8.89333447e-02 -1.65999382e-01 1.72190113e-01
-5.81612401e-02]
[ 1.70819984e-01 5.21105592e-02 -1.04378782e-01 -2.33139965e-01
-5.90151315e-02 -1.01894978e-01 -1.84527460e-01 1.59599738e-02
-1.89195867e-01 -2.39949677e-01 -1.89490516e-01 2.62761704e-01
-9.22044658e-02]
[ -1.73968818e-01 -1.80095480e-01 -1.12610020e-01 -2.12945492e-01
-4.93207334e-02 2.64882108e-02 -1.96222206e-01 -2.22761038e-01
-1.46132035e-01 -3.43258219e-02 -2.05370453e-01 1.99500857e-01
-2.23780825e-01]
[ -3.49637592e-02 -2.10757860e-01 -1.60155166e-01 -2.24978896e-01
-5.22068582e-02 4.39641571e-02 -4.24986632e-02 -3.86612294e-02
-2.22041880e-01 -2.82364765e-01 -4.99566561e-02 -1.95890982e-02
-4.76026979e-02]
[ 1.11083972e-01 8.46036978e-02 -1.25122228e-02 -1.59986649e-01
-3.21057850e-01 7.42527592e-03 -1.82975449e-01 -3.03109258e-01
-3.30497550e-01 3.17435935e-03 -8.06653409e-02 1.64489407e-01
-1.24364162e-01]
[ -6.37484020e-02 -8.40774537e-03 -2.84913001e-01 -4.25819106e-03
7.09106615e-02 1.55366167e-01 -2.39915670e-01 -1.91129852e-01
-5.61069717e-02 -7.26126138e-02 1.85067869e-01 5.89620093e-01
-1.04406226e-01]
[ 1.09904136e-01 3.49875310e-01 -2.02860086e-01 6.89925763e-01
1.21124171e-01 -1.57868959e-03 -2.54205553e-01 -4.01300937e-01
-2.57462289e-01 -3.84138286e-01 7.27791968e-01 9.79976021e-01
-9.30554243e-01]
[ -2.71899132e-02 1.85164428e-01 4.58776518e-02 2.46744571e-01
5.12925903e-03 -6.91829201e-02 -3.02068464e-01 -3.80927032e-01
-2.91453886e-01 -2.82274546e-01 5.14470031e-01 9.85198563e-01
-8.66182286e-01]
[ -4.81839456e-02 -1.27302946e-01 -1.56022358e-01 3.04462315e-01
-1.70440902e-01 2.33316609e-01 -9.40990064e-02 -2.31977911e-01
-2.53690219e-01 -4.48037867e-01 2.04373645e-01 5.21266636e-01
-4.38033756e-01]
[ 7.89631240e-02 -3.81663496e-01 -5.17729125e-02 -1.67684231e-02
-1.11715283e-01 1.99866432e-01 6.97441795e-02 1.61858513e-01
-1.75817652e-01 -3.76124436e-02 -6.14915901e-02 3.34429836e-01
-2.38098946e-01]
[ 2.04204014e-01 -2.92896716e-01 -1.20820927e-01 -8.47219439e-02
-2.10855859e-01 1.21965197e-01 1.79636994e-02 -1.42056173e-01
-5.66369316e-02 -9.16924743e-02 -1.40882462e-01 -1.69106446e-01
-1.28738051e-01]
[ -1.35465331e-01 -7.89528779e-02 3.74672460e-02 -2.47051135e-01
-5.64107364e-02 -1.41241906e-01 3.73116405e-02 -1.92240954e-02
-8.97325945e-02 -1.32496241e-02 -3.05488169e-01 -4.17000290e-01
-6.63123626e-02]
[ -1.40608114e-01 -1.37394389e-01 -6.79051666e-02 -2.67222792e-01
-3.46803829e-01 -2.88451247e-01 1.55168434e-01 1.32991026e-01
1.69298255e-02 1.10708485e-01 -2.43507059e-01 -7.73898674e-01
1.75562504e-02]
[ -1.60528974e-01 -2.41511815e-01 -2.99308931e-01 -5.04875805e-01
-2.87509310e-01 -2.09597275e-01 -3.13775075e-01 5.22399348e-02
-2.85737392e-02 -4.30045316e-01 -4.35254312e-01 -4.50305090e-01
-5.83578943e-01]
[ -1.15087226e-01 1.26671878e-01 1.81979750e-02 4.74889659e-02
-2.07890536e-01 -1.71610249e-01 -1.24196126e-01 1.40835021e-02
-1.17370369e-01 -1.63970579e-01 -1.54468923e-01 -2.98643227e-01
-4.45825333e-02]
[ -3.53927196e-01 -1.20422318e-01 -2.71321940e-01 1.86185039e-01
-2.02745743e-01 -2.28771664e-01 -7.21960539e-02 -1.18200280e-01
3.98240377e-02 -5.74714186e-04 6.84034643e-02 -3.06911548e-01
4.39901558e-02]
[ -1.28779215e-01 -3.92543669e-02 -2.54546898e-01 7.47671907e-02
-2.21888624e-01 -2.78585527e-01 -3.62320985e-01 -2.21500591e-02
1.69621485e-02 -1.54800632e-01 -2.39107064e-01 -2.93319241e-01
-9.96061582e-03]
[ -2.24996145e-01 -5.31413928e-01 -3.36991517e-01 -2.43010488e-01
-3.23443297e-01 -2.29095422e-01 -3.47798256e-02 -2.69483855e-01
6.62875918e-02 -2.34689644e-01 -1.18931346e-01 -1.75952566e-01
-8.56822249e-02]
[ -2.17267357e-01 -2.96592134e-01 -3.18905312e-01 -1.21950493e-01
-9.19278680e-02 -1.49391491e-01 -7.53894134e-02 2.18196778e-03
-1.92645311e-01 -5.13716367e-01 -2.43851856e-01 -1.75137206e-01
2.08864776e-02]
[ -1.12760915e-01 -5.88742213e-03 -2.38467787e-01 -5.95970151e-01
-2.57418923e-01 -2.59064055e-01 2.17754402e-03 -3.78377981e-01
1.04167563e-01 -9.86349524e-02 -4.51289131e-01 -2.34240596e-01
-5.05494809e-01]]
Progress: 18.2% ... Training loss: 0.253 ... Validation loss: 0.421[[-0.14967677]
[ 0.22360233]
[-0.17003381]
[ 0.8807933 ]
[ 0.23983843]
[-0.05430886]
[-0.87070072]
[-0.97493056]
[-0.68385893]
[-0.98910511]
[ 1.12456083]
[ 2.80660005]
[-1.87575437]]
[[ -5.32626804e-01 -5.01484382e-01 -5.82744294e-01 -1.23668774e-01
-3.04817925e-01 -5.91522060e-01 -1.94952732e-01 -2.60498438e-01
-4.23855057e-01 -3.67554860e-01 1.23203174e-01 6.53386255e-01
1.04144356e-01]
[ 4.85323297e-03 -1.35950009e-01 4.91048354e-02 -3.91986048e-02
-4.02359223e-02 5.83576842e-02 -1.25941428e-01 2.08455233e-01
-1.37896593e-01 -1.83683620e-01 -5.96486951e-02 -7.11288712e-02
7.31604553e-02]
[ -2.22074842e-01 1.34021901e-01 -2.01758490e-02 1.37784465e-01
8.27077843e-02 -1.20324668e-01 1.11959196e-01 -7.66359848e-02
2.96440460e-01 -1.86108542e-01 1.94385948e-01 7.13939988e-01
7.82046486e-01]
[ 1.93647266e-01 -2.37522252e-01 -2.83408557e-01 1.10533614e-02
-2.83333961e-01 2.40702565e-03 6.77280972e-02 -5.02880672e-01
1.32377003e-01 -3.34007281e-01 -1.90414255e-01 -3.30474221e-01
-1.98323365e-01]
[ 1.12983281e-01 1.60091596e-02 1.07003962e-01 -3.81481061e-02
-1.58948364e-02 7.07365368e-02 -1.09491146e-01 -4.26194319e-02
5.61130716e-02 1.68942278e-01 1.26860726e-01 -1.14754712e-01
-1.47299461e-01]
[ -4.81416664e-01 -6.00220200e-01 -6.01961758e-01 -6.01134851e-01
-5.84416445e-01 -5.63769163e-01 -3.03080149e-01 -1.56006091e-01
-4.34477319e-01 -2.33703184e-01 -5.01889208e-01 -7.12785941e-01
-4.96185177e-01]
[ -4.17435217e-01 -5.83916057e-01 -3.22062065e-01 -3.73633957e-01
-4.11815049e-01 -5.61273560e-01 -4.17965446e-01 -4.53626470e-01
-2.87987035e-01 -1.48951566e-01 -4.38949835e-01 -3.26952666e-01
-3.10254855e-01]
[ -3.29120736e-01 -3.46233890e-01 -4.74388786e-01 -1.86283934e-01
-3.16282453e-01 -4.17191849e-01 -2.62070530e-01 -2.11960087e-01
-2.77684537e-01 -4.84668257e-01 -2.33412753e-01 -5.31342026e-01
-3.29407029e-01]
[ -4.70834302e-01 -3.51997459e-01 -3.77432280e-01 -1.80958433e-01
-3.40279945e-01 -2.15697220e-01 -8.66967494e-02 -4.25352166e-01
-2.66157071e-01 -4.43572527e-01 -1.64183621e-01 -2.61834479e-01
-1.84868862e-01]
[ -9.53527750e-01 -9.34708582e-01 -9.78734236e-01 -7.29370142e-01
-1.02319045e+00 -9.83206748e-01 -6.01290843e-01 -5.91129285e-01
-7.43610066e-01 -5.54014283e-01 -7.05164076e-01 -5.15663365e-01
-5.91848150e-01]
[ -5.08172441e-01 -2.69649022e-01 -4.67035103e-01 -3.36935077e-01
-3.51304397e-01 -3.58891686e-01 -5.64380721e-01 -5.80411489e-01
-6.37735063e-01 -1.11719418e-01 -4.78635554e-01 -6.44350028e-01
-4.57475614e-01]
[ -1.15508521e-01 1.96932778e-02 -3.36000334e-01 -4.32398059e-01
-1.07990129e-01 -7.23683065e-02 -1.59880932e-01 -3.16000670e-01
-1.43168208e-01 1.15605331e-01 -4.36767885e-01 -8.39471929e-01
-3.88436419e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58349776e-01 -1.16857109e-01 1.64680198e-01 -2.73047299e-01
-1.29747149e-01 1.13382419e-01 -1.22974249e-01 1.87714254e-02
-8.08688198e-02 7.51906728e-02 -1.68572605e-01 -3.55020551e-01
1.08508360e-02]
[ -8.20250609e-02 -2.65064781e-01 -1.77993194e-01 -2.98031959e-01
-4.80107208e-01 -8.48581715e-02 -2.85506542e-02 2.15783037e-02
-5.08070485e-02 3.43275809e-02 -2.09788889e-01 -3.27840311e-01
-2.47855468e-01]
[ -7.37923685e-02 -1.12125426e-02 -2.36817194e-01 -2.48233279e-01
1.30016718e-01 -1.63241087e-01 -1.69624548e-01 6.90033377e-02
-5.84798124e-03 3.51369668e-02 -1.73624203e-01 4.71081757e-02
-4.62118719e-02]
[ 3.18546008e-02 -1.64039964e-01 -1.49539030e-01 -7.14514367e-02
-1.21587034e-01 -1.07131709e-01 9.88190250e-02 -1.47437383e-01
-2.06897043e-02 -7.37204946e-04 -1.93064012e-02 -1.51966356e-01
5.80927564e-02]
[ -2.87161474e-01 -1.41386565e-01 -7.45453616e-02 -9.85315196e-02
-3.03347999e-01 -2.73640411e-01 -3.69752980e-01 4.40394051e-02
-3.11115985e-01 -2.17840763e-01 1.77247760e-01 -3.10122505e-02
2.47485384e-01]
[ -2.19873732e-01 -1.25446846e-01 -8.70070713e-02 -5.13550908e-02
-8.35647951e-02 -1.16663510e-01 -6.19276169e-02 3.86224972e-02
-1.24765655e-01 -3.00972679e-02 2.79297608e-02 -1.27353781e-01
-1.64379088e-02]
[ -1.58474540e-01 -7.06090784e-02 -2.24351680e-01 -3.25700648e-01
-1.56860738e-01 -2.00533077e-01 -2.65768412e-01 -6.87348818e-02
1.75038693e-01 -1.66490220e-01 -3.63848029e-01 -3.07040438e-01
-1.61954568e-01]
[ -3.70118486e-01 -6.44800195e-02 -1.48791608e-01 -1.41603217e-01
-5.00223450e-02 -3.11977291e-01 3.75800852e-02 -7.14347260e-02
-1.20697775e-01 7.69890163e-02 1.27727569e-02 -1.93793172e-01
-2.37956900e-01]
[ -1.67442565e-01 -1.50197639e-01 -4.77204412e-02 -1.51813685e-01
-1.33700885e-01 -2.93998841e-01 -2.10792787e-02 -1.25114942e-01
-2.31498554e-01 3.87396014e-02 2.10863987e-01 -2.81677876e-02
-1.58949548e-01]
[ -1.37958560e-01 -1.71405109e-01 -1.14927517e-01 -2.58753718e-01
9.62938331e-02 -1.86430534e-02 -2.17439667e-01 -1.71306712e-01
8.85814000e-02 -1.13270679e-01 -1.17999182e-01 -5.79883951e-02
-3.61558140e-01]
[ -4.38977740e-02 -3.29795301e-02 -1.48365550e-01 -5.10486702e-02
-2.28831878e-01 6.30090795e-02 -7.91806201e-02 -4.57729968e-02
-2.28809759e-01 -8.65336007e-02 -8.42058393e-02 -3.41371577e-01
-1.84327888e-01]
[ -7.14399431e-02 2.57407569e-02 -1.28014402e-01 -3.13853317e-01
1.20956037e-01 2.08982503e-02 -2.15434389e-01 -1.60137300e-01
1.22175300e-01 -6.25047661e-02 -2.79515851e-01 -2.53380574e-01
-2.89222144e-01]
[ 8.22793466e-02 -3.12945403e-01 -8.16855501e-02 -4.45171788e-01
-2.25153897e-01 -8.84253399e-02 7.17312636e-02 1.09410852e-01
-1.76836851e-03 3.06341137e-01 -5.18438949e-01 -7.44832615e-01
4.24355380e-01]
[ -2.19451882e-01 -2.50063707e-01 -1.28817415e-01 -3.05801459e-01
-3.04929074e-01 -9.23925067e-02 2.09443284e-01 4.72951985e-02
2.98959504e-01 4.81303062e-02 -4.05839378e-01 -9.57482152e-01
6.31135799e-01]
[ -1.01500288e-02 -1.92237625e-01 2.48250846e-02 -3.11579847e-01
-1.75095035e-01 1.66891450e-01 2.10306764e-01 2.70270168e-01
-1.74957584e-02 2.51179451e-01 -2.25773949e-01 -1.02285355e+00
7.32242874e-01]
[ 5.27554694e-03 -4.88490921e-02 -1.21789829e-01 -1.27047778e-01
-1.81871572e-01 -4.56845526e-02 3.00340727e-01 1.75425503e-01
2.61620555e-01 3.83555699e-01 -4.77129514e-01 -9.05057059e-01
7.39407590e-01]
[ -8.00279392e-02 -2.82811518e-01 6.14687693e-02 -3.69036516e-01
-1.51623468e-01 1.17929182e-01 3.72316960e-01 1.45323514e-01
-5.74860963e-02 1.77476813e-01 -5.60088120e-01 -9.30975527e-01
8.57829121e-01]
[ 1.22504193e-01 -9.09944880e-02 1.77184126e-02 -1.74414513e-01
-8.33765743e-02 -1.73371615e-02 2.48803550e-01 3.70115097e-01
4.10852946e-01 2.70300363e-01 -5.47811851e-01 -8.22684161e-01
5.44165127e-01]
[ -7.71700388e-03 -1.33278574e-01 2.02630300e-02 1.52158611e-02
-8.75383601e-02 -2.83744835e-01 4.01160676e-02 3.22042483e-01
-1.69757678e-02 9.25236985e-02 -2.51311850e-01 -7.08729465e-01
2.60520348e-01]
[ 8.11146766e-02 1.10030999e-01 3.43878681e-03 1.07265826e-01
-8.90069341e-02 -5.92126336e-02 -1.90292688e-01 -1.57211597e-01
-2.68736909e-01 -1.33666634e-01 -1.45985117e-01 2.74240266e-01
-2.10379978e-01]
[ 4.02264078e-02 -9.25142459e-02 1.41383589e-01 2.43235835e-01
2.53002150e-01 8.91655840e-03 -3.97774559e-01 -3.57583933e-01
-8.84695093e-02 -5.33247974e-01 1.91451997e-01 1.04380121e+00
-5.18233015e-01]
[ 3.38923363e-02 7.83088068e-02 -2.11763962e-01 5.72410288e-02
3.12631360e-02 -8.71096611e-04 -1.67549533e-01 -3.30150376e-01
-2.84025180e-01 -1.94542142e-01 -4.79145511e-02 -5.94765980e-02
-1.85530269e-01]
[ -5.84010104e-02 -2.10290341e-01 6.15953263e-02 9.21674301e-02
-1.30114059e-01 -1.34702828e-01 1.12147657e-02 -3.64676833e-02
5.96156815e-02 -3.88346435e-01 -3.06178613e-01 -2.08518629e-01
-7.76601149e-04]
[ 1.26822754e-02 -2.71034895e-01 5.74126386e-02 -2.45574613e-01
-1.91322130e-01 -2.31535680e-01 -2.71389579e-01 3.02341788e-02
-1.85758126e-02 8.95672164e-02 -1.67038020e-01 1.69763854e-01
-5.70121188e-02]
[ 1.71156432e-01 5.12323683e-02 -1.03984008e-01 -2.36520896e-01
-5.99572134e-02 -1.01816202e-01 -1.81529035e-01 1.96717671e-02
-1.86581784e-01 -2.36926141e-01 -1.94565955e-01 2.49581409e-01
-8.34594090e-02]
[ -1.73848500e-01 -1.80718924e-01 -1.12327601e-01 -2.15594772e-01
-5.00364761e-02 2.65403064e-02 -1.94259881e-01 -2.20028278e-01
-1.44793486e-01 -3.17489641e-02 -2.09380660e-01 1.90013157e-01
-2.17461566e-01]
[ -3.48211789e-02 -2.11356505e-01 -1.59878522e-01 -2.27487869e-01
-5.29614776e-02 4.40188577e-02 -4.04918101e-02 -3.56830050e-02
-2.20740447e-01 -2.79685929e-01 -5.39273577e-02 -3.01152759e-02
-4.14303163e-02]
[ 1.11230985e-01 8.38518784e-02 -1.22043494e-02 -1.63200669e-01
-3.21822204e-01 7.47242813e-03 -1.80921360e-01 -3.00243555e-01
-3.28626927e-01 5.61128957e-03 -8.53760128e-02 1.54524260e-01
-1.16329811e-01]
[ -6.37332363e-02 -8.59244278e-03 -2.84887509e-01 -5.28382299e-03
7.07187617e-02 1.55368108e-01 -2.39348014e-01 -1.90299009e-01
-5.55232108e-02 -7.19538583e-02 1.83602311e-01 5.87169617e-01
-1.01939806e-01]
[ 1.10131993e-01 3.49778102e-01 -2.02784371e-01 6.90103207e-01
1.21113763e-01 -1.52273742e-03 -2.53544962e-01 -4.01026375e-01
-2.57025962e-01 -3.83790718e-01 7.27625062e-01 9.76223291e-01
-9.33633635e-01]
[ -2.71815240e-02 1.85273771e-01 4.58270207e-02 2.47678355e-01
5.18250118e-03 -6.91792377e-02 -3.02524007e-01 -3.81561491e-01
-2.91699927e-01 -2.82962261e-01 5.16171182e-01 9.87411992e-01
-8.67529598e-01]
[ -4.79812941e-02 -1.27751201e-01 -1.55715653e-01 3.02416949e-01
-1.70986491e-01 2.33385052e-01 -9.23925594e-02 -2.28801276e-01
-2.52463152e-01 -4.45345758e-01 2.00598252e-01 5.13470222e-01
-4.34631987e-01]
[ 7.90564491e-02 -3.81818945e-01 -5.16730498e-02 -1.75405380e-02
-1.11899007e-01 1.99887089e-01 7.04589009e-02 1.62794397e-01
-1.75266300e-01 -3.66870578e-02 -6.23778004e-02 3.31076200e-01
-2.36399117e-01]
[ 2.04178789e-01 -2.92907831e-01 -1.20824323e-01 -8.44219359e-02
-2.10829955e-01 1.21964050e-01 1.76368504e-02 -1.42130131e-01
-5.69390035e-02 -9.20058028e-02 -1.40336005e-01 -1.66762447e-01
-1.29981902e-01]
[ -1.35397891e-01 -7.91124335e-02 3.75936502e-02 -2.48031955e-01
-5.66074206e-02 -1.41226327e-01 3.78998425e-02 -1.83524358e-02
-8.93747238e-02 -1.22162630e-02 -3.06946701e-01 -4.20296946e-01
-6.42376728e-02]
[ -1.40625052e-01 -1.37421172e-01 -6.78807408e-02 -2.67261902e-01
-3.46837666e-01 -2.88447153e-01 1.55174620e-01 1.33499912e-01
1.70071123e-02 1.10804084e-01 -2.43920232e-01 -7.74672233e-01
1.75841733e-02]
[ -1.59529992e-01 -2.43714493e-01 -2.98224870e-01 -5.15524402e-01
-2.89960580e-01 -2.09337138e-01 -3.05857317e-01 6.32679033e-02
-2.22128205e-02 -4.21930403e-01 -4.51330288e-01 -4.85594815e-01
-5.66914737e-01]
[ -1.15115350e-01 1.26251283e-01 1.84681908e-02 4.66168750e-02
-2.08422713e-01 -1.71593179e-01 -1.21949231e-01 1.90326514e-02
-1.16270671e-01 -1.60086937e-01 -1.57461317e-01 -3.09094226e-01
-3.50187433e-02]
[ -3.53564829e-01 -1.21919234e-01 -2.70596419e-01 1.79774000e-01
-2.04409128e-01 -2.28648947e-01 -6.63120109e-02 -1.09803666e-01
4.41330412e-02 7.49566609e-03 5.85022708e-02 -3.32017950e-01
6.08368923e-02]
[ -1.28851030e-01 -3.88151449e-02 -2.54643663e-01 7.70318387e-02
-2.21549359e-01 -2.78595111e-01 -3.63436240e-01 -2.38830623e-02
1.61145347e-02 -1.55770570e-01 -2.36591977e-01 -2.89089814e-01
-1.36229338e-02]
[ -2.24623913e-01 -5.32546784e-01 -3.36470190e-01 -2.47065576e-01
-3.24567954e-01 -2.29003929e-01 -3.12490320e-02 -2.64718585e-01
6.95750319e-02 -2.30762409e-01 -1.25337795e-01 -1.92959218e-01
-7.42820060e-02]
[ -2.17240176e-01 -2.96669703e-01 -3.18863047e-01 -1.22361576e-01
-9.20354766e-02 -1.49377226e-01 -7.50164227e-02 2.76633979e-03
-1.92532421e-01 -5.13352726e-01 -2.44440113e-01 -1.76889405e-01
2.11380851e-02]
[ -1.12326946e-01 -6.59775399e-03 -2.38190408e-01 -5.99969815e-01
-2.58403309e-01 -2.58968261e-01 5.40585546e-03 -3.77951471e-01
1.06918190e-01 -9.78438890e-02 -4.55951874e-01 -2.48568563e-01
-5.02256284e-01]]
Progress: 18.3% ... Training loss: 0.274 ... Validation loss: 0.456[[-0.1315249 ]
[ 0.25518063]
[-0.14778903]
[ 0.92792141]
[ 0.26842392]
[-0.03538553]
[-0.83017207]
[-0.93540503]
[-0.64256922]
[-0.9532381 ]
[ 1.18330787]
[ 2.89656001]
[-1.81655767]]
[[ -5.33557899e-01 -4.99134565e-01 -5.84075708e-01 -1.07991403e-01
-3.02117753e-01 -5.91886139e-01 -2.06806310e-01 -2.75127817e-01
-4.32336426e-01 -3.80195005e-01 1.45420067e-01 7.02659592e-01
6.91657101e-02]
[ 4.85119399e-03 -1.35977889e-01 4.91117288e-02 -3.92727121e-02
-4.02551608e-02 5.83633722e-02 -1.25997839e-01 2.08488279e-01
-1.37979846e-01 -1.83701610e-01 -5.98095462e-02 -7.13677154e-02
7.27579235e-02]
[ -2.24600312e-01 1.39863900e-01 -2.32838054e-02 1.65141711e-01
8.82906478e-02 -1.21197640e-01 8.77983800e-02 -1.02606362e-01
2.75401827e-01 -2.09606562e-01 2.33582587e-01 8.09063702e-01
7.18003780e-01]
[ 1.94819907e-01 -2.40465360e-01 -2.81653275e-01 -2.66925915e-04
-2.86523020e-01 2.83970379e-03 7.81015590e-02 -4.88835828e-01
1.41832710e-01 -3.17619340e-01 -2.08207264e-01 -3.63459572e-01
-1.71343116e-01]
[ 1.12504076e-01 1.78828243e-02 1.05810142e-01 -3.28369644e-02
-1.40812729e-02 7.05133852e-02 -1.13445748e-01 -4.94997741e-02
5.08380577e-02 1.60599617e-01 1.36993701e-01 -9.87267327e-02
-1.59910313e-01]
[ -4.81747089e-01 -5.99622976e-01 -6.02343102e-01 -5.97861228e-01
-5.83682760e-01 -5.63893921e-01 -3.06555388e-01 -1.60961334e-01
-4.36471886e-01 -2.38224317e-01 -4.97496438e-01 -7.00174598e-01
-5.04345709e-01]
[ -4.17732924e-01 -5.83208152e-01 -3.22660082e-01 -3.67380164e-01
-4.10943406e-01 -5.61375627e-01 -4.22546360e-01 -4.59593039e-01
-2.91371829e-01 -1.54459984e-01 -4.30933487e-01 -3.12710478e-01
-3.29087602e-01]
[ -3.30334288e-01 -3.43294360e-01 -4.75912079e-01 -1.73809633e-01
-3.13617027e-01 -4.17606546e-01 -2.74890336e-01 -2.25900321e-01
-2.88589696e-01 -4.96189476e-01 -2.15557247e-01 -4.81815314e-01
-3.64962024e-01]
[ -4.71428305e-01 -3.50739257e-01 -3.78153511e-01 -1.74054853e-01
-3.38984707e-01 -2.15950359e-01 -9.25972850e-02 -4.29401183e-01
-2.70637837e-01 -4.48505665e-01 -1.54684463e-01 -2.41047079e-01
-1.96799359e-01]
[ -9.55877972e-01 -9.29879543e-01 -9.81596182e-01 -7.02664822e-01
-1.01833723e+00 -9.84011684e-01 -6.26527438e-01 -6.16438739e-01
-7.63430973e-01 -5.77475642e-01 -6.68341712e-01 -4.24909182e-01
-6.59946641e-01]
[ -5.08396582e-01 -2.68858726e-01 -4.67462961e-01 -3.34524149e-01
-3.50468694e-01 -3.58998908e-01 -5.66524247e-01 -5.84354937e-01
-6.39233932e-01 -1.15720100e-01 -4.75193468e-01 -6.35185063e-01
-4.64151008e-01]
[ -1.15369845e-01 1.95768039e-02 -3.35934415e-01 -4.32609009e-01
-1.08113058e-01 -7.23508083e-02 -1.59277306e-01 -3.15658830e-01
-1.42613716e-01 1.16583464e-01 -4.37268554e-01 -8.42223433e-01
-3.88141303e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58402757e-01 -1.16820877e-01 1.64644909e-01 -2.72653104e-01
-1.29669873e-01 1.13366600e-01 -1.23567306e-01 1.82376068e-02
-8.11629160e-02 7.47135173e-02 -1.68174618e-01 -3.53398425e-01
9.69307798e-03]
[ -8.20722920e-02 -2.65036006e-01 -1.78085356e-01 -2.97740337e-01
-4.80031135e-01 -8.48834683e-02 -2.94047524e-02 2.02916022e-02
-5.11968115e-02 3.32513880e-02 -2.09149783e-01 -3.26013709e-01
-2.49847499e-01]
[ -7.36842304e-02 -1.11528326e-02 -2.36853479e-01 -2.47391835e-01
1.30111334e-01 -1.63241657e-01 -1.70194358e-01 6.71508549e-02
-5.63694006e-03 3.43220492e-02 -1.73034866e-01 4.77839601e-02
-5.05008666e-02]
[ 3.14480895e-02 -1.63264535e-01 -1.49993039e-01 -6.60819958e-02
-1.20713520e-01 -1.07243620e-01 9.50692934e-02 -1.51680486e-01
-2.36226849e-02 -5.34493510e-03 -1.19610631e-02 -1.37646277e-01
4.71976264e-02]
[ -2.87261209e-01 -1.41264923e-01 -7.46061251e-02 -9.70291071e-02
-3.03221593e-01 -2.73658218e-01 -3.71141519e-01 4.33517498e-02
-3.11956218e-01 -2.18857858e-01 1.79053973e-01 -2.52676306e-02
2.42379100e-01]
[ -2.20051196e-01 -1.25009149e-01 -8.74005946e-02 -4.93671207e-02
-8.30295317e-02 -1.16740915e-01 -6.34640103e-02 3.54867388e-02
-1.26451203e-01 -3.27789003e-02 3.07287329e-02 -1.22124110e-01
-2.17622296e-02]
[ -1.58952871e-01 -6.95593718e-02 -2.24870104e-01 -3.20590931e-01
-1.55822808e-01 -2.00699800e-01 -2.70791824e-01 -7.46701700e-02
1.70276353e-01 -1.70290604e-01 -3.57803916e-01 -2.88431955e-01
-1.76914216e-01]
[ -3.70368967e-01 -6.35768624e-02 -1.49249181e-01 -1.37668691e-01
-4.92007400e-02 -3.12083940e-01 3.42714788e-02 -7.47649729e-02
-1.23292159e-01 7.33352614e-02 1.87310226e-02 -1.80129361e-01
-2.47124808e-01]
[ -1.68029905e-01 -1.49114175e-01 -4.83309239e-02 -1.47754142e-01
-1.32885020e-01 -2.94166252e-01 -2.63670065e-02 -1.29736278e-01
-2.35337393e-01 3.45447250e-02 2.17585905e-01 -8.04297168e-03
-1.71069068e-01]
[ -1.38220721e-01 -1.70778377e-01 -1.15283414e-01 -2.55227713e-01
9.70570634e-02 -1.87702413e-02 -2.20319357e-01 -1.73246278e-01
8.60227923e-02 -1.15697534e-01 -1.12575240e-01 -4.75992856e-02
-3.67941274e-01]
[ -4.39600676e-02 -3.28546417e-02 -1.48416653e-01 -5.01913920e-02
-2.28766508e-01 6.29888409e-02 -7.99027398e-02 -4.60228522e-02
-2.29267281e-01 -8.72425764e-02 -8.34919136e-02 -3.40051894e-01
-1.86222602e-01]
[ -7.15592400e-02 2.59961854e-02 -1.28172776e-01 -3.12822173e-01
1.21234880e-01 2.08406086e-02 -2.16297699e-01 -1.61232549e-01
1.21553287e-01 -6.35291044e-02 -2.78191184e-01 -2.49737717e-01
-2.90411471e-01]
[ 8.23206978e-02 -3.12959442e-01 -8.16645595e-02 -4.45297493e-01
-2.25184083e-01 -8.84139833e-02 7.20128250e-02 1.09815148e-01
-1.58365627e-03 3.06744789e-01 -5.18497099e-01 -7.45269178e-01
4.24826512e-01]
[ -2.19518474e-01 -2.49952280e-01 -1.28874649e-01 -3.05397476e-01
-3.04838817e-01 -9.24156830e-02 2.08603276e-01 4.68528527e-02
2.98299123e-01 4.75819839e-02 -4.05359950e-01 -9.56501604e-01
6.29465301e-01]
[ -1.01779323e-02 -1.92206930e-01 2.47908992e-02 -3.11471268e-01
-1.75069646e-01 1.66879909e-01 2.10104968e-01 2.69978570e-01
-1.75980456e-02 2.50883987e-01 -2.25633142e-01 -1.02279034e+00
7.31901980e-01]
[ 5.17132813e-03 -4.86483707e-02 -1.21890923e-01 -1.26348566e-01
-1.81699677e-01 -4.57176341e-02 2.99222592e-01 1.74323275e-01
2.60729885e-01 3.82453557e-01 -4.76369400e-01 -9.02569241e-01
7.36699572e-01]
[ -8.01020625e-02 -2.82699399e-01 6.13884238e-02 -3.68742685e-01
-1.51496766e-01 1.17903076e-01 3.71968530e-01 1.44735420e-01
-5.78239686e-02 1.76888682e-01 -5.59978968e-01 -9.30827063e-01
8.56769185e-01]
[ 1.22477998e-01 -9.09599909e-02 1.76997772e-02 -1.74317161e-01
-8.33400318e-02 -1.73431571e-02 2.48734010e-01 3.69925996e-01
4.10732199e-01 2.70057773e-01 -5.47746927e-01 -8.22592102e-01
5.43735905e-01]
[ -7.77405944e-03 -1.33204303e-01 2.01889792e-02 1.57107291e-02
-8.74541116e-02 -2.83758905e-01 3.98044398e-02 3.21350185e-01
-1.72708341e-02 9.18432717e-02 -2.50821306e-01 -7.08062368e-01
2.59402513e-01]
[ 8.06793383e-02 1.10517481e-01 3.13260105e-03 1.10987173e-01
-8.85561822e-02 -5.93587703e-02 -1.93489420e-01 -1.59567342e-01
-2.71179532e-01 -1.36025667e-01 -1.42158507e-01 2.83629839e-01
-2.17483183e-01]
[ 4.02118405e-02 -9.25563514e-02 1.41444725e-01 2.43975211e-01
2.52980329e-01 8.92185928e-03 -3.98061230e-01 -3.57082989e-01
-8.85272886e-02 -5.33066294e-01 1.91924830e-01 1.04460310e+00
-5.19894265e-01]
[ 3.39209583e-02 7.82107425e-02 -2.11717841e-01 5.72860040e-02
3.12111698e-02 -8.63426709e-04 -1.67375805e-01 -3.29940051e-01
-2.83634552e-01 -1.94457489e-01 -4.80320018e-02 -6.05629991e-02
-1.84765285e-01]
[ -5.85617945e-02 -2.10027529e-01 6.13575548e-02 9.30440380e-02
-1.29831253e-01 -1.34765686e-01 9.74044055e-03 -3.79929156e-02
5.84002994e-02 -3.90022903e-01 -3.04693593e-01 -2.04246728e-01
-2.86280765e-03]
[ 1.27045884e-02 -2.71007731e-01 5.73426903e-02 -2.45732214e-01
-1.91295023e-01 -2.31531233e-01 -2.71641438e-01 2.97905970e-02
-1.86009042e-02 8.90138154e-02 -1.67007667e-01 1.71912063e-01
-5.79244672e-02]
[ 1.70936966e-01 5.16070599e-02 -1.04196833e-01 -2.35212143e-01
-5.96072607e-02 -1.01878128e-01 -1.83181869e-01 1.76212782e-02
-1.87947530e-01 -2.38216934e-01 -1.92418135e-01 2.56680329e-01
-8.77393860e-02]
[ -1.74010433e-01 -1.80182471e-01 -1.12670227e-01 -2.14284446e-01
-4.94765724e-02 2.64572203e-02 -1.96051972e-01 -2.22854356e-01
-1.46291852e-01 -3.47132272e-02 -2.06361653e-01 1.99249401e-01
-2.22089960e-01]
[ -3.48155065e-02 -2.11410628e-01 -1.59852978e-01 -2.27832727e-01
-5.30579547e-02 4.40242056e-02 -4.00516735e-02 -3.52132788e-02
-2.20482642e-01 -2.79462026e-01 -5.46060421e-02 -3.16352214e-02
-4.02807807e-02]
[ 1.11000644e-01 8.43406172e-02 -1.24917831e-02 -1.61873591e-01
-3.21472507e-01 7.40512510e-03 -1.82834571e-01 -3.02145648e-01
-3.30045960e-01 3.32132070e-03 -8.27857240e-02 1.62351255e-01
-1.20847664e-01]
[ -6.38008357e-02 -8.45244291e-03 -2.84949699e-01 -4.77326087e-03
7.08423137e-02 1.55345151e-01 -2.39992135e-01 -1.90784226e-01
-5.60810032e-02 -7.25114208e-02 1.84501515e-01 5.89819761e-01
-1.03452358e-01]
[ 1.09493646e-01 3.51537591e-01 -2.03587644e-01 7.00958992e-01
1.23120828e-01 -1.77184981e-03 -2.60617374e-01 -4.07972472e-01
-2.63139135e-01 -3.90514934e-01 7.41906860e-01 9.99959637e-01
-9.55109639e-01]
[ -2.71029348e-02 1.85576753e-01 4.56639267e-02 2.49733346e-01
5.34947279e-03 -6.91835515e-02 -3.03711881e-01 -3.83208550e-01
-2.92229997e-01 -2.83438914e-01 5.18981325e-01 9.91348175e-01
-8.72177482e-01]
[ -4.78406216e-02 -1.27925955e-01 -1.55603078e-01 3.01844737e-01
-1.71114053e-01 2.33439834e-01 -9.16830433e-02 -2.28082840e-01
-2.51899151e-01 -4.44627880e-01 1.99835528e-01 5.11818650e-01
-4.34263064e-01]
[ 7.88208758e-02 -3.81439541e-01 -5.19127024e-02 -1.49050967e-02
-1.11437587e-01 1.99797378e-01 6.76542667e-02 1.59722068e-01
-1.77250011e-01 -3.91065842e-02 -5.87580674e-02 3.42353882e-01
-2.43363151e-01]
[ 2.04030448e-01 -2.92684609e-01 -1.21028912e-01 -8.29449756e-02
-2.10573078e-01 1.21910423e-01 1.60385369e-02 -1.44683062e-01
-5.80875787e-02 -9.39217325e-02 -1.38234725e-01 -1.60169054e-01
-1.34425775e-01]
[ -1.35536601e-01 -7.87867930e-02 3.73818637e-02 -2.46883799e-01
-5.62844039e-02 -1.41275170e-01 3.61700647e-02 -2.05031359e-02
-9.08012391e-02 -1.37326262e-02 -3.05055549e-01 -4.13775753e-01
-6.87240512e-02]
[ -1.40570871e-01 -1.37406034e-01 -6.78640709e-02 -2.67264412e-01
-3.46837817e-01 -2.88426874e-01 1.55287574e-01 1.33548339e-01
1.70355630e-02 1.10909664e-01 -2.43759654e-01 -7.72737973e-01
1.63971875e-02]
[ -1.59416632e-01 -2.43717882e-01 -2.98098541e-01 -5.16104377e-01
-2.90047883e-01 -2.09278040e-01 -3.06165425e-01 6.34307051e-02
-2.25185174e-02 -4.21574978e-01 -4.51660785e-01 -4.87098584e-01
-5.71258690e-01]
[ -1.15537889e-01 1.27422586e-01 1.78608296e-02 5.20376121e-02
-2.07425177e-01 -1.71746139e-01 -1.25928908e-01 1.44752847e-02
-1.18861385e-01 -1.64336097e-01 -1.50010049e-01 -2.92617383e-01
-4.49102678e-02]
[ -3.53940482e-01 -1.21339066e-01 -2.70925509e-01 1.84080479e-01
-2.03827594e-01 -2.28788409e-01 -7.05520139e-02 -1.13929927e-01
4.15342875e-02 3.49911840e-03 6.38079349e-02 -3.17180213e-01
5.14625863e-02]
[ -1.29291828e-01 -3.78902136e-02 -2.55202023e-01 8.20776564e-02
-2.20618355e-01 -2.78731105e-01 -3.66371007e-01 -2.86536190e-02
1.29756666e-02 -1.60132329e-01 -2.30514717e-01 -2.75680680e-01
-2.40918368e-02]
[ -2.25385193e-01 -5.31038103e-01 -3.37312906e-01 -2.37375408e-01
-3.22795420e-01 -2.29301761e-01 -3.91420813e-02 -2.71953469e-01
6.33761367e-02 -2.37652761e-01 -1.12163616e-01 -1.63483676e-01
-9.31187199e-02]
[ -2.17553829e-01 -2.96227427e-01 -3.19170973e-01 -1.19260496e-01
-9.14524520e-02 -1.49481695e-01 -7.80777040e-02 -4.10710491e-04
-1.94822742e-01 -5.15441853e-01 -2.40881804e-01 -1.64218322e-01
1.25601495e-02]
[ -1.12562071e-01 -5.71886216e-03 -2.38895170e-01 -5.98048824e-01
-2.57615647e-01 -2.59091304e-01 1.04624725e-03 -3.83159217e-01
1.03276154e-01 -1.03096277e-01 -4.51424277e-01 -2.36767489e-01
-5.15241719e-01]]
Progress: 18.4% ... Training loss: 0.269 ... Validation loss: 0.420[[-0.15447634]
[ 0.2216038 ]
[-0.17383265]
[ 0.88315485]
[ 0.23764584]
[-0.0599552 ]
[-0.87292528]
[-0.98147737]
[-0.68414882]
[-0.992822 ]
[ 1.12254574]
[ 2.80513736]
[-1.88239232]]
[[ -5.32935374e-01 -5.01044923e-01 -5.83124876e-01 -1.18043781e-01
-3.03893760e-01 -5.91730128e-01 -1.97340131e-01 -2.63020978e-01
-4.25864670e-01 -3.70252213e-01 1.29475177e-01 6.64922045e-01
9.59183064e-02]
[ 5.34211931e-03 -1.37028147e-01 4.97073547e-02 -4.62222396e-02
-4.11808236e-02 5.85141130e-02 -1.21028728e-01 2.15657612e-01
-1.35410547e-01 -1.79202161e-01 -6.94199295e-02 -9.61590457e-02
8.35267739e-02]
[ -2.23543884e-01 1.33515399e-01 -2.06922860e-02 1.37556602e-01
8.21219073e-02 -1.20841099e-01 1.08355864e-01 -7.84687010e-02
2.93332344e-01 -1.91258859e-01 1.94732475e-01 7.37165650e-01
7.88056093e-01]
[ 1.94279217e-01 -2.35439285e-01 -2.83948680e-01 2.09069244e-02
-2.81884373e-01 2.55771274e-03 6.57470729e-02 -5.12678012e-01
1.32622718e-01 -3.36945672e-01 -1.75400440e-01 -3.03512103e-01
-2.09273436e-01]
[ 1.13072385e-01 1.66763369e-02 1.06410297e-01 -3.57248795e-02
-1.51873318e-02 7.06352352e-02 -1.15654837e-01 -4.62363749e-02
5.19861669e-02 1.66891419e-01 1.27450019e-01 -1.03557093e-01
-1.61812466e-01]
[ -4.81400219e-01 -6.00312585e-01 -6.02019636e-01 -6.01014081e-01
-5.84252456e-01 -5.63811011e-01 -3.03673727e-01 -1.55943462e-01
-4.34879847e-01 -2.33382920e-01 -5.03458588e-01 -7.13469083e-01
-4.99964754e-01]
[ -4.16859339e-01 -5.85467830e-01 -3.21346176e-01 -3.78763313e-01
-4.13325911e-01 -5.61158140e-01 -4.14142401e-01 -4.50432602e-01
-2.84546546e-01 -1.44647093e-01 -4.46041432e-01 -3.45095563e-01
-3.05252753e-01]
[ -3.29527431e-01 -3.46499022e-01 -4.74636033e-01 -1.86849700e-01
-3.16648214e-01 -4.17351349e-01 -2.62812476e-01 -2.12656899e-01
-2.79094258e-01 -4.85470555e-01 -2.34204539e-01 -5.21054892e-01
-3.31904721e-01]
[ -4.71048484e-01 -3.51156039e-01 -3.77832402e-01 -1.76895223e-01
-3.39610438e-01 -2.15795409e-01 -8.93261642e-02 -4.25789584e-01
-2.68660974e-01 -4.45380315e-01 -1.58935768e-01 -2.50545818e-01
-1.94210199e-01]
[ -9.54112958e-01 -9.35750282e-01 -9.78707993e-01 -7.29627634e-01
-1.02418686e+00 -9.83422906e-01 -6.02960253e-01 -5.87021018e-01
-7.46598953e-01 -5.51658103e-01 -7.08454019e-01 -5.12197342e-01
-6.00349711e-01]
[ -5.08345923e-01 -2.68469927e-01 -4.67607329e-01 -3.33315134e-01
-3.50129927e-01 -3.59010659e-01 -5.66943486e-01 -5.85339032e-01
-6.39300030e-01 -1.16420230e-01 -4.73063930e-01 -6.28535276e-01
-4.67266104e-01]
[ -1.14778385e-01 1.84880126e-02 -3.35443710e-01 -4.37271652e-01
-1.09211317e-01 -7.22172915e-02 -1.55790651e-01 -3.13059126e-01
-1.39490016e-01 1.19964613e-01 -4.43254476e-01 -8.56002948e-01
-3.80760871e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58618500e-01 -1.16543879e-01 1.64430069e-01 -2.71164566e-01
-1.29308015e-01 1.13309173e-01 -1.24708086e-01 1.67200542e-02
-8.20408024e-02 7.30996164e-02 -1.66536534e-01 -3.49382144e-01
7.98519413e-03]
[ -8.16623781e-02 -2.65735396e-01 -1.77684818e-01 -3.01132448e-01
-4.80611833e-01 -8.47818600e-02 -2.66818269e-02 2.48145238e-02
-4.96427340e-02 3.76522992e-02 -2.14549075e-01 -3.37373032e-01
-2.46549683e-01]
[ -7.34205449e-02 -1.17056841e-02 -2.36557624e-01 -2.49764977e-01
1.29441039e-01 -1.63175764e-01 -1.68117583e-01 7.06802080e-02
-3.92879920e-03 3.81465211e-02 -1.77276594e-01 3.70278798e-02
-4.49261484e-02]
[ 3.15152432e-02 -1.63225468e-01 -1.49991168e-01 -6.62183416e-02
-1.20583743e-01 -1.07231384e-01 9.52574927e-02 -1.52922827e-01
-2.39358360e-02 -5.74500482e-03 -1.02233823e-02 -1.31959834e-01
4.43895250e-02]
[ -2.86959655e-01 -1.41872992e-01 -7.42571382e-02 -1.01129288e-01
-3.03806535e-01 -2.73596897e-01 -3.68705996e-01 4.57823481e-02
-3.09896346e-01 -2.16980467e-01 1.73520599e-01 -3.88626713e-02
2.51228744e-01]
[ -2.19505468e-01 -1.26854066e-01 -8.64014569e-02 -5.71503962e-02
-8.51389745e-02 -1.16573444e-01 -5.70857661e-02 4.33392177e-02
-1.20961462e-01 -2.47979885e-02 1.90291676e-02 -1.48061212e-01
-3.05894806e-03]
[ -1.58785748e-01 -7.03009983e-02 -2.24631270e-01 -3.22916075e-01
-1.56520683e-01 -2.00651390e-01 -2.67967263e-01 -7.10523278e-02
1.72697933e-01 -1.68045924e-01 -3.62137041e-01 -2.96362593e-01
-1.68409560e-01]
[ -3.69841006e-01 -6.59154092e-02 -1.48311879e-01 -1.48502612e-01
-5.14403635e-02 -3.11913322e-01 4.35970864e-02 -6.44684043e-02
-1.16635665e-01 8.15781787e-02 4.14838101e-03 -2.13797676e-01
-2.21762519e-01]
[ -1.68224714e-01 -1.48432629e-01 -4.85997795e-02 -1.44209574e-01
-1.32160259e-01 -2.94220205e-01 -2.95307820e-02 -1.32871699e-01
-2.37164230e-01 3.21150664e-02 2.22503737e-01 7.03844868e-03
-1.78985712e-01]
[ -1.38030512e-01 -1.71055733e-01 -1.15085403e-01 -2.56484405e-01
9.66810378e-02 -1.87084016e-02 -2.18278216e-01 -1.71711362e-01
8.74520947e-02 -1.13444873e-01 -1.15167605e-01 -5.40985172e-02
-3.65609495e-01]
[ -4.37433780e-02 -3.31892619e-02 -1.48210889e-01 -5.27425794e-02
-2.29148676e-01 6.30816765e-02 -7.77643291e-02 -4.38019146e-02
-2.28275960e-01 -8.58704751e-02 -8.65255638e-02 -3.47818370e-01
-1.83144093e-01]
[ -7.14315708e-02 2.58252206e-02 -1.28080853e-01 -3.13519718e-01
1.21050437e-01 2.08802996e-02 -2.15489929e-01 -1.60309521e-01
1.22150256e-01 -6.27829624e-02 -2.79037732e-01 -2.51427542e-01
-2.89819268e-01]
[ 8.23552553e-02 -3.13096896e-01 -8.16105191e-02 -4.46025431e-01
-2.25318407e-01 -8.84050230e-02 7.27471427e-02 1.10619798e-01
-1.15121032e-03 3.07379435e-01 -5.19448365e-01 -7.48581047e-01
4.26940006e-01]
[ -2.19466533e-01 -2.50010854e-01 -1.28846353e-01 -3.05961046e-01
-3.04888549e-01 -9.24085882e-02 2.09242183e-01 4.73872368e-02
2.98752097e-01 4.81710162e-02 -4.05916238e-01 -9.57913024e-01
6.31256053e-01]
[ -1.01621906e-02 -1.92246069e-01 2.48113423e-02 -3.11687372e-01
-1.75107796e-01 1.66885517e-01 2.10336323e-01 2.70250452e-01
-1.74635623e-02 2.51148564e-01 -2.25924813e-01 -1.02305279e+00
7.32421409e-01]
[ 5.20610509e-03 -4.87231480e-02 -1.21849922e-01 -1.26634110e-01
-1.81801728e-01 -4.57086697e-02 2.99928864e-01 1.74985728e-01
2.61182237e-01 3.83169699e-01 -4.76863631e-01 -9.05147011e-01
7.38448211e-01]
[ -8.01028171e-02 -2.82724836e-01 6.13789589e-02 -3.68994071e-01
-1.51509234e-01 1.17898290e-01 3.72093172e-01 1.44872648e-01
-5.76041602e-02 1.76807004e-01 -5.60151386e-01 -9.32484980e-01
8.57577698e-01]
[ 1.22518551e-01 -9.09997127e-02 1.77254402e-02 -1.74534888e-01
-8.33937732e-02 -1.73333882e-02 2.49026985e-01 3.70155285e-01
4.10945815e-01 2.70343962e-01 -5.47943660e-01 -8.22862947e-01
5.44294489e-01]
[ -7.77011043e-03 -1.33196397e-01 2.01928455e-02 1.57128989e-02
-8.74780401e-02 -2.83759832e-01 3.98740516e-02 3.21531726e-01
-1.71962307e-02 9.19385941e-02 -2.50805468e-01 -7.08516896e-01
2.59631684e-01]
[ 8.04029573e-02 1.11160606e-01 2.92008523e-03 1.14772457e-01
-8.80011293e-02 -5.94127458e-02 -1.96062058e-01 -1.60968599e-01
-2.72912272e-01 -1.37639186e-01 -1.37760854e-01 2.97128709e-01
-2.24528568e-01]
[ 4.03922807e-02 -9.31061366e-02 1.41817309e-01 2.43202709e-01
2.52411643e-01 8.96300376e-03 -3.97005348e-01 -3.56104567e-01
-8.76246139e-02 -5.31354978e-01 1.90219331e-01 1.03871837e+00
-5.17145145e-01]
[ 3.40477546e-02 7.79247151e-02 -2.11606515e-01 5.60286218e-02
3.09347824e-02 -8.28780684e-04 -1.66381292e-01 -3.29078084e-01
-2.82899014e-01 -1.93431483e-01 -4.94329389e-02 -6.36038486e-02
-1.82411929e-01]
[ -5.86707561e-02 -2.09765719e-01 6.12213911e-02 9.42632998e-02
-1.29573937e-01 -1.34792307e-01 8.34615096e-03 -3.92338332e-02
5.73233301e-02 -3.90921827e-01 -3.02900211e-01 -1.98166201e-01
-5.81914641e-03]
[ 1.28083076e-02 -2.71254799e-01 5.75102362e-02 -2.47204664e-01
-1.91641882e-01 -2.31504426e-01 -2.70393404e-01 3.14136423e-02
-1.75505285e-02 9.06240374e-02 -1.69414732e-01 1.65668343e-01
-5.36500666e-02]
[ 1.70940806e-01 5.13788216e-02 -1.04149750e-01 -2.35883936e-01
-5.96736545e-02 -1.01881164e-01 -1.82966825e-01 1.76362934e-02
-1.87612635e-01 -2.38024937e-01 -1.93583431e-01 2.59805760e-01
-8.62093881e-02]
[ -1.74173481e-01 -1.79660177e-01 -1.12970108e-01 -2.12544187e-01
-4.87954675e-02 2.64038243e-02 -1.98242127e-01 -2.26661736e-01
-1.47763947e-01 -3.74504606e-02 -2.01912337e-01 2.11103272e-01
-2.28816887e-01]
[ -3.46421813e-02 -2.11727052e-01 -1.59700996e-01 -2.29287237e-01
-5.34637953e-02 4.40723153e-02 -3.83933544e-02 -3.36312297e-02
-2.19189343e-01 -2.78014311e-01 -5.69799719e-02 -3.52252989e-02
-3.70593729e-02]
[ 1.11176643e-01 8.32714305e-02 -1.20193932e-02 -1.65520925e-01
-3.22365782e-01 7.46879511e-03 -1.79749890e-01 -2.98028882e-01
-3.27950908e-01 6.81756837e-03 -8.83747939e-02 1.51575984e-01
-1.12494145e-01]
[ -6.35701235e-02 -9.31152635e-03 -2.84590939e-01 -8.67555359e-03
6.98926136e-02 1.55427783e-01 -2.36857586e-01 -1.86767644e-01
-5.34215203e-02 -6.84940380e-02 1.78559409e-01 5.76662598e-01
-9.53157409e-02]
[ 1.09718693e-01 3.50752366e-01 -2.03285670e-01 6.97510579e-01
1.22435253e-01 -1.70915036e-03 -2.58722860e-01 -4.04831354e-01
-2.61407859e-01 -3.88022445e-01 7.36982168e-01 9.90403915e-01
-9.50219565e-01]
[ -2.68223331e-02 1.84974752e-01 4.59984729e-02 2.47055729e-01
4.82202267e-03 -6.91131450e-02 -3.01859555e-01 -3.80552665e-01
-2.90762680e-01 -2.80445671e-01 5.14791863e-01 9.84085739e-01
-8.68918109e-01]
[ -4.73643806e-02 -1.29004123e-01 -1.54958872e-01 2.95376575e-01
-1.72249428e-01 2.33623713e-01 -8.67324941e-02 -2.21695316e-01
-2.48812403e-01 -4.39950083e-01 1.90619645e-01 4.94264891e-01
-4.22885569e-01]
[ 7.89733400e-02 -3.81725391e-01 -5.17653033e-02 -1.62373663e-02
-1.11851582e-01 1.99849192e-01 6.96507248e-02 1.61435557e-01
-1.75945099e-01 -3.74448965e-02 -6.14480275e-02 3.33035040e-01
-2.40942475e-01]
[ 2.04370993e-01 -2.93113079e-01 -1.20796994e-01 -8.55096856e-02
-2.11049870e-01 1.21986541e-01 1.88084760e-02 -1.42329521e-01
-5.62441417e-02 -9.16044392e-02 -1.41625085e-01 -1.69227733e-01
-1.28839199e-01]
[ -1.35308232e-01 -7.94290110e-02 3.76734163e-02 -2.50058284e-01
-5.69836293e-02 -1.41218986e-01 3.92931383e-02 -1.70477833e-02
-8.85042961e-02 -1.13413680e-02 -3.09153749e-01 -4.28478317e-01
-5.99489956e-02]
[ -1.40494212e-01 -1.37659055e-01 -6.77780948e-02 -2.69321637e-01
-3.47080460e-01 -2.88412096e-01 1.57303295e-01 1.35309040e-01
1.84247566e-02 1.12119011e-01 -2.46629465e-01 -7.81623946e-01
2.22918548e-02]
[ -1.59735953e-01 -2.42694140e-01 -2.98601501e-01 -5.11982223e-01
-2.88782157e-01 -2.09360023e-01 -3.09985880e-01 5.70451458e-02
-2.56134136e-02 -4.26257755e-01 -4.43055753e-01 -4.63910422e-01
-5.85668492e-01]
[ -1.14717001e-01 1.25046495e-01 1.90897799e-02 4.03051212e-02
-2.09648068e-01 -1.71557493e-01 -1.17677603e-01 2.66984989e-02
-1.13052464e-01 -1.54223630e-01 -1.67603324e-01 -3.36437194e-01
-2.12448604e-02]
[ -3.53886485e-01 -1.21792126e-01 -2.70715066e-01 1.83562286e-01
-2.04228824e-01 -2.28752584e-01 -6.95390507e-02 -1.11221617e-01
4.20413834e-02 6.52060399e-03 6.21850438e-02 -3.18286116e-01
5.29108381e-02]
[ -1.29256229e-01 -3.84695305e-02 -2.55042798e-01 8.02563323e-02
-2.21115960e-01 -2.78705909e-01 -3.64687804e-01 -2.69544003e-02
1.46419142e-02 -1.58701634e-01 -2.33005444e-01 -2.78715746e-01
-1.65779453e-02]
[ -2.24358947e-01 -5.33417098e-01 -3.36089530e-01 -2.50394935e-01
-3.25453765e-01 -2.28978481e-01 -2.76911368e-02 -2.59714764e-01
7.22848138e-02 -2.26603197e-01 -1.32065085e-01 -2.07954279e-01
-6.46821823e-02]
[ -2.17309538e-01 -2.96743447e-01 -3.18946268e-01 -1.21663566e-01
-9.20367159e-02 -1.49413574e-01 -7.55169188e-02 2.39939062e-03
-1.93156375e-01 -5.13723227e-01 -2.43903881e-01 -1.71509634e-01
1.81379223e-02]
[ -1.12016638e-01 -7.00985380e-03 -2.38204381e-01 -6.03092812e-01
-2.59126156e-01 -2.58939845e-01 6.54210088e-03 -3.77419877e-01
1.07703365e-01 -9.72477791e-02 -4.59367560e-01 -2.54650844e-01
-5.03611512e-01]]
Progress: 18.4% ... Training loss: 0.275 ... Validation loss: 0.451[[-0.1363216 ]
[ 0.24442369]
[-0.15662568]
[ 0.91216651]
[ 0.25899306]
[-0.04161328]
[-0.84354684]
[-0.95087983]
[-0.65465096]
[-0.96520909]
[ 1.14848545]
[ 2.84530425]
[-1.84128242]]
[[ -5.34025993e-01 -4.99195444e-01 -5.84073146e-01 -1.08714628e-01
-3.01994257e-01 -5.92111885e-01 -2.05428632e-01 -2.70365606e-01
-4.31968380e-01 -3.78405627e-01 1.40070375e-01 6.93410128e-01
7.52862717e-02]
[ 5.15438026e-03 -1.36496342e-01 4.94196869e-02 -4.40485565e-02
-4.06645039e-02 5.84165599e-02 -1.22929296e-01 2.12756582e-01
-1.37133647e-01 -1.80844973e-01 -6.67091548e-02 -8.82693105e-02
7.84091512e-02]
[ -2.23877524e-01 1.35343549e-01 -2.13042727e-02 1.45602993e-01
8.36821041e-02 -1.20982238e-01 1.01061455e-01 -8.49541371e-02
2.85796909e-01 -1.93651208e-01 2.06302811e-01 7.75390409e-01
7.55970142e-01]
[ 1.94116332e-01 -2.35869965e-01 -2.83502980e-01 2.43461131e-02
-2.81979458e-01 2.61551046e-03 6.61860291e-02 -5.07813280e-01
1.32550413e-01 -3.32305185e-01 -1.76543495e-01 -3.00258606e-01
-2.07734783e-01]
[ 1.14689647e-01 1.40693089e-02 1.07767564e-01 -4.85342028e-02
-1.78321630e-02 7.11931732e-02 -1.05341660e-01 -3.80212772e-02
6.17309664e-02 1.75799676e-01 1.14295699e-01 -1.47508459e-01
-1.45228212e-01]
[ -4.82149655e-01 -5.99456208e-01 -6.02762207e-01 -5.97110941e-01
-5.83189147e-01 -5.64101435e-01 -3.08982544e-01 -1.63165887e-01
-4.38287275e-01 -2.39969796e-01 -4.98895828e-01 -7.03613143e-01
-5.08191724e-01]
[ -4.17103712e-01 -5.85041754e-01 -3.21596401e-01 -3.76531112e-01
-4.12938412e-01 -5.61233994e-01 -4.15700076e-01 -4.51802517e-01
-2.85833727e-01 -1.46890020e-01 -4.43453197e-01 -3.36721249e-01
-3.10037823e-01]
[ -3.30282041e-01 -3.44757090e-01 -4.75592088e-01 -1.79342421e-01
-3.15010844e-01 -4.17629357e-01 -2.70729258e-01 -2.21481162e-01
-2.85919257e-01 -4.91728911e-01 -2.24656219e-01 -4.92188204e-01
-3.54877597e-01]
[ -4.71647350e-01 -3.50129183e-01 -3.78404944e-01 -1.72409862e-01
-3.38563136e-01 -2.16073068e-01 -9.37065202e-02 -4.28728113e-01
-2.72069619e-01 -4.49454369e-01 -1.54746152e-01 -2.40054085e-01
-2.02571082e-01]
[ -9.55054829e-01 -9.33923432e-01 -9.79877373e-01 -7.22823766e-01
-1.02248614e+00 -9.83844365e-01 -6.11697353e-01 -5.97089224e-01
-7.54192644e-01 -5.60807547e-01 -6.99959906e-01 -4.85840685e-01
-6.20306019e-01]
[ -5.09590625e-01 -2.66355915e-01 -4.68825038e-01 -3.22845959e-01
-3.47841252e-01 -3.59455399e-01 -5.76331378e-01 -5.94328195e-01
-6.45930893e-01 -1.25449381e-01 -4.61403180e-01 -5.98836642e-01
-4.88950851e-01]
[ -1.14939098e-01 1.85983919e-02 -3.35578014e-01 -4.36416713e-01
-1.09065233e-01 -7.22730373e-02 -1.56829288e-01 -3.14356889e-01
-1.40193715e-01 1.18980994e-01 -4.42520409e-01 -8.54469564e-01
-3.83465613e-01]
[ -1.89877743e-02 2.04788839e-01 1.01575634e-01 7.44068333e-02
8.44354623e-02 2.58207623e-02 9.33464622e-02 -9.02404161e-02
-1.63852745e-01 -2.59940266e-01 -2.46191343e-01 2.10769447e-01
1.04060376e-01]
[ -2.58693796e-01 -1.16494712e-01 1.64253204e-01 -2.71113472e-01
-1.29178648e-01 1.13262237e-01 -1.25467706e-01 1.46776619e-02
-8.23069396e-02 7.16243688e-02 -1.66525403e-01 -3.50466299e-01
6.80631420e-03]
[ -8.20155035e-02 -2.65225547e-01 -1.78078326e-01 -2.98841470e-01
-4.80063186e-01 -8.49234875e-02 -2.92565724e-02 2.14574160e-02
-5.12786742e-02 3.42737211e-02 -2.11488442e-01 -3.29992443e-01
-2.50773892e-01]
[ -7.36119882e-02 -1.15333598e-02 -2.36666364e-01 -2.48769149e-01
1.29678604e-01 -1.63229682e-01 -1.69400640e-01 6.92475544e-02
-4.92246208e-03 3.71097413e-02 -1.76324725e-01 3.98421978e-02
-4.69479004e-02]
[ 3.14804927e-02 -1.63198186e-01 -1.49997791e-01 -6.60906786e-02
-1.20587474e-01 -1.07232706e-01 9.53028654e-02 -1.52907421e-01
-2.38669555e-02 -5.95094840e-03 -1.00622140e-02 -1.32136023e-01
4.48208728e-02]
[ -2.86987427e-01 -1.41771391e-01 -7.43279018e-02 -1.00823275e-01
-3.03722591e-01 -2.73616510e-01 -3.68816945e-01 4.55615428e-02
-3.10065190e-01 -2.17486849e-01 1.74104254e-01 -3.74771359e-02
2.50568195e-01]
[ -2.19693065e-01 -1.26517429e-01 -8.65895290e-02 -5.50468177e-02
-8.48000898e-02 -1.16635181e-01 -5.89107839e-02 4.18975920e-02
-1.22404352e-01 -2.64761652e-02 2.11198806e-02 -1.40471288e-01
-8.35864831e-03]
[ -1.59285712e-01 -6.90669073e-02 -2.25217995e-01 -3.17484759e-01
-1.55388244e-01 -2.00862476e-01 -2.73082968e-01 -7.70310194e-02
1.67844164e-01 -1.71901418e-01 -3.55398109e-01 -2.76924067e-01
-1.83781950e-01]
[ -3.69686177e-01 -6.63038659e-02 -1.48157978e-01 -1.49818940e-01
-5.17835895e-02 -3.11845376e-01 4.44010935e-02 -6.37037528e-02
-1.15796219e-01 8.29894575e-02 1.87487493e-03 -2.14965666e-01
-2.20362826e-01]
[ -1.68654939e-01 -1.47357055e-01 -4.90955722e-02 -1.40466182e-01
-1.31232876e-01 -2.94375847e-01 -3.31066209e-02 -1.35644590e-01
-2.39725163e-01 2.84886566e-02 2.26936217e-01 1.42857529e-02
-1.88892411e-01]
[ -1.38261106e-01 -1.70750286e-01 -1.15315649e-01 -2.54258162e-01
9.71380545e-02 -1.88237005e-02 -2.20362519e-01 -1.73345748e-01
8.58269149e-02 -1.14960223e-01 -1.12476771e-01 -4.61284160e-02
-3.69440787e-01]
[ -4.38677641e-02 -3.28897350e-02 -1.48417193e-01 -5.23718177e-02
-2.28906610e-01 6.30244227e-02 -7.86113707e-02 -4.49509571e-02
-2.29114043e-01 -8.77376542e-02 -8.56210691e-02 -3.45679094e-01
-1.84850995e-01]
[ -7.17785332e-02 2.61534191e-02 -1.28292508e-01 -3.11722277e-01
1.21435561e-01 2.07548425e-02 -2.17326662e-01 -1.61415115e-01
1.20699116e-01 -6.42109147e-02 -2.77501206e-01 -2.47376106e-01
-2.91793733e-01]
[ 8.23476371e-02 -3.13036568e-01 -8.16341691e-02 -4.46125790e-01
-2.25273382e-01 -8.84104631e-02 7.26211563e-02 1.10328841e-01
-1.45099881e-03 3.07173954e-01 -5.19472721e-01 -7.47510930e-01
4.26586631e-01]
[ -2.19531297e-01 -2.49912495e-01 -1.28907875e-01 -3.05379744e-01
-3.04788843e-01 -9.24360588e-02 2.08452661e-01 4.65976354e-02
2.98147571e-01 4.75406342e-02 -4.05315507e-01 -9.56938668e-01
6.29609236e-01]
[ -1.01722821e-02 -1.92242427e-01 2.48079043e-02 -3.11671667e-01
-1.75099992e-01 1.66880893e-01 2.10311112e-01 2.70303992e-01
-1.74793868e-02 2.51151022e-01 -2.25938031e-01 -1.02321192e+00
7.32394811e-01]
[ 5.02771644e-03 -4.84000260e-02 -1.22064535e-01 -1.25969660e-01
-1.81555337e-01 -4.57732974e-02 2.98227684e-01 1.72946176e-01
2.59886754e-01 3.81359453e-01 -4.75852637e-01 -9.02796404e-01
7.34962580e-01]
[ -8.01016131e-02 -2.82727608e-01 6.13898244e-02 -3.69156051e-01
-1.51523031e-01 1.17901556e-01 3.72312151e-01 1.45031741e-01
-5.75713205e-02 1.76994823e-01 -5.60438237e-01 -9.32965084e-01
8.58122494e-01]
[ 1.22353362e-01 -9.07831664e-02 1.75852673e-02 -1.73844314e-01
-8.31988483e-02 -1.74037320e-02 2.48155162e-01 3.69246014e-01
4.10252135e-01 2.69244862e-01 -5.47487101e-01 -8.22980742e-01
5.43036208e-01]
[ -7.85081631e-03 -1.33030096e-01 2.00739688e-02 1.66590338e-02
-8.73083452e-02 -2.83793763e-01 3.90558464e-02 3.20534266e-01
-1.75825706e-02 9.09550889e-02 -2.49786603e-01 -7.06972609e-01
2.57827915e-01]
[ 8.01598422e-02 1.11600805e-01 2.70865212e-03 1.17178330e-01
-8.76067980e-02 -5.94915014e-02 -1.97764089e-01 -1.62280286e-01
-2.74349264e-01 -1.38993888e-01 -1.35753726e-01 3.04906286e-01
-2.29869735e-01]
[ 4.00572320e-02 -9.27849695e-02 1.41644525e-01 2.45832859e-01
2.52779578e-01 8.82694285e-03 -3.99097048e-01 -3.57246148e-01
-8.90155178e-02 -5.32938511e-01 1.91282289e-01 1.04303646e+00
-5.19014690e-01]
[ 3.37034356e-02 7.83546652e-02 -2.11827900e-01 5.82734627e-02
3.13914190e-02 -9.43920429e-04 -1.68443973e-01 -3.30626719e-01
-2.84357354e-01 -1.95511172e-01 -4.69467580e-02 -5.74027758e-02
-1.86666132e-01]
[ -5.89950383e-02 -2.09396886e-01 6.09798977e-02 9.59746012e-02
-1.29153880e-01 -1.34886099e-01 6.31963879e-03 -4.11804820e-02
5.57638466e-02 -3.92741242e-01 -3.01041974e-01 -1.93604351e-01
-8.85284828e-03]
[ 1.26831985e-02 -2.70933745e-01 5.73535867e-02 -2.46351090e-01
-1.91337020e-01 -2.31535837e-01 -2.71958837e-01 3.02167826e-02
-1.87570663e-02 8.94343708e-02 -1.67766193e-01 1.71685264e-01
-5.77493774e-02]
[ 1.70796483e-01 5.16451765e-02 -1.04303151e-01 -2.35302814e-01
-5.94225202e-02 -1.01929180e-01 -1.83861383e-01 1.67294815e-02
-1.88313770e-01 -2.39089761e-01 -1.92262746e-01 2.62552645e-01
-8.85416246e-02]
[ -1.74353692e-01 -1.79276431e-01 -1.13270949e-01 -2.11659134e-01
-4.84580856e-02 2.62971037e-02 -1.99605842e-01 -2.28851932e-01
-1.48709752e-01 -3.98508816e-02 -2.00229169e-01 2.14998407e-01
-2.30472560e-01]
[ -3.46450788e-02 -2.11725075e-01 -1.59703237e-01 -2.29270052e-01
-5.34605648e-02 4.40710950e-02 -3.84266583e-02 -3.36612951e-02
-2.19206982e-01 -2.78041266e-01 -5.69467703e-02 -3.51410828e-02
-3.71204307e-02]
[ 1.11176707e-01 8.32730329e-02 -1.20239323e-02 -1.65522664e-01
-3.22364715e-01 7.46851823e-03 -1.79765279e-01 -2.98103785e-01
-3.27942832e-01 6.75497494e-03 -8.83450163e-02 1.51674125e-01
-1.12535526e-01]
[ -6.35641673e-02 -8.94823640e-03 -2.84802830e-01 -6.79053553e-03
7.02665531e-02 1.55398211e-01 -2.37935951e-01 -1.89768779e-01
-5.44931679e-02 -6.95997544e-02 1.81010200e-01 5.84885128e-01
-1.01007738e-01]
[ 1.09838575e-01 3.50576904e-01 -2.03208607e-01 6.97260670e-01
1.22386535e-01 -1.67695661e-03 -2.58186570e-01 -4.04243960e-01
-2.60715811e-01 -3.87054523e-01 7.36132865e-01 9.89895825e-01
-9.50523029e-01]
[ -2.68437223e-02 1.84986601e-01 4.59877002e-02 2.47202323e-01
4.83115299e-03 -6.91203924e-02 -3.01970236e-01 -3.80569761e-01
-2.90794220e-01 -2.80526763e-01 5.14951454e-01 9.84352528e-01
-8.68961473e-01]
[ -4.73383850e-02 -1.28936790e-01 -1.54987678e-01 2.96035462e-01
-1.72166794e-01 2.33637935e-01 -8.72150748e-02 -2.22180439e-01
-2.49607020e-01 -4.40242308e-01 1.92208899e-01 4.96095971e-01
-4.25830451e-01]
[ 7.89182149e-02 -3.81649217e-01 -5.18353331e-02 -1.59388316e-02
-1.11754089e-01 1.99819111e-01 6.94144748e-02 1.60933239e-01
-1.76197107e-01 -3.80378055e-02 -6.09982481e-02 3.33613483e-01
-2.41154574e-01]
[ 2.04256645e-01 -2.92976031e-01 -1.20889999e-01 -8.47382757e-02
-2.10894366e-01 1.21943702e-01 1.78931823e-02 -1.43058304e-01
-5.70559019e-02 -9.22156640e-02 -1.40497874e-01 -1.65977084e-01
-1.31125765e-01]
[ -1.35416167e-01 -7.92518848e-02 3.75132067e-02 -2.49386122e-01
-5.68010394e-02 -1.41263416e-01 3.82126324e-02 -1.81507305e-02
-8.92457029e-02 -1.26339994e-02 -3.08100317e-01 -4.25332585e-01
-6.20850573e-02]
[ -1.40489740e-01 -1.37665580e-01 -6.77856634e-02 -2.69339539e-01
-3.47083937e-01 -2.88411722e-01 1.57375324e-01 1.35365511e-01
1.84789978e-02 1.12084912e-01 -2.46613889e-01 -7.81704633e-01
2.22824436e-02]
[ -1.59862605e-01 -2.42602904e-01 -2.98635016e-01 -5.12546815e-01
-2.88747172e-01 -2.09408166e-01 -3.10680186e-01 5.59763183e-02
-2.62688031e-02 -4.27348010e-01 -4.45214955e-01 -4.68088597e-01
-5.86705678e-01]
[ -1.15496514e-01 1.26568913e-01 1.82614444e-02 4.77127195e-02
-2.08214965e-01 -1.71854815e-01 -1.23624520e-01 2.02079956e-02
-1.17898880e-01 -1.59315162e-01 -1.59150280e-01 -3.12157546e-01
-3.62640674e-02]
[ -3.54209063e-01 -1.21485933e-01 -2.70979439e-01 1.86335045e-01
-2.03759906e-01 -2.28901300e-01 -7.16915956e-02 -1.13156030e-01
4.06153315e-02 4.58284517e-03 6.47749499e-02 -3.11265845e-01
5.12502643e-02]
[ -1.29491895e-01 -3.81739847e-02 -2.55204644e-01 8.22670806e-02
-2.20830827e-01 -2.78780683e-01 -3.66236484e-01 -2.80514733e-02
1.34390001e-02 -1.60016770e-01 -2.31428730e-01 -2.73641554e-01
-2.09949934e-02]
[ -2.24697359e-01 -5.32970948e-01 -3.36369671e-01 -2.47863073e-01
-3.24943585e-01 -2.29120431e-01 -3.00863484e-02 -2.61829075e-01
6.99582538e-02 -2.28758914e-01 -1.28488843e-01 -2.02461432e-01
-7.00014059e-02]
[ -2.17469920e-01 -2.96278910e-01 -3.19193505e-01 -1.20282859e-01
-9.15419085e-02 -1.49482702e-01 -7.66403438e-02 7.97911763e-04
-1.93965630e-01 -5.15661052e-01 -2.41668516e-01 -1.69081128e-01
1.50516282e-02]
[ -1.12400721e-01 -6.08469232e-03 -2.38910329e-01 -6.00503913e-01
-2.58217804e-01 -2.59081756e-01 1.23955614e-03 -3.83468401e-01
1.04041698e-01 -1.02881768e-01 -4.54750699e-01 -2.37179458e-01
-5.17417777e-01]]
Progress: 18.4% ... Training loss: 0.246 ... Validation loss: 0.428[[-0.13756287]
[ 0.25581369]
[-0.14819434]
[ 0.92761275]
[ 0.26923979]
[-0.04143527]
[-0.84333394]
[-0.93554825]
[-0.64836075]
[-0.95103072]
[ 1.17331573]
[ 2.89109819]
[-1.82657344]]
[[ -5.33861347e-01 -4.97966396e-01 -5.84637873e-01 -1.03632141e-01
-3.00689809e-01 -5.92111429e-01 -2.04386775e-01 -2.75572020e-01
-4.32896495e-01 -3.83193397e-01 1.50301245e-01 7.14015189e-01
6.66596814e-02]
[ 5.14145692e-03 -1.36485565e-01 4.94091838e-02 -4.39729244e-02
-4.06464098e-02 5.84135030e-02 -1.23041804e-01 2.12629526e-01
-1.37195388e-01 -1.80945281e-01 -6.66450444e-02 -8.80784394e-02
7.81212907e-02]
[ -2.25421513e-01 1.38690321e-01 -2.28830572e-02 1.61777232e-01
8.64780710e-02 -1.21419742e-01 9.07989330e-02 -9.65003962e-02
2.77344071e-01 -2.04729230e-01 2.26513218e-01 8.07807950e-01
7.31588409e-01]
[ 1.96399746e-01 -2.40076752e-01 -2.81132383e-01 4.61983466e-03
-2.86285094e-01 3.31148987e-03 8.34095512e-02 -4.86384951e-01
1.44684322e-01 -3.09221184e-01 -2.07213945e-01 -3.61581129e-01
-1.70701171e-01]
[ 1.14036261e-01 1.65220073e-02 1.06231419e-01 -3.62132948e-02
-1.47765572e-02 7.09437254e-02 -1.13049726e-01 -5.41403456e-02
5.61787270e-02 1.61088305e-01 1.35057416e-01 -8.74356990e-02
-1.74038184e-01]
[ -4.81923573e-01 -5.99417764e-01 -6.02774909e-01 -5.97890870e-01
-5.83029620e-01 -5.64067532e-01 -3.08163365e-01 -1.64735420e-01
-4.38279986e-01 -2.41570550e-01 -4.97581101e-01 -6.95325947e-01
-5.09318108e-01]
[ -4.17648699e-01 -5.83382519e-01 -3.22590523e-01 -3.68552353e-01
-4.10975178e-01 -5.61397633e-01 -4.19375977e-01 -4.58410014e-01
-2.89878620e-01 -1.53877738e-01 -4.32786759e-01 -3.15143073e-01
-3.25008879e-01]
[ -3.30459472e-01 -3.43882775e-01 -4.75856047e-01 -1.75879828e-01
-3.14526883e-01 -4.17680893e-01 -2.71950303e-01 -2.23930271e-01
-2.87482410e-01 -4.93375613e-01 -2.20288291e-01 -4.83110317e-01
-3.60608510e-01]
[ -4.71279272e-01 -3.50546973e-01 -3.78198240e-01 -1.74724695e-01
-3.39069374e-01 -2.15961758e-01 -9.10975553e-02 -4.28055761e-01
-2.69940387e-01 -4.47513578e-01 -1.56908585e-01 -2.43425929e-01
-2.00099402e-01]
[ -9.55749337e-01 -9.31669651e-01 -9.80986441e-01 -7.12814938e-01
-1.02030650e+00 -9.84081829e-01 -6.16818860e-01 -6.08514330e-01
-7.59260443e-01 -5.70833455e-01 -6.83594259e-01 -4.51305111e-01
-6.38754705e-01]
[ -5.09856390e-01 -2.65402709e-01 -4.69394143e-01 -3.19481903e-01
-3.46907695e-01 -3.59519017e-01 -5.76671452e-01 -5.95768159e-01
-6.47400614e-01 -1.28304643e-01 -4.56975419e-01 -5.84165778e-01
-4.92986925e-01]
[ -1.14262448e-01 1.77916337e-02 -3.35117249e-01 -4.40321436e-01
-1.09871077e-01 -7.20855256e-02 -1.53793336e-01 -3.12342576e-01
-1.37561369e-01 1.22748106e-01 -4.47871308e-01 -8.64810297e-01
-3.81054215e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.58472974e-01 -1.16606974e-01 1.64315981e-01 -2.71968835e-01
-1.29231310e-01 1.13303885e-01 -1.24557540e-01 1.41539280e-02
-8.22040656e-02 7.09964667e-02 -1.66105262e-01 -3.47324112e-01
5.73146099e-03]
[ -8.19060644e-02 -2.65333358e-01 -1.78015489e-01 -2.99260670e-01
-4.80157767e-01 -8.49003666e-02 -2.87183633e-02 2.21418089e-02
-5.09518909e-02 3.51084536e-02 -2.11924560e-01 -3.30183484e-01
-2.50317840e-01]
[ -7.38669129e-02 -1.10139536e-02 -2.37010495e-01 -2.46888905e-01
1.30392190e-01 -1.63295483e-01 -1.70584789e-01 6.58489345e-02
-6.20636733e-03 3.35063084e-02 -1.72907197e-01 5.04723311e-02
-4.99004297e-02]
[ 3.14943138e-02 -1.62860670e-01 -1.50142823e-01 -6.51073982e-02
-1.20357029e-01 -1.07233402e-01 9.50449540e-02 -1.53162796e-01
-2.39041768e-02 -6.44658467e-03 -9.16987648e-03 -1.28300644e-01
4.30373657e-02]
[ -2.86848417e-01 -1.41686643e-01 -7.43730706e-02 -9.99518271e-02
-3.03502651e-01 -2.73596307e-01 -3.68713223e-01 4.42780146e-02
-3.10048117e-01 -2.17514116e-01 1.76120854e-01 -3.99793837e-02
2.48467988e-01]
[ -2.20014520e-01 -1.26040726e-01 -8.69557089e-02 -5.29763524e-02
-8.42519625e-02 -1.16718303e-01 -5.90120311e-02 4.15166192e-02
-1.23437295e-01 -2.88823755e-02 2.29095022e-02 -1.35626802e-01
-9.45815713e-03]
[ -1.59573153e-01 -6.82539768e-02 -2.25455013e-01 -3.12710262e-01
-1.54669326e-01 -2.00945382e-01 -2.75967192e-01 -7.98201232e-02
1.64973421e-01 -1.73511498e-01 -3.50388287e-01 -2.65756509e-01
-1.92913732e-01]
[ -3.69780981e-01 -6.60696640e-02 -1.48272032e-01 -1.48395047e-01
-5.15888458e-02 -3.11876679e-01 4.35384348e-02 -6.44818800e-02
-1.16453525e-01 8.19738258e-02 3.62192562e-03 -2.10762742e-01
-2.22419083e-01]
[ -1.68581891e-01 -1.47164921e-01 -4.91682503e-02 -1.41097359e-01
-1.31238040e-01 -2.94353058e-01 -3.28420563e-02 -1.36890461e-01
-2.39415924e-01 2.79550611e-02 2.27810624e-01 1.69956306e-02
-1.89974577e-01]
[ -1.37883931e-01 -1.71278757e-01 -1.14997188e-01 -2.56583331e-01
9.64889658e-02 -1.86953141e-02 -2.18017340e-01 -1.72226230e-01
8.79183702e-02 -1.12973422e-01 -1.15376196e-01 -5.28126034e-02
-3.66678499e-01]
[ -4.39532911e-02 -3.26453181e-02 -1.48589093e-01 -5.17349824e-02
-2.28635259e-01 6.29824337e-02 -7.89345616e-02 -4.57369344e-02
-2.29537431e-01 -8.82912500e-02 -8.43132222e-02 -3.41419955e-01
-1.86261475e-01]
[ -7.17959534e-02 2.61541088e-02 -1.28304499e-01 -3.11785440e-01
1.21440428e-01 2.07545497e-02 -2.17343924e-01 -1.61731504e-01
1.20685671e-01 -6.44534774e-02 -2.77454358e-01 -2.47218900e-01
-2.91677457e-01]
[ 8.23817352e-02 -3.13081029e-01 -8.16084297e-02 -4.46514471e-01
-2.25330317e-01 -8.84016460e-02 7.31332209e-02 1.10745767e-01
-1.08750614e-03 3.07522648e-01 -5.20002483e-01 -7.49591616e-01
4.28067374e-01]
[ -2.19557202e-01 -2.49827241e-01 -1.28948082e-01 -3.05157711e-01
-3.04725324e-01 -9.24471335e-02 2.08364455e-01 4.65252024e-02
2.98015211e-01 4.73978683e-02 -4.05265681e-01 -9.57216720e-01
6.29788684e-01]
[ -1.02742078e-02 -1.92038702e-01 2.46789906e-02 -3.11425954e-01
-1.74921413e-01 1.66852970e-01 2.09767972e-01 2.69336357e-01
-1.79759136e-02 2.50141250e-01 -2.25551094e-01 -1.02290975e+00
7.31532996e-01]
[ 5.03114768e-03 -4.83762069e-02 -1.22077871e-01 -1.25868509e-01
-1.81526700e-01 -4.57740524e-02 2.98074590e-01 1.72685914e-01
2.59739424e-01 3.81206621e-01 -4.75685484e-01 -9.02351114e-01
7.34648705e-01]
[ -8.01199542e-02 -2.82693967e-01 6.13757682e-02 -3.68977979e-01
-1.51493334e-01 1.17896528e-01 3.72108285e-01 1.44853074e-01
-5.77417826e-02 1.76880658e-01 -5.60324430e-01 -9.32573818e-01
8.57619197e-01]
[ 1.22450227e-01 -9.09638481e-02 1.76685606e-02 -1.74927715e-01
-8.34132316e-02 -1.73803726e-02 2.49548366e-01 3.70778612e-01
4.11298158e-01 2.70212172e-01 -5.48761045e-01 -8.26980540e-01
5.46568354e-01]
[ -7.65249280e-03 -1.33273724e-01 2.02315663e-02 1.53195784e-02
-8.75354577e-02 -2.83752435e-01 4.06707575e-02 3.22322027e-01
-1.64344963e-02 9.26781903e-02 -2.51481172e-01 -7.11109693e-01
2.61293228e-01]
[ 7.99308193e-02 1.12103125e-01 2.45595102e-03 1.19567925e-01
-8.71239581e-02 -5.95580311e-02 -1.99645039e-01 -1.64253007e-01
-2.75744610e-01 -1.41301122e-01 -1.33071437e-01 3.12258586e-01
-2.34203173e-01]
[ 3.96487111e-02 -9.20337945e-02 1.41102439e-01 2.51018166e-01
2.53803140e-01 8.72608109e-03 -4.00925260e-01 -3.60746138e-01
-9.14682279e-02 -5.36785732e-01 1.97887666e-01 1.06304495e+00
-5.27379659e-01]
[ 3.38027280e-02 7.81375935e-02 -2.11724936e-01 5.70860847e-02
3.11367929e-02 -9.13601011e-04 -1.67314141e-01 -3.29447568e-01
-2.83646513e-01 -1.94374892e-01 -4.87027526e-02 -6.13823266e-02
-1.83989811e-01]
[ -5.89047422e-02 -2.09518041e-01 6.10581488e-02 9.53844882e-02
-1.29283024e-01 -1.34859879e-01 6.92602630e-03 -4.06341886e-02
5.62053177e-02 -3.92092854e-01 -3.01606905e-01 -1.94311023e-01
-8.01620507e-03]
[ 1.27153154e-02 -2.71002855e-01 5.74025999e-02 -2.46917334e-01
-1.91441693e-01 -2.31526887e-01 -2.71430370e-01 3.08689819e-02
-1.84133095e-02 8.97713884e-02 -1.68689628e-01 1.69427103e-01
-5.60241381e-02]
[ 1.70635737e-01 5.18392733e-02 -1.04430657e-01 -2.34888156e-01
-5.92367856e-02 -1.01970746e-01 -1.84490410e-01 1.63267149e-02
-1.88978352e-01 -2.39949145e-01 -1.91906178e-01 2.64120537e-01
-8.92201607e-02]
[ -1.74365079e-01 -1.79379320e-01 -1.13243762e-01 -2.12814687e-01
-4.85927392e-02 2.63024374e-02 -1.99105672e-01 -2.28695259e-01
-1.48189425e-01 -4.02190294e-02 -2.01448857e-01 2.14449454e-01
-2.27622532e-01]
[ -3.47449835e-02 -2.11497366e-01 -1.59851049e-01 -2.28673891e-01
-5.32528051e-02 4.40291880e-02 -3.91199227e-02 -3.49468919e-02
-2.19824878e-01 -2.79121826e-01 -5.56038981e-02 -3.23080427e-02
-3.86952966e-02]
[ 1.11049800e-01 8.38535552e-02 -1.23479735e-02 -1.63695408e-01
-3.21844232e-01 7.42829852e-03 -1.81395566e-01 -3.01405673e-01
-3.29019923e-01 4.27893036e-03 -8.38961221e-02 1.62830424e-01
-1.19059207e-01]
[ -6.36716283e-02 -8.62092191e-03 -2.85000026e-01 -5.35003194e-03
7.06921305e-02 1.55349929e-01 -2.39413260e-01 -1.92597242e-01
-5.56130855e-02 -7.21395835e-02 1.84664150e-01 5.92524065e-01
-1.05774494e-01]
[ 1.09758925e-01 3.51359708e-01 -2.03501068e-01 7.02014919e-01
1.23191296e-01 -1.71429205e-03 -2.60326353e-01 -4.08066428e-01
-2.62880240e-01 -3.89844926e-01 7.42729517e-01 9.98915619e-01
-9.60882400e-01]
[ -2.68549264e-02 1.85129889e-01 4.59307146e-02 2.47906176e-01
4.99019814e-03 -6.91211834e-02 -3.02091905e-01 -3.80527482e-01
-2.91122886e-01 -2.81257033e-01 5.15965365e-01 9.86627780e-01
-8.70724693e-01]
[ -4.68859809e-02 -1.29415113e-01 -1.54657505e-01 2.93908322e-01
-1.72731006e-01 2.33771765e-01 -8.54247516e-02 -2.21037379e-01
-2.47831079e-01 -4.37367062e-01 1.88998378e-01 4.89866789e-01
-4.24012108e-01]
[ 7.90493325e-02 -3.81725316e-01 -5.17495437e-02 -1.63403795e-02
-1.11880432e-01 1.99856661e-01 6.99554880e-02 1.60942563e-01
-1.75829296e-01 -3.75179798e-02 -6.14448392e-02 3.32860757e-01
-2.41051983e-01]
[ 2.04293941e-01 -2.93052551e-01 -1.20818821e-01 -8.50261445e-02
-2.11002603e-01 1.21955703e-01 1.85650722e-02 -1.42327382e-01
-5.68291797e-02 -9.13469016e-02 -1.41468437e-01 -1.67778548e-01
-1.29938467e-01]
[ -1.35397255e-01 -7.92826400e-02 3.75310557e-02 -2.49541234e-01
-5.68423846e-02 -1.41257898e-01 3.84354273e-02 -1.78855199e-02
-8.90893945e-02 -1.23760676e-02 -3.08345839e-01 -4.26024624e-01
-6.17173026e-02]
[ -1.40431174e-01 -1.37726353e-01 -6.77414737e-02 -2.69769008e-01
-3.47131983e-01 -2.88392638e-01 1.57784274e-01 1.35542217e-01
1.86740217e-02 1.12526603e-01 -2.47009946e-01 -7.81659579e-01
2.27477252e-02]
[ -1.59887648e-01 -2.41916542e-01 -2.98968691e-01 -5.11174737e-01
-2.88216343e-01 -2.09444828e-01 -3.11753802e-01 5.29179565e-02
-2.71496534e-02 -4.29241772e-01 -4.40748580e-01 -4.54270725e-01
-5.94419094e-01]
[ -1.15472183e-01 1.26904014e-01 1.81019732e-02 4.95647920e-02
-2.07840299e-01 -1.71867392e-01 -1.24305093e-01 1.92602174e-02
-1.18713233e-01 -1.60152465e-01 -1.56240791e-01 -3.04923960e-01
-4.15003546e-02]
[ -3.54439688e-01 -1.20522220e-01 -2.71386840e-01 1.90735923e-01
-2.02898800e-01 -2.28978443e-01 -7.39438294e-02 -1.16557005e-01
3.85647778e-02 1.05891884e-03 7.05047249e-02 -2.99414635e-01
4.39062442e-02]
[ -1.29875943e-01 -3.75785377e-02 -2.55638933e-01 8.60838106e-02
-2.19946912e-01 -2.78868606e-01 -3.68293086e-01 -3.13579219e-02
1.07107741e-02 -1.63514101e-01 -2.26982968e-01 -2.59702773e-01
-2.74696615e-02]
[ -2.24468927e-01 -5.33056483e-01 -3.36299920e-01 -2.48639150e-01
-3.25124973e-01 -2.29040254e-01 -2.77173617e-02 -2.61330440e-01
7.12044715e-02 -2.27486087e-01 -1.29702975e-01 -2.08392121e-01
-6.73539667e-02]
[ -2.17435821e-01 -2.96268734e-01 -3.19185532e-01 -1.20522406e-01
-9.15765746e-02 -1.49477832e-01 -7.60410081e-02 1.02848226e-03
-1.93725622e-01 -5.15573333e-01 -2.41668846e-01 -1.71477376e-01
1.65021877e-02]
[ -1.12176126e-01 -6.43575324e-03 -2.38717292e-01 -6.02583458e-01
-2.58551782e-01 -2.59022458e-01 2.86545651e-03 -3.83437831e-01
1.05557930e-01 -1.02784374e-01 -4.56900977e-01 -2.40122556e-01
-5.14104058e-01]]
Progress: 18.5% ... Training loss: 0.258 ... Validation loss: 0.414[[-0.15478523]
[ 0.23866307]
[-0.16507397]
[ 0.89993359]
[ 0.24785815]
[-0.05590564]
[-0.86878221]
[-0.96051133]
[-0.67823523]
[-0.97317853]
[ 1.138926 ]
[ 2.82816267]
[-1.86941356]]
[[ -5.32695447e-01 -5.00133044e-01 -5.83396699e-01 -1.15717919e-01
-3.03425382e-01 -5.91793126e-01 -1.92298773e-01 -2.63441543e-01
-4.24513799e-01 -3.72552927e-01 1.31804940e-01 6.68057524e-01
9.73990749e-02]
[ 5.33939724e-03 -1.36864854e-01 4.95742953e-02 -4.72377082e-02
-4.11831963e-02 5.84494991e-02 -1.21487301e-01 2.13296616e-01
-1.36036633e-01 -1.80784767e-01 -7.07058445e-02 -9.73682371e-02
8.33390415e-02]
[ -2.24257476e-01 1.34400129e-01 -2.07349435e-02 1.41788431e-01
8.14730124e-02 -1.21002969e-01 1.05214227e-01 -7.79331945e-02
2.89385317e-01 -1.91110693e-01 1.98007899e-01 7.43637559e-01
7.78420993e-01]
[ 1.97438237e-01 -2.40740099e-01 -2.80878401e-01 4.05279544e-03
-2.86560004e-01 3.53508616e-03 8.51997815e-02 -4.87706064e-01
1.46289410e-01 -3.06986895e-01 -2.07831869e-01 -3.63675824e-01
-1.77907286e-01]
[ 1.14827100e-01 1.54346799e-02 1.06860443e-01 -3.98273642e-02
-1.60080005e-02 7.11834003e-02 -1.07939568e-01 -5.15339274e-02
6.10991028e-02 1.68232924e-01 1.28669411e-01 -1.01084377e-01
-1.61786451e-01]
[ -4.81692708e-01 -5.99653063e-01 -6.02680568e-01 -5.98761794e-01
-5.83286204e-01 -5.64006171e-01 -3.06780865e-01 -1.63413644e-01
-4.37140213e-01 -2.39796291e-01 -4.98684670e-01 -6.97700977e-01
-5.08598089e-01]
[ -4.16659842e-01 -5.85402297e-01 -3.21280638e-01 -3.77486911e-01
-4.13279107e-01 -5.61128805e-01 -4.11382222e-01 -4.48527874e-01
-2.83003567e-01 -1.43396836e-01 -4.46285637e-01 -3.61241784e-01
-3.03341049e-01]
[ -3.29710265e-01 -3.45975418e-01 -4.74876931e-01 -1.86492853e-01
-3.17013216e-01 -4.17445360e-01 -2.64040312e-01 -2.14884361e-01
-2.81156383e-01 -4.87322207e-01 -2.35634965e-01 -5.15211634e-01
-3.37830476e-01]
[ -4.71320395e-01 -3.49889461e-01 -3.78451738e-01 -1.73562779e-01
-3.38609487e-01 -2.16006794e-01 -9.10428546e-02 -4.29872160e-01
-2.69834938e-01 -4.48600669e-01 -1.55382005e-01 -2.40247324e-01
-2.00954950e-01]
[ -9.54721597e-01 -9.33669242e-01 -9.79737662e-01 -7.24096036e-01
-1.02283924e+00 -9.83818403e-01 -6.05116260e-01 -5.95362407e-01
-7.50011784e-01 -5.59882061e-01 -7.00660287e-01 -5.02426898e-01
-6.07222135e-01]
[ -5.09301621e-01 -2.66628468e-01 -4.68688263e-01 -3.26147995e-01
-3.48402426e-01 -3.59362706e-01 -5.72594003e-01 -5.91525949e-01
-6.43694623e-01 -1.23635538e-01 -4.66066850e-01 -6.04828631e-01
-4.80885728e-01]
[ -1.13917151e-01 1.73267758e-02 -3.34942064e-01 -4.41630837e-01
-1.10430569e-01 -7.19845774e-02 -1.52232438e-01 -3.11303282e-01
-1.36069717e-01 1.24349080e-01 -4.50136390e-01 -8.70422110e-01
-3.80377648e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.58276124e-01 -1.16868002e-01 1.64461418e-01 -2.72971398e-01
-1.29477161e-01 1.13364297e-01 -1.23305965e-01 1.56006811e-02
-8.13546317e-02 7.27560376e-02 -1.67266663e-01 -3.48715170e-01
7.16924747e-03]
[ -8.20143012e-02 -2.65109531e-01 -1.78151138e-01 -2.98659111e-01
-4.79980350e-01 -8.49359256e-02 -2.94247372e-02 2.11642518e-02
-5.13455186e-02 3.41238112e-02 -2.11275135e-01 -3.29645484e-01
-2.51784050e-01]
[ -7.37364944e-02 -1.11668929e-02 -2.36952775e-01 -2.46973728e-01
1.30313095e-01 -1.63262262e-01 -1.70049706e-01 6.61878201e-02
-5.79240356e-03 3.39827854e-02 -1.72538724e-01 5.08199287e-02
-4.94416945e-02]
[ 3.17999659e-02 -1.63095630e-01 -1.49907006e-01 -6.67401957e-02
-1.20724570e-01 -1.07175651e-01 9.71802753e-02 -1.50724118e-01
-2.21933694e-02 -3.58311269e-03 -1.23184430e-02 -1.39279573e-01
4.83591990e-02]
[ -2.86761261e-01 -1.41927938e-01 -7.41712814e-02 -1.00637894e-01
-3.03777132e-01 -2.73577443e-01 -3.67849650e-01 4.50072635e-02
-3.09053739e-01 -2.16382563e-01 1.73817396e-01 -4.85406304e-02
2.50909509e-01]
[ -2.19294050e-01 -1.28159050e-01 -8.58022436e-02 -6.27769594e-02
-8.67233322e-02 -1.16470748e-01 -5.16231893e-02 5.18686763e-02
-1.17499834e-01 -2.00594875e-02 9.36472022e-03 -1.70510216e-01
1.17501012e-02]
[ -1.59359041e-01 -6.87283867e-02 -2.25252024e-01 -3.14559758e-01
-1.55083600e-01 -2.00888434e-01 -2.74312760e-01 -7.80618770e-02
1.66682036e-01 -1.72051298e-01 -3.52814767e-01 -2.72680490e-01
-1.88256780e-01]
[ -3.69743212e-01 -6.63131044e-02 -1.48146610e-01 -1.49489625e-01
-5.19583048e-02 -3.11853241e-01 4.45785130e-02 -6.29466146e-02
-1.15526703e-01 8.30565875e-02 1.66404235e-03 -2.14282905e-01
-2.19460943e-01]
[ -1.68255869e-01 -1.47769542e-01 -4.88785161e-02 -1.45329599e-01
-1.31960296e-01 -2.94279579e-01 -3.02957204e-02 -1.35450634e-01
-2.37736423e-01 2.86179852e-02 2.22937390e-01 4.81702233e-03
-1.83063270e-01]
[ -1.37442566e-01 -1.71793055e-01 -1.14733821e-01 -2.59076595e-01
9.58146627e-02 -1.85617409e-02 -2.14683078e-01 -1.70073293e-01
9.04239227e-02 -1.09801891e-01 -1.18801555e-01 -5.90825673e-02
-3.61456699e-01]
[ -4.41289196e-02 -3.23390635e-02 -1.48728566e-01 -5.06177830e-02
-2.28400271e-01 6.29267373e-02 -8.00761454e-02 -4.66422935e-02
-2.30298284e-01 -8.92818492e-02 -8.32078081e-02 -3.39348242e-01
-1.88301474e-01]
[ -7.20440985e-02 2.67791338e-02 -1.28575272e-01 -3.09884352e-01
1.22059694e-01 2.06612505e-02 -2.18904520e-01 -1.63607060e-01
1.19559918e-01 -6.66881393e-02 -2.75159047e-01 -2.42865298e-01
-2.94477247e-01]
[ 8.24139581e-02 -3.13104918e-01 -8.15975417e-02 -4.47212201e-01
-2.25402214e-01 -8.83859926e-02 7.37458339e-02 1.10874854e-01
-7.62107761e-04 3.08029202e-01 -5.20799042e-01 -7.51249849e-01
4.29252810e-01]
[ -2.19540908e-01 -2.49868323e-01 -1.28922598e-01 -3.05279323e-01
-3.04760540e-01 -9.24418531e-02 2.08715088e-01 4.67381669e-02
2.98181056e-01 4.77726755e-02 -4.05700812e-01 -9.58371619e-01
6.30455493e-01]
[ -1.01962464e-02 -1.92113031e-01 2.47365011e-02 -3.11958552e-01
-1.75021600e-01 1.66878432e-01 2.10590622e-01 2.69984601e-01
-1.72963231e-02 2.50858608e-01 -2.26563908e-01 -1.02475984e+00
7.33649208e-01]
[ 4.93045405e-03 -4.81847487e-02 -1.22190948e-01 -1.25298678e-01
-1.81378338e-01 -4.58040062e-02 2.97345141e-01 1.71800990e-01
2.59244834e-01 3.80242985e-01 -4.75080604e-01 -9.01592112e-01
7.33003606e-01]
[ -8.02569615e-02 -2.82443373e-01 6.12229140e-02 -3.68134929e-01
-1.51267285e-01 1.17850928e-01 3.70862877e-01 1.43657968e-01
-5.85832457e-02 1.75528528e-01 -5.59322140e-01 -9.30994026e-01
8.54948260e-01]
[ 1.22406613e-01 -9.09213951e-02 1.76480164e-02 -1.74744284e-01
-8.33795384e-02 -1.73885070e-02 2.49419102e-01 3.70596110e-01
4.11160267e-01 2.70056558e-01 -5.48679751e-01 -8.27112552e-01
5.46038159e-01]
[ -7.56733708e-03 -1.33379735e-01 2.03010897e-02 1.45465351e-02
-8.76804639e-02 -2.83736466e-01 4.17114030e-02 3.23524673e-01
-1.58734811e-02 9.36021433e-02 -2.52366698e-01 -7.14365690e-01
2.63480465e-01]
[ 8.00406926e-02 1.12098848e-01 2.56808482e-03 1.19255729e-01
-8.72464996e-02 -5.95405725e-02 -1.99424126e-01 -1.63000037e-01
-2.75174555e-01 -1.40221216e-01 -1.33542797e-01 3.07048499e-01
-2.33786497e-01]
[ 4.02529786e-02 -9.32099375e-02 1.41747691e-01 2.44808719e-01
2.52471133e-01 8.87534035e-03 -3.97039993e-01 -3.57498418e-01
-8.80109885e-02 -5.33810377e-01 1.89613379e-01 1.04193363e+00
-5.16627506e-01]
[ 3.37674267e-02 7.82057194e-02 -2.11783493e-01 5.74415732e-02
3.11963400e-02 -9.29874580e-04 -1.67204069e-01 -3.29843227e-01
-2.83294274e-01 -1.95059848e-01 -4.90593611e-02 -6.46028723e-02
-1.83714863e-01]
[ -5.87880475e-02 -2.09855711e-01 6.12333743e-02 9.37990369e-02
-1.29617547e-01 -1.34825837e-01 8.13922564e-03 -3.90237187e-02
5.71737236e-02 -3.90951401e-01 -3.03303115e-01 -1.99403665e-01
-4.68499172e-03]
[ 1.28894094e-02 -2.71510688e-01 5.77096046e-02 -2.49319545e-01
-1.92043739e-01 -2.31476657e-01 -2.69391126e-01 3.39456434e-02
-1.66963005e-02 9.19783662e-02 -1.71895305e-01 1.59246542e-01
-4.95061695e-02]
[ 1.70848149e-01 5.14731378e-02 -1.04251047e-01 -2.36394882e-01
-5.96261062e-02 -1.01918566e-01 -1.83225318e-01 1.74558028e-02
-1.87755195e-01 -2.38182914e-01 -1.93724614e-01 2.59964488e-01
-8.61691515e-02]
[ -1.74139997e-01 -1.80243776e-01 -1.12754632e-01 -2.16956998e-01
-4.97606690e-02 2.64036157e-02 -1.95869485e-01 -2.24015581e-01
-1.45655877e-01 -3.57933244e-02 -2.08364771e-01 2.00337138e-01
-2.17249643e-01]
[ -3.47599747e-02 -2.11607420e-01 -1.59822213e-01 -2.29991193e-01
-5.34502913e-02 4.40256368e-02 -3.84440935e-02 -3.39645289e-02
-2.19285061e-01 -2.78975257e-01 -5.75085128e-02 -3.49726516e-02
-3.49889134e-02]
[ 1.11232716e-01 8.37367346e-02 -1.23022185e-02 -1.64012490e-01
-3.21932697e-01 7.46408167e-03 -1.80739768e-01 -3.01404721e-01
-3.28444699e-01 5.05055064e-03 -8.42244889e-02 1.63233906e-01
-1.19232641e-01]
[ -6.35632412e-02 -8.64256021e-03 -2.84975027e-01 -5.31496993e-03
7.07176716e-02 1.55378534e-01 -2.39369010e-01 -1.92918970e-01
-5.54794832e-02 -7.18401682e-02 1.85585108e-01 5.94914310e-01
-1.06922053e-01]
[ 1.09668206e-01 3.51608712e-01 -2.03625470e-01 7.03846413e-01
1.23441172e-01 -1.73222173e-03 -2.60862646e-01 -4.09238965e-01
-2.63447278e-01 -3.91434329e-01 7.45413876e-01 1.00409197e+00
-9.62611278e-01]
[ -2.68549264e-02 1.85129889e-01 4.59307146e-02 2.47906176e-01
4.99019814e-03 -6.91211834e-02 -3.02091905e-01 -3.80527482e-01
-2.91122886e-01 -2.81257033e-01 5.15965365e-01 9.86627780e-01
-8.70724693e-01]
[ -4.68255098e-02 -1.29619641e-01 -1.54563856e-01 2.92889450e-01
-1.72944834e-01 2.33794665e-01 -8.46798436e-02 -2.20010408e-01
-2.47383689e-01 -4.36664344e-01 1.87313805e-01 4.86165537e-01
-4.22006488e-01]
[ 7.91610246e-02 -3.81851042e-01 -5.16660715e-02 -1.67394502e-02
-1.12030517e-01 1.99887667e-01 7.07859942e-02 1.61866335e-01
-1.75271687e-01 -3.64651870e-02 -6.21162181e-02 3.30844858e-01
-2.40389296e-01]
[ 2.04329640e-01 -2.93080296e-01 -1.20788863e-01 -8.51413398e-02
-2.11053828e-01 1.21968673e-01 1.87326866e-02 -1.42174853e-01
-5.66523145e-02 -9.10342544e-02 -1.41800260e-01 -1.68061970e-01
-1.29972976e-01]
[ -1.35363609e-01 -7.93750836e-02 3.75987583e-02 -2.49963274e-01
-5.69383763e-02 -1.41251364e-01 3.87897000e-02 -1.71756206e-02
-8.88553800e-02 -1.15839473e-02 -3.09255496e-01 -4.28348631e-01
-6.07349976e-02]
[ -1.40267910e-01 -1.38017416e-01 -6.75883298e-02 -2.70971065e-01
-3.47364256e-01 -2.88355021e-01 1.59495936e-01 1.37142087e-01
1.99432802e-02 1.14297632e-01 -2.49027330e-01 -7.87240968e-01
2.67591240e-02]
[ -1.59204513e-01 -2.42841314e-01 -2.98540186e-01 -5.15713581e-01
-2.89170070e-01 -2.09289203e-01 -3.07469764e-01 5.66070055e-02
-2.38914539e-02 -4.25184196e-01 -4.45541925e-01 -4.71813026e-01
-5.88322205e-01]
[ -1.15290989e-01 1.26491319e-01 1.83532227e-02 4.61366168e-02
-2.08502957e-01 -1.71829645e-01 -1.22276928e-01 2.12977869e-02
-1.16915457e-01 -1.59307350e-01 -1.60892574e-01 -3.17264589e-01
-3.36867708e-02]
[ -3.54422584e-01 -1.20643363e-01 -2.71264507e-01 1.90696473e-01
-2.03121759e-01 -2.28951521e-01 -7.36993380e-02 -1.15995694e-01
3.90432299e-02 1.88798926e-03 7.00217287e-02 -3.00791985e-01
4.58894160e-02]
[ -1.29838887e-01 -3.76692709e-02 -2.55567270e-01 8.54553243e-02
-2.20017097e-01 -2.78868095e-01 -3.67854061e-01 -3.03421286e-02
1.12386474e-02 -1.62866518e-01 -2.28026877e-01 -2.63715273e-01
-2.58337548e-02]
[ -2.24061586e-01 -5.33848036e-01 -3.35846208e-01 -2.52339101e-01
-3.26159931e-01 -2.28897374e-01 -2.35169909e-02 -2.57107765e-01
7.45464891e-02 -2.23173296e-01 -1.36033132e-01 -2.22355951e-01
-5.72006790e-02]
[ -2.17215727e-01 -2.97007928e-01 -3.18744827e-01 -1.24245032e-01
-9.26370707e-02 -1.49395753e-01 -7.30366145e-02 5.43815028e-03
-1.91491261e-01 -5.12352342e-01 -2.47454811e-01 -1.82863512e-01
2.60231912e-02]
[ -1.11794243e-01 -7.04587021e-03 -2.38355617e-01 -6.05782516e-01
-2.59133758e-01 -2.58947537e-01 6.00591947e-03 -3.80940470e-01
1.08365552e-01 -9.94760235e-02 -4.62235363e-01 -2.56896262e-01
-5.06997566e-01]]
Progress: 18.6% ... Training loss: 0.251 ... Validation loss: 0.425[[-0.13368775]
[ 0.27162548]
[-0.14424536]
[ 0.95024167]
[ 0.27842885]
[-0.03490024]
[-0.83593092]
[-0.92852698]
[-0.64312457]
[-0.94733726]
[ 1.19716793]
[ 2.91521729]
[-1.82916851]]
[[ -5.33382275e-01 -4.97397043e-01 -5.84415858e-01 -1.00392361e-01
-3.00668935e-01 -5.92070620e-01 -2.01260681e-01 -2.75074185e-01
-4.31542134e-01 -3.79262191e-01 1.51386903e-01 6.95736492e-01
6.84906095e-02]
[ 5.30043585e-03 -1.36819490e-01 4.95256842e-02 -4.70347463e-02
-4.11318880e-02 5.84334854e-02 -1.21670868e-01 2.12924467e-01
-1.36165336e-01 -1.81118221e-01 -7.03557546e-02 -9.67641950e-02
8.29696496e-02]
[ -2.25046209e-01 1.39148892e-01 -2.22257420e-02 1.65275608e-01
8.55737470e-02 -1.21277598e-01 9.03164226e-02 -9.66398759e-02
2.77338283e-01 -2.00558043e-01 2.27853512e-01 7.94337808e-01
7.22763128e-01]
[ 1.97421490e-01 -2.42458578e-01 -2.80432046e-01 -5.03833472e-03
-2.88447194e-01 3.54022724e-03 8.88528577e-02 -4.78506500e-01
1.49488138e-01 -3.04569652e-01 -2.20690952e-01 -3.76684356e-01
-1.61813193e-01]
[ 1.14525122e-01 1.59726857e-02 1.06390679e-01 -3.63198672e-02
-1.52158685e-02 7.11015168e-02 -1.09364665e-01 -5.65926554e-02
5.93942187e-02 1.64439394e-01 1.33081766e-01 -8.74393718e-02
-1.65808416e-01]
[ -4.81575796e-01 -5.99671184e-01 -6.02594127e-01 -5.98173968e-01
-5.83221907e-01 -5.63978061e-01 -3.06716464e-01 -1.63024413e-01
-4.36892229e-01 -2.39879366e-01 -4.97492119e-01 -6.98355261e-01
-5.09663516e-01]
[ -4.17498368e-01 -5.84378681e-01 -3.21968225e-01 -3.71718636e-01
-4.12148486e-01 -5.61380511e-01 -4.16351207e-01 -4.53569013e-01
-2.87025127e-01 -1.48726689e-01 -4.39691416e-01 -3.45510395e-01
-3.14929828e-01]
[ -3.30762210e-01 -3.42272991e-01 -4.76411858e-01 -1.68995785e-01
-3.13554846e-01 -4.17855742e-01 -2.75742651e-01 -2.29716537e-01
-2.90982037e-01 -4.96680574e-01 -2.14023621e-01 -4.77120140e-01
-3.74930762e-01]
[ -4.72240249e-01 -3.48688202e-01 -3.79227620e-01 -1.68496974e-01
-3.37328429e-01 -2.16338798e-01 -9.58474199e-02 -4.33904073e-01
-2.73801886e-01 -4.53615396e-01 -1.48997432e-01 -2.25475819e-01
-2.05443492e-01]
[ -9.56599617e-01 -9.29234579e-01 -9.81917925e-01 -7.01516573e-01
-1.01833974e+00 -9.84491780e-01 -6.21042091e-01 -6.14812619e-01
-7.63597692e-01 -5.74658220e-01 -6.72213968e-01 -4.46725105e-01
-6.51679074e-01]
[ -5.09974455e-01 -2.65283513e-01 -4.69321916e-01 -3.19823488e-01
-3.47116525e-01 -3.59596902e-01 -5.77023318e-01 -5.94543673e-01
-6.47072217e-01 -1.27737750e-01 -4.58978544e-01 -5.90456104e-01
-4.89988245e-01]
[ -1.14059709e-01 1.74563391e-02 -3.35040103e-01 -4.41615834e-01
-1.10281624e-01 -7.20429858e-02 -1.53288780e-01 -3.12351343e-01
-1.36672392e-01 1.23441430e-01 -4.49888328e-01 -8.72556325e-01
-3.81061226e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.58296047e-01 -1.16918681e-01 1.64500014e-01 -2.72651393e-01
-1.29502540e-01 1.13357810e-01 -1.23506358e-01 1.59112477e-02
-8.13284462e-02 7.27263982e-02 -1.67160327e-01 -3.49204273e-01
7.02685198e-03]
[ -8.19293969e-02 -2.65167868e-01 -1.78080950e-01 -2.99314693e-01
-4.80070543e-01 -8.49120849e-02 -2.90229928e-02 2.21586385e-02
-5.10688253e-02 3.44665277e-02 -2.12085003e-01 -3.32435212e-01
-2.51415522e-01]
[ -7.39676632e-02 -1.06226010e-02 -2.37253950e-01 -2.44449783e-01
1.30969311e-01 -1.63340338e-01 -1.71593332e-01 6.31037659e-02
-7.12630716e-03 3.13392801e-02 -1.68428158e-01 5.72599548e-02
-5.30097154e-02]
[ 3.14897950e-02 -1.62831482e-01 -1.50086773e-01 -6.49245650e-02
-1.20432451e-01 -1.07253596e-01 9.55479662e-02 -1.51994122e-01
-2.36049503e-02 -4.51769976e-03 -1.02935486e-02 -1.32252569e-01
4.48640455e-02]
[ -2.86834678e-01 -1.41934387e-01 -7.41592315e-02 -1.00025868e-01
-3.03765015e-01 -2.73602399e-01 -3.67923451e-01 4.53297935e-02
-3.08972680e-01 -2.16206977e-01 1.73986373e-01 -4.87645423e-02
2.50287031e-01]
[ -2.19657465e-01 -1.27277556e-01 -8.63391482e-02 -5.82122107e-02
-8.57634052e-02 -1.16600885e-01 -5.52549588e-02 4.70511690e-02
-1.20553003e-01 -2.44283148e-02 1.49758624e-02 -1.59565477e-01
5.76635770e-04]
[ -1.59853612e-01 -6.73609320e-02 -2.25806721e-01 -3.07999724e-01
-1.53973972e-01 -2.01049213e-01 -2.79389073e-01 -8.39692655e-02
1.62086967e-01 -1.75465617e-01 -3.44738504e-01 -2.54525531e-01
-2.04211903e-01]
[ -3.70214620e-01 -6.44093548e-02 -1.48916460e-01 -1.40672863e-01
-5.00907187e-02 -3.12048719e-01 3.82344561e-02 -7.03863134e-02
-1.20037857e-01 7.75022272e-02 1.38572522e-02 -1.93369162e-01
-2.37646663e-01]
[ -1.68354600e-01 -1.47674522e-01 -4.89191307e-02 -1.44934729e-01
-1.31858500e-01 -2.94330055e-01 -3.00847118e-02 -1.34687002e-01
-2.37980567e-01 2.94460323e-02 2.21808038e-01 -3.34301185e-04
-1.82051557e-01]
[ -1.37655969e-01 -1.71378311e-01 -1.14899404e-01 -2.58034958e-01
9.61400590e-02 -1.86409583e-02 -2.15775146e-01 -1.70898643e-01
8.97404131e-02 -1.10924205e-01 -1.17320722e-01 -5.50130238e-02
-3.61662981e-01]
[ -4.41422117e-02 -3.23130748e-02 -1.48760612e-01 -5.03396709e-02
-2.28359644e-01 6.29248614e-02 -8.02738692e-02 -4.70086271e-02
-2.30388810e-01 -8.96449859e-02 -8.25952662e-02 -3.37890694e-01
-1.88663558e-01]
[ -7.25329139e-02 2.73068905e-02 -1.29027426e-01 -3.07237569e-01
1.22744201e-01 2.04768568e-02 -2.21136701e-01 -1.65803834e-01
1.17532859e-01 -6.93898212e-02 -2.71821902e-01 -2.35278690e-01
-2.96389799e-01]
[ 8.24307571e-02 -3.13091356e-01 -8.16053169e-02 -4.47354259e-01
-2.25420405e-01 -8.83857078e-02 7.39210746e-02 1.11003079e-01
-6.55114235e-04 3.08225422e-01 -5.20923525e-01 -7.52120699e-01
4.30088584e-01]
[ -2.19729351e-01 -2.49603364e-01 -1.29076634e-01 -3.04480364e-01
-3.04531143e-01 -9.25090318e-02 2.07262334e-01 4.56942334e-02
2.97085202e-01 4.62595237e-02 -4.04684417e-01 -9.57112845e-01
6.28036858e-01]
[ -1.03441422e-02 -1.92033443e-01 2.46926444e-02 -3.12415587e-01
-1.74968158e-01 1.66833090e-01 2.10445450e-01 2.69845729e-01
-1.75921363e-02 2.50692011e-01 -2.27654074e-01 -1.02858063e+00
7.35279978e-01]
[ 4.91751818e-03 -4.82214710e-02 -1.22178860e-01 -1.25308893e-01
-1.81416144e-01 -4.58020074e-02 2.97287331e-01 1.71827405e-01
2.59122261e-01 3.80336379e-01 -4.75348990e-01 -9.02204011e-01
7.32842023e-01]
[ -8.02911044e-02 -2.82390391e-01 6.11747430e-02 -3.68016446e-01
-1.51211727e-01 1.17838083e-01 3.70514597e-01 1.43311929e-01
-5.88050793e-02 1.75105901e-01 -5.59183240e-01 -9.30533152e-01
8.54129303e-01]
[ 1.22219456e-01 -9.06740224e-02 1.75180468e-02 -1.73557673e-01
-8.31536745e-02 -1.74483119e-02 2.48276860e-01 3.69888318e-01
4.10198466e-01 2.68908621e-01 -5.47626621e-01 -8.25857430e-01
5.43306423e-01]
[ -7.63395104e-03 -1.33254883e-01 2.02281069e-02 1.57815866e-02
-8.75261639e-02 -2.83751980e-01 4.09178030e-02 3.22541869e-01
-1.66708320e-02 9.28234893e-02 -2.50872201e-01 -7.10650486e-01
2.60097301e-01]
[ 8.01922914e-02 1.11762066e-01 2.70988988e-03 1.18565713e-01
-8.75270767e-02 -5.95101096e-02 -1.98009519e-01 -1.61452167e-01
-2.74264167e-01 -1.38776263e-01 -1.35697180e-01 2.99720480e-01
-2.31886851e-01]
[ 3.96635003e-02 -9.23133328e-02 1.41060223e-01 2.49907656e-01
2.53701757e-01 8.64670075e-03 -4.00537618e-01 -3.61436014e-01
-9.10896596e-02 -5.37475592e-01 1.96075069e-01 1.05918375e+00
-5.23883491e-01]
[ 3.36207578e-02 7.83896579e-02 -2.11895060e-01 5.85118871e-02
3.14299498e-02 -9.85526296e-04 -1.68343918e-01 -3.30850581e-01
-2.83886258e-01 -1.96286931e-01 -4.77680651e-02 -6.17793261e-02
-1.85866873e-01]
[ -5.87035731e-02 -2.09968226e-01 6.13188655e-02 9.30992461e-02
-1.29756754e-01 -1.34795928e-01 8.90460186e-03 -3.83277690e-02
5.77508113e-02 -3.90332330e-01 -3.04164619e-01 -2.01604491e-01
-3.13924501e-03]
[ 1.28871211e-02 -2.71574185e-01 5.77308016e-02 -2.49972758e-01
-1.92116545e-01 -2.31475443e-01 -2.68924226e-01 3.41820125e-02
-1.64373272e-02 9.21064897e-02 -1.72617281e-01 1.57020829e-01
-4.74143207e-02]
[ 1.70704878e-01 5.15880519e-02 -1.04284804e-01 -2.36233929e-01
-5.94581977e-02 -1.01945260e-01 -1.84207438e-01 1.64541653e-02
-1.88437218e-01 -2.38517988e-01 -1.93146193e-01 2.64117639e-01
-8.87188676e-02]
[ -1.73968685e-01 -1.80491830e-01 -1.12587660e-01 -2.18138515e-01
-5.00931825e-02 2.64677098e-02 -1.94685251e-01 -2.22873724e-01
-1.44633651e-01 -3.41577698e-02 -2.10009912e-01 1.95172281e-01
-2.14378288e-01]
[ -3.47404951e-02 -2.11640585e-01 -1.59799150e-01 -2.30183538e-01
-5.34863944e-02 4.40339225e-02 -3.81950322e-02 -3.35549575e-02
-2.19168012e-01 -2.78609233e-01 -5.79036941e-02 -3.59117902e-02
-3.44718694e-02]
[ 1.11288343e-01 8.36792775e-02 -1.22735376e-02 -1.64599740e-01
-3.22002496e-01 7.47488466e-03 -1.80461586e-01 -3.00990870e-01
-3.28234488e-01 5.39883687e-03 -8.47071762e-02 1.62621384e-01
-1.17488182e-01]
[ -6.36139000e-02 -8.65004520e-03 -2.84960653e-01 -5.44396192e-03
7.07056247e-02 1.55368246e-01 -2.39433445e-01 -1.92494280e-01
-5.55602502e-02 -7.16226761e-02 1.85245578e-01 5.93767151e-01
-1.06173433e-01]
[ 1.08845764e-01 3.54051101e-01 -2.04676681e-01 7.15673196e-01
1.25834079e-01 -2.04856074e-03 -2.68762483e-01 -4.18931415e-01
-2.69211026e-01 -3.99336763e-01 7.61222455e-01 1.03028754e+00
-9.82304950e-01]
[ -2.72831276e-02 1.86885158e-01 4.52524685e-02 2.56073132e-01
6.51640776e-03 -6.92832386e-02 -3.07421841e-01 -3.86568312e-01
-2.95375454e-01 -2.85524145e-01 5.26990071e-01 1.00530840e+00
-8.87315521e-01]
[ -4.69480520e-02 -1.29466954e-01 -1.54693601e-01 2.94453914e-01
-1.72758510e-01 2.33770631e-01 -8.56010737e-02 -2.20945404e-01
-2.48216406e-01 -4.38019873e-01 1.89334032e-01 4.92950071e-01
-4.25779686e-01]
[ 7.89743622e-02 -3.81555486e-01 -5.18434255e-02 -1.53274654e-02
-1.11727460e-01 1.99823136e-01 6.93606205e-02 1.60220660e-01
-1.76555324e-01 -3.79619960e-02 -6.03181117e-02 3.36626053e-01
-2.44059704e-01]
[ 2.04264982e-01 -2.92949089e-01 -1.20849730e-01 -8.43339746e-02
-2.10932246e-01 1.21949622e-01 1.79348632e-02 -1.42934313e-01
-5.73266979e-02 -9.15200603e-02 -1.40745892e-01 -1.64329634e-01
-1.32411098e-01]
[ -1.35360962e-01 -7.93154149e-02 3.75801578e-02 -2.49582350e-01
-5.68838341e-02 -1.41253405e-01 3.87601055e-02 -1.74783484e-02
-8.89792114e-02 -1.16514067e-02 -3.08891550e-01 -4.26791514e-01
-6.18945320e-02]
[ -1.40269202e-01 -1.38028105e-01 -6.75883491e-02 -2.71137444e-01
-3.47366187e-01 -2.88358047e-01 1.59578531e-01 1.37143459e-01
2.00337308e-02 1.14293979e-01 -2.49265467e-01 -7.88027245e-01
2.74283760e-02]
[ -1.59325493e-01 -2.42491793e-01 -2.98749876e-01 -5.15237128e-01
-2.88758065e-01 -2.09319084e-01 -3.08465035e-01 5.46164994e-02
-2.50318536e-02 -4.26865361e-01 -4.43796467e-01 -4.66269633e-01
-5.93380852e-01]
[ -1.16287856e-01 1.29057799e-01 1.72802177e-02 5.81332809e-02
-2.06364664e-01 -1.72176464e-01 -1.29943696e-01 1.35753762e-02
-1.23330780e-01 -1.65110382e-01 -1.45826732e-01 -2.88270586e-01
-5.19256154e-02]
[ -3.54675107e-01 -1.20383130e-01 -2.71416700e-01 1.92215072e-01
-2.02840415e-01 -2.29043858e-01 -7.50905525e-02 -1.16507673e-01
3.81978517e-02 2.75561356e-04 7.07289468e-02 -3.02090352e-01
4.36989800e-02]
[ -1.29981465e-01 -3.72002663e-02 -2.55883485e-01 8.81431711e-02
-2.19544166e-01 -2.78914161e-01 -3.69166752e-01 -3.35035138e-02
9.54796577e-03 -1.64687106e-01 -2.24789523e-01 -2.53529832e-01
-3.24613669e-02]
[ -2.24500998e-01 -5.32786353e-01 -3.36275937e-01 -2.45876523e-01
-3.24960339e-01 -2.29070991e-01 -2.75876474e-02 -2.61747434e-01
7.16804369e-02 -2.26632349e-01 -1.28185938e-01 -2.14289800e-01
-6.56819640e-02]
[ -2.17602007e-01 -2.96140029e-01 -3.19209724e-01 -1.19157461e-01
-9.15352543e-02 -1.49539610e-01 -7.68191625e-02 1.23143311e-03
-1.93969645e-01 -5.15332864e-01 -2.40630569e-01 -1.67020863e-01
1.61143465e-02]
[ -1.12149014e-01 -6.71150924e-03 -2.38621842e-01 -6.05093255e-01
-2.58805393e-01 -2.59080943e-01 3.81358036e-03 -3.82223799e-01
1.06235594e-01 -1.01905260e-01 -4.61879983e-01 -2.56289425e-01
-5.10734930e-01]]
Progress: 18.6% ... Training loss: 0.270 ... Validation loss: 0.421[[-0.14811952]
[ 0.24213029]
[-0.16503142]
[ 0.91349725]
[ 0.25237575]
[-0.05033806]
[-0.87123304]
[-0.97602723]
[-0.67866768]
[-0.98297062]
[ 1.14287274]
[ 2.82815217]
[-1.89690283]]
[[ -5.31891958e-01 -5.01645987e-01 -5.82685472e-01 -1.20562060e-01
-3.04739713e-01 -5.91745930e-01 -1.82078595e-01 -2.52647365e-01
-4.18551530e-01 -3.60845107e-01 1.19984698e-01 6.20216997e-01
1.20925175e-01]
[ 5.38242826e-03 -1.37162352e-01 4.96951729e-02 -4.79556155e-02
-4.13905556e-02 5.84646510e-02 -1.21207119e-01 2.13882696e-01
-1.35828452e-01 -1.80072109e-01 -7.16162594e-02 -9.94268776e-02
8.43727805e-02]
[ -2.23356378e-01 1.32303631e-01 -1.98656706e-02 1.36420291e-01
7.88703937e-02 -1.20794527e-01 1.13588155e-01 -7.11607130e-02
2.96628755e-01 -1.81107744e-01 1.87796490e-01 6.99789892e-01
7.95553554e-01]
[ 1.96092788e-01 -2.37151396e-01 -2.83255304e-01 1.43385003e-02
-2.83430472e-01 3.05291345e-03 7.62523783e-02 -5.06322717e-01
1.40831002e-01 -3.27518499e-01 -1.87333856e-01 -3.10742376e-01
-2.00172156e-01]
[ 1.15818089e-01 1.26047426e-02 1.08409538e-01 -4.62892853e-02
-1.79840187e-02 7.15247113e-02 -1.02960138e-01 -4.37663398e-02
6.27116948e-02 1.82867407e-01 1.12629504e-01 -1.05843422e-01
-1.55377944e-01]
[ -4.81306569e-01 -6.00475930e-01 -6.02195595e-01 -6.01080474e-01
-5.83877047e-01 -5.63904839e-01 -3.04339313e-01 -1.57537186e-01
-4.35752695e-01 -2.35140828e-01 -5.02562307e-01 -7.08013483e-01
-5.03500343e-01]
[ -4.17427474e-01 -5.85049527e-01 -3.21485410e-01 -3.76523609e-01
-4.12745019e-01 -5.61358443e-01 -4.13623559e-01 -4.48522096e-01
-2.85006093e-01 -1.44183172e-01 -4.47283702e-01 -3.62379348e-01
-3.01197985e-01]
[ -3.29354791e-01 -3.46680542e-01 -4.75029015e-01 -1.87584694e-01
-3.17802238e-01 -4.17515334e-01 -2.58628978e-01 -2.12400120e-01
-2.77781934e-01 -4.83345442e-01 -2.40762507e-01 -5.43645972e-01
-3.30147710e-01]
[ -4.72188634e-01 -3.49111946e-01 -3.78977238e-01 -1.69532334e-01
-3.37827605e-01 -2.16292938e-01 -9.48385832e-02 -4.31411653e-01
-2.72843926e-01 -4.51207665e-01 -1.52020953e-01 -2.33463636e-01
-2.03367883e-01]
[ -9.54881322e-01 -9.34746511e-01 -9.79574068e-01 -7.25203289e-01
-1.02368651e+00 -9.84048509e-01 -5.99291899e-01 -5.84838494e-01
-7.47808868e-01 -5.50551055e-01 -7.09026206e-01 -5.33777104e-01
-5.90706189e-01]
[ -5.09754743e-01 -2.66412704e-01 -4.68860799e-01 -3.24947288e-01
-3.48234166e-01 -3.59507211e-01 -5.74598896e-01 -5.91872614e-01
-6.44633877e-01 -1.24159219e-01 -4.65926569e-01 -6.06236252e-01
-4.78923879e-01]
[ -1.14198563e-01 1.77905756e-02 -3.35330507e-01 -4.40141067e-01
-1.09815450e-01 -7.20943898e-02 -1.54236086e-01 -3.14653547e-01
-1.37582925e-01 1.20780651e-01 -4.48552945e-01 -8.70765003e-01
-3.86344800e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.58203243e-01 -1.17077623e-01 1.64628876e-01 -2.73230184e-01
-1.29687697e-01 1.13388635e-01 -1.22884174e-01 1.71402181e-02
-8.09097685e-02 7.40899936e-02 -1.68464282e-01 -3.50944408e-01
7.76786297e-03]
[ -8.17614210e-02 -2.65618791e-01 -1.77847086e-01 -3.01096138e-01
-4.80399904e-01 -8.48785667e-02 -2.80850205e-02 2.48755640e-02
-5.06678159e-02 3.67334338e-02 -2.15422943e-01 -3.40313297e-01
-2.49194282e-01]
[ -7.40335148e-02 -1.06728982e-02 -2.37254824e-01 -2.44400981e-01
1.31014108e-01 -1.63350716e-01 -1.71297171e-01 6.41116679e-02
-7.23176589e-03 3.18161938e-02 -1.67995245e-01 5.94760224e-02
-5.08804112e-02]
[ 3.14170805e-02 -1.62697160e-01 -1.50118566e-01 -6.49310013e-02
-1.20325774e-01 -1.07272538e-01 9.53284214e-02 -1.51877663e-01
-2.38482127e-02 -4.20622062e-03 -1.02226365e-02 -1.32427013e-01
4.53816741e-02]
[ -2.86568312e-01 -1.42755902e-01 -7.37539415e-02 -1.04132195e-01
-3.04493168e-01 -2.73544186e-01 -3.65584259e-01 4.89572874e-02
-3.06798098e-01 -2.12561130e-01 1.67361324e-01 -6.29643718e-02
2.59911651e-01]
[ -2.19637662e-01 -1.27769156e-01 -8.60440841e-02 -6.10207472e-02
-8.63003614e-02 -1.16573847e-01 -5.31892757e-02 5.05078092e-02
-1.19384250e-01 -2.21551810e-02 1.05410394e-02 -1.67759373e-01
8.85684652e-03]
[ -1.59412427e-01 -6.87017745e-02 -2.25448609e-01 -3.12642900e-01
-1.55199627e-01 -2.00951104e-01 -2.74425726e-01 -7.84534865e-02
1.66702470e-01 -1.72707205e-01 -3.50684544e-01 -2.76438440e-01
-1.89813920e-01]
[ -3.69723195e-01 -6.62844783e-02 -1.48213481e-01 -1.48976226e-01
-5.20319616e-02 -3.11901595e-01 4.53094193e-02 -6.24319732e-02
-1.14699503e-01 8.42489506e-02 1.67205458e-03 -2.21285224e-01
-2.18196324e-01]
[ -1.68131565e-01 -1.48141511e-01 -4.88999129e-02 -1.47591580e-01
-1.32246209e-01 -2.94304023e-01 -2.74178966e-02 -1.33406371e-01
-2.36520345e-01 3.11275983e-02 2.17526815e-01 -8.94664301e-03
-1.77739094e-01]
[ -1.37468609e-01 -1.71709327e-01 -1.14757354e-01 -2.59581271e-01
9.57493727e-02 -1.85850591e-02 -2.13943392e-01 -1.69860992e-01
9.11882226e-02 -1.09427368e-01 -1.18784900e-01 -5.93512855e-02
-3.57134884e-01]
[ -4.41198811e-02 -3.27211519e-02 -1.48517992e-01 -5.10103724e-02
-2.28741849e-01 6.29505433e-02 -7.99820166e-02 -4.49076802e-02
-2.29955874e-01 -8.78964603e-02 -8.56168815e-02 -3.45396073e-01
-1.88511996e-01]
[ -7.25074781e-02 2.72610065e-02 -1.29008248e-01 -3.07520179e-01
1.22701612e-01 2.04852935e-02 -2.20779773e-01 -1.65504592e-01
1.17740366e-01 -6.91348432e-02 -2.72150585e-01 -2.36064238e-01
-2.95990582e-01]
[ 8.25297130e-02 -3.13279531e-01 -8.15112998e-02 -4.48556624e-01
-2.25671708e-01 -8.83653693e-02 7.51935188e-02 1.12346071e-01
1.09656068e-04 3.09663076e-01 -5.22509324e-01 -7.57112616e-01
4.33657150e-01]
[ -2.19711781e-01 -2.49651908e-01 -1.29059147e-01 -3.04699344e-01
-3.04590388e-01 -9.25035013e-02 2.07504114e-01 4.61146288e-02
2.97199361e-01 4.64873434e-02 -4.04984795e-01 -9.57763412e-01
6.28707127e-01]
[ -1.03277646e-02 -1.92079401e-01 2.47111029e-02 -3.12640390e-01
-1.75001433e-01 1.66837566e-01 2.10628050e-01 2.70016875e-01
-1.74203971e-02 2.50900577e-01 -2.27969638e-01 -1.02891176e+00
7.35839372e-01]
[ 5.06786151e-03 -4.85262528e-02 -1.22077896e-01 -1.26977369e-01
-1.81721302e-01 -4.57660778e-02 2.99151068e-01 1.72983918e-01
2.60535039e-01 3.81700376e-01 -4.77185612e-01 -9.07208744e-01
7.37334098e-01]
[ -8.02379350e-02 -2.82494687e-01 6.12350119e-02 -3.68779095e-01
-1.51375217e-01 1.17846423e-01 3.71205873e-01 1.44237188e-01
-5.84488032e-02 1.76104949e-01 -5.60297616e-01 -9.33163891e-01
8.56543417e-01]
[ 1.22345300e-01 -9.08370271e-02 1.76073774e-02 -1.74317979e-01
-8.32907599e-02 -1.74290161e-02 2.49291549e-01 3.70849769e-01
4.10959287e-01 2.70071114e-01 -5.48540452e-01 -8.27554708e-01
5.45254020e-01]
[ -7.40459905e-03 -1.33790152e-01 2.04358750e-02 1.33228880e-02
-8.80215085e-02 -2.83711950e-01 4.39629765e-02 3.25654212e-01
-1.43305214e-02 9.50499986e-02 -2.54148108e-01 -7.22907241e-01
2.68053294e-01]
[ 7.99896283e-02 1.12015254e-01 2.65467254e-03 1.20015054e-01
-8.73385514e-02 -5.95534423e-02 -1.99349431e-01 -1.61574736e-01
-2.75018097e-01 -1.39217905e-01 -1.34894111e-01 3.00986553e-01
-2.33350268e-01]
[ 3.95335463e-02 -9.21860815e-02 1.40986334e-01 2.50922059e-01
2.53929321e-01 8.62479474e-03 -4.01317400e-01 -3.62177956e-01
-9.18905149e-02 -5.38384437e-01 1.97920051e-01 1.06525150e+00
-5.25198855e-01]
[ 3.36175830e-02 7.84016761e-02 -2.11898442e-01 5.85946887e-02
3.14455493e-02 -9.86407893e-04 -1.68418687e-01 -3.30906859e-01
-2.83925897e-01 -1.96326216e-01 -4.76513203e-02 -6.14569115e-02
-1.86068417e-01]
[ -5.86318515e-02 -2.10232728e-01 6.14273386e-02 9.13668946e-02
-1.30065104e-01 -1.34779455e-01 1.00932702e-02 -3.67056795e-02
5.85935071e-02 -3.89241917e-01 -3.05979821e-01 -2.08362295e-01
8.17922004e-04]
[ 1.27078741e-02 -2.71274385e-01 5.76213455e-02 -2.49464712e-01
-1.91830356e-01 -2.31512716e-01 -2.69802267e-01 3.40726678e-02
-1.71360437e-02 9.15443028e-02 -1.71744157e-01 1.58482940e-01
-4.80422571e-02]
[ 1.70723617e-01 5.12274399e-02 -1.04214365e-01 -2.38156116e-01
-5.97242419e-02 -1.01938140e-01 -1.83405964e-01 1.77441967e-02
-1.87520522e-01 -2.37845365e-01 -1.95593889e-01 2.59252076e-01
-8.42894099e-02]
[ -1.73896094e-01 -1.80982284e-01 -1.12371937e-01 -2.20200636e-01
-5.06384702e-02 2.65094224e-02 -1.93325182e-01 -2.21400624e-01
-1.43194291e-01 -3.26735218e-02 -2.13111805e-01 1.87785471e-01
-2.09375863e-01]
[ -3.45498023e-02 -2.12383167e-01 -1.59465321e-01 -2.33226347e-01
-5.42802854e-02 4.40948435e-02 -3.58686349e-02 -3.02203628e-02
-2.17529033e-01 -2.75740734e-01 -6.26769482e-02 -4.66120843e-02
-2.74642147e-02]
[ 1.11602900e-01 8.26840421e-02 -1.18089558e-02 -1.68883625e-01
-3.22914543e-01 7.56382522e-03 -1.77152858e-01 -2.96513643e-01
-3.26132607e-01 9.55351066e-03 -9.19881800e-02 1.50254442e-01
-1.07639892e-01]
[ -6.34241658e-02 -9.43455077e-03 -2.84728113e-01 -8.36866007e-03
6.99937217e-02 1.55428941e-01 -2.37684396e-01 -1.90047807e-01
-5.36128005e-02 -6.94630836e-02 1.81485555e-01 5.86460990e-01
-9.98037909e-02]
[ 1.09329097e-01 3.53049299e-01 -2.04397836e-01 7.11889195e-01
1.25002396e-01 -1.95883069e-03 -2.65737673e-01 -4.16206370e-01
-2.67130516e-01 -3.96014425e-01 7.55061106e-01 1.01619137e+00
-9.79921128e-01]
[ -2.72567634e-02 1.86705923e-01 4.53697185e-02 2.56631143e-01
6.48658694e-03 -6.92595362e-02 -3.07336193e-01 -3.85346611e-01
-2.95516673e-01 -2.85772832e-01 5.26149932e-01 1.00269631e+00
-8.88695298e-01]
[ -4.70222548e-02 -1.29266944e-01 -1.54761278e-01 2.95748790e-01
-1.72570739e-01 2.33748017e-01 -8.64791148e-02 -2.21909794e-01
-2.48867963e-01 -4.38586719e-01 1.90981987e-01 4.97309775e-01
-4.27890613e-01]
[ 7.90832897e-02 -3.81958191e-01 -5.16783679e-02 -1.72317261e-02
-1.12223945e-01 1.99858598e-01 7.14306490e-02 1.62644635e-01
-1.75273977e-01 -3.63080756e-02 -6.36621890e-02 3.29036918e-01
-2.39105714e-01]
[ 2.04409588e-01 -2.93310371e-01 -1.20706953e-01 -8.60432427e-02
-2.11287877e-01 1.21985219e-01 1.92751702e-02 -1.41699400e-01
-5.62386606e-02 -9.03446783e-02 -1.43024386e-01 -1.70254058e-01
-1.28600725e-01]
[ -1.35349846e-01 -7.93360949e-02 3.75870360e-02 -2.49763650e-01
-5.69248054e-02 -1.41251093e-01 3.90179773e-02 -1.71933109e-02
-8.88418642e-02 -1.13825676e-02 -3.09240786e-01 -4.27687150e-01
-6.14472536e-02]
[ -1.40204800e-01 -1.38233637e-01 -6.74888462e-02 -2.72537514e-01
-3.47533059e-01 -2.88347087e-01 1.60931633e-01 1.38856674e-01
2.10411204e-02 1.15609774e-01 -2.51481377e-01 -7.94481970e-01
3.14629110e-02]
[ -1.59127189e-01 -2.43704621e-01 -2.98328757e-01 -5.20187540e-01
-2.89803367e-01 -2.09247598e-01 -3.05471769e-01 6.10811684e-02
-2.27761822e-02 -4.23560904e-01 -4.52958832e-01 -4.84505605e-01
-5.86266840e-01]
[ -1.16109189e-01 1.28167298e-01 1.78103474e-02 5.45269887e-02
-2.07272670e-01 -1.72125610e-01 -1.27325391e-01 1.88118102e-02
-1.21379123e-01 -1.60250250e-01 -1.52291869e-01 -3.05115883e-01
-4.25896271e-02]
[ -3.54548007e-01 -1.20651325e-01 -2.71165373e-01 1.91406350e-01
-2.03197762e-01 -2.29006653e-01 -7.37747602e-02 -1.14012766e-01
3.91573034e-02 3.30314918e-03 6.90178949e-02 -3.05977158e-01
4.84317539e-02]
[ -1.29552622e-01 -3.84486580e-02 -2.55443307e-01 8.21991344e-02
-2.20774316e-01 -2.78806086e-01 -3.64356825e-01 -2.70673389e-02
1.36191614e-02 -1.59509912e-01 -2.31515391e-01 -2.73612460e-01
-1.55998944e-02]
[ -2.24424732e-01 -5.33273522e-01 -3.36069346e-01 -2.47949450e-01
-3.25383946e-01 -2.29031011e-01 -2.56823490e-02 -2.59885129e-01
7.27108808e-02 -2.24746075e-01 -1.31883766e-01 -2.20652407e-01
-5.88588673e-02]
[ -2.17435424e-01 -2.96721812e-01 -3.18965460e-01 -1.22280862e-01
-9.21649295e-02 -1.49485244e-01 -7.40716791e-02 4.87826851e-03
-1.92152743e-01 -5.13197282e-01 -2.45748391e-01 -1.76258332e-01
2.43128469e-02]
[ -1.11525624e-01 -8.32952915e-03 -2.38200882e-01 -6.11923213e-01
-2.60209544e-01 -2.58961351e-01 1.06508174e-02 -3.78022144e-01
1.11466903e-01 -9.72715683e-02 -4.71424791e-01 -2.82679470e-01
-4.97047097e-01]]
Progress: 18.6% ... Training loss: 0.283 ... Validation loss: 0.445[[-0.11882589]
[ 0.28927716]
[-0.12969205]
[ 0.96130016]
[ 0.29709735]
[-0.0215388 ]
[-0.8230163 ]
[-0.90867381]
[-0.62942419]
[-0.92052909]
[ 1.204616 ]
[ 2.91785579]
[-1.81843716]]
[[ -5.33748022e-01 -4.97380662e-01 -5.84872762e-01 -1.01869527e-01
-3.00174531e-01 -5.92337062e-01 -1.98854428e-01 -2.76439127e-01
-4.30545040e-01 -3.80486224e-01 1.47984269e-01 7.00806430e-01
7.40494165e-02]
[ 5.30414891e-03 -1.36926706e-01 4.95207841e-02 -4.74762801e-02
-4.12855882e-02 5.84557289e-02 -1.21666895e-01 2.12703728e-01
-1.36298282e-01 -1.80703406e-01 -7.13135384e-02 -9.92624954e-02
8.33771962e-02]
[ -2.25331549e-01 1.38236822e-01 -2.24813995e-02 1.62304091e-01
8.46173433e-02 -1.21542433e-01 9.13167899e-02 -9.72413017e-02
2.78731771e-01 -2.01275392e-01 2.20627625e-01 7.84147846e-01
7.33604440e-01]
[ 1.99113198e-01 -2.44848902e-01 -2.78620879e-01 -8.01190154e-03
-2.90997438e-01 4.11921087e-03 1.02140371e-01 -4.68252811e-01
1.59422851e-01 -2.92904252e-01 -2.27763024e-01 -4.16632098e-01
-1.35736007e-01]
[ 1.14625922e-01 1.43447823e-02 1.07036304e-01 -4.21549868e-02
-1.62217962e-02 7.11492741e-02 -1.07021608e-01 -4.88616042e-02
5.81236299e-02 1.72746603e-01 1.21589653e-01 -9.69088346e-02
-1.58749183e-01]
[ -4.81932369e-01 -5.99341216e-01 -6.02984741e-01 -5.98596993e-01
-5.82738059e-01 -5.64129623e-01 -3.08969641e-01 -1.64140679e-01
-4.38683341e-01 -2.42030609e-01 -4.97662299e-01 -6.96617198e-01
-5.12979878e-01]
[ -4.18783613e-01 -5.82384080e-01 -3.23183305e-01 -3.66521713e-01
-4.10032391e-01 -5.61759166e-01 -4.23125344e-01 -4.63099591e-01
-2.92279047e-01 -1.57824678e-01 -4.32755546e-01 -3.17624837e-01
-3.28341718e-01]
[ -3.30939473e-01 -3.42405546e-01 -4.76988270e-01 -1.69501153e-01
-3.13530375e-01 -4.18083841e-01 -2.75301056e-01 -2.31154191e-01
-2.90965142e-01 -4.99237944e-01 -2.17144340e-01 -4.87355675e-01
-3.74484280e-01]
[ -4.72220450e-01 -3.48787348e-01 -3.79192896e-01 -1.69420747e-01
-3.37478705e-01 -2.16301773e-01 -9.54800023e-02 -4.33949413e-01
-2.73568383e-01 -4.52864168e-01 -1.49528103e-01 -2.24139259e-01
-2.06539341e-01]
[ -9.56253174e-01 -9.30934529e-01 -9.81705723e-01 -7.11701184e-01
-1.02000677e+00 -9.84487054e-01 -6.14870573e-01 -6.08852618e-01
-7.58827032e-01 -5.69736809e-01 -6.85811627e-01 -4.65681570e-01
-6.33417509e-01]
[ -5.10701011e-01 -2.64456868e-01 -4.70018663e-01 -3.17475564e-01
-3.46196812e-01 -3.59828468e-01 -5.81565221e-01 -6.00472413e-01
-6.50270198e-01 -1.32321576e-01 -4.57010535e-01 -5.81765789e-01
-4.99268041e-01]
[ -1.15478879e-01 2.04225123e-02 -3.36702940e-01 -4.30434390e-01
-1.07060162e-01 -7.25374382e-02 -1.63136697e-01 -3.24512443e-01
-1.45039705e-01 1.10048470e-01 -4.35144378e-01 -8.41565531e-01
-4.07420615e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.58360687e-01 -1.16905601e-01 1.64457496e-01 -2.72913203e-01
-1.29513895e-01 1.13337422e-01 -1.23566379e-01 1.61321231e-02
-8.15228169e-02 7.27424978e-02 -1.68024348e-01 -3.50410235e-01
6.66117218e-03]
[ -8.19351141e-02 -2.65268374e-01 -1.78088221e-01 -3.00045926e-01
-4.80107274e-01 -8.49419575e-02 -2.98422697e-02 2.15623013e-02
-5.14385759e-02 3.42083455e-02 -2.13597324e-01 -3.34501712e-01
-2.52930851e-01]
[ -7.42520407e-02 -1.01492720e-02 -2.37571671e-01 -2.43702304e-01
1.31598616e-01 -1.63442027e-01 -1.73370569e-01 6.18074271e-02
-8.49416931e-03 2.93246722e-02 -1.65854881e-01 6.37546979e-02
-5.52233576e-02]
[ 3.04481548e-02 -1.61151792e-01 -1.51165762e-01 -5.96924596e-02
-1.18677445e-01 -1.07518488e-01 8.95759940e-02 -1.59918196e-01
-2.84021775e-02 -1.30664250e-02 -1.95629241e-03 -1.07141775e-01
3.25541624e-02]
[ -2.86754344e-01 -1.42279279e-01 -7.40426101e-02 -1.02024890e-01
-3.04023338e-01 -2.73611684e-01 -3.67275650e-01 4.48406455e-02
-3.07774766e-01 -2.14774606e-01 1.70237927e-01 -5.25202970e-02
2.52100103e-01]
[ -2.20168906e-01 -1.26562047e-01 -8.67425228e-02 -5.59553728e-02
-8.50779037e-02 -1.16788167e-01 -5.72976516e-02 4.57481752e-02
-1.22820195e-01 -2.73768013e-02 1.69889975e-02 -1.52090917e-01
-1.83960231e-03]
[ -1.59881914e-01 -6.75023459e-02 -2.25996019e-01 -3.08325006e-01
-1.54024985e-01 -2.01122492e-01 -2.79116361e-01 -8.39860339e-02
1.62395640e-01 -1.77432741e-01 -3.45323011e-01 -2.60759071e-01
-2.02457434e-01]
[ -3.70433957e-01 -6.41461405e-02 -1.49118534e-01 -1.39917379e-01
-5.00146571e-02 -3.12135341e-01 3.71776159e-02 -7.07882226e-02
-1.20905228e-01 7.69450388e-02 1.31874901e-02 -1.92498458e-01
-2.39755231e-01]
[ -1.68351461e-01 -1.47416039e-01 -4.93038885e-02 -1.44064846e-01
-1.31430459e-01 -2.94392341e-01 -3.04890769e-02 -1.38218828e-01
-2.38242672e-01 2.78037886e-02 2.24121632e-01 4.06364132e-03
-1.87412874e-01]
[ -1.37580769e-01 -1.71423038e-01 -1.14937344e-01 -2.59180448e-01
9.60884713e-02 -1.86343800e-02 -2.14866570e-01 -1.71744587e-01
9.03046484e-02 -1.10751613e-01 -1.17532889e-01 -5.47965389e-02
-3.59648838e-01]
[ -4.40590817e-02 -3.28783932e-02 -1.48436816e-01 -5.17742764e-02
-2.28912491e-01 6.29920313e-02 -7.93929121e-02 -4.42053684e-02
-2.29655815e-01 -8.72374428e-02 -8.66999672e-02 -3.47948770e-01
-1.86897492e-01]
[ -7.24185464e-02 2.71933123e-02 -1.28951282e-01 -3.07857159e-01
1.22606281e-01 2.05174109e-02 -2.19932646e-01 -1.64552467e-01
1.18060287e-01 -6.85372431e-02 -2.72248941e-01 -2.35799441e-01
-2.94824512e-01]
[ 8.23192326e-02 -3.12849374e-01 -8.17340009e-02 -4.47058235e-01
-2.25231005e-01 -8.84377657e-02 7.33775934e-02 1.10297815e-01
-1.39149227e-03 3.07866350e-01 -5.20935507e-01 -7.53026207e-01
4.29625073e-01]
[ -2.19693992e-01 -2.49663963e-01 -1.29049892e-01 -3.04825094e-01
-3.04603907e-01 -9.24988037e-02 2.07705855e-01 4.62301879e-02
2.97321923e-01 4.65743418e-02 -4.05133544e-01 -9.58047361e-01
6.29129854e-01]
[ -1.04646910e-02 -1.91728483e-01 2.44597950e-02 -3.12169492e-01
-1.74585974e-01 1.66773225e-01 2.09593250e-01 2.69100749e-01
-1.81326631e-02 2.49966753e-01 -2.26475451e-01 -1.02740917e+00
7.32845467e-01]
[ 4.86270694e-03 -4.82229223e-02 -1.22315845e-01 -1.25961640e-01
-1.81446866e-01 -4.58350645e-02 2.97975830e-01 1.71441392e-01
2.59662145e-01 3.80056331e-01 -4.75991330e-01 -9.06251930e-01
7.34538797e-01]
[ -8.03868996e-02 -2.82343957e-01 6.11184324e-02 -3.68088364e-01
-1.51216414e-01 1.17802637e-01 3.70251485e-01 1.43610898e-01
-5.91561280e-02 1.75133134e-01 -5.59611537e-01 -9.32270523e-01
8.54448431e-01]
[ 1.22306186e-01 -9.07359490e-02 1.75734616e-02 -1.73746161e-01
-8.31983136e-02 -1.74404511e-02 2.48727055e-01 3.70270290e-01
4.10396581e-01 2.69727966e-01 -5.48077567e-01 -8.26173105e-01
5.43589234e-01]
[ -7.34747692e-03 -1.33869592e-01 2.04790106e-02 1.28478376e-02
-8.81165271e-02 -2.83699070e-01 4.46008558e-02 3.26308590e-01
-1.39351103e-02 9.55295266e-02 -2.54661286e-01 -7.24357706e-01
2.69476137e-01]
[ 7.99896283e-02 1.12015254e-01 2.65467254e-03 1.20015054e-01
-8.73385514e-02 -5.95534423e-02 -1.99349431e-01 -1.61574736e-01
-2.75018097e-01 -1.39217905e-01 -1.34894111e-01 3.00986553e-01
-2.33350268e-01]
[ 3.95691404e-02 -9.20124251e-02 1.40924448e-01 2.51610104e-01
2.54183968e-01 8.60831479e-03 -4.01583547e-01 -3.63241214e-01
-9.15937453e-02 -5.38864910e-01 1.98701912e-01 1.06315072e+00
-5.25882100e-01]
[ 3.36248572e-02 7.84077805e-02 -2.11915081e-01 5.85417298e-02
3.14565824e-02 -9.88112857e-04 -1.68333446e-01 -3.31003539e-01
-2.83911335e-01 -1.96509752e-01 -4.77068218e-02 -6.17765455e-02
-1.85954786e-01]
[ -5.86149258e-02 -2.10275810e-01 6.14509232e-02 9.11111409e-02
-1.30110950e-01 -1.34772769e-01 1.02505581e-02 -3.65788457e-02
5.87908077e-02 -3.89119191e-01 -3.06250143e-01 -2.09199161e-01
1.38752780e-03]
[ 1.24302336e-02 -2.70913119e-01 5.73265926e-02 -2.48300043e-01
-1.91467466e-01 -2.31592809e-01 -2.71292402e-01 3.21472189e-02
-1.84517758e-02 8.92572663e-02 -1.69943321e-01 1.62876546e-01
-5.06095867e-02]
[ 1.69801021e-01 5.30850239e-02 -1.05375575e-01 -2.32158598e-01
-5.78665840e-02 -1.02196530e-01 -1.90003805e-01 6.77276021e-03
-1.92937800e-01 -2.46492470e-01 -1.85568314e-01 2.94945835e-01
-1.03503792e-01]
[ -1.74081531e-01 -1.80374438e-01 -1.12679487e-01 -2.18859474e-01
-5.00103786e-02 2.64344297e-02 -1.95472927e-01 -2.24906730e-01
-1.44952745e-01 -3.59926973e-02 -2.10488349e-01 1.98166843e-01
-2.14632452e-01]
[ -3.45650527e-02 -2.12348286e-01 -1.59488554e-01 -2.33047281e-01
-5.42461224e-02 4.40897753e-02 -3.59975526e-02 -3.04570978e-02
-2.17643459e-01 -2.75910357e-01 -6.24438247e-02 -4.58820327e-02
-2.79978814e-02]
[ 1.11246405e-01 8.37183529e-02 -1.24130094e-02 -1.66026663e-01
-3.22083013e-01 7.43015611e-03 -1.81247141e-01 -3.03072447e-01
-3.28393885e-01 3.73145517e-03 -8.57606938e-02 1.69004799e-01
-1.18115775e-01]
[ -6.34789936e-02 -9.10070495e-03 -2.84851822e-01 -7.44697513e-03
7.03269356e-02 1.55408747e-01 -2.38479900e-01 -1.91008426e-01
-5.43540211e-02 -7.05019854e-02 1.82796420e-01 5.89116617e-01
-1.02322896e-01]
[ 1.08971798e-01 3.54124648e-01 -2.04845849e-01 7.16230192e-01
1.26028518e-01 -2.07583842e-03 -2.68746037e-01 -4.19929380e-01
-2.69686068e-01 -3.99706297e-01 7.60539574e-01 1.02861916e+00
-9.87393738e-01]
[ -2.74369165e-02 1.87069912e-01 4.52199017e-02 2.58903585e-01
6.91799621e-03 -6.92975642e-02 -3.08599847e-01 -3.86625277e-01
-2.96484998e-01 -2.86881603e-01 5.29099718e-01 1.00884520e+00
-8.92236123e-01]
[ -4.68691694e-02 -1.29424772e-01 -1.54642294e-01 2.95132252e-01
-1.72695705e-01 2.33806253e-01 -8.57128952e-02 -2.21316752e-01
-2.48369098e-01 -4.37691919e-01 1.90513802e-01 4.96743183e-01
-4.27857159e-01]
[ 7.85871420e-02 -3.81022525e-01 -5.21954561e-02 -1.28851057e-02
-1.11222862e-01 1.99666549e-01 6.75575255e-02 1.58559717e-01
-1.78490571e-01 -4.06798679e-02 -5.81516395e-02 3.42379562e-01
-2.48730294e-01]
[ 2.04207054e-01 -2.92981340e-01 -1.20867779e-01 -8.35190935e-02
-2.10937261e-01 1.21929373e-01 1.68469155e-02 -1.44002841e-01
-5.79641280e-02 -9.21364983e-02 -1.39992492e-01 -1.60634517e-01
-1.35193490e-01]
[ -1.35404075e-01 -7.92220921e-02 3.75223997e-02 -2.48995524e-01
-5.67742277e-02 -1.41269978e-01 3.80976345e-02 -1.80788400e-02
-8.94445596e-02 -1.20391979e-02 -3.08235166e-01 -4.24355192e-01
-6.41935326e-02]
[ -1.40247777e-01 -1.38105222e-01 -6.75498908e-02 -2.71979965e-01
-3.47436212e-01 -2.88359084e-01 1.60196811e-01 1.38201373e-01
2.04377489e-02 1.15203780e-01 -2.50877032e-01 -7.93454600e-01
2.95776671e-02]
[ -1.60040354e-01 -2.41901100e-01 -2.99462667e-01 -5.13945829e-01
-2.87969937e-01 -2.09538493e-01 -3.12984831e-01 4.82081443e-02
-2.80621709e-02 -4.33219913e-01 -4.41456357e-01 -4.45193610e-01
-6.08111585e-01]
[ -1.16321385e-01 1.29120901e-01 1.72650156e-02 5.82376465e-02
-2.06351660e-01 -1.72211521e-01 -1.29687181e-01 1.46335784e-02
-1.23558180e-01 -1.63104096e-01 -1.47841117e-01 -2.95285753e-01
-5.11805493e-02]
[ -3.55118577e-01 -1.19494353e-01 -2.71770936e-01 1.96573529e-01
-2.01997847e-01 -2.29222315e-01 -7.85351010e-02 -1.19294793e-01
3.50923621e-02 -2.12553277e-03 7.54337629e-02 -2.90496589e-01
3.63078366e-02]
[ -1.30364672e-01 -3.65965410e-02 -2.56262512e-01 9.04531930e-02
-2.18936458e-01 -2.79048101e-01 -3.70540440e-01 -3.42340681e-02
8.52946188e-03 -1.66699472e-01 -2.21053242e-01 -2.47256203e-01
-3.11535645e-02]
[ -2.24835270e-01 -5.32646572e-01 -3.36574238e-01 -2.45815360e-01
-3.24625299e-01 -2.29170443e-01 -2.89605101e-02 -2.62831741e-01
7.04879238e-02 -2.27832045e-01 -1.28461346e-01 -2.16236679e-01
-6.55459611e-02]
[ -2.17567316e-01 -2.96216085e-01 -3.19203001e-01 -1.19377805e-01
-9.16412207e-02 -1.49518359e-01 -7.65750085e-02 2.33445584e-03
-1.93879878e-01 -5.14773163e-01 -2.41414129e-01 -1.67888409e-01
1.49267142e-02]
[ -1.12073650e-01 -6.82866168e-03 -2.39016391e-01 -6.09653461e-01
-2.58811736e-01 -2.59157171e-01 5.80550478e-03 -3.85504525e-01
1.07925417e-01 -1.05558911e-01 -4.66473536e-01 -2.64678602e-01
-5.06991913e-01]]
Progress: 18.7% ... Training loss: 0.283 ... Validation loss: 0.431[[-0.14579136]
[ 0.24387875]
[-0.16076598]
[ 0.90289321]
[ 0.25521541]
[-0.05220949]
[-0.87093902]
[-0.96411868]
[-0.67808769]
[-0.96458167]
[ 1.13592495]
[ 2.81654873]
[-1.8903293 ]]
[[ -5.33070420e-01 -5.00479255e-01 -5.83870706e-01 -1.14686742e-01
-3.03503054e-01 -5.92198442e-01 -1.87198735e-01 -2.61679520e-01
-4.21740939e-01 -3.69102512e-01 1.28721790e-01 6.59666626e-01
1.07175689e-01]
[ 5.41171921e-03 -1.37249828e-01 4.96446879e-02 -4.81651652e-02
-4.16172865e-02 5.84876875e-02 -1.21158301e-01 2.13903611e-01
-1.36213661e-01 -1.79681060e-01 -7.25066235e-02 -1.01680785e-01
8.20825791e-02]
[ -2.24141441e-01 1.30934668e-01 -2.03669478e-02 1.31428778e-01
7.72891726e-02 -1.21301659e-01 1.12167559e-01 -7.56130057e-02
2.98241704e-01 -1.84880166e-01 1.76876424e-01 6.89291202e-01
8.02854063e-01]
[ 1.98046444e-01 -2.39550365e-01 -2.80513404e-01 1.44467972e-02
-2.85393093e-01 3.86894899e-03 8.84927042e-02 -4.91115225e-01
1.49645309e-01 -3.09076799e-01 -1.95412127e-01 -3.37834338e-01
-1.78553287e-01]
[ 1.15015327e-01 1.36095519e-02 1.07370225e-01 -4.45234780e-02
-1.67656909e-02 7.12117898e-02 -1.05497163e-01 -4.66164939e-02
6.04463820e-02 1.76737632e-01 1.15334818e-01 -1.06747342e-01
-1.54414314e-01]
[ -4.81474145e-01 -6.00250391e-01 -6.02563308e-01 -6.02274518e-01
-5.83790097e-01 -5.64041555e-01 -3.05172685e-01 -1.58080488e-01
-4.36403882e-01 -2.36257962e-01 -5.02671337e-01 -7.07281106e-01
-5.06072750e-01]
[ -4.18837905e-01 -5.82939368e-01 -3.23061204e-01 -3.67992753e-01
-4.10530353e-01 -5.61751689e-01 -4.22767282e-01 -4.61883708e-01
-2.92062498e-01 -1.56216177e-01 -4.34716829e-01 -3.17419421e-01
-3.28222744e-01]
[ -3.29673545e-01 -3.48001479e-01 -4.75187314e-01 -1.93296187e-01
-3.19225671e-01 -4.17848645e-01 -2.57301470e-01 -2.11514527e-01
-2.75900735e-01 -4.83962412e-01 -2.50582469e-01 -5.62246948e-01
-3.24715806e-01]
[ -4.71209407e-01 -3.51590593e-01 -3.78155317e-01 -1.79653013e-01
-3.40010889e-01 -2.16093048e-01 -8.73758470e-02 -4.24943775e-01
-2.68115038e-01 -4.44329504e-01 -1.62941098e-01 -2.59046049e-01
-1.93905192e-01]
[ -9.54418401e-01 -9.37722973e-01 -9.79337882e-01 -7.39883583e-01
-1.02680921e+00 -9.84121871e-01 -5.91933818e-01 -5.81999344e-01
-7.42142344e-01 -5.47933863e-01 -7.26605581e-01 -5.56131198e-01
-5.81722320e-01]
[ -5.09696455e-01 -2.67701634e-01 -4.68920304e-01 -3.29536313e-01
-3.49429158e-01 -3.59638686e-01 -5.72901199e-01 -5.90027391e-01
-6.43013473e-01 -1.21649584e-01 -4.71031557e-01 -6.13676090e-01
-4.77106246e-01]
[ -1.15637304e-01 2.05920823e-02 -3.36787072e-01 -4.29367107e-01
-1.06802860e-01 -7.25529361e-02 -1.64478713e-01 -3.25889363e-01
-1.45967359e-01 1.08764877e-01 -4.34150845e-01 -8.39462157e-01
-4.11848871e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.58193596e-01 -1.17205006e-01 1.64636856e-01 -2.74236688e-01
-1.29880569e-01 1.13373774e-01 -1.22077768e-01 1.85453868e-02
-8.06160596e-02 7.50896087e-02 -1.70198712e-01 -3.55545105e-01
9.29152062e-03]
[ -8.19211952e-02 -2.65263740e-01 -1.78094082e-01 -3.00415081e-01
-4.80097157e-01 -8.49398103e-02 -2.93982148e-02 2.20436322e-02
-5.12587675e-02 3.46538393e-02 -2.13862909e-01 -3.34798485e-01
-2.51913250e-01]
[ -7.38131338e-02 -1.12354455e-02 -2.37174732e-01 -2.47435610e-01
1.30462534e-01 -1.63369942e-01 -1.70719152e-01 6.55164637e-02
-6.53770815e-03 3.34698881e-02 -1.70365525e-01 5.36348840e-02
-5.05578093e-02]
[ 3.04999948e-02 -1.61423055e-01 -1.51032424e-01 -6.13144914e-02
-1.19025724e-01 -1.07510824e-01 9.07141054e-02 -1.58320859e-01
-2.77623478e-02 -1.16708355e-02 -4.13907889e-03 -1.13524996e-01
3.58237054e-02]
[ -2.87102382e-01 -1.41853598e-01 -7.42933409e-02 -9.87725304e-02
-3.03511789e-01 -2.73649188e-01 -3.69423878e-01 4.29885201e-02
-3.09254591e-01 -2.16591589e-01 1.74146602e-01 -3.77225901e-02
2.45549091e-01]
[ -2.19940927e-01 -1.27686094e-01 -8.63307617e-02 -6.17252711e-02
-8.63176292e-02 -1.16738247e-01 -5.37024595e-02 5.05875685e-02
-1.20308813e-01 -2.39248955e-02 9.29352925e-03 -1.66629270e-01
9.27856083e-03]
[ -1.59470349e-01 -6.97991684e-02 -2.25392047e-01 -3.16474080e-01
-1.56221033e-01 -2.01041810e-01 -2.73623104e-01 -7.70416533e-02
1.68361763e-01 -1.72340891e-01 -3.57332201e-01 -2.85209919e-01
-1.83177538e-01]
[ -3.70312634e-01 -6.48869849e-02 -1.48822915e-01 -1.43927065e-01
-5.08766723e-02 -3.12100880e-01 4.06850164e-02 -6.69630339e-02
-1.18676834e-01 7.97377686e-02 7.75034121e-03 -2.06564575e-01
-2.30666005e-01]
[ -1.67672910e-01 -1.49283169e-01 -4.86396399e-02 -1.52576751e-01
-1.33228875e-01 -2.94295920e-01 -2.31512478e-02 -1.32280804e-01
-2.32999482e-01 3.33872011e-02 2.11825095e-01 -2.90212912e-02
-1.72976754e-01]
[ -1.37232509e-01 -1.72421993e-01 -1.14602210e-01 -2.62394495e-01
9.50676762e-02 -1.85582553e-02 -2.12496591e-01 -1.69023844e-01
9.23227678e-02 -1.08125661e-01 -1.21505310e-01 -6.67762641e-02
-3.56715986e-01]
[ -4.36499848e-02 -3.41317473e-02 -1.47963267e-01 -5.63235777e-02
-2.29925248e-01 6.30840078e-02 -7.59906883e-02 -4.02430808e-02
-2.27712315e-01 -8.36845336e-02 -9.24361163e-02 -3.60616592e-01
-1.80849428e-01]
[ -7.22581347e-02 2.68373500e-02 -1.28806541e-01 -3.09033494e-01
1.22287926e-01 2.05465479e-02 -2.18953732e-01 -1.63209951e-01
1.18960306e-01 -6.69610850e-02 -2.73698766e-01 -2.38131227e-01
-2.93332136e-01]
[ 8.24182647e-02 -3.13116733e-01 -8.16323881e-02 -4.48241366e-01
-2.25524715e-01 -8.84243289e-02 7.43527428e-02 1.11506476e-01
-6.90268808e-04 3.09275998e-01 -5.22254214e-01 -7.57035149e-01
4.32506250e-01]
[ -2.19717205e-01 -2.49604008e-01 -1.29070202e-01 -3.04839206e-01
-3.04533317e-01 -9.25022756e-02 2.07669562e-01 4.60810357e-02
2.97368195e-01 4.65285646e-02 -4.05099799e-01 -9.59086303e-01
6.29388042e-01]
[ -1.04320614e-02 -1.92035858e-01 2.45412601e-02 -3.13449006e-01
-1.74864918e-01 1.66783155e-01 2.10681872e-01 2.70531666e-01
-1.74373043e-02 2.50889780e-01 -2.28413479e-01 -1.03289131e+00
7.36117133e-01]
[ 4.84540630e-03 -4.81893268e-02 -1.22320998e-01 -1.25863849e-01
-1.81420092e-01 -4.58370998e-02 2.97999347e-01 1.71795785e-01
2.59563760e-01 3.80272938e-01 -4.76105568e-01 -9.06334341e-01
7.34589943e-01]
[ -8.02690020e-02 -2.82594035e-01 6.12158053e-02 -3.69453012e-01
-1.51506458e-01 1.17823979e-01 3.71980854e-01 1.45141601e-01
-5.82533553e-02 1.76454807e-01 -5.61054360e-01 -9.35778066e-01
8.58219558e-01]
[ 1.22436448e-01 -9.10027121e-02 1.76768210e-02 -1.75266010e-01
-8.34970419e-02 -1.74228970e-02 2.50091854e-01 3.71476309e-01
4.11319681e-01 2.71048728e-01 -5.49739883e-01 -8.29348850e-01
5.47036356e-01]
[ -7.30303522e-03 -1.34015194e-01 2.05340609e-02 1.24274123e-02
-8.82415331e-02 -2.83692617e-01 4.51063383e-02 3.26890547e-01
-1.35425496e-02 9.60616302e-02 -2.55244465e-01 -7.25655268e-01
2.70639679e-01]
[ 7.98132224e-02 1.12216472e-01 2.60842814e-03 1.22144275e-01
-8.71005742e-02 -5.95705712e-02 -2.00603291e-01 -1.61725813e-01
-2.76075329e-01 -1.39613936e-01 -1.33913778e-01 3.05394393e-01
-2.38982949e-01]
[ 3.97955429e-02 -9.29320775e-02 1.41164940e-01 2.48484729e-01
2.53235977e-01 8.63879566e-03 -3.98278915e-01 -3.61061370e-01
-8.82790812e-02 -5.37460880e-01 1.93287511e-01 1.05161498e+00
-5.18729077e-01]
[ 3.36653393e-02 7.82477235e-02 -2.11872793e-01 5.75955287e-02
3.12563271e-02 -9.80796613e-04 -1.67569628e-01 -3.30230379e-01
-2.83415711e-01 -1.96175605e-01 -4.91156096e-02 -6.55382100e-02
-1.83486285e-01]
[ -5.83339225e-02 -2.11224543e-01 6.18233177e-02 8.57823196e-02
-1.31147900e-01 -1.34717576e-01 1.37846315e-02 -3.31798360e-02
6.13087935e-02 -3.86162726e-01 -3.11938245e-01 -2.22916118e-01
1.08507151e-02]
[ 1.24142630e-02 -2.71084538e-01 5.72624796e-02 -2.49304087e-01
-1.91651575e-01 -2.31588701e-01 -2.71234330e-01 3.19092162e-02
-1.83202756e-02 8.86547354e-02 -1.70072392e-01 1.64619169e-01
-5.12574413e-02]
[ 1.70011346e-01 5.22263377e-02 -1.05109127e-01 -2.35401282e-01
-5.86653072e-02 -1.02157788e-01 -1.88066923e-01 9.67648757e-03
-1.91264242e-01 -2.44088246e-01 -1.89875246e-01 2.84621836e-01
-9.64748093e-02]
[ -1.74043953e-01 -1.80598578e-01 -1.12561716e-01 -2.19855323e-01
-5.02100956e-02 2.64461839e-02 -1.95051155e-01 -2.23878186e-01
-1.44518962e-01 -3.47148255e-02 -2.12229089e-01 1.95511851e-01
-2.12649910e-01]
[ -3.43604510e-02 -2.13359392e-01 -1.59146916e-01 -2.37554341e-01
-5.54090811e-02 4.41382356e-02 -3.27594203e-02 -2.60860863e-02
-2.15113966e-01 -2.73024387e-01 -6.91898537e-02 -5.91427812e-02
-1.70831774e-02]
[ 1.11303053e-01 8.34284865e-02 -1.23107789e-02 -1.66953027e-01
-3.22262815e-01 7.44575200e-03 -1.80572036e-01 -3.02240753e-01
-3.28073751e-01 4.41265493e-03 -8.68544880e-02 1.65896603e-01
-1.16153701e-01]
[ -6.33861169e-02 -9.62531869e-03 -2.84696041e-01 -8.87235502e-03
6.98933462e-02 1.55435169e-01 -2.37479878e-01 -1.89064225e-01
-5.32505389e-02 -6.88992937e-02 1.80718653e-01 5.85065494e-01
-9.97384472e-02]
[ 1.09487244e-01 3.52440609e-01 -2.04330744e-01 7.10539829e-01
1.24509208e-01 -1.98203488e-03 -2.65293915e-01 -4.16101634e-01
-2.66860920e-01 -3.95603258e-01 7.52955472e-01 1.01117340e+00
-9.83126822e-01]
[ -2.71775036e-02 1.86308365e-01 4.55816781e-02 2.56232107e-01
6.16477146e-03 -6.92427700e-02 -3.06614929e-01 -3.83892928e-01
-2.95249449e-01 -2.84096970e-01 5.25310304e-01 9.98412857e-01
-8.89447411e-01]
[ -4.67911114e-02 -1.29698914e-01 -1.54553042e-01 2.93972169e-01
-1.72924445e-01 2.33822729e-01 -8.47104292e-02 -2.20356772e-01
-2.47676372e-01 -4.36784267e-01 1.88895204e-01 4.92875346e-01
-4.26005650e-01]
[ 7.88388705e-02 -3.81617073e-01 -5.19220372e-02 -1.53747926e-02
-1.11958708e-01 1.99720485e-01 7.00714588e-02 1.61783785e-01
-1.76826852e-01 -3.78280886e-02 -6.17929402e-02 3.33758683e-01
-2.44473776e-01]
[ 2.04267116e-01 -2.93093335e-01 -1.20820820e-01 -8.37831959e-02
-2.11062710e-01 1.21939508e-01 1.71313926e-02 -1.43494835e-01
-5.77288448e-02 -9.16079693e-02 -1.40379700e-01 -1.61207853e-01
-1.34870390e-01]
[ -1.35350473e-01 -7.93606776e-02 3.75794381e-02 -2.49552126e-01
-5.68948478e-02 -1.41261949e-01 3.85625760e-02 -1.76295358e-02
-8.90497091e-02 -1.14851290e-02 -3.08916388e-01 -4.26141927e-01
-6.27921541e-02]
[ -1.40126474e-01 -1.38353324e-01 -6.74534522e-02 -2.73267068e-01
-3.47635316e-01 -2.88340942e-01 1.61423418e-01 1.39215686e-01
2.13783356e-02 1.16439340e-01 -2.52345795e-01 -7.96128018e-01
3.19973648e-02]
[ -1.59749738e-01 -2.42623130e-01 -2.99156087e-01 -5.17102037e-01
-2.88781903e-01 -2.09477081e-01 -3.10723126e-01 5.18823620e-02
-2.69391255e-02 -4.30289266e-01 -4.47068090e-01 -4.61664011e-01
-6.07056170e-01]
[ -1.15727837e-01 1.26809576e-01 1.80144280e-02 5.14990044e-02
-2.08369964e-01 -1.72091142e-01 -1.24414252e-01 2.20948070e-02
-1.19829258e-01 -1.56153994e-01 -1.57062241e-01 -3.14262938e-01
-3.97089954e-02]
[ -3.54497826e-01 -1.22153788e-01 -2.70840526e-01 1.84111450e-01
-2.04590373e-01 -2.29089753e-01 -6.98342715e-02 -1.09188800e-01
4.24622684e-02 7.21500231e-03 5.95034558e-02 -3.25764309e-01
6.18464692e-02]
[ -1.29777175e-01 -3.82397846e-02 -2.55693394e-01 8.35143503e-02
-2.20543946e-01 -2.78946745e-01 -3.65169879e-01 -2.80445603e-02
1.29168097e-02 -1.60497722e-01 -2.28621048e-01 -2.64730859e-01
-1.62264179e-02]
[ -2.24764205e-01 -5.33258034e-01 -3.36298929e-01 -2.48419203e-01
-3.25471084e-01 -2.29139126e-01 -2.67721073e-02 -2.59792693e-01
7.18545737e-02 -2.25634822e-01 -1.33299973e-01 -2.25710952e-01
-6.04312430e-02]
[ -2.17496291e-01 -2.96599226e-01 -3.19013446e-01 -1.20653235e-01
-9.20861250e-02 -1.49489942e-01 -7.48434514e-02 5.45019411e-03
-1.93335238e-01 -5.13184351e-01 -2.43614317e-01 -1.74389678e-01
1.74805676e-02]
[ -1.11627249e-01 -8.36166610e-03 -2.38654706e-01 -6.15654280e-01
-2.60268243e-01 -2.59093146e-01 1.05382803e-02 -3.83168883e-01
1.12418664e-01 -1.03576638e-01 -4.74925197e-01 -2.80769656e-01
-4.98224505e-01]]
Progress: 18.8% ... Training loss: 0.277 ... Validation loss: 0.447[[-0.11209583]
[ 0.28366306]
[-0.13083827]
[ 0.95315025]
[ 0.29423151]
[-0.01840506]
[-0.81496218]
[-0.91028208]
[-0.61158895]
[-0.91787904]
[ 1.19068124]
[ 2.90024645]
[-1.79995544]]
[[ -5.33942638e-01 -4.98081563e-01 -5.84994627e-01 -1.05379766e-01
-3.01094591e-01 -5.92518111e-01 -1.95591138e-01 -2.74983866e-01
-4.29241219e-01 -3.79130957e-01 1.44665325e-01 7.09930470e-01
7.50565002e-02]
[ 5.09336895e-03 -1.36597038e-01 4.92899902e-02 -4.53087512e-02
-4.09998441e-02 5.83877434e-02 -1.23613352e-01 2.10617863e-01
-1.38048979e-01 -1.82082308e-01 -6.85862893e-02 -9.20040000e-02
7.42797391e-02]
[ -2.27705484e-01 1.38756217e-01 -2.41228715e-02 1.64549194e-01
8.52106927e-02 -1.22566078e-01 7.71048510e-02 -1.13135221e-01
2.68615998e-01 -2.15779690e-01 2.21901064e-01 8.19967187e-01
7.02818552e-01]
[ 1.97138972e-01 -2.39232243e-01 -2.80683921e-01 1.81938381e-02
-2.85435691e-01 3.61213788e-03 8.66183537e-02 -4.85616538e-01
1.46538836e-01 -3.07788326e-01 -1.97083780e-01 -3.53122231e-01
-1.77758325e-01]
[ 1.14116793e-01 1.49000847e-02 1.06519807e-01 -3.90339278e-02
-1.53294113e-02 7.09255124e-02 -1.11186991e-01 -5.39540647e-02
5.65899352e-02 1.67818087e-01 1.24402638e-01 -8.94736593e-02
-1.66469868e-01]
[ -4.81415199e-01 -6.00198561e-01 -6.02661383e-01 -6.02366928e-01
-5.83719140e-01 -5.64036508e-01 -3.05058194e-01 -1.59204504e-01
-4.36475262e-01 -2.37750533e-01 -5.01809489e-01 -7.05448099e-01
-5.08832288e-01]
[ -4.19913586e-01 -5.81114264e-01 -3.24263990e-01 -3.59198107e-01
-4.08629141e-01 -5.62117765e-01 -4.31292429e-01 -4.69892126e-01
-2.99550979e-01 -1.66224639e-01 -4.21967333e-01 -2.82592550e-01
-3.52992790e-01]
[ -3.32201274e-01 -3.42681874e-01 -4.77692476e-01 -1.70698857e-01
-3.13786973e-01 -4.18754207e-01 -2.81767448e-01 -2.38483656e-01
-2.96467714e-01 -5.04533592e-01 -2.21256025e-01 -4.80416672e-01
-3.93556682e-01]
[ -4.71596082e-01 -3.51082135e-01 -3.78465321e-01 -1.77336039e-01
-3.39439774e-01 -2.16257833e-01 -8.92277436e-02 -4.26574421e-01
-2.69955000e-01 -4.46086657e-01 -1.60154519e-01 -2.52221071e-01
-1.95791380e-01]
[ -9.56306693e-01 -9.33600503e-01 -9.81600439e-01 -7.19740982e-01
-1.02255016e+00 -9.84820914e-01 -6.12544917e-01 -6.06596259e-01
-7.60376710e-01 -5.67767541e-01 -6.98320051e-01 -4.73025550e-01
-6.45021830e-01]
[ -5.10655944e-01 -2.65863530e-01 -4.69924552e-01 -3.22293913e-01
-3.47440566e-01 -3.60010496e-01 -5.79569839e-01 -5.97093731e-01
-6.48469276e-01 -1.27928708e-01 -4.61449745e-01 -5.87748392e-01
-4.95999371e-01]
[ -1.16720663e-01 2.23365038e-02 -3.37636295e-01 -4.23135567e-01
-1.05068521e-01 -7.29134585e-02 -1.71927506e-01 -3.31958317e-01
-1.52243991e-01 1.01048314e-01 -4.26293821e-01 -8.23180371e-01
-4.27912885e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.58109216e-01 -1.17125408e-01 1.64612524e-01 -2.74403452e-01
-1.29808855e-01 1.13382409e-01 -1.21707865e-01 1.80112764e-02
-8.04313804e-02 7.45358470e-02 -1.69515567e-01 -3.53677804e-01
7.53355225e-03]
[ -8.20192904e-02 -2.65176247e-01 -1.78178124e-01 -3.00010846e-01
-4.80013172e-01 -8.49670476e-02 -2.98963090e-02 2.11304701e-02
-5.16416280e-02 3.38128649e-02 -2.13390835e-01 -3.33828812e-01
-2.52146225e-01]
[ -7.39749010e-02 -1.09780130e-02 -2.37314141e-01 -2.46617560e-01
1.30719369e-01 -1.63417523e-01 -1.71579433e-01 6.40861895e-02
-7.37879983e-03 3.19391608e-02 -1.69083966e-01 5.61659344e-02
-5.19070288e-02]
[ 3.02696860e-02 -1.60895496e-01 -1.51315572e-01 -5.97402424e-02
-1.18524576e-01 -1.07590597e-01 8.85553121e-02 -1.59863426e-01
-2.93492889e-02 -1.46704321e-02 -6.54042662e-04 -1.03594364e-01
2.94595502e-02]
[ -2.87538049e-01 -1.41238031e-01 -7.47610075e-02 -9.45707376e-02
-3.02837487e-01 -2.73799836e-01 -3.72495622e-01 3.96548213e-02
-3.12346379e-01 -2.19874482e-01 1.80014727e-01 -2.05457802e-02
2.35119259e-01]
[ -2.20641563e-01 -1.26191701e-01 -8.71597948e-02 -5.43070366e-02
-8.47985757e-02 -1.16982095e-01 -6.05593153e-02 4.32935519e-02
-1.26085774e-01 -3.02353519e-02 1.86686406e-02 -1.43139180e-01
-1.02353116e-02]
[ -1.60585399e-01 -6.75910503e-02 -2.26413546e-01 -3.06188832e-01
-1.53891930e-01 -2.01437121e-01 -2.84185039e-01 -8.97229343e-02
1.58417586e-01 -1.81072982e-01 -3.44687687e-01 -2.42830588e-01
-2.13813525e-01]
[ -3.70863669e-01 -6.35864756e-02 -1.49411746e-01 -1.39520028e-01
-4.95173652e-02 -3.12330068e-01 3.44213143e-02 -7.28581920e-02
-1.23269621e-01 7.47103472e-02 1.37031374e-02 -1.91243278e-01
-2.46108133e-01]
[ -1.68150222e-01 -1.48410628e-01 -4.90761010e-02 -1.49371437e-01
-1.32417758e-01 -2.94436868e-01 -2.65498964e-02 -1.35671054e-01
-2.35646059e-01 2.98726113e-02 2.16164202e-01 -2.13978548e-02
-1.83186627e-01]
[ -1.37177260e-01 -1.72367815e-01 -1.14623744e-01 -2.62855355e-01
9.51312964e-02 -1.85592702e-02 -2.11756661e-01 -1.69254118e-01
9.25490332e-02 -1.08086160e-01 -1.21201441e-01 -6.49072781e-02
-3.55777537e-01]
[ -4.39563341e-02 -3.38222079e-02 -1.48173799e-01 -5.42294016e-02
-2.29555912e-01 6.29659928e-02 -7.79465808e-02 -4.13251458e-02
-2.29048806e-01 -8.49579285e-02 -9.03783609e-02 -3.55806519e-01
-1.83363020e-01]
[ -7.22526835e-02 2.67354178e-02 -1.28816082e-01 -3.09197666e-01
1.22230385e-01 2.05401033e-02 -2.19166151e-01 -1.62615304e-01
1.18782236e-01 -6.67640448e-02 -2.74437491e-01 -2.40784776e-01
-2.94077630e-01]
[ 8.22057429e-02 -3.12756331e-01 -8.18401369e-02 -4.46938712e-01
-2.25169688e-01 -8.84893240e-02 7.22611558e-02 1.09264193e-01
-2.38501825e-03 3.07285245e-01 -5.20420208e-01 -7.52142195e-01
4.26715343e-01]
[ -2.19874912e-01 -2.49409703e-01 -1.29174222e-01 -3.04017631e-01
-3.04340705e-01 -9.25498857e-02 2.06386681e-01 4.52441991e-02
2.96354433e-01 4.54672246e-02 -4.04002091e-01 -9.57742151e-01
6.26690994e-01]
[ -1.04729516e-02 -1.91915001e-01 2.44980616e-02 -3.12698480e-01
-1.74728726e-01 1.66767939e-01 2.09882657e-01 2.69618254e-01
-1.81362886e-02 2.50601373e-01 -2.27616290e-01 -1.03072080e+00
7.33562571e-01]
[ 4.71843900e-03 -4.79727064e-02 -1.22425728e-01 -1.25296985e-01
-1.81233358e-01 -4.58727164e-02 2.97251140e-01 1.70729076e-01
2.58742601e-01 3.79316356e-01 -4.75553978e-01 -9.05505258e-01
7.33206625e-01]
[ -8.04687333e-02 -2.82301485e-01 6.10368951e-02 -3.68587922e-01
-1.51208633e-01 1.17754065e-01 3.70771145e-01 1.44281478e-01
-5.93257994e-02 1.75120372e-01 -5.60194038e-01 -9.35296369e-01
8.55548536e-01]
[ 1.22274505e-01 -9.08049180e-02 1.75606766e-02 -1.74533511e-01
-8.33351939e-02 -1.74701988e-02 2.49144793e-01 3.70565669e-01
4.10567670e-01 2.69864826e-01 -5.48943562e-01 -8.29372342e-01
5.45445433e-01]
[ -7.13838914e-03 -1.34176943e-01 2.06246076e-02 1.13904114e-02
-8.84301920e-02 -2.83659515e-01 4.63574261e-02 3.28165563e-01
-1.26109689e-02 9.70415408e-02 -2.56211661e-01 -7.27766306e-01
2.73046692e-01]
[ 7.96736140e-02 1.12484954e-01 2.48622108e-03 1.23708276e-01
-8.68860420e-02 -5.96164059e-02 -2.01903021e-01 -1.62788378e-01
-2.77095051e-01 -1.40630012e-01 -1.32305386e-01 3.09453931e-01
-2.42239273e-01]
[ 3.94720261e-02 -9.24232700e-02 1.40838876e-01 2.52220477e-01
2.53853852e-01 8.51591267e-03 -4.00273653e-01 -3.62790248e-01
-9.04326107e-02 -5.39101417e-01 1.97394923e-01 1.06213734e+00
-5.25099528e-01]
[ 3.34917474e-02 7.85746369e-02 -2.12054645e-01 5.89838850e-02
3.16177571e-02 -1.04087061e-03 -1.68923779e-01 -3.31746730e-01
-2.84379202e-01 -1.97935030e-01 -4.71428028e-02 -6.01905763e-02
-1.86693496e-01]
[ -5.82872714e-02 -2.11297242e-01 6.18617652e-02 8.49996602e-02
-1.31250547e-01 -1.34704484e-01 1.42242439e-02 -3.32815678e-02
6.15510517e-02 -3.85735203e-01 -3.12826899e-01 -2.25023897e-01
1.26559051e-02]
[ 1.24203067e-02 -2.71130910e-01 5.72904704e-02 -2.49426047e-01
-1.91688439e-01 -2.31585649e-01 -2.71180324e-01 3.20671829e-02
-1.82212465e-02 8.87731169e-02 -1.70242033e-01 1.64242021e-01
-5.09594262e-02]
[ 1.69477500e-01 5.36048502e-02 -1.05700542e-01 -2.30543432e-01
-5.73207448e-02 -1.02322576e-01 -1.92455457e-01 3.21174643e-03
-1.94916582e-01 -2.47858263e-01 -1.82458885e-01 3.06615406e-01
-1.11482395e-01]
[ -1.74015642e-01 -1.80682652e-01 -1.12514770e-01 -2.20256496e-01
-5.03111973e-02 2.64599200e-02 -1.94821302e-01 -2.23682604e-01
-1.44316148e-01 -3.43686432e-02 -2.12635407e-01 1.94345237e-01
-2.11706956e-01]
[ -3.45058966e-02 -2.12866785e-01 -1.59370986e-01 -2.36122049e-01
-5.49258140e-02 4.40739439e-02 -3.48361484e-02 -2.79003796e-02
-2.16625490e-01 -2.74477628e-01 -6.68745437e-02 -5.20742793e-02
-2.20175813e-02]
[ 1.11231208e-01 8.35321764e-02 -1.23716385e-02 -1.66793641e-01
-3.22162854e-01 7.43301207e-03 -1.81555635e-01 -3.02542635e-01
-3.28559682e-01 3.17761189e-03 -8.59202867e-02 1.69724918e-01
-1.19197549e-01]
[ -6.39627443e-02 -8.16013202e-03 -2.85328981e-01 -4.02230092e-03
7.13821446e-02 1.55180717e-01 -2.42567198e-01 -1.94739817e-01
-5.79575038e-02 -7.47436293e-02 1.88879209e-01 6.08032676e-01
-1.13965782e-01]
[ 1.09751499e-01 3.51950349e-01 -2.04146795e-01 7.08700782e-01
1.24080163e-01 -1.90187003e-03 -2.63716415e-01 -4.14166575e-01
-2.65597998e-01 -3.93996584e-01 7.50365855e-01 1.00481196e+00
-9.81778694e-01]
[ -2.72843306e-02 1.86385629e-01 4.54864908e-02 2.56654405e-01
6.25685047e-03 -6.92712045e-02 -3.06627047e-01 -3.84699006e-01
-2.95555783e-01 -2.84962216e-01 5.25823138e-01 9.99567832e-01
-8.90284284e-01]
[ -4.69463628e-02 -1.29477596e-01 -1.54719020e-01 2.96018165e-01
-1.72700127e-01 2.33767535e-01 -8.60132316e-02 -2.21827868e-01
-2.48750401e-01 -4.38051808e-01 1.91570242e-01 5.00903765e-01
-4.30500308e-01]
[ 7.82031783e-02 -3.80412224e-01 -5.25718795e-02 -8.67921038e-03
-1.10512187e-01 1.99464622e-01 6.35277138e-02 1.53967930e-01
-1.82260714e-01 -4.36702675e-02 -5.31557061e-02 3.60204055e-01
-2.61895993e-01]
[ 2.03976396e-01 -2.92572401e-01 -1.21103222e-01 -8.10135303e-02
-2.10536337e-01 1.21831839e-01 1.43260379e-02 -1.46355590e-01
-6.02771840e-02 -9.40673414e-02 -1.36936307e-01 -1.52009917e-01
-1.42435432e-01]
[ -1.35670837e-01 -7.88524350e-02 3.72322742e-02 -2.47144402e-01
-5.63580271e-02 -1.41364702e-01 3.57122025e-02 -1.98704902e-02
-9.13891998e-02 -1.42123724e-02 -3.06183545e-01 -4.19805796e-01
-6.97316724e-02]
[ -1.40194424e-01 -1.38252509e-01 -6.75226300e-02 -2.72836848e-01
-3.47561793e-01 -2.88359833e-01 1.60920682e-01 1.38610629e-01
2.09215979e-02 1.15826979e-01 -2.52053519e-01 -7.95333706e-01
3.09326609e-02]
[ -1.60386263e-01 -2.41136316e-01 -2.99859363e-01 -5.12379594e-01
-2.87252257e-01 -2.09731725e-01 -3.16378774e-01 4.38847601e-02
-3.28295944e-02 -4.35276498e-01 -4.39678786e-01 -4.36785618e-01
-6.26144940e-01]
[ -1.15894605e-01 1.27310533e-01 1.77759155e-02 5.34719949e-02
-2.07868596e-01 -1.72151006e-01 -1.25835669e-01 1.99225620e-02
-1.20752989e-01 -1.57575976e-01 -1.54116944e-01 -3.06748542e-01
-4.47659050e-02]
[ -3.55187963e-01 -1.20911284e-01 -2.71436383e-01 1.90826935e-01
-2.03347455e-01 -2.29331273e-01 -7.56015347e-02 -1.14440288e-01
3.71794731e-02 2.29763422e-03 6.70524911e-02 -3.05714125e-01
4.63676997e-02]
[ -1.30400751e-01 -3.70286665e-02 -2.56295503e-01 9.02897334e-02
-2.19428793e-01 -2.79136208e-01 -3.70398294e-01 -3.44134668e-02
7.86924366e-03 -1.65853194e-01 -2.20533001e-01 -2.42463513e-01
-3.13185509e-02]
[ -2.26060075e-01 -5.31580681e-01 -3.37554108e-01 -2.38931960e-01
-3.23387964e-01 -2.29604468e-01 -3.70949950e-02 -2.69238728e-01
6.37153733e-02 -2.35580697e-01 -1.21135636e-01 -1.95789634e-01
-8.44580885e-02]
[ -2.17655997e-01 -2.96216919e-01 -3.19222620e-01 -1.19376477e-01
-9.16853298e-02 -1.49558846e-01 -7.62578393e-02 3.59478126e-03
-1.94248205e-01 -5.14651289e-01 -2.41790493e-01 -1.71087244e-01
1.44469849e-02]
[ -1.11985806e-01 -7.15772453e-03 -2.39166627e-01 -6.12988044e-01
-2.59159262e-01 -2.59244784e-01 5.61976885e-03 -3.87809404e-01
1.08648593e-01 -1.09311136e-01 -4.69160673e-01 -2.63388596e-01
-5.14704144e-01]]
Progress: 18.8% ... Training loss: 0.292 ... Validation loss: 0.419[[-0.14978108]
[ 0.23918991]
[-0.16473384]
[ 0.89128403]
[ 0.24949409]
[-0.05109243]
[-0.87317186]
[-0.97051844]
[-0.67110837]
[-0.97045605]
[ 1.11828472]
[ 2.77993101]
[-1.89431354]]
[[ -5.32163161e-01 -5.03201505e-01 -5.83077543e-01 -1.32483090e-01
-3.07012173e-01 -5.92263323e-01 -1.72955312e-01 -2.51564840e-01
-4.13279880e-01 -3.58040307e-01 1.06768647e-01 6.22621100e-01
1.36880649e-01]
[ 5.26629068e-03 -1.37049184e-01 4.94794465e-02 -4.72799616e-02
-4.13955506e-02 5.84133768e-02 -1.22143914e-01 2.12220631e-01
-1.37143311e-01 -1.80569077e-01 -7.10580127e-02 -9.66293545e-02
7.76924448e-02]
[ -2.26517620e-01 1.31646902e-01 -2.19403909e-02 1.31857482e-01
7.72777772e-02 -1.22341092e-01 9.82810110e-02 -8.52343941e-02
2.87625835e-01 -2.00859905e-01 1.76237961e-01 7.17233663e-01
7.78392840e-01]
[ 1.97728162e-01 -2.36775718e-01 -2.81314545e-01 2.49698754e-02
-2.82580567e-01 3.64160794e-03 8.66356328e-02 -4.97956661e-01
1.46189993e-01 -3.12814011e-01 -1.83449152e-01 -3.29258086e-01
-1.95315389e-01]
[ 1.15029621e-01 1.36519250e-02 1.07259626e-01 -3.99280008e-02
-1.62564123e-02 7.10259366e-02 -1.13089330e-01 -5.44596879e-02
5.74124012e-02 1.74696036e-01 1.21114968e-01 -8.41257484e-02
-1.74822137e-01]
[ -4.81203363e-01 -6.00966657e-01 -6.02398556e-01 -6.04527990e-01
-5.84247268e-01 -5.64002443e-01 -3.03230012e-01 -1.57027746e-01
-4.35313732e-01 -2.34821671e-01 -5.04300735e-01 -7.07273932e-01
-5.06320640e-01]
[ -4.18456412e-01 -5.84544932e-01 -3.22766455e-01 -3.75317104e-01
-4.12436594e-01 -5.61914821e-01 -4.18645965e-01 -4.55924626e-01
-2.89927073e-01 -1.49651709e-01 -4.44230634e-01 -3.38538412e-01
-3.19680481e-01]
[ -3.31032334e-01 -3.47450696e-01 -4.76191338e-01 -1.92298497e-01
-3.18872441e-01 -4.18575036e-01 -2.65358941e-01 -2.18648540e-01
-2.83814555e-01 -4.91815428e-01 -2.50885863e-01 -5.44819229e-01
-3.48913033e-01]
[ -4.71051265e-01 -3.52193257e-01 -3.77967802e-01 -1.82293017e-01
-3.40707665e-01 -2.16169616e-01 -8.35217566e-02 -4.21814132e-01
-2.65825222e-01 -4.41739514e-01 -1.65615978e-01 -2.64886338e-01
-1.82571229e-01]
[ -9.54412145e-01 -9.40157034e-01 -9.79302802e-01 -7.50506958e-01
-1.02969873e+00 -9.84535495e-01 -5.87752596e-01 -5.76466329e-01
-7.42315544e-01 -5.44610380e-01 -7.40251612e-01 -5.71467740e-01
-5.80801381e-01]
[ -5.09764822e-01 -2.68358665e-01 -4.68875691e-01 -3.32961157e-01
-3.50059190e-01 -3.59877991e-01 -5.71567942e-01 -5.89087367e-01
-6.41870246e-01 -1.18775333e-01 -4.74608969e-01 -6.18110194e-01
-4.70112558e-01]
[ -1.16123566e-01 2.13094625e-02 -3.37223773e-01 -4.26539024e-01
-1.05990267e-01 -7.28269858e-02 -1.68132583e-01 -3.29354947e-01
-1.49335813e-01 1.05304876e-01 -4.31048882e-01 -8.29215898e-01
-4.24332390e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.57884149e-01 -1.17607750e-01 1.64826538e-01 -2.75743460e-01
-1.30226570e-01 1.13418743e-01 -1.19949270e-01 1.96851999e-02
-7.93643398e-02 7.66793369e-02 -1.71352588e-01 -3.57423769e-01
9.02264009e-03]
[ -8.21134605e-02 -2.65115749e-01 -1.78232539e-01 -2.99340012e-01
-4.79832856e-01 -8.49818702e-02 -3.03592323e-02 2.08438842e-02
-5.19848873e-02 3.32253801e-02 -2.12403208e-01 -3.29612811e-01
-2.52181984e-01]
[ -7.37990924e-02 -1.15677514e-02 -2.37102084e-01 -2.49119950e-01
1.30109684e-01 -1.63389134e-01 -1.69869700e-01 6.69850997e-02
-6.47522248e-03 3.51618605e-02 -1.72703735e-01 4.96620191e-02
-4.83918246e-02]
[ 3.12120469e-02 -1.62757944e-01 -1.50466156e-01 -6.81295393e-02
-1.20618598e-01 -1.07470328e-01 9.53765952e-02 -1.52930627e-01
-2.38331524e-02 -5.30504327e-03 -1.20834372e-02 -1.31531873e-01
4.43545729e-02]
[ -2.87193706e-01 -1.42166317e-01 -7.43580710e-02 -9.93749752e-02
-3.03777851e-01 -2.73746980e-01 -3.69182436e-01 4.30668249e-02
-3.09661146e-01 -2.15906195e-01 1.73803138e-01 -3.72467499e-02
2.46224534e-01]
[ -2.20484384e-01 -1.27086240e-01 -8.68757603e-02 -5.82861796e-02
-8.59439725e-02 -1.16945975e-01 -5.77834073e-02 4.71712890e-02
-1.23992599e-01 -2.73606322e-02 1.28773064e-02 -1.51584979e-01
-1.22920880e-03]
[ -1.60237385e-01 -6.94587409e-02 -2.25844985e-01 -3.13405070e-01
-1.55811019e-01 -2.01374152e-01 -2.78745867e-01 -8.17997980e-02
1.63283660e-01 -1.77341061e-01 -3.54230727e-01 -2.63200670e-01
-1.95832015e-01]
[ -3.70648468e-01 -6.44308475e-02 -1.49155804e-01 -1.43537259e-01
-5.04034825e-02 -3.12297434e-01 3.78683685e-02 -6.91770717e-02
-1.20688589e-01 7.78421801e-02 8.92857257e-03 -2.04275030e-01
-2.36035988e-01]
[ -1.67499700e-01 -1.50286413e-01 -4.84307638e-02 -1.59322270e-01
-1.34323963e-01 -2.94355514e-01 -1.88244411e-02 -1.28530897e-01
-2.30698842e-01 3.57200044e-02 2.01941197e-01 -5.50956873e-02
-1.67175161e-01]
[ -1.36885123e-01 -1.72884674e-01 -1.14348009e-01 -2.65346949e-01
9.44241334e-02 -1.85118237e-02 -2.08542684e-01 -1.66434450e-01
9.50606502e-02 -1.06084460e-01 -1.23903722e-01 -7.28257403e-02
-3.47708679e-01]
[ -4.39531675e-02 -3.38120283e-02 -1.48164876e-01 -5.42290385e-02
-2.29558600e-01 6.29663705e-02 -7.79100111e-02 -4.11727791e-02
-2.29053055e-01 -8.48875117e-02 -9.03612823e-02 -3.55529547e-01
-1.83231386e-01]
[ -7.21295444e-02 2.64480926e-02 -1.28719603e-01 -3.10014569e-01
1.21989575e-01 2.05605742e-02 -2.18355019e-01 -1.62100876e-01
1.19527015e-01 -6.59673102e-02 -2.75156043e-01 -2.41764981e-01
-2.92630420e-01]
[ 8.23176003e-02 -3.12971557e-01 -8.17682909e-02 -4.48126900e-01
-2.25423145e-01 -8.84774018e-02 7.37066236e-02 1.10377265e-01
-1.46744184e-03 3.08495901e-01 -5.21870254e-01 -7.56406112e-01
4.30338782e-01]
[ -2.19822735e-01 -2.49521297e-01 -1.29126864e-01 -3.04516157e-01
-3.04441105e-01 -9.25416048e-02 2.07088585e-01 4.60851221e-02
2.96780440e-01 4.61699696e-02 -4.04560709e-01 -9.58665536e-01
6.28086927e-01]
[ -1.03547320e-02 -1.92246461e-01 2.46335770e-02 -3.14625417e-01
-1.75136105e-01 1.66788018e-01 2.11809988e-01 2.71949777e-01
-1.70171374e-02 2.52466188e-01 -2.30011682e-01 -1.03684831e+00
7.39072266e-01]
[ 4.86217377e-03 -4.83054178e-02 -1.22294672e-01 -1.27191226e-01
-1.81558869e-01 -4.58535658e-02 2.99208134e-01 1.72586728e-01
2.60097071e-01 3.81282236e-01 -4.77696737e-01 -9.10540359e-01
7.38113228e-01]
[ -8.03888119e-02 -2.82485146e-01 6.11234115e-02 -3.69686940e-01
-1.51451174e-01 1.17768876e-01 3.72014509e-01 1.45135198e-01
-5.86677585e-02 1.76067454e-01 -5.61485452e-01 -9.37962567e-01
8.58602798e-01]
[ 1.22414602e-01 -9.10952271e-02 1.76747911e-02 -1.75970673e-01
-8.36251688e-02 -1.74521914e-02 2.50460604e-01 3.71756873e-01
4.11734246e-01 2.71034403e-01 -5.50284507e-01 -8.32905471e-01
5.48796571e-01]
[ -7.03141090e-03 -1.34332320e-01 2.07065582e-02 1.07077908e-02
-8.86075304e-02 -2.83644660e-01 4.72825277e-02 3.29208134e-01
-1.19980151e-02 9.78495684e-02 -2.56852321e-01 -7.28439487e-01
2.74027775e-01]
[ 7.99075768e-02 1.11784889e-01 2.74777615e-03 1.21634813e-01
-8.74932227e-02 -5.95884676e-02 -1.99549882e-01 -1.60087682e-01
-2.75824758e-01 -1.37573323e-01 -1.36102782e-01 2.98512720e-01
-2.38879591e-01]
[ 3.94337802e-02 -9.25016053e-02 1.40859630e-01 2.51222500e-01
2.53803824e-01 8.50967417e-03 -3.99726583e-01 -3.62708463e-01
-8.99542163e-02 -5.39958275e-01 1.95446979e-01 1.05867185e+00
-5.23273363e-01]
[ 3.37657110e-02 7.78856491e-02 -2.11824570e-01 5.60119987e-02
3.09123452e-02 -1.00471009e-03 -1.66713547e-01 -3.29686259e-01
-2.82818597e-01 -1.95590733e-01 -5.10252681e-02 -7.06370167e-02
-1.81119744e-01]
[ -5.79953355e-02 -2.11884521e-01 6.21416879e-02 8.17517312e-02
-1.31946601e-01 -1.34660711e-01 1.71362134e-02 -3.07974133e-02
6.37850415e-02 -3.83253679e-01 -3.16343286e-01 -2.33788870e-01
1.84959481e-02]
[ 1.26755541e-02 -2.72011477e-01 5.76620686e-02 -2.53579877e-01
-1.92803198e-01 -2.31543345e-01 -2.68207776e-01 3.58350996e-02
-1.53703309e-02 9.20075358e-02 -1.76014403e-01 1.48338380e-01
-4.06442520e-02]
[ 1.69991910e-01 5.18125666e-02 -1.05071763e-01 -2.36133510e-01
-5.90876429e-02 -1.02245143e-01 -1.88198299e-01 9.56834302e-03
-1.90955608e-01 -2.42565535e-01 -1.90178756e-01 2.87836299e-01
-9.90034058e-02]
[ -1.73969655e-01 -1.80973636e-01 -1.12434397e-01 -2.22212017e-01
-5.07136166e-02 2.64682291e-02 -1.93375155e-01 -2.22402402e-01
-1.43335705e-01 -3.32897548e-02 -2.15337119e-01 1.87342086e-01
-2.06367889e-01]
[ -3.43695809e-02 -2.13541946e-01 -1.59145681e-01 -2.39383689e-01
-5.54973392e-02 4.41018143e-02 -3.30562281e-02 -2.67585117e-02
-2.15100158e-01 -2.73481982e-01 -7.05511123e-02 -5.79696515e-02
-1.53496926e-02]
[ 1.11203768e-01 8.37245998e-02 -1.24387290e-02 -1.66434874e-01
-3.22053111e-01 7.43064119e-03 -1.82099030e-01 -3.03085919e-01
-3.28886337e-01 2.57140773e-03 -8.48836569e-02 1.73051054e-01
-1.20644453e-01]
[ -6.38911709e-02 -8.73467713e-03 -2.85138454e-01 -6.76712759e-03
7.05918056e-02 1.55202537e-01 -2.40785817e-01 -1.91450822e-01
-5.66642670e-02 -7.23753231e-02 1.84232204e-01 6.02160942e-01
-1.07764865e-01]
[ 1.10047627e-01 3.50698017e-01 -2.03799581e-01 7.03589952e-01
1.22878285e-01 -1.85846478e-03 -2.60813244e-01 -4.10107761e-01
-2.63435543e-01 -3.90508631e-01 7.43225436e-01 9.88934264e-01
-9.76858085e-01]
[ -2.72412776e-02 1.86412028e-01 4.55000682e-02 2.57869818e-01
6.42200162e-03 -6.92725158e-02 -3.06765718e-01 -3.84657282e-01
-2.95568622e-01 -2.84998479e-01 5.27227938e-01 1.00398931e+00
-8.91101076e-01]
[ -4.67556562e-02 -1.29563036e-01 -1.54637600e-01 2.95607731e-01
-1.72846392e-01 2.33791593e-01 -8.55298887e-02 -2.21653512e-01
-2.48101630e-01 -4.36928377e-01 1.90766191e-01 5.00114551e-01
-4.31317767e-01]
[ 7.83083705e-02 -3.80790632e-01 -5.24004518e-02 -1.06953414e-02
-1.10998162e-01 1.99486597e-01 6.51451317e-02 1.56389171e-01
-1.81320808e-01 -4.21886501e-02 -5.60200246e-02 3.53727492e-01
-2.57228303e-01]
[ 2.04028678e-01 -2.92700470e-01 -1.21060541e-01 -8.15445966e-02
-2.10666250e-01 1.21839282e-01 1.46957659e-02 -1.45823472e-01
-5.99418759e-02 -9.35839630e-02 -1.37513312e-01 -1.53476346e-01
-1.41409211e-01]
[ -1.35616056e-01 -7.90073471e-02 3.73100871e-02 -2.47687696e-01
-5.65275206e-02 -1.41356566e-01 3.62906524e-02 -1.93146956e-02
-9.09840388e-02 -1.35190604e-02 -3.06927330e-01 -4.21842406e-01
-6.83412872e-02]
[ -1.40064495e-01 -1.38662332e-01 -6.73878960e-02 -2.74912107e-01
-3.47890885e-01 -2.88343248e-01 1.62464241e-01 1.39716179e-01
2.19289056e-02 1.17102432e-01 -2.54729662e-01 -8.00980791e-01
3.52728382e-02]
[ -1.59479020e-01 -2.42880263e-01 -2.99264826e-01 -5.22369349e-01
-2.89139483e-01 -2.09620692e-01 -3.09068458e-01 4.88196088e-02
-2.69097955e-02 -4.30604926e-01 -4.51888847e-01 -4.63412951e-01
-6.14582679e-01]
[ -1.15367000e-01 1.25587188e-01 1.84789358e-02 4.72656992e-02
-2.09451236e-01 -1.72065374e-01 -1.20927015e-01 2.62880676e-02
-1.17060297e-01 -1.52062225e-01 -1.62109794e-01 -3.24822702e-01
-3.13432196e-02]
[ -3.55057067e-01 -1.21373264e-01 -2.71264033e-01 1.88664099e-01
-2.03854581e-01 -2.29315964e-01 -7.37478190e-02 -1.10939772e-01
3.81711746e-02 5.41872797e-03 6.36443221e-02 -3.14235189e-01
5.22480060e-02]
[ -1.29788087e-01 -3.90965518e-02 -2.55569430e-01 8.11612148e-02
-2.21319852e-01 -2.79046812e-01 -3.63579566e-01 -2.65506412e-02
1.33507714e-02 -1.58092933e-01 -2.31707987e-01 -2.68858598e-01
-1.00692276e-02]
[ -2.25758071e-01 -5.32539705e-01 -3.37122052e-01 -2.44404235e-01
-3.24788605e-01 -2.29546701e-01 -3.20755518e-02 -2.64788952e-01
6.76042323e-02 -2.30944203e-01 -1.28849281e-01 -2.14050868e-01
-6.88496944e-02]
[ -2.17140685e-01 -2.98298550e-01 -3.18477548e-01 -1.27922646e-01
-9.41725486e-02 -1.49465909e-01 -6.90704897e-02 1.40231958e-02
-1.88720753e-01 -5.08263994e-01 -2.54046212e-01 -1.96842402e-01
3.60461482e-02]
[ -1.11598762e-01 -8.19861879e-03 -2.38780715e-01 -6.16318870e-01
-2.60092290e-01 -2.59192463e-01 9.11070316e-03 -3.84611626e-01
1.10714934e-01 -1.04834502e-01 -4.74251089e-01 -2.74594080e-01
-5.10338520e-01]]
Progress: 18.9% ... Training loss: 0.293 ... Validation loss: 0.483[[-0.12483169]
[ 0.27633907]
[-0.13519856]
[ 0.94111777]
[ 0.285391 ]
[-0.0237749 ]
[-0.83208728]
[-0.91834366]
[-0.6335735 ]
[-0.92577199]
[ 1.17462788]
[ 2.85896252]
[-1.82764368]]
[[-0.53291195 -0.50105749 -0.5843297 -0.11925394 -0.30452954 -0.59253306
-0.18240226 -0.2620476 -0.41978557 -0.36730775 0.12519445 0.66625326
0.10385321]
[ 0.00508415 -0.13665744 0.04920147 -0.0456986 -0.04112733 0.05835235
-0.12349301 0.21014868 -0.13811939 -0.18236872 -0.06874882 -0.09171035
0.07310857]
[-0.22769381 0.13542937 -0.02384787 0.15014376 0.08097613 -0.12270083
0.08461827 -0.10275149 0.27499404 -0.21538748 0.20336258 0.78386417
0.72960875]
[ 0.19880531 -0.24046351 -0.27892661 0.01633484 -0.28647558 0.00420053
0.09994871 -0.47405487 0.15654406 -0.29295265 -0.20298668 -0.36679301
-0.15868263]
[ 0.11535775 0.01380211 0.10659645 -0.04275226 -0.0166178 0.07103318
-0.11106701 -0.05524285 0.05659307 0.17193086 0.12300162 -0.09133566
-0.17669081]
[-0.48183731 -0.59966043 -0.60327316 -0.60057963 -0.58281466 -0.5643008
-0.3084059 -0.16489456 -0.43806132 -0.24204923 -0.4989633 -0.69961656
-0.51794595]
[-0.41949103 -0.58250378 -0.3241667 -0.36294978 -0.41016302 -0.56224534
-0.42762529 -0.46654338 -0.29670004 -0.15965025 -0.42760187 -0.29795014
-0.34956309]
[-0.33222088 -0.34467366 -0.4775189 -0.17966949 -0.31611615 -0.41896215
-0.27651173 -0.23048997 -0.29229312 -0.50174884 -0.2354826 -0.50812555
-0.3781527 ]
[-0.47127517 -0.35165086 -0.37835707 -0.18103879 -0.34014654 -0.21628867
-0.08517027 -0.42443751 -0.26720266 -0.44465831 -0.16261008 -0.25737262
-0.18608243]
[-0.95604592 -0.93616635 -0.98186062 -0.73198263 -1.02549095 -0.98517524
-0.60486075 -0.59913036 -0.75509519 -0.56412477 -0.7134794 -0.51199702
-0.63272139]
[-0.51091441 -0.26628662 -0.47004473 -0.3231295 -0.34773401 -0.36028794
-0.57981578 -0.59734762 -0.64714736 -0.1275062 -0.46307135 -0.58900238
-0.48901666]
[-0.11642122 0.02191355 -0.3374886 -0.42469609 -0.10549963 -0.07291234
-0.1697331 -0.33138103 -0.15065563 0.10347184 -0.42898335 -0.8253414
-0.42776707]
[-0.01883241 0.20454281 0.10172896 0.07328526 0.0842286 0.02586437
0.09430329 -0.08934345 -0.1634191 -0.25912059 -0.24744719 0.20747516
0.10477706]
[-0.25815279 -0.11720076 0.16448071 -0.27403708 -0.12977019 0.11329963
-0.12195609 0.01662788 -0.08035607 0.07371077 -0.16912 -0.35371956
0.00546518]
[-0.08220856 -0.26484837 -0.1784306 -0.29889564 -0.47967366 -0.08503026
-0.03120792 0.01954153 -0.05246018 0.03211333 -0.21187438 -0.3313745
-0.25508174]
[-0.07393502 -0.01120701 -0.23724725 -0.2478121 0.13061234 -0.16345139
-0.17140181 0.06518808 -0.00722656 0.03354251 -0.17119152 0.05442942
-0.05271116]
[ 0.03095212 -0.16247098 -0.15070788 -0.06640654 -0.12021573 -0.10754498
0.09312549 -0.15513004 -0.02522817 -0.00746273 -0.0099634 -0.12510124
0.03863099]
[-0.28759918 -0.14126223 -0.0749569 -0.09393707 -0.30297909 -0.27386605
-0.37164962 0.03968582 -0.31209391 -0.2192846 0.18088472 -0.02041037
0.23580967]
[-0.22098075 -0.12606547 -0.0875693 -0.05265575 -0.08480882 -0.11712633
-0.0628818 0.04112689 -0.12761264 -0.03291672 0.02029709 -0.13614156
-0.01638462]
[-0.16041508 -0.06872642 -0.22619796 -0.3112794 -0.15517861 -0.2014399
-0.28098671 -0.08553699 0.16084893 -0.18002061 -0.35087523 -0.2542205
-0.20411064]
[-0.37091068 -0.06357198 -0.14952822 -0.13931322 -0.04945939 -0.31240207
0.03402147 -0.07285837 -0.12317028 0.07472801 0.01429174 -0.19317916
-0.24581772]
[-0.16805014 -0.149392 -0.04887471 -0.1542256 -0.1333718 -0.29451009
-0.02264759 -0.13184 -0.23338863 0.03277786 0.20801384 -0.03926325
-0.17561933]
[-0.13688592 -0.17268161 -0.11453643 -0.26582637 0.09463225 -0.01853993
-0.20841022 -0.16752975 0.09497789 -0.10736733 -0.12280319 -0.06910108
-0.34818562]
[-0.04399919 -0.03374851 -0.14820833 -0.05387775 -0.22949799 0.06294741
-0.07829595 -0.04152556 -0.22932449 -0.08523508 -0.09006723 -0.35543041
-0.18426818]
[-0.07251196 0.02711579 -0.12908694 -0.30738384 0.12276078 0.02040141
-0.22094286 -0.16509407 0.11777704 -0.06888716 -0.27186161 -0.23446456
-0.29680053]
[ 0.08215269 -0.31274121 -0.08191386 -0.44726855 -0.22522204 -0.08852617
0.07249141 0.10912804 -0.00238585 0.30717148 -0.52102746 -0.75501544
0.42784661]
[-0.21985052 -0.24948471 -0.12915384 -0.30435251 -0.30440131 -0.09255181
0.20680956 0.04571005 0.29659524 0.0458785 -0.404387 -0.95823683
0.62754144]
[-0.01051698 -0.19195464 0.02442777 -0.31396704 -0.17489448 0.1667218
0.21046771 0.27033373 -0.01788784 0.25089992 -0.22884624 -1.03560972
0.73628624]
[ 0.00444481 -0.04763279 -0.12267293 -0.12482021 -0.1809915 -0.04598596
0.29625542 0.16945308 0.25788528 0.37813321 -0.47544139 -0.90764959
0.73156139]
[-0.0804581 -0.28237587 0.0609955 -0.36919433 -0.15136077 0.11773793
0.37128587 0.14429351 -0.05901261 0.17525984 -0.56091355 -0.93748646
0.8569467 ]
[ 0.12239997 -0.09107965 0.01766382 -0.17583172 -0.08360464 -0.01745645
0.25023706 0.37161163 0.41159329 0.27090642 -0.55011681 -0.83240976
0.5483109 ]
[-0.00692113 -0.13445904 0.02077323 0.01043316 -0.08869588 -0.28362195
0.04792196 0.3296071 -0.0113495 0.09860597 -0.2572453 -0.72955304
0.27498527]
[ 0.08011889 0.11153907 0.00290805 0.12082889 -0.08773938 -0.05953023
-0.19852939 -0.15819263 -0.27521723 -0.13593621 -0.13714019 0.29597809
-0.23802756]
[ 0.03913596 -0.09199422 0.14052293 0.25526008 0.25439243 0.00843296
-0.40174068 -0.36408174 -0.09155937 -0.54085259 0.19993489 1.0710131
-0.53063427]
[ 0.03333884 0.07852238 -0.21215846 0.05929915 0.0317699 -0.00114789
-0.16998115 -0.33304153 -0.28454187 -0.19926601 -0.04729292 -0.06155822
-0.18763462]
[-0.05787762 -0.21209741 0.0622801 0.08042544 -0.1322302 -0.13461565
0.01856653 -0.02969556 0.06493944 -0.38228084 -0.31791309 -0.23879831
0.02199129]
[ 0.01260189 -0.27175757 0.05753367 -0.25291326 -0.19256685 -0.23156479
-0.26916953 0.03437544 -0.01642551 0.09088579 -0.17461506 0.15270678
-0.04410593]
[ 0.17002662 0.05168056 -0.10500584 -0.2367762 -0.05924813 -0.10223168
-0.18751277 0.01052541 -0.1904479 -0.24205934 -0.19133906 0.2858614
-0.09729198]
[-0.17393778 -0.1809862 -0.11242628 -0.22232584 -0.05074335 0.02647775
-0.19322783 -0.22237242 -0.14323409 -0.03308414 -0.21544597 0.18726032
-0.20624105]
[-0.03505186 -0.21197037 -0.16014676 -0.23456474 -0.05350379 0.04380041
-0.03986646 -0.03656823 -0.21959566 -0.28148544 -0.06159899 -0.03447412
-0.03099817]
[ 0.11118609 0.08393517 -0.01258528 -0.16557665 -0.32191347 0.00742361
-0.18260842 -0.30444828 -0.32943637 0.00172431 -0.083183 0.17783694
-0.12393423]
[-0.06388923 -0.00872692 -0.28512119 -0.00652198 0.07060922 0.15520286
-0.24106214 -0.19139658 -0.05682832 -0.07236949 0.18458023 0.60288713
-0.10841494]
[ 0.10942799 0.35201747 -0.20438439 0.70906419 0.12404962 -0.0020432
-0.26444508 -0.4140437 -0.26651874 -0.39451226 0.75004612 1.00512098
-0.98449134]
[-0.02738538 0.18705293 0.04508316 0.26208839 0.00714332 -0.06934841
-0.30899472 -0.38805103 -0.29774639 -0.28832448 0.53316918 1.01158562
-0.90153112]
[-0.04688168 -0.12924594 -0.1548414 0.2973014 -0.17253146 0.23373145
-0.08659831 -0.22357863 -0.24886911 -0.43858495 0.19278836 0.50551635
-0.43475752]
[ 0.0781459 -0.38056272 -0.05259614 -0.00947001 -0.11075605 0.199425
0.06403222 0.15504014 -0.18212219 -0.04357213 -0.05474833 0.3573485
-0.25974726]
[ 0.20380573 -0.29233529 -0.12125293 -0.07924191 -0.21027915 0.12177088
0.01221836 -0.14788673 -0.06146071 -0.09548708 -0.13476554 -0.1456084
-0.14718039]
[-0.13564612 -0.07894399 0.03724502 -0.24750263 -0.05644696 -0.14136902
0.03590413 -0.01987688 -0.09118975 -0.01410441 -0.30651628 -0.42053903
-0.06915971]
[-0.13999356 -0.13874358 -0.06733545 -0.27524602 -0.34797028 -0.28832183
0.16307154 0.14027912 0.02235207 0.11760697 -0.25509685 -0.80150723
0.03592564]
[-0.15925992 -0.24296229 -0.29921041 -0.52347403 -0.28918697 -0.20957469
-0.30807069 0.04933627 -0.02620321 -0.43004013 -0.45296728 -0.46524014
-0.61465268]
[-0.11674535 0.12788644 0.01696548 0.05836646 -0.20734307 -0.17248909
-0.13057914 0.01570803 -0.12383764 -0.16198387 -0.14872794 -0.29240717
-0.05432398]
[-0.35531551 -0.12066554 -0.27163902 0.19271413 -0.20319237 -0.22941297
-0.07676839 -0.11450503 0.0359415 0.0014373 0.06925903 -0.30279687
0.04376954]
[-0.13034323 -0.037639 -0.25625716 0.08738725 -0.22002377 -0.2792446
-0.36759565 -0.03229979 0.00978332 -0.16284042 -0.22415184 -0.25106813
-0.02140495]
[-0.22613753 -0.53183832 -0.33753938 -0.24038016 -0.3239111 -0.22968596
-0.03566705 -0.2678472 0.06534221 -0.23476171 -0.12336988 -0.20544161
-0.0782414 ]
[-0.21785251 -0.29711567 -0.31923245 -0.12190605 -0.09249253 -0.14972338
-0.07592728 0.00586126 -0.19283824 -0.51437686 -0.24608029 -0.17621225
0.01919759]
[-0.11161566 -0.00779858 -0.23907842 -0.61643277 -0.2596452 -0.25925828
0.00829349 -0.38696404 0.10958576 -0.10689666 -0.47279532 -0.27119758
-0.5154921 ]]
Progress: 18.9% ... Training loss: 0.249 ... Validation loss: 0.414[[-0.13772917]
[ 0.26368519]
[-0.1427688 ]
[ 0.92519427]
[ 0.27502398]
[-0.03446197]
[-0.84869596]
[-0.93727254]
[-0.64987318]
[-0.94053442]
[ 1.15650783]
[ 2.85111103]
[-1.8518414 ]]
[[-0.53229355 -0.50245559 -0.58378568 -0.12479247 -0.30571904 -0.59242377
-0.1749101 -0.25363168 -0.41551132 -0.35989104 0.117788 0.64652111
0.11924061]
[ 0.00510164 -0.13668224 0.04920426 -0.04635166 -0.04116249 0.05835264
-0.12295968 0.21051778 -0.13784135 -0.18237851 -0.06960014 -0.09464481
0.07475128]
[-0.22747975 0.13385358 -0.02339759 0.14092354 0.07995949 -0.12263906
0.09008241 -0.0988162 0.27903069 -0.21266997 0.19167161 0.75091764
0.75221596]
[ 0.19969464 -0.24233883 -0.27851906 0.01024244 -0.28815183 0.00433621
0.10636122 -0.47255196 0.16116499 -0.28669781 -0.21117805 -0.38460866
-0.15200931]
[ 0.11617478 0.01166686 0.10766322 -0.05520415 -0.01889525 0.07118985
-0.10292427 -0.04587505 0.0642959 0.17920522 0.10999347 -0.12197187
-0.1481102 ]
[-0.48130407 -0.60047197 -0.60291861 -0.60386256 -0.58384539 -0.56422143
-0.30470917 -0.15920981 -0.4356876 -0.23767631 -0.50336571 -0.71346664
-0.51397406]
[-0.41938136 -0.58269005 -0.32408921 -0.36258346 -0.41015029 -0.56222799
-0.42647921 -0.46562699 -0.29563952 -0.1577203 -0.42740983 -0.29755523
-0.34713009]
[-0.33164082 -0.3464541 -0.47693856 -0.18821283 -0.31766434 -0.41885195
-0.26976302 -0.22362102 -0.28762873 -0.49663855 -0.24664671 -0.53639803
-0.36025661]
[-0.47132684 -0.35145038 -0.37846295 -0.17953616 -0.33993014 -0.21629629
-0.08653005 -0.42565805 -0.26794924 -0.44509216 -0.16087075 -0.24841209
-0.18904518]
[-0.95568137 -0.936897 -0.98139714 -0.73433348 -1.02614869 -0.98510313
-0.60045215 -0.59098306 -0.7522435 -0.5590581 -0.71831584 -0.52484616
-0.62101303]
[-0.51101159 -0.26621601 -0.47011796 -0.32300222 -0.34752587 -0.36030957
-0.58059227 -0.59742366 -0.64777078 -0.12735247 -0.46263211 -0.5866695
-0.49014549]
[-0.11551729 0.01999581 -0.33697234 -0.43242983 -0.10739981 -0.07276352
-0.16313348 -0.32720276 -0.14553183 0.10923075 -0.4382213 -0.84759225
-0.41700837]
[-0.01883241 0.20454281 0.10172896 0.07328526 0.0842286 0.02586437
0.09430329 -0.08934345 -0.1634191 -0.25912059 -0.24744719 0.20747516
0.10477706]
[-0.25818418 -0.1171359 0.16446808 -0.27386219 -0.12977548 0.11329466
-0.12193148 0.01685154 -0.08036963 0.07384181 -0.16945355 -0.35602717
0.00535379]
[-0.08199446 -0.26511062 -0.1783051 -0.29985457 -0.47993135 -0.08499956
-0.02994033 0.02143529 -0.05171043 0.03377726 -0.21286995 -0.33340728
-0.25400784]
[-0.07346764 -0.01195254 -0.23695218 -0.25092138 0.12966472 -0.16338199
-0.16831649 0.06920624 -0.00500262 0.03689522 -0.17481146 0.04319856
-0.04860933]
[ 0.03085839 -0.16233463 -0.15078436 -0.0650112 -0.11986069 -0.10756033
0.09223817 -0.15601769 -0.02585114 -0.00848378 -0.00764667 -0.11756288
0.03744396]
[-0.28754186 -0.14132306 -0.07488209 -0.0937396 -0.30297569 -0.27385861
-0.37109761 0.04048202 -0.31160667 -0.21819341 0.18066369 -0.02299831
0.23645722]
[-0.22083017 -0.12668065 -0.08734698 -0.05618936 -0.08549834 -0.11709119
-0.05979889 0.0448759 -0.1252772 -0.03000289 0.01478251 -0.14902188
-0.00715213]
[-0.16040547 -0.06891154 -0.22609794 -0.31110289 -0.15520568 -0.20143175
-0.28084706 -0.08433867 0.16086447 -0.17916227 -0.35101181 -0.25781475
-0.20297221]
[-0.37091221 -0.06354658 -0.14954756 -0.14011933 -0.04943394 -0.3123979
0.03407934 -0.07299365 -0.12331905 0.07445217 0.014102 -0.19250314
-0.24561495]
[-0.16766347 -0.15037619 -0.04862503 -0.15882756 -0.13428434 -0.29444803
-0.01904707 -0.1296174 -0.23076896 0.03489486 0.20183608 -0.05368715
-0.16740073]
[-0.13686612 -0.17254704 -0.11458582 -0.26543402 0.09481884 -0.01853915
-0.20900838 -0.16826084 0.09455205 -0.10777845 -0.12171228 -0.06305902
-0.35020111]
[-0.04418148 -0.03348425 -0.14830991 -0.05205534 -0.22924873 0.06291604
-0.07946153 -0.04237081 -0.23014541 -0.08582124 -0.08879625 -0.35151116
-0.18576712]
[-0.07233718 0.02676567 -0.12898839 -0.30849022 0.12243097 0.02043454
-0.21987053 -0.16434695 0.11872957 -0.06774171 -0.27298662 -0.23634973
-0.29526502]
[ 0.08217937 -0.31277759 -0.08188948 -0.44761509 -0.22526356 -0.0885223
0.07256347 0.10978237 -0.00223477 0.3076946 -0.52144368 -0.75626351
0.42872452]
[-0.21979046 -0.24969238 -0.1290737 -0.30551208 -0.30459315 -0.09254022
0.20794992 0.04699998 0.29740127 0.04685298 -0.40595534 -0.96198923
0.63064415]
[-0.01047984 -0.19203008 0.02446154 -0.31452448 -0.17498535 0.16672845
0.21116752 0.27080399 -0.01753329 0.25141276 -0.22958099 -1.03716399
0.73793831]
[ 0.00444242 -0.04768592 -0.12265817 -0.12536481 -0.18106836 -0.0459846
0.29672964 0.17000668 0.25818562 0.37835696 -0.47611797 -0.90962954
0.73315224]
[-0.08038923 -0.28245793 0.06105745 -0.36969311 -0.15147553 0.11775179
0.37210316 0.14499571 -0.05852578 0.17593271 -0.56156213 -0.93933705
0.85835381]
[ 0.12239146 -0.09107981 0.01765527 -0.1758656 -0.0836184 -0.01745842
0.25008568 0.37138487 0.41159552 0.27079478 -0.55011712 -0.83261059
0.54843357]
[-0.00683448 -0.13464474 0.02084934 0.00949151 -0.08890883 -0.28360947
0.04889507 0.33095124 -0.01063834 0.09937933 -0.25841117 -0.73265076
0.27743912]
[ 0.08016652 0.11130992 0.00294099 0.12094928 -0.08791808 -0.0595143
-0.19788754 -0.15877336 -0.2746716 -0.13612876 -0.13682879 0.29721968
-0.23787191]
[ 0.03897874 -0.0914216 0.14035822 0.26121181 0.25516328 0.00840339
-0.40414939 -0.36470206 -0.09402792 -0.54124837 0.20582458 1.08388922
-0.54146062]
[ 0.03347017 0.07834571 -0.21206142 0.05895237 0.03167446 -0.00112884
-0.16957235 -0.33237777 -0.28396229 -0.19830472 -0.04788949 -0.06260606
-0.18714518]
[-0.05779662 -0.21229249 0.06239345 0.0788254 -0.1324645 -0.13460464
0.01964909 -0.02813169 0.06555868 -0.38072052 -0.3201284 -0.24402262
0.02495155]
[ 0.01247387 -0.27134813 0.05736909 -0.25184376 -0.1921372 -0.2315896
-0.27120098 0.03260554 -0.01783135 0.08929554 -0.17270921 0.16077141
-0.04806474]
[ 0.1700222 0.0516112 -0.10500834 -0.23715397 -0.05927919 -0.10223411
-0.1876603 0.01063504 -0.19045229 -0.2421108 -0.19166025 0.28587115
-0.09655965]
[-0.17381911 -0.18127986 -0.11231534 -0.22384577 -0.05107279 0.02650266
-0.19197145 -0.22156042 -0.14216957 -0.03157943 -0.21730063 0.18234568
-0.20304917]
[-0.03500304 -0.21236979 -0.16000113 -0.23641034 -0.05392784 0.04381533
-0.03865547 -0.03446002 -0.2184181 -0.28022075 -0.06451015 -0.04242458
-0.02565451]
[ 0.11127136 0.08365367 -0.0124976 -0.16729194 -0.32207585 0.00743497
-0.1817359 -0.30362946 -0.32870424 0.00235714 -0.08536372 0.17285621
-0.12014364]
[-0.06379767 -0.00879181 -0.28510423 -0.0069429 0.07057077 0.15521994
-0.2408662 -0.19178401 -0.05654385 -0.07253536 0.18491944 0.60512133
-0.1087132 ]
[ 0.10978376 0.35126313 -0.20424537 0.70657441 0.12332858 -0.00199122
-0.26204969 -0.41286947 -0.26486017 -0.39307468 0.74706776 0.99604802
-0.98242356]
[-0.02738538 0.18705293 0.04508316 0.26208839 0.00714332 -0.06934841
-0.30899472 -0.38805103 -0.29774639 -0.28832448 0.53316918 1.01158562
-0.90153112]
[-0.04686703 -0.12939266 -0.15481025 0.29658959 -0.17267948 0.23373753
-0.08614026 -0.22316487 -0.2485004 -0.43875261 0.19216258 0.50430406
-0.43294197]
[ 0.07832487 -0.38085616 -0.05245624 -0.01119363 -0.11115498 0.19945446
0.06593029 0.15723639 -0.18096498 -0.04191911 -0.05727387 0.34925301
-0.25573776]
[ 0.20381163 -0.2923022 -0.12124151 -0.07894736 -0.21027613 0.12177326
0.01212669 -0.14758479 -0.06155645 -0.09510614 -0.13472263 -0.14503202
-0.14787928]
[-0.13559751 -0.07901946 0.03728821 -0.24781082 -0.0565097 -0.14136041
0.03634954 -0.01940798 -0.09095332 -0.0136267 -0.30687418 -0.42097099
-0.06867004]
[-0.14000931 -0.13871627 -0.06734894 -0.27549732 -0.34795645 -0.28832633
0.1630912 0.140468 0.02244236 0.11770798 -0.25544322 -0.80266248
0.03679268]
[-0.15874616 -0.24386165 -0.29874502 -0.52705923 -0.29030646 -0.20948813
-0.30429049 0.05665685 -0.02344329 -0.42487673 -0.45916151 -0.48165513
-0.60782209]
[-0.11634283 0.12676311 0.01741698 0.05346388 -0.20827947 -0.17242616
-0.12649615 0.02023989 -0.12080694 -0.15806809 -0.15492032 -0.30929993
-0.04294242]
[-0.35491547 -0.12184098 -0.27126075 0.18756855 -0.20430471 -0.22934071
-0.07222292 -0.11092731 0.03948093 0.00612156 0.06228764 -0.32056318
0.05572844]
[-0.13018797 -0.03810869 -0.25617724 0.08785753 -0.22031129 -0.27921335
-0.36652722 -0.03188595 0.0108328 -0.16113742 -0.22459533 -0.25340828
-0.01888944]
[-0.22617413 -0.53190197 -0.33756464 -0.24012203 -0.32385557 -0.22968672
-0.03523766 -0.26779824 0.06563722 -0.23524515 -0.12255147 -0.20319921
-0.07635294]
[-0.21777337 -0.29724422 -0.31925582 -0.12200718 -0.09253376 -0.14971413
-0.07531823 0.0061292 -0.19240147 -0.51419087 -0.24627152 -0.17593687
0.01804539]
[-0.11195849 -0.00651632 -0.23949836 -0.61338401 -0.25855352 -0.25932047
0.0040097 -0.39087539 0.1058265 -0.11108634 -0.46725616 -0.25306827
-0.52757668]]
Progress: 18.9% ... Training loss: 0.240 ... Validation loss: 0.418[[-0.14487597]
[ 0.25337255]
[-0.14950198]
[ 0.91280765]
[ 0.26586795]
[-0.04009692]
[-0.85748629]
[-0.94634468]
[-0.66263755]
[-0.94952394]
[ 1.14214983]
[ 2.82110376]
[-1.86714902]]
[[-0.53210613 -0.50351395 -0.58338377 -0.12798765 -0.30671355 -0.59236479
-0.1723279 -0.25069925 -0.41247536 -0.35607778 0.1129577 0.62412178
0.1286383 ]
[ 0.00505186 -0.1365685 0.04910027 -0.04600818 -0.04103578 0.05833663
-0.12353063 0.20952035 -0.13828144 -0.18321682 -0.06892861 -0.09271131
0.0727381 ]
[-0.22740244 0.13326791 -0.02345487 0.13732813 0.07957613 -0.12258897
0.09339859 -0.09724747 0.28287168 -0.21312762 0.1867528 0.73108211
0.76611561]
[ 0.19985687 -0.24238914 -0.27883892 0.01304082 -0.28715844 0.00435237
0.10653613 -0.47782214 0.1614047 -0.29096412 -0.20518848 -0.36901756
-0.15536466]
[ 0.1161008 0.01238396 0.10736628 -0.05498954 -0.01857588 0.07114171
-0.10564974 -0.04997287 0.06314927 0.1761299 0.10841659 -0.12682532
-0.15756021]
[-0.48159484 -0.60033264 -0.60305295 -0.60203847 -0.58356543 -0.56429237
-0.30742745 -0.16043918 -0.43674244 -0.23887795 -0.50113528 -0.70833671
-0.51696393]
[-0.41939713 -0.58281072 -0.32397432 -0.36201309 -0.41014595 -0.5622294
-0.42791564 -0.46569522 -0.29719407 -0.15716605 -0.42640654 -0.30057362
-0.35278991]
[-0.33107845 -0.3480328 -0.47643448 -0.19573155 -0.31922867 -0.41872473
-0.26317075 -0.21714015 -0.28155076 -0.49169103 -0.25811466 -0.57216805
-0.34224521]
[-0.47077067 -0.35219309 -0.37809789 -0.18379039 -0.34077147 -0.21617276
-0.08269907 -0.42414527 -0.26515683 -0.44226206 -0.16489787 -0.25701028
-0.18544934]
[-0.95470104 -0.9391704 -0.98046552 -0.74387661 -1.02841811 -0.98488758
-0.5928302 -0.58266021 -0.7458867 -0.55125791 -0.73084399 -0.5627611
-0.60870405]
[-0.5109505 -0.2665241 -0.47001459 -0.32400256 -0.34775365 -0.36029917
-0.57996106 -0.59680935 -0.64686712 -0.12583912 -0.46418837 -0.59324765
-0.48683377]
[-0.11574672 0.02027455 -0.33715765 -0.43126486 -0.10702397 -0.07281106
-0.1651181 -0.32944386 -0.14653131 0.10704742 -0.43639825 -0.84535584
-0.41967151]
[-0.01883241 0.20454281 0.10172896 0.07328526 0.0842286 0.02586437
0.09430329 -0.08934345 -0.1634191 -0.25912059 -0.24744719 0.20747516
0.10477706]
[-0.25822009 -0.117107 0.16441699 -0.27385449 -0.12973 0.11328087
-0.122325 0.01653677 -0.08058178 0.07351669 -0.16929773 -0.35651796
0.00468461]
[-0.08254122 -0.26457974 -0.17857976 -0.29675414 -0.47930063 -0.08511226
-0.03373805 0.0182625 -0.0536236 0.03066479 -0.20954696 -0.3246585
-0.25827467]
[-0.0734679 -0.01210821 -0.2368926 -0.25059579 0.12963404 -0.16337913
-0.16881874 0.07004829 -0.00557516 0.03742062 -0.17372849 0.04311834
-0.05036008]
[ 0.03100421 -0.16264969 -0.15058592 -0.06645252 -0.12036239 -0.10752495
0.09332326 -0.15465388 -0.02539271 -0.00663777 -0.01010391 -0.12458808
0.03801355]
[-0.28733394 -0.14182415 -0.0746306 -0.09577043 -0.30342601 -0.27381085
-0.3697571 0.0424619 -0.3106415 -0.21623323 0.17846547 -0.02872801
0.24048507]
[-0.22105687 -0.12606542 -0.08763578 -0.05370214 -0.08479289 -0.11715163
-0.06195615 0.04227139 -0.12686345 -0.03253415 0.0178771 -0.1447042
-0.01259662]
[-0.16011834 -0.0699928 -0.22579621 -0.31507848 -0.15619657 -0.20135707
-0.27784678 -0.08057075 0.16430368 -0.17614872 -0.35741207 -0.27674398
-0.19256673]
[-0.37091028 -0.06357496 -0.14955304 -0.141322 -0.0494978 -0.31239599
0.03539964 -0.07168967 -0.12258903 0.07530393 0.01259743 -0.19738954
-0.24192062]
[-0.16720626 -0.15110537 -0.04825847 -0.16225803 -0.13501762 -0.2943576
-0.01660503 -0.12852435 -0.22839311 0.03661287 0.19719148 -0.06799923
-0.16582722]
[-0.13646019 -0.17332429 -0.11425057 -0.26868718 0.09396167 -0.01842074
-0.2058497 -0.16584405 0.09678752 -0.10482998 -0.1253774 -0.07115892
-0.34441601]
[-0.04420444 -0.03321831 -0.1484231 -0.05154231 -0.22898259 0.06288351
-0.07940504 -0.04331492 -0.23033373 -0.08645615 -0.08742249 -0.34664535
-0.18719998]
[-0.07219853 0.02660986 -0.12891853 -0.30896865 0.12228971 0.02046097
-0.21915466 -0.1633822 0.11925885 -0.06687112 -0.2734081 -0.23698512
-0.2947992 ]
[ 0.08212004 -0.3127217 -0.08191421 -0.44763344 -0.22522531 -0.08853272
0.07219973 0.10925428 -0.00264233 0.30750442 -0.52149749 -0.756488
0.4282983 ]
[-0.21984607 -0.24955427 -0.12914832 -0.30518132 -0.30442994 -0.09255751
0.20762605 0.04660718 0.29708274 0.04635993 -0.40554316 -0.96134596
0.63002865]
[-0.01047984 -0.19203008 0.02446154 -0.31452448 -0.17498535 0.16672845
0.21116752 0.27080399 -0.01753329 0.25141276 -0.22958099 -1.03716399
0.73793831]
[ 0.00447146 -0.04774044 -0.12263793 -0.12561821 -0.18112283 -0.04597884
0.29719654 0.17048896 0.2584622 0.37879614 -0.47643319 -0.9107478
0.73397683]
[-0.0805521 -0.28229324 0.06090419 -0.36934929 -0.15130448 0.11771127
0.37111752 0.14364371 -0.05904596 0.17438327 -0.5611025 -0.93972077
0.85684335]
[ 0.12243015 -0.09116563 0.01769593 -0.17621338 -0.08370849 -0.01744845
0.2505417 0.37191797 0.41194266 0.27119401 -0.55048998 -0.83357354
0.54940336]
[-0.00705174 -0.13428101 0.02068845 0.01138896 -0.08855828 -0.28365073
0.04714987 0.3295723 -0.01208329 0.09784074 -0.25649078 -0.729469
0.27306177]
[ 0.08103777 0.10999699 0.00348094 0.11585862 -0.08893817 -0.05933708
-0.19268561 -0.154706 -0.271035 -0.13143421 -0.14160845 0.28409654
-0.23150804]
[ 0.03917396 -0.09189322 0.1407353 0.26000649 0.25452054 0.00843382
-0.40252786 -0.36248631 -0.09226321 -0.53831847 0.20089663 1.0671664
-0.53952496]
[ 0.03331815 0.07852759 -0.21213578 0.05985975 0.03189607 -0.00116277
-0.17075615 -0.33313438 -0.28467865 -0.19937531 -0.04681768 -0.06047617
-0.18889211]
[-0.05778063 -0.21230459 0.06238141 0.07879239 -0.13246422 -0.13460213
0.01962133 -0.0283684 0.06544696 -0.38073781 -0.31996519 -0.24312874
0.02432138]
[ 0.01249528 -0.27153463 0.05736725 -0.25293134 -0.19231907 -0.2315771
-0.27047841 0.03283775 -0.01739653 0.08973937 -0.17367853 0.15991016
-0.04689213]
[ 0.17011932 0.05143456 -0.10495145 -0.23826684 -0.05943998 -0.10220668
-0.18676668 0.01147763 -0.19003085 -0.24146988 -0.19269595 0.28454634
-0.09475567]
[-0.17370328 -0.18171041 -0.11214443 -0.22574549 -0.05152125 0.02653852
-0.19038579 -0.21963703 -0.14094809 -0.02979967 -0.21994623 0.1753767
-0.19813892]
[-0.03499346 -0.21245315 -0.16001115 -0.23695253 -0.05399589 0.04381811
-0.03893207 -0.03512999 -0.2182088 -0.28047535 -0.06417121 -0.04131373
-0.0252819 ]
[ 0.11123453 0.08371025 -0.01254854 -0.16747039 -0.32210223 0.00741907
-0.18175271 -0.30390053 -0.32838084 0.00200284 -0.08554146 0.17294812
-0.11880675]
[-0.06375484 -0.00908378 -0.28505062 -0.00840609 0.07026069 0.1552216
-0.2400959 -0.19069224 -0.05508247 -0.07184755 0.18282907 0.59939336
-0.1035167 ]
[ 0.1097842 0.35146244 -0.20430058 0.70794294 0.12362486 -0.00199494
-0.2626344 -0.41354241 -0.26531375 -0.39330027 0.74869982 0.99740802
-0.98584788]
[-0.02745065 0.1868953 0.04516644 0.26232636 0.00711629 -0.06935532
-0.30974487 -0.3878109 -0.29805111 -0.28836824 0.53388543 1.01226731
-0.90265686]
[-0.04681945 -0.12950232 -0.15475332 0.29644419 -0.17276886 0.2337501
-0.08614833 -0.22306609 -0.24842797 -0.43846842 0.19204899 0.50452494
-0.43305408]
[ 0.07843009 -0.38102176 -0.05232902 -0.01220913 -0.11144298 0.19948568
0.067016 0.15884662 -0.18035003 -0.04064996 -0.05888255 0.34459137
-0.25334067]
[ 0.20388425 -0.2925291 -0.12115134 -0.07996771 -0.21050515 0.12179161
0.01320019 -0.14662224 -0.06079991 -0.09427869 -0.13629059 -0.14965185
-0.1447317 ]
[-0.13557892 -0.07906285 0.03730628 -0.24788332 -0.05654354 -0.14135372
0.03635803 -0.01940788 -0.09092071 -0.01356885 -0.30677673 -0.42046187
-0.06884104]
[-0.14012951 -0.13837001 -0.06751639 -0.27447545 -0.34764875 -0.28835292
0.16173987 0.13912292 0.02140758 0.11612178 -0.25385803 -0.79904257
0.03345862]
[-0.15856623 -0.24394355 -0.29873612 -0.52822608 -0.29034375 -0.20947505
-0.3042384 0.05508067 -0.02318639 -0.42602495 -0.4589191 -0.47845258
-0.61277848]
[-0.11624628 0.12648395 0.01746918 0.05204815 -0.20853778 -0.17240432
-0.12521137 0.02150134 -0.12007354 -0.15707332 -0.15647359 -0.31600293
-0.03982898]
[-0.35460948 -0.12284662 -0.27083695 0.18352106 -0.20534163 -0.22925187
-0.06902756 -0.10685711 0.04197922 0.01049227 0.05661137 -0.33428945
0.06416346]
[-0.12979004 -0.0391082 -0.25579237 0.08360956 -0.22125737 -0.27910972
-0.36386094 -0.02803442 0.01375081 -0.15727042 -0.23026143 -0.2678373
-0.00973532]
[-0.2263684 -0.53188285 -0.33761547 -0.23909552 -0.32370743 -0.22970932
-0.03663832 -0.26786526 0.06488957 -0.23657978 -0.12139838 -0.20315835
-0.07823642]
[-0.21840387 -0.29621416 -0.31968631 -0.1166357 -0.09139578 -0.14985828
-0.07936927 0.00236933 -0.19515095 -0.51766668 -0.24053867 -0.16533894
0.01112776]
[-0.11130211 -0.00750205 -0.23903713 -0.61828245 -0.25968241 -0.2592027
0.00853143 -0.38795945 0.10917803 -0.10722994 -0.47375022 -0.274308
-0.52156422]]
Progress: 19.0% ... Training loss: 0.253 ... Validation loss: 0.441[[-0.13926017]
[ 0.26700854]
[-0.13873887]
[ 0.9320283 ]
[ 0.28224111]
[-0.03201535]
[-0.83219054]
[-0.92054359]
[-0.640521 ]
[-0.93181313]
[ 1.16920088]
[ 2.86149633]
[-1.82495226]]
[[ -5.33068491e-01 -5.00959921e-01 -5.84537119e-01 -1.17161224e-01
-3.03586013e-01 -5.92631062e-01 -1.84396492e-01 -2.63196223e-01
-4.21396151e-01 -3.68193924e-01 1.30886426e-01 6.77412948e-01
9.25837329e-02]
[ 4.92433854e-03 -1.36133415e-01 4.89363859e-02 -4.38290376e-02
-4.06071966e-02 5.83064166e-02 -1.25284710e-01 2.06839452e-01
-1.40085705e-01 -1.84508992e-01 -6.63575086e-02 -8.26908382e-02
6.58530408e-02]
[ -2.29187053e-01 1.37696547e-01 -2.53101840e-02 1.54056922e-01
8.42428536e-02 -1.23047187e-01 7.44582023e-02 -1.15512222e-01
2.68014321e-01 -2.30392960e-01 2.13354801e-01 8.01840462e-01
7.15147198e-01]
[ 2.00582121e-01 -2.44288518e-01 -2.78015325e-01 9.44419941e-03
-2.88731037e-01 4.53815963e-03 1.12176262e-01 -4.68060151e-01
1.66385761e-01 -2.82275021e-01 -2.15268406e-01 -4.02026825e-01
-1.39978508e-01]
[ 1.15983830e-01 1.31192107e-02 1.06817736e-01 -5.11168031e-02
-1.75967361e-02 7.11066169e-02 -1.09982754e-01 -5.65962257e-02
5.80946008e-02 1.72486554e-01 1.17195121e-01 -8.89167488e-02
-1.74287963e-01]
[ -4.81730397e-01 -5.99951170e-01 -6.03268256e-01 -6.00529525e-01
-5.82916842e-01 -5.64348226e-01 -3.10256958e-01 -1.64481884e-01
-4.38234035e-01 -2.41391335e-01 -4.97426390e-01 -6.93218728e-01
-5.24118885e-01]
[ -4.19248392e-01 -5.82696447e-01 -3.23968763e-01 -3.61697686e-01
-4.10034243e-01 -5.62224602e-01 -4.27672669e-01 -4.65387229e-01
-2.96853131e-01 -1.58104739e-01 -4.25450537e-01 -3.01070462e-01
-3.57453939e-01]
[ -3.32226700e-01 -3.45190347e-01 -4.77748830e-01 -1.84068262e-01
-3.16140395e-01 -4.19032907e-01 -2.76293495e-01 -2.30299159e-01
-2.92083158e-01 -5.02784124e-01 -2.39695994e-01 -5.22115873e-01
-3.77096912e-01]
[ -4.70598215e-01 -3.52506134e-01 -3.78007062e-01 -1.84597238e-01
-3.41009233e-01 -2.16131782e-01 -8.26865623e-02 -4.24864544e-01
-2.64576220e-01 -4.41574524e-01 -1.66255666e-01 -2.60112518e-01
-1.87906686e-01]
[ -9.55376652e-01 -9.37008268e-01 -9.81474993e-01 -7.37385378e-01
-1.02617370e+00 -9.85108929e-01 -6.04062903e-01 -5.96306347e-01
-7.53498691e-01 -5.62437106e-01 -7.16163112e-01 -5.20704169e-01
-6.40894656e-01]
[ -5.11481127e-01 -2.65416901e-01 -4.70530441e-01 -3.17228290e-01
-3.46259611e-01 -3.60448463e-01 -5.84491185e-01 -6.00615674e-01
-6.50601745e-01 -1.29023045e-01 -4.56332238e-01 -5.72202065e-01
-5.01237479e-01]
[ -1.15503084e-01 2.00303765e-02 -3.37065592e-01 -4.31849575e-01
-1.07151619e-01 -7.27586822e-02 -1.65052044e-01 -3.29604395e-01
-1.46287131e-01 1.07552915e-01 -4.37209486e-01 -8.46887268e-01
-4.22205234e-01]
[ -1.88324088e-02 2.04542813e-01 1.01728965e-01 7.32852625e-02
8.42285969e-02 2.58643713e-02 9.43032876e-02 -8.93434460e-02
-1.63419097e-01 -2.59120588e-01 -2.47447191e-01 2.07475158e-01
1.04777064e-01]
[ -2.58330923e-01 -1.16989148e-01 1.64271413e-01 -2.73070801e-01
-1.29498966e-01 1.13245261e-01 -1.23165482e-01 1.48834890e-02
-8.09276398e-02 7.21606891e-02 -1.67883272e-01 -3.52728894e-01
4.17913565e-03]
[ -8.25135807e-02 -2.64591757e-01 -1.78578039e-01 -2.96996690e-01
-4.79315268e-01 -8.51084771e-02 -3.34148647e-02 1.84729476e-02
-5.35722505e-02 3.08925386e-02 -2.09564522e-01 -3.24854775e-01
-2.57903453e-01]
[ -7.34753163e-02 -1.18912100e-02 -2.36927856e-01 -2.49828837e-01
1.29982353e-01 -1.63391081e-01 -1.70850949e-01 6.77942974e-02
-6.58687899e-03 3.64061680e-02 -1.71674299e-01 5.41117934e-02
-5.67778112e-02]
[ 3.12106898e-02 -1.62753829e-01 -1.50507874e-01 -6.79767330e-02
-1.20547198e-01 -1.07489928e-01 9.43211659e-02 -1.54177281e-01
-2.49523099e-02 -6.92963890e-03 -1.10871819e-02 -1.25872957e-01
3.64807008e-02]
[ -2.87321002e-01 -1.41773548e-01 -7.46702552e-02 -9.55687892e-02
-3.03342709e-01 -2.73832247e-01 -3.70124920e-01 4.23177447e-02
-3.10312004e-01 -2.16836289e-01 1.78658868e-01 -2.90984299e-02
2.40148571e-01]
[ -2.21254524e-01 -1.25730048e-01 -8.77734909e-02 -5.11901049e-02
-8.43677195e-02 -1.17202054e-01 -6.32872217e-02 4.14274130e-02
-1.28004007e-01 -3.34742970e-02 2.06094461e-02 -1.42184616e-01
-1.71640567e-02]
[ -1.60408043e-01 -6.93140128e-02 -2.26113691e-01 -3.12027920e-01
-1.55344916e-01 -2.01439467e-01 -2.80228588e-01 -8.35033651e-02
1.61533240e-01 -1.78331796e-01 -3.53659607e-01 -2.65693320e-01
-2.00381084e-01]
[ -3.71276350e-01 -6.24938386e-02 -1.50018501e-01 -1.37192459e-01
-4.83777231e-02 -3.12502790e-01 3.07507513e-02 -7.65019347e-02
-1.26115046e-01 7.15775934e-02 1.86811988e-02 -1.81144947e-01
-2.53288304e-01]
[ -1.67729719e-01 -1.49977935e-01 -4.88071164e-02 -1.57625705e-01
-1.33846821e-01 -2.94479190e-01 -2.29391998e-02 -1.33942718e-01
-2.32601841e-01 3.13989201e-02 2.05896568e-01 -4.40239633e-02
-1.81874956e-01]
[ -1.36240469e-01 -1.73715109e-01 -1.14114031e-01 -2.70052382e-01
9.36186707e-02 -1.83586318e-02 -2.04851637e-01 -1.65313264e-01
9.76628139e-02 -1.03979858e-01 -1.26989153e-01 -7.58022502e-02
-3.43404794e-01]
[ -4.41755198e-02 -3.31664398e-02 -1.48404641e-01 -5.14263816e-02
-2.28947838e-01 6.28829978e-02 -7.98803558e-02 -4.42738819e-02
-2.30405580e-01 -8.62730038e-02 -8.74216155e-02 -3.44935412e-01
-1.89236408e-01]
[ -7.21617064e-02 2.64819578e-02 -1.28896792e-01 -3.09348572e-01
1.22177872e-01 2.04724782e-02 -2.18758814e-01 -1.63195421e-01
1.19535032e-01 -6.66608787e-02 -2.74006334e-01 -2.39201718e-01
-2.94683499e-01]
[ 8.21282584e-02 -3.12759405e-01 -8.18995421e-02 -4.47852264e-01
-2.25295771e-01 -8.85237232e-02 7.24568157e-02 1.09524233e-01
-2.44533475e-03 3.07846555e-01 -5.21776658e-01 -7.57323942e-01
4.28895931e-01]
[ -2.19894049e-01 -2.49457723e-01 -1.29199202e-01 -3.04838251e-01
-3.04325011e-01 -9.25702001e-02 2.07123853e-01 4.59751257e-02
2.96637986e-01 4.57944706e-02 -4.04960457e-01 -9.60313676e-01
6.28773443e-01]
[ -1.05543383e-02 -1.91868793e-01 2.43872886e-02 -3.13919439e-01
-1.74844266e-01 1.66702353e-01 2.10608036e-01 2.70198022e-01
-1.79019854e-02 2.50856292e-01 -2.29028609e-01 -1.03685816e+00
7.37060923e-01]
[ 4.44376862e-03 -4.76778193e-02 -1.22663873e-01 -1.25388779e-01
-1.81071630e-01 -4.59869698e-02 2.96996721e-01 1.70397623e-01
2.58317562e-01 3.78592996e-01 -4.76210543e-01 -9.10713544e-01
7.33748951e-01]
[ -8.05390389e-02 -2.82298992e-01 6.09096759e-02 -3.69426117e-01
-1.51304955e-01 1.17713677e-01 3.71279522e-01 1.43768815e-01
-5.90045978e-02 1.74510075e-01 -5.61166904e-01 -9.39781254e-01
8.57079703e-01]
[ 1.22408300e-01 -9.11296637e-02 1.76766147e-02 -1.76018347e-01
-8.36724487e-02 -1.74553941e-02 2.50333098e-01 3.71847992e-01
4.11781942e-01 2.71052962e-01 -5.50275372e-01 -8.33214267e-01
5.48888070e-01]
[ -7.14060393e-03 -1.34065144e-01 2.05831084e-02 1.27244378e-02
-8.82693520e-02 -2.83680905e-01 4.61034130e-02 3.28586491e-01
-1.28748599e-02 9.68955016e-02 -2.55071634e-01 -7.27161616e-01
2.70154861e-01]
[ 8.10563512e-02 1.09891679e-01 3.46209103e-03 1.16553149e-01
-8.89600233e-02 -5.93426947e-02 -1.92425877e-01 -1.53567947e-01
-2.70459569e-01 -1.31474793e-01 -1.40643524e-01 2.83664448e-01
-2.32053491e-01]
[ 3.91463128e-02 -9.17294032e-02 1.40733794e-01 2.61423393e-01
2.54820354e-01 8.41023722e-03 -4.02501646e-01 -3.62027306e-01
-9.24665578e-02 -5.38574677e-01 2.01593593e-01 1.06567185e+00
-5.42006180e-01]
[ 3.33298588e-02 7.84676823e-02 -2.12154669e-01 5.96818338e-02
3.18558604e-02 -1.16607204e-03 -1.70589815e-01 -3.33340468e-01
-2.84467483e-01 -1.99487053e-01 -4.69946963e-02 -6.15075718e-02
-1.88270369e-01]
[ -5.77913869e-02 -2.12267200e-01 6.23638441e-02 7.88166974e-02
-1.32413328e-01 -1.34603460e-01 1.95029173e-02 -2.85286969e-02
6.53317212e-02 -3.80881251e-01 -3.19831402e-01 -2.42500707e-01
2.39833884e-02]
[ 1.24521331e-02 -2.71353744e-01 5.72860945e-02 -2.52621497e-01
-1.92123476e-01 -2.31581277e-01 -2.71927052e-01 3.17143363e-02
-1.83147113e-02 8.85424558e-02 -1.71586818e-01 1.67021943e-01
-4.99879915e-02]
[ 1.70086333e-01 5.13834399e-02 -1.04938979e-01 -2.38690508e-01
-5.94993683e-02 -1.02220485e-01 -1.86969454e-01 1.11895166e-02
-1.89853960e-01 -2.41345420e-01 -1.93325577e-01 2.83857443e-01
-9.35805925e-02]
[ -1.73916953e-01 -1.81214901e-01 -1.12422981e-01 -2.24317736e-01
-5.09214014e-02 2.64692327e-02 -1.92630843e-01 -2.22718833e-01
-1.42751255e-01 -3.27167660e-02 -2.16615201e-01 1.88552745e-01
-2.05368060e-01]
[ -3.55073740e-02 -2.11019587e-01 -1.60618281e-01 -2.32821677e-01
-5.23990002e-02 4.36736378e-02 -4.57804065e-02 -4.30192289e-02
-2.22800030e-01 -2.86422411e-01 -5.50082968e-02 -1.07965270e-02
-4.34723232e-02]
[ 1.11293774e-01 8.35682495e-02 -1.24754926e-02 -1.68158819e-01
-3.22224592e-01 7.43439371e-03 -1.81109277e-01 -3.03254828e-01
-3.27908097e-01 2.70125987e-03 -8.66475492e-02 1.70071423e-01
-1.16722445e-01]
[ -6.37069725e-02 -9.17147017e-03 -2.85010382e-01 -8.72786828e-03
7.01836518e-02 1.55236745e-01 -2.39910900e-01 -1.90444929e-01
-5.48956643e-02 -7.14858030e-02 1.82417902e-01 5.98730584e-01
-1.03133034e-01]
[ 1.10174877e-01 3.50945273e-01 -2.04120158e-01 7.06244791e-01
1.23180700e-01 -1.89783241e-03 -2.60859129e-01 -4.13065350e-01
-2.63925862e-01 -3.91773765e-01 7.46709921e-01 9.90040811e-01
-9.86198987e-01]
[ -2.74428063e-02 1.86995776e-01 4.51367228e-02 2.62626226e-01
7.20095480e-03 -6.93589408e-02 -3.09993468e-01 -3.88022386e-01
-2.98167835e-01 -2.88700284e-01 5.34053770e-01 1.01256386e+00
-9.03078768e-01]
[ -4.68707169e-02 -1.29369212e-01 -1.54820678e-01 2.96960264e-01
-1.72683911e-01 2.33733565e-01 -8.63610204e-02 -2.23354151e-01
-2.48687734e-01 -4.38792332e-01 1.92731712e-01 5.06098758e-01
-4.34027458e-01]
[ 7.84200191e-02 -3.80998639e-01 -5.23433676e-02 -1.18974202e-02
-1.11409047e-01 1.99482217e-01 6.67251909e-02 1.58581747e-01
-1.80529283e-01 -4.08921618e-02 -5.84559823e-02 3.45828215e-01
-2.54025726e-01]
[ 2.03866359e-01 -2.92493466e-01 -1.21179980e-01 -7.95545582e-02
-2.10454790e-01 1.21786449e-01 1.27961341e-02 -1.46887418e-01
-6.11191483e-02 -9.43929848e-02 -1.35736594e-01 -1.47832733e-01
-1.46056371e-01]
[ -1.35768704e-01 -7.84747234e-02 3.71066568e-02 -2.44788575e-01
-5.59242565e-02 -1.41401598e-01 3.33015547e-02 -2.26998266e-02
-9.35806215e-02 -1.52282955e-02 -3.02973730e-01 -4.06734154e-01
-7.86073513e-02]
[ -1.40277297e-01 -1.38102126e-01 -6.76369027e-02 -2.73536852e-01
-3.47440415e-01 -2.88383891e-01 1.60160428e-01 1.37603387e-01
2.01322687e-02 1.14780361e-01 -2.52482349e-01 -7.96147572e-01
3.04169862e-02]
[ -1.58568890e-01 -2.43647315e-01 -2.98878564e-01 -5.30170547e-01
-2.90189910e-01 -2.09526633e-01 -3.04716257e-01 5.31867338e-02
-2.31175787e-02 -4.28530222e-01 -4.59627169e-01 -4.84539581e-01
-6.12931028e-01]
[ -1.16120009e-01 1.26292656e-01 1.75184437e-02 5.14808895e-02
-2.08711784e-01 -1.72380820e-01 -1.24519121e-01 2.21042308e-02
-1.19469931e-01 -1.56301202e-01 -1.57464418e-01 -3.18263474e-01
-3.90561341e-02]
[ -3.54968843e-01 -1.22069531e-01 -2.71197162e-01 1.87897873e-01
-2.04509663e-01 -2.29351324e-01 -7.25431471e-02 -1.09885704e-01
3.90990885e-02 7.20500854e-03 6.18579530e-02 -3.23630143e-01
5.55645646e-02]
[ -1.29525280e-01 -3.92053224e-02 -2.55708005e-01 8.38355225e-02
-2.21234214e-01 -2.79037431e-01 -3.63208118e-01 -2.87557768e-02
1.40474498e-02 -1.56093136e-01 -2.29908756e-01 -2.65343917e-01
-1.32677294e-02]
[ -2.26695095e-01 -5.31529089e-01 -3.37901156e-01 -2.36272369e-01
-3.23218820e-01 -2.29791705e-01 -3.93693688e-02 -2.70486630e-01
6.29374129e-02 -2.39116494e-01 -1.17514260e-01 -1.91779934e-01
-8.43228654e-02]
[ -2.18908309e-01 -2.95255926e-01 -3.20103201e-01 -1.11552389e-01
-9.01943471e-02 -1.50004589e-01 -8.37683784e-02 -1.33983345e-03
-1.98306121e-01 -5.20510358e-01 -2.34634139e-01 -1.49754839e-01
2.74060885e-04]
[ -1.11462597e-01 -6.57379397e-03 -2.39398786e-01 -6.15599170e-01
-2.58596602e-01 -2.59237015e-01 2.61318189e-03 -3.94200912e-01
1.05093984e-01 -1.11864053e-01 -4.65713474e-01 -2.44504571e-01
-5.42241095e-01]]
Progress: 19.1% ... Training loss: 0.252 ... Validation loss: 0.411[[-0.14620073]
[ 0.25199026]
[-0.14711681]
[ 0.92088524]
[ 0.26895906]
[-0.03923007]
[-0.84310524]
[-0.93171204]
[-0.65513983]
[-0.9394251 ]
[ 1.15158312]
[ 2.83714745]
[-1.846114 ]]
[[-0.53297734 -0.50102686 -0.58443945 -0.11564355 -0.30358767 -0.59264084
-0.18328997 -0.26290367 -0.42104823 -0.36772911 0.1326457 0.67781283
0.09313422]
[ 0.00490392 -0.13612848 0.04891516 -0.04379634 -0.04060824 0.05830548
-0.12528329 0.20658718 -0.14004118 -0.18480516 -0.06640175 -0.08357861
0.06615517]
[-0.22786763 0.13305126 -0.02377232 0.13761671 0.08002139 -0.1226828
0.08839861 -0.09939426 0.28097418 -0.21670281 0.19150069 0.75331002
0.75300872]
[ 0.20033458 -0.24225218 -0.27850593 0.01692785 -0.28663588 0.00443687
0.110636 -0.47419387 0.16293853 -0.28431377 -0.20564063 -0.38210298
-0.15163109]
[ 0.11709645 0.01016415 0.10758589 -0.06305189 -0.02028414 0.07134423
-0.1070236 -0.05302685 0.06329088 0.17722986 0.10320372 -0.1091359
-0.16598309]
[-0.4815564 -0.60036598 -0.60310804 -0.60241966 -0.58329131 -0.56430716
-0.31003201 -0.163899 -0.43780942 -0.24162674 -0.49941379 -0.69730112
-0.52413559]
[-0.41911401 -0.58290265 -0.32388965 -0.360872 -0.41017029 -0.56220441
-0.42682118 -0.46604409 -0.29681119 -0.15668234 -0.42497204 -0.30446887
-0.36041014]
[-0.33136894 -0.34832278 -0.47673477 -0.19620308 -0.3192363 -0.41880992
-0.26748771 -0.21993069 -0.28407617 -0.49420629 -0.257124 -0.56000016
-0.35430607]
[-0.47103715 -0.35129171 -0.37833317 -0.17934096 -0.34006388 -0.21623829
-0.0860813 -0.42815997 -0.26697191 -0.44472962 -0.16038157 -0.24991117
-0.19105003]
[-0.95557565 -0.93778688 -0.98139571 -0.73851428 -1.02703863 -0.98513469
-0.60341879 -0.59398569 -0.75192607 -0.5621419 -0.72058614 -0.5351997
-0.63334203]
[-0.51079316 -0.26681171 -0.46993841 -0.32306872 -0.34774058 -0.36028591
-0.57948028 -0.59716664 -0.64680157 -0.12427948 -0.46330072 -0.58926548
-0.49248441]
[-0.11538974 0.01987321 -0.33691643 -0.43193568 -0.10729166 -0.07274401
-0.16499397 -0.32909746 -0.14593203 0.1084562 -0.4379054 -0.84813483
-0.42245633]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25821919 -0.11731872 0.16441239 -0.27414986 -0.12976551 0.11327303
-0.12238208 0.01588941 -0.08058253 0.0730409 -0.16993854 -0.35890001
0.00431578]
[-0.08245726 -0.26461806 -0.17855193 -0.29750962 -0.47938723 -0.08509206
-0.03398411 0.01775459 -0.05359739 0.02956235 -0.20883018 -0.32058936
-0.25822295]
[-0.07336347 -0.01212849 -0.23685192 -0.25074266 0.12972912 -0.16336977
-0.17014125 0.06896761 -0.00595803 0.03758689 -0.17309407 0.05013114
-0.05506188]
[ 0.03127447 -0.16282251 -0.15048156 -0.06866904 -0.12077618 -0.10747712
0.09461322 -0.15442075 -0.02506982 -0.0064525 -0.01220309 -0.12809056
0.03578978]
[-0.28746961 -0.14137978 -0.07480668 -0.09182799 -0.30269258 -0.27386797
-0.37162584 0.04048741 -0.3116458 -0.21791879 0.18304933 -0.02086328
0.23369182]
[-0.22100138 -0.12656214 -0.0874908 -0.05454047 -0.08522953 -0.11713832
-0.06043797 0.0439324 -0.1258194 -0.03059474 0.01600172 -0.15438086
-0.0104934 ]
[-0.16022508 -0.07045076 -0.22576775 -0.31653192 -0.15648454 -0.20137915
-0.27699374 -0.07857744 0.16484559 -0.17573753 -0.3602485 -0.2787448
-0.18904266]
[-0.37077509 -0.06387855 -0.14959501 -0.14247042 -0.0497248 -0.31238781
0.03447259 -0.07359524 -0.12277261 0.07516862 0.01158547 -0.19790752
-0.24757648]
[-0.16745983 -0.15048892 -0.0485615 -0.15993077 -0.13438414 -0.29441987
-0.02051852 -0.13204044 -0.23108814 0.03369144 0.20232403 -0.05263294
-0.17627891]
[-0.13631391 -0.17319045 -0.11415865 -0.26742751 0.09409815 -0.01837493
-0.20611981 -0.16614705 0.09661381 -0.10480445 -0.12308874 -0.07075882
-0.34522916]
[-0.04463013 -0.03235719 -0.14873464 -0.04778754 -0.22831648 0.06277224
-0.0830369 -0.04697133 -0.23238374 -0.08910156 -0.08386445 -0.33604231
-0.19307319]
[-0.07230878 0.02674163 -0.12902553 -0.30866056 0.12246239 0.02043635
-0.21978822 -0.16429207 0.11878945 -0.06788073 -0.27319572 -0.23781391
-0.29605009]
[ 0.08221655 -0.31294405 -0.08180973 -0.44868446 -0.22548772 -0.0885087
0.07339773 0.1106696 -0.00189995 0.30902729 -0.52310028 -0.76056604
0.43158922]
[-0.21985488 -0.24951341 -0.12916684 -0.30534166 -0.30440526 -0.0925605
0.20786292 0.0468227 0.29703834 0.04639554 -0.40565643 -0.96223977
0.63055272]
[-0.0105735 -0.19185298 0.02438761 -0.31411373 -0.17485351 0.16669703
0.21073067 0.27069291 -0.0178647 0.25101131 -0.22954339 -1.03897881
0.73825063]
[ 0.00438373 -0.04758007 -0.12271127 -0.12512387 -0.18098791 -0.04599981
0.2966007 0.16993829 0.25800778 0.37807237 -0.47587766 -0.91049853
0.7332766 ]
[-0.08052498 -0.28233152 0.06091315 -0.369784 -0.15134897 0.11771458
0.37168964 0.14399971 -0.05860725 0.1745565 -0.5616486 -0.94222885
0.85827154]
[ 0.12243827 -0.09115846 0.01769521 -0.17616685 -0.0837004 -0.01745111
0.25055179 0.37215611 0.41195664 0.27131058 -0.55041005 -0.83342809
0.54934686]
[-0.0071877 -0.13400859 0.02055233 0.01296818 -0.08821676 -0.2836896
0.04577581 0.32830386 -0.01305951 0.09656053 -0.25486914 -0.72731766
0.26974698]
[ 0.08094975 0.11018383 0.00333846 0.11809579 -0.08873745 -0.05937094
-0.19320876 -0.15484268 -0.27095673 -0.13242778 -0.13885135 0.28564844
-0.23414105]
[ 0.03919729 -0.09186381 0.14091515 0.26311211 0.25451857 0.00841939
-0.40263177 -0.36081329 -0.09273557 -0.53626669 0.20123213 1.06530743
-0.54549829]
[ 0.03335136 0.0782986 -0.21211165 0.05903888 0.03162972 -0.00116062
-0.1701925 -0.33260727 -0.28406227 -0.1992936 -0.04799688 -0.06413435
-0.18621378]
[-0.05797392 -0.21198682 0.06214517 0.07975825 -0.13208414 -0.13463966
0.01834668 -0.03046521 0.06443621 -0.38275577 -0.31828968 -0.23842869
0.02228991]
[ 0.01241813 -0.27124856 0.05717037 -0.25277101 -0.19202646 -0.2315791
-0.27208024 0.03027506 -0.01833307 0.08697942 -0.17073489 0.16948825
-0.05006853]
[ 0.17005428 0.05147473 -0.10496038 -0.23857076 -0.05943828 -0.10222208
-0.18708226 0.01077549 -0.19015286 -0.24151132 -0.19312498 0.28468494
-0.09413038]
[-0.1740341 -0.18111589 -0.11249358 -0.22427303 -0.05085743 0.02644276
-0.19342634 -0.2237786 -0.14321293 -0.03395982 -0.21602199 0.1918421
-0.20540978]
[-0.03548428 -0.21114928 -0.16060198 -0.23379712 -0.05257629 0.04368685
-0.04575791 -0.04387043 -0.22244124 -0.28729989 -0.05509518 -0.01013492
-0.04185723]
[ 0.11133159 0.08344116 -0.01240579 -0.16909778 -0.32237012 0.00743622
-0.1810691 -0.30280363 -0.32752484 0.00304084 -0.08777778 0.16728143
-0.11422428]
[-0.06367793 -0.00952726 -0.28489756 -0.00960303 0.06987279 0.15525548
-0.2392611 -0.18915863 -0.05394152 -0.07060284 0.18092969 0.59725956
-0.10097737]
[ 0.11060054 0.34987079 -0.20378042 0.70430204 0.12249469 -0.00182904
-0.25932395 -0.41098013 -0.26203861 -0.38901263 0.74409579 0.97895035
-0.98705507]
[-0.02723271 0.18640726 0.04544708 0.2610793 0.00669961 -0.06930634
-0.30834657 -0.38472501 -0.29716736 -0.28619699 0.53069548 1.00680153
-0.90113996]
[-0.04671485 -0.12961047 -0.15471044 0.29540861 -0.17297755 0.23378046
-0.08501888 -0.22275374 -0.24771239 -0.43809972 0.19092432 0.50114777
-0.43160538]
[ 0.07844682 -0.38116161 -0.05226246 -0.01242349 -0.11161623 0.19949601
0.06736549 0.15944571 -0.18014731 -0.0403779 -0.05950055 0.34282601
-0.25183998]
[ 0.20391145 -0.29255441 -0.12113561 -0.07998617 -0.21059243 0.12179505
0.01320053 -0.14627618 -0.06089782 -0.09375938 -0.13654593 -0.15058939
-0.14490523]
[-0.13568437 -0.07858499 0.03715653 -0.24530481 -0.05606179 -0.14138346
0.03401976 -0.02262632 -0.09302412 -0.01464817 -0.30392842 -0.40863485
-0.07721524]
[-0.14023323 -0.13822312 -0.06758467 -0.27419228 -0.34753328 -0.28837607
0.16067393 0.13807666 0.02046581 0.1152728 -0.25325206 -0.79800522
0.03204482]
[-0.15813355 -0.2448204 -0.29852602 -0.53334469 -0.29120972 -0.20943093
-0.30295191 0.05656344 -0.0209828 -0.42545957 -0.46533996 -0.49253232
-0.61251089]
[-0.11605728 0.12625217 0.01754625 0.05110227 -0.20875759 -0.17237057
-0.12389941 0.02213083 -0.11916556 -0.15611822 -0.15811171 -0.31901448
-0.03734622]
[-0.35517051 -0.12222061 -0.27114293 0.1880008 -0.20463452 -0.22938855
-0.07336662 -0.10872034 0.03909346 0.00724504 0.06141706 -0.32470814
0.05792865]
[-0.12975266 -0.03917852 -0.2557512 0.08625973 -0.22108141 -0.27907901
-0.36428571 -0.02873282 0.01336912 -0.1556073 -0.22870123 -0.26203346
-0.0134705 ]
[-0.22628608 -0.53192218 -0.33769339 -0.23807765 -0.32367764 -0.22969283
-0.03573013 -0.26975935 0.06575507 -0.23781497 -0.11888692 -0.20502335
-0.07845659]
[-0.21875222 -0.29565057 -0.31988902 -0.11342852 -0.0906992 -0.14995721
-0.08175283 0.00146295 -0.19733297 -0.51843689 -0.23756547 -0.15833222
0.00590776]
[-0.11136952 -0.00698723 -0.23928483 -0.61883511 -0.25925632 -0.25923268
0.00296289 -0.39532353 0.10562583 -0.11240882 -0.46887885 -0.25133623
-0.54135785]]
Progress: 19.1% ... Training loss: 0.239 ... Validation loss: 0.418[[-0.15416125]
[ 0.24329979]
[-0.15179279]
[ 0.91228853]
[ 0.2613794 ]
[-0.04563939]
[-0.85229737]
[-0.9355245 ]
[-0.66811552]
[-0.94727282]
[ 1.14538437]
[ 2.8291853 ]
[-1.85650537]]
[[-0.53278655 -0.50113035 -0.58442537 -0.11615408 -0.30385105 -0.59260282
-0.18161799 -0.26207153 -0.41904634 -0.36748797 0.13280769 0.66899861
0.09659576]
[ 0.00471273 -0.13575046 0.04870407 -0.04232965 -0.04028092 0.05825841
-0.12646818 0.20527119 -0.14095145 -0.18595879 -0.06474802 -0.08014807
0.06303537]
[-0.2271591 0.13195521 -0.02327441 0.13269491 0.07853565 -0.12249323
0.0925544 -0.09384611 0.2860647 -0.21314569 0.18411261 0.72674808
0.76148458]
[ 0.20153106 -0.24434977 -0.27757813 0.00573263 -0.28865051 0.00467034
0.12045205 -0.46783002 0.17006539 -0.27625384 -0.22119032 -0.41677662
-0.13673535]
[ 0.11750848 0.00920313 0.10816466 -0.06418971 -0.02102242 0.0714562
-0.1062745 -0.05229826 0.06614226 0.1830421 0.10088333 -0.11261167
-0.15887623]
[-0.48167393 -0.60037872 -0.60321614 -0.60193315 -0.58316277 -0.56433745
-0.3108328 -0.16532635 -0.43813033 -0.24275977 -0.49883813 -0.69666705
-0.52522538]
[-0.41865202 -0.58363001 -0.32351019 -0.3633463 -0.41080012 -0.56209694
-0.4265488 -0.4651924 -0.29569743 -0.15374034 -0.42703248 -0.30983114
-0.36183501]
[-0.33107904 -0.34869445 -0.47662612 -0.19788229 -0.31979457 -0.41874565
-0.26427756 -0.21800397 -0.28067853 -0.49302734 -0.26050644 -0.57534407
-0.3485581 ]
[-0.47079295 -0.35175822 -0.37815358 -0.18219028 -0.34058367 -0.216178
-0.08313495 -0.42638753 -0.26522559 -0.44315739 -0.16409543 -0.2600294
-0.18588342]
[-0.95547945 -0.93771241 -0.98150907 -0.73887246 -1.02708315 -0.98510925
-0.60222689 -0.59470546 -0.75023279 -0.56376118 -0.72029213 -0.54394404
-0.63410209]
[-0.51004152 -0.26809022 -0.46936923 -0.32814509 -0.34890591 -0.36012698
-0.57578735 -0.59380698 -0.64332245 -0.11807663 -0.47026914 -0.60428658
-0.48453123]
[-0.11535903 0.01949898 -0.33681266 -0.43301745 -0.10766117 -0.07272664
-0.16425071 -0.32861385 -0.14516761 0.10843278 -0.43981208 -0.85455972
-0.42124953]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25825097 -0.11733748 0.16433832 -0.27373975 -0.12963636 0.11326211
-0.12280716 0.01479667 -0.08069346 0.07224443 -0.16917455 -0.35630271
0.00321345]
[-0.08270507 -0.26440257 -0.17864359 -0.29659533 -0.47917401 -0.08514274
-0.03531989 0.01645187 -0.05454034 0.02814918 -0.20799371 -0.31983319
-0.25986197]
[-0.07289779 -0.01302826 -0.23643462 -0.25385585 0.12882738 -0.16326363
-0.16761366 0.0727415 -0.00373756 0.04195336 -0.17734515 0.0390224
-0.04830153]
[ 0.03161969 -0.16344523 -0.15015161 -0.06991501 -0.12123814 -0.10739532
0.09550198 -0.15354614 -0.02364496 -0.00400134 -0.01391416 -0.13397042
0.03681864]
[-0.2873991 -0.14135091 -0.07481293 -0.09250929 -0.30271529 -0.27385225
-0.37169386 0.0403259 -0.31164924 -0.2178574 0.18351868 -0.01792667
0.23169998]
[-0.22117377 -0.12613791 -0.08771523 -0.05321428 -0.08482673 -0.11718278
-0.06206717 0.04207833 -0.12718527 -0.03264793 0.01781099 -0.14944105
-0.01506488]
[-0.16019668 -0.07050773 -0.2257517 -0.31646303 -0.15659257 -0.20136834
-0.27702788 -0.07803916 0.16506197 -0.17572326 -0.3608546 -0.28118691
-0.18908623]
[-0.37027914 -0.0649994 -0.1491818 -0.14770954 -0.05086193 -0.31227433
0.0391198 -0.06999339 -0.11885159 0.07766876 0.00478104 -0.21792617
-0.23942733]
[-0.16742428 -0.15015673 -0.04863493 -0.15933642 -0.13428955 -0.29441313
-0.01934607 -0.13206634 -0.23012963 0.03390317 0.20214238 -0.05813256
-0.17382137]
[-0.13628501 -0.17328171 -0.11411307 -0.26778721 0.09400066 -0.01836058
-0.2058835 -0.16589822 0.09687246 -0.10443334 -0.12359403 -0.07163752
-0.34443377]
[-0.04471854 -0.03219749 -0.14885728 -0.04734495 -0.22816599 0.062746
-0.08345924 -0.04802629 -0.23284431 -0.09004543 -0.08292152 -0.3338731
-0.19397743]
[-0.07236004 0.02681322 -0.12909557 -0.30829402 0.12262185 0.02042133
-0.21971787 -0.16471414 0.11861013 -0.06809016 -0.27253916 -0.23557567
-0.29658901]
[ 0.08219642 -0.3129355 -0.08185158 -0.4491244 -0.22548376 -0.08851869
0.07347408 0.11025795 -0.00184328 0.30882482 -0.52354427 -0.76152892
0.43251504]
[-0.21985733 -0.24956758 -0.12915823 -0.30588147 -0.30446376 -0.09255971
0.20844121 0.04717667 0.29729653 0.04661042 -0.40639113 -0.96406099
0.63191964]
[-0.0106129 -0.19181333 0.02437611 -0.31409745 -0.17484068 0.16669163
0.21044433 0.27052731 -0.01808007 0.25100858 -0.2297226 -1.03940069
0.73789227]
[ 0.00438843 -0.047575 -0.12272256 -0.1255732 -0.18096941 -0.04600381
0.2969918 0.17021878 0.25817888 0.37830188 -0.47637566 -0.91204991
0.73456152]
[-0.08051461 -0.28231111 0.06092249 -0.36968552 -0.1513555 0.11771787
0.37164449 0.14388145 -0.0587126 0.17469452 -0.5616668 -0.94204799
0.85812137]
[ 0.12243976 -0.09121089 0.01770127 -0.17695385 -0.08378429 -0.01745508
0.25117692 0.37247369 0.4124171 0.27158111 -0.55145872 -0.83648744
0.55182326]
[-0.00705708 -0.13417961 0.02065574 0.01233274 -0.08839052 -0.28366196
0.04652815 0.32918534 -0.01249534 0.09748522 -0.25546176 -0.72790077
0.27084431]
[ 0.08089856 0.11030959 0.00328384 0.11861426 -0.08864092 -0.05938365
-0.19362229 -0.15521016 -0.27125882 -0.13283605 -0.13825073 0.28716595
-0.23509238]
[ 0.03934646 -0.09216935 0.14099682 0.26096255 0.25416739 0.00843851
-0.40056506 -0.35995293 -0.09103216 -0.53651048 0.1982584 1.05437596
-0.54171724]
[ 0.03316144 0.07856454 -0.2122377 0.06068648 0.03193427 -0.00121217
-0.17181592 -0.33404556 -0.2848131 -0.20079676 -0.04599862 -0.06002723
-0.18944036]
[-0.05809841 -0.21161243 0.06194818 0.08133613 -0.13174246 -0.13466964
0.01693315 -0.03212603 0.06320275 -0.38366599 -0.31628605 -0.23092406
0.01728043]
[ 0.01227254 -0.27102925 0.05701358 -0.25215453 -0.19182082 -0.23161986
-0.27289134 0.0287251 -0.01900875 0.0855849 -0.16953368 0.17212118
-0.05113642]
[ 0.17018322 0.05106819 -0.10481453 -0.24025422 -0.05975574 -0.10219224
-0.18599966 0.01211302 -0.18939768 -0.24057297 -0.19519224 0.27881837
-0.09051364]
[-0.17398301 -0.18122663 -0.11242345 -0.22479485 -0.05099923 0.02646462
-0.19290633 -0.22317611 -0.14278091 -0.03320564 -0.21684691 0.18970621
-0.20432466]
[-0.03533248 -0.2115843 -0.1604507 -0.23584775 -0.0530357 0.04372721
-0.04398485 -0.04179451 -0.22098827 -0.28614123 -0.05799448 -0.01787209
-0.0364716 ]
[ 0.11132688 0.08350547 -0.01248258 -0.16902303 -0.32241022 0.00743658
-0.1815349 -0.30354313 -0.32771949 0.00265424 -0.08652216 0.16928604
-0.11645279]
[-0.06359 -0.00976736 -0.28471519 -0.01035093 0.06963729 0.1552843
-0.2389858 -0.18813873 -0.05345187 -0.06941714 0.17983005 0.59487907
-0.09920951]
[ 0.11060406 0.35000214 -0.20385457 0.70540421 0.12264808 -0.00181748
-0.25968594 -0.41171862 -0.26158688 -0.3894725 0.74525161 0.9828448
-0.98822834]
[-0.02679399 0.18597358 0.04565351 0.26060367 0.00644917 -0.06922014
-0.30718851 -0.38502096 -0.29596608 -0.28480936 0.53004922 0.99893477
-0.90440072]
[-0.04650478 -0.13002669 -0.15449 0.29403706 -0.1733613 0.23384488
-0.08376608 -0.22125609 -0.2466933 -0.43616069 0.18890333 0.49655484
-0.4294793 ]
[ 0.07847783 -0.38127118 -0.05220561 -0.01262274 -0.11171504 0.19950507
0.06756332 0.16012865 -0.17990843 -0.03993829 -0.05992804 0.34191622
-0.25106182]
[ 0.20395365 -0.29261774 -0.12110022 -0.08023534 -0.21065618 0.12180813
0.01353411 -0.14597227 -0.06069086 -0.09345515 -0.13688182 -0.15145021
-0.14442394]
[-0.13564393 -0.07865091 0.03721507 -0.24534073 -0.05614885 -0.14137374
0.03414618 -0.02214937 -0.09296812 -0.01413881 -0.30410174 -0.40887295
-0.07727528]
[-0.14025886 -0.13819187 -0.0676114 -0.27402429 -0.34749777 -0.28838209
0.16051331 0.13799498 0.02036232 0.11495019 -0.2530641 -0.79811789
0.03175778]
[-0.15761343 -0.24607305 -0.29817984 -0.53958841 -0.29267982 -0.20931659
-0.29864497 0.0598122 -0.01725388 -0.42387074 -0.47391487 -0.5129262
-0.60617249]
[-0.11601698 0.12613139 0.01771493 0.05140904 -0.20895651 -0.17235384
-0.12363171 0.02347252 -0.11848687 -0.15428586 -0.15911288 -0.32489992
-0.0345926 ]
[-0.35499687 -0.12227932 -0.27107088 0.18737449 -0.20468295 -0.22934089
-0.07219159 -0.10859349 0.0396416 0.00857691 0.06099369 -0.32723707
0.05900522]
[-0.12946926 -0.04001752 -0.25542134 0.08228602 -0.22196311 -0.27901142
-0.36172387 -0.02546814 0.01555847 -0.15265161 -0.23434844 -0.27790547
-0.00300938]
[-0.22635236 -0.53184885 -0.33780082 -0.23732856 -0.32347327 -0.22971651
-0.0361405 -0.27042304 0.06583272 -0.23893126 -0.11746662 -0.20443926
-0.07972436]
[-0.21921812 -0.29490678 -0.3202361 -0.1095429 -0.08979595 -0.15007096
-0.08464883 -0.00168532 -0.19912435 -0.52136887 -0.2323633 -0.14844147
0.00148956]
[-0.11097624 -0.00711148 -0.2391875 -0.61944917 -0.25934415 -0.25913983
0.00358585 -0.39637005 0.10613129 -0.11150915 -0.46843575 -0.24732116
-0.54790167]]
Progress: 19.1% ... Training loss: 0.245 ... Validation loss: 0.424[[-0.14443107]
[ 0.25671874]
[-0.14570574]
[ 0.94276338]
[ 0.27269692]
[-0.03659654]
[-0.83357735]
[-0.92716179]
[-0.64874904]
[-0.93776629]
[ 1.17138293]
[ 2.86600046]
[-1.82970375]]
[[ -5.33555331e-01 -4.98766849e-01 -5.85316154e-01 -1.02146001e-01
-3.01349220e-01 -5.92842091e-01 -1.89484114e-01 -2.70262667e-01
-4.25574760e-01 -3.73775023e-01 1.51178274e-01 6.98961847e-01
7.16816820e-02]
[ 4.59492452e-03 -1.35584365e-01 4.85621392e-02 -4.16639522e-02
-4.01189741e-02 5.82213282e-02 -1.27195842e-01 2.03570594e-01
-1.41318870e-01 -1.87497075e-01 -6.35571493e-02 -7.71964922e-02
6.18845503e-02]
[ -2.28280536e-01 1.35374097e-01 -2.43680186e-02 1.49868650e-01
8.18610540e-02 -1.22778277e-01 8.06069231e-02 -1.06026210e-01
2.76269520e-01 -2.23362199e-01 2.07528981e-01 7.73649853e-01
7.24665763e-01]
[ 1.99875181e-01 -2.41819994e-01 -2.78909021e-01 1.73062735e-02
-2.85984703e-01 4.19370952e-03 1.09586594e-01 -4.77889441e-01
1.62850646e-01 -2.86989809e-01 -2.09709119e-01 -3.71602616e-01
-1.55501101e-01]
[ 1.17958546e-01 7.86326182e-03 1.08407018e-01 -7.30931446e-02
-2.22646935e-02 7.15864476e-02 -1.01650937e-01 -5.00873105e-02
6.97312052e-02 1.84001181e-01 9.22630671e-02 -1.26796881e-01
-1.47824226e-01]
[ -4.81634337e-01 -6.00689464e-01 -6.03194840e-01 -6.02842540e-01
-5.83382289e-01 -5.64333803e-01 -3.09856682e-01 -1.64163148e-01
-4.37552079e-01 -2.41775095e-01 -5.00975687e-01 -7.05434455e-01
-5.23373079e-01]
[ -4.18517551e-01 -5.83557809e-01 -3.23392384e-01 -3.61249070e-01
-4.10879095e-01 -5.62082071e-01 -4.26714184e-01 -4.65208763e-01
-2.95996328e-01 -1.53994958e-01 -4.24513115e-01 -3.18703344e-01
-3.67386030e-01]
[ -3.32105484e-01 -3.46537649e-01 -4.77401514e-01 -1.87143757e-01
-3.17740381e-01 -4.19003147e-01 -2.73162459e-01 -2.25052242e-01
-2.87710832e-01 -4.99107096e-01 -2.48335462e-01 -5.47647603e-01
-3.71455223e-01]
[ -4.71150396e-01 -3.51063355e-01 -3.78380419e-01 -1.77417256e-01
-3.39819105e-01 -2.16285116e-01 -8.63441403e-02 -4.28369207e-01
-2.67654101e-01 -4.44798093e-01 -1.59172320e-01 -2.50616267e-01
-1.92734515e-01]
[ -9.55792106e-01 -9.36536604e-01 -9.81711580e-01 -7.29236855e-01
-1.02602645e+00 -9.85208623e-01 -6.07209431e-01 -5.97968981e-01
-7.54592129e-01 -5.64754623e-01 -7.09807945e-01 -5.37411268e-01
-6.53096069e-01]
[ -5.10813465e-01 -2.66803985e-01 -4.69930415e-01 -3.21550727e-01
-3.47576960e-01 -3.60347978e-01 -5.81135352e-01 -5.97188088e-01
-6.47524303e-01 -1.22722295e-01 -4.63497942e-01 -5.90670949e-01
-4.96933307e-01]
[ -1.15484253e-01 1.96500519e-02 -3.36912089e-01 -4.32548032e-01
-1.07526559e-01 -7.27523687e-02 -1.65203517e-01 -3.29852331e-01
-1.45787890e-01 1.07081481e-01 -4.39591563e-01 -8.55238128e-01
-4.23300419e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58279327e-01 -1.17365159e-01 1.64304920e-01 -2.73936868e-01
-1.29621084e-01 1.13251085e-01 -1.22576636e-01 1.50910388e-02
-8.06452501e-02 7.26407475e-02 -1.69951275e-01 -3.59572183e-01
3.31575411e-03]
[ -8.28455102e-02 -2.64281218e-01 -1.78761287e-01 -2.96075287e-01
-4.79039883e-01 -8.51812717e-02 -3.61009030e-02 1.49190615e-02
-5.49998743e-02 2.67478744e-02 -2.07362024e-01 -3.18809332e-01
-2.60403920e-01]
[ -7.24056603e-02 -1.39252868e-02 -2.35949091e-01 -2.56843728e-01
1.27818157e-01 -1.63137624e-01 -1.64286045e-01 7.82914092e-02
-1.45713528e-03 4.70313529e-02 -1.82172054e-01 2.29645806e-02
-4.23896977e-02]
[ 3.15790821e-02 -1.63402645e-01 -1.50169189e-01 -6.97734412e-02
-1.21221089e-01 -1.07402497e-01 9.54568544e-02 -1.53446366e-01
-2.37602466e-02 -4.02152872e-03 -1.39609936e-02 -1.34389815e-01
3.70072766e-02]
[ -2.87224317e-01 -1.41593620e-01 -7.45456575e-02 -9.31642165e-02
-3.03010624e-01 -2.73812391e-01 -3.70829867e-01 4.03731295e-02
-3.10916011e-01 -2.17091681e-01 1.82832530e-01 -2.49537498e-02
2.30253054e-01]
[ -2.21752316e-01 -1.24988740e-01 -8.83176145e-02 -4.66338308e-02
-8.35679166e-02 -1.17357142e-01 -6.70872350e-02 3.76268752e-02
-1.31041108e-01 -3.82259869e-02 2.58763912e-02 -1.38007012e-01
-2.75509724e-02]
[ -1.60508847e-01 -6.94861049e-02 -2.26048598e-01 -3.12988179e-01
-1.55796808e-01 -2.01441494e-01 -2.79332372e-01 -8.11949397e-02
1.62743439e-01 -1.77654491e-01 -3.56278783e-01 -2.70807919e-01
-1.96710758e-01]
[ -3.70586723e-01 -6.43816956e-02 -1.49457236e-01 -1.44036772e-01
-5.01706878e-02 -3.12354592e-01 3.60375369e-02 -7.22061701e-02
-1.21268445e-01 7.53834502e-02 8.96431544e-03 -2.09488328e-01
-2.46700571e-01]
[ -1.67591055e-01 -1.49951057e-01 -4.86861912e-02 -1.57455845e-01
-1.34060027e-01 -2.94447829e-01 -2.09905266e-02 -1.32574603e-01
-2.30941633e-01 3.35136260e-02 2.04061305e-01 -5.07612605e-02
-1.77695776e-01]
[ -1.36433886e-01 -1.72768067e-01 -1.14265953e-01 -2.64480626e-01
9.45245259e-02 -1.84130313e-02 -2.07930467e-01 -1.67695952e-01
9.52852391e-02 -1.05746074e-01 -1.19846541e-01 -6.62405298e-02
-3.50259846e-01]
[ -4.46880784e-02 -3.22347461e-02 -1.48834167e-01 -4.75007480e-02
-2.28200316e-01 6.27557265e-02 -8.32354309e-02 -4.78115428e-02
-2.32708316e-01 -8.98278009e-02 -8.31020192e-02 -3.34032017e-01
-1.93686993e-01]
[ -7.25438905e-02 2.69592408e-02 -1.29187055e-01 -3.07175745e-01
1.22815332e-01 2.03713131e-02 -2.20722804e-01 -1.65144457e-01
1.17796073e-01 -6.86198608e-02 -2.71668752e-01 -2.33216009e-01
-2.97455934e-01]
[ 8.21100361e-02 -3.12870104e-01 -8.19022150e-02 -4.49075720e-01
-2.25410672e-01 -8.85412850e-02 7.31196313e-02 1.09808764e-01
-2.07098580e-03 3.08307266e-01 -5.23385800e-01 -7.61769874e-01
4.32544951e-01]
[ -2.19862261e-01 -2.49567953e-01 -1.29165486e-01 -3.06056113e-01
-3.04467590e-01 -9.25623678e-02 2.08573544e-01 4.71719872e-02
2.97398652e-01 4.65319762e-02 -4.06570322e-01 -9.64761276e-01
6.32498414e-01]
[ -1.06716388e-02 -1.91723087e-01 2.43329672e-02 -3.13734354e-01
-1.74749688e-01 1.66674635e-01 2.09973363e-01 2.70177859e-01
-1.83999297e-02 2.50611851e-01 -2.29317604e-01 -1.03870128e+00
7.36799887e-01]
[ 4.29143815e-03 -4.73735013e-02 -1.22814749e-01 -1.24969248e-01
-1.80835645e-01 -4.60330164e-02 2.96547988e-01 1.70131729e-01
2.57659120e-01 3.77949395e-01 -4.76070759e-01 -9.12300048e-01
7.33890818e-01]
[ -8.04561594e-02 -2.82375447e-01 6.09755015e-02 -3.70193768e-01
-1.51461438e-01 1.17732262e-01 3.72626083e-01 1.44774153e-01
-5.83083157e-02 1.75562046e-01 -5.62396834e-01 -9.44473170e-01
8.60540935e-01]
[ 1.22387541e-01 -9.11180214e-02 1.76576018e-02 -1.76383042e-01
-8.36952390e-02 -1.74707064e-02 2.50622684e-01 3.72037037e-01
4.11967994e-01 2.71149772e-01 -5.50997967e-01 -8.35918774e-01
5.50689114e-01]
[ -7.17487997e-03 -1.33937758e-01 2.05436024e-02 1.37276291e-02
-8.81752076e-02 -2.83690250e-01 4.52489984e-02 3.28125260e-01
-1.33967906e-02 9.65897647e-02 -2.54155144e-01 -7.25573171e-01
2.67648150e-01]
[ 8.04003569e-02 1.11092012e-01 2.92581500e-03 1.23176650e-01
-8.78328311e-02 -5.95223343e-02 -1.97658307e-01 -1.57734429e-01
-2.74110892e-01 -1.35579001e-01 -1.33323602e-01 3.00974169e-01
-2.44021282e-01]
[ 3.93050590e-02 -9.20529155e-02 1.41067021e-01 2.62700100e-01
2.54395857e-01 8.40136737e-03 -4.01204301e-01 -3.60224256e-01
-9.10788734e-02 -5.36324277e-01 1.98777226e-01 1.05142989e+00
-5.42864690e-01]
[ 3.27001091e-02 7.93467549e-02 -2.12557090e-01 6.45520565e-02
3.27711167e-02 -1.35135165e-03 -1.75055078e-01 -3.36744095e-01
-2.87015586e-01 -2.03899368e-01 -4.13194134e-02 -5.01411234e-02
-1.96656911e-01]
[ -5.81414460e-02 -2.11564872e-01 6.19074029e-02 8.15516756e-02
-1.31679244e-01 -1.34683051e-01 1.66669431e-02 -3.25003220e-02
6.30013725e-02 -3.83927627e-01 -3.16062327e-01 -2.30467147e-01
1.70937572e-02]
[ 1.22518080e-02 -2.71050066e-01 5.70083745e-02 -2.52298116e-01
-1.91845361e-01 -2.31625310e-01 -2.72778466e-01 2.88154129e-02
-1.89017328e-02 8.56200348e-02 -1.69769919e-01 1.71163730e-01
-5.05855748e-02]
[ 1.70052817e-01 5.14134528e-02 -1.04940687e-01 -2.39888117e-01
-5.95268973e-02 -1.02218756e-01 -1.86741020e-01 1.08525056e-02
-1.90456181e-01 -2.41484011e-01 -1.94420615e-01 2.83707725e-01
-9.28272142e-02]
[ -1.74021052e-01 -1.81269075e-01 -1.12439419e-01 -2.25011144e-01
-5.10545102e-02 2.64568896e-02 -1.92932258e-01 -2.23801971e-01
-1.42420621e-01 -3.36716721e-02 -2.17034887e-01 1.88771253e-01
-2.03011654e-01]
[ -3.50859892e-02 -2.12163776e-01 -1.60114520e-01 -2.38190332e-01
-5.37517928e-02 4.38194420e-02 -4.19205856e-02 -3.89855911e-02
-2.19428079e-01 -2.83617688e-01 -6.14044961e-02 -2.70469107e-02
-3.06280824e-02]
[ 1.11443648e-01 8.31225925e-02 -1.23042375e-02 -1.70412566e-01
-3.22722117e-01 7.47438218e-03 -1.80294667e-01 -3.01455928e-01
-3.26887781e-01 4.38595098e-03 -8.87879803e-02 1.62528368e-01
-1.12436212e-01]
[ -6.37525016e-02 -9.35408675e-03 -2.84911734e-01 -8.84412083e-03
7.00737315e-02 1.55232269e-01 -2.40389424e-01 -1.90384052e-01
-5.48503406e-02 -7.12887495e-02 1.82987277e-01 6.01322506e-01
-1.04679024e-01]
[ 1.10546663e-01 3.50674103e-01 -2.03946263e-01 7.09744977e-01
1.23270306e-01 -1.84645170e-03 -2.61696115e-01 -4.12967471e-01
-2.63604149e-01 -3.89067530e-01 7.49664575e-01 9.87119742e-01
-9.97344714e-01]
[ -2.65777035e-02 1.85857100e-01 4.56607423e-02 2.61907288e-01
6.41619140e-03 -6.91667712e-02 -3.07592435e-01 -3.85456818e-01
-2.96062840e-01 -2.85435924e-01 5.32329705e-01 9.98042669e-01
-9.09423064e-01]
[ -4.63803935e-02 -1.30223997e-01 -1.54402412e-01 2.93292871e-01
-1.73561109e-01 2.33885845e-01 -8.27501791e-02 -2.20174397e-01
-2.46038153e-01 -4.35279798e-01 1.87943297e-01 4.93004296e-01
-4.28461270e-01]
[ 7.84925020e-02 -3.81283304e-01 -5.21929493e-02 -1.26995375e-02
-1.11735077e-01 1.99510610e-01 6.76804554e-02 1.60294292e-01
-1.79867066e-01 -3.98153252e-02 -6.00083713e-02 3.41753479e-01
-2.50958641e-01]
[ 2.03842810e-01 -2.92495257e-01 -1.21181327e-01 -7.91618946e-02
-2.10544348e-01 1.21783517e-01 1.27312873e-02 -1.46812142e-01
-6.14121566e-02 -9.43623435e-02 -1.35450713e-01 -1.47354681e-01
-1.47163336e-01]
[ -1.35632923e-01 -7.86661153e-02 3.72204267e-02 -2.45390541e-01
-5.61615204e-02 -1.41370456e-01 3.42131948e-02 -2.21161756e-02
-9.29160503e-02 -1.41050111e-02 -3.04142005e-01 -4.08915627e-01
-7.71864428e-02]
[ -1.40275800e-01 -1.38120768e-01 -6.76412112e-02 -2.73632461e-01
-3.47432595e-01 -2.88386668e-01 1.60169678e-01 1.37864027e-01
2.00794837e-02 1.14734678e-01 -2.52536322e-01 -7.97062470e-01
3.05827733e-02]
[ -1.57522351e-01 -2.46369752e-01 -2.98040831e-01 -5.40426738e-01
-2.93022926e-01 -2.09297777e-01 -2.98065060e-01 6.15477962e-02
-1.71259905e-02 -4.22530368e-01 -4.75428853e-01 -5.17422123e-01
-6.06897157e-01]
[ -1.16694709e-01 1.27410374e-01 1.71326904e-02 5.75523924e-02
-2.07828214e-01 -1.72539099e-01 -1.28187181e-01 1.84047159e-02
-1.22204698e-01 -1.58417745e-01 -1.52818255e-01 -3.14562744e-01
-4.37543326e-02]
[ -3.55561348e-01 -1.21200043e-01 -2.71541773e-01 1.93927304e-01
-2.03466828e-01 -2.29511171e-01 -7.70486954e-02 -1.12100615e-01
3.61394408e-02 4.13620266e-03 6.83062544e-02 -3.14966733e-01
4.82983660e-02]
[ -1.29598865e-01 -3.96752932e-02 -2.55515571e-01 8.60099848e-02
-2.21538295e-01 -2.79034170e-01 -3.63205550e-01 -2.68424432e-02
1.39266787e-02 -1.53104406e-01 -2.29934639e-01 -2.67824992e-01
-1.01025703e-02]
[ -2.26617328e-01 -5.31372394e-01 -3.38081043e-01 -2.34756323e-01
-3.22977641e-01 -2.29784472e-01 -3.77788246e-02 -2.72002213e-01
6.41560666e-02 -2.41153939e-01 -1.14251628e-01 -2.01832183e-01
-8.29812052e-02]
[ -2.19201450e-01 -2.94940238e-01 -3.20138341e-01 -1.08786466e-01
-8.98530363e-02 -1.50059058e-01 -8.52797510e-02 -7.76275166e-04
-1.99081717e-01 -5.20321105e-01 -2.31747296e-01 -1.45515884e-01
-3.34929499e-04]
[ -1.10657034e-01 -7.34515423e-03 -2.38859807e-01 -6.21660257e-01
-2.59688558e-01 -2.59070389e-01 4.88607239e-03 -3.95369402e-01
1.07307728e-01 -1.09639615e-01 -4.71297843e-01 -2.61575889e-01
-5.48580821e-01]]
Progress: 19.2% ... Training loss: 0.242 ... Validation loss: 0.414[[-0.15034157]
[ 0.25260815]
[-0.15090809]
[ 0.9299481 ]
[ 0.26836902]
[-0.04063953]
[-0.84311053]
[-0.93995922]
[-0.65839075]
[-0.94830325]
[ 1.16302459]
[ 2.85903141]
[-1.84775078]]
[[-0.53314884 -0.49961312 -0.58501694 -0.10834311 -0.30208505 -0.59275783
-0.1838478 -0.26409988 -0.42225654 -0.36879396 0.14553709 0.67663497
0.08462037]
[ 0.00468855 -0.13565245 0.04862285 -0.04214896 -0.04018053 0.05824892
-0.12671151 0.20390221 -0.14127905 -0.1870708 -0.06402414 -0.07711472
0.06142765]
[-0.22873409 0.13548691 -0.02466253 0.14854228 0.08229373 -0.12288634
0.07972958 -0.106016 0.27608314 -0.2257071 0.21089766 0.77128853
0.73067305]
[ 0.2002121 -0.24236973 -0.2787457 0.016849 -0.28627261 0.00423452
0.11278194 -0.47722271 0.16475321 -0.28472658 -0.21186976 -0.37334721
-0.14872509]
[ 0.11766155 0.00990505 0.10802009 -0.06827486 -0.02059174 0.0715278
-0.10851625 -0.05549491 0.06488719 0.17975871 0.10079152 -0.09876424
-0.16732565]
[-0.48129327 -0.60139597 -0.60288137 -0.60572225 -0.58394269 -0.56425139
-0.30813569 -0.16104362 -0.43618289 -0.23849374 -0.50556814 -0.71677773
-0.52092384]
[-0.41804983 -0.58397555 -0.32295915 -0.36401912 -0.41142031 -0.56198203
-0.42333376 -0.46217537 -0.2930339 -0.14970247 -0.42766342 -0.33185344
-0.36125953]
[-0.33186102 -0.34755091 -0.47710121 -0.19396934 -0.31870283 -0.41895408
-0.26869674 -0.21968085 -0.28495224 -0.49630056 -0.25481938 -0.56836211
-0.35836977]
[-0.47148405 -0.34999367 -0.37876116 -0.17448434 -0.33886512 -0.21637779
-0.08903693 -0.43131255 -0.26946534 -0.44709078 -0.15495414 -0.24123737
-0.19915695]
[-0.95512975 -0.93732007 -0.98111495 -0.73597394 -1.02683354 -0.98507155
-0.6009828 -0.59145931 -0.75013713 -0.55803085 -0.71736593 -0.56224278
-0.64142241]
[-0.51045196 -0.26773593 -0.46961795 -0.32708353 -0.34854162 -0.36026238
-0.57835432 -0.59339408 -0.64471282 -0.11943999 -0.46913864 -0.60888043
-0.48737005]
[-0.11578851 0.02029764 -0.33715491 -0.42982057 -0.10686488 -0.07283619
-0.16733683 -0.33157505 -0.1477754 0.10516309 -0.43640137 -0.84802612
-0.42929857]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25823314 -0.11762555 0.16442987 -0.27482979 -0.12986347 0.11326982
-0.12231946 0.01639974 -0.08050112 0.07365163 -0.17193806 -0.36464303
0.00341896]
[-0.08265254 -0.26455627 -0.17863583 -0.29736843 -0.47924384 -0.08513714
-0.03528271 0.01600544 -0.0543268 0.02822473 -0.20923153 -0.32328068
-0.25954492]
[-0.07249904 -0.01371755 -0.23600753 -0.25513136 0.1280476 -0.16315116
-0.16509937 0.07761409 -0.00221035 0.04641662 -0.18034009 0.02674494
-0.04473072]
[ 0.03178213 -0.16336526 -0.15008977 -0.07072254 -0.12137036 -0.10737411
0.0965977 -0.15260173 -0.02291464 -0.00315851 -0.0142315 -0.13767915
0.03600863]
[-0.28696423 -0.14209415 -0.07423004 -0.09531973 -0.30341196 -0.27375308
-0.36963266 0.04200947 -0.30955157 -0.21451368 0.17932022 -0.03187448
0.23472025]
[-0.22170481 -0.1250589 -0.08828294 -0.04752711 -0.08368814 -0.11734927
-0.06582563 0.03842372 -0.12998041 -0.03708388 0.02523301 -0.14354815
-0.02379761]
[-0.16045992 -0.07004307 -0.22585109 -0.31530059 -0.15638365 -0.20141951
-0.27814706 -0.07853835 0.16402084 -0.17658351 -0.35874723 -0.27891569
-0.19119001]
[-0.37040629 -0.06501758 -0.1492745 -0.14713222 -0.05076418 -0.31231156
0.03851689 -0.0695543 -0.11965066 0.07719469 0.00506763 -0.22172705
-0.2408669 ]
[-0.16768406 -0.14951937 -0.04883575 -0.15699602 -0.13348656 -0.29449383
-0.02091918 -0.13229085 -0.23155227 0.03336837 0.20560826 -0.05016837
-0.17789288]
[-0.13637991 -0.17272456 -0.11423929 -0.2648611 0.09449671 -0.01839974
-0.20762784 -0.16784299 0.09548328 -0.10507584 -0.12016284 -0.06665252
-0.35030151]
[-0.04489597 -0.03163148 -0.14907288 -0.04679508 -0.22777597 0.0627021
-0.08474806 -0.04985091 -0.23368421 -0.09194977 -0.08126503 -0.32758933
-0.19584862]
[-0.07246313 0.02686683 -0.12916111 -0.30762373 0.12280331 0.02038658
-0.22023616 -0.16496488 0.1182336 -0.06827355 -0.27192924 -0.23380906
-0.2970143 ]
[ 0.08204922 -0.31279162 -0.08193896 -0.4486245 -0.22533403 -0.0885518
0.07260914 0.10916221 -0.00251572 0.30785479 -0.5229628 -0.76021715
0.43107262]
[-0.2197909 -0.24962759 -0.12910527 -0.30686357 -0.30459143 -0.09254584
0.20975572 0.04831187 0.29820117 0.04752516 -0.40784459 -0.9678429
0.63533641]
[-0.0107658 -0.19153202 0.02424142 -0.3133771 -0.17456383 0.16664614
0.2094367 0.2696463 -0.01884762 0.24986445 -0.22907423 -1.03862752
0.73585738]
[ 0.00445105 -0.04771013 -0.12268351 -0.1269351 -0.18117494 -0.04599935
0.29831661 0.17181271 0.25895822 0.37983819 -0.47809582 -0.91693672
0.73876587]
[-0.08054564 -0.28225157 0.06091976 -0.36960419 -0.15131244 0.11770706
0.37202004 0.14438943 -0.05876656 0.17518917 -0.56189496 -0.94379381
0.85922106]
[ 0.12243948 -0.09121215 0.01769209 -0.17691531 -0.08380668 -0.01746264
0.2513545 0.37268799 0.41259868 0.2715923 -0.55156552 -0.83839604
0.5527843 ]
[-0.0071025 -0.13398507 0.02058687 0.01350335 -0.08822269 -0.28368234
0.04560883 0.32843933 -0.01300862 0.09702915 -0.25438496 -0.72610418
0.26835442]
[ 0.08059106 0.11076244 0.00302622 0.12107975 -0.08818101 -0.05947697
-0.19554725 -0.15567441 -0.27298065 -0.13461092 -0.13585337 0.29269338
-0.24070326]
[ 0.03943993 -0.09221696 0.14121621 0.26306285 0.25426243 0.00842051
-0.40124492 -0.3597331 -0.0906711 -0.53493034 0.19899289 1.04983397
-0.54426197]
[ 0.03265105 0.0793574 -0.21256894 0.06466499 0.03278272 -0.00136419
-0.17515021 -0.33680005 -0.28720638 -0.20399451 -0.04133545 -0.05158848
-0.19657921]
[-0.05810397 -0.21165254 0.06192954 0.08106861 -0.13176914 -0.13467422
0.01666768 -0.03236132 0.06329138 -0.38376745 -0.31619422 -0.23043256
0.01729999]
[ 0.01225941 -0.27111604 0.05706433 -0.25292045 -0.19194207 -0.23161675
-0.27221734 0.02959528 -0.01837776 0.08612279 -0.17049818 0.16750482
-0.04894814]
[ 0.16975542 0.05194037 -0.10522377 -0.23984768 -0.0592216 -0.10228956
-0.18863687 0.00931189 -0.19158043 -0.24392902 -0.19246992 0.28966684
-0.09394578]
[-0.17396614 -0.18170722 -0.11232232 -0.22700105 -0.05149024 0.02648099
-0.19198901 -0.2229288 -0.1413297 -0.0331144 -0.21921927 0.18235765
-0.198476 ]
[-0.03521323 -0.21202865 -0.16022942 -0.23785891 -0.053539 0.04377318
-0.04321881 -0.04066155 -0.22039981 -0.28425582 -0.06039863 -0.02316899
-0.032103 ]
[ 0.1115554 0.08310193 -0.01226315 -0.17184617 -0.32266704 0.00749396
-0.17954128 -0.30040834 -0.32608544 0.00492495 -0.09065219 0.15843446
-0.10931892]
[-0.06381203 -0.00903836 -0.28497056 -0.00772897 0.07041823 0.15522066
-0.24127737 -0.19205926 -0.05565649 -0.07209901 0.18553245 0.60680118
-0.10825772]
[ 0.11067068 0.35048272 -0.20382197 0.70907711 0.12316986 -0.00182068
-0.26136027 -0.41132945 -0.263293 -0.38748317 0.74798373 0.98266022
-0.99801919]
[-0.0266645 0.18615928 0.04555312 0.2641973 0.00684507 -0.06918533
-0.30869319 -0.3869356 -0.29686325 -0.28656473 0.53497032 1.00190418
-0.91359425]
[-0.04631311 -0.13033593 -0.15429657 0.293079 -0.17366335 0.23390974
-0.08228289 -0.21906351 -0.24588423 -0.43431142 0.18730435 0.49185948
-0.42854572]
[ 0.07883221 -0.38177375 -0.05192779 -0.01491115 -0.11231034 0.19959555
0.07033336 0.16306445 -0.17803657 -0.03720202 -0.06305354 0.3337582
-0.24685163]
[ 0.20388677 -0.29250927 -0.12117505 -0.0794092 -0.21056914 0.121792
0.01326579 -0.14652381 -0.06135352 -0.09419099 -0.13589742 -0.14904344
-0.1469749 ]
[-0.13554836 -0.07893648 0.03736353 -0.24677455 -0.05646483 -0.1413476
0.03531447 -0.02092248 -0.09221263 -0.0128302 -0.30581775 -0.41399389
-0.07389955]
[-0.14024384 -0.1381507 -0.06761439 -0.2739453 -0.34748026 -0.28838125
0.16051193 0.13825658 0.0201791 0.11501513 -0.25303243 -0.79782542
0.03106665]
[-0.15726714 -0.24669354 -0.29787863 -0.54289651 -0.29314894 -0.20927038
-0.29570403 0.06366065 -0.01579402 -0.42086549 -0.47733197 -0.52646462
-0.60521097]
[-0.11659029 0.12681977 0.0173939 0.05523823 -0.20843758 -0.17249567
-0.1266939 0.0207279 -0.12128266 -0.15638459 -0.15619572 -0.32245876
-0.03841461]
[-0.35546206 -0.12150956 -0.27141795 0.19170789 -0.20380956 -0.2294921
-0.07517649 -0.11016583 0.03746245 0.00565101 0.06562477 -0.3234275
0.05368334]
[-0.12913668 -0.04092405 -0.2550807 0.08056877 -0.22261781 -0.27893185
-0.35965344 -0.02213387 0.0170337 -0.14869301 -0.23681679 -0.28543782
0.00190667]
[-0.22626469 -0.53186562 -0.33765225 -0.23770649 -0.32353154 -0.22968855
-0.03467958 -0.26820632 0.06642286 -0.23697909 -0.11968557 -0.21526323
-0.07455656]
[-0.21947554 -0.29424211 -0.32042869 -0.10477588 -0.08897816 -0.15013266
-0.08799317 -0.00320028 -0.20073959 -0.52225261 -0.22673771 -0.13834157
-0.00743399]
[-0.11093708 -0.00614521 -0.23931409 -0.61981854 -0.25896198 -0.25914608
0.00209597 -0.39923972 0.10529374 -0.1134195 -0.46603777 -0.24813605
-0.55908778]]
Progress: 19.2% ... Training loss: 0.238 ... Validation loss: 0.413[[-0.14360611]
[ 0.25954105]
[-0.14406486]
[ 0.94436423]
[ 0.27797651]
[-0.03504976]
[-0.82740451]
[-0.92754703]
[-0.64451129]
[-0.93212317]
[ 1.17909326]
[ 2.89029868]
[-1.83022333]]
[[-0.53438531 -0.49701771 -0.58630945 -0.09453358 -0.29897302 -0.593088
-0.19433894 -0.2763854 -0.43018449 -0.38139011 0.1657962 0.73095695
0.05748566]
[ 0.0048211 -0.13563547 0.04867713 -0.04202304 -0.04007267 0.05828046
-0.12681923 0.20334884 -0.14190661 -0.18646844 -0.06390627 -0.07225435
0.05812028]
[-0.22925803 0.13612743 -0.02505939 0.15220834 0.08286657 -0.12297748
0.07730073 -0.10810204 0.27333072 -0.22849385 0.2160412 0.78307427
0.72096026]
[ 0.2000495 -0.24218947 -0.27855023 0.01936571 -0.28647772 0.00417829
0.11069207 -0.47476197 0.1630357 -0.28176685 -0.21374515 -0.37953862
-0.14932891]
[ 0.11836848 0.0099417 0.10823272 -0.0694473 -0.02013834 0.07171747
-0.10731599 -0.05585099 0.06420959 0.18092325 0.10342713 -0.08770175
-0.17671459]
[-0.48146073 -0.60119202 -0.60298301 -0.60460217 -0.58357114 -0.56428685
-0.31039672 -0.16380447 -0.43735647 -0.24161607 -0.50360995 -0.71093063
-0.52593686]
[-0.41865809 -0.58245117 -0.32380674 -0.35765683 -0.40975713 -0.56213381
-0.42841417 -0.46775277 -0.2968986 -0.15673679 -0.41858933 -0.30494579
-0.37708342]
[-0.33208371 -0.34750843 -0.47716863 -0.19243134 -0.31861683 -0.41899645
-0.27096759 -0.22134256 -0.28634747 -0.49752281 -0.25346934 -0.56561412
-0.36506296]
[-0.47139494 -0.35016679 -0.37863712 -0.1738098 -0.33882193 -0.21636077
-0.08871155 -0.4296117 -0.2692718 -0.44597742 -0.15485669 -0.23908409
-0.19801898]
[-0.9553562 -0.93720324 -0.98134445 -0.73174821 -1.02623876 -0.98509327
-0.60435132 -0.59504508 -0.7521923 -0.56150306 -0.71174956 -0.54168172
-0.65410618]
[-0.51086285 -0.26681872 -0.47008535 -0.32307584 -0.34746564 -0.36038961
-0.58182603 -0.59599054 -0.64706059 -0.12402906 -0.46317719 -0.59261634
-0.49471487]
[-0.11606048 0.02086129 -0.33735063 -0.42835908 -0.10637173 -0.07289982
-0.16978351 -0.33369191 -0.14961245 0.10295885 -0.43549942 -0.84719526
-0.43566212]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.2583568 -0.11748289 0.16431174 -0.27418606 -0.12970615 0.11323614
-0.12307266 0.01548254 -0.08092523 0.0725781 -0.17117089 -0.36339971
0.00246549]
[-0.08276256 -0.26457742 -0.1786316 -0.29686677 -0.47916204 -0.08515459
-0.03676432 0.01494404 -0.05489889 0.0264862 -0.20909529 -0.32312367
-0.26144999]
[-0.07251899 -0.01355267 -0.23605956 -0.25488792 0.12828564 -0.16315998
-0.16576035 0.0759166 -0.00271071 0.04534856 -0.17894008 0.03196908
-0.04720618]
[ 0.03142115 -0.16242604 -0.15058256 -0.06829051 -0.12040451 -0.10746577
0.09378061 -0.15567505 -0.02509882 -0.00766296 -0.0095268 -0.12299549
0.02706117]
[-0.28689918 -0.14228495 -0.07406797 -0.09643709 -0.30369661 -0.27373268
-0.36836556 0.04391693 -0.30844304 -0.21286016 0.17656339 -0.03682506
0.23949491]
[-0.22212334 -0.12421295 -0.08886376 -0.04252129 -0.0826273 -0.11744415
-0.06977006 0.03359626 -0.13318876 -0.0415756 0.03246194 -0.12512386
-0.03620435]
[-0.1605535 -0.06990586 -0.22590197 -0.31439002 -0.15626931 -0.20144133
-0.27906561 -0.0797105 0.16322948 -0.17790503 -0.35763317 -0.27759935
-0.19569472]
[-0.37036706 -0.06523358 -0.14917854 -0.14786126 -0.05098666 -0.31229739
0.03882299 -0.06869926 -0.11922679 0.07797429 0.00331336 -0.22685338
-0.23970943]
[-0.16779673 -0.14941664 -0.04891186 -0.15538164 -0.13330349 -0.29452507
-0.02235683 -0.13336123 -0.23234855 0.03274492 0.2077156 -0.04439614
-0.18080202]
[-0.13644876 -0.17268744 -0.11423244 -0.26329202 0.09464114 -0.01842029
-0.20794961 -0.16689483 0.09524705 -0.10488528 -0.11873833 -0.0628954
-0.34969743]
[-0.04477262 -0.03181827 -0.14896952 -0.04758324 -0.22791817 0.06273952
-0.08398496 -0.04895113 -0.23322883 -0.09102097 -0.08217929 -0.32889645
-0.19448008]
[-0.07229185 0.02670948 -0.12905542 -0.308215 0.12267088 0.02042211
-0.21952411 -0.16405502 0.1187188 -0.06727028 -0.27290708 -0.23534711
-0.29720913]
[ 0.08200381 -0.31274346 -0.08197934 -0.44844442 -0.22528553 -0.08856214
0.07232063 0.10881424 -0.00273662 0.30744723 -0.52271095 -0.75972585
0.430497 ]
[-0.21986192 -0.24949921 -0.12915236 -0.30660104 -0.30449969 -0.09256171
0.20932785 0.04796398 0.2977821 0.04702264 -0.4075161 -0.96759419
0.63470564]
[-0.01070743 -0.19160648 0.02428536 -0.31378772 -0.17464153 0.16666467
0.20999182 0.27022014 -0.01854091 0.25035397 -0.22953204 -1.03920839
0.73694241]
[ 0.00418199 -0.04722372 -0.12285575 -0.1258989 -0.18073386 -0.04606726
0.2967507 0.17031679 0.25764169 0.37807566 -0.47715999 -0.91669983
0.73581547]
[-0.08067049 -0.28216152 0.06084354 -0.36935862 -0.15122193 0.11767587
0.37134966 0.14418999 -0.05925256 0.17456067 -0.56179563 -0.94435635
0.85852814]
[ 0.12250182 -0.09133713 0.01775835 -0.17740425 -0.08398231 -0.01744155
0.25199003 0.37351454 0.41310421 0.2722793 -0.55219996 -0.84012
0.55424121]
[-0.00728135 -0.13377189 0.0204536 0.01482269 -0.08796384 -0.28372001
0.04403964 0.32658217 -0.01402835 0.09547697 -0.2530183 -0.72380889
0.26518438]
[ 0.0802965 0.11119992 0.00280448 0.12422787 -0.08777109 -0.05953821
-0.19782253 -0.15852886 -0.2742005 -0.13728515 -0.13262604 0.30281847
-0.24618898]
[ 0.03923928 -0.09201153 0.14100647 0.26561976 0.25469189 0.00835319
-0.40247267 -0.36004276 -0.09124224 -0.53690463 0.20233124 1.05520486
-0.54604494]
[ 0.03262343 0.07940164 -0.21259718 0.06477258 0.03281402 -0.0013719
-0.17518573 -0.33683595 -0.2872352 -0.20413966 -0.04127208 -0.05183437
-0.19656266]
[-0.05817001 -0.21143984 0.06184485 0.08180818 -0.13158473 -0.13469011
0.01568318 -0.0329972 0.06249951 -0.38422992 -0.31533733 -0.22713478
0.01517939]
[ 0.01221651 -0.27086704 0.05693935 -0.25243186 -0.19169981 -0.23163149
-0.27292444 0.02826626 -0.01894439 0.0853305 -0.16961659 0.17130513
-0.05113592]
[ 0.16985334 0.05171297 -0.10510488 -0.24061357 -0.05947832 -0.10226471
-0.1878617 0.01039478 -0.19092775 -0.24294293 -0.19376991 0.28648719
-0.09186528]
[-0.17408467 -0.18165955 -0.11236262 -0.22728716 -0.05144307 0.02644486
-0.19253553 -0.22328053 -0.14146492 -0.0339342 -0.21952676 0.18148481
-0.19689651]
[-0.03533454 -0.21186173 -0.16031819 -0.23765115 -0.05324132 0.04375495
-0.04395174 -0.04304839 -0.22063077 -0.2863126 -0.05907667 -0.01642059
-0.03324383]
[ 0.11152897 0.08334163 -0.01236668 -0.17178136 -0.32237374 0.00748603
-0.1798443 -0.30034046 -0.32642451 0.00421066 -0.08980545 0.16128118
-0.11127035]
[-0.06394209 -0.009021 -0.28500914 -0.00787983 0.07044896 0.1551997
-0.24183792 -0.19201852 -0.05611784 -0.0728214 0.18558388 0.60930583
-0.10807157]
[ 0.11087383 0.35006428 -0.2036509 0.70790321 0.12288297 -0.00176871
-0.26044094 -0.40999949 -0.26274014 -0.38624494 0.74655422 0.98061071
-0.9975267 ]
[-0.02644028 0.1857535 0.04571061 0.2639104 0.00663329 -0.06912631
-0.30776319 -0.38560815 -0.29614351 -0.28544076 0.53415361 0.99598406
-0.91545754]
[-0.04623258 -0.13017821 -0.15434412 0.29471035 -0.17350337 0.2339139
-0.08339873 -0.21994354 -0.24639451 -0.43419952 0.18957911 0.50003969
-0.43298069]
[ 0.07894423 -0.38185014 -0.05187237 -0.01490137 -0.11242802 0.19962503
0.07076811 0.16363346 -0.17770913 -0.03644237 -0.06299853 0.33430833
-0.24742511]
[ 0.20385559 -0.29244002 -0.12122584 -0.07892029 -0.21048188 0.1217855
0.01299952 -0.14710631 -0.06164204 -0.09479823 -0.13509945 -0.14655093
-0.14837579]
[-0.13561036 -0.07863953 0.03726158 -0.24513052 -0.05618123 -0.14136285
0.03432068 -0.02259841 -0.09347805 -0.01344863 -0.30380519 -0.40620249
-0.07900021]
[-0.14018125 -0.13833618 -0.06751002 -0.27481832 -0.34761769 -0.28836805
0.16124604 0.13942945 0.0207455 0.1157939 -0.25431684 -0.8020143
0.03383974]
[-0.15697253 -0.2469689 -0.29770395 -0.54500337 -0.29336406 -0.2092057
-0.29475214 0.06357465 -0.01439807 -0.42052304 -0.47952058 -0.53137953
-0.60627744]
[-0.11657348 0.12670005 0.01738119 0.05563298 -0.20837593 -0.17249436
-0.12696484 0.0209226 -0.12138599 -0.15593273 -0.15639955 -0.32250491
-0.03878064]
[-0.35572916 -0.12115895 -0.27158328 0.1942991 -0.20324192 -0.22957059
-0.07706281 -0.11158799 0.03631538 0.0037111 0.06832913 -0.3168547
0.05166224]
[-0.12930501 -0.04068569 -0.25517629 0.08267913 -0.22236113 -0.27895256
-0.36084062 -0.02346244 0.01556809 -0.14934688 -0.23471032 -0.27621723
-0.00415278]
[-0.22641556 -0.53161927 -0.33775644 -0.23517195 -0.32324647 -0.22973028
-0.03631461 -0.26936391 0.06537518 -0.23834959 -0.1162819 -0.21230838
-0.07701059]
[-0.21946212 -0.29411793 -0.32048429 -0.10356531 -0.08876704 -0.15011919
-0.08862124 -0.00406021 -0.20101749 -0.52269808 -0.2251192 -0.13181151
-0.01084449]
[-0.11158492 -0.00511194 -0.23994795 -0.61685822 -0.2579651 -0.25929718
-0.00253531 -0.40287927 0.10169941 -0.12006959 -0.46099856 -0.23079726
-0.57010231]]
Progress: 19.3% ... Training loss: 0.249 ... Validation loss: 0.412[[-0.16525455]
[ 0.22924081]
[-0.16740305]
[ 0.91138696]
[ 0.24914326]
[-0.05566882]
[-0.85379362]
[-0.97097178]
[-0.6775615 ]
[-0.9671044 ]
[ 1.13909825]
[ 2.82496047]
[-1.86882883]]
[[ -5.33633097e-01 -4.98825424e-01 -5.85570698e-01 -1.03797196e-01
-3.00925749e-01 -5.92932447e-01 -1.87116516e-01 -2.66069728e-01
-4.23443799e-01 -3.74607522e-01 1.52335809e-01 6.92604133e-01
8.04570542e-02]
[ 4.87827595e-03 -1.35783534e-01 4.87085488e-02 -4.25649226e-02
-4.01682783e-02 5.82866014e-02 -1.26439330e-01 2.03889255e-01
-1.41654769e-01 -1.86329201e-01 -6.44259998e-02 -7.43725552e-02
5.81496318e-02]
[ -2.28373752e-01 1.33761233e-01 -2.42097855e-02 1.38245756e-01
8.06655563e-02 -1.22797801e-01 8.68855877e-02 -9.98571770e-02
2.83796087e-01 -2.24080297e-01 1.97153041e-01 7.25706926e-01
7.54015660e-01]
[ 1.98895132e-01 -2.38603742e-01 -2.80510527e-01 2.95717548e-02
-2.82813511e-01 3.84586053e-03 1.02632042e-01 -4.95136563e-01
1.57682226e-01 -3.00713522e-01 -1.92391246e-01 -3.19553694e-01
-1.70725144e-01]
[ 1.19315526e-01 8.51333412e-03 1.09254108e-01 -7.32096486e-02
-2.12602794e-02 7.18977282e-02 -1.03459006e-01 -5.08768479e-02
6.75768226e-02 1.89867418e-01 9.21108675e-02 -1.09502386e-01
-1.71786451e-01]
[ -4.81078925e-01 -6.02199557e-01 -6.02451982e-01 -6.06504272e-01
-5.84573803e-01 -5.64176774e-01 -3.08230592e-01 -1.58023898e-01
-4.36065404e-01 -2.36934397e-01 -5.08454565e-01 -7.22739717e-01
-5.21294863e-01]
[ -4.18300919e-01 -5.84144718e-01 -3.23045930e-01 -3.64617086e-01
-4.11258464e-01 -5.62040425e-01 -4.25330266e-01 -4.61704919e-01
-2.94380968e-01 -1.49672505e-01 -4.28184530e-01 -3.22971997e-01
-3.65094214e-01]
[ -3.30786993e-01 -3.50164242e-01 -4.76108010e-01 -2.05098149e-01
-3.21504055e-01 -4.18732315e-01 -2.61509504e-01 -2.09425242e-01
-2.76300579e-01 -4.91194591e-01 -2.71531041e-01 -6.24586212e-01
-3.42141773e-01]
[ -4.70864142e-01 -3.51022565e-01 -3.78232090e-01 -1.77203684e-01
-3.39711597e-01 -2.16227970e-01 -8.52184890e-02 -4.27032380e-01
-2.66428030e-01 -4.42487661e-01 -1.58362543e-01 -2.45677731e-01
-1.91438601e-01]
[ -9.53707205e-01 -9.41775508e-01 -9.79356265e-01 -7.49350313e-01
-1.03071387e+00 -9.84701119e-01 -5.91265006e-01 -5.73369338e-01
-7.40053359e-01 -5.45525592e-01 -7.38278210e-01 -6.08916836e-01
-6.20181809e-01]
[ -5.09842448e-01 -2.68664906e-01 -4.69383553e-01 -3.32531227e-01
-3.49515350e-01 -3.60171675e-01 -5.75122745e-01 -5.90801609e-01
-6.41294575e-01 -1.17879682e-01 -4.73878827e-01 -6.23514227e-01
-4.79134062e-01]
[ -1.16163382e-01 2.10670735e-02 -3.37283120e-01 -4.26224642e-01
-1.06127798e-01 -7.29095232e-02 -1.71371934e-01 -3.34231533e-01
-1.50818029e-01 1.02395925e-01 -4.34276507e-01 -8.44463269e-01
-4.39034529e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58456603e-01 -1.17313111e-01 1.64198682e-01 -2.73762325e-01
-1.29567443e-01 1.13206841e-01 -1.23625507e-01 1.49682273e-02
-8.12010730e-02 7.18703263e-02 -1.71171853e-01 -3.65324292e-01
2.07635736e-03]
[ -8.25759599e-02 -2.64951393e-01 -1.78409363e-01 -2.97867703e-01
-4.79449468e-01 -8.51102719e-02 -3.57896378e-02 1.74821057e-02
-5.43272388e-02 2.87650441e-02 -2.10964281e-01 -3.26853858e-01
-2.60075577e-01]
[ -7.20470916e-02 -1.49500690e-02 -2.35409359e-01 -2.58692088e-01
1.26791929e-01 -1.63029182e-01 -1.63229291e-01 8.12048166e-02
-8.41362177e-04 5.08224610e-02 -1.85090143e-01 1.69086838e-02
-4.09241765e-02]
[ 3.13849294e-02 -1.62407516e-01 -1.50578298e-01 -6.82153783e-02
-1.20401446e-01 -1.07469400e-01 9.35998797e-02 -1.55312843e-01
-2.51393207e-02 -7.30082044e-03 -9.64406621e-03 -1.21486498e-01
2.75621208e-02]
[ -2.86755190e-01 -1.43000360e-01 -7.37392826e-02 -9.93654423e-02
-3.04263715e-01 -2.73685404e-01 -3.66623003e-01 4.60704185e-02
-3.07073568e-01 -2.09903439e-01 1.71674385e-01 -4.56854917e-02
2.46837448e-01]
[ -2.22042973e-01 -1.24436907e-01 -8.87110858e-02 -4.42736226e-02
-8.29163106e-02 -1.17431272e-01 -6.84771322e-02 3.54930993e-02
-1.32080149e-01 -4.12085781e-02 3.04041385e-02 -1.33239945e-01
-3.27065828e-02]
[ -1.59876233e-01 -7.17061963e-02 -2.25362477e-01 -3.22348966e-01
-1.58010350e-01 -2.01304256e-01 -2.73597333e-01 -7.33054190e-02
1.69350968e-01 -1.74334759e-01 -3.67425746e-01 -3.09335457e-01
-1.80131349e-01]
[ -3.70129641e-01 -6.56343281e-02 -1.48968357e-01 -1.50496840e-01
-5.14404174e-02 -3.12254670e-01 4.06377423e-02 -6.59879108e-02
-1.17759013e-01 7.94239032e-02 -1.31316544e-03 -2.42147921e-01
-2.35804101e-01]
[ -1.67519482e-01 -1.49815538e-01 -4.86828710e-02 -1.56646155e-01
-1.33767293e-01 -2.94467029e-01 -2.11582869e-02 -1.32063930e-01
-2.30918887e-01 3.40634005e-02 2.05795642e-01 -4.69972458e-02
-1.79284791e-01]
[ -1.35989691e-01 -1.73424031e-01 -1.13873756e-01 -2.66437597e-01
9.38376076e-02 -1.82983122e-02 -2.04918462e-01 -1.64590785e-01
9.77895787e-02 -1.01948301e-01 -1.22125386e-01 -7.03561369e-02
-3.44109890e-01]
[ -4.47977902e-02 -3.17759019e-02 -1.48993848e-01 -4.71932658e-02
-2.27859861e-01 6.27302014e-02 -8.42390287e-02 -4.90409946e-02
-2.33436818e-01 -9.10795274e-02 -8.16464957e-02 -3.27103851e-01
-1.94783193e-01]
[ -7.20980126e-02 2.63134505e-02 -1.28855958e-01 -3.09536472e-01
1.22289298e-01 2.04696607e-02 -2.18389221e-01 -1.62082383e-01
1.19461976e-01 -6.56539941e-02 -2.74637024e-01 -2.39265551e-01
-2.95955253e-01]
[ 8.20529919e-02 -3.12801501e-01 -8.19594126e-02 -4.49053233e-01
-2.25372964e-01 -8.85527572e-02 7.29947234e-02 1.09337202e-01
-2.28484280e-03 3.08001242e-01 -5.23376115e-01 -7.61535735e-01
4.32522846e-01]
[ -2.19932390e-01 -2.49359323e-01 -1.29190000e-01 -3.06319090e-01
-3.04390574e-01 -9.25776050e-02 2.09024771e-01 4.77032069e-02
2.97376644e-01 4.67272471e-02 -4.07361667e-01 -9.67683699e-01
6.34014433e-01]
[ -1.06786471e-02 -1.91637376e-01 2.43053768e-02 -3.14158503e-01
-1.74685844e-01 1.66670567e-01 2.10367676e-01 2.70437793e-01
-1.82755581e-02 2.50578430e-01 -2.29990262e-01 -1.04030863e+00
7.38105815e-01]
[ 4.13029814e-03 -4.72119978e-02 -1.22870220e-01 -1.26367169e-01
-1.80766689e-01 -4.60763957e-02 2.97027633e-01 1.70554633e-01
2.57746469e-01 3.78087605e-01 -4.77736901e-01 -9.19388668e-01
7.36955249e-01]
[ -8.07007527e-02 -2.82104519e-01 6.08177723e-02 -3.69062156e-01
-1.51167291e-01 1.17667854e-01 3.71000596e-01 1.43892511e-01
-5.95306186e-02 1.74292433e-01 -5.61531836e-01 -9.43870766e-01
8.57729727e-01]
[ 1.22621895e-01 -9.14710740e-02 1.78274680e-02 -1.78202290e-01
-8.41274635e-02 -1.74235812e-02 2.53074266e-01 3.74635281e-01
4.13975240e-01 2.73207945e-01 -5.52954377e-01 -8.42106261e-01
5.56697724e-01]
[ -7.03518349e-03 -1.34228799e-01 2.06543933e-02 1.27650811e-02
-8.84514293e-02 -2.83672313e-01 4.63734278e-02 3.28768958e-01
-1.22371564e-02 9.74589301e-02 -2.55418250e-01 -7.30199484e-01
2.70304982e-01]
[ 8.07465519e-02 1.09875352e-01 3.31665663e-03 1.21215260e-01
-8.88805962e-02 -5.94207185e-02 -1.95383212e-01 -1.53355520e-01
-2.71569553e-01 -1.33268329e-01 -1.36809468e-01 2.90366875e-01
-2.40653091e-01]
[ 3.97602715e-02 -9.29681766e-02 1.41427539e-01 2.61073450e-01
2.53457797e-01 8.45383429e-03 -3.99369521e-01 -3.56242087e-01
-8.74740278e-02 -5.35784090e-01 1.96076897e-01 1.03522933e+00
-5.40175181e-01]
[ 3.27286709e-02 7.91585949e-02 -2.12518915e-01 6.37409271e-02
3.26137774e-02 -1.35042238e-03 -1.74607967e-01 -3.36451336e-01
-2.86484414e-01 -2.03726290e-01 -4.25304832e-02 -5.38142674e-02
-1.94637557e-01]
[ -5.82622321e-02 -2.11223129e-01 6.17629821e-02 8.26452465e-02
-1.31373214e-01 -1.34709887e-01 1.46061901e-02 -3.37160427e-02
6.16801643e-02 -3.84755615e-01 -3.14478160e-01 -2.24162820e-01
1.31193479e-02]
[ 1.20831251e-02 -2.70717530e-01 5.68141344e-02 -2.51909754e-01
-1.91551844e-01 -2.31647446e-01 -2.73873036e-01 2.67432685e-02
-1.99225890e-02 8.39398276e-02 -1.68396792e-01 1.76601183e-01
-5.32312986e-02]
[ 1.70005806e-01 5.13776027e-02 -1.04909969e-01 -2.41837155e-01
-5.98220308e-02 -1.02230527e-01 -1.86802267e-01 1.25881597e-02
-1.90126843e-01 -2.40934329e-01 -1.95914515e-01 2.81101766e-01
-8.89772214e-02]
[ -1.74076604e-01 -1.81635083e-01 -1.12420769e-01 -2.27519190e-01
-5.14418193e-02 2.64440142e-02 -1.92264339e-01 -2.23866962e-01
-1.41133271e-01 -3.43113098e-02 -2.19459554e-01 1.80500487e-01
-1.96212156e-01]
[ -3.52371212e-02 -2.12092120e-01 -1.60195037e-01 -2.38590301e-01
-5.34671005e-02 4.37812401e-02 -4.34050515e-02 -4.22716131e-02
-2.19977112e-01 -2.85368498e-01 -6.04105092e-02 -1.96788747e-02
-3.10315606e-02]
[ 1.11915298e-01 8.24338131e-02 -1.19827403e-02 -1.75578920e-01
-3.23107357e-01 7.57534022e-03 -1.77052834e-01 -2.97642530e-01
-3.24034070e-01 7.91984789e-03 -9.51476017e-02 1.49430001e-01
-1.02895328e-01]
[ -6.39613537e-02 -9.25062839e-03 -2.84867688e-01 -7.91300639e-03
7.02031233e-02 1.55216453e-01 -2.41660321e-01 -1.90915660e-01
-5.63158533e-02 -7.20200388e-02 1.84646437e-01 6.07392128e-01
-1.07420985e-01]
[ 1.11049774e-01 3.49746921e-01 -2.03518733e-01 7.05769593e-01
1.22587038e-01 -1.74231329e-03 -2.60156187e-01 -4.08427988e-01
-2.61773736e-01 -3.85020684e-01 7.43238716e-01 9.73454755e-01
-9.96269745e-01]
[ -2.61341044e-02 1.84938352e-01 4.61327921e-02 2.61289734e-01
5.91162806e-03 -6.90556716e-02 -3.06031527e-01 -3.82421570e-01
-2.94756912e-01 -2.82390893e-01 5.29972745e-01 9.85562491e-01
-9.12719492e-01]
[ -4.62178236e-02 -1.30222810e-01 -1.54326277e-01 2.94357285e-01
-1.73566005e-01 2.33919480e-01 -8.31614132e-02 -2.19646153e-01
-2.46262463e-01 -4.34057727e-01 1.89067804e-01 4.98791765e-01
-4.32406763e-01]
[ 7.91485340e-02 -3.82254797e-01 -5.16769693e-02 -1.62867137e-02
-1.12839570e-01 1.99676112e-01 7.24278006e-02 1.65638215e-01
-1.76309005e-01 -3.47764346e-02 -6.50486264e-02 3.27450971e-01
-2.44010279e-01]
[ 2.03822604e-01 -2.92395937e-01 -1.21218657e-01 -7.83280243e-02
-2.10505480e-01 1.21781275e-01 1.26654579e-02 -1.46745338e-01
-6.21215278e-02 -9.45434177e-02 -1.34804214e-01 -1.45975894e-01
-1.49546250e-01]
[ -1.35476336e-01 -7.89565018e-02 3.74289737e-02 -2.46493837e-01
-5.65172850e-02 -1.41328562e-01 3.55051663e-02 -2.11576988e-02
-9.26190228e-02 -1.20227324e-02 -3.05625345e-01 -4.10664309e-01
-7.58218352e-02]
[ -1.40184442e-01 -1.38386228e-01 -6.75163980e-02 -2.75295631e-01
-3.47681537e-01 -2.88368873e-01 1.61649599e-01 1.39863569e-01
2.10485134e-02 1.15737378e-01 -2.54997014e-01 -8.04734056e-01
3.55786998e-02]
[ -1.55894715e-01 -2.49278820e-01 -2.96818186e-01 -5.56830420e-01
-2.95982093e-01 -2.08981626e-01 -2.86054810e-01 7.39970519e-02
-6.83605235e-03 -4.15452239e-01 -4.94232363e-01 -5.76965663e-01
-5.90206506e-01]
[ -1.16328377e-01 1.26216413e-01 1.76705782e-02 5.40878544e-02
-2.08835031e-01 -1.72443973e-01 -1.25477827e-01 2.33964654e-02
-1.20427763e-01 -1.53562631e-01 -1.59070950e-01 -3.31899935e-01
-3.68004415e-02]
[ -3.55773289e-01 -1.21279661e-01 -2.71373211e-01 1.94420863e-01
-2.03233820e-01 -2.29570459e-01 -7.75970751e-02 -1.09556958e-01
3.58635829e-02 6.26963843e-03 6.72301653e-02 -3.14919613e-01
5.44492080e-02]
[ -1.28660586e-01 -4.23750399e-02 -2.54550660e-01 7.54199303e-02
-2.23891846e-01 -2.78814395e-01 -3.56831441e-01 -1.78354855e-02
1.97123686e-02 -1.43716435e-01 -2.43566109e-01 -2.97952036e-01
7.86157991e-03]
[ -2.26156793e-01 -5.32285086e-01 -3.37418402e-01 -2.36453611e-01
-3.24037903e-01 -2.29629489e-01 -3.44802879e-02 -2.66985995e-01
6.71648491e-02 -2.35588868e-01 -1.19617903e-01 -2.20344344e-01
-7.15083082e-02]
[ -2.19346630e-01 -2.94411874e-01 -3.20332387e-01 -1.04833926e-01
-8.91916203e-02 -1.50088142e-01 -8.73868897e-02 -1.78285820e-03
-2.00190163e-01 -5.20925863e-01 -2.27377044e-01 -1.36898476e-01
-7.29746503e-03]
[ -1.11315907e-01 -5.76123626e-03 -2.39691262e-01 -6.18721362e-01
-2.58430233e-01 -2.59241398e-01 -1.06204426e-03 -4.01763736e-01
1.03569045e-01 -1.18668489e-01 -4.64074152e-01 -2.38294468e-01
-5.65871322e-01]]
Progress: 19.4% ... Training loss: 0.264 ... Validation loss: 0.437[[-0.13897021]
[ 0.26271169]
[-0.13923763]
[ 0.95867251]
[ 0.28229252]
[-0.02817936]
[-0.8098242 ]
[-0.92301872]
[-0.63745263]
[-0.9143045 ]
[ 1.20590652]
[ 2.91309357]
[-1.82339667]]
[[ -5.35429350e-01 -4.95398244e-01 -5.87643233e-01 -8.65586293e-02
-2.97229608e-01 -5.93552683e-01 -2.03402885e-01 -2.89022325e-01
-4.34801262e-01 -3.96959551e-01 1.83287071e-01 7.66632939e-01
4.01608233e-02]
[ 4.66544421e-03 -1.35618645e-01 4.85038215e-02 -4.19435945e-02
-4.00209644e-02 5.82239344e-02 -1.27667377e-01 2.01025309e-01
-1.41997529e-01 -1.88900591e-01 -6.30887138e-02 -7.00403134e-02
5.70360853e-02]
[ -2.28523293e-01 1.35451507e-01 -2.50581280e-02 1.45454584e-01
8.24605038e-02 -1.22899312e-01 7.91085949e-02 -1.02986093e-01
2.78718161e-01 -2.32154795e-01 2.10918433e-01 7.57365182e-01
7.26913023e-01]
[ 1.99506472e-01 -2.41339754e-01 -2.78487305e-01 2.49257355e-02
-2.85910171e-01 4.11765765e-03 1.10151704e-01 -4.77329088e-01
1.64149100e-01 -2.79310600e-01 -2.12451099e-01 -3.73920248e-01
-1.42027737e-01]
[ 1.17888229e-01 1.15791308e-02 1.06983207e-01 -6.38089441e-02
-1.79378111e-02 7.13547142e-02 -1.12376629e-01 -7.07249457e-02
5.93758582e-02 1.67802597e-01 1.16620248e-01 -6.16050759e-02
-1.96487952e-01]
[ -4.82225335e-01 -6.00935006e-01 -6.03284899e-01 -5.99266210e-01
-5.83016768e-01 -5.64492805e-01 -3.14969981e-01 -1.68839307e-01
-4.40719546e-01 -2.46874265e-01 -4.97637881e-01 -6.94415531e-01
-5.33342781e-01]
[ -4.19020542e-01 -5.82415456e-01 -3.24392362e-01 -3.57638359e-01
-4.09598309e-01 -5.62293545e-01 -4.32211158e-01 -4.71746394e-01
-3.00024662e-01 -1.60565932e-01 -4.14856496e-01 -2.88142778e-01
-3.87362612e-01]
[ -3.31608325e-01 -3.48244964e-01 -4.77037675e-01 -1.94985891e-01
-3.19508920e-01 -4.19029900e-01 -2.70580176e-01 -2.17284277e-01
-2.82081521e-01 -4.99891736e-01 -2.57129798e-01 -5.93811744e-01
-3.65173966e-01]
[ -4.71878392e-01 -3.49705249e-01 -3.79120222e-01 -1.70453653e-01
-3.38203097e-01 -2.16638966e-01 -9.14669703e-02 -4.32982141e-01
-2.71604159e-01 -4.49403781e-01 -1.48985018e-01 -2.24104406e-01
-1.99789708e-01]
[ -9.56359042e-01 -9.37288700e-01 -9.82410475e-01 -7.24993443e-01
-1.02595244e+00 -9.85610003e-01 -6.13449617e-01 -6.01074095e-01
-7.56017707e-01 -5.74296334e-01 -6.99793566e-01 -5.10750058e-01
-6.70793328e-01]
[ -5.10643685e-01 -2.67324936e-01 -4.70086372e-01 -3.27519051e-01
-3.48004970e-01 -3.60467185e-01 -5.79896932e-01 -5.95590296e-01
-6.44918191e-01 -1.22965799e-01 -4.66290367e-01 -6.08037318e-01
-4.89312343e-01]
[ -1.16411925e-01 2.14707007e-02 -3.37523236e-01 -4.24514611e-01
-1.05678781e-01 -7.29828608e-02 -1.73352571e-01 -3.36403768e-01
-1.52484974e-01 9.98062223e-02 -4.32426125e-01 -8.42605759e-01
-4.43944344e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58635158e-01 -1.17123816e-01 1.64078215e-01 -2.71358668e-01
-1.29354456e-01 1.13157954e-01 -1.25179811e-01 1.26503585e-02
-8.22501208e-02 6.99580481e-02 -1.67640563e-01 -3.54843041e-01
-7.17171237e-04]
[ -8.28891370e-02 -2.64642199e-01 -1.78719276e-01 -2.96591364e-01
-4.79163173e-01 -8.51974454e-02 -3.75868153e-02 1.34556494e-02
-5.52996566e-02 2.53979726e-02 -2.08363154e-01 -3.21571843e-01
-2.62934424e-01]
[ -7.25238351e-02 -1.43027385e-02 -2.35765543e-01 -2.55796458e-01
1.27654754e-01 -1.63176666e-01 -1.65878130e-01 7.66133303e-02
-2.82481336e-03 4.66879782e-02 -1.80951955e-01 2.56939799e-02
-4.65488110e-02]
[ 3.14551113e-02 -1.62402616e-01 -1.50580836e-01 -6.82920185e-02
-1.20390463e-01 -1.07448936e-01 9.32772709e-02 -1.55775753e-01
-2.51439576e-02 -7.42272945e-03 -9.36071197e-03 -1.18665758e-01
2.60642697e-02]
[ -2.87177586e-01 -1.42344398e-01 -7.42768410e-02 -9.52449141e-02
-3.03611808e-01 -2.73807343e-01 -3.69239700e-01 4.24169075e-02
-3.09511511e-01 -2.14219796e-01 1.78231503e-01 -3.09286923e-02
2.38964781e-01]
[ -2.22632617e-01 -1.23090999e-01 -8.96805905e-02 -4.00173608e-02
-8.15378203e-02 -1.17638808e-01 -7.35809293e-02 2.88298259e-02
-1.36362631e-01 -4.89332797e-02 3.86272905e-02 -1.09848850e-01
-4.75400697e-02]
[ -1.59713033e-01 -7.21870071e-02 -2.25157726e-01 -3.23890678e-01
-1.58453165e-01 -2.01247725e-01 -2.72694744e-01 -7.09111152e-02
1.70828892e-01 -1.73847251e-01 -3.69831269e-01 -3.17823682e-01
-1.77206060e-01]
[ -3.70457481e-01 -6.47771767e-02 -1.49297301e-01 -1.45151660e-01
-5.06711635e-02 -3.12373902e-01 3.64821741e-02 -7.05561094e-02
-1.20622488e-01 7.64666980e-02 4.53853603e-03 -2.26491317e-01
-2.47024720e-01]
[ -1.67960327e-01 -1.48681698e-01 -4.92639999e-02 -1.52174547e-01
-1.32526485e-01 -2.94618409e-01 -2.53831066e-02 -1.36343945e-01
-2.34101335e-01 2.93233159e-02 2.14255949e-01 -2.88539850e-02
-1.90117206e-01]
[ -1.36324060e-01 -1.72798596e-01 -1.14288142e-01 -2.64358685e-01
9.46635649e-02 -1.84663711e-02 -2.07709501e-01 -1.67988305e-01
9.51440036e-02 -1.05861702e-01 -1.17246335e-01 -5.77231350e-02
-3.49571195e-01]
[ -4.55722156e-02 -3.09665899e-02 -1.49496916e-01 -4.17185267e-02
-2.27063515e-01 6.24595629e-02 -8.84522772e-02 -5.17678043e-02
-2.36468160e-01 -9.43127963e-02 -7.62162167e-02 -3.15361867e-01
-1.99751482e-01]
[ -7.21750166e-02 2.64463379e-02 -1.28934162e-01 -3.09161897e-01
1.22417086e-01 2.04372630e-02 -2.18803147e-01 -1.62454316e-01
1.19181962e-01 -6.61673041e-02 -2.74263584e-01 -2.38968175e-01
-2.96616514e-01]
[ 8.20529919e-02 -3.12801501e-01 -8.19594126e-02 -4.49053233e-01
-2.25372964e-01 -8.85527572e-02 7.29947234e-02 1.09337202e-01
-2.28484280e-03 3.08001242e-01 -5.23376115e-01 -7.61535735e-01
4.32522846e-01]
[ -2.19922709e-01 -2.49388374e-01 -1.29176693e-01 -3.06436519e-01
-3.04415910e-01 -9.25737215e-02 2.09130171e-01 4.78253964e-02
2.97478651e-01 4.68239516e-02 -4.07496221e-01 -9.68036885e-01
6.34286661e-01]
[ -1.08331521e-02 -1.91470662e-01 2.41570012e-02 -3.13525498e-01
-1.74518654e-01 1.66614592e-01 2.09356938e-01 2.69220485e-01
-1.90015177e-02 2.49415286e-01 -2.28927005e-01 -1.03926426e+00
7.36117140e-01]
[ 4.07313104e-03 -4.71177889e-02 -1.22919944e-01 -1.26368867e-01
-1.80721110e-01 -4.60904553e-02 2.96728886e-01 1.70028392e-01
2.57373551e-01 3.77541762e-01 -4.77769913e-01 -9.19566373e-01
7.36368030e-01]
[ -8.06558545e-02 -2.82168497e-01 6.08748244e-02 -3.69484585e-01
-1.51265917e-01 1.17682958e-01 3.71673554e-01 1.44556988e-01
-5.91871169e-02 1.74915837e-01 -5.62062605e-01 -9.46035103e-01
8.59682924e-01]
[ 1.22450606e-01 -9.12864920e-02 1.77288993e-02 -1.77454993e-01
-8.39249143e-02 -1.74757614e-02 2.52125002e-01 3.73680044e-01
4.13223343e-01 2.72087536e-01 -5.52234138e-01 -8.41357456e-01
5.54862333e-01]
[ -7.09097395e-03 -1.34144633e-01 2.06331998e-02 1.31220061e-02
-8.83416375e-02 -2.83687421e-01 4.59664848e-02 3.28356312e-01
-1.25032198e-02 9.68588003e-02 -2.54964096e-01 -7.29730131e-01
2.69589924e-01]
[ 8.06871672e-02 1.09970368e-01 3.23924759e-03 1.22094354e-01
-8.87521248e-02 -5.94393910e-02 -1.95897095e-01 -1.53862279e-01
-2.72006117e-01 -1.33616026e-01 -1.35846161e-01 2.93263587e-01
-2.42644628e-01]
[ 3.92750649e-02 -9.26944495e-02 1.41180406e-01 2.64211128e-01
2.53865701e-01 8.26767349e-03 -4.01114099e-01 -3.57927121e-01
-8.84553060e-02 -5.37148293e-01 1.98136564e-01 1.03750980e+00
-5.41727881e-01]
[ 3.26233588e-02 7.93078745e-02 -2.12605342e-01 6.44756545e-02
3.27584108e-02 -1.38252013e-03 -1.75171757e-01 -3.37155033e-01
-2.87055979e-01 -2.04381008e-01 -4.16368636e-02 -5.26003663e-02
-1.96024624e-01]
[ -5.82649672e-02 -2.11336902e-01 6.18264682e-02 8.21141916e-02
-1.31497322e-01 -1.34698305e-01 1.46219177e-02 -3.34044773e-02
6.19612164e-02 -3.84823833e-01 -3.15067132e-01 -2.26243414e-01
1.45525961e-02]
[ 1.19722198e-02 -2.70450768e-01 5.66011713e-02 -2.51057020e-01
-1.91271434e-01 -2.31681595e-01 -2.74895280e-01 2.51555459e-02
-2.09129313e-02 8.23126014e-02 -1.66939812e-01 1.81966270e-01
-5.64825213e-02]
[ 1.69824364e-01 5.13924421e-02 -1.05021761e-01 -2.41778875e-01
-5.98156772e-02 -1.02270774e-01 -1.87390371e-01 1.11990190e-02
-1.90077248e-01 -2.42549078e-01 -1.95425347e-01 2.82311823e-01
-8.87274191e-02]
[ -1.74306886e-01 -1.81305252e-01 -1.12715266e-01 -2.26356090e-01
-5.10378141e-02 2.63427744e-02 -1.93868601e-01 -2.27060242e-01
-1.42337698e-01 -3.70445847e-02 -2.17232510e-01 1.86620002e-01
-1.98570571e-01]
[ -3.56675359e-02 -2.11241593e-01 -1.60746192e-01 -2.36082031e-01
-5.25200318e-02 4.36336432e-02 -4.72299229e-02 -4.62028577e-02
-2.22653331e-01 -2.89611378e-01 -5.55441853e-02 -3.92861922e-03
-3.98401295e-02]
[ 1.11918757e-01 8.25638025e-02 -1.21096274e-02 -1.75572712e-01
-3.23006793e-01 7.58285092e-03 -1.77444365e-01 -2.98741170e-01
-3.24276328e-01 6.20362223e-03 -9.39445877e-02 1.54718831e-01
-1.05058548e-01]
[ -6.43948818e-02 -8.04385194e-03 -2.85441676e-01 -4.42729962e-03
7.16111505e-02 1.55023103e-01 -2.45577256e-01 -1.96072464e-01
-5.96572201e-02 -7.82850952e-02 1.92890384e-01 6.27139911e-01
-1.17789472e-01]
[ 1.10868236e-01 3.50064794e-01 -2.03680004e-01 7.08758968e-01
1.22866724e-01 -1.78917205e-03 -2.61681433e-01 -4.09793355e-01
-2.62730955e-01 -3.86945471e-01 7.46909930e-01 9.84343810e-01
-9.99325247e-01]
[ -2.67627658e-02 1.86220276e-01 4.52994709e-02 2.69475538e-01
7.22570457e-03 -6.92651251e-02 -3.11542215e-01 -3.89077658e-01
-2.98984156e-01 -2.89053590e-01 5.42495402e-01 1.01041313e+00
-9.25974729e-01]
[ -4.63797579e-02 -1.29840285e-01 -1.54488960e-01 2.97134171e-01
-1.73196818e-01 2.33857321e-01 -8.50871861e-02 -2.21553204e-01
-2.47757228e-01 -4.35330863e-01 1.92520980e-01 5.07915605e-01
-4.38013902e-01]
[ 7.91942744e-02 -3.82167867e-01 -5.17166996e-02 -1.49854045e-02
-1.12710361e-01 1.99680300e-01 7.15537851e-02 1.64395421e-01
-1.76761476e-01 -3.52457804e-02 -6.31909899e-02 3.34348101e-01
-2.48335122e-01]
[ 2.03811897e-01 -2.92382030e-01 -1.21226999e-01 -7.81276495e-02
-2.10478014e-01 1.21777219e-01 1.24378806e-02 -1.46849421e-01
-6.22939652e-02 -9.46149252e-02 -1.34506274e-01 -1.44843535e-01
-1.50215792e-01]
[ -1.35690047e-01 -7.87117640e-02 3.72453859e-02 -2.45450521e-01
-5.62413955e-02 -1.41396925e-01 3.41340051e-02 -2.20194280e-02
-9.37245386e-02 -1.34104429e-02 -3.04393209e-01 -4.08649237e-01
-7.83132562e-02]
[ -1.40315322e-01 -1.38123337e-01 -6.76583432e-02 -2.74204033e-01
-3.47460701e-01 -2.88407144e-01 1.60186427e-01 1.38600524e-01
1.99879597e-02 1.14423666e-01 -2.53461704e-01 -8.01500275e-01
3.23818541e-02]
[ -1.55705098e-01 -2.49728460e-01 -2.96708918e-01 -5.58995651e-01
-2.96318395e-01 -2.08947651e-01 -2.84751553e-01 7.51387055e-02
-5.14258380e-03 -4.15425076e-01 -4.96674800e-01 -5.82100276e-01
-5.86055133e-01]
[ -1.16679490e-01 1.26710122e-01 1.73247326e-02 5.60252690e-02
-2.08417401e-01 -1.72546890e-01 -1.27509439e-01 1.94469529e-02
-1.21575568e-01 -1.57039679e-01 -1.55982364e-01 -3.24665768e-01
-3.99672747e-02]
[ -3.56594694e-01 -1.19824788e-01 -2.72138607e-01 2.02048319e-01
-2.01789815e-01 -2.29847764e-01 -8.34512269e-02 -1.16086630e-01
3.09353214e-02 1.94855823e-04 7.61724795e-02 -3.01303850e-01
4.20443981e-02]
[ -1.29329164e-01 -4.14434287e-02 -2.55088613e-01 8.25226275e-02
-2.23036226e-01 -2.79024027e-01 -3.61572086e-01 -2.36156132e-02
1.66388455e-02 -1.49001143e-01 -2.34842767e-01 -2.72660521e-01
-7.65317528e-04]
[ -2.27253871e-01 -5.30888292e-01 -3.38536640e-01 -2.26476002e-01
-3.22284786e-01 -2.29984052e-01 -4.28219848e-02 -2.74531694e-01
6.05872972e-02 -2.44088500e-01 -1.04678484e-01 -1.86908563e-01
-9.06463165e-02]
[ -2.19490834e-01 -2.94371737e-01 -3.20335415e-01 -1.04173789e-01
-8.89615414e-02 -1.50111056e-01 -8.75991320e-02 -2.36466110e-03
-2.00418416e-01 -5.21313892e-01 -2.26845372e-01 -1.33847623e-01
-6.73531674e-03]
[ -1.12124763e-01 -3.39831506e-03 -2.41027214e-01 -6.12782369e-01
-2.56073557e-01 -2.59585775e-01 -1.01243872e-02 -4.13184255e-01
9.65760635e-02 -1.31418017e-01 -4.49933563e-01 -2.00286735e-01
-5.92947910e-01]]
Progress: 19.4% ... Training loss: 0.271 ... Validation loss: 0.440[[-0.15753118]
[ 0.23038136]
[-0.16560364]
[ 0.91627797]
[ 0.24624401]
[-0.05004713]
[-0.84643508]
[-0.97609385]
[-0.67610041]
[-0.95642054]
[ 1.14490619]
[ 2.81765156]
[-1.89445051]]
[[ -5.34804007e-01 -4.97763170e-01 -5.86541545e-01 -9.91414655e-02
-3.00405802e-01 -5.93389631e-01 -1.91903713e-01 -2.71678797e-01
-4.26838222e-01 -3.84507834e-01 1.62537140e-01 7.28173090e-01
7.82370712e-02]
[ 4.85628345e-03 -1.36404690e-01 4.87924393e-02 -4.52538019e-02
-4.08569414e-02 5.82700921e-02 -1.26422991e-01 2.03940644e-01
-1.40376259e-01 -1.87449476e-01 -6.70283141e-02 -7.57278779e-02
6.20572218e-02]
[ -2.27601212e-01 1.29533028e-01 -2.28084614e-02 1.18634999e-01
7.58244510e-02 -1.22637408e-01 9.55993018e-02 -7.86908288e-02
2.95962379e-01 -2.15711254e-01 1.67970117e-01 6.86965316e-01
7.90981856e-01]
[ 1.97678174e-01 -2.33533234e-01 -2.81812573e-01 6.26088202e-02
-2.76780129e-01 3.64045850e-03 8.66002420e-02 -5.15364231e-01
1.44120845e-01 -3.08352629e-01 -1.56190889e-01 -2.55691633e-01
-2.17069055e-01]
[ 1.18080319e-01 1.12296562e-02 1.07375035e-01 -6.54484236e-02
-1.79948995e-02 7.13832492e-02 -1.11767604e-01 -7.27939569e-02
6.18688652e-02 1.69314192e-01 1.14401653e-01 -6.50791349e-02
-1.89822918e-01]
[ -4.81589634e-01 -6.02102522e-01 -6.02618426e-01 -6.04361242e-01
-5.84443977e-01 -5.64343770e-01 -3.10015967e-01 -1.60980762e-01
-4.37422677e-01 -2.40407251e-01 -5.04561509e-01 -7.10383170e-01
-5.25439614e-01]
[ -4.18224688e-01 -5.84834698e-01 -3.23187678e-01 -3.68345095e-01
-4.12590983e-01 -5.62099994e-01 -4.24053311e-01 -4.59747763e-01
-2.92954137e-01 -1.48430444e-01 -4.31724407e-01 -3.24477422e-01
-3.62315273e-01]
[ -3.30993083e-01 -3.51030945e-01 -4.75932806e-01 -2.08123082e-01
-3.22748211e-01 -4.18875376e-01 -2.61700317e-01 -2.04537956e-01
-2.74349248e-01 -4.91693041e-01 -2.77008009e-01 -6.27888895e-01
-3.36754564e-01]
[ -4.71771639e-01 -3.49968155e-01 -3.79015483e-01 -1.72208234e-01
-3.38438879e-01 -2.16613409e-01 -9.01826226e-02 -4.31652628e-01
-2.71197087e-01 -4.47809533e-01 -1.51502683e-01 -2.28713537e-01
-1.96007628e-01]
[ -9.54672489e-01 -9.42950084e-01 -9.79756131e-01 -7.51844361e-01
-1.03273574e+00 -9.85182060e-01 -5.93045590e-01 -5.70710479e-01
-7.40231094e-01 -5.50415573e-01 -7.41170776e-01 -5.93410734e-01
-6.13749748e-01]
[ -5.10445406e-01 -2.67672144e-01 -4.69901959e-01 -3.28979149e-01
-3.48363071e-01 -3.60429612e-01 -5.78559671e-01 -5.94018353e-01
-6.43769054e-01 -1.21090410e-01 -4.68059176e-01 -6.10177291e-01
-4.86335076e-01]
[ -1.16143206e-01 2.08436485e-02 -3.37281230e-01 -4.26897135e-01
-1.06432341e-01 -7.29257091e-02 -1.71817790e-01 -3.34406318e-01
-1.50913984e-01 1.02445518e-01 -4.35467521e-01 -8.48793675e-01
-4.38813202e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58531103e-01 -1.17324161e-01 1.64225077e-01 -2.72387738e-01
-1.29612229e-01 1.13188847e-01 -1.23711317e-01 1.50076850e-02
-8.15065492e-02 7.18777058e-02 -1.69395544e-01 -3.58251357e-01
1.90481773e-03]
[ -8.28293298e-02 -2.64742466e-01 -1.78634367e-01 -2.97004009e-01
-4.79289533e-01 -8.51809550e-02 -3.70434807e-02 1.41148697e-02
-5.48026830e-02 2.62433899e-02 -2.09142524e-01 -3.22810371e-01
-2.61633652e-01]
[ -7.21711282e-02 -1.54201958e-02 -2.35337982e-01 -2.59816042e-01
1.26392578e-01 -1.63103931e-01 -1.63340113e-01 8.13162777e-02
-6.92209757e-04 5.14343647e-02 -1.86508961e-01 1.33953355e-02
-3.97725865e-02]
[ 3.18515320e-02 -1.63067003e-01 -1.50228689e-01 -7.27608252e-02
-1.21252536e-01 -1.07374503e-01 9.74687495e-02 -1.52284798e-01
-2.21010032e-02 -2.85593621e-03 -1.55583071e-02 -1.34210718e-01
3.63557652e-02]
[ -2.87063903e-01 -1.42816751e-01 -7.39711239e-02 -9.76842809e-02
-3.04194345e-01 -2.73766228e-01 -3.67704384e-01 4.50370196e-02
-3.07935249e-01 -2.11504090e-01 1.73900465e-01 -4.02983769e-02
2.44551194e-01]
[ -2.22319946e-01 -1.24418430e-01 -8.90251774e-02 -4.65063876e-02
-8.34003072e-02 -1.17548074e-01 -6.84278017e-02 3.73528735e-02
-1.31730046e-01 -4.45129730e-02 2.75274837e-02 -1.28627012e-01
-3.05885461e-02]
[ -1.59592853e-01 -7.30368955e-02 -2.24909894e-01 -3.26657049e-01
-1.59234651e-01 -2.01220768e-01 -2.71727844e-01 -6.91400747e-02
1.72656433e-01 -1.72903382e-01 -3.74146170e-01 -3.23091414e-01
-1.72655673e-01]
[ -3.70491591e-01 -6.53341129e-02 -1.49089658e-01 -1.47509831e-01
-5.13197386e-02 -3.12359364e-01 3.80958998e-02 -6.76204382e-02
-1.19532866e-01 7.83414081e-02 5.90017055e-04 -2.34407131e-01
-2.40576230e-01]
[ -1.67662666e-01 -1.49182342e-01 -4.90228578e-02 -1.55245493e-01
-1.33061741e-01 -2.94563340e-01 -2.25126896e-02 -1.34034567e-01
-2.32628088e-01 3.20683586e-02 2.10601336e-01 -3.48729535e-02
-1.83012765e-01]
[ -1.36271232e-01 -1.72922789e-01 -1.14231392e-01 -2.64843937e-01
9.45643472e-02 -1.84520980e-02 -2.07601927e-01 -1.67514174e-01
9.51711153e-02 -1.05196793e-01 -1.18118300e-01 -5.81391550e-02
-3.49273974e-01]
[ -4.55942347e-02 -3.09426313e-02 -1.49523666e-01 -4.15905884e-02
-2.27007791e-01 6.24543773e-02 -8.84947189e-02 -5.18459972e-02
-2.36659648e-01 -9.42880179e-02 -7.59121161e-02 -3.14891017e-01
-1.99475010e-01]
[ -7.17753494e-02 2.57006371e-02 -1.28552626e-01 -3.12444136e-01
1.21484344e-01 2.05278778e-02 -2.16473021e-01 -1.58286943e-01
1.20837718e-01 -6.32394337e-02 -2.78245304e-01 -2.50170761e-01
-2.93669954e-01]
[ 8.19902486e-02 -3.12649847e-01 -8.19902131e-02 -4.49071139e-01
-2.25303514e-01 -8.85624701e-02 7.26910313e-02 1.08954624e-01
-2.81284093e-03 3.07853236e-01 -5.23662704e-01 -7.62759099e-01
4.32035034e-01]
[ -2.19807792e-01 -2.49663976e-01 -1.29042309e-01 -3.08054264e-01
-3.04728804e-01 -9.25482660e-02 2.10813381e-01 4.95290961e-02
2.98721032e-01 4.85213121e-02 -4.09581321e-01 -9.73186987e-01
6.38610636e-01]
[ -1.08352508e-02 -1.91424691e-01 2.41329153e-02 -3.13773755e-01
-1.74491804e-01 1.66613789e-01 2.09579321e-01 2.69397386e-01
-1.88721430e-02 2.49518943e-01 -2.29132149e-01 -1.03966570e+00
7.37014763e-01]
[ 4.11351872e-03 -4.72300928e-02 -1.22879109e-01 -1.27349340e-01
-1.80846610e-01 -4.60836017e-02 2.97486548e-01 1.71059493e-01
2.57895923e-01 3.78454026e-01 -4.79020794e-01 -9.22310080e-01
7.38798815e-01]
[ -8.04355194e-02 -2.82526143e-01 6.10817398e-02 -3.71543318e-01
-1.51655418e-01 1.17724633e-01 3.73940137e-01 1.46615661e-01
-5.80117751e-02 1.77191378e-01 -5.64919033e-01 -9.50517400e-01
8.65354826e-01]
[ 1.22455947e-01 -9.12946803e-02 1.77314816e-02 -1.77524926e-01
-8.39404836e-02 -1.74751936e-02 2.52177241e-01 3.73796962e-01
4.13257305e-01 2.72202839e-01 -5.52334435e-01 -8.41497848e-01
5.54998314e-01]
[ -7.04534790e-03 -1.34244491e-01 2.06726548e-02 1.30205387e-02
-8.84460855e-02 -2.83680066e-01 4.61306924e-02 3.28554691e-01
-1.23117875e-02 9.71156243e-02 -2.55122191e-01 -7.30296158e-01
2.69837220e-01]
[ 8.04906266e-02 1.10347673e-01 3.06581645e-03 1.25061919e-01
-8.83486362e-02 -5.94726570e-02 -1.97581399e-01 -1.55250277e-01
-2.73246881e-01 -1.35791971e-01 -1.32377305e-01 3.03224175e-01
-2.46976669e-01]
[ 3.96772709e-02 -9.37572400e-02 1.41711917e-01 2.61748373e-01
2.52696067e-01 8.34880243e-03 -3.98933642e-01 -3.53533362e-01
-8.56763102e-02 -5.34517944e-01 1.93997452e-01 1.02472014e+00
-5.37675783e-01]
[ 3.26515421e-02 7.91408799e-02 -2.12561618e-01 6.36340104e-02
3.26077032e-02 -1.37596733e-03 -1.74736892e-01 -3.36790643e-01
-2.86694548e-01 -2.04014659e-01 -4.27811218e-02 -5.55799234e-02
-1.94330068e-01]
[ -5.82306616e-02 -2.11322845e-01 6.19172132e-02 8.16938304e-02
-1.31504885e-01 -1.34697027e-01 1.45061409e-02 -3.24963655e-02
6.19891571e-02 -3.83740014e-01 -3.16587189e-01 -2.28618162e-01
1.56037119e-02]
[ 1.20974273e-02 -2.70919647e-01 5.68605702e-02 -2.54388517e-01
-1.91937285e-01 -2.31654165e-01 -2.72850748e-01 2.82026472e-02
-1.90408200e-02 8.47307488e-02 -1.72138295e-01 1.71978277e-01
-4.81982749e-02]
[ 1.69504036e-01 5.18986707e-02 -1.05326454e-01 -2.40532613e-01
-5.93640176e-02 -1.02317521e-01 -1.88736319e-01 8.09771373e-03
-1.91391292e-01 -2.45186782e-01 -1.92919272e-01 2.89592052e-01
-9.13315974e-02]
[ -1.74202193e-01 -1.81878679e-01 -1.12492064e-01 -2.29706435e-01
-5.18400290e-02 2.63797497e-02 -1.91149065e-01 -2.23562323e-01
-1.40496244e-01 -3.49201763e-02 -2.22545320e-01 1.77880455e-01
-1.90869797e-01]
[ -3.54840246e-02 -2.11952431e-01 -1.60377133e-01 -2.39382111e-01
-5.34007898e-02 4.36781180e-02 -4.48619593e-02 -4.27913850e-02
-2.20822121e-01 -2.86269400e-01 -6.05764932e-02 -1.57614246e-02
-3.18252970e-02]
[ 1.11814997e-01 8.26322291e-02 -1.20973928e-02 -1.75669349e-01
-3.22974799e-01 7.57525626e-03 -1.77641428e-01 -2.98393999e-01
-3.24677570e-01 6.12601275e-03 -9.41921866e-02 1.54378641e-01
-1.04161199e-01]
[ -6.39456397e-02 -9.43620000e-03 -2.84931977e-01 -9.63397231e-03
7.01339013e-02 1.55128635e-01 -2.42221094e-01 -1.91341791e-01
-5.61305702e-02 -7.30556360e-02 1.85422147e-01 6.13255429e-01
-1.07688456e-01]
[ 1.11130657e-01 3.48971894e-01 -2.03341218e-01 7.04031303e-01
1.21767094e-01 -1.73284672e-03 -2.59751754e-01 -4.05598665e-01
-2.60752105e-01 -3.84010994e-01 7.40709165e-01 9.73867728e-01
-9.93210625e-01]
[ -2.66893419e-02 1.86007214e-01 4.54246944e-02 2.69347493e-01
6.97613418e-03 -6.92446271e-02 -3.10981862e-01 -3.88502127e-01
-2.98423111e-01 -2.88354613e-01 5.41972044e-01 1.00868578e+00
-9.25986086e-01]
[ -4.61692543e-02 -1.30177509e-01 -1.54302458e-01 2.95478851e-01
-1.73605227e-01 2.33912561e-01 -8.36253761e-02 -2.19464871e-01
-2.46771323e-01 -4.33663451e-01 1.90504787e-01 5.03302971e-01
-4.36130444e-01]
[ 7.92193579e-02 -3.82124665e-01 -5.17180518e-02 -1.49093590e-02
-1.12659681e-01 1.99679879e-01 7.15686547e-02 1.64248947e-01
-1.76791300e-01 -3.50632819e-02 -6.30548671e-02 3.35285639e-01
-2.48916294e-01]
[ 2.04160404e-01 -2.93020436e-01 -1.20897206e-01 -8.11307563e-02
-2.11220568e-01 1.21851105e-01 1.53316071e-02 -1.43324463e-01
-6.04016406e-02 -9.14781011e-02 -1.38980779e-01 -1.55711177e-01
-1.43865927e-01]
[ -1.35697259e-01 -7.87039794e-02 3.72375048e-02 -2.45384591e-01
-5.62414923e-02 -1.41397561e-01 3.40770869e-02 -2.20006162e-02
-9.38362276e-02 -1.33456356e-02 -3.04308023e-01 -4.08177543e-01
-7.87161035e-02]
[ -1.40142984e-01 -1.38463140e-01 -6.74793825e-02 -2.75634735e-01
-3.47787631e-01 -2.88376527e-01 1.62055960e-01 1.41163297e-01
2.11674796e-02 1.16617923e-01 -2.55625138e-01 -8.05818867e-01
3.61017557e-02]
[ -1.56019211e-01 -2.49183012e-01 -2.96916006e-01 -5.58769375e-01
-2.96030035e-01 -2.08988297e-01 -2.85644558e-01 7.40945281e-02
-6.51760158e-03 -4.17453753e-01 -4.95005692e-01 -5.78810558e-01
-5.89512174e-01]
[ -1.16329432e-01 1.26069142e-01 1.77346003e-02 5.39759813e-02
-2.09163679e-01 -1.72471314e-01 -1.25125037e-01 2.26599143e-02
-1.20218883e-01 -1.53636999e-01 -1.58590683e-01 -3.30235162e-01
-3.58931329e-02]
[ -3.56253709e-01 -1.21495964e-01 -2.71377815e-01 1.95338421e-01
-2.03716305e-01 -2.29747936e-01 -7.79238872e-02 -1.06791428e-01
3.52234630e-02 8.56413252e-03 6.53554223e-02 -3.23528377e-01
5.89821965e-02]
[ -1.28767050e-01 -4.31702547e-02 -2.54521315e-01 7.50035288e-02
-2.24817113e-01 -2.78905467e-01 -3.57118121e-01 -1.70432856e-02
2.09282972e-02 -1.43339628e-01 -2.44600065e-01 -2.88591027e-01
1.51094601e-02]
[ -2.26732215e-01 -5.32295101e-01 -3.37747150e-01 -2.34915737e-01
-3.24138919e-01 -2.29863064e-01 -3.63569345e-02 -2.66248736e-01
6.60346173e-02 -2.37840950e-01 -1.18602679e-01 -2.13475178e-01
-7.03297382e-02]
[ -2.19071551e-01 -2.95237657e-01 -3.19870536e-01 -1.07846137e-01
-9.00041128e-02 -1.50012493e-01 -8.37597287e-02 3.85541918e-03
-1.98171854e-01 -5.16282474e-01 -2.33163143e-01 -1.49315772e-01
1.17931200e-03]
[ -1.11851195e-01 -4.26769574e-03 -2.40731690e-01 -6.15311815e-01
-2.56906515e-01 -2.59535976e-01 -8.62547329e-03 -4.11790597e-01
9.88296608e-02 -1.29706333e-01 -4.54365445e-01 -2.08805827e-01
-5.89456806e-01]]
Progress: 19.4% ... Training loss: 0.284 ... Validation loss: 0.439[[-0.14251173]
[ 0.25672206]
[-0.14370031]
[ 0.94267319]
[ 0.2744216 ]
[-0.03194328]
[-0.81356913]
[-0.92689056]
[-0.6394603 ]
[-0.92461036]
[ 1.18170367]
[ 2.87195862]
[-1.83763946]]
[[ -5.35300001e-01 -4.96174711e-01 -5.87394424e-01 -9.16503334e-02
-2.98222052e-01 -5.93602152e-01 -1.98902153e-01 -2.83386580e-01
-4.32244634e-01 -3.91179473e-01 1.75139810e-01 7.61937193e-01
6.02205379e-02]
[ 4.86155010e-03 -1.36027101e-01 4.85786941e-02 -4.46071427e-02
-4.03332752e-02 5.82175557e-02 -1.27082188e-01 2.00792084e-01
-1.41834711e-01 -1.88700472e-01 -6.51696491e-02 -7.02103249e-02
5.91485404e-02]
[ -2.29107089e-01 1.33411116e-01 -2.48499676e-02 1.35345465e-01
8.00140595e-02 -1.23181153e-01 7.79976484e-02 -1.03045489e-01
2.79969258e-01 -2.31286919e-01 1.91043836e-01 7.53425320e-01
7.42372215e-01]
[ 1.99756694e-01 -2.39030219e-01 -2.78561388e-01 3.96808629e-02
-2.82418282e-01 4.54517752e-03 1.07075007e-01 -4.81688175e-01
1.58948386e-01 -2.83778192e-01 -1.90977725e-01 -3.49202323e-01
-1.60766027e-01]
[ 1.17954625e-01 1.12538958e-02 1.07169415e-01 -6.77115333e-02
-1.82162739e-02 7.12887348e-02 -1.07512895e-01 -7.11440687e-02
6.45463634e-02 1.68156302e-01 1.16665249e-01 -6.69719981e-02
-1.79016039e-01]
[ -4.81618842e-01 -6.01928405e-01 -6.02808446e-01 -6.04050241e-01
-5.84258031e-01 -5.64365261e-01 -3.10462456e-01 -1.63066270e-01
-4.37707689e-01 -2.41905952e-01 -5.03512637e-01 -7.07752275e-01
-5.27128437e-01]
[ -4.18642853e-01 -5.84296715e-01 -3.23553477e-01 -3.65132468e-01
-4.11811061e-01 -5.62230767e-01 -4.26821669e-01 -4.62348297e-01
-2.95490677e-01 -1.50926925e-01 -4.28304842e-01 -3.17319435e-01
-3.69631431e-01]
[ -3.32223568e-01 -3.48353001e-01 -4.77346078e-01 -1.96767441e-01
-3.19811783e-01 -4.19262613e-01 -2.74307908e-01 -2.21067257e-01
-2.85777070e-01 -5.02989901e-01 -2.62074486e-01 -5.87698972e-01
-3.70431592e-01]
[ -4.72153162e-01 -3.48534150e-01 -3.80025602e-01 -1.67653831e-01
-3.36827539e-01 -2.16837505e-01 -9.51806261e-02 -4.41278752e-01
-2.74506239e-01 -4.54788126e-01 -1.41447638e-01 -2.01754656e-01
-2.08930918e-01]
[ -9.56158975e-01 -9.39066935e-01 -9.82118836e-01 -7.36028249e-01
-1.02843095e+00 -9.85772759e-01 -6.09609949e-01 -5.96666218e-01
-7.54438641e-01 -5.68802843e-01 -7.16531715e-01 -5.29362625e-01
-6.58940275e-01]
[ -5.10666472e-01 -2.67114821e-01 -4.70252921e-01 -3.27214381e-01
-3.47688287e-01 -3.60517868e-01 -5.81039452e-01 -5.97499146e-01
-6.45233612e-01 -1.23135100e-01 -4.65949546e-01 -6.04537867e-01
-4.92568180e-01]
[ -1.16495036e-01 2.12272257e-02 -3.37546773e-01 -4.25044342e-01
-1.05898270e-01 -7.30103516e-02 -1.73594092e-01 -3.35811252e-01
-1.52800403e-01 1.00606843e-01 -4.32759208e-01 -8.41543523e-01
-4.42994871e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58603986e-01 -1.17106669e-01 1.64055522e-01 -2.71737266e-01
-1.29412600e-01 1.13154039e-01 -1.24378955e-01 1.32957285e-02
-8.18286345e-02 7.05888876e-02 -1.68202401e-01 -3.55371092e-01
5.28919674e-04]
[ -8.27322715e-02 -2.64807402e-01 -1.78605752e-01 -2.97351079e-01
-4.79351379e-01 -8.51546989e-02 -3.66031822e-02 1.42118102e-02
-5.44979021e-02 2.64778172e-02 -2.09440906e-01 -3.23349548e-01
-2.61472114e-01]
[ -7.20191413e-02 -1.56546356e-02 -2.35211717e-01 -2.61009517e-01
1.26172631e-01 -1.63063528e-01 -1.62634043e-01 8.18791439e-02
-5.48684873e-05 5.24371895e-02 -1.87952082e-01 9.44618329e-03
-3.85339892e-02]
[ 3.16325965e-02 -1.62754326e-01 -1.50419659e-01 -7.10678969e-02
-1.20876196e-01 -1.07429267e-01 9.60894464e-02 -1.54092493e-01
-2.30150267e-02 -4.80866752e-03 -1.36075281e-02 -1.28046618e-01
3.23911831e-02]
[ -2.87273750e-01 -1.42762687e-01 -7.39960822e-02 -9.71954823e-02
-3.03993159e-01 -2.73827966e-01 -3.68135887e-01 4.63044887e-02
-3.08640764e-01 -2.10670815e-01 1.73923746e-01 -4.27738553e-02
2.45743837e-01]
[ -2.22589410e-01 -1.23745766e-01 -8.94788486e-02 -4.27836346e-02
-8.26892378e-02 -1.17641046e-01 -7.13604434e-02 3.25462710e-02
-1.34391427e-01 -4.83973657e-02 3.23233523e-02 -1.16273633e-01
-4.09647139e-02]
[ -1.60074993e-01 -7.17499622e-02 -2.25510640e-01 -3.21105157e-01
-1.57956699e-01 -2.01384014e-01 -2.77226027e-01 -7.77417236e-02
1.67107960e-01 -1.77376376e-01 -3.67164888e-01 -3.02778246e-01
-1.89670068e-01]
[ -3.70984964e-01 -6.42551315e-02 -1.49604848e-01 -1.42375117e-01
-5.00891004e-02 -3.12518627e-01 3.25837555e-02 -7.31271256e-02
-1.23445975e-01 7.43593311e-02 6.52492020e-03 -2.18175841e-01
-2.54325843e-01]
[ -1.67940709e-01 -1.48592451e-01 -4.95234904e-02 -1.53469420e-01
-1.32269662e-01 -2.94666357e-01 -2.58056241e-02 -1.39164861e-01
-2.35057268e-01 2.75562568e-02 2.16316584e-01 -1.99981606e-02
-1.88963603e-01]
[ -1.36250177e-01 -1.72604081e-01 -1.14478573e-01 -2.64419766e-01
9.49312633e-02 -1.84818350e-02 -2.08393108e-01 -1.69741288e-01
9.45176577e-02 -1.06639448e-01 -1.16457194e-01 -5.23761342e-02
-3.51358520e-01]
[ -4.57815996e-02 -3.05078293e-02 -1.49829966e-01 -4.06366554e-02
-2.26559132e-01 6.23650315e-02 -8.92723938e-02 -5.38202183e-02
-2.37447609e-01 -9.60304986e-02 -7.37211470e-02 -3.10773390e-01
-2.01759654e-01]
[ -7.18927820e-02 2.58578497e-02 -1.28677512e-01 -3.11865653e-01
1.21675305e-01 2.04865141e-02 -2.17156629e-01 -1.59289465e-01
1.20272257e-01 -6.43023456e-02 -2.77493377e-01 -2.48966910e-01
-2.95067350e-01]
[ 8.15426662e-02 -3.12063267e-01 -8.23458360e-02 -4.46873689e-01
-2.24639934e-01 -8.86778030e-02 6.93418556e-02 1.05651480e-01
-5.24630160e-03 3.04479045e-01 -5.20819650e-01 -7.56293415e-01
4.24549619e-01]
[ -2.19939235e-01 -2.49399236e-01 -1.29185650e-01 -3.07070161e-01
-3.04506733e-01 -9.25927145e-02 2.09373380e-01 4.76763288e-02
2.97313268e-01 4.74099430e-02 -4.08560195e-01 -9.71241801e-01
6.34903007e-01]
[ -1.07804434e-02 -1.91494270e-01 2.41606524e-02 -3.14349566e-01
-1.74589516e-01 1.66632743e-01 2.10016850e-01 2.69544689e-01
-1.85244239e-02 2.49781942e-01 -2.29627853e-01 -1.04096316e+00
7.38422462e-01]
[ 4.00536919e-03 -4.70157125e-02 -1.22972908e-01 -1.26618085e-01
-1.80672132e-01 -4.61141449e-02 2.96438704e-01 1.70085559e-01
2.57042129e-01 3.77548405e-01 -4.78439290e-01 -9.20778152e-01
7.36177456e-01]
[ -8.04574342e-02 -2.82445575e-01 6.09985276e-02 -3.71228886e-01
-1.51536245e-01 1.17707657e-01 3.73558475e-01 1.45937738e-01
-5.82979046e-02 1.76724600e-01 -5.64513633e-01 -9.49630730e-01
8.64011501e-01]
[ 1.22428081e-01 -9.12458620e-02 1.77074341e-02 -1.77351320e-01
-8.38727648e-02 -1.74864834e-02 2.51870468e-01 3.73507156e-01
4.13073779e-01 2.72008458e-01 -5.52073502e-01 -8.41094656e-01
5.54560897e-01]
[ -7.02936513e-03 -1.34176384e-01 2.06613221e-02 1.36543013e-02
-8.83475113e-02 -2.83677910e-01 4.57361625e-02 3.27668287e-01
-1.28463771e-02 9.69339908e-02 -2.54369431e-01 -7.27733547e-01
2.67400000e-01]
[ 8.08098316e-02 1.09936307e-01 3.28216852e-03 1.22162347e-01
-8.86529147e-02 -5.94063676e-02 -1.94781267e-01 -1.53077165e-01
-2.71659624e-01 -1.34260393e-01 -1.35822274e-01 2.90733894e-01
-2.40788498e-01]
[ 3.91951652e-02 -9.33093126e-02 1.41334725e-01 2.65703697e-01
2.53413405e-01 8.22841430e-03 -4.01617549e-01 -3.55404957e-01
-8.82120128e-02 -5.36549816e-01 1.99182754e-01 1.03874232e+00
-5.44292901e-01]
[ 3.25770873e-02 7.94159049e-02 -2.12692218e-01 6.50447810e-02
3.29137288e-02 -1.39596192e-03 -1.75706088e-01 -3.38743752e-01
-2.87540709e-01 -2.05413628e-01 -4.07403668e-02 -4.84903374e-02
-1.98577927e-01]
[ -5.82519638e-02 -2.11118622e-01 6.18578575e-02 8.27982014e-02
-1.31224894e-01 -1.34715458e-01 1.33448554e-02 -3.39414737e-02
6.12779650e-02 -3.84040101e-01 -3.15578416e-01 -2.24324480e-01
1.26461850e-02]
[ 1.19358329e-02 -2.70672252e-01 5.66782350e-02 -2.54259223e-01
-1.91707301e-01 -2.31697402e-01 -2.73547446e-01 2.71613605e-02
-1.96579442e-02 8.34891680e-02 -1.71561973e-01 1.72648693e-01
-4.83128213e-02]
[ 1.69416694e-01 5.20164808e-02 -1.05346346e-01 -2.40510234e-01
-5.93259933e-02 -1.02334947e-01 -1.89365121e-01 7.92414286e-03
-1.91873816e-01 -2.45200728e-01 -1.93243868e-01 2.89891043e-01
-9.15913270e-02]
[ -1.74326522e-01 -1.81346038e-01 -1.12864501e-01 -2.27788953e-01
-5.11819627e-02 2.62952646e-02 -1.93588289e-01 -2.27675432e-01
-1.42013976e-01 -3.75442449e-02 -2.18427942e-01 1.91054193e-01
-1.98218378e-01]
[ -3.58210673e-02 -2.11053857e-01 -1.60895373e-01 -2.36250280e-01
-5.24528062e-02 4.35312349e-02 -4.74816835e-02 -4.80627858e-02
-2.23480418e-01 -2.89333559e-01 -5.52315167e-02 -2.41010905e-03
-3.98075992e-02]
[ 1.11873816e-01 8.24988575e-02 -1.20521737e-02 -1.76370214e-01
-3.23059664e-01 7.58945073e-03 -1.77175009e-01 -2.98113629e-01
-3.24194691e-01 6.53569277e-03 -9.51030082e-02 1.51672524e-01
-1.02377649e-01]
[ -6.40934340e-02 -9.02823190e-03 -2.85193849e-01 -8.29215435e-03
7.05741210e-02 1.55060097e-01 -2.43465677e-01 -1.93334541e-01
-5.74182677e-02 -7.52404020e-02 1.88130842e-01 6.20151866e-01
-1.11779321e-01]
[ 1.11027142e-01 3.49316275e-01 -2.03531593e-01 7.05605074e-01
1.22090625e-01 -1.77385163e-03 -2.60799495e-01 -4.07543107e-01
-2.61328106e-01 -3.85435562e-01 7.43462742e-01 9.80117148e-01
-9.94942050e-01]
[ -2.66339937e-02 1.85992933e-01 4.54352684e-02 2.69418286e-01
6.98289677e-03 -6.92435064e-02 -3.11141654e-01 -3.88780511e-01
-2.98453136e-01 -2.88311688e-01 5.42216850e-01 1.00906565e+00
-9.26335891e-01]
[ -4.60556617e-02 -1.30322785e-01 -1.54231174e-01 2.94641720e-01
-1.73763898e-01 2.33958187e-01 -8.29838786e-02 -2.19105055e-01
-2.46174533e-01 -4.33205346e-01 1.89659590e-01 5.01055537e-01
-4.35066309e-01]
[ 7.91453110e-02 -3.81920997e-01 -5.18245430e-02 -1.36670872e-02
-1.12461619e-01 1.99646881e-01 7.02397564e-02 1.62816869e-01
-1.77635396e-01 -3.59869286e-02 -6.15357007e-02 3.39800906e-01
-2.51811823e-01]
[ 2.04036384e-01 -2.92741755e-01 -1.21066940e-01 -7.95491742e-02
-2.10917095e-01 1.21807585e-01 1.41061588e-02 -1.45080797e-01
-6.14916953e-02 -9.27657609e-02 -1.37044199e-01 -1.50506000e-01
-1.47840352e-01]
[ -1.35774188e-01 -7.85337176e-02 3.71221605e-02 -2.44586354e-01
-5.60631902e-02 -1.41420631e-01 3.32843560e-02 -2.31329960e-02
-9.45552737e-02 -1.42419127e-02 -3.03431776e-01 -4.05193898e-01
-8.12209939e-02]
[ -1.40268690e-01 -1.38256969e-01 -6.76145348e-02 -2.74502213e-01
-3.47601826e-01 -2.88409898e-01 1.60807957e-01 1.39750752e-01
2.02092272e-02 1.15267575e-01 -2.54324203e-01 -8.03064886e-01
3.31598660e-02]
[ -1.56896558e-01 -2.47362303e-01 -2.98012134e-01 -5.51799588e-01
-2.94039976e-01 -2.09310548e-01 -2.93879320e-01 6.27895863e-02
-1.24940461e-02 -4.25505272e-01 -4.83934335e-01 -5.51187714e-01
-6.08802334e-01]
[ -1.16131557e-01 1.26087172e-01 1.76567344e-02 5.31041662e-02
-2.09036054e-01 -1.72486791e-01 -1.24705131e-01 2.13652846e-02
-1.19875030e-01 -1.54583098e-01 -1.58459530e-01 -3.30640300e-01
-3.51737137e-02]
[ -3.56371455e-01 -1.21073361e-01 -2.71605457e-01 1.97110421e-01
-2.03276541e-01 -2.29816236e-01 -7.97311029e-02 -1.08943302e-01
3.37031411e-02 7.22337519e-03 6.73558538e-02 -3.18132068e-01
5.50287263e-02]
[ -1.29063823e-01 -4.21889998e-02 -2.55085850e-01 7.95387305e-02
-2.23797526e-01 -2.78980104e-01 -3.60618282e-01 -2.51057414e-02
1.73881795e-02 -1.48052878e-01 -2.38519541e-01 -2.70459786e-01
2.36413672e-03]
[ -2.27195310e-01 -5.31809934e-01 -3.38115982e-01 -2.30870736e-01
-3.23417090e-01 -2.29983645e-01 -4.00020344e-02 -2.69092815e-01
6.30108844e-02 -2.40262265e-01 -1.13676685e-01 -2.00798764e-01
-7.84983727e-02]
[ -2.19263603e-01 -2.94820469e-01 -3.20205882e-01 -1.06259360e-01
-8.94243857e-02 -1.50078794e-01 -8.50114814e-02 9.45518486e-04
-1.99252564e-01 -5.18710938e-01 -2.30561238e-01 -1.43373852e-01
-3.66886856e-03]
[ -1.12161439e-01 -3.58860052e-03 -2.41040551e-01 -6.13915095e-01
-2.56271470e-01 -2.59632026e-01 -1.14268319e-02 -4.14064183e-01
9.60686087e-02 -1.32075563e-01 -4.51719805e-01 -2.01231733e-01
-5.96775757e-01]]
Progress: 19.5% ... Training loss: 0.247 ... Validation loss: 0.431[[-0.15547233]
[ 0.24873301]
[-0.1529529 ]
[ 0.92818998]
[ 0.26576134]
[-0.04272157]
[-0.82686473]
[-0.94151452]
[-0.655759 ]
[-0.94415097]
[ 1.16615545]
[ 2.85779704]
[-1.85729944]]
[[ -5.34306016e-01 -4.97978567e-01 -5.86351700e-01 -1.02151445e-01
-3.00357443e-01 -5.93398631e-01 -1.90354766e-01 -2.73371280e-01
-4.25177354e-01 -3.79971318e-01 1.61530600e-01 7.35989013e-01
8.59548490e-02]
[ 5.04131712e-03 -1.36371530e-01 4.87149417e-02 -4.64045492e-02
-4.07015325e-02 5.82536352e-02 -1.26053821e-01 2.01978102e-01
-1.40655489e-01 -1.88296581e-01 -6.67677496e-02 -7.63319372e-02
6.21111004e-02]
[ -2.29397351e-01 1.33753569e-01 -2.50737464e-02 1.33470728e-01
8.03126484e-02 -1.23276279e-01 7.59982062e-02 -1.06311022e-01
2.81007653e-01 -2.33860736e-01 1.89871115e-01 7.53205513e-01
7.47649333e-01]
[ 2.00422746e-01 -2.39583167e-01 -2.78362568e-01 3.43722641e-02
-2.82952310e-01 4.65275614e-03 1.13940700e-01 -4.80600857e-01
1.63544648e-01 -2.81483951e-01 -1.93614528e-01 -3.55008947e-01
-1.47767089e-01]
[ 1.19822106e-01 7.20113660e-03 1.09269623e-01 -8.34685238e-02
-2.23294938e-02 7.16957225e-02 -9.72973937e-02 -5.82760059e-02
7.43176075e-02 1.89065854e-01 8.99417414e-02 -1.18992509e-01
-1.54278051e-01]
[ -4.81375848e-01 -6.02267939e-01 -6.02557142e-01 -6.05670507e-01
-5.84595840e-01 -5.64301937e-01 -3.09237504e-01 -1.60109950e-01
-4.37099334e-01 -2.39295740e-01 -5.05445749e-01 -7.06345510e-01
-5.25991252e-01]
[ -4.18167889e-01 -5.84985261e-01 -3.23135242e-01 -3.68685736e-01
-4.12647893e-01 -5.62154713e-01 -4.24137761e-01 -4.59278928e-01
-2.93584417e-01 -1.46326069e-01 -4.33110593e-01 -3.26535452e-01
-3.61940587e-01]
[ -3.31508087e-01 -3.49336204e-01 -4.76911026e-01 -2.02783472e-01
-3.20676920e-01 -4.19153484e-01 -2.69655259e-01 -2.16553083e-01
-2.80770747e-01 -4.99116375e-01 -2.69039359e-01 -6.05170315e-01
-3.57047539e-01]
[ -4.72132558e-01 -3.48316224e-01 -3.79999664e-01 -1.67760582e-01
-3.36865212e-01 -2.16812036e-01 -9.53333151e-02 -4.41691577e-01
-2.74384794e-01 -4.53685819e-01 -1.40691855e-01 -1.95884964e-01
-2.10620481e-01]
[ -9.55551174e-01 -9.39614213e-01 -9.81677516e-01 -7.40293249e-01
-1.02915571e+00 -9.85661498e-01 -6.06423200e-01 -5.90590692e-01
-7.51488953e-01 -5.64085128e-01 -7.20451629e-01 -5.33753521e-01
-6.51981043e-01]
[ -5.09795480e-01 -2.68451695e-01 -4.69535225e-01 -3.34707531e-01
-3.49077329e-01 -3.60354633e-01 -5.75693685e-01 -5.93471455e-01
-6.40395530e-01 -1.15665588e-01 -4.75442025e-01 -6.22385790e-01
-4.78424124e-01]
[ -1.16519785e-01 2.13180208e-02 -3.37575260e-01 -4.24582508e-01
-1.05861922e-01 -7.30108716e-02 -1.73717787e-01 -3.35787431e-01
-1.52945790e-01 1.00606518e-01 -4.32294768e-01 -8.38715606e-01
-4.43575640e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58442912e-01 -1.17334849e-01 1.64190847e-01 -2.72432145e-01
-1.29633063e-01 1.13188568e-01 -1.23301885e-01 1.49148405e-02
-8.12805348e-02 7.21837176e-02 -1.69215178e-01 -3.57151616e-01
1.76668602e-03]
[ -8.26267434e-02 -2.65043870e-01 -1.78495075e-01 -2.98163700e-01
-4.79537703e-01 -8.51312059e-02 -3.59763166e-02 1.55588866e-02
-5.40052715e-02 2.75747690e-02 -2.11043598e-01 -3.26712269e-01
-2.60617971e-01]
[ -7.21853354e-02 -1.54082211e-02 -2.35278508e-01 -2.60161866e-01
1.26449353e-01 -1.63081257e-01 -1.64082003e-01 8.10905980e-02
-1.13096740e-03 5.15607806e-02 -1.86178619e-01 1.84398069e-02
-4.04903546e-02]
[ 3.23212704e-02 -1.63786802e-01 -1.49833127e-01 -7.60729042e-02
-1.22041552e-01 -1.07301829e-01 1.00157498e-01 -1.50385584e-01
-1.99401863e-02 7.64242154e-04 -2.01295119e-02 -1.41420489e-01
4.07476314e-02]
[ -2.87324543e-01 -1.42705328e-01 -7.40045372e-02 -9.71564163e-02
-3.04015372e-01 -2.73848041e-01 -3.68122037e-01 4.70581298e-02
-3.08776716e-01 -2.10140954e-01 1.73496080e-01 -4.45342906e-02
2.48284837e-01]
[ -2.22633428e-01 -1.23663971e-01 -8.95353326e-02 -4.25483183e-02
-8.26238105e-02 -1.17648572e-01 -7.18241457e-02 3.22074553e-02
-1.34629514e-01 -4.88646385e-02 3.28665341e-02 -1.13660259e-01
-4.21572500e-02]
[ -1.59698142e-01 -7.27073562e-02 -2.25147818e-01 -3.25515123e-01
-1.58917886e-01 -2.01300488e-01 -2.74141723e-01 -7.41157095e-02
1.70303938e-01 -1.75243381e-01 -3.72243466e-01 -3.18740468e-01
-1.80745517e-01]
[ -3.71117368e-01 -6.34775422e-02 -1.49917845e-01 -1.38931547e-01
-4.91657032e-02 -3.12573747e-01 3.03288430e-02 -7.56858689e-02
-1.24989630e-01 7.20546964e-02 1.14079373e-02 -2.06583015e-01
-2.60472752e-01]
[ -1.67885335e-01 -1.48413404e-01 -4.95206753e-02 -1.55357292e-01
-1.32211374e-01 -2.94675758e-01 -2.48672728e-02 -1.39134998e-01
-2.33961931e-01 2.91304331e-02 2.14664175e-01 -1.85954890e-02
-1.85065859e-01]
[ -1.36079386e-01 -1.72899098e-01 -1.14330540e-01 -2.66155314e-01
9.45372082e-02 -1.84362233e-02 -2.06994177e-01 -1.68828468e-01
9.56094468e-02 -1.05621421e-01 -1.18373187e-01 -5.75818240e-02
-3.48207089e-01]
[ -4.57323162e-02 -3.04965554e-02 -1.49792378e-01 -4.07562432e-02
-2.26585730e-01 6.23784707e-02 -8.92780673e-02 -5.35870967e-02
-2.37271947e-01 -9.53919255e-02 -7.41709474e-02 -3.10527269e-01
-2.02195268e-01]
[ -7.16529036e-02 2.54605472e-02 -1.28486049e-01 -3.13062091e-01
1.21250217e-01 2.05423031e-02 -2.15782982e-01 -1.57704880e-01
1.21234096e-01 -6.26254527e-02 -2.78979092e-01 -2.51780967e-01
-2.93776490e-01]
[ 8.15867335e-02 -3.12149285e-01 -8.23117561e-02 -4.47497613e-01
-2.24758591e-01 -8.86706378e-02 7.00141557e-02 1.06546853e-01
-4.85185898e-03 3.05086653e-01 -5.21558820e-01 -7.58848086e-01
4.26509243e-01]
[ -2.19991449e-01 -2.49295823e-01 -1.29232905e-01 -3.06566464e-01
-3.04419525e-01 -9.26031635e-02 2.08752799e-01 4.71253430e-02
2.96780251e-01 4.69515836e-02 -4.08114424e-01 -9.70122748e-01
6.33228430e-01]
[ -1.06394257e-02 -1.91638582e-01 2.42525203e-02 -3.15230971e-01
-1.74733290e-01 1.66657138e-01 2.11034910e-01 2.70387391e-01
-1.78813677e-02 2.50959336e-01 -2.30702794e-01 -1.04259996e+00
7.40953959e-01]
[ 4.18278788e-03 -4.73555318e-02 -1.22859922e-01 -1.28576421e-01
-1.81005982e-01 -4.60831288e-02 2.98462418e-01 1.71522256e-01
2.58571354e-01 3.79297300e-01 -4.80731915e-01 -9.26168587e-01
7.41462314e-01]
[ -8.04321110e-02 -2.82479992e-01 6.10124986e-02 -3.71354325e-01
-1.51573402e-01 1.17712846e-01 3.73752083e-01 1.46079589e-01
-5.81521758e-02 1.76875771e-01 -5.64622198e-01 -9.49878641e-01
8.64430144e-01]
[ 1.22547733e-01 -9.14327178e-02 1.77830724e-02 -1.78462841e-01
-8.40824039e-02 -1.74689066e-02 2.53383119e-01 3.74907052e-01
4.14264608e-01 2.73015519e-01 -5.53270970e-01 -8.45196756e-01
5.58564663e-01]
[ -6.91400284e-03 -1.34290888e-01 2.07277438e-02 1.29935344e-02
-8.84726661e-02 -2.83663099e-01 4.65184003e-02 3.28720096e-01
-1.23678326e-02 9.76936958e-02 -2.55307764e-01 -7.28967699e-01
2.68485738e-01]
[ 8.09592349e-02 1.09882646e-01 3.32591144e-03 1.22323549e-01
-8.87552306e-02 -5.93850691e-02 -1.94162965e-01 -1.52535957e-01
-2.71223957e-01 -1.33696419e-01 -1.35311046e-01 2.91827493e-01
-2.41783231e-01]
[ 3.92592474e-02 -9.34140001e-02 1.41414112e-01 2.65574434e-01
2.53421580e-01 8.23707653e-03 -4.01657437e-01 -3.54496634e-01
-8.77866893e-02 -5.36742356e-01 1.99642774e-01 1.03732240e+00
-5.43338828e-01]
[ 3.27034132e-02 7.91426444e-02 -2.12574864e-01 6.43218743e-02
3.26196115e-02 -1.36111111e-03 -1.75076747e-01 -3.38238560e-01
-2.87031204e-01 -2.04606227e-01 -4.15574964e-02 -4.99260327e-02
-1.97752246e-01]
[ -5.81859836e-02 -2.11171105e-01 6.18783677e-02 8.20896853e-02
-1.31361274e-01 -1.34697552e-01 1.39699368e-02 -3.39485841e-02
6.17091178e-02 -3.83856623e-01 -3.16232658e-01 -2.26041195e-01
1.38237292e-02]
[ 1.22544661e-02 -2.71336959e-01 5.70795354e-02 -2.58198090e-01
-1.92505718e-01 -2.31637715e-01 -2.71377434e-01 2.98035317e-02
-1.73870206e-02 8.71468081e-02 -1.77700342e-01 1.58310847e-01
-3.91030972e-02]
[ 1.68964708e-01 5.29759190e-02 -1.05675128e-01 -2.37652987e-01
-5.83331024e-02 -1.02418786e-01 -1.93360612e-01 3.56190607e-03
-1.94563822e-01 -2.48324583e-01 -1.87729722e-01 3.09860853e-01
-1.00262236e-01]
[ -1.74271659e-01 -1.81519866e-01 -1.12801332e-01 -2.28917233e-01
-5.13924772e-02 2.63117417e-02 -1.92900392e-01 -2.26492731e-01
-1.41273244e-01 -3.67214347e-02 -2.20049600e-01 1.90017713e-01
-1.95866540e-01]
[ -3.57269918e-02 -2.10661291e-01 -1.61025078e-01 -2.35119011e-01
-5.20435346e-02 4.35303082e-02 -4.85072601e-02 -5.01560876e-02
-2.23955631e-01 -2.90270789e-01 -5.33140848e-02 4.48475321e-03
-4.33552937e-02]
[ 1.11863427e-01 8.25175920e-02 -1.20727240e-02 -1.76519314e-01
-3.23019081e-01 7.58566058e-03 -1.77460496e-01 -2.98289583e-01
-3.24429027e-01 6.39152275e-03 -9.49725382e-02 1.52827372e-01
-1.02675123e-01]
[ -6.40956705e-02 -9.15976795e-03 -2.85128758e-01 -8.46160936e-03
7.04176942e-02 1.55062666e-01 -2.43594559e-01 -1.92852289e-01
-5.75025990e-02 -7.45266335e-02 1.87562458e-01 6.20067975e-01
-1.11864413e-01]
[ 1.11109743e-01 3.49118592e-01 -2.03444493e-01 7.05218334e-01
1.21965984e-01 -1.75687841e-03 -2.60400636e-01 -4.06423468e-01
-2.60984014e-01 -3.84560119e-01 7.42469219e-01 9.77531620e-01
-9.94880049e-01]
[ -2.66816429e-02 1.86024853e-01 4.54270804e-02 2.70020919e-01
7.05476799e-03 -6.92557420e-02 -3.11592137e-01 -3.89417361e-01
-2.98744620e-01 -2.88414166e-01 5.42874791e-01 1.01169239e+00
-9.27263647e-01]
[ -4.59887210e-02 -1.30438112e-01 -1.54231939e-01 2.94495038e-01
-1.73851394e-01 2.33971792e-01 -8.26071204e-02 -2.19157793e-01
-2.45687733e-01 -4.33246334e-01 1.89724569e-01 4.99939091e-01
-4.35221159e-01]
[ 7.93909440e-02 -3.82341188e-01 -5.15446028e-02 -1.64745978e-02
-1.13040775e-01 1.99710492e-01 7.24275355e-02 1.66212124e-01
-1.76331072e-01 -3.31433677e-02 -6.57256918e-02 3.29141895e-01
-2.46502271e-01]
[ 2.04106337e-01 -2.92827116e-01 -1.21025285e-01 -7.99784942e-02
-2.11008421e-01 1.21822404e-01 1.45358795e-02 -1.44589733e-01
-6.11982477e-02 -9.22452378e-02 -1.37607264e-01 -1.51618742e-01
-1.47228594e-01]
[ -1.35726929e-01 -7.86346358e-02 3.71794447e-02 -2.44857861e-01
-5.61925344e-02 -1.41406371e-01 3.36489446e-02 -2.25503816e-02
-9.43425032e-02 -1.37812558e-02 -3.03786169e-01 -4.05783281e-01
-8.08159722e-02]
[ -1.40258762e-01 -1.38276826e-01 -6.76002625e-02 -2.74705038e-01
-3.47610910e-01 -2.88409553e-01 1.61072256e-01 1.40138222e-01
2.03234347e-02 1.15553006e-01 -2.54722286e-01 -8.04074979e-01
3.38441549e-02]
[ -1.56769019e-01 -2.47242658e-01 -2.98041303e-01 -5.52334438e-01
-2.93937799e-01 -2.09299083e-01 -2.93091160e-01 6.37937579e-02
-1.21753909e-02 -4.24761630e-01 -4.82797377e-01 -5.45776146e-01
-6.11309638e-01]
[ -1.15687576e-01 1.25133674e-01 1.81149353e-02 4.96945668e-02
-2.10050677e-01 -1.72399159e-01 -1.22241417e-01 2.49064921e-02
-1.17338691e-01 -1.51440092e-01 -1.62842661e-01 -3.42911282e-01
-2.77953360e-02]
[ -3.56131559e-01 -1.20757843e-01 -2.71645885e-01 1.97686730e-01
-2.02887903e-01 -2.29794220e-01 -8.00235133e-02 -1.10614765e-01
3.42699430e-02 8.13365399e-03 6.78868559e-02 -3.11187932e-01
5.28532696e-02]
[ -1.28740060e-01 -4.29530682e-02 -2.54706902e-01 7.52629255e-02
-2.24614019e-01 -2.78909900e-01 -3.57934123e-01 -2.02794632e-02
1.95540634e-02 -1.43760416e-01 -2.44267422e-01 -2.84834394e-01
1.29032403e-02]
[ -2.27113445e-01 -5.31987582e-01 -3.38019806e-01 -2.32280206e-01
-3.23660926e-01 -2.29956239e-01 -3.84704123e-02 -2.68600433e-01
6.41994535e-02 -2.39908366e-01 -1.15238235e-01 -2.05633907e-01
-7.36152286e-02]
[ -2.19073385e-01 -2.95047229e-01 -3.20006521e-01 -1.07556740e-01
-8.98442725e-02 -1.50044202e-01 -8.35636644e-02 3.85655109e-03
-1.98472946e-01 -5.16140790e-01 -2.32923843e-01 -1.49162941e-01
9.88971746e-05]
[ -1.12114657e-01 -3.69514469e-03 -2.40973111e-01 -6.14860615e-01
-2.56344896e-01 -2.59611365e-01 -1.16410716e-02 -4.15040753e-01
9.61551261e-02 -1.31902097e-01 -4.52280552e-01 -1.95728517e-01
-5.98138867e-01]]
Progress: 19.6% ... Training loss: 0.237 ... Validation loss: 0.416[[-0.15937598]
[ 0.23775109]
[-0.15937335]
[ 0.92156839]
[ 0.25706647]
[-0.04868354]
[-0.83533254]
[-0.95066697]
[-0.66160226]
[-0.95571794]
[ 1.15237561]
[ 2.84277976]
[-1.87023235]]
[[ -5.34101106e-01 -4.99038808e-01 -5.85956853e-01 -1.04573645e-01
-3.01275189e-01 -5.93330492e-01 -1.86211721e-01 -2.68115618e-01
-4.21822233e-01 -3.75024993e-01 1.56119332e-01 7.32633286e-01
9.92922505e-02]
[ 5.18117795e-03 -1.36564924e-01 4.88286602e-02 -4.75862540e-02
-4.08752704e-02 5.82899287e-02 -1.25073541e-01 2.02871148e-01
-1.40005071e-01 -1.87672737e-01 -6.77402274e-02 -7.91813739e-02
6.42522954e-02]
[ -2.29571967e-01 1.32576018e-01 -2.48658219e-02 1.27476800e-01
7.92150832e-02 -1.23305897e-01 7.80625621e-02 -1.03676868e-01
2.83817872e-01 -2.32791256e-01 1.78930180e-01 7.52279773e-01
7.64094662e-01]
[ 1.99794437e-01 -2.36246191e-01 -2.79666915e-01 4.50866184e-02
-2.79626261e-01 4.45613126e-03 1.08330675e-01 -4.90792985e-01
1.58955735e-01 -2.89184527e-01 -1.74702994e-01 -3.27257924e-01
-1.64038497e-01]
[ 1.19505900e-01 7.49608499e-03 1.09245433e-01 -8.28736857e-02
-2.21712231e-02 7.15736292e-02 -1.01861312e-01 -6.32362039e-02
7.38267267e-02 1.85488811e-01 8.90358851e-02 -1.23054184e-01
-1.52021206e-01]
[ -4.81326715e-01 -6.02159907e-01 -6.02620277e-01 -6.05033814e-01
-5.84492305e-01 -5.64295983e-01 -3.09190870e-01 -1.60780302e-01
-4.37362310e-01 -2.39816983e-01 -5.03590367e-01 -7.04223692e-01
-5.27322967e-01]
[ -4.18001699e-01 -5.85704182e-01 -3.22766449e-01 -3.70210060e-01
-4.13236408e-01 -5.62100116e-01 -4.23536531e-01 -4.57438599e-01
-2.92957258e-01 -1.42476584e-01 -4.37002811e-01 -3.29069322e-01
-3.61810400e-01]
[ -3.31776948e-01 -3.49492071e-01 -4.76999937e-01 -2.02736184e-01
-3.20843338e-01 -4.19197633e-01 -2.69488772e-01 -2.14916053e-01
-2.80781198e-01 -4.99136095e-01 -2.71046679e-01 -6.02030736e-01
-3.53658556e-01]
[ -4.71573829e-01 -3.49325614e-01 -3.79491668e-01 -1.72486865e-01
-3.37803211e-01 -2.16630706e-01 -9.11219816e-02 -4.38199392e-01
-2.71574504e-01 -4.50078904e-01 -1.46288684e-01 -2.09999882e-01
-2.03891525e-01]
[ -9.55538545e-01 -9.40403233e-01 -9.81574898e-01 -7.42548334e-01
-1.02968556e+00 -9.85607191e-01 -6.04079034e-01 -5.88422320e-01
-7.50653190e-01 -5.62748302e-01 -7.24247951e-01 -5.30156910e-01
-6.48308942e-01]
[ -5.09446200e-01 -2.69236527e-01 -4.69035328e-01 -3.36788143e-01
-3.49901761e-01 -3.60247147e-01 -5.73789313e-01 -5.89803716e-01
-6.38927799e-01 -1.11374694e-01 -4.79803503e-01 -6.33904471e-01
-4.75083936e-01]
[ -1.16376504e-01 2.11157261e-02 -3.37453032e-01 -4.25813437e-01
-1.06097040e-01 -7.29749308e-02 -1.72940641e-01 -3.35324351e-01
-1.52085262e-01 1.01894234e-01 -4.33777952e-01 -8.42180928e-01
-4.41671518e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58417182e-01 -1.17199634e-01 1.64117785e-01 -2.72141057e-01
-1.29504376e-01 1.13184063e-01 -1.23067372e-01 1.42748148e-02
-8.14089128e-02 7.15462978e-02 -1.68134041e-01 -3.52824543e-01
1.47115920e-03]
[ -8.26395012e-02 -2.65099104e-01 -1.78460265e-01 -2.97944907e-01
-4.79606908e-01 -8.51249179e-02 -3.62058652e-02 1.55659715e-02
-5.39884975e-02 2.78010700e-02 -2.10964389e-01 -3.27553283e-01
-2.60824680e-01]
[ -7.19338711e-02 -1.59142267e-02 -2.34991117e-01 -2.61395758e-01
1.25899221e-01 -1.63014449e-01 -1.62860852e-01 8.31930984e-02
-3.50770445e-04 5.37218639e-02 -1.88021410e-01 9.36299348e-03
-3.94730634e-02]
[ 3.23763558e-02 -1.64189855e-01 -1.49640081e-01 -7.72561999e-02
-1.22393275e-01 -1.07278022e-01 1.00378787e-01 -1.48587268e-01
-1.96290888e-02 2.39479801e-03 -2.28685434e-02 -1.42931525e-01
4.24889167e-02]
[ -2.87450356e-01 -1.42491185e-01 -7.41417885e-02 -9.60046633e-02
-3.03666956e-01 -2.73873859e-01 -3.68982922e-01 4.53320171e-02
-3.09461276e-01 -2.10547703e-01 1.75261760e-01 -3.70298438e-02
2.44700745e-01]
[ -2.22690975e-01 -1.23618446e-01 -8.95677565e-02 -4.23819236e-02
-8.26036366e-02 -1.17667849e-01 -7.19789392e-02 3.17959392e-02
-1.34835630e-01 -4.88080330e-02 3.22930055e-02 -1.14204237e-01
-4.23818772e-02]
[ -1.59712911e-01 -7.31021037e-02 -2.25114701e-01 -3.27263863e-01
-1.59307239e-01 -2.01303980e-01 -2.74315900e-01 -7.37605723e-02
1.70704364e-01 -1.75641584e-01 -3.75268090e-01 -3.18815197e-01
-1.79992671e-01]
[ -3.71137997e-01 -6.34924814e-02 -1.49880540e-01 -1.39298544e-01
-4.92189775e-02 -3.12573146e-01 3.13738560e-02 -7.39933511e-02
-1.24502463e-01 7.28968627e-02 1.04704878e-02 -2.09917284e-01
-2.56899768e-01]
[ -1.67952325e-01 -1.48351877e-01 -4.95649421e-02 -1.54313375e-01
-1.32094465e-01 -2.94679977e-01 -2.46663511e-02 -1.39105467e-01
-2.34020783e-01 2.96725071e-02 2.15857846e-01 -1.42884712e-02
-1.83847288e-01]
[ -1.35900356e-01 -1.73251296e-01 -1.14136612e-01 -2.67908156e-01
9.41587672e-02 -1.83715913e-02 -2.05494054e-01 -1.67331513e-01
9.66188484e-02 -1.04326963e-01 -1.20280422e-01 -6.27218245e-02
-3.44782033e-01]
[ -4.55441170e-02 -3.08665687e-02 -1.49629031e-01 -4.24632783e-02
-2.26852763e-01 6.24394300e-02 -8.79151733e-02 -5.24722398e-02
-2.36530806e-01 -9.44363156e-02 -7.63286561e-02 -3.16363839e-01
-2.01325261e-01]
[ -7.15487174e-02 2.53241832e-02 -1.28417245e-01 -3.13507861e-01
1.21105797e-01 2.05742519e-02 -2.15123799e-01 -1.57224934e-01
1.21729819e-01 -6.19764975e-02 -2.79557405e-01 -2.52948485e-01
-2.93147163e-01]
[ 8.15575376e-02 -3.12052149e-01 -8.23479158e-02 -4.47444019e-01
-2.24700377e-01 -8.86799611e-02 6.99116704e-02 1.06161760e-01
-5.26037141e-03 3.05041555e-01 -5.21648010e-01 -7.58622264e-01
4.25911122e-01]
[ -2.19923716e-01 -2.49385797e-01 -1.29172734e-01 -3.07239643e-01
-3.04562595e-01 -9.25845196e-02 2.09789016e-01 4.81464863e-02
2.97425603e-01 4.78081253e-02 -4.09153334e-01 -9.72923331e-01
6.35937493e-01]
[ -1.06592599e-02 -1.91630396e-01 2.42600250e-02 -3.15673129e-01
-1.74776986e-01 1.66658688e-01 2.11503861e-01 2.70931281e-01
-1.78008421e-02 2.50976332e-01 -2.31268886e-01 -1.04432759e+00
7.42102288e-01]
[ 4.18541745e-03 -4.73566705e-02 -1.22857302e-01 -1.28741760e-01
-1.81013289e-01 -4.60815350e-02 2.98727438e-01 1.71703443e-01
2.58688104e-01 3.79482671e-01 -4.80933033e-01 -9.26760766e-01
7.41992910e-01]
[ -8.04519913e-02 -2.82413875e-01 6.09846533e-02 -3.71241819e-01
-1.51504965e-01 1.17704600e-01 3.73565007e-01 1.45865365e-01
-5.84380975e-02 1.76733420e-01 -5.64556128e-01 -9.49902050e-01
8.63840094e-01]
[ 1.22419558e-01 -9.12818519e-02 1.76760193e-02 -1.77926657e-01
-8.39240175e-02 -1.74980213e-02 2.52705268e-01 3.73954835e-01
4.13670094e-01 2.72025775e-01 -5.52730369e-01 -8.44723816e-01
5.57397502e-01]
[ -6.77341028e-03 -1.34467482e-01 2.08432551e-02 1.20234323e-02
-8.86521324e-02 -2.83638363e-01 4.77806503e-02 3.30145677e-01
-1.16427780e-02 9.90233710e-02 -2.56464150e-01 -7.31959513e-01
2.71067851e-01]
[ 8.09363752e-02 1.09964541e-01 3.29886551e-03 1.22430210e-01
-8.86872468e-02 -5.93919095e-02 -1.94140443e-01 -1.52499264e-01
-2.71321128e-01 -1.34032859e-01 -1.35042260e-01 2.91665225e-01
-2.42008138e-01]
[ 3.89146324e-02 -9.27737609e-02 1.41015366e-01 2.71379451e-01
2.54367257e-01 8.16128029e-03 -4.05040691e-01 -3.57482062e-01
-8.95780494e-02 -5.38746296e-01 2.07160069e-01 1.05564602e+00
-5.52921385e-01]
[ 3.25866523e-02 7.91843398e-02 -2.12608746e-01 6.47993668e-02
3.26409778e-02 -1.38674680e-03 -1.75535333e-01 -3.38589982e-01
-2.87261375e-01 -2.05316482e-01 -4.10733751e-02 -4.99099684e-02
-1.97763534e-01]
[ -5.83494657e-02 -2.10905433e-01 6.17373414e-02 8.28441829e-02
-1.31125510e-01 -1.34724351e-01 1.24029464e-02 -3.50205884e-02
6.02756792e-02 -3.85154466e-01 -3.15041422e-01 -2.19114237e-01
1.06793381e-02]
[ 1.24824904e-02 -2.71757463e-01 5.72615419e-02 -2.60750010e-01
-1.92973008e-01 -2.31577704e-01 -2.69360327e-01 3.09766993e-02
-1.57682937e-02 8.95473163e-02 -1.80914569e-01 1.52257022e-01
-3.44687137e-02]
[ 1.68782578e-01 5.34098763e-02 -1.05902370e-01 -2.36759934e-01
-5.80041850e-02 -1.02463032e-01 -1.94681021e-01 1.72111725e-03
-1.95595002e-01 -2.49933487e-01 -1.85997763e-01 3.16227150e-01
-1.03531469e-01]
[ -1.74219074e-01 -1.81743824e-01 -1.12751081e-01 -2.29990231e-01
-5.16375037e-02 2.63337848e-02 -1.92388724e-01 -2.26861022e-01
-1.40826376e-01 -3.67774099e-02 -2.20954887e-01 1.89025499e-01
-1.93761203e-01]
[ -3.55855567e-02 -2.11084512e-01 -1.60787145e-01 -2.37251519e-01
-5.25020223e-02 4.35737673e-02 -4.68717691e-02 -4.77725623e-02
-2.22637762e-01 -2.88322065e-01 -5.69045213e-02 -4.06492745e-03
-3.74291755e-02]
[ 1.11980405e-01 8.22524545e-02 -1.19163388e-02 -1.77502551e-01
-3.23213269e-01 7.61659205e-03 -1.76792821e-01 -2.97496342e-01
-3.23789171e-01 7.54152409e-03 -9.63485697e-02 1.49087715e-01
-1.00171771e-01]
[ -6.41508081e-02 -8.89055746e-03 -2.85211183e-01 -7.38302938e-03
7.07259856e-02 1.55040852e-01 -2.44478400e-01 -1.93939321e-01
-5.82915693e-02 -7.52864235e-02 1.89334605e-01 6.24302956e-01
-1.15010431e-01]
[ 1.11269077e-01 3.48234267e-01 -2.03232465e-01 7.02666375e-01
1.21167507e-01 -1.71294930e-03 -2.58605521e-01 -4.04019307e-01
-2.59156937e-01 -3.83062685e-01 7.38444141e-01 9.75180029e-01
-9.89447774e-01]
[ -2.61489298e-02 1.84929680e-01 4.61013110e-02 2.66825714e-01
6.03610908e-03 -6.91019340e-02 -3.08964419e-01 -3.85389019e-01
-2.96874048e-01 -2.84304460e-01 5.37109471e-01 9.96386051e-01
-9.25173598e-01]
[ -4.59649938e-02 -1.30540889e-01 -1.54200909e-01 2.94511202e-01
-1.73934282e-01 2.33982182e-01 -8.23643106e-02 -2.18942239e-01
-2.45605990e-01 -4.33106673e-01 1.89584717e-01 5.00828545e-01
-4.35145537e-01]
[ 7.94550956e-02 -3.82428380e-01 -5.14878480e-02 -1.67781929e-02
-1.13139228e-01 1.99730420e-01 7.31062964e-02 1.67116700e-01
-1.76001728e-01 -3.23385364e-02 -6.63543254e-02 3.26404188e-01
-2.45937769e-01]
[ 2.04187009e-01 -2.92893687e-01 -1.20964580e-01 -8.03336123e-02
-2.11088865e-01 1.21843399e-01 1.50071335e-02 -1.43894372e-01
-6.08852650e-02 -9.16425185e-02 -1.38154181e-01 -1.52862861e-01
-1.46461277e-01]
[ -1.35767799e-01 -7.85666981e-02 3.71155707e-02 -2.44505436e-01
-5.60912862e-02 -1.41415737e-01 3.32296360e-02 -2.30233519e-02
-9.47257504e-02 -1.42535161e-02 -3.03217758e-01 -4.03702133e-01
-8.22507911e-02]
[ -1.40241206e-01 -1.38339321e-01 -6.75773491e-02 -2.75060520e-01
-3.47677140e-01 -2.88406656e-01 1.61395185e-01 1.40360460e-01
2.05192218e-02 1.15848874e-01 -2.55260418e-01 -8.05726638e-01
3.48600525e-02]
[ -1.56449725e-01 -2.47588004e-01 -2.97874764e-01 -5.54353374e-01
-2.94323844e-01 -2.09237144e-01 -2.92343350e-01 6.44351677e-02
-1.16093489e-02 -4.24008278e-01 -4.85851909e-01 -5.50140282e-01
-6.14324469e-01]
[ -1.15637677e-01 1.24947873e-01 1.82413289e-02 4.98972662e-02
-2.10130298e-01 -1.72360317e-01 -1.21467566e-01 2.65808931e-02
-1.16872942e-01 -1.49917203e-01 -1.62768595e-01 -3.43493683e-01
-2.47655890e-02]
[ -3.55754342e-01 -1.21255555e-01 -2.71275779e-01 1.95053058e-01
-2.03469756e-01 -2.29704278e-01 -7.73862942e-02 -1.08594093e-01
3.67767972e-02 1.15131441e-02 6.43222029e-02 -3.22127316e-01
6.05477995e-02]
[ -1.28837166e-01 -4.28380629e-02 -2.54742764e-01 7.59485832e-02
-2.24496197e-01 -2.78927965e-01 -3.58439215e-01 -2.05497276e-02
1.90174808e-02 -1.44108602e-01 -2.43785627e-01 -2.84085202e-01
1.19102223e-02]
[ -2.27178978e-01 -5.31933591e-01 -3.38081933e-01 -2.32158147e-01
-3.23608645e-01 -2.29966576e-01 -3.82605472e-02 -2.68351312e-01
6.41420719e-02 -2.39839162e-01 -1.15142705e-01 -2.06135026e-01
-7.20985244e-02]
[ -2.19312524e-01 -2.94918968e-01 -3.20182105e-01 -1.05744161e-01
-8.95261127e-02 -1.50089909e-01 -8.40703476e-02 2.34167986e-03
-1.98953355e-01 -5.17370673e-01 -2.30262961e-01 -1.41854841e-01
-6.92189081e-04]
[ -1.11954098e-01 -4.73968939e-03 -2.40637833e-01 -6.18597629e-01
-2.57375036e-01 -2.59530246e-01 -9.97235684e-03 -4.11542031e-01
9.68548751e-02 -1.29133528e-01 -4.58614623e-01 -1.98786160e-01
-5.96664502e-01]]
Progress: 19.6% ... Training loss: 0.240 ... Validation loss: 0.415[[-0.15939657]
[ 0.24409904]
[-0.1549281 ]
[ 0.93015778]
[ 0.26102131]
[-0.04846575]
[-0.83180817]
[-0.9448751 ]
[-0.65966523]
[-0.94472781]
[ 1.16378626]
[ 2.85602156]
[-1.86158923]]
[[ -5.34245791e-01 -4.98166287e-01 -5.86236165e-01 -1.00663104e-01
-3.00660601e-01 -5.93401144e-01 -1.86576980e-01 -2.68504129e-01
-4.22230589e-01 -3.76275620e-01 1.61606837e-01 7.38682414e-01
9.51636110e-02]
[ 5.44331604e-03 -1.37018556e-01 4.91399494e-02 -4.96760736e-02
-4.12367893e-02 5.83588077e-02 -1.23447009e-01 2.05409605e-01
-1.38995760e-01 -1.85683131e-01 -7.03902872e-02 -8.60343902e-02
6.83041122e-02]
[ -2.30230139e-01 1.34171045e-01 -2.54956381e-02 1.34734701e-01
8.06628351e-02 -1.23530315e-01 7.27298824e-02 -1.06862218e-01
2.80945838e-01 -2.40451063e-01 1.88892624e-01 7.63916499e-01
7.53976448e-01]
[ 2.01105574e-01 -2.38529281e-01 -2.78526241e-01 3.70652134e-02
-2.81919083e-01 4.86772061e-03 1.16841782e-01 -4.85287183e-01
1.65111499e-01 -2.80983366e-01 -1.89172633e-01 -3.55671947e-01
-1.51531450e-01]
[ 1.18427273e-01 8.97226205e-03 1.08282170e-01 -8.00437388e-02
-2.09172565e-02 7.13361981e-02 -1.04881351e-01 -6.93296966e-02
7.08716465e-02 1.77993735e-01 9.67843684e-02 -1.06102959e-01
-1.58634202e-01]
[ -4.81826743e-01 -6.01667887e-01 -6.02844162e-01 -6.02123748e-01
-5.84091991e-01 -5.64421951e-01 -3.11498387e-01 -1.62393162e-01
-4.39000051e-01 -2.42088372e-01 -5.00836300e-01 -7.02052046e-01
-5.29930321e-01]
[ -4.18225049e-01 -5.85029213e-01 -3.23177323e-01 -3.68382284e-01
-4.12731691e-01 -5.62160707e-01 -4.24271342e-01 -4.59782588e-01
-2.94381908e-01 -1.44968443e-01 -4.33942513e-01 -3.24946760e-01
-3.65784781e-01]
[ -3.31930061e-01 -3.48719710e-01 -4.77297007e-01 -1.99952314e-01
-3.20167752e-01 -4.19283865e-01 -2.71940855e-01 -2.16766397e-01
-2.81858556e-01 -5.02962316e-01 -2.66782892e-01 -6.00159032e-01
-3.60013645e-01]
[ -4.70894373e-01 -3.50157515e-01 -3.79093786e-01 -1.75454227e-01
-3.38571000e-01 -2.16424411e-01 -8.77769082e-02 -4.36723465e-01
-2.68693499e-01 -4.47094060e-01 -1.50096273e-01 -2.15819079e-01
-2.02786576e-01]
[ -9.55455909e-01 -9.40371106e-01 -9.81494269e-01 -7.41374875e-01
-1.02976629e+00 -9.85592414e-01 -6.03840717e-01 -5.87765722e-01
-7.50176597e-01 -5.63350487e-01 -7.23048144e-01 -5.38545711e-01
-6.48148804e-01]
[ -5.10116832e-01 -2.67601341e-01 -4.69784938e-01 -3.30501010e-01
-3.48387071e-01 -3.60456985e-01 -5.78571436e-01 -5.95026263e-01
-6.42379166e-01 -1.17725768e-01 -4.71799020e-01 -6.15545067e-01
-4.88041672e-01]
[ -1.15985540e-01 2.05558621e-02 -3.37317998e-01 -4.28719679e-01
-1.06718170e-01 -7.28463678e-02 -1.70546174e-01 -3.35089668e-01
-1.50369233e-01 1.03242869e-01 -4.36711679e-01 -8.49804815e-01
-4.40705795e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58443255e-01 -1.17242032e-01 1.64206187e-01 -2.71933900e-01
-1.29553169e-01 1.13184792e-01 -1.23259995e-01 1.49724623e-02
-8.16323991e-02 7.20096328e-02 -1.68449985e-01 -3.53728909e-01
1.44835567e-03]
[ -8.28567016e-02 -2.64907817e-01 -1.78609668e-01 -2.96815656e-01
-4.79404057e-01 -8.51834138e-02 -3.73478858e-02 1.39795893e-02
-5.46412625e-02 2.62289926e-02 -2.09554077e-01 -3.24701140e-01
-2.61623637e-01]
[ -7.21131766e-02 -1.56484886e-02 -2.35151792e-01 -2.60365208e-01
1.26099491e-01 -1.63068006e-01 -1.63668020e-01 8.22285576e-02
-9.96800004e-04 5.27040157e-02 -1.86326928e-01 1.05962384e-02
-4.09928641e-02]
[ 3.23301190e-02 -1.64012106e-01 -1.49872304e-01 -7.75049987e-02
-1.22228895e-01 -1.07295837e-01 1.00047826e-01 -1.50056081e-01
-2.01939632e-02 1.12836670e-03 -2.20502839e-02 -1.39535039e-01
4.08045283e-02]
[ -2.87605638e-01 -1.42095702e-01 -7.42597860e-02 -9.39010593e-02
-3.03396185e-01 -2.73908126e-01 -3.69241059e-01 4.45632530e-02
-3.10187915e-01 -2.11443919e-01 1.77364049e-01 -3.66233042e-02
2.42499401e-01]
[ -2.22781182e-01 -1.23408318e-01 -8.96744897e-02 -4.14382778e-02
-8.23622498e-02 -1.17695249e-01 -7.27013824e-02 3.10871556e-02
-1.35388437e-01 -4.93423443e-02 3.33584880e-02 -1.12771950e-01
-4.43436351e-02]
[ -1.59766142e-01 -7.30207064e-02 -2.25110807e-01 -3.26726206e-01
-1.59399624e-01 -2.01318412e-01 -2.74933631e-01 -7.33406786e-02
1.70914810e-01 -1.76533090e-01 -3.75122547e-01 -3.22307994e-01
-1.79562905e-01]
[ -3.71211123e-01 -6.31240676e-02 -1.50048076e-01 -1.37303526e-01
-4.88387224e-02 -3.12618742e-01 2.96835078e-02 -7.60176110e-02
-1.25658095e-01 7.12387766e-02 1.28945688e-02 -2.06659161e-01
-2.62038645e-01]
[ -1.67933282e-01 -1.48126720e-01 -4.96451354e-02 -1.54865313e-01
-1.31876401e-01 -2.94690545e-01 -2.42873568e-02 -1.38734721e-01
-2.33769656e-01 2.85771643e-02 2.16506239e-01 -1.37922287e-02
-1.83691937e-01]
[ -1.35292969e-01 -1.74039371e-01 -1.13754126e-01 -2.70696030e-01
9.33515769e-02 -1.81778957e-02 -2.02595241e-01 -1.65997770e-01
9.91705590e-02 -1.01530980e-01 -1.24142420e-01 -6.86976398e-02
-3.44090646e-01]
[ -4.54645421e-02 -3.09770248e-02 -1.49588483e-01 -4.29604542e-02
-2.26911417e-01 6.24604289e-02 -8.75269115e-02 -5.23232792e-02
-2.36214524e-01 -9.41002117e-02 -7.66720792e-02 -3.16741536e-01
-2.00647373e-01]
[ -7.16110922e-02 2.54572066e-02 -1.28451762e-01 -3.12814608e-01
1.21247667e-01 2.05544616e-02 -2.15177773e-01 -1.57005646e-01
1.21663741e-01 -6.22447245e-02 -2.79074318e-01 -2.52926160e-01
-2.93605502e-01]
[ 8.15428046e-02 -3.12022898e-01 -8.23718421e-02 -4.47385894e-01
-2.24669291e-01 -8.86838594e-02 6.97958589e-02 1.05826105e-01
-5.28140949e-03 3.04778362e-01 -5.21547804e-01 -7.58364059e-01
4.25715129e-01]
[ -2.19862954e-01 -2.49469009e-01 -1.29108623e-01 -3.08043602e-01
-3.04685388e-01 -9.25654292e-02 2.10515915e-01 4.90800815e-02
2.97914832e-01 4.84700477e-02 -4.10144063e-01 -9.75646669e-01
6.38174625e-01]
[ -1.05847113e-02 -1.91635752e-01 2.42883060e-02 -3.16002725e-01
-1.74810354e-01 1.66675728e-01 2.12017856e-01 2.71440745e-01
-1.75935192e-02 2.51531593e-01 -2.31758723e-01 -1.04552068e+00
7.43458272e-01]
[ 3.96010025e-03 -4.70625557e-02 -1.23001419e-01 -1.27601902e-01
-1.80768611e-01 -4.61418324e-02 2.97444630e-01 1.70753205e-01
2.57497032e-01 3.78100559e-01 -4.79968333e-01 -9.26193729e-01
7.39151743e-01]
[ -8.04232490e-02 -2.82433471e-01 6.10104058e-02 -3.71470764e-01
-1.51536835e-01 1.17712026e-01 3.73896383e-01 1.46132620e-01
-5.82475770e-02 1.77044722e-01 -5.64897014e-01 -9.50724482e-01
8.64873597e-01]
[ 1.22422825e-01 -9.12807672e-02 1.76830962e-02 -1.77932542e-01
-8.39313743e-02 -1.74960900e-02 2.52785656e-01 3.74135955e-01
4.13718110e-01 2.72119962e-01 -5.52764506e-01 -8.44873304e-01
5.57498482e-01]
[ -6.86586581e-03 -1.34264524e-01 2.07578114e-02 1.31052659e-02
-8.84728795e-02 -2.83665568e-01 4.71517235e-02 3.29807353e-01
-1.21319527e-02 9.83037374e-02 -2.55669137e-01 -7.32190423e-01
2.69696582e-01]
[ 8.09690107e-02 1.09811111e-01 3.47603682e-03 1.22324433e-01
-8.87517657e-02 -5.93863862e-02 -1.93879824e-01 -1.50979315e-01
-2.71396624e-01 -1.33312927e-01 -1.35725263e-01 2.90926484e-01
-2.41143025e-01]
[ 3.91269058e-02 -9.32115190e-02 1.41265025e-01 2.70326418e-01
2.53811612e-01 8.21665999e-03 -4.03971327e-01 -3.55176804e-01
-8.78886256e-02 -5.37067599e-01 2.04868493e-01 1.04412051e+00
-5.50327116e-01]
[ 3.23633333e-02 7.95812429e-02 -2.12767569e-01 6.65135917e-02
3.30260476e-02 -1.46043175e-03 -1.76825774e-01 -3.40193868e-01
-2.88100610e-01 -2.07069282e-01 -3.93112146e-02 -4.64909234e-02
-2.00307820e-01]
[ -5.84356235e-02 -2.10793732e-01 6.16687565e-02 8.32952671e-02
-1.31008868e-01 -1.34749475e-01 1.20002805e-02 -3.55083606e-02
5.99525925e-02 -3.85796273e-01 -3.14656969e-01 -2.19132762e-01
1.01866178e-02]
[ 1.24926164e-02 -2.71801229e-01 5.72581395e-02 -2.60950452e-01
-1.92967315e-01 -2.31571177e-01 -2.69467907e-01 3.09588326e-02
-1.55625315e-02 8.92938192e-02 -1.80875487e-01 1.53139294e-01
-3.41077415e-02]
[ 1.68804499e-01 5.33696941e-02 -1.05880805e-01 -2.37067561e-01
-5.80555283e-02 -1.02457948e-01 -1.94445192e-01 2.03225226e-03
-1.95432005e-01 -2.49803242e-01 -1.86451740e-01 3.14987047e-01
-1.02532522e-01]
[ -1.73926587e-01 -1.82168988e-01 -1.12525354e-01 -2.32198733e-01
-5.22005297e-02 2.64341290e-02 -1.90259059e-01 -2.25216104e-01
-1.38986031e-01 -3.47005272e-02 -2.23384787e-01 1.81376791e-01
-1.88660471e-01]
[ -3.58177675e-02 -2.10765640e-01 -1.61063953e-01 -2.36214324e-01
-5.20982134e-02 4.35023042e-02 -4.82585748e-02 -5.01538681e-02
-2.23775871e-01 -2.90574297e-01 -5.47173363e-02 1.45110771e-03
-4.05053534e-02]
[ 1.11847595e-01 8.27519411e-02 -1.21677032e-02 -1.76507798e-01
-3.22765435e-01 7.57804160e-03 -1.77908837e-01 -2.98998427e-01
-3.24517116e-01 5.52948894e-03 -9.36751870e-02 1.55693214e-01
-1.03928997e-01]
[ -6.40927994e-02 -8.98079135e-03 -2.85168826e-01 -7.65552605e-03
7.06194938e-02 1.55061186e-01 -2.44148627e-01 -1.93316683e-01
-5.79808509e-02 -7.47711131e-02 1.88894885e-01 6.23155331e-01
-1.14517744e-01]
[ 1.11696981e-01 3.47913215e-01 -2.03084434e-01 7.02414506e-01
1.20835817e-01 -1.58930739e-03 -2.57099287e-01 -4.04565123e-01
-2.58062080e-01 -3.81710887e-01 7.38227041e-01 9.73992480e-01
-9.93239634e-01]
[ -2.63901716e-02 1.85341426e-01 4.58500444e-02 2.67983194e-01
6.40523698e-03 -6.91535508e-02 -3.09774777e-01 -3.87220389e-01
-2.97909571e-01 -2.86256409e-01 5.39571051e-01 1.00134902e+00
-9.27183886e-01]
[ -4.60300230e-02 -1.30221594e-01 -1.54325985e-01 2.96354622e-01
-1.73583905e-01 2.33943314e-01 -8.36005218e-02 -2.20258690e-01
-2.46593932e-01 -4.34037711e-01 1.92022134e-01 5.06657980e-01
-4.39672443e-01]
[ 7.93199897e-02 -3.82317568e-01 -5.15823254e-02 -1.58399395e-02
-1.12973990e-01 1.99688067e-01 7.19109172e-02 1.65668865e-01
-1.76670590e-01 -3.37141398e-02 -6.50909369e-02 3.30508569e-01
-2.47893798e-01]
[ 2.04253285e-01 -2.92961807e-01 -1.20927352e-01 -8.04971993e-02
-2.11166463e-01 1.21859079e-01 1.53879122e-02 -1.43895909e-01
-6.06915006e-02 -9.11600855e-02 -1.38457328e-01 -1.53197752e-01
-1.46616387e-01]
[ -1.35741518e-01 -7.86194025e-02 3.71311260e-02 -2.44910019e-01
-5.61765310e-02 -1.41408489e-01 3.37465663e-02 -2.22346652e-02
-9.44465307e-02 -1.40837653e-02 -3.03961364e-01 -4.06242604e-01
-8.09717920e-02]
[ -1.40305091e-01 -1.38187523e-01 -6.76705243e-02 -2.74586097e-01
-3.47532176e-01 -2.88425343e-01 1.60736999e-01 1.39705318e-01
2.00457846e-02 1.15032429e-01 -2.54640802e-01 -8.04023418e-01
3.33278906e-02]
[ -1.56146145e-01 -2.48252076e-01 -2.97654080e-01 -5.57558460e-01
-2.95056919e-01 -2.09155031e-01 -2.89633633e-01 6.76893767e-02
-8.60501252e-03 -4.22992097e-01 -4.89639106e-01 -5.63888950e-01
-6.06719870e-01]
[ -1.15720916e-01 1.24911222e-01 1.82763445e-02 4.92180746e-02
-2.10101925e-01 -1.72372688e-01 -1.21005463e-01 2.70887716e-02
-1.17070157e-01 -1.50057363e-01 -1.62959073e-01 -3.45189185e-01
-2.25841714e-02]
[ -3.56225018e-01 -1.20189076e-01 -2.71757146e-01 2.00780404e-01
-2.02334724e-01 -2.29875175e-01 -8.22648312e-02 -1.13644440e-01
3.33919018e-02 6.75648389e-03 7.07383504e-02 -3.09046498e-01
4.86320218e-02]
[ -1.28945550e-01 -4.25742305e-02 -2.54863081e-01 7.83670741e-02
-2.24368819e-01 -2.78934467e-01 -3.58618767e-01 -2.13399477e-02
1.83661274e-02 -1.45005530e-01 -2.41203183e-01 -2.82105998e-01
7.52538855e-03]
[ -2.27217892e-01 -5.31738638e-01 -3.38157948e-01 -2.31621470e-01
-3.23468075e-01 -2.29980074e-01 -3.85115645e-02 -2.69729507e-01
6.39025417e-02 -2.40228718e-01 -1.14367085e-01 -2.05362123e-01
-7.22254033e-02]
[ -2.19243721e-01 -2.94968238e-01 -3.20105977e-01 -1.06091262e-01
-8.95806267e-02 -1.50069802e-01 -8.34723327e-02 2.86881753e-03
-1.98338678e-01 -5.16739748e-01 -2.30539154e-01 -1.43897158e-01
1.56375910e-03]
[ -1.11822300e-01 -4.40751198e-03 -2.40825908e-01 -6.18494413e-01
-2.57205973e-01 -2.59495695e-01 -1.05824240e-02 -4.12943758e-01
9.64501114e-02 -1.30201953e-01 -4.57864404e-01 -1.94785883e-01
-6.04110852e-01]]
Progress: 19.6% ... Training loss: 0.237 ... Validation loss: 0.410[[-0.16574383]
[ 0.2384515 ]
[-0.15932856]
[ 0.92540314]
[ 0.25499536]
[-0.05335608]
[-0.84079257]
[-0.95018231]
[-0.67023815]
[-0.95261031]
[ 1.15652723]
[ 2.84694874]
[-1.86961275]]
[[ -5.33949700e-01 -4.98019673e-01 -5.86242185e-01 -1.00607199e-01
-3.00656986e-01 -5.93369268e-01 -1.84717831e-01 -2.68838345e-01
-4.21019352e-01 -3.74938602e-01 1.62121232e-01 7.30748177e-01
9.28466573e-02]
[ 5.20238522e-03 -1.36546202e-01 4.88013720e-02 -4.74272899e-02
-4.08101004e-02 5.82918714e-02 -1.25236019e-01 2.02288483e-01
-1.40084451e-01 -1.88297137e-01 -6.67601535e-02 -7.90928664e-02
6.26874770e-02]
[ -2.30139107e-01 1.33686655e-01 -2.52951029e-02 1.32606540e-01
8.05450888e-02 -1.23449720e-01 7.49984104e-02 -1.04547736e-01
2.82900949e-01 -2.40170239e-01 1.89600706e-01 7.51438189e-01
7.59850678e-01]
[ 2.01218020e-01 -2.38995506e-01 -2.78497586e-01 3.64463140e-02
-2.82068010e-01 4.90237968e-03 1.17348428e-01 -4.86630169e-01
1.65034745e-01 -2.79448031e-01 -1.90839975e-01 -3.44933135e-01
-1.45773709e-01]
[ 1.19182334e-01 8.36064035e-03 1.08723087e-01 -8.55092544e-02
-2.19131224e-02 7.15179199e-02 -1.02665990e-01 -6.62280819e-02
7.36099310e-02 1.82251425e-01 9.05427363e-02 -1.14471536e-01
-1.53062774e-01]
[ -4.81701562e-01 -6.01750359e-01 -6.02855441e-01 -6.01845409e-01
-5.84134512e-01 -5.64391017e-01 -3.10460085e-01 -1.62885244e-01
-4.38156042e-01 -2.40841440e-01 -5.01986073e-01 -7.08235425e-01
-5.31036532e-01]
[ -4.17982615e-01 -5.84908824e-01 -3.23162378e-01 -3.68378694e-01
-4.12773994e-01 -5.62131401e-01 -4.24396758e-01 -4.60451814e-01
-2.94533945e-01 -1.45147809e-01 -4.32604783e-01 -3.29183015e-01
-3.71515539e-01]
[ -3.31736996e-01 -3.49568926e-01 -4.76890114e-01 -2.02961556e-01
-3.20984549e-01 -4.19213341e-01 -2.69104136e-01 -2.11620732e-01
-2.79260969e-01 -4.99572162e-01 -2.71559607e-01 -6.15427763e-01
-3.50470743e-01]
[ -4.70652415e-01 -3.50462678e-01 -3.78911824e-01 -1.77149741e-01
-3.38972986e-01 -2.16346690e-01 -8.58328419e-02 -4.36075935e-01
-2.66871015e-01 -4.45761714e-01 -1.52444887e-01 -2.24283407e-01
-1.99620318e-01]
[ -9.54889448e-01 -9.41357768e-01 -9.80988803e-01 -7.44510473e-01
-1.03093792e+00 -9.85415912e-01 -5.98860613e-01 -5.82812691e-01
-7.45548171e-01 -5.58339383e-01 -7.28108134e-01 -5.65806864e-01
-6.42316727e-01]
[ -5.09942233e-01 -2.67644534e-01 -4.69728553e-01 -3.31526535e-01
-3.48393426e-01 -3.60435306e-01 -5.77824865e-01 -5.95500021e-01
-6.41857154e-01 -1.17278822e-01 -4.73037571e-01 -6.20802953e-01
-4.86869790e-01]
[ -1.15923964e-01 2.04692553e-02 -3.37287328e-01 -4.28981384e-01
-1.06843796e-01 -7.28360635e-02 -1.70579176e-01 -3.34937053e-01
-1.50407628e-01 1.03574883e-01 -4.37350510e-01 -8.51438469e-01
-4.41837564e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58654424e-01 -1.17054368e-01 1.64009291e-01 -2.70641135e-01
-1.29292138e-01 1.13124367e-01 -1.24458654e-01 1.30739116e-02
-8.20694327e-02 7.05291015e-02 -1.67256483e-01 -3.51003122e-01
-5.77098887e-04]
[ -8.28360166e-02 -2.64841782e-01 -1.78623890e-01 -2.97197206e-01
-4.79406742e-01 -8.51786977e-02 -3.67565964e-02 1.46518437e-02
-5.43575970e-02 2.67854277e-02 -2.10651525e-01 -3.26990625e-01
-2.59963551e-01]
[ -7.18489539e-02 -1.57617993e-02 -2.35034862e-01 -2.60856766e-01
1.25973579e-01 -1.62997955e-01 -1.62587546e-01 8.17952137e-02
-2.29025355e-04 5.38888363e-02 -1.86616406e-01 8.27933767e-03
-4.14941397e-02]
[ 3.25720685e-02 -1.63910807e-01 -1.49771797e-01 -7.71629507e-02
-1.22278180e-01 -1.07279143e-01 1.00334315e-01 -1.49254868e-01
-1.98268877e-02 1.70170304e-03 -2.16260513e-02 -1.47129201e-01
3.72950012e-02]
[ -2.87741468e-01 -1.41880817e-01 -7.44585671e-02 -9.35710282e-02
-3.03200673e-01 -2.73934217e-01 -3.70151884e-01 4.26240522e-02
-3.11178733e-01 -2.13021378e-01 1.78987672e-01 -3.22614165e-02
2.39847718e-01]
[ -2.22866251e-01 -1.23453264e-01 -8.96555779e-02 -4.14359809e-02
-8.23755400e-02 -1.17709813e-01 -7.27668171e-02 3.14776654e-02
-1.35467851e-01 -4.93237814e-02 3.29465965e-02 -1.13979032e-01
-4.44566682e-02]
[ -1.59676462e-01 -7.32744662e-02 -2.24999751e-01 -3.27075695e-01
-1.59529449e-01 -2.01295201e-01 -2.74318790e-01 -7.22039748e-02
1.71907351e-01 -1.75975551e-01 -3.75585771e-01 -3.27372385e-01
-1.77462875e-01]
[ -3.71129168e-01 -6.34507398e-02 -1.49909728e-01 -1.38887628e-01
-4.92171972e-02 -3.12586307e-01 3.10619682e-02 -7.42158781e-02
-1.24610854e-01 7.24740159e-02 1.07187839e-02 -2.12992671e-01
-2.57571900e-01]
[ -1.67566856e-01 -1.48868049e-01 -4.92757197e-02 -1.57963588e-01
-1.32577557e-01 -2.94580483e-01 -2.16976540e-02 -1.36383873e-01
-2.31989699e-01 3.16678075e-02 2.12307854e-01 -2.32951624e-02
-1.78443630e-01]
[ -1.35005853e-01 -1.74357670e-01 -1.13518866e-01 -2.72371052e-01
9.28579944e-02 -1.80779938e-02 -2.00635719e-01 -1.64258773e-01
1.00974407e-01 -1.00071583e-01 -1.26492754e-01 -7.69259177e-02
-3.41313884e-01]
[ -4.56049533e-02 -3.06282484e-02 -1.49778572e-01 -4.21695595e-02
-2.26610925e-01 6.24026410e-02 -8.84308114e-02 -5.36353755e-02
-2.36759479e-01 -9.55186964e-02 -7.50089047e-02 -3.12658309e-01
-2.02018954e-01]
[ -7.15880096e-02 2.52204039e-02 -1.28349680e-01 -3.12415475e-01
1.21081235e-01 2.05647442e-02 -2.14906062e-01 -1.55682827e-01
1.21785904e-01 -6.06541580e-02 -2.79929677e-01 -2.55713012e-01
-2.93812685e-01]
[ 8.14943927e-02 -3.11970687e-01 -8.24082229e-02 -4.47336149e-01
-2.24618681e-01 -8.86950042e-02 6.93961721e-02 1.05523736e-01
-5.64542616e-03 3.04393996e-01 -5.21288319e-01 -7.57082274e-01
4.24728413e-01]
[ -2.19792781e-01 -2.49515630e-01 -1.29078256e-01 -3.08582433e-01
-3.04735238e-01 -9.25453998e-02 2.11190917e-01 4.95995505e-02
2.98284226e-01 4.89331230e-02 -4.10658548e-01 -9.76654463e-01
6.39549238e-01]
[ -1.05739929e-02 -1.91629514e-01 2.42628104e-02 -3.16133358e-01
-1.74796889e-01 1.66667999e-01 2.12014139e-01 2.71406433e-01
-1.75541593e-02 2.51514780e-01 -2.32020478e-01 -1.04607944e+00
7.44081969e-01]
[ 4.04844659e-03 -4.72022576e-02 -1.22947915e-01 -1.28359526e-01
-1.80926308e-01 -4.61155556e-02 2.98587513e-01 1.71554880e-01
2.58253640e-01 3.78854856e-01 -4.80833057e-01 -9.28843605e-01
7.41440765e-01]
[ -8.03630894e-02 -2.82483440e-01 6.10513095e-02 -3.71909819e-01
-1.51598746e-01 1.17730782e-01 3.74517730e-01 1.46707722e-01
-5.79397683e-02 1.77468279e-01 -5.65348303e-01 -9.51769969e-01
8.66312843e-01]
[ 1.22357182e-01 -9.12233299e-02 1.76532059e-02 -1.77867360e-01
-8.39060204e-02 -1.75154203e-02 2.52652641e-01 3.73964957e-01
4.13575042e-01 2.71854709e-01 -5.52825933e-01 -8.45683029e-01
5.57941537e-01]
[ -6.82142564e-03 -1.34298948e-01 2.07887140e-02 1.29582767e-02
-8.85087832e-02 -2.83657083e-01 4.74245529e-02 3.30379190e-01
-1.19723656e-02 9.87988684e-02 -2.55954269e-01 -7.32484571e-01
2.69941251e-01]
[ 8.12374686e-02 1.09258288e-01 3.73087374e-03 1.20919968e-01
-8.91512960e-02 -5.93192623e-02 -1.92346668e-01 -1.49385477e-01
-2.69795058e-01 -1.31702953e-01 -1.37434645e-01 2.83543229e-01
-2.38165899e-01]
[ 3.93508090e-02 -9.35646149e-02 1.41596809e-01 2.69647556e-01
2.53188671e-01 8.26816461e-03 -4.03049682e-01 -3.52774243e-01
-8.64672526e-02 -5.34951835e-01 2.01853057e-01 1.03263141e+00
-5.48943739e-01]
[ 3.22888836e-02 7.96603919e-02 -2.12825148e-01 6.70365505e-02
3.31407612e-02 -1.48882623e-03 -1.76891955e-01 -3.40443345e-01
-2.87994376e-01 -2.07461167e-01 -3.90728259e-02 -4.69101068e-02
-2.00379756e-01]
[ -5.85211647e-02 -2.10681007e-01 6.15815335e-02 8.36484453e-02
-1.30898546e-01 -1.34775351e-01 1.15796682e-02 -3.62712862e-02
5.96689171e-02 -3.86497679e-01 -3.14270282e-01 -2.18672228e-01
9.78217206e-03]
[ 1.24196634e-02 -2.71826255e-01 5.71914084e-02 -2.60943160e-01
-1.92965807e-01 -2.31586530e-01 -2.69759080e-01 2.99065776e-02
-1.58675660e-02 8.86108784e-02 -1.80449628e-01 1.54711687e-01
-3.47983338e-02]
[ 1.68682805e-01 5.36210594e-02 -1.06044345e-01 -2.37452970e-01
-5.77972525e-02 -1.02493289e-01 -1.95133472e-01 -4.92658125e-04
-1.95761550e-01 -2.51638097e-01 -1.85572072e-01 3.18708886e-01
-1.02941139e-01]
[ -1.73863343e-01 -1.82323471e-01 -1.12449978e-01 -2.32925992e-01
-5.23900839e-02 2.64568876e-02 -1.89690437e-01 -2.24607297e-01
-1.38489374e-01 -3.40568044e-02 -2.24372739e-01 1.79058945e-01
-1.86893797e-01]
[ -3.57926192e-02 -2.10817098e-01 -1.61020263e-01 -2.36823122e-01
-5.22305237e-02 4.35036894e-02 -4.80268521e-02 -4.95566507e-02
-2.23379152e-01 -2.90218514e-01 -5.54621008e-02 -3.98204605e-04
-3.83812695e-02]
[ 1.11881823e-01 8.24757355e-02 -1.20780220e-02 -1.77393949e-01
-3.23022610e-01 7.60247534e-03 -1.77199153e-01 -2.97786156e-01
-3.23924509e-01 6.58801504e-03 -9.48411614e-02 1.53057622e-01
-1.02252536e-01]
[ -6.41054662e-02 -8.76538119e-03 -2.85251148e-01 -7.07504203e-03
7.09148958e-02 1.55059828e-01 -2.44499340e-01 -1.93767476e-01
-5.82373974e-02 -7.53830164e-02 1.90165119e-01 6.24814872e-01
-1.17089761e-01]
[ 1.11691714e-01 3.47998059e-01 -2.03106917e-01 7.02801309e-01
1.20923322e-01 -1.59620066e-03 -2.57266746e-01 -4.04708775e-01
-2.58270447e-01 -3.81764180e-01 7.38590790e-01 9.75093258e-01
-9.93849412e-01]
[ -2.60342932e-02 1.85140563e-01 4.59959488e-02 2.68135712e-01
6.23484894e-03 -6.90560442e-02 -3.08530300e-01 -3.87075052e-01
-2.97348634e-01 -2.84474644e-01 5.39517990e-01 9.93919692e-01
-9.31902297e-01]
[ -4.60399918e-02 -1.30214456e-01 -1.54343082e-01 2.96551710e-01
-1.73584564e-01 2.33943072e-01 -8.36259554e-02 -2.20504908e-01
-2.46541922e-01 -4.34337014e-01 1.92328092e-01 5.06750283e-01
-4.39921585e-01]
[ 7.93536328e-02 -3.82365253e-01 -5.15483918e-02 -1.60591694e-02
-1.13036495e-01 1.99699319e-01 7.20695530e-02 1.65910741e-01
-1.76529826e-01 -3.34413509e-02 -6.53668222e-02 3.29892238e-01
-2.47566874e-01]
[ 2.04367777e-01 -2.93172018e-01 -1.20817242e-01 -8.10167499e-02
-2.11419206e-01 1.21891327e-01 1.63485050e-02 -1.42119034e-01
-6.00739359e-02 -8.96365202e-02 -1.39820668e-01 -1.58008347e-01
-1.44921827e-01]
[ -1.35763981e-01 -7.85806004e-02 3.71133230e-02 -2.44766644e-01
-5.61371377e-02 -1.41414094e-01 3.35800974e-02 -2.23733294e-02
-9.45690075e-02 -1.42091443e-02 -3.03765186e-01 -4.05837830e-01
-8.13164562e-02]
[ -1.40376228e-01 -1.38066736e-01 -6.77124487e-02 -2.74024690e-01
-3.47439163e-01 -2.88441352e-01 1.60102812e-01 1.39366914e-01
1.95513699e-02 1.14691942e-01 -2.54149777e-01 -8.03153729e-01
3.18928943e-02]
[ -1.55770358e-01 -2.48894296e-01 -2.97227948e-01 -5.60907512e-01
-2.95994115e-01 -2.09017493e-01 -2.87082459e-01 7.12584679e-02
-6.41749784e-03 -4.21003493e-01 -4.94080408e-01 -5.78115053e-01
-6.04260479e-01]
[ -1.16132023e-01 1.25527982e-01 1.78689274e-02 5.27039983e-02
-2.09526532e-01 -1.72498386e-01 -1.23773037e-01 2.36375840e-02
-1.18692112e-01 -1.52933932e-01 -1.58719276e-01 -3.36565563e-01
-2.84048049e-02]
[ -3.56208652e-01 -1.20540723e-01 -2.71633242e-01 2.00276853e-01
-2.02527075e-01 -2.29855183e-01 -8.15972255e-02 -1.12234018e-01
3.39452435e-02 7.78872457e-03 6.89650480e-02 -3.12929717e-01
5.12264351e-02]
[ -1.28704869e-01 -4.27507969e-02 -2.54683599e-01 7.70072187e-02
-2.24555613e-01 -2.78891128e-01 -3.57397512e-01 -2.04505800e-02
1.96346031e-02 -1.43188090e-01 -2.42661110e-01 -2.90257750e-01
1.26435574e-02]
[ -2.27041465e-01 -5.31973033e-01 -3.38002508e-01 -2.32831242e-01
-3.23764448e-01 -2.29907335e-01 -3.68461091e-02 -2.67839149e-01
6.51653210e-02 -2.38376997e-01 -1.16644563e-01 -2.11280149e-01
-6.88573914e-02]
[ -2.19231286e-01 -2.94856472e-01 -3.20145123e-01 -1.05158751e-01
-8.93912674e-02 -1.50081868e-01 -8.36123426e-02 2.43520941e-03
-1.98642133e-01 -5.16419989e-01 -2.29468367e-01 -1.40897886e-01
-4.57344725e-04]
[ -1.11430253e-01 -4.84767146e-03 -2.40671784e-01 -6.20913445e-01
-2.57661618e-01 -2.59423054e-01 -8.08665855e-03 -4.12186315e-01
9.82154526e-02 -1.28545082e-01 -4.60162352e-01 -2.08382369e-01
-6.03936908e-01]]
Progress: 19.7% ... Training loss: 0.240 ... Validation loss: 0.414[[-0.16423289]
[ 0.24631465]
[-0.15416239]
[ 0.93201445]
[ 0.26274522]
[-0.04757358]
[-0.83649884]
[-0.93785708]
[-0.66199008]
[-0.94217594]
[ 1.16639691]
[ 2.85855978]
[-1.85966723]]
[[ -5.33775162e-01 -4.98006116e-01 -5.86373425e-01 -1.00703391e-01
-3.00383871e-01 -5.93377171e-01 -1.82664293e-01 -2.71089821e-01
-4.20256751e-01 -3.76581307e-01 1.63699927e-01 7.30539298e-01
9.63786562e-02]
[ 5.23078329e-03 -1.36597193e-01 4.88222900e-02 -4.78299898e-02
-4.08645379e-02 5.82978289e-02 -1.24948461e-01 2.02760604e-01
-1.39814917e-01 -1.88133072e-01 -6.70784023e-02 -8.02687382e-02
6.37572076e-02]
[ -2.30315655e-01 1.34319368e-01 -2.52830230e-02 1.33302617e-01
8.05245276e-02 -1.23532827e-01 7.14850891e-02 -1.07134678e-01
2.79957516e-01 -2.41283756e-01 1.91823491e-01 7.55963329e-01
7.47815369e-01]
[ 2.02945091e-01 -2.41647389e-01 -2.77225840e-01 2.77391807e-02
-2.84700736e-01 5.37378240e-03 1.27886636e-01 -4.72462221e-01
1.73802522e-01 -2.66928628e-01 -2.06044522e-01 -3.77292116e-01
-1.21481810e-01]
[ 1.18695761e-01 9.44622224e-03 1.08058585e-01 -7.82283453e-02
-2.01859003e-02 7.13733316e-02 -1.05992063e-01 -7.63319100e-02
6.89745393e-02 1.76763487e-01 1.03136994e-01 -8.34827654e-02
-1.66559947e-01]
[ -4.81743614e-01 -6.01374449e-01 -6.03152861e-01 -6.01327370e-01
-5.83599414e-01 -5.64423902e-01 -3.11502759e-01 -1.66400136e-01
-4.39023388e-01 -2.44106963e-01 -4.99368787e-01 -6.99177176e-01
-5.35088699e-01]
[ -4.17649409e-01 -5.85413946e-01 -3.22925465e-01 -3.70362433e-01
-4.13028982e-01 -5.62071612e-01 -4.21912470e-01 -4.59100091e-01
-2.92747327e-01 -1.43059625e-01 -4.35193062e-01 -3.41042223e-01
-3.66509600e-01]
[ -3.31890672e-01 -3.48872087e-01 -4.77188659e-01 -2.01473565e-01
-3.20585818e-01 -4.19304701e-01 -2.71518352e-01 -2.15552510e-01
-2.81711647e-01 -5.02986746e-01 -2.68195198e-01 -6.05772769e-01
-3.59754080e-01]
[ -4.71087693e-01 -3.49703279e-01 -3.79211919e-01 -1.73286009e-01
-3.38216844e-01 -2.16518390e-01 -8.77344351e-02 -4.36385856e-01
-2.68771775e-01 -4.47226527e-01 -1.49133840e-01 -2.17746692e-01
-2.04498771e-01]
[ -9.54989057e-01 -9.40452999e-01 -9.81244174e-01 -7.42019334e-01
-1.03010332e+00 -9.85534617e-01 -6.00949067e-01 -5.88944036e-01
-7.47971319e-01 -5.63199997e-01 -7.22683595e-01 -5.54401991e-01
-6.54003881e-01]
[ -5.10378395e-01 -2.67084043e-01 -4.70111708e-01 -3.28402064e-01
-3.47675063e-01 -3.60600171e-01 -5.80176325e-01 -5.96346682e-01
-6.43732040e-01 -1.19045443e-01 -4.70114493e-01 -6.13333050e-01
-4.89770768e-01]
[ -1.15685991e-01 2.03310222e-02 -3.37307948e-01 -4.30710971e-01
-1.06961766e-01 -7.27886493e-02 -1.69013458e-01 -3.34363915e-01
-1.49541761e-01 1.04145383e-01 -4.38993664e-01 -8.56922495e-01
-4.40457448e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58651032e-01 -1.17032539e-01 1.63987617e-01 -2.70546374e-01
-1.29274714e-01 1.13126679e-01 -1.24428477e-01 1.28217982e-02
-8.20361390e-02 7.02651736e-02 -1.67125253e-01 -3.50679852e-01
-6.78277477e-04]
[ -8.26320631e-02 -2.64966563e-01 -1.78571466e-01 -2.98009326e-01
-4.79564701e-01 -8.51152466e-02 -3.58576813e-02 1.47783891e-02
-5.36694916e-02 2.69691676e-02 -2.11314147e-01 -3.27148467e-01
-2.59346640e-01]
[ -7.21038282e-02 -1.52778105e-02 -2.35414337e-01 -2.59344343e-01
1.26745484e-01 -1.63093554e-01 -1.64391177e-01 7.81089355e-02
-1.99005273e-03 5.03488939e-02 -1.82266676e-01 2.01264228e-02
-4.60177954e-02]
[ 3.25994779e-02 -1.63932001e-01 -1.49738120e-01 -7.72213969e-02
-1.22263527e-01 -1.07290930e-01 1.00888901e-01 -1.48706855e-01
-1.94684185e-02 2.81023521e-03 -2.29280784e-02 -1.51866618e-01
3.92138257e-02]
[ -2.87469810e-01 -1.42191805e-01 -7.42950006e-02 -9.55204766e-02
-3.03387831e-01 -2.73873966e-01 -3.68714912e-01 4.34672866e-02
-3.09927997e-01 -2.11772244e-01 1.76882434e-01 -3.89042539e-02
2.42681200e-01]
[ -2.22796903e-01 -1.23559705e-01 -8.95963264e-02 -4.12502180e-02
-8.25374513e-02 -1.17696351e-01 -7.25127912e-02 3.12365773e-02
-1.35182979e-01 -4.93550376e-02 3.34141135e-02 -1.15778198e-01
-4.55323611e-02]
[ -1.60019236e-01 -7.25119489e-02 -2.25372309e-01 -3.24678616e-01
-1.59004533e-01 -2.01417936e-01 -2.77495840e-01 -7.60254738e-02
1.68963972e-01 -1.79301302e-01 -3.72223451e-01 -3.15258902e-01
-1.86593639e-01]
[ -3.71069533e-01 -6.34774292e-02 -1.49817242e-01 -1.39885050e-01
-4.93230108e-02 -3.12570235e-01 3.12556256e-02 -7.36746013e-02
-1.24619532e-01 7.23072763e-02 1.04806374e-02 -2.15759251e-01
-2.57069044e-01]
[ -1.67435161e-01 -1.49038662e-01 -4.91767539e-02 -1.58625830e-01
-1.32769154e-01 -2.94572113e-01 -2.04291508e-02 -1.35167118e-01
-2.31242536e-01 3.31892721e-02 2.10641277e-01 -2.74205453e-02
-1.77325949e-01]
[ -1.35128669e-01 -1.74077625e-01 -1.13627816e-01 -2.70813561e-01
9.32694786e-02 -1.81168525e-02 -2.01397598e-01 -1.64438126e-01
1.00210124e-01 -1.00769570e-01 -1.24950559e-01 -7.32453686e-02
-3.43676132e-01]
[ -4.58233834e-02 -3.03399869e-02 -1.49913915e-01 -4.04214562e-02
-2.26392103e-01 6.23275163e-02 -8.97875131e-02 -5.45250668e-02
-2.37672288e-01 -9.67062437e-02 -7.33032324e-02 -3.09394767e-01
-2.04411689e-01]
[ -7.17140074e-02 2.54714955e-02 -1.28491198e-01 -3.11545393e-01
1.21361454e-01 2.05087736e-02 -2.15317832e-01 -1.56293495e-01
1.21381273e-01 -6.15606121e-02 -2.78809268e-01 -2.53320967e-01
-2.94424185e-01]
[ 8.16250572e-02 -3.12069831e-01 -8.23088385e-02 -4.48217997e-01
-2.24779745e-01 -8.86665538e-02 7.04243854e-02 1.06640029e-01
-4.83850735e-03 3.05731758e-01 -5.22565255e-01 -7.61114738e-01
4.28219243e-01]
[ -2.19995878e-01 -2.49131351e-01 -1.29321326e-01 -3.07558375e-01
-3.04316086e-01 -9.26244532e-02 2.09485684e-01 4.80310072e-02
2.96929626e-01 4.74358701e-02 -4.08961692e-01 -9.74397187e-01
6.35668890e-01]
[ -1.07059329e-02 -1.91440969e-01 2.41509176e-02 -3.15581242e-01
-1.74632930e-01 1.66621685e-01 2.11204488e-01 2.70980180e-01
-1.81149884e-02 2.50713099e-01 -2.31374769e-01 -1.04563371e+00
7.42537740e-01]
[ 4.01558488e-03 -4.71191408e-02 -1.22969881e-01 -1.28341352e-01
-1.80865831e-01 -4.61241138e-02 2.98263535e-01 1.71223937e-01
2.57976579e-01 3.78654890e-01 -4.80816465e-01 -9.28526694e-01
7.40781578e-01]
[ -8.03145829e-02 -2.82526108e-01 6.10930322e-02 -3.72340132e-01
-1.51666116e-01 1.17745949e-01 3.75101737e-01 1.47129584e-01
-5.75383293e-02 1.78020670e-01 -5.66044512e-01 -9.53468177e-01
8.67948112e-01]
[ 1.22304570e-01 -9.11486796e-02 1.76214866e-02 -1.77583552e-01
-8.38585882e-02 -1.75290060e-02 2.52299378e-01 3.73538111e-01
4.13183013e-01 2.71673086e-01 -5.52724707e-01 -8.45368712e-01
5.56998337e-01]
[ -6.53808718e-03 -1.34690155e-01 2.09907912e-02 1.12594895e-02
-8.88789044e-02 -2.83596087e-01 4.98846293e-02 3.32647474e-01
-1.03287775e-02 1.00825918e-01 -2.58208734e-01 -7.37965697e-01
2.74031939e-01]
[ 8.15584593e-02 1.08987771e-01 3.84397547e-03 1.19777440e-01
-8.94899596e-02 -5.92717224e-02 -1.90762963e-01 -1.48838092e-01
-2.68329743e-01 -1.30708093e-01 -1.38759161e-01 2.76838740e-01
-2.35549260e-01]
[ 3.93267321e-02 -9.37633554e-02 1.41607570e-01 2.70112484e-01
2.53197515e-01 8.23936528e-03 -4.02209922e-01 -3.51121005e-01
-8.56097732e-02 -5.36103753e-01 2.02768249e-01 1.03297859e+00
-5.46095902e-01]
[ 3.22111627e-02 7.96944048e-02 -2.12852146e-01 6.75880090e-02
3.32022962e-02 -1.51131796e-03 -1.77334881e-01 -3.40769555e-01
-2.88349688e-01 -2.07928353e-01 -3.82939472e-02 -4.54448221e-02
-2.01308678e-01]
[ -5.87450100e-02 -2.10557330e-01 6.14853873e-02 8.45679930e-02
-1.30693846e-01 -1.34824651e-01 1.04017388e-02 -3.71206648e-02
5.86426659e-02 -3.87530421e-01 -3.13383095e-01 -2.15662385e-01
7.70973851e-03]
[ 1.24763104e-02 -2.72106070e-01 5.73673053e-02 -2.62212118e-01
-1.93279484e-01 -2.31562997e-01 -2.69241494e-01 3.10388400e-02
-1.52077272e-02 8.93993656e-02 -1.82318695e-01 1.50337744e-01
-3.11509113e-02]
[ 1.68505717e-01 5.40826907e-02 -1.06242238e-01 -2.36481426e-01
-5.73642369e-02 -1.02550679e-01 -1.96758821e-01 -2.35206311e-03
-1.97034463e-01 -2.53128147e-01 -1.83777757e-01 3.25221684e-01
-1.06376897e-01]
[ -1.74214238e-01 -1.81873493e-01 -1.12731685e-01 -2.31448619e-01
-5.18071459e-02 2.63461550e-02 -1.91979558e-01 -2.28586952e-01
-1.40077450e-01 -3.78675066e-02 -2.21775040e-01 1.88254425e-01
-1.89947542e-01]
[ -3.57003072e-02 -2.10900285e-01 -1.60975844e-01 -2.37245567e-01
-5.23273744e-02 4.35313345e-02 -4.74337420e-02 -4.91443380e-02
-2.23003587e-01 -2.89746666e-01 -5.60381578e-02 -1.40959754e-03
-3.75206515e-02]
[ 1.11628584e-01 8.30366770e-02 -1.23426552e-02 -1.75758160e-01
-3.22598049e-01 7.51514841e-03 -1.78901274e-01 -2.99779873e-01
-3.25494222e-01 5.01296572e-03 -9.24172743e-02 1.61005220e-01
-1.07323558e-01]
[ -6.40883953e-02 -8.54405802e-03 -2.85335827e-01 -6.36304914e-03
7.11872422e-02 1.55055481e-01 -2.45132102e-01 -1.95040586e-01
-5.88547277e-02 -7.60688468e-02 1.92142629e-01 6.27311976e-01
-1.20624028e-01]
[ 1.11810878e-01 3.47833246e-01 -2.03026150e-01 7.01743835e-01
1.20824849e-01 -1.57201836e-03 -2.56727184e-01 -4.04310305e-01
-2.57754516e-01 -3.81274213e-01 7.37327553e-01 9.71898380e-01
-9.92648043e-01]
[ -2.60965288e-02 1.85250796e-01 4.59530188e-02 2.68531582e-01
6.33235784e-03 -6.90826539e-02 -3.08654900e-01 -3.87228926e-01
-2.97507828e-01 -2.84678381e-01 5.39735947e-01 9.94501595e-01
-9.31940881e-01]
[ -4.59206373e-02 -1.30153125e-01 -1.54391506e-01 2.97655910e-01
-1.73509861e-01 2.33972023e-01 -8.37898742e-02 -2.21407301e-01
-2.46547277e-01 -4.34670035e-01 1.93832755e-01 5.08431920e-01
-4.43910740e-01]
[ 7.93142295e-02 -3.82279473e-01 -5.15771241e-02 -1.50998491e-02
-1.12930075e-01 1.99697689e-01 7.16685783e-02 1.65165197e-01
-1.77091139e-01 -3.34926149e-02 -6.43398121e-02 3.33022069e-01
-2.50854463e-01]
[ 2.04519946e-01 -2.93247327e-01 -1.20737171e-01 -8.15519471e-02
-2.11574260e-01 1.21934136e-01 1.72557078e-02 -1.41226139e-01
-5.98674259e-02 -8.87707020e-02 -1.40741154e-01 -1.60038426e-01
-1.44368799e-01]
[ -1.35772967e-01 -7.85233543e-02 3.70850051e-02 -2.44568159e-01
-5.60820193e-02 -1.41415194e-01 3.32726374e-02 -2.24689099e-02
-9.49004230e-02 -1.42788395e-02 -3.03501545e-01 -4.04415633e-01
-8.22771181e-02]
[ -1.40376245e-01 -1.38031054e-01 -6.77106868e-02 -2.73969783e-01
-3.47415616e-01 -2.88439542e-01 1.60234683e-01 1.39050497e-01
1.92580076e-02 1.14658741e-01 -2.54112664e-01 -8.02361483e-01
3.11402775e-02]
[ -1.55502445e-01 -2.49016765e-01 -2.97148592e-01 -5.63004696e-01
-2.96223204e-01 -2.08941940e-01 -2.86067301e-01 7.17651616e-02
-5.20377453e-03 -4.21784549e-01 -4.95971721e-01 -5.79609122e-01
-6.03523646e-01]
[ -1.15951047e-01 1.25123422e-01 1.81049459e-02 5.07194414e-02
-2.09895884e-01 -1.72449078e-01 -1.22202990e-01 2.49636028e-02
-1.17271714e-01 -1.51721375e-01 -1.61482652e-01 -3.46370000e-01
-2.47059800e-02]
[ -3.56693680e-01 -1.19647982e-01 -2.72136425e-01 2.05682600e-01
-2.01473534e-01 -2.30052449e-01 -8.49656191e-02 -1.15463461e-01
3.06688181e-02 4.54312893e-03 7.54850997e-02 -2.94688273e-01
4.34088087e-02]
[ -1.28992074e-01 -4.23403810e-02 -2.54917901e-01 7.90007069e-02
-2.24163375e-01 -2.78977113e-01 -3.58747626e-01 -2.22818140e-02
1.84432182e-02 -1.45125619e-01 -2.40233112e-01 -2.84946109e-01
1.06149680e-02]
[ -2.27458594e-01 -5.31337474e-01 -3.38441431e-01 -2.29709368e-01
-3.22893097e-01 -2.30054466e-01 -3.93951645e-02 -2.70684683e-01
6.28574175e-02 -2.41299111e-01 -1.11861804e-01 -2.01810709e-01
-7.44987037e-02]
[ -2.19051455e-01 -2.95039129e-01 -3.20075962e-01 -1.06123678e-01
-8.96108303e-02 -1.50047008e-01 -8.25603139e-02 2.65123903e-03
-1.98093621e-01 -5.15660374e-01 -2.30034316e-01 -1.43246967e-01
5.27615561e-04]
[ -1.11167410e-01 -4.74967423e-03 -2.40539056e-01 -6.22501863e-01
-2.57725761e-01 -2.59388550e-01 -7.33052348e-03 -4.12733713e-01
9.83763666e-02 -1.27687696e-01 -4.61968058e-01 -2.14366559e-01
-6.07078016e-01]]
Progress: 19.8% ... Training loss: 0.239 ... Validation loss: 0.410[[-0.16499033]
[ 0.24742099]
[-0.15470941]
[ 0.92592911]
[ 0.26224894]
[-0.04751341]
[-0.83578083]
[-0.93797547]
[-0.65724704]
[-0.94180329]
[ 1.15884163]
[ 2.84408592]
[-1.86142308]]
[[ -5.33372586e-01 -4.98784384e-01 -5.85792608e-01 -1.06395101e-01
-3.01235058e-01 -5.93273739e-01 -1.77090807e-01 -2.64816687e-01
-4.16424199e-01 -3.72420933e-01 1.55449007e-01 7.01004075e-01
1.14669529e-01]
[ 5.46577781e-03 -1.37039039e-01 4.89757604e-02 -4.91840969e-02
-4.12147518e-02 5.83609328e-02 -1.23967405e-01 2.03255767e-01
-1.39107193e-01 -1.87594484e-01 -6.93879128e-02 -8.37451008e-02
6.43195252e-02]
[ -2.30752796e-01 1.35402169e-01 -2.53265631e-02 1.35622961e-01
8.11379892e-02 -1.23686958e-01 6.87050125e-02 -1.09287206e-01
2.77175407e-01 -2.42246737e-01 1.89316611e-01 7.41189417e-01
7.45681567e-01]
[ 2.03573535e-01 -2.43051221e-01 -2.76982310e-01 2.23078991e-02
-2.86023493e-01 5.55157248e-03 1.29140652e-01 -4.73204018e-01
1.75178809e-01 -2.69087309e-01 -2.12272429e-01 -3.80231883e-01
-1.31169456e-01]
[ 1.18508269e-01 9.85661158e-03 1.08069363e-01 -7.68212940e-02
-1.96535357e-02 7.13763360e-02 -1.07131330e-01 -7.70804060e-02
6.96675599e-02 1.76845689e-01 1.04411511e-01 -7.70020480e-02
-1.57078027e-01]
[ -4.81256007e-01 -6.02003648e-01 -6.02902477e-01 -6.04605056e-01
-5.84294798e-01 -5.64302453e-01 -3.08680726e-01 -1.62612026e-01
-4.36958801e-01 -2.41034695e-01 -5.03505199e-01 -7.09437338e-01
-5.29748322e-01]
[ -4.18054821e-01 -5.85125492e-01 -3.22922785e-01 -3.70837762e-01
-4.12578212e-01 -5.62154060e-01 -4.23078710e-01 -4.59856829e-01
-2.93617948e-01 -1.44228224e-01 -4.36831746e-01 -3.51035484e-01
-3.63762178e-01]
[ -3.32045366e-01 -3.48192209e-01 -4.77404600e-01 -2.00280602e-01
-3.20368641e-01 -4.19374011e-01 -2.72706269e-01 -2.18104797e-01
-2.83777769e-01 -5.05448878e-01 -2.68459044e-01 -6.08143511e-01
-3.65907793e-01]
[ -4.71011398e-01 -3.49887444e-01 -3.79159030e-01 -1.73597342e-01
-3.38377772e-01 -2.16495258e-01 -8.76612173e-02 -4.36595556e-01
-2.68502963e-01 -4.46746978e-01 -1.50484474e-01 -2.21763644e-01
-2.04920913e-01]
[ -9.55148950e-01 -9.40059997e-01 -9.81289896e-01 -7.41618252e-01
-1.03015426e+00 -9.85574063e-01 -6.01074060e-01 -5.88373792e-01
-7.48412994e-01 -5.62357130e-01 -7.25658060e-01 -5.72804186e-01
-6.51362749e-01]
[ -5.10397226e-01 -2.67085384e-01 -4.70006850e-01 -3.30346180e-01
-3.47436669e-01 -3.60604170e-01 -5.80322581e-01 -5.97053284e-01
-6.44555913e-01 -1.19967358e-01 -4.72328002e-01 -6.16089545e-01
-4.90488741e-01]
[ -1.15503472e-01 2.00943279e-02 -3.37277072e-01 -4.32039320e-01
-1.07337593e-01 -7.27523817e-02 -1.68201116e-01 -3.33958173e-01
-1.48879556e-01 1.04145517e-01 -4.41195266e-01 -8.62404921e-01
-4.40868665e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58705583e-01 -1.16980063e-01 1.63927224e-01 -2.70675710e-01
-1.29214917e-01 1.13109652e-01 -1.24801716e-01 1.22785640e-02
-8.22566583e-02 6.95607031e-02 -1.66740857e-01 -3.49799152e-01
-3.97606614e-04]
[ -8.24476282e-02 -2.65088772e-01 -1.78479817e-01 -2.99177547e-01
-4.79715353e-01 -8.50713507e-02 -3.44640979e-02 1.64686464e-02
-5.29022042e-02 2.82187782e-02 -2.12770693e-01 -3.32235886e-01
-2.57395474e-01]
[ -7.23936850e-02 -1.48825406e-02 -2.35685816e-01 -2.57486763e-01
1.27505975e-01 -1.63164157e-01 -1.65790953e-01 7.64455183e-02
-3.38212761e-03 4.77842905e-02 -1.78833282e-01 3.16591101e-02
-5.03169567e-02]
[ 3.25671489e-02 -1.63964920e-01 -1.49689634e-01 -7.70256396e-02
-1.22376457e-01 -1.07286543e-01 1.00884031e-01 -1.48138789e-01
-1.93156232e-02 3.51399945e-03 -2.33981282e-02 -1.53370297e-01
3.99247613e-02]
[ -2.87204698e-01 -1.42573543e-01 -7.39583412e-02 -9.89118438e-02
-3.03933115e-01 -2.73799083e-01 -3.67154385e-01 4.53220743e-02
-3.08019496e-01 -2.09648388e-01 1.71567813e-01 -5.45461230e-02
2.51158302e-01]
[ -2.23089635e-01 -1.23280733e-01 -8.97457031e-02 -3.98175200e-02
-8.22163930e-02 -1.17783293e-01 -7.39237606e-02 3.01790374e-02
-1.36718760e-01 -5.02249063e-02 3.42905939e-02 -1.18811786e-01
-4.84299474e-02]
[ -1.60813151e-01 -7.09221306e-02 -2.25955915e-01 -3.19261994e-01
-1.57787337e-01 -2.01628918e-01 -2.82931919e-01 -8.13686483e-02
1.64166787e-01 -1.83411012e-01 -3.66742226e-01 -2.99797924e-01
-2.01527744e-01]
[ -3.70752846e-01 -6.37635098e-02 -1.49672813e-01 -1.41915886e-01
-4.98572601e-02 -3.12498223e-01 3.39260550e-02 -7.20969121e-02
-1.22930636e-01 7.29069976e-02 7.71835504e-03 -2.26378264e-01
-2.51856726e-01]
[ -1.66900171e-01 -1.50080241e-01 -4.87467468e-02 -1.62843131e-01
-1.33679531e-01 -2.94434222e-01 -1.74154123e-02 -1.32455890e-01
-2.29028603e-01 3.56941907e-02 2.04927993e-01 -4.09590328e-02
-1.70153143e-01]
[ -1.35070187e-01 -1.74188024e-01 -1.13526789e-01 -2.71041083e-01
9.31633210e-02 -1.80966482e-02 -2.01115903e-01 -1.64005192e-01
1.00506457e-01 -1.00117906e-01 -1.25819862e-01 -7.56099633e-02
-3.43858190e-01]
[ -4.58415553e-02 -3.03376914e-02 -1.50006373e-01 -4.02571096e-02
-2.26356750e-01 6.23132077e-02 -9.02721483e-02 -5.55348606e-02
-2.37875053e-01 -9.73207353e-02 -7.32578500e-02 -3.09771299e-01
-2.05244683e-01]
[ -7.15883607e-02 2.52825535e-02 -1.28396130e-01 -3.12319195e-01
1.21138844e-01 2.05481859e-02 -2.14587144e-01 -1.55241914e-01
1.21898510e-01 -6.06099174e-02 -2.79833637e-01 -2.55671267e-01
-2.93571335e-01]
[ 8.16154208e-02 -3.12125417e-01 -8.22870569e-02 -4.48580242e-01
-2.24871949e-01 -8.86657936e-02 7.06940061e-02 1.07173033e-01
-4.86122952e-03 3.06242065e-01 -5.23151773e-01 -7.63331447e-01
4.28984577e-01]
[ -2.20046709e-01 -2.49003552e-01 -1.29367326e-01 -3.07214976e-01
-3.04214014e-01 -9.26393045e-02 2.08856608e-01 4.74359801e-02
2.96379817e-01 4.70288622e-02 -4.08603449e-01 -9.73194996e-01
6.34158849e-01]
[ -1.08001671e-02 -1.91337388e-01 2.40770729e-02 -3.15120294e-01
-1.74532273e-01 1.66597268e-01 2.10379508e-01 2.70337966e-01
-1.87922748e-02 2.49994823e-01 -2.30783575e-01 -1.04436170e+00
7.40484231e-01]
[ 3.81158973e-03 -4.68278216e-02 -1.23114305e-01 -1.27141529e-01
-1.80608498e-01 -4.61750376e-02 2.96962526e-01 1.70116936e-01
2.56950954e-01 3.77307880e-01 -4.79944851e-01 -9.27231521e-01
7.38074766e-01]
[ -8.03379631e-02 -2.82494831e-01 6.10790555e-02 -3.72253474e-01
-1.51671844e-01 1.17738132e-01 3.74886803e-01 1.46931627e-01
-5.77282985e-02 1.78007846e-01 -5.66245421e-01 -9.53808235e-01
8.67717745e-01]
[ 1.22237493e-01 -9.10471080e-02 1.75665833e-02 -1.77368941e-01
-8.37450946e-02 -1.75539619e-02 2.52225051e-01 3.73191233e-01
4.13024876e-01 2.71362367e-01 -5.52620517e-01 -8.45730367e-01
5.56680242e-01]
[ -6.49553617e-03 -1.34781835e-01 2.10071803e-02 1.12572720e-02
-8.89707318e-02 -2.83593583e-01 5.01083691e-02 3.32634552e-01
-1.00509338e-02 1.01060339e-01 -2.58177557e-01 -7.38992042e-01
2.74483475e-01]
[ 8.11794816e-02 1.09400394e-01 3.64929121e-03 1.22435682e-01
-8.91221079e-02 -5.93696428e-02 -1.92439784e-01 -1.50103439e-01
-2.69886182e-01 -1.31756262e-01 -1.36795962e-01 2.80042288e-01
-2.39919607e-01]
[ 4.01019359e-02 -9.47656728e-02 1.42082651e-01 2.64570793e-01
2.51998546e-01 8.42823578e-03 -3.98019968e-01 -3.47533850e-01
-8.12761457e-02 -5.34290116e-01 1.96647927e-01 1.01318320e+00
-5.37245163e-01]
[ 3.21770026e-02 7.98099676e-02 -2.12893760e-01 6.81161417e-02
3.33050616e-02 -1.52520812e-03 -1.77543630e-01 -3.41212544e-01
-2.88582632e-01 -2.08020787e-01 -3.79480433e-02 -4.41459104e-02
-2.02558641e-01]
[ -5.88546853e-02 -2.10510383e-01 6.14796204e-02 8.41489434e-02
-1.30727467e-01 -1.34855619e-01 1.02364056e-02 -3.67220355e-02
5.84863595e-02 -3.87562482e-01 -3.14401762e-01 -2.18746988e-01
9.71686407e-03]
[ 1.25016961e-02 -2.72137796e-01 5.73976959e-02 -2.62484570e-01
-1.93335143e-01 -2.31557735e-01 -2.69035631e-01 3.13890202e-02
-1.50033556e-02 8.97411197e-02 -1.82878231e-01 1.48666173e-01
-3.00916439e-02]
[ 1.68206329e-01 5.44827770e-02 -1.06351338e-01 -2.35974939e-01
-5.70391024e-02 -1.02599553e-01 -1.97624063e-01 -3.53984724e-03
-1.98521930e-01 -2.53672382e-01 -1.83632556e-01 3.28673555e-01
-1.08079616e-01]
[ -1.73999743e-01 -1.82260694e-01 -1.12498880e-01 -2.33021698e-01
-5.22413968e-02 2.64172896e-02 -1.90421463e-01 -2.26504477e-01
-1.38693544e-01 -3.56490187e-02 -2.24086065e-01 1.81546962e-01
-1.85796228e-01]
[ -3.61748621e-02 -2.10399267e-01 -1.61274277e-01 -2.36423693e-01
-5.17495048e-02 4.34073159e-02 -4.96615858e-02 -5.06694178e-02
-2.24643898e-01 -2.93208240e-01 -5.39648924e-02 5.87376800e-03
-3.85230967e-02]
[ 1.11761160e-01 8.26296784e-02 -1.21238055e-02 -1.77813380e-01
-3.22950753e-01 7.55996465e-03 -1.77683546e-01 -2.98235973e-01
-3.24502181e-01 7.05038366e-03 -9.56906324e-02 1.54090227e-01
-1.02114774e-01]
[ -6.41268575e-02 -8.36820315e-03 -2.85401705e-01 -5.62674743e-03
7.14839942e-02 1.55036198e-01 -2.45491227e-01 -1.95776462e-01
-5.92515598e-02 -7.67166410e-02 1.93302784e-01 6.28343227e-01
-1.22790567e-01]
[ 1.12423630e-01 3.47340595e-01 -2.02873088e-01 7.00241891e-01
1.20473030e-01 -1.42996870e-03 -2.54788336e-01 -4.03920082e-01
-2.56486638e-01 -3.80565857e-01 7.35247403e-01 9.67062576e-01
-9.93181280e-01]
[ -2.61289564e-02 1.85368685e-01 4.59040347e-02 2.69017566e-01
6.43653760e-03 -6.90914064e-02 -3.08991109e-01 -3.87700239e-01
-2.97826975e-01 -2.84987006e-01 5.40635970e-01 9.96022745e-01
-9.33024639e-01]
[ -4.59013622e-02 -1.30021825e-01 -1.54403839e-01 2.98353965e-01
-1.73444976e-01 2.33978472e-01 -8.41316575e-02 -2.22044164e-01
-2.46904070e-01 -4.34566827e-01 1.94714437e-01 5.10942647e-01
-4.46290305e-01]
[ 7.92415313e-02 -3.82157635e-01 -5.16255178e-02 -1.46771269e-02
-1.12773208e-01 1.99667918e-01 7.10719262e-02 1.64910763e-01
-1.77655051e-01 -3.38276088e-02 -6.37377817e-02 3.33276497e-01
-2.51773746e-01]
[ 2.04529465e-01 -2.93206080e-01 -1.20713033e-01 -8.13110255e-02
-2.11555639e-01 1.21937023e-01 1.72342476e-02 -1.40955044e-01
-5.99907630e-02 -8.83823455e-02 -1.40935730e-01 -1.60797669e-01
-1.44463881e-01]
[ -1.35693963e-01 -7.86519234e-02 3.71570829e-02 -2.45009972e-01
-5.62307536e-02 -1.41391339e-01 3.39205624e-02 -2.18255508e-02
-9.44700279e-02 -1.35971414e-02 -3.04138416e-01 -4.06172005e-01
-8.14113626e-02]
[ -1.40393713e-01 -1.37999273e-01 -6.77069145e-02 -2.74075612e-01
-3.47426947e-01 -2.88438864e-01 1.60367545e-01 1.38941546e-01
1.92216380e-02 1.14807909e-01 -2.54548182e-01 -8.03857021e-01
3.16141285e-02]
[ -1.55604826e-01 -2.48798600e-01 -2.97314409e-01 -5.63932988e-01
-2.96183657e-01 -2.08967194e-01 -2.87273405e-01 6.91131538e-02
-5.63106732e-03 -4.24252056e-01 -4.96378932e-01 -5.81936432e-01
-6.07651062e-01]
[ -1.15808290e-01 1.24915629e-01 1.81934713e-02 5.00861829e-02
-2.10153541e-01 -1.72414208e-01 -1.21460272e-01 2.53218363e-02
-1.17354955e-01 -1.51069594e-01 -1.63599625e-01 -3.51331151e-01
-2.54469586e-02]
[ -3.56836597e-01 -1.19331322e-01 -2.72181210e-01 2.07690049e-01
-2.01117142e-01 -2.30098029e-01 -8.64681261e-02 -1.16320285e-01
2.95273978e-02 4.12907060e-03 7.63952084e-02 -2.94090093e-01
4.17853856e-02]
[ -1.28603731e-01 -4.31829858e-02 -2.54529937e-01 7.55753805e-02
-2.25034959e-01 -2.78860323e-01 -3.56260466e-01 -1.86261859e-02
2.05684523e-02 -1.41616425e-01 -2.45748881e-01 -2.98894051e-01
1.87676384e-02]
[ -2.27747628e-01 -5.30927263e-01 -3.38509180e-01 -2.27979429e-01
-3.22486876e-01 -2.30117255e-01 -4.03081372e-02 -2.70782343e-01
6.19049934e-02 -2.41492119e-01 -1.11375648e-01 -2.01462271e-01
-7.47066790e-02]
[ -2.18611439e-01 -2.95550286e-01 -3.19796162e-01 -1.09113631e-01
-9.02861374e-02 -1.49934554e-01 -7.93650545e-02 5.37675581e-03
-1.95982413e-01 -5.13561733e-01 -2.34233773e-01 -1.57141349e-01
5.61833279e-03]
[ -1.11600399e-01 -3.97818846e-03 -2.40926983e-01 -6.21133805e-01
-2.56911738e-01 -2.59526217e-01 -9.59298740e-03 -4.15597216e-01
9.61409594e-02 -1.30951652e-01 -4.58514489e-01 -2.06823509e-01
-6.12109668e-01]]
Progress: 19.8% ... Training loss: 0.241 ... Validation loss: 0.414[[-0.17684339]
[ 0.23776072]
[-0.16356322]
[ 0.91989253]
[ 0.25314297]
[-0.05626685]
[-0.84343916]
[-0.94888793]
[-0.665885 ]
[-0.95717484]
[ 1.14796079]
[ 2.83047182]
[-1.86801973]]
[[ -5.32717797e-01 -4.99214671e-01 -5.85380285e-01 -1.07371055e-01
-3.01773684e-01 -5.93141653e-01 -1.73271210e-01 -2.60852343e-01
-4.13622646e-01 -3.68286925e-01 1.53113831e-01 6.85534142e-01
1.22190831e-01]
[ 5.46577781e-03 -1.37039039e-01 4.89757604e-02 -4.91840969e-02
-4.12147518e-02 5.83609328e-02 -1.23967405e-01 2.03255767e-01
-1.39107193e-01 -1.87594484e-01 -6.93879128e-02 -8.37451008e-02
6.43195252e-02]
[ -2.31384163e-01 1.35335510e-01 -2.51942322e-02 1.38583783e-01
8.11680229e-02 -1.23814806e-01 6.50488301e-02 -1.10997351e-01
2.76215246e-01 -2.43406360e-01 1.89566927e-01 7.42683968e-01
7.51492936e-01]
[ 2.03866694e-01 -2.42469762e-01 -2.77647481e-01 2.22402854e-02
-2.84773740e-01 5.47833223e-03 1.28096373e-01 -4.82463687e-01
1.72821207e-01 -2.74214597e-01 -2.08587174e-01 -3.74777109e-01
-1.47398898e-01]
[ 1.20338515e-01 6.29998005e-03 1.10044361e-01 -9.27201593e-02
-2.35890497e-02 7.19126564e-02 -9.53451060e-02 -6.30995616e-02
8.12001330e-02 1.92776241e-01 8.18487719e-02 -1.29886875e-01
-1.22422366e-01]
[ -4.80941005e-01 -6.02601705e-01 -6.02573227e-01 -6.07183872e-01
-5.85083104e-01 -5.64209567e-01 -3.06630350e-01 -1.57664097e-01
-4.35496993e-01 -2.37005000e-01 -5.08569207e-01 -7.24481214e-01
-5.25075067e-01]
[ -4.16891868e-01 -5.86836627e-01 -3.21941664e-01 -3.77344046e-01
-4.14339759e-01 -5.61900158e-01 -4.17131502e-01 -4.54400282e-01
-2.88051790e-01 -1.36813416e-01 -4.46913821e-01 -3.77303792e-01
-3.52019879e-01]
[ -3.32678190e-01 -3.46948559e-01 -4.77924244e-01 -1.92933412e-01
-3.19076728e-01 -4.19539972e-01 -2.77775998e-01 -2.23692688e-01
-2.87703758e-01 -5.09397395e-01 -2.60556299e-01 -5.90859292e-01
-3.77584685e-01]
[ -4.70475295e-01 -3.50572218e-01 -3.78870813e-01 -1.76500984e-01
-3.38920046e-01 -2.16357479e-01 -8.46077210e-02 -4.34775425e-01
-2.66419566e-01 -4.44103547e-01 -1.53867962e-01 -2.29473201e-01
-2.01240072e-01]
[ -9.54440704e-01 -9.40677105e-01 -9.80737270e-01 -7.41283365e-01
-1.03082108e+00 -9.85421664e-01 -5.97836932e-01 -5.83496584e-01
-7.45851477e-01 -5.55521856e-01 -7.28863069e-01 -5.84843442e-01
-6.48761578e-01]
[ -5.10030839e-01 -2.67829717e-01 -4.69676846e-01 -3.32767585e-01
-3.48167848e-01 -3.60503876e-01 -5.78440322e-01 -5.95359795e-01
-6.42778994e-01 -1.17287269e-01 -4.76654669e-01 -6.26609141e-01
-4.85172568e-01]
[ -1.15196872e-01 1.97054526e-02 -3.37080758e-01 -4.34594355e-01
-1.07739810e-01 -7.26864680e-02 -1.67339151e-01 -3.33892153e-01
-1.48032619e-01 1.04769571e-01 -4.44290415e-01 -8.71583592e-01
-4.40366506e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58628007e-01 -1.17118966e-01 1.64050587e-01 -2.71694211e-01
-1.29441709e-01 1.13145497e-01 -1.24197193e-01 1.40891659e-02
-8.19201182e-02 7.07935248e-02 -1.68417657e-01 -3.53714123e-01
6.72070620e-04]
[ -8.24626335e-02 -2.65005857e-01 -1.78519717e-01 -2.98665321e-01
-4.79658185e-01 -8.50846912e-02 -3.44249329e-02 1.64305909e-02
-5.29837880e-02 2.81499592e-02 -2.12621597e-01 -3.33150883e-01
-2.57883657e-01]
[ -7.20392216e-02 -1.55866222e-02 -2.35313299e-01 -2.60154852e-01
1.26709475e-01 -1.63072074e-01 -1.63947524e-01 8.06142681e-02
-1.66734423e-03 5.17186601e-02 -1.83409783e-01 1.83878447e-02
-4.48109038e-02]
[ 3.32408767e-02 -1.64740737e-01 -1.49267688e-01 -8.01994310e-02
-1.23127252e-01 -1.07141082e-01 1.04128816e-01 -1.46254249e-01
-1.66899764e-02 7.26246329e-03 -2.79795672e-02 -1.64829714e-01
4.30697343e-02]
[ -2.86979368e-01 -1.42990917e-01 -7.37839545e-02 -1.00465873e-01
-3.04290408e-01 -2.73764762e-01 -3.66449198e-01 4.54506221e-02
-3.07163203e-01 -2.08891320e-01 1.69415337e-01 -6.12463242e-02
2.52360288e-01]
[ -2.22915874e-01 -1.23715700e-01 -8.94077049e-02 -4.09921032e-02
-8.27992147e-02 -1.17721299e-01 -7.22044486e-02 3.33457954e-02
-1.34944209e-01 -4.78312710e-02 3.12714779e-02 -1.25201919e-01
-4.16998208e-02]
[ -1.61007642e-01 -7.05939335e-02 -2.26110208e-01 -3.17789314e-01
-1.57424451e-01 -2.01684501e-01 -2.84336325e-01 -8.30601910e-02
1.62898745e-01 -1.84433140e-01 -3.65260422e-01 -2.95074363e-01
-2.05499294e-01]
[ -3.71135662e-01 -6.31379877e-02 -1.49961235e-01 -1.37755654e-01
-4.91243299e-02 -3.12600295e-01 3.04263672e-02 -7.48688993e-02
-1.25540911e-01 7.07657587e-02 1.24916519e-02 -2.15391595e-01
-2.59544807e-01]
[ -1.66793231e-01 -1.49933746e-01 -4.88010996e-02 -1.62265567e-01
-1.33577218e-01 -2.94416964e-01 -1.65476163e-02 -1.33337197e-01
-2.28537617e-01 3.52545362e-02 2.05864072e-01 -4.31650162e-02
-1.69412708e-01]
[ -1.35070187e-01 -1.74188024e-01 -1.13526789e-01 -2.71041083e-01
9.31633210e-02 -1.80966482e-02 -2.01115903e-01 -1.64005192e-01
1.00506457e-01 -1.00117906e-01 -1.25819862e-01 -7.56099633e-02
-3.43858190e-01]
[ -4.54962897e-02 -3.07663847e-02 -1.49827074e-01 -4.18030889e-02
-2.26665816e-01 6.24070561e-02 -8.86841128e-02 -5.46797958e-02
-2.36658567e-01 -9.55961511e-02 -7.51094090e-02 -3.12118618e-01
-2.03384616e-01]
[ -7.15718797e-02 2.52489451e-02 -1.28389729e-01 -3.12548478e-01
1.21106599e-01 2.05569780e-02 -2.14313931e-01 -1.55236568e-01
1.22028497e-01 -6.05896016e-02 -2.79942846e-01 -2.55914732e-01
-2.93257335e-01]
[ 8.15816126e-02 -3.12095632e-01 -8.23280542e-02 -4.48625190e-01
-2.24837395e-01 -8.86792076e-02 7.05412433e-02 1.06829951e-01
-4.88806503e-03 3.05962102e-01 -5.23142152e-01 -7.63755478e-01
4.29138630e-01]
[ -2.20119130e-01 -2.48924176e-01 -1.29386654e-01 -3.06864802e-01
-3.04126843e-01 -9.26571934e-02 2.08329506e-01 4.72888091e-02
2.95982784e-01 4.68028738e-02 -4.08354311e-01 -9.72767028e-01
6.33247573e-01]
[ -1.10141397e-02 -1.91056749e-01 2.39343213e-02 -3.14189637e-01
-1.74250531e-01 1.66536189e-01 2.09077645e-01 2.69289901e-01
-1.98517755e-02 2.48813205e-01 -2.29662834e-01 -1.04337199e+00
7.37778407e-01]
[ 3.64691120e-03 -4.66644985e-02 -1.23188627e-01 -1.26282058e-01
-1.80441279e-01 -4.62114107e-02 2.95993777e-01 1.69497073e-01
2.56158563e-01 3.76494447e-01 -4.79200642e-01 -9.26561403e-01
7.35873701e-01]
[ -8.03382868e-02 -2.82504082e-01 6.10787259e-02 -3.72215117e-01
-1.51690587e-01 1.17743008e-01 3.75186278e-01 1.47187316e-01
-5.76367266e-02 1.78064102e-01 -5.66297633e-01 -9.54318364e-01
8.67999909e-01]
[ 1.22155736e-01 -9.09374497e-02 1.75170624e-02 -1.76857026e-01
-8.36298067e-02 -1.75751486e-02 2.51686734e-01 3.72765906e-01
4.12562154e-01 2.70958647e-01 -5.52237013e-01 -8.44932434e-01
5.55380438e-01]
[ -6.24005695e-03 -1.35051328e-01 2.11875849e-02 9.99261043e-03
-8.92661336e-02 -2.83543130e-01 5.20384082e-02 3.34470232e-01
-8.91132117e-03 1.03131760e-01 -2.59682843e-01 -7.42090288e-01
2.77100709e-01]
[ 8.12129814e-02 1.09626182e-01 3.57833242e-03 1.23093842e-01
-8.89293888e-02 -5.93824141e-02 -1.91664180e-01 -1.50691866e-01
-2.69838949e-01 -1.31842094e-01 -1.36837005e-01 2.77792249e-01
-2.41690794e-01]
[ 4.02767944e-02 -9.48421862e-02 1.42205867e-01 2.65431875e-01
2.52027661e-01 8.45788658e-03 -3.98525997e-01 -3.46925888e-01
-8.14903055e-02 -5.33136815e-01 1.97298170e-01 1.01339140e+00
-5.39521803e-01]
[ 3.21920609e-02 7.97976083e-02 -2.12894759e-01 6.81005470e-02
3.33005798e-02 -1.52102423e-03 -1.77434244e-01 -3.41245518e-01
-2.88524933e-01 -2.08011062e-01 -3.79196601e-02 -4.41147013e-02
-2.02575486e-01]
[ -5.87952492e-02 -2.10753731e-01 6.16271899e-02 8.31263604e-02
-1.31007650e-01 -1.34836836e-01 1.07462602e-02 -3.56550042e-02
5.90753647e-02 -3.86780819e-01 -3.15802663e-01 -2.23258776e-01
1.23350393e-02]
[ 1.27801433e-02 -2.72584923e-01 5.76753562e-02 -2.64811970e-01
-1.93880314e-01 -2.31488515e-01 -2.66737727e-01 3.43019076e-02
-1.32857272e-02 9.23878606e-02 -1.86529875e-01 1.38966799e-01
-2.33939782e-02]
[ 1.68377299e-01 5.42102187e-02 -1.06238726e-01 -2.37305979e-01
-5.73616998e-02 -1.02558441e-01 -1.96464520e-01 -2.56121967e-03
-1.97549180e-01 -2.52727310e-01 -1.85450398e-01 3.23775207e-01
-1.04419995e-01]
[ -1.73923722e-01 -1.82305727e-01 -1.12454398e-01 -2.33399715e-01
-5.23093046e-02 2.64355738e-02 -1.90017826e-01 -2.26335273e-01
-1.38372226e-01 -3.51167896e-02 -2.24771223e-01 1.80254705e-01
-1.85081365e-01]
[ -3.61167084e-02 -2.10559101e-01 -1.61142769e-01 -2.37081879e-01
-5.19754926e-02 4.34325212e-02 -4.90357610e-02 -4.96257776e-02
-2.24070992e-01 -2.92259383e-01 -5.53135261e-02 2.60894023e-03
-3.62343410e-02]
[ 1.11863323e-01 8.23388484e-02 -1.19840097e-02 -1.79009412e-01
-3.23198262e-01 7.59918116e-03 -1.76857281e-01 -2.97169880e-01
-3.23834056e-01 7.93055434e-03 -9.74221055e-02 1.49735045e-01
-9.90399456e-02]
[ -6.39719872e-02 -8.70989538e-03 -2.85219801e-01 -6.79789971e-03
7.10845689e-02 1.55096167e-01 -2.44618815e-01 -1.94341693e-01
-5.83879514e-02 -7.50314388e-02 1.91571687e-01 6.24503048e-01
-1.20531394e-01]
[ 1.13313296e-01 3.45830742e-01 -2.02223907e-01 6.94153709e-01
1.19138945e-01 -1.21472584e-03 -2.50810103e-01 -3.99840253e-01
-2.52771724e-01 -3.74876898e-01 7.26869537e-01 9.50382830e-01
-9.87378020e-01]
[ -2.64432681e-02 1.86424533e-01 4.54067281e-02 2.74654180e-01
7.46090396e-03 -6.91803121e-02 -3.11951300e-01 -3.92254404e-01
-3.00082431e-01 -2.89166888e-01 5.48806282e-01 1.01223374e+00
-9.41279601e-01]
[ -4.57765782e-02 -1.30199734e-01 -1.54309437e-01 2.97788255e-01
-1.73647995e-01 2.34021012e-01 -8.34491832e-02 -2.21036676e-01
-2.46444244e-01 -4.33799154e-01 1.93627335e-01 5.10966945e-01
-4.45581423e-01]
[ 7.90920204e-02 -3.81908798e-01 -5.17659640e-02 -1.30741325e-02
-1.12507711e-01 1.99619239e-01 6.96313310e-02 1.63247591e-01
-1.78466246e-01 -3.50238183e-02 -6.18794224e-02 3.38561688e-01
-2.54938501e-01]
[ 2.04593996e-01 -2.93270057e-01 -1.20689490e-01 -8.14510956e-02
-2.11598836e-01 1.21945139e-01 1.75091673e-02 -1.41211131e-01
-5.98635397e-02 -8.79416755e-02 -1.41378185e-01 -1.61656955e-01
-1.44254372e-01]
[ -1.35714184e-01 -7.86928442e-02 3.71802400e-02 -2.44993609e-01
-5.62537277e-02 -1.41392780e-01 3.37017362e-02 -2.18572932e-02
-9.45285290e-02 -1.35322227e-02 -3.04190753e-01 -4.06840154e-01
-8.13637992e-02]
[ -1.40419414e-01 -1.37982146e-01 -6.77204460e-02 -2.73979378e-01
-3.47414150e-01 -2.88445371e-01 1.60217763e-01 1.38829437e-01
1.91413856e-02 1.14641110e-01 -2.54464471e-01 -8.03888589e-01
3.15002407e-02]
[ -1.55438740e-01 -2.49032200e-01 -2.97115944e-01 -5.66050446e-01
-2.96555383e-01 -2.08927072e-01 -2.85222902e-01 7.21682538e-02
-4.76677926e-03 -4.22626451e-01 -4.99448891e-01 -5.92639056e-01
-6.04717637e-01]
[ -1.15675092e-01 1.24706912e-01 1.83646816e-02 4.91870046e-02
-2.10464152e-01 -1.72399685e-01 -1.21091159e-01 2.59382764e-02
-1.16391990e-01 -1.50041173e-01 -1.65062405e-01 -3.56442925e-01
-2.20643149e-02]
[ -3.56905798e-01 -1.18930871e-01 -2.72403365e-01 2.10323236e-01
-2.00699169e-01 -2.30125497e-01 -8.75182313e-02 -1.18073156e-01
2.85631955e-02 2.52949420e-03 7.99694865e-02 -2.87568904e-01
3.80571859e-02]
[ -1.28601923e-01 -4.30852504e-02 -2.54646742e-01 7.73365060e-02
-2.24863101e-01 -2.78837571e-01 -3.57549527e-01 -2.10096077e-02
2.00953330e-02 -1.42722931e-01 -2.43968843e-01 -2.91974810e-01
1.39539130e-02]
[ -2.27773399e-01 -5.31042866e-01 -3.38314053e-01 -2.27209841e-01
-3.22640944e-01 -2.30106766e-01 -4.08276451e-02 -2.69034602e-01
6.18612207e-02 -2.39400551e-01 -1.12892193e-01 -2.08132408e-01
-7.32234313e-02]
[ -2.18417269e-01 -2.96030899e-01 -3.19565591e-01 -1.10571531e-01
-9.07874015e-02 -1.49868482e-01 -7.84802264e-02 6.92506762e-03
-1.95325892e-01 -5.11588733e-01 -2.36998605e-01 -1.61418217e-01
6.77725621e-03]
[ -1.10619456e-01 -5.18815873e-03 -2.40304451e-01 -6.26464722e-01
-2.57964115e-01 -2.59334100e-01 -4.05740283e-03 -4.11791799e-01
1.00323653e-01 -1.24824747e-01 -4.65681516e-01 -2.25240057e-01
-6.04106479e-01]]
Progress: 19.9% ... Training loss: 0.246 ... Validation loss: 0.425[[-0.15994315]
[ 0.25251421]
[-0.15057761]
[ 0.94106313]
[ 0.26659922]
[-0.03887626]
[-0.81828978]
[-0.92693776]
[-0.64078321]
[-0.93747015]
[ 1.16744955]
[ 2.85286861]
[-1.84174139]]
[[ -5.32985494e-01 -4.98884329e-01 -5.85503775e-01 -1.04832753e-01
-3.01522771e-01 -5.93210997e-01 -1.74646731e-01 -2.63104124e-01
-4.14492087e-01 -3.69740175e-01 1.55827052e-01 6.91916785e-01
1.15347611e-01]
[ 5.32390475e-03 -1.36905675e-01 4.88607762e-02 -4.82861392e-02
-4.11108979e-02 5.83234229e-02 -1.24947921e-01 2.02385849e-01
-1.39863053e-01 -1.88376670e-01 -6.86596548e-02 -8.25846708e-02
6.16745005e-02]
[ -2.32012937e-01 1.36578908e-01 -2.62516638e-02 1.44533869e-01
8.28027323e-02 -1.24021927e-01 5.95454633e-02 -1.16172022e-01
2.71303565e-01 -2.48162170e-01 2.01178625e-01 7.85227859e-01
7.31029104e-01]
[ 2.02089237e-01 -2.40780606e-01 -2.78575534e-01 3.10269084e-02
-2.83298214e-01 5.09280359e-03 1.20233076e-01 -4.87744588e-01
1.65808116e-01 -2.81389279e-01 -1.99976795e-01 -3.53548146e-01
-1.56276249e-01]
[ 1.20762288e-01 6.07339430e-03 1.10144851e-01 -9.09158759e-02
-2.32760010e-02 7.18956482e-02 -9.58431690e-02 -6.44564350e-02
8.02790392e-02 1.94954033e-01 8.46815047e-02 -1.23376896e-01
-1.35062889e-01]
[ -4.81571151e-01 -6.02079677e-01 -6.02750932e-01 -6.03675981e-01
-5.84581718e-01 -5.64362507e-01 -3.09573820e-01 -1.61407332e-01
-4.37575765e-01 -2.40446565e-01 -5.06436465e-01 -7.24592783e-01
-5.30378448e-01]
[ -4.17772821e-01 -5.85435244e-01 -3.22907237e-01 -3.71334300e-01
-4.12990790e-01 -5.62186055e-01 -4.24039177e-01 -4.62069203e-01
-2.94114309e-01 -1.43665472e-01 -4.38438397e-01 -3.57953940e-01
-3.77540019e-01]
[ -3.32833231e-01 -3.47098786e-01 -4.77919284e-01 -1.92655842e-01
-3.19220934e-01 -4.19593153e-01 -2.78850466e-01 -2.22934301e-01
-2.87959417e-01 -5.09144616e-01 -2.61423486e-01 -5.91335522e-01
-3.77933379e-01]
[ -4.71123507e-01 -3.49414999e-01 -3.79561131e-01 -1.72317481e-01
-3.37676194e-01 -2.16650925e-01 -8.90304865e-02 -4.39756053e-01
-2.69895392e-01 -4.49012991e-01 -1.47899523e-01 -2.12522829e-01
-2.08254296e-01]
[ -9.55530564e-01 -9.39088872e-01 -9.81797034e-01 -7.33129127e-01
-1.02913381e+00 -9.85875344e-01 -6.08042598e-01 -5.94056844e-01
-7.52964788e-01 -5.64334178e-01 -7.18828700e-01 -5.61751596e-01
-6.77077273e-01]
[ -5.10716460e-01 -2.66874175e-01 -4.70232017e-01 -3.28973254e-01
-3.47267063e-01 -3.60713169e-01 -5.81409898e-01 -5.98029550e-01
-6.45618183e-01 -1.21010517e-01 -4.72764197e-01 -6.18056307e-01
-4.92686554e-01]
[ -1.15735743e-01 2.00920814e-02 -3.37294459e-01 -4.32564215e-01
-1.07377863e-01 -7.28089600e-02 -1.69512287e-01 -3.36296536e-01
-1.49952895e-01 1.02354854e-01 -4.42505839e-01 -8.67515847e-01
-4.42723263e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58877516e-01 -1.16872142e-01 1.63840193e-01 -2.70745695e-01
-1.29153123e-01 1.13060345e-01 -1.25079453e-01 1.21510320e-02
-8.25009999e-02 6.84275944e-02 -1.67187283e-01 -3.53269344e-01
-4.26911067e-04]
[ -8.29391083e-02 -2.64710218e-01 -1.78618412e-01 -2.96839023e-01
-4.79297586e-01 -8.51977735e-02 -3.62966519e-02 1.51762519e-02
-5.45806614e-02 2.71172143e-02 -2.12164983e-01 -3.32237179e-01
-2.60351625e-01]
[ -7.18750101e-02 -1.58174395e-02 -2.35011147e-01 -2.59577692e-01
1.26392066e-01 -1.63007917e-01 -1.64330657e-01 8.10831264e-02
-1.46936175e-03 5.29635320e-02 -1.83626843e-01 1.59934576e-02
-4.66083269e-02]
[ 3.31220111e-02 -1.64562795e-01 -1.49334929e-01 -8.00389476e-02
-1.23142210e-01 -1.07182261e-01 1.03298094e-01 -1.46322433e-01
-1.72479097e-02 6.32844568e-03 -2.84590463e-02 -1.68267893e-01
3.98962423e-02]
[ -2.87530646e-01 -1.42368994e-01 -7.42628784e-02 -9.68042149e-02
-3.03627910e-01 -2.73922927e-01 -3.69705975e-01 4.25107344e-02
-3.10178023e-01 -2.11489753e-01 1.73243925e-01 -5.05676235e-02
2.42408202e-01]
[ -2.23382965e-01 -1.22673037e-01 -9.01150117e-02 -3.70852240e-02
-8.16697023e-02 -1.17898489e-01 -7.63434570e-02 2.66582013e-02
-1.38573062e-01 -5.30552165e-02 3.89215702e-02 -1.07477840e-01
-5.65519362e-02]
[ -1.60921924e-01 -7.10619331e-02 -2.25959100e-01 -3.20102657e-01
-1.57874285e-01 -2.01652107e-01 -2.83441950e-01 -8.09508606e-02
1.64277257e-01 -1.83227295e-01 -3.69056140e-01 -3.02931612e-01
-2.01161774e-01]
[ -3.71249801e-01 -6.29782938e-02 -1.50009570e-01 -1.36170522e-01
-4.89807744e-02 -3.12637644e-01 2.94451061e-02 -7.54315747e-02
-1.26325255e-01 7.03570678e-02 1.40594867e-02 -2.11030024e-01
-2.62094801e-01]
[ -1.66794593e-01 -1.49936910e-01 -4.88021448e-02 -1.62246996e-01
-1.33575620e-01 -2.94418133e-01 -1.65419346e-02 -1.33359396e-01
-2.28537957e-01 3.52735442e-02 2.05916118e-01 -4.29584229e-02
-1.69394507e-01]
[ -1.35367122e-01 -1.73494404e-01 -1.13913816e-01 -2.69037878e-01
9.39293170e-02 -1.82492111e-02 -2.03198569e-01 -1.66345895e-01
9.84757770e-02 -1.02879885e-01 -1.22290678e-01 -6.38384712e-02
-3.47392570e-01]
[ -4.57403840e-02 -3.04085268e-02 -1.50082686e-01 -4.02229353e-02
-2.26319677e-01 6.23022516e-02 -9.03794363e-02 -5.68561978e-02
-2.37753429e-01 -9.73649510e-02 -7.31281439e-02 -3.07805529e-01
-2.06197652e-01]
[ -7.16164103e-02 2.52851661e-02 -1.28417045e-01 -3.12524482e-01
1.21140317e-01 2.05456146e-02 -2.14439495e-01 -1.55459034e-01
1.21868814e-01 -6.09150726e-02 -2.80037170e-01 -2.56926501e-01
-2.93560020e-01]
[ 8.15168560e-02 -3.12052096e-01 -8.23814394e-02 -4.48603779e-01
-2.24776910e-01 -8.86959987e-02 7.02187126e-02 1.06466637e-01
-5.06214512e-03 3.05415827e-01 -5.23025447e-01 -7.63759406e-01
4.28828138e-01]
[ -2.20136811e-01 -2.48928334e-01 -1.29386750e-01 -3.06990062e-01
-3.04127551e-01 -9.26627821e-02 2.08271573e-01 4.71871094e-02
2.95993010e-01 4.67720428e-02 -4.08567681e-01 -9.73362074e-01
6.33560665e-01]
[ -1.10558622e-02 -1.91012518e-01 2.39001607e-02 -3.14103808e-01
-1.74236640e-01 1.66528090e-01 2.08864041e-01 2.69127090e-01
-2.00448699e-02 2.48612747e-01 -2.29719163e-01 -1.04363879e+00
7.37421328e-01]
[ 3.44957106e-03 -4.64562939e-02 -1.23320007e-01 -1.25305865e-01
-1.80268640e-01 -4.62603435e-02 2.94710636e-01 1.68300323e-01
2.55132404e-01 3.75216514e-01 -4.78372422e-01 -9.25324377e-01
7.33061783e-01]
[ -8.04754214e-02 -2.82366387e-01 6.09700775e-02 -3.71450069e-01
-1.51551800e-01 1.17699828e-01 3.74106315e-01 1.46288386e-01
-5.84515227e-02 1.77414177e-01 -5.65683009e-01 -9.53099080e-01
8.65431098e-01]
[ 1.21908991e-01 -9.07423589e-02 1.73941211e-02 -1.76127655e-01
-8.34451506e-02 -1.76453456e-02 2.50455360e-01 3.71748515e-01
4.11699181e-01 2.69570772e-01 -5.51760046e-01 -8.45112280e-01
5.54261529e-01]
[ -6.15087154e-03 -1.35152053e-01 2.12503399e-02 9.54292320e-03
-8.93806892e-02 -2.83518582e-01 5.26968150e-02 3.35023796e-01
-8.46666600e-03 1.03669562e-01 -2.60090188e-01 -7.42921164e-01
2.77964894e-01]
[ 8.11141572e-02 1.09713376e-01 3.52939100e-03 1.23720421e-01
-8.88528107e-02 -5.94120504e-02 -1.92190402e-01 -1.51137990e-01
-2.70090966e-01 -1.32583361e-01 -1.36292198e-01 2.78289555e-01
-2.42153035e-01]
[ 4.04732142e-02 -9.52600451e-02 1.42663286e-01 2.63911864e-01
2.51275223e-01 8.51273906e-03 -3.97008933e-01 -3.43840564e-01
-7.99355360e-02 -5.30193074e-01 1.93056381e-01 9.98347052e-01
-5.36151561e-01]
[ 3.20051560e-02 7.99347738e-02 -2.12971085e-01 6.90865618e-02
3.34348234e-02 -1.57854794e-03 -1.78411428e-01 -3.42241969e-01
-2.88980225e-01 -2.08953134e-01 -3.73485357e-02 -4.38715239e-02
-2.03203494e-01]
[ -5.91709630e-02 -2.10253971e-01 6.12462468e-02 8.56051786e-02
-1.30547445e-01 -1.34946549e-01 8.29155062e-03 -3.81125370e-02
5.67443748e-02 -3.88886494e-01 -3.12774363e-01 -2.13982272e-01
5.48443197e-03]
[ 1.28521281e-02 -2.72768919e-01 5.77844417e-02 -2.65934920e-01
-1.94101092e-01 -2.31465890e-01 -2.65831390e-01 3.55206920e-02
-1.23586745e-02 9.33290589e-02 -1.88215635e-01 1.33942223e-01
-1.99532136e-02]
[ 1.68108057e-01 5.46367834e-02 -1.06536338e-01 -2.36079486e-01
-5.68875862e-02 -1.02631947e-01 -1.97902346e-01 -5.71740266e-03
-1.98978646e-01 -2.55196236e-01 -1.82565821e-01 3.33679944e-01
-1.09671102e-01]
[ -1.74287123e-01 -1.81694321e-01 -1.12900337e-01 -2.31703334e-01
-5.15523953e-02 2.62613432e-02 -1.92552805e-01 -2.29665259e-01
-1.40326852e-01 -3.86668111e-02 -2.21631747e-01 1.89475930e-01
-1.88753868e-01]
[ -3.62604604e-02 -2.10315139e-01 -1.61363441e-01 -2.36702554e-01
-5.17072211e-02 4.33815933e-02 -5.01237441e-02 -5.08255486e-02
-2.24931929e-01 -2.93665270e-01 -5.42540318e-02 8.68407385e-03
-3.96559774e-02]
[ 1.11786243e-01 8.23837247e-02 -1.20295231e-02 -1.79398968e-01
-3.23087145e-01 7.57098728e-03 -1.76942534e-01 -2.97408562e-01
-3.23603564e-01 7.83284024e-03 -9.82784749e-02 1.48345794e-01
-9.76094661e-02]
[ -6.41432314e-02 -8.48986679e-03 -2.85388090e-01 -5.78666107e-03
7.13611815e-02 1.55025210e-01 -2.45490825e-01 -1.95647339e-01
-5.93628035e-02 -7.66629051e-02 1.93561668e-01 6.30118552e-01
-1.23297798e-01]
[ 1.13058485e-01 3.46352549e-01 -2.02444765e-01 6.96236334e-01
1.19657528e-01 -1.31110875e-03 -2.52398513e-01 -4.01465927e-01
-2.53795873e-01 -3.76849796e-01 7.29874352e-01 9.57378066e-01
-9.89727645e-01]
[ -2.61399070e-02 1.86051218e-01 4.56541409e-02 2.74362560e-01
7.22949864e-03 -6.90927502e-02 -3.11183857e-01 -3.90399851e-01
-2.99644360e-01 -2.86965215e-01 5.47500721e-01 1.00542204e+00
-9.43314913e-01]
[ -4.58028714e-02 -1.29994980e-01 -1.54415033e-01 3.00634635e-01
-1.73464160e-01 2.34006450e-01 -8.46165732e-02 -2.22539962e-01
-2.47577287e-01 -4.34307617e-01 1.97401326e-01 5.19176810e-01
-4.52475092e-01]
[ 7.90568412e-02 -3.81861861e-01 -5.18028265e-02 -1.27907759e-02
-1.12446109e-01 1.99608651e-01 6.93696996e-02 1.62868178e-01
-1.78668090e-01 -3.53532432e-02 -6.14483470e-02 3.39668096e-01
-2.55683294e-01]
[ 2.04584208e-01 -2.93262221e-01 -1.20696862e-01 -8.13986378e-02
-2.11590122e-01 1.21942928e-01 1.74562513e-02 -1.41280866e-01
-5.99206126e-02 -8.80085021e-02 -1.41271448e-01 -1.61334024e-01
-1.44450025e-01]
[ -1.35835929e-01 -7.84819517e-02 3.70680682e-02 -2.43926591e-01
-5.60101561e-02 -1.41425281e-01 3.25764464e-02 -2.30962645e-02
-9.56498333e-02 -1.43732992e-02 -3.02872261e-01 -4.01752245e-01
-8.50651999e-02]
[ -1.40555359e-01 -1.37863627e-01 -6.78080461e-02 -2.73416122e-01
-3.47289077e-01 -2.88476702e-01 1.59380481e-01 1.38171167e-01
1.85300384e-02 1.13821425e-01 -2.53877914e-01 -8.03042038e-01
3.00352086e-02]
[ -1.56227259e-01 -2.47699674e-01 -2.97990320e-01 -5.62132570e-01
-2.95311219e-01 -2.09212743e-01 -2.90076954e-01 6.47032991e-02
-9.17821527e-03 -4.29004845e-01 -4.93017416e-01 -5.75129882e-01
-6.18828083e-01]
[ -1.15842611e-01 1.24895491e-01 1.83176313e-02 5.11596850e-02
-2.10367852e-01 -1.72434089e-01 -1.22756332e-01 2.47199836e-02
-1.17372814e-01 -1.50758603e-01 -1.63154540e-01 -3.53167934e-01
-2.61640170e-02]
[ -3.57154536e-01 -1.18887644e-01 -2.72403356e-01 2.10432570e-01
-2.00673148e-01 -2.30209967e-01 -8.77761779e-02 -1.16928047e-01
2.87491677e-02 2.49886251e-03 7.88841253e-02 -2.89913654e-01
4.19174065e-02]
[ -1.29095724e-01 -4.26270049e-02 -2.54951885e-01 8.00533464e-02
-2.24304408e-01 -2.78975228e-01 -3.59930932e-01 -2.41574567e-02
1.83882586e-02 -1.45703765e-01 -2.40730306e-01 -2.84042943e-01
1.10325034e-02]
[ -2.27929871e-01 -5.30929533e-01 -3.38466112e-01 -2.24905488e-01
-3.22429591e-01 -2.30139942e-01 -4.26641876e-02 -2.70231794e-01
6.02537733e-02 -2.40970095e-01 -1.10119830e-01 -2.05088374e-01
-7.91750263e-02]
[ -2.18956167e-01 -2.95305449e-01 -3.20037784e-01 -1.07456770e-01
-8.99465817e-02 -1.50067267e-01 -8.18608384e-02 2.94333710e-03
-1.97803817e-01 -5.15410021e-01 -2.32969235e-01 -1.51776510e-01
-1.71867058e-03]
[ -1.10539859e-01 -5.11911486e-03 -2.40282274e-01 -6.26621857e-01
-2.57991465e-01 -2.59345402e-01 -5.03005041e-03 -4.11561287e-01
9.94496112e-02 -1.24276913e-01 -4.67266345e-01 -2.28584656e-01
-6.10574059e-01]]
Progress: 19.9% ... Training loss: 0.238 ... Validation loss: 0.415[[-0.16113802]
[ 0.25288479]
[-0.15270203]
[ 0.93448612]
[ 0.26551059]
[-0.04051899]
[-0.82762214]
[-0.92710673]
[-0.64912655]
[-0.9320973 ]
[ 1.16719341]
[ 2.85443341]
[-1.85789961]]
[[ -5.33519035e-01 -4.97621633e-01 -5.86094494e-01 -1.02601387e-01
-2.99994017e-01 -5.93355645e-01 -1.75429689e-01 -2.66200347e-01
-4.15352693e-01 -3.75541259e-01 1.62090843e-01 7.06910776e-01
1.16014229e-01]
[ 5.17595376e-03 -1.36594299e-01 4.87040818e-02 -4.70395483e-02
-4.08272483e-02 5.82861864e-02 -1.25900576e-01 2.01125027e-01
-1.40659111e-01 -1.89328424e-01 -6.73979453e-02 -7.96610255e-02
5.89431807e-02]
[ -2.31525333e-01 1.36301913e-01 -2.57046345e-02 1.37644268e-01
8.19025046e-02 -1.23961317e-01 6.55912093e-02 -1.10491315e-01
2.77275769e-01 -2.44459585e-01 1.92320309e-01 7.45377564e-01
7.46113869e-01]
[ 2.02944219e-01 -2.43475533e-01 -2.77185666e-01 2.30027529e-02
-2.85906574e-01 5.30003466e-03 1.29851446e-01 -4.72614538e-01
1.72586010e-01 -2.66878490e-01 -2.16719803e-01 -3.94723454e-01
-1.25226232e-01]
[ 1.19242480e-01 8.82510580e-03 1.08799517e-01 -7.67456615e-02
-2.02325595e-02 7.15275458e-02 -1.09731519e-01 -7.91357312e-02
7.12439394e-02 1.82518664e-01 1.03844184e-01 -7.43782827e-02
-1.63810194e-01]
[ -4.82298205e-01 -6.01130998e-01 -6.03305583e-01 -6.00509324e-01
-5.83463895e-01 -5.64532025e-01 -3.13570141e-01 -1.67339071e-01
-4.40533607e-01 -2.46346107e-01 -5.01263866e-01 -7.09689919e-01
-5.37170312e-01]
[ -4.17627315e-01 -5.85358663e-01 -3.22881683e-01 -3.72557806e-01
-4.12939834e-01 -5.62155966e-01 -4.23098032e-01 -4.62913540e-01
-2.92760126e-01 -1.45076836e-01 -4.37581928e-01 -3.55944611e-01
-3.74423544e-01]
[ -3.32395755e-01 -3.47751502e-01 -4.77560012e-01 -1.98140227e-01
-3.20075702e-01 -4.19502700e-01 -2.73529874e-01 -2.18552142e-01
-2.83920576e-01 -5.06194599e-01 -2.68081634e-01 -6.17180269e-01
-3.67979492e-01]
[ -4.70774245e-01 -3.49919639e-01 -3.79150297e-01 -1.74765764e-01
-3.38346262e-01 -2.16544787e-01 -8.61364398e-02 -4.36152882e-01
-2.68157032e-01 -4.46130946e-01 -1.50828034e-01 -2.19690616e-01
-2.02127303e-01]
[ -9.55020177e-01 -9.39899499e-01 -9.81471525e-01 -7.41024544e-01
-1.03016613e+00 -9.85729382e-01 -6.01256278e-01 -5.90936781e-01
-7.47412596e-01 -5.64579201e-01 -7.25329412e-01 -5.80264019e-01
-6.63321556e-01]
[ -5.10426936e-01 -2.67061754e-01 -4.69944933e-01 -3.31050040e-01
-3.47529078e-01 -3.60649052e-01 -5.79244762e-01 -5.97479853e-01
-6.44076628e-01 -1.19078488e-01 -4.74698060e-01 -6.25596362e-01
-4.88260208e-01]
[ -1.16330465e-01 2.09581904e-02 -3.37666043e-01 -4.28581529e-01
-1.06439585e-01 -7.29618755e-02 -1.73304281e-01 -3.38757042e-01
-1.52873100e-01 9.91890050e-02 -4.37628854e-01 -8.57563711e-01
-4.48499835e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58931201e-01 -1.16696947e-01 1.63715298e-01 -2.70528426e-01
-1.28925968e-01 1.13032710e-01 -1.25841221e-01 1.10361756e-02
-8.32075487e-02 6.71122788e-02 -1.66260709e-01 -3.49861986e-01
-2.98995907e-03]
[ -8.32536822e-02 -2.64347577e-01 -1.78834719e-01 -2.95583882e-01
-4.78960089e-01 -8.52703997e-02 -3.80540100e-02 1.24262361e-02
-5.56028366e-02 2.44777061e-02 -2.10328669e-01 -3.29012150e-01
-2.62223051e-01]
[ -7.21997325e-02 -1.53870454e-02 -2.35214704e-01 -2.57661494e-01
1.26927680e-01 -1.63066603e-01 -1.65765021e-01 7.90614436e-02
-2.74494346e-03 5.10860031e-02 -1.80514322e-01 2.56374089e-02
-4.90990810e-02]
[ 3.26388321e-02 -1.63557472e-01 -1.49946358e-01 -7.59170107e-02
-1.21960496e-01 -1.07287077e-01 1.00173885e-01 -1.50725949e-01
-1.98773654e-02 5.09408512e-04 -2.14941440e-02 -1.47713989e-01
3.20434526e-02]
[ -2.87241087e-01 -1.42763194e-01 -7.40005869e-02 -9.96073430e-02
-3.04063456e-01 -2.73862168e-01 -3.68054870e-01 4.41268620e-02
-3.08455813e-01 -2.09497245e-01 1.70054184e-01 -6.09936727e-02
2.47597518e-01]
[ -2.22974032e-01 -1.23551883e-01 -8.95868782e-02 -4.15107896e-02
-8.27328180e-02 -1.17798889e-01 -7.25135320e-02 3.04686059e-02
-1.35416494e-01 -4.93128863e-02 3.30251870e-02 -1.22766303e-01
-4.68971909e-02]
[ -1.61105710e-01 -7.05039338e-02 -2.26167376e-01 -3.18302650e-01
-1.57307972e-01 -2.01711417e-01 -2.84817851e-01 -8.30330378e-02
1.63186839e-01 -1.84589906e-01 -3.67800853e-01 -3.03777045e-01
-2.06276181e-01]
[ -3.70849644e-01 -6.37771604e-02 -1.49637159e-01 -1.41231944e-01
-4.99395609e-02 -3.12536939e-01 3.35717669e-02 -7.14593546e-02
-1.22816251e-01 7.29041598e-02 8.49085006e-03 -2.29538002e-01
-2.52837267e-01]
[ -1.66564060e-01 -1.50245754e-01 -4.86128747e-02 -1.64196901e-01
-1.33944512e-01 -2.94374131e-01 -1.41454771e-02 -1.31715943e-01
-2.26841335e-01 3.67701854e-02 2.03747169e-01 -4.85257982e-02
-1.63850129e-01]
[ -1.35610371e-01 -1.73075035e-01 -1.14035391e-01 -2.67112173e-01
9.43233233e-02 -1.83109883e-02 -2.04334449e-01 -1.66425344e-01
9.74838004e-02 -1.03769213e-01 -1.19939443e-01 -5.80875437e-02
-3.47735025e-01]
[ -4.55965582e-02 -3.06123840e-02 -1.49990985e-01 -4.15219356e-02
-2.26517796e-01 6.23506581e-02 -8.91615736e-02 -5.58041047e-02
-2.37182263e-01 -9.67384298e-02 -7.43804660e-02 -3.11234328e-01
-2.04588393e-01]
[ -7.12810344e-02 2.47867607e-02 -1.28133804e-01 -3.14211236e-01
1.20566420e-01 2.06341567e-02 -2.12912565e-01 -1.53892382e-01
1.23102942e-01 -5.88956797e-02 -2.81965563e-01 -2.61543914e-01
-2.92174882e-01]
[ 8.15108323e-02 -3.12035161e-01 -8.23859710e-02 -4.48607256e-01
-2.24766976e-01 -8.86978804e-02 7.01693535e-02 1.06370499e-01
-5.08752227e-03 3.05374606e-01 -5.23091723e-01 -7.63969687e-01
4.28998640e-01]
[ -2.20091308e-01 -2.48946163e-01 -1.29357273e-01 -3.08392109e-01
-3.04221648e-01 -9.26535355e-02 2.09549167e-01 4.76409441e-02
2.96637076e-01 4.73648262e-02 -4.10343646e-01 -9.77775352e-01
6.37201978e-01]
[ -1.10245530e-02 -1.91146146e-01 2.39353872e-02 -3.15233209e-01
-1.74367057e-01 1.66537369e-01 2.09795171e-01 2.69999141e-01
-1.94407855e-02 2.49306044e-01 -2.31129821e-01 -1.04681830e+00
7.40425417e-01]
[ 3.51707700e-03 -4.65535320e-02 -1.23273856e-01 -1.25711761e-01
-1.80363169e-01 -4.62449610e-02 2.95291770e-01 1.68883596e-01
2.55549584e-01 3.75871142e-01 -4.78759624e-01 -9.26105839e-01
7.34202307e-01]
[ -8.04012057e-02 -2.82519776e-01 6.10498220e-02 -3.72384125e-01
-1.51777318e-01 1.17724024e-01 3.75088205e-01 1.47271669e-01
-5.79725048e-02 1.78079172e-01 -5.66683913e-01 -9.56075852e-01
8.67320685e-01]
[ 1.21823779e-01 -9.06258568e-02 1.73136129e-02 -1.75600285e-01
-8.33252648e-02 -1.76673174e-02 2.49900402e-01 3.71017957e-01
4.11213479e-01 2.68889362e-01 -5.51219175e-01 -8.44784250e-01
5.52934543e-01]
[ -5.99093140e-03 -1.35373425e-01 2.13436633e-02 8.29858944e-03
-8.96428727e-02 -2.83492789e-01 5.40493407e-02 3.36402045e-01
-7.61075045e-03 1.04317211e-01 -2.61406491e-01 -7.46115145e-01
2.80902649e-01]
[ 8.12744971e-02 1.09538291e-01 3.64157279e-03 1.23084520e-01
-8.90064387e-02 -5.93785857e-02 -1.91138420e-01 -1.49852641e-01
-2.69642498e-01 -1.31256860e-01 -1.37029906e-01 2.76463793e-01
-2.41510935e-01]
[ 4.07025759e-02 -9.60766638e-02 1.43090361e-01 2.62352436e-01
2.50584072e-01 8.59589473e-03 -3.94966296e-01 -3.42675475e-01
-7.73303113e-02 -5.28862521e-01 1.90513072e-01 9.92452075e-01
-5.32679891e-01]
[ 3.20187381e-02 7.98207538e-02 -2.12952673e-01 6.85806398e-02
3.32995999e-02 -1.57512401e-03 -1.77977415e-01 -3.41755295e-01
-2.88658587e-01 -2.08818594e-01 -3.82053196e-02 -4.71928013e-02
-2.01688587e-01]
[ -5.90805515e-02 -2.10530010e-01 6.14031855e-02 8.41443251e-02
-1.30833420e-01 -1.34922517e-01 9.33067841e-03 -3.69467025e-02
5.76872541e-02 -3.88016085e-01 -3.14414264e-01 -2.18978689e-01
8.72545187e-03]
[ 1.30573729e-02 -2.73276407e-01 5.81014967e-02 -2.68765060e-01
-1.94713844e-01 -2.31417403e-01 -2.63939005e-01 3.80486873e-02
-1.04575068e-02 9.59005530e-02 -1.92509220e-01 1.22779277e-01
-1.19570203e-02]
[ 1.68173345e-01 5.46138922e-02 -1.06483509e-01 -2.36316341e-01
-5.69232930e-02 -1.02612199e-01 -1.98122758e-01 -5.87209536e-03
-1.99114141e-01 -2.55122430e-01 -1.82077391e-01 3.35368712e-01
-1.10396262e-01]
[ -1.74514920e-01 -1.81177961e-01 -1.13255765e-01 -2.31176735e-01
-5.09745168e-02 2.61956241e-02 -1.94262880e-01 -2.33471910e-01
-1.41114467e-01 -4.32365034e-02 -2.18884329e-01 1.99179292e-01
-1.91041638e-01]
[ -3.62847698e-02 -2.10276791e-01 -1.61383700e-01 -2.36614581e-01
-5.16661631e-02 4.33753897e-02 -5.01986813e-02 -5.10523854e-02
-2.25076238e-01 -2.93787105e-01 -5.40996853e-02 9.27992657e-03
-4.00758007e-02]
[ 1.11364864e-01 8.34340033e-02 -1.25604408e-02 -1.76671552e-01
-3.22227945e-01 7.47016536e-03 -1.79790759e-01 -3.02569835e-01
-3.25778077e-01 3.04720554e-03 -9.29204103e-02 1.60964699e-01
-1.06259925e-01]
[ -6.41817994e-02 -8.31570662e-03 -2.85458867e-01 -5.51987369e-03
7.16130036e-02 1.55013216e-01 -2.45998593e-01 -1.96323072e-01
-5.96870692e-02 -7.72676689e-02 1.94853971e-01 6.31571223e-01
-1.25138818e-01]
[ 1.12830967e-01 3.47036852e-01 -2.02644197e-01 6.99023880e-01
1.20394430e-01 -1.37795569e-03 -2.53952746e-01 -4.03147797e-01
-2.55208292e-01 -3.77951824e-01 7.33327344e-01 9.62709576e-01
-9.94331117e-01]
[ -2.63184742e-02 1.86204099e-01 4.55739322e-02 2.75834879e-01
7.49248036e-03 -6.91404629e-02 -3.12148281e-01 -3.90073696e-01
-3.00218840e-01 -2.88338421e-01 5.48719459e-01 1.00821464e+00
-9.44117455e-01]
[ -4.57419019e-02 -1.30051287e-01 -1.54404176e-01 3.00166411e-01
-1.73526702e-01 2.34037108e-01 -8.41656467e-02 -2.22079247e-01
-2.47575246e-01 -4.34278058e-01 1.97374720e-01 5.18623497e-01
-4.52805435e-01]
[ 7.91362651e-02 -3.81970249e-01 -5.17243126e-02 -1.32425444e-02
-1.12565991e-01 1.99625981e-01 6.99433194e-02 1.63509804e-01
-1.78144747e-01 -3.46438578e-02 -6.22635155e-02 3.36732173e-01
-2.54271999e-01]
[ 2.04768814e-01 -2.93494504e-01 -1.20552956e-01 -8.24054289e-02
-2.11879774e-01 1.21988902e-01 1.84164626e-02 -1.40043420e-01
-5.92795826e-02 -8.67734248e-02 -1.42529420e-01 -1.63889468e-01
-1.42573179e-01]
[ -1.35776955e-01 -7.86381076e-02 3.71483273e-02 -2.44594828e-01
-5.61764611e-02 -1.41410870e-01 3.31083012e-02 -2.23457346e-02
-9.52735133e-02 -1.37677075e-02 -3.03835736e-01 -4.04342951e-01
-8.32950429e-02]
[ -1.40667469e-01 -1.37656760e-01 -6.79069258e-02 -2.72858320e-01
-3.47145235e-01 -2.88500969e-01 1.58923305e-01 1.37596067e-01
1.80053820e-02 1.13482103e-01 -2.53596852e-01 -8.03062026e-01
2.87203140e-02]
[ -1.56068060e-01 -2.48073887e-01 -2.97920603e-01 -5.66191802e-01
-2.95892053e-01 -2.09196690e-01 -2.87591320e-01 6.59278781e-02
-6.98935069e-03 -4.29966228e-01 -4.98043258e-01 -5.88184744e-01
-6.13430487e-01]
[ -1.15911023e-01 1.24878738e-01 1.82788098e-02 5.11672939e-02
-2.10391871e-01 -1.72449208e-01 -1.22960876e-01 2.44745144e-02
-1.17455429e-01 -1.50838333e-01 -1.63439385e-01 -3.54820076e-01
-2.49522773e-02]
[ -3.57358178e-01 -1.18666523e-01 -2.72475013e-01 2.11251946e-01
-2.00493090e-01 -2.30250930e-01 -8.84335403e-02 -1.16312869e-01
2.79490792e-02 2.51054406e-03 7.96104435e-02 -2.89107362e-01
4.32772903e-02]
[ -1.29090055e-01 -4.28261381e-02 -2.54901523e-01 7.97147191e-02
-2.24384810e-01 -2.78961748e-01 -3.59166531e-01 -2.32164338e-02
1.90367775e-02 -1.45294061e-01 -2.40628472e-01 -2.83269832e-01
1.46276260e-02]
[ -2.27731548e-01 -5.31314165e-01 -3.38177755e-01 -2.27855248e-01
-3.22995775e-01 -2.30081718e-01 -3.96774222e-02 -2.67828881e-01
6.24813839e-02 -2.38548064e-01 -1.14169066e-01 -2.16583866e-01
-7.04568614e-02]
[ -2.19174855e-01 -2.94701671e-01 -3.20177625e-01 -1.05553728e-01
-8.92523802e-02 -1.50099569e-01 -8.22824065e-02 1.44915742e-03
-1.98753317e-01 -5.16541116e-01 -2.29725400e-01 -1.49261274e-01
-4.48346341e-03]
[ -1.10207121e-01 -5.10138025e-03 -2.40199384e-01 -6.27993781e-01
-2.57970342e-01 -2.59287614e-01 -4.82391461e-03 -4.13796078e-01
1.00390363e-01 -1.26426965e-01 -4.65536001e-01 -2.22577140e-01
-6.15686283e-01]]
Progress: 19.9% ... Training loss: 0.240 ... Validation loss: 0.414[[-0.1639779 ]
[ 0.25677145]
[-0.15357973]
[ 0.94221473]
[ 0.26740404]
[-0.04276952]
[-0.82631116]
[-0.93461113]
[-0.64523713]
[-0.93575672]
[ 1.17489045]
[ 2.87312718]
[-1.85216008]]
[[ -5.33607075e-01 -4.97090608e-01 -5.86069811e-01 -9.90970079e-02
-2.99486219e-01 -5.93352136e-01 -1.75572935e-01 -2.62694330e-01
-4.16639932e-01 -3.74037655e-01 1.65756619e-01 7.10495714e-01
1.12925823e-01]
[ 5.73096407e-03 -1.37647588e-01 4.93890610e-02 -5.27019992e-02
-4.17988471e-02 5.84160707e-02 -1.21857259e-01 2.07427101e-01
-1.38458048e-01 -1.85012566e-01 -7.50330403e-02 -1.01558436e-01
6.85780452e-02]
[ -2.32842129e-01 1.39661102e-01 -2.74902415e-02 1.51035169e-01
8.51988599e-02 -1.24313150e-01 5.75052066e-02 -1.23678782e-01
2.69381992e-01 -2.57344689e-01 2.12748702e-01 7.91084308e-01
7.21467635e-01]
[ 2.02902084e-01 -2.43753612e-01 -2.77757727e-01 2.61475900e-02
-2.85644436e-01 5.25612157e-03 1.27713888e-01 -4.81681623e-01
1.72069690e-01 -2.74467323e-01 -2.09129305e-01 -3.67146624e-01
-1.27845149e-01]
[ 1.20375472e-01 7.66825084e-03 1.09834366e-01 -8.38221822e-02
-2.20699122e-02 7.17978881e-02 -1.06741425e-01 -7.22399048e-02
7.60228239e-02 1.90855283e-01 9.25053453e-02 -9.64136582e-02
-1.60073544e-01]
[ -4.81984270e-01 -6.01969711e-01 -6.02717304e-01 -6.03833135e-01
-5.84373103e-01 -5.64422512e-01 -3.11287025e-01 -1.60894512e-01
-4.39004931e-01 -2.41815951e-01 -5.07462649e-01 -7.26989454e-01
-5.32004633e-01]
[ -4.17507018e-01 -5.84908426e-01 -3.22934077e-01 -3.69031035e-01
-4.12769747e-01 -5.62145285e-01 -4.23873981e-01 -4.63471938e-01
-2.92925609e-01 -1.44878791e-01 -4.34279578e-01 -3.49026175e-01
-3.84040163e-01]
[ -3.32838562e-01 -3.46628963e-01 -4.78049645e-01 -1.93426535e-01
-3.18853697e-01 -4.19625345e-01 -2.77008945e-01 -2.21670154e-01
-2.88191777e-01 -5.09594731e-01 -2.61244540e-01 -6.05192001e-01
-3.78628061e-01]
[ -4.70598092e-01 -3.50074326e-01 -3.79111782e-01 -1.75858164e-01
-3.38438738e-01 -2.16500867e-01 -8.50191090e-02 -4.35844210e-01
-2.67327690e-01 -4.45510878e-01 -1.51742444e-01 -2.20930804e-01
-1.99675755e-01]
[ -9.54525922e-01 -9.40477264e-01 -9.80752457e-01 -7.40405565e-01
-1.03071330e+00 -9.85589586e-01 -5.98517347e-01 -5.83351026e-01
-7.47643148e-01 -5.57047566e-01 -7.28591625e-01 -5.95335383e-01
-6.64779724e-01]
[ -5.11324837e-01 -2.65431568e-01 -4.70812649e-01 -3.25712592e-01
-3.45977350e-01 -3.60868516e-01 -5.84957364e-01 -6.03254789e-01
-6.48319578e-01 -1.26450641e-01 -4.65991390e-01 -6.03835079e-01
-5.02021630e-01]
[ -1.15759240e-01 2.04851477e-02 -3.37432627e-01 -4.30713705e-01
-1.07053729e-01 -7.28407394e-02 -1.71185182e-01 -3.37491039e-01
-1.50478264e-01 1.00977660e-01 -4.40047061e-01 -8.63886647e-01
-4.45928206e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58693795e-01 -1.17276070e-01 1.64174708e-01 -2.72872208e-01
-1.29546471e-01 1.13113269e-01 -1.24244501e-01 1.55983189e-02
-8.23934616e-02 7.05618699e-02 -1.70990153e-01 -3.63300938e-01
-3.94933773e-04]
[ -8.35094848e-02 -2.64253137e-01 -1.78873828e-01 -2.95327664e-01
-4.78871232e-01 -8.53199383e-02 -3.89286559e-02 1.27052868e-02
-5.60587226e-02 2.37354380e-02 -2.10488133e-01 -3.31175078e-01
-2.61019990e-01]
[ -7.17151560e-02 -1.60005580e-02 -2.34903402e-01 -2.59716466e-01
1.26255700e-01 -1.62950596e-01 -1.63433349e-01 8.15967381e-02
-9.77542189e-04 5.41494455e-02 -1.82914623e-01 2.08831405e-02
-4.62540415e-02]
[ 3.28013868e-02 -1.63434325e-01 -1.49901925e-01 -7.52452268e-02
-1.21900454e-01 -1.07261508e-01 9.99790058e-02 -1.50582715e-01
-1.94706337e-02 1.26328200e-03 -2.05839404e-02 -1.45183198e-01
2.83951366e-02]
[ -2.87759609e-01 -1.41719074e-01 -7.45420137e-02 -9.36863687e-02
-3.03047235e-01 -2.73991026e-01 -3.71328126e-01 4.01935636e-02
-3.11750604e-01 -2.13382300e-01 1.76683223e-01 -4.29143756e-02
2.34799820e-01]
[ -2.22524257e-01 -1.24502877e-01 -8.90624996e-02 -4.61963576e-02
-8.39252257e-02 -1.17680317e-01 -6.85476178e-02 3.56361381e-02
-1.31731487e-01 -4.54637915e-02 2.59072430e-02 -1.40624392e-01
-3.47220432e-02]
[ -1.61437682e-01 -6.95675952e-02 -2.26527236e-01 -3.14445178e-01
-1.56513420e-01 -2.01797393e-01 -2.87729487e-01 -8.68990477e-02
1.60280040e-01 -1.86807984e-01 -3.62944676e-01 -2.92189418e-01
-2.15657850e-01]
[ -3.71210830e-01 -6.29233911e-02 -1.50042659e-01 -1.36354142e-01
-4.89608519e-02 -3.12622345e-01 2.95331844e-02 -7.51609822e-02
-1.25893017e-01 6.96133929e-02 1.53070238e-02 -2.16318621e-01
-2.64031457e-01]
[ -1.66405369e-01 -1.50496186e-01 -4.85324565e-02 -1.66263999e-01
-1.33987699e-01 -2.94359392e-01 -1.21515802e-02 -1.29985704e-01
-2.26359966e-01 3.73376992e-02 2.02125845e-01 -5.62844923e-02
-1.59346830e-01]
[ -1.35635807e-01 -1.72944311e-01 -1.14113194e-01 -2.66763933e-01
9.44624828e-02 -1.83179892e-02 -2.04701389e-01 -1.66964273e-01
9.73649017e-02 -1.04262295e-01 -1.19199651e-01 -5.61189940e-02
-3.48048925e-01]
[ -4.54486468e-02 -3.08177048e-02 -1.49911243e-01 -4.24063936e-02
-2.26663402e-01 6.23893298e-02 -8.83572002e-02 -5.53601607e-02
-2.36634013e-01 -9.60021268e-02 -7.52077193e-02 -3.12158486e-01
-2.03262944e-01]
[ -7.12614530e-02 2.47829827e-02 -1.28125020e-01 -3.14283597e-01
1.20552973e-01 2.06382888e-02 -2.12799774e-01 -1.53637133e-01
1.23174572e-01 -5.87381115e-02 -2.82034967e-01 -2.61665487e-01
-2.92134090e-01]
[ 8.14098705e-02 -3.11917789e-01 -8.24577053e-02 -4.48343395e-01
-2.24668948e-01 -8.87174473e-02 6.98301993e-02 1.05724007e-01
-5.49149711e-03 3.04707921e-01 -5.22914726e-01 -7.63964345e-01
4.28360216e-01]
[ -2.20090626e-01 -2.48896195e-01 -1.29371982e-01 -3.08261283e-01
-3.04194040e-01 -9.26559684e-02 2.09460961e-01 4.76522698e-02
2.96573065e-01 4.73914451e-02 -4.10231034e-01 -9.77727335e-01
6.36945555e-01]
[ -1.09794685e-02 -1.91201826e-01 2.39698132e-02 -3.15536238e-01
-1.74439379e-01 1.66549585e-01 2.10203253e-01 2.70493561e-01
-1.92047657e-02 2.49752907e-01 -2.31529670e-01 -1.04742133e+00
7.41347380e-01]
[ 3.53435975e-03 -4.66313738e-02 -1.23253063e-01 -1.26136029e-01
-1.80433113e-01 -4.62422917e-02 2.95635311e-01 1.69237781e-01
2.55826247e-01 3.76171593e-01 -4.79276058e-01 -9.27608803e-01
7.35412789e-01]
[ -8.04126407e-02 -2.82497511e-01 6.10506211e-02 -3.72546603e-01
-1.51818238e-01 1.17719763e-01 3.75258144e-01 1.47706773e-01
-5.80869588e-02 1.78340237e-01 -5.67210232e-01 -9.57816530e-01
8.68536658e-01]
[ 1.21800040e-01 -9.06039280e-02 1.72997303e-02 -1.75501385e-01
-8.33055192e-02 -1.76726671e-02 2.49788553e-01 3.70892411e-01
4.11125591e-01 2.68740050e-01 -5.51170708e-01 -8.44762437e-01
5.52761242e-01]
[ -6.01855147e-03 -1.35311770e-01 2.13012227e-02 8.78676165e-03
-8.95888795e-02 -2.83498051e-01 5.37947700e-02 3.36016280e-01
-7.83024219e-03 1.03937258e-01 -2.60911014e-01 -7.45304284e-01
2.79734807e-01]
[ 8.14379859e-02 1.09330662e-01 3.71839646e-03 1.21708318e-01
-8.90471181e-02 -5.93725745e-02 -1.89724225e-01 -1.47864702e-01
-2.69170051e-01 -1.31298694e-01 -1.38647225e-01 2.70010354e-01
-2.38537477e-01]
[ 4.10105819e-02 -9.64973035e-02 1.43496831e-01 2.63902575e-01
2.50213422e-01 8.68504208e-03 -3.94776978e-01 -3.41300028e-01
-7.70497381e-02 -5.26242279e-01 1.91339745e-01 9.93148158e-01
-5.37779122e-01]
[ 3.19736109e-02 7.98892227e-02 -2.12993084e-01 6.87491694e-02
3.33609893e-02 -1.58551486e-03 -1.78147512e-01 -3.41962366e-01
-2.88844627e-01 -2.09218646e-01 -3.79559847e-02 -4.69229062e-02
-2.01991581e-01]
[ -5.89378688e-02 -2.10682510e-01 6.14914947e-02 8.33552064e-02
-1.31017201e-01 -1.34894524e-01 1.00879913e-02 -3.59833049e-02
5.82225989e-02 -3.87071013e-01 -3.15210422e-01 -2.20601822e-01
9.95321248e-03]
[ 1.31028676e-02 -2.73358014e-01 5.82135093e-02 -2.69838392e-01
-1.94813432e-01 -2.31406825e-01 -2.63623711e-01 3.82906410e-02
-9.97526097e-03 9.66475842e-02 -1.93624042e-01 1.21518749e-01
-9.62991532e-03]
[ 1.68354440e-01 5.41642658e-02 -1.06273702e-01 -2.38204320e-01
-5.74388009e-02 -1.02568172e-01 -1.96439330e-01 -3.02370372e-03
-1.97912813e-01 -2.53333167e-01 -1.85382209e-01 3.29615890e-01
-1.05680716e-01]
[ -1.74658555e-01 -1.80849511e-01 -1.13464117e-01 -2.30311894e-01
-5.06710446e-02 2.61519656e-02 -1.94689759e-01 -2.34422357e-01
-1.41855954e-01 -4.44478378e-02 -2.17606041e-01 2.03363737e-01
-1.93649862e-01]
[ -3.67284933e-02 -2.09631917e-01 -1.61659037e-01 -2.35489291e-01
-5.11579246e-02 4.32759142e-02 -5.23083805e-02 -5.31095612e-02
-2.26576453e-01 -2.96255852e-01 -5.23241911e-02 1.34299521e-02
-4.15191521e-02]
[ 1.11284517e-01 8.37791109e-02 -1.27757280e-02 -1.76362616e-01
-3.21867928e-01 7.45538919e-03 -1.80108137e-01 -3.03094915e-01
-3.26236106e-01 1.62766886e-03 -9.12691027e-02 1.65268935e-01
-1.08587968e-01]
[ -6.38532689e-02 -8.74271494e-03 -2.85227047e-01 -6.72468723e-03
7.11666208e-02 1.55092562e-01 -2.44598717e-01 -1.94588194e-01
-5.82351194e-02 -7.48148951e-02 1.92211731e-01 6.25569142e-01
-1.23287111e-01]
[ 1.12808033e-01 3.46910292e-01 -2.02617698e-01 6.99439727e-01
1.20325665e-01 -1.37322221e-03 -2.54179516e-01 -4.02765530e-01
-2.55389859e-01 -3.77979151e-01 7.33800759e-01 9.64462302e-01
-9.95245179e-01]
[ -2.64815912e-02 1.87164385e-01 4.53186756e-02 2.80715983e-01
8.49135154e-03 -6.91950969e-02 -3.15309099e-01 -3.92934191e-01
-3.02608852e-01 -2.89563883e-01 5.55245222e-01 1.01629326e+00
-9.55055692e-01]
[ -4.53884669e-02 -1.30486825e-01 -1.54180155e-01 2.98972038e-01
-1.73980447e-01 2.34132597e-01 -8.25098026e-02 -2.20476932e-01
-2.46416637e-01 -4.32209998e-01 1.95748378e-01 5.14832687e-01
-4.52095466e-01]
[ 7.89138026e-02 -3.81780796e-01 -5.18276431e-02 -1.18501563e-02
-1.12393208e-01 1.99579704e-01 6.87544458e-02 1.62500684e-01
-1.79300582e-01 -3.54932219e-02 -6.09831990e-02 3.40411061e-01
-2.56962015e-01]
[ 2.04807900e-01 -2.93539597e-01 -1.20530724e-01 -8.26273959e-02
-2.11917297e-01 1.21998999e-01 1.86075436e-02 -1.39925000e-01
-5.91384155e-02 -8.65679924e-02 -1.42746546e-01 -1.64078778e-01
-1.42303034e-01]
[ -1.35895904e-01 -7.85120840e-02 3.70736862e-02 -2.44233124e-01
-5.60894086e-02 -1.41434261e-01 3.25177510e-02 -2.28228737e-02
-9.56767576e-02 -1.44686957e-02 -3.03381542e-01 -4.04017769e-01
-8.37508620e-02]
[ -1.40720708e-01 -1.37533511e-01 -6.79607882e-02 -2.72447044e-01
-3.47046218e-01 -2.88512333e-01 1.58525666e-01 1.37367176e-01
1.75966159e-02 1.13107964e-01 -2.53157513e-01 -8.02102380e-01
2.76642163e-02]
[ -1.55610289e-01 -2.48265634e-01 -2.97935154e-01 -5.68100069e-01
-2.96028987e-01 -2.09124755e-01 -2.85664555e-01 6.49195059e-02
-5.53536776e-03 -4.29771257e-01 -4.99090750e-01 -5.89084377e-01
-6.16197329e-01]
[ -1.15619962e-01 1.24627812e-01 1.86452614e-02 4.84303072e-02
-2.10735131e-01 -1.72400051e-01 -1.21270114e-01 2.80278475e-02
-1.16989019e-01 -1.48540806e-01 -1.67171343e-01 -3.70814748e-01
-2.01176554e-02]
[ -3.57394627e-01 -1.18585646e-01 -2.72484115e-01 2.11863158e-01
-2.00452572e-01 -2.30247737e-01 -8.84797190e-02 -1.15544249e-01
2.73709531e-02 3.30704827e-03 7.94271569e-02 -2.89996102e-01
4.09289781e-02]
[ -1.29296737e-01 -4.26280006e-02 -2.55022375e-01 8.29207230e-02
-2.24106459e-01 -2.78984648e-01 -3.60535654e-01 -2.42621606e-02
1.75591366e-02 -1.45537251e-01 -2.37501693e-01 -2.72398432e-01
8.15877683e-03]
[ -2.28029701e-01 -5.30892268e-01 -3.38262164e-01 -2.24013329e-01
-3.22596066e-01 -2.30135496e-01 -4.20177792e-02 -2.67437918e-01
6.10311194e-02 -2.39318350e-01 -1.10970686e-01 -2.08027586e-01
-7.23815710e-02]
[ -2.19041586e-01 -2.94721913e-01 -3.20153481e-01 -1.05069465e-01
-8.92508323e-02 -1.50074578e-01 -8.16923479e-02 2.09076360e-03
-1.98542753e-01 -5.15458722e-01 -2.29059192e-01 -1.49212804e-01
-4.23170095e-03]
[ -1.10380359e-01 -4.75999843e-03 -2.40276297e-01 -6.27667675e-01
-2.57819865e-01 -2.59318742e-01 -6.13041426e-03 -4.14019679e-01
9.96867723e-02 -1.27836749e-01 -4.64538381e-01 -2.23903263e-01
-6.19911915e-01]]
Progress: 20.0% ... Training loss: 0.238 ... Validation loss: 0.408[[-0.16836778]
[ 0.25303865]
[-0.15478383]
[ 0.94327084]
[ 0.26582755]
[-0.04626607]
[-0.82438249]
[-0.927341 ]
[-0.6479079 ]
[-0.93495061]
[ 1.1800361 ]
[ 2.88287912]
[-1.85206004]]
[[ -5.33761996e-01 -4.96388361e-01 -5.86431424e-01 -9.53934918e-02
-2.98805305e-01 -5.93382086e-01 -1.77193316e-01 -2.65966593e-01
-4.17917730e-01 -3.76781044e-01 1.72866532e-01 7.25603801e-01
1.06434520e-01]
[ 5.46283266e-03 -1.37156710e-01 4.90620175e-02 -5.06202287e-02
-4.13660907e-02 5.83499136e-02 -1.23605965e-01 2.04900776e-01
-1.40073634e-01 -1.87086277e-01 -7.23739299e-02 -9.52670452e-02
6.13539279e-02]
[ -2.32696748e-01 1.39047353e-01 -2.70683504e-02 1.52573595e-01
8.45739044e-02 -1.24226247e-01 5.82013583e-02 -1.20525871e-01
2.70814034e-01 -2.54680062e-01 2.14984901e-01 7.92687137e-01
7.26144952e-01]
[ 2.03770596e-01 -2.44849913e-01 -2.77204737e-01 2.12163665e-02
-2.87303683e-01 5.46535172e-03 1.32937326e-01 -4.77514243e-01
1.75439474e-01 -2.68235170e-01 -2.16511476e-01 -3.77927527e-01
-1.17866398e-01]
[ 1.21295050e-01 6.28087047e-03 1.10612784e-01 -8.79633392e-02
-2.32685985e-02 7.20480491e-02 -1.04440635e-01 -6.92027405e-02
7.74964069e-02 1.97796855e-01 8.86370705e-02 -8.99643717e-02
-1.63717265e-01]
[ -4.82013049e-01 -6.01872377e-01 -6.02891649e-01 -6.03539028e-01
-5.84151741e-01 -5.64461206e-01 -3.12226371e-01 -1.62565234e-01
-4.39273373e-01 -2.42816182e-01 -5.07570222e-01 -7.30817263e-01
-5.36315301e-01]
[ -4.17327735e-01 -5.85093956e-01 -3.22862145e-01 -3.69039456e-01
-4.12820439e-01 -5.62102884e-01 -4.24691118e-01 -4.65166632e-01
-2.93383375e-01 -1.45293394e-01 -4.32492555e-01 -3.44579151e-01
-3.88215415e-01]
[ -3.33221425e-01 -3.46041930e-01 -4.78278429e-01 -1.90038717e-01
-3.18337210e-01 -4.19707450e-01 -2.79649882e-01 -2.23683207e-01
-2.89660946e-01 -5.11381659e-01 -2.57126701e-01 -6.01906762e-01
-3.82079227e-01]
[ -4.69989545e-01 -3.50996831e-01 -3.78669263e-01 -1.79592248e-01
-3.39349178e-01 -2.16330021e-01 -8.15603816e-02 -4.32896904e-01
-2.64583857e-01 -4.42150089e-01 -1.56232805e-01 -2.30988535e-01
-1.93253281e-01]
[ -9.55167074e-01 -9.39087354e-01 -9.81409932e-01 -7.33019175e-01
-1.02924015e+00 -9.85731189e-01 -6.03841394e-01 -5.90091445e-01
-7.51650893e-01 -5.63691145e-01 -7.17827311e-01 -5.78039162e-01
-6.80577615e-01]
[ -5.10263630e-01 -2.67467461e-01 -4.69873898e-01 -3.33668314e-01
-3.47948165e-01 -3.60614327e-01 -5.79558413e-01 -5.97636189e-01
-6.43281763e-01 -1.18886738e-01 -4.76377510e-01 -6.28465371e-01
-4.88022093e-01]
[ -1.15803107e-01 2.07074624e-02 -3.37602581e-01 -4.30204951e-01
-1.06779350e-01 -7.28608774e-02 -1.72198780e-01 -3.38800384e-01
-1.50959877e-01 1.00216363e-01 -4.39118327e-01 -8.62705853e-01
-4.49644465e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58831463e-01 -1.17072953e-01 1.63994677e-01 -2.72045466e-01
-1.29324786e-01 1.13068925e-01 -1.25365892e-01 1.38721446e-02
-8.28878088e-02 6.90050081e-02 -1.70148351e-01 -3.62443536e-01
-3.02269301e-03]
[ -8.34783815e-02 -2.64368576e-01 -1.78798541e-01 -2.95489068e-01
-4.78940294e-01 -8.53142778e-02 -3.86793936e-02 1.32734127e-02
-5.58105572e-02 2.43162193e-02 -2.11142779e-01 -3.33055249e-01
-2.60694973e-01]
[ -7.16308820e-02 -1.59618342e-02 -2.34987759e-01 -2.60111887e-01
1.26332388e-01 -1.62952366e-01 -1.63349574e-01 8.10599119e-02
-8.81792489e-04 5.42589478e-02 -1.83316507e-01 1.69517977e-02
-4.76266801e-02]
[ 3.29056849e-02 -1.63503860e-01 -1.49861984e-01 -7.58696959e-02
-1.21943263e-01 -1.07225169e-01 9.95638331e-02 -1.51225712e-01
-1.96219581e-02 6.47766013e-04 -1.98774140e-02 -1.40917480e-01
2.74088768e-02]
[ -2.87697460e-01 -1.41954356e-01 -7.44565065e-02 -9.33366635e-02
-3.03174919e-01 -2.73980411e-01 -3.71820558e-01 3.96713301e-02
-3.12023228e-01 -2.13145532e-01 1.77495785e-01 -4.12582808e-02
2.31169426e-01]
[ -2.22402980e-01 -1.24793608e-01 -8.89045183e-02 -4.77201168e-02
-8.42006759e-02 -1.17647990e-01 -6.71409325e-02 3.73625553e-02
-1.30761413e-01 -4.41111267e-02 2.32676699e-02 -1.45854566e-01
-2.96011054e-02]
[ -1.61566269e-01 -6.96724844e-02 -2.26564195e-01 -3.13784156e-01
-1.56668420e-01 -2.01818887e-01 -2.87830923e-01 -8.71386981e-02
1.60493489e-01 -1.87378244e-01 -3.63265193e-01 -2.96389702e-01
-2.15602811e-01]
[ -3.71386659e-01 -6.24233409e-02 -1.50186872e-01 -1.33725882e-01
-4.84752847e-02 -3.12665411e-01 2.74872974e-02 -7.68141846e-02
-1.27158384e-01 6.87554279e-02 1.84812385e-02 -2.13443039e-01
-2.68244220e-01]
[ -1.66608139e-01 -1.49923324e-01 -4.87398362e-02 -1.64774767e-01
-1.33459722e-01 -2.94411136e-01 -1.36803351e-02 -1.31987234e-01
-2.27645703e-01 3.56396937e-02 2.05757691e-01 -4.88220380e-02
-1.62691191e-01]
[ -1.35282855e-01 -1.73349603e-01 -1.13980691e-01 -2.68011459e-01
9.40833990e-02 -1.82425278e-02 -2.03446443e-01 -1.66435602e-01
9.87499165e-02 -1.03038565e-01 -1.20518981e-01 -5.81334034e-02
-3.46631681e-01]
[ -4.52493945e-02 -3.12251956e-02 -1.49697821e-01 -4.41682273e-02
-2.27046811e-01 6.24623824e-02 -8.69618231e-02 -5.37279296e-02
-2.35796262e-01 -9.45578873e-02 -7.72627110e-02 -3.17067201e-01
-1.99819685e-01]
[ -7.11957163e-02 2.46732223e-02 -1.28065400e-01 -3.14584725e-01
1.20450270e-01 2.06596972e-02 -2.12423438e-01 -1.53201129e-01
1.23442224e-01 -5.82281629e-02 -2.82504048e-01 -2.62770921e-01
-2.91836025e-01]
[ 8.13151192e-02 -3.11791566e-01 -8.25183014e-02 -4.47910574e-01
-2.24612509e-01 -8.87356444e-02 6.94387357e-02 1.05182446e-01
-5.89522875e-03 3.04609064e-01 -5.22841762e-01 -7.64708069e-01
4.27256706e-01]
[ -2.20201157e-01 -2.48636291e-01 -1.29526156e-01 -3.07793291e-01
-3.03903915e-01 -9.26936681e-02 2.08678292e-01 4.67674574e-02
2.95956404e-01 4.65013062e-02 -4.09209552e-01 -9.76545609e-01
6.35060850e-01]
[ -1.09990961e-02 -1.91123205e-01 2.39341998e-02 -3.15638100e-01
-1.74350778e-01 1.66537664e-01 2.10118185e-01 2.70044429e-01
-1.92136595e-02 2.49392162e-01 -2.31618830e-01 -1.04830733e+00
7.41451218e-01]
[ 3.50682289e-03 -4.65778678e-02 -1.23289744e-01 -1.25958016e-01
-1.80372959e-01 -4.62485136e-02 2.95476773e-01 1.68914664e-01
2.55689758e-01 3.75900455e-01 -4.79070544e-01 -9.27417891e-01
7.35006266e-01]
[ -8.07140266e-02 -2.82154960e-01 6.07634271e-02 -3.71238999e-01
-1.51439217e-01 1.17628844e-01 3.73487042e-01 1.45674700e-01
-5.91269233e-02 1.76253216e-01 -5.66023987e-01 -9.57424206e-01
8.64941455e-01]
[ 1.21810775e-01 -9.06209663e-02 1.73052346e-02 -1.75610382e-01
-8.33307406e-02 -1.76706916e-02 2.49984598e-01 3.71199153e-01
4.11277499e-01 2.68768653e-01 -5.51328719e-01 -8.45520608e-01
5.53377662e-01]
[ -6.08669439e-03 -1.35206705e-01 2.12488093e-02 9.59625042e-03
-8.94821566e-02 -2.83509543e-01 5.31712867e-02 3.35328498e-01
-8.40811235e-03 1.03438375e-01 -2.60189232e-01 -7.43375077e-01
2.77724644e-01]
[ 8.14812547e-02 1.09215754e-01 3.79946370e-03 1.21934091e-01
-8.90924412e-02 -5.93663314e-02 -1.89599325e-01 -1.46784006e-01
-2.68966900e-01 -1.30759026e-01 -1.38729652e-01 2.68767502e-01
-2.38886604e-01]
[ 4.09399105e-02 -9.64221308e-02 1.43464276e-01 2.64308331e-01
2.50305914e-01 8.67089151e-03 -3.95025787e-01 -3.41567853e-01
-7.72762724e-02 -5.26528513e-01 1.91614470e-01 9.93884273e-01
-5.38108582e-01]
[ 3.20729589e-02 7.95941390e-02 -2.12913489e-01 6.74488319e-02
3.30447822e-02 -1.55524412e-03 -1.77175784e-01 -3.41461714e-01
-2.87918269e-01 -2.09144833e-01 -3.94302271e-02 -5.28197602e-02
-1.98359894e-01]
[ -5.87650925e-02 -2.10938440e-01 6.16560062e-02 8.17768832e-02
-1.31306510e-01 -1.34849857e-01 1.16337961e-02 -3.48008034e-02
5.92538851e-02 -3.85971893e-01 -3.17066467e-01 -2.25175113e-01
1.31652638e-02]
[ 1.33248915e-02 -2.73835351e-01 5.83687843e-02 -2.72702310e-01
-1.95243102e-01 -2.31343910e-01 -2.62162760e-01 3.94766714e-02
-8.33581645e-03 9.69369219e-02 -1.95631908e-01 1.18773102e-01
-4.32336538e-03]
[ 1.68524172e-01 5.39199671e-02 -1.06158464e-01 -2.39015723e-01
-5.76813700e-02 -1.02527633e-01 -1.95687264e-01 -2.31967022e-03
-1.97223559e-01 -2.52462859e-01 -1.86374071e-01 3.27173138e-01
-1.04057999e-01]
[ -1.74582393e-01 -1.80912895e-01 -1.13435983e-01 -2.30345675e-01
-5.07478515e-02 2.61751497e-02 -1.95266253e-01 -2.35578303e-01
-1.42249444e-01 -4.40229108e-02 -2.16676178e-01 2.06847503e-01
-1.95714051e-01]
[ -3.66585651e-02 -2.09908022e-01 -1.61531117e-01 -2.36364383e-01
-5.14316146e-02 4.33075702e-02 -5.20824008e-02 -5.20647624e-02
-2.26137173e-01 -2.95548296e-01 -5.28452926e-02 1.29177617e-02
-4.00112791e-02]
[ 1.11420110e-01 8.33200471e-02 -1.25470574e-02 -1.78364851e-01
-3.22297781e-01 7.49727444e-03 -1.78673920e-01 -3.01010387e-01
-3.25148177e-01 3.47708661e-03 -9.47151677e-02 1.59103818e-01
-1.03111987e-01]
[ -6.39919160e-02 -8.37097710e-03 -2.85412040e-01 -5.68927905e-03
7.15723554e-02 1.55052616e-01 -2.45625246e-01 -1.96190093e-01
-5.91542129e-02 -7.67868513e-02 1.94727438e-01 6.31323087e-01
-1.26201763e-01]
[ 1.13109423e-01 3.46844569e-01 -2.02590623e-01 7.00786770e-01
1.20258456e-01 -1.30594242e-03 -2.53916414e-01 -4.04058027e-01
-2.54895246e-01 -3.77188810e-01 7.35085674e-01 9.63981208e-01
-9.99918404e-01]
[ -2.66046706e-02 1.87525779e-01 4.52753788e-02 2.83080178e-01
8.92990610e-03 -6.92277849e-02 -3.17202550e-01 -3.93772990e-01
-3.03755100e-01 -2.90038853e-01 5.57988544e-01 1.01948448e+00
-9.59304292e-01]
[ -4.53570166e-02 -1.30532861e-01 -1.54136072e-01 2.99349305e-01
-1.74010626e-01 2.34141644e-01 -8.25403029e-02 -2.20221044e-01
-2.46373462e-01 -4.31713719e-01 1.95837127e-01 5.15371986e-01
-4.52969762e-01]
[ 7.89858966e-02 -3.81752726e-01 -5.18489509e-02 -1.16995875e-02
-1.12394622e-01 1.99592905e-01 6.89057532e-02 1.62318633e-01
-1.79525958e-01 -3.52672068e-02 -6.05890312e-02 3.42317885e-01
-2.58225290e-01]
[ 2.04729996e-01 -2.93426581e-01 -1.20588317e-01 -8.20411282e-02
-2.11787815e-01 1.21979091e-01 1.80024789e-02 -1.40626476e-01
-5.97031710e-02 -8.70293040e-02 -1.41993148e-01 -1.61738472e-01
-1.43945584e-01]
[ -1.35846601e-01 -7.86034805e-02 3.71368401e-02 -2.44534989e-01
-5.61816816e-02 -1.41421417e-01 3.29348415e-02 -2.22891884e-02
-9.53702226e-02 -1.39700103e-02 -3.03874181e-01 -4.05384740e-01
-8.28775291e-02]
[ -1.40766046e-01 -1.37466135e-01 -6.80032770e-02 -2.72218007e-01
-3.46997101e-01 -2.88522449e-01 1.58236955e-01 1.37015427e-01
1.73912490e-02 1.12774174e-01 -2.52924003e-01 -8.02086639e-01
2.71586263e-02]
[ -1.55616962e-01 -2.48488545e-01 -2.97956397e-01 -5.69209569e-01
-2.96107716e-01 -2.09130619e-01 -2.85489350e-01 6.48423187e-02
-5.11213901e-03 -4.30955708e-01 -4.99415180e-01 -5.92095196e-01
-6.15340602e-01]
[ -1.16108066e-01 1.25753143e-01 1.81203696e-02 5.36970295e-02
-2.09739031e-01 -1.72532248e-01 -1.24992817e-01 2.27204670e-02
-1.19863699e-01 -1.52129225e-01 -1.60421803e-01 -3.59647624e-01
-3.10759872e-02]
[ -3.57416102e-01 -1.18478173e-01 -2.72492060e-01 2.12636130e-01
-2.00399051e-01 -2.30250181e-01 -8.90025271e-02 -1.16035580e-01
2.70698614e-02 3.03398855e-03 8.01403894e-02 -2.89950486e-01
3.92165127e-02]
[ -1.28745203e-01 -4.33979883e-02 -2.54589178e-01 7.98258637e-02
-2.24895668e-01 -2.78841795e-01 -3.58257586e-01 -2.24449161e-02
1.99856469e-02 -1.41964888e-01 -2.41739847e-01 -2.83033012e-01
1.50479386e-02]
[ -2.28112648e-01 -5.30708801e-01 -3.38350918e-01 -2.23817416e-01
-3.22330521e-01 -2.30172085e-01 -4.24116823e-02 -2.67796049e-01
6.10454434e-02 -2.39433831e-01 -1.11111626e-01 -2.11499190e-01
-7.11943397e-02]
[ -2.19042543e-01 -2.94590819e-01 -3.20182403e-01 -1.04638651e-01
-8.92224707e-02 -1.50074630e-01 -8.17502991e-02 2.41059664e-03
-1.98854810e-01 -5.15378820e-01 -2.28482429e-01 -1.50549775e-01
-5.29426400e-03]
[ -1.09955549e-01 -5.73813245e-03 -2.39926417e-01 -6.30190316e-01
-2.58518738e-01 -2.59192000e-01 -4.82501379e-03 -4.12353890e-01
1.00858994e-01 -1.26168576e-01 -4.66567464e-01 -2.22815306e-01
-6.20626288e-01]]
Progress: 20.1% ... Training loss: 0.240 ... Validation loss: 0.407[[-0.17746041]
[ 0.23638811]
[-0.16834058]
[ 0.92886142]
[ 0.24996266]
[-0.05690796]
[-0.83708725]
[-0.9458666 ]
[-0.66394546]
[-0.95743757]
[ 1.1541029 ]
[ 2.84585901]
[-1.8824031 ]]
[[ -5.32871402e-01 -4.97888050e-01 -5.85557514e-01 -1.00586629e-01
-3.00308257e-01 -5.93159818e-01 -1.72445049e-01 -2.59517146e-01
-4.14003720e-01 -3.66473991e-01 1.62169364e-01 7.05828077e-01
1.19731502e-01]
[ 5.46283266e-03 -1.37156710e-01 4.90620175e-02 -5.06202287e-02
-4.13660907e-02 5.83499136e-02 -1.23605965e-01 2.04900776e-01
-1.40073634e-01 -1.87086277e-01 -7.23739299e-02 -9.52670452e-02
6.13539279e-02]
[ -2.31915953e-01 1.36453127e-01 -2.55613661e-02 1.42154146e-01
8.17427493e-02 -1.23934927e-01 6.63434181e-02 -1.09513673e-01
2.79205956e-01 -2.44817953e-01 1.98255598e-01 7.42577250e-01
7.58175132e-01]
[ 2.02432111e-01 -2.41818774e-01 -2.79173752e-01 3.44741159e-02
-2.84080727e-01 5.10074164e-03 1.23573361e-01 -4.94921640e-01
1.66221749e-01 -2.85053875e-01 -1.95593462e-01 -3.27079858e-01
-1.57022906e-01]
[ 1.22750282e-01 3.41563365e-03 1.12345889e-01 -1.00148249e-01
-2.58215772e-02 7.23743440e-02 -9.58972277e-02 -5.48058393e-02
8.56066362e-02 2.15179904e-01 6.56675910e-02 -1.55270657e-01
-1.36488184e-01]
[ -4.81915260e-01 -6.01966984e-01 -6.02771714e-01 -6.03411486e-01
-5.84176965e-01 -5.64438741e-01 -3.12279674e-01 -1.61742711e-01
-4.39212994e-01 -2.41274773e-01 -5.08804618e-01 -7.33451388e-01
-5.36768802e-01]
[ -4.16871177e-01 -5.86758998e-01 -3.21879289e-01 -3.75908760e-01
-4.14502897e-01 -5.61934039e-01 -4.20762964e-01 -4.57731874e-01
-2.89708706e-01 -1.36815115e-01 -4.45069416e-01 -3.75750507e-01
-3.70098749e-01]
[ -3.32762912e-01 -3.47071358e-01 -4.77842035e-01 -1.92866065e-01
-3.19362215e-01 -4.19600840e-01 -2.76683244e-01 -2.20086172e-01
-2.86813996e-01 -5.08383960e-01 -2.62712031e-01 -6.20731406e-01
-3.77752359e-01]
[ -4.69661341e-01 -3.51409615e-01 -3.78489582e-01 -1.81488063e-01
-3.39822848e-01 -2.16213431e-01 -7.96602454e-02 -4.32256571e-01
-2.62964571e-01 -4.40346306e-01 -1.57835679e-01 -2.34474330e-01
-1.88537423e-01]
[ -9.54508391e-01 -9.40653996e-01 -9.80369013e-01 -7.37760002e-01
-1.03083128e+00 -9.85519645e-01 -5.99574751e-01 -5.81675809e-01
-7.46813697e-01 -5.54529050e-01 -7.29103584e-01 -6.10039864e-01
-6.63331080e-01]
[ -5.09930039e-01 -2.68526512e-01 -4.69308646e-01 -3.38022683e-01
-3.49041851e-01 -3.60479988e-01 -5.76819700e-01 -5.94069937e-01
-6.41204273e-01 -1.14619595e-01 -4.82368023e-01 -6.42202482e-01
-4.79118600e-01]
[ -1.15454318e-01 2.01312930e-02 -3.37489888e-01 -4.32574681e-01
-1.07300888e-01 -7.27922497e-02 -1.70462511e-01 -3.38287623e-01
-1.49673279e-01 1.01608294e-01 -4.42851001e-01 -8.73083960e-01
-4.49088600e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58838220e-01 -1.17042187e-01 1.63958944e-01 -2.72005941e-01
-1.29302755e-01 1.13064816e-01 -1.25653614e-01 1.34107454e-02
-8.30574040e-02 6.86263206e-02 -1.69972193e-01 -3.62359713e-01
-3.50463631e-03]
[ -8.33018296e-02 -2.64653819e-01 -1.78628611e-01 -2.96041330e-01
-4.79140845e-01 -8.52747722e-02 -3.79609315e-02 1.47597761e-02
-5.52954883e-02 2.63485331e-02 -2.13200973e-01 -3.38014248e-01
-2.60193952e-01]
[ -7.17222524e-02 -1.57777438e-02 -2.35018548e-01 -2.59402073e-01
1.26510616e-01 -1.62969033e-01 -1.63927645e-01 8.07044441e-02
-1.25050329e-03 5.39777304e-02 -1.82562193e-01 1.94350097e-02
-4.82438724e-02]
[ 3.29601031e-02 -1.63922750e-01 -1.49698579e-01 -7.76767566e-02
-1.22389102e-01 -1.07202710e-01 1.00133803e-01 -1.49591167e-01
-1.90573293e-02 2.58442633e-03 -2.29433650e-02 -1.47823045e-01
3.07376462e-02]
[ -2.87484120e-01 -1.42466067e-01 -7.41486168e-02 -9.48225668e-02
-3.03593138e-01 -2.73912035e-01 -3.70624174e-01 4.20561773e-02
-3.11151084e-01 -2.10208591e-01 1.73755615e-01 -4.90967596e-02
2.36715635e-01]
[ -2.21838602e-01 -1.26169527e-01 -8.80572833e-02 -5.37653974e-02
-8.56255042e-02 -1.17480088e-01 -6.27327864e-02 4.35002085e-02
-1.26512676e-01 -3.82907487e-02 1.41339291e-02 -1.73898235e-01
-1.65617329e-02]
[ -1.61666034e-01 -6.98381088e-02 -2.26471620e-01 -3.13693287e-01
-1.56860441e-01 -2.01821785e-01 -2.87708099e-01 -8.59389080e-02
1.60617354e-01 -1.87165950e-01 -3.64166618e-01 -2.96700886e-01
-2.14641146e-01]
[ -3.71490189e-01 -6.21808447e-02 -1.50246570e-01 -1.32645469e-01
-4.83286367e-02 -3.12691109e-01 2.65939047e-02 -7.72312374e-02
-1.27665748e-01 6.83609795e-02 1.94495989e-02 -2.15304716e-01
-2.69288978e-01]
[ -1.66375663e-01 -1.50271045e-01 -4.87806914e-02 -1.65647045e-01
-1.33654561e-01 -2.94381869e-01 -1.30322850e-02 -1.33256794e-01
-2.26940525e-01 3.59908771e-02 2.04957167e-01 -4.91676551e-02
-1.63846887e-01]
[ -1.34897460e-01 -1.73875146e-01 -1.13689522e-01 -2.70554558e-01
9.34324083e-02 -1.81095950e-02 -2.00656288e-01 -1.64354663e-01
1.00913594e-01 -1.00531656e-01 -1.23653457e-01 -6.63624898e-02
-3.40140816e-01]
[ -4.52561982e-02 -3.12129379e-02 -1.49704570e-01 -4.41395018e-02
-2.27038575e-01 6.24599211e-02 -8.70217781e-02 -5.37790021e-02
-2.35832428e-01 -9.46300181e-02 -7.72214390e-02 -3.17036100e-01
-1.99876269e-01]
[ -7.11729861e-02 2.46324017e-02 -1.28044916e-01 -3.14693112e-01
1.20416058e-01 2.06655989e-02 -2.12316664e-01 -1.53076066e-01
1.23532043e-01 -5.80771874e-02 -2.82609132e-01 -2.62990699e-01
-2.91641859e-01]
[ 8.12729585e-02 -3.11789125e-01 -8.25262360e-02 -4.48136201e-01
-2.24637988e-01 -8.87431947e-02 6.95484031e-02 1.05374645e-01
-5.92728378e-03 3.04555965e-01 -5.23316803e-01 -7.66480747e-01
4.28128191e-01]
[ -2.20224599e-01 -2.48570372e-01 -1.29562909e-01 -3.07629009e-01
-3.03841142e-01 -9.27053027e-02 2.08409571e-01 4.62752543e-02
2.95774312e-01 4.62500084e-02 -4.08983369e-01 -9.76033921e-01
6.34571266e-01]
[ -1.10567038e-02 -1.91075068e-01 2.39238293e-02 -3.16088502e-01
-1.74346652e-01 1.66533234e-01 2.10164471e-01 2.69993931e-01
-1.93078999e-02 2.49535759e-01 -2.32151049e-01 -1.04995871e+00
7.42025863e-01]
[ 3.53973311e-03 -4.66664255e-02 -1.23249402e-01 -1.26487256e-01
-1.80463619e-01 -4.62380408e-02 2.95921942e-01 1.69523690e-01
2.55996858e-01 3.76484993e-01 -4.79783874e-01 -9.28773569e-01
7.36346131e-01]
[ -8.08314051e-02 -2.82004695e-01 6.06583837e-02 -3.70411933e-01
-1.51273859e-01 1.17598628e-01 3.72563999e-01 1.45099990e-01
-5.97854777e-02 1.75316548e-01 -5.65206619e-01 -9.56157016e-01
8.62407620e-01]
[ 1.21635472e-01 -9.03798129e-02 1.71697591e-02 -1.74808522e-01
-8.31248391e-02 -1.77088860e-02 2.49134854e-01 3.70261662e-01
4.10576527e-01 2.67784965e-01 -5.50742957e-01 -8.45156390e-01
5.51463151e-01]
[ -6.20264816e-03 -1.35134976e-01 2.11668322e-02 1.02628367e-02
-8.93837321e-02 -2.83532480e-01 5.25923664e-02 3.34910858e-01
-8.85292369e-03 1.02771914e-01 -2.59476264e-01 -7.42652695e-01
2.76356730e-01]
[ 8.14781041e-02 1.09094382e-01 3.93080039e-03 1.22763420e-01
-8.90902296e-02 -5.93575057e-02 -1.90016290e-01 -1.46803035e-01
-2.69269241e-01 -1.30242640e-01 -1.38457657e-01 2.71604679e-01
-2.41182379e-01]
[ 4.10171738e-02 -9.65915036e-02 1.43568653e-01 2.64506760e-01
2.50104003e-01 8.70292955e-03 -3.94690902e-01 -3.40677149e-01
-7.68777184e-02 -5.26234321e-01 1.91366436e-01 9.92889236e-01
-5.39312014e-01]
[ 3.22282688e-02 7.93662136e-02 -2.12842181e-01 6.65474107e-02
3.28529729e-02 -1.52127606e-03 -1.76221757e-01 -3.40675433e-01
-2.87286567e-01 -2.08244617e-01 -4.04171821e-02 -5.50048067e-02
-1.96916236e-01]
[ -5.87460806e-02 -2.10994708e-01 6.17308850e-02 8.07544202e-02
-1.31481503e-01 -1.34840791e-01 1.17674627e-02 -3.43618841e-02
5.98539989e-02 -3.85529428e-01 -3.18040965e-01 -2.26115295e-01
1.53895296e-02]
[ 1.33796175e-02 -2.73949214e-01 5.84564861e-02 -2.73097177e-01
-1.95352053e-01 -2.31330463e-01 -2.61848499e-01 4.00917803e-02
-8.00653677e-03 9.75746275e-02 -1.96255236e-01 1.16942433e-01
-3.24573697e-03]
[ 1.68661407e-01 5.36286855e-02 -1.06043114e-01 -2.40123571e-01
-5.79782890e-02 -1.02493380e-01 -1.94774321e-01 -9.38537622e-04
-1.96580688e-01 -2.51373435e-01 -1.87817178e-01 3.22924491e-01
-1.01687949e-01]
[ -1.74510033e-01 -1.81040165e-01 -1.13379879e-01 -2.30898756e-01
-5.08653135e-02 2.62013934e-02 -1.94950960e-01 -2.35634918e-01
-1.41855376e-01 -4.38154062e-02 -2.17185216e-01 2.05814174e-01
-1.94679657e-01]
[ -3.61892925e-02 -2.10974458e-01 -1.60966824e-01 -2.40745621e-01
-5.25625369e-02 4.34606583e-02 -4.88835014e-02 -4.79758828e-02
-2.23447152e-01 -2.91417742e-01 -5.91254582e-02 -2.14419962e-03
-3.00561436e-02]
[ 1.11843343e-01 8.23192603e-02 -1.19924742e-02 -1.82775008e-01
-3.23156183e-01 7.61931761e-03 -1.75281388e-01 -2.96862293e-01
-3.21970303e-01 7.98180019e-03 -1.02537771e-01 1.40515947e-01
-8.95973222e-02]
[ -6.38150468e-02 -8.80708024e-03 -2.85193910e-01 -7.98735900e-03
7.10980783e-02 1.55105511e-01 -2.44378499e-01 -1.94062604e-01
-5.78560819e-02 -7.44880723e-02 1.91210562e-01 6.23764069e-01
-1.20604596e-01]
[ 1.13292779e-01 3.46836168e-01 -2.02588033e-01 7.01399950e-01
1.20234206e-01 -1.28444008e-03 -2.53750790e-01 -4.05344485e-01
-2.54686076e-01 -3.76987795e-01 7.35649148e-01 9.63584316e-01
-1.00216570e+00]
[ -2.65569679e-02 1.87553530e-01 4.52769941e-02 2.84163044e-01
9.03022004e-03 -6.92243977e-02 -3.17348728e-01 -3.93490806e-01
-3.04087968e-01 -2.89334920e-01 5.58481818e-01 1.01819068e+00
-9.62025638e-01]
[ -4.53804356e-02 -1.30415256e-01 -1.54170848e-01 3.00084539e-01
-1.73909763e-01 2.34132874e-01 -8.29308029e-02 -2.20400574e-01
-2.46617037e-01 -4.31723929e-01 1.96701951e-01 5.17254359e-01
-4.54553897e-01]
[ 7.89344393e-02 -3.81728880e-01 -5.18842051e-02 -1.14187617e-02
-1.12347278e-01 1.99580706e-01 6.85996338e-02 1.61992759e-01
-1.79691306e-01 -3.56313647e-02 -6.01116707e-02 3.43028108e-01
-2.58537401e-01]
[ 2.04744924e-01 -2.93425502e-01 -1.20578587e-01 -8.22453038e-02
-2.11821161e-01 1.21986961e-01 1.82193551e-02 -1.40376477e-01
-5.95984241e-02 -8.67459862e-02 -1.42310199e-01 -1.62610380e-01
-1.43527023e-01]
[ -1.35777445e-01 -7.87935038e-02 3.72449095e-02 -2.45350614e-01
-5.63898565e-02 -1.41401671e-01 3.36003755e-02 -2.13711884e-02
-9.49167839e-02 -1.30511514e-02 -3.04982832e-01 -4.08759983e-01
-8.08829289e-02]
[ -1.40748443e-01 -1.37520263e-01 -6.79772369e-02 -2.72588368e-01
-3.47053218e-01 -2.88520852e-01 1.58406356e-01 1.37122105e-01
1.75123178e-02 1.13003726e-01 -2.53385774e-01 -8.03338471e-01
2.81183426e-02]
[ -1.55581709e-01 -2.48455725e-01 -2.97991406e-01 -5.69439722e-01
-2.96067157e-01 -2.09130665e-01 -2.86693798e-01 6.36316336e-02
-5.55508126e-03 -4.32064214e-01 -4.98725175e-01 -5.91408821e-01
-6.18827553e-01]
[ -1.16138614e-01 1.25890938e-01 1.82159783e-02 5.45486634e-02
-2.09700919e-01 -1.72530999e-01 -1.25608245e-01 2.28934988e-02
-1.20211421e-01 -1.51320457e-01 -1.60332104e-01 -3.63252661e-01
-3.05404186e-02]
[ -3.57001653e-01 -1.19408166e-01 -2.72036525e-01 2.07927789e-01
-2.01458202e-01 -2.30108102e-01 -8.54799126e-02 -1.11976888e-01
2.97602918e-02 7.78943989e-03 7.33580218e-02 -3.04229013e-01
4.95807630e-02]
[ -1.28495580e-01 -4.39466494e-02 -2.54291142e-01 7.86332540e-02
-2.25445647e-01 -2.78760508e-01 -3.56590931e-01 -1.96234940e-02
2.14492911e-02 -1.38234528e-01 -2.44935283e-01 -2.88830087e-01
2.02430036e-02]
[ -2.28080252e-01 -5.31077959e-01 -3.38073497e-01 -2.25154708e-01
-3.22677858e-01 -2.30138273e-01 -4.08900938e-02 -2.65331391e-01
6.25584205e-02 -2.37329623e-01 -1.14544890e-01 -2.23336420e-01
-6.35767657e-02]
[ -2.19108792e-01 -2.94764341e-01 -3.20101080e-01 -1.05321321e-01
-8.94753769e-02 -1.50069015e-01 -8.13291894e-02 3.40511523e-03
-1.98404191e-01 -5.15450886e-01 -2.29803882e-01 -1.53703302e-01
-2.96911084e-03]
[ -1.09249409e-01 -7.08927613e-03 -2.39380467e-01 -6.34355811e-01
-2.59594392e-01 -2.59041487e-01 -1.39548087e-03 -4.09160878e-01
1.03733270e-01 -1.21565622e-01 -4.73614107e-01 -2.40946204e-01
-6.16471055e-01]]
Progress: 20.1% ... Training loss: 0.249 ... Validation loss: 0.430[[-0.1591886 ]
[ 0.25897352]
[-0.15248556]
[ 0.9605173 ]
[ 0.27071476]
[-0.0432027 ]
[-0.80766015]
[-0.91779222]
[-0.63590268]
[-0.92921069]
[ 1.18756455]
[ 2.89261954]
[-1.84223397]]
[[ -5.34277368e-01 -4.95303985e-01 -5.86851819e-01 -8.73803422e-02
-2.97356285e-01 -5.93580498e-01 -1.83012909e-01 -2.72677493e-01
-4.21597359e-01 -3.77912951e-01 1.80194901e-01 7.49941371e-01
9.12561041e-02]
[ 5.21224808e-03 -1.36401923e-01 4.86941135e-02 -4.68026055e-02
-4.06420901e-02 5.82577634e-02 -1.25867451e-01 2.01550774e-01
-1.42128992e-01 -1.89117805e-01 -6.73983643e-02 -8.45677708e-02
5.19043511e-02]
[ -2.32773124e-01 1.38707798e-01 -2.65322906e-02 1.57523455e-01
8.38842089e-02 -1.24240015e-01 5.74709547e-02 -1.19953378e-01
2.72275092e-01 -2.47905383e-01 2.14596467e-01 7.83921277e-01
7.29257794e-01]
[ 2.01828043e-01 -2.41594962e-01 -2.79141371e-01 3.43932864e-02
-2.84359713e-01 5.03793144e-03 1.20923259e-01 -4.94068207e-01
1.63624653e-01 -2.85396594e-01 -1.98326859e-01 -3.29822751e-01
-1.61705793e-01]
[ 1.22415858e-01 3.11780188e-03 1.11918205e-01 -1.01076637e-01
-2.61182061e-02 7.23162680e-02 -9.36307409e-02 -5.34835371e-02
8.87222732e-02 2.11275683e-01 6.64647248e-02 -1.60308235e-01
-1.23704868e-01]
[ -4.82377274e-01 -6.01515097e-01 -6.03029852e-01 -6.01789792e-01
-5.83550084e-01 -5.64569601e-01 -3.14931502e-01 -1.65493449e-01
-4.40997367e-01 -2.44156842e-01 -5.06666425e-01 -7.27671962e-01
-5.41459195e-01]
[ -4.18008181e-01 -5.85110358e-01 -3.22911668e-01 -3.67450157e-01
-4.12879489e-01 -5.62232528e-01 -4.27784093e-01 -4.64631939e-01
-2.95112809e-01 -1.46546320e-01 -4.34629939e-01 -3.49282473e-01
-3.87818739e-01]
[ -3.34147307e-01 -3.44825712e-01 -4.78925495e-01 -1.80671100e-01
-3.17239459e-01 -4.19990327e-01 -2.87024656e-01 -2.30781685e-01
-2.94868416e-01 -5.14870130e-01 -2.49163403e-01 -5.88755484e-01
-4.04779713e-01]
[ -4.69301929e-01 -3.51504085e-01 -3.78380516e-01 -1.83162863e-01
-3.39974178e-01 -2.16082154e-01 -7.78231397e-02 -4.30926693e-01
-2.61671448e-01 -4.40206035e-01 -1.58883221e-01 -2.40873520e-01
-1.86848595e-01]
[ -9.55983413e-01 -9.38102071e-01 -9.81790920e-01 -7.23772129e-01
-1.02839443e+00 -9.85876127e-01 -6.11358090e-01 -5.95106834e-01
-7.56040554e-01 -5.66409635e-01 -7.11714195e-01 -5.65251675e-01
-6.97722601e-01]
[ -5.10889495e-01 -2.67043646e-01 -4.70049876e-01 -3.32531498e-01
-3.47457789e-01 -3.60765846e-01 -5.81995861e-01 -5.99797047e-01
-6.45090991e-01 -1.20358702e-01 -4.75594221e-01 -6.29118193e-01
-4.89899846e-01]
[ -1.15643839e-01 2.03482056e-02 -3.37591662e-01 -4.31453275e-01
-1.07100089e-01 -7.28374693e-02 -1.71680273e-01 -3.39145925e-01
-1.50509478e-01 1.00268814e-01 -4.41935437e-01 -8.73132247e-01
-4.51664743e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58818548e-01 -1.17044157e-01 1.63937868e-01 -2.71814384e-01
-1.29277785e-01 1.13061783e-01 -1.25840368e-01 1.28293185e-02
-8.31298456e-02 6.82840138e-02 -1.69682536e-01 -3.61589450e-01
-4.20665944e-03]
[ -8.32966052e-02 -2.64705844e-01 -1.78607067e-01 -2.96549239e-01
-4.79177221e-01 -8.52698609e-02 -3.78564222e-02 1.50867159e-02
-5.52583442e-02 2.68006152e-02 -2.14234198e-01 -3.40855978e-01
-2.59619654e-01]
[ -7.23935683e-02 -1.49753934e-02 -2.35438464e-01 -2.56389497e-01
1.27545215e-01 -1.63151586e-01 -1.68181112e-01 7.56358511e-02
-4.35425816e-03 4.87733540e-02 -1.77829148e-01 3.69672651e-02
-5.65769287e-02]
[ 3.22493242e-02 -1.62874239e-01 -1.50361058e-01 -7.20880078e-02
-1.21389289e-01 -1.07384978e-01 9.61883259e-02 -1.53617684e-01
-2.18854819e-02 -3.30216647e-03 -1.59456554e-02 -1.34711508e-01
2.04929062e-02]
[ -2.87563194e-01 -1.42346148e-01 -7.42380009e-02 -9.41923446e-02
-3.03535835e-01 -2.73934957e-01 -3.70887101e-01 4.16759696e-02
-3.11434774e-01 -2.10726610e-01 1.74473095e-01 -4.70889299e-02
2.35799212e-01]
[ -2.22089259e-01 -1.25859569e-01 -8.82639633e-02 -5.18518737e-02
-8.53155155e-02 -1.17547212e-01 -6.46842701e-02 4.16141759e-02
-1.28065589e-01 -4.01297748e-02 1.59817742e-02 -1.70362135e-01
-2.14941774e-02]
[ -1.62207704e-01 -6.87823962e-02 -2.26932479e-01 -3.07205128e-01
-1.55887583e-01 -2.01990975e-01 -2.92301907e-01 -9.08425933e-02
1.56646146e-01 -1.89231979e-01 -3.58360791e-01 -2.81605790e-01
-2.27489058e-01]
[ -3.71567964e-01 -6.20023131e-02 -1.50315706e-01 -1.32101380e-01
-4.81751107e-02 -3.12718299e-01 2.59560160e-02 -7.77722960e-02
-1.28102586e-01 6.79141673e-02 2.00729138e-02 -2.14336278e-01
-2.70672514e-01]
[ -1.67172484e-01 -1.48984158e-01 -4.94425400e-02 -1.59282019e-01
-1.32395404e-01 -2.94601137e-01 -1.85440851e-02 -1.39219806e-01
-2.30726967e-01 3.12988684e-02 2.14107135e-01 -2.92974494e-02
-1.77296311e-01]
[ -1.34566421e-01 -1.74235303e-01 -1.13459958e-01 -2.72358715e-01
9.29664775e-02 -1.79941391e-02 -1.98743291e-01 -1.63036040e-01
1.02463271e-01 -9.89847012e-02 -1.25727006e-01 -7.20784669e-02
-3.36503816e-01]
[ -4.48751179e-02 -3.16849788e-02 -1.49402412e-01 -4.65439570e-02
-2.27463776e-01 6.26039145e-02 -8.49725665e-02 -5.13247263e-02
-2.34446587e-01 -9.30519628e-02 -8.02302169e-02 -3.25368718e-01
-1.97919254e-01]
[ -7.14059090e-02 2.49684272e-02 -1.28271714e-01 -3.14110030e-01
1.20753067e-01 2.05872272e-02 -2.13217039e-01 -1.53841809e-01
1.22645049e-01 -5.96182823e-02 -2.81579671e-01 -2.61167910e-01
-2.92749523e-01]
[ 8.12922955e-02 -3.11814052e-01 -8.25116940e-02 -4.48368187e-01
-2.24676007e-01 -8.87379792e-02 6.98662861e-02 1.05627905e-01
-5.74225120e-03 3.04744776e-01 -5.23623742e-01 -7.67437753e-01
4.28947688e-01]
[ -2.20320044e-01 -2.48438122e-01 -1.29673315e-01 -3.07067964e-01
-3.03713623e-01 -9.27400549e-02 2.07650992e-01 4.53035225e-02
2.95205368e-01 4.52993199e-02 -4.08308168e-01 -9.75152695e-01
6.32916481e-01]
[ -1.10710452e-02 -1.90992321e-01 2.38908627e-02 -3.15995866e-01
-1.74275005e-01 1.66524474e-01 2.09821867e-01 2.69685315e-01
-1.95236615e-02 2.49299825e-01 -2.31919079e-01 -1.04946613e+00
7.41375759e-01]
[ 3.32256663e-03 -4.63849459e-02 -1.23402851e-01 -1.25047400e-01
-1.80192901e-01 -4.63000668e-02 2.94347525e-01 1.68075381e-01
2.54726062e-01 3.74969695e-01 -4.78635592e-01 -9.26528952e-01
7.32875209e-01]
[ -8.09746303e-02 -2.81829949e-01 6.05451757e-02 -3.69680309e-01
-1.51112320e-01 1.17555622e-01 3.71554269e-01 1.44144712e-01
-6.05827071e-02 1.74524028e-01 -5.64570175e-01 -9.55021746e-01
8.59905204e-01]
[ 1.21318359e-01 -9.00992750e-02 1.69840932e-02 -1.73475902e-01
-8.28339482e-02 -1.77916975e-02 2.47426935e-01 3.68712791e-01
4.09290656e-01 2.65911209e-01 -5.49452521e-01 -8.43863667e-01
5.48400946e-01]
[ -6.32516970e-03 -1.35015510e-01 2.10756109e-02 1.10421651e-02
-8.92500451e-02 -2.83564151e-01 5.17682201e-02 3.33969204e-01
-9.47937292e-03 1.01937906e-01 -2.58634093e-01 -7.41615396e-01
2.74623613e-01]
[ 8.15431822e-02 1.08989340e-01 4.01356214e-03 1.23181001e-01
-8.92455387e-02 -5.93129962e-02 -1.89889319e-01 -1.45698591e-01
-2.69218075e-01 -1.29732039e-01 -1.38066967e-01 2.73154002e-01
-2.42653462e-01]
[ 4.11291831e-02 -9.64973626e-02 1.43599240e-01 2.64930084e-01
2.50234172e-01 8.73536879e-03 -3.94522447e-01 -3.40468972e-01
-7.70875856e-02 -5.26079465e-01 1.92003816e-01 9.92490797e-01
-5.41703322e-01]
[ 3.17943503e-02 7.98416119e-02 -2.13120642e-01 6.89312996e-02
3.33064105e-02 -1.62393565e-03 -1.78126231e-01 -3.42432520e-01
-2.88520392e-01 -2.11076909e-01 -3.74865454e-02 -4.98870318e-02
-2.00353201e-01]
[ -5.88256421e-02 -2.10877907e-01 6.16363880e-02 8.07695592e-02
-1.31341796e-01 -1.34878025e-01 1.14280754e-02 -3.50107842e-02
5.96406254e-02 -3.86270459e-01 -3.17932968e-01 -2.26353940e-01
1.60261389e-02]
[ 1.35819908e-02 -2.74184986e-01 5.86148362e-02 -2.74530472e-01
-1.95651177e-01 -2.31264597e-01 -2.60453551e-01 4.12449261e-02
-6.81532226e-03 9.88208241e-02 -1.97912675e-01 1.11902531e-01
1.52286118e-04]
[ 1.68406887e-01 5.40082331e-02 -1.06273859e-01 -2.39326043e-01
-5.76514639e-02 -1.02557151e-01 -1.95909628e-01 -2.83085854e-03
-1.97444035e-01 -2.52920111e-01 -1.86280444e-01 3.26645129e-01
-1.03087840e-01]
[ -1.74606595e-01 -1.80826058e-01 -1.13477371e-01 -2.29953576e-01
-5.05196928e-02 2.61799528e-02 -1.96350637e-01 -2.37501671e-01
-1.43042503e-01 -4.54071521e-02 -2.15684124e-01 2.14685127e-01
-1.98076611e-01]
[ -3.65197771e-02 -2.10618998e-01 -1.61120741e-01 -2.39366032e-01
-5.20735176e-02 4.33682854e-02 -5.07876333e-02 -5.03945460e-02
-2.24681340e-01 -2.93136647e-01 -5.71379450e-02 4.29547821e-03
-3.37686167e-02]
[ 1.11711756e-01 8.24031316e-02 -1.20497052e-02 -1.82217056e-01
-3.23112877e-01 7.59878954e-03 -1.75906965e-01 -2.96934773e-01
-3.22050550e-01 7.63828350e-03 -1.02126010e-01 1.42443558e-01
-9.04083352e-02]
[ -6.38798035e-02 -8.70922442e-03 -2.85293981e-01 -6.51936948e-03
7.13415610e-02 1.55070652e-01 -2.45168482e-01 -1.95135505e-01
-5.80522077e-02 -7.54910794e-02 1.93309575e-01 6.27933338e-01
-1.23687636e-01]
[ 1.13127708e-01 3.47320452e-01 -2.02846896e-01 7.03848932e-01
1.20699417e-01 -1.34020773e-03 -2.55073926e-01 -4.07612380e-01
-2.55669054e-01 -3.78777214e-01 7.39336799e-01 9.70125617e-01
-1.00602607e+00]
[ -2.66766770e-02 1.87908651e-01 4.51039686e-02 2.85783160e-01
9.33096319e-03 -6.92523878e-02 -3.18205577e-01 -3.93961209e-01
-3.05120872e-01 -2.90040430e-01 5.60246213e-01 1.02259892e+00
-9.65528827e-01]
[ -4.54322547e-02 -1.30067584e-01 -1.54300920e-01 3.02082355e-01
-1.73671254e-01 2.34117550e-01 -8.39645246e-02 -2.21941894e-01
-2.47644844e-01 -4.32221877e-01 1.98996824e-01 5.24069760e-01
-4.60016276e-01]
[ 7.89515702e-02 -3.81768688e-01 -5.18666984e-02 -1.16316754e-02
-1.12403887e-01 1.99590925e-01 6.88789674e-02 1.62016985e-01
-1.79472244e-01 -3.56579523e-02 -6.03945029e-02 3.42225254e-01
-2.57768962e-01]
[ 2.04606431e-01 -2.93289068e-01 -1.20672012e-01 -8.14212631e-02
-2.11692132e-01 1.21947943e-01 1.75445805e-02 -1.40932313e-01
-6.01585389e-02 -8.73960150e-02 -1.41519030e-01 -1.61099747e-01
-1.45075033e-01]
[ -1.36039144e-01 -7.83906058e-02 3.70270568e-02 -2.43434654e-01
-5.60173410e-02 -1.41473536e-01 3.15849560e-02 -2.34292652e-02
-9.67042734e-02 -1.46730047e-02 -3.02871155e-01 -4.03034597e-01
-8.60424034e-02]
[ -1.40750378e-01 -1.37477827e-01 -6.79733268e-02 -2.72241904e-01
-3.47016019e-01 -2.88520804e-01 1.58161340e-01 1.37159514e-01
1.72905148e-02 1.13214813e-01 -2.53136895e-01 -8.01957351e-01
2.70565656e-02]
[ -1.55444696e-01 -2.48479855e-01 -2.97805263e-01 -5.69863202e-01
-2.95948867e-01 -2.09039355e-01 -2.87073393e-01 6.27914435e-02
-5.72979587e-03 -4.31967828e-01 -4.98052689e-01 -5.88240928e-01
-6.23219538e-01]
[ -1.17601899e-01 1.28130633e-01 1.69026452e-02 6.60751937e-02
-2.07863696e-01 -1.72926904e-01 -1.34146348e-01 1.37334809e-02
-1.26840617e-01 -1.60610389e-01 -1.46676127e-01 -3.32033306e-01
-5.25260943e-02]
[ -3.57303105e-01 -1.18779619e-01 -2.72345576e-01 2.11396909e-01
-2.00728488e-01 -2.30213796e-01 -8.79059793e-02 -1.14444423e-01
2.76934741e-02 5.24003722e-03 7.72276963e-02 -2.98435354e-01
4.21076318e-02]
[ -1.28689138e-01 -4.35228193e-02 -2.54485651e-01 8.07742871e-02
-2.24996539e-01 -2.78818602e-01 -3.58145891e-01 -2.20122355e-02
1.97814838e-02 -1.39461983e-01 -2.42777289e-01 -2.83962569e-01
1.51414882e-02]
[ -2.28281078e-01 -5.30966811e-01 -3.38164926e-01 -2.24501773e-01
-3.22558415e-01 -2.30176633e-01 -4.18817462e-02 -2.66416135e-01
6.19095715e-02 -2.38288854e-01 -1.14180261e-01 -2.24434765e-01
-6.48546309e-02]
[ -2.19106134e-01 -2.94586680e-01 -3.20176029e-01 -1.03988156e-01
-8.92585105e-02 -1.50077954e-01 -8.22599441e-02 2.21931543e-03
-1.98943403e-01 -5.16033198e-01 -2.27794978e-01 -1.49973027e-01
-6.52746180e-03]
[ -1.09853959e-01 -6.39432369e-03 -2.39848251e-01 -6.32454650e-01
-2.58843323e-01 -2.59213364e-01 -4.75161216e-03 -4.12050289e-01
1.01510094e-01 -1.26012848e-01 -4.71265017e-01 -2.30802369e-01
-6.20431440e-01]]
Progress: 20.1% ... Training loss: 0.246 ... Validation loss: 0.419[[-0.17352656]
[ 0.238533 ]
[-0.1658909 ]
[ 0.93145042]
[ 0.25310471]
[-0.05765467]
[-0.83806473]
[-0.94747892]
[-0.66326138]
[-0.9467587 ]
[ 1.15047284]
[ 2.83651985]
[-1.88907098]]
[[ -5.33072185e-01 -4.97649856e-01 -5.85820416e-01 -9.95720105e-02
-2.99912335e-01 -5.93278549e-01 -1.70822018e-01 -2.57048294e-01
-4.13106432e-01 -3.66190955e-01 1.62549841e-01 7.08288827e-01
1.21115744e-01]
[ 5.30175458e-03 -1.37004452e-01 4.90305267e-02 -4.95580925e-02
-4.11144418e-02 5.82901592e-02 -1.24890734e-01 2.03797817e-01
-1.41155049e-01 -1.87926468e-01 -7.10464586e-02 -9.00744405e-02
5.78728600e-02]
[ -2.32239777e-01 1.34255629e-01 -2.47635824e-02 1.37079628e-01
7.97705330e-02 -1.23944208e-01 6.83165318e-02 -1.03331384e-01
2.84097651e-01 -2.39789485e-01 1.85135932e-01 7.36605594e-01
7.86170341e-01]
[ 2.02433069e-01 -2.40403536e-01 -2.79494311e-01 3.98277111e-02
-2.83528470e-01 5.08602263e-03 1.23170804e-01 -5.00845298e-01
1.63796922e-01 -2.85160187e-01 -1.86257865e-01 -3.03993740e-01
-1.69810757e-01]
[ 1.21763993e-01 3.46946913e-03 1.11562667e-01 -9.64413938e-02
-2.55947616e-02 7.21997116e-02 -1.00627173e-01 -5.91984287e-02
8.57360350e-02 2.07894274e-01 6.80372134e-02 -1.52844526e-01
-1.36592014e-01]
[ -4.82223928e-01 -6.01554459e-01 -6.03024903e-01 -6.03087269e-01
-5.83698807e-01 -5.64550368e-01 -3.13233555e-01 -1.62361425e-01
-4.40594248e-01 -2.42232858e-01 -5.08635575e-01 -7.36131324e-01
-5.41120905e-01]
[ -4.17723881e-01 -5.85803102e-01 -3.22614129e-01 -3.70096891e-01
-4.13215375e-01 -5.62188490e-01 -4.25586299e-01 -4.62437017e-01
-2.93704657e-01 -1.44228329e-01 -4.38035421e-01 -3.56771963e-01
-3.81397806e-01]
[ -3.33533926e-01 -3.46848032e-01 -4.78173930e-01 -1.92650861e-01
-3.19518013e-01 -4.19788803e-01 -2.77990525e-01 -2.20020774e-01
-2.87453245e-01 -5.08734453e-01 -2.65647642e-01 -6.22992067e-01
-3.74782846e-01]
[ -4.68444764e-01 -3.52999866e-01 -3.77620637e-01 -1.88499931e-01
-3.41388804e-01 -2.15817464e-01 -7.24132841e-02 -4.25036762e-01
-2.57611754e-01 -4.34712503e-01 -1.65775095e-01 -2.55690939e-01
-1.79426936e-01]
[ -9.54178332e-01 -9.42429999e-01 -9.79818185e-01 -7.44270361e-01
-1.03273488e+00 -9.85360792e-01 -5.93795597e-01 -5.72480864e-01
-7.43160516e-01 -5.50296928e-01 -7.40440873e-01 -6.30282483e-01
-6.54040760e-01]
[ -5.10906189e-01 -2.67116747e-01 -4.70065987e-01 -3.33318607e-01
-3.47471828e-01 -3.60765910e-01 -5.81418782e-01 -5.99394008e-01
-6.44826545e-01 -1.20120477e-01 -4.75944131e-01 -6.28297104e-01
-4.86612369e-01]
[ -1.15524034e-01 2.04990271e-02 -3.37734355e-01 -4.31428975e-01
-1.06923387e-01 -7.28232559e-02 -1.71480118e-01 -3.40197148e-01
-1.50367825e-01 9.97890654e-02 -4.41609594e-01 -8.73925382e-01
-4.54456312e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58756850e-01 -1.17159917e-01 1.64033149e-01 -2.72506727e-01
-1.29469052e-01 1.13086453e-01 -1.25265093e-01 1.41268558e-02
-8.28402066e-02 6.91892850e-02 -1.71040727e-01 -3.65175785e-01
-3.57024033e-03]
[ -8.33047398e-02 -2.64671110e-01 -1.78672840e-01 -2.96747231e-01
-4.79110397e-01 -8.52702138e-02 -3.71095628e-02 1.56169309e-02
-5.51648577e-02 2.68126152e-02 -2.14164271e-01 -3.39974257e-01
-2.58499338e-01]
[ -7.23102471e-02 -1.49382673e-02 -2.35426008e-01 -2.57005371e-01
1.27492225e-01 -1.63161414e-01 -1.67919630e-01 7.71726297e-02
-4.35850223e-03 5.00438572e-02 -1.79118792e-01 2.94186238e-02
-5.79276370e-02]
[ 3.23463172e-02 -1.62616949e-01 -1.50568880e-01 -7.08784520e-02
-1.21000848e-01 -1.07392033e-01 9.65222566e-02 -1.55541229e-01
-2.20190939e-02 -4.09698014e-03 -1.36619543e-02 -1.29764973e-01
1.75125205e-02]
[ -2.87405221e-01 -1.43183819e-01 -7.38341846e-02 -9.73402107e-02
-3.04151947e-01 -2.73886834e-01 -3.69324736e-01 4.48999354e-02
-3.10228465e-01 -2.08578032e-01 1.70155583e-01 -5.54512323e-02
2.43444836e-01]
[ -2.21925473e-01 -1.26483008e-01 -8.79672137e-02 -5.61524291e-02
-8.61680031e-02 -1.17485408e-01 -6.17688446e-02 4.57627594e-02
-1.25771380e-01 -3.79398418e-02 9.60339707e-03 -1.83226008e-01
-1.11704043e-02]
[ -1.62042927e-01 -6.96427106e-02 -2.26652962e-01 -3.10449759e-01
-1.56682346e-01 -2.01926471e-01 -2.90327550e-01 -8.73382312e-02
1.58910486e-01 -1.87250438e-01 -3.63705488e-01 -2.92645900e-01
-2.18629320e-01]
[ -3.71222743e-01 -6.26855745e-02 -1.50039638e-01 -1.36222764e-01
-4.89203535e-02 -3.12624196e-01 2.98960871e-02 -7.46203519e-02
-1.25015581e-01 7.08327712e-02 1.50382915e-02 -2.25976907e-01
-2.60695282e-01]
[ -1.67143160e-01 -1.49014184e-01 -4.94482828e-02 -1.60621388e-01
-1.32407347e-01 -2.94602149e-01 -1.74457426e-02 -1.38383597e-01
-2.30235918e-01 3.13222478e-02 2.13055860e-01 -3.11090834e-02
-1.73629048e-01]
[ -1.34190784e-01 -1.74817660e-01 -1.13153067e-01 -2.74322863e-01
9.23647509e-02 -1.78827977e-02 -1.96173121e-01 -1.60831480e-01
1.04435813e-01 -9.67766228e-02 -1.28269031e-01 -7.74385535e-02
-3.33702830e-01]
[ -4.46329818e-02 -3.22738167e-02 -1.49117025e-01 -4.84536144e-02
-2.27944189e-01 6.26875880e-02 -8.37465957e-02 -4.91489473e-02
-2.33505889e-01 -9.11559225e-02 -8.29571679e-02 -3.31502134e-01
-1.95803109e-01]
[ -7.12104477e-02 2.47107367e-02 -1.28134611e-01 -3.15046806e-01
1.20466956e-01 2.06467397e-02 -2.12081561e-01 -1.52550410e-01
1.23429763e-01 -5.85062121e-02 -2.82640749e-01 -2.63651990e-01
-2.91388177e-01]
[ 8.14140380e-02 -3.12002105e-01 -8.24338862e-02 -4.49892696e-01
-2.24880970e-01 -8.87123729e-02 7.11731329e-02 1.06649554e-01
-4.84572979e-03 3.05819701e-01 -5.25242270e-01 -7.71833080e-01
4.32854622e-01]
[ -2.20397785e-01 -2.48301435e-01 -1.29797056e-01 -3.08257409e-01
-3.03534245e-01 -9.27681972e-02 2.08209453e-01 4.51012840e-02
2.95593557e-01 4.47961207e-02 -4.08934101e-01 -9.78296796e-01
6.34820692e-01]
[ -1.10700058e-02 -1.91002323e-01 2.38971952e-02 -3.16207698e-01
-1.74318887e-01 1.66527520e-01 2.10036344e-01 2.69856880e-01
-1.93634771e-02 2.49379595e-01 -2.32218712e-01 -1.05081558e+00
7.42150232e-01]
[ 3.44424281e-03 -4.65313228e-02 -1.23345895e-01 -1.26265381e-01
-1.80341374e-01 -4.62727892e-02 2.95716723e-01 1.69166886e-01
2.55439348e-01 3.75870789e-01 -4.79894465e-01 -9.28839146e-01
7.35855011e-01]
[ -8.10253215e-02 -2.81765141e-01 6.05139222e-02 -3.69582051e-01
-1.51043828e-01 1.17544539e-01 3.71482971e-01 1.44066130e-01
-6.07564588e-02 1.74440925e-01 -5.64557269e-01 -9.55039790e-01
8.59836662e-01]
[ 1.21378641e-01 -9.01460652e-02 1.70162047e-02 -1.73920183e-01
-8.28993335e-02 -1.77799351e-02 2.47868403e-01 3.69091511e-01
4.09647492e-01 2.66389888e-01 -5.49811449e-01 -8.44846053e-01
5.49492956e-01]
[ -6.26286252e-03 -1.35052684e-01 2.11011415e-02 1.07082565e-02
-8.92869490e-02 -2.83558244e-01 5.22036243e-02 3.34326106e-01
-9.22462294e-03 1.02403424e-01 -2.58906834e-01 -7.42050153e-01
2.75127804e-01]
[ 8.18553801e-02 1.08640894e-01 4.17434204e-03 1.22165120e-01
-8.96322343e-02 -5.92609489e-02 -1.87821927e-01 -1.43638063e-01
-2.68183157e-01 -1.27496151e-01 -1.39644868e-01 2.66261744e-01
-2.41863378e-01]
[ 4.09655340e-02 -9.62753358e-02 1.43458415e-01 2.67534567e-01
2.50503713e-01 8.70263749e-03 -3.95254603e-01 -3.40610355e-01
-7.80473760e-02 -5.26635732e-01 1.94761699e-01 9.96969104e-01
-5.46495951e-01]
[ 3.19004068e-02 7.95800823e-02 -2.13034516e-01 6.78859234e-02
3.31106820e-02 -1.59642391e-03 -1.77310505e-01 -3.42113600e-01
-2.88009297e-01 -2.10879864e-01 -3.83667640e-02 -5.21837027e-02
-1.98594577e-01]
[ -5.86715274e-02 -2.11172030e-01 6.18264750e-02 7.88336390e-02
-1.31696110e-01 -1.34834634e-01 1.29597550e-02 -3.30775856e-02
6.07496239e-02 -3.84838008e-01 -3.20346285e-01 -2.32008468e-01
1.99280203e-02]
[ 1.36422300e-02 -2.74253024e-01 5.86637440e-02 -2.74810466e-01
-1.95731266e-01 -2.31250234e-01 -2.60219477e-01 4.14995230e-02
-6.58602475e-03 9.92149794e-02 -1.98231694e-01 1.11353501e-01
5.69979982e-04]
[ 1.68418573e-01 5.39475758e-02 -1.06285449e-01 -2.39771262e-01
-5.77021421e-02 -1.02551332e-01 -1.95708003e-01 -3.04636502e-03
-1.97338966e-01 -2.53100310e-01 -1.86561362e-01 3.25574245e-01
-1.02370688e-01]
[ -1.75046518e-01 -1.80123358e-01 -1.13917434e-01 -2.27977748e-01
-4.97826961e-02 2.60611256e-02 -1.98639522e-01 -2.40565721e-01
-1.44935133e-01 -4.91480705e-02 -2.12559996e-01 2.22318127e-01
-2.01515562e-01]
[ -3.64602761e-02 -2.10932156e-01 -1.61020733e-01 -2.40717077e-01
-5.23672808e-02 4.33888115e-02 -4.98768060e-02 -4.89584531e-02
-2.23897229e-01 -2.92614129e-01 -5.91057491e-02 -3.97453272e-06
-3.03940163e-02]
[ 1.11901898e-01 8.18668967e-02 -1.18118458e-02 -1.84160687e-01
-3.23512295e-01 7.65372124e-03 -1.74503015e-01 -2.94995405e-01
-3.20746665e-01 9.63560427e-03 -1.05018299e-01 1.34927360e-01
-8.56387983e-02]
[ -6.34901682e-02 -9.65171748e-03 -2.84928073e-01 -1.06566385e-02
7.02049408e-02 1.55196505e-01 -2.42070772e-01 -1.90890519e-01
-5.47587207e-02 -7.19317482e-02 1.86294568e-01 6.16150898e-01
-1.13761667e-01]
[ 1.13289885e-01 3.46854603e-01 -2.02615129e-01 7.02971848e-01
1.20354939e-01 -1.28200677e-03 -2.54644741e-01 -4.06014127e-01
-2.55121078e-01 -3.77279408e-01 7.37539419e-01 9.66774940e-01
-1.00520574e+00]
[ -2.64515705e-02 1.87085113e-01 4.55587839e-02 2.82334636e-01
8.64904960e-03 -6.91783899e-02 -3.16577791e-01 -3.90930380e-01
-3.03543456e-01 -2.88130781e-01 5.55461973e-01 1.01415521e+00
-9.59316245e-01]
[ -4.53570256e-02 -1.30090738e-01 -1.54274514e-01 3.01884890e-01
-1.73685732e-01 2.34137792e-01 -8.35136577e-02 -2.21067273e-01
-2.47454146e-01 -4.31658615e-01 1.98459554e-01 5.22767779e-01
-4.60170096e-01]
[ 7.91509237e-02 -3.82125563e-01 -5.16725763e-02 -1.35323416e-02
-1.12912976e-01 1.99655611e-01 7.05089029e-02 1.64280674e-01
-1.78440878e-01 -3.42043446e-02 -6.30670317e-02 3.38272914e-01
-2.54412029e-01]
[ 2.04761590e-01 -2.93499965e-01 -1.20552896e-01 -8.24427833e-02
-2.11918674e-01 1.21985366e-01 1.87193993e-02 -1.39645698e-01
-5.93878107e-02 -8.62749569e-02 -1.43041285e-01 -1.65520401e-01
-1.42431194e-01]
[ -1.35948669e-01 -7.85103096e-02 3.71072082e-02 -2.43912648e-01
-5.61519694e-02 -1.41446954e-01 3.22502008e-02 -2.26928170e-02
-9.62622592e-02 -1.40816897e-02 -3.03379436e-01 -4.03930138e-01
-8.53024381e-02]
[ -1.40668302e-01 -1.37601166e-01 -6.79067136e-02 -2.73181969e-01
-3.47140172e-01 -2.88499712e-01 1.59026730e-01 1.37840572e-01
1.79019949e-02 1.13674289e-01 -2.54179493e-01 -8.04010896e-01
2.90974407e-02]
[ -1.54780715e-01 -2.49602087e-01 -2.97374825e-01 -5.74883337e-01
-2.97090428e-01 -2.08847038e-01 -2.82745195e-01 6.89613965e-02
-2.41181438e-03 -4.28037887e-01 -5.05777380e-01 -6.05863761e-01
-6.18251032e-01]
[ -1.17224243e-01 1.26692617e-01 1.76084093e-02 6.00867020e-02
-2.09056820e-01 -1.72811449e-01 -1.30805805e-01 1.93766394e-02
-1.24081166e-01 -1.57012844e-01 -1.54747901e-01 -3.47568194e-01
-3.88794932e-02]
[ -3.57139967e-01 -1.19226320e-01 -2.72154689e-01 2.08834433e-01
-2.01116313e-01 -2.30166720e-01 -8.56102369e-02 -1.12285558e-01
2.95902274e-02 7.48778582e-03 7.39646683e-02 -3.05962889e-01
4.83534794e-02]
[ -1.28906039e-01 -4.32090401e-02 -2.54700368e-01 8.12364533e-02
-2.24584509e-01 -2.78873286e-01 -3.57973940e-01 -2.30987770e-02
1.96681047e-02 -1.40968245e-01 -2.41829908e-01 -2.83379271e-01
1.67041529e-02]
[ -2.28188495e-01 -5.31321648e-01 -3.38055069e-01 -2.26834681e-01
-3.23013616e-01 -2.30136315e-01 -3.98251778e-02 -2.63476904e-01
6.34769268e-02 -2.36385672e-01 -1.17378322e-01 -2.30313416e-01
-5.86382469e-02]
[ -2.18752994e-01 -2.95194608e-01 -3.19922229e-01 -1.07294018e-01
-8.99727499e-02 -1.49976097e-01 -7.87234141e-02 5.60962436e-03
-1.96722588e-01 -5.13929110e-01 -2.31524502e-01 -1.55622241e-01
1.70757009e-03]
[ -1.09379364e-01 -6.98859634e-03 -2.39510346e-01 -6.34967985e-01
-2.59541190e-01 -2.59126219e-01 -2.14141753e-03 -4.09287476e-01
1.03147253e-01 -1.22417905e-01 -4.74976063e-01 -2.44175400e-01
-6.17128727e-01]]
Progress: 20.2% ... Training loss: 0.256 ... Validation loss: 0.443[[-0.15512832]
[ 0.25652751]
[-0.14907526]
[ 0.9514356 ]
[ 0.26926712]
[-0.040139 ]
[-0.81402233]
[-0.91754875]
[-0.63753639]
[-0.92013309]
[ 1.17364339]
[ 2.86496701]
[-1.86869261]]
[[ -5.33291817e-01 -4.97189142e-01 -5.86224270e-01 -9.75090882e-02
-2.99161843e-01 -5.93395359e-01 -1.71486221e-01 -2.61154420e-01
-4.13975539e-01 -3.70181571e-01 1.67304793e-01 7.17557146e-01
1.21360568e-01]
[ 5.48756852e-03 -1.37303293e-01 4.91637035e-02 -5.19770561e-02
-4.13559620e-02 5.83308595e-02 -1.23064515e-01 2.05273736e-01
-1.40251789e-01 -1.87289909e-01 -7.35525542e-02 -9.84368499e-02
6.30874874e-02]
[ -2.32208066e-01 1.34657251e-01 -2.48319285e-02 1.36861048e-01
8.02896593e-02 -1.23999026e-01 6.66204832e-02 -1.04685613e-01
2.80925790e-01 -2.39286595e-01 1.85113849e-01 7.40404526e-01
7.77061222e-01]
[ 2.02778390e-01 -2.41590169e-01 -2.78708609e-01 3.76496054e-02
-2.84601534e-01 5.18915752e-03 1.28384295e-01 -4.91977767e-01
1.65984752e-01 -2.77825565e-01 -1.92532308e-01 -3.33597299e-01
-1.58057424e-01]
[ 1.21334027e-01 4.14472990e-03 1.11116509e-01 -9.58210461e-02
-2.52060928e-02 7.20391340e-02 -1.03930441e-01 -6.37169880e-02
8.46127715e-02 2.04012403e-01 7.07170117e-02 -1.45310822e-01
-1.43009520e-01]
[ -4.83086786e-01 -6.00362155e-01 -6.03822053e-01 -5.98274203e-01
-5.82558782e-01 -5.64797233e-01 -3.18403728e-01 -1.70437284e-01
-4.43954329e-01 -2.49787951e-01 -5.01296342e-01 -7.19337428e-01
-5.48691936e-01]
[ -4.18202866e-01 -5.85114688e-01 -3.23178458e-01 -3.66620973e-01
-4.12416879e-01 -5.62331514e-01 -4.28552661e-01 -4.66366073e-01
-2.95804476e-01 -1.48131226e-01 -4.32411174e-01 -3.42520566e-01
-3.88687497e-01]
[ -3.34193401e-01 -3.45914858e-01 -4.78748609e-01 -1.89496078e-01
-3.18571126e-01 -4.20011270e-01 -2.82643650e-01 -2.25493620e-01
-2.92650535e-01 -5.12658542e-01 -2.62023712e-01 -6.15149059e-01
-3.84897948e-01]
[ -4.68991964e-01 -3.52226627e-01 -3.78040742e-01 -1.85356526e-01
-3.40702592e-01 -2.16028694e-01 -7.51525957e-02 -4.27751379e-01
-2.59453644e-01 -4.37481728e-01 -1.61844323e-01 -2.47676280e-01
-1.84479106e-01]
[ -9.56019817e-01 -9.39863564e-01 -9.81582542e-01 -7.33495591e-01
-1.02994899e+00 -9.85958924e-01 -6.05686906e-01 -5.89257305e-01
-7.53191482e-01 -5.63624585e-01 -7.24940683e-01 -5.88159018e-01
-6.78580204e-01]
[ -5.11657219e-01 -2.65824134e-01 -4.70712529e-01 -3.28541677e-01
-3.46297359e-01 -3.61016567e-01 -5.85754819e-01 -6.03793399e-01
-6.47683986e-01 -1.25468584e-01 -4.69403115e-01 -6.17615444e-01
-4.94892994e-01]
[ -1.15480036e-01 2.02271102e-02 -3.37679717e-01 -4.32393504e-01
-1.07312131e-01 -7.27980522e-02 -1.70781744e-01 -3.39213693e-01
-1.49978498e-01 1.00313527e-01 -4.43132616e-01 -8.79827546e-01
-4.51664237e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58898770e-01 -1.16928694e-01 1.63853459e-01 -2.71919616e-01
-1.29202272e-01 1.13028209e-01 -1.26493912e-01 1.20299201e-02
-8.36798056e-02 6.70052521e-02 -1.69289860e-01 -3.59974220e-01
-5.79544982e-03]
[ -8.38617346e-02 -2.64140460e-01 -1.79027893e-01 -2.94713516e-01
-4.78667964e-01 -8.54242981e-02 -3.98730458e-02 1.23699272e-02
-5.69230842e-02 2.32149294e-02 -2.11507292e-01 -3.36714337e-01
-2.61384658e-01]
[ -7.23739514e-02 -1.46850503e-02 -2.35584575e-01 -2.55516010e-01
1.27719036e-01 -1.63174988e-01 -1.68107139e-01 7.56834062e-02
-4.43120532e-03 4.94596049e-02 -1.77184542e-01 3.38881686e-02
-5.77479157e-02]
[ 3.18550796e-02 -1.61731890e-01 -1.51209359e-01 -6.80743308e-02
-1.20140961e-01 -1.07526813e-01 9.33162855e-02 -1.60091310e-01
-2.42208397e-02 -9.08956047e-03 -8.47417693e-03 -1.14614032e-01
1.05851452e-02]
[ -2.87511187e-01 -1.43112086e-01 -7.38799027e-02 -9.65915548e-02
-3.04117377e-01 -2.73901581e-01 -3.69983681e-01 4.43381450e-02
-3.10708129e-01 -2.09089210e-01 1.70929313e-01 -5.40509976e-02
2.41683641e-01]
[ -2.22093901e-01 -1.26255489e-01 -8.81331160e-02 -5.40406683e-02
-8.57255630e-02 -1.17563299e-01 -6.32749610e-02 4.45339125e-02
-1.27158417e-01 -3.83990623e-02 1.17448886e-02 -1.76856709e-01
-1.54930265e-02]
[ -1.62264827e-01 -6.93586202e-02 -2.26797451e-01 -3.08552926e-01
-1.56369443e-01 -2.01995929e-01 -2.92761439e-01 -9.04078251e-02
1.56646377e-01 -1.88553938e-01 -3.61751658e-01 -2.84960845e-01
-2.25566698e-01]
[ -3.71505997e-01 -6.21864109e-02 -1.50365271e-01 -1.34665785e-01
-4.84694180e-02 -3.12724394e-01 2.75155007e-02 -7.75635172e-02
-1.27215220e-01 6.83904531e-02 1.75981074e-02 -2.22725828e-01
-2.66482407e-01]
[ -1.67121534e-01 -1.49199868e-01 -4.93640268e-02 -1.62596695e-01
-1.32554247e-01 -2.94593997e-01 -1.55957497e-02 -1.36475940e-01
-2.29635594e-01 3.21551427e-02 2.10405107e-01 -3.97122057e-02
-1.67295943e-01]
[ -1.34271204e-01 -1.74727334e-01 -1.13188719e-01 -2.73684831e-01
9.25062776e-02 -1.79091429e-02 -1.96750330e-01 -1.61363832e-01
1.04060281e-01 -9.70809643e-02 -1.27445184e-01 -7.58661344e-02
-3.35072036e-01]
[ -4.51010230e-02 -3.15966743e-02 -1.49492374e-01 -4.60069131e-02
-2.27442572e-01 6.25100828e-02 -8.60411731e-02 -5.13521524e-02
-2.34999881e-01 -9.37202543e-02 -8.00657066e-02 -3.26093429e-01
-2.00084626e-01]
[ -7.11987271e-02 2.47334291e-02 -1.28148596e-01 -3.14797598e-01
1.20505572e-01 2.06418288e-02 -2.12223421e-01 -1.52728248e-01
1.23402607e-01 -5.85469692e-02 -2.82145862e-01 -2.61914669e-01
-2.91432050e-01]
[ 8.13962621e-02 -3.11985050e-01 -8.24449473e-02 -4.49796946e-01
-2.24860520e-01 -8.87181833e-02 7.10641467e-02 1.06597663e-01
-4.91325533e-03 3.05745094e-01 -5.25149275e-01 -7.71667547e-01
4.32613615e-01]
[ -2.20491646e-01 -2.48128264e-01 -1.29872707e-01 -3.07478982e-01
-3.03383736e-01 -9.27964073e-02 2.07149083e-01 4.40136344e-02
2.94611691e-01 4.41821587e-02 -4.08079468e-01 -9.75745809e-01
6.32054559e-01]
[ -1.11995987e-02 -1.90829273e-01 2.37968933e-02 -3.15629646e-01
-1.74153657e-01 1.66481876e-01 2.09179533e-01 2.68978140e-01
-2.00143468e-02 2.48546610e-01 -2.31513542e-01 -1.05004188e+00
7.40236739e-01]
[ 3.42576041e-03 -4.65110584e-02 -1.23364676e-01 -1.26368657e-01
-1.80317249e-01 -4.62822241e-02 2.95701798e-01 1.68971263e-01
2.55384550e-01 3.75756618e-01 -4.80072402e-01 -9.29691199e-01
7.36125543e-01]
[ -8.10401008e-02 -2.81756423e-01 6.04946825e-02 -3.69508777e-01
-1.51037141e-01 1.17535861e-01 3.71556468e-01 1.44080487e-01
-6.07778733e-02 1.74456467e-01 -5.64440991e-01 -9.55868257e-01
8.59987515e-01]
[ 1.21371826e-01 -9.00736364e-02 1.69538379e-02 -1.74179553e-01
-8.28599664e-02 -1.77902035e-02 2.47915617e-01 3.68804422e-01
4.09604961e-01 2.66041773e-01 -5.49824371e-01 -8.45155356e-01
5.49894170e-01]
[ -6.36327591e-03 -1.34895929e-01 2.09935683e-02 1.15453398e-02
-8.91482360e-02 -2.83585936e-01 5.14014270e-02 3.33325166e-01
-9.75533211e-03 1.01572059e-01 -2.58040220e-01 -7.41027623e-01
2.73375503e-01]
[ 8.23049105e-02 1.07955518e-01 4.49509355e-03 1.18066787e-01
-9.02871419e-02 -5.91560696e-02 -1.83728278e-01 -1.40823010e-01
-2.65904154e-01 -1.25063035e-01 -1.44392829e-01 2.48850029e-01
-2.33284776e-01]
[ 4.03377585e-02 -9.55419329e-02 1.42988852e-01 2.73303373e-01
2.51511153e-01 8.53589249e-03 -3.99173401e-01 -3.44416656e-01
-8.11596224e-02 -5.29629467e-01 2.01388016e-01 1.01766455e+00
-5.54766009e-01]
[ 3.18102124e-02 7.95196548e-02 -2.13024667e-01 6.78998112e-02
3.29834380e-02 -1.60763916e-03 -1.77525780e-01 -3.42234401e-01
-2.87932522e-01 -2.11274638e-01 -3.85956041e-02 -5.42058654e-02
-1.97320365e-01]
[ -5.87611948e-02 -2.10918471e-01 6.16755942e-02 7.96861045e-02
-1.31462817e-01 -1.34866539e-01 1.19694405e-02 -3.42896012e-02
5.99027246e-02 -3.85574404e-01 -3.19252295e-01 -2.28090083e-01
1.72083642e-02]
[ 1.37300478e-02 -2.74475706e-01 5.88124479e-02 -2.75817894e-01
-1.95937469e-01 -2.31224534e-01 -2.59604850e-01 4.27734693e-02
-5.84059968e-03 1.00197863e-01 -1.99701440e-01 1.07106379e-01
3.38308140e-03]
[ 1.68431583e-01 5.37984970e-02 -1.06263910e-01 -2.40342719e-01
-5.77808976e-02 -1.02540224e-01 -1.95787481e-01 -3.35043511e-03
-1.97150671e-01 -2.53160959e-01 -1.86589630e-01 3.24617469e-01
-1.01772846e-01]
[ -1.74898004e-01 -1.80400264e-01 -1.13739291e-01 -2.29431060e-01
-5.01350869e-02 2.61232711e-02 -1.97335869e-01 -2.39257499e-01
-1.43918434e-01 -4.77779657e-02 -2.14786229e-01 2.16978849e-01
-1.97655938e-01]
[ -3.69368477e-02 -2.10236617e-01 -1.61440611e-01 -2.38413109e-01
-5.15890092e-02 4.32269895e-02 -5.31150188e-02 -5.34704224e-02
-2.26506830e-01 -2.95942895e-01 -5.50243418e-02 9.39935667e-03
-3.74329515e-02]
[ 1.11308412e-01 8.28739501e-02 -1.24182478e-02 -1.81346037e-01
-3.22754506e-01 7.45443508e-03 -1.77916626e-01 -2.98676149e-01
-3.23105446e-01 5.20180599e-03 -1.00765602e-01 1.47924041e-01
-9.31834175e-02]
[ -6.33747132e-02 -9.63399511e-03 -2.84944733e-01 -1.08063421e-02
7.01172999e-02 1.55220785e-01 -2.41928808e-01 -1.90564496e-01
-5.47904933e-02 -7.20011119e-02 1.86601365e-01 6.16229088e-01
-1.14053889e-01]
[ 1.13296503e-01 3.46754914e-01 -2.02579450e-01 7.02621078e-01
1.20278023e-01 -1.27636202e-03 -2.54540299e-01 -4.05717061e-01
-2.54868191e-01 -3.77096350e-01 7.37098068e-01 9.65856116e-01
-1.00430187e+00]
[ -2.68222386e-02 1.87794655e-01 4.51298444e-02 2.85815230e-01
9.45145224e-03 -6.93025312e-02 -3.18797418e-01 -3.94446211e-01
-3.04948872e-01 -2.91636476e-01 5.60645954e-01 1.02745624e+00
-9.63582484e-01]
[ -4.53539057e-02 -1.30097352e-01 -1.54273820e-01 3.01845745e-01
-1.73690604e-01 2.34138728e-01 -8.34584827e-02 -2.21093222e-01
-2.47417527e-01 -4.31684890e-01 1.98419594e-01 5.22509916e-01
-4.60072358e-01]
[ 7.90000189e-02 -3.81947182e-01 -5.17829559e-02 -1.25833737e-02
-1.12690686e-01 1.99602971e-01 6.94948871e-02 1.63008179e-01
-1.79361413e-01 -3.52427239e-02 -6.18257605e-02 3.41743527e-01
-2.56279137e-01]
[ 2.04430527e-01 -2.93074347e-01 -1.20761925e-01 -8.01261235e-02
-2.11497260e-01 1.21885126e-01 1.66314398e-02 -1.42022951e-01
-6.12559377e-02 -8.78883985e-02 -1.40690365e-01 -1.58573404e-01
-1.47985693e-01]
[ -1.36057634e-01 -7.83445949e-02 3.69936319e-02 -2.43315217e-01
-5.59780438e-02 -1.41479233e-01 3.14666534e-02 -2.33310227e-02
-9.68870202e-02 -1.49882713e-02 -3.02557709e-01 -4.02125948e-01
-8.68853869e-02]
[ -1.40819870e-01 -1.37321235e-01 -6.80580533e-02 -2.72022018e-01
-3.46921530e-01 -2.88541977e-01 1.57867666e-01 1.36581095e-01
1.69350671e-02 1.12461340e-01 -2.52882887e-01 -8.01091986e-01
2.59310739e-02]
[ -1.55771225e-01 -2.48096871e-01 -2.98258156e-01 -5.70022123e-01
-2.95626036e-01 -2.09183200e-01 -2.88786526e-01 6.07057517e-02
-7.48726623e-03 -4.34478705e-01 -4.98540040e-01 -5.87642490e-01
-6.31911268e-01]
[ -1.17350833e-01 1.26807130e-01 1.75351930e-02 6.00886905e-02
-2.08835500e-01 -1.72844122e-01 -1.30613618e-01 1.83981260e-02
-1.23674043e-01 -1.58806094e-01 -1.54263785e-01 -3.50036786e-01
-3.42872315e-02]
[ -3.57155795e-01 -1.19376439e-01 -2.72083888e-01 2.09100720e-01
-2.01229196e-01 -2.30167718e-01 -8.58997802e-02 -1.11713338e-01
2.94795097e-02 8.15872679e-03 7.39524220e-02 -3.06096587e-01
4.85522071e-02]
[ -1.29545097e-01 -4.24578860e-02 -2.55080380e-01 8.52926327e-02
-2.23915218e-01 -2.79041983e-01 -3.61004200e-01 -2.62110065e-02
1.68381090e-02 -1.43728417e-01 -2.37902338e-01 -2.74022124e-01
9.91309783e-03]
[ -2.28518103e-01 -5.31058025e-01 -3.38334501e-01 -2.23676917e-01
-3.22578357e-01 -2.30225930e-01 -4.24871469e-02 -2.65686382e-01
6.16971123e-02 -2.38767090e-01 -1.13586775e-01 -2.21274250e-01
-6.28452450e-02]
[ -2.18768098e-01 -2.95074315e-01 -3.20121551e-01 -1.06878029e-01
-8.99374230e-02 -1.49998530e-01 -7.92097449e-02 4.06089262e-03
-1.97297585e-01 -5.14398089e-01 -2.30341357e-01 -1.53992733e-01
-8.25152677e-04]
[ -1.09811182e-01 -6.00614491e-03 -2.40122098e-01 -6.33140235e-01
-2.58682278e-01 -2.59299226e-01 -5.35314248e-03 -4.13947475e-01
1.00612029e-01 -1.27395513e-01 -4.71069354e-01 -2.32917240e-01
-6.24756699e-01]]
Progress: 20.2% ... Training loss: 0.236 ... Validation loss: 0.420[[-0.15930229]
[ 0.25403882]
[-0.1529075 ]
[ 0.95774527]
[ 0.26881597]
[-0.04625867]
[-0.81802567]
[-0.91656569]
[-0.63842643]
[-0.92174004]
[ 1.1846857 ]
[ 2.88893657]
[-1.87494955]]
[[-0.53402453 -0.49523136 -0.58694309 -0.08800364 -0.29701793 -0.59357066
-0.17613343 -0.26797121 -0.41739671 -0.37855551 0.17982181 0.75355999
0.10945137]
[ 0.00540671 -0.13719946 0.04909513 -0.05156179 -0.04127172 0.05831541
-0.12354075 0.20408479 -0.14042454 -0.18811228 -0.07280455 -0.09625985
0.06227509]
[-0.23239997 0.13491422 -0.02491043 0.13706535 0.08061923 -0.12402545
0.0649435 -0.10769678 0.28060613 -0.24212126 0.18395154 0.732644
0.77884635]
[ 0.20281602 -0.24334494 -0.27831959 0.03202485 -0.28588025 0.0052819
0.13269994 -0.48483458 0.16785235 -0.27156446 -0.20170396 -0.34469801
-0.14800977]
[ 0.1212936 0.00459185 0.11101972 -0.09137204 -0.02451748 0.07195959
-0.1067758 -0.06549096 0.08337353 0.20250216 0.07364275 -0.14072633
-0.14448168]
[-0.48298882 -0.60023162 -0.60383288 -0.59625795 -0.58244152 -0.56477126
-0.31832089 -0.17135805 -0.44368966 -0.24999474 -0.49851564 -0.70930173
-0.54983926]
[-0.41851979 -0.58472606 -0.32319398 -0.36335312 -0.41167948 -0.56236983
-0.431773 -0.46842902 -0.29821035 -0.14953177 -0.42726553 -0.32505494
-0.39730595]
[-0.33412326 -0.34572941 -0.47878249 -0.18811742 -0.31838769 -0.41999186
-0.28186332 -0.22644037 -0.29253705 -0.51338853 -0.2620804 -0.61547971
-0.38363362]
[-0.4684447 -0.35299304 -0.37765184 -0.18977294 -0.34155674 -0.21589017
-0.07159797 -0.42460006 -0.25736677 -0.43542723 -0.16662605 -0.26097635
-0.17910952]
[-0.95621365 -0.93826671 -0.98199785 -0.72707953 -1.02843776 -0.98602176
-0.60798876 -0.59400988 -0.75626825 -0.56894717 -0.71597347 -0.56347552
-0.69006531]
[-0.5110584 -0.26714898 -0.47002255 -0.33246436 -0.34745441 -0.36083951
-0.58291061 -0.60064199 -0.64495211 -0.12094251 -0.4752758 -0.63073035
-0.48769963]
[-0.11548659 0.01989329 -0.33762572 -0.43264053 -0.10748236 -0.07276668
-0.17012665 -0.33839168 -0.14957445 0.10082722 -0.4431392 -0.87752553
-0.45050436]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25860399 -0.11719196 0.16404726 -0.27279049 -0.12944895 0.11310147
-0.1248251 0.01380639 -0.08267466 0.06909542 -0.17022564 -0.35972194
-0.00438053]
[-0.08413846 -0.26361014 -0.17929579 -0.29157801 -0.47817561 -0.08548806
-0.04183492 0.00905421 -0.05798689 0.02017546 -0.20727896 -0.32583207
-0.26439301]
[-0.07236028 -0.01479704 -0.23551259 -0.25572541 0.12780657 -0.16316606
-0.16909918 0.07536397 -0.00506328 0.04920717 -0.17705828 0.0400137
-0.06068415]
[ 0.03196163 -0.16179604 -0.15107843 -0.06820636 -0.12024439 -0.10749601
0.09417302 -0.15930118 -0.02371203 -0.00805141 -0.00881679 -0.1172392
0.01290568]
[-0.28779193 -0.14271128 -0.0740646 -0.09468971 -0.30349473 -0.27395853
-0.37184987 0.04267763 -0.31232819 -0.21049018 0.17501661 -0.04589867
0.23734223]
[-0.22243038 -0.12523303 -0.08848222 -0.04748961 -0.08478367 -0.11764364
-0.06668807 0.03987919 -0.12951984 -0.04239502 0.01876804 -0.15827608
-0.02722663]
[-0.16227859 -0.06949072 -0.22676942 -0.30933342 -0.15654398 -0.20197634
-0.29238738 -0.09002465 0.1568831 -0.18821328 -0.36354469 -0.2883251
-0.22412796]
[-0.37156424 -0.0620492 -0.15041253 -0.13381148 -0.04826541 -0.31274227
0.02742992 -0.07726291 -0.1275408 0.06835609 0.01801905 -0.22200253
-0.26639313]
[-0.16658306 -0.15014158 -0.0488477 -0.16800499 -0.13357752 -0.29447413
-0.01189753 -0.13232111 -0.22686047 0.03563186 0.20319234 -0.0571976
-0.15787198]
[-0.1342245 -0.17488052 -0.11318819 -0.27421787 0.09233533 -0.01788903
-0.19589481 -0.16076584 0.10429628 -0.09712534 -0.12726401 -0.07576041
-0.33114427]
[-0.04472897 -0.03210197 -0.14924398 -0.04825113 -0.22790245 0.06260482
-0.0839169 -0.05010849 -0.23365514 -0.09206583 -0.08274123 -0.33352465
-0.19980569]
[-0.07120658 0.02475252 -0.12816096 -0.31481561 0.12051981 0.02063905
-0.21228478 -0.15280386 0.12335818 -0.05866234 -0.28216538 -0.26196009
-0.29143845]
[ 0.0815027 -0.31215287 -0.08236411 -0.45081232 -0.22504242 -0.08869933
0.07181036 0.10742185 -0.00431938 0.30671162 -0.5263734 -0.77469362
0.43550536]
[-0.22049664 -0.24812252 -0.12986479 -0.30772365 -0.3033951 -0.09279929
0.20732919 0.04428965 0.29471723 0.0444768 -0.4084805 -0.97659432
0.63294523]
[-0.01121499 -0.1908054 0.0237798 -0.31555565 -0.17412807 0.16647813
0.2090916 0.26882911 -0.02006552 0.24839706 -0.23142164 -1.0499583
0.74003849]
[ 0.00338811 -0.04638807 -0.12341933 -0.12613401 -0.18023659 -0.04629222
0.29534802 0.16853814 0.25507278 0.37542208 -0.47977096 -0.92898845
0.73527512]
[-0.08095415 -0.28183855 0.06057187 -0.37039893 -0.15119499 0.11755698
0.37266282 0.14495001 -0.06029569 0.17540566 -0.56552672 -0.95834818
0.86251923]
[ 0.12140621 -0.0901059 0.01696833 -0.17440566 -0.08289206 -0.01778248
0.24824671 0.36906273 0.4098453 0.26622719 -0.54998 -0.84554026
0.55030074]
[-0.00620533 -0.13512675 0.02113509 0.01068371 -0.08947724 -0.28354713
0.05285886 0.33531882 -0.00885464 0.10315934 -0.25955677 -0.74437022
0.27543441]
[ 0.08186389 0.10883146 0.00410899 0.12384961 -0.08946069 -0.05925704
-0.18735998 -0.14442173 -0.26852818 -0.12888077 -0.13806535 0.26712953
-0.24363429]
[ 0.0400126 -0.09518026 0.14277754 0.2770473 0.25220935 0.0084594
-0.40082531 -0.34555953 -0.08294926 -0.53184238 0.2052321 1.0260249
-0.56046385]
[ 0.03195706 0.07925213 -0.21292723 0.06695387 0.03272016 -0.00157662
-0.17667785 -0.34141473 -0.28730699 -0.210332 -0.0398699 -0.05735192
-0.19562194]
[-0.05860409 -0.21118031 0.06179252 0.07813733 -0.13178481 -0.13482081
0.01330301 -0.03349735 0.06098218 -0.38471571 -0.32085903 -0.23193107
0.02022716]
[ 0.01375618 -0.27458338 0.05893029 -0.27684779 -0.19609288 -0.23121431
-0.25934221 0.04331335 -0.00607702 0.10151501 -0.20130047 0.10475381
0.00485551]
[ 0.16835813 0.05389743 -0.10631355 -0.24014662 -0.05770059 -0.10255437
-0.1961805 -0.00448741 -0.19740818 -0.25382678 -0.18592744 0.32615299
-0.10245706]
[-0.17501175 -0.18005774 -0.11387574 -0.22872593 -0.04970983 0.02609603
-0.19923822 -0.24067896 -0.14524728 -0.05019548 -0.21198271 0.22814854
-0.20153734]
[-0.03710701 -0.20998284 -0.16158304 -0.23747056 -0.05119865 0.04319638
-0.05428355 -0.05489308 -0.22731005 -0.29740918 -0.05272697 0.01676636
-0.04153735]
[ 0.11155862 0.08213412 -0.01206314 -0.18496218 -0.32340205 0.00751956
-0.17543337 -0.29563283 -0.32078103 0.00843903 -0.10692871 0.13457521
-0.0830032 ]
[-0.06323078 -0.00982047 -0.2848422 -0.01141555 0.06992055 0.15527115
-0.24149228 -0.19000281 -0.05434377 -0.07134732 0.1864016 0.61429011
-0.11459664]
[ 0.11303557 0.34797779 -0.20302355 0.70936745 0.12142592 -0.00136759
-0.25756288 -0.4109274 -0.25747815 -0.38187969 0.74549799 0.98302339
-1.01395518]
[-0.02661314 0.18736157 0.04532406 0.28503338 0.00911188 -0.06924224
-0.31800085 -0.39471352 -0.30439026 -0.29075342 0.55990048 1.0258199
-0.96351022]
[-0.04491201 -0.13085046 -0.15390094 0.2982626 -0.17440653 0.23427081
-0.08072459 -0.21820945 -0.24497684 -0.42896309 0.19398821 0.51098177
-0.4542544 ]
[ 0.07901533 -0.38198271 -0.05174363 -0.01288972 -0.11274911 0.19960931
0.06967153 0.16346496 -0.17930008 -0.03500472 -0.06221098 0.34042824
-0.25544892]
[ 0.20449982 -0.29313614 -0.12072249 -0.08034308 -0.2115568 0.12190011
0.01703998 -0.14141635 -0.06102668 -0.08740797 -0.1409776 -0.159068
-0.14770722]
[-0.13605645 -0.07835361 0.03700565 -0.24364893 -0.05600396 -0.14147702
0.03168721 -0.02318891 -0.09681616 -0.01472694 -0.30313891 -0.40340065
-0.08613884]
[-0.14082464 -0.13732247 -0.06805726 -0.27199128 -0.34691574 -0.28854396
0.15775559 0.13651668 0.01684729 0.11244906 -0.25286637 -0.80092855
0.02586636]
[-0.15572421 -0.24827139 -0.29811786 -0.57193673 -0.29591559 -0.20915407
-0.28762522 0.06204278 -0.00716085 -0.43367462 -0.50204568 -0.59472314
-0.63080981]
[-0.11702383 0.1259102 0.01800558 0.05719735 -0.20967776 -0.17275139
-0.12896282 0.02079988 -0.1220115 -0.15575161 -0.15862939 -0.35998549
-0.02896072]
[-0.3576264 -0.11772689 -0.27268848 0.21854891 -0.19950825 -0.23031044
-0.0895798 -0.1185341 0.02665049 0.00193467 0.08494544 -0.28076948
0.040388 ]
[-0.12936486 -0.04270398 -0.25487446 0.0845361 -0.22426413 -0.278982
-0.36008391 -0.02462787 0.01776252 -0.14184778 -0.23940234 -0.27730181
0.01319444]
[-0.22864641 -0.53123705 -0.33834078 -0.22368016 -0.32258007 -0.23023363
-0.0413205 -0.26401766 0.06171832 -0.2376249 -0.11393085 -0.22080466
-0.0578836 ]
[-0.21854754 -0.29555207 -0.31988533 -0.10873137 -0.09049445 -0.1499257
-0.07771839 0.00638013 -0.19611647 -0.51260631 -0.23291086 -0.16057153
0.00318715]
[-0.10958864 -0.00574319 -0.24023537 -0.63292302 -0.25817982 -0.25925788
-0.00686607 -0.41721575 0.09938452 -0.13012746 -0.46668961 -0.21795549
-0.63840761]]
Progress: 20.3% ... Training loss: 0.236 ... Validation loss: 0.414[[-0.1622944 ]
[ 0.24830005]
[-0.15843654]
[ 0.95201187]
[ 0.2632783 ]
[-0.04890881]
[-0.82211037]
[-0.92390974]
[-0.64370822]
[-0.93197568]
[ 1.17392236]
[ 2.87565882]
[-1.88672946]]
[[-0.53382699 -0.49577636 -0.58667016 -0.09199501 -0.29737178 -0.59349181
-0.17158862 -0.26480526 -0.41434973 -0.37450491 0.17561088 0.74304456
0.1286875 ]
[ 0.00537824 -0.13717692 0.04907009 -0.05142465 -0.04125197 0.05830942
-0.12368331 0.20379591 -0.14050583 -0.18836095 -0.07260787 -0.09603274
0.06212259]
[-0.23199383 0.13400946 -0.02421279 0.13048526 0.07923678 -0.12390563
0.06730523 -0.10385878 0.28271644 -0.23824207 0.17639123 0.70436139
0.78330356]
[ 0.20247997 -0.24218844 -0.27922844 0.03685894 -0.28411563 0.00513232
0.13075277 -0.4928743 0.16643408 -0.27855489 -0.18995498 -0.31544903
-0.15418019]
[ 0.12236342 0.0036233 0.11198654 -0.0963737 -0.02576527 0.07228454
-0.10306072 -0.05977014 0.08626366 0.20924518 0.06426396 -0.14832556
-0.14336448]
[-0.48271705 -0.60108034 -0.60343142 -0.59726901 -0.58317289 -0.56466612
-0.31645944 -0.16786473 -0.44228049 -0.24608324 -0.50218225 -0.71633973
-0.54575112]
[-0.41796599 -0.58567327 -0.32261909 -0.36787789 -0.4123997 -0.56222088
-0.42828986 -0.46450026 -0.29526355 -0.14495969 -0.43323013 -0.33326848
-0.38575244]
[-0.33408351 -0.34585006 -0.47868377 -0.18884472 -0.31857493 -0.41998257
-0.28219232 -0.22749574 -0.29245151 -0.51358644 -0.26233605 -0.62385333
-0.38708142]
[-0.46898481 -0.35200075 -0.37817188 -0.18820631 -0.34080391 -0.2160543
-0.07356812 -0.42668705 -0.25914819 -0.43849979 -0.16374685 -0.25070115
-0.17954384]
[-0.95633437 -0.93816434 -0.98210114 -0.72633013 -1.02841029 -0.9860841
-0.60692879 -0.59388336 -0.75547765 -0.5677191 -0.71667604 -0.56683368
-0.68423522]
[-0.51082766 -0.26799606 -0.46963283 -0.33683739 -0.34809849 -0.36076053
-0.58092155 -0.5971538 -0.64322061 -0.118489 -0.47987475 -0.63785701
-0.47760159]
[-0.11527138 0.01971372 -0.33735711 -0.43371339 -0.10775174 -0.07268406
-0.17013023 -0.33772666 -0.14943646 0.10235875 -0.44484536 -0.88039067
-0.45467297]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25874048 -0.11709485 0.16394801 -0.27176218 -0.1292982 0.11307447
-0.12517508 0.01263298 -0.08316041 0.06802519 -0.16889205 -0.35499462
-0.00460434]
[-0.08406224 -0.26375056 -0.17917458 -0.29142185 -0.47827264 -0.08545305
-0.04119971 0.01010976 -0.05742743 0.02177844 -0.20782163 -0.32448647
-0.26236714]
[-0.07251909 -0.01494006 -0.23547656 -0.25501039 0.12798057 -0.16318734
-0.1700788 0.0770467 -0.00601318 0.04926616 -0.17737747 0.04142122
-0.06358077]
[ 0.03231164 -0.16207048 -0.15085027 -0.06944127 -0.12062396 -0.10740489
0.09585663 -0.15779302 -0.02216195 -0.00575819 -0.0109981 -0.12254791
0.01648879]
[-0.28736614 -0.14336877 -0.07374336 -0.09836454 -0.30407911 -0.27386524
-0.36944683 0.04477717 -0.31029773 -0.20753236 0.17074365 -0.05528808
0.24497374]
[-0.22224799 -0.12578432 -0.0881724 -0.04923013 -0.08537933 -0.11758543
-0.06539495 0.04157974 -0.12842483 -0.04027865 0.01596597 -0.16455244
-0.02332201]
[-0.16217244 -0.06947449 -0.22677969 -0.30914373 -0.15657678 -0.20197609
-0.2922758 -0.09118246 0.15731738 -0.18873794 -0.36300259 -0.29545977
-0.22579313]
[-0.37151388 -0.06230099 -0.15023697 -0.13563971 -0.04854629 -0.31270128
0.02785315 -0.07671382 -0.12721061 0.06922857 0.01640152 -0.22423227
-0.26643328]
[-0.16683979 -0.14975426 -0.04902673 -0.16727014 -0.13333712 -0.29454186
-0.01298298 -0.13226302 -0.22766297 0.03488373 0.20392532 -0.05442447
-0.15894254]
[-0.13443675 -0.17454581 -0.1134032 -0.27406443 0.09260122 -0.01794832
-0.19619274 -0.16150443 0.10360446 -0.09851971 -0.1263165 -0.0724212
-0.32958919]
[-0.04472793 -0.03209952 -0.14924906 -0.04815057 -0.22789929 0.06260246
-0.08400681 -0.05021872 -0.2336549 -0.09206473 -0.08264797 -0.33314343
-0.19993285]
[-0.07130902 0.02500887 -0.12828932 -0.31411163 0.12076994 0.02059708
-0.21298626 -0.15399783 0.12294852 -0.05961479 -0.28108676 -0.25894516
-0.29235567]
[ 0.08157513 -0.3122302 -0.08232853 -0.45132929 -0.22514702 -0.08867941
0.0722658 0.10770811 -0.0039681 0.30716341 -0.52682619 -0.77579231
0.43674095]
[-0.2205064 -0.24810163 -0.12987238 -0.30762425 -0.30337524 -0.092802
0.20719309 0.04414521 0.29457885 0.04441422 -0.40835624 -0.97616516
0.63250098]
[-0.01119407 -0.19083027 0.0237909 -0.31579084 -0.17414245 0.16648303
0.20946739 0.26910667 -0.01985777 0.24869482 -0.23180603 -1.0509687
0.741127 ]
[ 0.00344738 -0.04645528 -0.12337931 -0.12679871 -0.1803063 -0.0462767
0.29613731 0.16919184 0.25541603 0.3762743 -0.48066765 -0.93029904
0.73693401]
[-0.0809136 -0.28182766 0.06058441 -0.37050018 -0.15119035 0.1175656
0.37295745 0.14523103 -0.0602668 0.17586199 -0.56571286 -0.95852745
0.86251843]
[ 0.12147091 -0.0901112 0.01693624 -0.17563338 -0.08286103 -0.017792
0.24958966 0.37004474 0.4112316 0.267047 -0.55114233 -0.85219974
0.55497087]
[-0.0062688 -0.13501702 0.02112328 0.01116988 -0.08943261 -0.28355981
0.05265862 0.33569884 -0.00932837 0.10338907 -0.25938907 -0.74500504
0.27445956]
[ 0.08201287 0.10844492 0.00418024 0.12196831 -0.08984417 -0.05921582
-0.18621376 -0.14385302 -0.26737236 -0.12874526 -0.13955359 0.26058342
-0.23987846]
[ 0.03999835 -0.09574393 0.14290084 0.27803747 0.2519886 0.00846779
-0.40095353 -0.34640693 -0.08183733 -0.53268385 0.20582957 1.03010911
-0.5594411 ]
[ 0.03207247 0.07909375 -0.2128617 0.06634741 0.03259371 -0.00155103
-0.17614198 -0.3412047 -0.28688268 -0.20983543 -0.04044489 -0.05876387
-0.19463661]
[-0.05860103 -0.21119767 0.06180506 0.07802011 -0.13182832 -0.13481536
0.01341496 -0.03343114 0.0610248 -0.38462802 -0.32097041 -0.2322364
0.02049469]
[ 0.01369629 -0.27450666 0.05887886 -0.27678396 -0.19600161 -0.23123242
-0.25953591 0.04300242 -0.00640184 0.10118763 -0.20116938 0.1049286
0.00468632]
[ 0.16809617 0.05433937 -0.10643438 -0.24067511 -0.05737821 -0.10261358
-0.19722387 -0.00505417 -0.19881765 -0.25437558 -0.18547664 0.32889294
-0.10132034]
[-0.17508324 -0.17986428 -0.11395797 -0.22844502 -0.04952862 0.02608213
-0.19971053 -0.24142463 -0.14603289 -0.05081787 -0.21104876 0.23279647
-0.20401526]
[-0.03722409 -0.20986938 -0.161583 -0.23777078 -0.051037 0.04318232
-0.05440166 -0.05456713 -0.22755734 -0.29788451 -0.05320111 0.01834858
-0.04046318]
[ 0.11138914 0.08251049 -0.01222702 -0.18468164 -0.32314755 0.00745761
-0.17665084 -0.29572471 -0.3216235 0.00763473 -0.10652745 0.13687645
-0.08366739]
[-0.06324375 -0.00974232 -0.28485756 -0.01104502 0.07003293 0.15526316
-0.24167318 -0.19018778 -0.05458187 -0.07129529 0.18686683 0.61538183
-0.11566702]
[ 0.11299662 0.34822923 -0.20314818 0.71108505 0.12169296 -0.00139095
-0.258072 -0.41169673 -0.25770789 -0.3824916 0.74699401 0.98403592
-1.01648379]
[-0.02620306 0.18619502 0.045985 0.28196278 0.0078995 -0.06909305
-0.31584435 -0.39107722 -0.30239383 -0.28685649 0.55444145 1.01425168
-0.95883256]
[-0.04471655 -0.1309078 -0.15382143 0.29778957 -0.17451042 0.23431412
-0.08015548 -0.21788037 -0.24448419 -0.42794177 0.19319005 0.5109905
-0.45452654]
[ 0.07909127 -0.3820401 -0.05169502 -0.0125786 -0.1128071 0.19962349
0.06969888 0.163559 -0.17908226 -0.03448984 -0.06207931 0.34078245
-0.2562989 ]
[ 0.20442816 -0.293035 -0.12074968 -0.07954567 -0.21148135 0.12188298
0.01611464 -0.1421451 -0.06169349 -0.08763161 -0.14022155 -0.15695954
-0.1495924 ]
[-0.13602353 -0.07847954 0.03705097 -0.24409569 -0.0561219 -0.14146756
0.03219442 -0.02268041 -0.09636611 -0.01435095 -0.30384933 -0.40602433
-0.08451576]
[-0.1408482 -0.13731307 -0.06807151 -0.27191556 -0.3469127 -0.28854982
0.15761363 0.13658715 0.0166547 0.11249139 -0.2528308 -0.80146511
0.02576721]
[-0.15539004 -0.24849221 -0.29795625 -0.57466556 -0.29618722 -0.20907353
-0.2868164 0.0619376 -0.00634172 -0.43294472 -0.50370855 -0.59533453
-0.6328146 ]
[-0.11712016 0.12630242 0.01790001 0.05964864 -0.20934459 -0.17276867
-0.13013308 0.01858267 -0.12264367 -0.15680308 -0.1556934 -0.35737991
-0.03079685]
[-0.35738153 -0.11840988 -0.27234288 0.21489863 -0.20027187 -0.23022851
-0.08674844 -0.11507056 0.0283024 0.00599426 0.07922993 -0.29409877
0.04941381]
[-0.12948078 -0.04283149 -0.25491994 0.08438456 -0.22431367 -0.27901421
-0.35999187 -0.02439474 0.01784996 -0.14199532 -0.23983218 -0.27913432
0.01722473]
[-0.22873335 -0.53145142 -0.33818626 -0.22311631 -0.32272209 -0.23021998
-0.04152872 -0.26196998 0.06141265 -0.23644336 -0.11512278 -0.22341017
-0.05755457]
[-0.21860462 -0.29542723 -0.31989888 -0.10769926 -0.09029745 -0.14995112
-0.07806805 0.00625799 -0.19656155 -0.51190117 -0.23232219 -0.15829169
0.00332801]
[-0.10948618 -0.00593883 -0.24017747 -0.63513611 -0.25836917 -0.25925985
-0.00582471 -0.41623584 0.10086906 -0.13039149 -0.46822179 -0.21781217
-0.63633316]]
Progress: 20.4% ... Training loss: 0.237 ... Validation loss: 0.418[[-0.16406001]
[ 0.25357743]
[-0.15699492]
[ 0.95974633]
[ 0.26791832]
[-0.04783577]
[-0.81732978]
[-0.92275921]
[-0.6352768 ]
[-0.93699642]
[ 1.18135116]
[ 2.89270933]
[-1.87428859]]
[[ -5.33899398e-01 -4.94943225e-01 -5.86803151e-01 -8.97761269e-02
-2.96645371e-01 -5.93551967e-01 -1.72375164e-01 -2.65786777e-01
-4.16089808e-01 -3.73613985e-01 1.78989427e-01 7.56461966e-01
1.22188668e-01]
[ 5.40375072e-03 -1.37091895e-01 4.90279118e-02 -5.11435102e-02
-4.12131344e-02 5.83224102e-02 -1.23855980e-01 2.03539329e-01
-1.40705295e-01 -1.88324615e-01 -7.20586638e-02 -9.42290970e-02
6.03860244e-02]
[ -2.34321657e-01 1.37561554e-01 -2.57569370e-02 1.47352106e-01
8.27235596e-02 -1.24505585e-01 5.10000174e-02 -1.18600814e-01
2.71591670e-01 -2.50746289e-01 1.96620137e-01 7.57395939e-01
7.50880851e-01]
[ 2.02303125e-01 -2.41186523e-01 -2.79918394e-01 4.39890813e-02
-2.82912692e-01 5.03372314e-03 1.27592444e-01 -4.98656742e-01
1.64057289e-01 -2.81602523e-01 -1.80582837e-01 -2.91120271e-01
-1.73148576e-01]
[ 1.22946112e-01 2.12475424e-03 1.12848159e-01 -1.01617935e-01
-2.72222551e-02 7.24639501e-02 -9.92913776e-02 -5.39827564e-02
9.14309591e-02 2.14649795e-01 5.48419412e-02 -1.72125511e-01
-1.27886554e-01]
[ -4.82038520e-01 -6.01843278e-01 -6.03063183e-01 -6.00373708e-01
-5.83898601e-01 -5.64498076e-01 -3.13115214e-01 -1.64164875e-01
-4.40343179e-01 -2.41851950e-01 -5.05715157e-01 -7.22486786e-01
-5.42234551e-01]
[ -4.17635472e-01 -5.85992751e-01 -3.22348516e-01 -3.70765679e-01
-4.12807749e-01 -5.62179193e-01 -4.25992694e-01 -4.62604918e-01
-2.93949913e-01 -1.42217591e-01 -4.37148056e-01 -3.42524195e-01
-3.80981923e-01]
[ -3.34891627e-01 -3.44075977e-01 -4.79385981e-01 -1.79662541e-01
-3.16823575e-01 -4.20202805e-01 -2.89586276e-01 -2.33923292e-01
-2.97981083e-01 -5.17902370e-01 -2.51010749e-01 -5.93831155e-01
-4.10186679e-01]
[ -4.69131165e-01 -3.51625422e-01 -3.78336988e-01 -1.87402406e-01
-3.40447012e-01 -2.16099490e-01 -7.43943619e-02 -4.27589378e-01
-2.60495308e-01 -4.39191383e-01 -1.62446264e-01 -2.45796898e-01
-1.81886395e-01]
[ -9.56081239e-01 -9.37546453e-01 -9.82061172e-01 -7.25252545e-01
-1.02818427e+00 -9.86057254e-01 -6.07728063e-01 -5.93951795e-01
-7.57531038e-01 -5.65009051e-01 -7.15512055e-01 -5.59817358e-01
-6.93847965e-01]
[ -5.11025236e-01 -2.67538558e-01 -4.69892589e-01 -3.34156298e-01
-3.47373917e-01 -3.60829191e-01 -5.82383136e-01 -5.98211944e-01
-6.44576652e-01 -1.19403399e-01 -4.75782830e-01 -6.24381055e-01
-4.82274169e-01]
[ -1.15272366e-01 1.97053231e-02 -3.37365834e-01 -4.33478482e-01
-1.07727844e-01 -7.26979520e-02 -1.70448181e-01 -3.38334765e-01
-1.49652776e-01 1.02528960e-01 -4.44926205e-01 -8.81359297e-01
-4.57548363e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58690919e-01 -1.17127531e-01 1.63933904e-01 -2.71922176e-01
-1.29300817e-01 1.13085430e-01 -1.25085202e-01 1.20744084e-02
-8.32119367e-02 6.80130376e-02 -1.68866279e-01 -3.54220065e-01
-5.07657574e-03]
[ -8.37909154e-02 -2.64035867e-01 -1.79010901e-01 -2.92490779e-01
-4.78462663e-01 -8.53917676e-02 -3.98080804e-02 1.17867413e-02
-5.67179268e-02 2.33252971e-02 -2.09030721e-01 -3.26583626e-01
-2.61270715e-01]
[ -7.22079194e-02 -1.52512878e-02 -2.35327016e-01 -2.56592272e-01
1.27565136e-01 -1.63114526e-01 -1.68475201e-01 7.90733237e-02
-4.91992062e-03 5.14286958e-02 -1.78986616e-01 3.71051827e-02
-6.12025517e-02]
[ 3.26418954e-02 -1.62541359e-01 -1.50539269e-01 -7.23206778e-02
-1.21068131e-01 -1.07348152e-01 9.81986080e-02 -1.55751694e-01
-2.05759693e-02 -3.57431344e-03 -1.47123422e-02 -1.32417047e-01
2.02800522e-02]
[ -2.87263486e-01 -1.43607459e-01 -7.35830313e-02 -9.93742606e-02
-3.04328643e-01 -2.73837504e-01 -3.68811711e-01 4.58322666e-02
-3.09772255e-01 -2.06135633e-01 1.68966393e-01 -5.89213686e-02
2.47880451e-01]
[ -2.22357076e-01 -1.25519460e-01 -8.83273024e-02 -4.85833721e-02
-8.51878839e-02 -1.17619296e-01 -6.58343898e-02 4.07907583e-02
-1.29076620e-01 -4.08923305e-02 1.66742978e-02 -1.61337866e-01
-2.41491288e-02]
[ -1.62429632e-01 -6.89957025e-02 -2.26921001e-01 -3.06927443e-01
-1.56195074e-01 -2.02039420e-01 -2.94529055e-01 -9.31268020e-02
1.55331643e-01 -1.89906560e-01 -3.60317014e-01 -2.85687990e-01
-2.32652436e-01]
[ -3.71716195e-01 -6.17676499e-02 -1.50488209e-01 -1.32132907e-01
-4.80185490e-02 -3.12748223e-01 2.52144584e-02 -7.95465600e-02
-1.29157278e-01 6.78100055e-02 2.07594964e-02 -2.12776143e-01
-2.73699876e-01]
[ -1.67320530e-01 -1.48827950e-01 -4.93994861e-02 -1.62772793e-01
-1.32333896e-01 -2.94689234e-01 -1.64724380e-02 -1.34377005e-01
-2.29903771e-01 3.27389282e-02 2.09250471e-01 -4.28873603e-02
-1.69453082e-01]
[ -1.34561605e-01 -1.74222167e-01 -1.13550665e-01 -2.73361883e-01
9.29339591e-02 -1.79967218e-02 -1.97280163e-01 -1.63041436e-01
1.02523147e-01 -9.93064538e-02 -1.25142910e-01 -6.81593097e-02
-3.32593016e-01]
[ -4.46182043e-02 -3.22548368e-02 -1.49193436e-01 -4.90654209e-02
-2.28041818e-01 6.26406311e-02 -8.31944672e-02 -4.95538269e-02
-2.33413178e-01 -9.16153816e-02 -8.34588217e-02 -3.35117491e-01
-1.98724611e-01]
[ -7.12549590e-02 2.50430196e-02 -1.28276219e-01 -3.14073012e-01
1.20751892e-01 2.06136110e-02 -2.12531335e-01 -1.53421795e-01
1.23124655e-01 -5.92437152e-02 -2.81067497e-01 -2.58547857e-01
-2.91957596e-01]
[ 8.15516353e-02 -3.12193142e-01 -8.23247297e-02 -4.51394463e-01
-2.25134487e-01 -8.86840556e-02 7.22205526e-02 1.07669328e-01
-4.09824241e-03 3.07214603e-01 -5.27074767e-01 -7.76904957e-01
4.36990523e-01]
[ -2.20538623e-01 -2.48010174e-01 -1.29905066e-01 -3.07427037e-01
-3.03296734e-01 -9.28159244e-02 2.06981105e-01 4.41694979e-02
2.94386255e-01 4.44184970e-02 -4.08199693e-01 -9.75613975e-01
6.31914748e-01]
[ -1.10819421e-02 -1.90971046e-01 2.38774705e-02 -3.16764397e-01
-1.74327304e-01 1.66520189e-01 2.10693544e-01 2.70545076e-01
-1.92600411e-02 2.49758263e-01 -2.33151636e-01 -1.05360767e+00
7.44150311e-01]
[ 3.36386013e-03 -4.63642947e-02 -1.23414755e-01 -1.26536100e-01
-1.80218203e-01 -4.62991623e-02 2.95777205e-01 1.69020783e-01
2.55091707e-01 3.76048847e-01 -4.80391632e-01 -9.30670839e-01
7.36489814e-01]
[ -8.11063459e-02 -2.81534714e-01 6.04361938e-02 -3.69281614e-01
-1.50902962e-01 1.17507891e-01 3.71651843e-01 1.44091341e-01
-6.12591941e-02 1.74885741e-01 -5.64762223e-01 -9.57120653e-01
8.59408402e-01]
[ 1.21666783e-01 -9.03293698e-02 1.70445375e-02 -1.76536934e-01
-8.31034275e-02 -1.77542472e-02 2.50959597e-01 3.71166868e-01
4.12306824e-01 2.68520783e-01 -5.52292851e-01 -8.54985723e-01
5.57709992e-01]
[ -6.33229828e-03 -1.34925158e-01 2.10664771e-02 1.16221508e-02
-8.93462741e-02 -2.83577474e-01 5.23566884e-02 3.35363983e-01
-9.64979703e-03 1.02992998e-01 -2.58984644e-01 -7.44600147e-01
2.73503650e-01]
[ 8.22921515e-02 1.08161560e-01 4.35561588e-03 1.21215649e-01
-9.00667599e-02 -5.91419595e-02 -1.85346097e-01 -1.42452970e-01
-2.66946390e-01 -1.27023092e-01 -1.40142022e-01 2.60337254e-01
-2.40259728e-01]
[ 4.00131964e-02 -9.55093806e-02 1.42866988e-01 2.80018782e-01
2.52284500e-01 8.44528875e-03 -4.01489752e-01 -3.46499499e-01
-8.20919259e-02 -5.32156509e-01 2.07201260e-01 1.02956373e+00
-5.64212612e-01]
[ 3.21680164e-02 7.89855214e-02 -2.12813928e-01 6.56002273e-02
3.24760811e-02 -1.51847524e-03 -1.75432200e-01 -3.40691117e-01
-2.86619115e-01 -2.09500415e-01 -4.11083990e-02 -6.00601312e-02
-1.93722148e-01]
[ -5.87099241e-02 -2.11057632e-01 6.16988328e-02 7.85326319e-02
-1.31725469e-01 -1.34845840e-01 1.30141211e-02 -3.38855095e-02
6.07001098e-02 -3.84958226e-01 -3.20388205e-01 -2.31340867e-01
1.96751599e-02]
[ 1.36579567e-02 -2.74364616e-01 5.87782824e-02 -2.76487591e-01
-1.95884991e-01 -2.31246147e-01 -2.60215202e-01 4.12620134e-02
-6.99816095e-03 1.00226431e-01 -1.99910033e-01 1.08395108e-01
2.89833756e-03]
[ 1.68150913e-01 5.43124706e-02 -1.06433024e-01 -2.40872394e-01
-5.73194358e-02 -1.02614266e-01 -1.97271786e-01 -5.25365009e-03
-1.98927006e-01 -2.53927288e-01 -1.85460939e-01 3.30333122e-01
-1.01689532e-01]
[ -1.75342128e-01 -1.79792702e-01 -1.14046196e-01 -2.27471722e-01
-4.92112043e-02 2.60165672e-02 -2.01050227e-01 -2.42967197e-01
-1.46762251e-01 -5.28303767e-02 -2.09394523e-01 2.39692757e-01
-2.05561884e-01]
[ -3.73930878e-02 -2.09630785e-01 -1.61740770e-01 -2.37075305e-01
-5.08051631e-02 4.31309427e-02 -5.52888609e-02 -5.57547562e-02
-2.28365904e-01 -2.98762610e-01 -5.23827417e-02 2.17559673e-02
-4.24056523e-02]
[ 1.11056938e-01 8.32044640e-02 -1.24754410e-02 -1.82096264e-01
-3.22578279e-01 7.37048259e-03 -1.78946723e-01 -2.98237959e-01
-3.23613294e-01 6.04995442e-03 -1.03365060e-01 1.49047429e-01
-9.10895000e-02]
[ -6.33401195e-02 -9.39762879e-03 -2.84982702e-01 -9.87412815e-03
7.03652169e-02 1.55233328e-01 -2.42861204e-01 -1.91275289e-01
-5.56592920e-02 -7.25233113e-02 1.89584936e-01 6.21250974e-01
-1.19493260e-01]
[ 1.13217715e-01 3.47962247e-01 -2.03021474e-01 7.09873565e-01
1.21373549e-01 -1.33225488e-03 -2.57300642e-01 -4.10697301e-01
-2.57166769e-01 -3.81304573e-01 7.45594354e-01 9.81836377e-01
-1.01633670e+00]
[ -2.62174572e-02 1.86439443e-01 4.59105998e-02 2.83103813e-01
8.12062653e-03 -6.91113758e-02 -3.16263176e-01 -3.91280095e-01
-3.02811041e-01 -2.87071942e-01 5.55460652e-01 1.01654732e+00
-9.60660229e-01]
[ -4.48146175e-02 -1.30773922e-01 -1.53891719e-01 2.98537713e-01
-1.74377919e-01 2.34281130e-01 -8.07423863e-02 -2.18272578e-01
-2.44918409e-01 -4.28259853e-01 1.93920354e-01 5.13004807e-01
-4.55673898e-01]
[ 7.93471592e-02 -3.82434150e-01 -5.14424893e-02 -1.42937690e-02
-1.13282048e-01 1.99711202e-01 7.14464146e-02 1.65809036e-01
-1.77798928e-01 -3.25103225e-02 -6.46176629e-02 3.34607639e-01
-2.52212166e-01]
[ 2.04668710e-01 -2.93311928e-01 -1.20536591e-01 -8.12720215e-02
-2.11846937e-01 1.21949761e-01 1.76645322e-02 -1.40214065e-01
-6.07880882e-02 -8.57701659e-02 -1.42595754e-01 -1.62638649e-01
-1.45835050e-01]
[ -1.35881371e-01 -7.86246420e-02 3.71222199e-02 -2.44515133e-01
-5.62283329e-02 -1.41436522e-01 3.25190717e-02 -2.25584404e-02
-9.60237061e-02 -1.36309638e-02 -3.03966104e-01 -4.05154090e-01
-8.44780743e-02]
[ -1.40894095e-01 -1.37233661e-01 -6.81086841e-02 -2.71445200e-01
-3.46835791e-01 -2.88562060e-01 1.57073516e-01 1.36148775e-01
1.62966116e-02 1.12209890e-01 -2.52349307e-01 -8.00579885e-01
2.45894791e-02]
[ -1.56195229e-01 -2.47014567e-01 -2.98773336e-01 -5.69523271e-01
-2.94505631e-01 -2.09333215e-01 -2.93118237e-01 5.31463348e-02
-1.17696420e-02 -4.40388568e-01 -4.95795731e-01 -5.64998716e-01
-6.51586361e-01]
[ -1.17226700e-01 1.26629537e-01 1.78274863e-02 6.21884203e-02
-2.09042186e-01 -1.72785927e-01 -1.31745111e-01 1.79316803e-02
-1.23875815e-01 -1.56417380e-01 -1.53148246e-01 -3.50349950e-01
-3.45886230e-02]
[ -3.57375680e-01 -1.18272567e-01 -2.72380130e-01 2.15197496e-01
-2.00202890e-01 -2.30228084e-01 -8.66376209e-02 -1.14976181e-01
2.80856146e-02 6.04209507e-03 7.96972703e-02 -2.91682768e-01
4.90539938e-02]
[ -1.29404311e-01 -4.30700436e-02 -2.54792289e-01 8.32962806e-02
-2.24563815e-01 -2.79006778e-01 -3.59308962e-01 -2.25719159e-02
1.86670701e-02 -1.40414128e-01 -2.41632443e-01 -2.85535420e-01
2.09385335e-02]
[ -2.28726735e-01 -5.31547448e-01 -3.38071680e-01 -2.24025964e-01
-3.22887028e-01 -2.30211661e-01 -4.07409976e-02 -2.60599761e-01
6.18154994e-02 -2.35332791e-01 -1.17399864e-01 -2.30711012e-01
-5.42107465e-02]
[ -2.18458473e-01 -2.95427308e-01 -3.19840409e-01 -1.07236689e-01
-9.03474416e-02 -1.49896577e-01 -7.77627666e-02 8.46621636e-03
-1.96691061e-01 -5.09599244e-01 -2.31876832e-01 -1.57839090e-01
8.57995867e-04]
[ -1.08754974e-01 -6.47925600e-03 -2.39779829e-01 -6.37588086e-01
-2.58982574e-01 -2.59109320e-01 -2.37637445e-03 -4.14023912e-01
1.03029699e-01 -1.26409012e-01 -4.70340056e-01 -2.24820956e-01
-6.35158146e-01]]
Progress: 20.4% ... Training loss: 0.240 ... Validation loss: 0.416[[-0.17157003]
[ 0.25058901]
[-0.16030938]
[ 0.9452183 ]
[ 0.26570423]
[-0.05051414]
[-0.83465231]
[-0.93068396]
[-0.65005261]
[-0.93899356]
[ 1.17870988]
[ 2.89028217]
[-1.89703682]]
[[-0.53336815 -0.49509966 -0.58671948 -0.09478697 -0.29652191 -0.59353987
-0.16686909 -0.26380922 -0.41251497 -0.37286326 0.17887117 0.74484237
0.13438221]
[ 0.00524635 -0.13668915 0.04887086 -0.04956463 -0.04079899 0.05826964
-0.12483995 0.20171626 -0.14172963 -0.18941362 -0.0698003 -0.08849487
0.05660384]
[-0.23393087 0.13690748 -0.02536952 0.14106891 0.08221633 -0.12441187
0.05400097 -0.11843202 0.27495239 -0.25098737 0.19400261 0.73651602
0.76043168]
[ 0.20452056 -0.24567965 -0.27811793 0.02730301 -0.28738942 0.00558973
0.14509855 -0.48183916 0.17821272 -0.26435251 -0.20839683 -0.36530817
-0.1340609 ]
[ 0.12056372 0.00684322 0.11052393 -0.07911286 -0.02202371 0.07175389
-0.12039328 -0.07632318 0.07440706 0.19384258 0.08653418 -0.07538876
-0.17766741]
[-0.48221243 -0.60161074 -0.6032249 -0.59875482 -0.58358086 -0.56456455
-0.31360375 -0.16434587 -0.44095209 -0.24273729 -0.50384472 -0.71826687
-0.54346756]
[-0.41709388 -0.58656934 -0.32204389 -0.37559145 -0.41340177 -0.56206186
-0.4228248 -0.45985162 -0.29171219 -0.139107 -0.44076867 -0.35213478
-0.37384426]
[-0.33407017 -0.3453132 -0.47885248 -0.18839662 -0.31793754 -0.42002298
-0.28263058 -0.22984686 -0.29224684 -0.51485652 -0.25920033 -0.62446446
-0.39635229]
[-0.46926695 -0.35091727 -0.37852031 -0.18611719 -0.33983944 -0.21617917
-0.07427842 -0.42842126 -0.26102548 -0.44132355 -0.15851092 -0.23755925
-0.18176628]
[-0.95541708 -0.93768143 -0.98193367 -0.73107029 -1.02839086 -0.98594944
-0.60025341 -0.59009781 -0.75360569 -0.56454667 -0.71657147 -0.57336058
-0.68247219]
[-0.51025019 -0.26908011 -0.46925584 -0.34152645 -0.34872549 -0.36067636
-0.57754094 -0.59360068 -0.6398357 -0.11461416 -0.48471157 -0.64981985
-0.46759366]
[-0.11565821 0.02050875 -0.33763698 -0.43094633 -0.10695235 -0.07280759
-0.17301403 -0.34098317 -0.15148618 0.10041627 -0.44094247 -0.87016361
-0.46374548]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25900623 -0.11678128 0.16369144 -0.26953312 -0.12886858 0.11298802
-0.12675489 0.01024895 -0.08432052 0.06566692 -0.16594282 -0.34767439
-0.00740519]
[-0.08363423 -0.26413662 -0.17895089 -0.29339244 -0.47856686 -0.08535924
-0.03868475 0.01299272 -0.05622062 0.02452177 -0.21000028 -0.32825852
-0.25987836]
[-0.0719825 -0.01542863 -0.23518962 -0.25768099 0.12728888 -0.16306836
-0.16705125 0.08049212 -0.00372008 0.05309424 -0.18016417 0.03339817
-0.05884697]
[ 0.03270575 -0.16244412 -0.15059148 -0.07316716 -0.12101496 -0.10733816
0.0988884 -0.15598694 -0.02050687 -0.00389208 -0.01446946 -0.13288487
0.02011179]
[-0.28691213 -0.14428466 -0.07320079 -0.10308234 -0.30500627 -0.27374495
-0.36684491 0.04849615 -0.30788097 -0.20325289 0.16390998 -0.0708862
0.2547038 ]
[-0.22247907 -0.12532717 -0.08848182 -0.04777764 -0.08489875 -0.11765409
-0.06663802 0.04013137 -0.13009507 -0.04178257 0.01866302 -0.15657846
-0.0262815 ]
[-0.1617867 -0.07032752 -0.22644059 -0.31245273 -0.1573506 -0.20189839
-0.28946607 -0.08949701 0.16005864 -0.18756531 -0.36652939 -0.31351474
-0.22239124]
[-0.37150484 -0.06202372 -0.15038195 -0.13478341 -0.04826566 -0.31269919
0.02733488 -0.07848949 -0.12787792 0.06843696 0.01845638 -0.21896317
-0.27000345]
[-0.16734368 -0.1483501 -0.04946699 -0.16267367 -0.13192873 -0.29471342
-0.01634256 -0.13521812 -0.2299591 0.03280161 0.21071548 -0.03698868
-0.16871735]
[-0.1345762 -0.173963 -0.11355218 -0.27286898 0.09315833 -0.01801671
-0.19715771 -0.16280042 0.10229295 -0.10029757 -0.12311233 -0.06448228
-0.33299411]
[-0.04467451 -0.03210604 -0.14926106 -0.04870035 -0.22791527 0.06261559
-0.08363214 -0.05011192 -0.23372125 -0.0922235 -0.0827675 -0.33316512
-0.19952677]
[-0.07132185 0.02519153 -0.12836359 -0.31415992 0.12089931 0.02059473
-0.21250895 -0.1537022 0.1230143 -0.05972707 -0.28069486 -0.25733899
-0.29153055]
[ 0.08157652 -0.31222948 -0.0823056 -0.45169839 -0.22517779 -0.08867536
0.07248757 0.10783427 -0.00391581 0.30732732 -0.52728005 -0.77734011
0.43770853]
[-0.2205206 -0.2479792 -0.12990791 -0.3080505 -0.30332277 -0.0928141
0.2076276 0.04426707 0.29469995 0.04466899 -0.40895386 -0.9776745
0.63377214]
[-0.01097032 -0.19120228 0.02399739 -0.31866139 -0.17462416 0.16655795
0.21265048 0.27249085 -0.01824474 0.2508981 -0.2359131 -1.05957671
0.74964827]
[ 0.00346698 -0.04651078 -0.12334489 -0.12745491 -0.18040937 -0.04626664
0.29692285 0.17010499 0.25568034 0.37695531 -0.48122298 -0.93311862
0.73876556]
[-0.08105452 -0.28157786 0.06046857 -0.36953828 -0.15095091 0.11752098
0.37215449 0.14450243 -0.06097315 0.17527891 -0.56510112 -0.95766131
0.86047464]
[ 0.12181877 -0.0905184 0.01711464 -0.17778784 -0.08332648 -0.0177271
0.25218731 0.37236896 0.41341503 0.26959007 -0.55343627 -0.85872231
0.56085562]
[-0.00624994 -0.1350349 0.02114097 0.01127228 -0.08945266 -0.28356293
0.05316608 0.33585975 -0.00928849 0.10385502 -0.25993104 -0.74687393
0.27457913]
[ 0.08268174 0.10758647 0.00455659 0.11827753 -0.09059477 -0.05906443
-0.18232255 -0.13947032 -0.26489193 -0.12481246 -0.14338205 0.24582073
-0.23483667]
[ 0.03984484 -0.09554068 0.14271405 0.28168018 0.25244514 0.0083841
-0.40207102 -0.34706311 -0.08216685 -0.53369611 0.20893573 1.03363242
-0.56515627]
[ 0.03201385 0.07920273 -0.2129106 0.06690066 0.03272759 -0.00156675
-0.17635624 -0.34152066 -0.28721887 -0.21076003 -0.03954709 -0.05709177
-0.19536853]
[-0.05833878 -0.21180194 0.06207857 0.07443038 -0.13245835 -0.1347412
0.01598494 -0.03091176 0.06313285 -0.38286819 -0.32445779 -0.24276028
0.02803917]
[ 0.01414966 -0.27524824 0.05930321 -0.28144393 -0.19695022 -0.23110795
-0.25668287 0.04508968 -0.00373433 0.10436798 -0.20605833 0.08952807
0.01485223]
[ 0.16750845 0.05560531 -0.10702394 -0.23740118 -0.05601984 -0.10276678
-0.20110185 -0.01079975 -0.20200833 -0.25865179 -0.17914635 0.34942617
-0.11123016]
[-0.17544586 -0.17939821 -0.11422324 -0.22626933 -0.04878451 0.02598291
-0.20251868 -0.24474692 -0.14770235 -0.0544945 -0.20649798 0.2470755
-0.20970433]
[-0.0374546 -0.20942281 -0.16188835 -0.23673845 -0.05056973 0.04310655
-0.05601858 -0.05682331 -0.22895941 -0.29990399 -0.05131941 0.0255315
-0.04452873]
[ 0.11106533 0.08310095 -0.01239732 -0.18241381 -0.32267098 0.00737868
-0.17886411 -0.2980981 -0.32330256 0.00630942 -0.10393701 0.14795589
-0.08989019]
[-0.06371388 -0.00832694 -0.28542617 -0.00662352 0.07153385 0.15507738
-0.24607676 -0.19515342 -0.05861592 -0.07694136 0.1965019 0.63748292
-0.12815634]
[ 0.11338723 0.34802692 -0.2029991 0.70987774 0.12143616 -0.00130245
-0.25694472 -0.4115275 -0.25696106 -0.38144495 0.74612544 0.98101775
-1.01775521]
[-0.02584534 0.18566801 0.04620058 0.28052887 0.00745809 -0.0690196
-0.3142855 -0.38962742 -0.30098647 -0.28512356 0.55138767 1.00516035
-0.95854916]
[-0.04499217 -0.13047209 -0.15402452 0.29992104 -0.17409733 0.23422277
-0.08178693 -0.21896955 -0.24574398 -0.42921952 0.19558305 0.51643997
-0.45791733]
[ 0.07949904 -0.38257199 -0.05133221 -0.01492028 -0.11347225 0.19974931
0.07233231 0.16709862 -0.17735824 -0.03128666 -0.06538304 0.33203985
-0.25142772]
[ 0.20466429 -0.29331025 -0.12053881 -0.08131622 -0.21184512 0.12194865
0.01768573 -0.14019353 -0.06077761 -0.08578603 -0.14264489 -0.16286167
-0.14569761]
[-0.13579808 -0.07881582 0.03722566 -0.24529236 -0.05643663 -0.14141594
0.0331838 -0.02159322 -0.09554726 -0.0128214 -0.30499778 -0.40793793
-0.08255773]
[-0.14073622 -0.13749487 -0.06796482 -0.27277358 -0.34709141 -0.28852002
0.15854756 0.13790508 0.01732604 0.11379471 -0.25410471 -0.80418341
0.02763986]
[-0.15565275 -0.2476011 -0.29843345 -0.57264344 -0.29503264 -0.20920292
-0.29086219 0.05595152 -0.00953674 -0.43764371 -0.49842225 -0.57428755
-0.6487691 ]
[-0.11705453 0.12605444 0.01804796 0.05934293 -0.2095399 -0.17273834
-0.12949016 0.02028424 -0.12209109 -0.15538163 -0.15575104 -0.35874935
-0.02753349]
[-0.35757623 -0.11789063 -0.2724505 0.21771433 -0.19977704 -0.23029873
-0.08766382 -0.11563611 0.02718909 0.00539631 0.08219172 -0.28740468
0.04829469]
[-0.12948216 -0.04289513 -0.25479591 0.08360416 -0.22448182 -0.27904991
-0.35944929 -0.02218144 0.01841833 -0.1397218 -0.24105863 -0.28590205
0.02240863]
[-0.22835165 -0.53216065 -0.33779446 -0.22739673 -0.32352492 -0.23010643
-0.03658158 -0.25748831 0.06445164 -0.23253095 -0.12163279 -0.24290097
-0.04513591]
[-0.21816296 -0.29575341 -0.31960952 -0.1101001 -0.09082274 -0.14980758
-0.07461678 0.01095824 -0.19488137 -0.50767413 -0.23476617 -0.1656985
0.00791418]
[-0.10880848 -0.00580827 -0.24028121 -0.63886871 -0.25813516 -0.25921664
-0.00327525 -0.41869883 0.10254441 -0.13182419 -0.46706116 -0.21878113
-0.64201319]]
Progress: 20.4% ... Training loss: 0.236 ... Validation loss: 0.403[[-0.15853478]
[ 0.26333621]
[-0.151966 ]
[ 0.96657234]
[ 0.27945595]
[-0.0400952 ]
[-0.81477988]
[-0.91518617]
[-0.63161317]
[-0.92723017]
[ 1.19910063]
[ 2.92443994]
[-1.88210978]]
[[-0.53457489 -0.49377923 -0.58741467 -0.08442605 -0.29437337 -0.59381941
-0.17420697 -0.27196128 -0.41787044 -0.37998235 0.19161081 0.77391332
0.12101234]
[ 0.005311 -0.13675705 0.0488754 -0.05027193 -0.04081727 0.05827951
-0.12452627 0.20217567 -0.14135141 -0.18958322 -0.07042836 -0.09109089
0.05723974]
[-0.23420526 0.13772331 -0.02535293 0.1422149 0.08259547 -0.12442105
0.05071175 -0.11892716 0.27132717 -0.25392266 0.1989802 0.73797039
0.75099973]
[ 0.2028904 -0.24447174 -0.27880008 0.03773786 -0.28572808 0.00525992
0.13693204 -0.48492452 0.17138045 -0.26916187 -0.20048384 -0.34523879
-0.15188724]
[ 0.12328377 0.00361455 0.11229207 -0.09644654 -0.02522835 0.07246929
-0.10641125 -0.06437936 0.08491229 0.20912193 0.06531772 -0.12144789
-0.15384836]
[-0.48312767 -0.60059698 -0.60388485 -0.59272895 -0.5821047 -0.56480994
-0.31885081 -0.1712357 -0.44412346 -0.24850129 -0.49688791 -0.69616192
-0.55217346]
[-0.4176266 -0.58597376 -0.32233019 -0.37049783 -0.41250413 -0.56216681
-0.4262518 -0.46107805 -0.29479591 -0.1412367 -0.43506301 -0.34412341
-0.38362426]
[-0.33450573 -0.34449947 -0.47903625 -0.18594789 -0.31727227 -0.42011945
-0.28592819 -0.23221483 -0.29510249 -0.51668733 -0.25624995 -0.61652094
-0.40249385]
[-0.46926509 -0.35070177 -0.37857994 -0.18552448 -0.3397264 -0.21619522
-0.07476037 -0.42835877 -0.26098055 -0.44156777 -0.15758527 -0.23420917
-0.18278863]
[-0.95567799 -0.93669644 -0.98224579 -0.72649674 -1.02717049 -0.98604709
-0.60307648 -0.59329667 -0.75616857 -0.56682054 -0.70896346 -0.55420761
-0.691967 ]
[-0.5121881 -0.26704832 -0.47034031 -0.33006706 -0.3464178 -0.36112787
-0.58821648 -0.60167652 -0.64747808 -0.12383151 -0.47328098 -0.62071413
-0.48562975]
[-0.11534106 0.02013052 -0.33743005 -0.43281834 -0.10732831 -0.0727213
-0.17196904 -0.34013021 -0.15034674 0.10193876 -0.44344256 -0.87701238
-0.46186439]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25914497 -0.11657432 0.16345826 -0.26890232 -0.12860659 0.11294469
-0.12725546 0.00864456 -0.08472489 0.06431714 -0.16458147 -0.34404215
-0.00784719]
[-0.08409083 -0.2637826 -0.17914173 -0.28937775 -0.47798524 -0.08548384
-0.04162474 0.01138369 -0.05754523 0.02313983 -0.20759701 -0.32090804
-0.2640465 ]
[-0.07273373 -0.0145263 -0.23563127 -0.25291607 0.12853885 -0.16323161
-0.17140183 0.07490143 -0.0073561 0.04767488 -0.17297595 0.05226803
-0.06845063]
[ 0.03275585 -0.16242868 -0.15058931 -0.0734869 -0.1210332 -0.1073243
0.09918331 -0.15590069 -0.02026345 -0.00357881 -0.01455874 -0.1320203
0.01957453]
[-0.28699708 -0.14431675 -0.07323856 -0.10329298 -0.30500576 -0.27375796
-0.36721738 0.04912458 -0.30831598 -0.2030417 0.16286013 -0.07464276
0.25379237]
[-0.22254255 -0.12526785 -0.08847868 -0.04593602 -0.08469578 -0.11766194
-0.06736257 0.04011935 -0.13067523 -0.04192997 0.02098057 -0.15504942
-0.02819189]
[-0.16207125 -0.06998113 -0.22655767 -0.31097971 -0.15698334 -0.20196918
-0.29219169 -0.09177569 0.15799181 -0.18910196 -0.36491291 -0.30955481
-0.22842781]
[-0.37190424 -0.06106503 -0.15072207 -0.13199473 -0.04747121 -0.31280128
0.02485502 -0.08054543 -0.13011427 0.06598758 0.02261087 -0.20901872
-0.27538767]
[-0.16738828 -0.14827995 -0.04947017 -0.16244593 -0.13188506 -0.29473523
-0.01649846 -0.13454279 -0.22997146 0.03315223 0.2106625 -0.03634935
-0.16818339]
[-0.13427813 -0.17436851 -0.11331658 -0.2742096 0.09269044 -0.01792415
-0.19547141 -0.16140631 0.10368797 -0.09856418 -0.12499493 -0.06895936
-0.32987898]
[-0.04476956 -0.03186626 -0.14938213 -0.04817009 -0.22769211 0.06257078
-0.08430171 -0.05085915 -0.23404132 -0.09310897 -0.08195128 -0.33001016
-0.20022164]
[-0.07123309 0.02511459 -0.12830928 -0.31439971 0.12081195 0.02061697
-0.2120247 -0.15301005 0.12332581 -0.0591343 -0.28093923 -0.25764031
-0.29114093]
[ 0.08159049 -0.31226941 -0.08230494 -0.45202625 -0.22519629 -0.08867362
0.07273646 0.10781239 -0.00374548 0.3072962 -0.52757119 -0.77818165
0.43851686]
[-0.22064194 -0.24784504 -0.13001937 -0.30755939 -0.30321367 -0.09284743
0.20691344 0.04349632 0.29406768 0.04396961 -0.4083724 -0.97704991
0.63226989]
[-0.01111038 -0.19099584 0.02390338 -0.31802692 -0.17443755 0.1665188
0.21162944 0.27147261 -0.01913404 0.25014902 -0.23513146 -1.05841634
0.74705437]
[ 0.00346547 -0.0464982 -0.12334417 -0.1275986 -0.18041226 -0.04626771
0.2971611 0.17027133 0.25581168 0.37699766 -0.48142618 -0.93421311
0.73945389]
[-0.0809514 -0.28173542 0.0605576 -0.37007995 -0.15112244 0.1175479
0.37314471 0.14509247 -0.06040605 0.17619628 -0.56611511 -0.95996719
0.86277561]
[ 0.12176903 -0.0904441 0.01703941 -0.17750668 -0.08327484 -0.01774412
0.25210297 0.37198323 0.4134636 0.2691981 -0.5533873 -0.85934978
0.56015378]
[-0.0063119 -0.13489947 0.02109249 0.01281146 -0.08926314 -0.28358178
0.05234488 0.33588509 -0.01004621 0.10341831 -0.25839718 -0.74309499
0.27057771]
[ 0.08288249 0.10731246 0.00468857 0.11695271 -0.09079895 -0.05901539
-0.18130735 -0.13837314 -0.2640754 -0.12407282 -0.14435108 0.24317652
-0.23249452]
[ 0.03868047 -0.09440484 0.14186379 0.2908488 0.25406433 0.00807848
-0.40846195 -0.3536421 -0.08616971 -0.53977035 0.21905181 1.0610782
-0.57536799]
[ 0.03202063 0.07915396 -0.21284936 0.06726071 0.0327303 -0.00155943
-0.17638549 -0.34112405 -0.28725833 -0.21044257 -0.03968393 -0.05674018
-0.19616334]
[-0.05843226 -0.21190079 0.06210122 0.07376803 -0.1325008 -0.13475589
0.01612419 -0.03040175 0.06330656 -0.38318415 -0.32526558 -0.24632224
0.03046951]
[ 0.01404948 -0.27528706 0.05939229 -0.282023 -0.19703347 -0.23110745
-0.2567169 0.04545125 -0.00379946 0.10425101 -0.20651671 0.08731332
0.01600733]
[ 0.16722867 0.05606548 -0.10716 -0.23631877 -0.0556785 -0.10282212
-0.20268724 -0.01146986 -0.20337136 -0.25965572 -0.17799267 0.35333987
-0.1134615 ]
[-0.1754216 -0.17946974 -0.11418089 -0.22693281 -0.04890479 0.02598621
-0.20246518 -0.24469245 -0.14741111 -0.05451793 -0.20710587 0.24605856
-0.20784657]
[-0.0377962 -0.20885273 -0.16219643 -0.23543421 -0.04989184 0.04299832
-0.05822196 -0.06002873 -0.23039685 -0.30278102 -0.0480508 0.0358133
-0.04860993]
[ 0.11086237 0.08354524 -0.0126521 -0.18125151 -0.32234913 0.00732863
-0.18013251 -0.29998984 -0.32457286 0.00433283 -0.10130436 0.15631087
-0.09457923]
[-0.06358121 -0.00858656 -0.28526097 -0.0075953 0.07125006 0.15512661
-0.24547295 -0.19369426 -0.05784533 -0.07544445 0.19474422 0.63321033
-0.12619527]
[ 0.11301572 0.34888032 -0.20336207 0.71561463 0.12243576 -0.00140766
-0.26025258 -0.41480335 -0.25962798 -0.38465371 0.75391269 0.99508035
-1.02618492]
[-0.02545224 0.18520841 0.04648728 0.2788585 0.00706226 -0.06892039
-0.31268773 -0.38783915 -0.29958062 -0.28272622 0.54821883 0.99841104
-0.95729661]
[-0.04470688 -0.13080849 -0.15382914 0.29799592 -0.17438574 0.23430004
-0.0806892 -0.2176918 -0.2447182 -0.42757526 0.19315222 0.51090137
-0.45509913]
[ 0.0796052 -0.38271949 -0.05123302 -0.01547625 -0.1136463 0.19978391
0.07293628 0.16783063 -0.17697873 -0.030485 -0.06616844 0.3297118
-0.25036782]
[ 0.20446949 -0.29298844 -0.12068115 -0.07979103 -0.21154765 0.12189493
0.01645774 -0.14177731 -0.06196393 -0.08684705 -0.14086831 -0.15779188
-0.14936733]
[-0.13564678 -0.07899031 0.03736716 -0.24612576 -0.05664411 -0.14138062
0.03420274 -0.02017576 -0.09479666 -0.01140168 -0.30635239 -0.41081818
-0.08060625]
[-0.14091199 -0.13709772 -0.06809649 -0.27169868 -0.34674355 -0.28856505
0.15717441 0.13700963 0.01603986 0.11301548 -0.25326136 -0.80174157
0.02427078]
[-0.15606944 -0.24703715 -0.2987553 -0.57099472 -0.29428538 -0.20930368
-0.29322459 0.05185982 -0.01171587 -0.44125608 -0.49541074 -0.56144232
-0.65742478]
[-0.11709849 0.12577088 0.01805062 0.0583471 -0.20968383 -0.17275117
-0.12880471 0.02112229 -0.1210506 -0.15565953 -0.15670666 -0.36333107
-0.02124283]
[-0.35775333 -0.11762983 -0.27249196 0.21994127 -0.19952485 -0.23034333
-0.0891819 -0.11619524 0.0265077 0.00491033 0.08355155 -0.28524565
0.0467409 ]
[-0.12925944 -0.04311028 -0.25463903 0.08225053 -0.22466161 -0.27898447
-0.35857741 -0.0215538 0.01912123 -0.13857197 -0.24276518 -0.28904981
0.02384456]
[-0.22880539 -0.53151317 -0.3381144 -0.22134487 -0.32257742 -0.23020835
-0.03988733 -0.26007088 0.06159039 -0.23507106 -0.11440763 -0.2293803
-0.05498289]
[-0.21859049 -0.29549295 -0.31972415 -0.10717895 -0.09041318 -0.1499021
-0.07687524 0.00989589 -0.19623989 -0.50838764 -0.23235014 -0.16054106
0.00533992]
[-0.10939384 -0.00440369 -0.24083253 -0.63520699 -0.25701585 -0.25939033
-0.00784152 -0.42229052 0.09881548 -0.13531289 -0.46187302 -0.20332411
-0.65275888]]
Progress: 20.5% ... Training loss: 0.239 ... Validation loss: 0.407[[-0.16244923]
[ 0.25155622]
[-0.16035803]
[ 0.95555441]
[ 0.26783232]
[-0.0457412 ]
[-0.82592346]
[-0.92832096]
[-0.6395596 ]
[-0.94277769]
[ 1.1827265 ]
[ 2.90653729]
[-1.89990384]]
[[ -5.34208891e-01 -4.94317957e-01 -5.87101555e-01 -8.50507314e-02
-2.95115691e-01 -5.93703681e-01 -1.69622455e-01 -2.67699097e-01
-4.15706200e-01 -3.74126159e-01 1.89186797e-01 7.63557679e-01
1.31144208e-01]
[ 5.28318190e-03 -1.36814060e-01 4.88682942e-02 -5.05382946e-02
-4.08785494e-02 5.82762291e-02 -1.24489511e-01 2.02501440e-01
-1.41259437e-01 -1.89747587e-01 -7.07291225e-02 -9.19464218e-02
5.75377923e-02]
[ -2.33836110e-01 1.36177125e-01 -2.46995684e-02 1.37316467e-01
8.12438861e-02 -1.24257229e-01 5.46783608e-02 -1.15741161e-01
2.73530922e-01 -2.49655686e-01 1.91045949e-01 7.18577143e-01
7.60163603e-01]
[ 2.01843699e-01 -2.41419351e-01 -2.80514908e-01 4.84048769e-02
-2.82492500e-01 4.94463022e-03 1.30442746e-01 -4.96241872e-01
1.66762826e-01 -2.81975736e-01 -1.82389143e-01 -2.96578331e-01
-1.71562112e-01]
[ 1.23242419e-01 3.97948452e-03 1.12393445e-01 -9.46239643e-02
-2.55468690e-02 7.24676065e-02 -1.07214612e-01 -6.27451129e-02
8.51132663e-02 2.11558920e-01 6.35816568e-02 -1.30774371e-01
-1.52479818e-01]
[ -4.83215951e-01 -6.00641063e-01 -6.03868648e-01 -5.92523134e-01
-5.82233855e-01 -5.64819928e-01 -3.18986770e-01 -1.70379643e-01
-4.44274284e-01 -2.47715524e-01 -4.97399391e-01 -6.99333605e-01
-5.50892145e-01]
[ -4.16961739e-01 -5.87577437e-01 -3.21428004e-01 -3.76491139e-01
-4.14206049e-01 -5.61985576e-01 -4.21539917e-01 -4.54984787e-01
-2.91303757e-01 -1.33261326e-01 -4.44059788e-01 -3.67574855e-01
-3.71261323e-01]
[ -3.34488409e-01 -3.44884110e-01 -4.78966145e-01 -1.87338934e-01
-3.17549866e-01 -4.20117962e-01 -2.84147618e-01 -2.30457272e-01
-2.94298388e-01 -5.15571366e-01 -2.59580888e-01 -6.31405118e-01
-3.99761158e-01]
[ -4.69281094e-01 -3.50795794e-01 -3.78588954e-01 -1.86176746e-01
-3.39866790e-01 -2.16173728e-01 -7.44177651e-02 -4.29501466e-01
-2.60949140e-01 -4.41907821e-01 -1.57072994e-01 -2.28922264e-01
-1.81717369e-01]
[ -9.55346631e-01 -9.37673924e-01 -9.81721179e-01 -7.30213328e-01
-1.02800643e+00 -9.85973519e-01 -5.99479403e-01 -5.89238394e-01
-7.54247703e-01 -5.60376670e-01 -7.14912184e-01 -5.74164205e-01
-6.84492452e-01]
[ -5.12390659e-01 -2.67354871e-01 -4.70241708e-01 -3.31361146e-01
-3.46933165e-01 -3.61117839e-01 -5.87501659e-01 -6.00574996e-01
-6.47195802e-01 -1.23691055e-01 -4.75651158e-01 -6.26715150e-01
-4.80970920e-01]
[ -1.14891959e-01 1.92881317e-02 -3.37073790e-01 -4.35638471e-01
-1.08226061e-01 -7.26106694e-02 -1.69581842e-01 -3.37725818e-01
-1.48373046e-01 1.04891493e-01 -4.47450584e-01 -8.87275162e-01
-4.56549571e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.59163371e-01 -1.16571420e-01 1.63461422e-01 -2.68730073e-01
-1.28605585e-01 1.12941680e-01 -1.27374540e-01 8.70842312e-03
-8.47709584e-02 6.43447188e-02 -1.64548435e-01 -3.43976469e-01
-8.00299797e-03]
[ -8.41619374e-02 -2.63804971e-01 -1.79237001e-01 -2.89050569e-01
-4.77849149e-01 -8.55051232e-02 -4.19744410e-02 1.08543523e-02
-5.77241208e-02 2.27863570e-02 -2.07124262e-01 -3.19989211e-01
-2.64201791e-01]
[ -7.25521585e-02 -1.48745832e-02 -2.35316081e-01 -2.52810632e-01
1.28048123e-01 -1.63172550e-01 -1.70135797e-01 7.79968359e-02
-6.75676249e-03 5.09313257e-02 -1.73945454e-01 4.40116262e-02
-6.54708015e-02]
[ 3.30839393e-02 -1.62935372e-01 -1.50210900e-01 -7.63467885e-02
-1.21733020e-01 -1.07251761e-01 1.01540721e-01 -1.53573767e-01
-1.88121910e-02 -3.99789288e-04 -1.83393488e-02 -1.41758687e-01
2.36898674e-02]
[ -2.86910238e-01 -1.44716253e-01 -7.31048213e-02 -1.04800983e-01
-3.05298870e-01 -2.73741835e-01 -3.66583822e-01 5.06629246e-02
-3.07567084e-01 -2.01545203e-01 1.60293545e-01 -7.93302291e-02
2.56957291e-01]
[ -2.22342183e-01 -1.26042955e-01 -8.81118774e-02 -4.88857169e-02
-8.55266740e-02 -1.17581298e-01 -6.56353298e-02 4.27225806e-02
-1.29168387e-01 -3.89116568e-02 1.61469018e-02 -1.67855954e-01
-2.17361938e-02]
[ -1.62268469e-01 -6.95098726e-02 -2.26776207e-01 -3.08471972e-01
-1.56399344e-01 -2.02015507e-01 -2.93646350e-01 -9.40770914e-02
1.56095361e-01 -1.90487463e-01 -3.61659689e-01 -3.02929554e-01
-2.34674145e-01]
[ -3.71728499e-01 -6.15677498e-02 -1.50485608e-01 -1.33645948e-01
-4.79191214e-02 -3.12760271e-01 2.69171297e-02 -7.82205270e-02
-1.28483906e-01 6.78851061e-02 1.94465610e-02 -2.19173096e-01
-2.69914100e-01]
[ -1.67355912e-01 -1.48629051e-01 -4.94445126e-02 -1.64075006e-01
-1.32349661e-01 -2.94705169e-01 -1.57506111e-02 -1.34617230e-01
-2.29296207e-01 3.28314442e-02 2.09281175e-01 -3.77654971e-02
-1.67285636e-01]
[ -1.34239159e-01 -1.74446006e-01 -1.13303760e-01 -2.75162449e-01
9.26250326e-02 -1.79138928e-02 -1.94728496e-01 -1.61365972e-01
1.04039137e-01 -9.82191065e-02 -1.25686224e-01 -7.01243707e-02
-3.27575702e-01]
[ -4.47441610e-02 -3.18948421e-02 -1.49369317e-01 -4.83770332e-02
-2.27710290e-01 6.25771271e-02 -8.41188032e-02 -5.07477040e-02
-2.33920343e-01 -9.30239942e-02 -8.20821153e-02 -3.30098151e-01
-1.99799409e-01]
[ -7.14378048e-02 2.55238516e-02 -1.28501051e-01 -3.13585445e-01
1.21152448e-01 2.05657955e-02 -2.13122160e-01 -1.54645150e-01
1.22539967e-01 -6.08429062e-02 -2.79507031e-01 -2.53158157e-01
-2.92947915e-01]
[ 8.17207946e-02 -3.12458437e-01 -8.22182153e-02 -4.53254198e-01
-2.25429619e-01 -8.86493244e-02 7.39541475e-02 1.09139269e-01
-2.95428887e-03 3.08687018e-01 -5.28869221e-01 -7.82002539e-01
4.42127377e-01]
[ -2.20558803e-01 -2.47993951e-01 -1.29942862e-01 -3.08444952e-01
-3.03362993e-01 -9.28253061e-02 2.07780542e-01 4.45475148e-02
2.94705788e-01 4.47557972e-02 -4.09379727e-01 -9.79069499e-01
6.34672981e-01]
[ -1.12397218e-02 -1.90757733e-01 2.38015520e-02 -3.17311036e-01
-1.74227380e-01 1.66486698e-01 2.10931445e-01 2.70487377e-01
-1.98766745e-02 2.49273961e-01 -2.34336520e-01 -1.05793280e+00
7.45161293e-01]
[ 3.32599470e-03 -4.63184171e-02 -1.23438521e-01 -1.26818177e-01
-1.80250055e-01 -4.62980514e-02 2.96324130e-01 1.69387543e-01
2.55231088e-01 3.75897199e-01 -4.80699020e-01 -9.33610201e-01
7.37853664e-01]
[ -8.08467543e-02 -2.81810203e-01 6.06186401e-02 -3.70550150e-01
-1.51246079e-01 1.17565845e-01 3.74008791e-01 1.45606082e-01
-5.99500135e-02 1.77171721e-01 -5.66713638e-01 -9.61689252e-01
8.64541890e-01]
[ 1.21807696e-01 -9.05151468e-02 1.70688989e-02 -1.77933975e-01
-8.33329335e-02 -1.77377459e-02 2.52595644e-01 3.72520641e-01
4.13791390e-01 2.69628344e-01 -5.53905076e-01 -8.60547253e-01
5.61221262e-01]
[ -6.35725679e-03 -1.34801909e-01 2.10473672e-02 1.32454438e-02
-8.91803109e-02 -2.83590819e-01 5.20100242e-02 3.35513052e-01
-1.03043083e-02 1.03119809e-01 -2.57990936e-01 -7.42590545e-01
2.69676886e-01]
[ 8.30449165e-02 1.07046461e-01 4.84725794e-03 1.17169596e-01
-9.10804279e-02 -5.89691859e-02 -1.81012074e-01 -1.37604682e-01
-2.63738732e-01 -1.22864330e-01 -1.44227557e-01 2.45175968e-01
-2.33423919e-01]
[ 3.84470990e-02 -9.38473759e-02 1.41636023e-01 2.95029081e-01
2.54793076e-01 8.01297942e-03 -4.10104213e-01 -3.56678318e-01
-8.77527733e-02 -5.40914945e-01 2.24005371e-01 1.07099606e+00
-5.82563853e-01]
[ 3.19863605e-02 7.92075184e-02 -2.12867110e-01 6.73703026e-02
3.27971383e-02 -1.56921670e-03 -1.76469254e-01 -3.41117372e-01
-2.87329126e-01 -2.10709139e-01 -3.97599828e-02 -5.74377225e-02
-1.95897643e-01]
[ -5.83885100e-02 -2.12022472e-01 6.21607360e-02 7.30700713e-02
-1.32622871e-01 -1.34745257e-01 1.66528499e-02 -2.98810465e-02
6.38089834e-02 -3.82688556e-01 -3.26140484e-01 -2.48393658e-01
3.20135432e-02]
[ 1.37955338e-02 -2.74774367e-01 5.90630218e-02 -2.79978180e-01
-1.96404570e-01 -2.31163590e-01 -2.58938031e-01 4.18338574e-02
-5.58992423e-03 1.01363976e-01 -2.02216409e-01 9.98711139e-02
8.93718172e-03]
[ 1.67160742e-01 5.60079527e-02 -1.07170117e-01 -2.36751668e-01
-5.57612199e-02 -1.02825965e-01 -2.02799022e-01 -1.13226159e-02
-2.03606733e-01 -2.59585390e-01 -1.78760971e-01 3.53103074e-01
-1.12788981e-01]
[ -1.75117263e-01 -1.80059057e-01 -1.13929297e-01 -2.29311609e-01
-4.94608833e-02 2.60643023e-02 -2.00436780e-01 -2.42874758e-01
-1.45942047e-01 -5.24585420e-02 -2.09888951e-01 2.39091999e-01
-2.03151563e-01]
[ -3.78143523e-02 -2.08982335e-01 -1.62135089e-01 -2.36869096e-01
-5.01243365e-02 4.29973657e-02 -5.75618760e-02 -5.99386728e-02
-2.30014192e-01 -3.02463952e-01 -5.02882332e-02 3.12655617e-02
-4.42494007e-02]
[ 1.10478991e-01 8.41165791e-02 -1.28952317e-02 -1.80093970e-01
-3.21932587e-01 7.24717465e-03 -1.81910246e-01 -3.01255046e-01
-3.25717728e-01 2.38528515e-03 -9.96611231e-02 1.59889090e-01
-9.59420906e-02]
[ -6.33596657e-02 -9.10657677e-03 -2.85030428e-01 -9.67593945e-03
7.06326548e-02 1.55195235e-01 -2.43990294e-01 -1.91539724e-01
-5.64326176e-02 -7.30324909e-02 1.91300442e-01 6.24779837e-01
-1.21189812e-01]
[ 1.13117462e-01 3.48672974e-01 -2.03235319e-01 7.16122496e-01
1.22546210e-01 -1.38692109e-03 -2.60808792e-01 -4.14821935e-01
-2.59707809e-01 -3.84722279e-01 7.54770148e-01 9.91929932e-01
-1.02765934e+00]
[ -2.50450732e-02 1.84095306e-01 4.69845599e-02 2.74530514e-01
5.96368023e-03 -6.88199988e-02 -3.09679987e-01 -3.83927890e-01
-2.97422321e-01 -2.78917548e-01 5.41398976e-01 9.85058155e-01
-9.51932525e-01]
[ -4.46662855e-02 -1.31014824e-01 -1.53733668e-01 2.97815125e-01
-1.74629701e-01 2.34323831e-01 -8.03484351e-02 -2.17294132e-01
-2.44408172e-01 -4.27015100e-01 1.93002327e-01 5.10549353e-01
-4.54629860e-01]
[ 7.96265201e-02 -3.82782983e-01 -5.11923469e-02 -1.57654055e-02
-1.13799421e-01 1.99790280e-01 7.32663061e-02 1.68833185e-01
-1.76841398e-01 -2.98155444e-02 -6.71036568e-02 3.25811344e-01
-2.49310787e-01]
[ 2.04551683e-01 -2.93162863e-01 -1.20598355e-01 -8.06932007e-02
-2.11749181e-01 1.21914565e-01 1.72939840e-02 -1.40763958e-01
-6.14099394e-02 -8.61652456e-02 -1.42223895e-01 -1.61939145e-01
-1.47101460e-01]
[ -1.35546068e-01 -7.93111963e-02 3.75116266e-02 -2.47691399e-01
-5.70709249e-02 -1.41350882e-01 3.56461187e-02 -1.82570069e-02
-9.40049614e-02 -9.67309771e-03 -3.08706506e-01 -4.17815943e-01
-7.70947808e-02]
[ -1.40871424e-01 -1.37181161e-01 -6.80505590e-02 -2.72374832e-01
-3.46818634e-01 -2.88556626e-01 1.57741432e-01 1.37574206e-01
1.64343802e-02 1.13546666e-01 -2.54174832e-01 -8.03994829e-01
2.60874685e-02]
[ -1.56381865e-01 -2.46461541e-01 -2.99169225e-01 -5.69186220e-01
-2.93599861e-01 -2.09387992e-01 -2.95834250e-01 4.75576231e-02
-1.40688362e-02 -4.44451778e-01 -4.91232327e-01 -5.48790722e-01
-6.66133264e-01]
[ -1.17113143e-01 1.25687587e-01 1.81181686e-02 5.85716587e-02
-2.09788170e-01 -1.72729161e-01 -1.27872745e-01 2.19056180e-02
-1.20479725e-01 -1.54936372e-01 -1.56403861e-01 -3.64473618e-01
-1.86787102e-02]
[ -3.57530701e-01 -1.18292400e-01 -2.72161738e-01 2.16408065e-01
-2.00251869e-01 -2.30285895e-01 -8.66981899e-02 -1.12580908e-01
2.82791383e-02 8.37998911e-03 7.86682646e-02 -2.99556389e-01
5.39659079e-02]
[ -1.28924850e-01 -4.39563225e-02 -2.54334973e-01 7.90554093e-02
-2.25318236e-01 -2.78907972e-01 -3.56279303e-01 -1.84328112e-02
2.07378221e-02 -1.35396847e-01 -2.47008635e-01 -3.01153536e-01
3.05248299e-02]
[ -2.28901226e-01 -5.31560857e-01 -3.37914240e-01 -2.19576979e-01
-3.22671185e-01 -2.30200322e-01 -4.02195479e-02 -2.59317622e-01
6.09358229e-02 -2.34184170e-01 -1.14026097e-01 -2.31990171e-01
-5.38650988e-02]
[ -2.18425509e-01 -2.95822077e-01 -3.19589770e-01 -1.08508183e-01
-9.09151504e-02 -1.49852686e-01 -7.56111997e-02 1.13331908e-02
-1.95188185e-01 -5.06296004e-01 -2.35231883e-01 -1.66227493e-01
9.19227414e-03]
[ -1.09115216e-01 -5.13701805e-03 -2.40475491e-01 -6.38781184e-01
-2.57866715e-01 -2.59325165e-01 -5.17835824e-03 -4.20133334e-01
1.00989243e-01 -1.32926589e-01 -4.67054198e-01 -2.16342789e-01
-6.48041739e-01]]
Progress: 20.6% ... Training loss: 0.234 ... Validation loss: 0.406[[-0.16989978]
[ 0.25051918]
[-0.16144777]
[ 0.95619314]
[ 0.26553073]
[-0.05266083]
[-0.83096583]
[-0.92920266]
[-0.6386458 ]
[-0.94636313]
[ 1.18879128]
[ 2.92551835]
[-1.88873586]]
[[-0.53417138 -0.49392072 -0.58722524 -0.0835141 -0.29484636 -0.59366593
-0.16887349 -0.27050788 -0.41677536 -0.37488546 0.1933294 0.77398619
0.12418417]
[ 0.00529888 -0.13669372 0.04881473 -0.05064198 -0.04077831 0.05828408
-0.12435575 0.20244974 -0.14144011 -0.19000328 -0.07057368 -0.0918885
0.05614971]
[-0.23595419 0.13946249 -0.02660765 0.15225368 0.08468245 -0.12484641
0.04029671 -0.13590301 0.26231406 -0.26478338 0.21054222 0.76654779
0.72580081]
[ 0.20302119 -0.24337386 -0.27980143 0.03622482 -0.28436607 0.00524286
0.13750423 -0.48967036 0.17237844 -0.27554584 -0.19761232 -0.32775702
-0.15517433]
[ 0.12266515 0.0059213 0.11153309 -0.08401155 -0.02333783 0.07223508
-0.1119768 -0.07206073 0.08270821 0.20378031 0.07596449 -0.10988148
-0.16805187]
[-0.48233285 -0.6015819 -0.60329246 -0.596617 -0.58332552 -0.56458373
-0.31473055 -0.16532746 -0.44119259 -0.24227916 -0.50240663 -0.71215196
-0.5468935 ]
[-0.41752622 -0.58690173 -0.32190413 -0.37292477 -0.413441 -0.56211162
-0.42466331 -0.45761748 -0.29391497 -0.13697089 -0.43945219 -0.35415174
-0.37932394]
[-0.33454027 -0.34441864 -0.47920798 -0.18519419 -0.31712647 -0.42016988
-0.28598655 -0.23575154 -0.29685052 -0.51710222 -0.25648779 -0.62102054
-0.41344291]
[-0.46873995 -0.35120639 -0.37826193 -0.18822961 -0.34038949 -0.21600092
-0.07101545 -0.42661096 -0.25905743 -0.43933942 -0.15895021 -0.23720379
-0.17787907]
[-0.95517476 -0.93659259 -0.98188557 -0.72396961 -1.02714266 -0.98592734
-0.60149089 -0.59233965 -0.75746704 -0.56116726 -0.70586912 -0.54875993
-0.7062851 ]
[-0.51179838 -0.26858275 -0.46982055 -0.33828047 -0.34810935 -0.36094691
-0.58317835 -0.59699072 -0.6443059 -0.11951889 -0.48344373 -0.6484815
-0.47002176]
[-0.1148482 0.01922442 -0.33714532 -0.43539848 -0.10833955 -0.07259675
-0.16919745 -0.33819312 -0.14823355 0.10427427 -0.44788484 -0.88820527
-0.45961351]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25893895 -0.11677808 0.16367629 -0.26923128 -0.12889883 0.11300814
-0.12664552 0.01026695 -0.08411724 0.06579562 -0.16552181 -0.34544875
-0.00751875]
[-0.08390549 -0.26406325 -0.17912543 -0.29130332 -0.47807166 -0.08542509
-0.04049568 0.01188329 -0.05675381 0.02385672 -0.2091207 -0.32484598
-0.26188058]
[-0.07223326 -0.01537364 -0.23505323 -0.25406655 0.12752057 -0.16309541
-0.16858254 0.08050229 -0.00573186 0.05390591 -0.17593634 0.03866203
-0.06328969]
[ 0.03292055 -0.16271399 -0.15036788 -0.07492403 -0.12145557 -0.10727918
0.10072771 -0.15498068 -0.01980057 -0.00207094 -0.01592052 -0.13352795
0.02007848]
[-0.28726761 -0.14434561 -0.07331386 -0.103292 -0.30495983 -0.273817
-0.36801005 0.04987463 -0.30879647 -0.20317886 0.16167589 -0.07684164
0.25403085]
[-0.22266865 -0.12523468 -0.08857167 -0.04512366 -0.08467781 -0.11769105
-0.06819788 0.03969107 -0.13122038 -0.04171529 0.02067101 -0.15720741
-0.03008682]
[-0.16272238 -0.06857986 -0.22708527 -0.30427402 -0.15557958 -0.20213542
-0.29800204 -0.09836778 0.15238892 -0.19270454 -0.35582978 -0.28310515
-0.24773921]
[-0.37172837 -0.06181579 -0.15040843 -0.13440536 -0.04815303 -0.31274601
0.0269373 -0.07782916 -0.12844006 0.06826785 0.01825917 -0.22131774
-0.26902918]
[-0.16692207 -0.14883504 -0.0493955 -0.16490717 -0.13257451 -0.29463364
-0.01348848 -0.1354929 -0.22804935 0.033298 0.20827724 -0.04610709
-0.16825213]
[-0.13404357 -0.17479274 -0.11313168 -0.27725871 0.09216749 -0.01784137
-0.19262726 -0.15979816 0.10547366 -0.09678715 -0.12823488 -0.07826764
-0.32256771]
[-0.04442184 -0.03231199 -0.1491487 -0.05077886 -0.22808345 0.06267685
-0.08201266 -0.04877225 -0.23293978 -0.09143945 -0.08438879 -0.33490539
-0.19642476]
[-0.07108041 0.02516517 -0.12828911 -0.3148133 0.1207742 0.02064743
-0.21151918 -0.15326391 0.12397151 -0.05911469 -0.28083863 -0.25652723
-0.29218948]
[ 0.08151536 -0.31216248 -0.08238239 -0.45223678 -0.22517811 -0.08869716
0.07252099 0.10809328 -0.00399137 0.30741182 -0.52776553 -0.7803101
0.43921914]
[-0.22060541 -0.24792269 -0.12998222 -0.30807306 -0.30329799 -0.09283785
0.20734661 0.04420858 0.29433781 0.04440056 -0.40896791 -0.97842915
0.6335611 ]
[-0.01133745 -0.19056748 0.02369849 -0.31673984 -0.17404293 0.16645563
0.21024987 0.26979118 -0.02037245 0.24847933 -0.2335608 -1.05683801
0.74341017]
[ 0.00337257 -0.04638328 -0.12339902 -0.12717872 -0.18032252 -0.04628558
0.29679393 0.16994367 0.25555122 0.37640717 -0.48110095 -0.93459808
0.73908474]
[-0.08084138 -0.28179673 0.06057692 -0.37096984 -0.15127905 0.11756732
0.37485851 0.14612885 -0.0596555 0.17726225 -0.56739562 -0.96427449
0.86683712]
[ 0.12182612 -0.09053327 0.01708911 -0.17807474 -0.08338228 -0.01773617
0.2530026 0.37311889 0.41406957 0.27009684 -0.55424269 -0.86214747
0.56217715]
[-0.00638647 -0.13473664 0.02103325 0.01360173 -0.08912112 -0.28359487
0.05172288 0.33524973 -0.0105906 0.10280256 -0.25765517 -0.74223924
0.26878687]
[ 0.08292959 0.10732588 0.00467128 0.11878331 -0.09083186 -0.05900405
-0.18152253 -0.13768709 -0.26463524 -0.12428027 -0.14282 0.24765812
-0.23797177]
[ 0.03885676 -0.09428891 0.14196772 0.29360465 0.25425594 0.00811581
-0.40843481 -0.3542136 -0.08620725 -0.53861887 0.22196109 1.0655331
-0.58176948]
[ 0.03222683 0.0786918 -0.21268304 0.06533325 0.03228533 -0.00150311
-0.17461523 -0.33967096 -0.28629355 -0.2090999 -0.0425522 -0.06428107
-0.19192949]
[-0.05834565 -0.21213336 0.06222811 0.07239506 -0.1327621 -0.13473278
0.0171841 -0.0291791 0.06442864 -0.38229416 -0.32715875 -0.25147401
0.03406825]
[ 0.0136992 -0.27477233 0.05897641 -0.28003538 -0.19632658 -0.23117138
-0.25951153 0.04073215 -0.00613899 0.10015998 -0.20131811 0.10464217
0.00733137]
[ 0.16726429 0.05576248 -0.10706075 -0.23769387 -0.05596364 -0.10279346
-0.20207667 -0.01039571 -0.20311069 -0.25882283 -0.17990071 0.35009504
-0.11079249]
[-0.17495663 -0.18039533 -0.11378039 -0.23120677 -0.04986313 0.02612341
-0.1991221 -0.24188926 -0.14486654 -0.05116744 -0.21199318 0.23323396
-0.19917901]
[-0.03795105 -0.20866226 -0.16226684 -0.2361617 -0.04983735 0.04296469
-0.05915217 -0.06132811 -0.23152679 -0.30328858 -0.0484514 0.03972211
-0.04962288]
[ 0.11044775 0.084173 -0.01288653 -0.1798414 -0.32190113 0.00724549
-0.18255394 -0.30225553 -0.32654663 0.00248303 -0.09866772 0.16608606
-0.09835819]
[-0.06334796 -0.00904826 -0.28503015 -0.00954079 0.07068055 0.15520535
-0.2441247 -0.19205186 -0.05656421 -0.07275848 0.19255419 0.62694861
-0.12256565]
[ 0.1132324 0.34911396 -0.20339684 0.71886406 0.1229225 -0.00137166
-0.26094511 -0.41740902 -0.25999714 -0.38635292 0.75779796 0.99580862
-1.03367377]
[-0.0250821 0.18420292 0.04695432 0.27518414 0.00603862 -0.06883074
-0.30997953 -0.38394239 -0.29765043 -0.27911736 0.54191607 0.98683874
-0.95278499]
[-0.04432023 -0.13130036 -0.15355411 0.29542821 -0.1748736 0.23441556
-0.07850939 -0.21540302 -0.24340505 -0.42470819 0.19032733 0.50350883
-0.45262628]
[ 0.0795631 -0.38268409 -0.05131343 -0.01420477 -0.11357677 0.19975956
0.07224792 0.166748 -0.17770341 -0.03087187 -0.06522319 0.33129221
-0.25346449]
[ 0.20448288 -0.29304189 -0.12064787 -0.07925989 -0.21159739 0.1219
0.01630528 -0.14182986 -0.06205175 -0.08671146 -0.14058424 -0.15748144
-0.15070762]
[-0.13548286 -0.07940369 0.03758118 -0.24804652 -0.05717829 -0.14133499
0.03610975 -0.01761234 -0.09371714 -0.00902881 -0.30917059 -0.41873278
-0.07639096]
[-0.14069911 -0.13740145 -0.06790539 -0.27353114 -0.34702439 -0.2885186
0.15904788 0.13903483 0.0174154 0.11518559 -0.25578112 -0.80735581
0.02881128]
[-0.15603038 -0.24659132 -0.29888136 -0.57031072 -0.29387515 -0.20928812
-0.29423307 0.04951152 -0.01385921 -0.44258213 -0.49119922 -0.544438
-0.67058166]
[-0.1171903 0.12579885 0.01803675 0.05943343 -0.20971818 -0.1727468
-0.1287254 0.02093077 -0.12100377 -0.15554728 -0.15531865 -0.36235365
-0.02050143]
[-0.35770603 -0.11820671 -0.27226765 0.21619726 -0.2003139 -0.23030885
-0.0865386 -0.11267229 0.02797653 0.00770866 0.07822101 -0.30117343
0.05508048]
[-0.12882594 -0.0433726 -0.25453336 0.08142276 -0.22477046 -0.27887779
-0.35642039 -0.02074236 0.02043409 -0.13645849 -0.24350593 -0.29936324
0.02635026]
[-0.22866437 -0.53189786 -0.33784302 -0.2201953 -0.32288983 -0.23014351
-0.03964202 -0.25906983 0.06115069 -0.23356011 -0.11474435 -0.23248026
-0.05708829]
[-0.21842748 -0.29580451 -0.31960809 -0.10813264 -0.09082125 -0.14984528
-0.07550368 0.01131603 -0.19541031 -0.50605619 -0.23485473 -0.1637794
0.00912121]
[-0.10874012 -0.00567875 -0.24024529 -0.64086785 -0.25844831 -0.25924781
-0.00393422 -0.41892637 0.10172733 -0.13055186 -0.47007062 -0.22223892
-0.64932379]]
Progress: 20.6% ... Training loss: 0.236 ... Validation loss: 0.395[[-0.16612042]
[ 0.25013788]
[-0.16205791]
[ 0.95534385]
[ 0.2657288 ]
[-0.04936494]
[-0.83137992]
[-0.92733811]
[-0.64066724]
[-0.94646488]
[ 1.17812271]
[ 2.90519631]
[-1.89656948]]
[[-0.53380587 -0.49435326 -0.58685479 -0.08690618 -0.29546263 -0.59359458
-0.16443485 -0.26659459 -0.41261866 -0.36964284 0.18613651 0.75272724
0.13368977]
[ 0.00528708 -0.13667808 0.04879667 -0.05059054 -0.04076209 0.05828015
-0.12442726 0.20228434 -0.14148417 -0.19017106 -0.07045718 -0.09171591
0.05591049]
[-0.23455526 0.1372967 -0.02544681 0.14141463 0.0819402 -0.12436721
0.04945674 -0.12890993 0.27079573 -0.2546841 0.19765866 0.7358625
0.74499104]
[ 0.20233372 -0.24211819 -0.28056312 0.04501023 -0.28285617 0.00492308
0.13451316 -0.49590539 0.16921234 -0.28218521 -0.18942538 -0.31316311
-0.17072402]
[ 0.12491351 0.00273578 0.1134553 -0.10133405 -0.02728497 0.072873
-0.10003347 -0.05806267 0.09350437 0.21818507 0.05023446 -0.16604796
-0.14024636]
[-0.48262081 -0.60143412 -0.60338779 -0.59633872 -0.58307592 -0.56465138
-0.31607166 -0.16635813 -0.44208378 -0.24322487 -0.50314334 -0.71528386
-0.54737377]
[-0.41752652 -0.58705642 -0.32175713 -0.3761507 -0.41388432 -0.56208379
-0.42406999 -0.45609033 -0.29297473 -0.13578337 -0.44468988 -0.36844778
-0.3753087 ]
[-0.3339787 -0.34531823 -0.4787106 -0.18903725 -0.31812163 -0.4200169
-0.2816457 -0.23467173 -0.29293546 -0.51293536 -0.26269414 -0.6368042
-0.4092986 ]
[-0.46934639 -0.35034952 -0.37873778 -0.18390964 -0.3392622 -0.21620983
-0.07364758 -0.42907706 -0.2617203 -0.44228418 -0.15439933 -0.22381437
-0.18170235]
[-0.95493514 -0.93709241 -0.98160273 -0.7298219 -1.02792366 -0.98586715
-0.59853265 -0.59132701 -0.75403686 -0.55842121 -0.71483398 -0.57099253
-0.69871798]
[-0.51184669 -0.26870986 -0.46971139 -0.33730992 -0.34804405 -0.36095624
-0.58233757 -0.59636313 -0.6443977 -0.11768591 -0.48439988 -0.64876524
-0.46850534]
[-0.11537264 0.01980172 -0.33746412 -0.43298747 -0.10768545 -0.07274335
-0.17203555 -0.34072314 -0.15027069 0.10115914 -0.44559369 -0.88551111
-0.46484104]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25910665 -0.11672874 0.16361925 -0.26866748 -0.1287987 0.11296373
-0.12781869 0.00957052 -0.08486441 0.06506294 -0.16554603 -0.34667774
-0.00909381]
[-0.08389944 -0.26416042 -0.17905704 -0.29195184 -0.47818581 -0.08540462
-0.04021315 0.01279874 -0.05655304 0.02448856 -0.21045473 -0.32898104
-0.26051876]
[-0.07231826 -0.01522123 -0.23516056 -0.25425506 0.12771473 -0.1631204
-0.16896365 0.07934267 -0.00595337 0.05318305 -0.17598904 0.03976544
-0.06321324]
[ 0.03275404 -0.16259725 -0.15042941 -0.07458412 -0.12133103 -0.10732197
0.10015322 -0.15513432 -0.02021996 -0.00242871 -0.0160544 -0.1350922
0.02010531]
[-0.28731347 -0.14446918 -0.0732779 -0.10434324 -0.30514293 -0.27381122
-0.36768635 0.05069791 -0.30865899 -0.20215287 0.15950164 -0.08075658
0.2565577 ]
[-0.22251194 -0.12532499 -0.08840489 -0.04641308 -0.08499214 -0.11763784
-0.06781464 0.04044629 -0.13040701 -0.04111069 0.01883071 -0.16485165
-0.03043052]
[-0.16281309 -0.06865381 -0.22709748 -0.30417812 -0.15551117 -0.20215446
-0.29729282 -0.09737509 0.15263511 -0.19212685 -0.3564036 -0.2850762
-0.24510187]
[-0.3712393 -0.06266498 -0.15002426 -0.13899466 -0.04924703 -0.31261669
0.0310183 -0.07553661 -0.1250077 0.07078146 0.01190965 -0.23828397
-0.26282714]
[-0.16668261 -0.14893554 -0.04921234 -0.16531219 -0.13269401 -0.29457211
-0.01318434 -0.13698981 -0.22724137 0.03472909 0.20795406 -0.04490866
-0.17075384]
[-0.1343365 -0.17427688 -0.11344284 -0.27471825 0.09287075 -0.01796562
-0.19425181 -0.16156581 0.10394257 -0.09868712 -0.12471455 -0.06686283
-0.32518188]
[-0.04434214 -0.03248405 -0.14906237 -0.05148423 -0.22825874 0.06271599
-0.081446 -0.04810358 -0.23268129 -0.09083026 -0.0852639 -0.33737688
-0.19549262]
[-0.07153582 0.02578795 -0.12859144 -0.31194668 0.12152246 0.0204977
-0.21345543 -0.1553273 0.12229526 -0.06133152 -0.27830783 -0.25015979
-0.29506229]
[ 0.08127976 -0.31191746 -0.08257688 -0.45168793 -0.22494043 -0.08875862
0.07137239 0.10670918 -0.00481287 0.30577812 -0.52683305 -0.77942893
0.4372581 ]
[-0.2206594 -0.24785974 -0.13001406 -0.30812198 -0.30325706 -0.0928546
0.20746457 0.04419228 0.29427578 0.04420065 -0.40930708 -0.97911433
0.63400785]
[-0.01133745 -0.19056748 0.02369849 -0.31673984 -0.17404293 0.16645563
0.21024987 0.26979118 -0.02037245 0.24847933 -0.2335608 -1.05683801
0.74341017]
[ 0.00314486 -0.04614898 -0.12354907 -0.12622671 -0.18008126 -0.04635402
0.29552376 0.16877047 0.25464915 0.37504845 -0.48018804 -0.93404855
0.73683996]
[-0.08083347 -0.28180468 0.06058213 -0.37098606 -0.15128691 0.11756956
0.37491271 0.14617489 -0.05961955 0.17732477 -0.56741631 -0.96430346
0.86690205]
[ 0.12193996 -0.09068852 0.01718019 -0.17888299 -0.08353738 -0.01772449
0.25444626 0.37441704 0.4151012 0.2713483 -0.55589074 -0.86748537
0.5657178 ]
[-0.00644448 -0.13467387 0.02100149 0.01442287 -0.08901409 -0.28361485
0.05104309 0.33442424 -0.01098253 0.10231637 -0.25690768 -0.74085653
0.26706402]
[ 0.08306914 0.10718557 0.00474947 0.11815299 -0.09098885 -0.05896207
-0.18073162 -0.13689677 -0.2641562 -0.12376813 -0.14336912 0.24623997
-0.23750925]
[ 0.03888515 -0.0943318 0.1420878 0.29364679 0.25421628 0.00805413
-0.40643179 -0.35319613 -0.08466431 -0.53721592 0.21797177 1.05343227
-0.58251546]
[ 0.0320123 0.07859709 -0.21276311 0.06532852 0.03228073 -0.00155791
-0.17495137 -0.34018995 -0.28622521 -0.21038347 -0.04291861 -0.0683846
-0.18984548]
[-0.05835125 -0.21216343 0.06219873 0.07231849 -0.13279653 -0.13472221
0.01719986 -0.02968236 0.06430722 -0.38241007 -0.32699311 -0.25024971
0.03342672]
[ 0.01372077 -0.27486419 0.05901309 -0.28048017 -0.19642263 -0.23116513
-0.2592735 0.04130764 -0.00586248 0.10043456 -0.20190587 0.10302571
0.00855026]
[ 0.16708003 0.05623603 -0.10719153 -0.23653293 -0.05556931 -0.10281876
-0.20370063 -0.0135871 -0.20410987 -0.25945027 -0.17773283 0.36000182
-0.11490648]
[-0.17510144 -0.18022708 -0.11392897 -0.23105522 -0.04961653 0.02606833
-0.19974952 -0.24304586 -0.14547735 -0.05235141 -0.21135566 0.23610215
-0.19918946]
[-0.03774026 -0.20892422 -0.16203314 -0.23770279 -0.05016363 0.04303974
-0.05817121 -0.05971417 -0.23089057 -0.30124395 -0.05048082 0.03596429
-0.04704547]
[ 0.11048733 0.08418818 -0.01293243 -0.1804363 -0.32190354 0.00725702
-0.18236088 -0.30232687 -0.32637686 0.00199847 -0.09866341 0.16613018
-0.09766453]
[-0.06334292 -0.00932445 -0.28492314 -0.01102936 0.07047429 0.15520899
-0.24380022 -0.19091769 -0.05606067 -0.07166713 0.19047398 0.62381561
-0.1186937 ]
[ 0.11329361 0.34907219 -0.20336668 0.71856076 0.12285517 -0.00135929
-0.26075818 -0.41726866 -0.25983618 -0.38598373 0.75741727 0.9950939
-1.03359796]
[-0.02510801 0.18454284 0.04687578 0.27712263 0.00631255 -0.06883555
-0.31094061 -0.38461561 -0.2983371 -0.27943331 0.54431699 0.99152222
-0.95608968]
[-0.04400363 -0.1318897 -0.15317869 0.29243329 -0.17550301 0.23454787
-0.07645315 -0.21277984 -0.24172316 -0.42196803 0.18596376 0.49371054
-0.44732138]
[ 0.07947044 -0.382651 -0.05139447 -0.01380344 -0.11348416 0.19973123
0.07179996 0.16608908 -0.17809641 -0.0315863 -0.06456279 0.33236802
-0.25426492]
[ 0.20450682 -0.29307488 -0.12061782 -0.07924136 -0.21163128 0.12190813
0.01644393 -0.14156391 -0.06195549 -0.08638185 -0.14076662 -0.15821532
-0.15061094]
[-0.13551117 -0.07935776 0.03756499 -0.24768372 -0.0571372 -0.1413416
0.03578115 -0.01783323 -0.09396958 -0.00916921 -0.30881661 -0.41756889
-0.07730672]
[-0.1407293 -0.13736676 -0.06792116 -0.27344705 -0.34700115 -0.28852686
0.1588887 0.13903365 0.01727466 0.11511563 -0.25585774 -0.80752925
0.02869062]
[-0.15634253 -0.24564454 -0.29925064 -0.56830251 -0.29298811 -0.20940109
-0.29740506 0.04401114 -0.01624268 -0.44519599 -0.48700845 -0.53027444
-0.68127972]
[-0.11741106 0.12625509 0.01778684 0.06258716 -0.20913436 -0.17282849
-0.12999757 0.02064963 -0.12217585 -0.15602635 -0.15161897 -0.35505316
-0.02303181]
[-0.35753311 -0.11858836 -0.27195333 0.21396878 -0.20072812 -0.23023314
-0.08515212 -0.11001476 0.02897936 0.01089122 0.07426405 -0.31119201
0.06035404]
[-0.12950495 -0.04270835 -0.25488089 0.08555962 -0.22396832 -0.2790575
-0.35913148 -0.02231769 0.01806508 -0.13866348 -0.24055361 -0.29202488
0.02265384]
[-0.22856612 -0.53237194 -0.3376495 -0.22218514 -0.32342262 -0.2300943
-0.03865293 -0.25824263 0.06237584 -0.23261716 -0.11836589 -0.24160675
-0.05147245]
[-0.2185878 -0.29578635 -0.31960189 -0.10854765 -0.09073422 -0.149872
-0.07572278 0.01159127 -0.19548921 -0.50641045 -0.23625188 -0.16878135
0.01025156]
[-0.10797217 -0.00695806 -0.23971943 -0.64800404 -0.25992295 -0.2590674
0.00202548 -0.41621928 0.10680404 -0.1275613 -0.47956762 -0.2467165
-0.64056266]]
Progress: 20.6% ... Training loss: 0.235 ... Validation loss: 0.407[[-0.16517191]
[ 0.24926264]
[-0.15967696]
[ 0.95615855]
[ 0.26699919]
[-0.04738739]
[-0.83577295]
[-0.92371921]
[-0.6480478 ]
[-0.94269044]
[ 1.17583025]
[ 2.88632595]
[-1.90308374]]
[[ -5.33223075e-01 -4.95285613e-01 -5.86522623e-01 -9.07094067e-02
-2.96341747e-01 -5.93466969e-01 -1.59352455e-01 -2.63469861e-01
-4.08406537e-01 -3.66239339e-01 1.80989019e-01 7.36113534e-01
1.42870893e-01]
[ 4.99240856e-03 -1.36035249e-01 4.84211483e-02 -4.82459632e-02
-4.01691083e-02 5.81847187e-02 -1.26216757e-01 1.99501732e-01
-1.43022275e-01 -1.92263813e-01 -6.80241491e-02 -8.61650677e-02
5.06234135e-02]
[ -2.33603502e-01 1.34074605e-01 -2.40592281e-02 1.33659636e-01
7.89487038e-02 -1.24044219e-01 5.77054971e-02 -1.17798481e-01
2.81139505e-01 -2.46037426e-01 1.79754143e-01 6.98874038e-01
7.65342176e-01]
[ 2.03389780e-01 -2.42440800e-01 -2.80120302e-01 4.09031595e-02
-2.83390548e-01 5.19814621e-03 1.37815627e-01 -4.96800165e-01
1.68964006e-01 -2.78646858e-01 -1.90851529e-01 -3.20045749e-01
-1.73800385e-01]
[ 1.24596388e-01 2.20983370e-03 1.13295908e-01 -1.01469046e-01
-2.75396920e-02 7.27787088e-02 -1.01072271e-01 -5.98040715e-02
9.23988028e-02 2.15761516e-01 5.02716469e-02 -1.65455787e-01
-1.39495694e-01]
[ -4.82785408e-01 -6.01313969e-01 -6.03580714e-01 -5.96133866e-01
-5.82941190e-01 -5.64701329e-01 -3.16042790e-01 -1.66790892e-01
-4.42335320e-01 -2.44527208e-01 -5.02883879e-01 -7.18386796e-01
-5.45565136e-01]
[ -4.17725677e-01 -5.86294428e-01 -3.22146223e-01 -3.73522535e-01
-4.12968383e-01 -5.62192225e-01 -4.25355144e-01 -4.59537383e-01
-2.94516909e-01 -1.37713666e-01 -4.39760166e-01 -3.59995094e-01
-3.84524438e-01]
[ -3.33963110e-01 -3.46133254e-01 -4.78505705e-01 -1.90467352e-01
-3.18855845e-01 -4.20007798e-01 -2.79924814e-01 -2.32619338e-01
-2.89539818e-01 -5.11649064e-01 -2.68394804e-01 -6.49615623e-01
-4.01690014e-01]
[ -4.69017252e-01 -3.50848799e-01 -3.78519880e-01 -1.87198396e-01
-3.39666306e-01 -2.16110673e-01 -7.14519007e-02 -4.28405760e-01
-2.60284269e-01 -4.40871712e-01 -1.58259492e-01 -2.30098726e-01
-1.76612458e-01]
[ -9.54617640e-01 -9.38407146e-01 -9.81182530e-01 -7.32753726e-01
-1.02901950e+00 -9.85777847e-01 -5.94268718e-01 -5.87279866e-01
-7.49492657e-01 -5.54779281e-01 -7.20894279e-01 -5.86531798e-01
-6.86511325e-01]
[ -5.11973381e-01 -2.68135089e-01 -4.70011799e-01 -3.36010593e-01
-3.47346808e-01 -3.61017451e-01 -5.83152771e-01 -5.99244862e-01
-6.45245456e-01 -1.19474737e-01 -4.82612378e-01 -6.44794032e-01
-4.72516717e-01]
[ -1.15582482e-01 2.01095250e-02 -3.37743119e-01 -4.33240820e-01
-1.07374508e-01 -7.28215607e-02 -1.72823994e-01 -3.43044686e-01
-1.50929184e-01 9.87721739e-02 -4.45692549e-01 -8.87689086e-01
-4.67744952e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.59186908e-01 -1.16577388e-01 1.63430293e-01 -2.67884035e-01
-1.28542284e-01 1.12931706e-01 -1.28512855e-01 7.49921101e-03
-8.52031221e-02 6.32580877e-02 -1.63536151e-01 -3.41343869e-01
-1.03156315e-02]
[ -8.40306591e-02 -2.64115815e-01 -1.79114424e-01 -2.92115648e-01
-4.78133931e-01 -8.54391135e-02 -4.01119216e-02 1.33122302e-02
-5.67493069e-02 2.40209523e-02 -2.10991312e-01 -3.33290959e-01
-2.59341734e-01]
[ -7.23035412e-02 -1.51906304e-02 -2.35124588e-01 -2.54039341e-01
1.27755500e-01 -1.63126129e-01 -1.68715339e-01 7.99365554e-02
-5.97320770e-03 5.38490651e-02 -1.76088073e-01 3.66139216e-02
-6.29310758e-02]
[ 3.30088291e-02 -1.62794590e-01 -1.50267352e-01 -7.53961660e-02
-1.21538863e-01 -1.07281660e-01 1.01753182e-01 -1.54083694e-01
-1.91512662e-02 -6.59143900e-04 -1.73333885e-02 -1.40960062e-01
2.21428188e-02]
[ -2.87830689e-01 -1.43518807e-01 -7.38738534e-02 -1.00901310e-01
-3.04095867e-01 -2.73963307e-01 -3.71201099e-01 4.57394767e-02
-3.11602393e-01 -2.06327632e-01 1.65562271e-01 -6.37867327e-02
2.45090400e-01]
[ -2.22647118e-01 -1.25009381e-01 -8.85366183e-02 -4.52395921e-02
-8.46988955e-02 -1.17684172e-01 -6.82115333e-02 3.99971947e-02
-1.30976467e-01 -4.19672501e-02 2.00755057e-02 -1.63351517e-01
-3.16919834e-02]
[ -1.62635866e-01 -7.00790702e-02 -2.26623866e-01 -3.08145857e-01
-1.56834246e-01 -2.02075865e-01 -2.94092688e-01 -9.29360903e-02
1.57004471e-01 -1.88976878e-01 -3.65135001e-01 -3.01451723e-01
-2.32501864e-01]
[ -3.71137232e-01 -6.26381759e-02 -1.50013760e-01 -1.38565766e-01
-4.92538297e-02 -3.12596471e-01 3.12496642e-02 -7.56402969e-02
-1.24499607e-01 7.09145408e-02 1.19489950e-02 -2.42332150e-01
-2.64313888e-01]
[ -1.66412297e-01 -1.49404544e-01 -4.89850202e-02 -1.67600229e-01
-1.33069685e-01 -2.94493273e-01 -1.12109073e-02 -1.36244937e-01
-2.26002918e-01 3.61123580e-02 2.05108803e-01 -5.14375937e-02
-1.65593336e-01]
[ -1.34355159e-01 -1.74217669e-01 -1.13484515e-01 -2.74649255e-01
9.29238900e-02 -1.79732146e-02 -1.94334722e-01 -1.61708846e-01
1.03821230e-01 -9.89142746e-02 -1.24300948e-01 -6.57216623e-02
-3.25214177e-01]
[ -4.42026000e-02 -3.26929139e-02 -1.48949562e-01 -5.24221251e-02
-2.28455901e-01 6.27647321e-02 -8.06219697e-02 -4.74977368e-02
-2.32097224e-01 -8.98105308e-02 -8.63612286e-02 -3.38738608e-01
-1.94363453e-01]
[ -7.16309648e-02 2.60777135e-02 -1.28757220e-01 -3.11775486e-01
1.21802838e-01 2.04591315e-02 -2.14284888e-01 -1.56705597e-01
1.21753568e-01 -6.24560743e-02 -2.77859131e-01 -2.47207190e-01
-2.96687660e-01]
[ 8.13584961e-02 -3.12031018e-01 -8.25274539e-02 -4.52465425e-01
-2.25069080e-01 -8.87399702e-02 7.20074755e-02 1.06955426e-01
-4.33105574e-03 3.06407429e-01 -5.27781737e-01 -7.81290949e-01
4.39080215e-01]
[ -2.20611271e-01 -2.47900444e-01 -1.29977784e-01 -3.08487706e-01
-3.03315415e-01 -9.28397132e-02 2.08008457e-01 4.48117115e-02
2.94526274e-01 4.47337881e-02 -4.09662120e-01 -9.79652781e-01
6.34876204e-01]
[ -1.14902530e-02 -1.90440747e-01 2.35961587e-02 -3.16329336e-01
-1.73909379e-01 1.66408889e-01 2.09408593e-01 2.68958204e-01
-2.09282149e-02 2.47458918e-01 -2.32978351e-01 -1.05648354e+00
7.42370426e-01]
[ 3.07571125e-03 -4.60388133e-02 -1.23601798e-01 -1.25726310e-01
-1.79971569e-01 -4.63746702e-02 2.94992121e-01 1.68228884e-01
2.54237272e-01 3.74489956e-01 -4.79695288e-01 -9.33352427e-01
7.35663649e-01]
[ -8.07660361e-02 -2.81879945e-01 6.06211836e-02 -3.71523314e-01
-1.51380287e-01 1.17584047e-01 3.75604609e-01 1.46933052e-01
-5.92551099e-02 1.77947448e-01 -5.68008656e-01 -9.65930420e-01
8.68554063e-01]
[ 1.21906723e-01 -9.06845314e-02 1.71671847e-02 -1.79205595e-01
-8.35593923e-02 -1.77331764e-02 2.54834755e-01 3.74835592e-01
4.15403127e-01 2.71274178e-01 -5.56230687e-01 -8.70180449e-01
5.67211084e-01]
[ -6.49755780e-03 -1.34608580e-01 2.09664057e-02 1.47846901e-02
-8.89296997e-02 -2.83630146e-01 5.08340495e-02 3.34196090e-01
-1.11442618e-02 1.02168856e-01 -2.56641436e-01 -7.40859858e-01
2.66379420e-01]
[ 8.33925774e-02 1.06848208e-01 4.95481608e-03 1.16726451e-01
-9.12889108e-02 -5.88923648e-02 -1.78970419e-01 -1.35621198e-01
-2.62902867e-01 -1.21732380e-01 -1.45090624e-01 2.40223194e-01
-2.35430270e-01]
[ 3.90558901e-02 -9.48133194e-02 1.42240502e-01 2.92716099e-01
2.53914228e-01 8.08197584e-03 -4.05426359e-01 -3.53374047e-01
-8.31458387e-02 -5.36772101e-01 2.16488442e-01 1.04893481e+00
-5.79232272e-01]
[ 3.18996333e-02 7.88916835e-02 -2.12890564e-01 6.71516205e-02
3.26315948e-02 -1.59450084e-03 -1.76115361e-01 -3.41492504e-01
-2.86879355e-01 -2.11714345e-01 -4.05984573e-02 -6.23595653e-02
-1.93530468e-01]
[ -5.84135557e-02 -2.12159796e-01 6.21506929e-02 7.23229628e-02
-1.32811563e-01 -1.34732619e-01 1.68316824e-02 -2.98754657e-02
6.40671253e-02 -3.82817584e-01 -3.26751862e-01 -2.48920755e-01
3.27603456e-02]
[ 1.35696384e-02 -2.74691022e-01 5.88110055e-02 -2.79661101e-01
-1.96193379e-01 -2.31203228e-01 -2.60196870e-01 3.91105203e-02
-6.71707898e-03 9.84089018e-02 -1.99834020e-01 1.09551570e-01
5.21893637e-03]
[ 1.67113881e-01 5.62316260e-02 -1.07155757e-01 -2.37137336e-01
-5.55952123e-02 -1.02818043e-01 -2.03491399e-01 -1.33013693e-02
-2.03993398e-01 -2.59073537e-01 -1.78505585e-01 3.58452337e-01
-1.13409260e-01]
[ -1.75063493e-01 -1.80579583e-01 -1.13744975e-01 -2.33090311e-01
-5.00580691e-02 2.61043609e-02 -1.98739053e-01 -2.41268781e-01
-1.44545178e-01 -5.07179482e-02 -2.14387385e-01 2.28813600e-01
-1.92748159e-01]
[ -3.79345577e-02 -2.08579940e-01 -1.62274823e-01 -2.37417733e-01
-4.98062675e-02 4.29806250e-02 -5.90100114e-02 -6.08585491e-02
-2.31411427e-01 -3.02778645e-01 -4.94138945e-02 3.87616035e-02
-4.90017290e-02]
[ 1.10700813e-01 8.38634058e-02 -1.27675914e-02 -1.81695362e-01
-3.22184332e-01 7.32148797e-03 -1.81043265e-01 -3.01392389e-01
-3.25555971e-01 3.10282711e-03 -1.00345570e-01 1.62042045e-01
-9.47690013e-02]
[ -6.33849074e-02 -9.42864204e-03 -2.84961397e-01 -1.12073389e-02
7.04832504e-02 1.55191337e-01 -2.43480496e-01 -1.90671116e-01
-5.53645084e-02 -7.22824843e-02 1.89771624e-01 6.24319479e-01
-1.16982227e-01]
[ 1.12915295e-01 3.50126465e-01 -2.03774675e-01 7.23437256e-01
1.23873991e-01 -1.47556861e-03 -2.63926642e-01 -4.20745544e-01
-2.62053969e-01 -3.88586659e-01 7.63537776e-01 1.00757621e+00
-1.04185708e+00]
[ -2.47238804e-02 1.83332794e-01 4.73280241e-02 2.73423110e-01
5.25737730e-03 -6.87234022e-02 -3.07748614e-01 -3.81596067e-01
-2.95291046e-01 -2.77098462e-01 5.38103559e-01 9.78007081e-01
-9.49816959e-01]
[ -4.38823034e-02 -1.32102292e-01 -1.53061482e-01 2.91491953e-01
-1.75684449e-01 2.34587900e-01 -7.52741627e-02 -2.11570699e-01
-2.41010244e-01 -4.20795462e-01 1.84402925e-01 4.88032739e-01
-4.45726242e-01]
[ 7.94154642e-02 -3.82599892e-01 -5.14344155e-02 -1.36251197e-02
-1.13446279e-01 1.99715526e-01 7.15605712e-02 1.65857872e-01
-1.78297623e-01 -3.18985304e-02 -6.43282699e-02 3.32537126e-01
-2.54452684e-01]
[ 2.04555447e-01 -2.93060340e-01 -1.20634402e-01 -7.92074167e-02
-2.11645082e-01 1.21918653e-01 1.65931229e-02 -1.41477427e-01
-6.19097818e-02 -8.63104328e-02 -1.40643092e-01 -1.57438817e-01
-1.51107183e-01]
[ -1.35729116e-01 -7.88319001e-02 3.72876394e-02 -2.45840356e-01
-5.66529724e-02 -1.41412820e-01 3.44489646e-02 -1.96539349e-02
-9.53201422e-02 -1.02675712e-02 -3.07094684e-01 -4.13301120e-01
-8.18591191e-02]
[ -1.40754278e-01 -1.37309641e-01 -6.79147042e-02 -2.73391736e-01
-3.46985637e-01 -2.88530022e-01 1.58762085e-01 1.39147104e-01
1.69403947e-02 1.15351841e-01 -2.56067365e-01 -8.07843412e-01
2.84057939e-02]
[ -1.56152608e-01 -2.46105365e-01 -2.99222512e-01 -5.70218815e-01
-2.93354958e-01 -2.09341546e-01 -2.95867626e-01 4.35520935e-02
-1.53707958e-02 -4.45596478e-01 -4.88299778e-01 -5.31321628e-01
-6.81423792e-01]
[ -1.17527734e-01 1.26934713e-01 1.75534355e-02 6.44052052e-02
-2.08604670e-01 -1.72893179e-01 -1.31001223e-01 1.83045222e-02
-1.22991593e-01 -1.56823452e-01 -1.50221030e-01 -3.58363601e-01
-2.56714621e-02]
[ -3.57450318e-01 -1.18710181e-01 -2.71921927e-01 2.13680723e-01
-2.00821846e-01 -2.30194328e-01 -8.45233797e-02 -1.09717304e-01
2.95692565e-02 1.12586287e-02 7.37784802e-02 -3.10657652e-01
6.18407772e-02]
[ -1.29386831e-01 -4.29426510e-02 -2.54767123e-01 8.41138500e-02
-2.24227248e-01 -2.79027751e-01 -3.58115648e-01 -2.08983005e-02
1.87867734e-02 -1.37536271e-01 -2.42261408e-01 -2.96721683e-01
2.55542133e-02]
[ -2.28571948e-01 -5.32512843e-01 -3.37594510e-01 -2.22870693e-01
-3.23678044e-01 -2.30096004e-01 -3.80193429e-02 -2.56907489e-01
6.30437287e-02 -2.31936250e-01 -1.19883438e-01 -2.48057321e-01
-4.73450885e-02]
[ -2.19034472e-01 -2.94919005e-01 -3.20065247e-01 -1.03668453e-01
-8.95115726e-02 -1.50004562e-01 -7.81474648e-02 7.86402333e-03
-1.97980977e-01 -5.09010481e-01 -2.30297924e-01 -1.54604604e-01
1.93299548e-03]
[ -1.07812853e-01 -7.97934138e-03 -2.39410159e-01 -6.52251446e-01
-2.60788014e-01 -2.59046654e-01 4.29851374e-03 -4.13895994e-01
1.10298141e-01 -1.26473079e-01 -4.86288918e-01 -2.59668629e-01
-6.32683494e-01]]
Progress: 20.7% ... Training loss: 0.239 ... Validation loss: 0.414[[-0.16187282]
[ 0.25796738]
[-0.15181435]
[ 0.96613731]
[ 0.27657428]
[-0.04260279]
[-0.82200024]
[-0.90687112]
[-0.6339909 ]
[-0.93185415]
[ 1.19320803]
[ 2.91526961]
[-1.87881087]]
[[ -5.33622124e-01 -4.93885188e-01 -5.87289276e-01 -8.23624853e-02
-2.94556001e-01 -5.93610174e-01 -1.66381517e-01 -2.70565505e-01
-4.12941831e-01 -3.71147306e-01 1.95016629e-01 7.67377027e-01
1.25243881e-01]
[ 5.04834683e-03 -1.36119797e-01 4.84662633e-02 -4.97535419e-02
-4.02213166e-02 5.81854099e-02 -1.25658415e-01 2.00184548e-01
-1.42632263e-01 -1.92184852e-01 -6.97351993e-02 -9.32442146e-02
5.40947044e-02]
[ -2.34921825e-01 1.37189439e-01 -2.54439910e-02 1.46107282e-01
8.18409208e-02 -1.24416371e-01 4.59397497e-02 -1.28724449e-01
2.71748687e-01 -2.57038304e-01 1.97157087e-01 7.35134208e-01
7.37414449e-01]
[ 2.04746843e-01 -2.44816890e-01 -2.78708685e-01 3.21974606e-02
-2.85993811e-01 5.56391028e-03 1.46956776e-01 -4.89939573e-01
1.75643454e-01 -2.72302717e-01 -2.05120860e-01 -3.50329129e-01
-1.51603717e-01]
[ 1.24400064e-01 2.32352956e-03 1.12961582e-01 -9.90806407e-02
-2.71037514e-02 7.27139042e-02 -1.02182130e-01 -5.96792278e-02
9.06496203e-02 2.15261293e-01 5.55512236e-02 -1.49176407e-01
-1.43107577e-01]
[ -4.82832594e-01 -6.01276878e-01 -6.03682447e-01 -5.96151158e-01
-5.82746765e-01 -5.64729829e-01 -3.16869201e-01 -1.66821047e-01
-4.42745735e-01 -2.44364897e-01 -5.03291105e-01 -7.20806769e-01
-5.48288333e-01]
[ -4.17300064e-01 -5.86796793e-01 -3.22116324e-01 -3.75846494e-01
-4.13218927e-01 -5.62117089e-01 -4.24284486e-01 -4.59309076e-01
-2.94152958e-01 -1.36796826e-01 -4.41120848e-01 -3.65220379e-01
-3.84395000e-01]
[ -3.35027615e-01 -3.43820618e-01 -4.79466393e-01 -1.80238225e-01
-3.16751478e-01 -4.20283387e-01 -2.89066080e-01 -2.40642174e-01
-2.96302824e-01 -5.19118476e-01 -2.54799300e-01 -6.18819624e-01
-4.25590278e-01]
[ -4.68879136e-01 -3.50910193e-01 -3.78520670e-01 -1.87650924e-01
-3.39682214e-01 -2.16081407e-01 -7.12219307e-02 -4.30171846e-01
-2.60199859e-01 -4.40963425e-01 -1.57120765e-01 -2.27217743e-01
-1.80130539e-01]
[ -9.55190109e-01 -9.36911926e-01 -9.82040999e-01 -7.25041805e-01
-1.02736847e+00 -9.85924385e-01 -6.01545261e-01 -5.95319400e-01
-7.55745231e-01 -5.60741254e-01 -7.07649739e-01 -5.56559361e-01
-7.10239198e-01]
[ -5.11970820e-01 -2.67875767e-01 -4.70083363e-01 -3.35226495e-01
-3.47104240e-01 -3.61043027e-01 -5.84089322e-01 -6.00040431e-01
-6.45585631e-01 -1.19546210e-01 -4.81890621e-01 -6.43028885e-01
-4.77321395e-01]
[ -1.15560537e-01 2.01409510e-02 -3.37846398e-01 -4.34301493e-01
-1.07235774e-01 -7.28491319e-02 -1.73277950e-01 -3.43800350e-01
-1.51061495e-01 9.83236431e-02 -4.46692525e-01 -8.93394946e-01
-4.69224506e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.59135615e-01 -1.16771456e-01 1.63521134e-01 -2.67927987e-01
-1.28626214e-01 1.12953363e-01 -1.28472811e-01 7.83477006e-03
-8.51196882e-02 6.38059170e-02 -1.63778337e-01 -3.40729003e-01
-9.88521018e-03]
[ -8.40363757e-02 -2.64054397e-01 -1.79160888e-01 -2.92231416e-01
-4.78098552e-01 -8.54477849e-02 -4.02006175e-02 1.31745523e-02
-5.69186415e-02 2.38831475e-02 -2.11646686e-01 -3.35710718e-01
-2.60265515e-01]
[ -7.22316959e-02 -1.52767803e-02 -2.35135929e-01 -2.55081537e-01
1.27624225e-01 -1.63129117e-01 -1.68429496e-01 8.14399606e-02
-5.42700403e-03 5.54904684e-02 -1.77351161e-01 3.18987600e-02
-6.23551513e-02]
[ 3.30138320e-02 -1.62680993e-01 -1.50308221e-01 -7.54749651e-02
-1.21462573e-01 -1.07287768e-01 1.01725005e-01 -1.53911389e-01
-1.92640688e-02 -8.16382300e-04 -1.69766619e-02 -1.39015013e-01
2.14439731e-02]
[ -2.87618232e-01 -1.44045007e-01 -7.38738330e-02 -1.03192991e-01
-3.04254078e-01 -2.73921538e-01 -3.70400701e-01 4.58331799e-02
-3.11639533e-01 -2.06292157e-01 1.64071914e-01 -6.96854136e-02
2.46108405e-01]
[ -2.22762887e-01 -1.24533151e-01 -8.87439041e-02 -4.23382422e-02
-8.41992372e-02 -1.17738830e-01 -7.01442573e-02 3.71698580e-02
-1.32267305e-01 -4.39034605e-02 2.34366976e-02 -1.56436749e-01
-3.79239979e-02]
[ -1.62805496e-01 -6.94600282e-02 -2.26851718e-01 -3.05516095e-01
-1.56332300e-01 -2.02127462e-01 -2.96103423e-01 -9.54694984e-02
1.55239321e-01 -1.90288669e-01 -3.62028142e-01 -2.95894512e-01
-2.39083711e-01]
[ -3.71342561e-01 -6.22919047e-02 -1.50148302e-01 -1.36825227e-01
-4.89364200e-02 -3.12644296e-01 2.94911380e-02 -7.67969979e-02
-1.25717443e-01 6.96613419e-02 1.38716220e-02 -2.38061182e-01
-2.68657634e-01]
[ -1.67079803e-01 -1.48076546e-01 -4.96406685e-02 -1.62147864e-01
-1.31769344e-01 -2.94651758e-01 -1.68108615e-02 -1.41311502e-01
-2.29763637e-01 3.10076760e-02 2.14080364e-01 -2.84587953e-02
-1.78487599e-01]
[ -1.34183165e-01 -1.74307265e-01 -1.13403996e-01 -2.75370776e-01
9.27997191e-02 -1.79473588e-02 -1.93427754e-01 -1.61866557e-01
1.04525609e-01 -9.84038072e-02 -1.24206220e-01 -6.59295437e-02
-3.26236442e-01]
[ -4.40059816e-02 -3.30724770e-02 -1.48766219e-01 -5.36453271e-02
-2.28767565e-01 6.28292491e-02 -7.95955101e-02 -4.67586479e-02
-2.31465428e-01 -8.86235559e-02 -8.80240432e-02 -3.42909966e-01
-1.93581322e-01]
[ -7.17241883e-02 2.61947029e-02 -1.28821252e-01 -3.11547037e-01
1.21913404e-01 2.04359781e-02 -2.14592840e-01 -1.57261028e-01
1.21416517e-01 -6.29592749e-02 -2.77392682e-01 -2.46044286e-01
-2.96809483e-01]
[ 8.12228854e-02 -3.11821040e-01 -8.26312504e-02 -4.51853095e-01
-2.24881540e-01 -8.87737201e-02 7.12930420e-02 1.06450778e-01
-4.87495415e-03 3.05726443e-01 -5.27253474e-01 -7.80865610e-01
4.37662192e-01]
[ -2.20647476e-01 -2.47840081e-01 -1.30003280e-01 -3.08136594e-01
-3.03253138e-01 -9.28508088e-02 2.07590999e-01 4.44632997e-02
2.94186439e-01 4.45617180e-02 -4.09382197e-01 -9.78946401e-01
6.33854849e-01]
[ -1.17386726e-02 -1.89926490e-01 2.33020529e-02 -3.15060839e-01
-1.73371522e-01 1.66323068e-01 2.07635413e-01 2.67203765e-01
-2.22757464e-02 2.45869598e-01 -2.30918489e-01 -1.05348624e+00
7.37540580e-01]
[ 2.97653305e-03 -4.59271818e-02 -1.23649946e-01 -1.25373414e-01
-1.79909526e-01 -4.63966484e-02 2.94377743e-01 1.67520820e-01
2.53778602e-01 3.73918444e-01 -4.79528481e-01 -9.33377731e-01
7.34801225e-01]
[ -8.07893185e-02 -2.81833454e-01 6.05790735e-02 -3.71223943e-01
-1.51331071e-01 1.17578472e-01 3.75343723e-01 1.46607077e-01
-5.94602845e-02 1.77540359e-01 -5.67666414e-01 -9.65348791e-01
8.67756908e-01]
[ 1.21836031e-01 -9.05152419e-02 1.70447428e-02 -1.78699333e-01
-8.34333729e-02 -1.77628029e-02 2.54271023e-01 3.74012664e-01
4.15184219e-01 2.70502334e-01 -5.55724950e-01 -8.69776862e-01
5.65938711e-01]
[ -6.53369235e-03 -1.34532762e-01 2.09236541e-02 1.54522722e-02
-8.88476997e-02 -2.83635836e-01 5.04130389e-02 3.33472087e-01
-1.14415018e-02 1.01622655e-01 -2.55818226e-01 -7.39017515e-01
2.64741425e-01]
[ 8.30025833e-02 1.07252257e-01 4.80287180e-03 1.19215123e-01
-9.08342921e-02 -5.89744897e-02 -1.81523657e-01 -1.36660173e-01
-2.64348689e-01 -1.23352462e-01 -1.42402721e-01 2.45595174e-01
-2.38160136e-01]
[ 3.91105592e-02 -9.48882800e-02 1.42095680e-01 2.94258764e-01
2.53996638e-01 8.09893325e-03 -4.05092538e-01 -3.54774188e-01
-8.32725681e-02 -5.38055269e-01 2.19967540e-01 1.05479693e+00
-5.84164712e-01]
[ 3.18065818e-02 7.90896689e-02 -2.12957522e-01 6.81664207e-02
3.28213924e-02 -1.61815962e-03 -1.77119926e-01 -3.42055936e-01
-2.87516207e-01 -2.12343734e-01 -3.91845483e-02 -5.80160188e-02
-1.95669880e-01]
[ -5.83831606e-02 -2.12104015e-01 6.20851003e-02 7.26808042e-02
-1.32738247e-01 -1.34723846e-01 1.63301324e-02 -3.11731367e-02
6.38784734e-02 -3.83044287e-01 -3.25480696e-01 -2.44079783e-01
3.07653478e-02]
[ 1.33646688e-02 -2.74481597e-01 5.86636462e-02 -2.78590813e-01
-1.95958510e-01 -2.31245697e-01 -2.61382887e-01 3.78085838e-02
-7.74046614e-03 9.71480327e-02 -1.98463833e-01 1.12931362e-01
2.65639400e-03]
[ 1.67033383e-01 5.66364223e-02 -1.07343050e-01 -2.37288265e-01
-5.53017628e-02 -1.02838584e-01 -2.04357770e-01 -1.51630819e-02
-2.04919868e-01 -2.60446406e-01 -1.76761173e-01 3.64460397e-01
-1.15521354e-01]
[ -1.75285042e-01 -1.80071842e-01 -1.14015710e-01 -2.31115174e-01
-4.94573966e-02 2.60302613e-02 -2.00867099e-01 -2.43406184e-01
-1.46102088e-01 -5.30542842e-02 -2.11510983e-01 2.38164405e-01
-1.98015872e-01]
[ -3.80331098e-02 -2.08522916e-01 -1.62331193e-01 -2.37507549e-01
-4.96886706e-02 4.29427893e-02 -5.94879758e-02 -6.10384253e-02
-2.31983976e-01 -3.02720619e-01 -4.93842175e-02 3.95165321e-02
-4.85925794e-02]
[ 1.10670036e-01 8.38665106e-02 -1.28013102e-02 -1.81940793e-01
-3.22150926e-01 7.31046020e-03 -1.81086960e-01 -3.01433214e-01
-3.25552555e-01 2.84267675e-03 -1.00580783e-01 1.61229084e-01
-9.42795584e-02]
[ -6.33231698e-02 -9.64492431e-03 -2.84866590e-01 -1.22122246e-02
7.01720681e-02 1.55216486e-01 -2.42848466e-01 -1.89165607e-01
-5.49011638e-02 -7.08754177e-02 1.88007984e-01 6.19928193e-01
-1.14259039e-01]
[ 1.13500326e-01 3.49344852e-01 -2.03415077e-01 7.20595946e-01
1.23275269e-01 -1.34868811e-03 -2.62144711e-01 -4.19365443e-01
-2.60179939e-01 -3.86519452e-01 7.59782653e-01 9.94891918e-01
-1.03979821e+00]
[ -2.44301233e-02 1.83106456e-01 4.75199192e-02 2.73106432e-01
5.06490889e-03 -6.86377524e-02 -3.06839531e-01 -3.81233255e-01
-2.94965017e-01 -2.75308051e-01 5.37543481e-01 9.75033995e-01
-9.52188157e-01]
[ -4.40665585e-02 -1.31696992e-01 -1.53209580e-01 2.93301864e-01
-1.75266430e-01 2.34514052e-01 -7.65422272e-02 -2.12211164e-01
-2.41977404e-01 -4.21562174e-01 1.86510999e-01 4.93457494e-01
-4.49001175e-01]
[ 7.95792461e-02 -3.82726004e-01 -5.13159746e-02 -1.48448237e-02
-1.13667579e-01 1.99764604e-01 7.29158377e-02 1.67227046e-01
-1.77575847e-01 -3.08508267e-02 -6.58741666e-02 3.28073871e-01
-2.52223849e-01]
[ 2.04560258e-01 -2.93023617e-01 -1.20652431e-01 -7.88290690e-02
-2.11577562e-01 1.21916240e-01 1.62191487e-02 -1.41730593e-01
-6.21872101e-02 -8.64622807e-02 -1.39901422e-01 -1.55044889e-01
-1.52580208e-01]
[ -1.35654475e-01 -7.89525910e-02 3.73768983e-02 -2.46329295e-01
-5.68121981e-02 -1.41393097e-01 3.50034735e-02 -1.87573219e-02
-9.49911971e-02 -9.36607961e-03 -3.07773134e-01 -4.14950251e-01
-8.08245592e-02]
[ -1.40617894e-01 -1.37447433e-01 -6.78322436e-02 -2.74294410e-01
-3.47143026e-01 -2.88500364e-01 1.59696957e-01 1.39946197e-01
1.76310109e-02 1.16245110e-01 -2.56991183e-01 -8.09499836e-01
3.01470386e-02]
[ -1.56551669e-01 -2.45367342e-01 -2.99752638e-01 -5.67421044e-01
-2.92504342e-01 -2.09480519e-01 -2.99212346e-01 3.85301219e-02
-1.79508785e-02 -4.48574959e-01 -4.83326223e-01 -5.14036505e-01
-6.89737595e-01]
[ -1.17468729e-01 1.27223679e-01 1.74451297e-02 6.47847776e-02
-2.08270057e-01 -1.72920151e-01 -1.32037736e-01 1.69408298e-02
-1.23812969e-01 -1.57279420e-01 -1.50043434e-01 -3.62811416e-01
-2.81265260e-02]
[ -3.57524783e-01 -1.18323246e-01 -2.72017192e-01 2.16117614e-01
-2.00548234e-01 -2.30217350e-01 -8.50473860e-02 -1.09427270e-01
2.87696040e-02 1.14220315e-02 7.58537473e-02 -3.09926599e-01
5.92416969e-02]
[ -1.29405800e-01 -4.32897586e-02 -2.54616331e-01 8.24759544e-02
-2.24533645e-01 -2.79027901e-01 -3.58020797e-01 -1.92184431e-02
1.91289355e-02 -1.36251473e-01 -2.45585308e-01 -3.05783435e-01
2.86610984e-02]
[ -2.29144653e-01 -5.31876026e-01 -3.38213857e-01 -2.18222036e-01
-3.22687749e-01 -2.30247106e-01 -4.26686468e-02 -2.62120689e-01
6.00555783e-02 -2.36588199e-01 -1.11787466e-01 -2.29970714e-01
-5.94228239e-02]
[ -2.18797931e-01 -2.95111633e-01 -3.19927206e-01 -1.04881785e-01
-8.97958388e-02 -1.49946492e-01 -7.66677988e-02 9.15893052e-03
-1.97145225e-01 -5.08170278e-01 -2.31748013e-01 -1.59072031e-01
4.50950302e-03]
[ -1.07591162e-01 -7.70437861e-03 -2.39379258e-01 -6.52227762e-01
-2.60614146e-01 -2.58964192e-01 3.61148929e-03 -4.15152697e-01
1.09584427e-01 -1.27157063e-01 -4.83870999e-01 -2.51762693e-01
-6.42933308e-01]]
Progress: 20.8% ... Training loss: 0.237 ... Validation loss: 0.405[[-0.16805862]
[ 0.24017481]
[-0.16022574]
[ 0.93754365]
[ 0.26036018]
[-0.05201985]
[-0.84029398]
[-0.93165203]
[-0.65159771]
[-0.94154251]
[ 1.15948042]
[ 2.86586052]
[-1.9176473 ]]
[[ -5.33204400e-01 -4.96232274e-01 -5.86427156e-01 -9.55151478e-02
-2.96822870e-01 -5.93453659e-01 -1.57768855e-01 -2.57737657e-01
-4.06672954e-01 -3.64105451e-01 1.77692009e-01 7.34528533e-01
1.56980216e-01]
[ 5.11296702e-03 -1.36296881e-01 4.85204121e-02 -5.12344788e-02
-4.04067758e-02 5.82067021e-02 -1.24673824e-01 2.01138860e-01
-1.42014169e-01 -1.91912520e-01 -7.14795451e-02 -9.84229330e-02
5.71636848e-02]
[ -2.34102728e-01 1.32623133e-01 -2.39354424e-02 1.23876019e-01
7.71995449e-02 -1.24122721e-01 5.79904560e-02 -1.11685785e-01
2.82675059e-01 -2.47641859e-01 1.66801548e-01 6.63059658e-01
7.86632095e-01]
[ 2.04345392e-01 -2.42100933e-01 -2.79732216e-01 4.53917016e-02
-2.83365026e-01 5.42222190e-03 1.40074173e-01 -5.04406688e-01
1.70534041e-01 -2.83258771e-01 -1.86468074e-01 -3.08859329e-01
-1.84249587e-01]
[ 1.23836604e-01 3.41959086e-03 1.12520370e-01 -9.41975251e-02
-2.60172868e-02 7.25466844e-02 -1.08040304e-01 -6.56060029e-02
8.68473928e-02 2.11844721e-01 6.03633287e-02 -1.36360486e-01
-1.57909730e-01]
[ -4.83159039e-01 -6.01097169e-01 -6.03772364e-01 -5.95943694e-01
-5.82526702e-01 -5.64780809e-01 -3.18181974e-01 -1.65841963e-01
-4.44111504e-01 -2.45417270e-01 -5.02843052e-01 -7.14930480e-01
-5.49919172e-01]
[ -4.17456428e-01 -5.86530727e-01 -3.22263638e-01 -3.76530514e-01
-4.13066706e-01 -5.62134814e-01 -4.25423574e-01 -4.60177400e-01
-2.94960527e-01 -1.37580587e-01 -4.41016673e-01 -3.61500576e-01
-3.85418193e-01]
[ -3.34511011e-01 -3.46515107e-01 -4.78628756e-01 -1.93285557e-01
-3.19294102e-01 -4.20119543e-01 -2.80011063e-01 -2.29552906e-01
-2.89138763e-01 -5.12379691e-01 -2.72848350e-01 -6.65707111e-01
-3.94426708e-01]
[ -4.68054601e-01 -3.52209115e-01 -3.77940740e-01 -1.93156878e-01
-3.41029930e-01 -2.15844290e-01 -6.59429989e-02 -4.25643148e-01
-2.56528147e-01 -4.36574595e-01 -1.63900490e-01 -2.43507799e-01
-1.72462330e-01]
[ -9.54023895e-01 -9.40409839e-01 -9.80758849e-01 -7.42176019e-01
-1.03060260e+00 -9.85593651e-01 -5.88224192e-01 -5.78920121e-01
-7.46579398e-01 -5.48931207e-01 -7.30438513e-01 -6.09964121e-01
-6.74264629e-01]
[ -5.12273489e-01 -2.68089594e-01 -4.70063181e-01 -3.36464978e-01
-3.47352977e-01 -3.61052971e-01 -5.85003114e-01 -6.00217716e-01
-6.45846125e-01 -1.21571586e-01 -4.83020685e-01 -6.43552425e-01
-4.74224078e-01]
[ -1.15565751e-01 2.03050556e-02 -3.37968394e-01 -4.34958637e-01
-1.07270964e-01 -7.28376674e-02 -1.73803137e-01 -3.44293621e-01
-1.51304401e-01 9.78304550e-02 -4.47050232e-01 -8.93048097e-01
-4.72118644e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.59152582e-01 -1.16748200e-01 1.63505624e-01 -2.68244217e-01
-1.28624125e-01 1.12953694e-01 -1.28532212e-01 7.71859539e-03
-8.51036406e-02 6.36638895e-02 -1.63972307e-01 -3.39264667e-01
-1.01891533e-02]
[ -8.40953024e-02 -2.64070514e-01 -1.79177579e-01 -2.92507818e-01
-4.78088187e-01 -8.54684968e-02 -4.01935587e-02 1.41762988e-02
-5.71658589e-02 2.43396112e-02 -2.12063032e-01 -3.38377564e-01
-2.59769934e-01]
[ -7.25545514e-02 -1.49844449e-02 -2.35287194e-01 -2.53348418e-01
1.28051632e-01 -1.63178486e-01 -1.70687338e-01 8.04132724e-02
-7.15390792e-03 5.30473845e-02 -1.74923526e-01 4.36421670e-02
-6.67386208e-02]
[ 3.31221764e-02 -1.62743515e-01 -1.50325742e-01 -7.64798975e-02
-1.21474644e-01 -1.07276808e-01 1.02447239e-01 -1.53975557e-01
-1.86359315e-02 2.23483876e-05 -1.78058870e-02 -1.40401839e-01
2.39593410e-02]
[ -2.87766336e-01 -1.43893647e-01 -7.38948756e-02 -1.04047474e-01
-3.04361296e-01 -2.73928620e-01 -3.70829679e-01 4.68086679e-02
-3.12143784e-01 -2.06704310e-01 1.63072936e-01 -7.07115399e-02
2.46783772e-01]
[ -2.22507904e-01 -1.25237255e-01 -8.84245391e-02 -4.59786625e-02
-8.49102033e-02 -1.17671958e-01 -6.74454909e-02 4.01236330e-02
-1.30095107e-01 -4.14384986e-02 1.81404597e-02 -1.73741179e-01
-3.02815727e-02]
[ -1.62595436e-01 -7.03565707e-02 -2.26594106e-01 -3.09190143e-01
-1.57114606e-01 -2.02078695e-01 -2.93896305e-01 -9.16185171e-02
1.57593066e-01 -1.88690973e-01 -3.66810969e-01 -3.07026600e-01
-2.29573205e-01]
[ -3.70995669e-01 -6.38436383e-02 -1.49652592e-01 -1.43970257e-01
-5.05166223e-02 -3.12534946e-01 3.41977244e-02 -7.14356230e-02
-1.22100830e-01 7.34481628e-02 4.00576975e-03 -2.60835270e-01
-2.55030571e-01]
[ -1.67427329e-01 -1.47564953e-01 -4.98879406e-02 -1.60360372e-01
-1.31188318e-01 -2.94715025e-01 -1.80701352e-02 -1.42975932e-01
-2.31119833e-01 2.98892037e-02 2.16423886e-01 -2.28105859e-02
-1.80085532e-01]
[ -1.33555395e-01 -1.75160586e-01 -1.13047460e-01 -2.79361442e-01
9.18582309e-02 -1.77791137e-02 -1.89540554e-01 -1.59474173e-01
1.07459222e-01 -9.57997424e-02 -1.28586050e-01 -7.62274920e-02
-3.19679900e-01]
[ -4.38899354e-02 -3.33788013e-02 -1.48610947e-01 -5.49047225e-02
-2.29040882e-01 6.28784404e-02 -7.86507337e-02 -4.51544265e-02
-2.31065181e-01 -8.75449226e-02 -9.00953228e-02 -3.48513934e-01
-1.92897258e-01]
[ -7.16355748e-02 2.60591881e-02 -1.28756110e-01 -3.11935882e-01
1.21782030e-01 2.04549466e-02 -2.13878997e-01 -1.56800813e-01
1.21792918e-01 -6.23794266e-02 -2.77605839e-01 -2.46289371e-01
-2.96053306e-01]
[ 8.11595390e-02 -3.11787610e-01 -8.26919472e-02 -4.51600557e-01
-2.24893844e-01 -8.87857473e-02 7.12478060e-02 1.06297577e-01
-4.97001246e-03 3.05572089e-01 -5.27332047e-01 -7.82296482e-01
4.37520805e-01]
[ -2.20663101e-01 -2.47791610e-01 -1.30041557e-01 -3.08402992e-01
-3.03236678e-01 -9.28593593e-02 2.07602417e-01 4.43187808e-02
2.94125496e-01 4.44020804e-02 -4.09421756e-01 -9.79680796e-01
6.34428468e-01]
[ -1.17124519e-02 -1.89947679e-01 2.33246558e-02 -3.15452193e-01
-1.73411496e-01 1.66332086e-01 2.08063987e-01 2.67698363e-01
-2.21396052e-02 2.46169893e-01 -2.31508387e-01 -1.05487731e+00
7.38768117e-01]
[ 2.98270121e-03 -4.59280134e-02 -1.23646847e-01 -1.25412569e-01
-1.79921163e-01 -4.63940761e-02 2.94515321e-01 1.67680028e-01
2.53812647e-01 3.74065175e-01 -4.79600879e-01 -9.33476465e-01
7.34966858e-01]
[ -8.09916356e-02 -2.81507358e-01 6.03957051e-02 -3.69734253e-01
-1.51048839e-01 1.17520882e-01 3.74012983e-01 1.45196917e-01
-6.03739699e-02 1.76156138e-01 -5.66428836e-01 -9.64336240e-01
8.64404719e-01]
[ 1.21924818e-01 -9.06108818e-02 1.70938593e-02 -1.79544084e-01
-8.35650951e-02 -1.77469516e-02 2.55185306e-01 3.74973663e-01
4.15889997e-01 2.71209158e-01 -5.56542053e-01 -8.72315969e-01
5.68312731e-01]
[ -6.40625094e-03 -1.34686164e-01 2.10068526e-02 1.48620273e-02
-8.90224912e-02 -2.83605438e-01 5.13743875e-02 3.34267328e-01
-1.07592272e-02 1.02265631e-01 -2.56366021e-01 -7.39941078e-01
2.65638860e-01]
[ 8.31454122e-02 1.07011858e-01 4.89541393e-03 1.18267990e-01
-9.09611440e-02 -5.89514107e-02 -1.80232393e-01 -1.35424315e-01
-2.63485331e-01 -1.22413318e-01 -1.43885491e-01 2.40062583e-01
-2.36537986e-01]
[ 3.89658962e-02 -9.46188690e-02 1.41969089e-01 2.96478473e-01
2.54361755e-01 8.07228390e-03 -4.06157808e-01 -3.56021366e-01
-8.41051131e-02 -5.38813170e-01 2.22780368e-01 1.06153554e+00
-5.87183774e-01]
[ 3.19322578e-02 7.87649668e-02 -2.12837521e-01 6.66559395e-02
3.25426751e-02 -1.58906657e-03 -1.75885309e-01 -3.41115341e-01
-2.86643866e-01 -2.11483642e-01 -4.12417206e-02 -6.42650031e-02
-1.92120279e-01]
[ -5.84858968e-02 -2.12003344e-01 6.20271535e-02 7.24258743e-02
-1.32650797e-01 -1.34743475e-01 1.60306646e-02 -3.09375748e-02
6.36364678e-02 -3.83396816e-01 -3.25376493e-01 -2.44796585e-01
3.11442606e-02]
[ 1.30758466e-02 -2.74259241e-01 5.86227336e-02 -2.78818361e-01
-1.95682431e-01 -2.31290162e-01 -2.62627918e-01 3.78819866e-02
-8.56781180e-03 9.57732216e-02 -1.98912732e-01 1.15487075e-01
3.31832178e-03]
[ 1.67321850e-01 5.55976374e-02 -1.07079164e-01 -2.41786050e-01
-5.62628093e-02 -1.02751652e-01 -2.02255904e-01 -1.29692284e-02
-2.02560134e-01 -2.59128976e-01 -1.80871642e-01 3.56824309e-01
-1.06049319e-01]
[ -1.75135457e-01 -1.80754730e-01 -1.13691481e-01 -2.34201039e-01
-5.02449164e-02 2.60988492e-02 -1.98817742e-01 -2.40585728e-01
-1.44315837e-01 -5.02806484e-02 -2.15981138e-01 2.27163207e-01
-1.90639911e-01]
[ -3.80476031e-02 -2.08745832e-01 -1.62298576e-01 -2.39580933e-01
-4.99835358e-02 4.29545109e-02 -5.88060166e-02 -6.05619698e-02
-2.31461849e-01 -3.02594920e-01 -5.18983556e-02 3.52347299e-02
-4.38515950e-02]
[ 1.10559498e-01 8.41316487e-02 -1.28982727e-02 -1.82121071e-01
-3.22001423e-01 7.28770025e-03 -1.81197621e-01 -3.00913638e-01
-3.26036777e-01 2.67246967e-03 -1.00775873e-01 1.61783858e-01
-9.48705836e-02]
[ -6.32581084e-02 -9.71316277e-03 -2.84833402e-01 -1.24845266e-02
7.01078262e-02 1.55230876e-01 -2.42473001e-01 -1.89304191e-01
-5.46264290e-02 -7.06296764e-02 1.87697159e-01 6.19410405e-01
-1.13729041e-01]
[ 1.14012784e-01 3.48097681e-01 -2.03002278e-01 7.15411877e-01
1.22136736e-01 -1.20921661e-03 -2.58909342e-01 -4.15991382e-01
-2.57600383e-01 -3.83480941e-01 7.52776902e-01 9.81399604e-01
-1.03511491e+00]
[ -2.44465438e-02 1.83131534e-01 4.75045314e-02 2.73216464e-01
5.09408232e-03 -6.86427670e-02 -3.06932070e-01 -3.81333705e-01
-2.95031691e-01 -2.75433288e-01 5.37723762e-01 9.75447782e-01
-9.52249140e-01]
[ -4.39277906e-02 -1.31983463e-01 -1.53073161e-01 2.91996446e-01
-1.75551879e-01 2.34562207e-01 -7.56052765e-02 -2.10870092e-01
-2.41440626e-01 -4.20803275e-01 1.84954824e-01 4.89536733e-01
-4.47187007e-01]
[ 7.94826709e-02 -3.82681481e-01 -5.13494288e-02 -1.44629030e-02
-1.13576999e-01 1.99746882e-01 7.22702455e-02 1.66926384e-01
-1.78162658e-01 -3.16836964e-02 -6.52458517e-02 3.31477811e-01
-2.53107094e-01]
[ 2.04611189e-01 -2.93124044e-01 -1.20590474e-01 -7.89904459e-02
-2.11658821e-01 1.21932433e-01 1.64598403e-02 -1.41092918e-01
-6.20134745e-02 -8.59518852e-02 -1.40194809e-01 -1.56017813e-01
-1.52344038e-01]
[ -1.35481551e-01 -7.93617911e-02 3.75760535e-02 -2.47952926e-01
-5.72413062e-02 -1.41347375e-01 3.69152664e-02 -1.62312253e-02
-9.36660158e-02 -7.50783882e-03 -3.10267313e-01 -4.22325847e-01
-7.64059798e-02]
[ -1.40599342e-01 -1.37437982e-01 -6.78331219e-02 -2.74322035e-01
-3.47139657e-01 -2.88494888e-01 1.59901048e-01 1.40384966e-01
1.75506975e-02 1.16623746e-01 -2.57146597e-01 -8.08946075e-01
2.96506424e-02]
[ -1.56243706e-01 -2.45853816e-01 -2.99573890e-01 -5.70071200e-01
-2.92913473e-01 -2.09399623e-01 -2.97058442e-01 4.09790559e-02
-1.62883477e-02 -4.46116634e-01 -4.86151733e-01 -5.16772300e-01
-6.88501037e-01]
[ -1.17118863e-01 1.26001742e-01 1.79060767e-02 5.91621453e-02
-2.09359287e-01 -1.72826216e-01 -1.28571033e-01 2.18303132e-02
-1.21133149e-01 -1.54340497e-01 -1.57767744e-01 -3.82121370e-01
-1.60626054e-02]
[ -3.57216126e-01 -1.19484614e-01 -2.71529983e-01 2.10330537e-01
-2.01826001e-01 -2.30107463e-01 -8.11301915e-02 -1.04522398e-01
3.17250252e-02 1.63658592e-02 6.71878550e-02 -3.31251396e-01
7.29394251e-02]
[ -1.29128697e-01 -4.42453807e-02 -2.54377033e-01 7.93184924e-02
-2.25395079e-01 -2.78962931e-01 -3.55999001e-01 -1.60543125e-02
2.12977595e-02 -1.34126921e-01 -2.49764719e-01 -3.17227743e-01
3.61016182e-02]
[ -2.29021930e-01 -5.32306896e-01 -3.38054149e-01 -2.20025834e-01
-3.23174801e-01 -2.30198967e-01 -4.07637630e-02 -2.60634745e-01
6.13609649e-02 -2.35829365e-01 -1.13980700e-01 -2.36037952e-01
-5.29690933e-02]
[ -2.18633871e-01 -2.95416935e-01 -3.19700317e-01 -1.06481602e-01
-9.01784924e-02 -1.49884364e-01 -7.52699325e-02 1.18039810e-02
-1.96491667e-01 -5.06274908e-01 -2.34400965e-01 -1.65016203e-01
8.15254802e-03]
[ -1.08263203e-01 -6.69044167e-03 -2.39951720e-01 -6.50636662e-01
-2.59624935e-01 -2.59091892e-01 6.31230365e-04 -4.18962388e-01
1.06821320e-01 -1.32985412e-01 -4.79906237e-01 -2.38517880e-01
-6.51291063e-01]]
Progress: 20.8% ... Training loss: 0.256 ... Validation loss: 0.425[[-0.15460171]
[ 0.26785298]
[-0.14199427]
[ 0.97975962]
[ 0.28847191]
[-0.03699818]
[-0.80741738]
[-0.8834728 ]
[-0.62047974]
[-0.91069358]
[ 1.20712389]
[ 2.95249227]
[-1.85934431]]
[[ -5.34786979e-01 -4.92292688e-01 -5.88285694e-01 -7.40407272e-02
-2.92103367e-01 -5.93900025e-01 -1.71802945e-01 -2.81393676e-01
-4.17156701e-01 -3.81053444e-01 2.09098784e-01 8.26310871e-01
1.08028245e-01]
[ 5.09428524e-03 -1.36267774e-01 4.85095079e-02 -5.10380334e-02
-4.03809095e-02 5.82024739e-02 -1.24842233e-01 2.00933863e-01
-1.42188596e-01 -1.92039084e-01 -7.13215076e-02 -9.79744972e-02
5.65832611e-02]
[ -2.35692678e-01 1.36899169e-01 -2.57531848e-02 1.40616339e-01
8.13686188e-02 -1.24632306e-01 4.34952559e-02 -1.30044430e-01
2.69149627e-01 -2.62226175e-01 1.91133824e-01 7.27483340e-01
7.35546742e-01]
[ 2.05986677e-01 -2.45697079e-01 -2.77839688e-01 3.02317806e-02
-2.87422813e-01 5.97983074e-03 1.54389343e-01 -4.85050467e-01
1.81658288e-01 -2.63554600e-01 -2.14326980e-01 -3.83632092e-01
-1.43703218e-01]
[ 1.26167350e-01 1.11949819e-04 1.14043212e-01 -1.09548139e-01
-2.95157568e-02 7.32093915e-02 -9.47628475e-02 -5.79612163e-02
9.90444012e-02 2.22872815e-01 4.16975577e-02 -1.82082915e-01
-1.35207026e-01]
[ -4.83806461e-01 -6.00196999e-01 -6.04256115e-01 -5.90430771e-01
-5.81348900e-01 -5.64942104e-01 -3.23442305e-01 -1.74091676e-01
-4.47348856e-01 -2.51605875e-01 -4.95138560e-01 -6.87065881e-01
-5.62270968e-01]
[ -4.17920367e-01 -5.85300089e-01 -3.22947651e-01 -3.68654992e-01
-4.11612599e-01 -5.62272630e-01 -4.31808053e-01 -4.69489366e-01
-2.98759523e-01 -1.44567749e-01 -4.29312218e-01 -3.28928980e-01
-4.11072716e-01]
[ -3.35647583e-01 -3.43727658e-01 -4.79829011e-01 -1.81102080e-01
-3.16390413e-01 -4.20460400e-01 -2.89664225e-01 -2.41934780e-01
-2.97860728e-01 -5.21647336e-01 -2.56819010e-01 -6.23628904e-01
-4.25194922e-01]
[ -4.68131237e-01 -3.51841996e-01 -3.78175606e-01 -1.91455805e-01
-3.40573700e-01 -2.15922751e-01 -6.66452425e-02 -4.28233374e-01
-2.57044851e-01 -4.37390427e-01 -1.62194496e-01 -2.40453174e-01
-1.74875964e-01]
[ -9.56344771e-01 -9.35842384e-01 -9.83176494e-01 -7.17990775e-01
-1.02537930e+00 -9.86296996e-01 -6.08525712e-01 -6.08526407e-01
-7.61563544e-01 -5.71556692e-01 -6.95766278e-01 -5.09958035e-01
-7.36103022e-01]
[ -5.12535070e-01 -2.67471508e-01 -4.70280662e-01 -3.33275957e-01
-3.46666601e-01 -3.61131970e-01 -5.87136657e-01 -6.02015105e-01
-6.47591254e-01 -1.22923612e-01 -4.79519903e-01 -6.36039457e-01
-4.80348201e-01]
[ -1.15307865e-01 2.04048901e-02 -3.37936153e-01 -4.35059907e-01
-1.07188812e-01 -7.27737519e-02 -1.73368290e-01 -3.45423724e-01
-1.50850143e-01 9.85487207e-02 -4.48078967e-01 -8.94998122e-01
-4.75344296e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58828478e-01 -1.17092280e-01 1.63669296e-01 -2.70036605e-01
-1.28946029e-01 1.13045343e-01 -1.26929025e-01 9.30878057e-03
-8.40866697e-02 6.58451621e-02 -1.66324457e-01 -3.43719454e-01
-8.79700977e-03]
[ -8.42827437e-02 -2.63872499e-01 -1.79312575e-01 -2.91164171e-01
-4.77891733e-01 -8.55278678e-02 -4.14551618e-02 1.22515503e-02
-5.78831736e-02 2.24852993e-02 -2.10324415e-01 -3.35174507e-01
-2.62342495e-01]
[ -7.33736812e-02 -1.37591322e-02 -2.35844277e-01 -2.45586907e-01
1.29569221e-01 -1.63370529e-01 -1.76805435e-01 7.15865113e-02
-1.12271509e-02 4.61958509e-02 -1.64551241e-01 7.76414305e-02
-8.04143550e-02]
[ 3.29918513e-02 -1.62193391e-01 -1.50651336e-01 -7.22549525e-02
-1.20784621e-01 -1.07317273e-01 9.97280121e-02 -1.59073823e-01
-1.98352274e-02 -3.83366809e-03 -1.13055486e-02 -1.21106339e-01
1.09905018e-02]
[ -2.87841522e-01 -1.43459709e-01 -7.41437800e-02 -1.02795098e-01
-3.03927593e-01 -2.73962527e-01 -3.72767217e-01 4.39655101e-02
-3.13590674e-01 -2.08713542e-01 1.66498314e-01 -6.29770406e-02
2.38446713e-01]
[ -2.22515059e-01 -1.25343448e-01 -8.83792582e-02 -4.69278323e-02
-8.50277913e-02 -1.17687449e-01 -6.75740634e-02 3.99155880e-02
-1.29739062e-01 -4.17569554e-02 1.62304920e-02 -1.78030015e-01
-3.14064551e-02]
[ -1.63038716e-01 -6.92937394e-02 -2.27021149e-01 -3.05412911e-01
-1.56135754e-01 -2.02206828e-01 -2.97944631e-01 -9.67055342e-02
1.53369643e-01 -1.92042137e-01 -3.61537696e-01 -2.89782086e-01
-2.42226882e-01]
[ -3.71637587e-01 -6.22983516e-02 -1.50275891e-01 -1.36642093e-01
-4.88628645e-02 -3.12723431e-01 2.92899216e-02 -7.67395293e-02
-1.26513611e-01 6.88068868e-02 1.27002321e-02 -2.40578349e-01
-2.69432499e-01]
[ -1.67528723e-01 -1.47437656e-01 -5.00185079e-02 -1.58644967e-01
-1.30940479e-01 -2.94736559e-01 -1.87033757e-02 -1.44452794e-01
-2.31368723e-01 2.93626372e-02 2.18647188e-01 -1.66297257e-02
-1.82061249e-01]
[ -1.33740703e-01 -1.74703650e-01 -1.13344198e-01 -2.77200693e-01
9.24944663e-02 -1.78902555e-02 -1.90951555e-01 -1.62101356e-01
1.06307790e-01 -9.72943102e-02 -1.25928385e-01 -7.13177009e-02
-3.23308942e-01]
[ -4.39697385e-02 -3.31899700e-02 -1.48700134e-01 -5.41115701e-02
-2.28899086e-01 6.28484445e-02 -7.91145154e-02 -4.57628267e-02
-2.31379866e-01 -8.80978898e-02 -8.91064561e-02 -3.45998268e-01
-1.93772028e-01]
[ -7.16133073e-02 2.60062640e-02 -1.28734535e-01 -3.12278513e-01
1.21717101e-01 2.04654355e-02 -2.13853211e-01 -1.56920429e-01
1.21932839e-01 -6.23638513e-02 -2.78073629e-01 -2.47316791e-01
-2.96419407e-01]
[ 8.10739725e-02 -3.11670323e-01 -8.27518385e-02 -4.51308655e-01
-2.24792746e-01 -8.88051855e-02 7.06731943e-02 1.05734135e-01
-5.49262047e-03 3.04974845e-01 -5.26982258e-01 -7.81416611e-01
4.36224491e-01]
[ -2.20679386e-01 -2.47744698e-01 -1.30092198e-01 -3.08519620e-01
-3.03203757e-01 -9.28663166e-02 2.07655363e-01 4.39607042e-02
2.94143272e-01 4.39568093e-02 -4.09480180e-01 -9.80157157e-01
6.34525462e-01]
[ -1.18061664e-02 -1.89797818e-01 2.32443433e-02 -3.15013376e-01
-1.73305116e-01 1.66303452e-01 2.07706456e-01 2.67368512e-01
-2.24724551e-02 2.45789419e-01 -2.31204743e-01 -1.05499959e+00
7.37908755e-01]
[ 2.99070650e-03 -4.59340520e-02 -1.23641450e-01 -1.25366152e-01
-1.79931888e-01 -4.63904266e-02 2.94649852e-01 1.67619742e-01
2.53864979e-01 3.74173880e-01 -4.79652563e-01 -9.33711823e-01
7.35003051e-01]
[ -8.11306815e-02 -2.81299186e-01 6.02633177e-02 -3.68960662e-01
-1.50861629e-01 1.17472500e-01 3.73277312e-01 1.44496433e-01
-6.09749686e-02 1.75534092e-01 -5.65931537e-01 -9.64137498e-01
8.62563887e-01]
[ 1.21814908e-01 -9.04575413e-02 1.69931695e-02 -1.78745491e-01
-8.33848600e-02 -1.77793795e-02 2.54240714e-01 3.74040732e-01
4.15100779e-01 2.70330965e-01 -5.55732749e-01 -8.70874206e-01
5.65937195e-01]
[ -6.51425059e-03 -1.34498033e-01 2.08887286e-02 1.60178932e-02
-8.88495292e-02 -2.83635783e-01 5.06673316e-02 3.33568435e-01
-1.14920505e-02 1.01576694e-01 -2.55349576e-01 -7.38743055e-01
2.63018862e-01]
[ 8.31480239e-02 1.06960429e-01 4.92219038e-03 1.18425206e-01
-9.09904785e-02 -5.89375059e-02 -1.79795143e-01 -1.35833179e-01
-2.63081594e-01 -1.22512581e-01 -1.44250467e-01 2.37838237e-01
-2.36802947e-01]
[ 3.88056615e-02 -9.41975465e-02 1.41835628e-01 3.00174002e-01
2.54979821e-01 8.03041921e-03 -4.07829454e-01 -3.58531901e-01
-8.47062969e-02 -5.39841330e-01 2.26715800e-01 1.07286765e+00
-5.92499202e-01]
[ 3.18159793e-02 7.89407432e-02 -2.12901121e-01 6.76440874e-02
3.27172518e-02 -1.61860792e-03 -1.76945847e-01 -3.42511026e-01
-2.87046387e-01 -2.12632026e-01 -4.00244660e-02 -6.09952292e-02
-1.93824511e-01]
[ -5.85014099e-02 -2.12003517e-01 6.20164739e-02 7.23926395e-02
-1.32651292e-01 -1.34747564e-01 1.59809459e-02 -3.10773225e-02
6.36164270e-02 -3.83498798e-01 -3.25395262e-01 -2.45001472e-01
3.12734576e-02]
[ 1.29010007e-02 -2.73814733e-01 5.83569671e-02 -2.77421343e-01
-1.95216563e-01 -2.31335343e-01 -2.64524734e-01 3.52766036e-02
-1.03063082e-02 9.35500570e-02 -1.95846781e-01 1.27298904e-01
-4.25156291e-03]
[ 1.67314334e-01 5.56092090e-02 -1.07085464e-01 -2.41745852e-01
-5.62526604e-02 -1.02754043e-01 -2.02282689e-01 -1.30110799e-02
-2.02580213e-01 -2.59175041e-01 -1.80826796e-01 3.56908048e-01
-1.06109879e-01]
[ -1.75335246e-01 -1.80142262e-01 -1.14022195e-01 -2.32408711e-01
-4.94437177e-02 2.60042681e-02 -2.01186839e-01 -2.44690798e-01
-1.46250265e-01 -5.34100498e-02 -2.11972356e-01 2.40343647e-01
-1.97498607e-01]
[ -3.81951319e-02 -2.08599041e-01 -1.62449735e-01 -2.38605676e-01
-4.96591922e-02 4.29096772e-02 -5.99478346e-02 -6.25507789e-02
-2.32042687e-01 -3.04244382e-01 -4.96086888e-02 4.16740797e-02
-4.74467231e-02]
[ 1.10287044e-01 8.45986776e-02 -1.31581438e-02 -1.80527123e-01
-3.21579930e-01 7.21197838e-03 -1.82844372e-01 -3.02895675e-01
-3.27429597e-01 5.66500781e-04 -9.85082133e-02 1.68428589e-01
-9.89546603e-02]
[ -6.34856534e-02 -9.02513822e-03 -2.85090080e-01 -9.61901583e-03
7.08877741e-02 1.55140368e-01 -2.45057578e-01 -1.93006617e-01
-5.71687554e-02 -7.27833746e-02 1.92837778e-01 6.33299441e-01
-1.23938443e-01]
[ 1.13916270e-01 3.48873588e-01 -2.03259653e-01 7.19442512e-01
1.22896145e-01 -1.24103654e-03 -2.60737375e-01 -4.19185480e-01
-2.58687277e-01 -3.85057471e-01 7.57606722e-01 9.94785463e-01
-1.04262698e+00]
[ -2.43872172e-02 1.82926334e-01 4.76846856e-02 2.73568653e-01
4.94075628e-03 -6.86055922e-02 -3.06908684e-01 -3.80955343e-01
-2.95048653e-01 -2.74784134e-01 5.37551152e-01 9.77349227e-01
-9.52747326e-01]
[ -4.41033768e-02 -1.31520944e-01 -1.53315312e-01 2.95053127e-01
-1.75027794e-01 2.34502043e-01 -7.73819781e-02 -2.13905842e-01
-2.42744700e-01 -4.23167548e-01 1.89175622e-01 5.01147113e-01
-4.54513549e-01]
[ 7.92182409e-02 -3.82333137e-01 -5.15904273e-02 -1.20851847e-02
-1.13153749e-01 1.99664144e-01 7.00045097e-02 1.64200435e-01
-1.79648703e-01 -3.40124813e-02 -6.20377088e-02 3.39862585e-01
-2.58107375e-01]
[ 2.04709116e-01 -2.93241325e-01 -1.20515960e-01 -7.94683394e-02
-2.11783098e-01 1.21954933e-01 1.66560653e-02 -1.40766587e-01
-6.17489603e-02 -8.53496316e-02 -1.40766479e-01 -1.56642049e-01
-1.51311157e-01]
[ -1.35475036e-01 -7.93139763e-02 3.75357840e-02 -2.47545035e-01
-5.71569229e-02 -1.41351263e-01 3.66371317e-02 -1.70117226e-02
-9.37764785e-02 -7.78916320e-03 -3.09987959e-01 -4.20697047e-01
-7.75310121e-02]
[ -1.40687541e-01 -1.37238264e-01 -6.79217796e-02 -2.73656739e-01
-3.46997249e-01 -2.88517040e-01 1.58972310e-01 1.39407163e-01
1.67529922e-02 1.15853016e-01 -2.56248989e-01 -8.06770241e-01
2.72837344e-02]
[ -1.56555213e-01 -2.45070110e-01 -2.99852231e-01 -5.67417465e-01
-2.92117628e-01 -2.09526355e-01 -3.00524654e-01 3.63616876e-02
-1.94230040e-02 -4.49028072e-01 -4.81634252e-01 -4.99311031e-01
-6.99407081e-01]
[ -1.18467163e-01 1.28208132e-01 1.67069835e-02 7.10151477e-02
-2.07231961e-01 -1.73184499e-01 -1.37333649e-01 1.21132524e-02
-1.27153105e-01 -1.63647593e-01 -1.43010732e-01 -3.47250759e-01
-3.52121733e-02]
[ -3.57441931e-01 -1.19096076e-01 -2.71764829e-01 2.12576866e-01
-2.01393854e-01 -2.30185538e-01 -8.32233885e-02 -1.07576422e-01
3.05791560e-02 1.35756876e-02 7.00620018e-02 -3.26415567e-01
6.94996027e-02]
[ -1.29644728e-01 -4.26546663e-02 -2.54951383e-01 8.78766626e-02
-2.23583180e-01 -2.79117706e-01 -3.61152039e-01 -2.28040546e-02
1.70452002e-02 -1.38884913e-01 -2.39605887e-01 -2.89288458e-01
1.86624423e-02]
[ -2.29149027e-01 -5.32231480e-01 -3.38169750e-01 -2.19070094e-01
-3.23013630e-01 -2.30230132e-01 -4.19533877e-02 -2.62336833e-01
6.05684660e-02 -2.37039964e-01 -1.12826357e-01 -2.32127990e-01
-5.56492417e-02]
[ -2.18962725e-01 -2.95017028e-01 -3.20031400e-01 -1.03219165e-01
-8.93190393e-02 -1.49983015e-01 -7.87386201e-02 6.90418469e-03
-1.98385669e-01 -5.09592155e-01 -2.29051149e-01 -1.46392510e-01
-1.45700068e-03]
[ -1.07730179e-01 -6.84973776e-03 -2.39821291e-01 -6.52893082e-01
-2.59820948e-01 -2.58962638e-01 2.76438937e-03 -4.20756087e-01
1.07785846e-01 -1.31950112e-01 -4.81573586e-01 -2.40589503e-01
-6.59254923e-01]]
Progress: 20.9% ... Training loss: 0.273 ... Validation loss: 0.432[[-0.17958501]
[ 0.23942516]
[-0.16758374]
[ 0.94722953]
[ 0.25722783]
[-0.06408259]
[-0.85148003]
[-0.9345301 ]
[-0.65809636]
[-0.95573533]
[ 1.16706106]
[ 2.90026902]
[-1.91246179]]
[[ -5.33643879e-01 -4.94831838e-01 -5.87063336e-01 -8.32286933e-02
-2.95173631e-01 -5.93604141e-01 -1.59414940e-01 -2.65214767e-01
-4.10062684e-01 -3.65437659e-01 1.91376982e-01 7.75411938e-01
1.39906793e-01]
[ 5.38069527e-03 -1.36817318e-01 4.87531702e-02 -5.40137068e-02
-4.09745731e-02 5.82684390e-02 -1.23198275e-01 2.02866023e-01
-1.40446564e-01 -1.91318365e-01 -7.39259072e-02 -1.07777633e-01
6.07613978e-02]
[ -2.35340475e-01 1.35291774e-01 -2.51749527e-02 1.32443021e-01
7.90017657e-02 -1.24488786e-01 5.06051184e-02 -1.22662615e-01
2.75268175e-01 -2.59161946e-01 1.81328286e-01 7.00127294e-01
7.65998443e-01]
[ 2.05270953e-01 -2.43222366e-01 -2.79384071e-01 4.01920868e-02
-2.83627254e-01 5.72264899e-03 1.48426068e-01 -5.04032468e-01
1.76265842e-01 -2.81673550e-01 -1.91557970e-01 -3.12755556e-01
-1.69741029e-01]
[ 1.25773472e-01 9.92022132e-04 1.14018915e-01 -1.01501219e-01
-2.85403885e-02 7.31005635e-02 -1.00976687e-01 -6.04219442e-02
9.38904505e-02 2.26067372e-01 4.80376743e-02 -1.61929426e-01
-1.55867637e-01]
[ -4.82946715e-01 -6.02104063e-01 -6.03397529e-01 -5.96746217e-01
-5.83410594e-01 -5.64707525e-01 -3.17932238e-01 -1.64342354e-01
-4.43806473e-01 -2.41609884e-01 -5.06322412e-01 -7.14846982e-01
-5.50850092e-01]
[ -4.17381802e-01 -5.86479060e-01 -3.22235933e-01 -3.74396935e-01
-4.13078045e-01 -5.62135848e-01 -4.25876154e-01 -4.61921430e-01
-2.95223200e-01 -1.35883944e-01 -4.37900893e-01 -3.49920392e-01
-3.95885053e-01]
[ -3.34725672e-01 -3.45842374e-01 -4.78914920e-01 -1.90310710e-01
-3.18735205e-01 -4.20256675e-01 -2.81204616e-01 -2.31626105e-01
-2.91545786e-01 -5.15177712e-01 -2.69060159e-01 -6.58373020e-01
-4.01184258e-01]
[ -4.67201414e-01 -3.52956386e-01 -3.77581256e-01 -1.97100187e-01
-3.41996063e-01 -2.15675050e-01 -6.01104680e-02 -4.24135061e-01
-2.52478404e-01 -4.33138674e-01 -1.69460641e-01 -2.63431957e-01
-1.66471749e-01]
[ -9.54237820e-01 -9.39620616e-01 -9.81114887e-01 -7.33960948e-01
-1.02987543e+00 -9.85784646e-01 -5.90483893e-01 -5.85644387e-01
-7.49526013e-01 -5.51772358e-01 -7.19978922e-01 -5.81553570e-01
-6.98558926e-01]
[ -5.11844002e-01 -2.69282860e-01 -4.69458649e-01 -3.40733840e-01
-3.48719033e-01 -3.60935169e-01 -5.81472956e-01 -5.94603021e-01
-6.43553969e-01 -1.15198830e-01 -4.90411355e-01 -6.62042521e-01
-4.63098898e-01]
[ -1.14855837e-01 1.96793331e-02 -3.37741029e-01 -4.38542253e-01
-1.07934540e-01 -7.26601150e-02 -1.70637460e-01 -3.43993582e-01
-1.48964864e-01 1.00440779e-01 -4.52254694e-01 -9.03894936e-01
-4.71114275e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58621565e-01 -1.17576342e-01 1.63937972e-01 -2.71545581e-01
-1.29432425e-01 1.13103758e-01 -1.25435184e-01 1.22665995e-02
-8.31872074e-02 6.87724600e-02 -1.69746173e-01 -3.53422357e-01
-6.69940875e-03]
[ -8.39397083e-02 -2.64565554e-01 -1.79025564e-01 -2.94110945e-01
-4.78508603e-01 -8.54400479e-02 -3.96368123e-02 1.48221584e-02
-5.66466416e-02 2.54579015e-02 -2.14253813e-01 -3.43914641e-01
-2.59772681e-01]
[ -7.32501075e-02 -1.42386258e-02 -2.35652922e-01 -2.46834689e-01
1.28871877e-01 -1.63326622e-01 -1.75442318e-01 7.51384550e-02
-1.06270676e-02 4.91366621e-02 -1.67586038e-01 6.91297051e-02
-7.49399916e-02]
[ 3.34283977e-02 -1.62997649e-01 -1.50147195e-01 -7.50346696e-02
-1.21699966e-01 -1.07220205e-01 1.02804457e-01 -1.54122173e-01
-1.74704449e-02 2.24350055e-03 -1.65923967e-02 -1.32393951e-01
1.91328439e-02]
[ -2.87903193e-01 -1.43333216e-01 -7.41990521e-02 -1.02702572e-01
-3.03933013e-01 -2.73959872e-01 -3.72182731e-01 4.36984317e-02
-3.13934220e-01 -2.08642107e-01 1.67154605e-01 -6.07178609e-02
2.38705594e-01]
[ -2.22118927e-01 -1.26674636e-01 -8.78282450e-02 -5.40915504e-02
-8.66104076e-02 -1.17570322e-01 -6.24394874e-02 4.65225741e-02
-1.25956593e-01 -3.70451788e-02 6.28624505e-03 -2.01929392e-01
-1.48823380e-02]
[ -1.62763236e-01 -6.99808515e-02 -2.26741253e-01 -3.07375574e-01
-1.56852576e-01 -2.02137461e-01 -2.96070785e-01 -9.34997269e-02
1.55378747e-01 -1.90906766e-01 -3.63239994e-01 -3.00822832e-01
-2.35036437e-01]
[ -3.71711858e-01 -6.21174422e-02 -1.50277522e-01 -1.35740192e-01
-4.87060698e-02 -3.12733918e-01 2.89682801e-02 -7.68643313e-02
-1.26932586e-01 6.89829111e-02 1.35225445e-02 -2.39705865e-01
-2.69046440e-01]
[ -1.66626864e-01 -1.48588478e-01 -4.95068568e-02 -1.64387353e-01
-1.32221791e-01 -2.94570273e-01 -1.18550571e-02 -1.40094251e-01
-2.26841687e-01 3.36541909e-02 2.10859329e-01 -3.92249293e-02
-1.70535497e-01]
[ -1.33495279e-01 -1.75034654e-01 -1.13126833e-01 -2.78942963e-01
9.20381892e-02 -1.78177449e-02 -1.89000430e-01 -1.60928067e-01
1.07772589e-01 -9.56208776e-02 -1.28369878e-01 -7.78349575e-02
-3.21209866e-01]
[ -4.36353727e-02 -3.36689107e-02 -1.48452022e-01 -5.64180003e-02
-2.29408600e-01 6.29384541e-02 -7.70383114e-02 -4.36048780e-02
-2.30054996e-01 -8.65311177e-02 -9.16243620e-02 -3.52485871e-01
-1.91649573e-01]
[ -7.14906515e-02 2.58236558e-02 -1.28658107e-01 -3.12782622e-01
1.21533929e-01 2.04935460e-02 -2.13315526e-01 -1.56338898e-01
1.22446318e-01 -6.15069226e-02 -2.78765490e-01 -2.48161305e-01
-2.95786893e-01]
[ 8.10758181e-02 -3.11644915e-01 -8.27588540e-02 -4.51314101e-01
-2.24778669e-01 -8.88064388e-02 7.08831921e-02 1.05947940e-01
-5.43530271e-03 3.05291112e-01 -5.27234988e-01 -7.82285672e-01
4.36613298e-01]
[ -2.20641789e-01 -2.47790279e-01 -1.30065701e-01 -3.08815370e-01
-3.03263039e-01 -9.28584004e-02 2.08034035e-01 4.42723618e-02
2.94410209e-01 4.42118059e-02 -4.09817365e-01 -9.80765226e-01
6.35396201e-01]
[ -1.16847759e-02 -1.89970753e-01 2.33309589e-02 -3.16096120e-01
-1.73548751e-01 1.66337859e-01 2.08745368e-01 2.68295939e-01
-2.18523939e-02 2.46664402e-01 -2.32504697e-01 -1.05753847e+00
7.40461308e-01]
[ 3.16814220e-03 -4.63183411e-02 -1.23482805e-01 -1.27126751e-01
-1.80315325e-01 -4.63542381e-02 2.96617353e-01 1.69937758e-01
2.55290445e-01 3.76298434e-01 -4.81932718e-01 -9.41444110e-01
7.41014312e-01]
[ -8.11753377e-02 -2.81275348e-01 6.02447057e-02 -3.68875476e-01
-1.50812620e-01 1.17464076e-01 3.73095837e-01 1.44435539e-01
-6.11167144e-02 1.75325894e-01 -5.65877636e-01 -9.64210308e-01
8.62400697e-01]
[ 1.21815071e-01 -9.04889090e-02 1.69892486e-02 -1.79019963e-01
-8.34166016e-02 -1.77785158e-02 2.54380864e-01 3.74033990e-01
4.15274586e-01 2.70268521e-01 -5.55948878e-01 -8.71956664e-01
5.66613099e-01]
[ -5.98032313e-03 -1.35152317e-01 2.12235125e-02 1.22613522e-02
-8.95556389e-02 -2.83562770e-01 5.46710162e-02 3.37237172e-01
-8.52998427e-03 1.04961335e-01 -2.59659590e-01 -7.47140110e-01
2.70567566e-01]
[ 8.32992177e-02 1.06732135e-01 4.99830016e-03 1.17391647e-01
-9.11645286e-02 -5.89197161e-02 -1.78449323e-01 -1.35552876e-01
-2.62231870e-01 -1.21789411e-01 -1.46211138e-01 2.31130207e-01
-2.35183026e-01]
[ 3.90870914e-02 -9.49299522e-02 1.42219319e-01 2.99410445e-01
2.54415929e-01 8.13007051e-03 -4.06811564e-01 -3.56599155e-01
-8.35735949e-02 -5.39033368e-01 2.26025837e-01 1.06865859e+00
-5.92430270e-01]
[ 3.18694338e-02 7.85808464e-02 -2.12807382e-01 6.61123228e-02
3.23162075e-02 -1.60093486e-03 -1.76056183e-01 -3.40974091e-01
-2.86298033e-01 -2.12101624e-01 -4.23017823e-02 -6.83458032e-02
-1.89803623e-01]
[ -5.84777606e-02 -2.12038358e-01 6.20389468e-02 7.23361786e-02
-1.32685863e-01 -1.34742808e-01 1.60882927e-02 -3.09064419e-02
6.37227179e-02 -3.83290912e-01 -3.25501562e-01 -2.45162405e-01
3.13415376e-02]
[ 1.29106730e-02 -2.73950769e-01 5.84150335e-02 -2.77910906e-01
-1.95394435e-01 -2.31324072e-01 -2.64397774e-01 3.61022521e-02
-1.04254722e-02 9.40103894e-02 -1.96191607e-01 1.27619408e-01
-4.39300918e-03]
[ 1.67022456e-01 5.61547072e-02 -1.07296738e-01 -2.40117305e-01
-5.58115506e-02 -1.02808107e-01 -2.04015257e-01 -1.51174147e-02
-2.04350359e-01 -2.60313522e-01 -1.78124347e-01 3.66258010e-01
-1.10297853e-01]
[ -1.75041127e-01 -1.80900427e-01 -1.13710411e-01 -2.35913659e-01
-5.04549285e-02 2.60941315e-02 -1.98629961e-01 -2.41799082e-01
-1.44227929e-01 -4.99962684e-02 -2.16891112e-01 2.27028225e-01
-1.89695980e-01]
[ -3.80618398e-02 -2.09003557e-01 -1.62292675e-01 -2.39993322e-01
-5.01766771e-02 4.29497681e-02 -5.87435315e-02 -6.02887120e-02
-2.31017321e-01 -3.02787841e-01 -5.25106960e-02 3.48564523e-02
-4.30683903e-02]
[ 1.10472772e-01 8.41641399e-02 -1.29686723e-02 -1.82269974e-01
-3.21916639e-01 7.25227230e-03 -1.81656800e-01 -3.01154608e-01
-3.26511141e-01 2.63514985e-03 -1.01195441e-01 1.62476233e-01
-9.54789460e-02]
[ -6.30195465e-02 -1.00945497e-02 -2.84730320e-01 -1.47341748e-02
6.95636112e-02 1.55276594e-01 -2.41278430e-01 -1.89194868e-01
-5.42261674e-02 -6.92179566e-02 1.85639718e-01 6.20685974e-01
-1.13709143e-01]
[ 1.14065412e-01 3.49107342e-01 -2.03216441e-01 7.21386871e-01
1.23085446e-01 -1.20648841e-03 -2.61191766e-01 -4.18726399e-01
-2.58902704e-01 -3.83933493e-01 7.58703609e-01 9.93673470e-01
-1.04705767e+00]
[ -2.44989303e-02 1.83398640e-01 4.75490514e-02 2.76128828e-01
5.35673305e-03 -6.86334986e-02 -3.08049161e-01 -3.82324889e-01
-2.96321865e-01 -2.75941732e-01 5.41116485e-01 9.84141128e-01
-9.56562694e-01]
[ -4.39982944e-02 -1.31741386e-01 -1.53213562e-01 2.94100095e-01
-1.75234232e-01 2.34537870e-01 -7.67332070e-02 -2.12977901e-01
-2.42260952e-01 -4.22316200e-01 1.88138820e-01 4.98017656e-01
-4.53434272e-01]
[ 7.95521290e-02 -3.83003862e-01 -5.11855449e-02 -1.50457704e-02
-1.13996247e-01 1.99756913e-01 7.29035601e-02 1.67857695e-01
-1.77680744e-01 -3.04872308e-02 -6.69138359e-02 3.24737348e-01
-2.50851735e-01]
[ 2.04883075e-01 -2.93467504e-01 -1.20371697e-01 -8.04339341e-02
-2.12111841e-01 1.21991330e-01 1.77115525e-02 -1.38970145e-01
-6.10438392e-02 -8.36962940e-02 -1.42487496e-01 -1.61902772e-01
-1.49338598e-01]
[ -1.35203153e-01 -7.98781172e-02 3.77919424e-02 -2.50438586e-01
-5.77323376e-02 -1.41289756e-01 3.97839312e-02 -1.41851841e-02
-9.21665752e-02 -5.74481326e-03 -3.13837656e-01 -4.31562756e-01
-7.18463420e-02]
[ -1.40494208e-01 -1.37726164e-01 -6.76755378e-02 -2.76211582e-01
-3.47482720e-01 -2.88473656e-01 1.61212962e-01 1.42114910e-01
1.82145779e-02 1.18433063e-01 -2.59682444e-01 -8.15806815e-01
3.33419159e-02]
[ -1.55791538e-01 -2.46398229e-01 -2.99230422e-01 -5.74753323e-01
-2.93680854e-01 -2.09345834e-01 -2.93302269e-01 4.44635445e-02
-1.49548282e-02 -4.43755550e-01 -4.90989466e-01 -5.21740440e-01
-6.88301148e-01]
[ -1.17964443e-01 1.27367150e-01 1.71537893e-02 6.68685595e-02
-2.08138117e-01 -1.73072805e-01 -1.34255107e-01 1.54058398e-02
-1.24255440e-01 -1.60867860e-01 -1.47462525e-01 -3.63977456e-01
-2.72894904e-02]
[ -3.57232861e-01 -1.19408050e-01 -2.71502473e-01 2.12463124e-01
-2.01805654e-01 -2.30117468e-01 -8.17277790e-02 -1.05084809e-01
3.10961979e-02 1.72528150e-02 6.90358551e-02 -3.29732736e-01
7.27795393e-02]
[ -1.29519932e-01 -4.28555254e-02 -2.54852230e-01 8.72457983e-02
-2.23641436e-01 -2.79089266e-01 -3.60241431e-01 -2.12439043e-02
1.75380611e-02 -1.37341566e-01 -2.40586545e-01 -2.93014305e-01
2.15507528e-02]
[ -2.28870135e-01 -5.33375803e-01 -3.37724867e-01 -2.24268092e-01
-3.24404022e-01 -2.30126019e-01 -3.83846374e-02 -2.56991367e-01
6.33823340e-02 -2.32791192e-01 -1.20857050e-01 -2.49422777e-01
-4.22430519e-02]
[ -2.18332040e-01 -2.96192305e-01 -3.19496968e-01 -1.07423466e-01
-9.08116099e-02 -1.49811081e-01 -7.44103618e-02 1.27697961e-02
-1.95617073e-01 -5.04059565e-01 -2.35883366e-01 -1.62591899e-01
9.64548021e-03]
[ -1.06989972e-01 -8.16334325e-03 -2.39151986e-01 -6.58174129e-01
-2.61292843e-01 -2.58804624e-01 8.59658647e-03 -4.15689126e-01
1.11787733e-01 -1.25603030e-01 -4.90176685e-01 -2.67391617e-01
-6.49937038e-01]]
Progress: 20.9% ... Training loss: 0.239 ... Validation loss: 0.412[[-0.16362742]
[ 0.26637111]
[-0.15118728]
[ 0.96942501]
[ 0.27484068]
[-0.05136215]
[-0.83050302]
[-0.90549064]
[-0.62780229]
[-0.92357607]
[ 1.20191432]
[ 2.95314012]
[-1.87817733]]
[[-0.53454624 -0.49193695 -0.58833124 -0.07282126 -0.29248725 -0.59393581
-0.16570079 -0.27756897 -0.41867483 -0.37474513 0.21041178 0.83960157
0.1080859 ]
[ 0.00562368 -0.13720776 0.04897882 -0.056264 -0.04136744 0.05834612
-0.12194725 0.20441786 -0.1390085 -0.19074037 -0.07601771 -0.11536405
0.06462733]
[-0.23837526 0.14040074 -0.02744536 0.15001845 0.08303803 -0.12541527
0.03137895 -0.13797722 0.25867684 -0.27940049 0.20950665 0.79231971
0.71778005]
[ 0.20630994 -0.24415223 -0.27805327 0.03377954 -0.28550005 0.00613414
0.15765884 -0.48917352 0.18118449 -0.26654823 -0.20548202 -0.358738
-0.14581751]
[ 0.12229291 0.00669713 0.11078926 -0.07717975 -0.02299801 0.071993
-0.12056885 -0.08404564 0.07615067 0.19973133 0.0822876 -0.07846089
-0.20010635]
[-0.48309973 -0.60168503 -0.60371282 -0.59604268 -0.5829143 -0.56478275
-0.31823482 -0.16738634 -0.44427051 -0.24434981 -0.50389072 -0.71112273
-0.55304175]
[-0.41798769 -0.58498209 -0.32327235 -0.36781706 -0.41163763 -0.56236783
-0.43025731 -0.47064127 -0.29937236 -0.14479958 -0.42529837 -0.32138027
-0.41603378]
[-0.33704069 -0.3420305 -0.4804368 -0.1784692 -0.31580372 -0.42095041
-0.29465063 -0.24188711 -0.30406629 -0.52811286 -0.25202811 -0.60285522
-0.43147786]
[-0.46644353 -0.3539334 -0.37701757 -0.20083856 -0.34306942 -0.21539089
-0.05622113 -0.42163978 -0.24929177 -0.42904832 -0.1746788 -0.27634273
-0.16246152]
[-0.9553899 -0.93714652 -0.98250818 -0.72518362 -1.02785368 -0.98616341
-0.59898387 -0.59921382 -0.75759138 -0.56517085 -0.70209248 -0.52465259
-0.73355235]
[-0.51203603 -0.26888234 -0.4695364 -0.33973834 -0.34849173 -0.36095098
-0.58265198 -0.5959173 -0.64468808 -0.11669777 -0.48915286 -0.65956216
-0.46742768]
[-0.11582778 0.02155557 -0.33857988 -0.43292852 -0.10638876 -0.07298233
-0.17519887 -0.34863942 -0.15371244 0.09483786 -0.44455152 -0.88840489
-0.48041583]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25842306 -0.11780018 0.16405676 -0.27241253 -0.12961575 0.11316657
-0.12411502 0.01340444 -0.08267024 0.07019194 -0.17079083 -0.35669105
-0.00593851]
[-0.08418178 -0.26430776 -0.17927116 -0.29318259 -0.47826 -0.08553863
-0.04075396 0.01260675 -0.05739711 0.02319634 -0.21269495 -0.34263388
-0.26147958]
[-0.07354696 -0.0136617 -0.23593197 -0.24514446 0.12949347 -0.16341921
-0.17692673 0.07240908 -0.01165079 0.04597401 -0.16423059 0.07825545
-0.07691015]
[ 0.03356082 -0.16309751 -0.15010501 -0.07541231 -0.12182466 -0.1071825
0.10326028 -0.15405372 -0.01720094 0.00271132 -0.01726416 -0.13470322
0.01875625]
[-0.28858328 -0.1420788 -0.07505224 -0.09682749 -0.30270171 -0.27418995
-0.37633242 0.03779795 -0.31775513 -0.21444946 0.17720089 -0.03638511
0.2238786 ]
[-0.22230337 -0.12611028 -0.08818676 -0.05200135 -0.08606453 -0.11767046
-0.06402749 0.04252814 -0.12716199 -0.04111556 0.01006334 -0.1954584
-0.02285518]
[-0.16379283 -0.06826342 -0.22728854 -0.30069015 -0.15562004 -0.20241601
-0.3037752 -0.09892837 0.14849555 -0.19665421 -0.35354085 -0.26010441
-0.25563668]
[-0.37288336 -0.06026226 -0.15113685 -0.13121094 -0.04719608 -0.31310372
0.02332676 -0.08111489 -0.13233386 0.06247529 0.02047279 -0.22468526
-0.27818312]
[-0.166467 -0.14876867 -0.04938625 -0.16562901 -0.13244013 -0.29451825
-0.01020025 -0.13884106 -0.22579376 0.03464498 0.2088887 -0.04424781
-0.16737506]
[-0.13294544 -0.17570481 -0.11273659 -0.28164643 0.09125438 -0.01760838
-0.18627126 -0.15954608 0.110136 -0.09285888 -0.13171897 -0.08596383
-0.31789437]
[-0.04364215 -0.03365715 -0.14846119 -0.05637526 -0.22939388 0.06293439
-0.07708471 -0.04368464 -0.23007433 -0.08659841 -0.09155894 -0.3523226
-0.19172719]
[-0.071236 0.02551068 -0.12848771 -0.31404764 0.12123432 0.02058865
-0.21198433 -0.15511127 0.12340574 -0.06002306 -0.28033373 -0.25167274
-0.29497946]
[ 0.08106213 -0.31163218 -0.08276797 -0.45132269 -0.22477545 -0.08881175
0.07082693 0.10579444 -0.00543332 0.30516391 -0.52729099 -0.78250351
0.43671496]
[-0.22069846 -0.24772789 -0.13012619 -0.30861563 -0.3032021 -0.09288148
0.20757567 0.04370694 0.29416668 0.04366381 -0.40959842 -0.98078894
0.63476259]
[-0.01180061 -0.18986848 0.02323747 -0.31590096 -0.17346059 0.16629723
0.2083575 0.26765325 -0.02215711 0.24574326 -0.23219046 -1.05807919
0.73974572]
[ 0.00294306 -0.04598887 -0.12367937 -0.1259716 -0.18001472 -0.04643587
0.29554971 0.16886377 0.25432736 0.37486476 -0.4810555 -0.94103335
0.73873335]
[-0.08113287 -0.2813389 0.06027509 -0.36932557 -0.15090181 0.11748322
0.37356539 0.1447179 -0.06085312 0.17556364 -0.56626652 -0.96529333
0.86344322]
[ 0.12189137 -0.09055721 0.01702565 -0.1796375 -0.08350141 -0.01776277
0.25534949 0.37479822 0.41594725 0.27065422 -0.55662695 -0.87416318
0.56886407]
[-0.00597288 -0.1351337 0.02118906 0.0125112 -0.08951141 -0.28356874
0.0547637 0.33712703 -0.00858667 0.1049978 -0.25947497 -0.74685068
0.26975738]
[ 0.0831108 0.10706684 0.00486319 0.11979178 -0.09086101 -0.05897683
-0.17974294 -0.13646903 -0.26349387 -0.12263153 -0.1436917 0.2386902
-0.24029265]
[ 0.03986262 -0.09595609 0.14290302 0.29446684 0.25319721 0.00839853
-0.40302287 -0.35309287 -0.07962316 -0.53640196 0.22101551 1.04903025
-0.58590337]
[ 0.03203083 0.07832377 -0.21274847 0.06471889 0.03195207 -0.00152622
-0.17469664 -0.34061722 -0.28534468 -0.21169501 -0.04382207 -0.07299516
-0.1868261 ]
[-0.05845387 -0.21209268 0.0620742 0.07186629 -0.13276302 -0.13473394
0.01653178 -0.03052091 0.06406053 -0.38306233 -0.32615856 -0.24711215
0.03262728]
[ 0.01286412 -0.27389818 0.05837205 -0.27854818 -0.19540667 -0.23133542
-0.26421513 0.03624987 -0.01052836 0.09395267 -0.19671528 0.12646859
-0.00282333]
[ 0.16662514 0.0567076 -0.10754489 -0.23879233 -0.05535307 -0.10291923
-0.20595457 -0.0161481 -0.20601338 -0.26194242 -0.17648254 0.37154473
-0.11279486]
[-0.17512015 -0.18059056 -0.11396475 -0.23495107 -0.05003223 0.02604748
-0.19971985 -0.24441328 -0.14547194 -0.05220645 -0.21396222 0.23823501
-0.19504078]
[-0.03829672 -0.20826 -0.16267434 -0.23779675 -0.04932102 0.04286138
-0.06185515 -0.0660629 -0.23328329 -0.30576405 -0.04675431 0.05438084
-0.05406419]
[ 0.10943165 0.08605284 -0.01381644 -0.17708878 -0.32058458 0.0069413
-0.18809309 -0.30675579 -0.33271208 -0.00343324 -0.09265788 0.19177759
-0.11279987]
[-0.06314057 -0.00983566 -0.28481347 -0.01372881 0.06983003 0.15523067
-0.24203273 -0.18998918 -0.0548738 -0.07018056 0.18691993 0.6236748
-0.11565444]
[ 0.11377398 0.34935161 -0.20337039 0.72332767 0.12328168 -0.00127172
-0.2622171 -0.419052 -0.25961401 -0.38636555 0.76120222 1.00178265
-1.04765622]
[-0.02495437 0.18428925 0.04720661 0.28014311 0.00621409 -0.06878614
-0.31035953 -0.38419244 -0.2989244 -0.27819702 0.54582555 0.99546815
-0.96332264]
[-0.04376802 -0.13177657 -0.1532233 0.29437808 -0.17526227 0.23460531
-0.07594231 -0.21378511 -0.24206143 -0.42208018 0.18883689 0.49987635
-0.45660293]
[ 0.0794923 -0.38295898 -0.05123264 -0.01476208 -0.11394707 0.19973412
0.07255035 0.16732421 -0.17784875 -0.03103329 -0.06652922 0.32519472
-0.25109222]
[ 0.20447386 -0.29295247 -0.12065266 -0.07740236 -0.21157441 0.12186118
0.01508019 -0.14155146 -0.06335542 -0.0859762 -0.13878412 -0.15270476
-0.15632754]
[-0.13508364 -0.07999958 0.03786703 -0.25100746 -0.05785605 -0.14125661
0.04045938 -0.01369172 -0.09167291 -0.00502732 -0.31446382 -0.43280064
-0.07069818]
[-0.14051154 -0.13771076 -0.06768371 -0.27615477 -0.34746607 -0.28847897
0.16111639 0.1420406 0.0181424 0.11834214 -0.25962697 -0.81576603
0.03322538]
[-0.15620367 -0.2457 -0.29958722 -0.57313355 -0.2930683 -0.20948003
-0.29668666 0.03959874 -0.01828074 -0.44795409 -0.48551748 -0.49745387
-0.70231892]
[-0.1181222 0.12789723 0.01698945 0.06868147 -0.20777102 -0.17313343
-0.13590321 0.01368208 -0.12513804 -0.16294985 -0.14524629 -0.36084606
-0.03159999]
[-0.35773508 -0.11841777 -0.27200105 0.21746954 -0.20102772 -0.23025871
-0.08414063 -0.10827803 0.02834366 0.01345213 0.07549029 -0.31607682
0.06646636]
[-0.12966366 -0.04246956 -0.25506069 0.08948336 -0.2232028 -0.27915914
-0.36129098 -0.02348398 0.01617698 -0.13932292 -0.23731849 -0.28453465
0.01628822]
[-0.22911557 -0.53328418 -0.33790681 -0.22393457 -0.32430072 -0.23021097
-0.03904751 -0.25807833 0.06309186 -0.23446841 -0.12069387 -0.25112799
-0.04209791]
[-0.21850042 -0.2960265 -0.31965601 -0.10718298 -0.09073307 -0.14986598
-0.07424655 0.01278391 -0.19576399 -0.50472017 -0.23569223 -0.16206865
0.01121896]
[-0.10767636 -0.00627447 -0.23989273 -0.65403823 -0.25987607 -0.25897563
0.00335012 -0.42212397 0.1066002 -0.131703 -0.48109359 -0.2408918
-0.67037544]]
Progress: 20.9% ... Training loss: 0.267 ... Validation loss: 0.394[[-0.1661854 ]
[ 0.25235897]
[-0.16455649]
[ 0.95811214]
[ 0.26255191]
[-0.05641847]
[-0.84060082]
[-0.92745886]
[-0.63913643]
[-0.93628975]
[ 1.17917091]
[ 2.89894582]
[-1.91143938]]
[[-0.53454686 -0.4924866 -0.58807349 -0.07422321 -0.29288718 -0.59387273
-0.16299281 -0.27279377 -0.41730032 -0.37336287 0.20580382 0.8329587
0.12008688]
[ 0.00556028 -0.1371309 0.04891192 -0.05592546 -0.04128428 0.05832259
-0.1222985 0.20389998 -0.13925644 -0.1911312 -0.07560223 -0.11488045
0.06407389]
[-0.23682712 0.13570197 -0.02502181 0.13010135 0.07810388 -0.12482456
0.04730496 -0.11637202 0.27133163 -0.2661158 0.18090737 0.73245171
0.76430758]
[ 0.20414983 -0.23880395 -0.28073898 0.05455906 -0.28015949 0.00545039
0.14409101 -0.51052571 0.16884793 -0.28567725 -0.17287047 -0.27882243
-0.18693698]
[ 0.12267287 0.00633824 0.11110724 -0.07359311 -0.02259281 0.07208
-0.12199885 -0.08238867 0.07447675 0.20465226 0.0822192 -0.07950563
-0.21147827]
[-0.48294697 -0.60236086 -0.60336657 -0.59794154 -0.58354879 -0.5647038
-0.31801735 -0.16450508 -0.44355658 -0.2412868 -0.50833361 -0.72299368
-0.55053288]
[-0.4172382 -0.58755326 -0.3218017 -0.37642665 -0.41398797 -0.56209268
-0.42371651 -0.46107986 -0.29459845 -0.13699352 -0.43967692 -0.35174242
-0.39784182]
[-0.33720126 -0.34201971 -0.48043634 -0.17970655 -0.31596706 -0.42096283
-0.29352885 -0.23944111 -0.30281583 -0.52897493 -0.25432873 -0.60965412
-0.42422183]
[-0.46668635 -0.35365072 -0.37724705 -0.1997674 -0.34269135 -0.21546754
-0.05684866 -0.42295024 -0.24985471 -0.43068279 -0.17405357 -0.27700066
-0.16293014]
[-0.9543567 -0.94069462 -0.98072773 -0.73943446 -1.03137698 -0.9857673
-0.58979361 -0.58422287 -0.74942832 -0.55458556 -0.72629551 -0.58342221
-0.70174171]
[-0.51237281 -0.2686551 -0.46963425 -0.33778181 -0.34821849 -0.3610149
-0.5832154 -0.59627926 -0.64545809 -0.11762505 -0.48773059 -0.65604482
-0.46950951]
[-0.11602533 0.0219229 -0.33867462 -0.43130886 -0.1059088 -0.07304948
-0.1765732 -0.3496902 -0.15493015 0.09355238 -0.44226759 -0.88284253
-0.4826564 ]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25831614 -0.11802869 0.16420543 -0.27336879 -0.12982038 0.11321437
-0.12365705 0.01462864 -0.08227149 0.07156743 -0.17280124 -0.36150581
-0.00495508]
[-0.08430312 -0.26424957 -0.17932175 -0.29276851 -0.47819601 -0.08556119
-0.04156023 0.01215318 -0.0578293 0.02276104 -0.21232265 -0.34157089
-0.26166838]
[-0.0733267 -0.01425845 -0.23562526 -0.24671233 0.12892334 -0.16334955
-0.17591329 0.07500806 -0.01059473 0.04858667 -0.16732969 0.06979137
-0.07437942]
[ 0.03350486 -0.16310658 -0.1501004 -0.07518609 -0.12173002 -0.10718059
0.10202123 -0.15439069 -0.01833321 0.00210273 -0.01684741 -0.12882059
0.01565573]
[-0.28788678 -0.14347473 -0.07418578 -0.10159637 -0.30399848 -0.27400407
-0.37248836 0.04210182 -0.31411868 -0.20943417 0.16927063 -0.05787169
0.23217685]
[-0.22222319 -0.12722944 -0.08762226 -0.05578163 -0.08716395 -0.1175922
-0.06054002 0.04775199 -0.12516241 -0.03793174 0.00348909 -0.20960655
-0.01082147]
[-0.16356385 -0.06909472 -0.2270005 -0.30447441 -0.15642764 -0.20232993
-0.30116735 -0.09552591 0.15116331 -0.19534914 -0.35837257 -0.27411655
-0.24679347]
[-0.37293705 -0.05994064 -0.15121058 -0.13046573 -0.04698494 -0.31311528
0.02374332 -0.08128683 -0.13234854 0.06184486 0.02103806 -0.22396488
-0.27709487]
[-0.16674666 -0.1483282 -0.04955265 -0.1643579 -0.13210662 -0.29458481
-0.01152115 -0.13917354 -0.22685436 0.03345858 0.21020715 -0.03933838
-0.16876656]
[-0.13288749 -0.17576262 -0.1127061 -0.28185146 0.09119123 -0.01759084
-0.18601483 -0.15933673 0.11035702 -0.09258473 -0.13202422 -0.08642093
-0.31777632]
[-0.04360602 -0.03372993 -0.14845678 -0.05655162 -0.22939227 0.06294349
-0.07674257 -0.04368209 -0.22975676 -0.08669614 -0.0920552 -0.35465222
-0.19173259]
[-0.07165339 0.0260482 -0.128823 -0.31213997 0.12180102 0.02045814
-0.21379152 -0.15720334 0.12192366 -0.06245856 -0.27825608 -0.24822566
-0.29670063]
[ 0.08093184 -0.31147281 -0.08285626 -0.45077071 -0.22462366 -0.08884281
0.06987743 0.104979 -0.00618473 0.30424753 -0.52664099 -0.78105352
0.43482495]
[-0.22071792 -0.24777194 -0.13014579 -0.30947667 -0.30323594 -0.09289265
0.20808787 0.04367308 0.2944741 0.04357754 -0.41047476 -0.98273683
0.63691826]
[-0.01184084 -0.18984246 0.02320619 -0.31618246 -0.1734602 0.16628184
0.20864198 0.26768817 -0.02204652 0.24569711 -0.23284627 -1.0605608
0.74105345]
[ 0.00292786 -0.04595876 -0.12369216 -0.12598363 -0.17998303 -0.04644031
0.29549635 0.16878047 0.25426395 0.37474283 -0.48103099 -0.94099354
0.73871812]
[-0.08106981 -0.28138301 0.06032043 -0.3697936 -0.15097432 0.11750075
0.3741466 0.14505918 -0.06055396 0.17613149 -0.56683353 -0.96669916
0.86508906]
[ 0.12186472 -0.09052875 0.01701142 -0.17946856 -0.08347256 -0.01776808
0.25516228 0.37463168 0.41578726 0.27049997 -0.55651115 -0.87390971
0.56840709]
[-0.00597296 -0.13513779 0.02119488 0.01268465 -0.08950565 -0.2835734
0.05465169 0.33694974 -0.00854246 0.10503127 -0.25938689 -0.74687305
0.26965737]
[ 0.08276804 0.10771806 0.00461127 0.12347857 -0.09028296 -0.05906765
-0.18207816 -0.13837306 -0.2651264 -0.12498992 -0.1396153 0.24952644
-0.24664405]
[ 0.03989933 -0.09637556 0.14313579 0.2942646 0.25301672 0.00838842
-0.40260093 -0.35231471 -0.07892072 -0.53595129 0.21939715 1.03990115
-0.58381235]
[ 0.03198837 0.07842151 -0.21277059 0.06512374 0.03202929 -0.00152919
-0.1747278 -0.34076409 -0.28543774 -0.21201284 -0.04358378 -0.07268181
-0.18746176]
[-0.05864738 -0.21212316 0.06196159 0.0712934 -0.13277083 -0.13476551
0.01570927 -0.03065233 0.06397694 -0.3846429 -0.32606089 -0.24701313
0.03439796]
[ 0.01266025 -0.27359956 0.05819799 -0.27765985 -0.19509437 -0.23139408
-0.26517922 0.0349689 -0.01144413 0.09274283 -0.19540411 0.12962959
-0.00455754]
[ 0.16690521 0.05588341 -0.10715834 -0.24178734 -0.05616938 -0.10283381
-0.20380203 -0.01235691 -0.20416356 -0.25931689 -0.181336 0.36007521
-0.10449419]
[-0.17524906 -0.18038366 -0.11409589 -0.2341908 -0.049797 0.02600815
-0.20055828 -0.24532821 -0.14633702 -0.0532818 -0.21274106 0.24312117
-0.19709811]
[-0.03814379 -0.20882308 -0.16240652 -0.24106213 -0.05005373 0.04292776
-0.05958465 -0.06220566 -0.23173868 -0.30351191 -0.05187741 0.04299973
-0.04605499]
[ 0.10955786 0.08552481 -0.01351722 -0.17916206 -0.32108662 0.00699782
-0.18655362 -0.30465807 -0.33131969 -0.00145335 -0.09610392 0.18577029
-0.10752961]
[-0.06331662 -0.00953891 -0.28492326 -0.01288956 0.07012485 0.15517427
-0.2428095 -0.1904005 -0.05569769 -0.07094122 0.18794809 0.62664425
-0.11725038]
[ 0.11364073 0.34971645 -0.20347962 0.72545703 0.12360958 -0.00131774
-0.26349084 -0.42010052 -0.26028338 -0.38765028 0.76365328 1.00660491
-1.0493727 ]
[-0.0244908 0.18317291 0.04783351 0.27663162 0.00528881 -0.06862973
-0.30812888 -0.38035579 -0.29697205 -0.27405707 0.53986558 0.980469
-0.96005991]
[-0.04336778 -0.1325609 -0.15279925 0.29091618 -0.1760176 0.23475681
-0.07318819 -0.21025313 -0.24002632 -0.41881289 0.18347311 0.48765052
-0.4509801 ]
[ 0.07958587 -0.38316702 -0.05111774 -0.01550389 -0.11417575 0.19977119
0.07328712 0.16795894 -0.17733736 -0.03019792 -0.0675102 0.32207673
-0.24931358]
[ 0.20463295 -0.29317185 -0.1205219 -0.07787447 -0.21180246 0.1219119
0.0157965 -0.14084419 -0.06286392 -0.08494895 -0.13954746 -0.15343704
-0.15575 ]
[-0.13489817 -0.08033387 0.03799786 -0.2523694 -0.05820415 -0.14120494
0.0419618 -0.01253508 -0.09063052 -0.00392928 -0.31604804 -0.43653256
-0.06831325]
[-0.14052088 -0.13770443 -0.06768375 -0.27615199 -0.34744905 -0.28847927
0.16101028 0.14196555 0.01809244 0.11834955 -0.25963371 -0.8156348
0.03308911]
[-0.15640275 -0.24567585 -0.29976124 -0.57335275 -0.29289616 -0.20952675
-0.29705285 0.03895816 -0.01926828 -0.4498051 -0.48583125 -0.49571527
-0.70469551]
[-0.11766609 0.12687786 0.01752996 0.06424411 -0.20868813 -0.17302742
-0.13313487 0.01716238 -0.12281151 -0.15894896 -0.1520604 -0.37773446
-0.02196913]
[-0.35788786 -0.117797 -0.27214413 0.2199939 -0.20055437 -0.23030411
-0.08513297 -0.10913331 0.02779996 0.01250988 0.07816296 -0.31022131
0.06482755]
[-0.1299091 -0.04256413 -0.25503705 0.09070417 -0.22324877 -0.27918898
-0.36158078 -0.02110705 0.01552576 -0.13927623 -0.23793815 -0.28455864
0.01603767]
[-0.22927434 -0.53367472 -0.33775652 -0.224716 -0.32452384 -0.2302089
-0.03815848 -0.25639693 0.06380362 -0.23352242 -0.12279243 -0.25325124
-0.03655285]
[-0.21825828 -0.29676818 -0.31929797 -0.11093537 -0.09166601 -0.14976815
-0.0711685 0.01669931 -0.19351629 -0.502935 -0.24036788 -0.17696582
0.02042582]
[-0.10711967 -0.00762674 -0.23906023 -0.65926768 -0.26117254 -0.25879454
0.00551554 -0.41850392 0.10967201 -0.12731594 -0.48974137 -0.26424301
-0.66300403]]
Progress: 21.0% ... Training loss: 0.233 ... Validation loss: 0.402[[-0.16881596]
[ 0.25665115]
[-0.16406822]
[ 0.96810818]
[ 0.26563474]
[-0.05786253]
[-0.83856909]
[-0.92314296]
[-0.63799586]
[-0.93770536]
[ 1.19174839]
[ 2.92615611]
[-1.90372773]]
[[ -5.34386183e-01 -4.91384768e-01 -5.88392468e-01 -6.98385510e-02
-2.91955897e-01 -5.93881352e-01 -1.63655638e-01 -2.78325722e-01
-4.17881514e-01 -3.76172241e-01 2.14419984e-01 8.50420557e-01
1.13394112e-01]
[ 5.57671633e-03 -1.37012587e-01 4.88864974e-02 -5.62617702e-02
-4.10922643e-02 5.83170238e-02 -1.22250255e-01 2.02600182e-01
-1.39693380e-01 -1.91577081e-01 -7.51571844e-02 -1.16452939e-01
6.47340818e-02]
[ -2.37486537e-01 1.38262728e-01 -2.60762731e-02 1.40871713e-01
8.06844323e-02 -1.25151426e-01 3.97214723e-02 -1.29711632e-01
2.65320004e-01 -2.74569513e-01 1.97608685e-01 7.58479624e-01
7.41918565e-01]
[ 2.04688021e-01 -2.40399667e-01 -2.80148993e-01 4.50871422e-02
-2.81919152e-01 5.66937358e-03 1.50805159e-01 -5.05472773e-01
1.74153647e-01 -2.82168947e-01 -1.86454873e-01 -3.06981322e-01
-1.66397241e-01]
[ 1.23968922e-01 5.12628810e-03 1.11934169e-01 -8.08855131e-02
-2.42886835e-02 7.24576690e-02 -1.16033865e-01 -7.82084813e-02
7.91577539e-02 2.10863595e-01 7.49136516e-02 -1.11529315e-01
-2.04063246e-01]
[ -4.82758984e-01 -6.02514497e-01 -6.03073234e-01 -5.97497287e-01
-5.83804808e-01 -5.64618918e-01 -3.18160157e-01 -1.62269635e-01
-4.43578587e-01 -2.39827393e-01 -5.08008080e-01 -7.17731968e-01
-5.51088267e-01]
[ -4.16561493e-01 -5.88333789e-01 -3.21484505e-01 -3.81571108e-01
-4.14674161e-01 -5.61919431e-01 -4.19978939e-01 -4.59011690e-01
-2.91511363e-01 -1.33933287e-01 -4.45818078e-01 -3.72381733e-01
-3.90295434e-01]
[ -3.37853380e-01 -3.40143050e-01 -4.81145993e-01 -1.70720236e-01
-3.14300924e-01 -4.21222215e-01 -2.98611295e-01 -2.47266894e-01
-3.06907294e-01 -5.33330170e-01 -2.43308437e-01 -5.89605085e-01
-4.42093249e-01]
[ -4.66580631e-01 -3.53736795e-01 -3.77240237e-01 -1.99122125e-01
-3.42752268e-01 -2.15424323e-01 -5.68726733e-02 -4.22914284e-01
-2.49384466e-01 -4.31007167e-01 -1.72671459e-01 -2.72654404e-01
-1.63601298e-01]
[ -9.54141892e-01 -9.39879882e-01 -9.80767959e-01 -7.34013739e-01
-1.03064235e+00 -9.85741226e-01 -5.91949037e-01 -5.86048690e-01
-7.50628353e-01 -5.54452854e-01 -7.18233503e-01 -5.67069938e-01
-7.09813697e-01]
[ -5.12698355e-01 -2.68128084e-01 -4.69882153e-01 -3.35139811e-01
-3.47695126e-01 -3.61140529e-01 -5.84994243e-01 -5.98897740e-01
-6.46750548e-01 -1.19754798e-01 -4.85165982e-01 -6.50390732e-01
-4.77315117e-01]
[ -1.15596297e-01 2.14375763e-02 -3.38478784e-01 -4.34440197e-01
-1.06503780e-01 -7.29079647e-02 -1.74150619e-01 -3.48732113e-01
-1.52993793e-01 9.53894393e-02 -4.46307435e-01 -8.95831196e-01
-4.78330383e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.57955133e-01 -1.18469657e-01 1.64534331e-01 -2.75223593e-01
-1.30257208e-01 1.13341770e-01 -1.21108942e-01 1.80822656e-02
-8.08960289e-02 7.50674938e-02 -1.75568331e-01 -3.65866680e-01
-1.71455053e-03]
[ -8.44764584e-02 -2.64104636e-01 -1.79429649e-01 -2.91863966e-01
-4.78074428e-01 -8.56060676e-02 -4.23925595e-02 1.06182610e-02
-5.83172583e-02 2.14981896e-02 -2.11179642e-01 -3.39181186e-01
-2.62673427e-01]
[ -7.30743353e-02 -1.44285741e-02 -2.35428057e-01 -2.46301422e-01
1.28652427e-01 -1.63280794e-01 -1.76249254e-01 7.62361998e-02
-1.02110593e-02 4.95746816e-02 -1.66728154e-01 7.22737937e-02
-7.46223545e-02]
[ 3.34888342e-02 -1.62942761e-01 -1.50150930e-01 -7.52547634e-02
-1.21575202e-01 -1.07196364e-01 1.01567358e-01 -1.54686508e-01
-1.85369758e-02 1.61604592e-03 -1.66640700e-02 -1.28895949e-01
1.38830579e-02]
[ -2.87710860e-01 -1.43877806e-01 -7.40285818e-02 -1.03575705e-01
-3.04180778e-01 -2.73970568e-01 -3.71303633e-01 4.34315356e-02
-3.13332745e-01 -2.08207289e-01 1.66687192e-01 -6.66531432e-02
2.36296223e-01]
[ -2.22348355e-01 -1.26383946e-01 -8.79865634e-02 -5.18302839e-02
-8.64764374e-02 -1.17649251e-01 -6.24859904e-02 4.34521938e-02
-1.26495070e-01 -4.01664488e-02 8.33545433e-03 -2.03693698e-01
-2.01394883e-02]
[ -1.63766269e-01 -6.85614829e-02 -2.27147760e-01 -3.02225336e-01
-1.55889298e-01 -2.02405209e-01 -3.02219411e-01 -9.70099819e-02
1.49795918e-01 -1.96197464e-01 -3.55972959e-01 -2.71076775e-01
-2.49565286e-01]
[ -3.72807607e-01 -6.00263876e-02 -1.51156505e-01 -1.30687280e-01
-4.71929597e-02 -3.13093625e-01 2.37284072e-02 -8.22510780e-02
-1.32030448e-01 6.17748576e-02 2.11546169e-02 -2.23495338e-01
-2.79780954e-01]
[ -1.67093229e-01 -1.47749915e-01 -4.98511711e-02 -1.61076467e-01
-1.31532517e-01 -2.94696784e-01 -1.40143039e-02 -1.41124832e-01
-2.28175167e-01 3.14285066e-02 2.14691539e-01 -2.72226861e-02
-1.72978235e-01]
[ -1.32754231e-01 -1.75914194e-01 -1.12625918e-01 -2.82747236e-01
9.10038512e-02 -1.75447949e-02 -1.85030172e-01 -1.58799473e-01
1.11077235e-01 -9.21088062e-02 -1.32926356e-01 -8.93015336e-02
-3.15888306e-01]
[ -4.34590558e-02 -3.39354499e-02 -1.48379114e-01 -5.74424276e-02
-2.29563115e-01 6.29991514e-02 -7.57783962e-02 -4.30472916e-02
-2.29053321e-01 -8.59187638e-02 -9.30861756e-02 -3.56057987e-01
-1.90300023e-01]
[ -7.16705473e-02 2.60958596e-02 -1.28842013e-01 -3.12094940e-01
1.21843952e-01 2.04520378e-02 -2.13856597e-01 -1.57342952e-01
1.21793282e-01 -6.26541514e-02 -2.78160487e-01 -2.48113916e-01
-2.96924442e-01]
[ 8.10178409e-02 -3.11629485e-01 -8.27642971e-02 -4.51724492e-01
-2.24813566e-01 -8.88174594e-02 7.08413778e-02 1.05929651e-01
-5.51987503e-03 3.05285202e-01 -5.28113496e-01 -7.85111241e-01
4.37928009e-01]
[ -2.20812113e-01 -2.47637488e-01 -1.30220848e-01 -3.09179987e-01
-3.03132915e-01 -9.29192312e-02 2.07592706e-01 4.32330106e-02
2.93978138e-01 4.28629129e-02 -4.10100183e-01 -9.82346373e-01
6.36186158e-01]
[ -1.19265179e-02 -1.89727375e-01 2.31542494e-02 -3.16197041e-01
-1.73377892e-01 1.66249780e-01 2.08577729e-01 2.67957021e-01
-2.21186123e-02 2.45554871e-01 -2.33130973e-01 -1.06310722e+00
7.41796990e-01]
[ 2.99442447e-03 -4.61179615e-02 -1.23640420e-01 -1.27202460e-01
-1.80183248e-01 -4.64227150e-02 2.96846145e-01 1.69752921e-01
2.55069964e-01 3.75471809e-01 -4.82428776e-01 -9.45652720e-01
7.42435193e-01]
[ -8.10152808e-02 -2.81446867e-01 6.03593494e-02 -3.70352718e-01
-1.51060152e-01 1.17519902e-01 3.74979361e-01 1.45656756e-01
-6.01343811e-02 1.76619959e-01 -5.67560908e-01 -9.68307021e-01
8.66868555e-01]
[ 1.21885215e-01 -9.05227548e-02 1.70245043e-02 -1.79356460e-01
-8.34679247e-02 -1.77641123e-02 2.55418856e-01 3.74876018e-01
4.15830686e-01 2.70941777e-01 -5.56541137e-01 -8.73765082e-01
5.68156759e-01]
[ -6.01033872e-03 -1.35070440e-01 2.11870891e-02 1.31491299e-02
-8.94517808e-02 -2.83581820e-01 5.44949100e-02 3.36959023e-01
-8.82749912e-03 1.05142561e-01 -2.59270945e-01 -7.46575045e-01
2.68647574e-01]
[ 8.21940524e-02 1.08742210e-01 4.20998807e-03 1.29823566e-01
-8.91993935e-02 -5.92542856e-02 -1.87344180e-01 -1.41623862e-01
-2.68126772e-01 -1.28661339e-01 -1.32290041e-01 2.68134598e-01
-2.57221116e-01]
[ 4.02402096e-02 -9.71160410e-02 1.43462925e-01 2.91966705e-01
2.52166699e-01 8.48688047e-03 -4.00590136e-01 -3.49896908e-01
-7.70096441e-02 -5.33527844e-01 2.15440914e-01 1.02892904e+00
-5.82102913e-01]
[ 3.20293133e-02 7.82888892e-02 -2.12706984e-01 6.44833953e-02
3.18736911e-02 -1.51397505e-03 -1.74249960e-01 -3.40162336e-01
-2.84910756e-01 -2.11510987e-01 -4.46937622e-02 -7.59458112e-02
-1.85353983e-01]
[ -5.86643842e-02 -2.12110332e-01 6.19371448e-02 7.12665582e-02
-1.32778599e-01 -1.34770097e-01 1.57914169e-02 -3.08374149e-02
6.40844761e-02 -3.84843537e-01 -3.26083622e-01 -2.47794766e-01
3.48561369e-02]
[ 1.26535277e-02 -2.73567372e-01 5.81542140e-02 -2.77729787e-01
-1.95094168e-01 -2.31398211e-01 -2.65168228e-01 3.42069485e-02
-1.13559225e-02 9.22987363e-02 -1.95234949e-01 1.29489996e-01
-4.31302348e-03]
[ 1.66906316e-01 5.58715956e-02 -1.07148127e-01 -2.42168920e-01
-5.62195350e-02 -1.02820371e-01 -2.03651202e-01 -1.30373740e-02
-2.03935246e-01 -2.59664207e-01 -1.81285624e-01 3.59510766e-01
-1.03409841e-01]
[ -1.75394958e-01 -1.80033107e-01 -1.14193300e-01 -2.33302357e-01
-4.94006321e-02 2.59682595e-02 -2.02684855e-01 -2.47131068e-01
-1.47732138e-01 -5.51189171e-02 -2.10640913e-01 2.53632860e-01
-2.01517889e-01]
[ -3.81882045e-02 -2.08676321e-01 -1.62456621e-01 -2.40189584e-01
-4.98921416e-02 4.29122618e-02 -6.01881556e-02 -6.30509489e-02
-2.32318551e-01 -3.03200810e-01 -5.05898749e-02 4.56694615e-02
-4.76619365e-02]
[ 1.09779473e-01 8.50076183e-02 -1.32819819e-02 -1.81082395e-01
-3.21493417e-01 7.06932421e-03 -1.85276052e-01 -3.02428771e-01
-3.30115637e-01 4.27726233e-04 -9.87213261e-02 1.77279284e-01
-1.02629886e-01]
[ -6.31435940e-02 -9.51564691e-03 -2.84904813e-01 -1.35414194e-02
7.00956291e-02 1.55226261e-01 -2.41904866e-01 -1.89712346e-01
-5.53001161e-02 -7.01189023e-02 1.87663765e-01 6.26187804e-01
-1.17539793e-01]
[ 1.13968082e-01 3.49239367e-01 -2.03203227e-01 7.23547082e-01
1.23230648e-01 -1.22318475e-03 -2.62352994e-01 -4.18844102e-01
-2.59396025e-01 -3.85538537e-01 7.61249518e-01 1.00020055e+00
-1.04896425e+00]
[ -2.47994795e-02 1.84095352e-01 4.74356406e-02 2.81478911e-01
6.18317090e-03 -6.87330139e-02 -3.10717067e-01 -3.84198945e-01
-2.99068047e-01 -2.77472846e-01 5.46859705e-01 9.94480086e-01
-9.67480519e-01]
[ -4.31740536e-02 -1.32312589e-01 -1.52870346e-01 2.91830841e-01
-1.75915848e-01 2.34789031e-01 -7.31639763e-02 -2.12394490e-01
-2.39983443e-01 -4.19365179e-01 1.84943801e-01 4.89282413e-01
-4.53734362e-01]
[ 7.94754970e-02 -3.82960438e-01 -5.12820778e-02 -1.39195680e-02
-1.13881726e-01 1.99723018e-01 7.20686191e-02 1.66569507e-01
-1.78073899e-01 -3.15808080e-02 -6.52290090e-02 3.28270110e-01
-2.53214292e-01]
[ 2.04691336e-01 -2.93210551e-01 -1.20453462e-01 -7.80003904e-02
-2.11831282e-01 1.21932076e-01 1.61968315e-02 -1.40207424e-01
-6.27481886e-02 -8.41596549e-02 -1.40000991e-01 -1.53988978e-01
-1.55646812e-01]
[ -1.34863051e-01 -8.03261321e-02 3.79950531e-02 -2.52463222e-01
-5.82144863e-02 -1.41198439e-01 4.20819114e-02 -1.26876829e-02
-9.06214094e-02 -3.96621705e-03 -3.16072548e-01 -4.36394194e-01
-6.82906802e-02]
[ -1.40397990e-01 -1.37848074e-01 -6.75833082e-02 -2.76681349e-01
-3.47568101e-01 -2.88438183e-01 1.62017225e-01 1.43099050e-01
1.87446213e-02 1.19285867e-01 -2.60431094e-01 -8.16717769e-01
3.41172065e-02]
[ -1.56343266e-01 -2.45711415e-01 -2.99679370e-01 -5.73563716e-01
-2.93010422e-01 -2.09506763e-01 -2.96792463e-01 3.98635148e-02
-1.89335273e-02 -4.49075737e-01 -4.85844408e-01 -4.96664341e-01
-7.05713451e-01]
[ -1.17527379e-01 1.26561753e-01 1.76158386e-02 6.24790236e-02
-2.08875701e-01 -1.72983926e-01 -1.32103076e-01 1.77875015e-02
-1.22178507e-01 -1.58926481e-01 -1.53527513e-01 -3.83034491e-01
-1.77957847e-02]
[ -3.58397326e-01 -1.16552177e-01 -2.72621249e-01 2.27403894e-01
-1.99457069e-01 -2.30484227e-01 -9.03614053e-02 -1.13878382e-01
2.42656333e-02 8.29591301e-03 8.71959844e-02 -2.87181438e-01
5.34605978e-02]
[ -1.29950497e-01 -4.22322158e-02 -2.55136558e-01 9.32586396e-02
-2.22873768e-01 -2.79216319e-01 -3.62447521e-01 -2.28546809e-02
1.48053794e-02 -1.39229476e-01 -2.35257963e-01 -2.84819303e-01
1.14960876e-02]
[ -2.29134952e-01 -5.33849613e-01 -3.37651793e-01 -2.24418923e-01
-3.24731952e-01 -2.30156867e-01 -3.69927264e-02 -2.54454873e-01
6.50439397e-02 -2.31533012e-01 -1.23667728e-01 -2.55184245e-01
-3.39721450e-02]
[ -2.17972417e-01 -2.96955265e-01 -3.19162301e-01 -1.12755574e-01
-9.19409284e-02 -1.49664860e-01 -6.91490000e-02 1.74597878e-02
-1.91985518e-01 -5.01192347e-01 -2.42698675e-01 -1.84183332e-01
2.38698004e-02]
[ -1.06873968e-01 -7.63342158e-03 -2.38984054e-01 -6.60801579e-01
-2.61196950e-01 -2.58763923e-01 5.62160456e-03 -4.19730447e-01
1.09631737e-01 -1.27792612e-01 -4.90181428e-01 -2.62604918e-01
-6.67827157e-01]]
Progress: 21.1% ... Training loss: 0.237 ... Validation loss: 0.393[[-0.17054149]
[ 0.25663503]
[-0.1623381 ]
[ 0.96688609]
[ 0.26615332]
[-0.05734245]
[-0.84140125]
[-0.92622249]
[-0.64032219]
[-0.93831792]
[ 1.18922046]
[ 2.93259145]
[-1.9112681 ]]
[[-0.53371498 -0.49136108 -0.58833194 -0.07053842 -0.29203257 -0.59373961
-0.15890666 -0.27654931 -0.41479886 -0.37220925 0.21175272 0.84414202
0.11734364]
[ 0.00587838 -0.13756395 0.04919516 -0.05855994 -0.04152043 0.05840964
-0.12088888 0.20461637 -0.13878016 -0.18992985 -0.07750816 -0.12260275
0.06806979]
[-0.2380267 0.13949016 -0.02664594 0.14426272 0.08151659 -0.12526938
0.03987893 -0.13110005 0.26614815 -0.27940671 0.20088181 0.76413201
0.74392855]
[ 0.20498987 -0.24128072 -0.27989713 0.04549438 -0.28219472 0.00573138
0.1499933 -0.50638135 0.17309159 -0.28134533 -0.18372354 -0.28738019
-0.16254789]
[ 0.12394 0.00582964 0.11154 -0.08161709 -0.02448158 0.07240468
-0.11452196 -0.077578 0.08069511 0.20825333 0.07207777 -0.13985092
-0.20286446]
[-0.48273155 -0.60253999 -0.60319367 -0.59740393 -0.5836045 -0.56464091
-0.317852 -0.16319779 -0.443818 -0.23955755 -0.50841591 -0.71657148
-0.55327493]
[-0.41690416 -0.5873058 -0.32209211 -0.37831748 -0.41361905 -0.56207374
-0.4234354 -0.46199199 -0.29476603 -0.13679941 -0.44087314 -0.36286147
-0.40080155]
[-0.33732612 -0.3412142 -0.48056692 -0.17599363 -0.31546145 -0.42106147
-0.29344761 -0.24213325 -0.30243134 -0.52941691 -0.25155457 -0.60845244
-0.4296729 ]
[-0.46651952 -0.35393637 -0.37716856 -0.19985024 -0.34296406 -0.21538896
-0.05666982 -0.42190142 -0.24912197 -0.43019189 -0.17421438 -0.27599201
-0.16390484]
[-0.95403564 -0.94094595 -0.98026369 -0.73701327 -1.03167153 -0.98562896
-0.58984076 -0.58134537 -0.74907799 -0.55060898 -0.72532781 -0.57497292
-0.70659483]
[-0.51237635 -0.26773266 -0.47008732 -0.33483351 -0.34727341 -0.36114425
-0.58392075 -0.59927586 -0.64610395 -0.11982547 -0.48393152 -0.65537153
-0.47729988]
[-0.11575142 0.02183999 -0.33885518 -0.43440149 -0.10601322 -0.0729967
-0.17511416 -0.35081926 -0.15394638 0.09374849 -0.44569954 -0.89445164
-0.48214046]
[-0.01870751 0.20433438 0.10183578 0.07239772 0.08405347 0.02589065
0.09507767 -0.088621 -0.16306914 -0.25845291 -0.24842258 0.20511791
0.10539707]
[-0.25809492 -0.1182551 0.16439817 -0.27498409 -0.13006362 0.11328683
-0.12147746 0.01746114 -0.08116916 0.074359 -0.17556057 -0.3682563
-0.00180868]
[-0.08426974 -0.2643473 -0.17942772 -0.292924 -0.47822506 -0.08556554
-0.04137512 0.01078456 -0.05776438 0.02247272 -0.21254992 -0.34179536
-0.2627133 ]
[-0.07305708 -0.01450921 -0.23536189 -0.24521486 0.12869272 -0.1632853
-0.17715925 0.07584253 -0.01074027 0.04996799 -0.16603577 0.07563714
-0.07780747]
[ 0.03353695 -0.1633021 -0.14989173 -0.07701593 -0.12202697 -0.10716481
0.10219559 -0.1516749 -0.01817619 0.00393119 -0.01959898 -0.13637814
0.01830981]
[-0.28783008 -0.14362928 -0.07427158 -0.10436966 -0.30383688 -0.27402939
-0.37153547 0.04168169 -0.31426051 -0.20979759 0.1675962 -0.06229276
0.23654286]
[-0.22267818 -0.12515468 -0.08865359 -0.04643744 -0.08533616 -0.11775769
-0.06459094 0.03913796 -0.12842499 -0.04418869 0.01429068 -0.19221151
-0.03228152]
[-0.16367482 -0.06909762 -0.22692445 -0.304314 -0.15635937 -0.20236352
-0.3011321 -0.09504816 0.15141637 -0.194917 -0.35928306 -0.2783875
-0.24376285]
[-0.37277141 -0.05992147 -0.15112903 -0.13062358 -0.04714571 -0.31310071
0.02406811 -0.08222228 -0.13153424 0.06200215 0.0215974 -0.22177339
-0.28004338]
[-0.16688095 -0.14808813 -0.04970062 -0.16298671 -0.1319104 -0.2946492
-0.01251359 -0.13918564 -0.22723034 0.0327842 0.21185469 -0.03394972
-0.16874962]
[-0.13271551 -0.17597938 -0.11259028 -0.28309838 0.09092044 -0.01752595
-0.18472675 -0.15850208 0.11134242 -0.09172507 -0.13340441 -0.0904169
-0.31504235]
[-0.04351011 -0.03386662 -0.14842373 -0.05714338 -0.22948538 0.06297793
-0.07603204 -0.04337589 -0.22918219 -0.08611899 -0.09285249 -0.35524757
-0.19089963]
[-0.07140825 0.02558372 -0.12859277 -0.31386593 0.12141776 0.02054666
-0.21264625 -0.15510253 0.12258621 -0.06093079 -0.2807231 -0.25371732
-0.29672764]
[ 0.08100322 -0.31162478 -0.08277899 -0.45172073 -0.22480621 -0.08882057
0.07075931 0.10581368 -0.005556 0.30509239 -0.5280515 -0.78500567
0.43783954]
[-0.2208089 -0.24761933 -0.13021809 -0.30919176 -0.30313084 -0.09292051
0.20764363 0.0432884 0.29396863 0.04296745 -0.41022016 -0.98284605
0.63636797]
[-0.01186246 -0.18977971 0.02317841 -0.31666874 -0.17344203 0.16626767
0.20892934 0.26828989 -0.02192515 0.24600577 -0.23359343 -1.06365394
0.74297649]
[ 0.00305692 -0.04619474 -0.12359991 -0.12768005 -0.18024934 -0.0464065
0.29733149 0.17021336 0.25536781 0.37605898 -0.4828396 -0.94634813
0.74358427]
[-0.08118876 -0.28123238 0.06019895 -0.37008729 -0.15089519 0.11745869
0.37416528 0.14466518 -0.0606392 0.1755022 -0.56737837 -0.96931593
0.86609071]
[ 0.12185339 -0.09051055 0.01700572 -0.17942544 -0.08345443 -0.01778041
0.25556185 0.37520644 0.4159631 0.27082577 -0.55679221 -0.87523887
0.5688782 ]
[-0.00562679 -0.13551377 0.0213826 0.01099032 -0.08991941 -0.28350359
0.05704551 0.33908809 -0.00711786 0.10699043 -0.26182633 -0.75109653
0.27241131]
[ 0.08221443 0.10861504 0.00427942 0.12919217 -0.08923267 -0.05924838
-0.18728311 -0.14141101 -0.26808672 -0.12881798 -0.13273593 0.26625733
-0.25525923]
[ 0.0400946 -0.09689701 0.14335061 0.29482068 0.25249455 0.00845221
-0.4022115 -0.35145064 -0.07811428 -0.53433547 0.21808173 1.03829327
-0.58698669]
[ 0.03201693 0.07831988 -0.21273032 0.06449499 0.03192403 -0.00153256
-0.17431829 -0.34046308 -0.28476665 -0.21180714 -0.0448204 -0.07721909
-0.18482216]
[-0.05861355 -0.21238341 0.06207989 0.06936971 -0.13312168 -0.13474088
0.01697428 -0.02940421 0.06531102 -0.38389205 -0.32870311 -0.25550409
0.04020461]
[ 0.01274734 -0.27377065 0.05828183 -0.27877513 -0.19527731 -0.23137191
-0.26465386 0.0349955 -0.01084606 0.09350584 -0.19617027 0.12663013
-0.00259059]
[ 0.16682966 0.05604204 -0.10722605 -0.24145329 -0.05598619 -0.10284387
-0.2046678 -0.01480394 -0.20456192 -0.26018567 -0.17991518 0.36595854
-0.10661497]
[-0.17564981 -0.17969264 -0.11449947 -0.23227598 -0.04905425 0.0258775
-0.20396864 -0.24960059 -0.14909592 -0.0575396 -0.20850032 0.2606905
-0.20411495]
[-0.03866354 -0.20801291 -0.16286953 -0.23884839 -0.04928011 0.04277732
-0.06257582 -0.06492642 -0.23432527 -0.30635502 -0.04792398 0.05337283
-0.05180719]
[ 0.10993126 0.08482345 -0.01318676 -0.18196559 -0.32158441 0.00711495
-0.18476592 -0.30224627 -0.32965871 0.00116789 -0.09921454 0.17637088
-0.10153814]
[-0.06307517 -0.0098542 -0.28477992 -0.01551326 0.06966023 0.15526847
-0.24066707 -0.18803265 -0.05399093 -0.06919507 0.18445556 0.62291632
-0.112484 ]
[ 0.11445314 0.34869151 -0.20293941 0.7220961 0.12277099 -0.00108193
-0.26038362 -0.4170187 -0.25834076 -0.38285322 0.75844356 0.99175493
-1.05068934]
[-0.02468848 0.18429527 0.04733681 0.28311328 0.00643481 -0.06871857
-0.31045045 -0.383492 -0.29903145 -0.27774682 0.54773658 0.99028428
-0.97302962]
[-0.04326327 -0.13206746 -0.15294111 0.29325462 -0.1756767 0.23475164
-0.07406315 -0.21309431 -0.24053511 -0.41984382 0.18654898 0.49353395
-0.45623323]
[ 0.07939303 -0.38284246 -0.05131708 -0.01263259 -0.11377001 0.19970173
0.07138848 0.16620083 -0.17862963 -0.03169566 -0.06399029 0.33028295
-0.25595984]
[ 0.20481047 -0.29342106 -0.12033916 -0.07888778 -0.21209591 0.12196911
0.01741246 -0.13859445 -0.0620778 -0.0830033 -0.14208202 -0.15980732
-0.15333176]
[-0.13486606 -0.0802894 0.03798166 -0.25286103 -0.05820124 -0.14120116
0.04196361 -0.01276501 -0.09071878 -0.00372656 -0.31634948 -0.4367209
-0.06802316]
[-0.14037914 -0.1379329 -0.06751704 -0.2775453 -0.34765056 -0.28842697
0.16266763 0.1438062 0.01906375 0.12017455 -0.2616737 -0.81973288
0.03646709]
[-0.1557455 -0.24607769 -0.29947455 -0.57639047 -0.29354613 -0.20937458
-0.29502275 0.03986624 -0.01735696 -0.44743723 -0.48815992 -0.49946975
-0.70852806]
[-0.11745644 0.12678244 0.01742266 0.06364101 -0.20853921 -0.17300162
-0.13268063 0.01754244 -0.12265019 -0.16011287 -0.15211307 -0.38738685
-0.02111886]
[-0.358047 -0.1173834 -0.27219949 0.22314461 -0.20023705 -0.23036373
-0.08725103 -0.11045432 0.02663139 0.01189374 0.08208913 -0.30003939
0.06259469]
[-0.13018002 -0.04162035 -0.25532849 0.09779614 -0.22221675 -0.2792797
-0.36417581 -0.02500163 0.01313473 -0.13989213 -0.23072571 -0.27125945
0.00626939]
[-0.22941921 -0.53396538 -0.33766096 -0.22442926 -0.32473774 -0.23020685
-0.03736047 -0.2531592 0.0651324 -0.23195865 -0.12558576 -0.2546672
-0.03085605]
[-0.21801194 -0.29698403 -0.31911553 -0.1134194 -0.09206792 -0.14967364
-0.06845157 0.01829389 -0.19164284 -0.50085088 -0.24395772 -0.18846142
0.02654275]
[-0.10706657 -0.00739217 -0.23934041 -0.66139539 -0.26085889 -0.25885695
0.0049359 -0.42065695 0.10864497 -0.12896348 -0.49078064 -0.26389223
-0.6719619 ]]
Progress: 21.1% ... Training loss: 0.235 ... Validation loss: 0.394[[-0.16255361]
[ 0.26469765]
[-0.15471184]
[ 0.97270284]
[ 0.27284935]
[-0.04920805]
[-0.83337838]
[-0.91571058]
[-0.63460723]
[-0.92840143]
[ 1.19813204]
[ 2.94180795]
[-1.91701343]]
[[ -5.33360920e-01 -4.91499078e-01 -5.88177952e-01 -7.36962263e-02
-2.92309470e-01 -5.93647594e-01 -1.55241390e-01 -2.75099457e-01
-4.11835237e-01 -3.69610649e-01 2.09033039e-01 8.29994680e-01
1.31014039e-01]
[ 5.73458456e-03 -1.37331706e-01 4.90293603e-02 -5.76439345e-02
-4.12867853e-02 5.83455208e-02 -1.21719196e-01 2.03465695e-01
-1.39360979e-01 -1.90998301e-01 -7.62163052e-02 -1.20572373e-01
6.62833949e-02]
[ -2.37471756e-01 1.39098384e-01 -2.62224270e-02 1.41967038e-01
8.12504236e-02 -1.25068883e-01 4.33327708e-02 -1.28801201e-01
2.67933896e-01 -2.74846334e-01 1.98231840e-01 7.51996800e-01
7.48906084e-01]
[ 2.04801234e-01 -2.42074811e-01 -2.79449601e-01 4.17408232e-02
-2.82839959e-01 5.74015576e-03 1.52299487e-01 -5.00050130e-01
1.73963762e-01 -2.76194655e-01 -1.91958951e-01 -2.98509810e-01
-1.55965687e-01]
[ 1.24072371e-01 6.22017132e-03 1.11350977e-01 -7.88761500e-02
-2.40260173e-02 7.23700458e-02 -1.14202959e-01 -7.90440162e-02
8.02254750e-02 2.06194373e-01 7.54768788e-02 -1.38614308e-01
-2.04897706e-01]
[ -4.83132111e-01 -6.01896910e-01 -6.03592536e-01 -5.95581067e-01
-5.83143101e-01 -5.64767199e-01 -3.20315520e-01 -1.66434648e-01
-4.45168648e-01 -2.43768389e-01 -5.05326517e-01 -7.11345596e-01
-5.56704685e-01]
[ -4.16803946e-01 -5.87507135e-01 -3.21992405e-01 -3.80798137e-01
-4.13700307e-01 -5.62069446e-01 -4.21852124e-01 -4.60194414e-01
-2.93550782e-01 -1.34711840e-01 -4.44570427e-01 -3.76426333e-01
-3.92718438e-01]
[ -3.37579701e-01 -3.40772425e-01 -4.80849652e-01 -1.73866505e-01
-3.15108312e-01 -4.21128737e-01 -2.94905917e-01 -2.44889232e-01
-3.03288801e-01 -5.30443745e-01 -2.49519615e-01 -6.09263381e-01
-4.32191467e-01]
[ -4.66963717e-01 -3.53182157e-01 -3.77562796e-01 -1.97358123e-01
-3.42242152e-01 -2.15556092e-01 -5.90376653e-02 -4.24017341e-01
-2.50689870e-01 -4.32476870e-01 -1.70698886e-01 -2.66731317e-01
-1.68422577e-01]
[ -9.54371119e-01 -9.39921583e-01 -9.80817101e-01 -7.34700661e-01
-1.03072773e+00 -9.85800468e-01 -5.92378026e-01 -5.85794132e-01
-7.50051943e-01 -5.53285749e-01 -7.21819874e-01 -5.76040158e-01
-7.06918145e-01]
[ -5.13136543e-01 -2.66884187e-01 -4.70560179e-01 -3.32144485e-01
-3.46587938e-01 -3.61357766e-01 -5.86610036e-01 -6.01361810e-01
-6.48111848e-01 -1.22681345e-01 -4.81666712e-01 -6.51544192e-01
-4.80575418e-01]
[ -1.15653871e-01 2.16048836e-02 -3.38805035e-01 -4.35441677e-01
-1.06187306e-01 -7.29680728e-02 -1.74593999e-01 -3.50595734e-01
-1.53525294e-01 9.38460521e-02 -4.46529724e-01 -8.97100954e-01
-4.80924553e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58220181e-01 -1.18060887e-01 1.64223084e-01 -2.74740126e-01
-1.29887662e-01 1.13234755e-01 -1.22075687e-01 1.62536425e-02
-8.14798480e-02 7.31056035e-02 -1.74936493e-01 -3.67674796e-01
-2.16619900e-03]
[ -8.45736324e-02 -2.64036584e-01 -1.79619136e-01 -2.92049091e-01
-4.78047186e-01 -8.56428292e-02 -4.31633718e-02 9.09958160e-03
-5.86078774e-02 1.99514714e-02 -2.11305337e-01 -3.37593294e-01
-2.64276411e-01]
[ -7.31262205e-02 -1.43594077e-02 -2.35428452e-01 -2.44488325e-01
1.28821443e-01 -1.63309672e-01 -1.77714825e-01 7.53920597e-02
-1.12249248e-02 4.92801505e-02 -1.65160528e-01 7.42033156e-02
-7.90472336e-02]
[ 3.37095904e-02 -1.63470688e-01 -1.49768673e-01 -7.78154597e-02
-1.22190978e-01 -1.07122816e-01 1.03288180e-01 -1.50647436e-01
-1.72726163e-02 5.13898629e-03 -2.06353109e-02 -1.41312069e-01
2.19016802e-02]
[ -2.87694474e-01 -1.44003951e-01 -7.40703510e-02 -1.07224317e-01
-3.04117173e-01 -2.73992014e-01 -3.69587608e-01 4.37369182e-02
-3.12625288e-01 -2.07501416e-01 1.63379874e-01 -7.49805523e-02
2.44696136e-01]
[ -2.23022962e-01 -1.24163507e-01 -8.91647411e-02 -4.21316244e-02
-8.43475160e-02 -1.17889488e-01 -6.77411301e-02 3.46589643e-02
-1.31162912e-01 -4.75857834e-02 2.01651273e-02 -1.79981888e-01
-4.31149005e-02]
[ -1.63754750e-01 -6.91583856e-02 -2.26920496e-01 -3.04998510e-01
-1.56465446e-01 -2.02365067e-01 -3.01210688e-01 -9.48025020e-02
1.51416238e-01 -1.95206432e-01 -3.60677987e-01 -2.82798805e-01
-2.42628405e-01]
[ -3.72646298e-01 -6.02870429e-02 -1.50972796e-01 -1.31951846e-01
-4.74881444e-02 -3.13053810e-01 2.53603444e-02 -8.08461028e-02
-1.30588393e-01 6.35602638e-02 1.96504857e-02 -2.27868107e-01
-2.75919701e-01]
[ -1.67315180e-01 -1.47216974e-01 -5.01045847e-02 -1.59725457e-01
-1.31137393e-01 -2.94807999e-01 -1.54645990e-02 -1.41956984e-01
-2.29015875e-01 3.08921795e-02 2.16294597e-01 -2.15603960e-02
-1.74578685e-01]
[ -1.32703356e-01 -1.76054111e-01 -1.12577497e-01 -2.83474063e-01
9.08384674e-02 -1.75088089e-02 -1.84202481e-01 -1.57993571e-01
1.11623962e-01 -9.13565977e-02 -1.33949041e-01 -9.18031280e-02
-3.13771602e-01]
[ -4.36543695e-02 -3.36416348e-02 -1.48587634e-01 -5.62813788e-02
-2.29232816e-01 6.29079557e-02 -7.67889942e-02 -4.46894983e-02
-2.29562807e-01 -8.73390217e-02 -9.15188574e-02 -3.53059668e-01
-1.92118641e-01]
[ -7.13504036e-02 2.55237254e-02 -1.28554075e-01 -3.14136296e-01
1.21350980e-01 2.05627099e-02 -2.12330797e-01 -1.54719865e-01
1.22802313e-01 -6.05353789e-02 -2.81033291e-01 -2.54249145e-01
-2.96342742e-01]
[ 8.09612513e-02 -3.11560970e-01 -8.27958876e-02 -4.52010937e-01
-2.24812716e-01 -8.88321209e-02 7.09489128e-02 1.06009669e-01
-5.63322127e-03 3.05112875e-01 -5.28698997e-01 -7.87142979e-01
4.38547429e-01]
[ -2.20856843e-01 -2.47550205e-01 -1.30247220e-01 -3.08906154e-01
-3.03090406e-01 -9.29387141e-02 2.07338559e-01 4.33235033e-02
2.93743655e-01 4.31013108e-02 -4.10049525e-01 -9.83533876e-01
6.36059542e-01]
[ -1.17717121e-02 -1.89939066e-01 2.32583319e-02 -3.17944647e-01
-1.73607970e-01 1.66299402e-01 2.10048738e-01 2.69012749e-01
-2.11525083e-02 2.46915631e-01 -2.35291063e-01 -1.06717093e+00
7.45957150e-01]
[ 3.07206946e-03 -4.62002409e-02 -1.23588882e-01 -1.28000344e-01
-1.80243624e-01 -4.64063669e-02 2.97539129e-01 1.70335465e-01
2.55529116e-01 3.76187572e-01 -4.83051878e-01 -9.47361639e-01
7.44440174e-01]
[ -8.13720266e-02 -2.81062614e-01 6.00788028e-02 -3.69104318e-01
-1.50676384e-01 1.17398311e-01 3.72964879e-01 1.43840579e-01
-6.14654261e-02 1.74406565e-01 -5.66638906e-01 -9.68530293e-01
8.63633426e-01]
[ 1.21818371e-01 -9.04890762e-02 1.69891101e-02 -1.79502553e-01
-8.34449603e-02 -1.77910068e-02 2.55577265e-01 3.75344365e-01
4.15922841e-01 2.70871253e-01 -5.56924035e-01 -8.75857198e-01
5.69145257e-01]
[ -5.66083638e-03 -1.35475719e-01 2.13615828e-02 1.13939400e-02
-8.98705151e-02 -2.83512117e-01 5.66898372e-02 3.38913154e-01
-7.37874280e-03 1.06842802e-01 -2.61429772e-01 -7.50270468e-01
2.71466779e-01]
[ 8.20599901e-02 1.08878008e-01 4.14079899e-03 1.30282732e-01
-8.90359425e-02 -5.92890690e-02 -1.87946489e-01 -1.42000077e-01
-2.68519685e-01 -1.29618622e-01 -1.31543836e-01 2.68443048e-01
-2.56768523e-01]
[ 3.98202513e-02 -9.65538205e-02 1.43153317e-01 2.97126660e-01
2.52933100e-01 8.36626359e-03 -4.03708198e-01 -3.52640571e-01
-7.92559857e-02 -5.35441975e-01 2.20534854e-01 1.04352002e+00
-5.89657174e-01]
[ 3.19701429e-02 7.83532454e-02 -2.12759381e-01 6.47062554e-02
3.19544705e-02 -1.55154796e-03 -1.74523755e-01 -3.40863596e-01
-2.84714166e-01 -2.12013255e-01 -4.47113847e-02 -7.72271400e-02
-1.84894131e-01]
[ -5.85485580e-02 -2.12525646e-01 6.21823323e-02 6.79693075e-02
-1.33291278e-01 -1.34715480e-01 1.76100417e-02 -2.91419954e-02
6.60040566e-02 -3.83005566e-01 -3.30120207e-01 -2.58382003e-01
4.30050782e-02]
[ 1.27795658e-02 -2.73922443e-01 5.83347768e-02 -2.80237578e-01
-1.95445529e-01 -2.31361935e-01 -2.63692108e-01 3.60680364e-02
-1.00940441e-02 9.39236823e-02 -1.98005292e-01 1.20716774e-01
1.49957645e-03]
[ 1.66795553e-01 5.61374485e-02 -1.07205022e-01 -2.41199516e-01
-5.59819656e-02 -1.02865754e-01 -2.05083877e-01 -1.42688989e-02
-2.04714233e-01 -2.59192950e-01 -1.80208883e-01 3.65340706e-01
-1.07122390e-01]
[ -1.75490665e-01 -1.79984788e-01 -1.14468017e-01 -2.34078751e-01
-4.93078381e-02 2.59048128e-02 -2.02767411e-01 -2.48913826e-01
-1.48390032e-01 -5.70238171e-02 -2.10191877e-01 2.55861264e-01
-2.01053027e-01]
[ -3.87541632e-02 -2.07910521e-01 -1.62990051e-01 -2.38747308e-01
-4.91713861e-02 4.27400343e-02 -6.29308719e-02 -6.56996811e-02
-2.34570147e-01 -3.07274670e-01 -4.75661232e-02 5.40266454e-02
-5.19124073e-02]
[ 1.09893878e-01 8.48309433e-02 -1.31836819e-02 -1.82829287e-01
-3.21596182e-01 7.10059589e-03 -1.85518806e-01 -3.03549276e-01
-3.29647084e-01 -1.29029597e-04 -9.93283919e-02 1.77560642e-01
-9.94055569e-02]
[ -6.32033222e-02 -9.68960547e-03 -2.84825486e-01 -1.55263613e-02
6.97497041e-02 1.55228360e-01 -2.41221391e-01 -1.87367002e-01
-5.42484031e-02 -6.90092214e-02 1.84310520e-01 6.23836152e-01
-1.11722348e-01]
[ 1.14484291e-01 3.48622163e-01 -2.02905255e-01 7.22202767e-01
1.22736285e-01 -1.06726844e-03 -2.60322460e-01 -4.16633626e-01
-2.58305977e-01 -3.82541606e-01 7.58453857e-01 9.90600858e-01
-1.05125520e+00]
[ -2.48740898e-02 1.85148745e-01 4.69309442e-02 2.87173601e-01
7.28040295e-03 -6.87913768e-02 -3.12172574e-01 -3.87301845e-01
-3.00607194e-01 -2.81265773e-01 5.53720459e-01 9.99567587e-01
-9.79931093e-01]
[ -4.32270736e-02 -1.32154184e-01 -1.52922124e-01 2.93799682e-01
-1.75710839e-01 2.34766525e-01 -7.43277777e-02 -2.13661686e-01
-2.40399081e-01 -4.19844247e-01 1.87445976e-01 4.94745811e-01
-4.57228196e-01]
[ 7.94767081e-02 -3.82924218e-01 -5.12576606e-02 -1.29054281e-02
-1.13874606e-01 1.99735799e-01 7.17710037e-02 1.66452634e-01
-1.78261376e-01 -3.13382728e-02 -6.42526992e-02 3.29873076e-01
-2.55678410e-01]
[ 2.04764244e-01 -2.93321807e-01 -1.20397297e-01 -7.85030538e-02
-2.12016455e-01 1.21949551e-01 1.72888241e-02 -1.38467468e-01
-6.23073866e-02 -8.30905365e-02 -1.41862682e-01 -1.59526630e-01
-1.54136755e-01]
[ -1.35031675e-01 -8.00177061e-02 3.78277405e-02 -2.51861116e-01
-5.79739159e-02 -1.41250989e-01 4.08923651e-02 -1.39735188e-02
-9.16641016e-02 -4.85793082e-03 -3.15420040e-01 -4.34470302e-01
-7.05572490e-02]
[ -1.40385018e-01 -1.37902361e-01 -6.75548475e-02 -2.77536628e-01
-3.47590131e-01 -2.88430800e-01 1.62673419e-01 1.43136016e-01
1.92244605e-02 1.20144589e-01 -2.61741932e-01 -8.20651812e-01
3.65204156e-02]
[ -1.55987003e-01 -2.45360872e-01 -2.99817292e-01 -5.73653015e-01
-2.92791103e-01 -2.09473264e-01 -2.97276649e-01 3.69363998e-02
-1.90373148e-02 -4.48824070e-01 -4.83864639e-01 -4.85444501e-01
-7.15963436e-01]
[ -1.17743082e-01 1.27011825e-01 1.72871040e-02 6.46602118e-02
-2.08339444e-01 -1.73089697e-01 -1.33492711e-01 1.72668318e-02
-1.23182522e-01 -1.60612406e-01 -1.52028248e-01 -3.91718723e-01
-1.99527371e-02]
[ -3.57859028e-01 -1.17665381e-01 -2.72053520e-01 2.19797185e-01
-2.00561147e-01 -2.30301614e-01 -8.45180533e-02 -1.08808669e-01
2.88286885e-02 1.30975798e-02 7.85103958e-02 -3.11701805e-01
7.20297615e-02]
[ -1.30024696e-01 -4.16890003e-02 -2.55306534e-01 9.74294585e-02
-2.22299198e-01 -2.79239646e-01 -3.62980678e-01 -2.45020448e-02
1.38063143e-02 -1.38720886e-01 -2.31268424e-01 -2.75578970e-01
8.73078140e-03]
[ -2.29563285e-01 -5.33878755e-01 -3.37736673e-01 -2.23738458e-01
-3.24652592e-01 -2.30258413e-01 -3.83190358e-02 -2.53705185e-01
6.44963340e-02 -2.32574771e-01 -1.25662600e-01 -2.58495610e-01
-3.21708877e-02]
[ -2.18220926e-01 -2.96757556e-01 -3.19292316e-01 -1.11581389e-01
-9.18128711e-02 -1.49759265e-01 -7.00859168e-02 1.69782418e-02
-1.92415364e-01 -5.01689296e-01 -2.42162833e-01 -1.88163268e-01
2.36352622e-02]
[ -1.07526773e-01 -6.66311074e-03 -2.39753676e-01 -6.60005305e-01
-2.60292144e-01 -2.58991573e-01 1.96029390e-03 -4.24046286e-01
1.06836610e-01 -1.33432729e-01 -4.87814774e-01 -2.53962629e-01
-6.75749716e-01]]
Progress: 21.1% ... Training loss: 0.234 ... Validation loss: 0.394[[-0.16540681]
[ 0.25547768]
[-0.15784461]
[ 0.96119283]
[ 0.26563937]
[-0.05109918]
[-0.84276887]
[-0.92780698]
[-0.64389875]
[-0.93091512]
[ 1.18569348]
[ 2.9148243 ]
[-1.93719312]]
[[ -5.33040038e-01 -4.92648468e-01 -5.87870523e-01 -8.12061735e-02
-2.93432013e-01 -5.93572195e-01 -1.50066014e-01 -2.70651318e-01
-4.07487105e-01 -3.69042966e-01 2.00986266e-01 8.12549889e-01
1.47977079e-01]
[ 5.67066044e-03 -1.37119119e-01 4.89398147e-02 -5.65143415e-02
-4.10688104e-02 5.83288780e-02 -1.22275140e-01 2.02088213e-01
-1.40140702e-01 -1.91570215e-01 -7.47259224e-02 -1.16053343e-01
6.30737685e-02]
[ -2.36992612e-01 1.36432552e-01 -2.54552831e-02 1.28747028e-01
7.88644818e-02 -1.24911572e-01 5.34082276e-02 -1.19223050e-01
2.75573203e-01 -2.71472759e-01 1.80053939e-01 7.14734547e-01
7.77508976e-01]
[ 2.04596690e-01 -2.40849459e-01 -2.79805376e-01 4.62701913e-02
-2.81787342e-01 5.64186787e-03 1.50195322e-01 -5.04843299e-01
1.73017070e-01 -2.76587787e-01 -1.86671556e-01 -3.04361977e-01
-1.61350136e-01]
[ 1.22370183e-01 1.04695453e-02 1.09799829e-01 -6.28369903e-02
-2.05449537e-02 7.19581886e-02 -1.25224550e-01 -9.03484118e-02
6.95356760e-02 1.94921741e-01 9.67294747e-02 -9.51414846e-02
-2.30871093e-01]
[ -4.82989299e-01 -6.02075943e-01 -6.03486621e-01 -5.96185153e-01
-5.83211122e-01 -5.64727571e-01 -3.20818160e-01 -1.66288147e-01
-4.45257591e-01 -2.43581666e-01 -5.05322865e-01 -7.08226648e-01
-5.60265456e-01]
[ -4.16689097e-01 -5.87513614e-01 -3.22023096e-01 -3.82101389e-01
-4.13619541e-01 -5.62071127e-01 -4.20962327e-01 -4.59297347e-01
-2.93070143e-01 -1.34297314e-01 -4.45208266e-01 -3.78537613e-01
-3.91062453e-01]
[ -3.36852067e-01 -3.43314915e-01 -4.80068214e-01 -1.84387666e-01
-3.17462549e-01 -4.20906430e-01 -2.86033188e-01 -2.35991966e-01
-2.96522492e-01 -5.25402771e-01 -2.63795764e-01 -6.44233365e-01
-4.08944857e-01]
[ -4.67451140e-01 -3.52560346e-01 -3.77929021e-01 -1.94412666e-01
-3.41580094e-01 -2.15705621e-01 -6.17351646e-02 -4.26223905e-01
-2.52697957e-01 -4.35310623e-01 -1.67815803e-01 -2.60700665e-01
-1.72087294e-01]
[ -9.53858412e-01 -9.42246570e-01 -9.80204475e-01 -7.43552118e-01
-1.03246257e+00 -9.85674799e-01 -5.85576819e-01 -5.77906643e-01
-7.44778411e-01 -5.49715630e-01 -7.33439187e-01 -6.01914730e-01
-6.88692885e-01]
[ -5.12875393e-01 -2.67332216e-01 -4.70443132e-01 -3.34793955e-01
-3.46960069e-01 -3.61300017e-01 -5.85695135e-01 -6.00849488e-01
-6.46792698e-01 -1.22171909e-01 -4.84610092e-01 -6.58711490e-01
-4.79373646e-01]
[ -1.15929856e-01 2.22717078e-02 -3.39044270e-01 -4.33423793e-01
-1.05759765e-01 -7.30407656e-02 -1.75747719e-01 -3.51261273e-01
-1.54968057e-01 9.25749687e-02 -4.43994283e-01 -8.91990748e-01
-4.82674478e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58295132e-01 -1.17879848e-01 1.64095248e-01 -2.74471633e-01
-1.29765301e-01 1.13212166e-01 -1.22762082e-01 1.49874344e-02
-8.18757487e-02 7.14216230e-02 -1.73580637e-01 -3.63015996e-01
-3.75689460e-03]
[ -8.43762820e-02 -2.64394870e-01 -1.79435735e-01 -2.93357489e-01
-4.78355141e-01 -8.55835936e-02 -4.20401933e-02 1.10616522e-02
-5.78450202e-02 2.18277196e-02 -2.13504266e-01 -3.42361844e-01
-2.62295443e-01]
[ -7.33468371e-02 -1.39544495e-02 -2.35529951e-01 -2.42783349e-01
1.29366790e-01 -1.63368000e-01 -1.80103758e-01 7.33074226e-02
-1.25625592e-02 4.76495172e-02 -1.62222201e-01 8.42821167e-02
-8.46352907e-02]
[ 3.37511718e-02 -1.63457622e-01 -1.49824949e-01 -7.78015850e-02
-1.22218350e-01 -1.07121584e-01 1.03389581e-01 -1.50776331e-01
-1.72721020e-02 4.94347763e-03 -2.05217571e-02 -1.42108698e-01
2.17988564e-02]
[ -2.87484444e-01 -1.44333540e-01 -7.39226384e-02 -1.09394851e-01
-3.04345311e-01 -2.73941517e-01 -3.68273406e-01 4.51063701e-02
-3.11732214e-01 -2.06507320e-01 1.61635337e-01 -8.07408276e-02
2.47831862e-01]
[ -2.22969236e-01 -1.24718473e-01 -8.89781137e-02 -4.51781399e-02
-8.49040818e-02 -1.17879798e-01 -6.54430758e-02 3.77624478e-02
-1.29660213e-01 -4.61558274e-02 1.52494766e-02 -1.86279021e-01
-3.49972058e-02]
[ -1.63675787e-01 -6.96117360e-02 -2.26856380e-01 -3.07032954e-01
-1.57084526e-01 -2.02329420e-01 -2.99394839e-01 -9.27007957e-02
1.53409757e-01 -1.95370831e-01 -3.63411442e-01 -2.88930837e-01
-2.38906170e-01]
[ -3.72171358e-01 -6.13239068e-02 -1.50595237e-01 -1.35549910e-01
-4.83311920e-02 -3.12927049e-01 2.94625076e-02 -7.81799590e-02
-1.27808877e-01 6.65742753e-02 1.54237419e-02 -2.44569494e-01
-2.68273631e-01]
[ -1.67227581e-01 -1.47568477e-01 -5.00133520e-02 -1.61609011e-01
-1.31333482e-01 -2.94787276e-01 -1.43215111e-02 -1.40808314e-01
-2.28364025e-01 3.16750425e-02 2.13482506e-01 -2.83432212e-02
-1.70582275e-01]
[ -1.32817571e-01 -1.75840148e-01 -1.12679225e-01 -2.82494442e-01
9.10715523e-02 -1.75492179e-02 -1.85086768e-01 -1.58692467e-01
1.10982042e-01 -9.20798239e-02 -1.32790416e-01 -8.92356849e-02
-3.15030031e-01]
[ -4.37880445e-02 -3.33975271e-02 -1.48709330e-01 -5.54706873e-02
-2.29036025e-01 6.28632097e-02 -7.77008999e-02 -4.55946993e-02
-2.30166118e-01 -8.84411191e-02 -9.05124903e-02 -3.50958312e-01
-1.93632821e-01]
[ -7.14532641e-02 2.54449587e-02 -1.28605252e-01 -3.13355487e-01
1.21352211e-01 2.05357204e-02 -2.12794825e-01 -1.54253283e-01
1.22346967e-01 -6.03242380e-02 -2.81001865e-01 -2.54348380e-01
-2.97210554e-01]
[ 8.09809860e-02 -3.11558878e-01 -8.28105062e-02 -4.52147731e-01
-2.24805795e-01 -8.88289828e-02 7.10538642e-02 1.05796891e-01
-5.56603491e-03 3.05011931e-01 -5.28673907e-01 -7.86943545e-01
4.38659903e-01]
[ -2.20916491e-01 -2.47460425e-01 -1.30276977e-01 -3.08510485e-01
-3.03019107e-01 -9.29570138e-02 2.06955621e-01 4.31096538e-02
2.93440153e-01 4.28047180e-02 -4.09718436e-01 -9.83207498e-01
6.35231512e-01]
[ -1.17094564e-02 -1.89969079e-01 2.32978886e-02 -3.18129732e-01
-1.73669547e-01 1.66312389e-01 2.10538221e-01 2.69659401e-01
-2.08765032e-02 2.47476597e-01 -2.35804255e-01 -1.06799831e+00
7.46844103e-01]
[ 3.15994711e-03 -4.64020668e-02 -1.23521470e-01 -1.29104680e-01
-1.80441212e-01 -4.63838940e-02 2.98818134e-01 1.71638897e-01
2.56453517e-01 3.77016567e-01 -4.84276177e-01 -9.51669455e-01
7.48175493e-01]
[ -8.14579224e-02 -2.80970912e-01 6.00061483e-02 -3.68833634e-01
-1.50556582e-01 1.17374103e-01 3.72643658e-01 1.43640475e-01
-6.18162501e-02 1.73778988e-01 -5.66310749e-01 -9.68822608e-01
8.62593331e-01]
[ 1.21875991e-01 -9.06465936e-02 1.70338524e-02 -1.80507868e-01
-8.36063597e-02 -1.77795131e-02 2.56543118e-01 3.76518112e-01
4.16831157e-01 2.71253730e-01 -5.57812436e-01 -8.80251204e-01
5.72581622e-01]
[ -5.70350037e-03 -1.35406153e-01 2.13311175e-02 1.20044524e-02
-8.98007400e-02 -2.83521202e-01 5.61784863e-02 3.38425318e-01
-7.74478606e-03 1.06475067e-01 -2.60770015e-01 -7.48696479e-01
2.70009825e-01]
[ 8.21501539e-02 1.08453794e-01 4.22360820e-03 1.29166438e-01
-8.92806610e-02 -5.92823576e-02 -1.86113840e-01 -1.40929483e-01
-2.67321344e-01 -1.29169687e-01 -1.33000859e-01 2.58384273e-01
-2.54259782e-01]
[ 3.99342019e-02 -9.68667962e-02 1.43224483e-01 2.95565472e-01
2.52519998e-01 8.39242001e-03 -4.03239816e-01 -3.52046859e-01
-7.80636337e-02 -5.35321887e-01 2.18396394e-01 1.03612311e+00
-5.86703270e-01]
[ 3.20489273e-02 7.81101045e-02 -2.12642187e-01 6.43274192e-02
3.18038523e-02 -1.52137534e-03 -1.74218427e-01 -3.40053670e-01
-2.84385791e-01 -2.11022755e-01 -4.54179350e-02 -7.74431604e-02
-1.84599207e-01]
[ -5.84837161e-02 -2.12688241e-01 6.22756236e-02 6.66994926e-02
-1.33508262e-01 -1.34692816e-01 1.82587253e-02 -2.76002164e-02
6.64300945e-02 -3.82172584e-01 -3.31568069e-01 -2.62249879e-01
4.55218075e-02]
[ 1.26432691e-02 -2.73541976e-01 5.81849146e-02 -2.79272104e-01
-1.95173304e-01 -2.31403033e-01 -2.64567700e-01 3.44914726e-02
-1.10093596e-02 9.30209197e-02 -1.96711868e-01 1.24464652e-01
-6.61554169e-04]
[ 1.66726148e-01 5.63257832e-02 -1.07293605e-01 -2.40786221e-01
-5.57738405e-02 -1.02891918e-01 -2.05523522e-01 -1.49539991e-02
-2.05176784e-01 -2.59619394e-01 -1.79721941e-01 3.67545159e-01
-1.08432579e-01]
[ -1.75461617e-01 -1.80214472e-01 -1.14491670e-01 -2.35596993e-01
-4.94949031e-02 2.59117764e-02 -2.02302142e-01 -2.48332906e-01
-1.47675352e-01 -5.74154713e-02 -2.11243279e-01 2.56695132e-01
-1.99942055e-01]
[ -3.86664729e-02 -2.08303179e-01 -1.62810098e-01 -2.40268128e-01
-4.95731261e-02 4.27819479e-02 -6.16717889e-02 -6.39878438e-02
-2.33852299e-01 -3.06137193e-01 -4.97623602e-02 4.97809827e-02
-4.77706660e-02]
[ 1.10008509e-01 8.44314993e-02 -1.31159627e-02 -1.85431769e-01
-3.21903081e-01 7.12170899e-03 -1.84509181e-01 -3.02876448e-01
-3.28773800e-01 -1.68923956e-04 -1.01931984e-01 1.72074821e-01
-9.34738396e-02]
[ -6.31666621e-02 -9.52542940e-03 -2.84833260e-01 -1.51636498e-02
6.99436003e-02 1.55232365e-01 -2.42137903e-01 -1.88569418e-01
-5.46718467e-02 -6.95079866e-02 1.85767156e-01 6.28982167e-01
-1.15024870e-01]
[ 1.14484562e-01 3.48547946e-01 -2.02912883e-01 7.22860914e-01
1.22806904e-01 -1.06839138e-03 -2.59819200e-01 -4.15724419e-01
-2.58527381e-01 -3.82018812e-01 7.58151860e-01 9.89913950e-01
-1.05305728e+00]
[ -2.47953807e-02 1.84539924e-01 4.71077504e-02 2.84880915e-01
6.73845686e-03 -6.87593604e-02 -3.10523385e-01 -3.85401291e-01
-2.99541109e-01 -2.80387610e-01 5.50050805e-01 9.96700852e-01
-9.74653359e-01]
[ -4.32298075e-02 -1.32070952e-01 -1.52953957e-01 2.94806814e-01
-1.75559526e-01 2.34765414e-01 -7.50335187e-02 -2.14328767e-01
-2.40736632e-01 -4.20197195e-01 1.88905333e-01 4.97727865e-01
-4.59754476e-01]
[ 7.94361340e-02 -3.82826462e-01 -5.12892839e-02 -1.21214186e-02
-1.13780824e-01 1.99724937e-01 7.12237434e-02 1.65890726e-01
-1.78733954e-01 -3.17324343e-02 -6.33069948e-02 3.33084723e-01
-2.57439265e-01]
[ 2.04805444e-01 -2.93373770e-01 -1.20368536e-01 -7.88440837e-02
-2.12078734e-01 1.21958712e-01 1.75969278e-02 -1.38185407e-01
-6.20602238e-02 -8.29272274e-02 -1.42354484e-01 -1.61030029e-01
-1.53263014e-01]
[ -1.35016550e-01 -8.00755034e-02 3.78701771e-02 -2.52172008e-01
-5.80622031e-02 -1.41243434e-01 4.14084838e-02 -1.31695263e-02
-9.13095263e-02 -4.25483382e-03 -3.16148558e-01 -4.37532276e-01
-6.93715497e-02]
[ -1.40428494e-01 -1.37828794e-01 -6.75878038e-02 -2.77143491e-01
-3.47493122e-01 -2.88446649e-01 1.62131083e-01 1.42676679e-01
1.89329428e-02 1.19882755e-01 -2.61336354e-01 -8.19597598e-01
3.54186442e-02]
[ -1.55425262e-01 -2.46238287e-01 -2.99502722e-01 -5.78590066e-01
-2.93630376e-01 -2.09328391e-01 -2.93024799e-01 4.12436476e-02
-1.50092598e-02 -4.46861680e-01 -4.89102506e-01 -5.02034284e-01
-7.07286240e-01]
[ -1.18279018e-01 1.27894473e-01 1.69962839e-02 6.89183765e-02
-2.07570116e-01 -1.73220593e-01 -1.36040390e-01 1.58925762e-02
-1.25777276e-01 -1.62238092e-01 -1.48112727e-01 -3.80231407e-01
-2.39093099e-02]
[ -3.57926048e-01 -1.17659231e-01 -2.72061058e-01 2.19620221e-01
-2.00552022e-01 -2.30324032e-01 -8.47862820e-02 -1.08655149e-01
2.87362656e-02 1.28690958e-02 7.80168566e-02 -3.13719578e-01
7.20224920e-02]
[ -1.29468276e-01 -4.30220907e-02 -2.54834877e-01 9.11459992e-02
-2.23535570e-01 -2.79089015e-01 -3.58493823e-01 -1.98590692e-02
1.71065780e-02 -1.34333423e-01 -2.39008468e-01 -2.92184666e-01
2.24604387e-02]
[ -2.29947421e-01 -5.33263175e-01 -3.38069256e-01 -2.19800040e-01
-3.23944190e-01 -2.30381149e-01 -4.12703966e-02 -2.56259957e-01
6.23876499e-02 -2.35537352e-01 -1.20699049e-01 -2.50862071e-01
-3.81348614e-02]
[ -2.18155642e-01 -2.96984236e-01 -3.19149599e-01 -1.12460237e-01
-9.21093962e-02 -1.49729832e-01 -6.95565460e-02 1.84116967e-02
-1.91833155e-01 -5.00300847e-01 -2.44303023e-01 -1.92598301e-01
2.57446314e-02]
[ -1.07225256e-01 -7.83649537e-03 -2.39561241e-01 -6.65408607e-01
-2.61086265e-01 -2.58929735e-01 5.02187397e-03 -4.22920185e-01
1.08871862e-01 -1.33545811e-01 -4.93109459e-01 -2.61366863e-01
-6.72661016e-01]]
Progress: 21.2% ... Training loss: 0.234 ... Validation loss: 0.400[[-0.17154521]
[ 0.24965751]
[-0.16286997]
[ 0.96110437]
[ 0.26158826]
[-0.05250472]
[-0.84573879]
[-0.93041857]
[-0.65221042]
[-0.93407171]
[ 1.18097187]
[ 2.9011618 ]
[-1.93913351]]
[[ -5.32569250e-01 -4.93179816e-01 -5.87574749e-01 -8.19294536e-02
-2.93823918e-01 -5.93479457e-01 -1.47420121e-01 -2.68972879e-01
-4.04708811e-01 -3.67669406e-01 1.98700516e-01 8.09714200e-01
1.51339904e-01]
[ 5.80906862e-03 -1.37388730e-01 4.90910751e-02 -5.74421196e-02
-4.13037851e-02 5.83719909e-02 -1.21602002e-01 2.03452460e-01
-1.39736496e-01 -1.90529004e-01 -7.59782992e-02 -1.18917760e-01
6.36807970e-02]
[ -2.36726980e-01 1.35312395e-01 -2.50681321e-02 1.25034158e-01
7.77354477e-02 -1.24849109e-01 5.72714715e-02 -1.14503239e-01
2.80196197e-01 -2.71431867e-01 1.74249907e-01 7.01212536e-01
7.91990148e-01]
[ 2.05332007e-01 -2.41122446e-01 -2.79615841e-01 4.52817093e-02
-2.82516000e-01 5.75409447e-03 1.52887735e-01 -5.04454790e-01
1.74262493e-01 -2.74725143e-01 -1.88400495e-01 -3.23798283e-01
-1.64395866e-01]
[ 1.23451670e-01 9.47184376e-03 1.10909417e-01 -6.65522704e-02
-2.17557955e-02 7.22631386e-02 -1.20479809e-01 -8.51893195e-02
7.31071211e-02 2.03830935e-01 8.85534245e-02 -1.13316323e-01
-2.22613711e-01]
[ -4.82681008e-01 -6.02405613e-01 -6.03219046e-01 -5.97938797e-01
-5.83405167e-01 -5.64651096e-01 -3.19717219e-01 -1.65329275e-01
-4.44556138e-01 -2.41969966e-01 -5.07970029e-01 -7.11764600e-01
-5.62880859e-01]
[ -4.16618974e-01 -5.87669307e-01 -3.21923459e-01 -3.80487562e-01
-4.13498501e-01 -5.62080689e-01 -4.22241236e-01 -4.60192372e-01
-2.93398700e-01 -1.34000593e-01 -4.43660885e-01 -3.75383601e-01
-3.95665971e-01]
[ -3.36388069e-01 -3.44106961e-01 -4.79714632e-01 -1.86885465e-01
-3.18339841e-01 -4.20839221e-01 -2.83010024e-01 -2.32343316e-01
-2.93261360e-01 -5.24773773e-01 -2.68670664e-01 -6.56174671e-01
-4.04511532e-01]
[ -4.67538727e-01 -3.52420312e-01 -3.78017491e-01 -1.94373456e-01
-3.41540943e-01 -2.15746033e-01 -6.18999946e-02 -4.27021579e-01
-2.52291505e-01 -4.36000546e-01 -1.69233603e-01 -2.67343394e-01
-1.69548468e-01]
[ -9.53357553e-01 -9.43565744e-01 -9.79535884e-01 -7.46211897e-01
-1.03356667e+00 -9.85554466e-01 -5.82514437e-01 -5.73253892e-01
-7.40588072e-01 -5.48067550e-01 -7.41249723e-01 -6.21749864e-01
-6.83483386e-01]
[ -5.13184270e-01 -2.66600637e-01 -4.70820188e-01 -3.32555086e-01
-3.46260857e-01 -3.61418598e-01 -5.87996203e-01 -6.03749994e-01
-6.48389670e-01 -1.23868433e-01 -4.81305169e-01 -6.51919719e-01
-4.86182630e-01]
[ -1.15367011e-01 2.17219289e-02 -3.38703483e-01 -4.35601289e-01
-1.06266019e-01 -7.29488081e-02 -1.73828667e-01 -3.50098697e-01
-1.53520943e-01 9.44709078e-02 -4.46881154e-01 -8.97915359e-01
-4.81321762e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.57896656e-01 -1.18422307e-01 1.64427826e-01 -2.76265662e-01
-1.30261718e-01 1.13327405e-01 -1.20720942e-01 1.73985161e-02
-8.05713361e-02 7.43650366e-02 -1.76735318e-01 -3.70240032e-01
-2.72208435e-03]
[ -8.42609528e-02 -2.64582976e-01 -1.79354225e-01 -2.94069889e-01
-4.78486504e-01 -8.55520384e-02 -4.12871810e-02 1.21729001e-02
-5.73935569e-02 2.28702495e-02 -2.14739610e-01 -3.45587258e-01
-2.61374909e-01]
[ -7.34113145e-02 -1.38500971e-02 -2.35539365e-01 -2.43133802e-01
1.29446106e-01 -1.63392058e-01 -1.80440381e-01 7.26181182e-02
-1.27483170e-02 4.70409083e-02 -1.61837592e-01 8.63367375e-02
-8.51286182e-02]
[ 3.39334366e-02 -1.63678203e-01 -1.49673436e-01 -7.75682068e-02
-1.22364344e-01 -1.07075418e-01 1.03989814e-01 -1.50129038e-01
-1.65229664e-02 6.15855861e-03 -2.09100713e-02 -1.41750581e-01
2.33411053e-02]
[ -2.87409084e-01 -1.44530902e-01 -7.38288453e-02 -1.10281969e-01
-3.04438872e-01 -2.73936156e-01 -3.68360061e-01 4.46455386e-02
-3.11355106e-01 -2.06253898e-01 1.60896065e-01 -8.03052231e-02
2.46893877e-01]
[ -2.23372878e-01 -1.23842324e-01 -8.94186396e-02 -4.00393303e-02
-8.39271041e-02 -1.18031535e-01 -6.90965612e-02 3.41241157e-02
-1.32589374e-01 -4.95526351e-02 2.17299970e-02 -1.73851597e-01
-4.57006072e-02]
[ -1.63850140e-01 -6.97785999e-02 -2.26846738e-01 -3.06409837e-01
-1.57209900e-01 -2.02380934e-01 -2.99524686e-01 -9.14185904e-02
1.53595219e-01 -1.96144148e-01 -3.63929055e-01 -2.85789741e-01
-2.36538830e-01]
[ -3.71738085e-01 -6.20918157e-02 -1.50267974e-01 -1.39362540e-01
-4.91299726e-02 -3.12815610e-01 3.26581309e-02 -7.57015194e-02
-1.24928507e-01 6.86651992e-02 1.00951248e-02 -2.59013170e-01
-2.63276424e-01]
[ -1.66774604e-01 -1.47967369e-01 -4.97257885e-02 -1.63747205e-01
-1.31818177e-01 -2.94681764e-01 -1.21202579e-02 -1.38882593e-01
-2.26481977e-01 3.28830711e-02 2.10553664e-01 -3.92448481e-02
-1.67021809e-01]
[ -1.32597508e-01 -1.76195031e-01 -1.12534613e-01 -2.83964696e-01
9.06793365e-02 -1.74757368e-02 -1.83877586e-01 -1.58169462e-01
1.12091943e-01 -9.09525673e-02 -1.34822332e-01 -9.48815189e-02
-3.11285320e-01]
[ -4.41440942e-02 -3.27761969e-02 -1.49011842e-01 -5.32388622e-02
-2.28479808e-01 6.27364080e-02 -7.98586235e-02 -4.75174897e-02
-2.31457950e-01 -9.05296107e-02 -8.83278990e-02 -3.45738811e-01
-1.97168795e-01]
[ -7.15776578e-02 2.55428081e-02 -1.28648949e-01 -3.13015945e-01
1.21496953e-01 2.04947880e-02 -2.13750569e-01 -1.55006196e-01
1.21854300e-01 -6.14901728e-02 -2.81119473e-01 -2.55512132e-01
-2.99953952e-01]
[ 8.09100575e-02 -3.11477644e-01 -8.29010637e-02 -4.51952546e-01
-2.24724103e-01 -8.88482412e-02 7.08099126e-02 1.04962945e-01
-5.76784139e-03 3.04234446e-01 -5.28407896e-01 -7.86798046e-01
4.38167513e-01]
[ -2.21022913e-01 -2.47255360e-01 -1.30393364e-01 -3.07792787e-01
-3.02817604e-01 -9.29933938e-02 2.06015748e-01 4.22129395e-02
2.92662030e-01 4.19326566e-02 -4.08926649e-01 -9.81695757e-01
6.32892640e-01]
[ -1.17958753e-02 -1.89875945e-01 2.32299530e-02 -3.17634627e-01
-1.73563311e-01 1.66284218e-01 2.10056848e-01 2.69425679e-01
-2.13025214e-02 2.47008042e-01 -2.35354604e-01 -1.06758257e+00
7.45757572e-01]
[ 3.00099780e-03 -4.62361928e-02 -1.23595256e-01 -1.28762755e-01
-1.80298173e-01 -4.64327180e-02 2.98209530e-01 1.71193734e-01
2.56006385e-01 3.76292720e-01 -4.84135153e-01 -9.52596796e-01
7.47497923e-01]
[ -8.14278468e-02 -2.81023434e-01 6.00365312e-02 -3.69059232e-01
-1.50610762e-01 1.17385225e-01 3.72939576e-01 1.43791055e-01
-6.16139515e-02 1.74020051e-01 -5.66602797e-01 -9.69387215e-01
8.63124413e-01]
[ 1.21848520e-01 -9.06506101e-02 1.70045912e-02 -1.80559155e-01
-8.36180468e-02 -1.77877771e-02 2.56587382e-01 3.76546259e-01
4.16970350e-01 2.71005098e-01 -5.57886375e-01 -8.81394989e-01
5.73270165e-01]
[ -5.72428559e-03 -1.35406479e-01 2.13310443e-02 1.21529201e-02
-8.97969959e-02 -2.83525553e-01 5.61819605e-02 3.38498492e-01
-7.75736436e-03 1.06498064e-01 -2.60701912e-01 -7.48962022e-01
2.69927158e-01]
[ 8.23351633e-02 1.08098444e-01 4.35011186e-03 1.29182359e-01
-8.95755467e-02 -5.92419950e-02 -1.85989611e-01 -1.40550634e-01
-2.66861808e-01 -1.28717141e-01 -1.33177125e-01 2.59904191e-01
-2.54672177e-01]
[ 4.05365435e-02 -9.76974180e-02 1.43699117e-01 2.91599759e-01
2.51575394e-01 8.52633572e-03 -3.99750719e-01 -3.48987981e-01
-7.43758922e-02 -5.33514600e-01 2.12366828e-01 1.01749328e+00
-5.81076763e-01]
[ 3.19522284e-02 7.81701413e-02 -2.12696314e-01 6.47565822e-02
3.19206327e-02 -1.55686023e-03 -1.74523484e-01 -3.40418662e-01
-2.84507492e-01 -2.11470643e-01 -4.51812161e-02 -7.79827566e-02
-1.84688372e-01]
[ -5.84554755e-02 -2.12707160e-01 6.22997081e-02 6.61709608e-02
-1.33544187e-01 -1.34690440e-01 1.86758793e-02 -2.72967449e-02
6.67092700e-02 -3.81922940e-01 -3.32215046e-01 -2.64685900e-01
4.67658820e-02]
[ 1.27259859e-02 -2.73649215e-01 5.82805461e-02 -2.79538717e-01
-1.95262855e-01 -2.31384952e-01 -2.64319476e-01 3.53789257e-02
-1.06350817e-02 9.40027360e-02 -1.97269905e-01 1.23082804e-01
3.08734759e-05]
[ 1.67045080e-01 5.57966287e-02 -1.07091425e-01 -2.43646419e-01
-5.63506609e-02 -1.02788355e-01 -2.03204582e-01 -1.35651717e-02
-2.03373513e-01 -2.57815768e-01 -1.83212020e-01 3.57295873e-01
-1.02187180e-01]
[ -1.75505070e-01 -1.80022999e-01 -1.14555756e-01 -2.35480665e-01
-4.93726023e-02 2.58773621e-02 -2.02929002e-01 -2.49133903e-01
-1.47794328e-01 -5.79335818e-02 -2.11090411e-01 2.57528074e-01
-1.99820214e-01]
[ -3.88023519e-02 -2.08143638e-01 -1.62910491e-01 -2.40118365e-01
-4.93417586e-02 4.27398272e-02 -6.23129753e-02 -6.42388976e-02
-2.33882375e-01 -3.06868834e-01 -4.92243325e-02 5.24763815e-02
-4.88786984e-02]
[ 1.09880441e-01 8.48751128e-02 -1.32734739e-02 -1.84779593e-01
-3.21481009e-01 7.07715546e-03 -1.85587477e-01 -3.05624917e-01
-3.29525357e-01 -1.90805703e-03 -1.00290822e-01 1.79230233e-01
-9.64536115e-02]
[ -6.32109334e-02 -9.40584303e-03 -2.84871117e-01 -1.45305994e-02
7.00696300e-02 1.55213956e-01 -2.42595956e-01 -1.89114775e-01
-5.50878148e-02 -7.00205797e-02 1.86683137e-01 6.31587759e-01
-1.16513870e-01]
[ 1.14564334e-01 3.48624623e-01 -2.02903228e-01 7.25722542e-01
1.23009771e-01 -1.04727572e-03 -2.60824669e-01 -4.16050643e-01
-2.59386699e-01 -3.82090411e-01 7.60811475e-01 9.93684503e-01
-1.05839604e+00]
[ -2.43237929e-02 1.83581936e-01 4.76180795e-02 2.80982746e-01
5.87198391e-03 -6.86131638e-02 -3.07643632e-01 -3.81033945e-01
-2.97384919e-01 -2.76635491e-01 5.44481830e-01 9.82850873e-01
-9.70485512e-01]
[ -4.33721044e-02 -1.32117850e-01 -1.52944188e-01 2.95501902e-01
-1.75541571e-01 2.34719272e-01 -7.48229154e-02 -2.13350774e-01
-2.40687176e-01 -4.20501843e-01 1.88542850e-01 5.00303884e-01
-4.58192007e-01]
[ 7.92593644e-02 -3.82542562e-01 -5.14427015e-02 -9.84540336e-03
-1.13460270e-01 1.99668046e-01 6.94268571e-02 1.63994283e-01
-1.80238984e-01 -3.30455260e-02 -6.04922804e-02 3.41560668e-01
-2.62899044e-01]
[ 2.04812516e-01 -2.93363429e-01 -1.20376224e-01 -7.88081137e-02
-2.12071952e-01 1.21963029e-01 1.76497280e-02 -1.38171329e-01
-6.21442129e-02 -8.29985217e-02 -1.42269053e-01 -1.60495631e-01
-1.53509556e-01]
[ -1.34894232e-01 -8.01405701e-02 3.79229980e-02 -2.52451781e-01
-5.81429628e-02 -1.41219984e-01 4.18346825e-02 -1.29703839e-02
-9.09174260e-02 -3.62548719e-03 -3.16592170e-01 -4.37710459e-01
-6.92542426e-02]
[ -1.40363319e-01 -1.37888544e-01 -6.75383913e-02 -2.77429498e-01
-3.47552304e-01 -2.88434174e-01 1.62486404e-01 1.43106645e-01
1.91824553e-02 1.20590385e-01 -2.61847948e-01 -8.20638718e-01
3.59758457e-02]
[ -1.54674628e-01 -2.47087051e-01 -2.99079757e-01 -5.83637739e-01
-2.94540294e-01 -2.09162551e-01 -2.88673293e-01 4.35185246e-02
-1.09124468e-02 -4.45126994e-01 -4.95287124e-01 -5.17217748e-01
-7.06581905e-01]
[ -1.18076630e-01 1.27492919e-01 1.72825425e-02 6.69985057e-02
-2.08030269e-01 -1.73183257e-01 -1.35053649e-01 1.79015637e-02
-1.24792710e-01 -1.60168417e-01 -1.51724362e-01 -3.90600452e-01
-2.05239960e-02]
[ -3.58570889e-01 -1.16530388e-01 -2.72517672e-01 2.27687032e-01
-1.99387110e-01 -2.30536002e-01 -9.02463739e-02 -1.12918342e-01
2.44069630e-02 8.64546015e-03 8.70032443e-02 -2.91746984e-01
6.04283976e-02]
[ -1.28963864e-01 -4.40441733e-02 -2.54449353e-01 8.66167990e-02
-2.24469421e-01 -2.78960913e-01 -3.55171772e-01 -1.62067231e-02
2.01071452e-02 -1.31252991e-01 -2.44830673e-01 -3.05943996e-01
3.18823811e-02]
[ -2.29991309e-01 -5.33219468e-01 -3.38051503e-01 -2.18207083e-01
-3.23865459e-01 -2.30382534e-01 -4.19107385e-02 -2.56531120e-01
6.19636780e-02 -2.35672924e-01 -1.19469739e-01 -2.51338610e-01
-3.96478092e-02]
[ -2.18496147e-01 -2.96319775e-01 -3.19486602e-01 -1.10045450e-01
-9.13722146e-02 -1.49851792e-01 -7.21590710e-02 1.47607119e-02
-1.93479410e-01 -5.03133056e-01 -2.41266427e-01 -1.84606558e-01
1.96362437e-02]
[ -1.06898630e-01 -8.53847921e-03 -2.39247800e-01 -6.68584825e-01
-2.61674314e-01 -2.58831988e-01 7.74490075e-03 -4.19756234e-01
1.11229925e-01 -1.31391692e-01 -4.98135777e-01 -2.70510796e-01
-6.67203946e-01]]
Progress: 21.2% ... Training loss: 0.239 ... Validation loss: 0.407[[-0.15650136]
[ 0.26603449]
[-0.14603457]
[ 0.98148158]
[ 0.27780494]
[-0.03803651]
[-0.82032269]
[-0.90673275]
[-0.63005144]
[-0.90788856]
[ 1.20665048]
[ 2.94440245]
[-1.91600889]]
[[ -5.33604954e-01 -4.91374423e-01 -5.88734046e-01 -7.45429461e-02
-2.91925652e-01 -5.93745109e-01 -1.56651911e-01 -2.79168024e-01
-4.11139521e-01 -3.78533988e-01 2.13233512e-01 8.60182047e-01
1.27650873e-01]
[ 5.69461726e-03 -1.37004887e-01 4.88759281e-02 -5.62588464e-02
-4.09627016e-02 5.83104119e-02 -1.22412727e-01 2.02275503e-01
-1.40376993e-01 -1.91476825e-01 -7.44402474e-02 -1.14403518e-01
6.07017961e-02]
[ -2.36956944e-01 1.35582091e-01 -2.51972039e-02 1.26031757e-01
7.75748933e-02 -1.24835173e-01 5.62576886e-02 -1.10610009e-01
2.79321504e-01 -2.73195740e-01 1.77452872e-01 7.20495019e-01
7.84241127e-01]
[ 2.06089684e-01 -2.41913299e-01 -2.78602270e-01 4.37741370e-02
-2.83352833e-01 5.99177987e-03 1.56886549e-01 -4.99430113e-01
1.76631840e-01 -2.64322650e-01 -1.94209711e-01 -3.51533720e-01
-1.53517630e-01]
[ 1.23848157e-01 9.61762375e-03 1.11090707e-01 -7.05107923e-02
-2.23882145e-02 7.23957370e-02 -1.16610992e-01 -7.97023299e-02
7.32722419e-02 2.05500497e-01 8.79535741e-02 -1.20297758e-01
-2.15395435e-01]
[ -4.82802700e-01 -6.02460100e-01 -6.03317294e-01 -5.97116911e-01
-5.83457971e-01 -5.64690950e-01 -3.21237244e-01 -1.66696552e-01
-4.45401115e-01 -2.43106515e-01 -5.07238106e-01 -7.08464206e-01
-5.64669244e-01]
[ -4.17464840e-01 -5.85837014e-01 -3.23054945e-01 -3.73810418e-01
-4.11402839e-01 -5.62299330e-01 -4.29810537e-01 -4.70521827e-01
-2.99181526e-01 -1.43801750e-01 -4.30956923e-01 -3.35235610e-01
-4.19857867e-01]
[ -3.36882860e-01 -3.43669260e-01 -4.80012318e-01 -1.83258232e-01
-3.18066359e-01 -4.20942778e-01 -2.86255649e-01 -2.32646798e-01
-2.95195812e-01 -5.27188023e-01 -2.64399155e-01 -6.42145017e-01
-4.09152110e-01]
[ -4.68246998e-01 -3.51266364e-01 -3.78737294e-01 -1.90932609e-01
-3.40329415e-01 -2.16001580e-01 -6.56446115e-02 -4.32060025e-01
-2.55026470e-01 -4.40511745e-01 -1.64520718e-01 -2.55113091e-01
-1.75298546e-01]
[ -9.55003644e-01 -9.41292938e-01 -9.81170790e-01 -7.35397985e-01
-1.03120383e+00 -9.85985336e-01 -5.94696131e-01 -5.86871555e-01
-7.49002004e-01 -5.62280830e-01 -7.24264504e-01 -5.66988441e-01
-7.09858084e-01]
[ -5.13396582e-01 -2.65850100e-01 -4.71201570e-01 -3.30197670e-01
-3.45483429e-01 -3.61508899e-01 -5.90073218e-01 -6.05706614e-01
-6.50042359e-01 -1.25806979e-01 -4.77381285e-01 -6.39434361e-01
-4.94048206e-01]
[ -1.15679228e-01 2.20680412e-02 -3.38934416e-01 -4.34205506e-01
-1.05878425e-01 -7.30452358e-02 -1.75649526e-01 -3.51563072e-01
-1.54751542e-01 9.27595785e-02 -4.45369978e-01 -8.95453798e-01
-4.83452426e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58048069e-01 -1.18195622e-01 1.64206094e-01 -2.75628902e-01
-1.30027763e-01 1.13279257e-01 -1.21730036e-01 1.50463408e-02
-8.10974896e-02 7.22085010e-02 -1.75324699e-01 -3.66590949e-01
-3.81436888e-03]
[ -8.44136742e-02 -2.64451571e-01 -1.79442331e-01 -2.92346087e-01
-4.78225842e-01 -8.55969991e-02 -4.29475543e-02 1.00760973e-02
-5.81976892e-02 2.12392141e-02 -2.12315933e-01 -3.37378793e-01
-2.63794917e-01]
[ -7.32322569e-02 -1.42612719e-02 -2.35327242e-01 -2.44541142e-01
1.28924420e-01 -1.63339459e-01 -1.79379157e-01 7.56263684e-02
-1.22916085e-02 4.95791596e-02 -1.64797224e-01 7.82273664e-02
-8.35916492e-02]
[ 3.34316533e-02 -1.62588130e-01 -1.50359809e-01 -7.36949717e-02
-1.21167847e-01 -1.07190449e-01 9.96856336e-02 -1.55703960e-01
-1.97818629e-02 -9.43308997e-05 -1.31728731e-02 -1.15746994e-01
9.66733506e-03]
[ -2.87442044e-01 -1.44412936e-01 -7.39331133e-02 -1.10482426e-01
-3.04352228e-01 -2.73938963e-01 -3.68589474e-01 4.34574117e-02
-3.11561123e-01 -2.06941008e-01 1.61245718e-01 -7.88517285e-02
2.45291577e-01]
[ -2.23841376e-01 -1.23021607e-01 -8.98861114e-02 -3.58953137e-02
-8.30586742e-02 -1.18178307e-01 -7.27881834e-02 3.04686990e-02
-1.35659852e-01 -5.29716056e-02 2.74841879e-02 -1.56903242e-01
-5.58742284e-02]
[ -1.63718624e-01 -7.04057868e-02 -2.26610499e-01 -3.08576748e-01
-1.57813261e-01 -2.02323974e-01 -2.98191391e-01 -8.87880885e-02
1.55185170e-01 -1.95071502e-01 -3.66948138e-01 -2.92295726e-01
-2.31483060e-01]
[ -3.71869594e-01 -6.17152772e-02 -1.50412412e-01 -1.37774752e-01
-4.88467380e-02 -3.12854229e-01 3.18377584e-02 -7.65059830e-02
-1.25609889e-01 6.77345102e-02 1.20473930e-02 -2.54460850e-01
-2.64621342e-01]
[ -1.67009839e-01 -1.47613881e-01 -4.99104024e-02 -1.61353650e-01
-1.31431832e-01 -2.94730472e-01 -1.45726517e-02 -1.40305562e-01
-2.28121603e-01 3.15444071e-02 2.14001144e-01 -2.88647194e-02
-1.72800449e-01]
[ -1.32970101e-01 -1.75513608e-01 -1.12946429e-01 -2.81856605e-01
9.13596900e-02 -1.76165871e-02 -1.86018733e-01 -1.60936380e-01
1.10414818e-01 -9.33471736e-02 -1.31998203e-01 -8.71667874e-02
-3.15893952e-01]
[ -4.44126660e-02 -3.24646111e-02 -1.49237575e-01 -5.19886214e-02
-2.28130366e-01 6.26517268e-02 -8.11426197e-02 -4.87124831e-02
-2.32365460e-01 -9.20339484e-02 -8.67680276e-02 -3.43186441e-01
-1.98362032e-01]
[ -7.17435663e-02 2.58407426e-02 -1.28809983e-01 -3.12391615e-01
1.21804305e-01 2.04382070e-02 -2.14632064e-01 -1.56626818e-01
1.21281740e-01 -6.26493869e-02 -2.80179564e-01 -2.52650966e-01
-3.01030218e-01]
[ 8.07306552e-02 -3.11271835e-01 -8.30470499e-02 -4.51445236e-01
-2.24528921e-01 -8.88962055e-02 6.97743598e-02 1.03914070e-01
-6.43102098e-03 3.02989221e-01 -5.27754425e-01 -7.85756970e-01
4.36653543e-01]
[ -2.21135161e-01 -2.47151614e-01 -1.30441585e-01 -3.07448781e-01
-3.02702147e-01 -9.30222280e-02 2.05376580e-01 4.17003821e-02
2.92182231e-01 4.13135560e-02 -4.08572413e-01 -9.81264920e-01
6.31759170e-01]
[ -1.18575234e-02 -1.89826408e-01 2.31754211e-02 -3.17434711e-01
-1.73504361e-01 1.66266508e-01 2.09707893e-01 2.68929004e-01
-2.14795961e-02 2.46512605e-01 -2.35061123e-01 -1.06741827e+00
7.45018489e-01]
[ 2.97128202e-03 -4.61967978e-02 -1.23614218e-01 -1.28532530e-01
-1.80256205e-01 -4.64408226e-02 2.97985100e-01 1.71038235e-01
2.55836115e-01 3.76039380e-01 -4.83906732e-01 -9.52305232e-01
7.46958294e-01]
[ -8.14028502e-02 -2.81040091e-01 6.00518499e-02 -3.69125462e-01
-1.50634961e-01 1.17390043e-01 3.73197787e-01 1.43935563e-01
-6.15038559e-02 1.74263725e-01 -5.66698895e-01 -9.69801119e-01
8.63543888e-01]
[ 1.21786411e-01 -9.05954006e-02 1.69538513e-02 -1.80363355e-01
-8.35671318e-02 -1.78061569e-02 2.56281114e-01 3.76157829e-01
4.16743488e-01 2.70580160e-01 -5.57758238e-01 -8.81394180e-01
5.72945213e-01]
[ -5.71126061e-03 -1.35445841e-01 2.13303826e-02 1.26825257e-02
-8.98205733e-02 -2.83521625e-01 5.57577876e-02 3.38721003e-01
-8.10027956e-03 1.06710074e-01 -2.60479054e-01 -7.48080180e-01
2.68255634e-01]
[ 8.21213258e-02 1.08360227e-01 4.22223221e-03 1.31428188e-01
-8.92636933e-02 -5.92986495e-02 -1.87754033e-01 -1.41668720e-01
-2.67896505e-01 -1.30031419e-01 -1.30529013e-01 2.66480956e-01
-2.58835060e-01]
[ 3.99900888e-02 -9.70067300e-02 1.43186877e-01 2.96600377e-01
2.52515280e-01 8.36417251e-03 -4.03249400e-01 -3.53320121e-01
-7.67396187e-02 -5.37573921e-01 2.18550578e-01 1.03390803e+00
-5.86837097e-01]
[ 3.20467510e-02 7.80993844e-02 -2.12670857e-01 6.45701676e-02
3.18376530e-02 -1.53799122e-03 -1.74032840e-01 -3.40101348e-01
-2.84193104e-01 -2.11107980e-01 -4.54924345e-02 -7.88019234e-02
-1.84579560e-01]
[ -5.85441326e-02 -2.12596656e-01 6.22331858e-02 6.65656398e-02
-1.33450157e-01 -1.34702667e-01 1.77675371e-02 -2.75400355e-02
6.60332946e-02 -3.82388832e-01 -3.31116344e-01 -2.60963640e-01
4.54354411e-02]
[ 1.25390460e-02 -2.73238763e-01 5.79491546e-02 -2.78523756e-01
-1.94823509e-01 -2.31435366e-01 -2.65721571e-01 3.23647860e-02
-1.15892947e-02 9.11355413e-02 -1.94783951e-01 1.31720000e-01
-4.19281261e-03]
[ 1.66504790e-01 5.65370480e-02 -1.07514797e-01 -2.41691387e-01
-5.55712548e-02 -1.02929846e-01 -2.06402188e-01 -1.73594519e-02
-2.05543980e-01 -2.61514009e-01 -1.79600911e-01 3.69808039e-01
-1.07439726e-01]
[ -1.75361310e-01 -1.80340822e-01 -1.14388920e-01 -2.37027920e-01
-4.97364271e-02 2.59280854e-02 -2.01707897e-01 -2.47490872e-01
-1.46791508e-01 -5.64053131e-02 -2.13246293e-01 2.50932146e-01
-1.95867691e-01]
[ -3.89813400e-02 -2.07933338e-01 -1.63066014e-01 -2.39488698e-01
-4.91057096e-02 4.26935409e-02 -6.39644863e-02 -6.66436131e-02
-2.34738802e-01 -3.08940733e-01 -4.73627083e-02 6.26734443e-02
-5.25474540e-02]
[ 1.09562143e-01 8.55915721e-02 -1.37187550e-02 -1.82511179e-01
-3.20823129e-01 6.96363498e-03 -1.87542348e-01 -3.08501227e-01
-3.31245669e-01 -4.87653966e-03 -9.62338015e-02 1.91398973e-01
-1.03383640e-01]
[ -6.33411852e-02 -8.94615586e-03 -2.85098190e-01 -1.32326835e-02
7.06137940e-02 1.55163581e-01 -2.43898497e-01 -1.90915621e-01
-5.63045732e-02 -7.24799518e-02 1.89906728e-01 6.39278600e-01
-1.21329829e-01]
[ 1.14687723e-01 3.48018880e-01 -2.02695300e-01 7.23919082e-01
1.22408619e-01 -9.98957123e-04 -2.59732097e-01 -4.13293678e-01
-2.58274766e-01 -3.80694209e-01 7.57661529e-01 9.87538875e-01
-1.05508290e+00]
[ -2.44451944e-02 1.83966218e-01 4.74573064e-02 2.83359326e-01
6.23626727e-03 -6.86524881e-02 -3.08734676e-01 -3.81911743e-01
-2.98694320e-01 -2.77218545e-01 5.47277345e-01 9.90176684e-01
-9.74158287e-01]
[ -4.33297569e-02 -1.32043974e-01 -1.52958743e-01 2.95721506e-01
-1.75517301e-01 2.34724277e-01 -7.49782706e-02 -2.13852317e-01
-2.40775107e-01 -4.20188493e-01 1.88864313e-01 5.02114247e-01
-4.59456288e-01]
[ 7.93611955e-02 -3.82639051e-01 -5.13491120e-02 -1.04129276e-02
-1.13661042e-01 1.99701009e-01 7.00859327e-02 1.65288259e-01
-1.79868661e-01 -3.19111802e-02 -6.16143173e-02 3.37771876e-01
-2.61718027e-01]
[ 2.04939736e-01 -2.93425089e-01 -1.20293963e-01 -7.90871144e-02
-2.12138213e-01 1.21994250e-01 1.80106311e-02 -1.37543750e-01
-6.18342831e-02 -8.21933231e-02 -1.42714519e-01 -1.61093601e-01
-1.52896122e-01]
[ -1.34904028e-01 -8.01791129e-02 3.79452456e-02 -2.53206953e-01
-5.82060247e-02 -1.41219325e-01 4.20194513e-02 -1.27502737e-02
-9.07503352e-02 -3.32486909e-03 -3.17589029e-01 -4.40332925e-01
-6.73713144e-02]
[ -1.40424994e-01 -1.37784202e-01 -6.76155379e-02 -2.77067492e-01
-3.47452249e-01 -2.88454831e-01 1.62044572e-01 1.42407179e-01
1.89486651e-02 1.19956674e-01 -2.61317607e-01 -8.19812895e-01
3.51379006e-02]
[ -1.54914077e-01 -2.46828114e-01 -2.99424914e-01 -5.83180269e-01
-2.94157601e-01 -2.09251445e-01 -2.90963474e-01 3.94618712e-02
-1.19932694e-02 -4.48362582e-01 -4.92521042e-01 -5.01205287e-01
-7.12482837e-01]
[ -1.18406651e-01 1.28325240e-01 1.67950245e-02 7.03456178e-02
-2.07349293e-01 -1.73314322e-01 -1.37584294e-01 1.47355574e-02
-1.26744856e-01 -1.62384687e-01 -1.47942139e-01 -3.80677637e-01
-2.79111434e-02]
[ -3.58698921e-01 -1.16338170e-01 -2.72665570e-01 2.29977930e-01
-1.99021272e-01 -2.30570537e-01 -9.19317525e-02 -1.15940145e-01
2.39134481e-02 6.58840371e-03 9.01249013e-02 -2.81900352e-01
5.85896316e-02]
[ -1.28992398e-01 -4.38356132e-02 -2.54552085e-01 8.72244526e-02
-2.24313813e-01 -2.78970731e-01 -3.55119590e-01 -1.64325622e-02
1.98122567e-02 -1.31437164e-01 -2.43943287e-01 -3.03839785e-01
3.19570528e-02]
[ -2.30679070e-01 -5.32534723e-01 -3.38461664e-01 -2.13837896e-01
-3.23126147e-01 -2.30558083e-01 -4.54787519e-02 -2.58104124e-01
5.94238283e-02 -2.38354770e-01 -1.15187762e-01 -2.44696972e-01
-4.36968494e-02]
[ -2.18422394e-01 -2.96571599e-01 -3.19343892e-01 -1.11397479e-01
-9.17832616e-02 -1.49815632e-01 -7.11353454e-02 1.67400252e-02
-1.92815104e-01 -5.02028751e-01 -2.43887945e-01 -1.91543473e-01
2.19769224e-02]
[ -1.07729204e-01 -7.09398255e-03 -2.40144268e-01 -6.63738006e-01
-2.60059826e-01 -2.59045887e-01 6.63642323e-04 -4.26730899e-01
1.05629622e-01 -1.39984219e-01 -4.87933304e-01 -2.38393296e-01
-6.86814349e-01]]
Progress: 21.3% ... Training loss: 0.240 ... Validation loss: 0.406[[-0.16959802]
[ 0.25289427]
[-0.15859874]
[ 0.96640061]
[ 0.26332149]
[-0.04838132]
[-0.84202466]
[-0.92704777]
[-0.65048327]
[-0.93088925]
[ 1.18610653]
[ 2.91147454]
[-1.93820486]]
[[ -5.32454322e-01 -4.93087748e-01 -5.87644835e-01 -8.36169725e-02
-2.94124541e-01 -5.93509699e-01 -1.45463942e-01 -2.68921626e-01
-4.03671490e-01 -3.69000415e-01 1.99506594e-01 8.17446040e-01
1.49542758e-01]
[ 5.49759329e-03 -1.36406754e-01 4.86330354e-02 -5.40100654e-02
-4.03695872e-02 5.82595906e-02 -1.23671440e-01 1.99721643e-01
-1.42039729e-01 -1.92685335e-01 -7.21451482e-02 -1.06559871e-01
5.50305993e-02]
[ -2.37470817e-01 1.35139656e-01 -2.53626528e-02 1.24840602e-01
7.74316665e-02 -1.24966580e-01 5.74781661e-02 -1.13692074e-01
2.81592855e-01 -2.76852568e-01 1.74189971e-01 7.04593363e-01
7.94766411e-01]
[ 2.06178371e-01 -2.40983151e-01 -2.79149573e-01 4.57462843e-02
-2.82292042e-01 5.95206281e-03 1.57269798e-01 -5.04008685e-01
1.76989406e-01 -2.67628769e-01 -1.89793925e-01 -3.40823390e-01
-1.61427247e-01]
[ 1.25082031e-01 6.36690523e-03 1.12584502e-01 -8.09177516e-02
-2.49429172e-02 7.26773594e-02 -1.10444261e-01 -6.97465795e-02
8.04526892e-02 2.16843263e-01 7.03595884e-02 -1.51781943e-01
-1.94013664e-01]
[ -4.82502364e-01 -6.02833763e-01 -6.03029821e-01 -5.99386771e-01
-5.84129543e-01 -5.64604718e-01 -3.19753753e-01 -1.63920039e-01
-4.44747588e-01 -2.40950572e-01 -5.09530472e-01 -7.11762252e-01
-5.62012151e-01]
[ -4.16696928e-01 -5.86891456e-01 -3.22335776e-01 -3.79050284e-01
-4.12704672e-01 -5.62153055e-01 -4.24020715e-01 -4.64470476e-01
-2.95255634e-01 -1.37174120e-01 -4.38980625e-01 -3.66529607e-01
-4.08907797e-01]
[ -3.36389124e-01 -3.45082325e-01 -4.79509262e-01 -1.88726380e-01
-3.19369107e-01 -4.20851081e-01 -2.79960501e-01 -2.27833494e-01
-2.90282237e-01 -5.22370389e-01 -2.73705809e-01 -6.63926040e-01
-3.94282138e-01]
[ -4.68119625e-01 -3.51201575e-01 -3.78695279e-01 -1.90689640e-01
-3.40411585e-01 -2.15988858e-01 -6.56667452e-02 -4.32577450e-01
-2.54760245e-01 -4.40044340e-01 -1.63891983e-01 -2.52839711e-01
-1.77124474e-01]
[ -9.53674112e-01 -9.43603478e-01 -9.79886881e-01 -7.46458973e-01
-1.03415403e+00 -9.85730434e-01 -5.82743727e-01 -5.75007551e-01
-7.39939621e-01 -5.51482197e-01 -7.40676982e-01 -6.19657807e-01
-6.85076665e-01]
[ -5.12965342e-01 -2.66462885e-01 -4.70886929e-01 -3.32512501e-01
-3.46082377e-01 -3.61405837e-01 -5.87846376e-01 -6.03944682e-01
-6.49030498e-01 -1.22215212e-01 -4.80904339e-01 -6.44395426e-01
-4.91144554e-01]
[ -1.15750644e-01 2.22149849e-02 -3.38981253e-01 -4.33564592e-01
-1.05687592e-01 -7.30662738e-02 -1.76282445e-01 -3.52065267e-01
-1.55066567e-01 9.24377916e-02 -4.44428434e-01 -8.91923052e-01
-4.84486289e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.57651891e-01 -1.18772518e-01 1.64607666e-01 -2.78034196e-01
-1.30761476e-01 1.13384260e-01 -1.19304414e-01 1.97109314e-02
-7.97462424e-02 7.60905278e-02 -1.79707402e-01 -3.79457158e-01
-1.09016130e-03]
[ -8.46604830e-02 -2.63936593e-01 -1.79680210e-01 -2.91173995e-01
-4.77891985e-01 -8.56549906e-02 -4.48916724e-02 7.00004209e-03
-5.92374131e-02 1.83890248e-02 -2.09790155e-01 -3.26548979e-01
-2.66024485e-01]
[ -7.29060203e-02 -1.48533953e-02 -2.35023582e-01 -2.46483056e-01
1.28371821e-01 -1.63268888e-01 -1.77592721e-01 7.82173855e-02
-1.12839859e-02 5.25227382e-02 -1.66957321e-01 7.24105556e-02
-7.95466753e-02]
[ 3.37709386e-02 -1.63092733e-01 -1.50059504e-01 -7.63863247e-02
-1.21784533e-01 -1.07124201e-01 1.02168641e-01 -1.53047687e-01
-1.80915297e-02 2.82298244e-03 -1.71821096e-02 -1.27361369e-01
1.55503760e-02]
[ -2.87375455e-01 -1.44357109e-01 -7.38623597e-02 -1.09962085e-01
-3.04390157e-01 -2.73927015e-01 -3.67785155e-01 4.34929061e-02
-3.11113874e-01 -2.06616152e-01 1.61834303e-01 -8.35888109e-02
2.44249357e-01]
[ -2.23602302e-01 -1.23601035e-01 -8.96002760e-02 -3.97609840e-02
-8.37727555e-02 -1.18123180e-01 -6.98658748e-02 3.40559799e-02
-1.33641321e-01 -5.09456966e-02 2.22697228e-02 -1.73031614e-01
-4.77191990e-02]
[ -1.63749693e-01 -7.05180047e-02 -2.26694056e-01 -3.07626831e-01
-1.57780375e-01 -2.02342179e-01 -2.98309258e-01 -9.02416780e-02
1.55345222e-01 -1.95540262e-01 -3.66530390e-01 -2.89483425e-01
-2.33539482e-01]
[ -3.71590525e-01 -6.26255209e-02 -1.50063404e-01 -1.41643824e-01
-4.96990601e-02 -3.12780692e-01 3.56287851e-02 -7.26495227e-02
-1.22919225e-01 7.07743603e-02 6.53809360e-03 -2.69675525e-01
-2.54168811e-01]
[ -1.66896288e-01 -1.47561805e-01 -4.98587161e-02 -1.61405016e-01
-1.31371284e-01 -2.94737591e-01 -1.40235658e-02 -1.40323761e-01
-2.27594646e-01 3.28270280e-02 2.13337069e-01 -2.88973289e-02
-1.72305404e-01]
[ -1.32881062e-01 -1.75681650e-01 -1.12847189e-01 -2.82327907e-01
9.11704076e-02 -1.75926719e-02 -1.85576961e-01 -1.60281393e-01
1.10764077e-01 -9.25907236e-02 -1.32828303e-01 -8.91785938e-02
-3.14860215e-01]
[ -4.45132720e-02 -3.22154179e-02 -1.49340941e-01 -5.10535505e-02
-2.27989919e-01 6.26220619e-02 -8.18188324e-02 -4.94349002e-02
-2.32697810e-01 -9.26877890e-02 -8.56247007e-02 -3.40107474e-01
-1.99563532e-01]
[ -7.15247477e-02 2.56358437e-02 -1.28695528e-01 -3.13407969e-01
1.21574859e-01 2.04817632e-02 -2.13551115e-01 -1.56278919e-01
1.22171118e-01 -6.17805895e-02 -2.81079014e-01 -2.55049795e-01
-3.00637862e-01]
[ 8.08019123e-02 -3.11327483e-01 -8.30167232e-02 -4.51774967e-01
-2.24600142e-01 -8.88813176e-02 7.02333303e-02 1.04257244e-01
-6.14920569e-03 3.03399178e-01 -5.28038437e-01 -7.86283305e-01
4.37374664e-01]
[ -2.21176636e-01 -2.47040250e-01 -1.30492605e-01 -3.07027822e-01
-3.02596366e-01 -9.30366655e-02 2.05055441e-01 4.15136814e-02
2.91818290e-01 4.11077990e-02 -4.08208264e-01 -9.80668083e-01
6.30943456e-01]
[ -1.17875737e-02 -1.89905572e-01 2.32277800e-02 -3.17791565e-01
-1.73622053e-01 1.66284841e-01 2.10269775e-01 2.69729006e-01
-2.11865589e-02 2.47272755e-01 -2.35692216e-01 -1.06826887e+00
7.46255469e-01]
[ 3.05308500e-03 -4.63735841e-02 -1.23540664e-01 -1.29456574e-01
-1.80424268e-01 -4.64255777e-02 2.99257031e-01 1.72051387e-01
2.56649118e-01 3.77156814e-01 -4.85175434e-01 -9.56193632e-01
7.50378110e-01]
[ -8.13513263e-02 -2.81193027e-01 6.01045708e-02 -3.69689171e-01
-1.50807084e-01 1.17405387e-01 3.73905175e-01 1.44454961e-01
-6.10932899e-02 1.74744159e-01 -5.67350331e-01 -9.71814433e-01
8.65246852e-01]
[ 1.22027026e-01 -9.09158730e-02 1.71087140e-02 -1.81668807e-01
-8.38781083e-02 -1.77714095e-02 2.58328935e-01 3.77751462e-01
4.18330496e-01 2.72557399e-01 -5.59920455e-01 -8.86305209e-01
5.76668051e-01]
[ -5.52056443e-03 -1.35693035e-01 2.14905769e-02 1.17793651e-02
-9.01031762e-02 -2.83480469e-01 5.69881760e-02 3.40454816e-01
-7.35229554e-03 1.08313024e-01 -2.61576649e-01 -7.49758643e-01
2.69814854e-01]
[ 8.20152415e-02 1.08437929e-01 4.23553621e-03 1.32011408e-01
-8.93080427e-02 -5.93168521e-02 -1.87948147e-01 -1.40139353e-01
-2.68132362e-01 -1.29507319e-01 -1.30620794e-01 2.61744541e-01
-2.59841815e-01]
[ 4.05910550e-02 -9.80833136e-02 1.43692259e-01 2.91891274e-01
2.51288585e-01 8.48979905e-03 -3.98877183e-01 -3.49587057e-01
-7.28352892e-02 -5.34524869e-01 2.11479265e-01 1.01235741e+00
-5.79583029e-01]
[ 3.20248590e-02 7.81159430e-02 -2.12678741e-01 6.47096609e-02
3.18553607e-02 -1.54148067e-03 -1.74052944e-01 -3.40226179e-01
-2.84249803e-01 -2.11282798e-01 -4.54308615e-02 -7.85888711e-02
-1.84792153e-01]
[ -5.84690403e-02 -2.12874332e-01 6.23699684e-02 6.48613968e-02
-1.33811279e-01 -1.34679345e-01 1.89444554e-02 -2.58624131e-02
6.69578775e-02 -3.81769530e-01 -3.33386785e-01 -2.66005606e-01
4.90298415e-02]
[ 1.25956313e-02 -2.73057922e-01 5.78916432e-02 -2.78571510e-01
-1.94748803e-01 -2.31436525e-01 -2.64972398e-01 3.20783599e-02
-1.14196572e-02 9.17609313e-02 -1.95876412e-01 1.30527317e-01
-3.99032863e-03]
[ 1.66746921e-01 5.59451476e-02 -1.07264849e-01 -2.43730979e-01
-5.61037979e-02 -1.02880376e-01 -2.05120906e-01 -1.50307566e-02
-2.04131895e-01 -2.59578424e-01 -1.82477443e-01 3.62027403e-01
-1.02332443e-01]
[ -1.75638010e-01 -1.79801084e-01 -1.14590564e-01 -2.35565432e-01
-4.91689942e-02 2.58593383e-02 -2.03717676e-01 -2.50156662e-01
-1.48350764e-01 -5.84509203e-02 -2.10664924e-01 2.59637505e-01
-1.99066606e-01]
[ -3.88248535e-02 -2.08463353e-01 -1.62837494e-01 -2.42149604e-01
-4.97086224e-02 4.27406055e-02 -6.18060058e-02 -6.39618325e-02
-2.33194026e-01 -3.06957742e-01 -5.14114240e-02 5.15123754e-02
-4.49611806e-02]
[ 1.09644851e-01 8.51602895e-02 -1.35246766e-02 -1.84317321e-01
-3.21318969e-01 6.99243069e-03 -1.87513623e-01 -3.08499110e-01
-3.30577763e-01 -4.31062965e-03 -9.80857981e-02 1.91320695e-01
-9.98155768e-02]
[ -6.33809915e-02 -8.82363943e-03 -2.85131834e-01 -1.27318676e-02
7.07247176e-02 1.55148643e-01 -2.44430193e-01 -1.91154387e-01
-5.67132031e-02 -7.24875802e-02 1.90540698e-01 6.41434051e-01
-1.22591431e-01]
[ 1.14852279e-01 3.47768197e-01 -2.02563719e-01 7.23359298e-01
1.22176178e-01 -9.64646473e-04 -2.59147244e-01 -4.12866792e-01
-2.57784200e-01 -3.79535813e-01 7.56755936e-01 9.82340475e-01
-1.05588441e+00]
[ -2.45848797e-02 1.84473726e-01 4.72502962e-02 2.86315686e-01
6.75277210e-03 -6.86828512e-02 -3.10161314e-01 -3.84412998e-01
-2.99982407e-01 -2.79185924e-01 5.52259427e-01 9.98043977e-01
-9.80207184e-01]
[ -4.31767870e-02 -1.32259770e-01 -1.52825899e-01 2.94526572e-01
-1.75710438e-01 2.34764721e-01 -7.41059097e-02 -2.12851917e-01
-2.40213883e-01 -4.19016117e-01 1.87080390e-01 4.99099717e-01
-4.57582338e-01]
[ 7.93979000e-02 -3.82546206e-01 -5.13711545e-02 -9.77333707e-03
-1.13565611e-01 1.99697667e-01 7.03966022e-02 1.64559090e-01
-1.80051160e-01 -3.18974813e-02 -6.09303294e-02 3.37794464e-01
-2.63830702e-01]
[ 2.04896966e-01 -2.93364229e-01 -1.20329418e-01 -7.87729893e-02
-2.12070541e-01 1.21985241e-01 1.76777467e-02 -1.37798983e-01
-6.21934786e-02 -8.24121091e-02 -1.42214198e-01 -1.59501462e-01
-1.53859701e-01]
[ -1.34828830e-01 -8.02573912e-02 3.79948214e-02 -2.53651721e-01
-5.83092247e-02 -1.41204621e-01 4.25595331e-02 -1.22092481e-02
-9.03964334e-02 -2.74424525e-03 -3.18097638e-01 -4.41416900e-01
-6.64625540e-02]
[ -1.40416466e-01 -1.37786098e-01 -6.76136481e-02 -2.77269272e-01
-3.47451809e-01 -2.88457669e-01 1.62074112e-01 1.42594959e-01
1.89996264e-02 1.20069674e-01 -2.61522627e-01 -8.20358587e-01
3.57531296e-02]
[ -1.54867965e-01 -2.46502773e-01 -2.99402966e-01 -5.84239030e-01
-2.93994371e-01 -2.09271590e-01 -2.90766477e-01 4.03003159e-02
-1.23222492e-02 -4.48108440e-01 -4.92474835e-01 -5.01875286e-01
-7.14935397e-01]
[ -1.18235422e-01 1.27780035e-01 1.70588297e-02 6.81097943e-02
-2.07823885e-01 -1.73280362e-01 -1.36475990e-01 1.66754298e-02
-1.26116839e-01 -1.59595488e-01 -1.52424381e-01 -3.89726121e-01
-2.38636137e-02]
[ -3.58510710e-01 -1.16997632e-01 -2.72394752e-01 2.27542786e-01
-1.99662405e-01 -2.30518486e-01 -9.02398412e-02 -1.13178064e-01
2.53743897e-02 8.93565748e-03 8.62719261e-02 -2.92052051e-01
6.47680327e-02]
[ -1.29025108e-01 -4.35012341e-02 -2.54685058e-01 9.11440217e-02
-2.23905850e-01 -2.78979951e-01 -3.56143069e-01 -1.88220315e-02
1.89004830e-02 -1.32368477e-01 -2.38644746e-01 -2.98881639e-01
2.49204636e-02]
[ -2.30468045e-01 -5.32857482e-01 -3.38236679e-01 -2.14766312e-01
-3.23543956e-01 -2.30500287e-01 -4.34236232e-02 -2.55903433e-01
6.02844756e-02 -2.35557795e-01 -1.17237089e-01 -2.51101783e-01
-3.92489433e-02]
[ -2.18264391e-01 -2.96920999e-01 -3.19143405e-01 -1.13686366e-01
-9.23606116e-02 -1.49775869e-01 -6.90892322e-02 1.98883802e-02
-1.91433361e-01 -5.00419597e-01 -2.47358993e-01 -1.99304324e-01
2.79089086e-02]
[ -1.06781716e-01 -8.65325699e-03 -2.39441625e-01 -6.71445449e-01
-2.61878455e-01 -2.58863167e-01 8.13499543e-03 -4.22107132e-01
1.12298245e-01 -1.34781017e-01 -4.98416448e-01 -2.63415284e-01
-6.71279814e-01]]
Progress: 21.4% ... Training loss: 0.235 ... Validation loss: 0.403[[-0.16618161]
[ 0.24954119]
[-0.15832169]
[ 0.97440892]
[ 0.25831833]
[-0.04506685]
[-0.83471305]
[-0.94024143]
[-0.64656581]
[-0.93148377]
[ 1.18680852]
[ 2.89034514]
[-1.94221393]]
[[ -5.32250679e-01 -4.93896525e-01 -5.87379915e-01 -8.52910563e-02
-2.95116062e-01 -5.93441310e-01 -1.42853798e-01 -2.62193434e-01
-4.01887018e-01 -3.66419378e-01 1.94359555e-01 7.98352974e-01
1.60306912e-01]
[ 5.54014873e-03 -1.36481010e-01 4.86752235e-02 -5.42171028e-02
-4.04433706e-02 5.82740675e-02 -1.23497739e-01 2.00135009e-01
-1.41884880e-01 -1.92300210e-01 -7.24812933e-02 -1.07251510e-01
5.53525350e-02]
[ -2.37286907e-01 1.34144534e-01 -2.49052456e-02 1.21882756e-01
7.59895741e-02 -1.24903987e-01 5.82259876e-02 -1.05490479e-01
2.85366968e-01 -2.75511569e-01 1.68279275e-01 6.89967309e-01
8.06390949e-01]
[ 2.03486774e-01 -2.35090554e-01 -2.82423328e-01 6.78035574e-02
-2.75632473e-01 5.10868098e-03 1.39761616e-01 -5.31746046e-01
1.60825404e-01 -2.90341062e-01 -1.55576824e-01 -2.57790644e-01
-2.07295942e-01]
[ 1.25397733e-01 6.07333106e-03 1.13009998e-01 -7.88999759e-02
-2.51191265e-02 7.27629400e-02 -1.11137088e-01 -7.01249102e-02
8.06850863e-02 2.20121078e-01 7.27501104e-02 -1.39775508e-01
-1.96203098e-01]
[ -4.82169011e-01 -6.04041487e-01 -6.02556080e-01 -6.01847491e-01
-5.85346798e-01 -5.64507714e-01 -3.17465448e-01 -1.58460278e-01
-4.43147329e-01 -2.37393802e-01 -5.15899093e-01 -7.30629556e-01
-5.56505325e-01]
[ -4.16903710e-01 -5.86783129e-01 -3.22462677e-01 -3.78120284e-01
-4.12607619e-01 -5.62197558e-01 -4.24814371e-01 -4.63365377e-01
-2.95984895e-01 -1.37969637e-01 -4.38595669e-01 -3.69496392e-01
-4.07916709e-01]
[ -3.36868314e-01 -3.44576363e-01 -4.79792837e-01 -1.84941347e-01
-3.19071439e-01 -4.20977416e-01 -2.83993513e-01 -2.28658208e-01
-2.91904383e-01 -5.26230759e-01 -2.71452759e-01 -6.58946108e-01
-4.01773800e-01]
[ -4.68251166e-01 -3.50866433e-01 -3.78899747e-01 -1.89202084e-01
-3.40125212e-01 -2.16046870e-01 -6.66603006e-02 -4.33826280e-01
-2.55623767e-01 -4.41053736e-01 -1.61153666e-01 -2.46646370e-01
-1.79663400e-01]
[ -9.53664709e-01 -9.44277747e-01 -9.79658953e-01 -7.46410104e-01
-1.03523996e+00 -9.85721428e-01 -5.82371837e-01 -5.68795293e-01
-7.38469062e-01 -5.50047270e-01 -7.44142548e-01 -6.34371832e-01
-6.79095269e-01]
[ -5.13950469e-01 -2.65165969e-01 -4.71546185e-01 -3.25782531e-01
-3.44597099e-01 -3.61690968e-01 -5.94231427e-01 -6.08471380e-01
-6.53701454e-01 -1.28109653e-01 -4.73714286e-01 -6.27640043e-01
-5.02153185e-01]
[ -1.15259080e-01 2.13340449e-02 -3.38691129e-01 -4.36601561e-01
-1.06623110e-01 -7.29219951e-02 -1.73801202e-01 -3.49259510e-01
-1.53480841e-01 9.47887935e-02 -4.49145219e-01 -9.04625228e-01
-4.82991730e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.57977158e-01 -1.18502912e-01 1.64413033e-01 -2.75929732e-01
-1.30389775e-01 1.13294948e-01 -1.20981576e-01 1.84416300e-02
-8.08817518e-02 7.42632327e-02 -1.77613439e-01 -3.74940303e-01
-2.76428421e-03]
[ -8.46645169e-02 -2.63985265e-01 -1.79647667e-01 -2.91390215e-01
-4.77913717e-01 -8.56561764e-02 -4.46144717e-02 7.30330534e-03
-5.90332246e-02 1.85372070e-02 -2.10357024e-01 -3.27854350e-01
-2.64969775e-01]
[ -7.22324911e-02 -1.64293240e-02 -2.34304956e-01 -2.51479341e-01
1.26581547e-01 -1.63048764e-01 -1.73146877e-01 8.57936330e-02
-8.30421454e-03 5.87022762e-02 -1.75836061e-01 4.81552297e-02
-7.00608281e-02]
[ 3.39296719e-02 -1.63246295e-01 -1.50014995e-01 -7.73929831e-02
-1.21981467e-01 -1.07083328e-01 1.02611812e-01 -1.52790425e-01
-1.76451824e-02 3.15749486e-03 -1.81485503e-02 -1.28711789e-01
1.48990583e-02]
[ -2.87574966e-01 -1.44091786e-01 -7.40047285e-02 -1.09178415e-01
-3.04204327e-01 -2.73990050e-01 -3.68228233e-01 4.40180933e-02
-3.11784501e-01 -2.07454252e-01 1.61850625e-01 -8.40777485e-02
2.46372411e-01]
[ -2.23626012e-01 -1.23919485e-01 -8.95298705e-02 -4.07890967e-02
-8.40518851e-02 -1.18126128e-01 -6.97797062e-02 3.59834159e-02
-1.33192541e-01 -5.13746144e-02 2.06799088e-02 -1.82923216e-01
-4.56814030e-02]
[ -1.63734088e-01 -7.09821948e-02 -2.26542896e-01 -3.08835738e-01
-1.58256916e-01 -2.02316538e-01 -2.98023818e-01 -8.89396329e-02
1.56131724e-01 -1.95251312e-01 -3.69056224e-01 -2.94152037e-01
-2.31361674e-01]
[ -3.71967740e-01 -6.15251250e-02 -1.50512113e-01 -1.35669263e-01
-4.87291015e-02 -3.12906050e-01 3.15458185e-02 -7.61644138e-02
-1.25546127e-01 6.71674400e-02 1.32669075e-02 -2.53564475e-01
-2.65729707e-01]
[ -1.67259787e-01 -1.46913132e-01 -5.01387775e-02 -1.58530559e-01
-1.30759160e-01 -2.94844124e-01 -1.67539069e-02 -1.41988698e-01
-2.29376382e-01 3.09041137e-02 2.17160228e-01 -1.90269758e-02
-1.77802720e-01]
[ -1.32650503e-01 -1.75989460e-01 -1.12717476e-01 -2.83949782e-01
9.08306485e-02 -1.75200411e-02 -1.83996817e-01 -1.59536972e-01
1.11970423e-01 -9.14762681e-02 -1.34523666e-01 -9.33130788e-02
-3.12035627e-01]
[ -4.46967180e-02 -3.19535768e-02 -1.49532817e-01 -4.92893320e-02
-2.27669428e-01 6.25441421e-02 -8.30491531e-02 -5.09436994e-02
-2.33751518e-01 -9.37657763e-02 -8.31511752e-02 -3.34850117e-01
-2.01988912e-01]
[ -7.16106536e-02 2.57003236e-02 -1.28726041e-01 -3.13089412e-01
1.21682963e-01 2.04569417e-02 -2.14037134e-01 -1.56465536e-01
1.21752993e-01 -6.22526060e-02 -2.80984035e-01 -2.55371474e-01
-3.02065311e-01]
[ 8.07774583e-02 -3.11306121e-01 -8.30296829e-02 -4.51671599e-01
-2.24577499e-01 -8.88868268e-02 7.00899559e-02 1.04161407e-01
-6.25278720e-03 3.03256803e-01 -5.27925495e-01 -7.86135598e-01
4.37071680e-01]
[ -2.21158378e-01 -2.47063270e-01 -1.30478618e-01 -3.07187259e-01
-3.02618841e-01 -9.30315899e-02 2.05291028e-01 4.18370917e-02
2.91938781e-01 4.13610894e-02 -4.08389126e-01 -9.81021843e-01
6.31531068e-01]
[ -1.18383858e-02 -1.89837954e-01 2.32246003e-02 -3.17478188e-01
-1.73627897e-01 1.66268285e-01 2.09947119e-01 2.69768412e-01
-2.14076695e-02 2.47451253e-01 -2.35838045e-01 -1.06979133e+00
7.46173701e-01]
[ 3.02648087e-03 -4.63207844e-02 -1.23561965e-01 -1.29197372e-01
-1.80381997e-01 -4.64325510e-02 2.99153423e-01 1.71770894e-01
2.56570249e-01 3.76985821e-01 -4.85081684e-01 -9.56557009e-01
7.50066087e-01]
[ -8.15704739e-02 -2.80897122e-01 5.99240407e-02 -3.68462690e-01
-1.50504472e-01 1.17336405e-01 3.72522968e-01 1.43100060e-01
-6.21464179e-02 1.73316092e-01 -5.66310490e-01 -9.71258204e-01
8.62406396e-01]
[ 1.21929496e-01 -9.07886651e-02 1.70550531e-02 -1.81222236e-01
-8.37561706e-02 -1.77972682e-02 2.57751149e-01 3.77267388e-01
4.17943200e-01 2.72196135e-01 -5.59699672e-01 -8.86344098e-01
5.75833313e-01]
[ -5.64855913e-03 -1.35507597e-01 2.13877046e-02 1.30322095e-02
-8.98534215e-02 -2.83510516e-01 5.58610732e-02 3.39344711e-01
-8.21432894e-03 1.07655734e-01 -2.60429070e-01 -7.46785108e-01
2.66465530e-01]
[ 8.22508224e-02 1.08297261e-01 4.30633970e-03 1.32867630e-01
-8.93120384e-02 -5.92681970e-02 -1.87545585e-01 -1.39541087e-01
-2.67943978e-01 -1.28887957e-01 -1.29599213e-01 2.65148633e-01
-2.63321474e-01]
[ 4.00780388e-02 -9.77526238e-02 1.43420739e-01 2.94342970e-01
2.51551437e-01 8.34776510e-03 -4.00544746e-01 -3.49258171e-01
-7.39911428e-02 -5.37192159e-01 2.13156779e-01 1.01517252e+00
-5.78645909e-01]
[ 3.20063567e-02 7.81008660e-02 -2.12676275e-01 6.49246267e-02
3.18684892e-02 -1.54416639e-03 -1.74188121e-01 -3.40315693e-01
-2.84256535e-01 -2.11291783e-01 -4.53154094e-02 -7.83893364e-02
-1.85052039e-01]
[ -5.84623044e-02 -2.12888625e-01 6.23814434e-02 6.46530895e-02
-1.33839725e-01 -1.34676517e-01 1.91750297e-02 -2.55418983e-02
6.70050799e-02 -3.81575378e-01 -3.33761798e-01 -2.66867510e-01
4.94570882e-02]
[ 1.24104511e-02 -2.73196288e-01 5.79687294e-02 -2.79612801e-01
-1.94855672e-01 -2.31460075e-01 -2.64622307e-01 3.31467110e-02
-1.10979691e-02 9.19398347e-02 -1.97957400e-01 1.25497905e-01
4.68622316e-04]
[ 1.67107261e-01 5.51124066e-02 -1.06844710e-01 -2.47444355e-01
-5.68824226e-02 -1.02792455e-01 -2.02546708e-01 -1.12732184e-02
-2.01713726e-01 -2.56546084e-01 -1.87924221e-01 3.47658984e-01
-9.23534642e-02]
[ -1.75651581e-01 -1.79942039e-01 -1.14533522e-01 -2.35958473e-01
-4.93183465e-02 2.58580105e-02 -2.03636634e-01 -2.49954686e-01
-1.48065715e-01 -5.81403868e-02 -2.11217842e-01 2.57040613e-01
-1.97195942e-01]
[ -3.87089410e-02 -2.08853898e-01 -1.62670926e-01 -2.44139328e-01
-5.02097861e-02 4.27759835e-02 -6.05181142e-02 -6.19967471e-02
-2.32006542e-01 -3.05819431e-01 -5.41618044e-02 4.46059976e-02
-3.95819900e-02]
[ 1.09317755e-01 8.61153184e-02 -1.39791322e-02 -1.81491660e-01
-3.20594637e-01 6.88753508e-03 -1.90100935e-01 -3.11916303e-01
-3.32704182e-01 -7.86312676e-03 -9.37140241e-02 2.02432593e-01
-1.07074348e-01]
[ -6.35728756e-02 -8.49628215e-03 -2.85261470e-01 -1.16646171e-02
7.10113072e-02 1.55086482e-01 -2.45546942e-01 -1.91032509e-01
-5.76553714e-02 -7.32325523e-02 1.91754445e-01 6.45931510e-01
-1.24582186e-01]
[ 1.15480554e-01 3.46359168e-01 -2.02078642e-01 7.17723180e-01
1.20779807e-01 -7.97827441e-04 -2.55526301e-01 -4.08565342e-01
-2.54502217e-01 -3.76127723e-01 7.49230710e-01 9.68524401e-01
-1.04903551e+00]
[ -2.47464615e-02 1.85179301e-01 4.69752209e-02 2.92540357e-01
7.43336268e-03 -6.87241262e-02 -3.13480115e-01 -3.86940630e-01
-3.02522482e-01 -2.81791544e-01 5.60044042e-01 1.01141264e+00
-9.91504283e-01]
[ -4.29056091e-02 -1.32736382e-01 -1.52626611e-01 2.92567834e-01
-1.76231915e-01 2.34855920e-01 -7.20420689e-02 -2.10426798e-01
-2.39055082e-01 -4.17087370e-01 1.84438762e-01 4.90674454e-01
-4.54792415e-01]
[ 7.94853641e-02 -3.82643900e-01 -5.13145441e-02 -1.02387903e-02
-1.13673632e-01 1.99718440e-01 7.09139663e-02 1.64979596e-01
-1.79655512e-01 -3.13274608e-02 -6.15578953e-02 3.36130559e-01
-2.63035658e-01]
[ 2.04806992e-01 -2.93276150e-01 -1.20379427e-01 -7.80126486e-02
-2.11961074e-01 1.21965150e-01 1.68692218e-02 -1.38342055e-01
-6.26754546e-02 -8.27778052e-02 -1.41281824e-01 -1.56970163e-01
-1.55748915e-01]
[ -1.34951247e-01 -8.00416166e-02 3.78666610e-02 -2.52502389e-01
-5.80803944e-02 -1.41237164e-01 4.13736307e-02 -1.33651003e-02
-9.11974824e-02 -3.59368949e-03 -3.16769182e-01 -4.38641688e-01
-6.96288367e-02]
[ -1.40454607e-01 -1.37738228e-01 -6.76320316e-02 -2.77113902e-01
-3.47410340e-01 -2.88463672e-01 1.61654862e-01 1.42272566e-01
1.87403471e-02 1.19703407e-01 -2.61248145e-01 -8.19453417e-01
3.52097832e-02]
[ -1.54829694e-01 -2.47104110e-01 -2.99304319e-01 -5.88144119e-01
-2.94743335e-01 -2.09266348e-01 -2.89438391e-01 4.20149438e-02
-1.10870239e-02 -4.49113069e-01 -4.96602137e-01 -5.09367504e-01
-7.10103995e-01]
[ -1.18153925e-01 1.27641919e-01 1.71219923e-02 6.77396561e-02
-2.07962124e-01 -1.73262838e-01 -1.36397508e-01 1.73538908e-02
-1.25956735e-01 -1.58803887e-01 -1.53200022e-01 -3.92444345e-01
-2.23193781e-02]
[ -3.59384091e-01 -1.15235273e-01 -2.73269113e-01 2.37653019e-01
-1.98078956e-01 -2.30786120e-01 -9.65949383e-02 -1.18590369e-01
2.05791122e-02 2.18575269e-03 9.79774945e-02 -2.65969868e-01
5.07089093e-02]
[ -1.28732833e-01 -4.43351703e-02 -2.54292134e-01 8.76829499e-02
-2.24757699e-01 -2.78885064e-01 -3.54029078e-01 -1.51088219e-02
2.10888512e-02 -1.29429697e-01 -2.43753784e-01 -3.12937904e-01
3.33617039e-02]
[ -2.30451700e-01 -5.33048413e-01 -3.38051574e-01 -2.13208377e-01
-3.23767302e-01 -2.30483683e-01 -4.43244902e-02 -2.53879239e-01
6.00579417e-02 -2.34343861e-01 -1.17881364e-01 -2.57043760e-01
-4.02148590e-02]
[ -2.18354770e-01 -2.96771543e-01 -3.19291161e-01 -1.12614915e-01
-9.21554433e-02 -1.49790629e-01 -7.01352900e-02 1.86687351e-02
-1.92098309e-01 -5.01265365e-01 -2.47021970e-01 -2.00312688e-01
2.32033260e-02]
[ -1.06730507e-01 -9.05904543e-03 -2.39300549e-01 -6.72706899e-01
-2.62240838e-01 -2.58846874e-01 9.38453905e-03 -4.19114358e-01
1.12786637e-01 -1.33233542e-01 -5.00795080e-01 -2.68941237e-01
-6.69898746e-01]]
Progress: 21.4% ... Training loss: 0.250 ... Validation loss: 0.420[[-0.15938375]
[ 0.26443229]
[-0.1446534 ]
[ 0.99803164]
[ 0.27151774]
[-0.03689915]
[-0.82024274]
[-0.90719895]
[-0.63121522]
[-0.90492652]
[ 1.22058823]
[ 2.94379628]
[-1.91467771]]
[[ -5.33115083e-01 -4.91486275e-01 -5.88836625e-01 -7.11067622e-02
-2.92534088e-01 -5.93681159e-01 -1.50995772e-01 -2.78665011e-01
-4.08477607e-01 -3.79596874e-01 2.17303526e-01 8.57188372e-01
1.32496173e-01]
[ 5.52328865e-03 -1.36450491e-01 4.86458692e-02 -5.41472189e-02
-4.04121851e-02 5.82682670e-02 -1.23581031e-01 1.99865392e-01
-1.41939717e-01 -1.92545761e-01 -7.22355532e-02 -1.06955681e-01
5.50869213e-02]
[ -2.37367452e-01 1.35489855e-01 -2.53042384e-02 1.30233803e-01
7.71612194e-02 -1.24940191e-01 5.19037562e-02 -1.10919109e-01
2.78731930e-01 -2.79356109e-01 1.80574588e-01 7.24333474e-01
7.73384985e-01]
[ 2.06059557e-01 -2.39575387e-01 -2.79453369e-01 4.84594382e-02
-2.80443259e-01 5.74059265e-03 1.54959051e-01 -5.06544117e-01
1.74169958e-01 -2.66435811e-01 -1.89012144e-01 -3.39628691e-01
-1.65522471e-01]
[ 1.24134588e-01 9.34035536e-03 1.10856729e-01 -6.42679924e-02
-2.19641403e-02 7.24431665e-02 -1.19345176e-01 -9.06565546e-02
7.32629494e-02 2.01343230e-01 9.83431099e-02 -7.57577939e-02
-2.23672354e-01]
[ -4.82875810e-01 -6.03251351e-01 -6.03128756e-01 -5.97196131e-01
-5.84463693e-01 -5.64681536e-01 -3.21293584e-01 -1.64978132e-01
-4.45381675e-01 -2.43739893e-01 -5.09043061e-01 -7.14448466e-01
-5.61996068e-01]
[ -4.17658658e-01 -5.84703831e-01 -3.23815001e-01 -3.68914948e-01
-4.10336455e-01 -5.62403428e-01 -4.29028338e-01 -4.75672206e-01
-3.00756487e-01 -1.47780790e-01 -4.21725231e-01 -3.28255326e-01
-4.27846123e-01]
[ -3.36500683e-01 -3.44632050e-01 -4.79569835e-01 -1.84307780e-01
-3.19430120e-01 -4.20919481e-01 -2.85169325e-01 -2.29652440e-01
-2.92192074e-01 -5.26895581e-01 -2.72157104e-01 -6.61056115e-01
-4.10799811e-01]
[ -4.68266040e-01 -3.50618717e-01 -3.79008124e-01 -1.87935037e-01
-3.39972078e-01 -2.16059403e-01 -6.73775150e-02 -4.34875632e-01
-2.56211843e-01 -4.41735276e-01 -1.59951719e-01 -2.42218539e-01
-1.82196586e-01]
[ -9.55179413e-01 -9.40697529e-01 -9.81745866e-01 -7.27416856e-01
-1.03161457e+00 -9.86146696e-01 -5.94875960e-01 -5.90743470e-01
-7.48786686e-01 -5.69606570e-01 -7.14994632e-01 -5.61798000e-01
-7.21419565e-01]
[ -5.13625265e-01 -2.65620543e-01 -4.71254470e-01 -3.28475793e-01
-3.45221130e-01 -3.61611215e-01 -5.92218071e-01 -6.07233063e-01
-6.51601695e-01 -1.26375921e-01 -4.77138869e-01 -6.35963830e-01
-4.97575039e-01]
[ -1.15178568e-01 2.12698627e-02 -3.38706307e-01 -4.37144239e-01
-1.06675744e-01 -7.29107699e-02 -1.73245565e-01 -3.49417917e-01
-1.53144681e-01 9.51107554e-02 -4.50644477e-01 -9.09135292e-01
-4.82224933e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58353308e-01 -1.18100792e-01 1.64036707e-01 -2.74040186e-01
-1.29837979e-01 1.13182491e-01 -1.23095599e-01 1.49486267e-02
-8.19861181e-02 7.09246509e-02 -1.74555447e-01 -3.68899927e-01
-5.31768591e-03]
[ -8.50080079e-02 -2.63590891e-01 -1.79865668e-01 -2.89283323e-01
-4.77609999e-01 -8.57274501e-02 -4.63107896e-02 4.22911534e-03
-6.00650970e-02 1.55474171e-02 -2.07533011e-01 -3.21709933e-01
-2.67306226e-01]
[ -7.24348303e-02 -1.59465592e-02 -2.34597972e-01 -2.48882180e-01
1.27111192e-01 -1.63092794e-01 -1.73961592e-01 8.33039035e-02
-9.18980740e-03 5.61733660e-02 -1.71534576e-01 5.92198345e-02
-7.14639757e-02]
[ 3.36502647e-02 -1.62567027e-01 -1.50308646e-01 -7.38292794e-02
-1.21327875e-01 -1.07150070e-01 1.01275704e-01 -1.54786750e-01
-1.89936132e-02 6.61343654e-04 -1.35861593e-02 -1.20111238e-01
1.15891991e-02]
[ -2.87870910e-01 -1.43371509e-01 -7.45554783e-02 -1.07505775e-01
-3.03471697e-01 -2.74059052e-01 -3.69624388e-01 3.80877491e-02
-3.13864846e-01 -2.11340718e-01 1.67256308e-01 -6.58553743e-02
2.36620558e-01]
[ -2.23731321e-01 -1.23605515e-01 -8.98094965e-02 -3.79459557e-02
-8.35149317e-02 -1.18175841e-01 -7.12262484e-02 3.32664966e-02
-1.34285249e-01 -5.32764453e-02 2.51249304e-02 -1.73602436e-01
-5.24129568e-02]
[ -1.63986754e-01 -7.05395720e-02 -2.26733763e-01 -3.06937084e-01
-1.57879989e-01 -2.02376959e-01 -2.99917143e-01 -9.08292946e-02
1.54246391e-01 -1.96693246e-01 -3.67044918e-01 -2.86883473e-01
-2.36807763e-01]
[ -3.72015017e-01 -6.11050444e-02 -1.50636891e-01 -1.32958215e-01
-4.83682935e-02 -3.12923304e-01 2.80386864e-02 -7.93263636e-02
-1.27274364e-01 6.49231352e-02 1.73437784e-02 -2.43663689e-01
-2.76556588e-01]
[ -1.66571176e-01 -1.47806943e-01 -4.96260596e-02 -1.62540168e-01
-1.31874864e-01 -2.94696433e-01 -1.29703128e-02 -1.37924325e-01
-2.26388219e-01 3.39099685e-02 2.10546064e-01 -3.68250947e-02
-1.70776086e-01]
[ -1.32490754e-01 -1.76093374e-01 -1.12632171e-01 -2.83788210e-01
9.07137527e-02 -1.74824554e-02 -1.83278685e-01 -1.59382451e-01
1.12358666e-01 -9.08255381e-02 -1.34554326e-01 -9.23120191e-02
-3.12162339e-01]
[ -4.46886843e-02 -3.18399412e-02 -1.49583935e-01 -4.93060411e-02
-2.27543583e-01 6.25343092e-02 -8.30698460e-02 -5.14051013e-02
-2.33832641e-01 -9.40047145e-02 -8.29000911e-02 -3.33917082e-01
-2.03118991e-01]
[ -7.16734514e-02 2.57903992e-02 -1.28756307e-01 -3.12750142e-01
1.21692370e-01 2.04380990e-02 -2.14248978e-01 -1.56339173e-01
1.21732892e-01 -6.23458895e-02 -2.81050984e-01 -2.56329921e-01
-3.02455271e-01]
[ 8.08494499e-02 -3.11382573e-01 -8.29706016e-02 -4.52275536e-01
-2.24702903e-01 -8.88683895e-02 7.08098490e-02 1.04775810e-01
-5.81982564e-03 3.04067184e-01 -5.28858839e-01 -7.88881352e-01
4.39335032e-01]
[ -2.21189903e-01 -2.47023967e-01 -1.30513966e-01 -3.07146700e-01
-3.02576694e-01 -9.30435824e-02 2.04888052e-01 4.13775556e-02
2.91637529e-01 4.11594935e-02 -4.08309966e-01 -9.80671925e-01
6.31203030e-01]
[ -1.17983775e-02 -1.89872058e-01 2.32505078e-02 -3.17654378e-01
-1.73665432e-01 1.66277730e-01 2.10215005e-01 2.70051378e-01
-2.12675305e-02 2.47715141e-01 -2.36081917e-01 -1.06993654e+00
7.46625064e-01]
[ 3.07597006e-03 -4.63846388e-02 -1.23540480e-01 -1.29546623e-01
-1.80440576e-01 -4.64252505e-02 2.99592296e-01 1.71860598e-01
2.56969689e-01 3.77368312e-01 -4.85458933e-01 -9.57739347e-01
7.51228057e-01]
[ -8.14571073e-02 -2.80955991e-01 5.99941273e-02 -3.69173530e-01
-1.50619927e-01 1.17355503e-01 3.73704247e-01 1.43805091e-01
-6.15185122e-02 1.74331285e-01 -5.67196548e-01 -9.74065603e-01
8.65347842e-01]
[ 1.21942177e-01 -9.07913810e-02 1.70639645e-02 -1.81238949e-01
-8.37635494e-02 -1.77947270e-02 2.57907924e-01 3.77471306e-01
4.18031558e-01 2.72267406e-01 -5.59726113e-01 -8.86354943e-01
5.75808150e-01]
[ -5.65246877e-03 -1.35477203e-01 2.13783633e-02 1.31669713e-02
-8.98311699e-02 -2.83510364e-01 5.57512761e-02 3.39126988e-01
-8.28332209e-03 1.07498692e-01 -2.60249860e-01 -7.46416817e-01
2.66085277e-01]
[ 8.20711314e-02 1.08651631e-01 4.12394601e-03 1.35014295e-01
-8.90044494e-02 -5.93032632e-02 -1.88790689e-01 -1.41094693e-01
-2.68746233e-01 -1.30852028e-01 -1.27435097e-01 2.70447818e-01
-2.66614926e-01]
[ 4.06095878e-02 -9.85649859e-02 1.43756078e-01 2.91561867e-01
2.50770813e-01 8.45602526e-03 -3.97781338e-01 -3.48517340e-01
-7.11243286e-02 -5.36979972e-01 2.09500362e-01 1.00404539e+00
-5.76552704e-01]
[ 3.15756980e-02 7.86825462e-02 -2.12961084e-01 6.77942911e-02
3.25044199e-02 -1.65312499e-03 -1.76967616e-01 -3.42909532e-01
-2.85959023e-01 -2.14073553e-01 -4.19038502e-02 -7.14073708e-02
-1.90109056e-01]
[ -5.85453770e-02 -2.12683144e-01 6.22630130e-02 6.54330325e-02
-1.33640898e-01 -1.34700853e-01 1.77863610e-02 -2.63568533e-02
6.62583380e-02 -3.82270185e-01 -3.32306461e-01 -2.62160958e-01
4.71717440e-02]
[ 1.22145177e-02 -2.72826155e-01 5.76300865e-02 -2.78426818e-01
-1.94446684e-01 -2.31507384e-01 -2.65729072e-01 2.98996027e-02
-1.23582545e-02 8.93678201e-02 -1.94855514e-01 1.34920496e-01
-5.32002579e-03]
[ 1.67057542e-01 5.53608959e-02 -1.07056844e-01 -2.47194773e-01
-5.66397639e-02 -1.02823171e-01 -2.02867370e-01 -1.40786696e-02
-2.02044848e-01 -2.57585470e-01 -1.86429651e-01 3.53734827e-01
-9.60005014e-02]
[ -1.75741062e-01 -1.79779471e-01 -1.14663682e-01 -2.35492798e-01
-4.91761867e-02 2.58326873e-02 -2.04123254e-01 -2.51029361e-01
-1.48597163e-01 -5.90478202e-02 -2.10391464e-01 2.60804121e-01
-1.99092724e-01]
[ -3.87752362e-02 -2.08848300e-01 -1.62751274e-01 -2.44604323e-01
-5.02117195e-02 4.27525795e-02 -6.04033267e-02 -6.24032160e-02
-2.31921065e-01 -3.06459404e-01 -5.45435280e-02 4.26222405e-02
-3.81034533e-02]
[ 1.09471475e-01 8.58836917e-02 -1.38586441e-02 -1.82643451e-01
-3.20792869e-01 6.91889333e-03 -1.89227243e-01 -3.11353446e-01
-3.32064473e-01 -6.89653036e-03 -9.49866416e-02 1.98644076e-01
-1.04352200e-01]
[ -6.36585742e-02 -8.20182560e-03 -2.85403334e-01 -9.91863235e-03
7.14278744e-02 1.55054384e-01 -2.46753230e-01 -1.93061072e-01
-5.85320823e-02 -7.46366612e-02 1.94652196e-01 6.52002293e-01
-1.29767546e-01]
[ 1.15033949e-01 3.47376774e-01 -2.02494523e-01 7.24178031e-01
1.21684170e-01 -9.02237891e-04 -2.58714246e-01 -4.12076918e-01
-2.57095307e-01 -3.80607373e-01 7.57353151e-01 9.85944712e-01
-1.05641181e+00]
[ -2.48205736e-02 1.85516911e-01 4.67538027e-02 2.94075933e-01
7.75764349e-03 -6.87308554e-02 -3.13691891e-01 -3.88789419e-01
-3.02923775e-01 -2.83548040e-01 5.62579716e-01 1.01882145e+00
-9.93964749e-01]
[ -4.29965814e-02 -1.32564772e-01 -1.52748335e-01 2.94040466e-01
-1.76003958e-01 2.34819848e-01 -7.31114658e-02 -2.11638096e-01
-2.39817652e-01 -4.18140906e-01 1.86578731e-01 4.95566228e-01
-4.57995430e-01]
[ 7.94495460e-02 -3.82572810e-01 -5.12938178e-02 -9.06426268e-03
-1.13614098e-01 1.99717358e-01 7.02573671e-02 1.64671213e-01
-1.80365194e-01 -3.11007328e-02 -6.06126623e-02 3.39260793e-01
-2.66201564e-01]
[ 2.04700628e-01 -2.93100831e-01 -1.20454007e-01 -7.68458813e-02
-2.11819102e-01 1.21945388e-01 1.56629690e-02 -1.39635297e-01
-6.38023524e-02 -8.37605529e-02 -1.39795093e-01 -1.52116379e-01
-1.59419140e-01]
[ -1.34906496e-01 -8.00447356e-02 3.78801005e-02 -2.52560905e-01
-5.80926699e-02 -1.41226671e-01 4.15574505e-02 -1.32157064e-02
-9.11860967e-02 -3.25015439e-03 -3.16632575e-01 -4.37545991e-01
-7.01542665e-02]
[ -1.40611296e-01 -1.37459370e-01 -6.77507995e-02 -2.76466427e-01
-3.47199428e-01 -2.88497788e-01 1.60397664e-01 1.41430406e-01
1.77812822e-02 1.18542162e-01 -2.60222969e-01 -8.17761732e-01
3.34068441e-02]
[ -1.54518078e-01 -2.47234217e-01 -2.99486710e-01 -5.91540262e-01
-2.95042518e-01 -2.09209534e-01 -2.87670649e-01 3.81315886e-02
-1.01616562e-02 -4.51963643e-01 -4.97332650e-01 -5.08707310e-01
-7.17386676e-01]
[ -1.18671625e-01 1.28747603e-01 1.64274181e-02 7.31184626e-02
-2.06840109e-01 -1.73387252e-01 -1.39272066e-01 1.20559336e-02
-1.28286572e-01 -1.64215531e-01 -1.45457022e-01 -3.74955021e-01
-2.94749940e-02]
[ -3.59595635e-01 -1.14656915e-01 -2.73485159e-01 2.42533787e-01
-1.97516963e-01 -2.30851875e-01 -9.89042886e-02 -1.20756888e-01
1.86010670e-02 5.37911528e-05 1.03314675e-01 -2.50526978e-01
4.67283252e-02]
[ -1.29289620e-01 -4.34446550e-02 -2.54680933e-01 9.24353128e-02
-2.23991198e-01 -2.79010172e-01 -3.56907195e-01 -1.89128752e-02
1.84166352e-02 -1.33376615e-01 -2.38175837e-01 -3.00592064e-01
2.67188915e-02]
[ -2.30536089e-01 -5.32764766e-01 -3.38176828e-01 -2.10321264e-01
-3.23360186e-01 -2.30525727e-01 -4.66804501e-02 -2.55773704e-01
5.87421455e-02 -2.35139892e-01 -1.14072654e-01 -2.47357902e-01
-4.65733654e-02]
[ -2.18613383e-01 -2.96347707e-01 -3.19587011e-01 -1.10385015e-01
-9.15318224e-02 -1.49873656e-01 -7.18796628e-02 1.53517858e-02
-1.93140051e-01 -5.04059272e-01 -2.43566611e-01 -1.93341918e-01
1.91625823e-02]
[ -1.06522077e-01 -9.14951630e-03 -2.39208011e-01 -6.73682397e-01
-2.62474177e-01 -2.58797630e-01 9.84402553e-03 -4.19619326e-01
1.13317201e-01 -1.32806113e-01 -5.01762691e-01 -2.71796131e-01
-6.71417156e-01]]
Progress: 21.4% ... Training loss: 0.245 ... Validation loss: 0.411[[-0.17175859]
[ 0.24559535]
[-0.15785068]
[ 0.97450592]
[ 0.25267498]
[-0.04997571]
[-0.84122601]
[-0.93240666]
[-0.65434434]
[-0.92635438]
[ 1.18910265]
[ 2.88879486]
[-1.95055381]]
[[ -5.32303401e-01 -4.93076552e-01 -5.88075905e-01 -8.03927947e-02
-2.94461600e-01 -5.93493891e-01 -1.43098587e-01 -2.69485733e-01
-4.01569141e-01 -3.71197718e-01 2.01190907e-01 8.17169079e-01
1.56546562e-01]
[ 5.52328865e-03 -1.36450491e-01 4.86458692e-02 -5.41472189e-02
-4.04121851e-02 5.82682670e-02 -1.23581031e-01 1.99865392e-01
-1.41939717e-01 -1.92545761e-01 -7.22355532e-02 -1.06955681e-01
5.50869213e-02]
[ -2.36808311e-01 1.32309509e-01 -2.42089889e-02 1.15945885e-01
7.39370955e-02 -1.24746377e-01 6.28776321e-02 -9.77432859e-02
2.88446929e-01 -2.72512874e-01 1.57445020e-01 6.63607473e-01
8.13165310e-01]
[ 2.05641474e-01 -2.37704751e-01 -2.80632537e-01 5.74743695e-02
-2.77714021e-01 5.58706093e-03 1.49494023e-01 -5.18863113e-01
1.69700131e-01 -2.74952085e-01 -1.72266931e-01 -2.89452882e-01
-1.89454550e-01]
[ 1.24176573e-01 1.06027407e-02 1.10488995e-01 -6.26481915e-02
-2.13546672e-02 7.24357860e-02 -1.18206082e-01 -9.14906239e-02
7.39070157e-02 2.03122133e-01 9.68768056e-02 -8.19388929e-02
-2.16485741e-01]
[ -4.82414102e-01 -6.03817034e-01 -6.02907226e-01 -5.99953212e-01
-5.85076267e-01 -5.64594591e-01 -3.19415963e-01 -1.62920531e-01
-4.43588152e-01 -2.40932651e-01 -5.12552761e-01 -7.21702174e-01
-5.59685400e-01]
[ -4.17171672e-01 -5.86121698e-01 -3.22996983e-01 -3.77045591e-01
-4.12139647e-01 -5.62252387e-01 -4.24068748e-01 -4.67023983e-01
-2.97253832e-01 -1.41002878e-01 -4.35065065e-01 -3.60400362e-01
-4.12628493e-01]
[ -3.36124495e-01 -3.46006591e-01 -4.79115622e-01 -1.89200262e-01
-3.20683199e-01 -4.20827360e-01 -2.80517685e-01 -2.24902777e-01
-2.87789344e-01 -5.23510060e-01 -2.80212551e-01 -6.83746398e-01
-3.97761291e-01]
[ -4.67973883e-01 -3.51059255e-01 -3.78876199e-01 -1.90279195e-01
-3.40306764e-01 -2.15995722e-01 -6.53912949e-02 -4.34051327e-01
-2.54929542e-01 -4.40223708e-01 -1.63069470e-01 -2.48740973e-01
-1.78527898e-01]
[ -9.54213527e-01 -9.42901347e-01 -9.80650588e-01 -7.39304700e-01
-1.03407225e+00 -9.85916381e-01 -5.84872472e-01 -5.78599411e-01
-7.40906795e-01 -5.59845878e-01 -7.34982859e-01 -6.12853605e-01
-6.92412998e-01]
[ -5.13288005e-01 -2.66661566e-01 -4.70881773e-01 -3.32722070e-01
-3.46280258e-01 -3.61536684e-01 -5.90533336e-01 -6.04072805e-01
-6.49852462e-01 -1.23253816e-01 -4.82719849e-01 -6.50799662e-01
-4.93917652e-01]
[ -1.14864676e-01 2.07160757e-02 -3.38548596e-01 -4.39134482e-01
-1.07162464e-01 -7.28218271e-02 -1.71458717e-01 -3.48442443e-01
-1.51792595e-01 9.67102016e-02 -4.53098003e-01 -9.11855316e-01
-4.80653381e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58284151e-01 -1.18145423e-01 1.64060143e-01 -2.74020452e-01
-1.29891404e-01 1.13192706e-01 -1.23026909e-01 1.54614528e-02
-8.18469432e-02 7.13961580e-02 -1.74615062e-01 -3.68370891e-01
-5.95417474e-03]
[ -8.48691171e-02 -2.63706561e-01 -1.79796603e-01 -2.90446831e-01
-4.77780954e-01 -8.57022421e-02 -4.56895076e-02 4.79295507e-03
-5.94939583e-02 1.62138526e-02 -2.08800930e-01 -3.25455090e-01
-2.66113225e-01]
[ -7.24702336e-02 -1.59868712e-02 -2.34503196e-01 -2.49012309e-01
1.26944273e-01 -1.63084818e-01 -1.73733454e-01 8.45362499e-02
-9.12338946e-03 5.73241630e-02 -1.72911606e-01 5.47319242e-02
-7.02325739e-02]
[ 3.40954731e-02 -1.63570909e-01 -1.49750430e-01 -7.84499983e-02
-1.22456099e-01 -1.07038376e-01 1.04370836e-01 -1.49890155e-01
-1.67382096e-02 5.04925789e-03 -2.08624932e-02 -1.38361619e-01
1.84939324e-02]
[ -2.87878752e-01 -1.43308873e-01 -7.45951377e-02 -1.08447560e-01
-3.03509220e-01 -2.74063235e-01 -3.69199066e-01 3.87035316e-02
-3.13759327e-01 -2.11101877e-01 1.65869515e-01 -6.96257451e-02
2.39303955e-01]
[ -2.23725366e-01 -1.23377253e-01 -8.98691398e-02 -3.71530380e-02
-8.34446831e-02 -1.18169312e-01 -7.11027896e-02 3.27816081e-02
-1.34054730e-01 -5.34938533e-02 2.55330016e-02 -1.73390798e-01
-5.28760602e-02]
[ -1.63814813e-01 -7.13203451e-02 -2.26466219e-01 -3.10547226e-01
-1.58700288e-01 -2.02330636e-01 -2.97888752e-01 -8.77144775e-02
1.56540051e-01 -1.94960904e-01 -3.72002003e-01 -2.99777617e-01
-2.28376696e-01]
[ -3.71766159e-01 -6.21006049e-02 -1.50294051e-01 -1.36994315e-01
-4.92194937e-02 -3.12860158e-01 3.10134104e-02 -7.60611900e-02
-1.25170935e-01 6.72372147e-02 1.11879978e-02 -2.59014927e-01
-2.68543316e-01]
[ -1.66410032e-01 -1.48289656e-01 -4.94138699e-02 -1.64188485e-01
-1.32258045e-01 -2.94657447e-01 -1.12498246e-02 -1.35955655e-01
-2.24865933e-01 3.58243960e-02 2.07631491e-01 -4.31808888e-02
-1.66905849e-01]
[ -1.32308247e-01 -1.76397677e-01 -1.12500338e-01 -2.85276326e-01
9.03768028e-02 -1.74297782e-02 -1.81616654e-01 -1.58326818e-01
1.13626028e-01 -8.96700120e-02 -1.36620525e-01 -9.77696065e-02
-3.08297978e-01]
[ -4.45451245e-02 -3.19437265e-02 -1.49556382e-01 -4.98256634e-02
-2.27577975e-01 6.25605019e-02 -8.25762945e-02 -5.13671254e-02
-2.33707753e-01 -9.37288985e-02 -8.31177535e-02 -3.33495713e-01
-2.04058211e-01]
[ -7.15803886e-02 2.55725009e-02 -1.28758770e-01 -3.13528720e-01
1.21601659e-01 2.04471255e-02 -2.14215117e-01 -1.56838151e-01
1.22034303e-01 -6.19539242e-02 -2.81802797e-01 -2.55790844e-01
-3.02372423e-01]
[ 8.09044338e-02 -3.11387991e-01 -8.29410951e-02 -4.52783429e-01
-2.24722857e-01 -8.88590057e-02 7.11336855e-02 1.04922791e-01
-5.73365395e-03 3.04711997e-01 -5.29493533e-01 -7.89899129e-01
4.40084702e-01]
[ -2.21177708e-01 -2.47055269e-01 -1.30503583e-01 -3.07559510e-01
-3.02601667e-01 -9.30427419e-02 2.05350027e-01 4.17062997e-02
2.91997012e-01 4.14434514e-02 -4.09060949e-01 -9.82399477e-01
6.32259846e-01]
[ -1.19019211e-02 -1.89724586e-01 2.31701179e-02 -3.17177842e-01
-1.73517009e-01 1.66250791e-01 2.09734962e-01 2.69473886e-01
-2.15706020e-02 2.47070673e-01 -2.35726957e-01 -1.07040038e+00
7.45931405e-01]
[ 3.16334583e-03 -4.65460358e-02 -1.23488864e-01 -1.30550037e-01
-1.80596665e-01 -4.64085798e-02 3.00645689e-01 1.72507542e-01
2.57718933e-01 3.78035442e-01 -4.86529232e-01 -9.60523243e-01
7.53729235e-01]
[ -8.14236377e-02 -2.80974675e-01 5.99951009e-02 -3.69438786e-01
-1.50655725e-01 1.17360146e-01 3.74052506e-01 1.43928485e-01
-6.12508779e-02 1.74393777e-01 -5.67535184e-01 -9.74639146e-01
8.66071579e-01]
[ 1.21921453e-01 -9.07805942e-02 1.70522069e-02 -1.81275222e-01
-8.37695095e-02 -1.78003149e-02 2.58008326e-01 3.77595610e-01
4.18125582e-01 2.72247336e-01 -5.59889619e-01 -8.87081929e-01
5.76156562e-01]
[ -5.69635988e-03 -1.35417701e-01 2.13493421e-02 1.35681813e-02
-8.97549058e-02 -2.83518629e-01 5.53349386e-02 3.38760974e-01
-8.56690946e-03 1.07278967e-01 -2.59911908e-01 -7.45973032e-01
2.65248616e-01]
[ 8.19918690e-02 1.08873387e-01 4.08005404e-03 1.37406722e-01
-8.86457348e-02 -5.93007039e-02 -1.90050111e-01 -1.41870247e-01
-2.69723835e-01 -1.31910661e-01 -1.24540742e-01 2.80492979e-01
-2.72573841e-01]
[ 4.08103781e-02 -9.87733563e-02 1.43862222e-01 2.89986233e-01
2.50528227e-01 8.49220344e-03 -3.96954816e-01 -3.47483880e-01
-7.05395213e-02 -5.35845279e-01 2.07956438e-01 9.99636977e-01
-5.75513527e-01]
[ 3.14238313e-02 7.88005833e-02 -2.12992707e-01 6.85079203e-02
3.26618446e-02 -1.68723985e-03 -1.77872749e-01 -3.43439487e-01
-2.86360459e-01 -2.14511518e-01 -4.15303948e-02 -7.14581528e-02
-1.90361320e-01]
[ -5.85290357e-02 -2.12737403e-01 6.22848009e-02 6.52071697e-02
-1.33692046e-01 -1.34696010e-01 1.79213689e-02 -2.61968444e-02
6.64008257e-02 -3.82157064e-01 -3.32528782e-01 -2.62755079e-01
4.76012756e-02]
[ 1.20735519e-02 -2.72931883e-01 5.75856851e-02 -2.79256279e-01
-1.94631030e-01 -2.31533365e-01 -2.65822880e-01 3.02001030e-02
-1.21081707e-02 8.91802078e-02 -1.96106431e-01 1.32529455e-01
-2.85629976e-03]
[ 1.67226493e-01 5.48807209e-02 -1.06864096e-01 -2.49205567e-01
-5.71569979e-02 -1.02787861e-01 -2.01484683e-01 -1.20325740e-02
-2.00511314e-01 -2.56311901e-01 -1.89741320e-01 3.43718703e-01
-8.99724900e-02]
[ -1.75765518e-01 -1.79845725e-01 -1.14605867e-01 -2.36265515e-01
-4.92571715e-02 2.58220069e-02 -2.03971168e-01 -2.50451521e-01
-1.48465587e-01 -5.81810029e-02 -2.11922718e-01 2.56712148e-01
-1.96736096e-01]
[ -3.85780336e-02 -2.09142963e-01 -1.62594749e-01 -2.46494312e-01
-5.05575410e-02 4.27989751e-02 -5.88963903e-02 -6.08382799e-02
-2.30719043e-01 -3.05114540e-01 -5.72527738e-02 3.51589396e-02
-3.31986629e-02]
[ 1.09633856e-01 8.51637828e-02 -1.36263874e-02 -1.85839394e-01
-3.21425531e-01 6.96980831e-03 -1.86849985e-01 -3.08992023e-01
-3.30506979e-01 -5.34661739e-03 -9.93961200e-02 1.88736396e-01
-9.73791530e-02]
[ -6.33688931e-02 -8.77390785e-03 -2.85189508e-01 -1.21906315e-02
7.08168869e-02 1.55133565e-01 -2.45034236e-01 -1.91051410e-01
-5.70807372e-02 -7.24237495e-02 1.91712151e-01 6.46073604e-01
-1.25603295e-01]
[ 1.15227470e-01 3.47175138e-01 -2.02449633e-01 7.23118701e-01
1.21454271e-01 -8.62971972e-04 -2.57752337e-01 -4.11718485e-01
-2.56247955e-01 -3.79800991e-01 7.55636386e-01 9.84235006e-01
-1.05635101e+00]
[ -2.44784941e-02 1.84815099e-01 4.70550037e-02 2.91525133e-01
7.02875848e-03 -6.86539491e-02 -3.11701606e-01 -3.86719003e-01
-3.01517235e-01 -2.81698224e-01 5.58716897e-01 1.00650109e+00
-9.92345135e-01]
[ -4.29025702e-02 -1.32894606e-01 -1.52574365e-01 2.92561783e-01
-1.76371935e-01 2.34850371e-01 -7.20770996e-02 -2.09699912e-01
-2.38869651e-01 -4.17027993e-01 1.84013612e-01 4.89586363e-01
-4.54285933e-01]
[ 7.95466587e-02 -3.82747323e-01 -5.11447459e-02 -9.67640586e-03
-1.13875518e-01 1.99743440e-01 7.06113354e-02 1.65995864e-01
-1.80108203e-01 -2.95733423e-02 -6.16135863e-02 3.36578100e-01
-2.65611357e-01]
[ 2.04824344e-01 -2.93227856e-01 -1.20380828e-01 -7.79223980e-02
-2.11976909e-01 1.21971068e-01 1.68879631e-02 -1.38721245e-01
-6.31532426e-02 -8.27663699e-02 -1.41450828e-01 -1.56117986e-01
-1.57483819e-01]
[ -1.34839311e-01 -8.01093642e-02 3.79116445e-02 -2.52777761e-01
-5.81468611e-02 -1.41215449e-01 4.19676668e-02 -1.29682030e-02
-9.09199688e-02 -2.86032111e-03 -3.16825818e-01 -4.37800778e-01
-6.98699243e-02]
[ -1.40570545e-01 -1.37497862e-01 -6.77314650e-02 -2.76582220e-01
-3.47235061e-01 -2.88489030e-01 1.60664383e-01 1.41681679e-01
1.79441599e-02 1.18758078e-01 -2.60334849e-01 -8.17767401e-01
3.34450884e-02]
[ -1.53882377e-01 -2.48617648e-01 -2.98892214e-01 -5.98814466e-01
-2.96428594e-01 -2.09058464e-01 -2.82404920e-01 4.37862613e-02
-7.30716612e-03 -4.47810259e-01 -5.07699611e-01 -5.28622786e-01
-7.10729446e-01]
[ -1.18722428e-01 1.28936113e-01 1.63546746e-02 7.44422810e-02
-2.06648343e-01 -1.73400936e-01 -1.39317326e-01 1.13076313e-02
-1.28450375e-01 -1.64814715e-01 -1.44163146e-01 -3.75471702e-01
-3.05630011e-02]
[ -3.58951813e-01 -1.16133435e-01 -2.72841673e-01 2.35019356e-01
-1.99091137e-01 -2.30688560e-01 -9.37298389e-02 -1.15405429e-01
2.30542814e-02 6.48715211e-03 9.30004660e-02 -2.74179582e-01
6.09594193e-02]
[ -1.28916588e-01 -4.40053752e-02 -2.54432797e-01 8.90580689e-02
-2.24578017e-01 -2.78924241e-01 -3.54920669e-01 -1.63648778e-02
2.00956073e-02 -1.30849863e-01 -2.42319851e-01 -3.10831392e-01
3.21875989e-02]
[ -2.30567413e-01 -5.32792496e-01 -3.38145420e-01 -2.09372337e-01
-3.23435369e-01 -2.30536725e-01 -4.68160239e-02 -2.54883995e-01
5.92892266e-02 -2.34140057e-01 -1.14445335e-01 -2.49933842e-01
-4.45413951e-02]
[ -2.18599955e-01 -2.96949446e-01 -3.19341666e-01 -1.12473934e-01
-9.21355877e-02 -1.49853946e-01 -7.09863679e-02 1.83302589e-02
-1.91743773e-01 -5.02877942e-01 -2.47941359e-01 -2.06531120e-01
2.62087741e-02]
[ -1.06488896e-01 -9.08651412e-03 -2.39272453e-01 -6.73824709e-01
-2.62443457e-01 -2.58799186e-01 1.01799301e-02 -4.20013543e-01
1.13532178e-01 -1.33019347e-01 -5.01506689e-01 -2.70318362e-01
-6.71528836e-01]]
Progress: 21.5% ... Training loss: 0.248 ... Validation loss: 0.411[[-0.16254052]
[ 0.26124824]
[-0.14664158]
[ 0.99210994]
[ 0.2661886 ]
[-0.04325066]
[-0.82100778]
[-0.91451095]
[-0.62779893]
[-0.91295 ]
[ 1.21401481]
[ 2.93338739]
[-1.91608996]]
[[ -5.32722514e-01 -4.91827694e-01 -5.88621417e-01 -7.43566410e-02
-2.93212308e-01 -5.93552914e-01 -1.47155138e-01 -2.74946907e-01
-4.05950759e-01 -3.74737111e-01 2.10851973e-01 8.44771719e-01
1.40645165e-01]
[ 5.72348774e-03 -1.36769930e-01 4.89153084e-02 -5.56830001e-02
-4.07221418e-02 5.83386763e-02 -1.22356949e-01 2.02285061e-01
-1.41359209e-01 -1.90435423e-01 -7.48957184e-02 -1.12387766e-01
5.71125789e-02]
[ -2.39322287e-01 1.37457802e-01 -2.66450467e-02 1.40166175e-01
7.89802896e-02 -1.25454588e-01 4.11046770e-02 -1.22476924e-01
2.71200905e-01 -2.90084541e-01 1.90531095e-01 7.45199518e-01
7.57557072e-01]
[ 2.06260309e-01 -2.39463524e-01 -2.80038593e-01 5.01083026e-02
-2.79445501e-01 5.73426243e-03 1.55796721e-01 -5.14750042e-01
1.74797424e-01 -2.70301345e-01 -1.83465624e-01 -3.19966237e-01
-1.72433523e-01]
[ 1.22824661e-01 1.28551553e-02 1.09403665e-01 -5.73679546e-02
-1.92021772e-02 7.20888009e-02 -1.25125478e-01 -9.94098073e-02
6.92259933e-02 1.93127052e-01 1.08872302e-01 -5.46115521e-02
-2.20056846e-01]
[ -4.82226691e-01 -6.04277707e-01 -6.02633162e-01 -6.01817244e-01
-5.85480910e-01 -5.64525697e-01 -3.18007527e-01 -1.59674614e-01
-4.43034593e-01 -2.38626226e-01 -5.15926550e-01 -7.29902173e-01
-5.58320451e-01]
[ -4.17875321e-01 -5.85178297e-01 -3.23635070e-01 -3.71448205e-01
-4.11109525e-01 -5.62395350e-01 -4.28738650e-01 -4.71808001e-01
-3.01129282e-01 -1.45310454e-01 -4.27105270e-01 -3.37507351e-01
-4.25490029e-01]
[ -3.37406027e-01 -3.43030143e-01 -4.80485884e-01 -1.76502681e-01
-3.17796392e-01 -4.21197415e-01 -2.92915208e-01 -2.38880477e-01
-2.98671752e-01 -5.33168130e-01 -2.62211915e-01 -6.40389710e-01
-4.34917526e-01]
[ -4.67556043e-01 -3.51373991e-01 -3.78667232e-01 -1.93053075e-01
-3.40900620e-01 -2.15861184e-01 -6.26621919e-02 -4.32341880e-01
-2.52995226e-01 -4.38778975e-01 -1.65650031e-01 -2.57899972e-01
-1.74130179e-01]
[ -9.55496069e-01 -9.39811355e-01 -9.82045787e-01 -7.24380572e-01
-1.03119886e+00 -9.86196418e-01 -5.98019481e-01 -5.91774305e-01
-7.52845021e-01 -5.69655661e-01 -7.14032678e-01 -5.59750930e-01
-7.36630047e-01]
[ -5.13120324e-01 -2.66872924e-01 -4.70689405e-01 -3.34368073e-01
-3.46554466e-01 -3.61489528e-01 -5.89876606e-01 -6.02964013e-01
-6.49425240e-01 -1.21678371e-01 -4.84815366e-01 -6.55592358e-01
-4.92639636e-01]
[ -1.15129745e-01 2.09818819e-02 -3.38871082e-01 -4.38755552e-01
-1.06843222e-01 -7.28985332e-02 -1.71898324e-01 -3.50182694e-01
-1.52551575e-01 9.47300507e-02 -4.51946587e-01 -9.11274593e-01
-4.81969450e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.58185393e-01 -1.18439263e-01 1.64325222e-01 -2.75375796e-01
-1.30184813e-01 1.13246442e-01 -1.22193039e-01 1.79366061e-02
-8.14286197e-02 7.35143545e-02 -1.77392491e-01 -3.75706059e-01
-4.07191020e-03]
[ -8.48645288e-02 -2.63647547e-01 -1.79868217e-01 -2.90231038e-01
-4.77700356e-01 -8.57060469e-02 -4.58382896e-02 4.37698869e-03
-5.96158431e-02 1.55205246e-02 -2.08155565e-01 -3.23411678e-01
-2.67502546e-01]
[ -7.21851435e-02 -1.65395170e-02 -2.34239189e-01 -2.51227333e-01
1.26377990e-01 -1.63008706e-01 -1.72437339e-01 8.71200652e-02
-8.33321244e-03 5.97520928e-02 -1.76097335e-01 4.75675221e-02
-6.80751584e-02]
[ 3.35541673e-02 -1.62677405e-01 -1.50256264e-01 -7.48260905e-02
-1.21587189e-01 -1.07150975e-01 1.01347587e-01 -1.53209625e-01
-1.91732611e-02 8.22743749e-04 -1.49385365e-02 -1.21187281e-01
1.17246848e-02]
[ -2.88196212e-01 -1.42949772e-01 -7.48320397e-02 -1.06149318e-01
-3.03147797e-01 -2.74134799e-01 -3.70579070e-01 3.71230685e-02
-3.15042532e-01 -2.12530282e-01 1.68577163e-01 -6.37707040e-02
2.35565961e-01]
[ -2.23772336e-01 -1.23375338e-01 -8.99351322e-02 -3.62975268e-02
-8.33224774e-02 -1.18180834e-01 -7.17948783e-02 3.17488386e-02
-1.34645585e-01 -5.37109126e-02 2.63236948e-02 -1.70076231e-01
-5.57256978e-02]
[ -1.64410733e-01 -6.99848292e-02 -2.26998471e-01 -3.04210228e-01
-1.57459371e-01 -2.02507031e-01 -3.03409117e-01 -9.36012326e-02
1.51362803e-01 -1.98602119e-01 -3.64312519e-01 -2.81252863e-01
-2.44597100e-01]
[ -3.72432001e-01 -6.06822343e-02 -1.50873139e-01 -1.29732330e-01
-4.77670894e-02 -3.13041345e-01 2.44565235e-02 -8.18123049e-02
-1.30338488e-01 6.28295150e-02 2.01578955e-02 -2.39518432e-01
-2.84852810e-01]
[ -1.66557966e-01 -1.47802891e-01 -4.98050708e-02 -1.63534711e-01
-1.31839254e-01 -2.94708907e-01 -1.28661411e-02 -1.39270390e-01
-2.26189867e-01 3.35523745e-02 2.11055090e-01 -3.30890036e-02
-1.74171313e-01]
[ -1.31906591e-01 -1.76905592e-01 -1.12215553e-01 -2.88250928e-01
8.97476733e-02 -1.73016001e-02 -1.78496772e-01 -1.56398067e-01
1.15896732e-01 -8.76665316e-02 -1.39949543e-01 -1.08239368e-01
-3.02619286e-01]
[ -4.44230793e-02 -3.19696470e-02 -1.49525076e-01 -5.07913734e-02
-2.27696526e-01 6.25967618e-02 -8.20264501e-02 -5.10454133e-02
-2.33477993e-01 -9.37868657e-02 -8.39211457e-02 -3.36111470e-01
-2.03632809e-01]
[ -7.15570251e-02 2.55430785e-02 -1.28746380e-01 -3.13607196e-01
1.21582212e-01 2.04517827e-02 -2.14007022e-01 -1.56652663e-01
1.22155087e-01 -6.17738094e-02 -2.81851790e-01 -2.55815543e-01
-3.02229737e-01]
[ 8.08602076e-02 -3.11286975e-01 -8.29730322e-02 -4.52500864e-01
-2.24646710e-01 -8.88619451e-02 7.02318671e-02 1.04240173e-01
-6.32124917e-03 3.04424053e-01 -5.29092447e-01 -7.88037844e-01
4.38290778e-01]
[ -2.21220931e-01 -2.46920173e-01 -1.30542294e-01 -3.07227242e-01
-3.02506362e-01 -9.30594310e-02 2.04701579e-01 4.14176750e-02
2.91449849e-01 4.13901091e-02 -4.08689709e-01 -9.81553306e-01
6.30918773e-01]
[ -1.19025120e-02 -1.89647950e-01 2.31466360e-02 -3.17046684e-01
-1.73473867e-01 1.66249460e-01 2.09715452e-01 2.69240687e-01
-2.17498779e-02 2.47048878e-01 -2.35640052e-01 -1.07015472e+00
7.45402572e-01]
[ 3.16789503e-03 -4.65835331e-02 -1.23477635e-01 -1.30814530e-01
-1.80625789e-01 -4.64057729e-02 3.00870748e-01 1.72677270e-01
2.57834379e-01 3.78077422e-01 -4.86703710e-01 -9.61176368e-01
7.54407326e-01]
[ -8.15385525e-02 -2.80874230e-01 5.99239468e-02 -3.68789809e-01
-1.50550965e-01 1.17330438e-01 3.73142840e-01 1.43372899e-01
-6.19285926e-02 1.73805857e-01 -5.66975928e-01 -9.74130493e-01
8.63928222e-01]
[ 1.21930479e-01 -9.07863562e-02 1.70585327e-02 -1.81374476e-01
-8.37766888e-02 -1.78003938e-02 2.58120540e-01 3.77779064e-01
4.18187881e-01 2.72378459e-01 -5.60020264e-01 -8.87425004e-01
5.76480360e-01]
[ -5.69829440e-03 -1.35416650e-01 2.13280796e-02 1.39432635e-02
-8.97343630e-02 -2.83529497e-01 5.52949251e-02 3.38895516e-01
-8.64374615e-03 1.07113888e-01 -2.59685845e-01 -7.46008543e-01
2.64596909e-01]
[ 8.21062633e-02 1.08639460e-01 4.20617001e-03 1.36553281e-01
-8.88453661e-02 -5.92716930e-02 -1.89082619e-01 -1.40894297e-01
-2.69087088e-01 -1.30965493e-01 -1.25426607e-01 2.76534551e-01
-2.70705112e-01]
[ 4.09968855e-02 -9.88232703e-02 1.43916265e-01 2.90785258e-01
2.50498289e-01 8.56493429e-03 -3.96283265e-01 -3.47802040e-01
-7.05352551e-02 -5.35750403e-01 2.09226055e-01 1.00187854e+00
-5.79457543e-01]
[ 3.12313061e-02 7.90524249e-02 -2.13146622e-01 6.97369478e-02
3.29383164e-02 -1.74369581e-03 -1.78878826e-01 -3.44763663e-01
-2.86978600e-01 -2.15954989e-01 -3.98471529e-02 -6.83695113e-02
-1.92417265e-01]
[ -5.87181072e-02 -2.12454459e-01 6.20829181e-02 6.69091900e-02
-1.33371854e-01 -1.34750017e-01 1.59555544e-02 -2.84239967e-02
6.51168176e-02 -3.83456683e-01 -3.30696318e-01 -2.55729464e-01
4.33999900e-02]
[ 1.18765392e-02 -2.72685913e-01 5.74222922e-02 -2.78487196e-01
-1.94392144e-01 -2.31571776e-01 -2.66971780e-01 2.87923139e-02
-1.31843899e-02 8.82305756e-02 -1.94984033e-01 1.36155088e-01
-5.07478231e-03]
[ 1.66834651e-01 5.56686531e-02 -1.07237393e-01 -2.47109225e-01
-5.64416610e-02 -1.02857195e-01 -2.04692030e-01 -1.54319058e-02
-2.02866841e-01 -2.59792610e-01 -1.84456810e-01 3.60680735e-01
-9.84901329e-02]
[ -1.75831915e-01 -1.79772940e-01 -1.14624752e-01 -2.36231985e-01
-4.91640839e-02 2.58126394e-02 -2.04100824e-01 -2.51151338e-01
-1.48740170e-01 -5.86510237e-02 -2.11742506e-01 2.58419293e-01
-1.96660472e-01]
[ -3.88549702e-02 -2.08537158e-01 -1.62857867e-01 -2.44883607e-01
-4.99920678e-02 4.27147955e-02 -6.11265747e-02 -6.29594158e-02
-2.32543557e-01 -3.06854780e-01 -5.44256782e-02 4.19817846e-02
-3.80229820e-02]
[ 1.09641398e-01 8.51338458e-02 -1.36047169e-02 -1.85792968e-01
-3.21451796e-01 6.97213300e-03 -1.86872758e-01 -3.08720815e-01
-3.30453750e-01 -5.12490151e-03 -9.94731154e-02 1.88364302e-01
-9.72514712e-02]
[ -6.34462048e-02 -8.59684038e-03 -2.85265354e-01 -1.15430247e-02
7.10015536e-02 1.55108055e-01 -2.45404271e-01 -1.91616707e-01
-5.73519116e-02 -7.29016451e-02 1.92561508e-01 6.48080317e-01
-1.26869998e-01]
[ 1.15707253e-01 3.46805827e-01 -2.02269670e-01 7.23268726e-01
1.21134766e-01 -7.59409602e-04 -2.56837053e-01 -4.11053161e-01
-2.56329249e-01 -3.77538993e-01 7.55628628e-01 9.78716640e-01
-1.06226703e+00]
[ -2.49917204e-02 1.85581406e-01 4.66741902e-02 2.95349463e-01
7.69436428e-03 -6.87646377e-02 -3.14055195e-01 -3.88325882e-01
-3.03537992e-01 -2.84497374e-01 5.63433608e-01 1.01824849e+00
-9.96444573e-01]
[ -4.28129879e-02 -1.33001534e-01 -1.52502760e-01 2.91933070e-01
-1.76471423e-01 2.34880509e-01 -7.16259586e-02 -2.09161184e-01
-2.38558266e-01 -4.16518787e-01 1.83337368e-01 4.88275619e-01
-4.53665052e-01]
[ 7.96380278e-02 -3.82872647e-01 -5.10598538e-02 -1.03785216e-02
-1.14074787e-01 1.99771916e-01 7.13860416e-02 1.67437851e-01
-1.79658013e-01 -2.85834534e-02 -6.28746921e-02 3.33173976e-01
-2.64249295e-01]
[ 2.04648414e-01 -2.92980631e-01 -1.20502313e-01 -7.67118646e-02
-2.11770287e-01 1.21933258e-01 1.56712999e-02 -1.39934458e-01
-6.42983652e-02 -8.37284095e-02 -1.40193162e-01 -1.51695840e-01
-1.60979771e-01]
[ -1.34878828e-01 -8.00147819e-02 3.78332775e-02 -2.53194687e-01
-5.80602706e-02 -1.41231979e-01 4.17114653e-02 -1.37329477e-02
-9.12245490e-02 -3.30036981e-03 -3.17009108e-01 -4.38328207e-01
-6.99140965e-02]
[ -1.40608569e-01 -1.37341526e-01 -6.77950775e-02 -2.75848926e-01
-3.47099063e-01 -2.88503761e-01 1.60043747e-01 1.40902129e-01
1.73651214e-02 1.18526539e-01 -2.59600210e-01 -8.15865303e-01
3.11759945e-02]
[ -1.54145006e-01 -2.48241780e-01 -2.99141943e-01 -5.97502768e-01
-2.95974870e-01 -2.09126297e-01 -2.84627729e-01 4.17800298e-02
-9.60545415e-03 -4.49447270e-01 -5.05752516e-01 -5.20674741e-01
-7.17412801e-01]
[ -1.18724667e-01 1.29000825e-01 1.63944351e-02 7.46815892e-02
-2.06720411e-01 -1.73375776e-01 -1.39338212e-01 1.23572747e-02
-1.28723662e-01 -1.64152136e-01 -1.44199687e-01 -3.76021198e-01
-3.08550000e-02]
[ -3.58611077e-01 -1.16544350e-01 -2.72683523e-01 2.33024065e-01
-1.99505403e-01 -2.30612126e-01 -9.19487055e-02 -1.14800489e-01
2.41991582e-02 8.29656897e-03 9.04041030e-02 -2.82193296e-01
6.28514046e-02]
[ -1.29300736e-01 -4.33330999e-02 -2.54782892e-01 9.35695520e-02
-2.23870295e-01 -2.79011151e-01 -3.57058353e-01 -1.89788131e-02
1.82422506e-02 -1.32964657e-01 -2.36783178e-01 -2.95547860e-01
2.75426976e-02]
[ -2.31001956e-01 -5.31961153e-01 -3.38488970e-01 -2.03653024e-01
-3.22566509e-01 -2.30641318e-01 -5.06899486e-02 -2.58331271e-01
5.57339421e-02 -2.36422413e-01 -1.07928410e-01 -2.39383724e-01
-5.62063130e-02]
[ -2.18764651e-01 -2.96454711e-01 -3.19599213e-01 -1.10892669e-01
-9.16521263e-02 -1.49905993e-01 -7.29774919e-02 1.57496707e-02
-1.93538794e-01 -5.04922757e-01 -2.45602617e-01 -2.00357425e-01
1.77791881e-02]
[ -1.06961307e-01 -7.97009214e-03 -2.39794760e-01 -6.71535431e-01
-2.61552462e-01 -2.58898985e-01 5.71533984e-03 -4.24826450e-01
1.09892554e-01 -1.37626856e-01 -4.95207137e-01 -2.52819840e-01
-6.85961165e-01]]
Progress: 21.6% ... Training loss: 0.243 ... Validation loss: 0.399[[-0.17900812]
[ 0.24754148]
[-0.16092487]
[ 0.96557995]
[ 0.24974712]
[-0.060857 ]
[-0.8474012 ]
[-0.93894842]
[-0.64706597]
[-0.94678083]
[ 1.17812897]
[ 2.90003001]
[-1.95206204]]
[[ -5.31272648e-01 -4.94552581e-01 -5.87259447e-01 -9.15892839e-02
-2.96365080e-01 -5.93170151e-01 -1.32163825e-01 -2.59786238e-01
-3.96312412e-01 -3.59638344e-01 1.85997363e-01 7.88955682e-01
1.81841773e-01]
[ 5.78180975e-03 -1.36858461e-01 4.89796646e-02 -5.62252972e-02
-4.08162577e-02 5.83525600e-02 -1.21847027e-01 2.02920885e-01
-1.41036764e-01 -1.89865048e-01 -7.56236997e-02 -1.14317849e-01
5.86729086e-02]
[ -2.41024893e-01 1.39096236e-01 -2.79688197e-02 1.39951735e-01
8.01484712e-02 -1.25880589e-01 3.69092793e-02 -1.30346951e-01
2.68165986e-01 -2.99213797e-01 1.89695381e-01 7.50184303e-01
7.68213229e-01]
[ 2.06438529e-01 -2.39196798e-01 -2.80366542e-01 5.27419052e-02
-2.79097949e-01 5.75016082e-03 1.55222650e-01 -5.20979316e-01
1.74915639e-01 -2.73709067e-01 -1.78043344e-01 -3.17013970e-01
-1.79235070e-01]
[ 1.24122487e-01 1.09523344e-02 1.10512513e-01 -6.52349337e-02
-2.10730320e-02 7.24308452e-02 -1.18826487e-01 -9.19201465e-02
7.47734253e-02 2.04042795e-01 9.76193957e-02 -6.91528564e-02
-2.10609073e-01]
[ -4.81705019e-01 -6.04998864e-01 -6.02034433e-01 -6.03731124e-01
-5.86094003e-01 -5.64347714e-01 -3.15711292e-01 -1.54664264e-01
-4.41856777e-01 -2.33082735e-01 -5.20079146e-01 -7.34914631e-01
-5.57855447e-01]
[ -4.17502369e-01 -5.85631298e-01 -3.23362359e-01 -3.76333192e-01
-4.11886084e-01 -5.62301988e-01 -4.25127621e-01 -4.68715850e-01
-2.99232439e-01 -1.40461856e-01 -4.31938488e-01 -3.44957293e-01
-4.15104547e-01]
[ -3.36802628e-01 -3.44400369e-01 -4.79905508e-01 -1.85066587e-01
-3.19367574e-01 -4.21029523e-01 -2.86894939e-01 -2.33130299e-01
-2.94619547e-01 -5.26957199e-01 -2.75928195e-01 -6.65934523e-01
-4.17133501e-01]
[ -4.66959674e-01 -3.51976871e-01 -3.78340372e-01 -1.97507767e-01
-3.41603898e-01 -2.15710198e-01 -5.82446590e-02 -4.29430500e-01
-2.50283411e-01 -4.35123510e-01 -1.71529738e-01 -2.71407110e-01
-1.69755060e-01]
[ -9.54529501e-01 -9.41459866e-01 -9.81103201e-01 -7.35706987e-01
-1.03307334e+00 -9.85913512e-01 -5.88266897e-01 -5.80208108e-01
-7.47976002e-01 -5.57964296e-01 -7.31944595e-01 -5.91901337e-01
-7.16619987e-01]
[ -5.12380945e-01 -2.67924759e-01 -4.70073119e-01 -3.40803874e-01
-3.47879772e-01 -3.61274865e-01 -5.85126750e-01 -5.98896187e-01
-6.45948912e-01 -1.15188729e-01 -4.92667554e-01 -6.71004616e-01
-4.81720145e-01]
[ -1.14741301e-01 2.05349624e-02 -3.38651278e-01 -4.40810800e-01
-1.07307548e-01 -7.28058793e-02 -1.70055698e-01 -3.49052658e-01
-1.51058242e-01 9.68075276e-02 -4.54764283e-01 -9.15226279e-01
-4.79889372e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.57642350e-01 -1.19165405e-01 1.64860914e-01 -2.77573866e-01
-1.30886349e-01 1.13414149e-01 -1.19642227e-01 2.20523362e-02
-7.98176389e-02 7.83573487e-02 -1.81190819e-01 -3.81412482e-01
-2.33160900e-03]
[ -8.46361762e-02 -2.63982616e-01 -1.79675702e-01 -2.91268048e-01
-4.77976628e-01 -8.56419129e-02 -4.45751072e-02 6.32645204e-03
-5.89307173e-02 1.74966773e-02 -2.09880181e-01 -3.27086868e-01
-2.66642097e-01]
[ -7.22666867e-02 -1.64481583e-02 -2.34238150e-01 -2.50885526e-01
1.26458245e-01 -1.63026160e-01 -1.73105664e-01 8.70951630e-02
-8.70248160e-03 5.98491054e-02 -1.76045037e-01 4.82707030e-02
-6.78760579e-02]
[ 3.37171919e-02 -1.62840641e-01 -1.50186102e-01 -7.66348202e-02
-1.21800767e-01 -1.07115134e-01 1.01869822e-01 -1.52462520e-01
-1.88747926e-02 2.25061255e-03 -1.65041959e-02 -1.22578704e-01
1.39401032e-02]
[ -2.88220677e-01 -1.42925073e-01 -7.48565388e-02 -1.06654502e-01
-3.03197045e-01 -2.74142695e-01 -3.70110469e-01 3.75794614e-02
-3.15173758e-01 -2.12046333e-01 1.68220178e-01 -6.28837951e-02
2.36492452e-01]
[ -2.23575104e-01 -1.23883062e-01 -8.96419211e-02 -4.04335673e-02
-8.40830789e-02 -1.18109499e-01 -6.84492047e-02 3.54001346e-02
-1.32426488e-01 -5.03668435e-02 2.03375980e-02 -1.82189942e-01
-4.41920428e-02]
[ -1.64621488e-01 -6.97014405e-02 -2.27147666e-01 -3.03052876e-01
-1.57183800e-01 -2.02548722e-01 -3.04927465e-01 -9.50431986e-02
1.50057576e-01 -1.99188347e-01 -3.63776567e-01 -2.78235282e-01
-2.47710957e-01]
[ -3.72438808e-01 -6.06259788e-02 -1.50891678e-01 -1.30123495e-01
-4.77342664e-02 -3.13037419e-01 2.45704793e-02 -8.20403739e-02
-1.30255932e-01 6.30334886e-02 2.00403142e-02 -2.37670603e-01
-2.84494068e-01]
[ -1.65676986e-01 -1.49379926e-01 -4.91004920e-02 -1.72274865e-01
-1.33457976e-01 -2.94506382e-01 -4.93906621e-03 -1.32333251e-01
-2.21007581e-01 4.03795046e-02 1.97870961e-01 -6.45665943e-02
-1.56280074e-01]
[ -1.31660434e-01 -1.77111569e-01 -1.12066305e-01 -2.89741789e-01
8.94017931e-02 -1.72289874e-02 -1.77558150e-01 -1.56241635e-01
1.16759308e-01 -8.64900134e-02 -1.41669271e-01 -1.11353856e-01
-3.02874475e-01]
[ -4.43097149e-02 -3.19882657e-02 -1.49541205e-01 -5.16877350e-02
-2.27700199e-01 6.26227351e-02 -8.10681759e-02 -5.10403282e-02
-2.32993139e-01 -9.36672082e-02 -8.46081204e-02 -3.36732227e-01
-2.03537908e-01]
[ -7.15112173e-02 2.54739113e-02 -1.28705788e-01 -3.13720244e-01
1.21498960e-01 2.04649929e-02 -2.13563713e-01 -1.56212310e-01
1.22373543e-01 -6.14284240e-02 -2.81881743e-01 -2.55685812e-01
-3.01671359e-01]
[ 8.10063379e-02 -3.11565953e-01 -8.27837245e-02 -4.54215136e-01
-2.25006083e-01 -8.88229866e-02 7.17317873e-02 1.06426255e-01
-5.15665479e-03 3.06717440e-01 -5.31941696e-01 -7.95308445e-01
4.43822382e-01]
[ -2.21164728e-01 -2.46987224e-01 -1.30489716e-01 -3.07606298e-01
-3.02581248e-01 -9.30460635e-02 2.05060166e-01 4.20367516e-02
2.91684965e-01 4.20987827e-02 -4.09226859e-01 -9.82502094e-01
6.31964674e-01]
[ -1.17668623e-02 -1.89948039e-01 2.33049589e-02 -3.19187852e-01
-1.73832243e-01 1.66289346e-01 2.11471392e-01 2.71080841e-01
-2.06840122e-02 2.48663453e-01 -2.38767488e-01 -1.07672996e+00
7.50617241e-01]
[ 3.38951733e-03 -4.70843342e-02 -1.23281006e-01 -1.33809017e-01
-1.81116122e-01 -4.63494436e-02 3.03279317e-01 1.74674921e-01
2.59384165e-01 3.80680704e-01 -4.90088890e-01 -9.68142681e-01
7.61022580e-01]
[ -8.14386651e-02 -2.80993882e-01 5.99970892e-02 -3.69304258e-01
-1.50688255e-01 1.17359157e-01 3.73947777e-01 1.44088605e-01
-6.14689722e-02 1.74448041e-01 -5.67501597e-01 -9.75085893e-01
8.65454846e-01]
[ 1.22084584e-01 -9.09818898e-02 1.71448329e-02 -1.82446480e-01
-8.39911894e-02 -1.77757509e-02 2.59446854e-01 3.78735405e-01
4.19198979e-01 2.73712733e-01 -5.61255684e-01 -8.91505088e-01
5.79763400e-01]
[ -5.70460552e-03 -1.35371325e-01 2.13380603e-02 1.41492950e-02
-8.96753154e-02 -2.83536911e-01 5.53854077e-02 3.38986183e-01
-8.67098959e-03 1.07399573e-01 -2.59891052e-01 -7.47364402e-01
2.64724864e-01]
[ 8.21906651e-02 1.08475206e-01 4.30882883e-03 1.35678227e-01
-8.90010314e-02 -5.92546792e-02 -1.88092239e-01 -1.39411041e-01
-2.68719167e-01 -1.29847285e-01 -1.27588762e-01 2.69358858e-01
-2.69865191e-01]
[ 4.12658214e-02 -9.91053880e-02 1.44126173e-01 2.90193038e-01
2.50132552e-01 8.64273252e-03 -3.95541163e-01 -3.46724823e-01
-6.97999183e-02 -5.34282440e-01 2.08393557e-01 1.00062821e+00
-5.80336056e-01]
[ 3.12834582e-02 7.89049888e-02 -2.13087971e-01 6.89464206e-02
3.28340632e-02 -1.73392141e-03 -1.78238389e-01 -3.44156109e-01
-2.86612839e-01 -2.15537335e-01 -4.09941389e-02 -7.22098503e-02
-1.90314129e-01]
[ -5.91135794e-02 -2.11855664e-01 6.18169510e-02 6.91763312e-02
-1.32772233e-01 -1.34825912e-01 1.31375005e-02 -3.10744544e-02
6.26954247e-02 -3.85471981e-01 -3.28444237e-01 -2.46642986e-01
3.82086899e-02]
[ 1.19610346e-02 -2.72893367e-01 5.75235291e-02 -2.79322199e-01
-1.94590383e-01 -2.31553782e-01 -2.66410535e-01 2.97696972e-02
-1.26805538e-02 8.90774352e-02 -1.96166660e-01 1.32765725e-01
-2.84387786e-03]
[ 1.66430268e-01 5.66515547e-02 -1.07675120e-01 -2.45164994e-01
-5.55537935e-02 -1.02972018e-01 -2.07187987e-01 -1.95568942e-02
-2.05072779e-01 -2.62758685e-01 -1.80503451e-01 3.77046915e-01
-1.04439738e-01]
[ -1.75508263e-01 -1.80265228e-01 -1.14379042e-01 -2.39615419e-01
-4.98233060e-02 2.59044633e-02 -2.01542656e-01 -2.49203286e-01
-1.47031494e-01 -5.61705720e-02 -2.16003750e-01 2.48587944e-01
-1.90133832e-01]
[ -3.88369510e-02 -2.08429929e-01 -1.62930236e-01 -2.45990873e-01
-4.99620839e-02 4.27193426e-02 -6.09260489e-02 -6.38202589e-02
-2.32405605e-01 -3.07411950e-01 -5.55507141e-02 4.33988152e-02
-3.63321129e-02]
[ 1.09459823e-01 8.54239894e-02 -1.37717675e-02 -1.84763805e-01
-3.21267988e-01 6.93391863e-03 -1.87744433e-01 -3.09862836e-01
-3.31360831e-01 -6.26577835e-03 -9.77536824e-02 1.94042608e-01
-1.00213382e-01]
[ -6.31764879e-02 -9.30316122e-03 -2.85017072e-01 -1.45795581e-02
7.03092524e-02 1.55202202e-01 -2.43342458e-01 -1.88978596e-01
-5.53546780e-02 -7.07100012e-02 1.88154802e-01 6.39544162e-01
-1.20495496e-01]
[ 1.15887856e-01 3.46450863e-01 -2.02143527e-01 7.21637951e-01
1.20856268e-01 -7.25310798e-04 -2.55876944e-01 -4.10233883e-01
-2.55503778e-01 -3.76492010e-01 7.53494412e-01 9.73727700e-01
-1.06111865e+00]
[ -2.46725651e-02 1.85096375e-01 4.69559799e-02 2.93830200e-01
7.26125547e-03 -6.86754248e-02 -3.12516917e-01 -3.86211889e-01
-3.02585338e-01 -2.82365255e-01 5.60781007e-01 1.01291728e+00
-9.96076474e-01]
[ -4.25086532e-02 -1.33438275e-01 -1.52205879e-01 2.90767392e-01
-1.76826589e-01 2.34978861e-01 -7.01241591e-02 -2.06608352e-01
-2.37599662e-01 -4.13799384e-01 1.81132955e-01 4.84442910e-01
-4.52925297e-01]
[ 7.97604270e-02 -3.83028957e-01 -5.09523862e-02 -1.08189505e-02
-1.14266632e-01 1.99806290e-01 7.18987645e-02 1.68289585e-01
-1.79334750e-01 -2.76981121e-02 -6.34692438e-02 3.31886149e-01
-2.63787606e-01]
[ 2.04751017e-01 -2.93082026e-01 -1.20462085e-01 -7.71586257e-02
-2.11884717e-01 1.21957751e-01 1.66434229e-02 -1.39494240e-01
-6.37373497e-02 -8.32776683e-02 -1.40919574e-01 -1.54600113e-01
-1.60080240e-01]
[ -1.34708475e-01 -8.03030580e-02 3.80143334e-02 -2.54254653e-01
-5.84038178e-02 -1.41190786e-01 4.31734103e-02 -1.14730216e-02
-9.04088535e-02 -1.33892033e-03 -3.18697426e-01 -4.43156164e-01
-6.72980600e-02]
[ -1.40640855e-01 -1.37228490e-01 -6.78395613e-02 -2.75414613e-01
-3.46996731e-01 -2.88513915e-01 1.59628100e-01 1.40269265e-01
1.70259535e-02 1.18263565e-01 -2.59123811e-01 -8.14579219e-01
2.98224370e-02]
[ -1.54141154e-01 -2.47815150e-01 -2.99317386e-01 -5.97651858e-01
-2.95658884e-01 -2.09104914e-01 -2.84422029e-01 3.93380794e-02
-1.10423338e-02 -4.50162724e-01 -5.04999910e-01 -5.14040857e-01
-7.26448746e-01]
[ -1.18605982e-01 1.28599620e-01 1.65707577e-02 7.28708264e-02
-2.07085318e-01 -1.73344778e-01 -1.37930765e-01 1.45971318e-02
-1.27661547e-01 -1.62333299e-01 -1.46974656e-01 -3.81833281e-01
-2.49029639e-02]
[ -3.58121092e-01 -1.17571429e-01 -2.72225898e-01 2.27439463e-01
-2.00589598e-01 -2.30462803e-01 -8.78353188e-02 -1.10603237e-01
2.74696303e-02 1.36302740e-02 8.27262159e-02 -2.97722216e-01
7.46747008e-02]
[ -1.28836602e-01 -4.40444719e-02 -2.54453740e-01 8.98002919e-02
-2.24574439e-01 -2.78914323e-01 -3.54225930e-01 -1.59364832e-02
2.04633394e-02 -1.29237726e-01 -2.40835098e-01 -3.04743434e-01
3.50259182e-02]
[ -2.30348153e-01 -5.33192409e-01 -3.37810425e-01 -2.11193801e-01
-3.24173499e-01 -2.30458863e-01 -4.42858822e-02 -2.51735650e-01
6.03085888e-02 -2.30551672e-01 -1.20294185e-01 -2.67768871e-01
-3.65535411e-02]
[ -2.18744613e-01 -2.96405867e-01 -3.19556068e-01 -1.10877864e-01
-9.17131945e-02 -1.49889911e-01 -7.25784927e-02 1.68857631e-02
-1.93694290e-01 -5.03585427e-01 -2.46392818e-01 -2.00672189e-01
1.79897445e-02]
[ -1.06617412e-01 -8.22191909e-03 -2.39525429e-01 -6.72513209e-01
-2.61711255e-01 -2.58805831e-01 6.69838367e-03 -4.22831592e-01
1.10195287e-01 -1.34740461e-01 -4.96880792e-01 -2.51731586e-01
-6.89037472e-01]]
Progress: 21.6% ... Training loss: 0.235 ... Validation loss: 0.410[[-0.17438875]
[ 0.25473593]
[-0.15189496]
[ 0.98588426]
[ 0.26010796]
[-0.05194039]
[-0.8329392 ]
[-0.92559514]
[-0.64123643]
[-0.93385911]
[ 1.20327455]
[ 2.92634751]
[-1.93738717]]
[[ -5.32047566e-01 -4.92654067e-01 -5.88369883e-01 -7.82741424e-02
-2.94189550e-01 -5.93512517e-01 -1.39558927e-01 -2.67889535e-01
-4.00446606e-01 -3.66012644e-01 2.03493499e-01 8.21461158e-01
1.57614684e-01]
[ 5.32410731e-03 -1.36180410e-01 4.85700323e-02 -5.37012763e-02
-4.02132990e-02 5.81828922e-02 -1.24368666e-01 2.00238876e-01
-1.42599396e-01 -1.92560976e-01 -7.24712207e-02 -1.08781610e-01
5.26777679e-02]
[ -2.41098796e-01 1.39467294e-01 -2.77884715e-02 1.41012299e-01
8.02831440e-02 -1.25883930e-01 3.76777088e-02 -1.29112258e-01
2.70219705e-01 -2.99390885e-01 1.93053178e-01 7.41178509e-01
7.73852629e-01]
[ 2.06803989e-01 -2.40692736e-01 -2.79940221e-01 5.21631631e-02
-2.79940961e-01 5.84839918e-03 1.54146574e-01 -5.17028238e-01
1.76038474e-01 -2.69829913e-01 -1.81944993e-01 -3.20650664e-01
-1.78763710e-01]
[ 1.23525017e-01 1.32884452e-02 1.09349136e-01 -5.54978922e-02
-1.90955123e-02 7.20660248e-02 -1.20330179e-01 -1.01059078e-01
7.17442650e-02 1.97797248e-01 1.12317280e-01 -3.25898059e-02
-2.15108575e-01]
[ -4.81699613e-01 -6.05090714e-01 -6.02132647e-01 -6.03236605e-01
-5.86094470e-01 -5.64365507e-01 -3.16308845e-01 -1.55018496e-01
-4.42017553e-01 -2.33647412e-01 -5.20146606e-01 -7.37693417e-01
-5.61956872e-01]
[ -4.17252241e-01 -5.85828271e-01 -3.23326878e-01 -3.76237422e-01
-4.11955237e-01 -5.62257545e-01 -4.23792346e-01 -4.69292435e-01
-2.97638935e-01 -1.39373195e-01 -4.33207977e-01 -3.52068038e-01
-4.17098459e-01]
[ -3.36644101e-01 -3.44597690e-01 -4.79896559e-01 -1.85636138e-01
-3.19449946e-01 -4.21004508e-01 -2.85664399e-01 -2.33596569e-01
-2.93316865e-01 -5.27191830e-01 -2.75057527e-01 -6.77009670e-01
-4.15991989e-01]
[ -4.68220123e-01 -3.50026663e-01 -3.79414679e-01 -1.85974086e-01
-3.39425228e-01 -2.16173352e-01 -6.79047819e-02 -4.35875508e-01
-2.56432874e-01 -4.42824136e-01 -1.57291351e-01 -2.38646555e-01
-1.92973333e-01]
[ -9.54514078e-01 -9.41552172e-01 -9.81164985e-01 -7.32899454e-01
-1.03276254e+00 -9.85928787e-01 -5.89738892e-01 -5.82293775e-01
-7.47663214e-01 -5.59305434e-01 -7.28319877e-01 -5.96770435e-01
-7.25425231e-01]
[ -5.13900261e-01 -2.65626380e-01 -4.71307773e-01 -3.28888815e-01
-3.45489730e-01 -3.61796524e-01 -5.94154426e-01 -6.05257324e-01
-6.52445575e-01 -1.23801365e-01 -4.78339375e-01 -6.41644449e-01
-5.02100677e-01]
[ -1.14083794e-01 1.97929549e-02 -3.38482931e-01 -4.43978972e-01
-1.07981709e-01 -7.26804332e-02 -1.67247888e-01 -3.48447949e-01
-1.48288421e-01 9.93500309e-02 -4.58945075e-01 -9.27921472e-01
-4.78875692e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.57918176e-01 -1.18893269e-01 1.64618388e-01 -2.76094123e-01
-1.30602439e-01 1.13316404e-01 -1.21318320e-01 1.96828837e-02
-8.06149066e-02 7.59205950e-02 -1.79425121e-01 -3.79448515e-01
-4.43541601e-03]
[ -8.44468770e-02 -2.64238311e-01 -1.79505192e-01 -2.91868430e-01
-4.78185526e-01 -8.55756918e-02 -4.37986153e-02 8.20654162e-03
-5.84159258e-02 1.92136457e-02 -2.11331242e-01 -3.31202681e-01
-2.67157330e-01]
[ -7.20309102e-02 -1.65869168e-02 -2.34292640e-01 -2.52099336e-01
1.26350646e-01 -1.62982356e-01 -1.72983949e-01 8.53534484e-02
-8.10199915e-03 5.96642391e-02 -1.76997018e-01 5.02081906e-02
-7.11915617e-02]
[ 3.37245587e-02 -1.62898207e-01 -1.50174021e-01 -7.64312427e-02
-1.21858345e-01 -1.07105651e-01 1.02358909e-01 -1.51929379e-01
-1.83808241e-02 2.92985480e-03 -1.70153447e-02 -1.24426768e-01
1.52558958e-02]
[ -2.88030167e-01 -1.43295717e-01 -7.46180113e-02 -1.08340095e-01
-3.03485887e-01 -2.74096501e-01 -3.68088943e-01 4.00097185e-02
-3.13802249e-01 -2.09880345e-01 1.65342903e-01 -7.27237576e-02
2.41583079e-01]
[ -2.23848165e-01 -1.23124175e-01 -9.00507609e-02 -3.64290235e-02
-8.33521026e-02 -1.18214451e-01 -7.07370187e-02 3.14244148e-02
-1.34080524e-01 -5.36898309e-02 2.59424013e-02 -1.73369740e-01
-5.35863602e-02]
[ -1.64439080e-01 -6.98837244e-02 -2.27042211e-01 -3.03934681e-01
-1.57398938e-01 -2.02489378e-01 -3.03511216e-01 -9.38108842e-02
1.51536340e-01 -1.98384504e-01 -3.64220524e-01 -2.88230767e-01
-2.43409086e-01]
[ -3.72363689e-01 -6.09026745e-02 -1.50791614e-01 -1.31248518e-01
-4.78897504e-02 -3.13026138e-01 2.57123123e-02 -8.15564728e-02
-1.29614394e-01 6.34809318e-02 1.90844882e-02 -2.42348859e-01
-2.82627889e-01]
[ -1.66647254e-01 -1.47901648e-01 -4.98905815e-02 -1.61631666e-01
-1.31816362e-01 -2.94843675e-01 -1.38666562e-02 -1.37196199e-01
-2.26130127e-01 3.47086285e-02 2.10578907e-01 -3.49015548e-02
-1.75964320e-01]
[ -1.31965188e-01 -1.76708439e-01 -1.12313566e-01 -2.88190405e-01
8.98295384e-02 -1.73479924e-02 -1.79328876e-01 -1.58109368e-01
1.15709419e-01 -8.82766095e-02 -1.39714465e-01 -1.07481417e-01
-3.07073692e-01]
[ -4.43166727e-02 -3.19195903e-02 -1.49620174e-01 -5.21326337e-02
-2.27578249e-01 6.26071531e-02 -8.04660127e-02 -5.12735214e-02
-2.33085239e-01 -9.42929715e-02 -8.48371190e-02 -3.38678358e-01
-2.04231576e-01]
[ -7.14072165e-02 2.52385135e-02 -1.28638341e-01 -3.14096759e-01
1.21352985e-01 2.04917552e-02 -2.13162417e-01 -1.55563347e-01
1.22574276e-01 -6.06253360e-02 -2.82722643e-01 -2.57725359e-01
-3.02511934e-01]
[ 8.09558764e-02 -3.11519582e-01 -8.28339121e-02 -4.54077776e-01
-2.24965075e-01 -8.88392438e-02 7.14927602e-02 1.06025050e-01
-5.28374232e-03 3.06320917e-01 -5.31757722e-01 -7.95166872e-01
4.43522923e-01]
[ -2.21183886e-01 -2.46920516e-01 -1.30508578e-01 -3.07811422e-01
-3.02526187e-01 -9.30597632e-02 2.05176251e-01 4.19628100e-02
2.91591370e-01 4.22299435e-02 -4.09463448e-01 -9.83194059e-01
6.32218162e-01]
[ -1.22786889e-02 -1.89318047e-01 2.29216053e-02 -3.16189213e-01
-1.73215900e-01 1.66108346e-01 2.08046706e-01 2.67526124e-01
-2.29175978e-02 2.45262854e-01 -2.35603256e-01 -1.07366331e+00
7.42568778e-01]
[ 3.38688873e-03 -4.71001082e-02 -1.23282986e-01 -1.34008760e-01
-1.81136025e-01 -4.63490742e-02 3.03455953e-01 1.74817574e-01
2.59500349e-01 3.80811827e-01 -4.90296324e-01 -9.68808656e-01
7.61459193e-01]
[ -8.15388961e-02 -2.80891259e-01 5.99008587e-02 -3.68781025e-01
-1.50589506e-01 1.17324679e-01 3.73265134e-01 1.43259817e-01
-6.18606422e-02 1.73741674e-01 -5.66920531e-01 -9.74630346e-01
8.64083833e-01]
[ 1.21925565e-01 -9.08033494e-02 1.70564745e-02 -1.81657309e-01
-8.38044635e-02 -1.78319341e-02 2.58553634e-01 3.78091910e-01
4.18515061e-01 2.72976492e-01 -5.60726740e-01 -8.91269181e-01
5.77874831e-01]
[ -5.97285794e-03 -1.35040327e-01 2.11100115e-02 1.61245669e-02
-8.93318859e-02 -2.83622931e-01 5.35159763e-02 3.37178083e-01
-9.67555192e-03 1.05743649e-01 -2.57987882e-01 -7.45202143e-01
2.60391371e-01]
[ 8.25943336e-02 1.07778953e-01 4.54802918e-03 1.33406865e-01
-8.95008092e-02 -5.91607674e-02 -1.86025643e-01 -1.37304904e-01
-2.66891686e-01 -1.28039907e-01 -1.29436847e-01 2.59555016e-01
-2.66669152e-01]
[ 4.08820666e-02 -9.85837330e-02 1.43776865e-01 2.95231709e-01
2.50838440e-01 8.52779332e-03 -3.98258759e-01 -3.47913510e-01
-7.17135098e-02 -5.36731382e-01 2.14646003e-01 1.01619748e+00
-5.87133841e-01]
[ 3.12034266e-02 7.90256099e-02 -2.13128411e-01 6.99037099e-02
3.29811522e-02 -1.76341289e-03 -1.78908933e-01 -3.44327099e-01
-2.86887538e-01 -2.15769259e-01 -3.99473112e-02 -6.98357838e-02
-1.92173793e-01]
[ -5.92114680e-02 -2.11711695e-01 6.17624617e-02 6.96670372e-02
-1.32673749e-01 -1.34859053e-01 1.22999769e-02 -3.09745972e-02
6.22590012e-02 -3.85674680e-01 -3.27971634e-01 -2.45362999e-01
3.71646173e-02]
[ 1.19389286e-02 -2.72969323e-01 5.75887932e-02 -2.80074737e-01
-1.94634217e-01 -2.31556762e-01 -2.66255533e-01 3.03018857e-02
-1.23456779e-02 8.92626631e-02 -1.97010476e-01 1.29648170e-01
-1.99425484e-03]
[ 1.66196714e-01 5.69371860e-02 -1.07784766e-01 -2.44059128e-01
-5.52349851e-02 -1.03017197e-01 -2.09077525e-01 -2.10771184e-02
-2.06158202e-01 -2.64122373e-01 -1.78943959e-01 3.86265633e-01
-1.08027157e-01]
[ -1.75283418e-01 -1.80849240e-01 -1.14078673e-01 -2.42548882e-01
-5.04422580e-02 2.59754948e-02 -1.99117142e-01 -2.46486343e-01
-1.44619831e-01 -5.39273398e-02 -2.19718337e-01 2.38018653e-01
-1.82204815e-01]
[ -3.86387770e-02 -2.08845591e-01 -1.62696886e-01 -2.48092780e-01
-5.04462495e-02 4.28003215e-02 -5.89791464e-02 -6.12174258e-02
-2.30801569e-01 -3.05830395e-01 -5.90333502e-02 3.30012857e-02
-2.95322026e-02]
[ 1.09483354e-01 8.56167352e-02 -1.39060093e-02 -1.84863758e-01
-3.21051754e-01 6.91483337e-03 -1.87825958e-01 -3.11300691e-01
-3.31057094e-01 -7.17956989e-03 -9.68879957e-02 1.97362683e-01
-1.00656392e-01]
[ -6.33007737e-02 -8.93905425e-03 -2.85182303e-01 -1.34673520e-02
7.06731552e-02 1.55140975e-01 -2.44231011e-01 -1.90592074e-01
-5.63473636e-02 -7.19678015e-02 1.90245882e-01 6.44858108e-01
-1.23335706e-01]
[ 1.15918729e-01 3.46701101e-01 -2.02290671e-01 7.25360824e-01
1.21229896e-01 -7.72351105e-04 -2.56799136e-01 -4.11083155e-01
-2.56142359e-01 -3.76240892e-01 7.57259678e-01 9.77483753e-01
-1.06857601e+00]
[ -2.43192191e-02 1.84805660e-01 4.71503821e-02 2.93226322e-01
7.08038031e-03 -6.85725844e-02 -3.11047134e-01 -3.85467575e-01
-3.01834370e-01 -2.80481239e-01 5.59595850e-01 1.00775347e+00
-9.97527807e-01]
[ -4.24735932e-02 -1.33357302e-01 -1.52290326e-01 2.91608883e-01
-1.76709604e-01 2.34997997e-01 -7.00571046e-02 -2.07347003e-01
-2.38003009e-01 -4.14746726e-01 1.82813579e-01 4.87515450e-01
-4.55781498e-01]
[ 7.97842533e-02 -3.83012474e-01 -5.10531989e-02 -1.05959849e-02
-1.14255787e-01 1.99802052e-01 7.17867986e-02 1.67307423e-01
-1.79226635e-01 -2.84220832e-02 -6.28786423e-02 3.32489577e-01
-2.64507980e-01]
[ 2.04771412e-01 -2.93134644e-01 -1.20442738e-01 -7.73176388e-02
-2.11930422e-01 1.21963785e-01 1.69099353e-02 -1.39311230e-01
-6.35398084e-02 -8.31092816e-02 -1.41280648e-01 -1.55762450e-01
-1.59495506e-01]
[ -1.34699523e-01 -8.02945318e-02 3.80326625e-02 -2.54321119e-01
-5.84213272e-02 -1.41190505e-01 4.32285650e-02 -1.13510903e-02
-9.04165423e-02 -9.66618540e-04 -3.19051277e-01 -4.43820064e-01
-6.73085458e-02]
[ -1.40756715e-01 -1.36973621e-01 -6.79851336e-02 -2.74382489e-01
-3.46752512e-01 -2.88555028e-01 1.58419445e-01 1.38988871e-01
1.62441582e-02 1.17082607e-01 -2.57804489e-01 -8.11117149e-01
2.66098304e-02]
[ -1.53682643e-01 -2.47982249e-01 -2.99259909e-01 -5.99634151e-01
-2.95858539e-01 -2.09027011e-01 -2.82314165e-01 4.06161549e-02
-9.93348239e-03 -4.48985585e-01 -5.06137396e-01 -5.19634060e-01
-7.25561000e-01]
[ -1.19359198e-01 1.29666720e-01 1.58744504e-02 7.78974099e-02
-2.06044678e-01 -1.73597251e-01 -1.41934428e-01 9.36963883e-03
-1.29933736e-01 -1.67205533e-01 -1.40604041e-01 -3.72219284e-01
-3.39112425e-02]
[ -3.58458023e-01 -1.17279052e-01 -2.72480758e-01 2.30625577e-01
-2.00189069e-01 -2.30585899e-01 -9.01886444e-02 -1.11907133e-01
2.62299083e-02 1.17635454e-02 8.63253214e-02 -2.91750921e-01
7.00931887e-02]
[ -1.28599397e-01 -4.43709645e-02 -2.54394778e-01 8.90098931e-02
-2.24779932e-01 -2.78854217e-01 -3.53058623e-01 -1.59872693e-02
2.16032422e-02 -1.29178456e-01 -2.41112499e-01 -3.07990712e-01
3.62914875e-02]
[ -2.30903492e-01 -5.32621066e-01 -3.38004048e-01 -2.06905315e-01
-3.23574358e-01 -2.30634731e-01 -4.82755224e-02 -2.52867389e-01
5.85860060e-02 -2.32898916e-01 -1.16499038e-01 -2.62394161e-01
-4.18370948e-02]
[ -2.19389642e-01 -2.95452504e-01 -3.19975933e-01 -1.05122529e-01
-9.06562388e-02 -1.50075948e-01 -7.65661104e-02 1.33533197e-02
-1.96222825e-01 -5.07217153e-01 -2.39459614e-01 -1.88540314e-01
8.26560739e-03]
[ -1.05868999e-01 -9.14844553e-03 -2.39205306e-01 -6.76442615e-01
-2.62376694e-01 -2.58617853e-01 1.00655974e-02 -4.20705406e-01
1.12295508e-01 -1.30670210e-01 -5.02391871e-01 -2.64187107e-01
-6.90765403e-01]]
Progress: 21.6% ... Training loss: 0.233 ... Validation loss: 0.395[[-0.17526933]
[ 0.25439664]
[-0.15208003]
[ 0.99875079]
[ 0.26512414]
[-0.05237706]
[-0.8238324 ]
[-0.91217343]
[-0.63593929]
[-0.934665 ]
[ 1.22014278]
[ 2.97329028]
[-1.92356169]]
[[ -5.33094538e-01 -4.89843134e-01 -5.89433084e-01 -6.29414439e-02
-2.91341938e-01 -5.93791779e-01 -1.50014789e-01 -2.81962866e-01
-4.08113752e-01 -3.75240885e-01 2.26791498e-01 8.79636652e-01
1.27274564e-01]
[ 5.51890860e-03 -1.36367886e-01 4.86901564e-02 -5.45700757e-02
-4.03293283e-02 5.82327731e-02 -1.23802534e-01 2.00871343e-01
-1.42222739e-01 -1.91567505e-01 -7.34830957e-02 -1.09653650e-01
5.28618154e-02]
[ -2.40760587e-01 1.39764746e-01 -2.77659915e-02 1.41462602e-01
8.07290290e-02 -1.25778040e-01 3.74573961e-02 -1.32745500e-01
2.68794732e-01 -2.98676743e-01 2.00809360e-01 7.48460558e-01
7.54527481e-01]
[ 2.07397921e-01 -2.42197523e-01 -2.79761937e-01 4.87197575e-02
-2.81422102e-01 5.95047565e-03 1.58889051e-01 -5.12180462e-01
1.79200125e-01 -2.66510273e-01 -1.92055519e-01 -3.27265606e-01
-1.71137605e-01]
[ 1.26031623e-01 9.88596155e-03 1.11504671e-01 -7.14028329e-02
-2.24516465e-02 7.27426975e-02 -1.08875243e-01 -8.51195438e-02
8.11434698e-02 2.14600895e-01 9.42650243e-02 -6.93647027e-02
-1.93645615e-01]
[ -4.81895261e-01 -6.04738810e-01 -6.02232892e-01 -6.00314387e-01
-5.85541829e-01 -5.64399598e-01 -3.18506530e-01 -1.58357199e-01
-4.43326649e-01 -2.36381085e-01 -5.15817132e-01 -7.26055806e-01
-5.66240739e-01]
[ -4.16903433e-01 -5.86062215e-01 -3.23027750e-01 -3.76082512e-01
-4.12227557e-01 -5.62183380e-01 -4.24559794e-01 -4.68544630e-01
-2.97311981e-01 -1.37839664e-01 -4.32710885e-01 -3.50582735e-01
-4.20355799e-01]
[ -3.36646766e-01 -3.44345718e-01 -4.80073440e-01 -1.82719552e-01
-3.18877610e-01 -4.20999389e-01 -2.86790773e-01 -2.38314851e-01
-2.94628678e-01 -5.27410198e-01 -2.68967941e-01 -6.60376848e-01
-4.27519109e-01]
[ -4.68620198e-01 -3.49699143e-01 -3.79632925e-01 -1.83185398e-01
-3.38903715e-01 -2.16278428e-01 -7.06873754e-02 -4.38255122e-01
-2.58108275e-01 -4.43887280e-01 -1.55183966e-01 -2.30043239e-01
-1.95772523e-01]
[ -9.56081198e-01 -9.39161980e-01 -9.82186332e-01 -7.17454929e-01
-1.02975628e+00 -9.86331220e-01 -6.02354129e-01 -5.95989716e-01
-7.56344851e-01 -5.68332524e-01 -7.06171249e-01 -5.39022738e-01
-7.53890222e-01]
[ -5.13552809e-01 -2.66159507e-01 -4.70973767e-01 -3.30560203e-01
-3.45895497e-01 -3.61694193e-01 -5.92702203e-01 -6.03334312e-01
-6.51439277e-01 -1.21462719e-01 -4.81132953e-01 -6.45812782e-01
-4.98412609e-01]
[ -1.13113707e-01 1.86333416e-02 -3.37991834e-01 -4.48969709e-01
-1.09208034e-01 -7.24402140e-02 -1.62958974e-01 -3.46363814e-01
-1.44582437e-01 1.03556818e-01 -4.65276586e-01 -9.43141783e-01
-4.75966288e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.57945345e-01 -1.18883186e-01 1.64594319e-01 -2.76256584e-01
-1.30550813e-01 1.13306383e-01 -1.21814869e-01 1.92512516e-02
-8.07640345e-02 7.52946512e-02 -1.79333172e-01 -3.78459207e-01
-4.68204554e-03]
[ -8.44115592e-02 -2.64351785e-01 -1.79430681e-01 -2.91486894e-01
-4.78225888e-01 -8.55542006e-02 -4.40372503e-02 7.76174484e-03
-5.82810401e-02 1.90223525e-02 -2.11308755e-01 -3.29972056e-01
-2.67086590e-01]
[ -7.21584204e-02 -1.62496334e-02 -2.34335333e-01 -2.49693831e-01
1.26760953e-01 -1.63015861e-01 -1.74236775e-01 8.36331489e-02
-9.01441484e-03 5.87025475e-02 -1.73765635e-01 5.64563402e-02
-7.40659143e-02]
[ 3.42493748e-02 -1.63449845e-01 -1.49797074e-01 -7.84109530e-02
-1.22444943e-01 -1.06974125e-01 1.03808745e-01 -1.50374384e-01
-1.68305057e-02 5.34380683e-03 -1.95588747e-02 -1.30311869e-01
1.72397969e-02]
[ -2.88059121e-01 -1.43215200e-01 -7.46633955e-02 -1.08334131e-01
-3.03378448e-01 -2.74112415e-01 -3.68886272e-01 3.96815587e-02
-3.14441480e-01 -2.10205118e-01 1.66462130e-01 -6.77216678e-02
2.39024150e-01]
[ -2.23915041e-01 -1.23154361e-01 -9.00229145e-02 -3.56346284e-02
-8.33328895e-02 -1.18207678e-01 -7.14371391e-02 3.06463949e-02
-1.34127302e-01 -5.38630484e-02 2.71573854e-02 -1.71727071e-01
-5.68441766e-02]
[ -1.64604753e-01 -6.94017682e-02 -2.27209585e-01 -3.01236240e-01
-1.56926162e-01 -2.02544125e-01 -3.05040969e-01 -9.60357971e-02
1.49917465e-01 -1.99327473e-01 -3.60853398e-01 -2.82449852e-01
-2.50322132e-01]
[ -3.72125256e-01 -6.13858967e-02 -1.50662729e-01 -1.31898672e-01
-4.82487046e-02 -3.12963520e-01 2.68859566e-02 -8.09600412e-02
-1.28709689e-01 6.44433453e-02 1.77794758e-02 -2.44922150e-01
-2.81423600e-01]
[ -1.66915515e-01 -1.47231401e-01 -5.02156453e-02 -1.58867384e-01
-1.30998805e-01 -2.94916111e-01 -1.58542480e-02 -1.40853234e-01
-2.27835508e-01 3.29433499e-02 2.16672864e-01 -1.67249455e-02
-1.83063096e-01]
[ -1.32135731e-01 -1.76399286e-01 -1.12456625e-01 -2.87144783e-01
9.01540106e-02 -1.74037646e-02 -1.80698071e-01 -1.59410977e-01
1.14746980e-01 -8.93284893e-02 -1.38366643e-01 -1.02900962e-01
-3.09637204e-01]
[ -4.43873813e-02 -3.20556155e-02 -1.49598045e-01 -5.16805299e-02
-2.27642403e-01 6.26104888e-02 -8.08221171e-02 -5.14427446e-02
-2.33199861e-01 -9.37902494e-02 -8.53434695e-02 -3.38644369e-01
-2.03557613e-01]
[ -7.15296697e-02 2.53612720e-02 -1.28717262e-01 -3.13069882e-01
1.21573831e-01 2.04485229e-02 -2.13931894e-01 -1.56347880e-01
1.22163881e-01 -6.09490331e-02 -2.81833147e-01 -2.54592726e-01
-3.02799282e-01]
[ 8.09599224e-02 -3.11567354e-01 -8.28074807e-02 -4.54452959e-01
-2.25039144e-01 -8.88390485e-02 7.16541070e-02 1.06457854e-01
-5.11298655e-03 3.06700759e-01 -5.32276826e-01 -7.96910092e-01
4.44731373e-01]
[ -2.21290141e-01 -2.46790599e-01 -1.30581074e-01 -3.07657302e-01
-3.02396807e-01 -9.30906717e-02 2.04950151e-01 4.16010492e-02
2.91273429e-01 4.18796219e-02 -4.09477852e-01 -9.83763578e-01
6.31845261e-01]
[ -1.22359981e-02 -1.89350878e-01 2.29451854e-02 -3.16332872e-01
-1.73258498e-01 1.66119414e-01 2.08312549e-01 2.67815760e-01
-2.28195719e-02 2.45551933e-01 -2.35876959e-01 -1.07374556e+00
7.42949538e-01]
[ 3.36456212e-03 -4.70676545e-02 -1.23295675e-01 -1.33869562e-01
-1.81110238e-01 -4.63544394e-02 3.03264295e-01 1.74663334e-01
2.59345130e-01 3.80675438e-01 -4.90164352e-01 -9.68634886e-01
7.61064492e-01]
[ -8.16526113e-02 -2.80759645e-01 5.98304486e-02 -3.68240353e-01
-1.50483272e-01 1.17291170e-01 3.72686889e-01 1.42880601e-01
-6.22860729e-02 1.73132925e-01 -5.66463357e-01 -9.74308314e-01
8.62792560e-01]
[ 1.21748016e-01 -9.05846066e-02 1.69574054e-02 -1.80346990e-01
-8.35896112e-02 -1.78746050e-02 2.57189592e-01 3.76883254e-01
4.17399552e-01 2.72138909e-01 -5.59875375e-01 -8.89665523e-01
5.74433351e-01]
[ -5.70309449e-03 -1.35369927e-01 2.12866120e-02 1.48247269e-02
-8.95945214e-02 -2.83575339e-01 5.53260689e-02 3.38822226e-01
-8.27995228e-03 1.07335174e-01 -2.59497361e-01 -7.47840785e-01
2.63495127e-01]
[ 8.23802551e-02 1.07904295e-01 4.40245266e-03 1.35347839e-01
-8.93579047e-02 -5.92073496e-02 -1.86972001e-01 -1.39341363e-01
-2.66799764e-01 -1.30487938e-01 -1.27291970e-01 2.62677665e-01
-2.68053935e-01]
[ 4.02239131e-02 -9.77339549e-02 1.43339103e-01 3.03462720e-01
2.51931502e-01 8.34759724e-03 -4.03159909e-01 -3.52742528e-01
-7.50457363e-02 -5.39922043e-01 2.23656259e-01 1.03978444e+00
-5.96062106e-01]
[ 3.12117328e-02 7.90677113e-02 -2.13111416e-01 7.01936618e-02
3.29834412e-02 -1.75807093e-03 -1.78806223e-01 -3.43980764e-01
-2.86971406e-01 -2.15512036e-01 -3.98842644e-02 -6.93163221e-02
-1.92791683e-01]
[ -5.91679898e-02 -2.11861892e-01 6.18788102e-02 6.88363961e-02
-1.32804530e-01 -1.34843910e-01 1.24765012e-02 -3.04155609e-02
6.25075750e-02 -3.84925447e-01 -3.28730695e-01 -2.46798575e-01
3.84043791e-02]
[ 1.19453946e-02 -2.72997228e-01 5.76069863e-02 -2.80141502e-01
-1.94640850e-01 -2.31546362e-01 -2.66931773e-01 3.01285289e-02
-1.26033631e-02 8.89379903e-02 -1.96907433e-01 1.32833177e-01
-3.15747329e-03]
[ 1.66140395e-01 5.72260669e-02 -1.07873906e-01 -2.43550650e-01
-5.48787861e-02 -1.03032704e-01 -2.10193172e-01 -2.30678173e-02
-2.06974831e-01 -2.64313286e-01 -1.76806244e-01 3.94425624e-01
-1.11332370e-01]
[ -1.75230976e-01 -1.80902180e-01 -1.14076205e-01 -2.43082267e-01
-5.04691963e-02 2.59966562e-02 -1.99185679e-01 -2.46924458e-01
-1.44664713e-01 -5.41091672e-02 -2.19712587e-01 2.40596111e-01
-1.82628230e-01]
[ -3.88457799e-02 -2.08333407e-01 -1.62948958e-01 -2.46312187e-01
-4.99370568e-02 4.27417050e-02 -6.16446453e-02 -6.36949389e-02
-2.32584414e-01 -3.08005791e-01 -5.42283235e-02 4.62527814e-02
-3.72379396e-02]
[ 1.09633727e-01 8.53355356e-02 -1.36999026e-02 -1.86534731e-01
-3.21303342e-01 6.96564571e-03 -1.87063084e-01 -3.10336977e-01
-3.30781577e-01 -5.06813773e-03 -9.91652301e-02 1.92352037e-01
-9.78766775e-02]
[ -6.30944846e-02 -9.41262351e-03 -2.85022056e-01 -1.56541494e-02
7.02375102e-02 1.55222496e-01 -2.42741800e-01 -1.89062630e-01
-5.50033614e-02 -7.04925540e-02 1.87563799e-01 6.39521049e-01
-1.19107941e-01]
[ 1.16049794e-01 3.46604071e-01 -2.02276983e-01 7.26963222e-01
1.21338593e-01 -7.35882481e-04 -2.56656679e-01 -4.13103182e-01
-2.55773483e-01 -3.77542361e-01 7.59763341e-01 9.79443691e-01
-1.07269305e+00]
[ -2.40841657e-02 1.84803880e-01 4.72818520e-02 2.93733058e-01
7.18962229e-03 -6.85252805e-02 -3.11048945e-01 -3.85664370e-01
-3.02025539e-01 -2.79379366e-01 5.60306319e-01 1.00726268e+00
-1.00084097e+00]
[ -4.24459454e-02 -1.33393245e-01 -1.52262856e-01 2.91261307e-01
-1.76766677e-01 2.35010207e-01 -6.97412947e-02 -2.06918153e-01
-2.37867021e-01 -4.14501352e-01 1.82209164e-01 4.86250275e-01
-4.55203517e-01]
[ 7.97482200e-02 -3.82984238e-01 -5.10808447e-02 -1.04433704e-02
-1.14221590e-01 1.99790786e-01 7.15921732e-02 1.67044350e-01
-1.79332931e-01 -2.86666404e-02 -6.26954440e-02 3.32871842e-01
-2.64714664e-01]
[ 2.04735918e-01 -2.93074093e-01 -1.20470428e-01 -7.71214566e-02
-2.11872901e-01 1.21952405e-01 1.66912492e-02 -1.39494653e-01
-6.37644251e-02 -8.33144331e-02 -1.40972175e-01 -1.54833062e-01
-1.60056942e-01]
[ -1.34538279e-01 -8.04090278e-02 3.81302893e-02 -2.54739053e-01
-5.85798836e-02 -1.41158955e-01 4.39179794e-02 -1.06195088e-02
-8.99483090e-02 2.29318084e-04 -3.19997249e-01 -4.45532916e-01
-6.67366945e-02]
[ -1.40718234e-01 -1.37050704e-01 -6.79640530e-02 -2.75080583e-01
-3.46821380e-01 -2.88549678e-01 1.58777657e-01 1.39086882e-01
1.65316253e-02 1.17399910e-01 -2.58611524e-01 -8.12246446e-01
2.78794709e-02]
[ -1.53474290e-01 -2.47415105e-01 -2.99370765e-01 -5.98474809e-01
-2.95561518e-01 -2.09006829e-01 -2.83294339e-01 3.68340130e-02
-1.10193908e-02 -4.48562972e-01 -5.03109744e-01 -5.08038023e-01
-7.36376640e-01]
[ -1.19034680e-01 1.29090437e-01 1.62897347e-02 7.68913701e-02
-2.06469269e-01 -1.73498671e-01 -1.41358700e-01 1.13364153e-02
-1.28928304e-01 -1.64586332e-01 -1.43188299e-01 -3.75901570e-01
-3.25075851e-02]
[ -3.58086849e-01 -1.17696837e-01 -2.72220155e-01 2.29677355e-01
-2.00488794e-01 -2.30451813e-01 -8.80548581e-02 -1.09959946e-01
2.75022173e-02 1.51947531e-02 8.48293095e-02 -2.94107024e-01
7.46683151e-02]
[ -1.29243376e-01 -4.35667260e-02 -2.54659966e-01 9.50717026e-02
-2.23937628e-01 -2.79014035e-01 -3.56828127e-01 -1.95214430e-02
1.91975675e-02 -1.31878403e-01 -2.35182826e-01 -2.98788705e-01
3.07769732e-02]
[ -2.31205703e-01 -5.32414449e-01 -3.38152899e-01 -2.04182607e-01
-3.23168689e-01 -2.30690772e-01 -5.02046570e-02 -2.54717674e-01
5.72030383e-02 -2.35185316e-01 -1.12728417e-01 -2.53568670e-01
-4.39961713e-02]
[ -2.19730340e-01 -2.95030498e-01 -3.20182756e-01 -1.02687592e-01
-9.01194678e-02 -1.50181592e-01 -7.85551486e-02 1.16432188e-02
-1.97684257e-01 -5.08199334e-01 -2.37311413e-01 -1.85483449e-01
5.39986310e-03]
[ -1.05735738e-01 -9.45693039e-03 -2.39345718e-01 -6.78084749e-01
-2.62359973e-01 -2.58609082e-01 9.14983323e-03 -4.23431463e-01
1.12384394e-01 -1.33656359e-01 -5.00164211e-01 -2.52470065e-01
-6.97256729e-01]]
Progress: 21.7% ... Training loss: 0.247 ... Validation loss: 0.404[[-0.1782037 ]
[ 0.24266907]
[-0.16130058]
[ 0.98179537]
[ 0.25243039]
[-0.05724719]
[-0.83793698]
[-0.93229125]
[-0.64983634]
[-0.94655334]
[ 1.19058557]
[ 2.91610564]
[-1.95897137]]
[[ -5.31808055e-01 -4.92044341e-01 -5.88227804e-01 -7.80448572e-02
-2.94182012e-01 -5.93420352e-01 -1.37584785e-01 -2.67633112e-01
-3.99349209e-01 -3.65796118e-01 2.04599135e-01 8.22948702e-01
1.57851106e-01]
[ 5.34629387e-03 -1.36172126e-01 4.85140638e-02 -5.30215124e-02
-4.00988592e-02 5.81774793e-02 -1.25210935e-01 1.99488628e-01
-1.43393669e-01 -1.92441354e-01 -7.16949256e-02 -1.04166304e-01
4.88998686e-02]
[ -2.39410637e-01 1.35775621e-01 -2.58759050e-02 1.19026687e-01
7.65731457e-02 -1.25357898e-01 5.09856763e-02 -1.13873945e-01
2.81031612e-01 -2.86216349e-01 1.69655769e-01 6.77144802e-01
7.98968532e-01]
[ 2.05921862e-01 -2.38544982e-01 -2.81494897e-01 6.65054812e-02
-2.77665944e-01 5.44956293e-03 1.48543371e-01 -5.26752365e-01
1.70243010e-01 -2.78306198e-01 -1.70436773e-01 -2.70779965e-01
-2.06406486e-01]
[ 1.26785978e-01 9.20300448e-03 1.12095407e-01 -7.50365702e-02
-2.29342559e-02 7.28948661e-02 -1.07810863e-01 -8.64134831e-02
8.33805596e-02 2.15381153e-01 8.93883967e-02 -7.61733558e-02
-1.98762809e-01]
[ -4.81685424e-01 -6.05262645e-01 -6.02000792e-01 -6.02451114e-01
-5.86152893e-01 -5.64310323e-01 -3.16901234e-01 -1.56012872e-01
-4.42200898e-01 -2.34307544e-01 -5.19616739e-01 -7.38088553e-01
-5.61804394e-01]
[ -4.16356366e-01 -5.87265151e-01 -3.22195563e-01 -3.84323450e-01
-4.13655980e-01 -5.62004160e-01 -4.18634715e-01 -4.61764488e-01
-2.92532456e-01 -1.31068064e-01 -4.44555674e-01 -3.78543501e-01
-4.01906478e-01]
[ -3.36521111e-01 -3.45566182e-01 -4.79611336e-01 -1.90355896e-01
-3.20251405e-01 -4.20934739e-01 -2.82660435e-01 -2.31248438e-01
-2.90938342e-01 -5.25176789e-01 -2.80929939e-01 -6.89238966e-01
-4.11899201e-01]
[ -4.68930255e-01 -3.49078824e-01 -3.79971190e-01 -1.79586601e-01
-3.38288693e-01 -2.16372933e-01 -7.27849520e-02 -4.40339196e-01
-2.60136770e-01 -4.45328125e-01 -1.51743540e-01 -2.20620220e-01
-2.01667173e-01]
[ -9.55369082e-01 -9.41635217e-01 -9.81015435e-01 -7.31368387e-01
-1.03267045e+00 -9.86078392e-01 -5.92848726e-01 -5.83636950e-01
-7.48223437e-01 -5.58683499e-01 -7.29430134e-01 -5.98489344e-01
-7.22587510e-01]
[ -5.13888883e-01 -2.65813677e-01 -4.71069014e-01 -3.30013656e-01
-3.45504772e-01 -3.61775872e-01 -5.93374242e-01 -6.02134774e-01
-6.52506780e-01 -1.22104082e-01 -4.80102336e-01 -6.41341287e-01
-4.96311314e-01]
[ -1.12917247e-01 1.84338329e-02 -3.37879359e-01 -4.50018010e-01
-1.09482847e-01 -7.23727233e-02 -1.62229202e-01 -3.45809311e-01
-1.44069231e-01 1.04186863e-01 -4.67214287e-01 -9.47579285e-01
-4.76759371e-01]
[ -1.87075113e-02 2.04334378e-01 1.01835776e-01 7.23977225e-02
8.40534746e-02 2.58906475e-02 9.50776743e-02 -8.86210050e-02
-1.63069137e-01 -2.58452907e-01 -2.48422577e-01 2.05117914e-01
1.05397065e-01]
[ -2.57848547e-01 -1.18982341e-01 1.64682239e-01 -2.76886652e-01
-1.30735366e-01 1.13335566e-01 -1.21409901e-01 2.04279000e-02
-8.05670291e-02 7.60468008e-02 -1.80444053e-01 -3.82347641e-01
-4.29915710e-03]
[ -8.44877780e-02 -2.64441937e-01 -1.79454293e-01 -2.91700174e-01
-4.78280935e-01 -8.55543872e-02 -4.42795303e-02 7.04589585e-03
-5.83334072e-02 1.85529099e-02 -2.12146824e-01 -3.33268769e-01
-2.66483393e-01]
[ -7.23064249e-02 -1.60789119e-02 -2.34401359e-01 -2.49630629e-01
1.26913530e-01 -1.63044557e-01 -1.74248369e-01 8.38711604e-02
-9.04445399e-03 5.83918045e-02 -1.73805105e-01 5.70573652e-02
-7.26667328e-02]
[ 3.46046047e-02 -1.64043874e-01 -1.49436355e-01 -8.05515627e-02
-1.22999710e-01 -1.06887296e-01 1.05532509e-01 -1.48267122e-01
-1.53954224e-02 8.44307896e-03 -2.25961360e-02 -1.38214049e-01
2.16585665e-02]
[ -2.87965059e-01 -1.43408377e-01 -7.45216278e-02 -1.10806471e-01
-3.03636785e-01 -2.74073597e-01 -3.67062626e-01 4.14305270e-02
-3.13218511e-01 -2.08700889e-01 1.63156580e-01 -7.61008205e-02
2.45844783e-01]
[ -2.23623299e-01 -1.23883080e-01 -8.95768601e-02 -4.00607155e-02
-8.43015399e-02 -1.18106563e-01 -6.81437581e-02 3.41656857e-02
-1.31356367e-01 -5.06021857e-02 2.04182081e-02 -1.87883104e-01
-4.80816238e-02]
[ -1.64675937e-01 -6.96402524e-02 -2.27111447e-01 -3.02917344e-01
-1.57217433e-01 -2.02544317e-01 -3.04490407e-01 -9.39327293e-02
1.50277631e-01 -1.99475414e-01 -3.62816956e-01 -2.87445422e-01
-2.44934958e-01]
[ -3.71670807e-01 -6.27078509e-02 -1.50080294e-01 -1.38841531e-01
-4.96380760e-02 -3.12827040e-01 3.09904616e-02 -7.57017045e-02
-1.24644475e-01 6.79417340e-02 7.08614423e-03 -2.68575905e-01
-2.69321619e-01]
[ -1.67154768e-01 -1.46872823e-01 -5.04259356e-02 -1.58006693e-01
-1.30686858e-01 -2.94984482e-01 -1.59054537e-02 -1.40996056e-01
-2.28316502e-01 3.21131057e-02 2.16928433e-01 -1.83672298e-02
-1.83752755e-01]
[ -1.32384487e-01 -1.75760592e-01 -1.12811711e-01 -2.84025879e-01
9.08043737e-02 -1.74931780e-02 -1.83264943e-01 -1.62163729e-01
1.12533923e-01 -9.14258058e-02 -1.34542007e-01 -9.27188527e-02
-3.17761187e-01]
[ -4.45542701e-02 -3.19914156e-02 -1.49639838e-01 -5.05534560e-02
-2.27560195e-01 6.25751750e-02 -8.14647518e-02 -5.15616014e-02
-2.33694416e-01 -9.38796037e-02 -8.48362696e-02 -3.37141709e-01
-2.03538361e-01]
[ -7.12991424e-02 2.50678311e-02 -1.28549363e-01 -3.14148618e-01
1.21280474e-01 2.05169108e-02 -2.12754996e-01 -1.54662379e-01
1.22950637e-01 -5.94811891e-02 -2.82859222e-01 -2.56397010e-01
-3.01270346e-01]
[ 8.09602029e-02 -3.11552379e-01 -8.28182506e-02 -4.54769646e-01
-2.25049499e-01 -8.88387324e-02 7.20732301e-02 1.06287166e-01
-4.94061773e-03 3.06656547e-01 -5.32924570e-01 -7.98986605e-01
4.45858833e-01]
[ -2.21203585e-01 -2.46944437e-01 -1.30515190e-01 -3.08950809e-01
-3.02584091e-01 -9.30584805e-02 2.06281073e-01 4.24298125e-02
2.92095911e-01 4.26222329e-02 -4.10852910e-01 -9.87122631e-01
6.35092034e-01]
[ -1.22466383e-02 -1.89382662e-01 2.29339409e-02 -3.16792052e-01
-1.73321661e-01 1.66116304e-01 2.08573097e-01 2.67861900e-01
-2.25961258e-02 2.45535459e-01 -2.36348407e-01 -1.07527213e+00
7.44441468e-01]
[ 3.39839396e-03 -4.71261133e-02 -1.23279206e-01 -1.34350376e-01
-1.81169773e-01 -4.63505225e-02 3.03874583e-01 1.74916659e-01
2.59750601e-01 3.80869439e-01 -4.90794261e-01 -9.71048081e-01
7.63087400e-01]
[ -8.15745694e-02 -2.80833739e-01 5.98956169e-02 -3.68969731e-01
-1.50607890e-01 1.17312618e-01 3.73641748e-01 1.43802193e-01
-6.17772610e-02 1.73999870e-01 -5.67536027e-01 -9.77347663e-01
8.65484622e-01]
[ 1.21753144e-01 -9.06045578e-02 1.69489200e-02 -1.80641000e-01
-8.36095371e-02 -1.78744916e-02 2.57492921e-01 3.77003039e-01
4.17607649e-01 2.72128410e-01 -5.60089723e-01 -8.90832912e-01
5.75154342e-01]
[ -5.78785950e-03 -1.35281438e-01 2.12297509e-02 1.53228410e-02
-8.95111874e-02 -2.83595645e-01 5.47778859e-02 3.38224083e-01
-8.64165805e-03 1.06732603e-01 -2.59049425e-01 -7.47682404e-01
2.62636183e-01]
[ 8.23395283e-02 1.07897860e-01 4.41114840e-03 1.35825364e-01
-8.93752576e-02 -5.92100119e-02 -1.87453374e-01 -1.39404378e-01
-2.66903467e-01 -1.30707011e-01 -1.26786718e-01 2.63946854e-01
-2.68568728e-01]
[ 4.02733039e-02 -9.80763732e-02 1.43583793e-01 3.02353905e-01
2.51361277e-01 8.36559640e-03 -4.01739184e-01 -3.50454111e-01
-7.33455600e-02 -5.38242198e-01 2.18938805e-01 1.02776271e+00
-5.94302565e-01]
[ 3.13089632e-02 7.87841932e-02 -2.13040000e-01 6.88409237e-02
3.26988930e-02 -1.73031914e-03 -1.77763066e-01 -3.42717443e-01
-2.86108018e-01 -2.15071416e-01 -4.17335817e-02 -7.57945324e-02
-1.89266981e-01]
[ -5.92028340e-02 -2.11733943e-01 6.18205264e-02 6.91810310e-02
-1.32733994e-01 -1.34863803e-01 1.21512937e-02 -3.03617892e-02
6.22270736e-02 -3.84629387e-01 -3.28727954e-01 -2.46435861e-01
3.76434974e-02]
[ 1.16460574e-02 -2.72752692e-01 5.73787723e-02 -2.79192272e-01
-1.94373088e-01 -2.31632985e-01 -2.68359883e-01 2.84501102e-02
-1.38487569e-02 8.73295056e-02 -1.95612187e-01 1.36848959e-01
-4.66812659e-03]
[ 1.66048257e-01 5.69412084e-02 -1.07748123e-01 -2.45236464e-01
-5.50494781e-02 -1.03034975e-01 -2.10502248e-01 -2.13864630e-02
-2.07015519e-01 -2.63876680e-01 -1.78180784e-01 3.91071025e-01
-1.08252615e-01]
[ -1.75153585e-01 -1.81255658e-01 -1.13778739e-01 -2.45315654e-01
-5.10752169e-02 2.60560110e-02 -1.97831483e-01 -2.44171991e-01
-1.43495612e-01 -5.16076518e-02 -2.23431953e-01 2.31810953e-01
-1.76284816e-01]
[ -3.90818253e-02 -2.07916414e-01 -1.63067988e-01 -2.45549150e-01
-4.94921107e-02 4.26900792e-02 -6.30295405e-02 -6.45279513e-02
-2.33555165e-01 -3.09260764e-01 -5.25298991e-02 5.27036198e-02
-3.91022883e-02]
[ 1.09713551e-01 8.51157576e-02 -1.36026712e-02 -1.87520829e-01
-3.21468922e-01 6.99257340e-03 -1.86445910e-01 -3.09097043e-01
-3.30374891e-01 -3.85378965e-03 -1.00692127e-01 1.88472811e-01
-9.59069120e-02]
[ -6.31736681e-02 -9.32941994e-03 -2.85017027e-01 -1.56947861e-02
7.02611229e-02 1.55211781e-01 -2.42735636e-01 -1.88331486e-01
-5.51725190e-02 -7.05625389e-02 1.87457692e-01 6.39939749e-01
-1.18168654e-01]
[ 1.16130566e-01 3.46395752e-01 -2.02225291e-01 7.25609681e-01
1.21148122e-01 -7.17371582e-04 -2.55861732e-01 -4.12432166e-01
-2.55232220e-01 -3.77255057e-01 7.57883076e-01 9.76100853e-01
-1.07133262e+00]
[ -2.35717622e-02 1.84198113e-01 4.75972717e-02 2.91954285e-01
6.71755050e-03 -6.84079579e-02 -3.09017712e-01 -3.83940360e-01
-3.00322760e-01 -2.77156403e-01 5.57022854e-01 1.00033274e+00
-9.99874030e-01]
[ -4.24893136e-02 -1.33604972e-01 -1.52194941e-01 2.90587665e-01
-1.76888555e-01 2.35011400e-01 -6.94343652e-02 -2.06140660e-01
-2.37450268e-01 -4.14090360e-01 1.80866053e-01 4.83910043e-01
-4.53454922e-01]
[ 8.00674376e-02 -3.83324296e-01 -5.09072888e-02 -1.29653760e-02
-1.14697030e-01 1.99879713e-01 7.37963206e-02 1.68777990e-01
-1.77850082e-01 -2.72844892e-02 -6.62009097e-02 3.23159680e-01
-2.59952481e-01]
[ 2.04822063e-01 -2.93213204e-01 -1.20395779e-01 -7.76324597e-02
-2.12046603e-01 1.21974192e-01 1.72633588e-02 -1.39012264e-01
-6.34006028e-02 -8.25346702e-02 -1.41813577e-01 -1.57753351e-01
-1.58704982e-01]
[ -1.34545497e-01 -8.04037215e-02 3.81295810e-02 -2.54550233e-01
-5.85731998e-02 -1.41160793e-01 4.38452524e-02 -1.05111437e-02
-9.00225933e-02 3.28794775e-04 -3.19827327e-01 -4.45315992e-01
-6.71483063e-02]
[ -1.40723677e-01 -1.37025479e-01 -6.79633946e-02 -2.74897126e-01
-3.46803652e-01 -2.88549753e-01 1.58660516e-01 1.38860042e-01
1.63574333e-02 1.17308686e-01 -2.58338447e-01 -8.11225134e-01
2.73029287e-02]
[ -1.52715554e-01 -2.48748581e-01 -2.98901237e-01 -6.07312281e-01
-2.97214358e-01 -2.08799648e-01 -2.77163127e-01 4.19199332e-02
-6.10769650e-03 -4.45515924e-01 -5.16552442e-01 -5.42447700e-01
-7.25834289e-01]
[ -1.18742535e-01 1.27906210e-01 1.67224504e-02 7.33089367e-02
-2.07437855e-01 -1.73405524e-01 -1.39525794e-01 1.41050399e-02
-1.27033364e-01 -1.61901845e-01 -1.48127941e-01 -3.86690788e-01
-2.49173852e-02]
[ -3.58112784e-01 -1.17791213e-01 -2.72138422e-01 2.29594213e-01
-2.00455864e-01 -2.30450419e-01 -8.78425194e-02 -1.08364922e-01
2.75597657e-02 1.59625851e-02 8.44094585e-02 -2.96856102e-01
7.82035319e-02]
[ -1.29571055e-01 -4.34365561e-02 -2.54734911e-01 9.70518716e-02
-2.23783153e-01 -2.79088221e-01 -3.58077024e-01 -1.98702607e-02
1.82692387e-02 -1.32173363e-01 -2.34023127e-01 -2.97767748e-01
3.10581761e-02]
[ -2.30832079e-01 -5.33248363e-01 -3.37648969e-01 -2.08663325e-01
-3.24374532e-01 -2.30548573e-01 -4.55160746e-02 -2.48740822e-01
6.10589148e-02 -2.30050090e-01 -1.20354277e-01 -2.76072012e-01
-2.86826969e-02]
[ -2.19747262e-01 -2.95074592e-01 -3.20150371e-01 -1.03277943e-01
-9.02013367e-02 -1.50174789e-01 -7.79929400e-02 1.28632048e-02
-1.97546306e-01 -5.07574561e-01 -2.38729138e-01 -1.88098887e-01
7.77691167e-03]
[ -1.06217205e-01 -8.42393018e-03 -2.39602939e-01 -6.76906013e-01
-2.61436500e-01 -2.58746979e-01 6.53462047e-03 -4.25622245e-01
1.10021830e-01 -1.35983059e-01 -4.97644102e-01 -2.39856882e-01
-7.04285299e-01]]
Progress: 21.8% ... Training loss: 0.238 ... Validation loss: 0.401[[-0.1737813 ]
[ 0.25313971]
[-0.15181317]
[ 0.99998667]
[ 0.26183116]
[-0.05110886]
[-0.8262986 ]
[-0.91106136]
[-0.64023397]
[-0.93180057]
[ 1.20680172]
[ 2.93510592]
[-1.94270878]]
[[ -5.31991121e-01 -4.91923026e-01 -5.88400181e-01 -7.60032510e-02
-2.94046108e-01 -5.93466862e-01 -1.38564057e-01 -2.70041246e-01
-3.98439039e-01 -3.68490455e-01 2.06923810e-01 8.36957868e-01
1.61821413e-01]
[ 5.40310068e-03 -1.36176311e-01 4.85252207e-02 -5.45884774e-02
-4.02220926e-02 5.81697227e-02 -1.25117518e-01 1.99888732e-01
-1.42770068e-01 -1.92588203e-01 -7.33578551e-02 -1.06880963e-01
5.15724505e-02]
[ -2.39717071e-01 1.36794422e-01 -2.60865777e-02 1.19723163e-01
7.72815614e-02 -1.25519892e-01 4.96174957e-02 -1.13260026e-01
2.80454188e-01 -2.87446682e-01 1.67912481e-01 6.78097833e-01
7.98093048e-01]
[ 2.07139192e-01 -2.39784483e-01 -2.80674203e-01 6.17236716e-02
-2.79008380e-01 5.83658547e-03 1.54356213e-01 -5.21916717e-01
1.74001776e-01 -2.71611129e-01 -1.77022376e-01 -2.89157796e-01
-2.00543405e-01]
[ 1.27993574e-01 7.26319719e-03 1.13011832e-01 -8.48530888e-02
-2.43802025e-02 7.32683950e-02 -9.94416932e-02 -7.71063905e-02
8.95183440e-02 2.21742062e-01 7.97863316e-02 -9.39411182e-02
-1.81916589e-01]
[ -4.82327510e-01 -6.04522256e-01 -6.02542735e-01 -5.97375278e-01
-5.85379288e-01 -5.64478412e-01 -3.21495178e-01 -1.63481213e-01
-4.44729519e-01 -2.39483062e-01 -5.13232623e-01 -7.18845316e-01
-5.70405382e-01]
[ -4.16764168e-01 -5.86668776e-01 -3.22540212e-01 -3.79857359e-01
-4.13091215e-01 -5.62121351e-01 -4.21373602e-01 -4.63433209e-01
-2.94746063e-01 -1.33433793e-01 -4.39691079e-01 -3.68798507e-01
-4.11393532e-01]
[ -3.36509098e-01 -3.44987436e-01 -4.79869134e-01 -1.89876331e-01
-3.19935449e-01 -4.21008677e-01 -2.83634781e-01 -2.33936101e-01
-2.91309152e-01 -5.26763774e-01 -2.82146069e-01 -6.91358755e-01
-4.14697156e-01]
[ -4.68851667e-01 -3.48866552e-01 -3.80078944e-01 -1.78377368e-01
-3.38015947e-01 -2.16368814e-01 -7.28358560e-02 -4.41207534e-01
-2.60331926e-01 -4.45897815e-01 -1.49896536e-01 -2.14181803e-01
-2.03149654e-01]
[ -9.56428682e-01 -9.39883236e-01 -9.81887781e-01 -7.21346589e-01
-1.03118650e+00 -9.86394679e-01 -6.00925317e-01 -5.93633834e-01
-7.52715213e-01 -5.66987237e-01 -7.18240576e-01 -5.66186806e-01
-7.38077768e-01]
[ -5.14578945e-01 -2.64537752e-01 -4.71832233e-01 -3.24679944e-01
-3.44136634e-01 -3.62031332e-01 -5.97920486e-01 -6.07152037e-01
-6.56528075e-01 -1.27238787e-01 -4.74353017e-01 -6.29705954e-01
-5.07139736e-01]
[ -1.12276527e-01 1.76847349e-02 -3.37595234e-01 -4.53455227e-01
-1.10269222e-01 -7.22034674e-02 -1.58544218e-01 -3.44050203e-01
-1.41339654e-01 1.07159841e-01 -4.71637943e-01 -9.57221958e-01
-4.73381555e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57867658e-01 -1.18934243e-01 1.64610755e-01 -2.76921860e-01
-1.30704843e-01 1.13326821e-01 -1.21725462e-01 1.96934298e-02
-8.06749974e-02 7.54767854e-02 -1.80574403e-01 -3.83542315e-01
-4.92969478e-03]
[ -8.49730411e-02 -2.63969568e-01 -1.79913052e-01 -2.88414826e-01
-4.77709364e-01 -8.56969362e-02 -4.71637018e-02 2.03659888e-03
-5.98513245e-02 1.46369647e-02 -2.08031104e-01 -3.21374831e-01
-2.69622985e-01]
[ -7.23115501e-02 -1.58784985e-02 -2.34355942e-01 -2.48354102e-01
1.26977823e-01 -1.63021602e-01 -1.75364553e-01 8.23209465e-02
-9.77641719e-03 5.78287278e-02 -1.71229090e-01 6.69984233e-02
-7.68545244e-02]
[ 3.45399926e-02 -1.63906995e-01 -1.49566112e-01 -7.98045601e-02
-1.22822559e-01 -1.06917247e-01 1.04799742e-01 -1.49386119e-01
-1.59538406e-02 7.49866328e-03 -2.16472157e-02 -1.34690942e-01
1.87955475e-02]
[ -2.88437597e-01 -1.42808511e-01 -7.48414740e-02 -1.07293930e-01
-3.03107159e-01 -2.74196295e-01 -3.69412414e-01 3.93482684e-02
-3.14877862e-01 -2.10866781e-01 1.66854605e-01 -7.01442389e-02
2.40537467e-01]
[ -2.23748278e-01 -1.23801892e-01 -8.96335483e-02 -3.91362013e-02
-8.41477627e-02 -1.18144786e-01 -6.87732408e-02 3.43896321e-02
-1.31842268e-01 -5.11696826e-02 2.12173791e-02 -1.86408311e-01
-4.91828635e-02]
[ -1.64978998e-01 -6.91956788e-02 -2.27303556e-01 -3.02764206e-01
-1.56982775e-01 -2.02653696e-01 -3.06687916e-01 -9.48093838e-02
1.49097928e-01 -2.01071142e-01 -3.63922429e-01 -2.86898184e-01
-2.47101296e-01]
[ -3.71594571e-01 -6.23161875e-02 -1.50296214e-01 -1.37051208e-01
-4.92822561e-02 -3.12846349e-01 3.06678712e-02 -7.84452115e-02
-1.25077963e-01 6.67157331e-02 9.07706280e-03 -2.65832861e-01
-2.73979454e-01]
[ -1.66926705e-01 -1.47017528e-01 -5.03261026e-02 -1.59268283e-01
-1.30882212e-01 -2.94937740e-01 -1.42649733e-02 -1.40337392e-01
-2.27159839e-01 3.30425660e-02 2.15105141e-01 -2.29838629e-02
-1.80251450e-01]
[ -1.32619223e-01 -1.75231872e-01 -1.13077006e-01 -2.80983008e-01
9.13733317e-02 -1.76071729e-02 -1.84961655e-01 -1.63857558e-01
1.11173794e-01 -9.29738032e-02 -1.30765874e-01 -8.26660870e-02
-3.21169927e-01]
[ -4.43466980e-02 -3.22276108e-02 -1.49507167e-01 -5.16986184e-02
-2.27794327e-01 6.26696582e-02 -8.04009958e-02 -5.05939444e-02
-2.32926071e-01 -9.30397461e-02 -8.63489793e-02 -3.40306937e-01
-2.02656272e-01]
[ -7.10608771e-02 2.46727451e-02 -1.28369567e-01 -3.15208197e-01
1.20950654e-01 2.05824804e-02 -2.11572547e-01 -1.53396480e-01
1.23752274e-01 -5.78518582e-02 -2.84312717e-01 -2.60246141e-01
-3.00559808e-01]
[ 8.08129057e-02 -3.11408047e-01 -8.29420571e-02 -4.54462161e-01
-2.24908458e-01 -8.88768056e-02 7.17873748e-02 1.05506130e-01
-5.26362590e-03 3.05788922e-01 -5.32671919e-01 -7.99142479e-01
4.44640996e-01]
[ -2.21203585e-01 -2.46944437e-01 -1.30515190e-01 -3.08950809e-01
-3.02584091e-01 -9.30584805e-02 2.06281073e-01 4.24298125e-02
2.92095911e-01 4.26222329e-02 -4.10852910e-01 -9.87122631e-01
6.35092034e-01]
[ -1.23318193e-02 -1.89290719e-01 2.28780579e-02 -3.16246380e-01
-1.73234214e-01 1.66092308e-01 2.07908601e-01 2.67308219e-01
-2.31412511e-02 2.45012606e-01 -2.35776394e-01 -1.07453979e+00
7.42822498e-01]
[ 3.26474941e-03 -4.69344025e-02 -1.23369048e-01 -1.33471578e-01
-1.81003790e-01 -4.63945233e-02 3.03010834e-01 1.74062081e-01
2.59130924e-01 3.79922960e-01 -4.90157097e-01 -9.70465186e-01
7.61545484e-01]
[ -8.16773316e-02 -2.80734955e-01 5.98208736e-02 -3.68555200e-01
-1.50502605e-01 1.17274178e-01 3.73304864e-01 1.43809831e-01
-6.22561331e-02 1.73584652e-01 -5.67414270e-01 -9.77410246e-01
8.65260550e-01]
[ 1.21545130e-01 -9.03557847e-02 1.67598340e-02 -1.79675258e-01
-8.33705928e-02 -1.79437140e-02 2.56396571e-01 3.75431514e-01
4.16856272e-01 2.70548676e-01 -5.59270789e-01 -8.90301481e-01
5.73254235e-01]
[ -5.83600590e-03 -1.35166090e-01 2.11835804e-02 1.61915871e-02
-8.94079556e-02 -2.83605347e-01 5.41223000e-02 3.37466725e-01
-9.09229777e-03 1.06283860e-01 -2.58336435e-01 -7.46730804e-01
2.60742692e-01]
[ 8.22863370e-02 1.07914519e-01 4.39375795e-03 1.35960565e-01
-8.94065118e-02 -5.92254602e-02 -1.87657610e-01 -1.39534596e-01
-2.66924247e-01 -1.30693459e-01 -1.26932971e-01 2.63364964e-01
-2.68248202e-01]
[ 3.99440505e-02 -9.77834163e-02 1.43298478e-01 3.05417395e-01
2.51742277e-01 8.26740009e-03 -4.04142231e-01 -3.53076739e-01
-7.40533715e-02 -5.41867343e-01 2.23084428e-01 1.03917365e+00
-5.94557648e-01]
[ 3.14186529e-02 7.86754337e-02 -2.12997484e-01 6.84987754e-02
3.26043271e-02 -1.69771732e-03 -1.77455670e-01 -3.42675480e-01
-2.85800639e-01 -2.14646107e-01 -4.18975950e-02 -7.53101013e-02
-1.89364772e-01]
[ -5.91819372e-02 -2.11752559e-01 6.18336291e-02 6.90761416e-02
-1.32758316e-01 -1.34856930e-01 1.22615306e-02 -3.03062400e-02
6.23139309e-02 -3.84549466e-01 -3.28827815e-01 -2.46584007e-01
3.78248205e-02]
[ 1.17064652e-02 -2.72796093e-01 5.73637236e-02 -2.80642112e-01
-1.94507566e-01 -2.31634089e-01 -2.67057586e-01 2.86046363e-02
-1.28232569e-02 8.73898620e-02 -1.97705983e-01 1.30158150e-01
7.97154948e-05]
[ 1.66026259e-01 5.70772773e-02 -1.07786741e-01 -2.45182433e-01
-5.49700765e-02 -1.03040895e-01 -2.10749984e-01 -2.18923155e-02
-2.07404152e-01 -2.64060367e-01 -1.77982869e-01 3.93046322e-01
-1.09222692e-01]
[ -1.75070088e-01 -1.81544326e-01 -1.13609382e-01 -2.47097947e-01
-5.13548479e-02 2.60970546e-02 -1.96696105e-01 -2.42492313e-01
-1.42193488e-01 -4.99874036e-02 -2.26059951e-01 2.26175367e-01
-1.71761892e-01]
[ -3.89855733e-02 -2.07984506e-01 -1.63013040e-01 -2.45898452e-01
-4.95891157e-02 4.27190559e-02 -6.25673162e-02 -6.41407841e-02
-2.33275002e-01 -3.08717910e-01 -5.29625559e-02 5.21916972e-02
-3.86370765e-02]
[ 1.09596559e-01 8.52088291e-02 -1.36173981e-02 -1.87263217e-01
-3.21379989e-01 6.97416894e-03 -1.87525274e-01 -3.10565359e-01
-3.30855947e-01 -4.61523814e-03 -9.99241744e-02 1.94129146e-01
-9.73282239e-02]
[ -6.32708814e-02 -8.68854484e-03 -2.85246066e-01 -1.34368408e-02
7.08697045e-02 1.55142802e-01 -2.44286476e-01 -1.91227193e-01
-5.67418620e-02 -7.18556164e-02 1.90793927e-01 6.50195234e-01
-1.24714362e-01]
[ 1.16157605e-01 3.46359762e-01 -2.02233495e-01 7.26450247e-01
1.21112790e-01 -7.25404553e-04 -2.56021494e-01 -4.12565145e-01
-2.55052328e-01 -3.77147484e-01 7.58566821e-01 9.79924395e-01
-1.07270265e+00]
[ -2.35593273e-02 1.84277894e-01 4.75020713e-02 2.93959503e-01
6.86743020e-03 -6.84219201e-02 -3.09682958e-01 -3.84080364e-01
-3.00790665e-01 -2.77474609e-01 5.59419123e-01 1.00426316e+00
-1.00395936e+00]
[ -4.23986772e-02 -1.33496684e-01 -1.52252093e-01 2.91331550e-01
-1.76710247e-01 2.35027830e-01 -6.95767277e-02 -2.06632120e-01
-2.37762907e-01 -4.14544097e-01 1.81954350e-01 4.86908799e-01
-4.56551437e-01]
[ 8.02317633e-02 -3.83533211e-01 -5.07685241e-02 -1.37902572e-02
-1.14980330e-01 1.99937562e-01 7.47100110e-02 1.69934392e-01
-1.77274310e-01 -2.60891745e-02 -6.72529824e-02 3.20268384e-01
-2.58586851e-01]
[ 2.04859090e-01 -2.93215059e-01 -1.20408767e-01 -7.79050453e-02
-2.12054387e-01 1.21990643e-01 1.76265671e-02 -1.39307271e-01
-6.32384863e-02 -8.27323980e-02 -1.41906686e-01 -1.58149406e-01
-1.58462335e-01]
[ -1.34684590e-01 -8.00429283e-02 3.79432894e-02 -2.52771674e-01
-5.82307808e-02 -1.41210960e-01 4.24718158e-02 -1.22303814e-02
-9.11332212e-02 -8.27272070e-04 -3.18090959e-01 -4.40111453e-01
-7.21251804e-02]
[ -1.40902384e-01 -1.36742786e-01 -6.80947202e-02 -2.73657942e-01
-3.46559364e-01 -2.88601428e-01 1.57436955e-01 1.37603642e-01
1.53569322e-02 1.16335383e-01 -2.57217015e-01 -8.09382127e-01
2.43034645e-02]
[ -1.52537665e-01 -2.48995284e-01 -2.98783177e-01 -6.09450401e-01
-2.97516753e-01 -2.08731748e-01 -2.76881948e-01 4.20153833e-02
-5.36136990e-03 -4.45579930e-01 -5.18884435e-01 -5.42522165e-01
-7.26422130e-01]
[ -1.19519036e-01 1.29439525e-01 1.60265598e-02 8.13984885e-02
-2.06065873e-01 -1.73655769e-01 -1.45067606e-01 6.45409504e-03
-1.30878879e-01 -1.66935388e-01 -1.38789542e-01 -3.61296992e-01
-3.78121441e-02]
[ -3.58599831e-01 -1.16939569e-01 -2.72585394e-01 2.35669482e-01
-1.99590612e-01 -2.30631103e-01 -9.17005707e-02 -1.12049253e-01
2.47054809e-02 1.29019259e-02 9.08546213e-02 -2.84657042e-01
6.97215125e-02]
[ -1.29502282e-01 -4.35937521e-02 -2.54790374e-01 9.57304138e-02
-2.23897774e-01 -2.79046429e-01 -3.58011884e-01 -2.01689916e-02
1.87727075e-02 -1.33447089e-01 -2.35204956e-01 -2.99294392e-01
3.29235750e-02]
[ -2.30751324e-01 -5.33238706e-01 -3.37688786e-01 -2.09317798e-01
-3.24423434e-01 -2.30555633e-01 -4.44779089e-02 -2.48559788e-01
6.19627608e-02 -2.29890354e-01 -1.21898797e-01 -2.81638198e-01
-2.38358759e-02]
[ -2.20159078e-01 -2.94368065e-01 -3.20502290e-01 -9.98872411e-02
-8.94838740e-02 -1.50309302e-01 -8.05497654e-02 1.00153742e-02
-1.99547116e-01 -5.09979548e-01 -2.34605736e-01 -1.78214754e-01
8.59841400e-04]
[ -1.05828545e-01 -8.99339238e-03 -2.39383081e-01 -6.79116761e-01
-2.61998206e-01 -2.58639268e-01 8.74874298e-03 -4.24109952e-01
1.11260604e-01 -1.34003795e-01 -5.00613139e-01 -2.46859716e-01
-7.04484308e-01]]
Progress: 21.8% ... Training loss: 0.232 ... Validation loss: 0.407[[-0.18494397]
[ 0.24187407]
[-0.15978109]
[ 0.9822201 ]
[ 0.25242511]
[-0.06178544]
[-0.8440516 ]
[-0.92482613]
[-0.65302607]
[-0.94676423]
[ 1.18165636]
[ 2.89635837]
[-1.96740961]]
[[ -5.30900529e-01 -4.94337793e-01 -5.87377569e-01 -8.82382976e-02
-2.96370677e-01 -5.93154427e-01 -1.27969436e-01 -2.58853863e-01
-3.90382752e-01 -3.59346422e-01 1.88988938e-01 7.98082520e-01
1.94577426e-01]
[ 5.41565361e-03 -1.36257720e-01 4.85736848e-02 -5.49911137e-02
-4.03167434e-02 5.81763411e-02 -1.24898036e-01 2.00358363e-01
-1.42512490e-01 -1.92104945e-01 -7.42246142e-02 -1.08332217e-01
5.29465557e-02]
[ -2.40475715e-01 1.35552754e-01 -2.58926375e-02 1.12964651e-01
7.63418432e-02 -1.25643914e-01 5.18116059e-02 -1.11240937e-01
2.81966132e-01 -2.87564485e-01 1.54392436e-01 6.49823179e-01
8.18500515e-01]
[ 2.08133564e-01 -2.39389855e-01 -2.80972682e-01 6.35043558e-02
-2.78739802e-01 6.08344727e-03 1.56867456e-01 -5.28081856e-01
1.75389967e-01 -2.72160972e-01 -1.68525350e-01 -2.72013819e-01
-2.07564329e-01]
[ 1.28886375e-01 5.63086716e-03 1.14200888e-01 -9.10739148e-02
-2.62113250e-02 7.35549870e-02 -9.56806046e-02 -7.07956872e-02
9.39089960e-02 2.29596272e-01 6.67651351e-02 -1.19040166e-01
-1.73645053e-01]
[ -4.82008518e-01 -6.04641055e-01 -6.02402560e-01 -5.98755340e-01
-5.85481619e-01 -5.64421311e-01 -3.19967728e-01 -1.61595321e-01
-4.43826592e-01 -2.37552954e-01 -5.14661656e-01 -7.21596735e-01
-5.70008123e-01]
[ -4.16154918e-01 -5.87314450e-01 -3.22198199e-01 -3.84458387e-01
-4.13784623e-01 -5.61971918e-01 -4.18112319e-01 -4.60122473e-01
-2.92431369e-01 -1.29546647e-01 -4.46480371e-01 -3.80065181e-01
-4.02852342e-01]
[ -3.36830595e-01 -3.45362532e-01 -4.79873847e-01 -1.91583993e-01
-3.20189129e-01 -4.21080579e-01 -2.82758353e-01 -2.32446430e-01
-2.91192305e-01 -5.26193681e-01 -2.86182845e-01 -7.02715928e-01
-4.10116213e-01]
[ -4.68035909e-01 -3.50113545e-01 -3.79468459e-01 -1.84078706e-01
-3.39218670e-01 -2.16085289e-01 -6.74815328e-02 -4.37064607e-01
-2.56405242e-01 -4.40937274e-01 -1.56545904e-01 -2.28604445e-01
-1.91778888e-01]
[ -9.55464776e-01 -9.42064086e-01 -9.80794138e-01 -7.31767440e-01
-1.03331619e+00 -9.86115215e-01 -5.91961192e-01 -5.82927421e-01
-7.46666160e-01 -5.57514930e-01 -7.35146384e-01 -6.01875635e-01
-7.14049850e-01]
[ -5.14413847e-01 -2.64517863e-01 -4.71853095e-01 -3.25354478e-01
-3.44140582e-01 -3.61965203e-01 -5.97256158e-01 -6.07441619e-01
-6.56194492e-01 -1.26340161e-01 -4.74757110e-01 -6.28250666e-01
-5.07915653e-01]
[ -1.11983028e-01 1.74591329e-02 -3.37580056e-01 -4.55749931e-01
-1.10387724e-01 -7.21309058e-02 -1.57153186e-01 -3.43637809e-01
-1.40461137e-01 1.08136796e-01 -4.73232512e-01 -9.62786326e-01
-4.71743397e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57629365e-01 -1.19173696e-01 1.64773801e-01 -2.78127121e-01
-1.30991356e-01 1.13395769e-01 -1.20389263e-01 2.12828349e-02
-7.98111662e-02 7.71031109e-02 -1.82082503e-01 -3.86473992e-01
-2.91564026e-03]
[ -8.48420542e-02 -2.64193075e-01 -1.79720044e-01 -2.88765646e-01
-4.77954803e-01 -8.56521481e-02 -4.65254955e-02 3.40195941e-03
-5.91499806e-02 1.59797465e-02 -2.09294243e-01 -3.24524501e-01
-2.68871889e-01]
[ -7.20072132e-02 -1.58793984e-02 -2.34352313e-01 -2.49828762e-01
1.26921337e-01 -1.62980153e-01 -1.74372801e-01 8.28060251e-02
-9.25058318e-03 5.90684975e-02 -1.71926541e-01 6.60437553e-02
-7.70699245e-02]
[ 3.48659873e-02 -1.64202754e-01 -1.49370837e-01 -8.11490836e-02
-1.23115817e-01 -1.06828631e-01 1.06074304e-01 -1.48093168e-01
-1.46285644e-02 9.59155137e-03 -2.35605615e-02 -1.36870673e-01
2.12821024e-02]
[ -2.88059269e-01 -1.43578911e-01 -7.44813510e-02 -1.11679899e-01
-3.03795913e-01 -2.74100546e-01 -3.67146862e-01 4.18757769e-02
-3.12937079e-01 -2.07969288e-01 1.60511110e-01 -8.44390704e-02
2.49376954e-01]
[ -2.24122011e-01 -1.23305165e-01 -8.99300846e-02 -3.74564668e-02
-8.36504234e-02 -1.18245254e-01 -6.96792446e-02 3.37076595e-02
-1.33333778e-01 -5.34384385e-02 2.25483240e-02 -1.81114285e-01
-5.09901909e-02]
[ -1.65092433e-01 -6.91295134e-02 -2.27392567e-01 -3.02746474e-01
-1.56884210e-01 -2.02694375e-01 -3.06706712e-01 -9.61646060e-02
1.48453780e-01 -2.01707558e-01 -3.63935738e-01 -2.89730761e-01
-2.48974291e-01]
[ -3.71480778e-01 -6.29101315e-02 -1.50122774e-01 -1.39213647e-01
-4.98010878e-02 -3.12807884e-01 3.20417180e-02 -7.67329175e-02
-1.23711535e-01 6.81173938e-02 5.48706068e-03 -2.72777335e-01
-2.70107018e-01]
[ -1.67159517e-01 -1.46912847e-01 -5.03954238e-02 -1.59350498e-01
-1.30778462e-01 -2.94975660e-01 -1.41722542e-02 -1.39677739e-01
-2.27401801e-01 3.30589439e-02 2.14854661e-01 -2.53780123e-02
-1.77247481e-01]
[ -1.32349189e-01 -1.75571212e-01 -1.12872365e-01 -2.82657271e-01
9.09286175e-02 -1.75102197e-02 -1.83155682e-01 -1.62353448e-01
1.12758243e-01 -9.12217348e-02 -1.33061517e-01 -8.78385044e-02
-3.17419932e-01]
[ -4.39382166e-02 -3.28729332e-02 -1.49240828e-01 -5.44318584e-02
-2.28280156e-01 6.28028975e-02 -7.80547400e-02 -4.86634817e-02
-2.31470134e-01 -9.10115934e-02 -8.90990528e-02 -3.45602096e-01
-1.98242849e-01]
[ -7.10886393e-02 2.47272343e-02 -1.28386242e-01 -3.14882362e-01
1.21018682e-01 2.05714956e-02 -2.11753331e-01 -1.53596885e-01
1.23627165e-01 -5.79963174e-02 -2.83923091e-01 -2.59188720e-01
-3.00904943e-01]
[ 8.08601361e-02 -3.11441142e-01 -8.29312930e-02 -4.54720069e-01
-2.24955182e-01 -8.88642129e-02 7.21557009e-02 1.05810572e-01
-5.05450483e-03 3.06174391e-01 -5.32929428e-01 -7.99550741e-01
4.45297748e-01]
[ -2.21282675e-01 -2.46677147e-01 -1.30663534e-01 -3.08963638e-01
-3.02329779e-01 -9.30975307e-02 2.06174796e-01 4.26289872e-02
2.91759584e-01 4.26504858e-02 -4.10511572e-01 -9.87982801e-01
6.34463879e-01]
[ -1.23201599e-02 -1.89282201e-01 2.29025770e-02 -3.16531423e-01
-1.73256517e-01 1.66093277e-01 2.08042631e-01 2.67425564e-01
-2.32240945e-02 2.45489223e-01 -2.36249159e-01 -1.07545158e+00
7.43093438e-01]
[ 3.24565173e-03 -4.69145687e-02 -1.23379644e-01 -1.33472781e-01
-1.80993732e-01 -4.63992401e-02 3.03016818e-01 1.73973159e-01
2.59082258e-01 3.79866822e-01 -4.90235812e-01 -9.70792383e-01
7.61571744e-01]
[ -8.16641281e-02 -2.80717963e-01 5.98178659e-02 -3.68615863e-01
-1.50503739e-01 1.17275335e-01 3.73506201e-01 1.43965474e-01
-6.21540685e-02 1.73673684e-01 -5.67496178e-01 -9.78330303e-01
8.65822424e-01]
[ 1.21578674e-01 -9.03523495e-02 1.67687213e-02 -1.80033335e-01
-8.34052114e-02 -1.79366218e-02 2.57075087e-01 3.75998494e-01
4.17244633e-01 2.70869456e-01 -5.59686438e-01 -8.92081226e-01
5.74232330e-01]
[ -5.78553799e-03 -1.35207235e-01 2.12194417e-02 1.60239262e-02
-8.94504076e-02 -2.83595693e-01 5.44114877e-02 3.38061767e-01
-8.93475769e-03 1.06845844e-01 -2.58670484e-01 -7.47124153e-01
2.60963825e-01]
[ 8.25060031e-02 1.07556215e-01 4.44125492e-03 1.34635234e-01
-8.96852451e-02 -5.91901025e-02 -1.86058719e-01 -1.38504086e-01
-2.65524834e-01 -1.30191538e-01 -1.28410844e-01 2.54834110e-01
-2.64740325e-01]
[ 4.01850892e-02 -9.81175560e-02 1.43569685e-01 3.04744486e-01
2.51393791e-01 8.33802608e-03 -4.03368521e-01 -3.51201080e-01
-7.32000821e-02 -5.39746227e-01 2.21276085e-01 1.03391275e+00
-5.94086309e-01]
[ 3.13647444e-02 7.87511660e-02 -2.13038959e-01 6.89209607e-02
3.26827377e-02 -1.71071703e-03 -1.77596587e-01 -3.42823122e-01
-2.86008451e-01 -2.15096094e-01 -4.13606120e-02 -7.41117604e-02
-1.90042831e-01]
[ -5.92088812e-02 -2.11706998e-01 6.17925794e-02 6.90601483e-02
-1.32704098e-01 -1.34855901e-01 1.18977097e-02 -3.06370376e-02
6.20766628e-02 -3.85146480e-01 -3.28623606e-01 -2.44280715e-01
3.75500812e-02]
[ 1.13199799e-02 -2.72262936e-01 5.70311122e-02 -2.78872232e-01
-1.93971767e-01 -2.31734071e-01 -2.68830209e-01 2.65660965e-02
-1.44809175e-02 8.49954323e-02 -1.95466261e-01 1.35731223e-01
-3.91541339e-03]
[ 1.66294116e-01 5.65270005e-02 -1.07587597e-01 -2.47603928e-01
-5.54680720e-02 -1.02955977e-01 -2.08896580e-01 -2.02664515e-02
-2.06022037e-01 -2.62539227e-01 -1.80657289e-01 3.87708308e-01
-1.04668554e-01]
[ -1.74989103e-01 -1.81875573e-01 -1.13442612e-01 -2.48934216e-01
-5.16791448e-02 2.61545133e-02 -1.95790885e-01 -2.42871942e-01
-1.41162962e-01 -4.95942277e-02 -2.28064692e-01 2.23293914e-01
-1.66927533e-01]
[ -3.88417669e-02 -2.08295494e-01 -1.62819344e-01 -2.47464551e-01
-4.98821252e-02 4.27743718e-02 -6.12651309e-02 -6.22963030e-02
-2.32466441e-01 -3.07259913e-01 -5.56690697e-02 4.49871817e-02
-3.41009007e-02]
[ 1.09935111e-01 8.45166825e-02 -1.32936295e-02 -1.91002566e-01
-3.21982756e-01 7.07059277e-03 -1.84971010e-01 -3.07821974e-01
-3.29087010e-01 -1.42618079e-03 -1.05481114e-01 1.83491645e-01
-8.88559985e-02]
[ -6.32915936e-02 -8.36925078e-03 -2.85338088e-01 -1.30413829e-02
7.11010407e-02 1.55116854e-01 -2.44757224e-01 -1.91943262e-01
-5.75085078e-02 -7.20718100e-02 1.91613368e-01 6.54918969e-01
-1.27130770e-01]
[ 1.16440963e-01 3.45540929e-01 -2.01927031e-01 7.22494155e-01
1.20407308e-01 -6.54011354e-04 -2.54036851e-01 -4.10292483e-01
-2.53222145e-01 -3.74935380e-01 7.52925589e-01 9.70069690e-01
-1.06671060e+00]
[ -2.38600137e-02 1.84793017e-01 4.72519422e-02 2.96681599e-01
7.36067331e-03 -6.84987390e-02 -3.11307245e-01 -3.85157674e-01
-3.01952602e-01 -2.79144015e-01 5.62813419e-01 1.01212954e+00
-1.00706017e+00]
[ -4.20579512e-02 -1.33951484e-01 -1.52044657e-01 2.89743458e-01
-1.77093095e-01 2.35126357e-01 -6.78864556e-02 -2.05680040e-01
-2.36400427e-01 -4.12890754e-01 1.80068989e-01 4.82278625e-01
-4.55442601e-01]
[ 8.03049941e-02 -3.83625400e-01 -5.07069980e-02 -1.40238434e-02
-1.15092123e-01 1.99958287e-01 7.49833292e-02 1.70348993e-01
-1.77074501e-01 -2.56272671e-02 -6.75876951e-02 3.19323252e-01
-2.58367020e-01]
[ 2.04923626e-01 -2.93229711e-01 -1.20361212e-01 -7.75612223e-02
-2.12088562e-01 1.22018785e-01 1.78248543e-02 -1.39346532e-01
-6.32614274e-02 -8.24157676e-02 -1.41692226e-01 -1.56311734e-01
-1.60013259e-01]
[ -1.34570392e-01 -8.02224847e-02 3.80442587e-02 -2.53453448e-01
-5.84241904e-02 -1.41180890e-01 4.32974266e-02 -1.13246795e-02
-9.06039822e-02 8.66521036e-05 -3.19082291e-01 -4.42595721e-01
-7.04967668e-02]
[ -1.40917017e-01 -1.36722910e-01 -6.80935919e-02 -2.73521100e-01
-3.46548657e-01 -2.88605210e-01 1.57297922e-01 1.37647468e-01
1.51185434e-02 1.16461987e-01 -2.57149869e-01 -8.09314448e-01
2.37975477e-02]
[ -1.52585936e-01 -2.48559449e-01 -2.98996724e-01 -6.09615846e-01
-2.97171017e-01 -2.08773503e-01 -2.76516322e-01 4.04974337e-02
-6.31056109e-03 -4.46657144e-01 -5.18429366e-01 -5.35563596e-01
-7.29955100e-01]
[ -1.19455014e-01 1.29159977e-01 1.61549014e-02 8.01163243e-02
-2.06315531e-01 -1.73609340e-01 -1.44206011e-01 7.63816415e-03
-1.30190104e-01 -1.66333728e-01 -1.40602846e-01 -3.65320030e-01
-3.34105537e-02]
[ -3.58099684e-01 -1.18002106e-01 -2.72162069e-01 2.30670044e-01
-2.00507969e-01 -2.30470842e-01 -8.79474577e-02 -1.08843456e-01
2.76628539e-02 1.66447958e-02 8.46827893e-02 -2.98831940e-01
8.12920211e-02]
[ -1.29391046e-01 -4.37819954e-02 -2.54660111e-01 9.54498876e-02
-2.24062932e-01 -2.79005347e-01 -3.57144479e-01 -1.89153655e-02
1.89586059e-02 -1.31859046e-01 -2.35904187e-01 -2.98717935e-01
3.37163102e-02]
[ -2.30767556e-01 -5.33198296e-01 -3.37692138e-01 -2.10656919e-01
-3.24512518e-01 -2.30560073e-01 -4.39145365e-02 -2.47213334e-01
6.25054973e-02 -2.28323397e-01 -1.24546579e-01 -2.89928122e-01
-1.96283674e-02]
[ -2.19834425e-01 -2.94726394e-01 -3.20264170e-01 -1.01810854e-01
-8.99322549e-02 -1.50222144e-01 -7.87683231e-02 1.21700750e-02
-1.98318129e-01 -5.07755807e-01 -2.37558523e-01 -1.85317073e-01
4.84142870e-03]
[ -1.05341597e-01 -9.96754252e-03 -2.38998273e-01 -6.82516542e-01
-2.62726448e-01 -2.58509849e-01 1.15756726e-02 -4.20907425e-01
1.13867178e-01 -1.31301964e-01 -5.05687740e-01 -2.60602472e-01
-7.01015109e-01]]
Progress: 21.9% ... Training loss: 0.252 ... Validation loss: 0.409[[-0.16706215]
[ 0.26384219]
[-0.14180139]
[ 1.00809333]
[ 0.27122209]
[-0.04701266]
[-0.82031068]
[-0.90058744]
[-0.622403 ]
[-0.91927114]
[ 1.211186 ]
[ 2.93765252]
[-1.93270599]]
[[ -5.31683245e-01 -4.93050975e-01 -5.88027061e-01 -8.02462657e-02
-2.94943722e-01 -5.93427156e-01 -1.32645892e-01 -2.64022722e-01
-3.93723625e-01 -3.65108252e-01 2.01000088e-01 8.25068456e-01
1.84531827e-01]
[ 5.74395286e-03 -1.36974674e-01 4.89078360e-02 -5.96905495e-02
-4.10983296e-02 5.83219896e-02 -1.22795300e-01 2.04234752e-01
-1.40935059e-01 -1.90133458e-01 -8.00134119e-02 -1.24293065e-01
5.94410878e-02]
[ -2.41623844e-01 1.38959554e-01 -2.73727323e-02 1.27260749e-01
7.93573263e-02 -1.26087368e-01 4.00473406e-02 -1.23514114e-01
2.70902486e-01 -2.95828285e-01 1.71469100e-01 6.94330012e-01
7.76730956e-01]
[ 2.08410261e-01 -2.39786318e-01 -2.80464432e-01 6.48346049e-02
-2.79255308e-01 6.07187933e-03 1.58739997e-01 -5.23352669e-01
1.78277973e-01 -2.68538218e-01 -1.69902350e-01 -2.81547514e-01
-1.98775091e-01]
[ 1.27527665e-01 7.21448521e-03 1.12985358e-01 -8.72020533e-02
-2.48278850e-02 7.30923659e-02 -9.97479352e-02 -8.03320061e-02
9.01448177e-02 2.19716007e-01 7.47795471e-02 -1.00577501e-01
-1.79439678e-01]
[ -4.82429400e-01 -6.04365331e-01 -6.02590244e-01 -5.97997353e-01
-5.85309351e-01 -5.64518653e-01 -3.20977843e-01 -1.63254668e-01
-4.44521498e-01 -2.39798569e-01 -5.13249424e-01 -7.17265002e-01
-5.68574877e-01]
[ -4.17144172e-01 -5.85784130e-01 -3.23228370e-01 -3.78005381e-01
-4.12193194e-01 -5.62277864e-01 -4.23083464e-01 -4.67701685e-01
-2.97106591e-01 -1.37167941e-01 -4.37245248e-01 -3.60654813e-01
-4.17368878e-01]
[ -3.38254852e-01 -3.42601197e-01 -4.81159217e-01 -1.79366589e-01
-3.17822744e-01 -4.21540207e-01 -2.93307243e-01 -2.43230361e-01
-2.99976811e-01 -5.35156042e-01 -2.70970534e-01 -6.63370673e-01
-4.38033480e-01]
[ -4.67811759e-01 -3.50526698e-01 -3.79316542e-01 -1.85218971e-01
-3.39429926e-01 -2.15999001e-01 -6.58582244e-02 -4.34124112e-01
-2.55932763e-01 -4.39892385e-01 -1.57983818e-01 -2.33208947e-01
-1.90926471e-01]
[ -9.56724103e-01 -9.39865978e-01 -9.82118818e-01 -7.21893423e-01
-1.03124817e+00 -9.86447951e-01 -5.99940858e-01 -5.93674782e-01
-7.54445832e-01 -5.67048264e-01 -7.20823636e-01 -5.67849262e-01
-7.37843879e-01]
[ -5.15620174e-01 -2.62634489e-01 -4.72815242e-01 -3.16287404e-01
-3.42161581e-01 -3.62374367e-01 -6.03663166e-01 -6.13014414e-01
-6.61655170e-01 -1.32911705e-01 -4.63510635e-01 -5.97710585e-01
-5.24095861e-01]
[ -1.12127617e-01 1.75318771e-02 -3.37644536e-01 -4.56402890e-01
-1.10515924e-01 -7.21656314e-02 -1.57673353e-01 -3.44399646e-01
-1.40902941e-01 1.06457292e-01 -4.74379981e-01 -9.68869925e-01
-4.71917301e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57563038e-01 -1.19241307e-01 1.64821671e-01 -2.78723117e-01
-1.31088338e-01 1.13420474e-01 -1.19649966e-01 2.17749155e-02
-7.94291425e-02 7.75928269e-02 -1.82615636e-01 -3.87091997e-01
-1.23075094e-03]
[ -8.53316201e-02 -2.63848845e-01 -1.79966051e-01 -2.87180657e-01
-4.77642315e-01 -8.57788284e-02 -4.86605155e-02 8.37989104e-04
-6.02904862e-02 1.29995233e-02 -2.07067671e-01 -3.18828591e-01
-2.69858907e-01]
[ -7.21716526e-02 -1.56344965e-02 -2.34453607e-01 -2.47931190e-01
1.27207248e-01 -1.63014497e-01 -1.75419692e-01 8.20133240e-02
-1.02759819e-02 5.81663610e-02 -1.69469226e-01 6.95349788e-02
-7.94197844e-02]
[ 3.44775383e-02 -1.63696951e-01 -1.49747984e-01 -7.99225400e-02
-1.22691157e-01 -1.06944057e-01 1.04738070e-01 -1.50386187e-01
-1.60066619e-02 6.71058904e-03 -2.12452083e-02 -1.31234120e-01
1.81040907e-02]
[ -2.88213413e-01 -1.43287198e-01 -7.46860337e-02 -1.10348698e-01
-3.03516725e-01 -2.74150834e-01 -3.67884416e-01 4.01971177e-02
-3.13475308e-01 -2.09257977e-01 1.62572999e-01 -8.13647992e-02
2.46480952e-01]
[ -2.24601379e-01 -1.22434686e-01 -9.04538180e-02 -3.37460335e-02
-8.27799384e-02 -1.18407434e-01 -7.24668986e-02 2.97852660e-02
-1.36005630e-01 -5.68225512e-02 2.65038062e-02 -1.69821437e-01
-6.04887222e-02]
[ -1.65815903e-01 -6.75126395e-02 -2.28012106e-01 -2.97320139e-01
-1.55568433e-01 -2.02950576e-01 -3.12429411e-01 -1.01927005e-01
1.43104456e-01 -2.06289898e-01 -3.57066535e-01 -2.69614754e-01
-2.64964162e-01]
[ -3.71337810e-01 -6.30138200e-02 -1.50085967e-01 -1.40300962e-01
-5.00624131e-02 -3.12770194e-01 3.27495224e-02 -7.67851141e-02
-1.23170124e-01 6.80041667e-02 4.11148668e-03 -2.78122799e-01
-2.69237556e-01]
[ -1.67857403e-01 -1.46018314e-01 -5.09479509e-02 -1.52732467e-01
-1.29697005e-01 -2.95178672e-01 -1.90940874e-02 -1.43343227e-01
-2.30690983e-01 2.95896223e-02 2.23501446e-01 -3.93179368e-03
-1.87583373e-01]
[ -1.32427648e-01 -1.75362473e-01 -1.13035758e-01 -2.80819437e-01
9.12700816e-02 -1.75685340e-02 -1.83410682e-01 -1.62590752e-01
1.12261672e-01 -9.19270323e-02 -1.30871312e-01 -8.33763908e-02
-3.19860704e-01]
[ -4.35883290e-02 -3.35403050e-02 -1.48882919e-01 -5.80375938e-02
-2.28930858e-01 6.29715050e-02 -7.56577828e-02 -4.51986185e-02
-2.30211017e-01 -8.88771797e-02 -9.36169395e-02 -3.56759827e-01
-1.93414728e-01]
[ -7.10822851e-02 2.47428581e-02 -1.28391812e-01 -3.14938123e-01
1.21035085e-01 2.05703137e-02 -2.11561344e-01 -1.53667691e-01
1.23651617e-01 -5.80985177e-02 -2.83797549e-01 -2.58799812e-01
-3.00759598e-01]
[ 8.08028613e-02 -3.11374511e-01 -8.29622925e-02 -4.54323253e-01
-2.24879314e-01 -8.88803925e-02 7.16798459e-02 1.05453012e-01
-5.46548673e-03 3.05989313e-01 -5.32591877e-01 -7.98569222e-01
4.43904560e-01]
[ -2.21250813e-01 -2.46685095e-01 -1.30666378e-01 -3.09012747e-01
-3.02329876e-01 -9.30903669e-02 2.06396123e-01 4.29260856e-02
2.91751166e-01 4.29393545e-02 -4.10578396e-01 -9.87613220e-01
6.34777933e-01]
[ -1.23313340e-02 -1.89214632e-01 2.28791253e-02 -3.16534554e-01
-1.73191822e-01 1.66089770e-01 2.07953040e-01 2.67273399e-01
-2.34486849e-02 2.45514758e-01 -2.36082744e-01 -1.07491922e+00
7.42640192e-01]
[ 2.84258824e-03 -4.63246474e-02 -1.23640570e-01 -1.30966215e-01
-1.80480992e-01 -4.65171765e-02 3.00195694e-01 1.71393800e-01
2.56752689e-01 3.77202757e-01 -4.88163070e-01 -9.66935862e-01
7.55427409e-01]
[ -8.16036296e-02 -2.80761976e-01 5.98507769e-02 -3.68979553e-01
-1.50568021e-01 1.17293717e-01 3.74198388e-01 1.44359028e-01
-6.17877472e-02 1.74138132e-01 -5.67959439e-01 -9.79389289e-01
8.67378466e-01]
[ 1.21267183e-01 -9.00852852e-02 1.66031481e-02 -1.78879448e-01
-8.31426560e-02 -1.80232204e-02 2.55641549e-01 3.74867299e-01
4.16117944e-01 2.69314025e-01 -5.58688227e-01 -8.91794874e-01
5.71983207e-01]
[ -5.82060052e-03 -1.35198473e-01 2.12033307e-02 1.60438977e-02
-8.94264925e-02 -2.83601307e-01 5.43072981e-02 3.37980438e-01
-9.07621064e-03 1.06623948e-01 -2.58626736e-01 -7.47177403e-01
2.61043246e-01]
[ 8.24102086e-02 1.07861516e-01 4.29432948e-03 1.36057554e-01
-8.94848555e-02 -5.92217012e-02 -1.86444610e-01 -1.39541302e-01
-2.65928976e-01 -1.31287227e-01 -1.26873206e-01 2.57518482e-01
-2.67884160e-01]
[ 3.99412814e-02 -9.80629925e-02 1.43329950e-01 3.06329629e-01
2.51607862e-01 8.24318602e-03 -4.04868181e-01 -3.52539755e-01
-7.34175331e-02 -5.42280368e-01 2.24530604e-01 1.04158990e+00
-5.92357270e-01]
[ 3.12540007e-02 7.88475768e-02 -2.13114746e-01 6.93433709e-02
3.27785367e-02 -1.74300426e-03 -1.78067690e-01 -3.43530564e-01
-2.86301364e-01 -2.15928247e-01 -4.06817640e-02 -7.32317516e-02
-1.90593016e-01]
[ -5.92567750e-02 -2.11594257e-01 6.17130734e-02 6.97239608e-02
-1.32608621e-01 -1.34882783e-01 1.13454819e-02 -3.11819608e-02
6.16449095e-02 -3.85218345e-01 -3.28054314e-01 -2.42514044e-01
3.58204737e-02]
[ 1.11726737e-02 -2.71810152e-01 5.67696425e-02 -2.77671713e-01
-1.93519344e-01 -2.31781510e-01 -2.69919135e-01 2.44356359e-02
-1.60547391e-02 8.34256590e-02 -1.93411039e-01 1.43872829e-01
-9.65686353e-03]
[ 1.66322358e-01 5.64334783e-02 -1.07546995e-01 -2.47992284e-01
-5.55421469e-02 -1.02945782e-01 -2.08580931e-01 -1.96840896e-02
-2.05709578e-01 -2.62222801e-01 -1.81344561e-01 3.85847996e-01
-1.03346690e-01]
[ -1.74963123e-01 -1.81932480e-01 -1.13407863e-01 -2.49166982e-01
-5.17379280e-02 2.61668310e-02 -1.95630831e-01 -2.42643303e-01
-1.40996875e-01 -4.93509798e-02 -2.28356556e-01 2.22387331e-01
-1.66308555e-01]
[ -3.88756469e-02 -2.08044489e-01 -1.62937823e-01 -2.47579376e-01
-4.97091616e-02 4.27519528e-02 -6.16833667e-02 -6.32721609e-02
-2.33262946e-01 -3.07862702e-01 -5.50772437e-02 4.88215881e-02
-3.56859137e-02]
[ 1.09291539e-01 8.52561074e-02 -1.38074212e-02 -1.89129435e-01
-3.21423033e-01 6.89326468e-03 -1.87356556e-01 -3.11123322e-01
-3.30969705e-01 -5.92423940e-03 -1.02011599e-01 1.92470942e-01
-9.26830896e-02]
[ -6.34671543e-02 -8.09101718e-03 -2.85446720e-01 -1.17490499e-02
7.14068269e-02 1.55053259e-01 -2.45531980e-01 -1.93042607e-01
-5.84479691e-02 -7.30788879e-02 1.93348946e-01 6.59370008e-01
-1.29739081e-01]
[ 1.16651020e-01 3.45047216e-01 -2.01632733e-01 7.20764077e-01
1.20031849e-01 -5.18324648e-04 -2.52946237e-01 -4.07608526e-01
-2.52926762e-01 -3.73516614e-01 7.50745506e-01 9.63526327e-01
-1.06606176e+00]
[ -2.42860629e-02 1.85793052e-01 4.68249893e-02 3.02017848e-01
8.25199116e-03 -6.86296744e-02 -3.14216548e-01 -3.88027532e-01
-3.04503448e-01 -2.81251979e-01 5.69500708e-01 1.02707642e+00
-1.01594397e+00]
[ -4.22238865e-02 -1.33643561e-01 -1.52197676e-01 2.91404988e-01
-1.76839218e-01 2.35059351e-01 -6.89595029e-02 -2.07233078e-01
-2.37230992e-01 -4.14033557e-01 1.81938607e-01 4.87114011e-01
-4.58264837e-01]
[ 8.02681010e-02 -3.83597484e-01 -5.07326546e-02 -1.36155914e-02
-1.15033331e-01 1.99941193e-01 7.45620878e-02 1.70359298e-01
-1.77310402e-01 -2.57288850e-02 -6.69448956e-02 3.20893646e-01
-2.59520567e-01]
[ 2.04845452e-01 -2.93136695e-01 -1.20398041e-01 -7.69518890e-02
-2.11986018e-01 1.21997964e-01 1.73098698e-02 -1.39822047e-01
-6.36455141e-02 -8.27405377e-02 -1.41013752e-01 -1.54774514e-01
-1.61289177e-01]
[ -1.34528047e-01 -8.00944465e-02 3.80047094e-02 -2.52886993e-01
-5.82826085e-02 -1.41181244e-01 4.32390800e-02 -1.21235108e-02
-9.06687695e-02 1.89587408e-04 -3.18564941e-01 -4.41126947e-01
-7.28502923e-02]
[ -1.40902569e-01 -1.36719922e-01 -6.81212208e-02 -2.73469740e-01
-3.46541654e-01 -2.88603144e-01 1.57388817e-01 1.37503676e-01
1.51427674e-02 1.16332550e-01 -2.56945449e-01 -8.09208635e-01
2.32955774e-02]
[ -1.53095808e-01 -2.47772632e-01 -2.99621987e-01 -6.07835606e-01
-2.96460118e-01 -2.08932096e-01 -2.77933120e-01 3.69279089e-02
-8.08378261e-03 -4.51185269e-01 -5.15096491e-01 -5.27016639e-01
-7.37040498e-01]
[ -1.20050728e-01 1.30184652e-01 1.56180638e-02 8.51181630e-02
-2.05460410e-01 -1.73808672e-01 -1.47900751e-01 3.96052179e-03
-1.33262407e-01 -1.69121169e-01 -1.35466352e-01 -3.53166121e-01
-4.20561414e-02]
[ -3.58426814e-01 -1.17488460e-01 -2.72407383e-01 2.34113993e-01
-1.99909614e-01 -2.30593802e-01 -8.98190839e-02 -1.09824979e-01
2.58162356e-02 1.53799339e-02 8.84557652e-02 -2.88793306e-01
7.76208125e-02]
[ -1.29421980e-01 -4.35003761e-02 -2.54778750e-01 9.55967703e-02
-2.23958509e-01 -2.79029537e-01 -3.57239812e-01 -1.98929038e-02
1.88430629e-02 -1.33498046e-01 -2.35129189e-01 -2.98303662e-01
3.41817401e-02]
[ -2.31366863e-01 -5.32784878e-01 -3.37982926e-01 -2.05647941e-01
-3.23740042e-01 -2.30660380e-01 -4.86599601e-02 -2.49314411e-01
5.87801432e-02 -2.31376839e-01 -1.18408395e-01 -2.78601519e-01
-3.03676418e-02]
[ -2.19782380e-01 -2.94569468e-01 -3.20356411e-01 -1.01044450e-01
-8.98465075e-02 -1.50211932e-01 -7.88203287e-02 1.02086075e-02
-1.98487860e-01 -5.08397734e-01 -2.35860003e-01 -1.79974508e-01
1.48350251e-03]
[ -1.05940928e-01 -8.99041767e-03 -2.39440498e-01 -6.80376703e-01
-2.61934643e-01 -2.58691303e-01 8.54475762e-03 -4.24720646e-01
1.10887794e-01 -1.35171547e-01 -5.02120036e-01 -2.49942559e-01
-7.08129285e-01]]
Progress: 21.9% ... Training loss: 0.233 ... Validation loss: 0.401[[-0.18742286]
[ 0.24142786]
[-0.16289956]
[ 0.98557804]
[ 0.24872467]
[-0.06703712]
[-0.84539392]
[-0.92713047]
[-0.64848138]
[-0.94964246]
[ 1.18921349]
[ 2.91221732]
[-1.96705344]]
[[ -5.31245652e-01 -4.93436803e-01 -5.87700593e-01 -8.33512306e-02
-2.95573773e-01 -5.93355406e-01 -1.28628693e-01 -2.61280781e-01
-3.90774787e-01 -3.62302384e-01 1.99339360e-01 8.19124597e-01
1.95534967e-01]
[ 6.06408428e-03 -1.37198201e-01 4.91046009e-02 -6.13703002e-02
-4.12989394e-02 5.84077487e-02 -1.21447831e-01 2.05454433e-01
-1.40560681e-01 -1.88337612e-01 -8.18052962e-02 -1.25451832e-01
5.92738796e-02]
[ -2.42011618e-01 1.38039967e-01 -2.70760401e-02 1.21750540e-01
7.81215353e-02 -1.26135843e-01 4.26323149e-02 -1.19297693e-01
2.75043791e-01 -2.96186805e-01 1.66222238e-01 6.71558162e-01
7.98214019e-01]
[ 2.08245827e-01 -2.37468559e-01 -2.81631201e-01 6.85354737e-02
-2.77186808e-01 5.89319259e-03 1.58765443e-01 -5.32457898e-01
1.75872871e-01 -2.74346069e-01 -1.61294159e-01 -2.52808151e-01
-2.01973225e-01]
[ 1.28305049e-01 5.93918623e-03 1.13751076e-01 -8.84344521e-02
-2.55125753e-02 7.33233781e-02 -9.89885377e-02 -7.63388405e-02
9.22729763e-02 2.26538701e-01 6.88035452e-02 -1.09852114e-01
-1.83478344e-01]
[ -4.82049230e-01 -6.04908139e-01 -6.02244223e-01 -6.00215206e-01
-5.85763816e-01 -5.64410768e-01 -3.19542472e-01 -1.61240326e-01
-4.43564346e-01 -2.37119504e-01 -5.16325276e-01 -7.20560831e-01
-5.67468321e-01]
[ -4.16362226e-01 -5.87296211e-01 -3.22439150e-01 -3.84400796e-01
-4.13821273e-01 -5.62070687e-01 -4.17896988e-01 -4.61951051e-01
-2.93102621e-01 -1.30625909e-01 -4.45671009e-01 -3.85775940e-01
-4.04698018e-01]
[ -3.37442921e-01 -3.44575755e-01 -4.80335130e-01 -1.87181822e-01
-3.19905714e-01 -4.21296239e-01 -2.87125089e-01 -2.36895328e-01
-2.94914580e-01 -5.29294873e-01 -2.81005168e-01 -6.88762328e-01
-4.23156893e-01]
[ -4.67225191e-01 -3.50867434e-01 -3.78939624e-01 -1.87273528e-01
-3.39817524e-01 -2.15839699e-01 -6.33040088e-02 -4.31036021e-01
-2.54022344e-01 -4.36890134e-01 -1.59471166e-01 -2.37392270e-01
-1.88860479e-01]
[ -9.55738797e-01 -9.41663377e-01 -9.81049133e-01 -7.29929701e-01
-1.03305620e+00 -9.86147788e-01 -5.92255370e-01 -5.84713623e-01
-7.48661494e-01 -5.58715242e-01 -7.30940546e-01 -5.94002751e-01
-7.21818045e-01]
[ -5.14548559e-01 -2.64632774e-01 -4.71886912e-01 -3.24323099e-01
-3.44292679e-01 -3.62077343e-01 -5.97997522e-01 -6.06656675e-01
-6.57221527e-01 -1.26162090e-01 -4.73944583e-01 -6.24491492e-01
-5.13152526e-01]
[ -1.11623923e-01 1.69573787e-02 -3.37306307e-01 -4.58813975e-01
-1.11129900e-01 -7.20444865e-02 -1.55666269e-01 -3.42530445e-01
-1.39187152e-01 1.09459172e-01 -4.76852717e-01 -9.73927462e-01
-4.68166475e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57289964e-01 -1.19627970e-01 1.65040286e-01 -2.80745136e-01
-1.31450882e-01 1.13496967e-01 -1.18294369e-01 2.38286136e-02
-7.87414163e-02 7.97341682e-02 -1.85193116e-01 -3.91896173e-01
8.30330342e-04]
[ -8.52384653e-02 -2.64054971e-01 -1.79837311e-01 -2.87361159e-01
-4.77752970e-01 -8.57523424e-02 -4.86328457e-02 9.41273869e-04
-6.01003963e-02 1.37547375e-02 -2.07948168e-01 -3.19154716e-01
-2.70366756e-01]
[ -7.21431154e-02 -1.58457074e-02 -2.34347232e-01 -2.47806093e-01
1.27019129e-01 -1.62992913e-01 -1.75546260e-01 8.22287999e-02
-1.04448884e-02 5.84755519e-02 -1.69457172e-01 6.98533338e-02
-8.05097311e-02]
[ 3.49250926e-02 -1.64293854e-01 -1.49439094e-01 -8.25265179e-02
-1.23364721e-01 -1.06839786e-01 1.07374532e-01 -1.47893606e-01
-1.40334557e-02 9.91636922e-03 -2.42225521e-02 -1.41894812e-01
2.43429497e-02]
[ -2.88173650e-01 -1.43375417e-01 -7.45985781e-02 -1.10800854e-01
-3.03586548e-01 -2.74139067e-01 -3.67532331e-01 4.06810957e-02
-3.13280641e-01 -2.08441944e-01 1.61547238e-01 -8.31999235e-02
2.48434634e-01]
[ -2.24263905e-01 -1.23371903e-01 -9.00150038e-02 -3.91899522e-02
-8.39037507e-02 -1.18306647e-01 -6.92730777e-02 3.37099746e-02
-1.33071142e-01 -5.40799791e-02 1.98940974e-02 -1.85734385e-01
-5.12681677e-02]
[ -1.65754964e-01 -6.79748179e-02 -2.27824517e-01 -2.98536980e-01
-1.56109787e-01 -2.02902220e-01 -3.11465910e-01 -1.00058257e-01
1.44105613e-01 -2.05241406e-01 -3.59417911e-01 -2.77747368e-01
-2.61204555e-01]
[ -3.71157863e-01 -6.35889167e-02 -1.49885667e-01 -1.43286674e-01
-5.05813826e-02 -3.12709627e-01 3.50606350e-02 -7.50445245e-02
-1.21744924e-01 6.98639015e-02 3.98229338e-04 -2.87506710e-01
-2.63310266e-01]
[ -1.67462828e-01 -1.46128147e-01 -5.07942343e-02 -1.52860284e-01
-1.29792537e-01 -2.95129805e-01 -1.77265546e-02 -1.42906409e-01
-2.29469926e-01 3.08738145e-02 2.24408203e-01 -4.00256746e-03
-1.88641969e-01]
[ -1.32161107e-01 -1.75704183e-01 -1.12778729e-01 -2.82126697e-01
9.08473273e-02 -1.74765172e-02 -1.82439515e-01 -1.60923402e-01
1.13323992e-01 -9.04028659e-02 -1.32398692e-01 -8.70346890e-02
-3.17403664e-01]
[ -4.34064766e-02 -3.36755095e-02 -1.48799788e-01 -5.92431420e-02
-2.29053844e-01 6.30196581e-02 -7.46299029e-02 -4.43682392e-02
-2.29763747e-01 -8.81002152e-02 -9.45755030e-02 -3.57890106e-01
-1.92429078e-01]
[ -7.08250835e-02 2.44230380e-02 -1.28226222e-01 -3.16000526e-01
1.20712089e-01 2.06492961e-02 -2.10283390e-01 -1.52297202e-01
1.24617115e-01 -5.64776822e-02 -2.85118588e-01 -2.61195160e-01
-2.99986975e-01]
[ 8.09447698e-02 -3.11532948e-01 -8.28540864e-02 -4.55403386e-01
-2.25096881e-01 -8.88503196e-02 7.28146294e-02 1.06559234e-01
-4.71532325e-03 3.07220876e-01 -5.34197925e-01 -8.02517405e-01
4.47377506e-01]
[ -2.21258270e-01 -2.46698670e-01 -1.30672784e-01 -3.09201790e-01
-3.02342710e-01 -9.30931926e-02 2.06465617e-01 4.29022176e-02
2.91794888e-01 4.28453075e-02 -4.10741970e-01 -9.88292825e-01
6.35054063e-01]
[ -1.24567648e-02 -1.89082792e-01 2.28087065e-02 -3.16050531e-01
-1.73053483e-01 1.66059884e-01 2.07348858e-01 2.66687663e-01
-2.39338919e-02 2.44818917e-01 -2.35613136e-01 -1.07455164e+00
7.41417554e-01]
[ 2.89475362e-03 -4.63844859e-02 -1.23604096e-01 -1.31274486e-01
-1.80554316e-01 -4.65026729e-02 3.00696975e-01 1.71825315e-01
2.57051550e-01 3.77768317e-01 -4.88792506e-01 -9.68127308e-01
7.56519800e-01]
[ -8.14808262e-02 -2.80917051e-01 5.99221868e-02 -3.70200201e-01
-1.50781915e-01 1.17325464e-01 3.75444187e-01 1.45074809e-01
-6.10653662e-02 1.74951195e-01 -5.69157304e-01 -9.82372379e-01
8.70514154e-01]
[ 1.21340826e-01 -9.02015801e-02 1.66458669e-02 -1.79815830e-01
-8.32758886e-02 -1.80095146e-02 2.56611163e-01 3.75669841e-01
4.16830887e-01 2.69707688e-01 -5.59680030e-01 -8.94676261e-01
5.74795533e-01]
[ -5.50612512e-03 -1.35588237e-01 2.14008498e-02 1.43272057e-02
-8.98067804e-02 -2.83535837e-01 5.65547596e-02 3.39664884e-01
-7.72269379e-03 1.08815696e-01 -2.60855034e-01 -7.52043726e-01
2.64402384e-01]
[ 8.24420746e-02 1.07923943e-01 4.29338896e-03 1.35848268e-01
-8.94545076e-02 -5.92144104e-02 -1.86103282e-01 -1.38994799e-01
-2.65924584e-01 -1.31070921e-01 -1.27150290e-01 2.56951658e-01
-2.67633640e-01]
[ 4.04570301e-02 -9.88925864e-02 1.43737389e-01 3.03009637e-01
2.50697931e-01 8.37545046e-03 -4.02134469e-01 -3.51103468e-01
-7.10204074e-02 -5.39900531e-01 2.19940625e-01 1.03122839e+00
-5.88846834e-01]
[ 3.12509454e-02 7.88447441e-02 -2.13112739e-01 6.93778886e-02
3.27876738e-02 -1.74543363e-03 -1.78082330e-01 -3.43487247e-01
-2.86302117e-01 -2.15907896e-01 -4.06537752e-02 -7.29659622e-02
-1.90666011e-01]
[ -5.92939794e-02 -2.11594596e-01 6.16990669e-02 6.95823926e-02
-1.32606431e-01 -1.34888559e-01 1.14751637e-02 -3.11009179e-02
6.16641115e-02 -3.85207603e-01 -3.28205468e-01 -2.42631321e-01
3.60423669e-02]
[ 1.14135533e-02 -2.72285408e-01 5.70376567e-02 -2.80767678e-01
-1.94166068e-01 -2.31702638e-01 -2.67842400e-01 2.72150971e-02
-1.44230499e-02 8.55345595e-02 -1.97353415e-01 1.34309812e-01
-2.96538078e-03]
[ 1.66375815e-01 5.65081095e-02 -1.07528494e-01 -2.48179920e-01
-5.55335723e-02 -1.02931635e-01 -2.08547492e-01 -1.96095288e-02
-2.05882078e-01 -2.61500662e-01 -1.81510737e-01 3.87253052e-01
-1.04031337e-01]
[ -1.74649643e-01 -1.82841217e-01 -1.13074873e-01 -2.53056953e-01
-5.27506976e-02 2.62676513e-02 -1.93218698e-01 -2.40052769e-01
-1.38593354e-01 -4.71170948e-02 -2.32790141e-01 2.09699383e-01
-1.56993847e-01]
[ -3.88791891e-02 -2.08134265e-01 -1.62917819e-01 -2.48123603e-01
-4.97889076e-02 4.27575373e-02 -6.14619310e-02 -6.29996323e-02
-2.32982462e-01 -3.07904471e-01 -5.56436484e-02 4.70745067e-02
-3.43166765e-02]
[ 1.09520971e-01 8.45986187e-02 -1.34982693e-02 -1.92111474e-01
-3.21924452e-01 6.96496766e-03 -1.85797651e-01 -3.09209468e-01
-3.29379169e-01 -3.95109099e-03 -1.05449890e-01 1.83894037e-01
-8.71385838e-02]
[ -6.35943796e-02 -7.51133666e-03 -2.85623441e-01 -9.75909921e-03
7.19536960e-02 1.55000174e-01 -2.47214726e-01 -1.95010151e-01
-5.97594430e-02 -7.43632600e-02 1.96798721e-01 6.67341028e-01
-1.35309789e-01]
[ 1.16560494e-01 3.45333493e-01 -2.01611113e-01 7.22459230e-01
1.20384829e-01 -5.45979540e-04 -2.54261078e-01 -4.07275681e-01
-2.53913980e-01 -3.73717984e-01 7.52676278e-01 9.68547047e-01
-1.06908474e+00]
[ -2.39193025e-02 1.84963826e-01 4.72373052e-02 3.00558320e-01
7.50641368e-03 -6.85238993e-02 -3.12887882e-01 -3.85309978e-01
-3.03573224e-01 -2.78324546e-01 5.66445384e-01 1.01832261e+00
-1.01545504e+00]
[ -4.18604307e-02 -1.34263124e-01 -1.51942691e-01 2.90518599e-01
-1.77363539e-01 2.35188535e-01 -6.78559219e-02 -2.05759946e-01
-2.35840613e-01 -4.12559346e-01 1.81326071e-01 4.84694657e-01
-4.58722256e-01]
[ 8.03320997e-02 -3.83706105e-01 -5.06905499e-02 -1.35298193e-02
-1.15144130e-01 1.99962432e-01 7.50782784e-02 1.70847953e-01
-1.77101046e-01 -2.52450625e-02 -6.69569619e-02 3.20854494e-01
-2.60138855e-01]
[ 2.04963530e-01 -2.93272181e-01 -1.20324784e-01 -7.73496386e-02
-2.12113238e-01 1.22032892e-01 1.76666892e-02 -1.39662117e-01
-6.32535828e-02 -8.22235130e-02 -1.41304697e-01 -1.54422239e-01
-1.61199629e-01]
[ -1.34552126e-01 -8.00821313e-02 3.80234092e-02 -2.53156448e-01
-5.83008421e-02 -1.41186303e-01 4.33047292e-02 -1.18570984e-02
-9.09034474e-02 4.91157984e-04 -3.19114652e-01 -4.42967672e-01
-7.20079995e-02]
[ -1.40925585e-01 -1.36687373e-01 -6.81538982e-02 -2.73407238e-01
-3.46475323e-01 -2.88615404e-01 1.57316735e-01 1.37351800e-01
1.51379378e-02 1.16169498e-01 -2.56944530e-01 -8.09359373e-01
2.31930820e-02]
[ -1.52941379e-01 -2.47855587e-01 -2.99581001e-01 -6.08789341e-01
-2.96580652e-01 -2.08885825e-01 -2.77099068e-01 3.66548452e-02
-7.56258379e-03 -4.50931739e-01 -5.15629463e-01 -5.25973829e-01
-7.36986757e-01]
[ -1.19837000e-01 1.29812069e-01 1.58220526e-02 8.37505976e-02
-2.05704472e-01 -1.73745884e-01 -1.46671881e-01 5.28163236e-03
-1.32774177e-01 -1.67224989e-01 -1.37425736e-01 -3.54513089e-01
-3.93500196e-02]
[ -3.58313703e-01 -1.17792892e-01 -2.72140619e-01 2.32992784e-01
-2.00164692e-01 -2.30560458e-01 -8.88716105e-02 -1.07016435e-01
2.65658163e-02 1.81080783e-02 8.62883190e-02 -2.94139366e-01
8.21684744e-02]
[ -1.28884761e-01 -4.44753415e-02 -2.54381149e-01 9.18086231e-02
-2.24924072e-01 -2.78869455e-01 -3.54275043e-01 -1.79365982e-02
2.14501803e-02 -1.30341009e-01 -2.38856587e-01 -3.08245993e-01
3.98420579e-02]
[ -2.30981450e-01 -5.33282240e-01 -3.37632045e-01 -2.07667022e-01
-3.24273784e-01 -2.30556296e-01 -4.63627968e-02 -2.46311264e-01
6.06433179e-02 -2.28146078e-01 -1.21226678e-01 -2.87022652e-01
-2.29859021e-02]
[ -2.19461433e-01 -2.95387304e-01 -3.20000655e-01 -1.05056779e-01
-9.08580738e-02 -1.50104730e-01 -7.57153256e-02 1.44002748e-02
-1.95872960e-01 -5.06069509e-01 -2.41040075e-01 -1.94648676e-01
1.09285767e-02]
[ -1.05105160e-01 -1.03104664e-02 -2.38720229e-01 -6.85597694e-01
-2.63357209e-01 -2.58486744e-01 1.25256434e-02 -4.20540257e-01
1.13977363e-01 -1.30680909e-01 -5.08758074e-01 -2.69246641e-01
-7.07203946e-01]]
Progress: 21.9% ... Training loss: 0.241 ... Validation loss: 0.403[[-0.17625096]
[ 0.25887629]
[-0.14979675]
[ 1.0142657 ]
[ 0.2645843 ]
[-0.05398973]
[-0.82053557]
[-0.89951611]
[-0.62394309]
[-0.92933172]
[ 1.22372129]
[ 2.96131943]
[-1.92695508]]
[[ -5.32096160e-01 -4.91722964e-01 -5.88601612e-01 -7.19353601e-02
-2.93732606e-01 -5.93642918e-01 -1.36147629e-01 -2.71526677e-01
-3.96540506e-01 -3.69826683e-01 2.16671437e-01 8.57611344e-01
1.68277737e-01]
[ 6.08520784e-03 -1.37213715e-01 4.91090767e-02 -6.13248220e-02
-4.13031310e-02 5.84129244e-02 -1.21412286e-01 2.05401293e-01
-1.40527495e-01 -1.88235543e-01 -8.18035983e-02 -1.24904063e-01
5.91026753e-02]
[ -2.43639327e-01 1.41782397e-01 -2.91214835e-02 1.37710259e-01
8.16796219e-02 -1.26786004e-01 2.99935182e-02 -1.37001892e-01
2.63451978e-01 -3.11090226e-01 1.90200607e-01 7.34047062e-01
7.49093675e-01]
[ 2.08074158e-01 -2.38329627e-01 -2.80957600e-01 6.44127310e-02
-2.78198629e-01 5.89990663e-03 1.61407972e-01 -5.24289239e-01
1.79095839e-01 -2.69582228e-01 -1.72699868e-01 -2.74824999e-01
-1.86836854e-01]
[ 1.28847460e-01 5.38394291e-03 1.13920678e-01 -9.28653341e-02
-2.60324199e-02 7.34889689e-02 -9.77504130e-02 -7.79999168e-02
9.18346409e-02 2.27074376e-01 6.53165351e-02 -1.07632898e-01
-1.83495261e-01]
[ -4.82419693e-01 -6.04637363e-01 -6.02368626e-01 -5.98264556e-01
-5.85469576e-01 -5.64485343e-01 -3.21374550e-01 -1.63736704e-01
-4.44922679e-01 -2.39159773e-01 -5.13801395e-01 -7.14565643e-01
-5.71111375e-01]
[ -4.16775358e-01 -5.86062357e-01 -3.23286590e-01 -3.75787841e-01
-4.12488460e-01 -5.62281395e-01 -4.22753172e-01 -4.69040934e-01
-2.97278614e-01 -1.36616685e-01 -4.33565909e-01 -3.64779949e-01
-4.28215498e-01]
[ -3.38133965e-01 -3.43153881e-01 -4.80980263e-01 -1.80903076e-01
-3.18596771e-01 -4.21582533e-01 -2.93238595e-01 -2.44815880e-01
-2.99800042e-01 -5.34287801e-01 -2.71678882e-01 -6.63508755e-01
-4.45470270e-01]
[ -4.67636614e-01 -3.50366249e-01 -3.79199278e-01 -1.84471983e-01
-3.39360307e-01 -2.16005218e-01 -6.56059122e-02 -4.32461386e-01
-2.55687802e-01 -4.39052561e-01 -1.56742626e-01 -2.31728561e-01
-1.93423418e-01]
[ -9.56900286e-01 -9.39260729e-01 -9.82532307e-01 -7.15631896e-01
-1.03053514e+00 -9.86639269e-01 -6.02874067e-01 -6.00444578e-01
-7.57441209e-01 -5.70230256e-01 -7.09001411e-01 -5.48061966e-01
-7.60970985e-01]
[ -5.15274209e-01 -2.63610874e-01 -4.72307977e-01 -3.19911145e-01
-3.43395417e-01 -3.62298081e-01 -6.01703692e-01 -6.09244633e-01
-6.60297673e-01 -1.29157315e-01 -4.69354625e-01 -6.09254766e-01
-5.23605230e-01]
[ -1.11622845e-01 1.69605190e-02 -3.37278699e-01 -4.57879838e-01
-1.11155017e-01 -7.20693633e-02 -1.56445074e-01 -3.43143709e-01
-1.39416538e-01 1.08783010e-01 -4.76698006e-01 -9.77196512e-01
-4.72597681e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57197746e-01 -1.19757641e-01 1.65124516e-01 -2.81023202e-01
-1.31544569e-01 1.13532891e-01 -1.18304832e-01 2.38569645e-02
-7.86405378e-02 7.99992800e-02 -1.85337970e-01 -3.91434618e-01
6.40306759e-04]
[ -8.54239719e-02 -2.63827011e-01 -1.80025498e-01 -2.86274895e-01
-4.77558444e-01 -8.58163367e-02 -4.96890301e-02 -1.13738559e-03
-6.07765080e-02 1.18202911e-02 -2.06304779e-01 -3.15907245e-01
-2.71746883e-01]
[ -7.22240281e-02 -1.58274320e-02 -2.34284744e-01 -2.47190051e-01
1.27027751e-01 -1.62993981e-01 -1.75638105e-01 8.21065622e-02
-1.06983577e-02 5.90023897e-02 -1.68931652e-01 6.96155056e-02
-8.18516449e-02]
[ 3.47316438e-02 -1.63943343e-01 -1.49678645e-01 -7.89761913e-02
-1.22890107e-01 -1.06922289e-01 1.05248640e-01 -1.50213558e-01
-1.54416849e-02 7.78601741e-03 -1.96336353e-02 -1.34080604e-01
1.73032075e-02]
[ -2.88415498e-01 -1.42910674e-01 -7.49453474e-02 -1.06986506e-01
-3.03091752e-01 -2.74222894e-01 -3.69579224e-01 3.78175043e-02
-3.15157914e-01 -2.10843149e-01 1.66450916e-01 -7.52013499e-02
2.38232299e-01]
[ -2.24597713e-01 -1.22767241e-01 -9.04038945e-02 -3.71012732e-02
-8.33596351e-02 -1.18443728e-01 -7.12912053e-02 3.16669877e-02
-1.34987837e-01 -5.72610011e-02 2.29620539e-02 -1.78484231e-01
-5.88861444e-02]
[ -1.66068477e-01 -6.73665056e-02 -2.28089099e-01 -2.96780925e-01
-1.55617708e-01 -2.03028426e-01 -3.12973905e-01 -1.03217250e-01
1.41889193e-01 -2.06887205e-01 -3.56638903e-01 -2.69918182e-01
-2.69056444e-01]
[ -3.70976049e-01 -6.35426244e-02 -1.49875263e-01 -1.42640306e-01
-5.05634269e-02 -3.12677726e-01 3.42844697e-02 -7.62066065e-02
-1.21860562e-01 6.93821280e-02 1.25278010e-03 -2.84489879e-01
-2.67576670e-01]
[ -1.68033072e-01 -1.45196889e-01 -5.12506121e-02 -1.48612874e-01
-1.28812032e-01 -2.95338545e-01 -2.17232029e-02 -1.47317714e-01
-2.32234171e-01 2.77801779e-02 2.30781774e-01 1.09843743e-02
-1.99480530e-01]
[ -1.32287324e-01 -1.75541236e-01 -1.12864999e-01 -2.80884128e-01
9.09948658e-02 -1.75186119e-02 -1.83411365e-01 -1.61594870e-01
1.12783329e-01 -9.10812934e-02 -1.31056646e-01 -8.24967765e-02
-3.19060135e-01]
[ -4.34669030e-02 -3.36125552e-02 -1.48827414e-01 -5.87661341e-02
-2.29007848e-01 6.29949755e-02 -7.49748568e-02 -4.45860169e-02
-2.29969746e-01 -8.83273614e-02 -9.41923609e-02 -3.57173208e-01
-1.92825247e-01]
[ -7.08792533e-02 2.45024813e-02 -1.28261721e-01 -3.15603634e-01
1.20798241e-01 2.06145724e-02 -2.10440042e-01 -1.52208677e-01
1.24405732e-01 -5.66822250e-02 -2.84751708e-01 -2.60908599e-01
-3.01242213e-01]
[ 8.08753144e-02 -3.11482228e-01 -8.29085074e-02 -4.55271287e-01
-2.25049294e-01 -8.88705981e-02 7.25211464e-02 1.06051093e-01
-4.93411434e-03 3.06710869e-01 -5.33938270e-01 -8.02251433e-01
4.47006381e-01]
[ -2.21426446e-01 -2.46523114e-01 -1.30804684e-01 -3.08486902e-01
-3.02138348e-01 -9.31548566e-02 2.05398490e-01 4.15416663e-02
2.90963180e-01 4.16586315e-02 -4.09928874e-01 -9.87315610e-01
6.33046249e-01]
[ -1.25451229e-02 -1.88908835e-01 2.27298068e-02 -3.15609946e-01
-1.72913210e-01 1.66026624e-01 2.06599403e-01 2.66025886e-01
-2.44353931e-02 2.44207806e-01 -2.35052106e-01 -1.07368256e+00
7.39736515e-01]
[ 2.87569799e-03 -4.63784572e-02 -1.23619428e-01 -1.31330816e-01
-1.80549657e-01 -4.65075802e-02 3.00718568e-01 1.71813863e-01
2.57077848e-01 3.77645381e-01 -4.88827611e-01 -9.68485722e-01
7.56640112e-01]
[ -8.17812120e-02 -2.80559913e-01 5.97244605e-02 -3.68760438e-01
-1.50441512e-01 1.17204266e-01 3.73910808e-01 1.44093208e-01
-6.22615880e-02 1.73366654e-01 -5.67798805e-01 -9.81353026e-01
8.67351313e-01]
[ 1.21303286e-01 -9.01739981e-02 1.66178532e-02 -1.79625623e-01
-8.32453995e-02 -1.80192532e-02 2.56401292e-01 3.75404687e-01
4.16644597e-01 2.69423985e-01 -5.59478049e-01 -8.94378777e-01
5.74243736e-01]
[ -5.56625972e-03 -1.35556012e-01 2.14088623e-02 1.46766583e-02
-8.97593915e-02 -2.83548001e-01 5.65232574e-02 3.39717887e-01
-7.85246854e-03 1.08739829e-01 -2.60553040e-01 -7.53073908e-01
2.63847770e-01]
[ 8.21960867e-02 1.08283799e-01 4.17582418e-03 1.38654825e-01
-8.91433335e-02 -5.93028612e-02 -1.87781928e-01 -1.39864033e-01
-2.67298784e-01 -1.31422350e-01 -1.24995788e-01 2.62630259e-01
-2.72504420e-01]
[ 4.09829536e-02 -9.96808156e-02 1.44118421e-01 3.00808931e-01
2.49912976e-01 8.54626301e-03 -3.99806122e-01 -3.49048336e-01
-6.86208971e-02 -5.38273285e-01 2.17466571e-01 1.02240651e+00
-5.87055947e-01]
[ 3.11708924e-02 7.89378226e-02 -2.13141167e-01 7.02061956e-02
3.28858207e-02 -1.77805941e-03 -1.78199963e-01 -3.43174075e-01
-2.86626022e-01 -2.16216903e-01 -3.98690872e-02 -7.22582908e-02
-1.92052781e-01]
[ -5.93976883e-02 -2.11428793e-01 6.15935550e-02 7.00738301e-02
-1.32463446e-01 -1.34921488e-01 1.08753970e-02 -3.23423489e-02
6.08865879e-02 -3.85917044e-01 -3.27384274e-01 -2.39960289e-01
3.43082609e-02]
[ 1.13894136e-02 -2.72261783e-01 5.70223892e-02 -2.80637988e-01
-1.94143890e-01 -2.31708879e-01 -2.67954449e-01 2.70936253e-02
-1.45154045e-02 8.54066543e-02 -1.97213786e-01 1.34624812e-01
-3.22807689e-03]
[ 1.66225505e-01 5.62660083e-02 -1.07417729e-01 -2.49270441e-01
-5.57684468e-02 -1.02935001e-01 -2.08332538e-01 -1.89147536e-02
-2.05493850e-01 -2.61549670e-01 -1.83170290e-01 3.86097027e-01
-1.00988920e-01]
[ -1.74575142e-01 -1.82796741e-01 -1.13102030e-01 -2.53487113e-01
-5.26819632e-02 2.62939386e-02 -1.93293924e-01 -2.40330448e-01
-1.38757561e-01 -4.73633654e-02 -2.32345826e-01 2.09804240e-01
-1.58255240e-01]
[ -3.92855405e-02 -2.07319331e-01 -1.63370499e-01 -2.45521346e-01
-4.89041011e-02 4.25955791e-02 -6.47962740e-02 -6.86098366e-02
-2.35661583e-01 -3.10887394e-01 -4.98370616e-02 6.44677895e-02
-4.41354040e-02]
[ 1.09385570e-01 8.48756014e-02 -1.36473620e-02 -1.91225282e-01
-3.21692058e-01 6.91090681e-03 -1.86496441e-01 -3.10027179e-01
-3.30060612e-01 -4.80055399e-03 -1.04396841e-01 1.87731226e-01
-8.96163507e-02]
[ -6.38080307e-02 -7.00917338e-03 -2.85820176e-01 -7.85369717e-03
7.24557120e-02 1.54901124e-01 -2.48692297e-01 -1.97094080e-01
-6.12705911e-02 -7.57982985e-02 1.99596919e-01 6.75203338e-01
-1.40041810e-01]
[ 1.16674060e-01 3.45240032e-01 -2.01547900e-01 7.21938727e-01
1.20355105e-01 -5.19673542e-04 -2.53937781e-01 -4.07682028e-01
-2.53550086e-01 -3.73776131e-01 7.52300257e-01 9.67927210e-01
-1.06871931e+00]
[ -2.41483453e-02 1.85843095e-01 4.67858230e-02 3.06063640e-01
8.36078416e-03 -6.86149057e-02 -3.15359255e-01 -3.89069655e-01
-3.05613414e-01 -2.81692553e-01 5.73704666e-01 1.03087144e+00
-1.02647189e+00]
[ -4.21993767e-02 -1.33838371e-01 -1.52173180e-01 2.93844694e-01
-1.76891284e-01 2.35059253e-01 -7.05089915e-02 -2.07965953e-01
-2.37510947e-01 -4.14421210e-01 1.85440327e-01 4.94811434e-01
-4.65044159e-01]
[ 8.03258507e-02 -3.83671794e-01 -5.07846303e-02 -1.24407745e-02
-1.15185080e-01 1.99947795e-01 7.48265991e-02 1.70688321e-01
-1.77382831e-01 -2.51279582e-02 -6.61383653e-02 3.21541315e-01
-2.62565962e-01]
[ 2.05106575e-01 -2.93404900e-01 -1.20228397e-01 -7.78788276e-02
-2.12248213e-01 1.22082538e-01 1.82571131e-02 -1.39091931e-01
-6.27998792e-02 -8.13729773e-02 -1.41909137e-01 -1.55402968e-01
-1.60460855e-01]
[ -1.34549216e-01 -8.00025617e-02 3.79558964e-02 -2.52393096e-01
-5.82394742e-02 -1.41196442e-01 4.30178841e-02 -1.21941775e-02
-9.12677824e-02 3.78201987e-04 -3.18081702e-01 -4.40554191e-01
-7.47340583e-02]
[ -1.40994646e-01 -1.36525202e-01 -6.82476455e-02 -2.72536586e-01
-3.46322220e-01 -2.88638596e-01 1.56376258e-01 1.36412435e-01
1.44458948e-02 1.15224514e-01 -2.55835053e-01 -8.06248799e-01
2.04638177e-02]
[ -1.53525945e-01 -2.46584892e-01 -3.00142751e-01 -6.04685792e-01
-2.95320127e-01 -2.09088990e-01 -2.81674447e-01 2.86277359e-02
-1.19525350e-02 -4.54708253e-01 -5.08074370e-01 -4.96063078e-01
-7.55143180e-01]
[ -1.19898518e-01 1.29771234e-01 1.57892737e-02 8.42655286e-02
-2.05698431e-01 -1.73763192e-01 -1.47435577e-01 4.94242093e-03
-1.33237361e-01 -1.67438793e-01 -1.37145666e-01 -3.51786143e-01
-4.16430903e-02]
[ -3.59141222e-01 -1.16364963e-01 -2.72917597e-01 2.41462910e-01
-1.98677932e-01 -2.30882847e-01 -9.45618609e-02 -1.12863264e-01
2.23817580e-02 1.12502911e-02 9.64796917e-02 -2.77323847e-01
6.65341067e-02]
[ -1.29307358e-01 -4.35751081e-02 -2.54783756e-01 9.70350169e-02
-2.24213626e-01 -2.79008570e-01 -3.56991764e-01 -2.17663847e-02
1.90254780e-02 -1.33063814e-01 -2.32704822e-01 -2.96052044e-01
3.00950178e-02]
[ -2.31497185e-01 -5.32850927e-01 -3.38006005e-01 -2.04173785e-01
-3.23713718e-01 -2.30713499e-01 -4.97228002e-02 -2.49390953e-01
5.84749953e-02 -2.32014063e-01 -1.16882111e-01 -2.78676932e-01
-3.00250050e-02]
[ -2.19530005e-01 -2.95412454e-01 -3.19992327e-01 -1.04887927e-01
-9.08891726e-02 -1.50129520e-01 -7.62164372e-02 1.41940796e-02
-1.96140067e-01 -5.06391901e-01 -2.41086254e-01 -1.93843069e-01
1.01074683e-02]
[ -1.04510714e-01 -1.08469628e-02 -2.38457114e-01 -6.87930886e-01
-2.63956735e-01 -2.58359868e-01 1.50291341e-02 -4.18143613e-01
1.15789442e-01 -1.28106023e-01 -5.10550957e-01 -2.82136673e-01
-7.07549684e-01]]
Progress: 22.0% ... Training loss: 0.243 ... Validation loss: 0.400[[-0.19361168]
[ 0.23551981]
[-0.16340674]
[ 0.97859316]
[ 0.24369889]
[-0.06850862]
[-0.85169301]
[-0.92375873]
[-0.65383195]
[-0.94803828]
[ 1.18628485]
[ 2.90510116]
[-1.97929046]]
[[ -5.30319787e-01 -4.95325403e-01 -5.87070365e-01 -9.23705728e-02
-2.97259593e-01 -5.93162879e-01 -1.20177469e-01 -2.55618530e-01
-3.85218899e-01 -3.57700996e-01 1.90735395e-01 7.88198956e-01
2.18931162e-01]
[ 6.48454182e-03 -1.38181396e-01 4.94886212e-02 -6.80022836e-02
-4.20740098e-02 5.85107183e-02 -1.18054644e-01 2.09131050e-01
-1.38317507e-01 -1.86213927e-01 -8.95785145e-02 -1.41675212e-01
7.15245412e-02]
[ -2.41749060e-01 1.36788104e-01 -2.72642173e-02 1.11510300e-01
7.68621740e-02 -1.26221693e-01 4.63453048e-02 -1.19388057e-01
2.77349989e-01 -2.98511061e-01 1.56818229e-01 6.50258531e-01
8.04342838e-01]
[ 2.10101462e-01 -2.40421578e-01 -2.80252309e-01 5.27826618e-02
-2.80186865e-01 6.46247680e-03 1.73800045e-01 -5.23233560e-01
1.86322055e-01 -2.64098337e-01 -1.81918848e-01 -2.97856828e-01
-1.71432202e-01]
[ 1.28293735e-01 6.35457850e-03 1.13673416e-01 -8.69443091e-02
-2.48332181e-02 7.33434971e-02 -1.03798364e-01 -8.25594127e-02
8.89337423e-02 2.24847004e-01 7.20154442e-02 -7.79051484e-02
-1.98931143e-01]
[ -4.82378764e-01 -6.04686560e-01 -6.02413001e-01 -5.98099385e-01
-5.85308875e-01 -5.64466845e-01 -3.20852484e-01 -1.64308576e-01
-4.44958785e-01 -2.39842513e-01 -5.12995626e-01 -7.11038854e-01
-5.71516726e-01]
[ -4.16268868e-01 -5.86590296e-01 -3.22798881e-01 -3.80044602e-01
-4.13441800e-01 -5.62126701e-01 -4.20138121e-01 -4.63950825e-01
-2.95982763e-01 -1.32046502e-01 -4.40004463e-01 -3.80908123e-01
-4.20334052e-01]
[ -3.36219427e-01 -3.47414382e-01 -4.79528128e-01 -2.02371587e-01
-3.22436589e-01 -4.21069707e-01 -2.77527805e-01 -2.31168629e-01
-2.87392750e-01 -5.23589775e-01 -2.97667365e-01 -7.32209782e-01
-4.02020298e-01]
[ -4.67647638e-01 -3.50254619e-01 -3.79281992e-01 -1.85335344e-01
-3.39229087e-01 -2.16032895e-01 -6.56858773e-02 -4.33394341e-01
-2.55621156e-01 -4.39383812e-01 -1.57321222e-01 -2.31447124e-01
-1.92304735e-01]
[ -9.56259029e-01 -9.40939363e-01 -9.81863418e-01 -7.27308863e-01
-1.03207077e+00 -9.86482433e-01 -5.94862153e-01 -5.90403468e-01
-7.51967080e-01 -5.65226441e-01 -7.24968331e-01 -5.86607354e-01
-7.34091682e-01]
[ -5.13944878e-01 -2.66207160e-01 -4.71407618e-01 -3.31960981e-01
-3.45803459e-01 -3.61932831e-01 -5.93610365e-01 -6.03257387e-01
-6.53803515e-01 -1.22221522e-01 -4.82488869e-01 -6.45157316e-01
-5.01830431e-01]
[ -1.11142500e-01 1.65094323e-02 -3.37035190e-01 -4.60576498e-01
-1.11712573e-01 -7.19331097e-02 -1.53782373e-01 -3.41939533e-01
-1.37651140e-01 1.11097622e-01 -4.79796704e-01 -9.83769549e-01
-4.69207032e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57275839e-01 -1.19732283e-01 1.65025932e-01 -2.80108924e-01
-1.31371826e-01 1.13518521e-01 -1.18497226e-01 2.24691509e-02
-7.89639736e-02 7.90155974e-02 -1.84058670e-01 -3.87357894e-01
-1.64040769e-04]
[ -8.53187326e-02 -2.63899943e-01 -1.79976100e-01 -2.86742361e-01
-4.77624757e-01 -8.57837071e-02 -4.90280508e-02 8.37897094e-06
-6.04559810e-02 1.23444244e-02 -2.07190236e-01 -3.18231332e-01
-2.71715051e-01]
[ -7.19116824e-02 -1.62205016e-02 -2.34049995e-01 -2.49439891e-01
1.26582900e-01 -1.62917774e-01 -1.74048458e-01 8.39638202e-02
-9.37885585e-03 6.15260279e-02 -1.71172774e-01 6.24371184e-02
-7.70881739e-02]
[ 3.49189462e-02 -1.64262834e-01 -1.49523591e-01 -8.03573235e-02
-1.23215460e-01 -1.06858912e-01 1.05826490e-01 -1.48050641e-01
-1.53690544e-02 9.39210537e-03 -2.16412659e-02 -1.35677580e-01
1.85471170e-02]
[ -2.88488646e-01 -1.42960756e-01 -7.47686742e-02 -1.07168416e-01
-3.03334387e-01 -2.74226552e-01 -3.68889830e-01 3.94602108e-02
-3.15046371e-01 -2.10060364e-01 1.64129243e-01 -8.49025704e-02
2.41437430e-01]
[ -2.24578813e-01 -1.22384879e-01 -9.05629030e-02 -3.71036813e-02
-8.31034556e-02 -1.18451619e-01 -7.20571981e-02 2.99037570e-02
-1.35668577e-01 -5.83625103e-02 2.43116173e-02 -1.72382363e-01
-6.13571891e-02]
[ -1.65586830e-01 -6.87325840e-02 -2.27639229e-01 -3.03088636e-01
-1.56914586e-01 -2.02867701e-01 -3.08565865e-01 -9.80139639e-02
1.46207082e-01 -2.03170113e-01 -3.64628861e-01 -2.90001207e-01
-2.53528132e-01]
[ -3.70069033e-01 -6.55476618e-02 -1.49155679e-01 -1.51509064e-01
-5.23263459e-02 -3.12435590e-01 4.12107160e-02 -7.03376859e-02
-1.16276513e-01 7.44328818e-02 -9.28352978e-03 -3.12712867e-01
-2.51380583e-01]
[ -1.67281693e-01 -1.46481297e-01 -5.07577050e-02 -1.57132688e-01
-1.29973392e-01 -2.95153355e-01 -1.56431118e-02 -1.43238568e-01
-2.28477813e-01 3.12810409e-02 2.20708649e-01 -1.56711272e-02
-1.83344902e-01]
[ -1.32493376e-01 -1.75252586e-01 -1.13024294e-01 -2.79886004e-01
9.13142712e-02 -1.75899214e-02 -1.84472018e-01 -1.62555128e-01
1.11990890e-01 -9.20550822e-02 -1.30118226e-01 -8.02249227e-02
-3.20153593e-01]
[ -4.34397261e-02 -3.35117936e-02 -1.48889588e-01 -5.89658218e-02
-2.28927377e-01 6.29835456e-02 -7.51885140e-02 -4.52216649e-02
-2.29984127e-01 -8.88439946e-02 -9.37464353e-02 -3.54698485e-01
-1.93743245e-01]
[ -7.08620315e-02 2.44704432e-02 -1.28248139e-01 -3.15760774e-01
1.20768513e-01 2.06213075e-02 -2.10371651e-01 -1.52189194e-01
1.24467914e-01 -5.65577448e-02 -2.84909503e-01 -2.61092560e-01
-3.01014986e-01]
[ 8.08628224e-02 -3.11417170e-01 -8.29302068e-02 -4.55138315e-01
-2.24991967e-01 -8.88764393e-02 7.23411682e-02 1.05927093e-01
-5.12180165e-03 3.06652100e-01 -5.33766247e-01 -8.01566222e-01
4.46300232e-01]
[ -2.21373559e-01 -2.46619965e-01 -1.30749571e-01 -3.09137346e-01
-3.02243327e-01 -9.31366963e-02 2.05991632e-01 4.21739362e-02
2.91378558e-01 4.22312782e-02 -4.10759800e-01 -9.89146618e-01
6.35068323e-01]
[ -1.24306547e-02 -1.89017236e-01 2.28118280e-02 -3.16537742e-01
-1.73039028e-01 1.66055441e-01 2.07473181e-01 2.66722918e-01
-2.38919377e-02 2.45125159e-01 -2.36372993e-01 -1.07634181e+00
7.42149892e-01]
[ 2.98915838e-03 -4.66071380e-02 -1.23522478e-01 -1.32365549e-01
-1.80795866e-01 -4.64767442e-02 3.01946199e-01 1.73092905e-01
2.58083099e-01 3.78980390e-01 -4.90217080e-01 -9.73453084e-01
7.60478179e-01]
[ -8.16236038e-02 -2.80865458e-01 5.98428069e-02 -3.70699853e-01
-1.50748453e-01 1.17254560e-01 3.75881675e-01 1.45417811e-01
-6.09850115e-02 1.74491044e-01 -5.69748404e-01 -9.86832302e-01
8.72708749e-01]
[ 1.21329800e-01 -9.01988625e-02 1.66019177e-02 -1.79993665e-01
-8.32615384e-02 -1.80186126e-02 2.56970749e-01 3.75633227e-01
4.17034784e-01 2.69456973e-01 -5.59856867e-01 -8.95715629e-01
5.75356114e-01]
[ -5.34044733e-03 -1.35811357e-01 2.15184586e-02 1.35904009e-02
-8.99950967e-02 -2.83498503e-01 5.78753422e-02 3.40694368e-01
-6.97690105e-03 1.09706598e-01 -2.61536874e-01 -7.55459291e-01
2.65546557e-01]
[ 8.24677808e-02 1.07786445e-01 4.34967409e-03 1.35206528e-01
-8.95368883e-02 -5.92562827e-02 -1.85302175e-01 -1.38272255e-01
-2.65615178e-01 -1.30955544e-01 -1.28854027e-01 2.50184916e-01
-2.65949643e-01]
[ 4.11844032e-02 -1.00321703e-01 1.44350909e-01 2.99342830e-01
2.49382434e-01 8.59799486e-03 -3.98387497e-01 -3.49031710e-01
-6.70845686e-02 -5.37784670e-01 2.14829759e-01 1.01451320e+00
-5.84317738e-01]
[ 3.13658645e-02 7.86410417e-02 -2.13046239e-01 6.86152361e-02
3.25896371e-02 -1.72750178e-03 -1.77004705e-01 -3.42600841e-01
-2.85836279e-01 -2.15451708e-01 -4.17214300e-02 -7.66380496e-02
-1.89625828e-01]
[ -5.96307926e-02 -2.11156285e-01 6.14036389e-02 7.10809301e-02
-1.32160843e-01 -1.34984677e-01 9.37812470e-03 -3.33303156e-02
5.96742260e-02 -3.87337273e-01 -3.25899436e-01 -2.34573906e-01
3.23172242e-02]
[ 1.17632800e-02 -2.73075984e-01 5.74262164e-02 -2.85285286e-01
-1.95003272e-01 -2.31602369e-01 -2.65157407e-01 3.07790847e-02
-1.19221193e-02 8.89917312e-02 -2.03464199e-01 1.19712879e-01
7.11783829e-03]
[ 1.66355377e-01 5.57802684e-02 -1.07300517e-01 -2.52166345e-01
-5.62322734e-02 -1.02900638e-01 -2.06920630e-01 -1.71283424e-02
-2.04459780e-01 -2.60517608e-01 -1.87039283e-01 3.78515469e-01
-9.51398401e-02]
[ -1.74870853e-01 -1.82431137e-01 -1.13309285e-01 -2.52216690e-01
-5.23211069e-02 2.62160662e-02 -1.95205499e-01 -2.42033403e-01
-1.40289687e-01 -4.96037005e-02 -2.30489384e-01 2.17331644e-01
-1.60962865e-01]
[ -3.95514191e-02 -2.07023937e-01 -1.63662048e-01 -2.45720687e-01
-4.85907910e-02 4.24984039e-02 -6.61488663e-02 -7.03385200e-02
-2.36346080e-01 -3.13856242e-01 -4.82098905e-02 6.99293640e-02
-4.46715276e-02]
[ 1.09653843e-01 8.41781036e-02 -1.33565283e-02 -1.94672007e-01
-3.22251491e-01 6.99512545e-03 -1.84438511e-01 -3.07530663e-01
-3.28473798e-01 -2.06154736e-03 -1.09091694e-01 1.75948064e-01
-8.15521647e-02]
[ -6.36949468e-02 -7.27876432e-03 -2.85784138e-01 -9.43055432e-03
7.22813512e-02 1.54935838e-01 -2.48198544e-01 -1.97259416e-01
-6.04494694e-02 -7.62707293e-02 1.98910105e-01 6.74383306e-01
-1.37156941e-01]
[ 1.16790615e-01 3.45190710e-01 -2.01438646e-01 7.22681507e-01
1.20299320e-01 -4.79071108e-04 -2.53734451e-01 -4.07417298e-01
-2.53571324e-01 -3.73337611e-01 7.52858743e-01 9.66891512e-01
-1.07122409e+00]
[ -2.40059014e-02 1.85635026e-01 4.68774622e-02 3.05228917e-01
8.20906190e-03 -6.85713926e-02 -3.14722140e-01 -3.88712040e-01
-3.05188533e-01 -2.81104536e-01 5.72761896e-01 1.02942919e+00
-1.02600926e+00]
[ -4.17629679e-02 -1.34297479e-01 -1.51870127e-01 2.92214740e-01
-1.77368268e-01 2.35204517e-01 -6.80738315e-02 -2.04275623e-01
-2.36289718e-01 -4.10787770e-01 1.82512279e-01 4.86697499e-01
-4.64998768e-01]
[ 8.05361976e-02 -3.83748591e-01 -5.07394561e-02 -1.32936104e-02
-1.15363077e-01 1.99998072e-01 7.58778876e-02 1.70761454e-01
-1.76662451e-01 -2.44892474e-02 -6.70522793e-02 3.18629826e-01
-2.61226522e-01]
[ 2.05143111e-01 -2.93421286e-01 -1.20163560e-01 -7.79181032e-02
-2.12354206e-01 1.22094001e-01 1.85586469e-02 -1.38205163e-01
-6.27285670e-02 -8.04714835e-02 -1.42739393e-01 -1.58387985e-01
-1.60018708e-01]
[ -1.34481135e-01 -8.01632976e-02 3.80534513e-02 -2.53158730e-01
-5.84574961e-02 -1.41173027e-01 4.35324466e-02 -1.12324887e-02
-9.09479149e-02 1.19250696e-03 -3.19335007e-01 -4.44457602e-01
-7.25672102e-02]
[ -1.40990860e-01 -1.36557614e-01 -6.82312529e-02 -2.72712731e-01
-3.46357977e-01 -2.88637631e-01 1.56501400e-01 1.36831650e-01
1.45084336e-02 1.15598938e-01 -2.56163584e-01 -8.07464309e-01
2.11917154e-02]
[ -1.52863894e-01 -2.47524474e-01 -2.99736288e-01 -6.10045082e-01
-2.96137412e-01 -2.08944800e-01 -2.77222933e-01 3.30999078e-02
-9.00693636e-03 -4.51386666e-01 -5.14629719e-01 -5.14751485e-01
-7.47580459e-01]
[ -1.19270699e-01 1.28454775e-01 1.64142976e-02 7.65208377e-02
-2.06787200e-01 -1.73606729e-01 -1.42973295e-01 9.88893727e-03
-1.30261873e-01 -1.63185684e-01 -1.46899668e-01 -3.72867072e-01
-2.67663742e-02]
[ -3.58519146e-01 -1.17789787e-01 -2.72368733e-01 2.33525506e-01
-1.99985027e-01 -2.30690367e-01 -8.89853312e-02 -1.08095852e-01
2.70912767e-02 1.58492857e-02 8.60174335e-02 -2.98755768e-01
8.41934050e-02]
[ -1.29375983e-01 -4.37925333e-02 -2.54853248e-01 9.79944327e-02
-2.24493350e-01 -2.79012243e-01 -3.56541466e-01 -2.14624314e-02
1.92529854e-02 -1.33381707e-01 -2.31581904e-01 -3.00522631e-01
3.32533103e-02]
[ -2.31430573e-01 -5.33078322e-01 -3.37895591e-01 -2.05370201e-01
-3.23956893e-01 -2.30691811e-01 -4.84597500e-02 -2.47680641e-01
5.95557040e-02 -2.30413079e-01 -1.19117259e-01 -2.86288543e-01
-2.46274255e-02]
[ -2.19111630e-01 -2.95770640e-01 -3.19769467e-01 -1.07353777e-01
-9.13682839e-02 -1.50012018e-01 -7.36403134e-02 1.62950813e-02
-1.94618525e-01 -5.03886406e-01 -2.43940678e-01 -2.02378232e-01
1.52948538e-02]
[ -1.04388090e-01 -1.10890987e-02 -2.38488492e-01 -6.90610115e-01
-2.64242812e-01 -2.58330180e-01 1.50172777e-02 -4.19212448e-01
1.16062762e-01 -1.29814079e-01 -5.12012557e-01 -2.81339030e-01
-7.09346925e-01]]
Progress: 22.1% ... Training loss: 0.250 ... Validation loss: 0.401[[-0.18324523]
[ 0.24595794]
[-0.15558874]
[ 0.99695607]
[ 0.2535401 ]
[-0.05616479]
[-0.82884421]
[-0.91414275]
[-0.62974186]
[-0.93210724]
[ 1.20141867]
[ 2.92254336]
[-1.9531728 ]]
[[ -5.30757479e-01 -4.94334160e-01 -5.87513213e-01 -8.58938610e-02
-2.96041324e-01 -5.93443119e-01 -1.24546777e-01 -2.58908098e-01
-3.89428732e-01 -3.60415253e-01 1.99248603e-01 8.15802870e-01
2.04719082e-01]
[ 6.39140563e-03 -1.38114236e-01 4.94218227e-02 -6.76748967e-02
-4.19710724e-02 5.84689106e-02 -1.18560226e-01 2.08545017e-01
-1.38589560e-01 -1.86804502e-01 -8.90491012e-02 -1.40903314e-01
7.09891720e-02]
[ -2.43067843e-01 1.37931484e-01 -2.78373912e-02 1.20279410e-01
7.80633746e-02 -1.26632743e-01 3.75162253e-02 -1.23939029e-01
2.71013002e-01 -3.05059137e-01 1.65372743e-01 6.72295852e-01
7.83764253e-01]
[ 2.08466505e-01 -2.38091905e-01 -2.81279695e-01 6.58878236e-02
-2.77896831e-01 5.93414413e-03 1.62770444e-01 -5.29968913e-01
1.77143243e-01 -2.71196792e-01 -1.69828773e-01 -2.71564121e-01
-2.00894107e-01]
[ 1.28364137e-01 6.78877189e-03 1.13257567e-01 -9.22685816e-02
-2.42252402e-02 7.30842792e-02 -1.06420896e-01 -8.54613366e-02
8.71480816e-02 2.19906195e-01 7.14983313e-02 -6.91901090e-02
-2.02885682e-01]
[ -4.82357535e-01 -6.04692442e-01 -6.02485326e-01 -5.97902919e-01
-5.85304744e-01 -5.64483355e-01 -3.20909776e-01 -1.64838661e-01
-4.45166233e-01 -2.40432052e-01 -5.12567849e-01 -7.11868779e-01
-5.73273434e-01]
[ -4.16368227e-01 -5.86531053e-01 -3.22906159e-01 -3.78838502e-01
-4.13445897e-01 -5.62166016e-01 -4.21869858e-01 -4.65558692e-01
-2.97525020e-01 -1.32266102e-01 -4.39855478e-01 -3.79716756e-01
-4.27219834e-01]
[ -3.36754597e-01 -3.46919004e-01 -4.79689848e-01 -1.98023937e-01
-3.21994684e-01 -4.21221245e-01 -2.82154279e-01 -2.33236315e-01
-2.90340335e-01 -5.26310880e-01 -2.94152492e-01 -7.28195170e-01
-4.15458244e-01]
[ -4.68661578e-01 -3.48759405e-01 -3.80041247e-01 -1.79565403e-01
-3.37631676e-01 -2.16459436e-01 -7.13390298e-02 -4.36261088e-01
-2.60575612e-01 -4.45950165e-01 -1.48550655e-01 -2.09830045e-01
-2.02282832e-01]
[ -9.56567314e-01 -9.40665202e-01 -9.82059900e-01 -7.23021366e-01
-1.03179632e+00 -9.86552721e-01 -5.98182939e-01 -5.92283828e-01
-7.54675119e-01 -5.68083716e-01 -7.20260052e-01 -5.75161659e-01
-7.47964853e-01]
[ -5.14644578e-01 -2.65201554e-01 -4.71918355e-01 -3.27804405e-01
-3.44674140e-01 -3.62252589e-01 -5.98738200e-01 -6.05993204e-01
-6.58032387e-01 -1.26473698e-01 -4.76320695e-01 -6.29311436e-01
-5.12232392e-01]
[ -1.11761756e-01 1.72736183e-02 -3.37428549e-01 -4.57500412e-01
-1.11076997e-01 -7.21769685e-02 -1.57402406e-01 -3.44395741e-01
-1.40365975e-01 1.08110475e-01 -4.77810957e-01 -9.85067991e-01
-4.76990434e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57235100e-01 -1.19679880e-01 1.64964753e-01 -2.80159259e-01
-1.31283940e-01 1.13505800e-01 -1.18263310e-01 2.22176710e-02
-7.89714355e-02 7.86295302e-02 -1.83573878e-01 -3.86408459e-01
-1.06029650e-03]
[ -8.54350068e-02 -2.63801937e-01 -1.80071074e-01 -2.86019427e-01
-4.77536781e-01 -8.58245977e-02 -4.95882557e-02 -9.96497485e-04
-6.08104826e-02 1.14697512e-02 -2.06377098e-01 -3.17712204e-01
-2.72562579e-01]
[ -7.15200500e-02 -1.66230899e-02 -2.33762562e-01 -2.51296699e-01
1.26110574e-01 -1.62796056e-01 -1.72969615e-01 8.55211580e-02
-8.35511594e-03 6.38368945e-02 -1.73455810e-01 5.66418943e-02
-7.60379416e-02]
[ 3.50640843e-02 -1.64498930e-01 -1.49433828e-01 -8.21593152e-02
-1.23478833e-01 -1.06819222e-01 1.06397210e-01 -1.47548307e-01
-1.48952387e-02 1.04484677e-02 -2.47690315e-02 -1.41752483e-01
2.02232869e-02]
[ -2.88997314e-01 -1.42455788e-01 -7.51342983e-02 -1.02850473e-01
-3.02798815e-01 -2.74384233e-01 -3.71871470e-01 3.65779273e-02
-3.17672144e-01 -2.12816251e-01 1.68653707e-01 -7.50755140e-02
2.31810994e-01]
[ -2.24350618e-01 -1.22856309e-01 -9.02853073e-02 -3.89911928e-02
-8.36106803e-02 -1.18362277e-01 -7.06210264e-02 3.16896774e-02
-1.34326774e-01 -5.71403618e-02 2.16022487e-02 -1.80183844e-01
-5.80517079e-02]
[ -1.65854982e-01 -6.83260574e-02 -2.27756841e-01 -3.00121719e-01
-1.56554541e-01 -2.02945856e-01 -3.10856988e-01 -9.92585055e-02
1.44542393e-01 -2.04511087e-01 -3.61029015e-01 -2.80334760e-01
-2.60862559e-01]
[ -3.70541081e-01 -6.49701302e-02 -1.49490825e-01 -1.48315176e-01
-5.17477766e-02 -3.12591558e-01 3.74895905e-02 -7.29558833e-02
-1.19024823e-01 7.18964392e-02 -6.56322634e-03 -3.08804117e-01
-2.60443208e-01]
[ -1.67437387e-01 -1.46361233e-01 -5.08362036e-02 -1.56362024e-01
-1.29844336e-01 -2.95199635e-01 -1.64710297e-02 -1.43574184e-01
-2.29029201e-01 3.06654119e-02 2.21412256e-01 -1.56698937e-02
-1.85019079e-01]
[ -1.33258319e-01 -1.74026264e-01 -1.13658031e-01 -2.75230583e-01
9.26649795e-02 -1.79353615e-02 -1.88961560e-01 -1.65153334e-01
1.08031442e-01 -9.74977988e-02 -1.22671887e-01 -6.02260750e-02
-3.28233792e-01]
[ -4.34597870e-02 -3.34843149e-02 -1.48886728e-01 -5.88621560e-02
-2.28898613e-01 6.29775477e-02 -7.51780579e-02 -4.51053701e-02
-2.30088807e-01 -8.88384739e-02 -9.37719190e-02 -3.54973022e-01
-1.93987176e-01]
[ -7.09891361e-02 2.46112084e-02 -1.28319597e-01 -3.15375398e-01
1.20892211e-01 2.05797856e-02 -2.10898859e-01 -1.52288266e-01
1.23993059e-01 -5.72968527e-02 -2.84194139e-01 -2.60024180e-01
-3.01339824e-01]
[ 8.08724425e-02 -3.11433407e-01 -8.29190021e-02 -4.55257741e-01
-2.25014301e-01 -8.88738522e-02 7.24475783e-02 1.06105548e-01
-5.06722935e-03 3.06813075e-01 -5.33902858e-01 -8.02070719e-01
4.46748526e-01]
[ -2.21687312e-01 -2.46225683e-01 -1.30982453e-01 -3.07155008e-01
-3.01918025e-01 -9.32411519e-02 2.04041009e-01 4.05968668e-02
2.89764334e-01 4.02469493e-02 -4.08873036e-01 -9.87381855e-01
6.30130292e-01]
[ -1.23961262e-02 -1.89038795e-01 2.28092310e-02 -3.16940232e-01
-1.73066890e-01 1.66063905e-01 2.07863815e-01 2.66802797e-01
-2.37918435e-02 2.45355490e-01 -2.36572421e-01 -1.07690855e+00
7.42998915e-01]
[ 2.82782886e-03 -4.64218368e-02 -1.23595291e-01 -1.31475629e-01
-1.80612969e-01 -4.65306741e-02 3.01137414e-01 1.72555473e-01
2.57435994e-01 3.78292937e-01 -4.89519641e-01 -9.73290280e-01
7.58448852e-01]
[ -8.17554224e-02 -2.80741197e-01 5.97569281e-02 -3.70041441e-01
-1.50628113e-01 1.17207698e-01 3.75224033e-01 1.45079798e-01
-6.15051889e-02 1.73887917e-01 -5.69244570e-01 -9.87213115e-01
8.71421693e-01]
[ 1.21165834e-01 -9.00209862e-02 1.64966055e-02 -1.79112579e-01
-8.31007657e-02 -1.80790420e-02 2.56168805e-01 3.74826877e-01
4.16446336e-01 2.68432177e-01 -5.59100364e-01 -8.95357690e-01
5.73674299e-01]
[ -5.51623539e-03 -1.35654487e-01 2.14008767e-02 1.46815141e-02
-8.98149752e-02 -2.83546218e-01 5.68634080e-02 3.39772073e-01
-7.70393786e-03 1.08628575e-01 -2.60395781e-01 -7.54318483e-01
2.63406489e-01]
[ 8.27654904e-02 1.07444860e-01 4.56386287e-03 1.34857746e-01
-8.97838433e-02 -5.91558208e-02 -1.84203974e-01 -1.37022949e-01
-2.65363538e-01 -1.29140775e-01 -1.28926800e-01 2.52596302e-01
-2.67594016e-01]
[ 4.17200376e-02 -1.01197172e-01 1.44905022e-01 2.97346295e-01
2.48477472e-01 8.79423348e-03 -3.96455756e-01 -3.46203685e-01
-6.44882546e-02 -5.35226146e-01 2.11699921e-01 1.00458197e+00
-5.82916194e-01]
[ 3.12285828e-02 7.87498519e-02 -2.13104811e-01 6.88381153e-02
3.27223330e-02 -1.77215822e-03 -1.77662827e-01 -3.43203711e-01
-2.86221652e-01 -2.16291893e-01 -4.13057117e-02 -7.59569861e-02
-1.89257720e-01]
[ -5.99071068e-02 -2.10670573e-01 6.11219744e-02 7.29191755e-02
-1.31711627e-01 -1.35078625e-01 7.32336805e-03 -3.47844908e-02
5.79756667e-02 -3.88897424e-01 -3.23974612e-01 -2.29250171e-01
2.79994654e-02]
[ 1.15715981e-02 -2.72946795e-01 5.73302638e-02 -2.84776237e-01
-1.94871997e-01 -2.31654886e-01 -2.65767724e-01 3.05074937e-02
-1.24556180e-02 8.84780680e-02 -2.03234896e-01 1.19703347e-01
6.59724237e-03]
[ 1.66169068e-01 5.58814525e-02 -1.07356174e-01 -2.52263929e-01
-5.61501744e-02 -1.02948372e-01 -2.07595406e-01 -1.71821258e-02
-2.04894877e-01 -2.61078086e-01 -1.87379790e-01 3.77400177e-01
-9.41892008e-02]
[ -1.75432424e-01 -1.81762458e-01 -1.13773911e-01 -2.50588835e-01
-5.15996374e-02 2.59850807e-02 -1.98038802e-01 -2.43463649e-01
-1.43115812e-01 -5.39574995e-02 -2.26486220e-01 2.29112995e-01
-1.64564460e-01]
[ -3.96442015e-02 -2.06920500e-01 -1.63747980e-01 -2.45676060e-01
-4.84899827e-02 4.24624172e-02 -6.65298814e-02 -7.08312678e-02
-2.36665632e-01 -3.14608588e-01 -4.77412657e-02 7.07936125e-02
-4.45204427e-02]
[ 1.09597173e-01 8.42324325e-02 -1.34131960e-02 -1.94750172e-01
-3.22213748e-01 6.97094954e-03 -1.84584146e-01 -3.07809087e-01
-3.28517955e-01 -2.40836192e-03 -1.09081966e-01 1.75761211e-01
-8.13416931e-02]
[ -6.37518770e-02 -7.13833550e-03 -2.85840929e-01 -8.89645471e-03
7.24185384e-02 1.54911951e-01 -2.48676467e-01 -1.97861135e-01
-6.09871974e-02 -7.67659298e-02 1.99924362e-01 6.76868542e-01
-1.39112066e-01]
[ 1.16732376e-01 3.45423579e-01 -2.01499477e-01 7.24523666e-01
1.20564494e-01 -5.32893473e-04 -2.54731920e-01 -4.07675593e-01
-2.54262825e-01 -3.73898907e-01 7.54798402e-01 9.71208442e-01
-1.07365854e+00]
[ -2.35823733e-02 1.85252182e-01 4.71543195e-02 3.03947305e-01
7.84461340e-03 -6.84698344e-02 -3.13099171e-01 -3.87681514e-01
-3.03829661e-01 -2.78448728e-01 5.69918282e-01 1.02481776e+00
-1.02523703e+00]
[ -4.17889604e-02 -1.34176198e-01 -1.51904887e-01 2.92999425e-01
-1.77293331e-01 2.35192130e-01 -6.82404367e-02 -2.04207254e-01
-2.36583168e-01 -4.10984468e-01 1.83259942e-01 4.87940776e-01
-4.66982440e-01]
[ 8.03364485e-02 -3.83565065e-01 -5.09089383e-02 -1.19784441e-02
-1.15115341e-01 1.99924952e-01 7.46216693e-02 1.69273597e-01
-1.77522778e-01 -2.59180626e-02 -6.50669279e-02 3.23704873e-01
-2.64542889e-01]
[ 2.05104202e-01 -2.93285569e-01 -1.20210876e-01 -7.72490183e-02
-2.12289182e-01 1.22085873e-01 1.80317926e-02 -1.38795785e-01
-6.31194288e-02 -8.05489988e-02 -1.42202796e-01 -1.56992221e-01
-1.61927391e-01]
[ -1.34457392e-01 -8.01367368e-02 3.80520802e-02 -2.52990559e-01
-5.83973620e-02 -1.41163300e-01 4.31645493e-02 -1.17390550e-02
-9.12612884e-02 1.23554891e-03 -3.18862353e-01 -4.41446872e-01
-7.42717302e-02]
[ -1.41113779e-01 -1.36406281e-01 -6.83015048e-02 -2.71926868e-01
-3.46226995e-01 -2.88675833e-01 1.55664608e-01 1.36534761e-01
1.39217908e-02 1.15103582e-01 -2.55311788e-01 -8.06179874e-01
1.94452265e-02]
[ -1.52226416e-01 -2.48242737e-01 -2.99361984e-01 -6.13536337e-01
-2.96836691e-01 -2.08758181e-01 -2.74170660e-01 3.61640041e-02
-6.02982410e-03 -4.49242651e-01 -5.19392318e-01 -5.28445052e-01
-7.43819224e-01]
[ -1.19265683e-01 1.28547335e-01 1.63997892e-02 7.70099224e-02
-2.06784660e-01 -1.73618167e-01 -1.44128497e-01 8.63456531e-03
-1.30904590e-01 -1.63174403e-01 -1.46451262e-01 -3.72239598e-01
-2.98677563e-02]
[ -3.59187526e-01 -1.16910149e-01 -2.72758503e-01 2.38099555e-01
-1.99151371e-01 -2.30966381e-01 -9.29208632e-02 -1.10883462e-01
2.43831566e-02 1.21375021e-02 9.06809613e-02 -2.92775548e-01
7.92054086e-02]
[ -1.29509130e-01 -4.36550975e-02 -2.54974964e-01 1.00347634e-01
-2.24371402e-01 -2.79034718e-01 -3.57185193e-01 -2.22685116e-02
1.82798359e-02 -1.33528008e-01 -2.29200640e-01 -2.94019808e-01
2.83696472e-02]
[ -2.32067036e-01 -5.32405173e-01 -3.38295733e-01 -2.00675619e-01
-3.23208867e-01 -2.30885183e-01 -5.27403397e-02 -2.51416282e-01
5.62049872e-02 -2.34154783e-01 -1.13507840e-01 -2.73076822e-01
-3.64503544e-02]
[ -2.19275468e-01 -2.95485328e-01 -3.19879339e-01 -1.05522606e-01
-9.10947869e-02 -1.50059301e-01 -7.52398107e-02 1.56359348e-02
-1.96135876e-01 -5.04205735e-01 -2.42076836e-01 -1.97301245e-01
1.01656649e-02]
[ -1.05055996e-01 -1.03949760e-02 -2.38927364e-01 -6.89540790e-01
-2.63483851e-01 -2.58600121e-01 1.15108972e-02 -4.20106081e-01
1.12625959e-01 -1.34146857e-01 -5.09354217e-01 -2.73051556e-01
-7.15241535e-01]]
Progress: 22.1% ... Training loss: 0.234 ... Validation loss: 0.397[[-0.18605653]
[ 0.25025028]
[-0.15709338]
[ 1.00209808]
[ 0.25470473]
[-0.06017563]
[-0.82899057]
[-0.91522691]
[-0.62518914]
[-0.93428076]
[ 1.20580447]
[ 2.93005387]
[-1.94753779]]
[[ -5.30702013e-01 -4.93866645e-01 -5.87386175e-01 -8.29903328e-02
-2.95637156e-01 -5.93442809e-01 -1.25220688e-01 -2.57856894e-01
-3.90637997e-01 -3.59015725e-01 2.00218356e-01 8.16078800e-01
1.97444158e-01]
[ 6.59588116e-03 -1.38414598e-01 4.97054999e-02 -6.93011133e-02
-4.23401412e-02 5.85430014e-02 -1.17639900e-01 2.10882835e-01
-1.38086844e-01 -1.84838145e-01 -9.15731262e-02 -1.47546208e-01
7.23922339e-02]
[ -2.44594464e-01 1.40658755e-01 -2.92333624e-02 1.32800651e-01
8.07309143e-02 -1.27120975e-01 2.85795105e-02 -1.35718353e-01
2.63802317e-01 -3.15132162e-01 1.81071454e-01 7.14322318e-01
7.64098212e-01]
[ 2.08711124e-01 -2.38403066e-01 -2.81410770e-01 6.28843479e-02
-2.78270953e-01 6.05345265e-03 1.65726809e-01 -5.31889410e-01
1.79082848e-01 -2.73419149e-01 -1.69583264e-01 -2.63226777e-01
-1.94566342e-01]
[ 1.29174922e-01 5.84223551e-03 1.13958507e-01 -9.83504880e-02
-2.56326391e-02 7.32585679e-02 -1.00742744e-01 -7.85672312e-02
9.02828633e-02 2.24944148e-01 6.14661281e-02 -9.89387475e-02
-1.91491524e-01]
[ -4.81846015e-01 -6.05355452e-01 -6.02023104e-01 -6.02100744e-01
-5.86141775e-01 -5.64310851e-01 -3.17928090e-01 -1.59382528e-01
-4.43787635e-01 -2.36340639e-01 -5.18492533e-01 -7.29593735e-01
-5.68371143e-01]
[ -4.16576903e-01 -5.86299772e-01 -3.23013917e-01 -3.76913732e-01
-4.13192881e-01 -5.62211403e-01 -4.22324977e-01 -4.66141513e-01
-2.97999944e-01 -1.32502369e-01 -4.38264840e-01 -3.74635817e-01
-4.29614783e-01]
[ -3.37260008e-01 -3.45670235e-01 -4.80137512e-01 -1.92648388e-01
-3.20909561e-01 -4.21390908e-01 -2.87018103e-01 -2.38757683e-01
-2.94535140e-01 -5.30238082e-01 -2.88957853e-01 -7.10844647e-01
-4.31923009e-01]
[ -4.68105300e-01 -3.48959895e-01 -3.79769858e-01 -1.80693002e-01
-3.37950094e-01 -2.16287094e-01 -6.91397280e-02 -4.35527446e-01
-2.58804729e-01 -4.43856478e-01 -1.49268157e-01 -2.14929197e-01
-1.98926541e-01]
[ -9.56357383e-01 -9.40384272e-01 -9.81828230e-01 -7.20177105e-01
-1.03168307e+00 -9.86531909e-01 -5.98285782e-01 -5.91217854e-01
-7.55287528e-01 -5.65237822e-01 -7.19743674e-01 -5.77066089e-01
-7.52288408e-01]
[ -5.14019153e-01 -2.65409416e-01 -4.71669691e-01 -3.30700726e-01
-3.45122142e-01 -3.62013929e-01 -5.96654231e-01 -6.04794215e-01
-6.57345945e-01 -1.24331852e-01 -4.79196161e-01 -6.32396482e-01
-5.14360121e-01]
[ -1.12243401e-01 1.78170993e-02 -3.37730695e-01 -4.55473458e-01
-1.10559552e-01 -7.23066437e-02 -1.59521489e-01 -3.46575119e-01
-1.41960258e-01 1.05144365e-01 -4.75308777e-01 -9.80471161e-01
-4.81140281e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57128381e-01 -1.19851598e-01 1.65176617e-01 -2.81565377e-01
-1.31579125e-01 1.13556788e-01 -1.17691149e-01 2.43749072e-02
-7.88060866e-02 8.00627623e-02 -1.86017136e-01 -3.93856942e-01
-2.98271811e-04]
[ -8.51671514e-02 -2.64049491e-01 -1.79932101e-01 -2.87348944e-01
-4.77817930e-01 -8.57429121e-02 -4.80994053e-02 7.10243377e-04
-6.00514265e-02 1.28531436e-02 -2.08127914e-01 -3.22922211e-01
-2.70207967e-01]
[ -7.14722784e-02 -1.67460642e-02 -2.33714300e-01 -2.52328851e-01
1.26033595e-01 -1.62785782e-01 -1.72431587e-01 8.64837326e-02
-8.20880643e-03 6.45862763e-02 -1.74525889e-01 5.34566996e-02
-7.48828367e-02]
[ 3.54115229e-02 -1.64913888e-01 -1.49143162e-01 -8.33613103e-02
-1.23774293e-01 -1.06733187e-01 1.07555607e-01 -1.46061692e-01
-1.36011220e-02 1.30010246e-02 -2.68912810e-02 -1.46346117e-01
2.27868738e-02]
[ -2.89518921e-01 -1.41686742e-01 -7.55853525e-02 -9.93881611e-02
-3.02122553e-01 -2.74516265e-01 -3.74014275e-01 3.36172646e-02
-3.19892963e-01 -2.15930391e-01 1.73059502e-01 -6.47755564e-02
2.23650383e-01]
[ -2.24368535e-01 -1.22957565e-01 -9.02177356e-02 -3.91338990e-02
-8.37650105e-02 -1.18360586e-01 -7.02998636e-02 3.25704727e-02
-1.34020049e-01 -5.67283265e-02 2.08913297e-02 -1.81614721e-01
-5.56475675e-02]
[ -1.66217756e-01 -6.75541499e-02 -2.28084174e-01 -2.97260575e-01
-1.55902141e-01 -2.03046524e-01 -3.13666876e-01 -1.02528919e-01
1.41758187e-01 -2.07133524e-01 -3.57431003e-01 -2.66082862e-01
-2.69872015e-01]
[ -3.70793659e-01 -6.44309126e-02 -1.49725623e-01 -1.45939951e-01
-5.11819444e-02 -3.12666334e-01 3.52856673e-02 -7.49504773e-02
-1.20794101e-01 6.98509063e-02 -3.58388756e-03 -3.01750337e-01
-2.65929240e-01]
[ -1.67192075e-01 -1.46601521e-01 -5.06557218e-02 -1.57483503e-01
-1.30209670e-01 -2.95148330e-01 -1.49271333e-02 -1.42873469e-01
-2.27764224e-01 3.20738677e-02 2.18742007e-01 -2.15121762e-02
-1.82621163e-01]
[ -1.32885228e-01 -1.74151804e-01 -1.13435028e-01 -2.75219636e-01
9.24624697e-02 -1.78169185e-02 -1.88188289e-01 -1.64971549e-01
1.09019572e-01 -9.60750951e-02 -1.22416329e-01 -6.44537412e-02
-3.28502154e-01]
[ -4.33168147e-02 -3.36124282e-02 -1.48814573e-01 -5.97828047e-02
-2.29019762e-01 6.30270969e-02 -7.44085228e-02 -4.46244947e-02
-2.29646506e-01 -8.81450268e-02 -9.46323722e-02 -3.56230912e-01
-1.92956905e-01]
[ -7.10117091e-02 2.46999886e-02 -1.28361201e-01 -3.14955519e-01
1.20972502e-01 2.05670860e-02 -2.11045501e-01 -1.52534347e-01
1.23880148e-01 -5.75483161e-02 -2.83661726e-01 -2.58826426e-01
-3.01684149e-01]
[ 8.07459392e-02 -3.11295441e-01 -8.30009409e-02 -4.54763277e-01
-2.24892483e-01 -8.89029918e-02 7.20196118e-02 1.05600900e-01
-5.48126899e-03 3.06079813e-01 -5.33418762e-01 -8.01669482e-01
4.45415331e-01]
[ -2.21740214e-01 -2.46048367e-01 -1.31065674e-01 -3.06907034e-01
-3.01767207e-01 -9.32637423e-02 2.03644458e-01 3.96964867e-02
2.89303806e-01 3.97403744e-02 -4.08401861e-01 -9.86125249e-01
6.28821142e-01]
[ -1.26944890e-02 -1.88737918e-01 2.26429652e-02 -3.15908719e-01
-1.72783974e-01 1.65978664e-01 2.06070493e-01 2.64983365e-01
-2.49892533e-02 2.43350501e-01 -2.35134714e-01 -1.07554079e+00
7.39805220e-01]
[ 2.78733303e-03 -4.63837812e-02 -1.23622814e-01 -1.31376860e-01
-1.80579332e-01 -4.65432266e-02 3.01041422e-01 1.72441854e-01
2.57282447e-01 3.78026228e-01 -4.89428714e-01 -9.73639628e-01
7.58318707e-01]
[ -8.16244585e-02 -2.80876391e-01 5.98454167e-02 -3.71094142e-01
-1.50791824e-01 1.17244069e-01 3.76531956e-01 1.46050739e-01
-6.07977824e-02 1.74855155e-01 -5.70303862e-01 -9.89790353e-01
8.74636233e-01]
[ 1.21134861e-01 -8.99730810e-02 1.64662625e-02 -1.78803132e-01
-8.30348310e-02 -1.80905389e-02 2.55952524e-01 3.74748362e-01
4.16235881e-01 2.68272937e-01 -5.58907224e-01 -8.94841617e-01
5.73061151e-01]
[ -5.56089199e-03 -1.35577308e-01 2.13555941e-02 1.49983709e-02
-8.97278196e-02 -2.83562589e-01 5.66229682e-02 3.39465107e-01
-7.88898995e-03 1.08312607e-01 -2.60046565e-01 -7.53698024e-01
2.62718663e-01]
[ 8.26626834e-02 1.07593343e-01 4.47332394e-03 1.35560176e-01
-8.96530323e-02 -5.91890969e-02 -1.84709567e-01 -1.37767015e-01
-2.65566726e-01 -1.29941203e-01 -1.28226771e-01 2.53953922e-01
-2.68323271e-01]
[ 4.23459495e-02 -1.02020166e-01 1.45520763e-01 2.94106168e-01
2.47514954e-01 8.98816115e-03 -3.93997802e-01 -3.42842305e-01
-6.21668902e-02 -5.31471087e-01 2.05883375e-01 9.90086515e-01
-5.80926426e-01]
[ 3.12284079e-02 7.88219363e-02 -2.13122358e-01 6.95872211e-02
3.28050460e-02 -1.77705187e-03 -1.77996227e-01 -3.43713349e-01
-2.86369709e-01 -2.16586557e-01 -4.03899987e-02 -7.38641111e-02
-1.90779279e-01]
[ -5.96887591e-02 -2.10875469e-01 6.12464335e-02 7.15913002e-02
-1.31927861e-01 -1.35022031e-01 8.53846461e-03 -3.38087805e-02
5.88119164e-02 -3.87981295e-01 -3.25157758e-01 -2.31817073e-01
3.03301932e-02]
[ 1.12030998e-02 -2.72164681e-01 5.69833069e-02 -2.82264038e-01
-1.94142654e-01 -2.31746434e-01 -2.68338750e-01 2.79663237e-02
-1.50099470e-02 8.57510804e-02 -1.99332194e-01 1.33757850e-01
-1.60346150e-03]
[ 1.66385569e-01 5.56229930e-02 -1.07220169e-01 -2.53980283e-01
-5.64419463e-02 -1.02887626e-01 -2.06000353e-01 -1.59939085e-02
-2.04003808e-01 -2.59321130e-01 -1.89769558e-01 3.71547244e-01
-9.09064695e-02]
[ -1.75384722e-01 -1.81954419e-01 -1.13679513e-01 -2.51829559e-01
-5.18303734e-02 2.60055880e-02 -1.97343207e-01 -2.42362011e-01
-1.42444424e-01 -5.31685183e-02 -2.28118684e-01 2.25562243e-01
-1.61565936e-01]
[ -3.94663584e-02 -2.07147470e-01 -1.63611854e-01 -2.46979619e-01
-4.87534555e-02 4.25307663e-02 -6.52159302e-02 -6.91676808e-02
-2.35955568e-01 -3.13337531e-01 -4.97011338e-02 6.54659142e-02
-4.12909895e-02]
[ 1.09809634e-01 8.38292935e-02 -1.32014334e-02 -1.96661342e-01
-3.22551636e-01 7.03260370e-03 -1.83276174e-01 -3.06257386e-01
-3.27673328e-01 -6.92237498e-04 -1.11599510e-01 1.70382668e-01
-7.77254727e-02]
[ -6.36388408e-02 -7.31199567e-03 -2.85741977e-01 -1.01399168e-02
7.21625329e-02 1.54967145e-01 -2.47812779e-01 -1.97487446e-01
-6.01618471e-02 -7.61380397e-02 1.98392495e-01 6.73010520e-01
-1.36132892e-01]
[ 1.16409485e-01 3.46234052e-01 -2.01828099e-01 7.29224526e-01
1.21455910e-01 -6.63211456e-04 -2.57341833e-01 -4.10298494e-01
-2.56375514e-01 -3.75664741e-01 7.60756739e-01 9.81390978e-01
-1.08045969e+00]
[ -2.36901539e-02 1.85475878e-01 4.70721379e-02 3.05003822e-01
7.97962563e-03 -6.84909335e-02 -3.13551184e-01 -3.87580347e-01
-3.04481699e-01 -2.79111544e-01 5.71046850e-01 1.02670891e+00
-1.02720848e+00]
[ -4.17108783e-02 -1.34221277e-01 -1.51836732e-01 2.93652650e-01
-1.77335126e-01 2.35226185e-01 -6.83161903e-02 -2.03466668e-01
-2.36744324e-01 -4.10223590e-01 1.83703895e-01 4.90319935e-01
-4.68880097e-01]
[ 8.03000291e-02 -3.83386216e-01 -5.09814850e-02 -1.01664222e-02
-1.14933726e-01 1.99911959e-01 7.35012847e-02 1.68156433e-01
-1.78424786e-01 -2.61575396e-02 -6.30879667e-02 3.29657172e-01
-2.69222314e-01]
[ 2.05153734e-01 -2.93328913e-01 -1.20188889e-01 -7.73951830e-02
-2.12340759e-01 1.22103165e-01 1.82649157e-02 -1.38577976e-01
-6.29934656e-02 -8.02933931e-02 -1.42349346e-01 -1.56920772e-01
-1.61888162e-01]
[ -1.34482137e-01 -8.00065067e-02 3.79927698e-02 -2.52395312e-01
-5.82674903e-02 -1.41177280e-01 4.26674752e-02 -1.25134250e-02
-9.15396821e-02 7.74591006e-04 -3.18212030e-01 -4.39636598e-01
-7.59578741e-02]
[ -1.41073238e-01 -1.36409265e-01 -6.82871141e-02 -2.72050466e-01
-3.46251659e-01 -2.88665228e-01 1.55872006e-01 1.36406791e-01
1.41009463e-02 1.15247204e-01 -2.55636499e-01 -8.06569629e-01
1.99182266e-02]
[ -1.52003177e-01 -2.48111726e-01 -2.99305978e-01 -6.14476738e-01
-2.96998650e-01 -2.08682515e-01 -2.73183205e-01 3.62247730e-02
-5.93751241e-03 -4.48426957e-01 -5.19962907e-01 -5.29024556e-01
-7.47855804e-01]
[ -1.19043823e-01 1.28220145e-01 1.66856803e-02 7.52259430e-02
-2.07185367e-01 -1.73546452e-01 -1.42571250e-01 1.12353643e-02
-1.29889552e-01 -1.60778309e-01 -1.49277943e-01 -3.79696568e-01
-2.57490638e-02]
[ -3.59053751e-01 -1.16881310e-01 -2.72770134e-01 2.39280343e-01
-1.99056271e-01 -2.30935884e-01 -9.34969344e-02 -1.12317114e-01
2.36027745e-02 1.18796901e-02 9.23614847e-02 -2.88308375e-01
7.47100154e-02]
[ -1.29947431e-01 -4.30961726e-02 -2.55201169e-01 1.03494580e-01
-2.23952038e-01 -2.79144216e-01 -3.59309956e-01 -2.34631941e-02
1.66786172e-02 -1.35297570e-01 -2.26058232e-01 -2.87524329e-01
2.51096953e-02]
[ -2.31922357e-01 -5.32624780e-01 -3.38168315e-01 -2.01821168e-01
-3.23499014e-01 -2.30840701e-01 -5.16136391e-02 -2.50237945e-01
5.72759076e-02 -2.32888580e-01 -1.16247328e-01 -2.80870397e-01
-3.20984318e-02]
[ -2.18956766e-01 -2.95638162e-01 -3.19735413e-01 -1.05216301e-01
-9.10125661e-02 -1.49970020e-01 -7.41402815e-02 1.65783830e-02
-1.95342348e-01 -5.02620840e-01 -2.41555033e-01 -1.98979447e-01
1.10892791e-02]
[ -1.05306238e-01 -9.79757113e-03 -2.39124581e-01 -6.88330004e-01
-2.63045034e-01 -2.58672467e-01 9.30284468e-03 -4.22174514e-01
1.10515511e-01 -1.36160737e-01 -5.08419101e-01 -2.66898601e-01
-7.23444970e-01]]
Progress: 22.1% ... Training loss: 0.229 ... Validation loss: 0.394[[-0.1769824 ]
[ 0.26414036]
[-0.14881745]
[ 1.02479018]
[ 0.26732461]
[-0.05024924]
[-0.8201552 ]
[-0.90320597]
[-0.61795178]
[-0.91731183]
[ 1.23347271]
[ 2.96077772]
[-1.93700302]]
[[ -5.31929248e-01 -4.91545365e-01 -5.88426876e-01 -7.06904557e-02
-2.93190490e-01 -5.93780155e-01 -1.31219019e-01 -2.65468032e-01
-3.95598382e-01 -3.67328498e-01 2.16631115e-01 8.58289777e-01
1.83246696e-01]
[ 6.61196808e-03 -1.38437946e-01 4.97216260e-02 -6.94530518e-02
-4.23546463e-02 5.85468621e-02 -1.17516293e-01 2.11010057e-01
-1.37993576e-01 -1.84751078e-01 -9.17231543e-02 -1.47843756e-01
7.28009241e-02]
[ -2.43919262e-01 1.40948172e-01 -2.87173314e-02 1.35289603e-01
8.08549953e-02 -1.26983283e-01 2.92441652e-02 -1.35299919e-01
2.65695016e-01 -3.12514881e-01 1.82754319e-01 7.11617815e-01
7.56522678e-01]
[ 2.09186498e-01 -2.39742013e-01 -2.80914181e-01 5.69728321e-02
-2.79470789e-01 6.26156073e-03 1.71477852e-01 -5.26470722e-01
1.82860985e-01 -2.67513692e-01 -1.76325638e-01 -2.75335196e-01
-1.80270661e-01]
[ 1.27486714e-01 8.27079251e-03 1.12627059e-01 -8.63723075e-02
-2.33019208e-02 7.27671739e-02 -1.09700388e-01 -8.71520743e-02
8.40951645e-02 2.11237757e-01 7.84769999e-02 -6.40328579e-02
-2.08823494e-01]
[ -4.82026245e-01 -6.05236791e-01 -6.02115647e-01 -6.01845556e-01
-5.85986418e-01 -5.64328237e-01 -3.18970467e-01 -1.60465163e-01
-4.44624631e-01 -2.37662801e-01 -5.17704368e-01 -7.23486698e-01
-5.69661255e-01]
[ -4.16781287e-01 -5.86035073e-01 -3.23108514e-01 -3.75417532e-01
-4.12946562e-01 -5.62237994e-01 -4.22570244e-01 -4.65812258e-01
-2.98550641e-01 -1.33749567e-01 -4.34750777e-01 -3.64071623e-01
-4.27490297e-01]
[ -3.37287899e-01 -3.44991796e-01 -4.80272953e-01 -1.87042532e-01
-3.20172208e-01 -4.21460197e-01 -2.88597192e-01 -2.42103172e-01
-2.94671869e-01 -5.32560449e-01 -2.83350413e-01 -7.05612520e-01
-4.42472401e-01]
[ -4.68955948e-01 -3.47589793e-01 -3.80497923e-01 -1.76093885e-01
-3.36649835e-01 -2.16609848e-01 -7.25649982e-02 -4.39407881e-01
-2.61358676e-01 -4.48734863e-01 -1.43453358e-01 -2.03603766e-01
-2.04289562e-01]
[ -9.56365875e-01 -9.40217782e-01 -9.81896948e-01 -7.16496939e-01
-1.03117616e+00 -9.86559200e-01 -5.99187712e-01 -5.93988584e-01
-7.55316505e-01 -5.68934061e-01 -7.13999074e-01 -5.65046592e-01
-7.57863147e-01]
[ -5.14779279e-01 -2.63755379e-01 -4.72330478e-01 -3.24297032e-01
-3.43740812e-01 -3.62279825e-01 -5.99686781e-01 -6.08206414e-01
-6.59515708e-01 -1.27729172e-01 -4.72074988e-01 -6.17040988e-01
-5.19129257e-01]
[ -1.12737935e-01 1.84284741e-02 -3.38051835e-01 -4.53600957e-01
-1.10008508e-01 -7.24494746e-02 -1.61879011e-01 -3.48371493e-01
-1.43839886e-01 1.02467813e-01 -4.72450083e-01 -9.74617366e-01
-4.85874445e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57264967e-01 -1.19756585e-01 1.65030373e-01 -2.80891209e-01
-1.31428943e-01 1.13523050e-01 -1.18627326e-01 2.28493165e-02
-7.93891717e-02 7.81689782e-02 -1.84737809e-01 -3.90689603e-01
-1.39995640e-03]
[ -8.50777012e-02 -2.64208332e-01 -1.79837893e-01 -2.87798537e-01
-4.77941502e-01 -8.57145979e-02 -4.72780456e-02 2.09413644e-03
-5.97277366e-02 1.41208807e-02 -2.09366479e-01 -3.26522410e-01
-2.69645266e-01]
[ -7.14563394e-02 -1.66522432e-02 -2.33693995e-01 -2.53125261e-01
1.26007889e-01 -1.62766729e-01 -1.72605765e-01 8.59213869e-02
-8.20280312e-03 6.47530130e-02 -1.74672131e-01 5.69662984e-02
-7.38073244e-02]
[ 3.52389422e-02 -1.64794492e-01 -1.49252566e-01 -8.17871077e-02
-1.23505897e-01 -1.06759812e-01 1.06726540e-01 -1.46811058e-01
-1.44124900e-02 1.13985712e-02 -2.35867580e-02 -1.37487819e-01
2.19622184e-02]
[ -2.89508013e-01 -1.41760765e-01 -7.55041746e-02 -1.00550906e-01
-3.02244096e-01 -2.74497498e-01 -3.73442496e-01 3.45251363e-02
-3.19612489e-01 -2.15594656e-01 1.72067651e-01 -6.57534372e-02
2.26580454e-01]
[ -2.24412415e-01 -1.22892453e-01 -9.01915667e-02 -3.84003057e-02
-8.38010215e-02 -1.18360858e-01 -7.04374756e-02 3.33702221e-02
-1.33790869e-01 -5.74439361e-02 2.15138566e-02 -1.81795591e-01
-5.67316282e-02]
[ -1.66175923e-01 -6.76611201e-02 -2.28012382e-01 -2.96670849e-01
-1.55948086e-01 -2.03051828e-01 -3.14118953e-01 -1.03428435e-01
1.42141834e-01 -2.07436395e-01 -3.57373849e-01 -2.67332236e-01
-2.72237768e-01]
[ -3.70818827e-01 -6.38398813e-02 -1.49946814e-01 -1.41921661e-01
-5.04735837e-02 -3.12730554e-01 3.44925766e-02 -7.76903558e-02
-1.21609223e-01 6.85220513e-02 1.14606480e-03 -2.94505053e-01
-2.72252197e-01]
[ -1.67515328e-01 -1.45891817e-01 -5.08960801e-02 -1.53920758e-01
-1.29542103e-01 -2.95248311e-01 -1.64644261e-02 -1.44170995e-01
-2.28649669e-01 3.06829499e-02 2.22325079e-01 -1.47155802e-02
-1.86570415e-01]
[ -1.32916390e-01 -1.74075296e-01 -1.13467619e-01 -2.75157192e-01
9.25234167e-02 -1.78277292e-02 -1.88314181e-01 -1.64977381e-01
1.08972019e-01 -9.62187122e-02 -1.22307583e-01 -6.41807008e-02
-3.28509165e-01]
[ -4.37264158e-02 -3.29762154e-02 -1.49179922e-01 -5.79147457e-02
-2.28481362e-01 6.28635576e-02 -7.61015600e-02 -4.70239673e-02
-2.30828688e-01 -9.08983215e-02 -9.18228908e-02 -3.50518043e-01
-1.95848320e-01]
[ -7.12907617e-02 2.50849275e-02 -1.28590362e-01 -3.13673635e-01
1.21370714e-01 2.04694241e-02 -2.12052220e-01 -1.53425638e-01
1.22903541e-01 -5.89572343e-02 -2.82055384e-01 -2.55152339e-01
-3.02783683e-01]
[ 8.07865297e-02 -3.11327437e-01 -8.29586327e-02 -4.55257665e-01
-2.24985361e-01 -8.88959850e-02 7.26520215e-02 1.06133690e-01
-5.03561794e-03 3.06785163e-01 -5.34267042e-01 -8.04808007e-01
4.47889992e-01]
[ -2.21611545e-01 -2.46183885e-01 -1.30979739e-01 -3.07790667e-01
-3.01911826e-01 -9.32272076e-02 2.04800019e-01 4.03882105e-02
2.90080180e-01 4.07422676e-02 -4.09628307e-01 -9.88761075e-01
6.31623179e-01]
[ -1.27913551e-02 -1.88654136e-01 2.25929994e-02 -3.15659362e-01
-1.72720134e-01 1.65951797e-01 2.05653153e-01 2.64503468e-01
-2.52260941e-02 2.42735593e-01 -2.34877061e-01 -1.07552767e+00
7.39323236e-01]
[ 2.74548345e-03 -4.63322678e-02 -1.23656864e-01 -1.31426485e-01
-1.80527588e-01 -4.65620377e-02 3.01050847e-01 1.72533519e-01
2.57205402e-01 3.77950117e-01 -4.89405241e-01 -9.73956546e-01
7.58787840e-01]
[ -8.15822038e-02 -2.80854641e-01 5.98458939e-02 -3.71069286e-01
-1.50786741e-01 1.17248076e-01 3.76894819e-01 1.46016963e-01
-6.07011624e-02 1.75121889e-01 -5.70376474e-01 -9.90251656e-01
8.74896301e-01]
[ 1.21264079e-01 -9.01007525e-02 1.65268157e-02 -1.79425807e-01
-8.31598058e-02 -1.80616898e-02 2.57041495e-01 3.75448068e-01
4.17081986e-01 2.69078438e-01 -5.59639441e-01 -8.96607789e-01
5.74735119e-01]
[ -5.67707249e-03 -1.35435680e-01 2.12607491e-02 1.60959500e-02
-8.95618535e-02 -2.83595031e-01 5.56918266e-02 3.38326524e-01
-8.49814999e-03 1.07405300e-01 -2.58840796e-01 -7.51648502e-01
2.60401307e-01]
[ 8.25205433e-02 1.07572000e-01 4.38311066e-03 1.36390052e-01
-8.95668985e-02 -5.92219979e-02 -1.84624024e-01 -1.38637748e-01
-2.65551499e-01 -1.31238963e-01 -1.27199327e-01 2.55046586e-01
-2.69538844e-01]
[ 4.22615311e-02 -1.02516847e-01 1.45634642e-01 2.95112090e-01
2.47317910e-01 8.98585000e-03 -3.94622201e-01 -3.42280696e-01
-6.12589053e-02 -5.33071448e-01 2.07152245e-01 9.90648041e-01
-5.79829723e-01]
[ 3.11716224e-02 7.89526505e-02 -2.13171354e-01 7.02377853e-02
3.29064893e-02 -1.79331556e-03 -1.78148482e-01 -3.43768787e-01
-2.86643159e-01 -2.16981582e-01 -3.95751853e-02 -7.25481842e-02
-1.91948900e-01]
[ -5.96199941e-02 -2.10956184e-01 6.13049125e-02 7.11700054e-02
-1.32003594e-01 -1.35003441e-01 8.83592256e-03 -3.34435173e-02
5.90430019e-02 -3.87606032e-01 -3.25539155e-01 -2.32491698e-01
3.10546947e-02]
[ 1.07734806e-02 -2.71703516e-01 5.66360836e-02 -2.81096026e-01
-1.93675057e-01 -2.31876862e-01 -2.70269584e-01 2.55179002e-02
-1.64574157e-02 8.25431860e-02 -1.97160538e-01 1.38640301e-01
-3.52296711e-03]
[ 1.66279348e-01 5.58413327e-02 -1.07234481e-01 -2.53690807e-01
-5.62818688e-02 -1.02900234e-01 -2.07269565e-01 -1.70419766e-02
-2.04783511e-01 -2.60046136e-01 -1.88817873e-01 3.78932281e-01
-9.28927530e-02]
[ -1.75246590e-01 -1.82146361e-01 -1.13568456e-01 -2.52861959e-01
-5.20567934e-02 2.60507421e-02 -1.96564183e-01 -2.41625685e-01
-1.41761790e-01 -5.20541253e-02 -2.29329621e-01 2.22062665e-01
-1.59178730e-01]
[ -3.96272103e-02 -2.06876665e-01 -1.63746389e-01 -2.46277758e-01
-4.84990341e-02 4.24842923e-02 -6.61395194e-02 -6.99005407e-02
-2.36750937e-01 -3.14431317e-01 -4.81317077e-02 7.00075716e-02
-4.40142376e-02]
[ 1.09664749e-01 8.40765469e-02 -1.33551768e-02 -1.96260705e-01
-3.22380601e-01 6.97114068e-03 -1.83676457e-01 -3.06969161e-01
-3.28011681e-01 -1.47401486e-03 -1.10848434e-01 1.71441810e-01
-7.81290242e-02]
[ -6.38664937e-02 -6.71752591e-03 -2.85977233e-01 -8.11600122e-03
7.27619239e-02 1.54872960e-01 -2.49725546e-01 -1.99756310e-01
-6.17748537e-02 -7.84292799e-02 2.02156180e-01 6.81767997e-01
-1.41558030e-01]
[ 1.15874412e-01 3.47658314e-01 -2.02327712e-01 7.36357017e-01
1.22750767e-01 -8.38148324e-04 -2.60762777e-01 -4.13654366e-01
-2.58691710e-01 -3.79354017e-01 7.68630414e-01 9.97846209e-01
-1.08974302e+00]
[ -2.35480900e-02 1.85270993e-01 4.72007279e-02 3.04304835e-01
7.81372296e-03 -6.84448612e-02 -3.12775454e-01 -3.86384920e-01
-3.04102009e-01 -2.77947992e-01 5.69863119e-01 1.02386281e+00
-1.02685454e+00]
[ -4.17518876e-02 -1.33998321e-01 -1.51912590e-01 2.95081465e-01
-1.77125507e-01 2.35195327e-01 -6.91321201e-02 -2.04268414e-01
-2.37287403e-01 -4.10549236e-01 1.85132202e-01 4.93706226e-01
-4.71359825e-01]
[ 8.03944101e-02 -3.83469651e-01 -5.09049301e-02 -1.05039316e-02
-1.15037193e-01 1.99935969e-01 7.41084740e-02 1.68515386e-01
-1.78043746e-01 -2.53821800e-02 -6.40469795e-02 3.28077749e-01
-2.67547017e-01]
[ 2.05345343e-01 -2.93488939e-01 -1.20082033e-01 -7.82872481e-02
-2.12537262e-01 1.22160492e-01 1.93455323e-02 -1.37430638e-01
-6.23953103e-02 -7.90526189e-02 -1.43479707e-01 -1.59628135e-01
-1.60236740e-01]
[ -1.34549304e-01 -7.98929077e-02 3.79270634e-02 -2.51868736e-01
-5.81541381e-02 -1.41199617e-01 4.21304571e-02 -1.31337197e-02
-9.20089870e-02 2.99250867e-04 -3.17624867e-01 -4.38157373e-01
-7.74137895e-02]
[ -1.41061355e-01 -1.36425386e-01 -6.82781286e-02 -2.72191465e-01
-3.46229390e-01 -2.88665911e-01 1.56040927e-01 1.36613014e-01
1.41609921e-02 1.15509710e-01 -2.55861736e-01 -8.06694282e-01
2.01324969e-02]
[ -1.51784198e-01 -2.48270049e-01 -2.99189011e-01 -6.16091098e-01
-2.97305038e-01 -2.08634878e-01 -2.71785133e-01 3.79019579e-02
-4.61341764e-03 -4.47801434e-01 -5.21616463e-01 -5.34386064e-01
-7.46350125e-01]
[ -1.19367617e-01 1.29069826e-01 1.64157655e-02 7.90624668e-02
-2.06434452e-01 -1.73650958e-01 -1.44240606e-01 9.73689947e-03
-1.31007727e-01 -1.62348032e-01 -1.44545872e-01 -3.67948015e-01
-2.97317292e-02]
[ -3.59499534e-01 -1.15853588e-01 -2.73236736e-01 2.45207392e-01
-1.98027375e-01 -2.31111233e-01 -9.69276535e-02 -1.16835163e-01
2.10949922e-02 7.85757185e-03 9.92060435e-02 -2.75519049e-01
6.71159900e-02]
[ -1.30289103e-01 -4.26768645e-02 -2.55402635e-01 1.05465283e-01
-2.23587955e-01 -2.79236411e-01 -3.60680235e-01 -2.48499676e-02
1.56071885e-02 -1.37162876e-01 -2.24143263e-01 -2.83985051e-01
2.23645818e-02]
[ -2.32267874e-01 -5.32434201e-01 -3.38418903e-01 -1.99508415e-01
-3.23238286e-01 -2.30912694e-01 -5.31345303e-02 -2.51731261e-01
5.61048165e-02 -2.34748241e-01 -1.12886616e-01 -2.71783968e-01
-3.28461389e-02]
[ -2.19039054e-01 -2.95100519e-01 -3.19851188e-01 -1.01990291e-01
-9.04029316e-02 -1.50022844e-01 -7.58336779e-02 1.56231372e-02
-1.96571815e-01 -5.02703539e-01 -2.38218581e-01 -1.91235358e-01
5.55281017e-03]
[ -1.05249318e-01 -1.02322811e-02 -2.38987848e-01 -6.92032323e-01
-2.63313612e-01 -2.58659256e-01 1.12974107e-02 -4.21979152e-01
1.12210993e-01 -1.37156864e-01 -5.11229841e-01 -2.73215982e-01
-7.19422708e-01]]
Progress: 22.2% ... Training loss: 0.237 ... Validation loss: 0.405[[-0.17718545]
[ 0.27161696]
[-0.14742245]
[ 1.03752809]
[ 0.27137188]
[-0.04990949]
[-0.81934418]
[-0.8988021 ]
[-0.61662896]
[-0.91731892]
[ 1.24783572]
[ 2.98261623]
[-1.94324809]]
[[ -5.32144654e-01 -4.89912845e-01 -5.88793772e-01 -6.18880784e-02
-2.92082064e-01 -5.93850942e-01 -1.32452278e-01 -2.69112836e-01
-3.97084224e-01 -3.68666392e-01 2.24557328e-01 8.71934062e-01
1.78737564e-01]
[ 6.63347846e-03 -1.38463155e-01 4.97410466e-02 -6.95816561e-02
-4.23827937e-02 5.85535999e-02 -1.17400330e-01 2.11189505e-01
-1.37940537e-01 -1.84598251e-01 -9.18699963e-02 -1.47967444e-01
7.29961711e-02]
[ -2.44362909e-01 1.42214062e-01 -2.87723146e-02 1.45199108e-01
8.21176592e-02 -1.27102988e-01 2.56497336e-02 -1.37409746e-01
2.63174909e-01 -3.11634703e-01 1.92292739e-01 7.21347577e-01
7.49799152e-01]
[ 2.09819157e-01 -2.40602722e-01 -2.80424333e-01 5.11409460e-02
-2.80685457e-01 6.43583277e-03 1.74655180e-01 -5.20311089e-01
1.85157172e-01 -2.61765172e-01 -1.82867566e-01 -2.75821256e-01
-1.74771514e-01]
[ 1.28133461e-01 8.19842574e-03 1.12656301e-01 -8.33796109e-02
-2.29436454e-02 7.28602610e-02 -1.11937090e-01 -9.41018469e-02
8.46762285e-02 2.09709442e-01 8.18751582e-02 -5.92348922e-02
-2.19075041e-01]
[ -4.82352493e-01 -6.04739412e-01 -6.02411292e-01 -6.01340471e-01
-5.85622644e-01 -5.64404432e-01 -3.20468546e-01 -1.62850802e-01
-4.45772237e-01 -2.40899182e-01 -5.16100315e-01 -7.19228912e-01
-5.71468362e-01]
[ -4.16098484e-01 -5.87322200e-01 -3.22452467e-01 -3.80890385e-01
-4.14159852e-01 -5.62066997e-01 -4.19315487e-01 -4.61237909e-01
-2.94873159e-01 -1.27908492e-01 -4.43410500e-01 -3.82487156e-01
-4.16077874e-01]
[ -3.37849801e-01 -3.42997545e-01 -4.80874819e-01 -1.76814537e-01
-3.18449306e-01 -4.21629861e-01 -2.92523579e-01 -2.47288325e-01
-2.98344250e-01 -5.35602424e-01 -2.71662211e-01 -6.79793118e-01
-4.53890089e-01]
[ -4.68847820e-01 -3.47462764e-01 -3.80455730e-01 -1.75585246e-01
-3.36741308e-01 -2.16557753e-01 -7.12133620e-02 -4.38825883e-01
-2.60737978e-01 -4.48081242e-01 -1.43806133e-01 -2.06967273e-01
-2.01921831e-01]
[ -9.56823251e-01 -9.38900966e-01 -9.82268185e-01 -7.08600190e-01
-1.03016867e+00 -9.86661043e-01 -6.00688278e-01 -5.97501794e-01
-7.56616586e-01 -5.71754623e-01 -7.06534857e-01 -5.52306564e-01
-7.60524133e-01]
[ -5.14175032e-01 -2.64449317e-01 -4.72032133e-01 -3.28702730e-01
-3.44481802e-01 -3.62113589e-01 -5.96372323e-01 -6.06001063e-01
-6.57027743e-01 -1.24507123e-01 -4.76728560e-01 -6.26377579e-01
-5.11236416e-01]
[ -1.12982026e-01 1.91371287e-02 -3.38178213e-01 -4.51323142e-01
-1.09493092e-01 -7.25366350e-02 -1.64510975e-01 -3.49478078e-01
-1.45549577e-01 1.02282666e-01 -4.70980972e-01 -9.69722653e-01
-4.90550943e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57452159e-01 -1.19500792e-01 1.64844312e-01 -2.80503759e-01
-1.31177788e-01 1.13461145e-01 -1.19634169e-01 2.14149352e-02
-7.99687459e-02 7.62040137e-02 -1.83716822e-01 -3.88970516e-01
-2.56712645e-03]
[ -8.49981804e-02 -2.64306581e-01 -1.79794548e-01 -2.88238633e-01
-4.78043745e-01 -8.56912856e-02 -4.71342596e-02 2.52743352e-03
-5.96753906e-02 1.46182506e-02 -2.09920206e-01 -3.27712204e-01
-2.69632928e-01]
[ -7.16588786e-02 -1.63122366e-02 -2.33836255e-01 -2.52603986e-01
1.26209524e-01 -1.62801440e-01 -1.73200208e-01 8.47272230e-02
-8.71757226e-03 6.33218434e-02 -1.73923030e-01 5.98915478e-02
-7.42709071e-02]
[ 3.55636586e-02 -1.65036293e-01 -1.49120389e-01 -8.27855464e-02
-1.23810724e-01 -1.06689767e-01 1.07934489e-01 -1.45997242e-01
-1.32049432e-02 1.32316810e-02 -2.56480299e-02 -1.41434061e-01
2.28680768e-02]
[ -2.89207593e-01 -1.42425226e-01 -7.51703098e-02 -1.04522281e-01
-3.02848130e-01 -2.74423816e-01 -3.71997169e-01 3.67513179e-02
-3.18088522e-01 -2.12847027e-01 1.66949946e-01 -7.62210644e-02
2.32808129e-01]
[ -2.24641197e-01 -1.22179134e-01 -9.04158197e-02 -3.33363169e-02
-8.30755839e-02 -1.18426311e-01 -7.21714173e-02 3.04613404e-02
-1.35106641e-01 -5.95415150e-02 2.69482661e-02 -1.73333136e-01
-6.18181699e-02]
[ -1.66553132e-01 -6.68222881e-02 -2.28238013e-01 -2.92624162e-01
-1.55260019e-01 -2.03148491e-01 -3.16611420e-01 -1.05030882e-01
1.39934760e-01 -2.09111509e-01 -3.52701294e-01 -2.55422875e-01
-2.78039040e-01]
[ -3.70942738e-01 -6.36658845e-02 -1.50000377e-01 -1.40529965e-01
-5.02475848e-02 -3.12764996e-01 3.36763681e-02 -7.80295054e-02
-1.22100331e-01 6.86550589e-02 2.82417361e-03 -2.90284229e-01
-2.72858390e-01]
[ -1.67335786e-01 -1.45692174e-01 -5.08671153e-02 -1.52817400e-01
-1.29529616e-01 -2.95203565e-01 -1.45578334e-02 -1.43349340e-01
-2.27673806e-01 3.20432124e-02 2.22682170e-01 -1.66840278e-02
-1.83108909e-01]
[ -1.32681975e-01 -1.74380812e-01 -1.13322646e-01 -2.76880241e-01
9.21239629e-02 -1.77458515e-02 -1.86701492e-01 -1.63948973e-01
1.10123849e-01 -9.51756140e-02 -1.24272605e-01 -6.83345612e-02
-3.24653456e-01]
[ -4.37307790e-02 -3.29687357e-02 -1.49174369e-01 -5.78669988e-02
-2.28514004e-01 6.28682541e-02 -7.61834912e-02 -4.68784142e-02
-2.30842164e-01 -9.06288532e-02 -9.20653476e-02 -3.50202826e-01
-1.95742017e-01]
[ -7.13825977e-02 2.51974161e-02 -1.28646741e-01 -3.13334013e-01
1.21491047e-01 2.04414727e-02 -2.12460800e-01 -1.53829969e-01
1.22591955e-01 -5.94560110e-02 -2.81747698e-01 -2.54680414e-01
-3.03672956e-01]
[ 8.08512455e-02 -3.11413533e-01 -8.29250972e-02 -4.56040720e-01
-2.25094126e-01 -8.88827669e-02 7.33903144e-02 1.06581562e-01
-4.55712121e-03 3.07156581e-01 -5.35199940e-01 -8.07462952e-01
4.50358198e-01]
[ -2.21645736e-01 -2.46164034e-01 -1.30982356e-01 -3.07844505e-01
-3.01926970e-01 -9.32326095e-02 2.05078397e-01 4.04341099e-02
2.90184837e-01 4.08175310e-02 -4.10054001e-01 -9.90427423e-01
6.32458225e-01]
[ -1.27575856e-02 -1.88723618e-01 2.26053609e-02 -3.16458924e-01
-1.72779870e-01 1.65963392e-01 2.06120199e-01 2.64935111e-01
-2.49391691e-02 2.42998455e-01 -2.35661736e-01 -1.07682034e+00
7.40851052e-01]
[ 2.79462036e-03 -4.64506177e-02 -1.23630838e-01 -1.32461758e-01
-1.80655065e-01 -4.65501721e-02 3.01830137e-01 1.72852749e-01
2.57679705e-01 3.78366468e-01 -4.90491618e-01 -9.75902817e-01
7.61014115e-01]
[ -8.16591729e-02 -2.80778345e-01 5.98279395e-02 -3.71021822e-01
-1.50777171e-01 1.17223179e-01 3.77406220e-01 1.46489131e-01
-6.07807696e-02 1.75045200e-01 -5.71085443e-01 -9.93967922e-01
8.76307386e-01]
[ 1.21381625e-01 -9.02588200e-02 1.65886381e-02 -1.80671615e-01
-8.33191829e-02 -1.80370812e-02 2.58077220e-01 3.76142029e-01
4.17798873e-01 2.69981474e-01 -5.60819667e-01 -8.98790404e-01
5.77243919e-01]
[ -5.70120450e-03 -1.35407440e-01 2.12457265e-02 1.63121345e-02
-8.95373238e-02 -2.83596955e-01 5.55403071e-02 3.38108191e-01
-8.67013672e-03 1.07236171e-01 -2.58639276e-01 -7.51290566e-01
2.59917331e-01]
[ 8.21483727e-02 1.08266913e-01 4.14579537e-03 1.41866201e-01
-8.89977748e-02 -5.92895395e-02 -1.87833485e-01 -1.41450175e-01
-2.67381117e-01 -1.34042657e-01 -1.21316074e-01 2.73765417e-01
-2.77731918e-01]
[ 4.22184599e-02 -1.02439294e-01 1.45599183e-01 2.95675641e-01
2.47404664e-01 8.97315342e-03 -3.94937218e-01 -3.42519542e-01
-6.15515559e-02 -5.33242327e-01 2.07770868e-01 9.92274102e-01
-5.80643515e-01]
[ 3.12253219e-02 7.88141013e-02 -2.13139257e-01 6.95532227e-02
3.27923448e-02 -1.77888881e-03 -1.77813073e-01 -3.43482745e-01
-2.86216104e-01 -2.16836420e-01 -4.03716348e-02 -7.49163522e-02
-1.90332930e-01]
[ -5.96789762e-02 -2.10815464e-01 6.12054008e-02 7.15824795e-02
-1.31831195e-01 -1.35021957e-01 8.45604682e-03 -3.42474729e-02
5.88330950e-02 -3.88471701e-01 -3.24840373e-01 -2.30337494e-01
3.01802909e-02]
[ 1.08995803e-02 -2.71728146e-01 5.66757004e-02 -2.81714504e-01
-1.93743567e-01 -2.31855313e-01 -2.69794834e-01 2.56004798e-02
-1.61304266e-02 8.31020084e-02 -1.97623470e-01 1.36929725e-01
-2.70167497e-03]
[ 1.66225625e-01 5.58604569e-02 -1.07241389e-01 -2.54102860e-01
-5.62933817e-02 -1.02900743e-01 -2.07758585e-01 -1.70779219e-02
-2.05109557e-01 -2.60210147e-01 -1.89041856e-01 3.81035843e-01
-9.31121785e-02]
[ -1.75278513e-01 -1.82132780e-01 -1.13596994e-01 -2.53240122e-01
-5.20583069e-02 2.60383567e-02 -1.96270429e-01 -2.41595845e-01
-1.41666591e-01 -5.23102394e-02 -2.30034009e-01 2.20141035e-01
-1.57765314e-01]
[ -3.94821778e-02 -2.07077006e-01 -1.63647132e-01 -2.47458784e-01
-4.87958600e-02 4.25399278e-02 -6.50623188e-02 -6.91452401e-02
-2.36024934e-01 -3.13804126e-01 -4.96443188e-02 6.66531175e-02
-4.13515739e-02]
[ 1.09684841e-01 8.37417221e-02 -1.32097737e-02 -1.98155537e-01
-3.22614945e-01 6.99018042e-03 -1.83263073e-01 -3.06081459e-01
-3.27221831e-01 -8.51623665e-04 -1.12831036e-01 1.67240917e-01
-7.38869953e-02]
[ -6.34670761e-02 -7.10300548e-03 -2.85786518e-01 -9.69845860e-03
7.22791419e-02 1.54974370e-01 -2.48135549e-01 -1.98176391e-01
-6.03734681e-02 -7.58524846e-02 1.99317520e-01 6.75682155e-01
-1.39370574e-01]
[ 1.15703270e-01 3.48463382e-01 -2.02562802e-01 7.40496802e-01
1.23447239e-01 -8.95924936e-04 -2.62470698e-01 -4.16143730e-01
-2.59874052e-01 -3.81441551e-01 7.72949024e-01 1.00417750e+00
-1.09489976e+00]
[ -2.38746344e-02 1.86365396e-01 4.69313868e-02 3.09449631e-01
8.83269782e-03 -6.85543456e-02 -3.15792059e-01 -3.89227690e-01
-3.06541578e-01 -2.79339108e-01 5.75829780e-01 1.03465282e+00
-1.03429150e+00]
[ -4.18403129e-02 -1.33815197e-01 -1.51989033e-01 2.96567774e-01
-1.76920755e-01 2.35164247e-01 -7.01943891e-02 -2.05044162e-01
-2.38002160e-01 -4.11017770e-01 1.87062847e-01 4.97862505e-01
-4.74317106e-01]
[ 8.03728123e-02 -3.83402225e-01 -5.09276389e-02 -9.98109665e-03
-1.14971799e-01 1.99928775e-01 7.38064885e-02 1.68378992e-01
-1.78359327e-01 -2.52985484e-02 -6.34983508e-02 3.29540597e-01
-2.68862427e-01]
[ 2.05376472e-01 -2.93523616e-01 -1.20063348e-01 -7.84966359e-02
-2.12590840e-01 1.22170833e-01 1.95482663e-02 -1.37385137e-01
-6.23060894e-02 -7.89161782e-02 -1.43695414e-01 -1.59981708e-01
-1.59925714e-01]
[ -1.34456352e-01 -8.01039588e-02 3.80511357e-02 -2.52555097e-01
-5.83760768e-02 -1.41173689e-01 4.31620364e-02 -1.19782546e-02
-9.13411891e-02 1.46831831e-03 -3.18816985e-01 -4.42412323e-01
-7.51550106e-02]
[ -1.40989295e-01 -1.36552606e-01 -6.82140846e-02 -2.72867291e-01
-3.46339798e-01 -2.88648889e-01 1.56627586e-01 1.37319231e-01
1.46164773e-02 1.16230987e-01 -2.56700410e-01 -8.08387956e-01
2.16490475e-02]
[ -1.51357855e-01 -2.48563570e-01 -2.99068273e-01 -6.17854427e-01
-2.97633802e-01 -2.08547052e-01 -2.69385525e-01 3.90300661e-02
-3.08494140e-03 -4.46008513e-01 -5.23947446e-01 -5.39972287e-01
-7.43399541e-01]
[ -1.19912103e-01 1.30003936e-01 1.60735950e-02 8.42418783e-02
-2.05761683e-01 -1.73783268e-01 -1.47888753e-01 6.91818238e-03
-1.33212944e-01 -1.64797538e-01 -1.39759702e-01 -3.55975518e-01
-3.76629851e-02]
[ -3.59676464e-01 -1.15080806e-01 -2.73441363e-01 2.49701639e-01
-1.97335671e-01 -2.31163030e-01 -9.82730911e-02 -1.18235066e-01
1.94716240e-02 6.53995268e-03 1.04287633e-01 -2.60296507e-01
6.29844677e-02]
[ -1.30020932e-01 -4.29499218e-02 -2.55150386e-01 1.05253339e-01
-2.23646640e-01 -2.79170623e-01 -3.60399528e-01 -2.45744311e-02
1.65401852e-02 -1.35261131e-01 -2.24962119e-01 -2.89929482e-01
2.47753123e-02]
[ -2.31883300e-01 -5.32899217e-01 -3.38180650e-01 -2.02558473e-01
-3.23869088e-01 -2.30815568e-01 -5.06102468e-02 -2.49858897e-01
5.79418745e-02 -2.32378249e-01 -1.16962966e-01 -2.81547779e-01
-2.58471482e-02]
[ -2.18948967e-01 -2.95070951e-01 -3.19832531e-01 -1.01817346e-01
-9.04140146e-02 -1.49993421e-01 -7.53521848e-02 1.60386039e-02
-1.96330046e-01 -5.02236450e-01 -2.37745025e-01 -1.91738435e-01
6.22962424e-03]
[ -1.05794294e-01 -9.60561319e-03 -2.39270217e-01 -6.91084728e-01
-2.62866840e-01 -2.58778078e-01 9.78683233e-03 -4.23866452e-01
1.10977471e-01 -1.39705144e-01 -5.10065211e-01 -2.70315327e-01
-7.19841692e-01]]
Progress: 22.2% ... Training loss: 0.246 ... Validation loss: 0.409[[-0.20221307]
[ 0.24380786]
[-0.16716781]
[ 0.99174433]
[ 0.24492356]
[-0.07244974]
[-0.85854802]
[-0.92984568]
[-0.65306425]
[-0.94936439]
[ 1.19790596]
[ 2.92216684]
[-1.99043302]]
[[ -5.30293943e-01 -4.93088490e-01 -5.87534090e-01 -8.09042800e-02
-2.95444147e-01 -5.93386876e-01 -1.16842332e-01 -2.55690188e-01
-3.86161772e-01 -3.54191817e-01 2.01754436e-01 8.15853696e-01
2.16139561e-01]
[ 7.19289780e-03 -1.39315137e-01 5.00417028e-02 -7.31271546e-02
-4.30656199e-02 5.86803818e-02 -1.15219656e-01 2.12029224e-01
-1.36744909e-01 -1.83224326e-01 -9.65253550e-02 -1.57912851e-01
7.52990495e-02]
[ -2.42681088e-01 1.38187982e-01 -2.71302002e-02 1.20892037e-01
7.78694053e-02 -1.26507735e-01 3.88357387e-02 -1.26488335e-01
2.74364119e-01 -3.03386449e-01 1.62711175e-01 6.43932546e-01
7.90273682e-01]
[ 2.11896447e-01 -2.42441899e-01 -2.79930140e-01 4.42096369e-02
-2.81873355e-01 6.78447753e-03 1.84770329e-01 -5.19989612e-01
1.91304617e-01 -2.57329864e-01 -1.88980978e-01 -2.98059301e-01
-1.73674468e-01]
[ 1.28598747e-01 7.37168413e-03 1.13585812e-01 -8.90255295e-02
-2.37707127e-02 7.30691884e-02 -1.11629233e-01 -8.95943423e-02
8.64641170e-02 2.16513665e-01 7.27990471e-02 -7.35477201e-02
-2.02119372e-01]
[ -4.81687388e-01 -6.05368000e-01 -6.02092934e-01 -6.04677616e-01
-5.86283629e-01 -5.64259222e-01 -3.16867031e-01 -1.58391140e-01
-4.43716432e-01 -2.36567744e-01 -5.20402046e-01 -7.26677716e-01
-5.67691581e-01]
[ -4.14961680e-01 -5.88862256e-01 -3.21617018e-01 -3.88678707e-01
-4.15740947e-01 -5.61795486e-01 -4.12838819e-01 -4.54797507e-01
-2.89608074e-01 -1.19535504e-01 -4.53186619e-01 -4.06214412e-01
-3.99470418e-01]
[ -3.36462193e-01 -3.45803657e-01 -4.79902940e-01 -1.93494501e-01
-3.21254518e-01 -4.21248275e-01 -2.81487906e-01 -2.39269212e-01
-2.90372580e-01 -5.28623999e-01 -2.92057114e-01 -7.31716425e-01
-4.27774654e-01]
[ -4.68490244e-01 -3.48503861e-01 -3.80101878e-01 -1.79990895e-01
-3.37569202e-01 -2.16424880e-01 -6.80355930e-02 -4.36002830e-01
-2.58559150e-01 -4.45479450e-01 -1.49775548e-01 -2.20829037e-01
-1.91215636e-01]
[ -9.55596371e-01 -9.41372561e-01 -9.81282197e-01 -7.25138481e-01
-1.03275104e+00 -9.86346734e-01 -5.87609079e-01 -5.85084918e-01
-7.47631442e-01 -5.61314470e-01 -7.28012824e-01 -6.06845067e-01
-7.25236613e-01]
[ -5.12159666e-01 -2.67758176e-01 -4.70670075e-01 -3.42361688e-01
-3.47456015e-01 -3.61565083e-01 -5.86539514e-01 -5.97707936e-01
-6.49631561e-01 -1.14662468e-01 -4.93017297e-01 -6.61189346e-01
-4.93056846e-01]
[ -1.12677177e-01 1.89017295e-02 -3.38046722e-01 -4.53336973e-01
-1.09811699e-01 -7.24682704e-02 -1.63131359e-01 -3.48445853e-01
-1.44459516e-01 1.04282502e-01 -4.73656436e-01 -9.77333514e-01
-4.86812164e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57430341e-01 -1.19587454e-01 1.64867324e-01 -2.81122314e-01
-1.31273809e-01 1.13468064e-01 -1.19121588e-01 2.17806968e-02
-7.98033125e-02 7.66275603e-02 -1.84665674e-01 -3.90633610e-01
-1.97154419e-03]
[ -8.45711770e-02 -2.64734119e-01 -1.79537104e-01 -2.89996744e-01
-4.78455021e-01 -8.55827945e-02 -4.52543376e-02 5.33834100e-03
-5.84471901e-02 1.73872259e-02 -2.12506362e-01 -3.32898796e-01
-2.67928525e-01]
[ -7.12718299e-02 -1.66505246e-02 -2.33683708e-01 -2.54790721e-01
1.25782177e-01 -1.62738689e-01 -1.70820605e-01 8.69446211e-02
-7.25400623e-03 6.60427507e-02 -1.76161102e-01 5.59299191e-02
-6.98127710e-02]
[ 3.58966409e-02 -1.65402727e-01 -1.48953524e-01 -8.45038596e-02
-1.24222407e-01 -1.06617844e-01 1.09719062e-01 -1.44552100e-01
-1.20758829e-02 1.51883003e-02 -2.71361976e-02 -1.45447990e-01
2.65095852e-02]
[ -2.88850167e-01 -1.42873143e-01 -7.49093154e-02 -1.07131658e-01
-3.03210412e-01 -2.74337782e-01 -3.70318056e-01 3.83438719e-02
-3.16459152e-01 -2.10221289e-01 1.63013498e-01 -8.45002278e-02
2.37651876e-01]
[ -2.24146304e-01 -1.23316480e-01 -8.98687784e-02 -3.99245614e-02
-8.43430718e-02 -1.18254089e-01 -6.81647864e-02 3.54194016e-02
-1.31688712e-01 -5.53968744e-02 1.83070055e-02 -1.94028099e-01
-4.80102453e-02]
[ -1.66454878e-01 -6.72057493e-02 -2.28156555e-01 -2.94671769e-01
-1.55701679e-01 -2.03114196e-01 -3.15063072e-01 -1.03236993e-01
1.41245038e-01 -2.08319797e-01 -3.55645292e-01 -2.64637151e-01
-2.72759413e-01]
[ -3.70637692e-01 -6.44056750e-02 -1.49794029e-01 -1.45312380e-01
-5.10044813e-02 -3.12704424e-01 3.73649712e-02 -7.62043432e-02
-1.19535315e-01 7.03408338e-02 -3.56949253e-03 -3.11554898e-01
-2.67081990e-01]
[ -1.66428827e-01 -1.47133160e-01 -5.02686872e-02 -1.60420859e-01
-1.30751569e-01 -2.94961672e-01 -9.48858936e-03 -1.40189962e-01
-2.24427825e-01 3.56032693e-02 2.14278320e-01 -3.30360757e-02
-1.71489514e-01]
[ -1.32399297e-01 -1.74880033e-01 -1.13100389e-01 -2.79095334e-01
9.16164543e-02 -1.76566260e-02 -1.84711854e-01 -1.62077033e-01
1.11626418e-01 -9.31064109e-02 -1.26793053e-01 -7.41385461e-02
-3.20367097e-01]
[ -4.34313759e-02 -3.34611340e-02 -1.48954775e-01 -6.03235574e-02
-2.28981517e-01 6.29739608e-02 -7.47918326e-02 -4.58583271e-02
-2.29725316e-01 -8.95205366e-02 -9.47415460e-02 -3.55426723e-01
-1.93873455e-01]
[ -7.17490176e-02 2.55416046e-02 -1.28903191e-01 -3.10960625e-01
1.21987489e-01 2.03326198e-02 -2.14099090e-01 -1.55148022e-01
1.21289091e-01 -6.10268596e-02 -2.79412748e-01 -2.49977301e-01
-3.04348733e-01]
[ 8.08110902e-02 -3.11367207e-01 -8.29386101e-02 -4.55988827e-01
-2.25049916e-01 -8.88976223e-02 7.30793797e-02 1.06401524e-01
-4.67239849e-03 3.07065349e-01 -5.35309728e-01 -8.07813133e-01
4.50279307e-01]
[ -2.21591013e-01 -2.46277491e-01 -1.30878957e-01 -3.08664315e-01
-3.02101210e-01 -9.32075163e-02 2.05771624e-01 4.18386818e-02
2.90517592e-01 4.25961534e-02 -4.11766703e-01 -9.93834651e-01
6.34327470e-01]
[ -1.26954093e-02 -1.88805912e-01 2.26620609e-02 -3.16901360e-01
-1.72885904e-01 1.65983442e-01 2.06574276e-01 2.65596297e-01
-2.46904902e-02 2.43680822e-01 -2.36369276e-01 -1.07773855e+00
7.42056835e-01]
[ 2.80749163e-03 -4.64456177e-02 -1.23641444e-01 -1.33499118e-01
-1.80698606e-01 -4.65478162e-02 3.02514474e-01 1.73364686e-01
2.58143210e-01 3.78726881e-01 -4.91491405e-01 -9.79843568e-01
7.63674957e-01]
[ -8.15107801e-02 -2.80982790e-01 5.99271342e-02 -3.71734295e-01
-1.50964066e-01 1.17259334e-01 3.78569999e-01 1.47106941e-01
-6.01454682e-02 1.76071292e-01 -5.72235613e-01 -9.96618265e-01
8.78664132e-01]
[ 1.21385684e-01 -9.02480286e-02 1.65847652e-02 -1.80615936e-01
-8.33180948e-02 -1.80373127e-02 2.58153562e-01 3.76187956e-01
4.17872509e-01 2.70028050e-01 -5.60805229e-01 -8.98869246e-01
5.77234741e-01]
[ -5.20652889e-03 -1.35884978e-01 2.14572908e-02 1.41158212e-02
-9.00826322e-02 -2.83507647e-01 5.85759380e-02 3.40757110e-01
-6.78845195e-03 1.10213551e-01 -2.60680368e-01 -7.55657177e-01
2.63487865e-01]
[ 8.22512729e-02 1.08060390e-01 4.20056724e-03 1.41143198e-01
-8.90957192e-02 -5.92761469e-02 -1.86673962e-01 -1.41061795e-01
-2.66526771e-01 -1.33268549e-01 -1.22501064e-01 2.68763670e-01
-2.77318509e-01]
[ 4.21791393e-02 -1.02462656e-01 1.45517534e-01 2.95943042e-01
2.47506645e-01 8.93271709e-03 -3.94206493e-01 -3.42670867e-01
-6.12731964e-02 -5.33891402e-01 2.07719653e-01 9.90196354e-01
-5.80481972e-01]
[ 3.14056466e-02 7.83895502e-02 -2.13029836e-01 6.72112477e-02
3.23671837e-02 -1.73627187e-03 -1.76158413e-01 -3.41910180e-01
-2.84744092e-01 -2.16055196e-01 -4.35815079e-02 -8.43206073e-02
-1.85236485e-01]
[ -5.96971792e-02 -2.11075370e-01 6.13038472e-02 7.02123823e-02
-1.32050995e-01 -1.35010530e-01 8.73653774e-03 -3.40160606e-02
5.92213782e-02 -3.88137194e-01 -3.26291178e-01 -2.34388080e-01
3.34621884e-02]
[ 1.08389516e-02 -2.71555118e-01 5.65722308e-02 -2.81240336e-01
-1.93603888e-01 -2.31870319e-01 -2.70275940e-01 2.48366572e-02
-1.65102482e-02 8.24516681e-02 -1.96885543e-01 1.40050919e-01
-4.54988309e-03]
[ 1.66284716e-01 5.55887269e-02 -1.07094718e-01 -2.56219914e-01
-5.65973323e-02 -1.02852910e-01 -2.07199870e-01 -1.59236952e-02
-2.04385163e-01 -2.59019609e-01 -1.90466835e-01 3.78591571e-01
-8.92079293e-02]
[ -1.75232617e-01 -1.82221491e-01 -1.13624020e-01 -2.54577268e-01
-5.21720799e-02 2.60463044e-02 -1.95857593e-01 -2.41658790e-01
-1.41480523e-01 -5.22960202e-02 -2.30655654e-01 2.19430747e-01
-1.55396098e-01]
[ -3.93240536e-02 -2.07406938e-01 -1.63549422e-01 -2.49488556e-01
-4.91616361e-02 4.25768522e-02 -6.36993248e-02 -6.76728738e-02
-2.35156727e-01 -3.13057454e-01 -5.23060405e-02 5.99724713e-02
-3.65913363e-02]
[ 1.09674109e-01 8.38332866e-02 -1.31700829e-02 -1.98266713e-01
-3.22622308e-01 6.98279784e-03 -1.83431022e-01 -3.06109608e-01
-3.27204499e-01 -6.96103416e-04 -1.13374685e-01 1.65821658e-01
-7.27532708e-02]
[ -6.32620697e-02 -7.57730666e-03 -2.85620546e-01 -1.19679416e-02
7.17523830e-02 1.55053068e-01 -2.46481348e-01 -1.96174191e-01
-5.88858080e-02 -7.41534679e-02 1.96023477e-01 6.68029790e-01
-1.34498027e-01]
[ 1.16368721e-01 3.47307388e-01 -2.02124344e-01 7.35858327e-01
1.22518718e-01 -7.29008293e-04 -2.59606125e-01 -4.13915383e-01
-2.57858996e-01 -3.79240116e-01 7.67042663e-01 9.92083110e-01
-1.09010478e+00]
[ -2.35281796e-02 1.85672656e-01 4.72400905e-02 3.06985968e-01
8.21811496e-03 -6.84248097e-02 -3.14075310e-01 -3.86907048e-01
-3.05589747e-01 -2.77459442e-01 5.72306462e-01 1.02630953e+00
-1.03280250e+00]
[ -4.16379918e-02 -1.34226094e-01 -1.51805138e-01 2.94292174e-01
-1.77358824e-01 2.35242168e-01 -6.89349929e-02 -2.03700959e-01
-2.36913362e-01 -4.09920165e-01 1.84371676e-01 4.90853057e-01
-4.70703498e-01]
[ 8.04455798e-02 -3.83523689e-01 -5.08531500e-02 -1.05197562e-02
-1.15084365e-01 1.99947604e-01 7.43620068e-02 1.68896671e-01
-1.77872711e-01 -2.47161701e-02 -6.44106019e-02 3.26139492e-01
-2.67334261e-01]
[ 2.06096915e-01 -2.94274555e-01 -1.19681506e-01 -8.30126776e-02
-2.13270440e-01 1.22333139e-01 2.31421414e-02 -1.35346699e-01
-5.95279152e-02 -7.53926598e-02 -1.49058332e-01 -1.70454374e-01
-1.52334997e-01]
[ -1.34326005e-01 -8.02861326e-02 3.81650254e-02 -2.53350514e-01
-5.85917285e-02 -1.41143520e-01 4.40982606e-02 -1.06331757e-02
-9.08310724e-02 2.88540903e-03 -3.20031861e-01 -4.45382558e-01
-7.34699537e-02]
[ -1.40939184e-01 -1.36624210e-01 -6.81792282e-02 -2.73191560e-01
-3.46396404e-01 -2.88637277e-01 1.57031329e-01 1.37742849e-01
1.48401506e-02 1.16637328e-01 -2.57120047e-01 -8.09025807e-01
2.24332467e-02]
[ -1.50612257e-01 -2.49576238e-01 -2.98679368e-01 -6.22329495e-01
-2.98449390e-01 -2.08349180e-01 -2.66529197e-01 4.13728180e-02
-5.50377902e-04 -4.43050883e-01 -5.28192086e-01 -5.50446678e-01
-7.41424883e-01]
[ -1.19380752e-01 1.29241795e-01 1.63254340e-02 8.06274493e-02
-2.06365368e-01 -1.73671100e-01 -1.45509444e-01 8.04424823e-03
-1.31851836e-01 -1.63387095e-01 -1.44718597e-01 -3.67658295e-01
-3.38955466e-02]
[ -3.59210517e-01 -1.16368494e-01 -2.72924889e-01 2.43313850e-01
-1.98516419e-01 -2.31009681e-01 -9.39928916e-02 -1.12815895e-01
2.31090231e-02 1.14868919e-02 9.53400314e-02 -2.79532108e-01
7.85241032e-02]
[ -1.29452363e-01 -4.39145414e-02 -2.54725390e-01 1.00193648e-01
-2.24734464e-01 -2.79027376e-01 -3.56376707e-01 -2.02779234e-02
1.92460258e-02 -1.30463894e-01 -2.31266296e-01 -3.04856938e-01
3.77820116e-02]
[ -2.31598008e-01 -5.33721504e-01 -3.37824011e-01 -2.06390522e-01
-3.24654592e-01 -2.30719527e-01 -4.76295756e-02 -2.45695155e-01
6.04823849e-02 -2.28921421e-01 -1.23506976e-01 -2.98055685e-01
-1.36791358e-02]
[ -2.18587808e-01 -2.95902445e-01 -3.19406147e-01 -1.05907389e-01
-9.12504724e-02 -1.49856029e-01 -7.26967350e-02 1.95891948e-02
-1.94454513e-01 -4.99538674e-01 -2.43507956e-01 -2.04457099e-01
1.34749896e-02]
[ -1.05205117e-01 -9.94056860e-03 -2.39155917e-01 -6.95836740e-01
-2.63432219e-01 -2.58686968e-01 1.49036790e-02 -4.23023053e-01
1.13793904e-01 -1.37687356e-01 -5.13745124e-01 -2.81729665e-01
-7.16337632e-01]]
Progress: 22.3% ... Training loss: 0.247 ... Validation loss: 0.394[[-0.18966086]
[ 0.24997233]
[-0.15953542]
[ 1.00780221]
[ 0.25201671]
[-0.06246543]
[-0.8383574 ]
[-0.91719678]
[-0.63544986]
[-0.93591047]
[ 1.2068531 ]
[ 2.93186187]
[-1.97866484]]
[[ -5.31337285e-01 -4.92125143e-01 -5.88133474e-01 -7.69956322e-02
-2.94390749e-01 -5.93693696e-01 -1.22298353e-01 -2.61552265e-01
-3.89084246e-01 -3.61223603e-01 2.06873133e-01 8.34736267e-01
2.10428590e-01]
[ 7.26909535e-03 -1.39352863e-01 5.00710107e-02 -7.35057339e-02
-4.30873514e-02 5.87074591e-02 -1.15041452e-01 2.12194686e-01
-1.36650510e-01 -1.82920497e-01 -9.68602921e-02 -1.58251408e-01
7.53459889e-02]
[ -2.41817854e-01 1.37218880e-01 -2.65862672e-02 1.16296984e-01
7.68213789e-02 -1.26288898e-01 4.38193836e-02 -1.18175818e-01
2.76810218e-01 -2.97441881e-01 1.57922895e-01 6.30352051e-01
7.94664381e-01]
[ 2.09398985e-01 -2.38895427e-01 -2.82203329e-01 5.71657778e-02
-2.78230760e-01 5.90822701e-03 1.75307582e-01 -5.33824328e-01
1.81433600e-01 -2.70415522e-01 -1.69687541e-01 -2.56712176e-01
-1.95028458e-01]
[ 1.31474136e-01 3.85037205e-03 1.15506685e-01 -1.01549665e-01
-2.67527525e-02 7.39645567e-02 -9.84625811e-02 -7.01740120e-02
9.54902824e-02 2.35572820e-01 5.44843386e-02 -1.12998522e-01
-1.80991885e-01]
[ -4.81805321e-01 -6.05794895e-01 -6.01854827e-01 -6.04351629e-01
-5.86614500e-01 -5.64214208e-01 -3.19337971e-01 -1.59699366e-01
-4.43975938e-01 -2.36838052e-01 -5.22729145e-01 -7.29273213e-01
-5.69359083e-01]
[ -4.16278104e-01 -5.87265492e-01 -3.22703360e-01 -3.82267973e-01
-4.14177971e-01 -5.62224760e-01 -4.18823854e-01 -4.59966446e-01
-2.94665432e-01 -1.27674564e-01 -4.44999274e-01 -3.83936572e-01
-4.13609940e-01]
[ -3.36733993e-01 -3.45653609e-01 -4.80047681e-01 -1.90851615e-01
-3.21025654e-01 -4.21342743e-01 -2.83951036e-01 -2.41886582e-01
-2.91912154e-01 -5.30074977e-01 -2.90024502e-01 -7.28067850e-01
-4.35204420e-01]
[ -4.68860365e-01 -3.48099423e-01 -3.80328018e-01 -1.78282052e-01
-3.37164258e-01 -2.16571900e-01 -6.98833672e-02 -4.37770198e-01
-2.59757502e-01 -4.47309918e-01 -1.47874641e-01 -2.16436197e-01
-1.93607110e-01]
[ -9.56463850e-01 -9.40513888e-01 -9.81855668e-01 -7.19706152e-01
-1.03197212e+00 -9.86632781e-01 -5.94549453e-01 -5.91580258e-01
-7.50959921e-01 -5.67108051e-01 -7.23007031e-01 -5.91024187e-01
-7.38614103e-01]
[ -5.13137476e-01 -2.66751913e-01 -4.71369513e-01 -3.37265257e-01
-3.46300322e-01 -3.61863656e-01 -5.91252260e-01 -6.02108572e-01
-6.53416888e-01 -1.20019297e-01 -4.87951702e-01 -6.48298922e-01
-5.03917086e-01]
[ -1.12908167e-01 1.87611488e-02 -3.37992928e-01 -4.52777282e-01
-1.09880393e-01 -7.25093984e-02 -1.64245118e-01 -3.48411779e-01
-1.45400500e-01 1.03742096e-01 -4.73934058e-01 -9.78321059e-01
-4.88202698e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57789785e-01 -1.19340277e-01 1.64636410e-01 -2.80314197e-01
-1.31022963e-01 1.13346430e-01 -1.20530963e-01 1.99159328e-02
-8.07639495e-02 7.44904873e-02 -1.83513972e-01 -3.89208561e-01
-3.10886097e-03]
[ -8.46280895e-02 -2.64748153e-01 -1.79545238e-01 -2.89355376e-01
-4.78407738e-01 -8.55717575e-02 -4.64433316e-02 4.17489808e-03
-5.87930426e-02 1.68724676e-02 -2.12501012e-01 -3.30384675e-01
-2.69760889e-01]
[ -7.11716161e-02 -1.71281914e-02 -2.33321030e-01 -2.55290399e-01
1.25354986e-01 -1.62645806e-01 -1.71342015e-01 8.78813509e-02
-6.79550982e-03 6.74272910e-02 -1.79004779e-01 5.04193030e-02
-6.96884279e-02]
[ 3.56207185e-02 -1.65202777e-01 -1.49084312e-01 -8.36112843e-02
-1.24007074e-01 -1.06680211e-01 1.08823025e-01 -1.45124650e-01
-1.26774737e-02 1.37243853e-02 -2.62139234e-02 -1.43107750e-01
2.57980779e-02]
[ -2.89500946e-01 -1.42024413e-01 -7.54745052e-02 -1.02548407e-01
-3.02440719e-01 -2.74564314e-01 -3.73066848e-01 3.61443420e-02
-3.19033780e-01 -2.13487933e-01 1.68086118e-01 -7.25569003e-02
2.29891729e-01]
[ -2.24421119e-01 -1.22907948e-01 -9.01704457e-02 -3.94558426e-02
-8.39235681e-02 -1.18355762e-01 -7.00769461e-02 3.36781631e-02
-1.33192532e-01 -5.81535156e-02 1.99869952e-02 -1.87180930e-01
-5.25879048e-02]
[ -1.66720388e-01 -6.69913623e-02 -2.28281685e-01 -2.93217671e-01
-1.55481849e-01 -2.03198622e-01 -3.17002730e-01 -1.04540416e-01
1.39592837e-01 -2.09424517e-01 -3.54408305e-01 -2.60018950e-01
-2.76976767e-01]
[ -3.70356933e-01 -6.47943899e-02 -1.49629607e-01 -1.46742465e-01
-5.13705654e-02 -3.12624058e-01 3.90003909e-02 -7.58758374e-02
-1.18131060e-01 7.09995441e-02 -5.97324102e-03 -3.20920934e-01
-2.65917673e-01]
[ -1.66812098e-01 -1.46698444e-01 -5.05172878e-02 -1.57316446e-01
-1.30268733e-01 -2.95087301e-01 -1.19675014e-02 -1.42099989e-01
-2.26071446e-01 3.41982848e-02 2.17935665e-01 -2.40195759e-02
-1.76824147e-01]
[ -1.32624786e-01 -1.74607803e-01 -1.13242566e-01 -2.78054636e-01
9.19250889e-02 -1.77522636e-02 -1.85803083e-01 -1.63062300e-01
1.10810917e-01 -9.42363575e-02 -1.25359565e-01 -7.11117190e-02
-3.21633850e-01]
[ -4.35502706e-02 -3.32862288e-02 -1.49042586e-01 -5.94611722e-02
-2.28844868e-01 6.29178873e-02 -7.56651008e-02 -4.69730615e-02
-2.30130305e-01 -9.04965878e-02 -9.38624502e-02 -3.52672460e-01
-1.95348359e-01]
[ -7.15952291e-02 2.53457487e-02 -1.28808994e-01 -3.11798035e-01
1.21796070e-01 2.03965577e-02 -2.13441554e-01 -1.54420182e-01
1.21874392e-01 -6.00061913e-02 -2.80410409e-01 -2.51862585e-01
-3.02953018e-01]
[ 8.07502418e-02 -3.11308039e-01 -8.29907088e-02 -4.56013026e-01
-2.24977758e-01 -8.89188825e-02 7.30580214e-02 1.06078659e-01
-4.69940680e-03 3.06787718e-01 -5.35364156e-01 -8.08034976e-01
4.50449313e-01]
[ -2.21700647e-01 -2.46111990e-01 -1.30992902e-01 -3.08077298e-01
-3.01938555e-01 -9.32543981e-02 2.05066427e-01 4.11295495e-02
2.89890248e-01 4.18581174e-02 -4.11199042e-01 -9.92927040e-01
6.32240475e-01]
[ -1.27533686e-02 -1.88738346e-01 2.26207104e-02 -3.16906079e-01
-1.72830813e-01 1.65961879e-01 2.06482061e-01 2.65453420e-01
-2.48333282e-02 2.43504030e-01 -2.36374291e-01 -1.07863110e+00
7.42382387e-01]
[ 2.76769125e-03 -4.64305402e-02 -1.23657454e-01 -1.33629141e-01
-1.80694818e-01 -4.65576649e-02 3.02647750e-01 1.72973833e-01
2.58285764e-01 3.78489874e-01 -4.91734304e-01 -9.81047284e-01
7.64511762e-01]
[ -8.15414347e-02 -2.80973271e-01 5.99063303e-02 -3.71696733e-01
-1.50948700e-01 1.17245211e-01 3.78499417e-01 1.47009835e-01
-6.01789067e-02 1.75897317e-01 -5.72215429e-01 -9.96946804e-01
8.78692091e-01]
[ 1.21185169e-01 -8.99526563e-02 1.64368792e-02 -1.78987108e-01
-8.30311332e-02 -1.81040085e-02 2.56590682e-01 3.74838585e-01
4.16625435e-01 2.68906359e-01 -5.59572235e-01 -8.96389209e-01
5.72842852e-01]
[ -5.37931105e-03 -1.35661859e-01 2.13383012e-02 1.55801332e-02
-8.98519533e-02 -2.83558199e-01 5.72533420e-02 3.39301358e-01
-7.65266784e-03 1.09182802e-01 -2.59481232e-01 -7.53607932e-01
2.60513567e-01]
[ 8.21396146e-02 1.08167012e-01 4.15128375e-03 1.41858285e-01
-8.90262386e-02 -5.93118947e-02 -1.87225888e-01 -1.41521596e-01
-2.66797998e-01 -1.33687041e-01 -1.22026782e-01 2.69716644e-01
-2.77986441e-01]
[ 4.15807132e-02 -1.02011582e-01 1.45085651e-01 2.99462589e-01
2.48029480e-01 8.75012698e-03 -3.95888422e-01 -3.45026444e-01
-6.27888530e-02 -5.37021627e-01 2.11966705e-01 9.98972072e-01
-5.84793333e-01]
[ 3.13243895e-02 7.85207987e-02 -2.13091087e-01 6.90365952e-02
3.25483619e-02 -1.76749409e-03 -1.76983554e-01 -3.42262659e-01
-2.84865631e-01 -2.16683424e-01 -4.17231091e-02 -7.91048730e-02
-1.88985592e-01]
[ -5.99016351e-02 -2.11001342e-01 6.12822738e-02 7.00903523e-02
-1.31962221e-01 -1.35062707e-01 8.22076412e-03 -3.42918973e-02
5.89937072e-02 -3.88521213e-01 -3.26695275e-01 -2.36173570e-01
3.48954096e-02]
[ 1.02231657e-02 -2.71079016e-01 5.62130892e-02 -2.79829093e-01
-1.93173924e-01 -2.32025438e-01 -2.73129687e-01 2.23557935e-02
-1.85891852e-02 7.88878235e-02 -1.95060955e-01 1.45679345e-01
-7.20066854e-03]
[ 1.66349493e-01 5.51886019e-02 -1.06951127e-01 -2.57876931e-01
-5.69362435e-02 -1.02820164e-01 -2.06461368e-01 -1.46789414e-02
-2.03372541e-01 -2.58374417e-01 -1.92726983e-01 3.73054447e-01
-8.48535721e-02]
[ -1.75372041e-01 -1.82052896e-01 -1.13766627e-01 -2.54032459e-01
-5.19434243e-02 2.59954207e-02 -1.97211737e-01 -2.42801621e-01
-1.42360976e-01 -5.40022410e-02 -2.29054314e-01 2.26193904e-01
-1.58598490e-01]
[ -3.91118172e-02 -2.07682541e-01 -1.63410247e-01 -2.50770247e-01
-4.94462643e-02 4.26536744e-02 -6.26847276e-02 -6.64669017e-02
-2.34274530e-01 -3.12012109e-01 -5.39635746e-02 5.65851855e-02
-3.38619995e-02]
[ 1.09588072e-01 8.40354456e-02 -1.32523168e-02 -1.97906587e-01
-3.22442510e-01 6.95567145e-03 -1.84187166e-01 -3.07483215e-01
-3.27471687e-01 -1.92361718e-03 -1.12436384e-01 1.70305007e-01
-7.40928355e-02]
[ -6.34581479e-02 -7.33762444e-03 -2.85692247e-01 -1.11555022e-02
7.20161051e-02 1.54965425e-01 -2.47680928e-01 -1.97286486e-01
-5.97065750e-02 -7.48745940e-02 1.97305145e-01 6.72364085e-01
-1.35919312e-01]
[ 1.16673211e-01 3.47009265e-01 -2.01960524e-01 7.34589626e-01
1.22295921e-01 -6.37133492e-04 -2.58568525e-01 -4.12288673e-01
-2.57190758e-01 -3.77348326e-01 7.64693067e-01 9.87720596e-01
-1.08983864e+00]
[ -2.30771170e-02 1.84915163e-01 4.77542379e-02 3.05739107e-01
7.51480143e-03 -6.82511247e-02 -3.12736777e-01 -3.83768104e-01
-3.04315665e-01 -2.74204713e-01 5.68830131e-01 1.01735895e+00
-1.03171782e+00]
[ -4.17399086e-02 -1.33900445e-01 -1.52001019e-01 2.96248302e-01
-1.77080853e-01 2.35188149e-01 -7.00149639e-02 -2.05210347e-01
-2.37728654e-01 -4.11015889e-01 1.86992254e-01 4.98407820e-01
-4.74905427e-01]
[ 8.04264436e-02 -3.83506369e-01 -5.08687781e-02 -1.04818187e-02
-1.15068219e-01 1.99941170e-01 7.43223340e-02 1.68781309e-01
-1.77897528e-01 -2.47858081e-02 -6.43509229e-02 3.26072515e-01
-2.67360030e-01]
[ 2.06130039e-01 -2.94307829e-01 -1.19674983e-01 -8.33070939e-02
-2.13309329e-01 1.22339293e-01 2.34801759e-02 -1.35473546e-01
-5.94233304e-02 -7.51874967e-02 -1.49393669e-01 -1.71413231e-01
-1.51862952e-01]
[ -1.34409138e-01 -8.00894185e-02 3.80727948e-02 -2.52193850e-01
-5.84061202e-02 -1.41175076e-01 4.30920577e-02 -1.16513222e-02
-9.16229127e-02 2.07185998e-03 -3.18667217e-01 -4.41984625e-01
-7.64065679e-02]
[ -1.41171650e-01 -1.36359752e-01 -6.83311020e-02 -2.72130498e-01
-3.46212783e-01 -2.88698864e-01 1.55302964e-01 1.36455559e-01
1.34583892e-02 1.15418758e-01 -2.55831405e-01 -8.06149818e-01
1.90647986e-02]
[ -1.51334590e-01 -2.49045853e-01 -2.99071971e-01 -6.20095936e-01
-2.97700950e-01 -2.08602805e-01 -2.70575930e-01 3.81751593e-02
-3.48735376e-03 -4.45885171e-01 -5.27293518e-01 -5.48102122e-01
-7.48892700e-01]
[ -1.19446463e-01 1.29257802e-01 1.62035934e-02 8.14621035e-02
-2.06303475e-01 -1.73687568e-01 -1.46029337e-01 6.23032020e-03
-1.31818632e-01 -1.64422014e-01 -1.43778474e-01 -3.64275444e-01
-3.47982104e-02]
[ -3.59770667e-01 -1.15791940e-01 -2.73332096e-01 2.47669482e-01
-1.97909793e-01 -2.31197790e-01 -9.67517217e-02 -1.14083191e-01
2.09594184e-02 8.95912914e-03 9.97280508e-02 -2.69158480e-01
7.20627473e-02]
[ -1.29605780e-01 -4.38846014e-02 -2.54716277e-01 1.00820706e-01
-2.24808891e-01 -2.79043105e-01 -3.57049994e-01 -2.06659051e-02
1.94347951e-02 -1.31096641e-01 -2.31280400e-01 -3.07608336e-01
3.85856897e-02]
[ -2.31279329e-01 -5.34270725e-01 -3.37409320e-01 -2.08008874e-01
-3.25283351e-01 -2.30580767e-01 -4.62765049e-02 -2.43237303e-01
6.15465148e-02 -2.26365481e-01 -1.27076911e-01 -3.08635321e-01
-1.03161077e-02]
[ -2.18950602e-01 -2.95407993e-01 -3.19650425e-01 -1.02927122e-01
-9.06707055e-02 -1.49986499e-01 -7.51040939e-02 1.73026144e-02
-1.96211683e-01 -5.00966737e-01 -2.40148364e-01 -1.94369214e-01
7.25159883e-03]
[ -1.05735669e-01 -9.31433097e-03 -2.39632908e-01 -6.94161108e-01
-2.62859845e-01 -2.58847075e-01 1.11898306e-02 -4.27389362e-01
1.11296762e-01 -1.43476331e-01 -5.09953622e-01 -2.66863793e-01
-7.25077374e-01]]
Progress: 22.4% ... Training loss: 0.239 ... Validation loss: 0.402[[-0.19930927]
[ 0.24894036]
[-0.15904301]
[ 1.01041266]
[ 0.25362102]
[-0.06706179]
[-0.84078506]
[-0.90917317]
[-0.64032841]
[-0.93641309]
[ 1.21126107]
[ 2.94285661]
[-1.96585102]]
[[ -5.32061514e-01 -4.90395283e-01 -5.88970702e-01 -6.80398497e-02
-2.92406760e-01 -5.94005024e-01 -1.28045608e-01 -2.70082871e-01
-3.93004635e-01 -3.68201696e-01 2.19648069e-01 8.70490072e-01
1.98072289e-01]
[ 6.85537587e-03 -1.38507533e-01 4.95743105e-02 -7.00689319e-02
-4.23517727e-02 5.85476444e-02 -1.17466875e-01 2.08880519e-01
-1.38414909e-01 -1.85291346e-01 -9.28535717e-02 -1.48894541e-01
6.78946732e-02]
[ -2.43529182e-01 1.38732978e-01 -2.72285813e-02 1.21776470e-01
7.83508318e-02 -1.26784035e-01 3.62567556e-02 -1.24407645e-01
2.71013414e-01 -3.03575015e-01 1.63489909e-01 6.35415808e-01
7.85832846e-01]
[ 2.12022942e-01 -2.41159699e-01 -2.80829188e-01 4.45107085e-02
-2.80449741e-01 6.61281372e-03 1.85796445e-01 -5.24584031e-01
1.89417015e-01 -2.55622959e-01 -1.83841086e-01 -2.77864524e-01
-1.85654910e-01]
[ 1.32593916e-01 2.47113210e-03 1.16390094e-01 -1.08202819e-01
-2.81163474e-02 7.43188154e-02 -9.39046125e-02 -6.55726769e-02
9.92519502e-02 2.42351829e-01 4.56611086e-02 -1.36502043e-01
-1.73833149e-01]
[ -4.81311802e-01 -6.05922680e-01 -6.01856826e-01 -6.03107066e-01
-5.86643499e-01 -5.64137773e-01 -3.19007825e-01 -1.60072470e-01
-4.42971491e-01 -2.36521551e-01 -5.20712130e-01 -7.21641609e-01
-5.73493183e-01]
[ -4.16112810e-01 -5.87148429e-01 -3.22815046e-01 -3.81583175e-01
-4.13950236e-01 -5.62215214e-01 -4.18733439e-01 -4.63109252e-01
-2.94399182e-01 -1.27836932e-01 -4.43985915e-01 -3.81038161e-01
-4.17582434e-01]
[ -3.37325615e-01 -3.44625124e-01 -4.80532409e-01 -1.86124009e-01
-3.19921953e-01 -4.21581420e-01 -2.88159907e-01 -2.45272511e-01
-2.94955995e-01 -5.33757173e-01 -2.83853115e-01 -7.14700001e-01
-4.45629574e-01]
[ -4.67999988e-01 -3.49162148e-01 -3.79802539e-01 -1.83310011e-01
-3.38144573e-01 -2.16263024e-01 -6.52613444e-02 -4.34806425e-01
-2.56399288e-01 -4.43394411e-01 -1.53834121e-01 -2.25819720e-01
-1.87125970e-01]
[ -9.55967785e-01 -9.40892949e-01 -9.81822855e-01 -7.18158168e-01
-1.03216205e+00 -9.86512153e-01 -5.92983031e-01 -5.91624810e-01
-7.49184226e-01 -5.67134838e-01 -7.20919614e-01 -5.82653963e-01
-7.40612933e-01]
[ -5.13164614e-01 -2.66136608e-01 -4.71630768e-01 -3.34874922e-01
-3.45543667e-01 -3.61960452e-01 -5.93076764e-01 -6.06342010e-01
-6.54568591e-01 -1.20797970e-01 -4.85004730e-01 -6.41018104e-01
-5.13900196e-01]
[ -1.12449526e-01 1.84799428e-02 -3.37837421e-01 -4.55086594e-01
-1.10124996e-01 -7.23770503e-02 -1.63153324e-01 -3.48071855e-01
-1.44439422e-01 1.04935000e-01 -4.75726166e-01 -9.79457760e-01
-4.88271367e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57927429e-01 -1.19064536e-01 1.64385102e-01 -2.77838291e-01
-1.30626732e-01 1.13280067e-01 -1.21639442e-01 1.76894009e-02
-8.13706372e-02 7.27074856e-02 -1.80136590e-01 -3.79123010e-01
-5.30819270e-03]
[ -8.45729323e-02 -2.64634098e-01 -1.79667008e-01 -2.88799361e-01
-4.78288251e-01 -8.55892056e-02 -4.64221302e-02 3.49125449e-03
-5.88550631e-02 1.63027573e-02 -2.11793657e-01 -3.29202902e-01
-2.70684309e-01]
[ -7.07128128e-02 -1.74865800e-02 -2.33108694e-01 -2.56066556e-01
1.25033864e-01 -1.62522501e-01 -1.70492188e-01 8.84591726e-02
-5.53733736e-03 6.88023459e-02 -1.79489680e-01 4.97611414e-02
-7.10055177e-02]
[ 3.58842015e-02 -1.65535371e-01 -1.48926469e-01 -8.53848961e-02
-1.24215768e-01 -1.06613127e-01 1.10047952e-01 -1.45628526e-01
-1.17558455e-02 1.49497115e-02 -2.81747969e-02 -1.47242849e-01
2.62854773e-02]
[ -2.89671246e-01 -1.41643238e-01 -7.56913653e-02 -1.00497677e-01
-3.02088239e-01 -2.74626978e-01 -3.74132345e-01 3.45454575e-02
-3.19709047e-01 -2.14431439e-01 1.70515485e-01 -6.58649354e-02
2.26229347e-01]
[ -2.24588716e-01 -1.22665823e-01 -9.02780770e-02 -3.81655382e-02
-8.37049120e-02 -1.18412570e-01 -7.12589331e-02 3.26229364e-02
-1.34051587e-01 -5.87034266e-02 2.08843727e-02 -1.85378957e-01
-5.55514277e-02]
[ -1.66668053e-01 -6.70758981e-02 -2.28263032e-01 -2.93336497e-01
-1.55491508e-01 -2.03199013e-01 -3.16583971e-01 -1.04506570e-01
1.39932809e-01 -2.09600973e-01 -3.54453310e-01 -2.61359315e-01
-2.76539544e-01]
[ -3.70750125e-01 -6.41833701e-02 -1.49861437e-01 -1.44680981e-01
-5.07148593e-02 -3.12747537e-01 3.61415575e-02 -7.78082928e-02
-1.20224575e-01 6.87099573e-02 -2.55349588e-03 -3.12391194e-01
-2.71254133e-01]
[ -1.66762586e-01 -1.46613503e-01 -5.05733785e-02 -1.56925281e-01
-1.30211788e-01 -2.95104871e-01 -1.15887244e-02 -1.42142044e-01
-2.25867443e-01 3.44022173e-02 2.18063887e-01 -2.35537181e-02
-1.77036787e-01]
[ -1.32407725e-01 -1.74950153e-01 -1.13042266e-01 -2.79158661e-01
9.15601465e-02 -1.76553751e-02 -1.84825535e-01 -1.61837564e-01
1.11750651e-01 -9.31725649e-02 -1.27111671e-01 -7.36908817e-02
-3.21303825e-01]
[ -4.31439941e-02 -3.37975824e-02 -1.48824917e-01 -6.19162190e-02
-2.29253936e-01 6.30587338e-02 -7.36234836e-02 -4.55957554e-02
-2.28823158e-01 -8.87837920e-02 -9.64492983e-02 -3.57083490e-01
-1.92428546e-01]
[ -7.13015555e-02 2.52209518e-02 -1.28703242e-01 -3.12766965e-01
1.21632170e-01 2.04693370e-02 -2.12305703e-01 -1.53529284e-01
1.22785348e-01 -5.88874765e-02 -2.81297843e-01 -2.52981285e-01
-3.02563241e-01]
[ 8.07548469e-02 -3.11299352e-01 -8.30100640e-02 -4.56165206e-01
-2.24959945e-01 -8.89150435e-02 7.31900148e-02 1.05999349e-01
-4.74156817e-03 3.06759997e-01 -5.35299913e-01 -8.08028872e-01
4.50472911e-01]
[ -2.21690641e-01 -2.46038881e-01 -1.31021536e-01 -3.08148333e-01
-3.01872957e-01 -9.32562210e-02 2.05183879e-01 4.09665280e-02
2.89901041e-01 4.19465816e-02 -4.11295201e-01 -9.92914092e-01
6.32058137e-01]
[ -1.27441962e-02 -1.88768090e-01 2.26300233e-02 -3.17186480e-01
-1.72855315e-01 1.65963966e-01 2.06743587e-01 2.65577925e-01
-2.46870984e-02 2.43584613e-01 -2.36690176e-01 -1.07914752e+00
7.43213436e-01]
[ 2.48718658e-03 -4.61058291e-02 -1.23845690e-01 -1.32437566e-01
-1.80435822e-01 -4.66431516e-02 3.01329886e-01 1.71641583e-01
2.57299850e-01 3.76897359e-01 -4.90769269e-01 -9.80104543e-01
7.61494153e-01]
[ -8.15467279e-02 -2.80968892e-01 5.99032286e-02 -3.71672579e-01
-1.50944356e-01 1.17243594e-01 3.78469767e-01 1.46991226e-01
-6.01984759e-02 1.75876647e-01 -5.72198468e-01 -9.96922928e-01
8.78616980e-01]
[ 1.21322432e-01 -9.00516990e-02 1.65019657e-02 -1.79466794e-01
-8.31206078e-02 -1.80755480e-02 2.57305225e-01 3.75537968e-01
4.17213417e-01 2.69688647e-01 -5.59965670e-01 -8.97128563e-01
5.74066989e-01]
[ -5.28434490e-03 -1.35810718e-01 2.14220797e-02 1.51750450e-02
-8.99737686e-02 -2.83535423e-01 5.78724035e-02 3.40047381e-01
-7.16306066e-03 1.09865813e-01 -2.59965968e-01 -7.54800595e-01
2.61651809e-01]
[ 8.20149461e-02 1.08430477e-01 4.05584126e-03 1.43791588e-01
-8.88028619e-02 -5.93405261e-02 -1.88113826e-01 -1.41832258e-01
-2.67470887e-01 -1.34229708e-01 -1.20110436e-01 2.77006436e-01
-2.81271986e-01]
[ 4.18472234e-02 -1.02023870e-01 1.45007768e-01 3.01448800e-01
2.47981208e-01 8.78268458e-03 -3.96167372e-01 -3.46097597e-01
-6.21684616e-02 -5.38409295e-01 2.14804876e-01 1.00602555e+00
-5.86514275e-01]
[ 3.13519445e-02 7.85612541e-02 -2.13117103e-01 6.95057684e-02
3.25823642e-02 -1.77245489e-03 -1.77267197e-01 -3.42582571e-01
-2.84870346e-01 -2.16705908e-01 -4.11103339e-02 -7.82199976e-02
-1.90335047e-01]
[ -5.98752964e-02 -2.11053660e-01 6.13022599e-02 6.96542858e-02
-1.32009536e-01 -1.35055742e-01 8.52433966e-03 -3.40667296e-02
5.92563138e-02 -3.88426634e-01 -3.27107744e-01 -2.37785953e-01
3.59135670e-02]
[ 1.00902266e-02 -2.70886710e-01 5.60875768e-02 -2.79056326e-01
-1.92922503e-01 -2.32076875e-01 -2.73951293e-01 2.10949513e-02
-1.91995311e-02 7.79001624e-02 -1.93930565e-01 1.49313974e-01
-8.78120766e-03]
[ 1.66406811e-01 5.50109265e-02 -1.06988355e-01 -2.59219931e-01
-5.70684435e-02 -1.02800326e-01 -2.05697037e-01 -1.47916656e-02
-2.03047129e-01 -2.58842268e-01 -1.93723300e-01 3.71578799e-01
-8.18069428e-02]
[ -1.75533700e-01 -1.81742731e-01 -1.13921026e-01 -2.52465640e-01
-5.16710105e-02 2.59372614e-02 -1.98160435e-01 -2.43485760e-01
-1.43074138e-01 -5.45037161e-02 -2.27517137e-01 2.29837694e-01
-1.61921862e-01]
[ -3.96864614e-02 -2.06778568e-01 -1.63760281e-01 -2.47942264e-01
-4.84376356e-02 4.24786763e-02 -6.64572106e-02 -7.01130259e-02
-2.36894798e-01 -3.15045025e-01 -4.91440689e-02 7.13516857e-02
-4.11558906e-02]
[ 1.09676221e-01 8.39492101e-02 -1.32198144e-02 -1.98596112e-01
-3.22510924e-01 6.97596080e-03 -1.83911215e-01 -3.07567558e-01
-3.27164885e-01 -1.48414174e-03 -1.13096949e-01 1.68785153e-01
-7.29849351e-02]
[ -6.34269077e-02 -7.15436013e-03 -2.85756733e-01 -1.03622253e-02
7.22346207e-02 1.54959527e-01 -2.47887603e-01 -1.98181329e-01
-6.00750703e-02 -7.53729181e-02 1.98593611e-01 6.74476043e-01
-1.37614590e-01]
[ 1.17374866e-01 3.45969407e-01 -2.01581419e-01 7.30534592e-01
1.21428693e-01 -4.16750168e-04 -2.55353719e-01 -4.09380790e-01
-2.54576459e-01 -3.74202711e-01 7.59490063e-01 9.77758939e-01
-1.08712290e+00]
[ -2.24918563e-02 1.84259835e-01 4.81658753e-02 3.03478295e-01
6.99301122e-03 -6.80866229e-02 -3.10551727e-01 -3.82574053e-01
-3.02328214e-01 -2.71585414e-01 5.65523800e-01 1.00787772e+00
-1.03066232e+00]
[ -4.18191546e-02 -1.33817551e-01 -1.52018759e-01 2.96844840e-01
-1.77036006e-01 2.35171057e-01 -7.03835368e-02 -2.05183077e-01
-2.38029264e-01 -4.11262082e-01 1.87664347e-01 4.98868694e-01
-4.75566198e-01]
[ 8.03247207e-02 -3.83332575e-01 -5.09637444e-02 -9.41019242e-03
-1.14872048e-01 1.99900387e-01 7.35365609e-02 1.67770124e-01
-1.78529249e-01 -2.53304566e-02 -6.32519051e-02 3.29086798e-01
-2.69778699e-01]
[ 2.06073598e-01 -2.94147155e-01 -1.19751650e-01 -8.23149980e-02
-2.13193340e-01 1.22315208e-01 2.27869572e-02 -1.36243579e-01
-5.98850828e-02 -7.55128180e-02 -1.48400438e-01 -1.69210178e-01
-1.54055753e-01]
[ -1.34129685e-01 -8.03956487e-02 3.82723421e-02 -2.53829546e-01
-5.87514170e-02 -1.41088257e-01 4.49885285e-02 -1.02902800e-02
-9.04261332e-02 4.02778139e-03 -3.20806741e-01 -4.46393755e-01
-7.28832032e-02]
[ -1.41046457e-01 -1.36519012e-01 -6.82452915e-02 -2.72918488e-01
-3.46336472e-01 -2.88656229e-01 1.56046989e-01 1.36991319e-01
1.39267097e-02 1.16115078e-01 -2.56534110e-01 -8.06776045e-01
2.01261983e-02]
[ -1.50839454e-01 -2.49266608e-01 -2.98932965e-01 -6.21871796e-01
-2.97965186e-01 -2.08481457e-01 -2.70079420e-01 3.93706156e-02
-2.73647609e-03 -4.44262634e-01 -5.29471048e-01 -5.50632130e-01
-7.55309577e-01]
[ -1.19955042e-01 1.30041243e-01 1.56797469e-02 8.60032233e-02
-2.05519999e-01 -1.73873658e-01 -1.48604596e-01 2.04884404e-03
-1.33363783e-01 -1.67121895e-01 -1.38703630e-01 -3.49398030e-01
-4.11717258e-02]
[ -3.60130746e-01 -1.15032005e-01 -2.73776336e-01 2.52901483e-01
-1.96964101e-01 -2.31334675e-01 -9.94502740e-02 -1.19551738e-01
1.91137751e-02 4.20631681e-03 1.07427378e-01 -2.50995247e-01
6.61101135e-02]
[ -1.29272155e-01 -4.42251330e-02 -2.54588715e-01 9.94533188e-02
-2.25067222e-01 -2.78959897e-01 -3.55798862e-01 -1.98726761e-02
2.03215674e-02 -1.29898582e-01 -2.32577356e-01 -3.09652044e-01
4.11407050e-02]
[ -2.30732108e-01 -5.34851313e-01 -3.37078186e-01 -2.10789180e-01
-3.25906177e-01 -2.30396636e-01 -4.32729561e-02 -2.41380092e-01
6.36929594e-02 -2.23722342e-01 -1.30827702e-01 -3.15733272e-01
-5.87219473e-03]
[ -2.18973619e-01 -2.95363080e-01 -3.19678277e-01 -1.02734908e-01
-9.06335620e-02 -1.49992725e-01 -7.51939638e-02 1.74956200e-02
-1.96455484e-01 -5.00997667e-01 -2.39938447e-01 -1.94832427e-01
6.49227036e-03]
[ -1.05292408e-01 -9.80570735e-03 -2.39307606e-01 -6.96573881e-01
-2.63158644e-01 -2.58750381e-01 1.26360332e-02 -4.25716307e-01
1.12732333e-01 -1.41068998e-01 -5.12470153e-01 -2.73255220e-01
-7.24624557e-01]]
Progress: 22.4% ... Training loss: 0.232 ... Validation loss: 0.401[[-0.18856383]
[ 0.266609 ]
[-0.14657284]
[ 1.02774544]
[ 0.2658269 ]
[-0.05880142]
[-0.83236782]
[-0.89560711]
[-0.62215291]
[-0.92136896]
[ 1.23537926]
[ 2.97739447]
[-1.95541671]]
[[ -5.32667039e-01 -4.89074741e-01 -5.89503703e-01 -6.19145385e-02
-2.91310949e-01 -5.94105111e-01 -1.28891843e-01 -2.73373836e-01
-3.96018756e-01 -3.69951850e-01 2.27583944e-01 8.93042293e-01
1.91495734e-01]
[ 6.81848013e-03 -1.38255523e-01 4.94419226e-02 -6.79305708e-02
-4.21025864e-02 5.85392419e-02 -1.18333723e-01 2.06534871e-01
-1.39661536e-01 -1.85839662e-01 -8.99327991e-02 -1.39048373e-01
6.09032376e-02]
[ -2.45780036e-01 1.41589945e-01 -2.85372101e-02 1.37172863e-01
8.09687172e-02 -1.27493348e-01 2.64656343e-02 -1.34939044e-01
2.62302565e-01 -3.14623794e-01 1.80732838e-01 6.75357812e-01
7.61204609e-01]
[ 2.13287461e-01 -2.42944221e-01 -2.79823214e-01 3.75039290e-02
-2.82561880e-01 7.14150316e-03 1.92345396e-01 -5.15525919e-01
1.94069876e-01 -2.46718963e-01 -1.93823666e-01 -2.94828096e-01
-1.75366403e-01]
[ 1.28446940e-01 8.60327214e-03 1.13347881e-01 -8.28270877e-02
-2.25362122e-02 7.30204913e-02 -1.11667031e-01 -8.44682358e-02
8.24728481e-02 2.18232392e-01 7.96135788e-02 -4.90690283e-02
-2.09253739e-01]
[ -4.81029894e-01 -6.05935456e-01 -6.01824587e-01 -6.04663816e-01
-5.86769351e-01 -5.64046317e-01 -3.17459135e-01 -1.58430084e-01
-4.42635853e-01 -2.35137883e-01 -5.21807981e-01 -7.23838591e-01
-5.71354482e-01]
[ -4.17050807e-01 -5.85921853e-01 -3.23574593e-01 -3.73934071e-01
-4.12752108e-01 -5.62433852e-01 -4.22668415e-01 -4.68466404e-01
-2.97789040e-01 -1.33650978e-01 -4.34532412e-01 -3.56601142e-01
-4.28379548e-01]
[ -3.38163135e-01 -3.43436872e-01 -4.81021545e-01 -1.80327990e-01
-3.18865316e-01 -4.21851303e-01 -2.91274618e-01 -2.48849312e-01
-2.98624877e-01 -5.37246956e-01 -2.77659256e-01 -6.99563326e-01
-4.55732608e-01]
[ -4.68253532e-01 -3.48610815e-01 -3.80165015e-01 -1.84285223e-01
-3.37858722e-01 -2.16338223e-01 -6.58553036e-02 -4.36690809e-01
-2.57351905e-01 -4.45278321e-01 -1.52526472e-01 -2.22001498e-01
-1.85942167e-01]
[ -9.57226223e-01 -9.39088089e-01 -9.82978378e-01 -7.09695615e-01
-1.03040055e+00 -9.86916910e-01 -5.98007532e-01 -5.99836274e-01
-7.54608589e-01 -5.75437983e-01 -7.08717070e-01 -5.48438218e-01
-7.55334679e-01]
[ -5.12867347e-01 -2.66248367e-01 -4.71527839e-01 -3.37118734e-01
-3.45885633e-01 -3.61800811e-01 -5.90987754e-01 -6.04640573e-01
-6.53599712e-01 -1.18939607e-01 -4.86962373e-01 -6.46042030e-01
-5.09916935e-01]
[ -1.13235509e-01 1.97402264e-02 -3.38363746e-01 -4.50392175e-01
-1.09129767e-01 -7.26041989e-02 -1.66312789e-01 -3.50737778e-01
-1.47659654e-01 1.01575712e-01 -4.70111906e-01 -9.67454645e-01
-4.95110526e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57644437e-01 -1.19286178e-01 1.64533163e-01 -2.78826021e-01
-1.30824400e-01 1.13371496e-01 -1.20593398e-01 1.89269732e-02
-8.07441443e-02 7.42599322e-02 -1.81190668e-01 -3.80387820e-01
-4.63481460e-03]
[ -8.44555928e-02 -2.64735865e-01 -1.79600132e-01 -2.89753434e-01
-4.78437841e-01 -8.55485836e-02 -4.57186169e-02 4.63233057e-03
-5.86682275e-02 1.72324070e-02 -2.12839945e-01 -3.31924496e-01
-2.69510042e-01]
[ -7.11187804e-02 -1.69511220e-02 -2.33448028e-01 -2.53293715e-01
1.25629915e-01 -1.62612540e-01 -1.72008908e-01 8.63027557e-02
-6.90090810e-03 6.62369974e-02 -1.75899921e-01 6.17654445e-02
-7.40241944e-02]
[ 3.57843252e-02 -1.65378633e-01 -1.49055557e-01 -8.45434254e-02
-1.24032111e-01 -1.06638786e-01 1.09582362e-01 -1.46364973e-01
-1.22122748e-02 1.38451272e-02 -2.68382603e-02 -1.45164058e-01
2.47793807e-02]
[ -2.90089999e-01 -1.41002096e-01 -7.60446359e-02 -9.58246408e-02
-3.01547232e-01 -2.74730047e-01 -3.76185119e-01 3.17106013e-02
-3.21444583e-01 -2.16727073e-01 1.75674335e-01 -5.51862996e-02
2.19129533e-01]
[ -2.24457603e-01 -1.22811494e-01 -9.02258101e-02 -3.94892196e-02
-8.38579103e-02 -1.18388270e-01 -6.97142552e-02 3.36321609e-02
-1.33149834e-01 -5.79530847e-02 1.96549622e-02 -1.88321577e-01
-5.15529970e-02]
[ -1.67694192e-01 -6.54408956e-02 -2.28900025e-01 -2.85239901e-01
-1.54035099e-01 -2.03506547e-01 -3.21539129e-01 -1.10257648e-01
1.34766221e-01 -2.14230062e-01 -3.45539444e-01 -2.37865253e-01
-2.91341088e-01]
[ -3.70484226e-01 -6.48167909e-02 -1.49620500e-01 -1.47359254e-01
-5.12720100e-02 -3.12658394e-01 3.80484417e-02 -7.57349742e-02
-1.18616151e-01 6.99547470e-02 -5.98285635e-03 -3.21516130e-01
-2.66851668e-01]
[ -1.67270863e-01 -1.45869051e-01 -5.09214375e-02 -1.53851870e-01
-1.29574902e-01 -2.95275480e-01 -1.42434508e-02 -1.43490242e-01
-2.27865613e-01 3.23842068e-02 2.21909832e-01 -1.48745743e-02
-1.81611772e-01]
[ -1.32116469e-01 -1.75157626e-01 -1.13000861e-01 -2.82919509e-01
9.11682894e-02 -1.75405923e-02 -1.82932630e-01 -1.61419308e-01
1.12636294e-01 -9.22965909e-02 -1.29338279e-01 -7.73857846e-02
-3.15963280e-01]
[ -4.32835060e-02 -3.36482999e-02 -1.48924558e-01 -6.13080571e-02
-2.29096959e-01 6.30101846e-02 -7.41849874e-02 -4.62314571e-02
-2.29232230e-01 -8.95105477e-02 -9.57668657e-02 -3.56836288e-01
-1.93537935e-01]
[ -7.15387860e-02 2.56222354e-02 -1.28925320e-01 -3.12214716e-01
1.21925213e-01 2.03822536e-02 -2.13288212e-01 -1.55121985e-01
1.22029848e-01 -6.07053278e-02 -2.79980327e-01 -2.49219626e-01
-3.03619465e-01]
[ 8.08012343e-02 -3.11377640e-01 -8.29759699e-02 -4.56655302e-01
-2.25036548e-01 -8.89029386e-02 7.35542941e-02 1.06512996e-01
-4.40510541e-03 3.07131740e-01 -5.35822924e-01 -8.09684991e-01
4.51902395e-01]
[ -2.21738462e-01 -2.46005239e-01 -1.31034771e-01 -3.08102644e-01
-3.01868047e-01 -9.32686160e-02 2.04973936e-01 4.10822857e-02
2.89715448e-01 4.19282105e-02 -4.11372623e-01 -9.93397694e-01
6.32125077e-01]
[ -1.27225506e-02 -1.88782154e-01 2.26414246e-02 -3.17269308e-01
-1.72876482e-01 1.65970152e-01 2.06900293e-01 2.65765639e-01
-2.45830487e-02 2.43807039e-01 -2.36876289e-01 -1.07944169e+00
7.43640183e-01]
[ 2.35083038e-03 -4.59485712e-02 -1.23947711e-01 -1.32594232e-01
-1.80324801e-01 -4.66837501e-02 3.01071986e-01 1.70632961e-01
2.56950890e-01 3.76275568e-01 -4.90747693e-01 -9.81102097e-01
7.61385635e-01]
[ -8.15567537e-02 -2.80930545e-01 5.98747149e-02 -3.71647716e-01
-1.50905994e-01 1.17234338e-01 3.78461190e-01 1.46737971e-01
-6.02036350e-02 1.75682297e-01 -5.72118838e-01 -9.97150128e-01
8.78670068e-01]
[ 1.21269115e-01 -8.99755161e-02 1.64671784e-02 -1.79254878e-01
-8.30595103e-02 -1.80932465e-02 2.57121908e-01 3.75377763e-01
4.17016194e-01 2.69445686e-01 -5.59788541e-01 -8.97255491e-01
5.73763469e-01]
[ -5.31017508e-03 -1.35727496e-01 2.13649458e-02 1.53726448e-02
-8.98819926e-02 -2.83561865e-01 5.80989578e-02 3.40022149e-01
-7.10109054e-03 1.09770100e-01 -2.59861784e-01 -7.55787270e-01
2.61331583e-01]
[ 8.18702662e-02 1.08784818e-01 3.93984584e-03 1.45968667e-01
-8.85547718e-02 -5.93667484e-02 -1.88835818e-01 -1.42805135e-01
-2.68551096e-01 -1.35193672e-01 -1.17778339e-01 2.85118847e-01
-2.85843165e-01]
[ 4.15631289e-02 -1.01717295e-01 1.44776405e-01 3.03459323e-01
2.48409358e-01 8.70969077e-03 -3.97251826e-01 -3.47754545e-01
-6.31189157e-02 -5.40199794e-01 2.17324439e-01 1.01329666e+00
-5.88654169e-01]
[ 3.13519445e-02 7.85612541e-02 -2.13117103e-01 6.95057684e-02
3.25823642e-02 -1.77245489e-03 -1.77267197e-01 -3.42582571e-01
-2.84870346e-01 -2.16705908e-01 -4.11103339e-02 -7.82199976e-02
-1.90335047e-01]
[ -5.98125583e-02 -2.11127214e-01 6.13532499e-02 6.92856325e-02
-1.32083995e-01 -1.35031067e-01 8.92040210e-03 -3.35670567e-02
5.94833146e-02 -3.88135064e-01 -3.27403919e-01 -2.38402093e-01
3.64673824e-02]
[ 1.01081394e-02 -2.70995145e-01 5.61003404e-02 -2.79458740e-01
-1.93062552e-01 -2.32067176e-01 -2.73679697e-01 2.15019271e-02
-1.89679894e-02 7.85023764e-02 -1.94535640e-01 1.48983683e-01
-8.25614295e-03]
[ 1.66536266e-01 5.47553900e-02 -1.06895424e-01 -2.60319669e-01
-5.73219693e-02 -1.02762427e-01 -2.04786263e-01 -1.37088323e-02
-2.02182353e-01 -2.58222759e-01 -1.95340200e-01 3.67693961e-01
-7.85833001e-02]
[ -1.75408303e-01 -1.81922026e-01 -1.13804237e-01 -2.53926118e-01
-5.19196201e-02 2.60029853e-02 -1.97453991e-01 -2.42701931e-01
-1.42421250e-01 -5.32293401e-02 -2.29163001e-01 2.24962125e-01
-1.59286864e-01]
[ -3.96212587e-02 -2.06921347e-01 -1.63780724e-01 -2.49740987e-01
-4.86011481e-02 4.24963032e-02 -6.58082506e-02 -6.96499516e-02
-2.36773928e-01 -3.15526647e-01 -4.98766345e-02 6.97813281e-02
-3.81525565e-02]
[ 1.09101137e-01 8.46424136e-02 -1.36096570e-02 -1.97115664e-01
-3.21925320e-01 6.79714358e-03 -1.86170226e-01 -3.10162869e-01
-3.29163413e-01 -4.79269960e-03 -1.10483656e-01 1.78278186e-01
-7.58925435e-02]
[ -6.31025109e-02 -7.45945253e-03 -2.85600777e-01 -1.16426668e-02
7.19179716e-02 1.55066749e-01 -2.46840461e-01 -1.97026434e-01
-5.90893426e-02 -7.35854926e-02 1.97097776e-01 6.71813706e-01
-1.36289383e-01]
[ 1.16620285e-01 3.47405424e-01 -2.02203009e-01 7.37365548e-01
1.22694894e-01 -6.43048758e-04 -2.58066430e-01 -4.13410642e-01
-2.57585338e-01 -3.78964805e-01 7.68146960e-01 9.95643477e-01
-1.09629004e+00]
[ -2.28262954e-02 1.84745763e-01 4.78963632e-02 3.05801659e-01
7.46088259e-03 -6.81909722e-02 -3.12126762e-01 -3.83905301e-01
-3.03499452e-01 -2.73506109e-01 5.68713717e-01 1.01470735e+00
-1.03367076e+00]
[ -4.19199733e-02 -1.33671304e-01 -1.52075933e-01 2.97746928e-01
-1.76903949e-01 2.35132269e-01 -7.08793436e-02 -2.05484443e-01
-2.38506669e-01 -4.11471261e-01 1.88505241e-01 5.00574018e-01
-4.76823439e-01]
[ 8.02407767e-02 -3.83068829e-01 -5.11033447e-02 -7.68016988e-03
-1.14589614e-01 1.99869272e-01 7.26245584e-02 1.66082697e-01
-1.79807481e-01 -2.58877602e-02 -6.09076326e-02 3.36303767e-01
-2.74874337e-01]
[ 2.06160556e-01 -2.94225195e-01 -1.19678166e-01 -8.28906970e-02
-2.13319048e-01 1.22363171e-01 2.29959917e-02 -1.36047386e-01
-5.99196938e-02 -7.48020042e-02 -1.49070316e-01 -1.69325985e-01
-1.53776571e-01]
[ -1.34080793e-01 -8.04788813e-02 3.83328709e-02 -2.53964579e-01
-5.88413763e-02 -1.41064997e-01 4.52141913e-02 -9.90415212e-03
-9.02943028e-02 4.40626931e-03 -3.21146491e-01 -4.46657219e-01
-7.26678899e-02]
[ -1.41171605e-01 -1.36322020e-01 -6.83519349e-02 -2.72089106e-01
-3.46129039e-01 -2.88695879e-01 1.55209568e-01 1.36046991e-01
1.32703649e-02 1.15219544e-01 -2.55365812e-01 -8.05003068e-01
1.76911497e-02]
[ -1.51411499e-01 -2.48543221e-01 -2.99301582e-01 -6.20191062e-01
-2.97302606e-01 -2.08672512e-01 -2.72755579e-01 3.65783916e-02
-5.07488281e-03 -4.47138810e-01 -5.27237319e-01 -5.41060912e-01
-7.62218372e-01]
[ -1.20753517e-01 1.31168779e-01 1.51356803e-02 9.21586139e-02
-2.04483284e-01 -1.74058290e-01 -1.51245707e-01 -1.06854305e-03
-1.36548262e-01 -1.71088768e-01 -1.31189462e-01 -3.28794556e-01
-4.87518430e-02]
[ -3.60136729e-01 -1.15008933e-01 -2.73762467e-01 2.52610945e-01
-1.97164431e-01 -2.31296964e-01 -9.87173414e-02 -1.18851794e-01
1.91976111e-02 4.83677894e-03 1.06406076e-01 -2.54240865e-01
6.84912066e-02]
[ -1.29119533e-01 -4.41941799e-02 -2.54582833e-01 9.98996926e-02
-2.25198226e-01 -2.78882006e-01 -3.55198691e-01 -1.96820843e-02
2.03568072e-02 -1.28413345e-01 -2.31785994e-01 -3.05505265e-01
4.07188523e-02]
[ -2.30919338e-01 -5.34733313e-01 -3.37231396e-01 -2.09657590e-01
-3.25725154e-01 -2.30461398e-01 -4.41964006e-02 -2.42582913e-01
6.32435874e-02 -2.24963155e-01 -1.29504287e-01 -3.15010695e-01
-6.67955045e-03]
[ -2.18899956e-01 -2.95115788e-01 -3.19775380e-01 -1.01520135e-01
-9.04162411e-02 -1.49967373e-01 -7.47883874e-02 1.68288608e-02
-1.96536427e-01 -5.01402831e-01 -2.37645127e-01 -1.93873083e-01
4.32760055e-03]
[ -1.05702114e-01 -9.12256415e-03 -2.39743280e-01 -6.95999045e-01
-2.62510183e-01 -2.58923152e-01 1.10431116e-02 -4.28003602e-01
1.10990741e-01 -1.44499742e-01 -5.09745684e-01 -2.64818058e-01
-7.26700503e-01]]
Progress: 22.4% ... Training loss: 0.239 ... Validation loss: 0.402[[-0.20061015]
[ 0.24986845]
[-0.16003611]
[ 1.00604032]
[ 0.25052115]
[-0.0693962 ]
[-0.85066843]
[-0.91983747]
[-0.64376276]
[-0.94658312]
[ 1.20334954]
[ 2.9277136 ]
[-1.99057133]]
[[ -5.31106597e-01 -4.91959485e-01 -5.88192709e-01 -7.70598201e-02
-2.94031714e-01 -5.93635224e-01 -1.18080505e-01 -2.59084479e-01
-3.87501360e-01 -3.56672037e-01 2.05826526e-01 8.47242768e-01
2.20707451e-01]
[ 6.91830245e-03 -1.38651277e-01 4.95840162e-02 -6.97719957e-02
-4.24357252e-02 5.85741945e-02 -1.17737457e-01 2.08017185e-01
-1.38885824e-01 -1.85082200e-01 -9.24340850e-02 -1.42277122e-01
6.44294548e-02]
[ -2.45358694e-01 1.37546653e-01 -2.69985799e-02 1.20586150e-01
7.73578155e-02 -1.27221107e-01 3.24325071e-02 -1.22394784e-01
2.71936790e-01 -3.09503773e-01 1.55973382e-01 6.22989193e-01
7.98955293e-01]
[ 2.12999318e-01 -2.39808951e-01 -2.81159825e-01 4.98654694e-02
-2.79878883e-01 6.93472961e-03 1.89118061e-01 -5.28426808e-01
1.88903276e-01 -2.56717792e-01 -1.71781656e-01 -2.54275049e-01
-2.08632319e-01]
[ 1.30237197e-01 4.92409080e-03 1.15027027e-01 -9.46789153e-02
-2.56710774e-02 7.34983783e-02 -1.02189985e-01 -7.05151397e-02
9.03539820e-02 2.34469838e-01 5.59991789e-02 -1.03904519e-01
-1.82194898e-01]
[ -4.80200010e-01 -6.06931473e-01 -6.01296812e-01 -6.10300220e-01
-5.87799953e-01 -5.63791198e-01 -3.13730416e-01 -1.52555445e-01
-4.40413708e-01 -2.28822604e-01 -5.29407114e-01 -7.43509255e-01
-5.66031140e-01]
[ -4.16443131e-01 -5.86922696e-01 -3.22918954e-01 -3.78831928e-01
-4.13625325e-01 -5.62277664e-01 -4.18340907e-01 -4.62809190e-01
-2.93997109e-01 -1.27088141e-01 -4.42244562e-01 -3.77279102e-01
-4.15393778e-01]
[ -3.37433920e-01 -3.45548537e-01 -4.80240389e-01 -1.89780653e-01
-3.21002473e-01 -4.21607307e-01 -2.86216676e-01 -2.41526515e-01
-2.92703743e-01 -5.32757875e-01 -2.92570849e-01 -7.31298787e-01
-4.38341224e-01]
[ -4.68518679e-01 -3.48095281e-01 -3.80450102e-01 -1.83486245e-01
-3.37256691e-01 -2.16437585e-01 -6.67987654e-02 -4.39107547e-01
-2.58517130e-01 -4.46627204e-01 -1.50180033e-01 -2.13966086e-01
-1.87488718e-01]
[ -9.55730305e-01 -9.42060924e-01 -9.81488912e-01 -7.26129770e-01
-1.03328891e+00 -9.86489257e-01 -5.87886384e-01 -5.85767501e-01
-7.45117324e-01 -5.62146579e-01 -7.32739725e-01 -6.00426509e-01
-7.24218853e-01]
[ -5.12656566e-01 -2.66722149e-01 -4.71373279e-01 -3.39240496e-01
-3.46316333e-01 -3.61721404e-01 -5.89505546e-01 -6.02440247e-01
-6.52734874e-01 -1.17064530e-01 -4.89742923e-01 -6.55573596e-01
-5.06625643e-01]
[ -1.13040579e-01 1.95938525e-02 -3.38328290e-01 -4.51024203e-01
-1.09249655e-01 -7.25553176e-02 -1.65745438e-01 -3.50568966e-01
-1.47245774e-01 1.02427544e-01 -4.71185140e-01 -9.69983461e-01
-4.95363698e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57456564e-01 -1.19669240e-01 1.64717276e-01 -2.80280924e-01
-1.31188612e-01 1.13442940e-01 -1.19570198e-01 2.06159494e-02
-8.01396739e-02 7.61828079e-02 -1.84169450e-01 -3.87922720e-01
-3.04394856e-03]
[ -8.39829323e-02 -2.65137759e-01 -1.79382550e-01 -2.92327279e-01
-4.78829300e-01 -8.54351522e-02 -4.36615177e-02 7.24154240e-03
-5.74665348e-02 2.00676073e-02 -2.15730094e-01 -3.39300900e-01
-2.67122460e-01]
[ -7.10210295e-02 -1.69589336e-02 -2.33346422e-01 -2.54135798e-01
1.25545003e-01 -1.62545266e-01 -1.72296612e-01 8.73099634e-02
-6.88979057e-03 6.74929477e-02 -1.76917597e-01 6.24295780e-02
-7.42339620e-02]
[ 3.65636075e-02 -1.66363089e-01 -1.48481906e-01 -8.88811656e-02
-1.24894747e-01 -1.06468751e-01 1.14243989e-01 -1.42004347e-01
-8.67038436e-03 2.01877673e-02 -3.34417449e-02 -1.64356137e-01
3.49989380e-02]
[ -2.90012730e-01 -1.41213479e-01 -7.59305079e-02 -9.69927766e-02
-3.01735079e-01 -2.74708593e-01 -3.75441378e-01 3.30529624e-02
-3.20774612e-01 -2.15847546e-01 1.74061664e-01 -6.00251911e-02
2.22196485e-01]
[ -2.24417502e-01 -1.23543275e-01 -8.99373751e-02 -4.22981749e-02
-8.45255356e-02 -1.18332301e-01 -6.82502662e-02 3.70311368e-02
-1.31786231e-01 -5.61744866e-02 1.52763953e-02 -1.98654153e-01
-4.51895772e-02]
[ -1.67430754e-01 -6.70008667e-02 -2.28419487e-01 -2.91328811e-01
-1.55374579e-01 -2.03386734e-01 -3.19463101e-01 -1.05320567e-01
1.37728934e-01 -2.11655416e-01 -3.55291032e-01 -2.53084367e-01
-2.79886274e-01]
[ -3.70256875e-01 -6.46240117e-02 -1.49625754e-01 -1.47505659e-01
-5.13267401e-02 -3.12625954e-01 3.85656525e-02 -7.67490382e-02
-1.17489996e-01 6.94568514e-02 -5.97608016e-03 -3.27020761e-01
-2.69270631e-01]
[ -1.67152895e-01 -1.45997962e-01 -5.08550820e-02 -1.54723302e-01
-1.29758860e-01 -2.95245209e-01 -1.29756245e-02 -1.42441239e-01
-2.27116490e-01 3.32572637e-02 2.20475267e-01 -1.86150373e-02
-1.77908019e-01]
[ -1.32578719e-01 -1.74405982e-01 -1.13394682e-01 -2.81219038e-01
9.19749124e-02 -1.77014608e-02 -1.84887924e-01 -1.64612828e-01
1.10803772e-01 -9.47259946e-02 -1.26077278e-01 -6.74888495e-02
-3.18672064e-01]
[ -4.32170559e-02 -3.37136524e-02 -1.48909013e-01 -6.15901340e-02
-2.29141986e-01 6.30270825e-02 -7.39140379e-02 -4.62295469e-02
-2.29038128e-01 -8.92924666e-02 -9.59462818e-02 -3.57243591e-01
-1.93316385e-01]
[ -7.15050495e-02 2.55594443e-02 -1.28888719e-01 -3.12528645e-01
1.21861531e-01 2.04000357e-02 -2.12956178e-01 -1.54871841e-01
1.22207517e-01 -6.04402907e-02 -2.80277643e-01 -2.49683006e-01
-3.03136497e-01]
[ 8.07310034e-02 -3.11338457e-01 -8.30020012e-02 -4.56682430e-01
-2.25002473e-01 -8.89230740e-02 7.33917407e-02 1.06523476e-01
-4.57544833e-03 3.06857187e-01 -5.35892049e-01 -8.10431050e-01
4.52169841e-01]
[ -2.21722995e-01 -2.46036840e-01 -1.31021576e-01 -3.08740595e-01
-3.01924756e-01 -9.32681764e-02 2.05558078e-01 4.14504464e-02
2.90121064e-01 4.24173328e-02 -4.12200802e-01 -9.96034240e-01
6.33844017e-01]
[ -1.25608005e-02 -1.88977008e-01 2.27446843e-02 -3.18578411e-01
-1.73087016e-01 1.66022262e-01 2.08177585e-01 2.66832831e-01
-2.38493303e-02 2.44862445e-01 -2.38358763e-01 -1.08201441e+00
7.46850012e-01]
[ 2.41374578e-03 -4.60361308e-02 -1.23904470e-01 -1.33118717e-01
-1.80406197e-01 -4.66725907e-02 3.01995798e-01 1.71319799e-01
2.57498645e-01 3.76999817e-01 -4.91703433e-01 -9.84200173e-01
7.63899331e-01]
[ -8.15284635e-02 -2.80944197e-01 5.98919270e-02 -3.71866747e-01
-1.50928522e-01 1.17239529e-01 3.78885272e-01 1.47139991e-01
-6.00131375e-02 1.76192933e-01 -5.72677245e-01 -9.99128146e-01
8.79248264e-01]
[ 1.21233648e-01 -8.98548256e-02 1.63989605e-02 -1.79126176e-01
-8.29977265e-02 -1.81122417e-02 2.57316217e-01 3.75289370e-01
4.17047182e-01 2.69155648e-01 -5.59769871e-01 -8.98299926e-01
5.73543465e-01]
[ -5.22002301e-03 -1.35799091e-01 2.14056562e-02 1.51301350e-02
-8.99421828e-02 -2.83552951e-01 5.87578028e-02 3.40236346e-01
-6.61925911e-03 1.10431963e-01 -2.60341730e-01 -7.57849839e-01
2.62022970e-01]
[ 8.15743052e-02 1.09260060e-01 3.76367832e-03 1.48606035e-01
-8.81663424e-02 -5.94515598e-02 -1.90623146e-01 -1.43910330e-01
-2.69866328e-01 -1.36534052e-01 -1.15235346e-01 2.90773341e-01
-2.90333755e-01]
[ 4.21439550e-02 -1.02461228e-01 1.45104752e-01 2.99261906e-01
2.47639652e-01 8.85384179e-03 -3.94163528e-01 -3.44903021e-01
-6.02703581e-02 -5.38384290e-01 2.12718066e-01 9.98083485e-01
-5.85638828e-01]
[ 3.15590136e-02 7.84087209e-02 -2.13012737e-01 6.93223152e-02
3.24864406e-02 -1.72925380e-03 -1.76683642e-01 -3.41436312e-01
-2.84450277e-01 -2.15534061e-01 -4.15175641e-02 -7.81724434e-02
-1.90545241e-01]
[ -6.00242833e-02 -2.10716366e-01 6.11784149e-02 7.04262420e-02
-1.31710948e-01 -1.35100611e-01 7.71148189e-03 -3.51273658e-02
5.81701204e-02 -3.88870633e-01 -3.26308264e-01 -2.34190880e-01
3.40680813e-02]
[ 1.03675832e-02 -2.71533030e-01 5.64016145e-02 -2.82274622e-01
-1.93608140e-01 -2.31997893e-01 -2.71947842e-01 2.46104692e-02
-1.73435878e-02 8.08052808e-02 -1.98337225e-01 1.38325570e-01
-1.46177349e-03]
[ 1.66161097e-01 5.55244374e-02 -1.07211138e-01 -2.58600859e-01
-5.65372155e-02 -1.02885932e-01 -2.07243101e-01 -1.68325115e-02
-2.04104280e-01 -2.60239280e-01 -1.92357773e-01 3.81422022e-01
-8.35895884e-02]
[ -1.75035486e-01 -1.82993766e-01 -1.13399184e-01 -2.58753540e-01
-5.29830698e-02 2.61620849e-02 -1.94493987e-01 -2.39169941e-01
-1.39764696e-01 -5.02156652e-02 -2.34623447e-01 2.10132578e-01
-1.49119146e-01]
[ -3.97608396e-02 -2.06662532e-01 -1.63878457e-01 -2.48748287e-01
-4.83495254e-02 4.24514396e-02 -6.69873482e-02 -7.07662283e-02
-2.37690027e-01 -3.16105322e-01 -4.84144577e-02 7.35433228e-02
-4.04972579e-02]
[ 1.09447202e-01 8.38890940e-02 -1.32238091e-02 -1.99495512e-01
-3.22509274e-01 6.91101567e-03 -1.84486757e-01 -3.07619398e-01
-3.27605536e-01 -2.05434073e-03 -1.14421471e-01 1.67944965e-01
-6.93150149e-02]
[ -6.28843208e-02 -7.75058594e-03 -2.85451046e-01 -1.33789844e-02
7.16563255e-02 1.55131320e-01 -2.46520856e-01 -1.96153682e-01
-5.84952148e-02 -7.20523267e-02 1.94913389e-01 6.69352700e-01
-1.35281922e-01]
[ 1.16713361e-01 3.47288242e-01 -2.02134157e-01 7.37315181e-01
1.22589271e-01 -6.08553056e-04 -2.57622728e-01 -4.12913806e-01
-2.57267972e-01 -3.78003056e-01 7.66989072e-01 9.93423876e-01
-1.09684581e+00]
[ -2.26493708e-02 1.83816620e-01 4.81540361e-02 3.03231460e-01
6.77190587e-03 -6.81281692e-02 -3.11163398e-01 -3.81278110e-01
-3.01432361e-01 -2.72800863e-01 5.64103350e-01 1.00856519e+00
-1.02821110e+00]
[ -4.16720973e-02 -1.34048220e-01 -1.51945916e-01 2.95547328e-01
-1.77334585e-01 2.35224776e-01 -6.91476699e-02 -2.03798568e-01
-2.37378010e-01 -4.09889846e-01 1.85697859e-01 4.91849193e-01
-4.73373657e-01]
[ 8.02407767e-02 -3.83068829e-01 -5.11033447e-02 -7.68016988e-03
-1.14589614e-01 1.99869272e-01 7.26245584e-02 1.66082697e-01
-1.79807481e-01 -2.58877602e-02 -6.09076326e-02 3.36303767e-01
-2.74874337e-01]
[ 2.06174305e-01 -2.94254162e-01 -1.19663832e-01 -8.30342591e-02
-2.13346295e-01 1.22367711e-01 2.30881828e-02 -1.35905859e-01
-5.98546733e-02 -7.46922483e-02 -1.49272307e-01 -1.69820771e-01
-1.53460646e-01]
[ -1.33881886e-01 -8.08199529e-02 3.85526797e-02 -2.55819971e-01
-5.92232933e-02 -1.41002221e-01 4.67917025e-02 -7.83604580e-03
-8.93481790e-02 6.67804935e-03 -3.23888600e-01 -4.53385042e-01
-6.86901075e-02]
[ -1.41215360e-01 -1.36245750e-01 -6.83966791e-02 -2.71975576e-01
-3.46075671e-01 -2.88707197e-01 1.54937300e-01 1.35655792e-01
1.30608901e-02 1.14826916e-01 -2.55052729e-01 -8.04512373e-01
1.73268715e-02]
[ -1.51208265e-01 -2.48791966e-01 -2.99292359e-01 -6.23249144e-01
-2.97489059e-01 -2.08684325e-01 -2.71684601e-01 3.68032357e-02
-3.70183178e-03 -4.46898976e-01 -5.31022364e-01 -5.46258604e-01
-7.62048623e-01]
[ -1.20432829e-01 1.30795907e-01 1.53961626e-02 9.10391313e-02
-2.04841498e-01 -1.73961967e-01 -1.50062753e-01 7.25719507e-04
-1.35218041e-01 -1.68385703e-01 -1.33880594e-01 -3.36767503e-01
-4.32402104e-02]
[ -3.60161986e-01 -1.15110120e-01 -2.73625077e-01 2.51968945e-01
-1.97396565e-01 -2.31282524e-01 -9.79365699e-02 -1.15818018e-01
1.98466377e-02 7.60388400e-03 1.03572822e-01 -2.64676702e-01
7.22250965e-02]
[ -1.28425449e-01 -4.55719939e-02 -2.54006357e-01 9.22000720e-02
-2.26519738e-01 -2.78673173e-01 -3.51101858e-01 -1.39646646e-02
2.41602020e-02 -1.23830465e-01 -2.40596301e-01 -3.26791481e-01
5.43205576e-02]
[ -2.30711074e-01 -5.35014364e-01 -3.37056180e-01 -2.10462203e-01
-3.26098555e-01 -2.30389632e-01 -4.30000297e-02 -2.40538368e-01
6.41449157e-02 -2.22885907e-01 -1.31222650e-01 -3.20380658e-01
-3.33620601e-03]
[ -2.18734688e-01 -2.95572015e-01 -3.19573263e-01 -1.03819947e-01
-9.08958970e-02 -1.49894149e-01 -7.29117187e-02 1.95519792e-02
-1.95391093e-01 -4.99852083e-01 -2.40975632e-01 -2.03926957e-01
1.10067061e-02]
[ -1.05366766e-01 -9.87765857e-03 -2.39424703e-01 -6.99563380e-01
-2.62997757e-01 -2.58819981e-01 1.30092431e-02 -4.27103656e-01
1.12558368e-01 -1.42402310e-01 -5.14453517e-01 -2.68550203e-01
-7.25585985e-01]]
Progress: 22.5% ... Training loss: 0.244 ... Validation loss: 0.397[[-0.17955782]
[ 0.27331682]
[-0.1389161 ]
[ 1.03637892]
[ 0.27345256]
[-0.05000122]
[-0.82051558]
[-0.88163742]
[-0.6094613 ]
[-0.9104379 ]
[ 1.23987958]
[ 2.97797834]
[-1.95921958]]
[[ -5.32218222e-01 -4.90644057e-01 -5.88914803e-01 -6.77383777e-02
-2.92508973e-01 -5.93949424e-01 -1.24997848e-01 -2.67781967e-01
-3.92624637e-01 -3.65043427e-01 2.19682898e-01 8.83081846e-01
2.05172785e-01]
[ 7.07006612e-03 -1.38887700e-01 4.97307039e-02 -7.16822317e-02
-4.28421832e-02 5.86162739e-02 -1.17004358e-01 2.08347198e-01
-1.38524534e-01 -1.85085053e-01 -9.47815174e-02 -1.48186424e-01
6.64926265e-02]
[ -2.45627644e-01 1.39630848e-01 -2.76105929e-02 1.29456034e-01
7.90642652e-02 -1.27377329e-01 2.53194181e-02 -1.30257447e-01
2.64280988e-01 -3.13034165e-01 1.68975216e-01 6.53858476e-01
7.66657440e-01]
[ 2.13877351e-01 -2.42964334e-01 -2.79230775e-01 4.01274503e-02
-2.83047093e-01 7.36471396e-03 1.95746835e-01 -5.13200810e-01
1.94767379e-01 -2.43485957e-01 -1.90914966e-01 -3.04559199e-01
-1.85378282e-01]
[ 1.29225799e-01 7.33041163e-03 1.13693889e-01 -8.69792079e-02
-2.34946364e-02 7.31042799e-02 -1.07806571e-01 -7.97282789e-02
8.49714491e-02 2.25245416e-01 6.99763855e-02 -6.62815453e-02
-1.96593266e-01]
[ -4.81507105e-01 -6.05721479e-01 -6.02179777e-01 -6.03855218e-01
-5.86372832e-01 -5.64192167e-01 -3.19552544e-01 -1.60419888e-01
-4.44472136e-01 -2.37298677e-01 -5.20888410e-01 -7.19623315e-01
-5.73710932e-01]
[ -4.17304698e-01 -5.85650486e-01 -3.23888477e-01 -3.70983020e-01
-4.12252565e-01 -5.62531792e-01 -4.22995787e-01 -4.69109363e-01
-2.97932551e-01 -1.33924167e-01 -4.32150159e-01 -3.55515145e-01
-4.29891613e-01]
[ -3.38847300e-01 -3.43121722e-01 -4.81286628e-01 -1.79276890e-01
-3.18787512e-01 -4.22127998e-01 -2.96562939e-01 -2.52902018e-01
-3.01558013e-01 -5.41725978e-01 -2.79027156e-01 -6.99019136e-01
-4.68073729e-01]
[ -4.68387792e-01 -3.48334612e-01 -3.80342143e-01 -1.85179676e-01
-3.37537099e-01 -2.16384738e-01 -6.56461214e-02 -4.38345957e-01
-2.57551531e-01 -4.45672806e-01 -1.52207562e-01 -2.19741247e-01
-1.83283899e-01]
[ -9.58010340e-01 -9.38355137e-01 -9.83680707e-01 -7.06661207e-01
-1.02936140e+00 -9.87251648e-01 -6.03814767e-01 -6.05802225e-01
-7.58175670e-01 -5.78666142e-01 -7.06225248e-01 -5.31879804e-01
-7.67161311e-01]
[ -5.13232302e-01 -2.66233020e-01 -4.71755025e-01 -3.38256711e-01
-3.46010225e-01 -3.61915323e-01 -5.90382560e-01 -6.05693012e-01
-6.53218891e-01 -1.21666405e-01 -4.89019292e-01 -6.57137686e-01
-5.05494947e-01]
[ -1.13635964e-01 2.00686234e-02 -3.38545516e-01 -4.48372309e-01
-1.08748835e-01 -7.27219480e-02 -1.68610668e-01 -3.52060005e-01
-1.49585951e-01 1.00223179e-01 -4.68293976e-01 -9.64811692e-01
-5.01257250e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57729170e-01 -1.19436552e-01 1.64511369e-01 -2.78947350e-01
-1.30889897e-01 1.13344165e-01 -1.20948520e-01 1.89048810e-02
-8.08205917e-02 7.47272029e-02 -1.82561925e-01 -3.83789709e-01
-4.30325965e-03]
[ -8.47321897e-02 -2.64459030e-01 -1.79861585e-01 -2.88666123e-01
-4.78130746e-01 -8.56511952e-02 -4.63083794e-02 3.13241274e-03
-5.93697813e-02 1.50148587e-02 -2.11209424e-01 -3.29139062e-01
-2.70725127e-01]
[ -7.12122309e-02 -1.66990042e-02 -2.33525025e-01 -2.52899060e-01
1.25916074e-01 -1.62605046e-01 -1.73648021e-01 8.53675825e-02
-8.06433599e-03 6.58874652e-02 -1.74627219e-01 7.18555575e-02
-7.64928196e-02]
[ 3.62741073e-02 -1.66041667e-01 -1.48728093e-01 -8.69648260e-02
-1.24530366e-01 -1.06556060e-01 1.12620106e-01 -1.44057550e-01
-9.72092751e-03 1.79627278e-02 -3.12986041e-02 -1.58134563e-01
3.08409670e-02]
[ -2.90314884e-01 -1.41044873e-01 -7.61375016e-02 -9.58834245e-02
-3.01559646e-01 -2.74777306e-01 -3.76626026e-01 3.20788088e-02
-3.21786495e-01 -2.17185279e-01 1.74663356e-01 -5.99948130e-02
2.19919786e-01]
[ -2.24891084e-01 -1.22452459e-01 -9.06190469e-02 -3.58991983e-02
-8.33633826e-02 -1.18509300e-01 -7.13159728e-02 3.25364299e-02
-1.34629287e-01 -6.04428352e-02 2.43987629e-02 -1.78180117e-01
-5.68837269e-02]
[ -1.68410703e-01 -6.56156426e-02 -2.29027878e-01 -2.84131325e-01
-1.54081904e-01 -2.03713144e-01 -3.25561499e-01 -1.11388491e-01
1.31973605e-01 -2.16056144e-01 -3.47107643e-01 -2.31359665e-01
-2.97238470e-01]
[ -3.70591788e-01 -6.37168383e-02 -1.49989807e-01 -1.43748181e-01
-5.04525066e-02 -3.12752749e-01 3.46527149e-02 -8.09229800e-02
-1.20302737e-01 6.63007444e-02 -4.79411197e-04 -3.15429229e-01
-2.81375731e-01]
[ -1.67029343e-01 -1.46291465e-01 -5.07083597e-02 -1.57277366e-01
-1.30136557e-01 -2.95220925e-01 -1.19207350e-02 -1.41892538e-01
-2.26295030e-01 3.32593775e-02 2.17844163e-01 -2.59621205e-02
-1.73819384e-01]
[ -1.32487990e-01 -1.74572718e-01 -1.13314658e-01 -2.82546053e-01
9.17474120e-02 -1.76595386e-02 -1.84016187e-01 -1.63986785e-01
1.11556937e-01 -9.40734257e-02 -1.27671281e-01 -7.22546738e-02
-3.15388505e-01]
[ -4.32093898e-02 -3.37235361e-02 -1.48907085e-01 -6.16658471e-02
-2.29143956e-01 6.30299154e-02 -7.38819715e-02 -4.62566172e-02
-2.29014623e-01 -8.93135140e-02 -9.60128580e-02 -3.57453833e-01
-1.93305263e-01]
[ -7.15849908e-02 2.56546663e-02 -1.28937318e-01 -3.12078713e-01
1.21965916e-01 2.03688793e-02 -2.13323331e-01 -1.55271536e-01
1.21959107e-01 -6.08979363e-02 -2.79822520e-01 -2.48968523e-01
-3.03518178e-01]
[ 8.05084348e-02 -3.11078138e-01 -8.31311552e-02 -4.55653482e-01
-2.24746640e-01 -8.89884241e-02 7.20322168e-02 1.05089942e-01
-5.72728404e-03 3.05723665e-01 -5.34780270e-01 -8.08088729e-01
4.48373800e-01]
[ -2.21817653e-01 -2.45915208e-01 -1.31083818e-01 -3.08105413e-01
-3.01805098e-01 -9.33035568e-02 2.04811318e-01 4.08978161e-02
2.89564515e-01 4.19075842e-02 -4.11581443e-01 -9.95590733e-01
6.32340190e-01]
[ -1.27947452e-02 -1.88702927e-01 2.25745165e-02 -3.17679777e-01
-1.72830465e-01 1.65934675e-01 2.06830020e-01 2.65383514e-01
-2.48292295e-02 2.43486040e-01 -2.37131580e-01 -1.08065025e+00
7.44031393e-01]
[ 2.38452510e-03 -4.60292647e-02 -1.23913755e-01 -1.33061036e-01
-1.80439372e-01 -4.66795360e-02 3.02193468e-01 1.71340513e-01
2.57541153e-01 3.77434840e-01 -4.92071499e-01 -9.86103137e-01
7.64324581e-01]
[ -8.14192512e-02 -2.81040967e-01 5.99581637e-02 -3.72325600e-01
-1.51053904e-01 1.17271847e-01 3.79725018e-01 1.47733451e-01
-5.95118700e-02 1.76976156e-01 -5.73219476e-01 -1.00104980e+00
8.81127575e-01]
[ 1.21202504e-01 -8.97727522e-02 1.63679830e-02 -1.78826737e-01
-8.29545016e-02 -1.81172439e-02 2.57091601e-01 3.74966995e-01
4.16824784e-01 2.68970659e-01 -5.59631559e-01 -8.98969211e-01
5.72919326e-01]
[ -5.22318577e-03 -1.35873333e-01 2.14227762e-02 1.52375304e-02
-8.99882511e-02 -2.83550042e-01 5.87342275e-02 3.40381041e-01
-6.56749766e-03 1.10364857e-01 -2.60312479e-01 -7.57862432e-01
2.61860965e-01]
[ 8.16684745e-02 1.09006930e-01 3.84089919e-03 1.47672425e-01
-8.83940138e-02 -5.94170609e-02 -1.89732094e-01 -1.43073711e-01
-2.69313755e-01 -1.36051640e-01 -1.16597221e-01 2.87052422e-01
-2.89227156e-01]
[ 4.17067547e-02 -1.02386510e-01 1.44932815e-01 3.01500100e-01
2.47931078e-01 8.73806455e-03 -3.96205089e-01 -3.47914137e-01
-6.15751866e-02 -5.41733984e-01 2.15339830e-01 1.00868493e+00
-5.85651220e-01]
[ 3.12466414e-02 7.88593320e-02 -2.13187204e-01 7.17514210e-02
3.29153138e-02 -1.82856996e-03 -1.78282768e-01 -3.42794747e-01
-2.85488481e-01 -2.17621136e-01 -3.90171296e-02 -7.39696880e-02
-1.93881996e-01]
[ -6.03004841e-02 -2.10392500e-01 6.09266038e-02 7.18258851e-02
-1.31416379e-01 -1.35185928e-01 6.27750489e-03 -3.69298349e-02
5.69724534e-02 -3.90272130e-01 -3.24856214e-01 -2.30216943e-01
3.08524604e-02]
[ 9.99326463e-03 -2.71088345e-01 5.60207658e-02 -2.81590306e-01
-1.93234742e-01 -2.32097824e-01 -2.73445334e-01 2.14808344e-02
-1.85243059e-02 7.72499262e-02 -1.96367749e-01 1.44631506e-01
-3.62547287e-03]
[ 1.66144269e-01 5.57459727e-02 -1.07231057e-01 -2.58683750e-01
-5.63473446e-02 -1.02881151e-01 -2.08088527e-01 -1.77020213e-02
-2.04430770e-01 -2.60572928e-01 -1.91435692e-01 3.85020041e-01
-8.61863308e-02]
[ -1.75160565e-01 -1.82824533e-01 -1.13528937e-01 -2.59169128e-01
-5.28234642e-02 2.61156313e-02 -1.94733559e-01 -2.40171928e-01
-1.40108764e-01 -5.15843497e-02 -2.34632889e-01 2.10930252e-01
-1.48232828e-01]
[ -3.97000552e-02 -2.06626613e-01 -1.63889399e-01 -2.48947936e-01
-4.83712222e-02 4.24653901e-02 -6.66906413e-02 -7.07994018e-02
-2.37576763e-01 -3.15853554e-01 -4.86142073e-02 7.28197497e-02
-4.01724844e-02]
[ 1.09430003e-01 8.38160795e-02 -1.31782074e-02 -1.99650128e-01
-3.22560425e-01 6.91310560e-03 -1.84323130e-01 -3.07028561e-01
-3.27418159e-01 -1.60129772e-03 -1.14869911e-01 1.66327594e-01
-6.85559800e-02]
[ -6.30388290e-02 -7.47632646e-03 -2.85570366e-01 -1.19467968e-02
7.19309094e-02 1.55071874e-01 -2.47460786e-01 -1.97252056e-01
-5.90873000e-02 -7.28810980e-02 1.96893183e-01 6.74027881e-01
-1.38271092e-01]
[ 1.16560431e-01 3.47769562e-01 -2.02353934e-01 7.39993892e-01
1.23031896e-01 -6.69288247e-04 -2.58854809e-01 -4.14658067e-01
-2.58399397e-01 -3.79510789e-01 7.70671742e-01 1.00242364e+00
-1.10085926e+00]
[ -2.29002523e-02 1.84612536e-01 4.76607488e-02 3.07770189e-01
7.57965866e-03 -6.82462956e-02 -3.13333422e-01 -3.84638790e-01
-3.03596570e-01 -2.75899266e-01 5.70766846e-01 1.02122138e+00
-1.03785527e+00]
[ -4.16240545e-02 -1.34149757e-01 -1.51888487e-01 2.94813011e-01
-1.77415281e-01 2.35247688e-01 -6.87474236e-02 -2.03338519e-01
-2.37063895e-01 -4.09538092e-01 1.84848800e-01 4.89665113e-01
-4.71887804e-01]
[ 7.97791970e-02 -3.82402389e-01 -5.15141137e-02 -2.91680534e-03
-1.13797425e-01 1.99683006e-01 6.88911241e-02 1.61571538e-01
-1.82605780e-01 -2.91695089e-02 -5.52749737e-02 3.52831885e-01
-2.85720645e-01]
[ 2.05608433e-01 -2.93668212e-01 -1.19924176e-01 -8.01135203e-02
-2.12793182e-01 1.22207931e-01 2.00701740e-02 -1.37719017e-01
-6.24911774e-02 -7.66829108e-02 -1.45904210e-01 -1.61665925e-01
-1.60386991e-01]
[ -1.33923950e-01 -8.07715945e-02 3.85115926e-02 -2.55470056e-01
-5.91497403e-02 -1.41016574e-01 4.64200332e-02 -8.20214099e-03
-8.95729218e-02 6.29616093e-03 -3.23443260e-01 -4.52052519e-01
-6.96713582e-02]
[ -1.41176993e-01 -1.36295156e-01 -6.83649666e-02 -2.72353992e-01
-3.46112224e-01 -2.88697830e-01 1.55301967e-01 1.36088802e-01
1.32654067e-02 1.15200818e-01 -2.55508339e-01 -8.05581933e-01
1.83849600e-02]
[ -1.51229732e-01 -2.48922195e-01 -2.99378055e-01 -6.24698568e-01
-2.97632058e-01 -2.08699755e-01 -2.71161768e-01 3.66336637e-02
-4.09461296e-03 -4.46856090e-01 -5.32864660e-01 -5.53458477e-01
-7.62588276e-01]
[ -1.20616802e-01 1.31127882e-01 1.51761038e-02 9.26658147e-02
-2.04668247e-01 -1.74027317e-01 -1.51290288e-01 -1.31245028e-03
-1.36444861e-01 -1.70641542e-01 -1.32044477e-01 -3.32972067e-01
-4.70264129e-02]
[ -3.60468531e-01 -1.14500153e-01 -2.73877438e-01 2.55540811e-01
-1.96777061e-01 -2.31410603e-01 -1.00339175e-01 -1.18397859e-01
1.79272405e-02 5.40059053e-03 1.07558403e-01 -2.56140972e-01
6.57188360e-02]
[ -1.29049695e-01 -4.49667904e-02 -2.54347168e-01 9.56846191e-02
-2.25930267e-01 -2.78841213e-01 -3.53109387e-01 -1.68633456e-02
2.27022018e-02 -1.27240264e-01 -2.37521442e-01 -3.19456448e-01
5.14149715e-02]
[ -2.31788653e-01 -5.33874290e-01 -3.37803356e-01 -2.02181797e-01
-3.24729551e-01 -2.30705771e-01 -4.97403823e-02 -2.47549380e-01
5.90816442e-02 -2.29628682e-01 -1.19925093e-01 -2.95920027e-01
-1.95304549e-02]
[ -2.19172736e-01 -2.94881120e-01 -3.19920741e-01 -9.95187948e-02
-9.00536262e-02 -1.50068694e-01 -7.61362819e-02 1.61336173e-02
-1.97321980e-01 -5.01915027e-01 -2.36165043e-01 -1.90054199e-01
3.65448361e-03]
[ -1.06166065e-01 -8.45585520e-03 -2.40221888e-01 -6.96274369e-01
-2.61713826e-01 -2.59075339e-01 8.41836628e-03 -4.33766547e-01
1.08666985e-01 -1.49096347e-01 -5.07486651e-01 -2.47195532e-01
-7.36007125e-01]]
Progress: 22.6% ... Training loss: 0.243 ... Validation loss: 0.412[[-0.18706246]
[ 0.26357522]
[-0.14561876]
[ 1.02686564]
[ 0.26653584]
[-0.05515684]
[-0.83089376]
[-0.89638745]
[-0.61933866]
[-0.92231823]
[ 1.22948504]
[ 2.96494659]
[-1.97538472]]
[[ -5.31725238e-01 -4.91710039e-01 -5.88514829e-01 -7.06981815e-02
-2.93417143e-01 -5.93832734e-01 -1.21237880e-01 -2.62502794e-01
-3.89923762e-01 -3.60915993e-01 2.15939564e-01 8.67798827e-01
2.16411054e-01]
[ 7.53824150e-03 -1.39626140e-01 5.00740907e-02 -7.52399241e-02
-4.34233731e-02 5.87275815e-02 -1.14704251e-01 2.10503954e-01
-1.36974153e-01 -1.82996441e-01 -9.86922829e-02 -1.56284319e-01
7.14926315e-02]
[ -2.45972030e-01 1.39133680e-01 -2.76107214e-02 1.29534859e-01
7.90698919e-02 -1.27446551e-01 2.43360494e-02 -1.31007077e-01
2.64389636e-01 -3.16347730e-01 1.68913138e-01 6.47848969e-01
7.70075688e-01]
[ 2.13585800e-01 -2.41341952e-01 -2.79573615e-01 4.72186195e-02
-2.81790129e-01 7.30290465e-03 1.92293650e-01 -5.18248486e-01
1.92342516e-01 -2.46645412e-01 -1.81460567e-01 -2.83439683e-01
-1.97767662e-01]
[ 1.29822237e-01 7.24797598e-03 1.13777018e-01 -8.59699327e-02
-2.32748310e-02 7.31694929e-02 -1.09169996e-01 -8.21854360e-02
8.48290540e-02 2.25549462e-01 7.14739683e-02 -5.87241875e-02
-2.10136190e-01]
[ -4.81165631e-01 -6.06240061e-01 -6.01957164e-01 -6.05737562e-01
-5.86802621e-01 -5.64118419e-01 -3.18422466e-01 -1.58057643e-01
-4.43545602e-01 -2.34169838e-01 -5.23559900e-01 -7.27988977e-01
-5.72097392e-01]
[ -4.17034273e-01 -5.85877361e-01 -3.23837056e-01 -3.72508562e-01
-4.12412307e-01 -5.62511575e-01 -4.21769566e-01 -4.68274942e-01
-2.97299249e-01 -1.32670561e-01 -4.33239427e-01 -3.57265974e-01
-4.28328972e-01]
[ -3.38671747e-01 -3.44046295e-01 -4.80894943e-01 -1.81339069e-01
-3.19388154e-01 -4.22065224e-01 -2.95157728e-01 -2.49006687e-01
-2.99876288e-01 -5.40140638e-01 -2.82277213e-01 -7.11052047e-01
-4.60002877e-01]
[ -4.68094572e-01 -3.48706510e-01 -3.80191652e-01 -1.87969918e-01
-3.37933217e-01 -2.16302984e-01 -6.28865006e-02 -4.36285013e-01
-2.56002616e-01 -4.43857187e-01 -1.55355735e-01 -2.27196543e-01
-1.77616487e-01]
[ -9.56901604e-01 -9.40510264e-01 -9.82779730e-01 -7.14583919e-01
-1.03101185e+00 -9.86966140e-01 -5.96517171e-01 -5.95869184e-01
-7.53109668e-01 -5.70733408e-01 -7.15821866e-01 -5.60249553e-01
-7.48671679e-01]
[ -5.13372314e-01 -2.65810531e-01 -4.71910753e-01 -3.37778868e-01
-3.45630290e-01 -3.61988925e-01 -5.91773871e-01 -6.06919351e-01
-6.54047801e-01 -1.22513204e-01 -4.88121744e-01 -6.51501176e-01
-5.09256011e-01]
[ -1.13524016e-01 1.97593344e-02 -3.38474556e-01 -4.49187747e-01
-1.09064618e-01 -7.26953633e-02 -1.67995823e-01 -3.51613766e-01
-1.49032568e-01 1.00920649e-01 -4.69753894e-01 -9.71683149e-01
-4.99071372e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57635251e-01 -1.19490682e-01 1.64543047e-01 -2.79512955e-01
-1.30947677e-01 1.13363064e-01 -1.20309465e-01 1.94628340e-02
-8.05010096e-02 7.54100686e-02 -1.82997134e-01 -3.84535138e-01
-3.67637638e-03]
[ -8.48228501e-02 -2.64564973e-01 -1.79831585e-01 -2.88661922e-01
-4.78143564e-01 -8.56709209e-02 -4.70832724e-02 3.02163844e-03
-5.97287865e-02 1.52994447e-02 -2.12041795e-01 -3.31871019e-01
-2.71335992e-01]
[ -7.07845855e-02 -1.71257942e-02 -2.33341115e-01 -2.54514435e-01
1.25461965e-01 -1.62522330e-01 -1.72006297e-01 8.74770994e-02
-6.84117164e-03 6.85297243e-02 -1.76567591e-01 6.44766501e-02
-7.45930445e-02]
[ 3.64901331e-02 -1.66402268e-01 -1.48601362e-01 -8.77852534e-02
-1.24816618e-01 -1.06523577e-01 1.13420188e-01 -1.43319004e-01
-8.95706373e-03 1.91313739e-02 -3.19137326e-02 -1.58999807e-01
3.29206121e-02]
[ -2.90159187e-01 -1.41284243e-01 -7.60359363e-02 -9.68323472e-02
-3.01760545e-01 -2.74747450e-01 -3.75516831e-01 3.34340007e-02
-3.21122147e-01 -2.16493725e-01 1.73484241e-01 -6.52928675e-02
2.21876425e-01]
[ -2.25114864e-01 -1.21987107e-01 -9.08365690e-02 -3.51296689e-02
-8.29122823e-02 -1.18566976e-01 -7.26316965e-02 3.08138168e-02
-1.35860475e-01 -6.17429877e-02 2.58337542e-02 -1.71173595e-01
-6.02083040e-02]
[ -1.68189923e-01 -6.64001947e-02 -2.28765084e-01 -2.86841447e-01
-1.54717448e-01 -2.03648811e-01 -3.23690102e-01 -1.08652925e-01
1.33947590e-01 -2.14521752e-01 -3.50642988e-01 -2.42895479e-01
-2.89048948e-01]
[ -3.70720057e-01 -6.36032522e-02 -1.49995528e-01 -1.42761817e-01
-5.03580054e-02 -3.12772730e-01 3.36076889e-02 -8.08326376e-02
-1.20959784e-01 6.56528897e-02 1.14918582e-04 -3.13167228e-01
-2.83765397e-01]
[ -1.66894246e-01 -1.46579446e-01 -5.05443543e-02 -1.58169157e-01
-1.30264335e-01 -2.95193072e-01 -1.05811433e-02 -1.39997759e-01
-2.25563313e-01 3.43251660e-02 2.16893986e-01 -3.04385540e-02
-1.69970231e-01]
[ -1.32241116e-01 -1.74951029e-01 -1.13161099e-01 -2.84443735e-01
9.13782360e-02 -1.75805215e-02 -1.82465743e-01 -1.62978338e-01
1.12652244e-01 -9.26337884e-02 -1.29933236e-01 -7.72082009e-02
-3.12258531e-01]
[ -4.32449704e-02 -3.35829092e-02 -1.48995212e-01 -6.18100303e-02
-2.28979724e-01 6.30037641e-02 -7.36350710e-02 -4.64943108e-02
-2.29091886e-01 -8.97308055e-02 -9.57175765e-02 -3.56683635e-01
-1.92859653e-01]
[ -7.15220680e-02 2.55308518e-02 -1.28863980e-01 -3.12505006e-01
1.21814149e-01 2.03957470e-02 -2.12864947e-01 -1.54537856e-01
1.22302121e-01 -6.02589626e-02 -2.80556439e-01 -2.50626575e-01
-3.02455825e-01]
[ 8.04983499e-02 -3.11016377e-01 -8.31197655e-02 -4.55695251e-01
-2.24730428e-01 -8.89885834e-02 7.19171588e-02 1.05401525e-01
-6.00076571e-03 3.06129681e-01 -5.34927911e-01 -8.08672067e-01
4.48383552e-01]
[ -2.21814304e-01 -2.45946924e-01 -1.31050874e-01 -3.08553959e-01
-3.01843968e-01 -9.33000654e-02 2.05165303e-01 4.15839669e-02
2.89694441e-01 4.22469533e-02 -4.12256776e-01 -9.97158230e-01
6.33729725e-01]
[ -1.28071950e-02 -1.88686281e-01 2.25713150e-02 -3.17748647e-01
-1.72821318e-01 1.65935141e-01 2.06842897e-01 2.65266999e-01
-2.48154955e-02 2.43442333e-01 -2.37188642e-01 -1.08069693e+00
7.44092815e-01]
[ 2.40733294e-03 -4.60586340e-02 -1.23903689e-01 -1.33253131e-01
-1.80469244e-01 -4.66732340e-02 3.02383313e-01 1.71494066e-01
2.57651811e-01 3.77615826e-01 -4.92227843e-01 -9.86368753e-01
7.64767630e-01]
[ -8.13462362e-02 -2.81112036e-01 5.99948735e-02 -3.72664463e-01
-1.51119820e-01 1.17288940e-01 3.80243785e-01 1.48012899e-01
-5.91973580e-02 1.77328682e-01 -5.73549690e-01 -1.00153012e+00
8.82154286e-01]
[ 1.21379905e-01 -8.99992723e-02 1.64628183e-02 -1.80394142e-01
-8.32064057e-02 -1.80809498e-02 2.59271926e-01 3.76666608e-01
4.18124445e-01 2.70080435e-01 -5.61406274e-01 -9.04987671e-01
5.78002518e-01]
[ -5.19592314e-03 -1.35819716e-01 2.14247803e-02 1.53698168e-02
-8.99602081e-02 -2.83548163e-01 5.87398911e-02 3.40598206e-01
-6.66505957e-03 1.10697212e-01 -2.60099814e-01 -7.57627936e-01
2.61037513e-01]
[ 8.15735283e-02 1.09042591e-01 3.86002955e-03 1.48684023e-01
-8.82503918e-02 -5.94377504e-02 -1.90683677e-01 -1.43228270e-01
-2.69723472e-01 -1.36984117e-01 -1.15577565e-01 2.89820325e-01
-2.90091178e-01]
[ 4.15572950e-02 -1.02176640e-01 1.44837673e-01 3.03915711e-01
2.48255538e-01 8.70565614e-03 -3.97578497e-01 -3.48735063e-01
-6.24991066e-02 -5.42202799e-01 2.18273708e-01 1.01514978e+00
-5.89531971e-01]
[ 3.12139780e-02 7.88631922e-02 -2.13189125e-01 7.19369404e-02
3.29279403e-02 -1.84096029e-03 -1.78332377e-01 -3.42812602e-01
-2.85419140e-01 -2.17838697e-01 -3.90304571e-02 -7.50963691e-02
-1.93551070e-01]
[ -6.00460828e-02 -2.10848356e-01 6.11525501e-02 6.86775785e-02
-1.31887324e-01 -1.35124162e-01 8.36725902e-03 -3.44843249e-02
5.86418087e-02 -3.88515639e-01 -3.28060304e-01 -2.39578385e-01
3.72886112e-02]
[ 1.01565544e-02 -2.71493874e-01 5.61897134e-02 -2.83874559e-01
-1.93635883e-01 -2.32057589e-01 -2.72531798e-01 2.32124386e-02
-1.75720844e-02 7.81908250e-02 -1.98789004e-01 1.38236514e-01
1.59642401e-03]
[ 1.66362943e-01 5.56174513e-02 -1.07208611e-01 -2.59428547e-01
-5.64790627e-02 -1.02849195e-01 -2.07198567e-01 -1.71298531e-02
-2.04072717e-01 -2.59073396e-01 -1.92512627e-01 3.82715996e-01
-8.56382815e-02]
[ -1.75311860e-01 -1.82470787e-01 -1.13703436e-01 -2.58389986e-01
-5.24904277e-02 2.60502417e-02 -1.95329353e-01 -2.41334301e-01
-1.40648445e-01 -5.28431898e-02 -2.33256767e-01 2.14126630e-01
-1.49647856e-01]
[ -4.00233460e-02 -2.06269996e-01 -1.64093838e-01 -2.47824090e-01
-4.79606535e-02 4.23889696e-02 -6.84975184e-02 -7.32214921e-02
-2.38543385e-01 -3.17955517e-01 -4.62052397e-02 7.88400714e-02
-4.28691775e-02]
[ 1.09596535e-01 8.32440542e-02 -1.30246923e-02 -2.01497104e-01
-3.22978630e-01 6.96716691e-03 -1.82923029e-01 -3.05555289e-01
-3.26188702e-01 -5.33975122e-04 -1.17306622e-01 1.59036778e-01
-6.34971592e-02]
[ -6.29286512e-02 -7.74370086e-03 -2.85451675e-01 -1.29740870e-02
7.16931872e-02 1.55110363e-01 -2.46722176e-01 -1.95727434e-01
-5.86237422e-02 -7.13249441e-02 1.94962136e-01 6.69096885e-01
-1.36260202e-01]
[ 1.17018988e-01 3.46883313e-01 -2.02041920e-01 7.37179956e-01
1.22353929e-01 -5.61390741e-04 -2.57188363e-01 -4.12405964e-01
-2.57017129e-01 -3.76957508e-01 7.66453567e-01 9.93193181e-01
-1.09935868e+00]
[ -2.28555813e-02 1.84532868e-01 4.77161989e-02 3.07384723e-01
7.47511448e-03 -6.82275331e-02 -3.13138003e-01 -3.84376949e-01
-3.03567325e-01 -2.75536312e-01 5.70118195e-01 1.01989328e+00
-1.03760983e+00]
[ -4.17514696e-02 -1.33898944e-01 -1.52007383e-01 2.96655671e-01
-1.77177561e-01 2.35209406e-01 -6.96046090e-02 -2.04352210e-01
-2.37727006e-01 -4.10527050e-01 1.87241482e-01 4.95128215e-01
-4.75418728e-01]
[ 7.99064445e-02 -3.82540326e-01 -5.14382748e-02 -3.30171510e-03
-1.13963700e-01 1.99715322e-01 6.96602503e-02 1.62550914e-01
-1.82154858e-01 -2.84015454e-02 -5.60867746e-02 3.50530142e-01
-2.85222786e-01]
[ 2.05696896e-01 -2.93746104e-01 -1.19877738e-01 -8.05365605e-02
-2.12883806e-01 1.22229296e-01 2.04830186e-02 -1.37454301e-01
-6.22037353e-02 -7.62366042e-02 -1.46396630e-01 -1.62813996e-01
-1.59680169e-01]
[ -1.33871030e-01 -8.07947711e-02 3.85451402e-02 -2.55584517e-01
-5.91767843e-02 -1.41003171e-01 4.64148512e-02 -8.15378011e-03
-8.96274113e-02 6.48538104e-03 -3.23668704e-01 -4.51710381e-01
-6.98971344e-02]
[ -1.41183486e-01 -1.36286769e-01 -6.83705726e-02 -2.72273978e-01
-3.46101203e-01 -2.88699377e-01 1.55240534e-01 1.36048665e-01
1.32241126e-02 1.15135392e-01 -2.55390134e-01 -8.05296560e-01
1.81649549e-02]
[ -1.51496540e-01 -2.48272536e-01 -2.99713031e-01 -6.23956935e-01
-2.97024419e-01 -2.08806597e-01 -2.72130886e-01 3.39390059e-02
-5.07663889e-03 -4.49033751e-01 -5.31473261e-01 -5.48115617e-01
-7.66612625e-01]
[ -1.19818269e-01 1.29572623e-01 1.58990904e-02 8.56125862e-02
-2.05923616e-01 -1.73833483e-01 -1.46567255e-01 4.61697822e-03
-1.32937294e-01 -1.65138734e-01 -1.40861823e-01 -3.54000398e-01
-3.34919964e-02]
[ -3.60520109e-01 -1.14472297e-01 -2.73898747e-01 2.56776239e-01
-1.96771821e-01 -2.31387174e-01 -1.00299524e-01 -1.18262978e-01
1.77747039e-02 5.11012773e-03 1.08627258e-01 -2.55620616e-01
6.54055409e-02]
[ -1.28789894e-01 -4.52953956e-02 -2.54182026e-01 9.41747203e-02
-2.26295876e-01 -2.78797285e-01 -3.52299326e-01 -1.47041645e-02
2.33735022e-02 -1.25086118e-01 -2.39303634e-01 -3.26653400e-01
5.41955746e-02]
[ -2.31737405e-01 -5.33912065e-01 -3.37737187e-01 -2.01924361e-01
-3.24822741e-01 -2.30690272e-01 -4.94713602e-02 -2.46758807e-01
5.94308884e-02 -2.28972892e-01 -1.19754350e-01 -2.98549691e-01
-1.85507081e-02]
[ -2.19134587e-01 -2.95015250e-01 -3.19861838e-01 -9.93213507e-02
-9.00870718e-02 -1.50056378e-01 -7.60838035e-02 1.70674787e-02
-1.97088065e-01 -5.01337054e-01 -2.35408594e-01 -1.86955893e-01
4.32634787e-03]
[ -1.05914736e-01 -9.11952922e-03 -2.40062596e-01 -6.98403490e-01
-2.62165381e-01 -2.59019012e-01 1.00143697e-02 -4.31866873e-01
1.09829996e-01 -1.47735538e-01 -5.10433547e-01 -2.54906805e-01
-7.32721666e-01]]
Progress: 22.6% ... Training loss: 0.230 ... Validation loss: 0.394[[-0.20104522]
[ 0.24655494]
[-0.15757868]
[ 1.00730196]
[ 0.25375546]
[-0.06625435]
[-0.84869142]
[-0.90697557]
[-0.63924155]
[-0.93962872]
[ 1.20752455]
[ 2.94045005]
[-1.98740932]]
[[ -5.30940008e-01 -4.92891083e-01 -5.88034417e-01 -7.52901901e-02
-2.94221585e-01 -5.93658636e-01 -1.17060978e-01 -2.60314323e-01
-3.86915085e-01 -3.54752298e-01 2.11170077e-01 8.58361834e-01
2.24842674e-01]
[ 7.88584913e-03 -1.40119775e-01 5.03135974e-02 -7.77898729e-02
-4.37890817e-02 5.88172546e-02 -1.12881352e-01 2.12578560e-01
-1.35897463e-01 -1.81571177e-01 -1.01219403e-01 -1.61788021e-01
7.50304256e-02]
[ -2.45925142e-01 1.38023091e-01 -2.73605139e-02 1.23008001e-01
7.83101583e-02 -1.27458031e-01 2.60933151e-02 -1.32098237e-01
2.67769756e-01 -3.18777741e-01 1.64794695e-01 6.37863347e-01
7.79019332e-01]
[ 2.14565601e-01 -2.42509152e-01 -2.79008391e-01 4.36802082e-02
-2.82674154e-01 7.49164861e-03 1.98107458e-01 -5.13520360e-01
1.96860374e-01 -2.42271578e-01 -1.87999960e-01 -3.02433762e-01
-1.90938746e-01]
[ 1.31524695e-01 5.43298529e-03 1.14907453e-01 -9.43135033e-02
-2.49455039e-02 7.35698538e-02 -1.05293913e-01 -7.88453561e-02
8.89004930e-02 2.33847760e-01 5.92889685e-02 -8.44424290e-02
-2.03968254e-01]
[ -4.80785923e-01 -6.06560998e-01 -6.01814008e-01 -6.07840925e-01
-5.87066966e-01 -5.64027474e-01 -3.17229222e-01 -1.56885045e-01
-4.42585390e-01 -2.32171046e-01 -5.26149569e-01 -7.29744156e-01
-5.71119300e-01]
[ -4.16600564e-01 -5.86458087e-01 -3.23519718e-01 -3.73370302e-01
-4.12754722e-01 -5.62445009e-01 -4.20550430e-01 -4.68155682e-01
-2.95806593e-01 -1.29440276e-01 -4.36199287e-01 -3.69031775e-01
-4.30244167e-01]
[ -3.37820743e-01 -3.45950099e-01 -4.80190978e-01 -1.90810543e-01
-3.21030422e-01 -4.21833170e-01 -2.89665595e-01 -2.44361139e-01
-2.94734412e-01 -5.36429051e-01 -2.92235428e-01 -7.36659888e-01
-4.48036655e-01]
[ -4.67570076e-01 -3.49397967e-01 -3.79884862e-01 -1.90388766e-01
-3.38509483e-01 -2.16155039e-01 -5.94797254e-02 -4.33865178e-01
-2.54127163e-01 -4.41146366e-01 -1.58553682e-01 -2.37669599e-01
-1.75165534e-01]
[ -9.55124528e-01 -9.43158503e-01 -9.81674935e-01 -7.25187241e-01
-1.03305942e+00 -9.86520994e-01 -5.87197126e-01 -5.89412001e-01
-7.45603160e-01 -5.62908732e-01 -7.27195222e-01 -5.92016556e-01
-7.39695617e-01]
[ -5.13226518e-01 -2.66376096e-01 -4.71706747e-01 -3.40382113e-01
-3.46205953e-01 -3.61938429e-01 -5.90372058e-01 -6.05742639e-01
-6.52796586e-01 -1.20489465e-01 -4.93002083e-01 -6.63295090e-01
-5.05050246e-01]
[ -1.13257972e-01 1.94762150e-02 -3.38312107e-01 -4.50836605e-01
-1.09266676e-01 -7.26534938e-02 -1.67406391e-01 -3.50890420e-01
-1.48320094e-01 1.02723718e-01 -4.72205891e-01 -9.77724109e-01
-4.98773127e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57452768e-01 -1.19524050e-01 1.64536935e-01 -2.80584282e-01
-1.30915582e-01 1.13393150e-01 -1.20283018e-01 1.85664705e-02
-8.02944811e-02 7.53327920e-02 -1.83491592e-01 -3.80942278e-01
-4.98908954e-03]
[ -8.48554063e-02 -2.64578969e-01 -1.79814873e-01 -2.88353385e-01
-4.78161488e-01 -8.56751459e-02 -4.71821123e-02 3.41158343e-03
-5.97517052e-02 1.57626775e-02 -2.12602806e-01 -3.33734529e-01
-2.70984833e-01]
[ -7.05213737e-02 -1.74791065e-02 -2.33172045e-01 -2.56440602e-01
1.24981649e-01 -1.62457745e-01 -1.70197768e-01 8.99467933e-02
-5.63822837e-03 7.11408626e-02 -1.79242413e-01 5.56545858e-02
-7.02630542e-02]
[ 3.62193810e-02 -1.66164023e-01 -1.48749550e-01 -8.48516387e-02
-1.24376276e-01 -1.06595474e-01 1.11649607e-01 -1.44678936e-01
-1.01990027e-02 1.82938168e-02 -2.92970035e-02 -1.53194782e-01
2.83794942e-02]
[ -2.89404544e-01 -1.42261328e-01 -7.54964544e-02 -1.01113948e-01
-3.02617159e-01 -2.74586394e-01 -3.72406332e-01 3.52058410e-02
-3.17982223e-01 -2.12822436e-01 1.67576365e-01 -8.33907955e-02
2.26092391e-01]
[ -2.25333698e-01 -1.21583563e-01 -9.10293449e-02 -3.32992364e-02
-8.24977746e-02 -1.18632064e-01 -7.39826195e-02 2.88096783e-02
-1.37082224e-01 -6.30519880e-02 2.79939739e-02 -1.64115452e-01
-6.49492515e-02]
[ -1.67928718e-01 -6.72990463e-02 -2.28454374e-01 -2.90034214e-01
-1.55476098e-01 -2.03566494e-01 -3.21633142e-01 -1.05265459e-01
1.36343910e-01 -2.13324871e-01 -3.55136975e-01 -2.56077084e-01
-2.82973011e-01]
[ -3.70455143e-01 -6.41971271e-02 -1.49780250e-01 -1.45983038e-01
-5.08595952e-02 -3.12692622e-01 3.50238526e-02 -8.04619053e-02
-1.19492377e-01 6.68073864e-02 -2.19948031e-03 -3.18349463e-01
-2.81887167e-01]
[ -1.66441604e-01 -1.47089759e-01 -5.02955338e-02 -1.61553888e-01
-1.30750271e-01 -2.95087399e-01 -7.43527033e-03 -1.38815979e-01
-2.23653680e-01 3.63851959e-02 2.13394797e-01 -3.92121710e-02
-1.63100579e-01]
[ -1.32152426e-01 -1.74925840e-01 -1.13169828e-01 -2.84465463e-01
9.14483152e-02 -1.75772495e-02 -1.81881337e-01 -1.62834325e-01
1.12929490e-01 -9.26691108e-02 -1.29529290e-01 -7.65957209e-02
-3.13487457e-01]
[ -4.31827510e-02 -3.37199891e-02 -1.48935251e-01 -6.24774494e-02
-2.29105544e-01 6.30327864e-02 -7.31810817e-02 -4.57947252e-02
-2.28898380e-01 -8.92393760e-02 -9.65691684e-02 -3.59141835e-01
-1.91778868e-01]
[ -7.11410155e-02 2.48848309e-02 -1.28596959e-01 -3.14666055e-01
1.21258682e-01 2.05183477e-02 -2.10936181e-01 -1.52335237e-01
1.23465414e-01 -5.79968186e-02 -2.83645690e-01 -2.58917801e-01
-3.01953766e-01]
[ 8.03540379e-02 -3.10848380e-01 -8.32224826e-02 -4.55311617e-01
-2.24561622e-01 -8.90229496e-02 7.13014652e-02 1.04845598e-01
-6.45794000e-03 3.05285528e-01 -5.34421986e-01 -8.07778403e-01
4.47244508e-01]
[ -2.21809345e-01 -2.46012407e-01 -1.31030238e-01 -3.09028551e-01
-3.01899501e-01 -9.32968380e-02 2.05558197e-01 4.20401319e-02
2.89903804e-01 4.24321265e-02 -4.12755314e-01 -9.98253529e-01
6.35043736e-01]
[ -1.29254092e-02 -1.88526974e-01 2.25064331e-02 -3.17210345e-01
-1.72687588e-01 1.65900425e-01 2.06199365e-01 2.64755881e-01
-2.53011149e-02 2.42826524e-01 -2.36653383e-01 -1.08010085e+00
7.42573909e-01]
[ 2.37976332e-03 -4.59895313e-02 -1.23960618e-01 -1.33544340e-01
-1.80439984e-01 -4.66934206e-02 3.02910448e-01 1.71221757e-01
2.57936586e-01 3.77639892e-01 -4.92769989e-01 -9.89061282e-01
7.66409205e-01]
[ -8.12820851e-02 -2.81211735e-01 6.00495419e-02 -3.72950885e-01
-1.51213277e-01 1.17308427e-01 3.81101578e-01 1.48560828e-01
-5.88345158e-02 1.78039558e-01 -5.74373888e-01 -1.00410630e+00
8.83976606e-01]
[ 1.21336672e-01 -8.99241992e-02 1.64282053e-02 -1.80077176e-01
-8.31351623e-02 -1.80935595e-02 2.58976164e-01 3.76352666e-01
4.17885394e-01 2.69765315e-01 -5.61158327e-01 -9.04709686e-01
5.77255343e-01]
[ -5.07572437e-03 -1.35946538e-01 2.14749319e-02 1.50499008e-02
-9.00512397e-02 -2.83523548e-01 5.93464955e-02 3.41007073e-01
-6.06618115e-03 1.10975529e-01 -2.60299485e-01 -7.57900166e-01
2.61502501e-01]
[ 8.21364156e-02 1.08393597e-01 4.16950200e-03 1.45155896e-01
-8.87882110e-02 -5.93198408e-02 -1.87128967e-01 -1.40590589e-01
-2.67806070e-01 -1.34440644e-01 -1.19266152e-01 2.77428131e-01
-2.85621843e-01]
[ 4.19167699e-02 -1.02909988e-01 1.45257872e-01 3.02493446e-01
2.47648784e-01 8.79692244e-03 -3.96220293e-01 -3.47262189e-01
-6.00006406e-02 -5.40337581e-01 2.14715519e-01 1.00295867e+00
-5.88015242e-01]
[ 3.12188235e-02 7.87990903e-02 -2.13166271e-01 7.18998546e-02
3.28857154e-02 -1.83957954e-03 -1.78239876e-01 -3.42415422e-01
-2.85200060e-01 -2.17889581e-01 -3.92399596e-02 -7.62737617e-02
-1.92947358e-01]
[ -5.98947974e-02 -2.11188450e-01 6.12958324e-02 6.65559648e-02
-1.32220143e-01 -1.35081016e-01 9.86853018e-03 -3.30244855e-02
5.97680092e-02 -3.87747407e-01 -3.30232299e-01 -2.45776276e-01
4.18859501e-02]
[ 1.00686600e-02 -2.71490627e-01 5.61200905e-02 -2.83955092e-01
-1.93635141e-01 -2.32066803e-01 -2.72969861e-01 2.23683368e-02
-1.83125631e-02 7.78044059e-02 -1.97704507e-01 1.43450578e-01
-5.45473973e-04]
[ 1.66306132e-01 5.57993832e-02 -1.07289480e-01 -2.58934929e-01
-5.62724759e-02 -1.02863153e-01 -2.07659306e-01 -1.80134080e-02
-2.04554049e-01 -2.59299051e-01 -1.91802271e-01 3.86084642e-01
-8.79142926e-02]
[ -1.75294045e-01 -1.82636872e-01 -1.13652676e-01 -2.59779342e-01
-5.27295816e-02 2.60588372e-02 -1.95273756e-01 -2.40802015e-01
-1.40459653e-01 -5.23112436e-02 -2.34878507e-01 2.12735784e-01
-1.47588692e-01]
[ -4.01102093e-02 -2.05885142e-01 -1.64261300e-01 -2.46625750e-01
-4.75013781e-02 4.23406674e-02 -7.00980999e-02 -7.63125078e-02
-2.39585439e-01 -3.19131500e-01 -4.32145071e-02 8.93057010e-02
-4.79949875e-02]
[ 1.09611792e-01 8.33079868e-02 -1.30650717e-02 -2.01502846e-01
-3.22920128e-01 6.96777275e-03 -1.82807574e-01 -3.05905074e-01
-3.26121988e-01 -6.38172616e-04 -1.16839049e-01 1.60750270e-01
-6.42031670e-02]
[ -6.28511157e-02 -7.89896602e-03 -2.85377373e-01 -1.35241497e-02
7.15680003e-02 1.55138501e-01 -2.46321732e-01 -1.94847288e-01
-5.83118100e-02 -7.04334034e-02 1.93877146e-01 6.66384501e-01
-1.35114308e-01]
[ 1.17350025e-01 3.46476119e-01 -2.01915097e-01 7.36094298e-01
1.22084033e-01 -4.74451785e-04 -2.56129420e-01 -4.12321951e-01
-2.56128566e-01 -3.75720756e-01 7.65243118e-01 9.89627123e-01
-1.09977274e+00]
[ -2.20855106e-02 1.83067369e-01 4.82995766e-02 3.02019620e-01
6.28986672e-03 -6.80187123e-02 -3.09763221e-01 -3.80380606e-01
-3.00126704e-01 -2.71298149e-01 5.62370879e-01 1.00062303e+00
-1.03210840e+00]
[ -4.17905604e-02 -1.33771580e-01 -1.52020068e-01 2.97136614e-01
-1.77077481e-01 2.35205696e-01 -6.98534676e-02 -2.04037153e-01
-2.38119595e-01 -4.10493586e-01 1.87815391e-01 4.97413451e-01
-4.76856246e-01]
[ 7.99252394e-02 -3.82558764e-01 -5.14238934e-02 -2.79150240e-03
-1.13974759e-01 1.99728142e-01 6.95671586e-02 1.62694180e-01
-1.82403884e-01 -2.84698933e-02 -5.57042929e-02 3.52318333e-01
-2.86394208e-01]
[ 2.05871824e-01 -2.93943584e-01 -1.19779544e-01 -8.15333694e-02
-2.13102020e-01 1.22267574e-01 2.15136767e-02 -1.36609571e-01
-6.14058994e-02 -7.51921912e-02 -1.47869702e-01 -1.68084280e-01
-1.57159016e-01]
[ -1.33729289e-01 -8.10670812e-02 3.86949761e-02 -2.56555054e-01
-5.94497958e-02 -1.40967986e-01 4.73773007e-02 -6.97160514e-03
-8.88642940e-02 7.74081146e-03 -3.25242637e-01 -4.57548045e-01
-6.70035423e-02]
[ -1.41205562e-01 -1.36255690e-01 -6.83881014e-02 -2.72126387e-01
-3.46073311e-01 -2.88705217e-01 1.55058704e-01 1.35869111e-01
1.31070519e-02 1.14966385e-01 -2.55190177e-01 -8.04859120e-01
1.77716352e-02]
[ -1.51306607e-01 -2.48235178e-01 -2.99850996e-01 -6.24916905e-01
-2.96844280e-01 -2.08784492e-01 -2.72172251e-01 3.10203401e-02
-4.44870862e-03 -4.51134229e-01 -5.28984996e-01 -5.40294644e-01
-7.74277073e-01]
[ -1.19398945e-01 1.28716519e-01 1.62899843e-02 8.14382415e-02
-2.06613955e-01 -1.73721025e-01 -1.43727342e-01 8.28564954e-03
-1.30940940e-01 -1.62472730e-01 -1.45964835e-01 -3.66888848e-01
-2.50946594e-02]
[ -3.60110533e-01 -1.15521386e-01 -2.73492537e-01 2.51913576e-01
-1.97849297e-01 -2.31250679e-01 -9.73576537e-02 -1.14323385e-01
1.99646706e-02 9.25755298e-03 1.01861830e-01 -2.72735921e-01
7.34696230e-02]
[ -1.28807445e-01 -4.52184359e-02 -2.54220142e-01 9.50364124e-02
-2.26146458e-01 -2.78823074e-01 -3.52837587e-01 -1.52433189e-02
2.29051347e-02 -1.24464531e-01 -2.39285806e-01 -3.25838175e-01
5.02376958e-02]
[ -2.31718797e-01 -5.33876635e-01 -3.37718480e-01 -2.01550272e-01
-3.24817849e-01 -2.30678136e-01 -4.97370952e-02 -2.46905769e-01
5.92235284e-02 -2.28808864e-01 -1.19742847e-01 -2.97747732e-01
-1.95837942e-02]
[ -2.19295291e-01 -2.94952116e-01 -3.19927053e-01 -9.73637993e-02
-8.98343424e-02 -1.50073581e-01 -7.70862432e-02 1.67385588e-02
-1.97478207e-01 -5.01869197e-01 -2.33384283e-01 -1.79420920e-01
3.30594628e-03]
[ -1.04585008e-01 -1.09241412e-02 -2.39165860e-01 -7.06455270e-01
-2.63810038e-01 -2.58721702e-01 1.73916754e-02 -4.27184194e-01
1.15551811e-01 -1.41050476e-01 -5.21812705e-01 -2.91478057e-01
-7.22027198e-01]]
Progress: 22.6% ... Training loss: 0.231 ... Validation loss: 0.390[[-0.19315572]
[ 0.26741806]
[-0.14611688]
[ 1.03707752]
[ 0.2720332 ]
[-0.05436098]
[-0.82515635]
[-0.88717656]
[-0.61382666]
[-0.93185213]
[ 1.24076213]
[ 2.99456379]
[-1.95105649]]
[[ -5.32066781e-01 -4.90488426e-01 -5.88980886e-01 -6.04466966e-02
-2.91844305e-01 -5.94029347e-01 -1.26397529e-01 -2.69251627e-01
-3.94076986e-01 -3.60838970e-01 2.30728936e-01 9.05290330e-01
1.97198771e-01]
[ 7.25897806e-03 -1.39209103e-01 4.97428487e-02 -7.33702711e-02
-4.28635985e-02 5.86227337e-02 -1.15407465e-01 2.09254504e-01
-1.38216945e-01 -1.84322444e-01 -9.68640035e-02 -1.49842981e-01
6.64365979e-02]
[ -2.49407596e-01 1.44040897e-01 -2.99979671e-02 1.50845979e-01
8.43580859e-02 -1.28604836e-01 3.64706885e-03 -1.52761719e-01
2.48928271e-01 -3.37328651e-01 2.01396171e-01 7.24345069e-01
7.17793065e-01]
[ 2.15329923e-01 -2.43268620e-01 -2.78484776e-01 3.98628405e-02
-2.83377881e-01 7.66372544e-03 2.00753872e-01 -5.09876352e-01
1.99514789e-01 -2.39837028e-01 -1.92860146e-01 -3.07959604e-01
-1.81944133e-01]
[ 1.33352007e-01 3.42855103e-03 1.16219419e-01 -1.04737769e-01
-2.72394201e-02 7.40372675e-02 -9.62983783e-02 -6.90878487e-02
9.48655526e-02 2.45242573e-01 4.69380988e-02 -1.17678078e-01
-1.82145225e-01]
[ -4.81012394e-01 -6.06484923e-01 -6.01930440e-01 -6.05923061e-01
-5.86998080e-01 -5.64072064e-01 -3.18049132e-01 -1.57366881e-01
-4.43063840e-01 -2.32765517e-01 -5.24383261e-01 -7.24867379e-01
-5.70820682e-01]
[ -4.15498965e-01 -5.87087326e-01 -3.23075049e-01 -3.76160024e-01
-4.13200262e-01 -5.62202429e-01 -4.18919841e-01 -4.67533058e-01
-2.93534437e-01 -1.25012487e-01 -4.37470848e-01 -3.74626044e-01
-4.34956578e-01]
[ -3.40337939e-01 -3.41654508e-01 -4.82070303e-01 -1.71117459e-01
-3.16972165e-01 -4.22680785e-01 -3.05181586e-01 -2.58125015e-01
-3.07950061e-01 -5.48182749e-01 -2.68212738e-01 -6.77151608e-01
-4.88010454e-01]
[ -4.67496580e-01 -3.49408848e-01 -3.79857257e-01 -1.89979865e-01
-3.38562649e-01 -2.16151945e-01 -5.90011784e-02 -4.33901310e-01
-2.53512701e-01 -4.41012362e-01 -1.58515001e-01 -2.39233005e-01
-1.75601366e-01]
[ -9.55377826e-01 -9.41805350e-01 -9.82187563e-01 -7.15924997e-01
-1.03165220e+00 -9.86661513e-01 -5.93139758e-01 -5.95538060e-01
-7.49804160e-01 -5.64686219e-01 -7.13690384e-01 -5.60738792e-01
-7.62040559e-01]
[ -5.13684758e-01 -2.65302521e-01 -4.72220906e-01 -3.35593013e-01
-3.45166398e-01 -3.62145425e-01 -5.93717705e-01 -6.09431364e-01
-6.55511007e-01 -1.22244787e-01 -4.88749419e-01 -6.52869207e-01
-5.17572610e-01]
[ -1.14115005e-01 2.07810327e-02 -3.38808804e-01 -4.45657822e-01
-1.08085010e-01 -7.29525101e-02 -1.72344878e-01 -3.54734857e-01
-1.52212153e-01 9.84701509e-02 -4.65407273e-01 -9.62200375e-01
-5.08729244e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57412946e-01 -1.19446038e-01 1.64447773e-01 -2.80645984e-01
-1.30836758e-01 1.13391942e-01 -1.19856049e-01 1.81879818e-02
-8.00882318e-02 7.51928316e-02 -1.83470920e-01 -3.80998347e-01
-4.93435100e-03]
[ -8.53707631e-02 -2.64305603e-01 -1.79981020e-01 -2.85461861e-01
-4.77864312e-01 -8.57910202e-02 -4.96586335e-02 1.56294279e-03
-6.12672637e-02 1.35787258e-02 -2.09469946e-01 -3.24702910e-01
-2.72576182e-01]
[ -7.01692960e-02 -1.76409387e-02 -2.33073925e-01 -2.56729371e-01
1.24841009e-01 -1.62380561e-01 -1.69620274e-01 9.07731952e-02
-5.28028489e-03 7.28276739e-02 -1.78981779e-01 5.45643330e-02
-7.18371705e-02]
[ 3.62942981e-02 -1.66374719e-01 -1.48656203e-01 -8.48233499e-02
-1.24425550e-01 -1.06581931e-01 1.11832776e-01 -1.43870583e-01
-1.01075172e-02 1.98558257e-02 -3.01179931e-02 -1.53739099e-01
2.61315163e-02]
[ -2.88759858e-01 -1.42269421e-01 -7.53708019e-02 -1.02102648e-01
-3.02635459e-01 -2.74460177e-01 -3.71748201e-01 3.40307624e-02
-3.16674558e-01 -2.12112481e-01 1.68575988e-01 -8.47255555e-02
2.23008658e-01]
[ -2.25297067e-01 -1.21839985e-01 -9.08941649e-02 -3.48597771e-02
-8.27616947e-02 -1.18611392e-01 -7.36477290e-02 2.95994942e-02
-1.36599317e-01 -6.22689430e-02 2.58574567e-02 -1.68952655e-01
-6.24780644e-02]
[ -1.69181640e-01 -6.52030474e-02 -2.29358212e-01 -2.80201176e-01
-1.53441990e-01 -2.04003551e-01 -3.28652138e-01 -1.11552155e-01
1.29396168e-01 -2.18198479e-01 -3.44292560e-01 -2.27315656e-01
-3.03801711e-01]
[ -3.71122681e-01 -6.27761294e-02 -1.50348623e-01 -1.39649590e-01
-4.95651670e-02 -3.12920903e-01 2.96481672e-02 -8.55707680e-02
-1.23451423e-01 6.26020398e-02 6.53502872e-03 -2.97092190e-01
-2.95063243e-01]
[ -1.66843015e-01 -1.46520927e-01 -5.05825107e-02 -1.58739308e-01
-1.30223702e-01 -2.95211126e-01 -9.50632781e-03 -1.40213043e-01
-2.25082496e-01 3.49323278e-02 2.16984989e-01 -3.10801542e-02
-1.67020870e-01]
[ -1.31911987e-01 -1.75119703e-01 -1.13042217e-01 -2.85102703e-01
9.12307250e-02 -1.75064891e-02 -1.80825346e-01 -1.62379037e-01
1.13810191e-01 -9.17585438e-02 -1.30516349e-01 -7.98613677e-02
-3.13774311e-01]
[ -4.33290589e-02 -3.35174573e-02 -1.49044473e-01 -6.16752620e-02
-2.28935545e-01 6.29725194e-02 -7.37932029e-02 -4.65391299e-02
-2.29286400e-01 -9.01300059e-02 -9.55617073e-02 -3.57178779e-01
-1.92587137e-01]
[ -7.11146249e-02 2.48075442e-02 -1.28576633e-01 -3.14602041e-01
1.21175736e-01 2.05298569e-02 -2.10845210e-01 -1.51935082e-01
1.23570167e-01 -5.76892168e-02 -2.83735371e-01 -2.59707564e-01
-3.01785749e-01]
[ 8.02843799e-02 -3.10767932e-01 -8.32757473e-02 -4.55001624e-01
-2.24484082e-01 -8.90405497e-02 7.09435556e-02 1.04421718e-01
-6.73559411e-03 3.04845728e-01 -5.34045820e-01 -8.07029761e-01
4.46274423e-01]
[ -2.21860880e-01 -2.45907422e-01 -1.31080688e-01 -3.08445639e-01
-3.01797013e-01 -9.33182891e-02 2.05025436e-01 4.15587585e-02
2.89401449e-01 4.21630939e-02 -4.12195730e-01 -9.97152230e-01
6.33479200e-01]
[ -1.30138898e-02 -1.88482306e-01 2.24737494e-02 -3.17103319e-01
-1.72639640e-01 1.65875201e-01 2.05786370e-01 2.64433752e-01
-2.55430751e-02 2.42343467e-01 -2.36503692e-01 -1.08007008e+00
7.42238462e-01]
[ 2.35420126e-03 -4.59182277e-02 -1.23986778e-01 -1.33297329e-01
-1.80375835e-01 -4.67071350e-02 3.02803841e-01 1.71109527e-01
2.57826615e-01 3.77512999e-01 -4.92562959e-01 -9.89065211e-01
7.66170093e-01]
[ -8.12597897e-02 -2.81223782e-01 6.00614999e-02 -3.73039692e-01
-1.51229699e-01 1.17315577e-01 3.81294916e-01 1.48781767e-01
-5.87725849e-02 1.78243258e-01 -5.74489744e-01 -1.00428508e+00
8.84309211e-01]
[ 1.21439634e-01 -9.00336130e-02 1.64997156e-02 -1.80686849e-01
-8.32595774e-02 -1.80659622e-02 2.59915940e-01 3.77321848e-01
4.18463484e-01 2.70589667e-01 -5.62103574e-01 -9.07019314e-01
5.79191144e-01]
[ -5.21966025e-03 -1.35799970e-01 2.13568035e-02 1.58193571e-02
-8.98944795e-02 -2.83567819e-01 5.86245546e-02 3.40290583e-01
-6.44568633e-03 1.10121030e-01 -2.59523761e-01 -7.56955250e-01
2.60029246e-01]
[ 8.19434269e-02 1.08582838e-01 4.05997627e-03 1.46367262e-01
-8.86084454e-02 -5.93735171e-02 -1.87789478e-01 -1.41209059e-01
-2.68318057e-01 -1.35754626e-01 -1.17930999e-01 2.79569511e-01
-2.87696957e-01]
[ 4.17171237e-02 -1.02687019e-01 1.45161766e-01 3.05816415e-01
2.47973096e-01 8.75986228e-03 -3.97655979e-01 -3.49238037e-01
-6.09564466e-02 -5.41182493e-01 2.17836085e-01 1.01476587e+00
-5.93651783e-01]
[ 3.15060259e-02 7.86129473e-02 -2.13095475e-01 7.10187815e-02
3.26833217e-02 -1.77578834e-03 -1.76966843e-01 -3.41564309e-01
-2.84330465e-01 -2.16806032e-01 -4.02781380e-02 -7.93049120e-02
-1.92208580e-01]
[ -5.96979052e-02 -2.11337993e-01 6.14063996e-02 6.52841736e-02
-1.32385510e-01 -1.35037968e-01 1.03995654e-02 -3.27075262e-02
6.03826055e-02 -3.86759287e-01 -3.31210036e-01 -2.47668431e-01
4.35872280e-02]
[ 9.61075376e-03 -2.70744880e-01 5.57049015e-02 -2.81368183e-01
-1.92915659e-01 -2.32214297e-01 -2.74960153e-01 1.98987130e-02
-2.02172640e-02 7.57715656e-02 -1.94783116e-01 1.50248191e-01
-6.65318235e-03]
[ 1.66681866e-01 5.56228091e-02 -1.07164696e-01 -2.60543548e-01
-5.64421059e-02 -1.02777417e-01 -2.06787201e-01 -1.74285369e-02
-2.03617225e-01 -2.57587816e-01 -1.92674607e-01 3.83193355e-01
-8.73520078e-02]
[ -1.75293253e-01 -1.82591513e-01 -1.13660341e-01 -2.59419923e-01
-5.26378786e-02 2.60582425e-02 -1.95492355e-01 -2.41070419e-01
-1.40590834e-01 -5.24193238e-02 -2.34478274e-01 2.13922311e-01
-1.48727592e-01]
[ -4.03213631e-02 -2.05411178e-01 -1.64441698e-01 -2.45563325e-01
-4.70713899e-02 4.22687029e-02 -7.22106135e-02 -7.80238614e-02
-2.41310948e-01 -3.20184799e-01 -4.07560896e-02 9.80405240e-02
-5.27741942e-02]
[ 1.09633778e-01 8.32860228e-02 -1.30502645e-02 -2.01617792e-01
-3.22934229e-01 6.97392194e-03 -1.82691860e-01 -3.05726554e-01
-3.26058516e-01 -3.95789548e-04 -1.17069229e-01 1.60252265e-01
-6.40199253e-02]
[ -6.30593764e-02 -7.55086276e-03 -2.85480405e-01 -1.24886813e-02
7.18567387e-02 1.55069648e-01 -2.47522616e-01 -1.95132424e-01
-5.92275482e-02 -7.11552999e-02 1.95205862e-01 6.69303782e-01
-1.37287895e-01]
[ 1.17629034e-01 3.46589017e-01 -2.01825871e-01 7.37351519e-01
1.22078090e-01 -4.06210261e-04 -2.56314250e-01 -4.12857397e-01
-2.55676045e-01 -3.74226298e-01 7.66553527e-01 9.90775812e-01
-1.10401517e+00]
[ -2.24130719e-02 1.83410539e-01 4.80900104e-02 3.04954047e-01
6.70715632e-03 -6.81016114e-02 -3.11812405e-01 -3.82037120e-01
-3.01959775e-01 -2.73626909e-01 5.66988134e-01 1.00804173e+00
-1.03748599e+00]
[ -4.24325936e-02 -1.32751066e-01 -1.52475767e-01 3.02792970e-01
-1.76115013e-01 2.34954081e-01 -7.36641977e-02 -2.07480903e-01
-2.41269051e-01 -4.13779518e-01 1.94635748e-01 5.13947633e-01
-4.86491663e-01]
[ 7.95731228e-02 -3.82075922e-01 -5.16716605e-02 1.87878090e-05
-1.13464410e-01 1.99605407e-01 6.71486615e-02 1.60454851e-01
-1.84069934e-01 -3.01888671e-02 -5.25323164e-02 3.60314807e-01
-2.91895932e-01]
[ 2.06021248e-01 -2.94035215e-01 -1.19723062e-01 -8.22903315e-02
-2.13193751e-01 1.22297738e-01 2.20461465e-02 -1.36371670e-01
-6.10529028e-02 -7.44176235e-02 -1.48707525e-01 -1.69518093e-01
-1.55637335e-01]
[ -1.33756509e-01 -8.10340590e-02 3.86984033e-02 -2.56239927e-01
-5.93936800e-02 -1.40984344e-01 4.68474210e-02 -7.21082348e-03
-8.91847753e-02 7.75077111e-03 -3.24954115e-01 -4.56678917e-01
-6.78710710e-02]
[ -1.41212372e-01 -1.36242633e-01 -6.83595066e-02 -2.72132764e-01
-3.46083971e-01 -2.88708116e-01 1.55118288e-01 1.36349596e-01
1.29949710e-02 1.15429637e-01 -2.55457893e-01 -8.05772613e-01
1.80907189e-02]
[ -1.50626454e-01 -2.48688748e-01 -2.99661490e-01 -6.28791911e-01
-2.97330696e-01 -2.08629457e-01 -2.69421084e-01 3.17020200e-02
-2.51519381e-03 -4.49728064e-01 -5.32205432e-01 -5.50720172e-01
-7.72958686e-01]
[ -1.20499411e-01 1.30564446e-01 1.54252109e-02 9.11325571e-02
-2.04884947e-01 -1.74071948e-01 -1.49538477e-01 2.57102974e-03
-1.35211581e-01 -1.67009437e-01 -1.35727366e-01 -3.41742884e-01
-3.85474343e-02]
[ -3.60205829e-01 -1.15144306e-01 -2.73555799e-01 2.53416936e-01
-1.97574305e-01 -2.31329102e-01 -9.84173297e-02 -1.14571816e-01
1.85069594e-02 9.50842730e-03 1.03564658e-01 -2.70029435e-01
6.88505279e-02]
[ -1.28535621e-01 -4.55549938e-02 -2.54036027e-01 9.40932216e-02
-2.26392239e-01 -2.78772758e-01 -3.52122172e-01 -1.46626760e-02
2.42378205e-02 -1.23242336e-01 -2.40326378e-01 -3.26338739e-01
5.58048268e-02]
[ -2.32714518e-01 -5.32676215e-01 -3.38367520e-01 -1.92834790e-01
-3.23500170e-01 -2.30980458e-01 -5.61778173e-02 -2.51992209e-01
5.44261388e-02 -2.33761442e-01 -1.09200676e-01 -2.77924816e-01
-3.49645350e-02]
[ -2.19312803e-01 -2.94818897e-01 -3.19964454e-01 -9.60665269e-02
-8.96209193e-02 -1.50087416e-01 -7.75595921e-02 1.67661936e-02
-1.98169374e-01 -5.01248199e-01 -2.32201273e-01 -1.75106468e-01
9.89388333e-05]
[ -1.04896561e-01 -9.96111449e-03 -2.39448488e-01 -7.03617375e-01
-2.62984507e-01 -2.58828082e-01 1.34832104e-02 -4.31083882e-01
1.12695040e-01 -1.42847799e-01 -5.16661056e-01 -2.75314400e-01
-7.37076522e-01]]
Progress: 22.7% ... Training loss: 0.250 ... Validation loss: 0.391[[-0.19881679]
[ 0.25613646]
[-0.1528386 ]
[ 1.0199263 ]
[ 0.26052905]
[-0.06048664]
[-0.84636845]
[-0.90866994]
[-0.63077807]
[-0.94604273]
[ 1.21726493]
[ 2.96837134]
[-1.98209826]]
[[ -5.31990398e-01 -4.90272584e-01 -5.89005423e-01 -6.27967711e-02
-2.91895305e-01 -5.94008794e-01 -1.21603909e-01 -2.65885028e-01
-3.92454679e-01 -3.58847757e-01 2.27521810e-01 8.98469709e-01
2.08141334e-01]
[ 7.00200033e-03 -1.38713254e-01 4.95094702e-02 -7.11500258e-02
-4.24046787e-02 5.85438954e-02 -1.16820344e-01 2.07620179e-01
-1.39450849e-01 -1.85263050e-01 -9.48500447e-02 -1.44838017e-01
6.12465458e-02]
[ -2.48538568e-01 1.41370535e-01 -2.90859110e-02 1.37687401e-01
8.18153853e-02 -1.28319068e-01 1.20311872e-02 -1.45192752e-01
2.57487149e-01 -3.29221075e-01 1.82931927e-01 6.79667991e-01
7.45922879e-01]
[ 2.15011043e-01 -2.41435400e-01 -2.79224071e-01 4.78099447e-02
-2.81360520e-01 7.34543568e-03 1.98396656e-01 -5.17316152e-01
1.98100108e-01 -2.43647170e-01 -1.80889619e-01 -2.81775477e-01
-1.91377178e-01]
[ 1.32339858e-01 3.88658834e-03 1.15933656e-01 -1.02669307e-01
-2.65110425e-02 7.37816838e-02 -1.01277546e-01 -7.44007965e-02
9.34700493e-02 2.40027058e-01 4.78007012e-02 -1.24043085e-01
-1.77225603e-01]
[ -4.80760432e-01 -6.06741091e-01 -6.01760722e-01 -6.07362969e-01
-5.87403240e-01 -5.64016288e-01 -3.16256187e-01 -1.55022229e-01
-4.42285492e-01 -2.30968438e-01 -5.26687962e-01 -7.31951859e-01
-5.68653775e-01]
[ -4.15466109e-01 -5.86902847e-01 -3.23106056e-01 -3.76402449e-01
-4.13217134e-01 -5.62189161e-01 -4.18330266e-01 -4.67473709e-01
-2.92763471e-01 -1.24352390e-01 -4.36908456e-01 -3.70309014e-01
-4.33663665e-01]
[ -3.39728439e-01 -3.43047987e-01 -4.81637410e-01 -1.78142925e-01
-3.18216094e-01 -4.22531162e-01 -2.98922832e-01 -2.53041761e-01
-3.03554857e-01 -5.43483378e-01 -2.77282206e-01 -7.00393622e-01
-4.73957210e-01]
[ -4.67212168e-01 -3.50426889e-01 -3.79501658e-01 -1.96004848e-01
-3.39545113e-01 -2.16008935e-01 -5.46935135e-02 -4.28617755e-01
-2.51496276e-01 -4.37404521e-01 -1.67644471e-01 -2.61667868e-01
-1.63834724e-01]
[ -9.53466256e-01 -9.45390988e-01 -9.80746584e-01 -7.35778608e-01
-1.03542504e+00 -9.86059451e-01 -5.77395341e-01 -5.79732511e-01
-7.39777997e-01 -5.51541197e-01 -7.39060970e-01 -6.21079824e-01
-7.28298089e-01]
[ -5.13638873e-01 -2.65205985e-01 -4.72273865e-01 -3.34836691e-01
-3.45076428e-01 -3.62186285e-01 -5.93189024e-01 -6.09265804e-01
-6.54892308e-01 -1.20381229e-01 -4.88533400e-01 -6.50928868e-01
-5.17135198e-01]
[ -1.14893729e-01 2.17869259e-02 -3.39269621e-01 -4.41293316e-01
-1.07050568e-01 -7.31520361e-02 -1.75669037e-01 -3.57935156e-01
-1.54896073e-01 9.42259586e-02 -4.60193954e-01 -9.52244009e-01
-5.13629422e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57400545e-01 -1.19420664e-01 1.64456158e-01 -2.81080648e-01
-1.30841114e-01 1.13391945e-01 -1.19442538e-01 1.88960725e-02
-8.00182390e-02 7.56538541e-02 -1.84148335e-01 -3.83148923e-01
-4.58219932e-03]
[ -8.53099569e-02 -2.64362335e-01 -1.79949334e-01 -2.85776170e-01
-4.77919801e-01 -8.57775724e-02 -4.93511472e-02 1.96671988e-03
-6.11708535e-02 1.40303467e-02 -2.10050801e-01 -3.26326817e-01
-2.72132269e-01]
[ -6.98567981e-02 -1.80605050e-02 -2.32839999e-01 -2.58644491e-01
1.24224825e-01 -1.62299350e-01 -1.67967708e-01 9.34763892e-02
-4.23817565e-03 7.51645531e-02 -1.81524417e-01 4.88088287e-02
-6.81461786e-02]
[ 3.64936953e-02 -1.66559359e-01 -1.48568309e-01 -8.59353781e-02
-1.24529497e-01 -1.06540066e-01 1.13099351e-01 -1.43335218e-01
-9.03892682e-03 2.13089044e-02 -3.16767223e-02 -1.59083601e-01
2.86539332e-02]
[ -2.89170944e-01 -1.41295616e-01 -7.58367057e-02 -9.69881775e-02
-3.01749888e-01 -2.74570695e-01 -3.74261275e-01 3.00518523e-02
-3.18712474e-01 -2.15533079e-01 1.76115436e-01 -6.42974527e-02
2.12005031e-01]
[ -2.25147205e-01 -1.22370459e-01 -9.06616797e-02 -3.84269275e-02
-8.33971319e-02 -1.18561828e-01 -7.24602079e-02 3.18318033e-02
-1.35305750e-01 -6.05832977e-02 2.08971799e-02 -1.75863053e-01
-5.55910645e-02]
[ -1.69265858e-01 -6.51835087e-02 -2.29427732e-01 -2.79517831e-01
-1.53345065e-01 -2.04027950e-01 -3.28792722e-01 -1.11526126e-01
1.29523001e-01 -2.17816438e-01 -3.43548685e-01 -2.28008192e-01
-3.04260693e-01]
[ -3.70772435e-01 -6.36804564e-02 -1.49997578e-01 -1.44238288e-01
-5.03744096e-02 -3.12815083e-01 3.35163111e-02 -8.23736359e-02
-1.20569685e-01 6.48963297e-02 8.77155477e-04 -3.15021610e-01
-2.85572752e-01]
[ -1.66321677e-01 -1.47416522e-01 -5.02081754e-02 -1.63967903e-01
-1.31048452e-01 -2.95088211e-01 -4.97798333e-03 -1.36461535e-01
-2.22554805e-01 3.91468110e-02 2.09611531e-01 -4.58142025e-02
-1.55801780e-01]
[ -1.31748391e-01 -1.75341737e-01 -1.12918226e-01 -2.86712979e-01
9.08744539e-02 -1.74414954e-02 -1.79256382e-01 -1.61113071e-01
1.14959787e-01 -9.07743561e-02 -1.33152372e-01 -8.66093310e-02
-3.09319173e-01]
[ -4.34224900e-02 -3.37990105e-02 -1.49031613e-01 -6.33714510e-02
-2.29155182e-01 6.29841774e-02 -7.32194762e-02 -4.45199712e-02
-2.29567982e-01 -9.00045060e-02 -9.79217572e-02 -3.64290978e-01
-1.91319143e-01]
[ -7.11173007e-02 2.48005390e-02 -1.28570615e-01 -3.14665611e-01
1.21170130e-01 2.05349718e-02 -2.10609451e-01 -1.52027890e-01
1.23594078e-01 -5.78929791e-02 -2.83612625e-01 -2.59578938e-01
-3.01372622e-01]
[ 8.04213119e-02 -3.10894987e-01 -8.32221092e-02 -4.56118772e-01
-2.24605355e-01 -8.90131222e-02 7.20418275e-02 1.05209907e-01
-6.19501815e-03 3.05671484e-01 -5.35158750e-01 -8.09153279e-01
4.49002102e-01]
[ -2.21932966e-01 -2.45927527e-01 -1.31070531e-01 -3.09202439e-01
-3.01842660e-01 -9.33317927e-02 2.05166831e-01 4.17613836e-02
2.89485068e-01 4.23577029e-02 -4.13126732e-01 -9.99696093e-01
6.35168280e-01]
[ -1.30459375e-02 -1.88447823e-01 2.24581210e-02 -3.16856880e-01
-1.72607061e-01 1.65867394e-01 2.05557642e-01 2.64156845e-01
-2.57193143e-02 2.42155290e-01 -2.36241147e-01 -1.07953615e+00
7.41542502e-01]
[ 2.30025782e-03 -4.58802502e-02 -1.24001267e-01 -1.33199742e-01
-1.80349596e-01 -4.67177751e-02 3.02547251e-01 1.70943898e-01
2.57658670e-01 3.77222092e-01 -4.92452111e-01 -9.88981852e-01
7.65978478e-01]
[ -8.12078669e-02 -2.81289550e-01 6.00868834e-02 -3.73901552e-01
-1.51304270e-01 1.17323646e-01 3.82096981e-01 1.49260984e-01
-5.84107449e-02 1.78654958e-01 -5.75380737e-01 -1.00692297e+00
8.86575132e-01]
[ 1.21602116e-01 -9.02329247e-02 1.65727912e-02 -1.82230437e-01
-8.35207612e-02 -1.80310130e-02 2.61369497e-01 3.78611054e-01
4.19484259e-01 2.71327039e-01 -5.63456711e-01 -9.11595989e-01
5.83219553e-01]
[ -5.01360659e-03 -1.36000129e-01 2.14391223e-02 1.48737267e-02
-9.01008518e-02 -2.83533347e-01 5.98857844e-02 3.41427959e-01
-5.71755632e-03 1.11339908e-01 -2.60442574e-01 -7.58742363e-01
2.61696934e-01]
[ 8.21152818e-02 1.08239592e-01 4.16011032e-03 1.45954006e-01
-8.88833961e-02 -5.93281924e-02 -1.86953622e-01 -1.41139179e-01
-2.67730141e-01 -1.35240890e-01 -1.18196132e-01 2.79176212e-01
-2.87937854e-01]
[ 4.12178106e-02 -1.01932033e-01 1.44770803e-01 3.10138146e-01
2.48769744e-01 8.61165317e-03 -3.99722075e-01 -3.50624873e-01
-6.27058182e-02 -5.43311396e-01 2.22551634e-01 1.02452970e+00
-5.99681027e-01]
[ 3.13604190e-02 7.87997148e-02 -2.13159338e-01 7.16203693e-02
3.28252058e-02 -1.81445151e-03 -1.77413176e-01 -3.42086326e-01
-2.84627099e-01 -2.17536799e-01 -3.98225001e-02 -7.93001375e-02
-1.92492468e-01]
[ -6.00414522e-02 -2.10734904e-01 6.11055350e-02 6.78488075e-02
-1.31784134e-01 -1.35129945e-01 8.09035476e-03 -3.48474085e-02
5.86771123e-02 -3.88313618e-01 -3.28607543e-01 -2.38547562e-01
3.83704769e-02]
[ 9.97281825e-03 -2.71430364e-01 5.60672280e-02 -2.84835480e-01
-1.93570679e-01 -2.32116464e-01 -2.72946478e-01 2.21572603e-02
-1.83395528e-02 7.84192493e-02 -1.98621163e-01 1.40727004e-01
5.75759065e-04]
[ 1.66769515e-01 5.54886914e-02 -1.07103022e-01 -2.61000103e-01
-5.65803094e-02 -1.02750471e-01 -2.06390979e-01 -1.69652433e-02
-2.03333184e-01 -2.57165377e-01 -1.93235752e-01 3.81583301e-01
-8.64945539e-02]
[ -1.75352262e-01 -1.82362386e-01 -1.13779692e-01 -2.58423288e-01
-5.24135817e-02 2.60423243e-02 -1.96442552e-01 -2.42536030e-01
-1.41305097e-01 -5.36917132e-02 -2.32233252e-01 2.19119508e-01
-1.53044638e-01]
[ -3.99982817e-02 -2.06179895e-01 -1.64054292e-01 -2.50495007e-01
-4.81258504e-02 4.23892337e-02 -6.85956338e-02 -7.35263410e-02
-2.38547155e-01 -3.17045554e-01 -4.90079954e-02 8.02348934e-02
-3.94717765e-02]
[ 1.09629296e-01 8.30581376e-02 -1.29705004e-02 -2.02888192e-01
-3.23142888e-01 6.98661956e-03 -1.82013264e-01 -3.04961553e-01
-3.25765077e-01 5.15249369e-04 -1.19089850e-01 1.57009765e-01
-6.09719400e-02]
[ -6.27794456e-02 -8.18837947e-03 -2.85256099e-01 -1.55258532e-02
7.12963603e-02 1.55166146e-01 -2.46117410e-01 -1.93327667e-01
-5.73408144e-02 -6.93807335e-02 1.91796048e-01 6.59803359e-01
-1.31364113e-01]
[ 1.18081165e-01 3.45479630e-01 -2.01473175e-01 7.32078603e-01
1.21026031e-01 -2.29356647e-04 -2.53121641e-01 -4.08578284e-01
-2.53732616e-01 -3.72213952e-01 7.59509695e-01 9.74467760e-01
-1.10028423e+00]
[ -2.24303386e-02 1.83749884e-01 4.80255375e-02 3.06737439e-01
7.09676342e-03 -6.81092156e-02 -3.12138654e-01 -3.83020752e-01
-3.02628415e-01 -2.73976758e-01 5.69045664e-01 1.01101588e+00
-1.04091810e+00]
[ -4.25216638e-02 -1.32472633e-01 -1.52602655e-01 3.04600295e-01
-1.75838217e-01 2.34922232e-01 -7.43063642e-02 -2.08718844e-01
-2.41996436e-01 -4.14687305e-01 1.97272628e-01 5.20286251e-01
-4.90425325e-01]
[ 7.94389867e-02 -3.81847461e-01 -5.17636605e-02 6.91920966e-04
-1.13342496e-01 1.99559412e-01 6.67853076e-02 1.60131519e-01
-1.84562131e-01 -2.99931283e-02 -5.22538241e-02 3.61439059e-01
-2.92943786e-01]
[ 2.05965048e-01 -2.93977197e-01 -1.19742686e-01 -8.25413896e-02
-2.13157118e-01 1.22283763e-01 2.20247193e-02 -1.36256753e-01
-6.11529795e-02 -7.45452415e-02 -1.48836243e-01 -1.71154120e-01
-1.54761327e-01]
[ -1.33524908e-01 -8.13897957e-02 3.88637235e-02 -2.57738071e-01
-5.97257573e-02 -1.40930683e-01 4.85111996e-02 -5.92560477e-03
-8.81349636e-02 9.26231282e-03 -3.26828625e-01 -4.61153084e-01
-6.51253501e-02]
[ -1.40992633e-01 -1.36602039e-01 -6.82023610e-02 -2.74134505e-01
-3.46395513e-01 -2.88655559e-01 1.57120138e-01 1.38187334e-01
1.43323437e-02 1.17228106e-01 -2.58163537e-01 -8.11197519e-01
2.26674265e-02]
[ -1.50543559e-01 -2.49082020e-01 -2.99643482e-01 -6.30787654e-01
-2.97726157e-01 -2.08610095e-01 -2.68966991e-01 3.23119663e-02
-2.19401975e-03 -4.49954626e-01 -5.34364707e-01 -5.52726106e-01
-7.74730575e-01]
[ -1.20815957e-01 1.31476422e-01 1.50826051e-02 9.48798069e-02
-2.04091964e-01 -1.74193680e-01 -1.50514374e-01 7.48458846e-04
-1.36095426e-01 -1.68020856e-01 -1.31941043e-01 -3.34654566e-01
-4.25421814e-02]
[ -3.59694817e-01 -1.16572588e-01 -2.72975583e-01 2.46423575e-01
-1.98936514e-01 -2.31154426e-01 -9.43149481e-02 -1.09256909e-01
2.22071366e-02 1.48224073e-02 9.43942332e-02 -2.89099920e-01
8.37065307e-02]
[ -1.28624922e-01 -4.55024934e-02 -2.53999205e-01 9.33986614e-02
-2.26401305e-01 -2.78788815e-01 -3.50861633e-01 -1.36611835e-02
2.50384795e-02 -1.22278837e-01 -2.41856859e-01 -3.29082747e-01
6.22900163e-02]
[ -2.32479232e-01 -5.33030617e-01 -3.38116067e-01 -1.94955655e-01
-3.24083317e-01 -2.30887147e-01 -5.29451654e-02 -2.48674092e-01
5.61023607e-02 -2.30753438e-01 -1.13628497e-01 -2.92600797e-01
-2.63611275e-02]
[ -2.18675261e-01 -2.96131402e-01 -3.19464997e-01 -1.02754202e-01
-9.09353753e-02 -1.49866012e-01 -7.26383843e-02 2.28199227e-02
-1.95590722e-01 -4.97523801e-01 -2.40278519e-01 -1.96240401e-01
1.09495433e-02]
[ -1.04778717e-01 -9.92033759e-03 -2.39564636e-01 -7.03605204e-01
-2.62761577e-01 -2.58837371e-01 1.34371732e-02 -4.32788693e-01
1.12462942e-01 -1.43855311e-01 -5.15023379e-01 -2.71216705e-01
-7.42825385e-01]]
Progress: 22.8% ... Training loss: 0.227 ... Validation loss: 0.385[[-0.19904145]
[ 0.25769737]
[-0.15007662]
[ 1.0240244 ]
[ 0.26050034]
[-0.0595455 ]
[-0.84456077]
[-0.90772357]
[-0.62790247]
[-0.94736926]
[ 1.22282374]
[ 2.97372833]
[-1.97684037]]
[[ -5.31318887e-01 -4.90833499e-01 -5.88773621e-01 -6.29219249e-02
-2.92603912e-01 -5.93863897e-01 -1.18849335e-01 -2.62585125e-01
-3.90501387e-01 -3.53809063e-01 2.26949385e-01 8.90930188e-01
2.11850947e-01]
[ 6.85253689e-03 -1.38555434e-01 4.94207440e-02 -7.03479390e-02
-4.22769500e-02 5.85072376e-02 -1.17607838e-01 2.06806531e-01
-1.40165471e-01 -1.85809178e-01 -9.42067642e-02 -1.43558839e-01
5.87755608e-02]
[ -2.49553287e-01 1.43382385e-01 -2.99409775e-02 1.45060388e-01
8.34087567e-02 -1.28612396e-01 5.20508704e-03 -1.55544291e-01
2.53287230e-01 -3.37764954e-01 1.94610956e-01 7.07964081e-01
7.28823330e-01]
[ 2.14864581e-01 -2.41804470e-01 -2.79060547e-01 4.87597085e-02
-2.81263226e-01 7.32295726e-03 1.97543545e-01 -5.15831197e-01
1.98631598e-01 -2.42809304e-01 -1.81308215e-01 -2.72988731e-01
-1.87251626e-01]
[ 1.32517193e-01 4.69470759e-03 1.15629690e-01 -1.03423234e-01
-2.60030442e-02 7.37306442e-02 -1.00702839e-01 -7.73335145e-02
9.26798451e-02 2.36864413e-01 4.97491276e-02 -1.32346474e-01
-1.83502289e-01]
[ -4.80518903e-01 -6.07107539e-01 -6.01693553e-01 -6.09029387e-01
-5.87887681e-01 -5.63973739e-01 -3.14653111e-01 -1.52628718e-01
-4.41167709e-01 -2.29213163e-01 -5.29452639e-01 -7.43326732e-01
-5.65370534e-01]
[ -4.15288741e-01 -5.87280539e-01 -3.22999375e-01 -3.76797008e-01
-4.13556964e-01 -5.62152656e-01 -4.18282826e-01 -4.66786578e-01
-2.92505605e-01 -1.21669712e-01 -4.37464949e-01 -3.69388970e-01
-4.32957825e-01]
[ -3.40128747e-01 -3.41924256e-01 -4.82103598e-01 -1.73762365e-01
-3.17320667e-01 -4.22655554e-01 -3.01816411e-01 -2.57324176e-01
-3.05330718e-01 -5.46604711e-01 -2.71415753e-01 -6.90542371e-01
-4.83725190e-01]
[ -4.67103752e-01 -3.50595740e-01 -3.79490286e-01 -1.96607020e-01
-3.39593436e-01 -2.15983358e-01 -5.42999450e-02 -4.27860544e-01
-2.51697808e-01 -4.37232920e-01 -1.68236863e-01 -2.62938948e-01
-1.66300450e-01]
[ -9.53467986e-01 -9.44844647e-01 -9.81036826e-01 -7.31280657e-01
-1.03492925e+00 -9.86072146e-01 -5.79520682e-01 -5.81031053e-01
-7.41511471e-01 -5.51328846e-01 -7.33904035e-01 -6.09205765e-01
-7.43399665e-01]
[ -5.13079955e-01 -2.66053929e-01 -4.71978215e-01 -3.39199355e-01
-3.46025396e-01 -3.62066108e-01 -5.90160323e-01 -6.07062075e-01
-6.52104793e-01 -1.17069480e-01 -4.93457994e-01 -6.65093116e-01
-5.06347626e-01]
[ -1.15323912e-01 2.22992676e-02 -3.39555995e-01 -4.39711190e-01
-1.06574554e-01 -7.32792779e-02 -1.77421890e-01 -3.59284905e-01
-1.56551857e-01 9.21900788e-02 -4.58473404e-01 -9.51828477e-01
-5.17560042e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57403355e-01 -1.19413248e-01 1.64439769e-01 -2.81011727e-01
-1.30804908e-01 1.13387487e-01 -1.19269971e-01 1.89005724e-02
-7.99650003e-02 7.57772900e-02 -1.84054239e-01 -3.82527832e-01
-4.39062251e-03]
[ -8.55346141e-02 -2.64190841e-01 -1.80125997e-01 -2.85222093e-01
-4.77702815e-01 -8.58419462e-02 -5.00903429e-02 6.81270154e-04
-6.16669957e-02 1.24548467e-02 -2.09240376e-01 -3.25942655e-01
-2.73251695e-01]
[ -6.91465259e-02 -1.89195418e-02 -2.32436382e-01 -2.62557504e-01
1.23106789e-01 -1.62130660e-01 -1.64578313e-01 9.85251088e-02
-1.84181862e-03 7.99651857e-02 -1.87101529e-01 2.85520635e-02
-6.11635081e-02]
[ 3.66401662e-02 -1.66877006e-01 -1.48374323e-01 -8.59293887e-02
-1.24770104e-01 -1.06495108e-01 1.13309952e-01 -1.41405091e-01
-8.47211374e-03 2.41262541e-02 -3.30900815e-02 -1.59189363e-01
3.16277852e-02]
[ -2.89313056e-01 -1.40952042e-01 -7.60545257e-02 -9.54573210e-02
-3.01408336e-01 -2.74614020e-01 -3.75187695e-01 2.78105597e-02
-3.19747850e-01 -2.17278503e-01 1.79034024e-01 -5.66045539e-02
2.07098683e-01]
[ -2.25367451e-01 -1.21796768e-01 -9.09334692e-02 -3.60617794e-02
-8.29213034e-02 -1.18641673e-01 -7.43197783e-02 2.89590057e-02
-1.36563499e-01 -6.20713380e-02 2.43112669e-02 -1.67110106e-01
-6.17917828e-02]
[ -1.69324881e-01 -6.51399284e-02 -2.29429679e-01 -2.79308371e-01
-1.53430487e-01 -2.04038371e-01 -3.29330132e-01 -1.11574142e-01
1.29632497e-01 -2.18556956e-01 -3.43881254e-01 -2.31768322e-01
-3.06572194e-01]
[ -3.70744793e-01 -6.35796100e-02 -1.50049149e-01 -1.44326540e-01
-5.02439444e-02 -3.12816154e-01 3.35899888e-02 -8.30441992e-02
-1.20733544e-01 6.47261643e-02 1.72331172e-03 -3.13491593e-01
-2.86145739e-01]
[ -1.66529905e-01 -1.47101126e-01 -5.03607902e-02 -1.62019045e-01
-1.30720147e-01 -2.95141609e-01 -6.24820001e-03 -1.37688022e-01
-2.23163918e-01 3.83881107e-02 2.11771383e-01 -4.06569237e-02
-1.57194248e-01]
[ -1.32116069e-01 -1.74764131e-01 -1.13221597e-01 -2.85117831e-01
9.13861141e-02 -1.75688151e-02 -1.80944806e-01 -1.62668019e-01
1.13492475e-01 -9.31469680e-02 -1.30707127e-01 -8.06314626e-02
-3.12303378e-01]
[ -4.30937476e-02 -3.43104405e-02 -1.48813080e-01 -6.52403950e-02
-2.29532351e-01 6.30911167e-02 -7.15235159e-02 -4.26958551e-02
-2.28658213e-01 -8.82507554e-02 -1.00230262e-01 -3.69449889e-01
-1.90316717e-01]
[ -7.09786735e-02 2.45657897e-02 -1.28475553e-01 -3.15356447e-01
1.20973194e-01 2.05788366e-02 -2.09979909e-01 -1.51380363e-01
1.23986214e-01 -5.70489672e-02 -2.84716637e-01 -2.62288291e-01
-3.01280120e-01]
[ 8.01010947e-02 -3.10479335e-01 -8.34194310e-02 -4.54865589e-01
-2.24254979e-01 -8.90933910e-02 7.04830721e-02 1.03305613e-01
-7.59745062e-03 3.04187754e-01 -5.34056536e-01 -8.06763659e-01
4.44977216e-01]
[ -2.21854142e-01 -2.46067637e-01 -1.30996993e-01 -3.10147464e-01
-3.02006471e-01 -9.33050755e-02 2.06160999e-01 4.28754713e-02
2.90207294e-01 4.32048367e-02 -4.14370249e-01 -1.00293807e+00
6.38065118e-01]
[ -1.31320122e-02 -1.88369137e-01 2.24054222e-02 -3.16638287e-01
-1.72535628e-01 1.65837276e-01 2.05242299e-01 2.63818229e-01
-2.59794471e-02 2.41810152e-01 -2.35990443e-01 -1.07959846e+00
7.40933189e-01]
[ 2.38327978e-03 -4.59957554e-02 -1.23964657e-01 -1.33919502e-01
-1.80441603e-01 -4.66986645e-02 3.03288242e-01 1.71402949e-01
2.58164104e-01 3.77662714e-01 -4.93038891e-01 -9.90181212e-01
7.67777882e-01]
[ -8.13012388e-02 -2.81196270e-01 6.00122499e-02 -3.73428374e-01
-1.51189179e-01 1.17296201e-01 3.81491812e-01 1.48726736e-01
-5.87558427e-02 1.78024903e-01 -5.74887801e-01 -1.00607504e+00
8.85048044e-01]
[ 1.21662394e-01 -9.02625281e-02 1.65806495e-02 -1.82551396e-01
-8.35657585e-02 -1.80288250e-02 2.61969323e-01 3.79162872e-01
4.19828902e-01 2.71863257e-01 -5.63740449e-01 -9.12680630e-01
5.84312658e-01]
[ -4.92638167e-03 -1.36074619e-01 2.14743752e-02 1.44644958e-02
-9.01766953e-02 -2.83509290e-01 6.03151081e-02 3.41840263e-01
-5.48995676e-03 1.11649763e-01 -2.60674528e-01 -7.58698355e-01
2.62179232e-01]
[ 8.25486019e-02 1.07732313e-01 4.37963247e-03 1.44233459e-01
-8.92472305e-02 -5.92105929e-02 -1.85287039e-01 -1.40175077e-01
-2.66432053e-01 -1.33837804e-01 -1.19615328e-01 2.77496164e-01
-2.86876156e-01]
[ 4.12377772e-02 -1.02269644e-01 1.44892320e-01 3.11017243e-01
2.48499013e-01 8.63294161e-03 -4.00559845e-01 -3.48763489e-01
-6.19946174e-02 -5.42425288e-01 2.22118749e-01 1.02125604e+00
-6.00224764e-01]
[ 3.14303223e-02 7.87693605e-02 -2.13144119e-01 7.16754403e-02
3.28318242e-02 -1.79926867e-03 -1.77217816e-01 -3.41839461e-01
-2.84586243e-01 -2.17363274e-01 -3.96144496e-02 -7.79465468e-02
-1.93196790e-01]
[ -6.00073486e-02 -2.10744650e-01 6.11091038e-02 6.75772471e-02
-1.31815079e-01 -1.35127888e-01 8.14069947e-03 -3.48193460e-02
5.87512576e-02 -3.88058771e-01 -3.28760833e-01 -2.39673708e-01
3.89620584e-02]
[ 9.73923827e-03 -2.71207394e-01 5.59043377e-02 -2.84539254e-01
-1.93380891e-01 -2.32186151e-01 -2.73619030e-01 2.10545056e-02
-1.88513657e-02 7.72366065e-02 -1.98093414e-01 1.40899783e-01
2.32837724e-04]
[ 1.67107300e-01 5.50147644e-02 -1.06910785e-01 -2.62889835e-01
-5.71778353e-02 -1.02673435e-01 -2.05006177e-01 -1.47781219e-02
-2.02372537e-01 -2.54841552e-01 -1.95806803e-01 3.73600917e-01
-8.20107287e-02]
[ -1.75309678e-01 -1.82308628e-01 -1.13836691e-01 -2.58519084e-01
-5.23577365e-02 2.60490511e-02 -1.96396727e-01 -2.43523689e-01
-1.41421716e-01 -5.40188142e-02 -2.31359756e-01 2.22419658e-01
-1.54820760e-01]
[ -4.01010969e-02 -2.05954888e-01 -1.64112297e-01 -2.50069210e-01
-4.79032941e-02 4.23500816e-02 -6.93747734e-02 -7.41544309e-02
-2.39207916e-01 -3.17122451e-01 -4.81502551e-02 8.12865669e-02
-4.03641003e-02]
[ 1.09462821e-01 8.34911706e-02 -1.31620199e-02 -2.02226533e-01
-3.22824834e-01 6.92280162e-03 -1.83076293e-01 -3.06218613e-01
-3.26653814e-01 -6.73000368e-04 -1.17599483e-01 1.62765698e-01
-6.35161984e-02]
[ -6.27475374e-02 -8.31265443e-03 -2.85187945e-01 -1.61727806e-02
7.11587025e-02 1.55183242e-01 -2.45720781e-01 -1.92319384e-01
-5.71514753e-02 -6.84476242e-02 1.90567425e-01 6.56497875e-01
-1.29741158e-01]
[ 1.18316687e-01 3.45049846e-01 -2.01287691e-01 7.31082467e-01
1.20683152e-01 -1.41700617e-04 -2.51868249e-01 -4.07610920e-01
-2.52936047e-01 -3.70973864e-01 7.57868845e-01 9.70950902e-01
-1.09954057e+00]
[ -2.26849417e-02 1.84453031e-01 4.77216264e-02 3.09939891e-01
7.70705695e-03 -6.81887500e-02 -3.13491565e-01 -3.85299362e-01
-3.03773267e-01 -2.75768219e-01 5.73057735e-01 1.01804775e+00
-1.04568682e+00]
[ -4.23728550e-02 -1.32603488e-01 -1.52559684e-01 3.04639971e-01
-1.75937182e-01 2.34959890e-01 -7.40594593e-02 -2.08457914e-01
-2.41940754e-01 -4.14273301e-01 1.97677759e-01 5.20380181e-01
-4.92123082e-01]
[ 7.94777301e-02 -3.81899306e-01 -5.17238777e-02 7.20276727e-04
-1.13427721e-01 1.99567734e-01 6.70400275e-02 1.60223660e-01
-1.84337429e-01 -2.94073816e-02 -5.30108153e-02 3.60035276e-01
-2.92036480e-01]
[ 2.05843218e-01 -2.93833193e-01 -1.19823884e-01 -8.17649740e-02
-2.13032582e-01 1.22247303e-01 2.13855577e-02 -1.36871655e-01
-6.15759986e-02 -7.52468191e-02 -1.48018108e-01 -1.69552656e-01
-1.56148808e-01]
[ -1.33716700e-01 -8.11085505e-02 3.87244023e-02 -2.56380255e-01
-5.94722175e-02 -1.40985282e-01 4.72980227e-02 -6.84261317e-03
-8.90894160e-02 8.14591941e-03 -3.25430197e-01 -4.58881829e-01
-6.80939287e-02]
[ -1.40996864e-01 -1.36586698e-01 -6.82065447e-02 -2.74068938e-01
-3.46386388e-01 -2.88656932e-01 1.57048782e-01 1.38152499e-01
1.42873857e-02 1.17211402e-01 -2.58098794e-01 -8.11109744e-01
2.25276461e-02]
[ -1.50009394e-01 -2.49527082e-01 -2.99525197e-01 -6.33808555e-01
-2.98201958e-01 -2.08503519e-01 -2.66992215e-01 3.37616954e-02
-4.07163379e-04 -4.49170307e-01 -5.36134053e-01 -5.61749261e-01
-7.75995563e-01]
[ -1.21072157e-01 1.31858645e-01 1.48935915e-02 9.69227720e-02
-2.03767556e-01 -1.74258868e-01 -1.51829676e-01 -1.97390859e-05
-1.37369179e-01 -1.68341811e-01 -1.30384812e-01 -3.30676991e-01
-4.67377894e-02]
[ -3.59720446e-01 -1.16452932e-01 -2.72974403e-01 2.46720451e-01
-1.98901248e-01 -2.31170892e-01 -9.45461193e-02 -1.08985295e-01
2.18940702e-02 1.55789708e-02 9.44090306e-02 -2.89592132e-01
8.41032716e-02]
[ -1.28694513e-01 -4.51845592e-02 -2.54080484e-01 9.46826049e-02
-2.26215222e-01 -2.78827398e-01 -3.51360360e-01 -1.42687929e-02
2.44519653e-02 -1.22254993e-01 -2.40409289e-01 -3.30296068e-01
6.21745191e-02]
[ -2.32494872e-01 -5.33164605e-01 -3.38100608e-01 -1.94771480e-01
-3.24225561e-01 -2.30898125e-01 -5.29338054e-02 -2.49166807e-01
5.65319271e-02 -2.31132484e-01 -1.13475810e-01 -2.93557929e-01
-2.52588960e-02]
[ -2.18973783e-01 -2.95933398e-01 -3.19675288e-01 -9.99298026e-02
-9.05375183e-02 -1.49929648e-01 -7.46027802e-02 2.17595141e-02
-1.96622203e-01 -4.98385746e-01 -2.37453415e-01 -1.87206094e-01
7.57368465e-03]
[ -1.04520296e-01 -1.01483655e-02 -2.39499942e-01 -7.05499249e-01
-2.63064313e-01 -2.58768855e-01 1.46111403e-02 -4.32025668e-01
1.12849592e-01 -1.42369870e-01 -5.17297531e-01 -2.74417423e-01
-7.43617030e-01]]
Progress: 22.8% ... Training loss: 0.229 ... Validation loss: 0.383[[-0.19797715]
[ 0.25906476]
[-0.14997242]
[ 1.03287328]
[ 0.25994591]
[-0.05714546]
[-0.83989988]
[-0.90910629]
[-0.62429159]
[-0.94335913]
[ 1.22757568]
[ 2.97437894]
[-1.97548884]]
[[ -5.31190369e-01 -4.90682259e-01 -5.88802323e-01 -5.92310553e-02
-2.92750872e-01 -5.93787500e-01 -1.20498721e-01 -2.62794580e-01
-3.90853358e-01 -3.55361924e-01 2.32188604e-01 9.04586493e-01
2.06374438e-01]
[ 6.68281401e-03 -1.38190942e-01 4.92245751e-02 -6.89233949e-02
-4.19219586e-02 5.84361043e-02 -1.18604991e-01 2.05304230e-01
-1.40853359e-01 -1.86694110e-01 -9.25123338e-02 -1.39033609e-01
5.54963079e-02]
[ -2.49950704e-01 1.42821266e-01 -2.95232544e-02 1.46588321e-01
8.30638231e-02 -1.28592166e-01 3.48529052e-03 -1.53159008e-01
2.53473850e-01 -3.36055233e-01 1.95475660e-01 7.26015879e-01
7.36257111e-01]
[ 2.14746152e-01 -2.39516437e-01 -2.80098307e-01 5.95342292e-02
-2.78873401e-01 7.15746637e-03 1.94079995e-01 -5.26941146e-01
1.95056858e-01 -2.48282297e-01 -1.65878516e-01 -2.38242803e-01
-2.12211711e-01]
[ 1.32543302e-01 4.43943544e-03 1.15558087e-01 -1.04151698e-01
-2.55560553e-02 7.37037187e-02 -1.05383291e-01 -8.29325031e-02
9.03232477e-02 2.33294693e-01 5.29544235e-02 -1.17380780e-01
-1.89167691e-01]
[ -4.80192935e-01 -6.07339028e-01 -6.01623703e-01 -6.10731923e-01
-5.88198668e-01 -5.63900774e-01 -3.12867269e-01 -1.51615278e-01
-4.40191728e-01 -2.28001324e-01 -5.31633942e-01 -7.52096429e-01
-5.65240724e-01]
[ -4.15172028e-01 -5.87862318e-01 -3.22664002e-01 -3.78352122e-01
-4.14002679e-01 -5.62091983e-01 -4.19182261e-01 -4.65566730e-01
-2.92826384e-01 -1.20572883e-01 -4.40549706e-01 -3.75658650e-01
-4.40191420e-01]
[ -3.40210201e-01 -3.41923080e-01 -4.82059647e-01 -1.70970647e-01
-3.17343081e-01 -4.22665321e-01 -3.03194844e-01 -2.57289144e-01
-3.05804730e-01 -5.46292307e-01 -2.67732793e-01 -6.79292717e-01
-4.84051906e-01]
[ -4.67608013e-01 -3.49708634e-01 -3.79935980e-01 -1.93844812e-01
-3.38893094e-01 -2.16164719e-01 -5.61306764e-02 -4.29879564e-01
-2.53063201e-01 -4.40933398e-01 -1.65463181e-01 -2.59082332e-01
-1.69622143e-01]
[ -9.53613515e-01 -9.45159547e-01 -9.80865729e-01 -7.28949513e-01
-1.03514942e+00 -9.86059126e-01 -5.81606302e-01 -5.79990145e-01
-7.42720484e-01 -5.51166939e-01 -7.31328669e-01 -6.00855525e-01
-7.48786082e-01]
[ -5.12796431e-01 -2.66160486e-01 -4.71894158e-01 -3.40116773e-01
-3.46113670e-01 -3.62069114e-01 -5.89144240e-01 -6.06131606e-01
-6.51264384e-01 -1.15810041e-01 -4.95298619e-01 -6.71360478e-01
-5.06461997e-01]
[ -1.15604942e-01 2.27957390e-02 -3.39807668e-01 -4.38828641e-01
-1.06344882e-01 -7.33467810e-02 -1.78675111e-01 -3.61006981e-01
-1.57367456e-01 8.96893289e-02 -4.58017563e-01 -9.53844462e-01
-5.22811448e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57208522e-01 -1.19505845e-01 1.64451003e-01 -2.81406137e-01
-1.30910714e-01 1.13429908e-01 -1.18176412e-01 1.88991742e-02
-7.93352248e-02 7.62621677e-02 -1.84486269e-01 -3.84017677e-01
-4.81465873e-03]
[ -8.54307844e-02 -2.64289078e-01 -1.80092682e-01 -2.86306799e-01
-4.77829969e-01 -8.58239448e-02 -4.99438020e-02 7.74349462e-04
-6.14643086e-02 1.26134189e-02 -2.10092254e-01 -3.29489334e-01
-2.72803674e-01]
[ -6.88605428e-02 -1.93685586e-02 -2.32154954e-01 -2.64355947e-01
1.22613056e-01 -1.62052630e-01 -1.63360307e-01 1.01370164e-01
-1.11809535e-03 8.27522199e-02 -1.90503219e-01 1.74464721e-02
-5.95702296e-02]
[ 3.72270907e-02 -1.67948560e-01 -1.47839901e-01 -8.93569232e-02
-1.25658348e-01 -1.06309140e-01 1.14464551e-01 -1.39298642e-01
-7.41131251e-03 2.68872589e-02 -3.73726723e-02 -1.66906581e-01
2.97473091e-02]
[ -2.89771934e-01 -1.40099088e-01 -7.65030707e-02 -9.30414095e-02
-3.00625363e-01 -2.74752500e-01 -3.77110231e-01 2.51271747e-02
-3.21331621e-01 -2.20294565e-01 1.82827919e-01 -4.77199986e-02
2.00853573e-01]
[ -2.25430937e-01 -1.22209080e-01 -9.07574801e-02 -3.64916134e-02
-8.33234764e-02 -1.18621523e-01 -7.46728277e-02 3.02032795e-02
-1.36426003e-01 -6.15123311e-02 2.25811027e-02 -1.70124580e-01
-5.93437147e-02]
[ -1.69325385e-01 -6.52060166e-02 -2.29380922e-01 -2.79735508e-01
-1.53502754e-01 -2.04033128e-01 -3.28733959e-01 -1.11141883e-01
1.30073723e-01 -2.17929164e-01 -3.45140500e-01 -2.33490552e-01
-3.03549906e-01]
[ -3.70580363e-01 -6.37927905e-02 -1.49940247e-01 -1.44152057e-01
-5.04806327e-02 -3.12775774e-01 3.36465714e-02 -8.24229944e-02
-1.20634532e-01 6.49731679e-02 2.39384817e-03 -3.10395047e-01
-2.87299116e-01]
[ -1.66851183e-01 -1.46506963e-01 -5.06075595e-02 -1.58217400e-01
-1.30074343e-01 -2.95238612e-01 -8.45298915e-03 -1.39806674e-01
-2.24411973e-01 3.69610980e-02 2.17335664e-01 -2.83232000e-02
-1.61940703e-01]
[ -1.32144804e-01 -1.74509047e-01 -1.13281102e-01 -2.83878447e-01
9.14452969e-02 -1.75944624e-02 -1.81184626e-01 -1.62883582e-01
1.13543982e-01 -9.40423300e-02 -1.30135471e-01 -8.21911467e-02
-3.14184421e-01]
[ -4.31418354e-02 -3.42267546e-02 -1.48881918e-01 -6.48854176e-02
-2.29425436e-01 6.30742840e-02 -7.14403957e-02 -4.27018160e-02
-2.28659763e-01 -8.83820512e-02 -9.98754346e-02 -3.68178710e-01
-1.90336921e-01]
[ -7.15367376e-02 2.52579000e-02 -1.28842462e-01 -3.13484508e-01
1.21625611e-01 2.04091164e-02 -2.11931053e-01 -1.53448422e-01
1.22289159e-01 -6.02839316e-02 -2.82523652e-01 -2.57651681e-01
-3.03193266e-01]
[ 7.99723023e-02 -3.10411914e-01 -8.34948167e-02 -4.54762427e-01
-2.24189387e-01 -8.91261730e-02 6.99462716e-02 1.02513948e-01
-7.82703900e-03 3.03239289e-01 -5.33903372e-01 -8.07408268e-01
4.44903625e-01]
[ -2.21911571e-01 -2.45956389e-01 -1.31041512e-01 -3.09777668e-01
-3.01915854e-01 -9.33240540e-02 2.05689448e-01 4.22847250e-02
2.89729117e-01 4.29180379e-02 -4.13982074e-01 -1.00211995e+00
6.36701730e-01]
[ -1.31172297e-02 -1.88360018e-01 2.24075055e-02 -3.16623164e-01
-1.72529809e-01 1.65840416e-01 2.05302276e-01 2.63884186e-01
-2.59750962e-02 2.41948136e-01 -2.35989919e-01 -1.07952854e+00
7.40924615e-01]
[ 2.29539381e-03 -4.58859773e-02 -1.24023765e-01 -1.33778038e-01
-1.80376596e-01 -4.67225473e-02 3.03287176e-01 1.71407733e-01
2.57969316e-01 3.77214169e-01 -4.93145795e-01 -9.91100827e-01
7.67911305e-01]
[ -8.13674882e-02 -2.81109276e-01 5.99488064e-02 -3.73191727e-01
-1.51093663e-01 1.17273642e-01 3.81042240e-01 1.48168681e-01
-5.90125329e-02 1.77442320e-01 -5.74531438e-01 -1.00549575e+00
8.83917367e-01]
[ 1.21482423e-01 -9.00867198e-02 1.64785452e-02 -1.82023995e-01
-8.33864493e-02 -1.80748193e-02 2.61398801e-01 3.78505257e-01
4.19384363e-01 2.70883646e-01 -5.63413320e-01 -9.13174035e-01
5.83477908e-01]
[ -4.92638167e-03 -1.36074619e-01 2.14743752e-02 1.44644958e-02
-9.01766953e-02 -2.83509290e-01 6.03151081e-02 3.41840263e-01
-5.48995676e-03 1.11649763e-01 -2.60674528e-01 -7.58698355e-01
2.62179232e-01]
[ 8.23780531e-02 1.07994652e-01 4.24758073e-03 1.46628054e-01
-8.90093109e-02 -5.92545997e-02 -1.86575302e-01 -1.41588384e-01
-2.67080521e-01 -1.35294613e-01 -1.17150160e-01 2.84690568e-01
-2.91520487e-01]
[ 4.18059674e-02 -1.02633154e-01 1.45056420e-01 3.09276368e-01
2.47862825e-01 8.78044499e-03 -3.97783881e-01 -3.47183572e-01
-5.99807385e-02 -5.40514891e-01 2.19648059e-01 1.01159931e+00
-5.99713361e-01]
[ 3.15283106e-02 7.86001038e-02 -2.13104308e-01 7.10253403e-02
3.27055311e-02 -1.77816674e-03 -1.76487749e-01 -3.41251182e-01
-2.84253296e-01 -2.16917779e-01 -4.03710247e-02 -8.05484782e-02
-1.92238192e-01]
[ -5.99659247e-02 -2.10802413e-01 6.11388210e-02 6.73044234e-02
-1.31859132e-01 -1.35114077e-01 8.34919542e-03 -3.46649658e-02
5.88790157e-02 -3.87898812e-01 -3.28975263e-01 -2.39999199e-01
3.93922873e-02]
[ 9.47164747e-03 -2.71166461e-01 5.58192334e-02 -2.85222454e-01
-1.93420546e-01 -2.32228625e-01 -2.74453271e-01 2.16173757e-02
-1.98001985e-02 7.55427916e-02 -1.98385005e-01 1.42607894e-01
1.51023724e-03]
[ 1.67011521e-01 5.51014617e-02 -1.06980952e-01 -2.62638340e-01
-5.70799899e-02 -1.02703852e-01 -2.05608571e-01 -1.52747891e-02
-2.02829122e-01 -2.55301206e-01 -1.95208815e-01 3.76416920e-01
-8.35981328e-02]
[ -1.75527226e-01 -1.81916252e-01 -1.14015748e-01 -2.57990317e-01
-5.20167022e-02 2.59733079e-02 -1.97604415e-01 -2.44232979e-01
-1.42236430e-01 -5.56710161e-02 -2.30179978e-01 2.25981156e-01
-1.55484623e-01]
[ -4.05065865e-02 -2.05176589e-01 -1.64495744e-01 -2.48392797e-01
-4.71720883e-02 4.22194005e-02 -7.13175480e-02 -7.69845424e-02
-2.41121995e-01 -3.19366518e-01 -4.49707011e-02 9.04622023e-02
-4.57224916e-02]
[ 1.09744871e-01 8.28174271e-02 -1.28152085e-02 -2.05148523e-01
-3.23393702e-01 7.01382885e-03 -1.81085446e-01 -3.03965384e-01
-3.24761958e-01 1.56930767e-03 -1.21913868e-01 1.52270034e-01
-5.63235219e-02]
[ -6.27516941e-02 -8.39878451e-03 -2.85150638e-01 -1.62679196e-02
7.10929256e-02 1.55189786e-01 -2.45783982e-01 -1.92045616e-01
-5.70689470e-02 -6.82408938e-02 1.90601935e-01 6.56311981e-01
-1.29637326e-01]
[ 1.18057587e-01 3.45901059e-01 -2.01494738e-01 7.35188900e-01
1.21430996e-01 -2.38433838e-04 -2.53743869e-01 -4.09013065e-01
-2.54510964e-01 -3.72137471e-01 7.62742964e-01 9.80717145e-01
-1.10516271e+00]
[ -2.17437810e-02 1.83129506e-01 4.85258102e-02 3.06144952e-01
6.49768434e-03 -6.79329162e-02 -3.10593378e-01 -3.80989204e-01
-3.01112881e-01 -2.69443766e-01 5.67306332e-01 1.00180731e+00
-1.04383492e+00]
[ -4.23022421e-02 -1.33035528e-01 -1.52404081e-01 3.05013810e-01
-1.76293659e-01 2.35001481e-01 -7.38385456e-02 -2.06915781e-01
-2.41445701e-01 -4.13232213e-01 1.97081335e-01 5.20798200e-01
-4.90610308e-01]
[ 7.92370918e-02 -3.81623608e-01 -5.19063012e-02 2.38261583e-03
-1.13114507e-01 1.99488425e-01 6.57465371e-02 1.58632741e-01
-1.85222128e-01 -3.10719664e-02 -5.10489649e-02 3.64043890e-01
-2.94764962e-01]
[ 2.05831177e-01 -2.93828270e-01 -1.19832893e-01 -8.16006193e-02
-2.13015583e-01 1.22244094e-01 2.12351729e-02 -1.36950560e-01
-6.16746264e-02 -7.53383571e-02 -1.47799300e-01 -1.68777545e-01
-1.56618411e-01]
[ -1.33702571e-01 -8.11293985e-02 3.87343741e-02 -2.56536273e-01
-5.94907666e-02 -1.40980689e-01 4.74454578e-02 -6.79564898e-03
-8.89988902e-02 8.22323911e-03 -3.25593412e-01 -4.59161790e-01
-6.77959267e-02]
[ -1.40977017e-01 -1.36637713e-01 -6.81997846e-02 -2.74009409e-01
-3.46387853e-01 -2.88652797e-01 1.56981704e-01 1.38138789e-01
1.43486047e-02 1.17258544e-01 -2.57979722e-01 -8.10090059e-01
2.19904022e-02]
[ -1.48978119e-01 -2.50919246e-01 -2.98812847e-01 -6.39643681e-01
-2.99793751e-01 -2.08192065e-01 -2.62662744e-01 3.77532748e-02
2.55608834e-03 -4.44476144e-01 -5.43638173e-01 -5.81071332e-01
-7.73171382e-01]
[ -1.21754705e-01 1.32939197e-01 1.43849517e-02 1.03112434e-01
-2.02713073e-01 -1.74499254e-01 -1.55723945e-01 -3.88653730e-03
-1.39598248e-01 -1.71109142e-01 -1.24124107e-01 -3.17711976e-01
-5.33380281e-02]
[ -3.60082466e-01 -1.15867263e-01 -2.73227229e-01 2.49746789e-01
-1.98293825e-01 -2.31293977e-01 -9.63175732e-02 -1.10791757e-01
2.07190017e-02 1.29902749e-02 9.78604496e-02 -2.82658334e-01
8.09197088e-02]
[ -1.28898239e-01 -4.47941153e-02 -2.54188080e-01 9.66992955e-02
-2.25884035e-01 -2.78893836e-01 -3.52799836e-01 -1.49409316e-02
2.31350673e-02 -1.22890142e-01 -2.38643336e-01 -3.26769273e-01
5.81806792e-02]
[ -2.32556396e-01 -5.33533502e-01 -3.37913196e-01 -1.95756874e-01
-3.24609012e-01 -2.30892569e-01 -5.24049912e-02 -2.47076206e-01
5.74102554e-02 -2.30083344e-01 -1.16214937e-01 -3.00174525e-01
-1.94321373e-02]
[ -2.18864475e-01 -2.96190059e-01 -3.19536986e-01 -9.98736694e-02
-9.08053792e-02 -1.49873455e-01 -7.49426896e-02 2.28151562e-02
-1.96475948e-01 -4.97300306e-01 -2.36832680e-01 -1.87071438e-01
6.49997180e-03]
[ -1.04494096e-01 -1.01122955e-02 -2.39665464e-01 -7.07671277e-01
-2.62893074e-01 -2.58769639e-01 1.48752061e-02 -4.32568789e-01
1.12398588e-01 -1.44286843e-01 -5.17962515e-01 -2.71972128e-01
-7.48168809e-01]]
Progress: 22.9% ... Training loss: 0.233 ... Validation loss: 0.385[[-0.21055109]
[ 0.24746514]
[-0.15597876]
[ 1.01267031]
[ 0.24888928]
[-0.06564121]
[-0.85619173]
[-0.91341036]
[-0.64364476]
[-0.95308368]
[ 1.20889309]
[ 2.94682241]
[-1.99861849]]
[[ -5.30042172e-01 -4.92293183e-01 -5.88358384e-01 -6.81489012e-02
-2.94409176e-01 -5.93566878e-01 -1.13337011e-01 -2.57888102e-01
-3.84979915e-01 -3.50373498e-01 2.22597282e-01 8.82381686e-01
2.21130070e-01]
[ 6.64287424e-03 -1.38163009e-01 4.91760883e-02 -6.88486305e-02
-4.19033993e-02 5.84246948e-02 -1.18796852e-01 2.04231267e-01
-1.40874971e-01 -1.87602642e-01 -9.20436696e-02 -1.37135424e-01
5.53065600e-02]
[ -2.49351650e-01 1.40665058e-01 -2.85995709e-02 1.34155960e-01
8.07415122e-02 -1.28350201e-01 1.10153357e-02 -1.40132010e-01
2.60008989e-01 -3.29893785e-01 1.79326792e-01 6.77695461e-01
7.61778370e-01]
[ 2.17681763e-01 -2.42161857e-01 -2.78705604e-01 4.83985841e-02
-2.81137023e-01 7.80452651e-03 2.08428273e-01 -5.18731176e-01
2.03397953e-01 -2.33537963e-01 -1.81058811e-01 -2.80817400e-01
-2.03914139e-01]
[ 1.33853047e-01 3.29340212e-03 1.16331810e-01 -1.05813448e-01
-2.65401317e-02 7.40023686e-02 -1.02837738e-01 -8.03296995e-02
9.35684880e-02 2.41826496e-01 4.78835594e-02 -1.27282222e-01
-1.82156878e-01]
[ -4.80394873e-01 -6.07056449e-01 -6.01938476e-01 -6.09811283e-01
-5.87924509e-01 -5.63968213e-01 -3.13692391e-01 -1.55071217e-01
-4.40643536e-01 -2.30387408e-01 -5.30251959e-01 -7.46025692e-01
-5.65629606e-01]
[ -4.14485372e-01 -5.88334981e-01 -3.22392531e-01 -3.82646808e-01
-4.14577604e-01 -5.61964573e-01 -4.16389984e-01 -4.64306781e-01
-2.90724493e-01 -1.16754485e-01 -4.45019678e-01 -3.87318124e-01
-4.37090537e-01]
[ -3.39179310e-01 -3.43927795e-01 -4.81327294e-01 -1.81019413e-01
-3.19268180e-01 -4.22405621e-01 -2.95469783e-01 -2.49941990e-01
-2.99427876e-01 -5.41257983e-01 -2.80637252e-01 -7.14726747e-01
-4.67154957e-01]
[ -4.67352241e-01 -3.49820724e-01 -3.79851072e-01 -1.95247541e-01
-3.39036690e-01 -2.16103152e-01 -5.59348146e-02 -4.29924830e-01
-2.52406132e-01 -4.40929853e-01 -1.65310006e-01 -2.56737652e-01
-1.69747619e-01]
[ -9.53252020e-01 -9.45845141e-01 -9.80774028e-01 -7.36205690e-01
-1.03612769e+00 -9.86008649e-01 -5.76831670e-01 -5.78315704e-01
-7.37743430e-01 -5.51673498e-01 -7.37536376e-01 -6.18805775e-01
-7.33840184e-01]
[ -5.11926589e-01 -2.67230228e-01 -4.71352060e-01 -3.45130392e-01
-3.47105040e-01 -3.61831365e-01 -5.86473397e-01 -6.02757995e-01
-6.48962908e-01 -1.10674233e-01 -5.01243508e-01 -6.83912182e-01
-5.01320408e-01]
[ -1.15064896e-01 2.22441849e-02 -3.39667509e-01 -4.41384387e-01
-1.06744707e-01 -7.32537693e-02 -1.76232510e-01 -3.60949137e-01
-1.55961980e-01 9.15302618e-02 -4.61704239e-01 -9.62020594e-01
-5.23415462e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57460005e-01 -1.19289707e-01 1.64228093e-01 -2.79805656e-01
-1.30617270e-01 1.13357835e-01 -1.19420037e-01 1.67897571e-02
-8.02503899e-02 7.39476698e-02 -1.82377475e-01 -3.78366709e-01
-6.85992450e-03]
[ -8.55236171e-02 -2.64143900e-01 -1.80208993e-01 -2.85763233e-01
-4.77708672e-01 -8.58561225e-02 -5.04891131e-02 -6.88764247e-04
-6.17822309e-02 1.12457710e-02 -2.09010897e-01 -3.26355273e-01
-2.73988095e-01]
[ -6.85681844e-02 -1.95550139e-02 -2.32079516e-01 -2.66313574e-01
1.22382358e-01 -1.61990747e-01 -1.62329096e-01 1.01324746e-01
-1.13312597e-04 8.45691874e-02 -1.92665300e-01 1.39444206e-02
-5.71445905e-02]
[ 3.76251573e-02 -1.68234716e-01 -1.47668464e-01 -9.13285673e-02
-1.26042777e-01 -1.06234283e-01 1.16347344e-01 -1.38469251e-01
-5.85157398e-03 2.86949150e-02 -4.01623869e-02 -1.76287146e-01
3.16257194e-02]
[ -2.89643236e-01 -1.40125963e-01 -7.64626827e-02 -9.31837675e-02
-3.00678022e-01 -2.74718677e-01 -3.76909913e-01 2.50478149e-02
-3.21308696e-01 -2.19720188e-01 1.83161355e-01 -4.68282214e-02
2.00247401e-01]
[ -2.25415908e-01 -1.22530973e-01 -9.06156647e-02 -3.94954705e-02
-8.36991641e-02 -1.18619793e-01 -7.34877258e-02 3.27798559e-02
-1.35473774e-01 -5.97666988e-02 1.81227608e-02 -1.79023842e-01
-5.21808264e-02]
[ -1.69061147e-01 -6.59113226e-02 -2.29159288e-01 -2.83380004e-01
-1.54215893e-01 -2.03939245e-01 -3.25921803e-01 -1.07482326e-01
1.32606120e-01 -2.16414289e-01 -3.49039611e-01 -2.46779961e-01
-2.94096308e-01]
[ -3.70394694e-01 -6.40169262e-02 -1.49826389e-01 -1.45991344e-01
-5.07005926e-02 -3.12740961e-01 3.50230761e-02 -8.19923279e-02
-1.19441464e-01 6.54068446e-02 5.84530311e-04 -3.15810144e-01
-2.87016313e-01]
[ -1.66363115e-01 -1.47041398e-01 -5.04575417e-02 -1.61256111e-01
-1.30593464e-01 -2.95134870e-01 -6.46331334e-03 -1.39351737e-01
-2.22818390e-01 3.75667453e-02 2.14569387e-01 -3.47909408e-02
-1.61351915e-01]
[ -1.32024091e-01 -1.74640024e-01 -1.13198536e-01 -2.84482969e-01
9.13195521e-02 -1.75640114e-02 -1.80298787e-01 -1.62140688e-01
1.14076910e-01 -9.32371734e-02 -1.30807255e-01 -8.30963726e-02
-3.12819641e-01]
[ -4.29654331e-02 -3.44997274e-02 -1.48745024e-01 -6.57344943e-02
-2.29631911e-01 6.31258947e-02 -7.12557021e-02 -4.24282013e-02
-2.28288367e-01 -8.76050153e-02 -1.00866491e-01 -3.69962237e-01
-1.89907458e-01]
[ -7.14902814e-02 2.52789014e-02 -1.28863331e-01 -3.13402517e-01
1.21669322e-01 2.04078115e-02 -2.11802333e-01 -1.53612854e-01
1.22443204e-01 -6.02126280e-02 -2.82338829e-01 -2.56363695e-01
-3.03460305e-01]
[ 7.99692497e-02 -3.10360474e-01 -8.35028430e-02 -4.54944572e-01
-2.24142333e-01 -8.91348522e-02 7.00482511e-02 1.02890855e-01
-7.80934565e-03 3.03946933e-01 -5.34329601e-01 -8.08862995e-01
4.45664964e-01]
[ -2.21928639e-01 -2.45963268e-01 -1.31040603e-01 -3.10033962e-01
-3.01931431e-01 -9.33297846e-02 2.05788189e-01 4.25546502e-02
2.89757911e-01 4.30601913e-02 -4.14277655e-01 -1.00311919e+00
6.37570166e-01]
[ -1.30844040e-02 -1.88365518e-01 2.24057678e-02 -3.16647869e-01
-1.72530057e-01 1.65844936e-01 2.05508401e-01 2.64050352e-01
-2.59361001e-02 2.42122411e-01 -2.36048005e-01 -1.07959395e+00
7.41008553e-01]
[ 2.35261002e-03 -4.59815053e-02 -1.23996960e-01 -1.34573379e-01
-1.80455264e-01 -4.67082464e-02 3.03949307e-01 1.71853201e-01
2.58477753e-01 3.77628830e-01 -4.93800267e-01 -9.92651795e-01
7.69701778e-01]
[ -8.13714452e-02 -2.81111885e-01 5.99408776e-02 -3.73332079e-01
-1.51100945e-01 1.17268020e-01 3.81180800e-01 1.48209320e-01
-5.89879797e-02 1.77343023e-01 -5.74609414e-01 -1.00600378e+00
8.84237768e-01]
[ 1.21504660e-01 -9.00740995e-02 1.64860920e-02 -1.82169085e-01
-8.34004587e-02 -1.80712404e-02 2.61577583e-01 3.78603945e-01
4.19580936e-01 2.71083105e-01 -5.63772027e-01 -9.14226295e-01
5.84230610e-01]
[ -4.80567771e-03 -1.36210865e-01 2.15356076e-02 1.36519410e-02
-9.03211741e-02 -2.83488173e-01 6.14625592e-02 3.42773397e-01
-4.69474155e-03 1.12320087e-01 -2.61661209e-01 -7.60748930e-01
2.63506981e-01]
[ 8.23372409e-02 1.08040491e-01 4.22557762e-03 1.46933937e-01
-8.89623551e-02 -5.92643851e-02 -1.86813628e-01 -1.41761773e-01
-2.67219274e-01 -1.35472262e-01 -1.16886663e-01 2.85376695e-01
-2.91939989e-01]
[ 4.21401937e-02 -1.03012671e-01 1.45160566e-01 3.07158977e-01
2.47483002e-01 8.82782029e-03 -3.95202071e-01 -3.47576097e-01
-5.79388400e-02 -5.40434561e-01 2.17362306e-01 1.00179874e+00
-5.97742991e-01]
[ 3.16651229e-02 7.83527283e-02 -2.13025801e-01 7.03598783e-02
3.25038214e-02 -1.74437135e-03 -1.75826259e-01 -3.40414368e-01
-2.83863557e-01 -2.16156286e-01 -4.12738740e-02 -8.25821872e-02
-1.91163449e-01]
[ -6.00389132e-02 -2.10809763e-01 6.11207910e-02 6.75431179e-02
-1.31857543e-01 -1.35121796e-01 7.96728809e-03 -3.49223034e-02
5.85304894e-02 -3.88052950e-01 -3.28579711e-01 -2.37445656e-01
3.83563520e-02]
[ 9.48449907e-03 -2.71144679e-01 5.58598272e-02 -2.85391223e-01
-1.93412985e-01 -2.32224617e-01 -2.75047905e-01 2.18348106e-02
-1.99012699e-02 7.59566856e-02 -1.98635364e-01 1.43235609e-01
1.47844673e-03]
[ 1.66975595e-01 5.50453588e-02 -1.06954023e-01 -2.63459903e-01
-5.71511130e-02 -1.02706334e-01 -2.05340668e-01 -1.48961406e-02
-2.02588145e-01 -2.55350122e-01 -1.96642044e-01 3.74446024e-01
-8.12826769e-02]
[ -1.75627606e-01 -1.82081388e-01 -1.14061474e-01 -2.58917905e-01
-5.21888773e-02 2.59487388e-02 -1.97688862e-01 -2.44332694e-01
-1.41729197e-01 -5.67997010e-02 -2.30966479e-01 2.25486229e-01
-1.53459801e-01]
[ -4.03273733e-02 -2.05527113e-01 -1.64351701e-01 -2.51513567e-01
-4.75088710e-02 4.22747220e-02 -6.93063336e-02 -7.53617019e-02
-2.39947716e-01 -3.18093490e-01 -4.89545194e-02 8.16126592e-02
-3.92022104e-02]
[ 1.09413310e-01 8.36123926e-02 -1.31695784e-02 -2.03407914e-01
-3.22823960e-01 6.91146126e-03 -1.83711349e-01 -3.07236666e-01
-3.25903251e-01 -1.66607757e-03 -1.18095604e-01 1.62987009e-01
-6.17886471e-02]
[ -6.24938131e-02 -8.78146873e-03 -2.84997724e-01 -1.81888110e-02
7.06728471e-02 1.55270186e-01 -2.44465286e-01 -1.90495701e-01
-5.59253002e-02 -6.63050371e-02 1.88105432e-01 6.49651471e-01
-1.26039523e-01]
[ 1.18008735e-01 3.45925739e-01 -2.01507817e-01 7.35556807e-01
1.21461338e-01 -2.59060524e-04 -2.53893810e-01 -4.08905329e-01
-2.54587324e-01 -3.72224259e-01 7.62977370e-01 9.81961678e-01
-1.10507592e+00]
[ -2.08563066e-02 1.82185230e-01 4.89210356e-02 3.02914492e-01
5.76685161e-03 -6.77356350e-02 -3.07797462e-01 -3.80118637e-01
-2.99257230e-01 -2.65818126e-01 5.63408922e-01 9.91963831e-01
-1.04478332e+00]
[ -4.23386592e-02 -1.32917781e-01 -1.52495524e-01 3.06389637e-01
-1.76120104e-01 2.34979650e-01 -7.45836379e-02 -2.07952563e-01
-2.41962812e-01 -4.13887076e-01 1.99236169e-01 5.24899338e-01
-4.94123268e-01]
[ 7.95763619e-02 -3.82110727e-01 -5.16535035e-02 -7.92941149e-04
-1.13671871e-01 1.99593316e-01 6.78052165e-02 1.60557296e-01
-1.83595701e-01 -2.96599729e-02 -5.44432283e-02 3.53877368e-01
-2.87929571e-01]
[ 2.05807815e-01 -2.93830516e-01 -1.19843639e-01 -8.15632082e-02
-2.13010949e-01 1.22238762e-01 2.11840500e-02 -1.37125762e-01
-6.16386886e-02 -7.55715419e-02 -1.47715257e-01 -1.68932457e-01
-1.56526156e-01]
[ -1.33665582e-01 -8.11652863e-02 3.87501549e-02 -2.56576835e-01
-5.95399346e-02 -1.40972678e-01 4.77523842e-02 -6.36726016e-03
-8.87687530e-02 8.45988364e-03 -3.25781301e-01 -4.60195992e-01
-6.75938579e-02]
[ -1.40908959e-01 -1.36708693e-01 -6.81601659e-02 -2.74355786e-01
-3.46459427e-01 -2.88631416e-01 1.57204751e-01 1.38383091e-01
1.44995370e-02 1.17500236e-01 -2.58293286e-01 -8.10007697e-01
2.22625696e-02]
[ -1.49328636e-01 -2.50246814e-01 -2.99142629e-01 -6.38377254e-01
-2.99130326e-01 -2.08303543e-01 -2.64148805e-01 3.47349389e-02
1.27386743e-03 -4.46919500e-01 -5.41463005e-01 -5.71685347e-01
-7.78650889e-01]
[ -1.21462604e-01 1.32335360e-01 1.45930761e-02 9.97187305e-02
-2.03246235e-01 -1.74419358e-01 -1.52949798e-01 -1.79808386e-03
-1.37938643e-01 -1.69865981e-01 -1.28105128e-01 -3.27563847e-01
-4.47083337e-02]
[ -3.59771067e-01 -1.16454177e-01 -2.72970846e-01 2.46136561e-01
-1.98919138e-01 -2.31202125e-01 -9.36535239e-02 -1.07875917e-01
2.27923915e-02 1.60053390e-02 9.32827141e-02 -2.93496662e-01
8.93613934e-02]
[ -1.28236263e-01 -4.59393801e-02 -2.53782615e-01 9.10843598e-02
-2.26936361e-01 -2.78713044e-01 -3.50016165e-01 -1.22798975e-02
2.57844295e-02 -1.19547375e-01 -2.44885064e-01 -3.37810503e-01
6.64879182e-02]
[ -2.32642523e-01 -5.33435046e-01 -3.37960236e-01 -1.93821138e-01
-3.24512430e-01 -2.30928749e-01 -5.31735410e-02 -2.46942666e-01
5.73701709e-02 -2.30059064e-01 -1.14697412e-01 -3.01143900e-01
-1.97104880e-02]
[ -2.18768283e-01 -2.96199803e-01 -3.19481249e-01 -1.00612880e-01
-9.08809339e-02 -1.49842921e-01 -7.43878014e-02 2.33315868e-02
-1.95988699e-01 -4.97118664e-01 -2.37332361e-01 -1.89690122e-01
8.41644947e-03]
[ -1.03647737e-01 -1.08443119e-02 -2.39440393e-01 -7.12340904e-01
-2.63736187e-01 -2.58623816e-01 1.82411380e-02 -4.32759855e-01
1.15535295e-01 -1.43180219e-01 -5.22194316e-01 -2.84716712e-01
-7.50222574e-01]]
Progress: 22.9% ... Training loss: 0.230 ... Validation loss: 0.390[[-0.20186995]
[ 0.25288972]
[-0.14914508]
[ 1.01966428]
[ 0.25262284]
[-0.05571662]
[-0.84835248]
[-0.90181277]
[-0.63522624]
[-0.93699404]
[ 1.216832 ]
[ 2.95547448]
[-1.99649341]]
[[ -5.29962907e-01 -4.92444346e-01 -5.88305187e-01 -6.92486891e-02
-2.94475241e-01 -5.93545911e-01 -1.11683608e-01 -2.57074916e-01
-3.83663331e-01 -3.49996555e-01 2.22073934e-01 8.77629043e-01
2.25365708e-01]
[ 6.66619128e-03 -1.38030832e-01 4.91616715e-02 -6.87536560e-02
-4.18047173e-02 5.84096233e-02 -1.18771633e-01 2.04499859e-01
-1.41129713e-01 -1.87406687e-01 -9.19276543e-02 -1.36796272e-01
5.39394935e-02]
[ -2.49152496e-01 1.40064333e-01 -2.82769476e-02 1.35148195e-01
8.07616691e-02 -1.28380255e-01 1.42961882e-02 -1.34591579e-01
2.62327032e-01 -3.24472013e-01 1.78076486e-01 6.70591705e-01
7.66354669e-01]
[ 2.18067129e-01 -2.41257649e-01 -2.79070825e-01 5.01040449e-02
-2.80031826e-01 7.74310079e-03 2.12907264e-01 -5.16083537e-01
2.04280055e-01 -2.33103244e-01 -1.77310819e-01 -2.64427781e-01
-2.06007759e-01]
[ 1.31617836e-01 4.56855219e-03 1.15275392e-01 -9.88401041e-02
-2.52025239e-02 7.34699323e-02 -1.10238430e-01 -8.54601998e-02
8.78348891e-02 2.32766967e-01 5.34799097e-02 -1.19970212e-01
-1.77067035e-01]
[ -4.80818895e-01 -6.06859156e-01 -6.02174017e-01 -6.09423821e-01
-5.87869145e-01 -5.64069449e-01 -3.16148262e-01 -1.58189283e-01
-4.41763398e-01 -2.33776786e-01 -5.30235180e-01 -7.49453861e-01
-5.66491188e-01]
[ -4.15120474e-01 -5.87303899e-01 -3.23029559e-01 -3.77521667e-01
-4.13596210e-01 -5.62142980e-01 -4.20231252e-01 -4.70399749e-01
-2.94435451e-01 -1.21588027e-01 -4.36252151e-01 -3.70268487e-01
-4.52588035e-01]
[ -3.39093564e-01 -3.44616053e-01 -4.81067893e-01 -1.83023807e-01
-3.19635554e-01 -4.22462093e-01 -2.93553457e-01 -2.46362063e-01
-2.97617073e-01 -5.40005382e-01 -2.85095434e-01 -7.29034306e-01
-4.60804801e-01]
[ -4.67662624e-01 -3.49150633e-01 -3.80181532e-01 -1.95300383e-01
-3.38613907e-01 -2.16223767e-01 -5.63413022e-02 -4.31807219e-01
-2.52940326e-01 -4.43437939e-01 -1.63991141e-01 -2.52329660e-01
-1.71295959e-01]
[ -9.53707607e-01 -9.45274258e-01 -9.81402599e-01 -7.36521432e-01
-1.03564443e+00 -9.86175221e-01 -5.77806182e-01 -5.84787245e-01
-7.38085947e-01 -5.58904357e-01 -7.34975925e-01 -6.20569612e-01
-7.39144871e-01]
[ -5.11937352e-01 -2.67286442e-01 -4.71289044e-01 -3.44500621e-01
-3.47157740e-01 -3.61873107e-01 -5.86416758e-01 -6.01582486e-01
-6.49337734e-01 -1.09495212e-01 -5.01029875e-01 -6.82646525e-01
-5.02035097e-01]
[ -1.15882309e-01 2.29397235e-02 -3.40045582e-01 -4.38243048e-01
-1.06083105e-01 -7.35021862e-02 -1.80101936e-01 -3.63166600e-01
-1.58798848e-01 8.81036943e-02 -4.58833335e-01 -9.57800514e-01
-5.28953349e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57870079e-01 -1.18865209e-01 1.63958724e-01 -2.78573096e-01
-1.30217565e-01 1.13226072e-01 -1.21725279e-01 1.44632139e-02
-8.16454799e-02 7.07818963e-02 -1.80844415e-01 -3.75320773e-01
-1.04654053e-02]
[ -8.59440067e-02 -2.63782627e-01 -1.80524168e-01 -2.84977265e-01
-4.77451500e-01 -8.59633295e-02 -5.22803228e-02 -4.06348990e-03
-6.28836703e-02 8.08392359e-03 -2.07315766e-01 -3.23697063e-01
-2.74656008e-01]
[ -6.78809251e-02 -2.05892949e-02 -2.31460723e-01 -2.69020957e-01
1.21327945e-01 -1.61770514e-01 -1.59843134e-01 1.05665998e-01
1.97344544e-03 8.94422571e-02 -1.97738434e-01 -4.26312000e-04
-5.26555320e-02]
[ 3.74363303e-02 -1.68090807e-01 -1.47859268e-01 -9.13439866e-02
-1.25877168e-01 -1.06270455e-01 1.16018918e-01 -1.40011047e-01
-6.49327920e-03 2.71795863e-02 -3.94044053e-02 -1.74193928e-01
3.13341648e-02]
[ -2.90303220e-01 -1.39007041e-01 -7.70727027e-02 -8.86656193e-02
-2.99667848e-01 -2.74916060e-01 -3.80437954e-01 2.01214278e-02
-3.24497902e-01 -2.24159622e-01 1.91051047e-01 -2.84566876e-02
1.87029691e-01]
[ -2.25668882e-01 -1.22141001e-01 -9.07771415e-02 -3.71626898e-02
-8.32964836e-02 -1.18719495e-01 -7.49801468e-02 3.15760075e-02
-1.36487986e-01 -6.09501824e-02 2.02160669e-02 -1.77595598e-01
-5.54759858e-02]
[ -1.69080670e-01 -6.61103897e-02 -2.29059109e-01 -2.84163786e-01
-1.54312848e-01 -2.03940771e-01 -3.25708036e-01 -1.06420009e-01
1.33038871e-01 -2.16076087e-01 -3.50132543e-01 -2.50615216e-01
-2.91399016e-01]
[ -3.70356534e-01 -6.44495654e-02 -1.49694112e-01 -1.47337240e-01
-5.10310859e-02 -3.12749054e-01 3.61058685e-02 -8.04305991e-02
-1.18393799e-01 6.62629908e-02 -2.33354417e-03 -3.25258415e-01
-2.83349067e-01]
[ -1.66056873e-01 -1.47443947e-01 -5.02844885e-02 -1.62441009e-01
-1.30835504e-01 -2.95082372e-01 -4.65723871e-03 -1.37952925e-01
-2.21754604e-01 3.86016431e-02 2.12943593e-01 -3.68294576e-02
-1.59799827e-01]
[ -1.31802641e-01 -1.74596913e-01 -1.13187368e-01 -2.85305809e-01
9.12666910e-02 -1.75188826e-02 -1.78910541e-01 -1.61635303e-01
1.14961770e-01 -9.30452356e-02 -1.31217655e-01 -8.49353566e-02
-3.12751123e-01]
[ -4.33587089e-02 -3.39225051e-02 -1.49032511e-01 -6.46851393e-02
-2.29215775e-01 6.29994463e-02 -7.27894049e-02 -4.44458489e-02
-2.29431646e-01 -8.96728446e-02 -9.89537968e-02 -3.63999909e-01
-1.92326039e-01]
[ -7.16821067e-02 2.54987370e-02 -1.29008097e-01 -3.13005746e-01
1.21886775e-01 2.03415155e-02 -2.12587434e-01 -1.54604897e-01
1.21858104e-01 -6.14515901e-02 -2.81455371e-01 -2.54669505e-01
-3.03995372e-01]
[ 7.99434797e-02 -3.10329114e-01 -8.35149677e-02 -4.54847197e-01
-2.24115252e-01 -8.91410569e-02 6.99436524e-02 1.02799268e-01
-7.95087832e-03 3.03897404e-01 -5.34263032e-01 -8.08644195e-01
4.45272615e-01]
[ -2.21902358e-01 -2.46020566e-01 -1.31022961e-01 -3.10531860e-01
-3.01982764e-01 -9.33210193e-02 2.06230822e-01 4.28827132e-02
2.90109355e-01 4.32446043e-02 -4.14753296e-01 -1.00441163e+00
6.38747478e-01]
[ -1.31640223e-02 -1.88298810e-01 2.23660153e-02 -3.16712484e-01
-1.72505396e-01 1.65822626e-01 2.05363313e-01 2.63850249e-01
-2.61719506e-02 2.41917620e-01 -2.36221913e-01 -1.08035767e+00
7.41360033e-01]
[ 2.18758254e-03 -4.58617516e-02 -1.24093018e-01 -1.34302545e-01
-1.80362442e-01 -4.67491951e-02 3.03432136e-01 1.71013308e-01
2.58028083e-01 3.76761643e-01 -4.93474585e-01 -9.92707359e-01
7.69213796e-01]
[ -8.14572748e-02 -2.80997382e-01 5.98810415e-02 -3.72517190e-01
-1.50977733e-01 1.17239185e-01 3.80456750e-01 1.47751758e-01
-5.94919601e-02 1.76862351e-01 -5.74063843e-01 -1.00517681e+00
8.82285966e-01]
[ 1.21411417e-01 -8.99218549e-02 1.63850072e-02 -1.81822493e-01
-8.32266117e-02 -1.81198530e-02 2.61275339e-01 3.78108444e-01
4.19454675e-01 2.70698175e-01 -5.63554667e-01 -9.14667767e-01
5.83298787e-01]
[ -4.60370267e-03 -1.36378143e-01 2.16381573e-02 1.27554686e-02
-9.04854153e-02 -2.83441259e-01 6.25068393e-02 3.43630789e-01
-3.98052236e-03 1.13174823e-01 -2.62379626e-01 -7.61793350e-01
2.65022900e-01]
[ 8.25176483e-02 1.07744503e-01 4.32613083e-03 1.45768202e-01
-8.91688877e-02 -5.92393360e-02 -1.85602138e-01 -1.40760983e-01
-2.66051275e-01 -1.35295972e-01 -1.18752877e-01 2.78795578e-01
-2.89866872e-01]
[ 4.28298250e-02 -1.03672321e-01 1.45641518e-01 3.04909926e-01
2.46765104e-01 9.03417328e-03 -3.92284274e-01 -3.44340423e-01
-5.59366002e-02 -5.37869652e-01 2.14049012e-01 9.91688642e-01
-5.96480089e-01]
[ 3.17610400e-02 7.82629594e-02 -2.12982935e-01 6.98860934e-02
3.23997841e-02 -1.70777824e-03 -1.75315296e-01 -3.40180527e-01
-2.83584728e-01 -2.16018400e-01 -4.16084357e-02 -8.34637897e-02
-1.90339920e-01]
[ -6.01136911e-02 -2.10728180e-01 6.10404085e-02 6.77238303e-02
-1.31789593e-01 -1.35143906e-01 7.44100210e-03 -3.61474810e-02
5.82688603e-02 -3.88868877e-01 -3.28066208e-01 -2.36176796e-01
3.79537875e-02]
[ 8.86731455e-03 -2.70840976e-01 5.54575796e-02 -2.85219980e-01
-1.93126546e-01 -2.32368022e-01 -2.76994775e-01 1.93462572e-02
-2.15837514e-02 7.17007527e-02 -1.97553594e-01 1.46617316e-01
1.48129540e-03]
[ 1.66702789e-01 5.51316856e-02 -1.07053954e-01 -2.64425076e-01
-5.71730324e-02 -1.02785340e-01 -2.06183236e-01 -1.55254266e-02
-2.02392598e-01 -2.56350116e-01 -1.96967360e-01 3.73111149e-01
-7.99080222e-02]
[ -1.75644249e-01 -1.82085944e-01 -1.14056726e-01 -2.59157971e-01
-5.22000327e-02 2.59434982e-02 -1.97817154e-01 -2.44292599e-01
-1.41889459e-01 -5.65464305e-02 -2.31269944e-01 2.25481619e-01
-1.53004551e-01]
[ -4.04837077e-02 -2.05480896e-01 -1.64424371e-01 -2.52153480e-01
-4.74861593e-02 4.22260901e-02 -6.95705775e-02 -7.55856091e-02
-2.40042587e-01 -3.18749678e-01 -4.96011713e-02 7.96082157e-02
-3.71874613e-02]
[ 1.09521076e-01 8.33622799e-02 -1.30755431e-02 -2.04857446e-01
-3.23054810e-01 6.94769714e-03 -1.82799810e-01 -3.06451664e-01
-3.25146102e-01 -7.01738215e-04 -1.20273927e-01 1.57722701e-01
-5.78849992e-02]
[ -6.29669923e-02 -7.89645799e-03 -2.85389354e-01 -1.47751460e-02
7.15298038e-02 1.55092160e-01 -2.47108372e-01 -1.94057227e-01
-5.85746058e-02 -6.92969184e-02 1.93705826e-01 6.63706841e-01
-1.35383541e-01]
[ 1.17875388e-01 3.46295512e-01 -2.01665472e-01 7.37898163e-01
1.21866909e-01 -3.06768884e-04 -2.54948862e-01 -4.10485959e-01
-2.55382227e-01 -3.73349813e-01 7.65938001e-01 9.86487354e-01
-1.10884327e+00]
[ -2.08495865e-02 1.82056782e-01 4.90092042e-02 3.03175818e-01
5.56566555e-03 -6.77198984e-02 -3.07894386e-01 -3.79209055e-01
-2.99402831e-01 -2.65114539e-01 5.63154470e-01 9.90292884e-01
-1.04545332e+00]
[ -4.22958266e-02 -1.32895968e-01 -1.52494156e-01 3.06914047e-01
-1.76059648e-01 2.34981274e-01 -7.45617382e-02 -2.07768529e-01
-2.41931851e-01 -4.13538559e-01 1.99786518e-01 5.25494031e-01
-4.95432306e-01]
[ 7.90550099e-02 -3.81382339e-01 -5.20494368e-02 3.85529297e-03
-1.12888951e-01 1.99415322e-01 6.42603772e-02 1.56893133e-01
-1.86105459e-01 -3.29266151e-02 -4.87595869e-02 3.67342278e-01
-2.97639518e-01]
[ 2.05800932e-01 -2.93820577e-01 -1.19858820e-01 -8.14735438e-02
-2.13002914e-01 1.22234207e-01 2.11479650e-02 -1.37203791e-01
-6.16635930e-02 -7.56591863e-02 -1.47597571e-01 -1.68758570e-01
-1.56704717e-01]
[ -1.33616267e-01 -8.12197310e-02 3.87792266e-02 -2.56793115e-01
-5.95963115e-02 -1.40958906e-01 4.81230958e-02 -6.08312035e-03
-8.85299903e-02 8.73695859e-03 -3.26090816e-01 -4.61011973e-01
-6.71115600e-02]
[ -1.40871573e-01 -1.36808266e-01 -6.81412603e-02 -2.75202198e-01
-3.46534393e-01 -2.88625601e-01 1.57863535e-01 1.38546899e-01
1.49891856e-02 1.17743679e-01 -2.59411696e-01 -8.12531065e-01
2.44130408e-02]
[ -1.49361187e-01 -2.50113836e-01 -2.99356724e-01 -6.39736406e-01
-2.99082594e-01 -2.08332764e-01 -2.63164494e-01 3.29998545e-02
1.47441255e-03 -4.48891736e-01 -5.41649949e-01 -5.72920533e-01
-7.79686868e-01]
[ -1.21425281e-01 1.32231880e-01 1.46552832e-02 9.87826732e-02
-2.03367220e-01 -1.74421445e-01 -1.52182939e-01 -7.46237445e-04
-1.37549580e-01 -1.69440667e-01 -1.29182211e-01 -3.31228747e-01
-4.18567490e-02]
[ -3.60173056e-01 -1.16376355e-01 -2.73102053e-01 2.47325382e-01
-1.98744673e-01 -2.31319783e-01 -9.42234291e-02 -1.07346203e-01
2.24351394e-02 1.49823184e-02 9.37385510e-02 -2.93894645e-01
9.20064900e-02]
[ -1.28269083e-01 -4.58684736e-02 -2.53873592e-01 9.18672974e-02
-2.26840768e-01 -2.78742749e-01 -3.50703668e-01 -1.34858266e-02
2.52283927e-02 -1.20257217e-01 -2.44132702e-01 -3.34942699e-01
6.46755948e-02]
[ -2.32648528e-01 -5.33958882e-01 -3.37730965e-01 -1.94625045e-01
-3.25003566e-01 -2.30890392e-01 -5.32095106e-02 -2.45025625e-01
5.78338852e-02 -2.28931433e-01 -1.17477881e-01 -3.08965266e-01
-1.65229196e-02]
[ -2.19158538e-01 -2.95458214e-01 -3.19829268e-01 -9.68824721e-02
-9.00560535e-02 -1.49990011e-01 -7.69074669e-02 2.02048808e-02
-1.97894355e-01 -4.99436813e-01 -2.32961319e-01 -1.81719814e-01
4.60954312e-04]
[ -1.04105201e-01 -1.00300846e-02 -2.39891200e-01 -7.11488586e-01
-2.63174570e-01 -2.58793144e-01 1.55157110e-02 -4.37704233e-01
1.13746705e-01 -1.48188320e-01 -5.18084072e-01 -2.78713488e-01
-7.59660290e-01]]
Progress: 22.9% ... Training loss: 0.228 ... Validation loss: 0.390[[-0.19293926]
[ 0.27217829]
[-0.13559818]
[ 1.0442685 ]
[ 0.27055525]
[-0.04564543]
[-0.8360305 ]
[-0.87852442]
[-0.61433582]
[-0.91590434]
[ 1.2493487 ]
[ 2.99924843]
[-1.97611715]]
[[ -5.30190379e-01 -4.91748238e-01 -5.88461889e-01 -6.54449259e-02
-2.93910925e-01 -5.93567179e-01 -1.11504171e-01 -2.57549156e-01
-3.85203359e-01 -3.53020472e-01 2.28510083e-01 8.93272155e-01
2.17925642e-01]
[ 6.96963073e-03 -1.38301932e-01 4.94100972e-02 -7.04089949e-02
-4.20715788e-02 5.84933445e-02 -1.17849684e-01 2.06886662e-01
-1.40640380e-01 -1.84935755e-01 -9.44488378e-02 -1.42516780e-01
5.44044175e-02]
[ -2.51059195e-01 1.43651805e-01 -2.99108853e-02 1.51977648e-01
8.40688162e-02 -1.28932102e-01 3.87599701e-03 -1.47761529e-01
2.53377021e-01 -3.36938664e-01 2.01181570e-01 7.27263255e-01
7.35849287e-01]
[ 2.19693048e-01 -2.45359923e-01 -2.77107069e-01 3.22653940e-02
-2.84048889e-01 8.34334815e-03 2.26982132e-01 -4.96021732e-01
2.12809247e-01 -2.15493804e-01 -2.03996523e-01 -3.16179999e-01
-1.62441246e-01]
[ 1.29816517e-01 7.12935194e-03 1.14018331e-01 -8.39364344e-02
-2.24495884e-02 7.30347849e-02 -1.23183200e-01 -9.69893544e-02
7.71527691e-02 2.22921341e-01 7.17939760e-02 -7.25275752e-02
-2.08936649e-01]
[ -4.80980117e-01 -6.06633766e-01 -6.02190011e-01 -6.09780756e-01
-5.87683680e-01 -5.64062505e-01 -3.17668821e-01 -1.58441683e-01
-4.43261866e-01 -2.34858730e-01 -5.30026368e-01 -7.45640120e-01
-5.71045100e-01]
[ -4.15635072e-01 -5.86025838e-01 -3.23607255e-01 -3.71182685e-01
-4.12367221e-01 -5.62288838e-01 -4.22677269e-01 -4.75905742e-01
-2.96849766e-01 -1.27123191e-01 -4.26287833e-01 -3.52808459e-01
-4.63374264e-01]
[ -3.40002554e-01 -3.42525531e-01 -4.82056820e-01 -1.73299076e-01
-3.17681283e-01 -4.22779117e-01 -2.99052845e-01 -2.53557972e-01
-3.03328536e-01 -5.46565104e-01 -2.72782891e-01 -7.00819330e-01
-4.82754909e-01]
[ -4.67692705e-01 -3.49063487e-01 -3.80257362e-01 -1.95412356e-01
-3.38519005e-01 -2.16255329e-01 -5.59947131e-02 -4.32299842e-01
-2.52817244e-01 -4.43611445e-01 -1.64140976e-01 -2.52095065e-01
-1.70360547e-01]
[ -9.54893881e-01 -9.42273400e-01 -9.82697778e-01 -7.23016911e-01
-1.03285477e+00 -9.86556611e-01 -5.85662389e-01 -5.96531636e-01
-7.45444060e-01 -5.70467228e-01 -7.14375860e-01 -5.74189209e-01
-7.69947413e-01]
[ -5.12256675e-01 -2.66788168e-01 -4.71534392e-01 -3.42992801e-01
-3.46660462e-01 -3.61954005e-01 -5.87115889e-01 -6.02417663e-01
-6.50932642e-01 -1.10655559e-01 -5.00115064e-01 -6.80625696e-01
-5.05653656e-01]
[ -1.15991602e-01 2.31217126e-02 -3.40163501e-01 -4.37660585e-01
-1.05906411e-01 -7.35273982e-02 -1.80665973e-01 -3.64033956e-01
-1.59346992e-01 8.74765764e-02 -4.58012374e-01 -9.56478406e-01
-5.30887085e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57636288e-01 -1.19073274e-01 1.64151492e-01 -2.80286385e-01
-1.30518740e-01 1.13297088e-01 -1.20652858e-01 1.63895209e-02
-8.09908749e-02 7.23439119e-02 -1.82991074e-01 -3.81237749e-01
-9.15507282e-03]
[ -8.59725382e-02 -2.63701528e-01 -1.80649214e-01 -2.85492773e-01
-4.77328960e-01 -8.59748939e-02 -5.27981582e-02 -5.44598566e-03
-6.33840973e-02 6.81715722e-03 -2.07223601e-01 -3.23880016e-01
-2.76499453e-01]
[ -6.82284458e-02 -2.02319476e-02 -2.31571934e-01 -2.67476521e-01
1.21716401e-01 -1.61825896e-01 -1.61776163e-01 1.04747147e-01
4.23143739e-04 8.80342328e-02 -1.95762051e-01 8.10822526e-03
-5.67183670e-02]
[ 3.72154998e-02 -1.67752950e-01 -1.48047443e-01 -8.96486614e-02
-1.25424181e-01 -1.06330058e-01 1.14621892e-01 -1.42316754e-01
-7.56670653e-03 2.48871343e-02 -3.64209759e-02 -1.66688641e-01
2.60476258e-02]
[ -2.90279769e-01 -1.38900490e-01 -7.70808565e-02 -8.73549264e-02
-2.99634453e-01 -2.74898730e-01 -3.79927696e-01 1.95219204e-02
-3.24330820e-01 -2.24054464e-01 1.92783547e-01 -2.72260473e-02
1.87926762e-01]
[ -2.26121558e-01 -1.21056548e-01 -9.12873329e-02 -3.18155863e-02
-8.22191780e-02 -1.18862237e-01 -7.76874724e-02 2.73986057e-02
-1.38858386e-01 -6.54247112e-02 2.79952990e-02 -1.62266474e-01
-6.53532921e-02]
[ -1.69519371e-01 -6.56794201e-02 -2.29290538e-01 -2.81413549e-01
-1.53804388e-01 -2.04057885e-01 -3.27450387e-01 -1.07510534e-01
1.30814348e-01 -2.17381930e-01 -3.46262784e-01 -2.39988210e-01
-2.96561862e-01]
[ -3.70724820e-01 -6.31289083e-02 -1.50227062e-01 -1.41952472e-01
-4.99761369e-02 -3.12897180e-01 3.24956467e-02 -8.55413417e-02
-1.21034533e-01 6.19038622e-02 4.32150097e-03 -3.10874216e-01
-2.97045183e-01]
[ -1.65882797e-01 -1.47521057e-01 -5.02813342e-02 -1.63784937e-01
-1.30942371e-01 -2.95056771e-01 -2.44319841e-03 -1.36447520e-01
-2.21059601e-01 3.96839862e-02 2.10946131e-01 -4.21483207e-02
-1.57239899e-01]
[ -1.31829237e-01 -1.74569456e-01 -1.13206870e-01 -2.85108549e-01
9.13131347e-02 -1.75271175e-02 -1.79012117e-01 -1.61725834e-01
1.14867771e-01 -9.30723734e-02 -1.31057367e-01 -8.46525862e-02
-3.13096433e-01]
[ -4.34623811e-02 -3.37430152e-02 -1.49131422e-01 -6.42161540e-02
-2.29048789e-01 6.29528475e-02 -7.34457600e-02 -4.54165095e-02
-2.29855749e-01 -9.03865440e-02 -9.81313598e-02 -3.61425209e-01
-1.93161840e-01]
[ -7.17415027e-02 2.55391526e-02 -1.29036895e-01 -3.12537022e-01
1.21906921e-01 2.03294334e-02 -2.12837805e-01 -1.54837111e-01
1.21718168e-01 -6.17038630e-02 -2.81046651e-01 -2.53995636e-01
-3.04007343e-01]
[ 7.98334985e-02 -3.10165246e-01 -8.36245532e-02 -4.54382432e-01
-2.23919227e-01 -8.91721578e-02 6.92424320e-02 1.01517110e-01
-8.47735495e-03 3.02889488e-01 -5.33577873e-01 -8.06920793e-01
4.43039798e-01]
[ -2.22012480e-01 -2.45934894e-01 -1.31078931e-01 -3.10294607e-01
-3.01933663e-01 -9.33477949e-02 2.05834036e-01 4.26179399e-02
2.89740938e-01 4.27744290e-02 -4.14505544e-01 -1.00444528e+00
6.38376614e-01]
[ -1.32350582e-02 -1.88233781e-01 2.23062197e-02 -3.16741575e-01
-1.72456227e-01 1.65798757e-01 2.05306800e-01 2.63522146e-01
-2.62563335e-02 2.41483667e-01 -2.36262774e-01 -1.08131995e+00
7.41810769e-01]
[ 2.13076669e-03 -4.58237262e-02 -1.24120928e-01 -1.34175327e-01
-1.80317249e-01 -4.67616243e-02 3.03215752e-01 1.70816562e-01
2.57849490e-01 3.76413885e-01 -4.93313043e-01 -9.92501180e-01
7.68822500e-01]
[ -8.14153852e-02 -2.81036623e-01 5.98860664e-02 -3.72781534e-01
-1.51006136e-01 1.17244834e-01 3.81036167e-01 1.47832377e-01
-5.91244620e-02 1.76961582e-01 -5.74524886e-01 -1.00678280e+00
8.83505693e-01]
[ 1.21451118e-01 -8.99861777e-02 1.64232534e-02 -1.82562267e-01
-8.32994008e-02 -1.81106124e-02 2.61816565e-01 3.78510132e-01
4.19799964e-01 2.70974158e-01 -5.64233085e-01 -9.16708402e-01
5.85249392e-01]
[ -4.50177999e-03 -1.36476331e-01 2.17031141e-02 1.23999542e-02
-9.06006628e-02 -2.83422103e-01 6.30635866e-02 3.44372030e-01
-3.65939659e-03 1.13750088e-01 -2.62743027e-01 -7.62838069e-01
2.65767706e-01]
[ 8.25318904e-02 1.07923172e-01 4.28519166e-03 1.46305211e-01
-8.90337495e-02 -5.92509912e-02 -1.85271425e-01 -1.40618025e-01
-2.66119125e-01 -1.35697669e-01 -1.18601289e-01 2.78314638e-01
-2.91478997e-01]
[ 4.27223272e-02 -1.03670563e-01 1.45705710e-01 3.06389928e-01
2.46831681e-01 9.02265990e-03 -3.92543206e-01 -3.43312974e-01
-5.69415352e-02 -5.37921428e-01 2.15178341e-01 9.93369570e-01
-6.00078197e-01]
[ 3.17242166e-02 7.82135442e-02 -2.12987183e-01 7.03140021e-02
3.24293866e-02 -1.70971943e-03 -1.75652476e-01 -3.40428961e-01
-2.83662444e-01 -2.16509390e-01 -4.08493947e-02 -8.16822422e-02
-1.91184992e-01]
[ -6.05539803e-02 -2.10134354e-01 6.07435241e-02 6.97147368e-02
-1.31301147e-01 -1.35245686e-01 5.14885244e-03 -3.70405087e-02
5.64960944e-02 -3.90529295e-01 -3.25565193e-01 -2.31518920e-01
3.39271976e-02]
[ 8.67545202e-03 -2.70614757e-01 5.52972016e-02 -2.84721357e-01
-1.92913986e-01 -2.32419903e-01 -2.77589084e-01 1.80813612e-02
-2.20458149e-02 7.03652754e-02 -1.96739463e-01 1.47902727e-01
6.48706623e-04]
[ 1.66458748e-01 5.54143427e-02 -1.07124272e-01 -2.63765259e-01
-5.69215814e-02 -1.02819004e-01 -2.08015082e-01 -1.69482690e-02
-2.03578320e-01 -2.57713360e-01 -1.95519668e-01 3.82224264e-01
-8.27435616e-02]
[ -1.75533273e-01 -1.82481462e-01 -1.13935529e-01 -2.61342769e-01
-5.26072140e-02 2.59723667e-02 -1.96769204e-01 -2.42875530e-01
-1.40768016e-01 -5.56785656e-02 -2.33527639e-01 2.20239520e-01
-1.48414970e-01]
[ -4.08663995e-02 -2.04253180e-01 -1.64948318e-01 -2.47495290e-01
-4.62721707e-02 4.20707276e-02 -7.31912185e-02 -8.14016205e-02
-2.43081509e-01 -3.22189111e-01 -4.27476983e-02 9.72018780e-02
-4.94611285e-02]
[ 1.09417282e-01 8.36635092e-02 -1.32398051e-02 -2.04103454e-01
-3.22828569e-01 6.91873240e-03 -1.83778264e-01 -3.07844002e-01
-3.25803652e-01 -2.40785688e-03 -1.18245147e-01 1.63566862e-01
-6.13954443e-02]
[ -6.30923194e-02 -7.48958131e-03 -2.85568132e-01 -1.31431545e-02
7.20182335e-02 1.55043256e-01 -2.48108967e-01 -1.96211562e-01
-5.96456139e-02 -7.10318402e-02 1.96817543e-01 6.72113419e-01
-1.40697408e-01]
[ 1.17874399e-01 3.46819737e-01 -2.01876417e-01 7.40575654e-01
1.22453792e-01 -3.31111244e-04 -2.55788683e-01 -4.12808661e-01
-2.56218968e-01 -3.74399414e-01 7.69375527e-01 9.93882729e-01
-1.11502518e+00]
[ -2.12326485e-02 1.82703632e-01 4.86950630e-02 3.08089663e-01
6.13863995e-03 -6.78074089e-02 -3.09987180e-01 -3.81632889e-01
-3.01177451e-01 -2.68143317e-01 5.69373732e-01 1.00321990e+00
-1.05149933e+00]
[ -4.21529971e-02 -1.32754120e-01 -1.52498994e-01 3.08513695e-01
-1.75950060e-01 2.35001779e-01 -7.46446379e-02 -2.08017293e-01
-2.42468783e-01 -4.12836877e-01 2.01481811e-01 5.29401847e-01
-4.99733399e-01]
[ 7.92838732e-02 -3.81734491e-01 -5.18373017e-02 2.23701948e-03
-1.13307090e-01 1.99483060e-01 6.57932090e-02 1.58947948e-01
-1.85052779e-01 -3.08655073e-02 -5.15785450e-02 3.59778088e-01
-2.93195985e-01]
[ 2.05739048e-01 -2.93787701e-01 -1.19884040e-01 -8.11383326e-02
-2.12967003e-01 1.22217690e-01 2.08399819e-02 -1.37607152e-01
-6.18130910e-02 -7.60694289e-02 -1.47248073e-01 -1.68644816e-01
-1.56967682e-01]
[ -1.33493837e-01 -8.14617382e-02 3.89007827e-02 -2.58648136e-01
-5.98451093e-02 -1.40925554e-01 4.93784399e-02 -5.06827627e-03
-8.77426835e-02 1.00362749e-02 -3.28126349e-01 -4.66652172e-01
-6.30174536e-02]
[ -1.40863098e-01 -1.36803643e-01 -6.81788558e-02 -2.75554448e-01
-3.46537487e-01 -2.88629401e-01 1.58508439e-01 1.38881620e-01
1.52868710e-02 1.17445393e-01 -2.60012747e-01 -8.14829841e-01
2.52000652e-02]
[ -1.49391340e-01 -2.49911851e-01 -2.99518059e-01 -6.42115522e-01
-2.99043045e-01 -2.08405422e-01 -2.61978930e-01 3.15969839e-02
1.17054733e-03 -4.50295867e-01 -5.43755874e-01 -5.80670150e-01
-7.81665931e-01]
[ -1.21067619e-01 1.31635624e-01 1.50602986e-02 9.56066859e-02
-2.03961869e-01 -1.74310053e-01 -1.50334696e-01 3.46409755e-03
-1.36506299e-01 -1.65815669e-01 -1.33834100e-01 -3.44018102e-01
-3.70701621e-02]
[ -3.60939460e-01 -1.14473979e-01 -2.73985264e-01 2.57900402e-01
-1.96727367e-01 -2.31598708e-01 -1.00482154e-01 -1.16718719e-01
1.79128125e-02 7.72717994e-03 1.07539649e-01 -2.64537340e-01
7.35431198e-02]
[ -1.28680121e-01 -4.50394704e-02 -2.54242846e-01 9.69790100e-02
-2.26195803e-01 -2.78826151e-01 -3.52586221e-01 -1.58054616e-02
2.34663606e-02 -1.23261136e-01 -2.37702374e-01 -3.18167258e-01
5.72075845e-02]
[ -2.33067407e-01 -5.33472208e-01 -3.37975575e-01 -1.91307704e-01
-3.24363189e-01 -2.30993859e-01 -5.51525641e-02 -2.46573402e-01
5.57204932e-02 -2.30581731e-01 -1.13554373e-01 -2.99888488e-01
-2.22664706e-02]
[ -2.19260118e-01 -2.95133020e-01 -3.20042719e-01 -9.58546848e-02
-8.97244813e-02 -1.50023886e-01 -7.68197071e-02 1.91242587e-02
-1.98064468e-01 -5.01236642e-01 -2.30623025e-01 -1.80127657e-01
-1.46169640e-03]
[ -1.04349701e-01 -9.49794015e-03 -2.40082801e-01 -7.10370541e-01
-2.62790063e-01 -2.58819709e-01 1.33591006e-02 -4.39638072e-01
1.12073990e-01 -1.50050340e-01 -5.15483648e-01 -2.65252858e-01
-7.65225069e-01]]
Progress: 23.0% ... Training loss: 0.247 ... Validation loss: 0.383[[-0.2137936 ]
[ 0.24044846]
[-0.16181225]
[ 1.01226099]
[ 0.2423232 ]
[-0.06631474]
[-0.86811535]
[-0.91952028]
[-0.65136159]
[-0.9580757 ]
[ 1.20298085]
[ 2.92926517]
[-2.01793278]]
[[ -5.28432400e-01 -4.94617978e-01 -5.87149683e-01 -7.70387975e-02
-2.96801366e-01 -5.93180989e-01 -9.93875495e-02 -2.43892831e-01
-3.76096725e-01 -3.37188166e-01 2.06976028e-01 8.31411272e-01
2.46868045e-01]
[ 7.16864283e-03 -1.38548657e-01 4.95461801e-02 -7.19017314e-02
-4.22923695e-02 5.85414061e-02 -1.16728463e-01 2.08433414e-01
-1.40098627e-01 -1.83473596e-01 -9.64387884e-02 -1.46436259e-01
5.61687930e-02]
[ -2.50010056e-01 1.39127197e-01 -2.84295319e-02 1.34949271e-01
7.99414479e-02 -1.28603245e-01 1.35948120e-02 -1.36176163e-01
2.65547499e-01 -3.28655158e-01 1.75833368e-01 6.63294458e-01
7.86153779e-01]
[ 2.18180269e-01 -2.40204277e-01 -2.79321438e-01 4.91189630e-02
-2.79102600e-01 7.89044892e-03 2.18067762e-01 -5.20480904e-01
2.03798220e-01 -2.34779911e-01 -1.72715463e-01 -2.43038951e-01
-2.03146355e-01]
[ 1.32611903e-01 2.70464071e-03 1.16392846e-01 -1.01639654e-01
-2.67174094e-02 7.36480680e-02 -1.11220407e-01 -7.85626071e-02
8.95784362e-02 2.48035648e-01 4.15036490e-02 -1.52299995e-01
-1.71757842e-01]
[ -4.80502870e-01 -6.07567534e-01 -6.01737577e-01 -6.11653713e-01
-5.88431766e-01 -5.63925110e-01 -3.15306155e-01 -1.53224910e-01
-4.42113996e-01 -2.29247362e-01 -5.35470515e-01 -7.55559813e-01
-5.68984641e-01]
[ -4.14366935e-01 -5.88199159e-01 -3.22443595e-01 -3.81583225e-01
-4.14440384e-01 -5.62041827e-01 -4.15910394e-01 -4.67567765e-01
-2.89879033e-01 -1.16526352e-01 -4.40956504e-01 -3.95286998e-01
-4.41089918e-01]
[ -3.39106698e-01 -3.45114763e-01 -4.81219725e-01 -1.82926985e-01
-3.20134941e-01 -4.22533580e-01 -2.91471688e-01 -2.44572904e-01
-2.97150977e-01 -5.39733370e-01 -2.87981063e-01 -7.36984066e-01
-4.59256417e-01]
[ -4.66925809e-01 -3.50002227e-01 -3.79804915e-01 -1.99543520e-01
-3.39408695e-01 -2.16078524e-01 -5.15658568e-02 -4.29308867e-01
-2.49952763e-01 -4.39478125e-01 -1.70078976e-01 -2.68692723e-01
-1.65417522e-01]
[ -9.52457054e-01 -9.47367848e-01 -9.80398204e-01 -7.42463334e-01
-1.03761862e+00 -9.85966399e-01 -5.68746747e-01 -5.74515697e-01
-7.31667896e-01 -5.48581829e-01 -7.46776799e-01 -6.56544988e-01
-7.26055846e-01]
[ -5.11396073e-01 -2.68150373e-01 -4.71004274e-01 -3.48575322e-01
-3.47907194e-01 -3.61752299e-01 -5.83395762e-01 -5.99135099e-01
-6.48278915e-01 -1.06290231e-01 -5.07232692e-01 -6.98481879e-01
-4.98927320e-01]
[ -1.15880896e-01 2.29433046e-02 -3.40087557e-01 -4.38664211e-01
-1.06060431e-01 -7.35125678e-02 -1.80162188e-01 -3.63801667e-01
-1.58616240e-01 8.83991116e-02 -4.59742797e-01 -9.61427070e-01
-5.28718667e-01]
[ -1.85578572e-02 2.04183353e-01 1.01935074e-01 7.17101542e-02
8.39148330e-02 2.59380401e-02 9.56574433e-02 -8.80590284e-02
-1.62593838e-01 -2.57685363e-01 -2.49058212e-01 2.04129575e-01
1.05969451e-01]
[ -2.57313094e-01 -1.19534760e-01 1.64390633e-01 -2.82348217e-01
-1.30941266e-01 1.13385270e-01 -1.19228470e-01 1.90277895e-02
-8.01828541e-02 7.50833472e-02 -1.86316722e-01 -3.88911528e-01
-7.24616473e-03]
[ -8.57825214e-02 -2.63930350e-01 -1.80521495e-01 -2.86234058e-01
-4.77525344e-01 -8.59312958e-02 -5.17630390e-02 -3.92059429e-03
-6.28007619e-02 8.38746444e-03 -2.08475151e-01 -3.26969622e-01
-2.75164016e-01]
[ -6.80887553e-02 -2.07717130e-02 -2.31313265e-01 -2.67696082e-01
1.21248002e-01 -1.61787949e-01 -1.61579745e-01 1.07302514e-01
6.60922590e-04 9.11479852e-02 -1.98840408e-01 2.45502361e-03
-5.56251093e-02]
[ 3.76637966e-02 -1.68286028e-01 -1.47706192e-01 -9.31458985e-02
-1.25958390e-01 -1.06253594e-01 1.16507911e-01 -1.39829259e-01
-5.71436250e-03 2.81280069e-02 -4.09894398e-02 -1.79825180e-01
3.22021601e-02]
[ -2.90163790e-01 -1.39237695e-01 -7.69117048e-02 -8.92551101e-02
-2.99852173e-01 -2.74873648e-01 -3.78695803e-01 2.10506973e-02
-3.23097588e-01 -2.22293045e-01 1.90497517e-01 -3.24290162e-02
1.93361297e-01]
[ -2.25649308e-01 -1.21983664e-01 -9.08399540e-02 -3.53170499e-02
-8.31243572e-02 -1.18760728e-01 -7.48242345e-02 2.97216963e-02
-1.35716978e-01 -6.20461790e-02 2.26609045e-02 -1.79390933e-01
-5.76214196e-02]
[ -1.69292528e-01 -6.66303272e-02 -2.29047493e-01 -2.84060105e-01
-1.54645381e-01 -2.03982943e-01 -3.25810879e-01 -1.04515609e-01
1.33191346e-01 -2.15682819e-01 -3.51495183e-01 -2.50881036e-01
-2.87771367e-01]
[ -3.70465751e-01 -6.40701997e-02 -1.49893951e-01 -1.46333695e-01
-5.09093724e-02 -3.12815981e-01 3.58259014e-02 -8.16746632e-02
-1.18731099e-01 6.43470026e-02 -1.49652832e-03 -3.25621518e-01
-2.86604151e-01]
[ -1.65410221e-01 -1.48291871e-01 -4.99907469e-02 -1.67001262e-01
-1.31700840e-01 -2.94953848e-01 8.06518980e-04 -1.33894227e-01
-2.19183073e-01 4.26615820e-02 2.06272147e-01 -5.39911008e-02
-1.51415122e-01]
[ -1.31445654e-01 -1.74998499e-01 -1.13005077e-01 -2.87093374e-01
9.08780564e-02 -1.74404816e-02 -1.76399246e-01 -1.60484481e-01
1.16760467e-01 -9.09410176e-02 -1.34236614e-01 -9.57898966e-02
-3.09922736e-01]
[ -4.31682900e-02 -3.41962190e-02 -1.48936792e-01 -6.57393958e-02
-2.29405207e-01 6.30283745e-02 -7.19488778e-02 -4.42387863e-02
-2.29130533e-01 -8.88223351e-02 -1.00219263e-01 -3.66156663e-01
-1.92557910e-01]
[ -7.16589572e-02 2.54768232e-02 -1.28977737e-01 -3.12895857e-01
1.21810935e-01 2.03421727e-02 -2.12664562e-01 -1.54198682e-01
1.21847818e-01 -6.11503321e-02 -2.81459634e-01 -2.53924036e-01
-3.03713496e-01]
[ 7.97806031e-02 -3.10114514e-01 -8.36340560e-02 -4.54334917e-01
-2.23886091e-01 -8.91897645e-02 6.92695078e-02 1.01887165e-01
-8.54460713e-03 3.03058608e-01 -5.33782360e-01 -8.08631266e-01
4.43702651e-01]
[ -2.21919245e-01 -2.46082222e-01 -1.30998698e-01 -3.11355154e-01
-3.02098553e-01 -9.33221767e-02 2.06928615e-01 4.35982828e-02
2.90529551e-01 4.37728286e-02 -4.15907698e-01 -1.00736337e+00
6.41538394e-01]
[ -1.32674478e-02 -1.88235649e-01 2.22927251e-02 -3.16848847e-01
-1.72447198e-01 1.65789297e-01 2.05375083e-01 2.63454907e-01
-2.61490966e-02 2.41332376e-01 -2.36500217e-01 -1.08273863e+00
7.42661252e-01]
[ 2.19037822e-03 -4.59484410e-02 -1.24082313e-01 -1.35348420e-01
-1.80419239e-01 -4.67534896e-02 3.04333150e-01 1.71474585e-01
2.58662124e-01 3.77303271e-01 -4.94772266e-01 -9.96630640e-01
7.72070284e-01]
[ -8.14435179e-02 -2.80973092e-01 5.98667791e-02 -3.72358786e-01
-1.50955461e-01 1.17239924e-01 3.80834315e-01 1.47709075e-01
-5.93458289e-02 1.76767009e-01 -5.74198721e-01 -1.00628301e+00
8.82707102e-01]
[ 1.21521322e-01 -9.00893461e-02 1.64618818e-02 -1.83380368e-01
-8.34135632e-02 -1.81001757e-02 2.62851058e-01 3.79068997e-01
4.20441087e-01 2.71530673e-01 -5.65090072e-01 -9.20138214e-01
5.87917499e-01]
[ -4.33406973e-03 -1.36746996e-01 2.18242467e-02 1.21017981e-02
-9.07879871e-02 -2.83397558e-01 6.40167532e-02 3.45926469e-01
-3.14414321e-03 1.15305328e-01 -2.64215765e-01 -7.66019202e-01
2.65925237e-01]
[ 8.29850263e-02 1.07395182e-01 4.50172301e-03 1.44221969e-01
-8.94858053e-02 -5.91553364e-02 -1.82625707e-01 -1.39216586e-01
-2.64269298e-01 -1.33500722e-01 -1.21368313e-01 2.68619136e-01
-2.88918471e-01]
[ 4.28266888e-02 -1.03993923e-01 1.45920950e-01 3.06621302e-01
2.46505415e-01 9.05692056e-03 -3.91759349e-01 -3.43220829e-01
-5.59571320e-02 -5.37109174e-01 2.14308247e-01 9.89684216e-01
-6.00611013e-01]
[ 3.19195174e-02 7.79217659e-02 -2.12897912e-01 6.94511415e-02
3.22114830e-02 -1.66950038e-03 -1.75153506e-01 -3.40060534e-01
-2.82984741e-01 -2.15640063e-01 -4.15150315e-02 -8.21085227e-02
-1.89990686e-01]
[ -6.03069500e-02 -2.10489818e-01 6.09497951e-02 6.75743304e-02
-1.31610246e-01 -1.35195568e-01 6.53124860e-03 -3.55525076e-02
5.77748016e-02 -3.89063777e-01 -3.27777820e-01 -2.37048860e-01
3.81857306e-02]
[ 8.92274585e-03 -2.71018713e-01 5.54895938e-02 -2.86896909e-01
-1.93312874e-01 -2.32369583e-01 -2.76069958e-01 1.94288762e-02
-2.06349978e-02 7.24115432e-02 -1.99677762e-01 1.40345830e-01
5.35479881e-03]
[ 1.66664787e-01 5.50338618e-02 -1.06964361e-01 -2.64801220e-01
-5.72761576e-02 -1.02778226e-01 -2.07373966e-01 -1.55205112e-02
-2.02950481e-01 -2.56091980e-01 -1.97165784e-01 3.77647681e-01
-8.03889933e-02]
[ -1.75270687e-01 -1.82885272e-01 -1.13680368e-01 -2.64620539e-01
-5.31785714e-02 2.60474124e-02 -1.94592618e-01 -2.40775078e-01
-1.39188978e-01 -5.30312594e-02 -2.38841879e-01 2.06786522e-01
-1.40779227e-01]
[ -4.10976406e-02 -2.04163443e-01 -1.65049351e-01 -2.47980123e-01
-4.62240964e-02 4.20377952e-02 -7.37428431e-02 -8.16077320e-02
-2.43572118e-01 -3.23385447e-01 -4.27259470e-02 9.85787528e-02
-4.83902011e-02]
[ 1.09638378e-01 8.31192989e-02 -1.29675004e-02 -2.05683002e-01
-3.23215320e-01 6.97052720e-03 -1.82940001e-01 -3.06195977e-01
-3.24867322e-01 -4.65533291e-04 -1.20888706e-01 1.56554774e-01
-5.70993600e-02]
[ -6.28082853e-02 -8.55695445e-03 -2.85264421e-01 -1.66425154e-02
7.09953164e-02 1.55142365e-01 -2.45915147e-01 -1.92284276e-01
-5.69890423e-02 -6.86058056e-02 1.90364648e-01 6.58641310e-01
-1.30756950e-01]
[ 1.18040246e-01 3.46468211e-01 -2.01747540e-01 7.39595563e-01
1.22259539e-01 -2.94586928e-04 -2.55289206e-01 -4.11724126e-01
-2.55777158e-01 -3.73429017e-01 7.67931022e-01 9.90162701e-01
-1.11451213e+00]
[ -2.07746197e-02 1.81752081e-01 4.90408063e-02 3.05401492e-01
5.30926722e-03 -6.76931745e-02 -3.07681735e-01 -3.78776846e-01
-2.99941332e-01 -2.65095588e-01 5.64768900e-01 9.91704348e-01
-1.05007734e+00]
[ -4.21173275e-02 -1.32822248e-01 -1.52474843e-01 3.08132652e-01
-1.76019382e-01 2.35010439e-01 -7.44480741e-02 -2.07585707e-01
-2.42306275e-01 -4.12456436e-01 2.00896172e-01 5.27718171e-01
-4.99095012e-01]
[ 7.95709536e-02 -3.82079516e-01 -5.16268648e-02 5.75928380e-04
-1.13715967e-01 1.99548654e-01 6.71530511e-02 1.61136607e-01
-1.84167323e-01 -2.86779839e-02 -5.41500941e-02 3.53147365e-01
-2.90651253e-01]
[ 2.05841918e-01 -2.93907101e-01 -1.19800948e-01 -8.18742731e-02
-2.13122233e-01 1.22244353e-01 2.14416386e-02 -1.36536263e-01
-6.14963018e-02 -7.50451664e-02 -1.48418596e-01 -1.71282298e-01
-1.55411187e-01]
[ -1.33411143e-01 -8.15102727e-02 3.89649916e-02 -2.58625818e-01
-5.98896113e-02 -1.40912833e-01 4.96221509e-02 -4.55375232e-03
-8.76533732e-02 1.09063606e-02 -3.28442304e-01 -4.66609791e-01
-6.34401979e-02]
[ -1.40854136e-01 -1.36812377e-01 -6.81758133e-02 -2.75267932e-01
-3.46533259e-01 -2.88628175e-01 1.58219927e-01 1.38740054e-01
1.52286535e-02 1.17484397e-01 -2.59773127e-01 -8.13526671e-01
2.43001001e-02]
[ -1.48557375e-01 -2.51035687e-01 -2.99029036e-01 -6.46994692e-01
-3.00225442e-01 -2.08240176e-01 -2.57900950e-01 3.64944249e-02
4.61375221e-03 -4.46045047e-01 -5.50443897e-01 -5.96592742e-01
-7.74813156e-01]
[ -1.20400090e-01 1.30268112e-01 1.57530380e-02 8.95971218e-02
-2.05124627e-01 -1.74156851e-01 -1.46566557e-01 9.46040891e-03
-1.33720445e-01 -1.60089136e-01 -1.42461244e-01 -3.66183941e-01
-2.51730858e-02]
[ -3.60602534e-01 -1.15254569e-01 -2.73605020e-01 2.53264644e-01
-1.97518108e-01 -2.31514932e-01 -9.77021283e-02 -1.13395233e-01
2.04975624e-02 1.16624619e-02 1.00838127e-01 -2.82412244e-01
8.39899144e-02]
[ -1.28460843e-01 -4.56770011e-02 -2.53981112e-01 9.61944562e-02
-2.26668652e-01 -2.78763077e-01 -3.52481215e-01 -1.41897695e-02
2.39623198e-02 -1.20474792e-01 -2.39324898e-01 -3.17152023e-01
6.04855841e-02]
[ -2.32658340e-01 -5.34052816e-01 -3.37638952e-01 -1.94090432e-01
-3.25176443e-01 -2.30873997e-01 -5.17183507e-02 -2.43240361e-01
5.81309265e-02 -2.26799658e-01 -1.19156418e-01 -3.18379423e-01
-1.28593342e-02]
[ -2.19465139e-01 -2.94987081e-01 -3.20150865e-01 -9.45206503e-02
-8.94577359e-02 -1.50038625e-01 -7.77041886e-02 1.83213622e-02
-1.98766320e-01 -5.02181029e-01 -2.29456830e-01 -1.76538675e-01
-3.75481779e-03]
[ -1.03203309e-01 -1.17888647e-02 -2.39229382e-01 -7.18645371e-01
-2.64799405e-01 -2.58583380e-01 2.12177726e-02 -4.32470354e-01
1.18216282e-01 -1.42413744e-01 -5.28657576e-01 -3.00563431e-01
-7.52027408e-01]]
Progress: 23.1% ... Training loss: 0.255 ... Validation loss: 0.423[[-0.19436293]
[ 0.26242367]
[-0.14366022]
[ 1.04519364]
[ 0.26322898]
[-0.04722137]
[-0.83688557]
[-0.88636861]
[-0.61945723]
[-0.92538181]
[ 1.23845613]
[ 2.98386872]
[-1.9804644 ]]
[[ -5.30084411e-01 -4.92304052e-01 -5.88391420e-01 -6.13672325e-02
-2.94418572e-01 -5.93619779e-01 -1.11323569e-01 -2.57002748e-01
-3.85271070e-01 -3.48635041e-01 2.28867519e-01 8.91911866e-01
2.11356047e-01]
[ 7.16864283e-03 -1.38548657e-01 4.95461801e-02 -7.19017314e-02
-4.22923695e-02 5.85414061e-02 -1.16728463e-01 2.08433414e-01
-1.40098627e-01 -1.83473596e-01 -9.64387884e-02 -1.46436259e-01
5.61687930e-02]
[ -2.50659454e-01 1.41266209e-01 -2.91876481e-02 1.49486289e-01
8.19528794e-02 -1.28779420e-01 5.20745920e-03 -1.44325976e-01
2.58085839e-01 -3.33900025e-01 1.97126021e-01 7.23078454e-01
7.54299411e-01]
[ 2.18083520e-01 -2.40547567e-01 -2.78988833e-01 5.03613235e-02
-2.79457475e-01 7.91732152e-03 2.18127487e-01 -5.15555118e-01
2.04225139e-01 -2.31603693e-01 -1.75074934e-01 -2.50419622e-01
-1.97475742e-01]
[ 1.32379869e-01 3.05809199e-03 1.15815843e-01 -1.03523160e-01
-2.64888040e-02 7.35215543e-02 -1.11138348e-01 -8.34376038e-02
8.89345820e-02 2.41058699e-01 4.38650242e-02 -1.41599987e-01
-1.72219367e-01]
[ -4.81248470e-01 -6.06863850e-01 -6.02193026e-01 -6.09770393e-01
-5.87803853e-01 -5.64130963e-01 -3.18675937e-01 -1.57110674e-01
-4.44500001e-01 -2.33515427e-01 -5.32983861e-01 -7.53206059e-01
-5.74617152e-01]
[ -4.15695051e-01 -5.86773587e-01 -3.23456356e-01 -3.70644035e-01
-4.12896506e-01 -5.62402232e-01 -4.24230893e-01 -4.76065209e-01
-2.96493474e-01 -1.26069204e-01 -4.26957864e-01 -3.55357972e-01
-4.66277783e-01]
[ -3.39779976e-01 -3.43778687e-01 -4.81797468e-01 -1.75998781e-01
-3.18805102e-01 -4.22744657e-01 -2.97283208e-01 -2.51523490e-01
-3.01777442e-01 -5.43136717e-01 -2.78486438e-01 -7.11826535e-01
-4.77691208e-01]
[ -4.67546985e-01 -3.49171303e-01 -3.80228709e-01 -1.95843807e-01
-3.38667408e-01 -2.16316961e-01 -5.44876719e-02 -4.32459065e-01
-2.51970232e-01 -4.42967270e-01 -1.66006693e-01 -2.60195193e-01
-1.71698211e-01]
[ -9.54362207e-01 -9.44597324e-01 -9.81979781e-01 -7.24292237e-01
-1.03476077e+00 -9.86531305e-01 -5.82506402e-01 -5.90585238e-01
-7.42137100e-01 -5.62206323e-01 -7.22126140e-01 -5.90781735e-01
-7.68314659e-01]
[ -5.11917898e-01 -2.67426465e-01 -4.71385529e-01 -3.46194278e-01
-3.47276159e-01 -3.61950274e-01 -5.86001374e-01 -6.01799110e-01
-6.50418534e-01 -1.08907407e-01 -5.05054897e-01 -6.94596974e-01
-5.06508187e-01]
[ -1.16758959e-01 2.37041233e-02 -3.40561690e-01 -4.35903498e-01
-1.05343045e-01 -7.37479340e-02 -1.83911467e-01 -3.67323265e-01
-1.61460811e-01 8.42569635e-02 -4.56667865e-01 -9.55335527e-01
-5.34122616e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57514840e-01 -1.19456210e-01 1.64279254e-01 -2.82333184e-01
-1.30848000e-01 1.13322368e-01 -1.19839179e-01 1.86302466e-02
-8.06744735e-02 7.47359530e-02 -1.87024680e-01 -3.91917690e-01
-8.34426075e-03]
[ -8.60848209e-02 -2.63729457e-01 -1.80680392e-01 -2.85552373e-01
-4.77379319e-01 -8.60034671e-02 -5.30536597e-02 -5.62055409e-03
-6.34963646e-02 6.38967072e-03 -2.07479378e-01 -3.26195456e-01
-2.76637234e-01]
[ -6.83182811e-02 -2.03380079e-02 -2.31516572e-01 -2.67119694e-01
1.21630206e-01 -1.61861240e-01 -1.63087290e-01 1.05107753e-01
-5.56711728e-04 8.93680598e-02 -1.97380686e-01 5.08283100e-03
-5.87669045e-02]
[ 3.73192619e-02 -1.68006055e-01 -1.47936413e-01 -9.11147581e-02
-1.25546447e-01 -1.06330803e-01 1.14187485e-01 -1.42631744e-01
-7.69963751e-03 2.50475795e-02 -3.77906637e-02 -1.66357732e-01
2.41853553e-02]
[ -2.90604859e-01 -1.38887719e-01 -7.71515702e-02 -8.59003270e-02
-2.99515512e-01 -2.74973192e-01 -3.80934649e-01 1.94813055e-02
-3.24782849e-01 -2.24093042e-01 1.93890174e-01 -2.38877521e-02
1.86786995e-01]
[ -2.26271824e-01 -1.21097454e-01 -9.14412973e-02 -2.84641809e-02
-8.21816953e-02 -1.18971148e-01 -7.88077012e-02 2.56768740e-02
-1.38963901e-01 -6.70145529e-02 3.16211688e-02 -1.57336231e-01
-6.91852204e-02]
[ -1.69601408e-01 -6.59203540e-02 -2.29288097e-01 -2.81468840e-01
-1.54080264e-01 -2.04067061e-01 -3.28187461e-01 -1.07626532e-01
1.30884157e-01 -2.16995369e-01 -3.47244755e-01 -2.40932415e-01
-2.96405367e-01]
[ -3.70748158e-01 -6.35653392e-02 -1.50132516e-01 -1.43585528e-01
-5.03681420e-02 -3.12903495e-01 3.32996519e-02 -8.43890073e-02
-1.20501783e-01 6.27136579e-02 2.07331631e-03 -3.15391572e-01
-2.93342588e-01]
[ -1.65375658e-01 -1.48309731e-01 -5.00060312e-02 -1.66323740e-01
-1.31661420e-01 -2.94950511e-01 3.53755221e-04 -1.34687191e-01
-2.19280684e-01 4.23882991e-02 2.06989981e-01 -5.13076916e-02
-1.53178733e-01]
[ -1.31601383e-01 -1.74858977e-01 -1.13079186e-01 -2.86217894e-01
9.10383512e-02 -1.74863858e-02 -1.77223794e-01 -1.61125436e-01
1.16241543e-01 -9.15932464e-02 -1.33451608e-01 -9.42675616e-02
-3.11282618e-01]
[ -4.35464335e-02 -3.36489734e-02 -1.49214253e-01 -6.34660058e-02
-2.28960037e-01 6.28704551e-02 -7.37227564e-02 -4.62039285e-02
-2.30418421e-01 -9.10276957e-02 -9.74153134e-02 -3.60082028e-01
-1.96775987e-01]
[ -7.17948377e-02 2.56600279e-02 -1.29056448e-01 -3.12123156e-01
1.21989860e-01 2.02940580e-02 -2.13182542e-01 -1.54749382e-01
1.21508047e-01 -6.18030640e-02 -2.80833729e-01 -2.52904369e-01
-3.04667329e-01]
[ 7.98148316e-02 -3.10110187e-01 -8.36325164e-02 -4.54442252e-01
-2.23898983e-01 -8.91874773e-02 6.94702881e-02 1.01978042e-01
-8.42992486e-03 3.03283629e-01 -5.33896344e-01 -8.08854632e-01
4.44016489e-01]
[ -2.22104591e-01 -2.45850176e-01 -1.31137836e-01 -3.10976990e-01
-3.01889269e-01 -9.33802406e-02 2.06057663e-01 4.25887157e-02
2.89806731e-01 4.25609935e-02 -4.15303171e-01 -1.00640069e+00
6.39800206e-01]
[ -1.32579584e-02 -1.88243507e-01 2.22956926e-02 -3.16922321e-01
-1.72453838e-01 1.65790467e-01 2.05481743e-01 2.63534191e-01
-2.60920599e-02 2.41414670e-01 -2.36601385e-01 -1.08291533e+00
7.42943030e-01]
[ 1.83222590e-03 -4.55829996e-02 -1.24302022e-01 -1.34050955e-01
-1.80098975e-01 -4.68520552e-02 3.02551857e-01 1.69430982e-01
2.57389420e-01 3.75284404e-01 -4.93653380e-01 -9.95616520e-01
7.68909112e-01]
[ -8.16901419e-02 -2.80809280e-01 5.97594619e-02 -3.71866562e-01
-1.50812125e-01 1.17167938e-01 3.79908778e-01 1.47023434e-01
-5.99608992e-02 1.75665973e-01 -5.73881303e-01 -1.00652551e+00
8.81802701e-01]
[ 1.21495350e-01 -9.00939965e-02 1.64439105e-02 -1.83317939e-01
-8.34115731e-02 -1.81084118e-02 2.63143948e-01 3.79167245e-01
4.20644603e-01 2.71538941e-01 -5.65258022e-01 -9.21066706e-01
5.88295131e-01]
[ -4.40400746e-03 -1.36676767e-01 2.17926447e-02 1.26487452e-02
-9.07090344e-02 -2.83416213e-01 6.35772378e-02 3.45700582e-01
-3.48745273e-03 1.15000933e-01 -2.63738098e-01 -7.64848230e-01
2.64751039e-01]
[ 8.30325183e-02 1.07347283e-01 4.51076715e-03 1.45004044e-01
-8.94800379e-02 -5.91422190e-02 -1.82988518e-01 -1.39133595e-01
-2.64176375e-01 -1.33753576e-01 -1.20209846e-01 2.71579244e-01
-2.91054495e-01]
[ 4.26406235e-02 -1.03795032e-01 1.45791087e-01 3.08759207e-01
2.46752414e-01 9.01036557e-03 -3.92819110e-01 -3.44214423e-01
-5.69570078e-02 -5.37633380e-01 2.16494083e-01 9.95908653e-01
-6.04581131e-01]
[ 3.14971003e-02 7.84497249e-02 -2.13161272e-01 7.24377147e-02
3.27727812e-02 -1.79695044e-03 -1.77324615e-01 -3.42638567e-01
-2.84179014e-01 -2.18520966e-01 -3.82570500e-02 -7.48607079e-02
-1.94897614e-01]
[ -6.02804614e-02 -2.10561123e-01 6.09871848e-02 6.71905140e-02
-1.31667464e-01 -1.35189263e-01 6.74589532e-03 -3.51754182e-02
5.80297747e-02 -3.88845900e-01 -3.28231603e-01 -2.38634132e-01
3.92206052e-02]
[ 8.32528425e-03 -2.70334356e-01 5.50216829e-02 -2.84523230e-01
-1.92586909e-01 -2.32508659e-01 -2.79719891e-01 1.54604211e-02
-2.34450633e-02 6.82437546e-02 -1.95511914e-01 1.54818517e-01
-2.51470134e-03]
[ 1.66609791e-01 5.50859071e-02 -1.06993901e-01 -2.65321108e-01
-5.72662978e-02 -1.02787694e-01 -2.07239235e-01 -1.59663648e-02
-2.03394528e-01 -2.55969313e-01 -1.97614123e-01 3.78527041e-01
-8.01805446e-02]
[ -1.75211800e-01 -1.82942857e-01 -1.13640608e-01 -2.64872896e-01
-5.32526840e-02 2.60703071e-02 -1.94259696e-01 -2.40561240e-01
-1.38952527e-01 -5.25929693e-02 -2.39246949e-01 2.05795487e-01
-1.40173778e-01]
[ -4.11419435e-02 -2.04034313e-01 -1.65053836e-01 -2.47704213e-01
-4.60703065e-02 4.20246895e-02 -7.42806052e-02 -8.25410243e-02
-2.44201902e-01 -3.23173436e-01 -4.19646982e-02 1.02767600e-01
-5.07175600e-02]
[ 1.09440801e-01 8.34436392e-02 -1.31573539e-02 -2.04399404e-01
-3.22958870e-01 6.90249535e-03 -1.83931313e-01 -3.07496300e-01
-3.25652638e-01 -1.95892805e-03 -1.18916605e-01 1.61111161e-01
-6.03879464e-02]
[ -6.32117205e-02 -8.06414464e-03 -2.85536475e-01 -1.44408945e-02
7.14791671e-02 1.54993244e-01 -2.47923753e-01 -1.94689686e-01
-5.84802439e-02 -7.13836556e-02 1.93775013e-01 6.68205372e-01
-1.34975444e-01]
[ 1.18318367e-01 3.46179756e-01 -2.01541500e-01 7.38736697e-01
1.21997623e-01 -2.15488242e-04 -2.54713995e-01 -4.10506386e-01
-2.55602459e-01 -3.71461497e-01 7.66754204e-01 9.87810674e-01
-1.11547333e+00]
[ -2.09614217e-02 1.82302848e-01 4.88649199e-02 3.09229702e-01
5.75388367e-03 -6.77578927e-02 -3.09520782e-01 -3.80488075e-01
-3.01490328e-01 -2.65743245e-01 5.69216026e-01 9.99386442e-01
-1.05692255e+00]
[ -4.22156540e-02 -1.32588749e-01 -1.52679351e-01 3.09797461e-01
-1.75799558e-01 2.34965560e-01 -7.50948270e-02 -2.09190440e-01
-2.42843790e-01 -4.14085102e-01 2.03251930e-01 5.33955505e-01
-5.02484779e-01]
[ 7.93088086e-02 -3.81780658e-01 -5.18332459e-02 3.38904985e-03
-1.13329707e-01 1.99461099e-01 6.47770567e-02 1.58790828e-01
-1.85602519e-01 -3.07820177e-02 -5.04761187e-02 3.62633944e-01
-2.96614676e-01]
[ 2.05573411e-01 -2.93695896e-01 -1.19984799e-01 -8.01499275e-02
-2.12898237e-01 1.22164754e-01 1.99553130e-02 -1.37835880e-01
-6.25924129e-02 -7.66693542e-02 -1.46459467e-01 -1.67333423e-01
-1.59079833e-01]
[ -1.33553473e-01 -8.14061215e-02 3.88941899e-02 -2.58102619e-01
-5.98114824e-02 -1.40947898e-01 4.89344902e-02 -5.17820584e-03
-8.80687481e-02 1.01295252e-02 -3.27991337e-01 -4.66107046e-01
-6.40788413e-02]
[ -1.40926612e-01 -1.36682234e-01 -6.82280701e-02 -2.74994048e-01
-3.46428196e-01 -2.88648685e-01 1.57772843e-01 1.38271461e-01
1.47916500e-02 1.17021550e-01 -2.59171113e-01 -8.12188540e-01
2.31040847e-02]
[ -1.49479401e-01 -2.49819484e-01 -2.99618395e-01 -6.42772694e-01
-2.98946034e-01 -2.08506960e-01 -2.62730013e-01 2.99763873e-02
2.00820165e-04 -4.50725800e-01 -5.43296222e-01 -5.73925377e-01
-7.86701347e-01]
[ -1.21000829e-01 1.31270631e-01 1.51754499e-02 9.51463431e-02
-2.04343317e-01 -1.74357731e-01 -1.50179927e-01 4.52381556e-03
-1.36201354e-01 -1.64827324e-01 -1.35486726e-01 -3.53922812e-01
-3.55165362e-02]
[ -3.61015746e-01 -1.14657146e-01 -2.73932222e-01 2.57986433e-01
-1.96962126e-01 -2.31652857e-01 -1.00882834e-01 -1.15777341e-01
1.82805542e-02 8.45587577e-03 1.06366120e-01 -2.69137094e-01
7.59702628e-02]
[ -1.29258979e-01 -4.48845678e-02 -2.54412209e-01 1.01600477e-01
-2.25825988e-01 -2.78987945e-01 -3.56259069e-01 -1.73833084e-02
2.11485924e-02 -1.24101811e-01 -2.34205198e-01 -3.04977310e-01
5.06632818e-02]
[ -2.32773053e-01 -5.33976205e-01 -3.37746548e-01 -1.92778995e-01
-3.25034850e-01 -2.30910432e-01 -5.30313736e-02 -2.44061273e-01
5.72213095e-02 -2.27566254e-01 -1.17295248e-01 -3.13166444e-01
-1.72528670e-02]
[ -2.19808599e-01 -2.94543018e-01 -3.20422434e-01 -9.19155463e-02
-8.90076654e-02 -1.50143589e-01 -8.00962881e-02 1.54556166e-02
-2.00158106e-01 -5.04440180e-01 -2.26013460e-01 -1.68185917e-01
-9.28635193e-03]
[ -1.03379194e-01 -1.16218627e-02 -2.39394718e-01 -7.19010514e-01
-2.64607517e-01 -2.58627297e-01 1.99002715e-02 -4.34237412e-01
1.16797882e-01 -1.43838860e-01 -5.28679799e-01 -2.98569683e-01
-7.57564600e-01]]
Progress: 23.1% ... Training loss: 0.233 ... Validation loss: 0.388[[-0.20730832]
[ 0.24675473]
[-0.15444845]
[ 1.0206553 ]
[ 0.24812669]
[-0.05761333]
[-0.86282756]
[-0.90588649]
[-0.64634059]
[-0.94177457]
[ 1.21199145]
[ 2.94441362]
[-2.01858326]]
[[ -5.28463946e-01 -4.94904238e-01 -5.87270301e-01 -7.60192090e-02
-2.97057650e-01 -5.93278317e-01 -9.78686052e-02 -2.44102280e-01
-3.75232887e-01 -3.36772031e-01 2.09514610e-01 8.34361936e-01
2.48592308e-01]
[ 7.16383714e-03 -1.38545860e-01 4.95275876e-02 -7.18933789e-02
-4.22978739e-02 5.85369483e-02 -1.16803027e-01 2.08335297e-01
-1.40107498e-01 -1.83656871e-01 -9.63672008e-02 -1.46448538e-01
5.56307618e-02]
[ -2.49195794e-01 1.38430101e-01 -2.78318652e-02 1.33042684e-01
7.90501950e-02 -1.28437942e-01 1.82890199e-02 -1.32449193e-01
2.67601191e-01 -3.23422144e-01 1.79092402e-01 6.65717866e-01
7.90125678e-01]
[ 2.19700344e-01 -2.42085823e-01 -2.78328010e-01 4.19014487e-02
-2.80826415e-01 8.24102575e-03 2.27639626e-01 -5.12595550e-01
2.11213479e-01 -2.27153464e-01 -1.82033029e-01 -2.63134340e-01
-1.83566631e-01]
[ 1.32424671e-01 3.87942295e-03 1.15606176e-01 -9.64189151e-02
-2.58227157e-02 7.34561049e-02 -1.14255674e-01 -8.68598216e-02
8.67675008e-02 2.44172212e-01 4.69512987e-02 -1.32257077e-01
-1.82919724e-01]
[ -4.81333647e-01 -6.06755838e-01 -6.02337436e-01 -6.09678324e-01
-5.87673291e-01 -5.64164636e-01 -3.19290855e-01 -1.57458238e-01
-4.44638593e-01 -2.33837884e-01 -5.34371301e-01 -7.57372561e-01
-5.75362382e-01]
[ -4.14691979e-01 -5.88188359e-01 -3.22695506e-01 -3.78429246e-01
-4.14233928e-01 -5.62214045e-01 -4.16662455e-01 -4.69070392e-01
-2.90841484e-01 -1.18190635e-01 -4.37155909e-01 -3.86434735e-01
-4.45655784e-01]
[ -3.38844418e-01 -3.45664647e-01 -4.81121607e-01 -1.86365763e-01
-3.20678665e-01 -4.22531589e-01 -2.89201856e-01 -2.44884114e-01
-2.95818896e-01 -5.38384732e-01 -2.90581825e-01 -7.47268420e-01
-4.57736958e-01]
[ -4.67216487e-01 -3.49349139e-01 -3.80113542e-01 -1.97516067e-01
-3.38886929e-01 -2.16245528e-01 -5.28085775e-02 -4.31780350e-01
-2.50883904e-01 -4.42101453e-01 -1.67214154e-01 -2.63465362e-01
-1.71137466e-01]
[ -9.52972954e-01 -9.46398708e-01 -9.81138042e-01 -7.36468029e-01
-1.03659917e+00 -9.86270983e-01 -5.70849675e-01 -5.79874337e-01
-7.33397239e-01 -5.53751562e-01 -7.37644031e-01 -6.41234579e-01
-7.38693428e-01]
[ -5.11289508e-01 -2.68847721e-01 -4.70849375e-01 -3.52776417e-01
-3.48611637e-01 -3.61794034e-01 -5.81645457e-01 -5.98675270e-01
-6.47088349e-01 -1.04680494e-01 -5.13087521e-01 -7.15533784e-01
-4.96854104e-01]
[ -1.16592651e-01 2.35562091e-02 -3.40532114e-01 -4.36877952e-01
-1.05469117e-01 -7.37254808e-02 -1.83210146e-01 -3.67192661e-01
-1.60972584e-01 8.47492052e-02 -4.58005683e-01 -9.57901192e-01
-5.33006166e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57805803e-01 -1.19175566e-01 1.64064759e-01 -2.81741063e-01
-1.30610681e-01 1.13252575e-01 -1.20967295e-01 1.70945259e-02
-8.13435019e-02 7.29395037e-02 -1.86306229e-01 -3.92170326e-01
-9.05027682e-03]
[ -8.59174497e-02 -2.63904130e-01 -1.80634402e-01 -2.86105158e-01
-4.77516423e-01 -8.59713072e-02 -5.29274694e-02 -4.84618186e-03
-6.32523821e-02 7.27596593e-03 -2.09088155e-01 -3.28920952e-01
-2.77497334e-01]
[ -6.83211500e-02 -2.04122438e-02 -2.31445670e-01 -2.67175860e-01
1.21575097e-01 -1.61863430e-01 -1.62965251e-01 1.05883047e-01
-2.98312443e-04 9.02915215e-02 -1.98569783e-01 1.12976136e-03
-5.66693426e-02]
[ 3.76204313e-02 -1.68463472e-01 -1.47696217e-01 -9.28860938e-02
-1.25970794e-01 -1.06268483e-01 1.15776782e-01 -1.40312860e-01
-6.37531859e-03 2.74667015e-02 -4.09371534e-02 -1.74629998e-01
2.90511065e-02]
[ -2.90118155e-01 -1.39600504e-01 -7.68047889e-02 -9.04385351e-02
-3.00127600e-01 -2.74871351e-01 -3.77369067e-01 2.27751933e-02
-3.22336541e-01 -2.20713874e-01 1.89468052e-01 -3.41163101e-02
1.97950603e-01]
[ -2.26065286e-01 -1.21318460e-01 -9.12941611e-02 -3.01978168e-02
-8.24677550e-02 -1.18946841e-01 -7.62353447e-02 2.70436397e-02
-1.37065963e-01 -6.50952356e-02 2.89362220e-02 -1.69737989e-01
-6.45003834e-02]
[ -1.69467833e-01 -6.62460193e-02 -2.29220540e-01 -2.84434270e-01
-1.54377561e-01 -2.04041235e-01 -3.25809062e-01 -1.05662126e-01
1.32723037e-01 -2.16500861e-01 -3.49873368e-01 -2.53237859e-01
-2.89468421e-01]
[ -3.70246299e-01 -6.46261275e-02 -1.49730369e-01 -1.48242174e-01
-5.14959090e-02 -3.12776313e-01 3.68602318e-02 -8.16579657e-02
-1.17738465e-01 6.53258590e-02 -3.71490599e-03 -3.30518595e-01
-2.86097655e-01]
[ -1.65121833e-01 -1.48672422e-01 -4.98712802e-02 -1.68118496e-01
-1.31950425e-01 -2.94907687e-01 1.94297420e-03 -1.33561493e-01
-2.18249790e-01 4.34910980e-02 2.04629157e-01 -5.59577669e-02
-1.49422403e-01]
[ -1.31164675e-01 -1.75196048e-01 -1.12894101e-01 -2.88709826e-01
9.06537710e-02 -1.73835545e-02 -1.74852004e-01 -1.59884474e-01
1.17726713e-01 -9.01699059e-02 -1.35557354e-01 -9.92511479e-02
-3.09130924e-01]
[ -4.35859391e-02 -3.36078534e-02 -1.49234166e-01 -6.32568481e-02
-2.28926269e-01 6.28604664e-02 -7.39284082e-02 -4.63815547e-02
-2.30547222e-01 -9.12441398e-02 -9.72620193e-02 -3.59960746e-01
-1.97197693e-01]
[ -7.17652988e-02 2.56940437e-02 -1.29055116e-01 -3.12095923e-01
1.22032184e-01 2.02957528e-02 -2.13010259e-01 -1.54662002e-01
1.21574942e-01 -6.17764671e-02 -2.80658969e-01 -2.52081056e-01
-3.05189403e-01]
[ 7.99270158e-02 -3.10235189e-01 -8.35674547e-02 -4.55306461e-01
-2.24056773e-01 -8.91670477e-02 7.04299840e-02 1.02709794e-01
-7.82629711e-03 3.04111545e-01 -5.35052434e-01 -8.12485275e-01
4.46955080e-01]
[ -2.22023437e-01 -2.45956544e-01 -1.31101996e-01 -3.12284726e-01
-3.02047568e-01 -9.33622121e-02 2.07447597e-01 4.34519144e-02
2.90701830e-01 4.30640212e-02 -4.16841700e-01 -1.01083171e+00
6.43818038e-01]
[ -1.31729813e-02 -1.88297276e-01 2.23154087e-02 -3.17947322e-01
-1.72544504e-01 1.65805089e-01 2.06503680e-01 2.64139181e-01
-2.55831050e-02 2.42079428e-01 -2.37807694e-01 -1.08503711e+00
7.45570289e-01]
[ 1.89797262e-03 -4.56942434e-02 -1.24239471e-01 -1.35202320e-01
-1.80190082e-01 -4.68439377e-02 3.03486631e-01 1.70105564e-01
2.58008213e-01 3.76301490e-01 -4.94929846e-01 -9.99579206e-01
7.72059448e-01]
[ -8.17697670e-02 -2.80740464e-01 5.96881425e-02 -3.71703196e-01
-1.50744186e-01 1.17141925e-01 3.79635929e-01 1.46540946e-01
-5.99256880e-02 1.74992367e-01 -5.73875950e-01 -1.00790508e+00
8.81836260e-01]
[ 1.21554279e-01 -9.01757301e-02 1.64873593e-02 -1.83866321e-01
-8.34856027e-02 -1.80995097e-02 2.63541940e-01 3.79571270e-01
4.20939082e-01 2.72038941e-01 -5.65845496e-01 -9.22350642e-01
5.89596802e-01]
[ -4.44830318e-03 -1.36586588e-01 2.17696627e-02 1.26772683e-02
-9.06121255e-02 -2.83434301e-01 6.35451140e-02 3.45717099e-01
-3.53697705e-03 1.14959915e-01 -2.63909223e-01 -7.65977067e-01
2.64859195e-01]
[ 8.31277731e-02 1.07163284e-01 4.53027977e-03 1.44248085e-01
-8.96604421e-02 -5.91151375e-02 -1.81995462e-01 -1.38486259e-01
-2.63113343e-01 -1.34405755e-01 -1.20671980e-01 2.66055891e-01
-2.89340484e-01]
[ 4.28132905e-02 -1.04245597e-01 1.45873345e-01 3.08340553e-01
2.46437571e-01 9.03991845e-03 -3.91485701e-01 -3.45118053e-01
-5.55453029e-02 -5.37865769e-01 2.15888039e-01 9.91449676e-01
-6.04546842e-01]
[ 3.13835950e-02 7.86142910e-02 -2.13249886e-01 7.32575297e-02
3.29445455e-02 -1.82651591e-03 -1.77915957e-01 -3.43365188e-01
-2.84534346e-01 -2.19441691e-01 -3.72524836e-02 -7.29986111e-02
-1.96215466e-01]
[ -6.00884311e-02 -2.11003978e-01 6.11972919e-02 6.40038578e-02
-1.32165208e-01 -1.35130969e-01 8.64357112e-03 -3.29059740e-02
5.96100703e-02 -3.87574549e-01 -3.31693954e-01 -2.48806747e-01
4.59084777e-02]
[ 8.64195270e-03 -2.70894275e-01 5.53397850e-02 -2.87281182e-01
-1.93185700e-01 -2.32439975e-01 -2.77905545e-01 1.83417560e-02
-2.16653453e-02 7.09392259e-02 -1.99282261e-01 1.43774409e-01
4.61392111e-03]
[ 1.66408238e-01 5.55179457e-02 -1.07139366e-01 -2.64592791e-01
-5.68821853e-02 -1.02846941e-01 -2.08478602e-01 -1.73996928e-02
-2.04510762e-01 -2.56545481e-01 -1.96570874e-01 3.83061175e-01
-8.24548280e-02]
[ -1.75194946e-01 -1.82963795e-01 -1.13627784e-01 -2.64926793e-01
-5.32753067e-02 2.60755766e-02 -1.94184224e-01 -2.40453578e-01
-1.38901416e-01 -5.24725003e-02 -2.39313877e-01 2.05683213e-01
-1.40090847e-01]
[ -4.06307490e-02 -2.05036113e-01 -1.64689289e-01 -2.52739532e-01
-4.70885706e-02 4.21538787e-02 -7.08968014e-02 -7.95505585e-02
-2.41858273e-01 -3.20442338e-01 -4.79498378e-02 8.99595671e-02
-4.11800638e-02]
[ 1.09517353e-01 8.32636624e-02 -1.31004238e-02 -2.04988063e-01
-3.23072232e-01 6.91788685e-03 -1.83435861e-01 -3.06831887e-01
-3.25299328e-01 -1.25129782e-03 -1.20043776e-01 1.57806397e-01
-5.86417119e-02]
[ -6.32117205e-02 -8.06414464e-03 -2.85536475e-01 -1.44408945e-02
7.14791671e-02 1.54993244e-01 -2.47923753e-01 -1.94689686e-01
-5.84802439e-02 -7.13836556e-02 1.93775013e-01 6.68205372e-01
-1.34975444e-01]
[ 1.18534364e-01 3.45908264e-01 -2.01409231e-01 7.37621756e-01
1.21750196e-01 -1.66671596e-04 -2.53945962e-01 -4.08811180e-01
-2.55223675e-01 -3.69758762e-01 7.64729162e-01 9.84183763e-01
-1.11513400e+00]
[ -2.06574676e-02 1.82121933e-01 4.89540586e-02 3.08516796e-01
5.67234859e-03 -6.77080021e-02 -3.08427660e-01 -3.79628564e-01
-3.00808119e-01 -2.64450350e-01 5.68274988e-01 9.95923940e-01
-1.05785748e+00]
[ -4.21827642e-02 -1.32473725e-01 -1.52693648e-01 3.11075535e-01
-1.75726220e-01 2.34968494e-01 -7.52077542e-02 -2.09540403e-01
-2.43046443e-01 -4.14023795e-01 2.04250719e-01 5.35084806e-01
-5.05610333e-01]
[ 7.94119671e-02 -3.81934897e-01 -5.17421585e-02 1.99933219e-03
-1.13502981e-01 1.99490343e-01 6.57415362e-02 1.59705292e-01
-1.84890974e-01 -3.00563415e-02 -5.20690118e-02 3.58481680e-01
-2.93898809e-01]
[ 2.05559771e-01 -2.93666564e-01 -1.19995976e-01 -7.99671597e-02
-2.12879962e-01 1.22161202e-01 1.98306333e-02 -1.37940205e-01
-6.26839997e-02 -7.67084118e-02 -1.46308038e-01 -1.67021085e-01
-1.59422927e-01]
[ -1.33467746e-01 -8.15338740e-02 3.89527162e-02 -2.58677822e-01
-5.99250304e-02 -1.40929345e-01 4.95195633e-02 -4.46132452e-03
-8.77163275e-02 1.06731802e-02 -3.28537642e-01 -4.67407669e-01
-6.30056960e-02]
[ -1.40815981e-01 -1.36900178e-01 -6.81286673e-02 -2.76440736e-01
-3.46606774e-01 -2.88626207e-01 1.58751842e-01 1.39195380e-01
1.55013285e-02 1.17965533e-01 -2.60741446e-01 -8.16076819e-01
2.62543642e-02]
[ -1.48398561e-01 -2.51011628e-01 -2.99040815e-01 -6.49524618e-01
-3.00087606e-01 -2.08287917e-01 -2.56250080e-01 3.70429423e-02
4.68896468e-03 -4.44981056e-01 -5.51894145e-01 -5.98031442e-01
-7.77190511e-01]
[ -1.20825671e-01 1.30781618e-01 1.53978460e-02 9.25847953e-02
-2.04815710e-01 -1.74324782e-01 -1.48346535e-01 6.01748637e-03
-1.34586573e-01 -1.63512054e-01 -1.38562868e-01 -3.63742836e-01
-2.71239777e-02]
[ -3.60576676e-01 -1.15707996e-01 -2.73516120e-01 2.51882893e-01
-1.97976403e-01 -2.31528611e-01 -9.67606444e-02 -1.11640602e-01
2.13892923e-02 1.24210558e-02 9.90058516e-02 -2.84914608e-01
9.00061821e-02]
[ -1.29000594e-01 -4.52986037e-02 -2.54297423e-01 9.97787355e-02
-2.26189003e-01 -2.78954726e-01 -3.54773095e-01 -1.61249125e-02
2.23908302e-02 -1.23063779e-01 -2.36292282e-01 -3.13044983e-01
5.53061391e-02]
[ -2.33326970e-01 -5.33321519e-01 -3.38063064e-01 -1.89473810e-01
-3.24357500e-01 -2.31032781e-01 -5.52586804e-02 -2.45727113e-01
5.53729882e-02 -2.29890122e-01 -1.14259947e-01 -3.09109236e-01
-2.20686549e-02]
[ -2.19576248e-01 -2.94665154e-01 -3.20357411e-01 -9.30810295e-02
-8.91225203e-02 -1.50098147e-01 -7.78493875e-02 1.68774411e-02
-1.98996344e-01 -5.02911681e-01 -2.27291561e-01 -1.73115779e-01
-4.08177838e-03]
[ -1.02827129e-01 -1.23789241e-02 -2.39066621e-01 -7.23643847e-01
-2.65478699e-01 -2.58520833e-01 2.26731570e-02 -4.33983413e-01
1.19588812e-01 -1.41932802e-01 -5.34203914e-01 -3.13881071e-01
-7.54143794e-01]]
Progress: 23.1% ... Training loss: 0.240 ... Validation loss: 0.405[[-0.19213072]
[ 0.26674524]
[-0.13763844]
[ 1.05597137]
[ 0.26877724]
[-0.04252101]
[-0.83095239]
[-0.86873786]
[-0.61456518]
[-0.91209682]
[ 1.25041481]
[ 3.00666951]
[-1.97842918]]
[[ -5.30349107e-01 -4.91910255e-01 -5.88701638e-01 -5.60039450e-02
-2.93910699e-01 -5.93730343e-01 -1.10894529e-01 -2.60334185e-01
-3.85267634e-01 -3.49538707e-01 2.33631810e-01 9.10505189e-01
2.05903172e-01]
[ 7.12378274e-03 -1.38296458e-01 4.93800658e-02 -7.03673885e-02
-4.20291367e-02 5.85208295e-02 -1.17516602e-01 2.06038527e-01
-1.41215603e-01 -1.84591853e-01 -9.40464899e-02 -1.38162120e-01
5.01014164e-02]
[ -2.50141990e-01 1.40400117e-01 -2.86362763e-02 1.47877100e-01
8.10497174e-02 -1.28689180e-01 1.05046432e-02 -1.44104832e-01
2.59264474e-01 -3.27711667e-01 1.95794626e-01 7.23524351e-01
7.56356586e-01]
[ 2.20710252e-01 -2.44603466e-01 -2.77150022e-01 3.20926988e-02
-2.83047783e-01 8.60120086e-03 2.31883044e-01 -5.02908141e-01
2.16826036e-01 -2.18244164e-01 -1.96481039e-01 -3.01633239e-01
-1.69857197e-01]
[ 1.32559920e-01 4.87988426e-03 1.15108466e-01 -9.63349370e-02
-2.52460818e-02 7.34091061e-02 -1.11561388e-01 -9.11264613e-02
8.67182407e-02 2.39786220e-01 5.03675034e-02 -1.23273287e-01
-1.82464878e-01]
[ -4.81852694e-01 -6.06143869e-01 -6.02710878e-01 -6.08193641e-01
-5.87170716e-01 -5.64298648e-01 -3.21873468e-01 -1.60977038e-01
-4.46364903e-01 -2.38470404e-01 -5.32141489e-01 -7.52638562e-01
-5.79042907e-01]
[ -4.15562082e-01 -5.87369078e-01 -3.23159048e-01 -3.72835275e-01
-4.13266339e-01 -5.62367005e-01 -4.22950493e-01 -4.73885797e-01
-2.94338339e-01 -1.23698119e-01 -4.29820124e-01 -3.59559998e-01
-4.59195816e-01]
[ -3.39812447e-01 -3.43436591e-01 -4.82034916e-01 -1.71819392e-01
-3.18475758e-01 -4.22810510e-01 -2.97092007e-01 -2.57649633e-01
-3.03832102e-01 -5.44860565e-01 -2.74503168e-01 -6.99582106e-01
-4.89267266e-01]
[ -4.67813664e-01 -3.48615610e-01 -3.80667440e-01 -1.94095634e-01
-3.38101045e-01 -2.16467305e-01 -5.70468611e-02 -4.35847640e-01
-2.53671065e-01 -4.46212399e-01 -1.62732631e-01 -2.53984457e-01
-1.82081139e-01]
[ -9.56032491e-01 -9.41924973e-01 -9.83466019e-01 -7.11117859e-01
-1.03216160e+00 -9.87075408e-01 -5.90702228e-01 -6.03896552e-01
-7.49790798e-01 -5.73759435e-01 -7.06910298e-01 -5.51302869e-01
-7.94142046e-01]
[ -5.11632863e-01 -2.68371959e-01 -4.71032263e-01 -3.50185587e-01
-3.48056560e-01 -3.61904714e-01 -5.84368570e-01 -6.00304895e-01
-6.48240679e-01 -1.06652047e-01 -5.10013644e-01 -7.09102685e-01
-5.01940919e-01]
[ -1.16144116e-01 2.29995473e-02 -3.40325442e-01 -4.39773492e-01
-1.06002803e-01 -7.35980455e-02 -1.81633565e-01 -3.66707833e-01
-1.59450226e-01 8.60018484e-02 -4.61687517e-01 -9.65488046e-01
-5.32165271e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58153405e-01 -1.18839405e-01 1.63809041e-01 -2.80306699e-01
-1.30346717e-01 1.13161999e-01 -1.22578884e-01 1.46407086e-02
-8.20963527e-02 7.00980261e-02 -1.84469244e-01 -3.89086115e-01
-1.10726898e-02]
[ -8.58733410e-02 -2.63938766e-01 -1.80578376e-01 -2.86400043e-01
-4.77556182e-01 -8.59575649e-02 -5.28278982e-02 -4.22774473e-03
-6.33198642e-02 7.66056861e-03 -2.09637081e-01 -3.29731518e-01
-2.77449859e-01]
[ -6.91690012e-02 -1.95816383e-02 -2.31884037e-01 -2.64576927e-01
1.22614304e-01 -1.62058205e-01 -1.67613619e-01 1.01731191e-01
-3.83087654e-03 8.45340397e-02 -1.94396318e-01 1.79779634e-02
-6.40144309e-02]
[ 3.73833657e-02 -1.68039822e-01 -1.47937129e-01 -8.92007199e-02
-1.25496107e-01 -1.06316066e-01 1.13426923e-01 -1.42740804e-01
-7.71671215e-03 2.53035753e-02 -3.57667567e-02 -1.62938987e-01
2.21260929e-02]
[ -2.90290918e-01 -1.39249166e-01 -7.69861231e-02 -8.83757785e-02
-2.99913442e-01 -2.74903119e-01 -3.78641306e-01 2.14651998e-02
-3.22844248e-01 -2.22067752e-01 1.91492975e-01 -2.78056234e-02
1.93617279e-01]
[ -2.26062224e-01 -1.21208802e-01 -9.13020557e-02 -2.94410888e-02
-8.23906216e-02 -1.18948227e-01 -7.62387478e-02 2.60343541e-02
-1.37074983e-01 -6.55125800e-02 2.92300323e-02 -1.67851018e-01
-6.52563727e-02]
[ -1.70100345e-01 -6.51022971e-02 -2.29662576e-01 -2.77235853e-01
-1.53294029e-01 -2.04190698e-01 -3.30387675e-01 -1.12718450e-01
1.27441172e-01 -2.19466362e-01 -3.41823832e-01 -2.27620039e-01
-3.08094484e-01]
[ -3.70553244e-01 -6.40431619e-02 -1.50020668e-01 -1.43992993e-01
-5.08622427e-02 -3.12876044e-01 3.42321033e-02 -8.49578558e-02
-1.19804477e-01 6.33257268e-02 6.44457244e-04 -3.18129817e-01
-2.94389652e-01]
[ -1.65421545e-01 -1.48305098e-01 -5.00696579e-02 -1.65273420e-01
-1.31466816e-01 -2.95005118e-01 -6.77252751e-04 -1.35221472e-01
-2.19627390e-01 4.20227851e-02 2.08506864e-01 -4.50588464e-02
-1.56421871e-01]
[ -1.30987592e-01 -1.75270360e-01 -1.12938769e-01 -2.89685037e-01
9.05619525e-02 -1.73601456e-02 -1.74503461e-01 -1.60468498e-01
1.17854161e-01 -9.04077378e-02 -1.36602302e-01 -1.01525468e-01
-3.10857383e-01]
[ -4.38490568e-02 -3.33327782e-02 -1.49449717e-01 -6.20856017e-02
-2.28689495e-01 6.27746051e-02 -7.52389561e-02 -4.78790290e-02
-2.31540678e-01 -9.26223860e-02 -9.57765413e-02 -3.56927288e-01
-1.99426795e-01]
[ -7.18363415e-02 2.57753269e-02 -1.29100177e-01 -3.11782444e-01
1.22115988e-01 2.02695058e-02 -2.13434485e-01 -1.54996864e-01
1.21353913e-01 -6.23045205e-02 -2.80210982e-01 -2.51980272e-01
-3.05676499e-01]
[ 7.97929728e-02 -3.10131508e-01 -8.36257388e-02 -4.54846224e-01
-2.23948455e-01 -8.91964392e-02 6.97285622e-02 1.02035498e-01
-8.32574293e-03 3.03432022e-01 -5.34635357e-01 -8.11757165e-01
4.45575664e-01]
[ -2.22025361e-01 -2.45937053e-01 -1.31114372e-01 -3.12391908e-01
-3.02023132e-01 -9.33701354e-02 2.07365727e-01 4.32618358e-02
2.90656061e-01 4.30858210e-02 -4.16931605e-01 -1.01115266e+00
6.44018728e-01]
[ -1.32332078e-02 -1.88185671e-01 2.22561802e-02 -3.17647301e-01
-1.72452873e-01 1.65787494e-01 2.06226592e-01 2.63736234e-01
-2.58649690e-02 2.41801277e-01 -2.37608176e-01 -1.08478035e+00
7.45030084e-01]
[ 1.78737988e-03 -4.55475011e-02 -1.24305193e-01 -1.34507979e-01
-1.80076573e-01 -4.68737307e-02 3.02867754e-01 1.69492207e-01
2.57452405e-01 3.75654589e-01 -4.94370001e-01 -9.98775585e-01
7.70346397e-01]
[ -8.20199060e-02 -2.80502782e-01 5.95375921e-02 -3.70470171e-01
-1.50496607e-01 1.17065425e-01 3.78088408e-01 1.45324498e-01
-6.09924539e-02 1.73661346e-01 -5.72768127e-01 -1.00653102e+00
8.78356742e-01]
[ 1.21438985e-01 -9.00788326e-02 1.64253308e-02 -1.83275401e-01
-8.33780118e-02 -1.81252095e-02 2.62746697e-01 3.78772292e-01
4.20354391e-01 2.71247779e-01 -5.65263943e-01 -9.21640265e-01
5.87998871e-01]
[ -4.43479957e-03 -1.36626012e-01 2.17890267e-02 1.29415654e-02
-9.06359704e-02 -2.83424820e-01 6.36465101e-02 3.45729771e-01
-3.53580720e-03 1.15008437e-01 -2.63893821e-01 -7.65836098e-01
2.64366180e-01]
[ 8.28766015e-02 1.07365847e-01 4.43345730e-03 1.46393353e-01
-8.94507636e-02 -5.91604822e-02 -1.83740603e-01 -1.39904654e-01
-2.64026023e-01 -1.35728933e-01 -1.18574965e-01 2.73414484e-01
-2.93151407e-01]
[ 4.29642588e-02 -1.04058146e-01 1.45882977e-01 3.09960352e-01
2.46602494e-01 9.07109256e-03 -3.91901774e-01 -3.46192663e-01
-5.60978046e-02 -5.37743406e-01 2.17627353e-01 9.95325766e-01
-6.09174429e-01]
[ 3.13210764e-02 7.86632838e-02 -2.13288961e-01 7.35699470e-02
3.30307463e-02 -1.85260971e-03 -1.78292692e-01 -3.43616857e-01
-2.84558969e-01 -2.19862017e-01 -3.66962752e-02 -7.13127076e-02
-1.96829173e-01]
[ -6.06200696e-02 -2.10311863e-01 6.07882792e-02 6.70638336e-02
-1.31521994e-01 -1.35281239e-01 5.97181572e-03 -3.55900694e-02
5.71449223e-02 -3.89578749e-01 -3.28895205e-01 -2.42162358e-01
3.95718083e-02]
[ 8.34730866e-03 -2.70467517e-01 5.50932178e-02 -2.85126352e-01
-1.92758606e-01 -2.32514229e-01 -2.79668958e-01 1.51242655e-02
-2.37262316e-02 6.92841709e-02 -1.96340237e-01 1.54140014e-01
-1.89634662e-03]
[ 1.66549302e-01 5.53134868e-02 -1.07041468e-01 -2.65558168e-01
-5.70358689e-02 -1.02800257e-01 -2.08114780e-01 -1.75130802e-02
-2.04399901e-01 -2.56194894e-01 -1.96736356e-01 3.84549580e-01
-8.18676838e-02]
[ -1.75549616e-01 -1.82513841e-01 -1.13884041e-01 -2.64169227e-01
-5.27822060e-02 2.59980952e-02 -1.96312494e-01 -2.42861262e-01
-1.40559687e-01 -5.60868469e-02 -2.37314935e-01 2.16691440e-01
-1.43475226e-01]
[ -4.09564200e-02 -2.04825877e-01 -1.64791699e-01 -2.51679222e-01
-4.67683153e-02 4.20868488e-02 -7.23108605e-02 -8.05177963e-02
-2.42749640e-01 -3.21827501e-01 -4.66671194e-02 9.43591599e-02
-4.30105711e-02]
[ 1.09270198e-01 8.35702989e-02 -1.33066200e-02 -2.04090855e-01
-3.22850391e-01 6.84637813e-03 -1.84562394e-01 -3.08535943e-01
-3.25830012e-01 -3.16158099e-03 -1.18598510e-01 1.60350111e-01
-6.03070557e-02]
[ -6.32474438e-02 -8.08788498e-03 -2.85551654e-01 -1.55025859e-02
7.14531562e-02 1.54974432e-01 -2.47903488e-01 -1.94174808e-01
-5.83915849e-02 -7.14845568e-02 1.92794915e-01 6.68694648e-01
-1.33081409e-01]
[ 1.18477644e-01 3.46461092e-01 -2.01696438e-01 7.41605975e-01
1.22190504e-01 -1.82910999e-04 -2.54430500e-01 -4.11080101e-01
-2.55662286e-01 -3.71990463e-01 7.68312714e-01 9.93211585e-01
-1.12189470e+00]
[ -2.06466831e-02 1.82097610e-01 4.89442799e-02 3.09498846e-01
5.74351056e-03 -6.77020207e-02 -3.09260694e-01 -3.80379121e-01
-3.00978845e-01 -2.64890073e-01 5.70040244e-01 9.98683728e-01
-1.05979709e+00]
[ -4.22432979e-02 -1.32037267e-01 -1.52783368e-01 3.14548451e-01
-1.75371966e-01 2.34940059e-01 -7.67204535e-02 -2.11845992e-01
-2.44506438e-01 -4.14564387e-01 2.08449536e-01 5.47166638e-01
-5.13629030e-01]
[ 7.92738068e-02 -3.81739492e-01 -5.18790028e-02 3.76339755e-03
-1.13229293e-01 1.99436499e-01 6.43003074e-02 1.58374335e-01
-1.85805308e-01 -3.12582688e-02 -4.97200093e-02 3.65123982e-01
-2.98266500e-01]
[ 2.05375724e-01 -2.93463371e-01 -1.20112863e-01 -7.85819786e-02
-2.12685324e-01 1.22112934e-01 1.85341461e-02 -1.38973373e-01
-6.35731021e-02 -7.76181260e-02 -1.44477244e-01 -1.61952955e-01
-1.62838200e-01]
[ -1.33605076e-01 -8.13634706e-02 3.88761388e-02 -2.58035439e-01
-5.97617035e-02 -1.40967271e-01 4.87648802e-02 -5.09239453e-03
-8.82978259e-02 1.01881105e-02 -3.28030238e-01 -4.66472139e-01
-6.41857377e-02]
[ -1.40734456e-01 -1.37014489e-01 -6.80630282e-02 -2.77042053e-01
-3.46701025e-01 -2.88604788e-01 1.59253944e-01 1.39555810e-01
1.58618813e-02 1.18644417e-01 -2.61356465e-01 -8.17369010e-01
2.75424854e-02]
[ -1.48977964e-01 -2.50108834e-01 -2.99574683e-01 -6.46898356e-01
-2.99235589e-01 -2.08447743e-01 -2.60460461e-01 3.11764846e-02
5.97641766e-04 -4.48470683e-01 -5.48446861e-01 -5.84230754e-01
-7.92389057e-01]
[ -1.20982795e-01 1.30888063e-01 1.53007935e-02 9.43023184e-02
-2.04763543e-01 -1.74349686e-01 -1.49134531e-01 5.84480475e-03
-1.34743658e-01 -1.64850998e-01 -1.36241623e-01 -3.60549548e-01
-2.78872553e-02]
[ -3.60691464e-01 -1.15166230e-01 -2.73741641e-01 2.54831013e-01
-1.97462151e-01 -2.31580682e-01 -9.81182761e-02 -1.14572337e-01
2.02562559e-02 1.04602078e-02 1.01709812e-01 -2.76772859e-01
8.52650770e-02]
[ -1.29749970e-01 -4.38245841e-02 -2.54879835e-01 1.10017807e-01
-2.24798842e-01 -2.79153208e-01 -3.60664805e-01 -2.46195043e-02
1.70034742e-02 -1.27395867e-01 -2.25426220e-01 -2.82029797e-01
3.41508458e-02]
[ -2.33817769e-01 -5.32924179e-01 -3.38364652e-01 -1.85884747e-01
-3.23808541e-01 -2.31158728e-01 -5.87038895e-02 -2.48378770e-01
5.34894127e-02 -2.33285396e-01 -1.09381563e-01 -3.01168433e-01
-2.84961196e-02]
[ -2.19923768e-01 -2.94301012e-01 -3.20506290e-01 -8.96317660e-02
-8.87168631e-02 -1.50168935e-01 -8.07302305e-02 1.52881114e-02
-2.00311941e-01 -5.04087414e-01 -2.23531047e-01 -1.61544304e-01
-1.22138414e-02]
[ -1.03342477e-01 -1.17725941e-02 -2.39481494e-01 -7.23167690e-01
-2.64782957e-01 -2.58676486e-01 2.02478411e-02 -4.37443972e-01
1.17533253e-01 -1.46967072e-01 -5.32055586e-01 -3.00768306e-01
-7.57420583e-01]]
Progress: 23.2% ... Training loss: 0.248 ... Validation loss: 0.395[[-0.21414992]
[ 0.24198252]
[-0.15838341]
[ 1.02112305]
[ 0.24465058]
[-0.06017907]
[-0.87420487]
[-0.91018738]
[-0.65126748]
[-0.95211572]
[ 1.2071335 ]
[ 2.94331186]
[-2.03797064]]
[[ -5.28006150e-01 -4.95560621e-01 -5.87044351e-01 -7.76207377e-02
-2.97900743e-01 -5.93304606e-01 -9.12293437e-02 -2.40576375e-01
-3.72326610e-01 -3.29838183e-01 2.03923588e-01 8.31455379e-01
2.58003764e-01]
[ 7.14959427e-03 -1.38368738e-01 4.94049340e-02 -7.09048191e-02
-4.21000723e-02 5.85291723e-02 -1.17102079e-01 2.06410885e-01
-1.41003684e-01 -1.84561354e-01 -9.49047913e-02 -1.39890229e-01
5.15706399e-02]
[ -2.50080457e-01 1.38168756e-01 -2.78717855e-02 1.35025568e-01
7.86956088e-02 -1.28588485e-01 1.82546500e-02 -1.35578606e-01
2.65496020e-01 -3.24994213e-01 1.77435736e-01 6.88038808e-01
8.00755279e-01]
[ 2.21187074e-01 -2.42690171e-01 -2.78247301e-01 3.49591575e-02
-2.81142579e-01 8.54310960e-03 2.35644024e-01 -5.14404221e-01
2.18372244e-01 -2.26394676e-01 -1.81149285e-01 -2.74109880e-01
-1.82085013e-01]
[ 1.33487112e-01 2.55876458e-03 1.16353441e-01 -9.82406674e-02
-2.71273697e-02 7.35711144e-02 -1.14198234e-01 -8.28294969e-02
8.74702843e-02 2.52692716e-01 4.08644948e-02 -1.51293451e-01
-1.85658546e-01]
[ -4.81332507e-01 -6.06888250e-01 -6.02319040e-01 -6.11715612e-01
-5.87884630e-01 -5.64186702e-01 -3.18516692e-01 -1.55344303e-01
-4.44513579e-01 -2.33237675e-01 -5.38498434e-01 -7.71611414e-01
-5.74046405e-01]
[ -4.14024068e-01 -5.89569673e-01 -3.22101679e-01 -3.85218100e-01
-4.15529804e-01 -5.62122697e-01 -4.13409794e-01 -4.64700162e-01
-2.87352217e-01 -1.10837425e-01 -4.45628111e-01 -4.06771441e-01
-4.35873708e-01]
[ -3.38883544e-01 -3.45368847e-01 -4.81317058e-01 -1.82913723e-01
-3.20411016e-01 -4.22634047e-01 -2.88169789e-01 -2.49257829e-01
-2.97621241e-01 -5.39030832e-01 -2.89324365e-01 -7.31035955e-01
-4.61489170e-01]
[ -4.67149772e-01 -3.49318803e-01 -3.80363724e-01 -1.98102537e-01
-3.38745951e-01 -2.16322071e-01 -5.22267184e-02 -4.32762089e-01
-2.50904094e-01 -4.43030918e-01 -1.66729538e-01 -2.63400505e-01
-1.74420467e-01]
[ -9.52586395e-01 -9.47109680e-01 -9.81097655e-01 -7.38937295e-01
-1.03725189e+00 -9.86406147e-01 -5.65457324e-01 -5.77736578e-01
-7.32998428e-01 -5.48113116e-01 -7.43703467e-01 -6.46246644e-01
-7.34533887e-01]
[ -5.11031036e-01 -2.69515022e-01 -4.70709753e-01 -3.56091906e-01
-3.49198727e-01 -3.61808662e-01 -5.80764759e-01 -5.98787486e-01
-6.45461424e-01 -1.03105240e-01 -5.17185912e-01 -7.28039666e-01
-4.93940111e-01]
[ -1.16541042e-01 2.37468923e-02 -3.40545533e-01 -4.37053767e-01
-1.05327891e-01 -7.36854079e-02 -1.83842446e-01 -3.68089495e-01
-1.61206573e-01 8.39133587e-02 -4.58705114e-01 -9.58661483e-01
-5.36016859e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57959186e-01 -1.19019521e-01 1.63922017e-01 -2.81260180e-01
-1.30523771e-01 1.13199494e-01 -1.21482626e-01 1.58149589e-02
-8.13878247e-02 7.13353149e-02 -1.85806602e-01 -3.93363858e-01
-1.05885292e-02]
[ -8.56264989e-02 -2.64295703e-01 -1.80370323e-01 -2.87729083e-01
-4.77902475e-01 -8.59017628e-02 -5.12858225e-02 -1.37627353e-03
-6.25342698e-02 1.01228039e-02 -2.12287949e-01 -3.38058091e-01
-2.74746926e-01]
[ -6.84099646e-02 -2.05614773e-02 -2.31457962e-01 -2.69746017e-01
1.21601903e-01 -1.61939907e-01 -1.64302937e-01 1.05902033e-01
-1.37020508e-03 9.06966754e-02 -2.01092168e-01 -2.17383120e-03
-5.81734856e-02]
[ 3.79741335e-02 -1.68797254e-01 -1.47536749e-01 -9.30158595e-02
-1.26269922e-01 -1.06224107e-01 1.16757046e-01 -1.39560839e-01
-5.35502264e-03 3.04559523e-02 -4.17471431e-02 -1.80754125e-01
2.89295103e-02]
[ -2.90351926e-01 -1.39231581e-01 -7.69939206e-02 -8.88665898e-02
-2.99860620e-01 -2.74922575e-01 -3.77751669e-01 2.21004823e-02
-3.22425430e-01 -2.21740238e-01 1.90407166e-01 -3.17506259e-02
1.96737307e-01]
[ -2.25715792e-01 -1.22038453e-01 -9.09992191e-02 -3.45995759e-02
-8.32533871e-02 -1.18874122e-01 -7.27533835e-02 2.91334544e-02
-1.34487664e-01 -6.24830461e-02 2.32335455e-02 -1.79274589e-01
-5.34134260e-02]
[ -1.69772954e-01 -6.58411047e-02 -2.29417237e-01 -2.80819630e-01
-1.53943257e-01 -2.04114511e-01 -3.27688540e-01 -1.10024803e-01
1.29999413e-01 -2.17691099e-01 -3.45871794e-01 -2.38661263e-01
-3.00562521e-01]
[ -3.70473956e-01 -6.42062656e-02 -1.49918697e-01 -1.45595411e-01
-5.10590883e-02 -3.12871621e-01 3.55501115e-02 -8.36992819e-02
-1.19050258e-01 6.45240777e-02 -1.70912254e-03 -3.22810140e-01
-2.89769784e-01]
[ -1.64785975e-01 -1.49430805e-01 -4.96068322e-02 -1.71423822e-01
-1.32656237e-01 -2.94874549e-01 4.67622932e-03 -1.30350888e-01
-2.16529630e-01 4.53813366e-02 2.00113897e-01 -6.44740892e-02
-1.40451761e-01]
[ -1.30812712e-01 -1.75354425e-01 -1.12889421e-01 -2.90655037e-01
9.04539973e-02 -1.73268293e-02 -1.72715324e-01 -1.59520044e-01
1.18792758e-01 -8.99035263e-02 -1.37247789e-01 -1.04483612e-01
-3.07845091e-01]
[ -4.36507636e-02 -3.35798668e-02 -1.49354772e-01 -6.32609949e-02
-2.28877871e-01 6.28207151e-02 -7.41060550e-02 -4.69764922e-02
-2.30948874e-01 -9.16532577e-02 -9.70469937e-02 -3.59399904e-01
-1.98334930e-01]
[ -7.16770578e-02 2.56400642e-02 -1.29026345e-01 -3.12390434e-01
1.22009775e-01 2.02986471e-02 -2.12740455e-01 -1.54485848e-01
1.21905949e-01 -6.13769749e-02 -2.80736810e-01 -2.52527095e-01
-3.04939649e-01]
[ 7.99598234e-02 -3.10366527e-01 -8.35190343e-02 -4.56672231e-01
-2.24188968e-01 -8.91636774e-02 7.14647190e-02 1.03422853e-01
-7.43662070e-03 3.05100926e-01 -5.36658901e-01 -8.16740873e-01
4.50424657e-01]
[ -2.21978956e-01 -2.46026254e-01 -1.31088922e-01 -3.13146304e-01
-3.02100458e-01 -9.33600324e-02 2.08017083e-01 4.36583305e-02
2.91206671e-01 4.34196550e-02 -4.17703696e-01 -1.01301308e+00
6.45925972e-01]
[ -1.31987634e-02 -1.88230300e-01 2.22787748e-02 -3.18783028e-01
-1.72545919e-01 1.65799640e-01 2.07480078e-01 2.64401807e-01
-2.52145617e-02 2.42140839e-01 -2.39247806e-01 -1.08889544e+00
7.48579579e-01]
[ 2.13687433e-03 -4.60542336e-02 -1.24118532e-01 -1.38370460e-01
-1.80573758e-01 -4.68098759e-02 3.06664939e-01 1.72312681e-01
2.59956642e-01 3.78357652e-01 -4.98183264e-01 -1.01020798e+00
7.79786164e-01]
[ -8.19309008e-02 -2.80596177e-01 5.95952976e-02 -3.71099383e-01
-1.50613322e-01 1.17080450e-01 3.78785584e-01 1.45965894e-01
-6.06468993e-02 1.74410832e-01 -5.73538495e-01 -1.00814722e+00
8.80257973e-01]
[ 1.21643433e-01 -9.03069378e-02 1.65224477e-02 -1.85120885e-01
-8.36228816e-02 -1.80925612e-02 2.64656939e-01 3.80254151e-01
4.21660517e-01 2.72422896e-01 -5.66828412e-01 -9.26095368e-01
5.92704891e-01]
[ -4.31559591e-03 -1.36730308e-01 2.18328251e-02 1.23511906e-02
-9.07524043e-02 -2.83409300e-01 6.43684876e-02 3.46537288e-01
-3.05342157e-03 1.15642221e-01 -2.64489515e-01 -7.66773037e-01
2.65195801e-01]
[ 8.35352612e-02 1.06743357e-01 4.69173978e-03 1.44634286e-01
-9.00398081e-02 -5.90608005e-02 -1.80477714e-01 -1.38099445e-01
-2.61893194e-01 -1.32378735e-01 -1.20944517e-01 2.62480053e-01
-2.92420981e-01]
[ 4.31728418e-02 -1.04240604e-01 1.46001177e-01 3.09183595e-01
2.46401241e-01 9.11332503e-03 -3.90776936e-01 -3.45268470e-01
-5.54605549e-02 -5.36761229e-01 2.16817808e-01 9.92982981e-01
-6.08799054e-01]
[ 3.11845830e-02 7.87189029e-02 -2.13335315e-01 7.37686702e-02
3.31453178e-02 -1.88679112e-03 -1.78883456e-01 -3.44134596e-01
-2.84711544e-01 -2.20542990e-01 -3.64095930e-02 -7.25109898e-02
-1.96275257e-01]
[ -6.05287245e-02 -2.10465308e-01 6.09131772e-02 6.60411731e-02
-1.31704595e-01 -1.35271418e-01 6.32632059e-03 -3.45466929e-02
5.77251015e-02 -3.88196577e-01 -3.30523642e-01 -2.47776101e-01
4.18752426e-02]
[ 8.44707082e-03 -2.70745369e-01 5.51716912e-02 -2.87728262e-01
-1.93102071e-01 -2.32488926e-01 -2.78366865e-01 1.60548794e-02
-2.29986366e-02 6.98908279e-02 -1.98949528e-01 1.47674753e-01
3.24673422e-03]
[ 1.66764805e-01 5.49362576e-02 -1.06881451e-01 -2.66984800e-01
-5.73405555e-02 -1.02762334e-01 -2.06961399e-01 -1.57791962e-02
-2.03690996e-01 -2.54931094e-01 -1.98797228e-01 3.78825517e-01
-7.88218557e-02]
[ -1.75662683e-01 -1.82335911e-01 -1.13941253e-01 -2.64258666e-01
-5.26293324e-02 2.59657621e-02 -1.96461351e-01 -2.43320159e-01
-1.40932822e-01 -5.62505651e-02 -2.37919113e-01 2.16971979e-01
-1.42662343e-01]
[ -4.03748201e-02 -2.06388220e-01 -1.64132967e-01 -2.58562437e-01
-4.83461836e-02 4.22513767e-02 -6.79508210e-02 -7.50177466e-02
-2.39264197e-01 -3.17533591e-01 -5.65338932e-02 7.10294738e-02
-2.68180549e-02]
[ 1.09190665e-01 8.37677992e-02 -1.33826711e-02 -2.03599024e-01
-3.22700916e-01 6.82598025e-03 -1.84914763e-01 -3.09175730e-01
-3.26244249e-01 -3.61803930e-03 -1.17827010e-01 1.62845746e-01
-6.16415355e-02]
[ -6.30274308e-02 -8.69945585e-03 -2.85338353e-01 -1.82509530e-02
7.08186236e-02 1.55038578e-01 -2.46120340e-01 -1.91791586e-01
-5.68258708e-02 -6.90711184e-02 1.88248162e-01 6.60293499e-01
-1.26645050e-01]
[ 1.18750840e-01 3.46268469e-01 -2.01567080e-01 7.41269285e-01
1.22090567e-01 -1.54471246e-04 -2.54078374e-01 -4.10146452e-01
-2.55492958e-01 -3.70230412e-01 7.66440333e-01 9.88523653e-01
-1.12436188e+00]
[ -2.03107895e-02 1.81671663e-01 4.91109165e-02 3.07722958e-01
5.37909925e-03 -6.76456166e-02 -3.08252536e-01 -3.79544154e-01
-2.99996990e-01 -2.63246328e-01 5.68158822e-01 9.94566685e-01
-1.05917086e+00]
[ -4.23203787e-02 -1.31834699e-01 -1.52807471e-01 3.16609548e-01
-1.75167550e-01 2.34924737e-01 -7.78942739e-02 -2.12045235e-01
-2.45255009e-01 -4.14410220e-01 2.10887485e-01 5.53890871e-01
-5.17355581e-01]
[ 7.93018338e-02 -3.81803130e-01 -5.18290950e-02 3.12218799e-03
-1.13338794e-01 1.99448752e-01 6.49057001e-02 1.59691505e-01
-1.85688185e-01 -3.03294819e-02 -5.09998069e-02 3.60255229e-01
-2.96845282e-01]
[ 2.05505290e-01 -2.93605246e-01 -1.20053833e-01 -7.99407947e-02
-2.12812420e-01 1.22138012e-01 1.95835671e-02 -1.38209736e-01
-6.30323689e-02 -7.72708402e-02 -1.46029582e-01 -1.65900773e-01
-1.60187514e-01]
[ -1.33565535e-01 -8.14697978e-02 3.89111326e-02 -2.58703628e-01
-5.98695948e-02 -1.40958504e-01 4.93469293e-02 -4.55318645e-03
-8.79929184e-02 1.05848335e-02 -3.28837068e-01 -4.68574377e-01
-6.27838169e-02]
[ -1.40568827e-01 -1.37209357e-01 -6.79803874e-02 -2.78067215e-01
-3.46851529e-01 -2.88581241e-01 1.60453970e-01 1.40757351e-01
1.66853721e-02 1.19923341e-01 -2.62768403e-01 -8.20790581e-01
2.99518358e-02]
[ -1.48861514e-01 -2.49799581e-01 -2.99733074e-01 -6.46875703e-01
-2.98920275e-01 -2.08458199e-01 -2.59567724e-01 3.06704651e-02
6.28658019e-04 -4.48553946e-01 -5.48166117e-01 -5.81276315e-01
-7.95239677e-01]
[ -1.20197914e-01 1.28928759e-01 1.62179867e-02 8.54530479e-02
-2.06592599e-01 -1.74168093e-01 -1.42967849e-01 1.41693052e-02
-1.30179165e-01 -1.57530399e-01 -1.48572744e-01 -3.92534468e-01
-5.01884957e-03]
[ -3.60358788e-01 -1.15735033e-01 -2.73420758e-01 2.49962382e-01
-1.98119132e-01 -2.31485078e-01 -9.44307137e-02 -1.10092783e-01
2.26369434e-02 1.47370418e-02 9.56265731e-02 -2.91966293e-01
9.68106828e-02]
[ -1.29218219e-01 -4.43042066e-02 -2.54601934e-01 1.06983781e-01
-2.25285327e-01 -2.79077079e-01 -3.58606318e-01 -2.22682494e-02
1.90332428e-02 -1.23740346e-01 -2.28309410e-01 -2.89562258e-01
3.87467238e-02]
[ -2.33929763e-01 -5.33053115e-01 -3.38346313e-01 -1.86931403e-01
-3.24108195e-01 -2.31164138e-01 -5.75252111e-02 -2.47028179e-01
5.41304582e-02 -2.33394070e-01 -1.12065368e-01 -3.09357290e-01
-2.16045839e-02]
[ -2.19288803e-01 -2.94936573e-01 -3.20186316e-01 -9.44464597e-02
-8.95098891e-02 -1.50057054e-01 -7.59509711e-02 1.97681415e-02
-1.97564927e-01 -5.00262392e-01 -2.28818719e-01 -1.76101762e-01
-1.56736282e-03]
[ -1.01980209e-01 -1.38900458e-02 -2.38706609e-01 -7.31583098e-01
-2.66590611e-01 -2.58447875e-01 2.81242697e-02 -4.31628160e-01
1.22954509e-01 -1.38748473e-01 -5.44050340e-01 -3.33319808e-01
-7.47360488e-01]]
Progress: 23.2% ... Training loss: 0.248 ... Validation loss: 0.415[[-0.18871038]
[ 0.26501898]
[-0.13647794]
[ 1.05558238]
[ 0.27039572]
[-0.03943746]
[-0.83787583]
[-0.86806719]
[-0.61672147]
[-0.91408649]
[ 1.24840626]
[ 3.00320444]
[-1.99428846]]
[[ -5.31137812e-01 -4.91798245e-01 -5.89233186e-01 -5.70436741e-02
-2.93522177e-01 -5.94082054e-01 -1.10173456e-01 -2.62571225e-01
-3.86205095e-01 -3.50145084e-01 2.36001604e-01 9.25162633e-01
2.05669954e-01]
[ 7.06485710e-03 -1.38268942e-01 4.93557724e-02 -7.04614612e-02
-4.20200830e-02 5.85078686e-02 -1.17471183e-01 2.06039912e-01
-1.41329020e-01 -1.84846123e-01 -9.46544664e-02 -1.39584336e-01
5.05373870e-02]
[ -2.49886881e-01 1.39397484e-01 -2.83178680e-02 1.40576008e-01
8.01484405e-02 -1.28598947e-01 1.21558168e-02 -1.44647327e-01
2.58540650e-01 -3.27621358e-01 1.93104911e-01 7.46450066e-01
7.64359155e-01]
[ 2.20485076e-01 -2.43441947e-01 -2.77647311e-01 3.62387846e-02
-2.82273223e-01 8.48907650e-03 2.35836624e-01 -5.02924594e-01
2.19188219e-01 -2.19673556e-01 -1.93776867e-01 -3.15763346e-01
-1.62375566e-01]
[ 1.32376824e-01 4.99207458e-03 1.14856612e-01 -9.03551566e-02
-2.45255462e-02 7.32335234e-02 -1.19930509e-01 -9.43852498e-02
8.13627808e-02 2.38433117e-01 6.26853969e-02 -9.25276714e-02
-2.12586310e-01]
[ -4.82487450e-01 -6.05910640e-01 -6.02972993e-01 -6.06546618e-01
-5.86869853e-01 -5.64455697e-01 -3.23339225e-01 -1.61643240e-01
-4.47575497e-01 -2.40255408e-01 -5.32763649e-01 -7.59914044e-01
-5.81223595e-01]
[ -4.15702653e-01 -5.87812776e-01 -3.23352271e-01 -3.75964928e-01
-4.13283003e-01 -5.62525392e-01 -4.21555846e-01 -4.74892586e-01
-2.93746246e-01 -1.21924121e-01 -4.30936917e-01 -3.63349045e-01
-4.59273982e-01]
[ -3.40176909e-01 -3.43296363e-01 -4.82278027e-01 -1.71643841e-01
-3.18284881e-01 -4.22997629e-01 -2.99033602e-01 -2.60174412e-01
-3.05667022e-01 -5.46756326e-01 -2.72515220e-01 -6.82786320e-01
-4.93827939e-01]
[ -4.67350728e-01 -3.49278580e-01 -3.80470607e-01 -1.96918343e-01
-3.38770873e-01 -2.16350180e-01 -5.31964845e-02 -4.32707380e-01
-2.51019316e-01 -4.43332233e-01 -1.67167046e-01 -2.67288347e-01
-1.75228902e-01]
[ -9.54448675e-01 -9.44179705e-01 -9.82762240e-01 -7.23472036e-01
-1.03413837e+00 -9.86911794e-01 -5.80442058e-01 -5.96448744e-01
-7.43892329e-01 -5.62704359e-01 -7.18313718e-01 -5.72988854e-01
-7.82099254e-01]
[ -5.13336038e-01 -2.67634141e-01 -4.71923765e-01 -3.45231378e-01
-3.47033015e-01 -3.62372993e-01 -5.90321408e-01 -6.06010054e-01
-6.51821729e-01 -1.13338059e-01 -5.06045693e-01 -7.02608330e-01
-5.10268539e-01]
[ -1.16701610e-01 2.37832503e-02 -3.40639334e-01 -4.36503313e-01
-1.05244333e-01 -7.36788104e-02 -1.84103225e-01 -3.69507994e-01
-1.61569317e-01 8.26061833e-02 -4.58437467e-01 -9.57869049e-01
-5.35847732e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58146896e-01 -1.18785458e-01 1.63713125e-01 -2.80302798e-01
-1.30296532e-01 1.13147978e-01 -1.22188707e-01 1.41076351e-02
-8.19218523e-02 6.93358275e-02 -1.84435002e-01 -3.91651889e-01
-1.25559899e-02]
[ -8.63318030e-02 -2.63739855e-01 -1.80700190e-01 -2.84653863e-01
-4.77358432e-01 -8.60614001e-02 -5.41840976e-02 -4.83432073e-03
-6.44055003e-02 6.44759892e-03 -2.08931449e-01 -3.30060581e-01
-2.77704002e-01]
[ -6.88068586e-02 -2.02855903e-02 -2.31606214e-01 -2.67910344e-01
1.21978992e-01 -1.62020385e-01 -1.66382043e-01 1.04471238e-01
-2.61555502e-03 8.88073178e-02 -1.99443527e-01 2.24326970e-03
-6.24673782e-02]
[ 3.70168317e-02 -1.67915715e-01 -1.48221848e-01 -8.80639571e-02
-1.25070573e-01 -1.06454768e-01 1.12604722e-01 -1.44251430e-01
-8.27995771e-03 2.43948576e-02 -3.43616476e-02 -1.60080955e-01
2.00548675e-02]
[ -2.90570793e-01 -1.38988804e-01 -7.71392805e-02 -8.76302014e-02
-2.99615854e-01 -2.74963952e-01 -3.78969609e-01 2.03319991e-02
-3.23432045e-01 -2.22954388e-01 1.92497633e-01 -2.47721915e-02
1.92307402e-01]
[ -2.26247053e-01 -1.21177254e-01 -9.15559870e-02 -2.98648264e-02
-8.22068938e-02 -1.19041792e-01 -7.65697250e-02 2.34185502e-02
-1.37517418e-01 -6.74461532e-02 3.09035558e-02 -1.58002131e-01
-6.72984910e-02]
[ -1.70264837e-01 -6.52422822e-02 -2.29652074e-01 -2.77665971e-01
-1.53371867e-01 -2.04250576e-01 -3.30974143e-01 -1.12957664e-01
1.26922508e-01 -2.19221823e-01 -3.42324473e-01 -2.24468482e-01
-3.10000171e-01]
[ -3.70710534e-01 -6.37926863e-02 -1.50100385e-01 -1.43194437e-01
-5.06621117e-02 -3.12928901e-01 3.32393253e-02 -8.57529179e-02
-1.20807352e-01 6.29505960e-02 1.98383521e-03 -3.12462570e-01
-2.96805336e-01]
[ -1.65049207e-01 -1.48836469e-01 -4.99405057e-02 -1.68681696e-01
-1.32055362e-01 -2.94933118e-01 1.74431513e-03 -1.33864786e-01
-2.18212436e-01 4.26315812e-02 2.05771845e-01 -5.13896076e-02
-1.49480062e-01]
[ -1.30805664e-01 -1.75313407e-01 -1.12870128e-01 -2.90482447e-01
9.04547431e-02 -1.73293488e-02 -1.73072154e-01 -1.59393258e-01
1.18675603e-01 -9.00397228e-02 -1.37294336e-01 -1.05668287e-01
-3.09157676e-01]
[ -4.41147201e-02 -3.32509576e-02 -1.49603984e-01 -6.10408117e-02
-2.28553269e-01 6.26981380e-02 -7.56364805e-02 -4.76464948e-02
-2.31764591e-01 -9.26288948e-02 -9.56579003e-02 -3.56996560e-01
-1.99209171e-01]
[ -7.15589664e-02 2.54592978e-02 -1.28944391e-01 -3.12995043e-01
1.21838999e-01 2.03436170e-02 -2.12256990e-01 -1.54025325e-01
1.22350589e-01 -6.07400153e-02 -2.81702681e-01 -2.54939679e-01
-3.04567945e-01]
[ 7.98470432e-02 -3.10270379e-01 -8.35739759e-02 -4.56227809e-01
-2.24069537e-01 -8.91906552e-02 7.07867654e-02 1.02777943e-01
-7.82096536e-03 3.04529995e-01 -5.36204916e-01 -8.15538617e-01
4.49029115e-01]
[ -2.21993482e-01 -2.45997183e-01 -1.31100364e-01 -3.12981266e-01
-3.02077173e-01 -9.33629400e-02 2.07806746e-01 4.35399989e-02
2.91040387e-01 4.33576208e-02 -4.17526880e-01 -1.01246837e+00
6.45296354e-01]
[ -1.33099094e-02 -1.88105814e-01 2.22087980e-02 -3.18143042e-01
-1.72434396e-01 1.65767946e-01 2.06616140e-01 2.63580676e-01
-2.57662055e-02 2.41312954e-01 -2.38502201e-01 -1.08808620e+00
7.46753532e-01]
[ 2.05405441e-03 -4.59917190e-02 -1.24158048e-01 -1.38121973e-01
-1.80513384e-01 -4.68312970e-02 3.06267519e-01 1.71839589e-01
2.59768481e-01 3.77850624e-01 -4.97977389e-01 -1.01004379e+00
7.79310581e-01]
[ -8.19865676e-02 -2.80542395e-01 5.95577907e-02 -3.70712121e-01
-1.50546741e-01 1.17064462e-01 3.78221953e-01 1.45602464e-01
-6.09760560e-02 1.74048417e-01 -5.73133010e-01 -1.00715234e+00
8.78978087e-01]
[ 1.21469637e-01 -9.01261271e-02 1.64039755e-02 -1.84259707e-01
-8.34613870e-02 -1.81416914e-02 2.63828463e-01 3.79259461e-01
4.21006364e-01 2.71435374e-01 -5.66265594e-01 -9.25558819e-01
5.90752870e-01]
[ -4.62652318e-03 -1.36489131e-01 2.16682001e-02 1.39519332e-02
-9.04880436e-02 -2.83473518e-01 6.29189206e-02 3.45434493e-01
-3.86166185e-03 1.13856310e-01 -2.63050606e-01 -7.65141599e-01
2.62401951e-01]
[ 8.32985333e-02 1.06888952e-01 4.62589944e-03 1.45784503e-01
-8.98688823e-02 -5.91117003e-02 -1.81685137e-01 -1.38734853e-01
-2.62555664e-01 -1.33302184e-01 -1.19960027e-01 2.65256364e-01
-2.93955705e-01]
[ 4.17545822e-02 -1.03078714e-01 1.45300311e-01 3.16700186e-01
2.47517827e-01 8.77472447e-03 -3.96018137e-01 -3.48803805e-01
-5.87007434e-02 -5.42054510e-01 2.23625762e-01 1.00754602e+00
-6.14137195e-01]
[ 3.08824615e-02 7.91159437e-02 -2.13507644e-01 7.61982644e-02
3.35040224e-02 -1.95495156e-03 -1.80297287e-01 -3.45016507e-01
-2.85899088e-01 -2.22146550e-01 -3.37206384e-02 -6.66120139e-02
-2.00942478e-01]
[ -6.05545577e-02 -2.10444296e-01 6.09057502e-02 6.61212107e-02
-1.31696127e-01 -1.35276355e-01 6.24008261e-03 -3.44393283e-02
5.76230478e-02 -3.88206068e-01 -3.30403687e-01 -2.47826232e-01
4.16876288e-02]
[ 8.37469947e-03 -2.70648210e-01 5.51336640e-02 -2.87479769e-01
-1.92980598e-01 -2.32503879e-01 -2.78781888e-01 1.53990967e-02
-2.34909165e-02 6.96874507e-02 -1.98493788e-01 1.50612042e-01
1.49945443e-03]
[ 1.66441049e-01 5.54374016e-02 -1.07160291e-01 -2.65097423e-01
-5.68439753e-02 -1.02831351e-01 -2.08817401e-01 -1.88880838e-02
-2.05401670e-01 -2.57158152e-01 -1.94843801e-01 3.92264140e-01
-8.62054175e-02]
[ -1.75640418e-01 -1.82478735e-01 -1.13883006e-01 -2.64981999e-01
-5.27829904e-02 2.59806842e-02 -1.96097855e-01 -2.42600406e-01
-1.40502241e-01 -5.58678861e-02 -2.38930339e-01 2.14766139e-01
-1.40939701e-01]
[ -4.13291938e-02 -2.05024953e-01 -1.65016151e-01 -2.53588223e-01
-4.66698589e-02 4.19809398e-02 -7.40787219e-02 -8.36664480e-02
-2.43484500e-01 -3.25331221e-01 -4.52432397e-02 1.03955422e-01
-4.45879914e-02]
[ 1.09142157e-01 8.37797479e-02 -1.34180349e-02 -2.03885033e-01
-3.22704945e-01 6.80684448e-03 -1.85174216e-01 -3.09693060e-01
-3.26284555e-01 -4.08578109e-03 -1.17914727e-01 1.62720955e-01
-6.10289718e-02]
[ -6.29452049e-02 -8.64166681e-03 -2.85355215e-01 -1.78620726e-02
7.08861440e-02 1.55062295e-01 -2.46274824e-01 -1.92991370e-01
-5.73896543e-02 -6.93506372e-02 1.89380310e-01 6.65300172e-01
-1.28960004e-01]
[ 1.18889200e-01 3.46070322e-01 -2.01480571e-01 7.40373203e-01
1.21897157e-01 -1.10038626e-04 -2.53522839e-01 -4.09747761e-01
-2.55010096e-01 -3.69612775e-01 7.65353381e-01 9.86004042e-01
-1.12355426e+00]
[ -2.02223988e-02 1.81650470e-01 4.90090076e-02 3.07818764e-01
5.43770971e-03 -6.76191290e-02 -3.07987945e-01 -3.80420824e-01
-3.00041090e-01 -2.64203071e-01 5.69097949e-01 9.98285393e-01
-1.06033553e+00]
[ -4.22042085e-02 -1.31929755e-01 -1.52716926e-01 3.16978749e-01
-1.75234707e-01 2.34975754e-01 -7.75515890e-02 -2.11368418e-01
-2.45029398e-01 -4.13538237e-01 2.11163582e-01 5.54157534e-01
-5.18735574e-01]
[ 7.92422799e-02 -3.81643123e-01 -5.19289690e-02 4.54324876e-03
-1.13121936e-01 1.99416683e-01 6.41783345e-02 1.58359779e-01
-1.86180537e-01 -3.12621413e-02 -4.92447754e-02 3.64411438e-01
-3.00024902e-01]
[ 2.05195693e-01 -2.93144314e-01 -1.20282004e-01 -7.67074308e-02
-2.12312497e-01 1.22045307e-01 1.68269142e-02 -1.40868794e-01
-6.52016047e-02 -7.89428814e-02 -1.42111963e-01 -1.54230299e-01
-1.68542780e-01]
[ -1.33669291e-01 -8.13660482e-02 3.88528410e-02 -2.58270357e-01
-5.97428905e-02 -1.40991374e-01 4.86671805e-02 -5.05208421e-03
-8.84872664e-02 1.02649233e-02 -3.28490517e-01 -4.67632993e-01
-6.39090420e-02]
[ -1.40627566e-01 -1.37174447e-01 -6.80046207e-02 -2.77860775e-01
-3.46796211e-01 -2.88599077e-01 1.60042145e-01 1.40569363e-01
1.64309893e-02 1.19709991e-01 -2.62442130e-01 -8.20592205e-01
2.95850962e-02]
[ -1.49756443e-01 -2.48285645e-01 -3.00554496e-01 -6.40974423e-01
-2.97216120e-01 -2.08695081e-01 -2.65757528e-01 2.11427421e-02
-4.94855903e-03 -4.55774527e-01 -5.35912425e-01 -5.38687842e-01
-8.19679605e-01]
[ -1.21483895e-01 1.30041148e-01 1.55263302e-02 9.24528510e-02
-2.05515955e-01 -1.74494620e-01 -1.48089516e-01 1.11335844e-02
-1.33349204e-01 -1.61925583e-01 -1.42343039e-01 -3.79915748e-01
-1.07281471e-02]
[ -3.60433500e-01 -1.15531801e-01 -2.73621269e-01 2.51635678e-01
-1.97823950e-01 -2.31526105e-01 -9.55282735e-02 -1.12611155e-01
2.18359809e-02 1.27212768e-02 9.78888511e-02 -2.86903558e-01
9.14351031e-02]
[ -1.30007272e-01 -4.35888390e-02 -2.54997468e-01 1.11457424e-01
-2.24560724e-01 -2.79254724e-01 -3.61902812e-01 -2.56951299e-02
1.65445308e-02 -1.27817562e-01 -2.23714856e-01 -2.79571130e-01
3.26891875e-02]
[ -2.34358869e-01 -5.32763915e-01 -3.38585771e-01 -1.83878953e-01
-3.23706986e-01 -2.31244496e-01 -6.07190793e-02 -2.49175797e-01
5.20751751e-02 -2.36097215e-01 -1.08149062e-01 -2.99406604e-01
-2.89246025e-02]
[ -2.19778064e-01 -2.94468262e-01 -3.20525394e-01 -9.12237987e-02
-8.88712797e-02 -1.50177859e-01 -7.91766229e-02 1.56266851e-02
-1.99235812e-01 -5.03418527e-01 -2.25175490e-01 -1.66812259e-01
-9.23855203e-03]
[ -1.02345014e-01 -1.33452683e-02 -2.38991347e-01 -7.30029988e-01
-2.66068222e-01 -2.58528011e-01 2.54471515e-02 -4.34183623e-01
1.21100656e-01 -1.41311686e-01 -5.40152487e-01 -3.23339493e-01
-7.54511606e-01]]
Progress: 23.3% ... Training loss: 0.246 ... Validation loss: 0.387[[-0.1951833 ]
[ 0.24486349]
[-0.15338443]
[ 1.0242425 ]
[ 0.24952632]
[-0.04903675]
[-0.85260534]
[-0.90300682]
[-0.6380345 ]
[-0.93647322]
[ 1.20120485]
[ 2.92174125]
[-2.04492476]]
[[ -5.30266734e-01 -4.94945806e-01 -5.87958845e-01 -7.61788047e-02
-2.96831415e-01 -5.93886968e-01 -9.95467634e-02 -2.46937380e-01
-3.77072604e-01 -3.39974344e-01 2.08387918e-01 8.63375606e-01
2.52586232e-01]
[ 7.15755278e-03 -1.38506433e-01 4.94383664e-02 -7.17726658e-02
-4.22900858e-02 5.85320136e-02 -1.16987034e-01 2.07128497e-01
-1.40738941e-01 -1.84267920e-01 -9.64482419e-02 -1.42717634e-01
5.27258560e-02]
[ -2.47560459e-01 1.34078492e-01 -2.62473446e-02 1.10511187e-01
7.46478494e-02 -1.28106570e-01 3.02988957e-02 -1.21171337e-01
2.73299404e-01 -3.10342539e-01 1.51072086e-01 6.56220583e-01
8.27782309e-01]
[ 2.17769936e-01 -2.36957607e-01 -2.80480574e-01 6.39163991e-02
-2.75567843e-01 7.83250524e-03 2.18584951e-01 -5.32459576e-01
2.06306483e-01 -2.44884351e-01 -1.51861682e-01 -2.28183215e-01
-2.28650118e-01]
[ 1.34262401e-01 1.70513600e-03 1.16413525e-01 -1.06597446e-01
-2.76142535e-02 7.36217327e-02 -1.10197802e-01 -8.39568032e-02
9.06112413e-02 2.50831558e-01 3.91717172e-02 -1.45652683e-01
-1.87854252e-01]
[ -4.82524577e-01 -6.06321930e-01 -6.02720373e-01 -6.07326355e-01
-5.87122185e-01 -5.64450780e-01 -3.24064372e-01 -1.59735010e-01
-4.47670625e-01 -2.38614627e-01 -5.35022768e-01 -7.63558035e-01
-5.79017931e-01]
[ -4.15010212e-01 -5.89107198e-01 -3.22688931e-01 -3.83752666e-01
-4.14606675e-01 -5.62379808e-01 -4.16662856e-01 -4.68860606e-01
-2.90494106e-01 -1.15591921e-01 -4.40878505e-01 -3.88111215e-01
-4.42587455e-01]
[ -3.39485610e-01 -3.45802097e-01 -4.81347119e-01 -1.87138484e-01
-3.20973153e-01 -4.22841098e-01 -2.90841132e-01 -2.48031532e-01
-2.98270956e-01 -5.39838935e-01 -2.95035653e-01 -7.35699291e-01
-4.59673085e-01]
[ -4.67390266e-01 -3.49306089e-01 -3.80419016e-01 -1.97283770e-01
-3.38970557e-01 -2.16329339e-01 -5.37446373e-02 -4.32937000e-01
-2.50876281e-01 -4.42959849e-01 -1.69007069e-01 -2.69614110e-01
-1.73914373e-01]
[ -9.52834866e-01 -9.48170772e-01 -9.81062411e-01 -7.46023093e-01
-1.03834541e+00 -9.86580609e-01 -5.66204363e-01 -5.77070729e-01
-7.32009354e-01 -5.47658814e-01 -7.52657075e-01 -6.53328510e-01
-7.27924143e-01]
[ -5.13246621e-01 -2.68179741e-01 -4.71686073e-01 -3.47742609e-01
-3.47455027e-01 -3.62342675e-01 -5.90505922e-01 -6.05073948e-01
-6.51573652e-01 -1.11578526e-01 -5.09608164e-01 -7.09633232e-01
-5.07307943e-01]
[ -1.17097759e-01 2.40809624e-02 -3.40678397e-01 -4.35868571e-01
-1.05079239e-01 -7.37124414e-02 -1.86344248e-01 -3.69968644e-01
-1.63004256e-01 8.10638614e-02 -4.57092802e-01 -9.54149387e-01
-5.38621866e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58115552e-01 -1.18859542e-01 1.63773364e-01 -2.80489824e-01
-1.30381620e-01 1.13160481e-01 -1.22088367e-01 1.46299812e-02
-8.18476825e-02 6.98961775e-02 -1.84912848e-01 -3.93009840e-01
-1.23084194e-02]
[ -8.63145351e-02 -2.63936845e-01 -1.80608679e-01 -2.84887867e-01
-4.77427801e-01 -8.60523997e-02 -5.42108896e-02 -4.21854343e-03
-6.41549791e-02 7.34824530e-03 -2.09887735e-01 -3.31445491e-01
-2.77163778e-01]
[ -6.87575094e-02 -2.06395520e-02 -2.31410099e-01 -2.68985318e-01
1.21662475e-01 -1.62008598e-01 -1.66475424e-01 1.06022840e-01
-2.55260543e-03 8.99773899e-02 -2.00958401e-01 -3.77980568e-04
-5.93904184e-02]
[ 3.73075701e-02 -1.68270948e-01 -1.48028634e-01 -8.98214438e-02
-1.25411552e-01 -1.06409334e-01 1.14062056e-01 -1.42938957e-01
-7.12248918e-03 2.63164270e-02 -3.64249153e-02 -1.66096215e-01
2.32399184e-02]
[ -2.90338146e-01 -1.39462519e-01 -7.69055101e-02 -9.11426848e-02
-3.00135851e-01 -2.74906771e-01 -3.76544052e-01 2.31744816e-02
-3.22061935e-01 -2.20632185e-01 1.87785207e-01 -3.54295698e-02
2.01016892e-01]
[ -2.25944251e-01 -1.22390499e-01 -9.10097854e-02 -3.59952765e-02
-8.34563405e-02 -1.18946855e-01 -7.41814361e-02 2.88335241e-02
-1.35293671e-01 -6.29681746e-02 2.10153324e-02 -1.78935945e-01
-5.29418292e-02]
[ -1.69869609e-01 -6.59839547e-02 -2.29452213e-01 -2.81112095e-01
-1.53974938e-01 -2.04194408e-01 -3.28161707e-01 -1.10429756e-01
1.29731113e-01 -2.17389761e-01 -3.46483550e-01 -2.36923317e-01
-3.03073372e-01]
[ -3.70437992e-01 -6.47628398e-02 -1.49765052e-01 -1.49141817e-01
-5.16493852e-02 -3.12870540e-01 3.62964458e-02 -8.13244980e-02
-1.18535281e-01 6.57240986e-02 -5.77524492e-03 -3.28878624e-01
-2.83466842e-01]
[ -1.65476151e-01 -1.48379048e-01 -5.00610899e-02 -1.68267937e-01
-1.31886517e-01 -2.95004978e-01 3.37548035e-04 -1.33822689e-01
-2.18821089e-01 4.09836093e-02 2.04841759e-01 -5.41559076e-02
-1.50719881e-01]
[ -1.30500644e-01 -1.75738202e-01 -1.12637755e-01 -2.92849397e-01
8.98858508e-02 -1.72525263e-02 -1.71198366e-01 -1.57932906e-01
1.20287205e-01 -8.83003923e-02 -1.41023231e-01 -1.14888806e-01
-3.04611817e-01]
[ -4.38135679e-02 -3.36299266e-02 -1.49438434e-01 -6.26907218e-02
-2.28855856e-01 6.27611247e-02 -7.42768011e-02 -4.67742442e-02
-2.30837498e-01 -9.12242084e-02 -9.74450039e-02 -3.59163408e-01
-1.97416423e-01]
[ -7.20230365e-02 2.59457428e-02 -1.29179514e-01 -3.11529558e-01
1.22249415e-01 2.02581693e-02 -2.14392435e-01 -1.55762539e-01
1.20897017e-01 -6.29316886e-02 -2.80286680e-01 -2.52589454e-01
-3.05686411e-01]
[ 7.95958649e-02 -3.10012062e-01 -8.36779429e-02 -4.55395657e-01
-2.23832111e-01 -8.92322803e-02 6.95656097e-02 1.02058494e-01
-8.71329382e-03 3.03358204e-01 -5.35311582e-01 -8.14407715e-01
4.46995262e-01]
[ -2.22024696e-01 -2.45948662e-01 -1.31122599e-01 -3.12779751e-01
-3.02036657e-01 -9.33689564e-02 2.07472805e-01 4.33765582e-02
2.90785512e-01 4.31356223e-02 -4.17317213e-01 -1.01185779e+00
6.44509935e-01]
[ -1.34536339e-02 -1.87964257e-01 2.21562598e-02 -3.18144625e-01
-1.72268335e-01 1.65737616e-01 2.06024190e-01 2.63107543e-01
-2.61291046e-02 2.40713624e-01 -2.38648901e-01 -1.08895687e+00
7.46495683e-01]
[ 2.01694483e-03 -4.59080403e-02 -1.24197866e-01 -1.38141418e-01
-1.80459916e-01 -4.68406305e-02 3.06233933e-01 1.71650278e-01
2.59682651e-01 3.77562527e-01 -4.97902023e-01 -1.01040248e+00
7.79471689e-01]
[ -8.20187509e-02 -2.80502602e-01 5.95369969e-02 -3.70566465e-01
-1.50502877e-01 1.17056624e-01 3.78054953e-01 1.45427029e-01
-6.10789386e-02 1.73831508e-01 -5.73007809e-01 -1.00709319e+00
8.78655116e-01]
[ 1.21657254e-01 -9.03204101e-02 1.64767528e-02 -1.85259355e-01
-8.36503743e-02 -1.81176952e-02 2.65410720e-01 3.80553318e-01
4.22137858e-01 2.72515930e-01 -5.67247209e-01 -9.29275867e-01
5.94198088e-01]
[ -4.41581164e-03 -1.36707539e-01 2.17615370e-02 1.32000880e-02
-9.06902217e-02 -2.83445161e-01 6.40540415e-02 3.46506762e-01
-3.03197911e-03 1.14924764e-01 -2.63812108e-01 -7.66507555e-01
2.63876383e-01]
[ 8.33978070e-02 1.06595472e-01 4.71536862e-03 1.45724011e-01
-9.01342074e-02 -5.90966680e-02 -1.81197347e-01 -1.38392908e-01
-2.61675547e-01 -1.32763418e-01 -1.20863051e-01 2.59392977e-01
-2.93212749e-01]
[ 4.19209005e-02 -1.03363675e-01 1.45405940e-01 3.15249665e-01
2.47232250e-01 8.79135104e-03 -3.94748546e-01 -3.49095324e-01
-5.73112100e-02 -5.41736122e-01 2.20952627e-01 1.00183892e+00
-6.11955690e-01]
[ 3.08164084e-02 7.92071539e-02 -2.13544822e-01 7.65816694e-02
3.35910492e-02 -1.96970798e-03 -1.80576877e-01 -3.45206061e-01
-2.86071261e-01 -2.22459462e-01 -3.33716753e-02 -6.62346832e-02
-2.01296219e-01]
[ -6.07817230e-02 -2.10247597e-01 6.08323226e-02 6.70247925e-02
-1.31485840e-01 -1.35323359e-01 4.80234268e-03 -3.50075260e-02
5.66960172e-02 -3.88528032e-01 -3.29796139e-01 -2.46862706e-01
4.05658524e-02]
[ 8.62978107e-03 -2.71309817e-01 5.54070329e-02 -2.91342489e-01
-1.93784879e-01 -2.32440649e-01 -2.76093335e-01 1.89596863e-02
-2.16825250e-02 7.24334861e-02 -2.04238077e-01 1.38624987e-01
1.13990195e-02]
[ 1.66417466e-01 5.52668915e-02 -1.07121207e-01 -2.67638854e-01
-5.71092405e-02 -1.02835134e-01 -2.08348646e-01 -1.75755696e-02
-2.05004100e-01 -2.56721257e-01 -1.98309752e-01 3.85303490e-01
-7.97485735e-02]
[ -1.75794442e-01 -1.82774352e-01 -1.13740717e-01 -2.66438875e-01
-5.29926382e-02 2.59706136e-02 -1.96683742e-01 -2.41344345e-01
-1.40599523e-01 -5.54960239e-02 -2.40863128e-01 2.13460407e-01
-1.36681449e-01]
[ -4.09069326e-02 -2.05739284e-01 -1.64697128e-01 -2.57581555e-01
-4.75089693e-02 4.20814216e-02 -7.11046370e-02 -8.02556513e-02
-2.41342692e-01 -3.22947371e-01 -5.04472181e-02 9.15788592e-02
-3.54365372e-02]
[ 1.09075128e-01 8.31797355e-02 -1.31188934e-02 -2.07464811e-01
-3.23348471e-01 6.83697191e-03 -1.84883989e-01 -3.06498158e-01
-3.25534192e-01 -1.95068735e-03 -1.22625053e-01 1.53321383e-01
-5.14759128e-02]
[ -6.28673743e-02 -8.88909387e-03 -2.85282938e-01 -1.90332139e-02
7.06298562e-02 1.55085464e-01 -2.45788205e-01 -1.91975778e-01
-5.67460155e-02 -6.87572173e-02 1.87735212e-01 6.62830704e-01
-1.26481133e-01]
[ 1.18929084e-01 3.45979347e-01 -2.01450662e-01 7.39842616e-01
1.21810856e-01 -1.00576626e-04 -2.53295942e-01 -4.09510175e-01
-2.54857914e-01 -3.69377676e-01 7.64739120e-01 9.84872878e-01
-1.12295310e+00]
[ -1.96892622e-02 1.80874059e-01 4.93996913e-02 3.04865571e-01
4.77698360e-03 -6.75039206e-02 -3.05930254e-01 -3.77848951e-01
-2.98382308e-01 -2.60840669e-01 5.64585956e-01 9.88655769e-01
-1.05877965e+00]
[ -4.20643557e-02 -1.32235605e-01 -1.52586094e-01 3.15228487e-01
-1.75494448e-01 2.35008051e-01 -7.64473776e-02 -2.10513568e-01
-2.44167122e-01 -4.12531676e-01 2.08683881e-01 5.47834228e-01
-5.15716005e-01]
[ 7.93291944e-02 -3.81775222e-01 -5.18245194e-02 3.33437448e-03
-1.13331015e-01 1.99441551e-01 6.50480368e-02 1.59829966e-01
-1.85763605e-01 -3.03929836e-02 -5.11007581e-02 3.60713475e-01
-2.96924960e-01]
[ 2.05286387e-01 -2.93270315e-01 -1.20215498e-01 -7.74536313e-02
-2.12441013e-01 1.22060271e-01 1.74630647e-02 -1.40235540e-01
-6.47558076e-02 -7.82202823e-02 -1.43216224e-01 -1.57387062e-01
-1.67097568e-01]
[ -1.33640566e-01 -8.14197763e-02 3.88909758e-02 -2.58318726e-01
-5.98011205e-02 -1.40985813e-01 4.87926133e-02 -4.52676918e-03
-8.84218026e-02 1.07164627e-02 -3.28695812e-01 -4.68126113e-01
-6.38292137e-02]
[ -1.40625527e-01 -1.37107477e-01 -6.80231157e-02 -2.77628330e-01
-3.46736041e-01 -2.88603828e-01 1.60102070e-01 1.40441281e-01
1.64483713e-02 1.19785070e-01 -2.62323473e-01 -8.20564766e-01
2.92184224e-02]
[ -1.50114325e-01 -2.47868140e-01 -3.00716245e-01 -6.39010336e-01
-2.96665347e-01 -2.08772129e-01 -2.67868640e-01 1.98733482e-02
-6.65213867e-03 -4.57183127e-01 -5.33596391e-01 -5.28817459e-01
-8.24446719e-01]
[ -1.21316846e-01 1.29404200e-01 1.58291909e-02 8.93524977e-02
-2.06123809e-01 -1.74449120e-01 -1.46393249e-01 1.37093283e-02
-1.31989695e-01 -1.59878044e-01 -1.46820314e-01 -3.93263083e-01
-3.64357288e-03]
[ -3.60087020e-01 -1.16294488e-01 -2.73288129e-01 2.47533680e-01
-1.98519541e-01 -2.31446470e-01 -9.33748086e-02 -1.09782013e-01
2.34873252e-02 1.60803990e-02 9.23996876e-02 -2.98457700e-01
9.95018362e-02]
[ -1.29358833e-01 -4.54716683e-02 -2.54341638e-01 1.03123368e-01
-2.26361719e-01 -2.79115827e-01 -3.57662268e-01 -1.76028764e-02
2.07660944e-02 -1.21471624e-01 -2.35439552e-01 -3.06795871e-01
5.32181887e-02]
[ -2.33723081e-01 -5.34166384e-01 -3.37902647e-01 -1.90742153e-01
-3.25301882e-01 -2.31077484e-01 -5.59201466e-02 -2.42966774e-01
5.57352531e-02 -2.30889592e-01 -1.19650870e-01 -3.24992238e-01
-1.26953976e-02]
[ -2.19695136e-01 -2.94821176e-01 -3.20348763e-01 -9.32811807e-02
-8.93956914e-02 -1.50149233e-01 -7.79989829e-02 1.75953977e-02
-1.98228515e-01 -5.02148434e-01 -2.28851602e-01 -1.73459880e-01
-1.81640081e-03]
[ -1.02560742e-01 -1.29638812e-02 -2.39082726e-01 -7.31964631e-01
-2.65859209e-01 -2.58582762e-01 2.53035733e-02 -4.34735635e-01
1.21600556e-01 -1.42870644e-01 -5.42160630e-01 -3.32495299e-01
-7.54714583e-01]]
Progress: 23.4% ... Training loss: 0.257 ... Validation loss: 0.421[[-0.18712222]
[ 0.25960656]
[-0.14211163]
[ 1.04425424]
[ 0.26254889]
[-0.03928108]
[-0.83679192]
[-0.88095633]
[-0.61409689]
[-0.92238036]
[ 1.2190178 ]
[ 2.94291496]
[-2.02214465]]
[[ -5.30375742e-01 -4.94283413e-01 -5.88268638e-01 -7.23385692e-02
-2.96261901e-01 -5.93964623e-01 -1.01254859e-01 -2.50291750e-01
-3.78308069e-01 -3.41888123e-01 2.12564882e-01 8.75372254e-01
2.43468700e-01]
[ 6.93909459e-03 -1.38275614e-01 4.92624773e-02 -7.01091802e-02
-4.20810810e-02 5.84788117e-02 -1.18528201e-01 2.05797456e-01
-1.41799661e-01 -1.85465114e-01 -9.47572878e-02 -1.39204278e-01
4.82968559e-02]
[ -2.49162370e-01 1.37097482e-01 -2.75156094e-02 1.26370135e-01
7.72285306e-02 -1.28519904e-01 2.14996198e-02 -1.29620563e-01
2.63864929e-01 -3.16932649e-01 1.63243923e-01 6.87684696e-01
7.93572541e-01]
[ 2.18745538e-01 -2.38841667e-01 -2.79494011e-01 5.86238263e-02
-2.77082771e-01 8.09253998e-03 2.20974471e-01 -5.27110577e-01
2.07055159e-01 -2.36226914e-01 -1.59163881e-01 -2.45679317e-01
-2.29247163e-01]
[ 1.32714228e-01 4.52682151e-03 1.14917421e-01 -9.72899318e-02
-2.52770341e-02 7.31664873e-02 -1.13656128e-01 -9.34876728e-02
8.71834077e-02 2.40026535e-01 5.36903255e-02 -1.19345624e-01
-1.92928134e-01]
[ -4.83046724e-01 -6.05669288e-01 -6.03137041e-01 -6.04420008e-01
-5.86489229e-01 -5.64566271e-01 -3.27299518e-01 -1.64835002e-01
-4.49611769e-01 -2.43362175e-01 -5.30401902e-01 -7.48987230e-01
-5.85198161e-01]
[ -4.14234816e-01 -5.89885015e-01 -3.22307618e-01 -3.88350685e-01
-4.15493092e-01 -5.62240244e-01 -4.13134648e-01 -4.65759525e-01
-2.87856974e-01 -1.11218431e-01 -4.46693296e-01 -4.05461290e-01
-4.38325849e-01]
[ -3.40853033e-01 -3.43293879e-01 -4.82473542e-01 -1.73559813e-01
-3.18637870e-01 -4.23188411e-01 -2.99262578e-01 -2.57620356e-01
-3.06913266e-01 -5.47077116e-01 -2.82810843e-01 -7.05660216e-01
-4.89709495e-01]
[ -4.67688545e-01 -3.49044991e-01 -3.80673447e-01 -1.95388164e-01
-3.38525689e-01 -2.16412531e-01 -5.58872596e-02 -4.35104630e-01
-2.52565899e-01 -4.45070213e-01 -1.66404773e-01 -2.63724265e-01
-1.78812829e-01]
[ -9.54590873e-01 -9.45528862e-01 -9.82457695e-01 -7.30893683e-01
-1.03593028e+00 -9.87009345e-01 -5.77888061e-01 -5.90636937e-01
-7.41577042e-01 -5.58259853e-01 -7.38296994e-01 -6.17044078e-01
-7.62306084e-01]
[ -5.12584441e-01 -2.68629674e-01 -4.71504550e-01 -3.50338484e-01
-3.47764838e-01 -3.62253074e-01 -5.88386802e-01 -6.04432228e-01
-6.50434899e-01 -1.09400868e-01 -5.12235344e-01 -7.17456363e-01
-5.08693224e-01]
[ -1.17416385e-01 2.45331260e-02 -3.40880844e-01 -4.34619500e-01
-1.04657871e-01 -7.37797385e-02 -1.87050675e-01 -3.70799520e-01
-1.64211261e-01 7.97646399e-02 -4.55192522e-01 -9.49461036e-01
-5.39708133e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58186873e-01 -1.18691080e-01 1.63657865e-01 -2.80510351e-01
-1.30300384e-01 1.13143572e-01 -1.22836325e-01 1.34629188e-02
-8.22281240e-02 6.83518384e-02 -1.83956725e-01 -3.88845890e-01
-1.37361554e-02]
[ -8.65137661e-02 -2.63788162e-01 -1.80740612e-01 -2.83896900e-01
-4.77225343e-01 -8.60910281e-02 -5.51326985e-02 -5.96169588e-03
-6.46933530e-02 6.00154789e-03 -2.08580198e-01 -3.27393390e-01
-2.77934867e-01]
[ -6.89357239e-02 -2.04109355e-02 -2.31540650e-01 -2.67889310e-01
1.21897332e-01 -1.62057709e-01 -1.67885127e-01 1.04132832e-01
-3.35128434e-03 8.84907721e-02 -1.99654666e-01 3.00254988e-03
-6.31440385e-02]
[ 3.78523077e-02 -1.68671175e-01 -1.47777128e-01 -9.19488256e-02
-1.25825396e-01 -1.06323695e-01 1.16805123e-01 -1.41465264e-01
-5.26759219e-03 2.94850518e-02 -3.89132122e-02 -1.74855680e-01
2.65005596e-02]
[ -2.90217037e-01 -1.39602560e-01 -7.68497904e-02 -9.21554831e-02
-3.00317727e-01 -2.74879255e-01 -3.76445800e-01 2.38168634e-02
-3.21974364e-01 -2.20215180e-01 1.86558669e-01 -3.84262281e-02
2.00765545e-01]
[ -2.25976162e-01 -1.22237462e-01 -9.10638031e-02 -3.53894274e-02
-8.34856782e-02 -1.18948041e-01 -7.35033659e-02 2.91503768e-02
-1.34802548e-01 -6.33054405e-02 2.02607946e-02 -1.82855058e-01
-5.34056301e-02]
[ -1.71027961e-01 -6.43119605e-02 -2.30184467e-01 -2.71614325e-01
-1.52337089e-01 -2.04458647e-01 -3.34429013e-01 -1.16899005e-01
1.22760222e-01 -2.21634326e-01 -3.37545461e-01 -2.12724333e-01
-3.21909196e-01]
[ -3.70623845e-01 -6.41209720e-02 -1.50097048e-01 -1.45834847e-01
-5.10110936e-02 -3.12949583e-01 3.36409912e-02 -8.45006852e-02
-1.20424465e-01 6.33162442e-02 -2.17877318e-03 -3.19842598e-01
-2.93915158e-01]
[ -1.65456912e-01 -1.48486245e-01 -5.00365220e-02 -1.68767996e-01
-1.31954950e-01 -2.94996717e-01 2.91379794e-04 -1.34020605e-01
-2.18730421e-01 4.09858572e-02 2.04249976e-01 -5.59402713e-02
-1.50627440e-01]
[ -1.30796384e-01 -1.75380925e-01 -1.12865464e-01 -2.90099194e-01
9.03549657e-02 -1.73473603e-02 -1.73486508e-01 -1.59591377e-01
1.18616700e-01 -8.98486164e-02 -1.37919170e-01 -1.06611561e-01
-3.09344228e-01]
[ -4.37820055e-02 -3.37087025e-02 -1.49433503e-01 -6.35510445e-02
-2.28921083e-01 6.27830556e-02 -7.38453725e-02 -4.66378973e-02
-2.30719347e-01 -9.14940504e-02 -9.81195061e-02 -3.61755060e-01
-1.96694954e-01]
[ -7.20315162e-02 2.59461849e-02 -1.29208488e-01 -3.11473631e-01
1.22271017e-01 2.02523397e-02 -2.14277718e-01 -1.55785130e-01
1.20866742e-01 -6.30567633e-02 -2.80123859e-01 -2.52497388e-01
-3.05930307e-01]
[ 7.93757131e-02 -3.09828220e-01 -8.37960693e-02 -4.54689072e-01
-2.23655875e-01 -8.92746322e-02 6.80653115e-02 1.00663944e-01
-9.56821840e-03 3.01834821e-01 -5.34310593e-01 -8.12306293e-01
4.44585935e-01]
[ -2.22157901e-01 -2.45737416e-01 -1.31231466e-01 -3.11807564e-01
-3.01888358e-01 -9.34022692e-02 2.06432670e-01 4.22966648e-02
2.89759731e-01 4.26663866e-02 -4.16527241e-01 -1.01040002e+00
6.41118590e-01]
[ -1.34903216e-02 -1.87930712e-01 2.21221492e-02 -3.18117644e-01
-1.72245357e-01 1.65728214e-01 2.05880706e-01 2.62948533e-01
-2.62639380e-02 2.40484878e-01 -2.38584526e-01 -1.08910165e+00
7.46258434e-01]
[ 1.98164861e-03 -4.58548291e-02 -1.24230154e-01 -1.37795198e-01
-1.80407150e-01 -4.68493620e-02 3.05902534e-01 1.71289482e-01
2.59447694e-01 3.77288915e-01 -4.97583483e-01 -1.00960433e+00
7.78560691e-01]
[ -8.21651537e-02 -2.80340307e-01 5.94274071e-02 -3.69416129e-01
-1.50352906e-01 1.17020844e-01 3.76892534e-01 1.44464154e-01
-6.18084733e-02 1.73045120e-01 -5.72184393e-01 -1.00578980e+00
8.75659317e-01]
[ 1.21399952e-01 -9.00226204e-02 1.63276721e-02 -1.83687453e-01
-8.34136261e-02 -1.81696871e-02 2.63793035e-01 3.78956556e-01
4.20842150e-01 2.71182289e-01 -5.66181985e-01 -9.27357431e-01
5.90293386e-01]
[ -4.39052763e-03 -1.36759462e-01 2.17796829e-02 1.28345570e-02
-9.07491392e-02 -2.83442698e-01 6.44455974e-02 3.47056867e-01
-2.70580168e-03 1.15064229e-01 -2.64307985e-01 -7.68076389e-01
2.65190925e-01]
[ 8.41170196e-02 1.05934580e-01 5.08168777e-03 1.42171394e-01
-9.07485123e-02 -5.89739875e-02 -1.77863361e-01 -1.36137382e-01
-2.59504268e-01 -1.29345060e-01 -1.24422634e-01 2.47255432e-01
-2.89035765e-01]
[ 4.13136518e-02 -1.02541181e-01 1.44997270e-01 3.21838397e-01
2.48233778e-01 8.64381417e-03 -3.98575152e-01 -3.52761060e-01
-6.08653773e-02 -5.44250123e-01 2.27931203e-01 1.02194178e+00
-6.21671957e-01]
[ 3.07584472e-02 7.93154121e-02 -2.13582529e-01 7.75628888e-02
3.37237111e-02 -1.98220807e-03 -1.81128592e-01 -3.45910849e-01
-2.86447296e-01 -2.23012729e-01 -3.22730134e-02 -6.32486563e-02
-2.03521037e-01]
[ -6.09674747e-02 -2.09935721e-01 6.06805986e-02 6.80009988e-02
-1.31188868e-01 -1.35369253e-01 3.79010069e-03 -3.64546852e-02
5.56820777e-02 -3.89286702e-01 -3.29080213e-01 -2.44734150e-01
3.84798055e-02]
[ 8.59374892e-03 -2.71267869e-01 5.53760093e-02 -2.91238309e-01
-1.93735919e-01 -2.32452172e-01 -2.76192068e-01 1.88032192e-02
-2.17998444e-02 7.22112168e-02 -2.04050290e-01 1.38780016e-01
1.12967676e-02]
[ 1.66471380e-01 5.51189372e-02 -1.07028884e-01 -2.68944589e-01
-5.72584993e-02 -1.02821779e-01 -2.07998688e-01 -1.68868991e-02
-2.04415727e-01 -2.55806153e-01 -2.00136000e-01 3.82572373e-01
-7.76113252e-02]
[ -1.75803283e-01 -1.82555585e-01 -1.13840999e-01 -2.65907860e-01
-5.27543702e-02 2.59575803e-02 -1.96970556e-01 -2.42408009e-01
-1.41206071e-01 -5.59123197e-02 -2.39926575e-01 2.17445502e-01
-1.39520315e-01]
[ -4.08689447e-02 -2.05903799e-01 -1.64632598e-01 -2.58671021e-01
-4.77309617e-02 4.20984672e-02 -7.03149989e-02 -7.90444701e-02
-2.40730523e-01 -3.22485867e-01 -5.22401285e-02 8.73310258e-02
-3.28687195e-02]
[ 1.09019312e-01 8.32342298e-02 -1.32195366e-02 -2.07933259e-01
-3.23317751e-01 6.82103433e-03 -1.85224377e-01 -3.07090916e-01
-3.25629580e-01 -3.41671068e-03 -1.22358618e-01 1.54924157e-01
-5.09953827e-02]
[ -6.28826863e-02 -8.99277812e-03 -2.85190018e-01 -1.97759429e-02
7.04739969e-02 1.55098002e-01 -2.45561833e-01 -1.91012756e-01
-5.64282188e-02 -6.81154748e-02 1.86596623e-01 6.61043644e-01
-1.24718563e-01]
[ 1.18935864e-01 3.46310151e-01 -2.01677070e-01 7.40497317e-01
1.22038232e-01 -1.20042180e-04 -2.52927669e-01 -4.11035496e-01
-2.55150484e-01 -3.70489378e-01 7.65829251e-01 9.84839489e-01
-1.12673519e+00]
[ -1.96889386e-02 1.80864147e-01 4.93805018e-02 3.05394474e-01
4.80328992e-03 -6.74962966e-02 -3.05781240e-01 -3.78358365e-01
-2.98406091e-01 -2.61144341e-01 5.65220422e-01 9.89127148e-01
-1.06010516e+00]
[ -4.22359111e-02 -1.31715317e-01 -1.52833359e-01 3.17633235e-01
-1.74993424e-01 2.34948855e-01 -7.78809282e-02 -2.12653944e-01
-2.45440056e-01 -4.14574286e-01 2.12054858e-01 5.57339323e-01
-5.21355493e-01]
[ 7.91405417e-02 -3.81524076e-01 -5.19493609e-02 5.46430576e-03
-1.13044910e-01 1.99385522e-01 6.35556202e-02 1.58202731e-01
-1.86983682e-01 -3.12936487e-02 -4.88573943e-02 3.66655064e-01
-3.01470113e-01]
[ 2.05317796e-01 -2.93348338e-01 -1.20161141e-01 -7.74935184e-02
-2.12542557e-01 1.22071802e-01 1.79370973e-02 -1.39526901e-01
-6.45783237e-02 -7.77204635e-02 -1.44019951e-01 -1.59761798e-01
-1.66161584e-01]
[ -1.33691394e-01 -8.12954980e-02 3.88508796e-02 -2.57338161e-01
-5.96776439e-02 -1.40996463e-01 4.79451247e-02 -5.20162238e-03
-8.89159104e-02 1.03575645e-02 -3.27772714e-01 -4.65225751e-01
-6.62995474e-02]
[ -1.40705845e-01 -1.36972714e-01 -6.80880062e-02 -2.76935723e-01
-3.46607872e-01 -2.88624161e-01 1.59433611e-01 1.39970430e-01
1.59617612e-02 1.19249556e-01 -2.61581848e-01 -8.19747742e-01
2.75694948e-02]
[ -1.49828464e-01 -2.48019209e-01 -3.00701493e-01 -6.41816693e-01
-2.96841273e-01 -2.08747541e-01 -2.66508243e-01 1.98093407e-02
-6.83797004e-03 -4.56268133e-01 -5.36394276e-01 -5.36746574e-01
-8.25536221e-01]
[ -1.21985503e-01 1.30644659e-01 1.51649291e-02 9.65650971e-02
-2.05035627e-01 -1.74616394e-01 -1.51216257e-01 7.78887730e-03
-1.35568261e-01 -1.64671222e-01 -1.39109110e-01 -3.75714614e-01
-1.94992382e-02]
[ -3.60229336e-01 -1.15934308e-01 -2.73466084e-01 2.50429621e-01
-1.98025353e-01 -2.31511051e-01 -9.44918700e-02 -1.10507112e-01
2.19573067e-02 1.58566762e-02 9.47512376e-02 -2.91375730e-01
9.65531546e-02]
[ -1.29977890e-01 -4.45154957e-02 -2.54718272e-01 1.09269642e-01
-2.25485822e-01 -2.79250341e-01 -3.62193835e-01 -2.20050315e-02
1.68291088e-02 -1.24010480e-01 -2.30480839e-01 -2.91047042e-01
3.89900759e-02]
[ -2.33857653e-01 -5.34115400e-01 -3.37966973e-01 -1.90820237e-01
-3.25252981e-01 -2.31115406e-01 -5.62468744e-02 -2.43042635e-01
5.56727575e-02 -2.31702814e-01 -1.20195719e-01 -3.27140576e-01
-1.19620175e-02]
[ -2.19934894e-01 -2.94540390e-01 -3.20531855e-01 -9.19020404e-02
-8.90702731e-02 -1.50187151e-01 -7.91136948e-02 1.55949147e-02
-1.99159541e-01 -5.03862244e-01 -2.26561417e-01 -1.68663755e-01
-4.18508374e-03]
[ -1.02454697e-01 -1.30572524e-02 -2.39047418e-01 -7.32931540e-01
-2.65989179e-01 -2.58571572e-01 2.55852472e-02 -4.35302941e-01
1.22189540e-01 -1.43425452e-01 -5.42496368e-01 -3.34443588e-01
-7.55810809e-01]]
Progress: 23.4% ... Training loss: 0.227 ... Validation loss: 0.397[[-0.18856913]
[ 0.25826717]
[-0.14070362]
[ 1.04221489]
[ 0.26180995]
[-0.03907278]
[-0.83338122]
[-0.87926246]
[-0.61249828]
[-0.91996227]
[ 1.2175935 ]
[ 2.94353907]
[-2.02251898]]
[[ -5.29957069e-01 -4.94874932e-01 -5.88241185e-01 -7.41893681e-02
-2.96563990e-01 -5.93914957e-01 -9.88913825e-02 -2.49676037e-01
-3.76429062e-01 -3.40673202e-01 2.11540274e-01 8.75050754e-01
2.47414976e-01]
[ 6.98011445e-03 -1.38367233e-01 4.93146401e-02 -7.07174321e-02
-4.21503990e-02 5.84865105e-02 -1.18108737e-01 2.06324523e-01
-1.41492812e-01 -1.85106058e-01 -9.55509941e-02 -1.41359574e-01
5.00011680e-02]
[ -2.49588047e-01 1.37190368e-01 -2.75350076e-02 1.24690817e-01
7.70597314e-02 -1.28544477e-01 1.81820069e-02 -1.32123841e-01
2.63587007e-01 -3.20507119e-01 1.60055491e-01 6.80181857e-01
7.90961950e-01]
[ 2.19785621e-01 -2.39560856e-01 -2.79105052e-01 5.39247576e-02
-2.77983991e-01 8.22128806e-03 2.27388175e-01 -5.22664959e-01
2.10317167e-01 -2.31662128e-01 -1.64285519e-01 -2.66116767e-01
-2.20414381e-01]
[ 1.32261532e-01 4.89950166e-03 1.14811529e-01 -9.72373068e-02
-2.50473558e-02 7.31054209e-02 -1.14768534e-01 -9.34290293e-02
8.72455540e-02 2.37242200e-01 5.47897707e-02 -1.14873360e-01
-1.86715358e-01]
[ -4.82786842e-01 -6.05979830e-01 -6.03094859e-01 -6.06349981e-01
-5.86708070e-01 -5.64535778e-01 -3.26105094e-01 -1.63146555e-01
-4.49055375e-01 -2.42191917e-01 -5.31955276e-01 -7.52277353e-01
-5.83816575e-01]
[ -4.14561153e-01 -5.89538822e-01 -3.22597047e-01 -3.86088583e-01
-4.14809408e-01 -5.62319084e-01 -4.16327179e-01 -4.69440899e-01
-2.89904924e-01 -1.14285368e-01 -4.43147759e-01 -3.85369320e-01
-4.47810765e-01]
[ -3.40332482e-01 -3.43869451e-01 -4.82230608e-01 -1.77559595e-01
-3.19417009e-01 -4.23084243e-01 -2.96895302e-01 -2.56149663e-01
-3.04595242e-01 -5.46001012e-01 -2.86978803e-01 -7.22809555e-01
-4.87048622e-01]
[ -4.68016673e-01 -3.48667859e-01 -3.80850422e-01 -1.93391145e-01
-3.38225479e-01 -2.16475716e-01 -5.80613581e-02 -4.35985601e-01
-2.53974445e-01 -4.45729343e-01 -1.65395071e-01 -2.61782394e-01
-1.81767651e-01]
[ -9.55001853e-01 -9.44663474e-01 -9.82957667e-01 -7.26786203e-01
-1.03489762e+00 -9.87111968e-01 -5.82960409e-01 -5.95215336e-01
-7.44607532e-01 -5.62553953e-01 -7.33247215e-01 -5.97073942e-01
-7.78317268e-01]
[ -5.12266333e-01 -2.69391155e-01 -4.71242573e-01 -3.54731021e-01
-3.48595856e-01 -3.62194128e-01 -5.86203538e-01 -6.02020195e-01
-6.48656372e-01 -1.07167575e-01 -5.17123070e-01 -7.31971714e-01
-5.01838095e-01]
[ -1.17197547e-01 2.42664308e-02 -3.40824138e-01 -4.36005076e-01
-1.04873597e-01 -7.37434242e-02 -1.85966519e-01 -3.70036360e-01
-1.63541377e-01 8.03457408e-02 -4.56520669e-01 -9.53321442e-01
-5.38949357e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58292882e-01 -1.18645491e-01 1.63580053e-01 -2.79846352e-01
-1.30124165e-01 1.13119136e-01 -1.24016033e-01 1.21592548e-02
-8.28319511e-02 6.68020614e-02 -1.82342885e-01 -3.83150376e-01
-1.53616838e-02]
[ -8.64032438e-02 -2.63886658e-01 -1.80735067e-01 -2.85326194e-01
-4.77338520e-01 -8.60748119e-02 -5.41369313e-02 -5.00704016e-03
-6.41539814e-02 6.89961475e-03 -2.10195204e-01 -3.31940804e-01
-2.75907123e-01]
[ -6.87268322e-02 -2.06074072e-02 -2.31452143e-01 -2.68804066e-01
1.21677981e-01 -1.62029767e-01 -1.66607072e-01 1.06075030e-01
-2.80866964e-03 9.01610767e-02 -2.01038703e-01 -1.32666529e-03
-6.19907906e-02]
[ 3.77797463e-02 -1.68426509e-01 -1.47941297e-01 -9.13466629e-02
-1.25476548e-01 -1.06348331e-01 1.16091384e-01 -1.42891338e-01
-5.82240004e-03 2.85991698e-02 -3.72190963e-02 -1.68468379e-01
2.42354736e-02]
[ -2.90048837e-01 -1.40007735e-01 -7.66193070e-02 -9.46048569e-02
-3.00644897e-01 -2.74846010e-01 -3.74940901e-01 2.58972749e-02
-3.20747028e-01 -2.18712326e-01 1.83544480e-01 -4.65707128e-02
2.06603296e-01]
[ -2.26523119e-01 -1.21567544e-01 -9.15034244e-02 -3.02720405e-02
-8.26894364e-02 -1.19052923e-01 -7.85994189e-02 2.37969839e-02
-1.38427720e-01 -6.77934526e-02 2.63780164e-02 -1.57949087e-01
-6.99949851e-02]
[ -1.70790901e-01 -6.49688068e-02 -2.29959221e-01 -2.74378712e-01
-1.52943952e-01 -2.04401612e-01 -3.33007251e-01 -1.14942484e-01
1.24435349e-01 -2.20601211e-01 -3.40781197e-01 -2.23000797e-01
-3.16000857e-01]
[ -3.70558630e-01 -6.39192838e-02 -1.50176583e-01 -1.44933368e-01
-5.09034734e-02 -3.12939863e-01 3.32763082e-02 -8.55564601e-02
-1.20720620e-01 6.31052944e-02 -8.54706871e-04 -3.20843094e-01
-2.97603443e-01]
[ -1.65287403e-01 -1.48534010e-01 -4.99763462e-02 -1.70990596e-01
-1.32161186e-01 -2.94976607e-01 1.40803055e-03 -1.32995921e-01
-2.17768038e-01 4.12476934e-02 2.01773986e-01 -6.21803870e-02
-1.49064264e-01]
[ -1.30667856e-01 -1.75686742e-01 -1.12728814e-01 -2.90967157e-01
9.00667729e-02 -1.73070615e-02 -1.73163253e-01 -1.58842555e-01
1.18802586e-01 -8.85949261e-02 -1.39659524e-01 -1.10174428e-01
-3.08345431e-01]
[ -4.40685145e-02 -3.33453532e-02 -1.49597303e-01 -6.19022929e-02
-2.28613044e-01 6.27191139e-02 -7.52543149e-02 -4.77461858e-02
-2.31576686e-01 -9.26410680e-02 -9.67476201e-02 -3.59846366e-01
-1.98550539e-01]
[ -7.19814388e-02 2.59687571e-02 -1.29211447e-01 -3.11429668e-01
1.22280950e-01 2.02583071e-02 -2.13959910e-01 -1.55648435e-01
1.21089248e-01 -6.28746973e-02 -2.79945771e-01 -2.51699434e-01
-3.05792802e-01]
[ 7.93973420e-02 -3.09839928e-01 -8.37876891e-02 -4.54772278e-01
-2.23670930e-01 -8.92710181e-02 6.81950865e-02 1.00785194e-01
-9.50766101e-03 3.02002053e-01 -5.34413373e-01 -8.12428808e-01
4.44817320e-01]
[ -2.22145866e-01 -2.45704622e-01 -1.31243933e-01 -3.11784330e-01
-3.01847708e-01 -9.34031858e-02 2.06516288e-01 4.24159714e-02
2.89666887e-01 4.28375950e-02 -4.16485251e-01 -1.01039887e+00
6.40936202e-01]
[ -1.34324707e-02 -1.87987081e-01 2.21577316e-02 -3.18672502e-01
-1.72324757e-01 1.65739053e-01 2.06542125e-01 2.63424120e-01
-2.59060305e-02 2.40927945e-01 -2.39395453e-01 -1.09079634e+00
7.47933761e-01]
[ 2.01693282e-03 -4.59093262e-02 -1.24214582e-01 -1.38259401e-01
-1.80453176e-01 -4.68449238e-02 3.06300479e-01 1.71619119e-01
2.59666988e-01 3.77565449e-01 -4.98018681e-01 -1.01045006e+00
7.79710347e-01]
[ -8.22085547e-02 -2.80274565e-01 5.93896750e-02 -3.69196497e-01
-1.50283397e-01 1.17010236e-01 3.76610949e-01 1.44220934e-01
-6.20082988e-02 1.72748855e-01 -5.71977180e-01 -1.00545692e+00
8.74911937e-01]
[ 1.21492983e-01 -9.00922400e-02 1.63703344e-02 -1.84057260e-01
-8.34879702e-02 -1.81587749e-02 2.64460711e-01 3.79451370e-01
4.21247013e-01 2.71854624e-01 -5.66562095e-01 -9.28585998e-01
5.91346309e-01]
[ -4.38675598e-03 -1.36725724e-01 2.17920678e-02 1.33748300e-02
-9.07208778e-02 -2.83439776e-01 6.40991131e-02 3.46650236e-01
-2.85868521e-03 1.14992968e-01 -2.63969105e-01 -7.67191191e-01
2.64165454e-01]
[ 8.47590926e-02 1.04937301e-01 5.38089486e-03 1.38637397e-01
-9.15848330e-02 -5.88725025e-02 -1.74506916e-01 -1.32458577e-01
-2.57222123e-01 -1.26717182e-01 -1.27528625e-01 2.36354685e-01
-2.85594247e-01]
[ 4.13731063e-02 -1.02683468e-01 1.44983801e-01 3.21672784e-01
2.48238293e-01 8.64121387e-03 -3.98327697e-01 -3.53622771e-01
-6.01258556e-02 -5.45533509e-01 2.27960741e-01 1.02086827e+00
-6.21603177e-01]
[ 3.06755938e-02 7.93455548e-02 -2.13616871e-01 7.80068421e-02
3.37496848e-02 -1.99825188e-03 -1.81637699e-01 -3.46318613e-01
-2.86589723e-01 -2.23545547e-01 -3.18836195e-02 -6.33107753e-02
-2.03650411e-01]
[ -6.12449608e-02 -2.09625462e-01 6.05349950e-02 6.85644967e-02
-1.30930229e-01 -1.35440778e-01 2.12676191e-03 -3.68921410e-02
5.47725451e-02 -3.89629699e-01 -3.29049388e-01 -2.45082671e-01
3.91230677e-02]
[ 8.53717499e-03 -2.71034282e-01 5.52484732e-02 -2.90376372e-01
-1.93461991e-01 -2.32465746e-01 -2.77240165e-01 1.68448525e-02
-2.27234592e-02 7.11796133e-02 -2.02126659e-01 1.46767411e-01
7.02884451e-03]
[ 1.66247998e-01 5.54546368e-02 -1.07143098e-01 -2.68148805e-01
-5.70155967e-02 -1.02848412e-01 -2.09205394e-01 -1.77336532e-02
-2.05360998e-01 -2.56575801e-01 -1.98827692e-01 3.86908141e-01
-7.96020899e-02]
[ -1.75763919e-01 -1.82743202e-01 -1.13796891e-01 -2.67078627e-01
-5.29631226e-02 2.59735839e-02 -1.96682232e-01 -2.41479384e-01
-1.41026342e-01 -5.56746231e-02 -2.41209144e-01 2.15603109e-01
-1.37764155e-01]
[ -4.11752791e-02 -2.05451362e-01 -1.64920237e-01 -2.58193665e-01
-4.72797048e-02 4.20426604e-02 -7.20635094e-02 -8.12039459e-02
-2.41860499e-01 -3.25501745e-01 -5.04309309e-02 9.34971294e-02
-3.48448919e-02]
[ 1.08897899e-01 8.32705078e-02 -1.32643454e-02 -2.08542622e-01
-3.23306082e-01 6.79987907e-03 -1.85587887e-01 -3.07501678e-01
-3.25508281e-01 -3.79794099e-03 -1.23374506e-01 1.54651117e-01
-5.02574359e-02]
[ -6.28651460e-02 -9.05455339e-03 -2.85160759e-01 -2.00443276e-02
7.04189389e-02 1.55103088e-01 -2.45422785e-01 -1.90705462e-01
-5.62824024e-02 -6.78535844e-02 1.86121974e-01 6.59986832e-01
-1.24006685e-01]
[ 1.18986562e-01 3.46267419e-01 -2.01649455e-01 7.40384247e-01
1.22012162e-01 -1.11676396e-04 -2.52878048e-01 -4.10866845e-01
-2.55083177e-01 -3.70261237e-01 7.65721174e-01 9.85229256e-01
-1.12687658e+00]
[ -1.91818093e-02 1.80169185e-01 4.97928719e-02 3.03258749e-01
4.07477790e-03 -6.73832841e-02 -3.03642860e-01 -3.75332461e-01
-2.96809880e-01 -2.57559475e-01 5.61299055e-01 9.79159249e-01
-1.05939345e+00]
[ -4.21909520e-02 -1.31736869e-01 -1.52858802e-01 3.18360565e-01
-1.74947098e-01 2.34952545e-01 -7.80398228e-02 -2.13282226e-01
-2.45515016e-01 -4.14950334e-01 2.13045437e-01 5.59663385e-01
-5.23512863e-01]
[ 7.91718233e-02 -3.81550339e-01 -5.19274647e-02 5.26303465e-03
-1.13086355e-01 1.99392266e-01 6.37507400e-02 1.58471139e-01
-1.86871521e-01 -3.10079350e-02 -4.91371194e-02 3.65991151e-01
-3.01146750e-01]
[ 2.05126791e-01 -2.93034778e-01 -1.20287380e-01 -7.54013441e-02
-2.12233311e-01 1.22032665e-01 1.65031440e-02 -1.41074914e-01
-6.57906914e-02 -7.86778844e-02 -1.41808212e-01 -1.53973727e-01
-1.71031466e-01]
[ -1.33867751e-01 -8.10276645e-02 3.86982960e-02 -2.55990620e-01
-5.93929739e-02 -1.41031623e-01 4.66573356e-02 -6.49769397e-03
-8.97527667e-02 8.97141970e-03 -3.26139812e-01 -4.61508562e-01
-6.96706205e-02]
[ -1.40717176e-01 -1.36880912e-01 -6.80962552e-02 -2.77028804e-01
-3.46558522e-01 -2.88625475e-01 1.59321833e-01 1.39853451e-01
1.57134285e-02 1.19257988e-01 -2.61744857e-01 -8.20000492e-01
2.75274922e-02]
[ -1.49247388e-01 -2.49048764e-01 -3.00389769e-01 -6.46543012e-01
-2.97805973e-01 -2.08660573e-01 -2.64272517e-01 2.23201076e-02
-4.96106016e-03 -4.54207876e-01 -5.42030507e-01 -5.51774526e-01
-8.25485506e-01]
[ -1.21847387e-01 1.30727308e-01 1.52128630e-02 9.69820937e-02
-2.05015807e-01 -1.74589620e-01 -1.50750854e-01 8.20225279e-03
-1.35088368e-01 -1.63625809e-01 -1.38417178e-01 -3.76895361e-01
-1.82604835e-02]
[ -3.60269703e-01 -1.16126278e-01 -2.73385093e-01 2.49894775e-01
-1.98162355e-01 -2.31507347e-01 -9.42451897e-02 -1.09351703e-01
2.21205941e-02 1.63691345e-02 9.33865469e-02 -2.96047144e-01
9.81930667e-02]
[ -1.29811285e-01 -4.46978085e-02 -2.54639832e-01 1.08581846e-01
-2.25618334e-01 -2.79222558e-01 -3.61559464e-01 -2.14779661e-02
1.70687643e-02 -1.22868983e-01 -2.31676833e-01 -2.93685890e-01
3.87031078e-02]
[ -2.34046063e-01 -5.34066518e-01 -3.38078256e-01 -1.89904130e-01
-3.25133476e-01 -2.31153597e-01 -5.71087797e-02 -2.44289897e-01
5.57806705e-02 -2.33458664e-01 -1.19381278e-01 -3.25929419e-01
-9.84091589e-03]
[ -2.19823907e-01 -2.94622085e-01 -3.20527732e-01 -9.15785531e-02
-8.90321376e-02 -1.50165446e-01 -7.90098447e-02 1.54757597e-02
-1.99060552e-01 -5.03596286e-01 -2.26036285e-01 -1.64760138e-01
-6.49597538e-03]
[ -1.03096736e-01 -1.18660391e-02 -2.39640637e-01 -7.30309802e-01
-2.64946512e-01 -2.58707677e-01 2.09561933e-02 -4.39946348e-01
1.18640814e-01 -1.48174892e-01 -5.37497051e-01 -3.14445023e-01
-7.66660710e-01]]
Progress: 23.4% ... Training loss: 0.224 ... Validation loss: 0.394[[-0.18379795]
[ 0.27037479]
[-0.13312928]
[ 1.05327742]
[ 0.27256305]
[-0.03465565]
[-0.82637228]
[-0.86617279]
[-0.60111073]
[-0.91180601]
[ 1.23376659]
[ 2.98046641]
[-2.00989079]]
[[ -5.30391102e-01 -4.92854024e-01 -5.88905509e-01 -6.51403857e-02
-2.94683461e-01 -5.94030665e-01 -1.01711066e-01 -2.56381180e-01
-3.79420406e-01 -3.44351833e-01 2.24921165e-01 9.04865437e-01
2.30655708e-01]
[ 7.25433241e-03 -1.38577524e-01 4.94847641e-02 -7.27245183e-02
-4.24546639e-02 5.85522680e-02 -1.16671533e-01 2.07732804e-01
-1.40718563e-01 -1.84146967e-01 -9.76248167e-02 -1.46134968e-01
5.14592712e-02]
[ -2.51358255e-01 1.40106594e-01 -2.89731787e-02 1.38273024e-01
7.98809926e-02 -1.28895520e-01 7.36477943e-03 -1.50896974e-01
2.57256470e-01 -3.32936164e-01 1.81064155e-01 7.25562241e-01
7.66708408e-01]
[ 2.20357543e-01 -2.42240809e-01 -2.78166846e-01 4.49170950e-02
-2.80699535e-01 8.37344635e-03 2.34639692e-01 -5.10598116e-01
2.15948073e-01 -2.25224709e-01 -1.82436646e-01 -3.12473408e-01
-1.89949033e-01]
[ 1.31289828e-01 5.71828744e-03 1.14047864e-01 -9.43345307e-02
-2.44220632e-02 7.29868166e-02 -1.18393637e-01 -9.80475947e-02
8.42838411e-02 2.30416646e-01 6.30345385e-02 -9.29179950e-02
-1.91421692e-01]
[ -4.82431542e-01 -6.06034181e-01 -6.02841909e-01 -6.05966653e-01
-5.86772431e-01 -5.64466043e-01 -3.24665834e-01 -1.60736798e-01
-4.48713358e-01 -2.39823341e-01 -5.33010738e-01 -7.56298134e-01
-5.87609742e-01]
[ -4.14947755e-01 -5.89155758e-01 -3.22988072e-01 -3.85449445e-01
-4.14387829e-01 -5.62374126e-01 -4.17572434e-01 -4.71352194e-01
-2.90782055e-01 -1.16779451e-01 -4.41471966e-01 -3.77191402e-01
-4.48990985e-01]
[ -3.40918348e-01 -3.42251639e-01 -4.82899828e-01 -1.72385176e-01
-3.18048812e-01 -4.23213066e-01 -3.00755497e-01 -2.64121984e-01
-3.07999337e-01 -5.50618446e-01 -2.77963169e-01 -6.99923609e-01
-5.03505424e-01]
[ -4.68109179e-01 -3.48076094e-01 -3.80934164e-01 -1.91272936e-01
-3.37622341e-01 -2.16512686e-01 -5.94888253e-02 -4.36860948e-01
-2.55158795e-01 -4.46573569e-01 -1.62939963e-01 -2.55862889e-01
-1.85490569e-01]
[ -9.55484028e-01 -9.42227190e-01 -9.83753937e-01 -7.18551837e-01
-1.03262785e+00 -9.87224913e-01 -5.86819739e-01 -6.02719698e-01
-7.48974362e-01 -5.67045166e-01 -7.20112658e-01 -5.59936395e-01
-8.00118839e-01]
[ -5.12248281e-01 -2.69540258e-01 -4.71205777e-01 -3.55443952e-01
-3.48800928e-01 -3.62184916e-01 -5.86388137e-01 -6.02102999e-01
-6.48652284e-01 -1.07214292e-01 -5.18873524e-01 -7.36916316e-01
-5.04348368e-01]
[ -1.17443097e-01 2.45175385e-02 -3.40955701e-01 -4.35211418e-01
-1.04609748e-01 -7.37907915e-02 -1.87016249e-01 -3.70798400e-01
-1.64302195e-01 7.92965062e-02 -4.55813701e-01 -9.52551799e-01
-5.39790620e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58283486e-01 -1.18683521e-01 1.63605735e-01 -2.79804712e-01
-1.30135181e-01 1.13126779e-01 -1.24217153e-01 1.18627040e-02
-8.28498230e-02 6.66062984e-02 -1.82318880e-01 -3.81602032e-01
-1.60059196e-02]
[ -8.57632968e-02 -2.64560713e-01 -1.80323922e-01 -2.88085567e-01
-4.78004879e-01 -8.59603697e-02 -5.08713271e-02 6.50230739e-04
-6.25039107e-02 1.17949479e-02 -2.15113525e-01 -3.45303224e-01
-2.73800388e-01]
[ -6.90635360e-02 -1.99893495e-02 -2.31630227e-01 -2.66056944e-01
1.22289172e-01 -1.62087800e-01 -1.68348232e-01 1.03295951e-01
-4.15586095e-03 8.80472657e-02 -1.97648693e-01 4.98272097e-03
-6.64183242e-02]
[ 3.75601783e-02 -1.68099337e-01 -1.48185917e-01 -9.08984228e-02
-1.25229241e-01 -1.06375117e-01 1.15320954e-01 -1.44289905e-01
-6.43690751e-03 2.67392245e-02 -3.60457225e-02 -1.63398144e-01
2.24791995e-02]
[ -2.89976239e-01 -1.40103227e-01 -7.65652030e-02 -9.52614615e-02
-3.00730931e-01 -2.74840977e-01 -3.74000719e-01 2.67175335e-02
-3.20190220e-01 -2.17689437e-01 1.82413210e-01 -4.96899067e-02
2.09150939e-01]
[ -2.26881695e-01 -1.20869464e-01 -9.19369479e-02 -2.72331988e-02
-8.19120712e-02 -1.19130778e-01 -8.15887305e-02 1.95741988e-02
-1.40581811e-01 -7.03326383e-02 3.05369345e-02 -1.42125165e-01
-7.81328965e-02]
[ -1.71008929e-01 -6.46430143e-02 -2.30100896e-01 -2.72174958e-01
-1.52729557e-01 -2.04435778e-01 -3.34040736e-01 -1.16364963e-01
1.23543866e-01 -2.22116779e-01 -3.38486858e-01 -2.21453767e-01
-3.19811133e-01]
[ -3.70525447e-01 -6.39353536e-02 -1.50168958e-01 -1.45423300e-01
-5.09487223e-02 -3.12930985e-01 3.32779793e-02 -8.56801592e-02
-1.20732307e-01 6.32658296e-02 -1.04912547e-03 -3.19636029e-01
-2.98855633e-01]
[ -1.65400792e-01 -1.47991001e-01 -5.01473651e-02 -1.70755585e-01
-1.31711669e-01 -2.95003275e-01 1.54829523e-03 -1.35299947e-01
-2.18197097e-01 3.99556939e-02 2.04654709e-01 -5.45289837e-02
-1.51179186e-01]
[ -1.31105341e-01 -1.74863824e-01 -1.13015237e-01 -2.85713764e-01
9.09946802e-02 -1.74095084e-02 -1.76802301e-01 -1.61612972e-01
1.16404067e-01 -9.08650069e-02 -1.33884736e-01 -9.84172026e-02
-3.16748727e-01]
[ -4.38507301e-02 -3.33240826e-02 -1.49536862e-01 -6.36672492e-02
-2.28707197e-01 6.27571609e-02 -7.43374201e-02 -4.72228444e-02
-2.31050323e-01 -9.25175813e-02 -9.80474038e-02 -3.61257428e-01
-1.97720294e-01]
[ -7.19802702e-02 2.59743934e-02 -1.29206137e-01 -3.11411712e-01
1.22284631e-01 2.02591160e-02 -2.13943630e-01 -1.55680907e-01
1.21096856e-01 -6.28777528e-02 -2.80007063e-01 -2.51758779e-01
-3.05883894e-01]
[ 7.92010921e-02 -3.09560996e-01 -8.39150947e-02 -4.54022086e-01
-2.23410710e-01 -8.93052925e-02 6.71964886e-02 9.96711708e-02
-1.04012888e-02 3.01011470e-01 -5.33559584e-01 -8.10713115e-01
4.42299598e-01]
[ -2.22060838e-01 -2.45838780e-01 -1.31173758e-01 -3.12674167e-01
-3.01973188e-01 -9.33866712e-02 2.07578788e-01 4.32550529e-02
2.90272704e-01 4.36780704e-02 -4.17671348e-01 -1.01297997e+00
6.43792092e-01]
[ -1.33928304e-02 -1.88024453e-01 2.21755730e-02 -3.18875345e-01
-1.72352453e-01 1.65747737e-01 2.06893403e-01 2.63750006e-01
-2.57653854e-02 2.41273120e-01 -2.39644083e-01 -1.09100335e+00
7.48404018e-01]
[ 2.13490205e-03 -4.60674067e-02 -1.24154350e-01 -1.39373226e-01
-1.80618184e-01 -4.68231821e-02 3.07583542e-01 1.72515364e-01
2.60430864e-01 3.78374683e-01 -4.99179984e-01 -1.01278993e+00
7.82566396e-01]
[ -8.23206608e-02 -2.80180022e-01 5.93307184e-02 -3.68876089e-01
-1.50166985e-01 1.16988910e-01 3.76085930e-01 1.43752828e-01
-6.23337165e-02 1.72181012e-01 -5.71726796e-01 -1.00527222e+00
8.74241450e-01]
[ 1.21460384e-01 -9.00151014e-02 1.63497631e-02 -1.83696544e-01
-8.34285973e-02 -1.81684459e-02 2.64291050e-01 3.79492581e-01
4.21057217e-01 2.71953344e-01 -5.66412647e-01 -9.28644982e-01
5.90584769e-01]
[ -4.26832598e-03 -1.36928871e-01 2.18789056e-02 1.22484355e-02
-9.09220023e-02 -2.83426618e-01 6.57267341e-02 3.48003544e-01
-1.86027867e-03 1.16037605e-01 -2.65572353e-01 -7.73408098e-01
2.67819939e-01]
[ 8.42223901e-02 1.05543223e-01 5.13255166e-03 1.42805274e-01
-9.10406645e-02 -5.89579477e-02 -1.77641192e-01 -1.34787996e-01
-2.59198272e-01 -1.29466084e-01 -1.23806124e-01 2.48102730e-01
-2.91526725e-01]
[ 4.19254793e-02 -1.03098453e-01 1.45263693e-01 3.19263618e-01
2.47702439e-01 8.76054254e-03 -3.95984998e-01 -3.50242505e-01
-5.87251919e-02 -5.43334216e-01 2.25130753e-01 1.01292958e+00
-6.20578658e-01]
[ 3.07595602e-02 7.93688271e-02 -2.13589633e-01 7.83324419e-02
3.37743199e-02 -1.98622855e-03 -1.81390946e-01 -3.45773808e-01
-2.86586093e-01 -2.22864467e-01 -3.17627751e-02 -6.23619914e-02
-2.04764257e-01]
[ -6.14534967e-02 -2.09237552e-01 6.03459793e-02 7.00510777e-02
-1.30545248e-01 -1.35488714e-01 6.47563798e-04 -3.86043676e-02
5.35778232e-02 -3.90527719e-01 -3.27515559e-01 -2.40956994e-01
3.58617861e-02]
[ 8.51974847e-03 -2.71022159e-01 5.52272690e-02 -2.91030148e-01
-1.93423228e-01 -2.32465447e-01 -2.77202823e-01 1.67931550e-02
-2.28908180e-02 7.07415456e-02 -2.02559847e-01 1.47644752e-01
8.12384844e-03]
[ 1.65863923e-01 5.61067796e-02 -1.07463367e-01 -2.66865740e-01
-5.64499980e-02 -1.02905233e-01 -2.11456627e-01 -2.05484490e-02
-2.07076593e-01 -2.59700027e-01 -1.95672144e-01 3.99076401e-01
-8.40711280e-02]
[ -1.75902391e-01 -1.82257997e-01 -1.14001580e-01 -2.66262884e-01
-5.25378262e-02 2.59170803e-02 -1.97904104e-01 -2.43738364e-01
-1.41788641e-01 -5.70237406e-02 -2.39918738e-01 2.21114797e-01
-1.40170104e-01]
[ -4.10713688e-02 -2.05592205e-01 -1.64853288e-01 -2.59238371e-01
-4.74636341e-02 4.20638441e-02 -7.10013733e-02 -8.03380409e-02
-2.41307143e-01 -3.24881773e-01 -5.20649317e-02 8.91696676e-02
-3.19602250e-02]
[ 1.08715047e-01 8.37549825e-02 -1.34640452e-02 -2.07096568e-01
-3.22943919e-01 6.76678196e-03 -1.87039833e-01 -3.09805869e-01
-3.26435528e-01 -5.36852364e-03 -1.19806244e-01 1.64659740e-01
-5.59785237e-02]
[ -6.29501328e-02 -8.97157008e-03 -2.85178515e-01 -2.04840599e-02
7.05460717e-02 1.55088626e-01 -2.45791262e-01 -1.91786321e-01
-5.63984473e-02 -6.82218805e-02 1.87077137e-01 6.63323041e-01
-1.23729124e-01]
[ 1.19131931e-01 3.46452295e-01 -2.01671818e-01 7.42156900e-01
1.22374214e-01 -1.09639032e-04 -2.53355282e-01 -4.13083911e-01
-2.55118522e-01 -3.70456784e-01 7.68213189e-01 9.84841351e-01
-1.13272821e+00]
[ -1.91197605e-02 1.80205926e-01 4.98412753e-02 3.04736719e-01
4.07916706e-03 -6.73580511e-02 -3.03426658e-01 -3.74270832e-01
-2.97170761e-01 -2.56729942e-01 5.62496309e-01 9.79720855e-01
-1.06249231e+00]
[ -4.21909520e-02 -1.31736869e-01 -1.52858802e-01 3.18360565e-01
-1.74947098e-01 2.34952545e-01 -7.80398228e-02 -2.13282226e-01
-2.45515016e-01 -4.14950334e-01 2.13045437e-01 5.59663385e-01
-5.23512863e-01]
[ 7.90710494e-02 -3.81414953e-01 -5.20119955e-02 6.31685068e-03
-1.12947474e-01 1.99371344e-01 6.31356643e-02 1.57839976e-01
-1.87354288e-01 -3.15935622e-02 -4.82380277e-02 3.68791837e-01
-3.03130031e-01]
[ 2.05164782e-01 -2.93067033e-01 -1.20266382e-01 -7.54297549e-02
-2.12259488e-01 1.22038116e-01 1.65976700e-02 -1.41018232e-01
-6.56870378e-02 -7.83962229e-02 -1.41937993e-01 -1.54232793e-01
-1.71006305e-01]
[ -1.33925091e-01 -8.09620352e-02 3.86550028e-02 -2.55362341e-01
-5.92822157e-02 -1.41044695e-01 4.61584545e-02 -7.10147038e-03
-9.01085144e-02 8.56938395e-03 -3.25415386e-01 -4.59807614e-01
-7.11885397e-02]
[ -1.40721456e-01 -1.36829062e-01 -6.81077613e-02 -2.76693972e-01
-3.46489523e-01 -2.88628700e-01 1.59095524e-01 1.39725529e-01
1.55228185e-02 1.19159887e-01 -2.61340514e-01 -8.18409170e-01
2.65359185e-02]
[ -1.49286706e-01 -2.47996806e-01 -3.00749478e-01 -6.43891860e-01
-2.96756948e-01 -2.08714306e-01 -2.66852852e-01 1.72839835e-02
-7.28085176e-03 -4.55955818e-01 -5.36170048e-01 -5.32548562e-01
-8.42125428e-01]
[ -1.22336198e-01 1.31679008e-01 1.47987436e-02 1.02363662e-01
-2.04241221e-01 -1.74666705e-01 -1.53056545e-01 5.30497680e-03
-1.37400847e-01 -1.66438371e-01 -1.32243253e-01 -3.61077341e-01
-2.45112631e-02]
[ -3.60103357e-01 -1.16479609e-01 -2.73196562e-01 2.47832675e-01
-1.98534221e-01 -2.31469636e-01 -9.30131511e-02 -1.07336828e-01
2.30491885e-02 1.86900003e-02 9.03070314e-02 -3.03321242e-01
1.03234312e-01]
[ -1.30184925e-01 -4.41062860e-02 -2.54780763e-01 1.12657102e-01
-2.25003438e-01 -2.79281913e-01 -3.64154846e-01 -2.39886013e-02
1.57105497e-02 -1.24895456e-01 -2.27764918e-01 -2.84001042e-01
3.21258658e-02]
[ -2.33953941e-01 -5.34029366e-01 -3.38022803e-01 -1.90833882e-01
-3.25212449e-01 -2.31122418e-01 -5.64392680e-02 -2.43773321e-01
5.56969238e-02 -2.33533715e-01 -1.20552803e-01 -3.28290135e-01
-1.00942102e-02]
[ -2.19649052e-01 -2.94820420e-01 -3.20413252e-01 -9.20882169e-02
-8.91969198e-02 -1.50132670e-01 -7.79641867e-02 1.65040094e-02
-1.98338014e-01 -5.02698605e-01 -2.26262551e-01 -1.70847603e-01
-4.45186588e-03]
[ -1.03337962e-01 -1.14084175e-02 -2.39975376e-01 -7.30601170e-01
-2.64440843e-01 -2.58770272e-01 2.03967347e-02 -4.41411219e-01
1.17940353e-01 -1.50318576e-01 -5.36874970e-01 -3.10488986e-01
-7.69177934e-01]]
Progress: 23.5% ... Training loss: 0.236 ... Validation loss: 0.388[[-0.19372974]
[ 0.26033456]
[-0.14321607]
[ 1.03027804]
[ 0.26110171]
[-0.04171977]
[-0.84350709]
[-0.88691309]
[-0.61740695]
[-0.92308127]
[ 1.20943598]
[ 2.94119171]
[-2.03558274]]
[[ -5.29205045e-01 -4.94734962e-01 -5.88158985e-01 -7.72478546e-02
-2.96794579e-01 -5.93852846e-01 -9.09278889e-02 -2.46941619e-01
-3.72523263e-01 -3.36191677e-01 2.08966793e-01 8.61290408e-01
2.56824221e-01]
[ 7.93435462e-03 -1.39542077e-01 5.00162382e-02 -7.86001828e-02
-4.34322671e-02 5.86660263e-02 -1.14075618e-01 2.09879978e-01
-1.38220428e-01 -1.82170547e-01 -1.03295438e-01 -1.62430259e-01
6.11883513e-02]
[ -2.50522409e-01 1.38998788e-01 -2.84667151e-02 1.29897819e-01
7.87430432e-02 -1.28783225e-01 1.28829552e-02 -1.47574092e-01
2.62273869e-01 -3.31711096e-01 1.71009647e-01 6.96560761e-01
7.86609382e-01]
[ 2.20949139e-01 -2.42311028e-01 -2.78012731e-01 3.95881311e-02
-2.80747246e-01 8.40139921e-03 2.34765061e-01 -5.15601445e-01
2.18369422e-01 -2.28520023e-01 -1.85521906e-01 -3.18395511e-01
-1.85071667e-01]
[ 1.31182284e-01 6.27947647e-03 1.13811282e-01 -9.21693574e-02
-2.36794980e-02 7.29378005e-02 -1.20043685e-01 -1.01841800e-01
8.33936063e-02 2.28369651e-01 6.67721220e-02 -7.62285613e-02
-1.97355334e-01]
[ -4.82066465e-01 -6.06562397e-01 -6.02616764e-01 -6.08317305e-01
-5.87465936e-01 -5.64401983e-01 -3.22070765e-01 -1.56564737e-01
-4.47323357e-01 -2.37091223e-01 -5.36125623e-01 -7.65837359e-01
-5.84265217e-01]
[ -4.14104628e-01 -5.90352348e-01 -3.22383195e-01 -3.94656732e-01
-4.15612367e-01 -5.62236131e-01 -4.14352126e-01 -4.67746049e-01
-2.88115169e-01 -1.12855377e-01 -4.51756002e-01 -4.04578636e-01
-4.34682349e-01]
[ -3.40321633e-01 -3.43114239e-01 -4.82587842e-01 -1.77303233e-01
-3.18987136e-01 -4.23136209e-01 -2.95247520e-01 -2.59885946e-01
-3.03802308e-01 -5.48383008e-01 -2.84954771e-01 -7.20890580e-01
-4.90897378e-01]
[ -4.68291034e-01 -3.47933721e-01 -3.80930195e-01 -1.91610519e-01
-3.37502973e-01 -2.16547680e-01 -5.93079292e-02 -4.36282497e-01
-2.55402913e-01 -4.45832980e-01 -1.64084701e-01 -2.58349248e-01
-1.84531373e-01]
[ -9.54019936e-01 -9.44727633e-01 -9.82724683e-01 -7.30589594e-01
-1.03534177e+00 -9.86968512e-01 -5.73969909e-01 -5.89619345e-01
-7.40621650e-01 -5.56224748e-01 -7.37112916e-01 -6.08238218e-01
-7.72154196e-01]
[ -5.12342184e-01 -2.69111586e-01 -4.71175732e-01 -3.56982914e-01
-3.48582415e-01 -3.62214753e-01 -5.88246856e-01 -6.03128697e-01
-6.49575068e-01 -1.09382803e-01 -5.20096069e-01 -7.39922745e-01
-5.04024841e-01]
[ -1.17190222e-01 2.41442774e-02 -3.40869022e-01 -4.38448279e-01
-1.04851330e-01 -7.37734379e-02 -1.86503108e-01 -3.70280360e-01
-1.63722323e-01 8.02768166e-02 -4.59126158e-01 -9.61623336e-01
-5.36858387e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58391721e-01 -1.18424612e-01 1.63512532e-01 -2.79149909e-01
-1.30002739e-01 1.13102696e-01 -1.25125075e-01 1.09445064e-02
-8.32933229e-02 6.50818251e-02 -1.80823730e-01 -3.77153987e-01
-1.87745778e-02]
[ -8.56143794e-02 -2.64800515e-01 -1.80211586e-01 -2.89133946e-01
-4.78225455e-01 -8.59291390e-02 -4.97834675e-02 2.16473534e-03
-6.19938972e-02 1.30141415e-02 -2.16529029e-01 -3.48899586e-01
-2.72093552e-01]
[ -6.88140412e-02 -2.04902188e-02 -2.31452299e-01 -2.67834257e-01
1.21733702e-01 -1.62041105e-01 -1.66251432e-01 1.06547150e-01
-3.08181161e-03 9.07644702e-02 -2.00690337e-01 -5.23396346e-03
-6.21144382e-02]
[ 3.75641727e-02 -1.68153079e-01 -1.48171360e-01 -9.22140719e-02
-1.25338704e-01 -1.06377947e-01 1.15922550e-01 -1.43301664e-01
-6.27119077e-03 2.74614415e-02 -3.77700173e-02 -1.67673964e-01
2.50676747e-02]
[ -2.89000961e-01 -1.41363967e-01 -7.59070270e-02 -1.03387964e-01
-3.01976734e-01 -2.74676678e-01 -3.70481957e-01 2.94072923e-02
-3.16986765e-01 -2.13989404e-01 1.73825428e-01 -7.24647378e-02
2.21435905e-01]
[ -2.26813340e-01 -1.21380477e-01 -9.17950596e-02 -2.95589659e-02
-8.23382180e-02 -1.19111383e-01 -8.08499221e-02 2.12809552e-02
-1.40061676e-01 -6.95370883e-02 2.68656513e-02 -1.51884239e-01
-7.49286368e-02]
[ -1.70985654e-01 -6.47885435e-02 -2.30045192e-01 -2.71905980e-01
-1.52828276e-01 -2.04426649e-01 -3.33056768e-01 -1.15349044e-01
1.24258134e-01 -2.21669836e-01 -3.38861051e-01 -2.24320096e-01
-3.17661700e-01]
[ -3.70717398e-01 -6.31801292e-02 -1.50395785e-01 -1.43662475e-01
-5.03536991e-02 -3.12980023e-01 3.27111402e-02 -8.65498779e-02
-1.21543159e-01 6.18372836e-02 1.33160225e-03 -3.15005122e-01
-2.99730609e-01]
[ -1.64867068e-01 -1.48812201e-01 -4.98449558e-02 -1.75417963e-01
-1.32585898e-01 -2.94939514e-01 5.51897978e-03 -1.32449594e-01
-2.14999879e-01 4.28094078e-02 1.98134545e-01 -6.92668907e-02
-1.43494256e-01]
[ -1.31337936e-01 -1.74609952e-01 -1.13108027e-01 -2.85211802e-01
9.12781420e-02 -1.74540059e-02 -1.77752911e-01 -1.62316066e-01
1.15747599e-01 -9.16186091e-02 -1.33171504e-01 -9.78292207e-02
-3.17016981e-01]
[ -4.39272966e-02 -3.32380686e-02 -1.49552295e-01 -6.32321179e-02
-2.28660207e-01 6.27461348e-02 -7.45012469e-02 -4.71904834e-02
-2.31242219e-01 -9.27489011e-02 -9.78331011e-02 -3.61192409e-01
-1.97971787e-01]
[ -7.17508961e-02 2.57082394e-02 -1.29094904e-01 -3.12591001e-01
1.22020124e-01 2.02999998e-02 -2.12848660e-01 -1.54646296e-01
1.21824515e-01 -6.17624494e-02 -2.81010871e-01 -2.53643512e-01
-3.04422896e-01]
[ 7.92396884e-02 -3.09632633e-01 -8.39037891e-02 -4.54378471e-01
-2.23474097e-01 -8.93034233e-02 6.77310062e-02 9.99942064e-02
-9.97378660e-03 3.01274276e-01 -5.34049649e-01 -8.13299878e-01
4.44107469e-01]
[ -2.22099028e-01 -2.45728639e-01 -1.31212644e-01 -3.13077923e-01
-3.01908461e-01 -9.33998213e-02 2.08011574e-01 4.36614939e-02
2.90253841e-01 4.38432235e-02 -4.18244880e-01 -1.01546277e+00
6.45436836e-01]
[ -1.34162515e-02 -1.88018549e-01 2.21564164e-02 -3.18930372e-01
-1.72347554e-01 1.65742444e-01 2.06889507e-01 2.63684298e-01
-2.57954554e-02 2.41186962e-01 -2.39669367e-01 -1.09123620e+00
7.48720796e-01]
[ 2.00191433e-03 -4.59472840e-02 -1.24206917e-01 -1.38832727e-01
-1.80516585e-01 -4.68473376e-02 3.06915990e-01 1.72075558e-01
2.59972819e-01 3.77620351e-01 -4.98719872e-01 -1.01257840e+00
7.81230915e-01]
[ -8.22802528e-02 -2.80225829e-01 5.93553453e-02 -3.69270958e-01
-1.50228847e-01 1.16997262e-01 3.76593392e-01 1.44073543e-01
-6.20753835e-02 1.72498846e-01 -5.72192344e-01 -1.00613239e+00
8.75485349e-01]
[ 1.21559160e-01 -9.01474843e-02 1.63890391e-02 -1.84354468e-01
-8.35520163e-02 -1.81566165e-02 2.65586435e-01 3.80268581e-01
4.21796572e-01 2.72492926e-01 -5.67204494e-01 -9.31550356e-01
5.92930430e-01]
[ -4.07215539e-03 -1.37274758e-01 2.20258912e-02 1.07605272e-02
-9.12297401e-02 -2.83400036e-01 6.75127528e-02 3.49605405e-01
-8.25725967e-04 1.17714789e-01 -2.67765904e-01 -7.79062299e-01
2.71345791e-01]
[ 8.37105473e-02 1.06368887e-01 4.88897507e-03 1.48626859e-01
-9.03146917e-02 -5.90272813e-02 -1.81526914e-01 -1.37453377e-01
-2.61503230e-01 -1.31587474e-01 -1.18248606e-01 2.65198065e-01
-3.00982489e-01]
[ 4.30026364e-02 -1.04473346e-01 1.46004510e-01 3.10376245e-01
2.46222220e-01 8.93373867e-03 -3.90810532e-01 -3.46278133e-01
-5.45196907e-02 -5.40058970e-01 2.15496210e-01 9.85998944e-01
-6.08088547e-01]
[ 3.09382906e-02 7.89729167e-02 -2.13465804e-01 7.62598680e-02
3.33918983e-02 -1.95199992e-03 -1.80097523e-01 -3.44250740e-01
-2.85742793e-01 -2.21848330e-01 -3.40801568e-02 -6.83915449e-02
-2.00659069e-01]
[ -6.12943965e-02 -2.09444409e-01 6.04173092e-02 6.87516280e-02
-1.30770050e-01 -1.35462927e-01 1.77020350e-03 -3.78852190e-02
5.43153970e-02 -3.89650594e-01 -3.28881756e-01 -2.42916893e-01
3.75368793e-02]
[ 8.58923179e-03 -2.71234278e-01 5.52949846e-02 -2.92178668e-01
-1.93618487e-01 -2.32453020e-01 -2.76800086e-01 1.73900527e-02
-2.24294344e-02 7.12681158e-02 -2.03940383e-01 1.44429834e-01
1.05078027e-02]
[ 1.65950651e-01 5.59504933e-02 -1.07447403e-01 -2.67855151e-01
-5.65686540e-02 -1.02903044e-01 -2.11121381e-01 -1.99127084e-02
-2.06631590e-01 -2.59241413e-01 -1.96662809e-01 3.98116511e-01
-8.22034148e-02]
[ -1.76068097e-01 -1.81731977e-01 -1.14178317e-01 -2.65190606e-01
-5.20671055e-02 2.58762789e-02 -1.99015250e-01 -2.44669053e-01
-1.42919155e-01 -5.82213090e-02 -2.38080308e-01 2.26864548e-01
-1.43131537e-01]
[ -4.13588371e-02 -2.05287459e-01 -1.64995222e-01 -2.58488118e-01
-4.71133771e-02 4.20063572e-02 -7.22501873e-02 -8.14435072e-02
-2.42183250e-01 -3.26144919e-01 -5.08799722e-02 9.04449825e-02
-3.24461552e-02]
[ 1.08481557e-01 8.39991269e-02 -1.36139787e-02 -2.07346921e-01
-3.22812688e-01 6.72947141e-03 -1.87864021e-01 -3.10460898e-01
-3.27002927e-01 -7.01303359e-03 -1.19233858e-01 1.66293352e-01
-5.52992114e-02]
[ -6.28962644e-02 -9.07272149e-03 -2.85132857e-01 -2.09041157e-02
7.04313365e-02 1.55102461e-01 -2.45434337e-01 -1.91155103e-01
-5.61571476e-02 -6.76102148e-02 1.86350108e-01 6.61724632e-01
-1.22757838e-01]
[ 1.19308425e-01 3.46263412e-01 -2.01609576e-01 7.41286668e-01
1.22207185e-01 -8.70251593e-05 -2.52719869e-01 -4.12846806e-01
-2.54733585e-01 -3.69785267e-01 7.67291848e-01 9.83309435e-01
-1.13250282e+00]
[ -1.90281449e-02 1.80065466e-01 4.99458858e-02 3.05076106e-01
3.93908614e-03 -6.73357379e-02 -3.02925088e-01 -3.73601162e-01
-2.96930195e-01 -2.56065438e-01 5.61903678e-01 9.76468879e-01
-1.06373858e+00]
[ -4.17819090e-02 -1.32257326e-01 -1.52646958e-01 3.15807064e-01
-1.75474799e-01 2.35021693e-01 -7.61321201e-02 -2.11035137e-01
-2.44271144e-01 -4.12024470e-01 2.09384276e-01 5.48454714e-01
-5.20516346e-01]
[ 7.92799535e-02 -3.81855291e-01 -5.18404056e-02 4.48451233e-03
-1.13370066e-01 1.99416050e-01 6.47685726e-02 1.59822545e-01
-1.85975929e-01 -3.03891992e-02 -5.07313925e-02 3.60410850e-01
-2.98767208e-01]
[ 2.05175922e-01 -2.93087804e-01 -1.20251348e-01 -7.56395715e-02
-2.12292281e-01 1.22040283e-01 1.67246499e-02 -1.40801305e-01
-6.56126281e-02 -7.82620581e-02 -1.42286754e-01 -1.55264426e-01
-1.70311144e-01]
[ -1.33818780e-01 -8.12101875e-02 3.87697606e-02 -2.56434717e-01
-5.94981694e-02 -1.41023065e-01 4.71082973e-02 -5.95131752e-03
-8.94838496e-02 9.66331788e-03 -3.26920510e-01 -4.63769382e-01
-6.86821792e-02]
[ -1.40707811e-01 -1.36808845e-01 -6.81065794e-02 -2.77069688e-01
-3.46497279e-01 -2.88630125e-01 1.59345071e-01 1.40178295e-01
1.55779599e-02 1.19436946e-01 -2.62010615e-01 -8.19972097e-01
2.73974889e-02]
[ -1.49476302e-01 -2.47606225e-01 -3.00902755e-01 -6.44559056e-01
-2.96478496e-01 -2.08773158e-01 -2.67483465e-01 1.62795344e-02
-7.79664937e-03 -4.57491224e-01 -5.37068645e-01 -5.33977586e-01
-8.46866067e-01]
[ -1.21408873e-01 1.30327677e-01 1.54848834e-02 9.45509686e-02
-2.05633259e-01 -1.74515770e-01 -1.48802768e-01 9.33156856e-03
-1.33794453e-01 -1.62209585e-01 -1.40607698e-01 -3.84558748e-01
-1.01181762e-02]
[ -3.60132739e-01 -1.16540803e-01 -2.73183653e-01 2.47391628e-01
-1.98604760e-01 -2.31470493e-01 -9.27336361e-02 -1.06987334e-01
2.31478553e-02 1.84774277e-02 8.99223332e-02 -3.04923337e-01
1.04600253e-01]
[ -1.29542923e-01 -4.47849868e-02 -2.54473453e-01 1.08731592e-01
-2.25694478e-01 -2.79189462e-01 -3.60942525e-01 -2.14103875e-02
1.80667756e-02 -1.21435507e-01 -2.32640704e-01 -2.96501150e-01
4.15154127e-02]
[ -2.34081545e-01 -5.33937456e-01 -3.38011168e-01 -1.89562984e-01
-3.25149797e-01 -2.31127618e-01 -5.73802052e-02 -2.43864736e-01
5.53658212e-02 -2.33304152e-01 -1.19936323e-01 -3.26472745e-01
-1.00238609e-02]
[ -2.19350051e-01 -2.95341987e-01 -3.20185190e-01 -9.49157288e-02
-8.97730807e-02 -1.50070938e-01 -7.53380645e-02 1.97449020e-02
-1.96988368e-01 -5.00184219e-01 -2.30065022e-01 -1.80020705e-01
2.15378238e-03]
[ -1.03236644e-01 -1.17231457e-02 -2.39922178e-01 -7.33011690e-01
-2.64789168e-01 -2.58766563e-01 2.31008014e-02 -4.37917852e-01
1.19386119e-01 -1.49371062e-01 -5.40700714e-01 -3.24500430e-01
-7.65041465e-01]]
Progress: 23.6% ... Training loss: 0.225 ... Validation loss: 0.390[[-0.19503095]
[ 0.26260238]
[-0.13873628]
[ 1.04272801]
[ 0.26543992]
[-0.03774359]
[-0.83554037]
[-0.88133184]
[-0.61597774]
[-0.9204653 ]
[ 1.22554316]
[ 2.96839483]
[-2.01742203]]
[[ -5.30068036e-01 -4.92212431e-01 -5.89286929e-01 -6.26074767e-02
-2.94098805e-01 -5.94100949e-01 -9.76116253e-02 -2.56462043e-01
-3.78078662e-01 -3.43171888e-01 2.29688903e-01 9.07583779e-01
2.27856314e-01]
[ 7.97717133e-03 -1.39675130e-01 5.01165906e-02 -7.94380486e-02
-4.34373063e-02 5.86695755e-02 -1.14093485e-01 2.09723484e-01
-1.38242202e-01 -1.81946299e-01 -1.04330806e-01 -1.63802048e-01
6.17336446e-02]
[ -2.51368145e-01 1.39253599e-01 -2.88296038e-02 1.34023343e-01
7.93999916e-02 -1.28901941e-01 8.14119291e-03 -1.54526209e-01
2.61007723e-01 -3.38170391e-01 1.78566502e-01 7.07378529e-01
7.81485113e-01]
[ 2.21839609e-01 -2.43083169e-01 -2.77605561e-01 3.60604896e-02
-2.81604968e-01 8.47667640e-03 2.37619874e-01 -5.12547769e-01
2.21613427e-01 -2.23423971e-01 -1.90133301e-01 -3.34173974e-01
-1.80083700e-01]
[ 1.31961721e-01 5.15262641e-03 1.14378207e-01 -9.36035674e-02
-2.45569798e-02 7.31443012e-02 -1.19681803e-01 -1.03047994e-01
8.38459776e-02 2.30426880e-01 6.54648268e-02 -7.38804207e-02
-1.95011008e-01]
[ -4.81350124e-01 -6.07535223e-01 -6.02198634e-01 -6.11239429e-01
-5.88353160e-01 -5.64269580e-01 -3.19074029e-01 -1.51666220e-01
-4.45380463e-01 -2.32504543e-01 -5.40804411e-01 -7.78099573e-01
-5.83132347e-01]
[ -4.13892546e-01 -5.90282822e-01 -3.22540517e-01 -3.94041976e-01
-4.15657825e-01 -5.62216827e-01 -4.15380144e-01 -4.70702245e-01
-2.88432204e-01 -1.15020273e-01 -4.48138976e-01 -3.96356952e-01
-4.44203043e-01]
[ -3.40101193e-01 -3.43407468e-01 -4.82549436e-01 -1.75072101e-01
-3.18895700e-01 -4.23108549e-01 -2.95156893e-01 -2.61182994e-01
-3.02770435e-01 -5.47704715e-01 -2.81997059e-01 -7.20559812e-01
-4.94958755e-01]
[ -4.69551361e-01 -3.46045327e-01 -3.81790508e-01 -1.83981017e-01
-3.35704079e-01 -2.16850698e-01 -6.57519664e-02 -4.41120135e-01
-2.59877089e-01 -4.51841066e-01 -1.54823715e-01 -2.34680105e-01
-1.97113490e-01]
[ -9.53704671e-01 -9.45284978e-01 -9.82710273e-01 -7.28544638e-01
-1.03554292e+00 -9.86891260e-01 -5.74063181e-01 -5.89932133e-01
-7.40905306e-01 -5.56577816e-01 -7.32879547e-01 -6.01993201e-01
-7.84092989e-01]
[ -5.13105852e-01 -2.67467362e-01 -4.71884186e-01 -3.49679925e-01
-3.47123087e-01 -3.62468559e-01 -5.93471061e-01 -6.07729337e-01
-6.51999195e-01 -1.13249729e-01 -5.11922235e-01 -7.24732003e-01
-5.17698681e-01]
[ -1.16853282e-01 2.37492627e-02 -3.40736078e-01 -4.40242957e-01
-1.05151869e-01 -7.37205350e-02 -1.85570325e-01 -3.69559298e-01
-1.62830986e-01 8.15888009e-02 -4.60376425e-01 -9.63099715e-01
-5.36277074e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58106565e-01 -1.18752746e-01 1.63729254e-01 -2.80182705e-01
-1.30323200e-01 1.13162720e-01 -1.23826188e-01 1.29404783e-02
-8.26007316e-02 6.70111920e-02 -1.82563874e-01 -3.80887131e-01
-1.84619395e-02]
[ -8.56641984e-02 -2.64766220e-01 -1.80281510e-01 -2.88928368e-01
-4.78146040e-01 -8.59470618e-02 -5.00639776e-02 2.09619026e-03
-6.20638516e-02 1.26666158e-02 -2.16515161e-01 -3.49901437e-01
-2.73528053e-01]
[ -6.77286742e-02 -2.17228663e-02 -2.30924831e-01 -2.72763093e-01
1.20420464e-01 -1.61854534e-01 -1.62255261e-01 1.10072073e-01
1.50407158e-04 9.59722354e-02 -2.06312279e-01 -2.02189384e-02
-5.86575602e-02]
[ 3.75644702e-02 -1.68153944e-01 -1.48165020e-01 -9.20366034e-02
-1.25324051e-01 -1.06380471e-01 1.15925287e-01 -1.43159184e-01
-6.21885503e-03 2.73356717e-02 -3.74540433e-02 -1.68167327e-01
2.61264211e-02]
[ -2.89365878e-01 -1.40899689e-01 -7.62111036e-02 -1.01268965e-01
-3.01542212e-01 -2.74733966e-01 -3.73282400e-01 2.65484862e-02
-3.18882797e-01 -2.17238441e-01 1.77826954e-01 -5.96309824e-02
2.12330106e-01]
[ -2.26975293e-01 -1.21087326e-01 -9.20007981e-02 -2.70385636e-02
-8.19759231e-02 -1.19147005e-01 -8.15966847e-02 1.95641742e-02
-1.40934930e-01 -7.11915314e-02 3.02946494e-02 -1.46134394e-01
-7.95342703e-02]
[ -1.70557547e-01 -6.53616340e-02 -2.29873270e-01 -2.74051732e-01
-1.53353840e-01 -2.04353231e-01 -3.30972185e-01 -1.14875463e-01
1.26314287e-01 -2.20487578e-01 -3.40699486e-01 -2.31162827e-01
-3.14895575e-01]
[ -3.70800402e-01 -6.29917293e-02 -1.50422702e-01 -1.41879587e-01
-5.01338204e-02 -3.12995525e-01 3.17320690e-02 -8.69658290e-02
-1.21824145e-01 6.13911120e-02 3.13319592e-03 -3.13262779e-01
-3.01697746e-01]
[ -1.65077274e-01 -1.48559542e-01 -5.00243933e-02 -1.73615462e-01
-1.32125572e-01 -2.94991109e-01 4.06131195e-03 -1.34024826e-01
-2.16110470e-01 4.21616560e-02 2.00944152e-01 -6.33844213e-02
-1.48776353e-01]
[ -1.32002515e-01 -1.73702522e-01 -1.13517512e-01 -2.80108729e-01
9.23722514e-02 -1.76156934e-02 -1.81560578e-01 -1.64633038e-01
1.13073334e-01 -9.45031372e-02 -1.27337962e-01 -8.16696546e-02
-3.23267289e-01]
[ -4.43973756e-02 -3.24319434e-02 -1.49889838e-01 -6.09498113e-02
-2.28099117e-01 6.26254408e-02 -7.67070002e-02 -4.90435483e-02
-2.32481446e-01 -9.51328189e-02 -9.53012565e-02 -3.55622960e-01
-2.02334155e-01]
[ -7.16567328e-02 2.55885009e-02 -1.29045335e-01 -3.12923568e-01
1.21910745e-01 2.03191705e-02 -2.12337856e-01 -1.54170264e-01
1.22119080e-01 -6.12507035e-02 -2.81390368e-01 -2.54565497e-01
-3.04040758e-01]
[ 7.90352964e-02 -3.09384525e-01 -8.40015774e-02 -4.53700147e-01
-2.23259954e-01 -8.93369445e-02 6.62057326e-02 9.91348287e-02
-1.11006291e-02 3.00238178e-01 -5.33304809e-01 -8.10838953e-01
4.41325675e-01]
[ -2.22168965e-01 -2.45637939e-01 -1.31266125e-01 -3.12819486e-01
-3.01824341e-01 -9.34139881e-02 2.07488015e-01 4.32250735e-02
2.89862350e-01 4.32194349e-02 -4.17934126e-01 -1.01487342e+00
6.44405591e-01]
[ -1.35887130e-02 -1.87802415e-01 2.20589546e-02 -3.18257817e-01
-1.72173057e-01 1.65704184e-01 2.05874195e-01 2.63156225e-01
-2.64416606e-02 2.40294806e-01 -2.38821372e-01 -1.09039770e+00
7.46662904e-01]
[ 2.02592903e-03 -4.59689454e-02 -1.24197840e-01 -1.39102296e-01
-1.80539891e-01 -4.68433630e-02 3.07094269e-01 1.72177056e-01
2.60095295e-01 3.77750063e-01 -4.98885608e-01 -1.01289457e+00
7.81781748e-01]
[ -8.23783164e-02 -2.80158350e-01 5.93151799e-02 -3.68876350e-01
-1.50151179e-01 1.16977416e-01 3.75903789e-01 1.43564716e-01
-6.24594245e-02 1.71880620e-01 -5.71777931e-01 -1.00563885e+00
8.73982930e-01]
[ 1.21462415e-01 -8.99842019e-02 1.62904611e-02 -1.83967320e-01
-8.34398511e-02 -1.81825727e-02 2.65336421e-01 3.79909861e-01
4.21689501e-01 2.71772242e-01 -5.66936764e-01 -9.32087205e-01
5.92148638e-01]
[ -3.94830825e-03 -1.37503474e-01 2.20750608e-02 1.02282293e-02
-9.14441730e-02 -2.83382250e-01 6.83707737e-02 3.50172641e-01
-9.15443888e-05 1.18299921e-01 -2.68318242e-01 -7.81346682e-01
2.72935062e-01]
[ 8.39658084e-02 1.06109186e-01 4.96308681e-03 1.48546476e-01
-9.04616472e-02 -5.90085646e-02 -1.80219876e-01 -1.36259728e-01
-2.60864783e-01 -1.30549027e-01 -1.18702754e-01 2.63256747e-01
-3.01133329e-01]
[ 4.32734153e-02 -1.04438853e-01 1.46014061e-01 3.13119100e-01
2.46428139e-01 8.94327863e-03 -3.91269024e-01 -3.47185521e-01
-5.38364320e-02 -5.39159415e-01 2.19248718e-01 9.90963500e-01
-6.14852148e-01]
[ 3.10090397e-02 7.87107351e-02 -2.13382079e-01 7.59717100e-02
3.31984723e-02 -1.93633900e-03 -1.79587534e-01 -3.43338740e-01
-2.85312758e-01 -2.21341688e-01 -3.46129274e-02 -7.08100217e-02
-1.99643640e-01]
[ -6.14709492e-02 -2.09097743e-01 6.01937249e-02 7.02355452e-02
-1.30447374e-01 -1.35501195e-01 6.16756886e-04 -3.91713165e-02
5.33052756e-02 -3.90738029e-01 -3.27081658e-01 -2.37063256e-01
3.35234970e-02]
[ 8.38245767e-03 -2.70949935e-01 5.51028905e-02 -2.91333705e-01
-1.93292937e-01 -2.32492045e-01 -2.78185745e-01 1.50905805e-02
-2.34046305e-02 6.94191619e-02 -2.01414436e-01 1.51756757e-01
7.54746788e-03]
[ 1.66098773e-01 5.55206220e-02 -1.07261878e-01 -2.69389700e-01
-5.69172806e-02 -1.02871667e-01 -2.10043965e-01 -1.81483738e-02
-2.05815733e-01 -2.58001391e-01 -1.98816015e-01 3.91993325e-01
-7.82267212e-02]
[ -1.75969574e-01 -1.82023042e-01 -1.14059926e-01 -2.66787349e-01
-5.23721630e-02 2.59092506e-02 -1.97856242e-01 -2.43508337e-01
-1.42129657e-01 -5.71546110e-02 -2.40173964e-01 2.21696009e-01
-1.39446791e-01]
[ -4.16807122e-02 -2.04551089e-01 -1.65269870e-01 -2.55617045e-01
-4.63676106e-02 4.19274984e-02 -7.44756693e-02 -8.48958168e-02
-2.44408688e-01 -3.27312277e-01 -4.66654029e-02 1.02347568e-01
-4.01680740e-02]
[ 1.07992679e-01 8.51060074e-02 -1.40793193e-02 -2.04496578e-01
-3.22050981e-01 6.60195342e-03 -1.90754659e-01 -3.13871060e-01
-3.28715587e-01 -1.04850643e-02 -1.14497113e-01 1.77893932e-01
-6.42194854e-02]
[ -6.25650001e-02 -9.89306353e-03 -2.84870897e-01 -2.34348425e-02
6.96838395e-02 1.55187482e-01 -2.43590970e-01 -1.88416121e-01
-5.42243934e-02 -6.54852992e-02 1.82812446e-01 6.52610423e-01
-1.15484573e-01]
[ 1.19600873e-01 3.45711087e-01 -2.01346752e-01 7.39715317e-01
1.21929310e-01 -3.14924202e-05 -2.51861058e-01 -4.11116138e-01
-2.53624006e-01 -3.68318777e-01 7.65291457e-01 9.80592108e-01
-1.13073887e+00]
[ -1.90132029e-02 1.80248701e-01 4.99249367e-02 3.06581902e-01
4.04670223e-03 -6.73354074e-02 -3.03792855e-01 -3.73734767e-01
-2.97341740e-01 -2.55864755e-01 5.63459356e-01 9.78789160e-01
-1.06638083e+00]
[ -4.18842867e-02 -1.32013483e-01 -1.52781498e-01 3.17504154e-01
-1.75220953e-01 2.34993940e-01 -7.67804781e-02 -2.12319438e-01
-2.44899000e-01 -4.13306731e-01 2.11633241e-01 5.52888982e-01
-5.23946551e-01]
[ 7.92653254e-02 -3.81829493e-01 -5.18579382e-02 5.10073726e-03
-1.13338056e-01 1.99416327e-01 6.46111945e-02 1.59617247e-01
-1.86183653e-01 -3.05980671e-02 -4.99681457e-02 3.62690622e-01
-3.00568692e-01]
[ 2.05386267e-01 -2.93317181e-01 -1.20141282e-01 -7.67987928e-02
-2.12533054e-01 1.22087828e-01 1.84469989e-02 -1.39127065e-01
-6.47418590e-02 -7.72694641e-02 -1.44057558e-01 -1.60719719e-01
-1.67943735e-01]
[ -1.33792492e-01 -8.12472789e-02 3.87885023e-02 -2.56449166e-01
-5.95088339e-02 -1.41017294e-01 4.72142668e-02 -6.09220612e-03
-8.93650846e-02 9.64296972e-03 -3.26907142e-01 -4.63429081e-01
-6.88668871e-02]
[ -1.40733173e-01 -1.36731981e-01 -6.81346579e-02 -2.76942306e-01
-3.46448699e-01 -2.88635107e-01 1.59131111e-01 1.39953546e-01
1.53420871e-02 1.19256256e-01 -2.61789825e-01 -8.19342180e-01
2.68887175e-02]
[ -1.49541016e-01 -2.47192032e-01 -3.01114082e-01 -6.44260361e-01
-2.96121705e-01 -2.08816720e-01 -2.67930065e-01 1.56804069e-02
-8.41925514e-03 -4.58649902e-01 -5.34795406e-01 -5.28293304e-01
-8.52544955e-01]
[ -1.21593504e-01 1.30577842e-01 1.54093667e-02 9.73598421e-02
-2.05234313e-01 -1.74570116e-01 -1.51006464e-01 9.24442714e-03
-1.34624967e-01 -1.62724646e-01 -1.38059538e-01 -3.77454594e-01
-1.27920716e-02]
[ -3.60264247e-01 -1.16620279e-01 -2.73157946e-01 2.47078843e-01
-1.98712162e-01 -2.31486784e-01 -9.26039621e-02 -1.06108360e-01
2.32185700e-02 1.85962420e-02 8.87780075e-02 -3.09200264e-01
1.07614132e-01]
[ -1.29302242e-01 -4.47199703e-02 -2.54516584e-01 1.10801888e-01
-2.25493165e-01 -2.79163376e-01 -3.60872353e-01 -2.34068460e-02
1.75748731e-02 -1.20984697e-01 -2.29426168e-01 -2.87568868e-01
3.40433569e-02]
[ -2.34323264e-01 -5.33725970e-01 -3.38146787e-01 -1.87811325e-01
-3.24854294e-01 -2.31174562e-01 -5.89231459e-02 -2.45508609e-01
5.44129599e-02 -2.35279512e-01 -1.17584324e-01 -3.21529470e-01
-1.35747884e-02]
[ -2.19676879e-01 -2.94785752e-01 -3.20406448e-01 -9.03033998e-02
-8.90966739e-02 -1.50131691e-01 -7.83541893e-02 1.80028185e-02
-1.98349086e-01 -5.00976151e-01 -2.25253897e-01 -1.70014923e-01
-3.74945709e-03]
[ -1.02639391e-01 -1.24489016e-02 -2.39822132e-01 -7.36687492e-01
-2.65653079e-01 -2.58694404e-01 2.57256221e-02 -4.36920507e-01
1.21757563e-01 -1.48407665e-01 -5.43598513e-01 -3.36933899e-01
-7.67807658e-01]]
Progress: 23.6% ... Training loss: 0.225 ... Validation loss: 0.387[[-0.21072122]
[ 0.23672165]
[-0.15437197]
[ 1.01343054]
[ 0.24603568]
[-0.0538791 ]
[-0.8474146 ]
[-0.90568683]
[-0.63368774]
[-0.93983053]
[ 1.18514772]
[ 2.91447119]
[-2.04223972]]
[[ -5.28803150e-01 -4.94233260e-01 -5.88662090e-01 -7.33095694e-02
-2.95917483e-01 -5.93908436e-01 -9.07714214e-02 -2.47291850e-01
-3.72948253e-01 -3.36055590e-01 2.14778772e-01 8.76496605e-01
2.43318840e-01]
[ 7.78686996e-03 -1.39183948e-01 4.99181113e-02 -7.76413184e-02
-4.30026892e-02 5.86192728e-02 -1.15157537e-01 2.07823999e-01
-1.39175391e-01 -1.83019856e-01 -1.02470962e-01 -1.58994866e-01
5.76992227e-02]
[ -2.50413363e-01 1.35846852e-01 -2.75695675e-02 1.19486888e-01
7.68498622e-02 -1.28711043e-01 1.06536699e-02 -1.44580769e-01
2.68040728e-01 -3.32186937e-01 1.60913517e-01 6.71864973e-01
8.12968230e-01]
[ 2.20428849e-01 -2.39435295e-01 -2.79219209e-01 5.02591904e-02
-2.78361960e-01 8.17870111e-03 2.30118306e-01 -5.27071994e-01
2.14051928e-01 -2.35446836e-01 -1.71610781e-01 -2.93632599e-01
-2.10042039e-01]
[ 1.35629137e-01 -1.63330734e-04 1.17106247e-01 -1.11030446e-01
-2.97183157e-02 7.38364962e-02 -1.06889202e-01 -8.80040455e-02
9.80996060e-02 2.48763164e-01 3.67566141e-02 -1.57289270e-01
-1.69398910e-01]
[ -4.80823191e-01 -6.08409960e-01 -6.01913047e-01 -6.14962534e-01
-5.89202958e-01 -5.64169848e-01 -3.16552140e-01 -1.47871467e-01
-4.43990577e-01 -2.29070124e-01 -5.46214129e-01 -7.90967279e-01
-5.80085132e-01]
[ -4.13200557e-01 -5.91639376e-01 -3.22046083e-01 -4.00587621e-01
-4.16786989e-01 -5.62117503e-01 -4.12425680e-01 -4.66672591e-01
-2.85939111e-01 -1.10570403e-01 -4.58035762e-01 -4.20615511e-01
-4.34164979e-01]
[ -3.39732523e-01 -3.44731362e-01 -4.82012105e-01 -1.80292765e-01
-3.19881842e-01 -4.23028840e-01 -2.95182413e-01 -2.55915718e-01
-3.00244036e-01 -5.44897270e-01 -2.90240784e-01 -7.40704652e-01
-4.87314714e-01]
[ -4.68656714e-01 -3.47264171e-01 -3.81374682e-01 -1.89485884e-01
-3.36763788e-01 -2.16658010e-01 -6.15062716e-02 -4.38092738e-01
-2.57178391e-01 -4.48307760e-01 -1.62288276e-01 -2.50401021e-01
-1.93481310e-01]
[ -9.52318498e-01 -9.48331731e-01 -9.81522455e-01 -7.42936460e-01
-1.03819034e+00 -9.86623061e-01 -5.66238389e-01 -5.77758706e-01
-7.34189021e-01 -5.47039549e-01 -7.54344290e-01 -6.54416685e-01
-7.59807340e-01]
[ -5.13053375e-01 -2.67792057e-01 -4.71778025e-01 -3.50829535e-01
-3.47340602e-01 -3.62438419e-01 -5.94064035e-01 -6.06423199e-01
-6.52240856e-01 -1.12792304e-01 -5.13605502e-01 -7.27344879e-01
-5.19408096e-01]
[ -1.15809694e-01 2.23466832e-02 -3.40296879e-01 -4.45695805e-01
-1.06311740e-01 -7.35474216e-02 -1.83105614e-01 -3.66919783e-01
-1.60197534e-01 8.58181480e-02 -4.68243206e-01 -9.81055377e-01
-5.34491806e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58042085e-01 -1.18888894e-01 1.63790616e-01 -2.80380385e-01
-1.30444488e-01 1.13178088e-01 -1.23589954e-01 1.34073686e-02
-8.24634420e-02 6.76128592e-02 -1.83334402e-01 -3.82659172e-01
-1.90259095e-02]
[ -8.54990000e-02 -2.65068888e-01 -1.80166433e-01 -2.90305443e-01
-4.78371307e-01 -8.59169315e-02 -4.94475809e-02 3.86529026e-03
-6.17117285e-02 1.39366215e-02 -2.18596174e-01 -3.54904593e-01
-2.72265001e-01]
[ -6.74104037e-02 -2.21963384e-02 -2.30796165e-01 -2.75093721e-01
1.19871407e-01 -1.61796268e-01 -1.60421676e-01 1.11862722e-01
1.14563652e-03 9.77740963e-02 -2.09041636e-01 -2.66495761e-02
-5.59694846e-02]
[ 3.76913530e-02 -1.68263441e-01 -1.48072340e-01 -9.26275020e-02
-1.25470669e-01 -1.06370634e-01 1.16313062e-01 -1.42097838e-01
-6.12177015e-03 2.83466327e-02 -3.95153451e-02 -1.74494339e-01
2.56735996e-02]
[ -2.88716402e-01 -1.42279621e-01 -7.57223350e-02 -1.07907189e-01
-3.02654026e-01 -2.74628729e-01 -3.70096060e-01 3.00999729e-02
-3.16006885e-01 -2.13052592e-01 1.68989686e-01 -8.03625181e-02
2.24398612e-01]
[ -2.26939464e-01 -1.21444447e-01 -9.19344270e-02 -2.86295001e-02
-8.23187824e-02 -1.19127382e-01 -8.11807487e-02 2.04657327e-02
-1.40647235e-01 -7.13469703e-02 2.85502455e-02 -1.47245870e-01
-7.63307974e-02]
[ -1.69760410e-01 -6.73056772e-02 -2.29181123e-01 -2.80552715e-01
-1.54995977e-01 -2.04195735e-01 -3.27780275e-01 -1.09174741e-01
1.31129311e-01 -2.16159658e-01 -3.49909174e-01 -2.54814768e-01
-3.02482310e-01]
[ -3.71223110e-01 -6.21607562e-02 -1.50723537e-01 -1.39068313e-01
-4.93857098e-02 -3.13075332e-01 2.82349161e-02 -8.92351195e-02
-1.24365968e-01 5.89621017e-02 6.56694733e-03 -3.05758726e-01
-3.08346270e-01]
[ -1.65148999e-01 -1.48362800e-01 -4.99983912e-02 -1.73153408e-01
-1.31794131e-01 -2.95016926e-01 3.51877065e-03 -1.33522518e-01
-2.16444202e-01 4.27233385e-02 2.00445070e-01 -6.59573928e-02
-1.51286039e-01]
[ -1.31591813e-01 -1.74191529e-01 -1.13414251e-01 -2.82480198e-01
9.19063494e-02 -1.75379668e-02 -1.79955828e-01 -1.64000931e-01
1.14101992e-01 -9.33054194e-02 -1.30126165e-01 -8.58949877e-02
-3.22273448e-01]
[ -4.40326506e-02 -3.29896612e-02 -1.49650029e-01 -6.34972362e-02
-2.28552378e-01 6.27194550e-02 -7.47176950e-02 -4.71966243e-02
-2.31256993e-01 -9.35179303e-02 -9.88680574e-02 -3.63816704e-01
-2.00543324e-01]
[ -7.16127593e-02 2.55363635e-02 -1.29025466e-01 -3.13045856e-01
1.21864584e-01 2.03285480e-02 -2.12063867e-01 -1.54004987e-01
1.22289241e-01 -6.10137680e-02 -2.81551262e-01 -2.55041724e-01
-3.03925299e-01]
[ 7.89762287e-02 -3.09328203e-01 -8.40334947e-02 -4.53556559e-01
-2.23197333e-01 -8.93455184e-02 6.59461232e-02 9.87043390e-02
-1.13063077e-02 2.99819325e-01 -5.33085895e-01 -8.10389192e-01
4.40887537e-01]
[ -2.22400664e-01 -2.45311298e-01 -1.31398585e-01 -3.12162163e-01
-3.01546887e-01 -9.34576379e-02 2.06403551e-01 4.25345940e-02
2.89011112e-01 4.21680820e-02 -4.17297706e-01 -1.01510273e+00
6.42918683e-01]
[ -1.35484032e-02 -1.87815453e-01 2.20765004e-02 -3.18443506e-01
-1.72201828e-01 1.65709534e-01 2.06179129e-01 2.63390173e-01
-2.62947728e-02 2.40661417e-01 -2.39133495e-01 -1.09080071e+00
7.47285100e-01]
[ 1.86607844e-03 -4.57971992e-02 -1.24259889e-01 -1.38488316e-01
-1.80392524e-01 -4.68719648e-02 3.06386248e-01 1.71937986e-01
2.59492127e-01 3.77009985e-01 -4.98504563e-01 -1.01295989e+00
7.80824467e-01]
[ -8.24099023e-02 -2.80143037e-01 5.92940675e-02 -3.68601265e-01
-1.50130916e-01 1.16973069e-01 3.75616899e-01 1.43347166e-01
-6.26182241e-02 1.71544466e-01 -5.71583235e-01 -1.00573149e+00
8.73267391e-01]
[ 1.21227384e-01 -8.97445878e-02 1.61352585e-02 -1.83038988e-01
-8.31787590e-02 -1.82297348e-02 2.64378728e-01 3.78827274e-01
4.21015070e-01 2.70530518e-01 -5.66266687e-01 -9.31639233e-01
5.90326822e-01]
[ -4.02606076e-03 -1.37418660e-01 2.20336574e-02 1.08332207e-02
-9.13726009e-02 -2.83391320e-01 6.79572219e-02 3.49745543e-01
-4.50604918e-04 1.17886863e-01 -2.67831584e-01 -7.80677564e-01
2.71706579e-01]
[ 8.38214099e-02 1.06303815e-01 4.88233039e-03 1.49869659e-01
-9.03012146e-02 -5.90333105e-02 -1.81098590e-01 -1.37103124e-01
-2.61346242e-01 -1.31477745e-01 -1.17472199e-01 2.66144644e-01
-3.03008710e-01]
[ 4.29739222e-02 -1.04055541e-01 1.45816608e-01 3.15880165e-01
2.46933995e-01 8.88260029e-03 -3.92739315e-01 -3.47649164e-01
-5.49652088e-02 -5.40313485e-01 2.21612277e-01 9.96087436e-01
-6.20298848e-01]
[ 3.11531529e-02 7.84510628e-02 -2.13275121e-01 7.46548218e-02
3.29346856e-02 -1.91038464e-03 -1.78520055e-01 -3.42073499e-01
-2.84646317e-01 -2.20329323e-01 -3.68956143e-02 -7.76831601e-02
-1.96728478e-01]
[ -6.15602755e-02 -2.08898516e-01 6.01576555e-02 7.01749132e-02
-1.30317781e-01 -1.35507390e-01 -2.74858537e-04 -3.90080636e-02
5.27463249e-02 -3.91042348e-01 -3.26822797e-01 -2.35463390e-01
3.33417732e-02]
[ 8.30052405e-03 -2.70897198e-01 5.50280123e-02 -2.91893425e-01
-1.93190702e-01 -2.32510203e-01 -2.78760827e-01 1.43582377e-02
-2.38241653e-02 6.90756380e-02 -2.01772314e-01 1.53176940e-01
7.73431938e-03]
[ 1.66710015e-01 5.43899033e-02 -1.06869944e-01 -2.73882104e-01
-5.79726228e-02 -1.02771809e-01 -2.07326402e-01 -1.40522862e-02
-2.03005967e-01 -2.55121178e-01 -2.04482799e-01 3.78238681e-01
-6.76809241e-02]
[ -1.76362286e-01 -1.81514172e-01 -1.14233765e-01 -2.64988537e-01
-5.18440968e-02 2.58401005e-02 -2.00290994e-01 -2.45055869e-01
-1.43758289e-01 -5.91100198e-02 -2.37416239e-01 2.29487714e-01
-1.43521016e-01]
[ -4.13307534e-02 -2.05064670e-01 -1.65054548e-01 -2.57605811e-01
-4.68874462e-02 4.19965281e-02 -7.27510411e-02 -8.29684234e-02
-2.42817283e-01 -3.25404774e-01 -4.94396188e-02 9.61149746e-02
-3.60526394e-02]
[ 1.08303215e-01 8.44315673e-02 -1.37882047e-02 -2.07503455e-01
-3.22573310e-01 6.66544136e-03 -1.88916614e-01 -3.11403255e-01
-3.27290153e-01 -8.11562904e-03 -1.18616285e-01 1.66985704e-01
-5.68105066e-02]
[ -6.26358460e-02 -9.65573098e-03 -2.84964318e-01 -2.24548137e-02
6.99075813e-02 1.55164764e-01 -2.44060026e-01 -1.89214844e-01
-5.46314031e-02 -6.55508339e-02 1.84165535e-01 6.56520981e-01
-1.18292218e-01]
[ 1.20848433e-01 3.44022790e-01 -2.00845328e-01 7.32307917e-01
1.20371151e-01 1.68525399e-04 -2.46809883e-01 -4.06872390e-01
-2.49882425e-01 -3.62733460e-01 7.55537869e-01 9.56993695e-01
-1.12513830e+00]
[ -1.78840130e-02 1.78065850e-01 5.09321517e-02 2.98020822e-01
2.13648011e-03 -6.71044656e-02 -2.99415819e-01 -3.67467438e-01
-2.93115639e-01 -2.49479163e-01 5.51306146e-01 9.53028487e-01
-1.05612242e+00]
[ -4.13772788e-02 -1.32882073e-01 -1.52448414e-01 3.13931317e-01
-1.75947857e-01 2.35119876e-01 -7.41049273e-02 -2.09570410e-01
-2.42843884e-01 -4.10984346e-01 2.07372219e-01 5.42371791e-01
-5.19820937e-01]
[ 7.92483222e-02 -3.81733342e-01 -5.18704101e-02 5.74869905e-03
-1.13237717e-01 1.99409587e-01 6.43329012e-02 1.59263148e-01
-1.86387023e-01 -3.06830512e-02 -4.92421697e-02 3.64489802e-01
-3.01886097e-01]
[ 2.05310468e-01 -2.93194026e-01 -1.20205730e-01 -7.62013251e-02
-2.12415242e-01 1.22072615e-01 1.81522150e-02 -1.39583179e-01
-6.50660432e-02 -7.79036467e-02 -1.43267667e-01 -1.58877327e-01
-1.69364679e-01]
[ -1.33847479e-01 -8.11812061e-02 3.87529989e-02 -2.56139875e-01
-5.94585163e-02 -1.41025989e-01 4.67142173e-02 -6.11466818e-03
-8.97377607e-02 9.46716959e-03 -3.26496461e-01 -4.62325017e-01
-6.98251083e-02]
[ -1.40569367e-01 -1.36930757e-01 -6.80530930e-02 -2.78425402e-01
-3.46646927e-01 -2.88610535e-01 1.60574097e-01 1.40964378e-01
1.61643989e-02 1.20499632e-01 -2.63602081e-01 -8.22945678e-01
3.02016080e-02]
[ -1.48394034e-01 -2.48411363e-01 -3.00598297e-01 -6.50485572e-01
-2.97300439e-01 -2.08620923e-01 -2.63896984e-01 1.90956775e-02
-5.33115734e-03 -4.54289327e-01 -5.44503437e-01 -5.52248393e-01
-8.54983380e-01]
[ -1.21747509e-01 1.30927621e-01 1.52686653e-02 9.94740568e-02
-2.04819558e-01 -1.74610837e-01 -1.51514174e-01 8.22144264e-03
-1.35165109e-01 -1.63102512e-01 -1.35926719e-01 -3.71987705e-01
-1.58788048e-02]
[ -3.59840913e-01 -1.17438215e-01 -2.72859873e-01 2.42948472e-01
-1.99505578e-01 -2.31389607e-01 -8.96721400e-02 -1.03270083e-01
2.56560445e-02 2.15076782e-02 8.34285917e-02 -3.21379307e-01
1.15695618e-01]
[ -1.28571537e-01 -4.70258590e-02 -2.53769818e-01 1.00897526e-01
-2.27374656e-01 -2.79027867e-01 -3.56971408e-01 -1.60517117e-02
2.23864764e-02 -1.15818618e-01 -2.42173120e-01 -3.19804808e-01
5.44425362e-02]
[ -2.34669713e-01 -5.33365417e-01 -3.38309722e-01 -1.84949438e-01
-3.24257756e-01 -2.31238218e-01 -6.13220117e-02 -2.46590718e-01
5.27245196e-02 -2.36199314e-01 -1.14755027e-01 -3.15673290e-01
-1.77799294e-02]
[ -2.18665405e-01 -2.96347167e-01 -3.19744193e-01 -9.77224815e-02
-9.07641672e-02 -1.49937257e-01 -7.32568514e-02 2.39023713e-02
-1.95051142e-01 -4.95798232e-01 -2.34807581e-01 -1.91614558e-01
9.16951686e-03]
[ -1.02969190e-01 -1.20286909e-02 -2.40008198e-01 -7.34978846e-01
-2.65168050e-01 -2.58741490e-01 2.23655411e-02 -4.38204568e-01
1.19459100e-01 -1.50500968e-01 -5.42217335e-01 -3.31279281e-01
-7.75115496e-01]]
Progress: 23.6% ... Training loss: 0.244 ... Validation loss: 0.404[[-0.19478412]
[ 0.24998556]
[-0.13967243]
[ 1.03927289]
[ 0.26051429]
[-0.03990741]
[-0.8185557 ]
[-0.88434186]
[-0.60769841]
[-0.91498086]
[ 1.20978977]
[ 2.94802882]
[-2.00858129]]
[[ -5.30272949e-01 -4.92732807e-01 -5.89582405e-01 -6.04391701e-02
-2.93948056e-01 -5.94249864e-01 -1.01068993e-01 -2.56974715e-01
-3.80016817e-01 -3.45005555e-01 2.30199308e-01 9.22125403e-01
2.15699106e-01]
[ 7.62253128e-03 -1.39010675e-01 4.98128335e-02 -7.66234862e-02
-4.28383732e-02 5.85846143e-02 -1.16107886e-01 2.06948030e-01
-1.39734468e-01 -1.83818722e-01 -1.01521954e-01 -1.57475144e-01
5.51829281e-02]
[ -2.51365554e-01 1.36957598e-01 -2.81157628e-02 1.26607073e-01
7.78110943e-02 -1.28889777e-01 3.01673528e-03 -1.49369537e-01
2.62590641e-01 -3.37306438e-01 1.69395917e-01 6.90989490e-01
7.90279452e-01]
[ 2.18993496e-01 -2.38395012e-01 -2.79441928e-01 5.90561101e-02
-2.77132635e-01 7.91631601e-03 2.24969194e-01 -5.27401377e-01
2.10214662e-01 -2.37589293e-01 -1.65658277e-01 -2.85424560e-01
-2.21743957e-01]
[ 1.35515595e-01 -3.19046246e-04 1.16806312e-01 -1.13949553e-01
-2.97647118e-02 7.38101717e-02 -1.05739855e-01 -8.70778811e-02
9.69897252e-02 2.47374126e-01 3.48609198e-02 -1.63783743e-01
-1.64195089e-01]
[ -4.81296737e-01 -6.08125457e-01 -6.02165924e-01 -6.11260475e-01
-5.88736980e-01 -5.64280429e-01 -3.19501204e-01 -1.50578328e-01
-4.45426093e-01 -2.31843321e-01 -5.42418256e-01 -7.79355832e-01
-5.85415946e-01]
[ -4.14149322e-01 -5.90797086e-01 -3.22751754e-01 -3.95915699e-01
-4.15795862e-01 -5.62304844e-01 -4.18707695e-01 -4.72313592e-01
-2.90749173e-01 -1.17990853e-01 -4.51062333e-01 -4.00613777e-01
-4.49219035e-01]
[ -3.40774711e-01 -3.43681700e-01 -4.82671868e-01 -1.71993857e-01
-3.18800107e-01 -4.23238979e-01 -3.02312195e-01 -2.61218001e-01
-3.05032023e-01 -5.49623803e-01 -2.81834450e-01 -7.23686481e-01
-5.06778263e-01]
[ -4.68925697e-01 -3.46670000e-01 -3.81657878e-01 -1.87319356e-01
-3.36206373e-01 -2.16773074e-01 -6.30032083e-02 -4.39468160e-01
-2.58323381e-01 -4.50234470e-01 -1.59241255e-01 -2.42859846e-01
-2.00191561e-01]
[ -9.53535502e-01 -9.46590985e-01 -9.82788303e-01 -7.31754810e-01
-1.03641072e+00 -9.86912076e-01 -5.76378988e-01 -5.89357492e-01
-7.41344554e-01 -5.58426502e-01 -7.39148488e-01 -6.13222572e-01
-7.93583522e-01]
[ -5.14273045e-01 -2.66999740e-01 -4.72286381e-01 -3.44217289e-01
-3.46222325e-01 -3.62707717e-01 -6.00373073e-01 -6.09059191e-01
-6.56257833e-01 -1.16973819e-01 -5.07862867e-01 -7.14875361e-01
-5.30239362e-01]
[ -1.16106502e-01 2.25842465e-02 -3.40424181e-01 -4.44650286e-01
-1.06113389e-01 -7.36122335e-02 -1.84513774e-01 -3.67710572e-01
-1.61203578e-01 8.45397276e-02 -4.66958986e-01 -9.78546479e-01
-5.36443028e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.58290639e-01 -1.18654103e-01 1.63559821e-01 -2.79643314e-01
-1.30220410e-01 1.13108082e-01 -1.24515347e-01 1.15420323e-02
-8.30088990e-02 6.55946786e-02 -1.82130949e-01 -3.80997547e-01
-2.05194530e-02]
[ -8.56528253e-02 -2.64885687e-01 -1.80274506e-01 -2.88739333e-01
-4.78169087e-01 -8.59568307e-02 -5.05094529e-02 2.33575979e-03
-6.22576718e-02 1.27375564e-02 -2.16811970e-01 -3.49238051e-01
-2.73682371e-01]
[ -6.76611696e-02 -2.21921739e-02 -2.30796599e-01 -2.73275232e-01
1.20079054e-01 -1.61833490e-01 -1.61987583e-01 1.11974859e-01
2.57445258e-04 9.75294443e-02 -2.07709089e-01 -2.07182310e-02
-5.84331891e-02]
[ 3.67839736e-02 -1.67451537e-01 -1.48693108e-01 -8.91267170e-02
-1.24592298e-01 -1.06542059e-01 1.11368702e-01 -1.46246543e-01
-1.00717057e-02 2.20476263e-02 -3.39415613e-02 -1.55425233e-01
1.69620356e-02]
[ -2.88726368e-01 -1.42343256e-01 -7.57507737e-02 -1.07527822e-01
-3.02660255e-01 -2.74629410e-01 -3.70911481e-01 2.93263050e-02
-3.16409213e-01 -2.13706061e-01 1.69177978e-01 -8.13715537e-02
2.20543517e-01]
[ -2.27191908e-01 -1.20979040e-01 -9.22271588e-02 -2.49979225e-02
-8.17087612e-02 -1.19208302e-01 -8.38505955e-02 1.72619356e-02
-1.42750524e-01 -7.32920262e-02 3.33320468e-02 -1.37849331e-01
-8.57748710e-02]
[ -1.69833745e-01 -6.73641860e-02 -2.29166752e-01 -2.79420194e-01
-1.55115444e-01 -2.04187790e-01 -3.28766032e-01 -1.09526454e-01
1.30664895e-01 -2.16440204e-01 -3.49465610e-01 -2.53279833e-01
-3.05596204e-01]
[ -3.71233789e-01 -6.22322257e-02 -1.50724852e-01 -1.39001467e-01
-4.94266397e-02 -3.13073425e-01 2.81378309e-02 -8.93742707e-02
-1.24337749e-01 5.89175268e-02 6.36196547e-03 -3.06318612e-01
-3.09288681e-01]
[ -1.65887045e-01 -1.47550443e-01 -5.04355070e-02 -1.68954051e-01
-1.31046827e-01 -2.95170796e-01 -4.46546233e-04 -1.35868370e-01
-2.19210563e-01 3.97304918e-02 2.05039202e-01 -5.72085967e-02
-1.59776459e-01]
[ -1.31772508e-01 -1.73689267e-01 -1.13608832e-01 -2.81659760e-01
9.22615579e-02 -1.76120086e-02 -1.81021509e-01 -1.65199740e-01
1.13381570e-01 -9.51314069e-02 -1.28210236e-01 -8.09268466e-02
-3.27251816e-01]
[ -4.41747587e-02 -3.29067819e-02 -1.49727296e-01 -6.22378756e-02
-2.28364605e-01 6.26722667e-02 -7.53114862e-02 -4.72890664e-02
-2.31823121e-01 -9.36074431e-02 -9.77008599e-02 -3.61172362e-01
-2.01855266e-01]
[ -7.13784445e-02 2.54036385e-02 -1.28949824e-01 -3.13318364e-01
1.21714843e-01 2.03708270e-02 -2.11231232e-01 -1.53493686e-01
1.23034941e-01 -6.02677595e-02 -2.82108529e-01 -2.56921646e-01
-3.04261584e-01]
[ 7.87064752e-02 -3.09105665e-01 -8.41862604e-02 -4.52346031e-01
-2.22967361e-01 -8.94035971e-02 6.44636453e-02 9.73126789e-02
-1.21655199e-02 2.98375205e-01 -5.31893750e-01 -8.08292387e-01
4.37725744e-01]
[ -2.22467297e-01 -2.45256832e-01 -1.31441435e-01 -3.12015605e-01
-3.01499780e-01 -9.34738608e-02 2.06283920e-01 4.24384624e-02
2.88832200e-01 4.18145934e-02 -4.17137645e-01 -1.01508760e+00
6.42488075e-01]
[ -1.35361531e-02 -1.87792790e-01 2.20596171e-02 -3.18351507e-01
-1.72183275e-01 1.65709313e-01 2.06283153e-01 2.63373813e-01
-2.63006860e-02 2.40670070e-01 -2.39042838e-01 -1.09068794e+00
7.46972223e-01]
[ 1.84401618e-03 -4.57640694e-02 -1.24277394e-01 -1.38361217e-01
-1.80367235e-01 -4.68791388e-02 3.06348106e-01 1.71822439e-01
2.59485800e-01 3.76958206e-01 -4.98394627e-01 -1.01328844e+00
7.80743053e-01]
[ -8.25013671e-02 -2.80076155e-01 5.92352953e-02 -3.68265294e-01
-1.50053310e-01 1.16949656e-01 3.75046479e-01 1.42819964e-01
-6.29318900e-02 1.70912938e-01 -5.71267846e-01 -1.00529097e+00
8.72273046e-01]
[ 1.21116685e-01 -8.95791099e-02 1.60490389e-02 -1.82236182e-01
-8.30195022e-02 -1.82612177e-02 2.63821325e-01 3.78233816e-01
4.20555690e-01 2.69993983e-01 -5.65636062e-01 -9.30915201e-01
5.88539461e-01]
[ -4.40120760e-03 -1.37018540e-01 2.17963407e-02 1.43980972e-02
-9.09689900e-02 -2.83458961e-01 6.51156649e-02 3.47213215e-01
-2.49275698e-03 1.15912135e-01 -2.64488370e-01 -7.74608422e-01
2.63304807e-01]
[ 8.39175225e-02 1.06192611e-01 4.94954530e-03 1.50300185e-01
-9.03811856e-02 -5.90057861e-02 -1.81167541e-01 -1.36412540e-01
-2.61511028e-01 -1.30656736e-01 -1.17432475e-01 2.66677584e-01
-3.04487031e-01]
[ 4.23755776e-02 -1.03565121e-01 1.45499833e-01 3.21417304e-01
2.47727605e-01 8.74038292e-03 -3.95717467e-01 -3.50559730e-01
-5.66176028e-02 -5.43101724e-01 2.27819258e-01 1.01059120e+00
-6.27259662e-01]
[ 3.11512686e-02 7.84305210e-02 -2.13267886e-01 7.45912451e-02
3.29124539e-02 -1.91118293e-03 -1.78325994e-01 -3.41912133e-01
-2.84583024e-01 -2.20318766e-01 -3.70325714e-02 -7.87137214e-02
-1.96346710e-01]
[ -6.18950568e-02 -2.08596752e-01 5.98909042e-02 7.13019346e-02
-1.30020596e-01 -1.35572824e-01 -1.77190075e-03 -4.03815622e-02
5.14757447e-02 -3.93136644e-01 -3.25425878e-01 -2.32658046e-01
3.10787033e-02]
[ 8.01078212e-03 -2.70636352e-01 5.48173448e-02 -2.91031324e-01
-1.92875702e-01 -2.32553633e-01 -2.80600715e-01 1.24944974e-02
-2.51126395e-02 6.63673833e-02 -1.99786855e-01 1.62256172e-01
4.07209160e-03]
[ 1.66863525e-01 5.41701600e-02 -1.06774015e-01 -2.74636540e-01
-5.81678685e-02 -1.02736616e-01 -2.06735909e-01 -1.31731127e-02
-2.02421262e-01 -2.54273429e-01 -2.05353310e-01 3.75891404e-01
-6.59039173e-02]
[ -1.76305516e-01 -1.81615345e-01 -1.14204018e-01 -2.65554978e-01
-5.19584298e-02 2.58548203e-02 -1.99844808e-01 -2.44769994e-01
-1.43272011e-01 -5.90618989e-02 -2.37887233e-01 2.27475189e-01
-1.42019895e-01]
[ -4.12829683e-02 -2.05136485e-01 -1.65010103e-01 -2.58091780e-01
-4.69862445e-02 4.20113043e-02 -7.23728919e-02 -8.24775392e-02
-2.42614087e-01 -3.24926557e-01 -5.01365338e-02 9.43607926e-02
-3.47849652e-02]
[ 1.07685344e-01 8.53342823e-02 -1.41888319e-02 -2.05097673e-01
-3.21900653e-01 6.50489726e-03 -1.92633928e-01 -3.14077310e-01
-3.29777103e-01 -1.11129752e-02 -1.14825216e-01 1.79291962e-01
-6.32432472e-02]
[ -6.30276299e-02 -9.22536774e-03 -2.85187006e-01 -2.05924943e-02
7.03665593e-02 1.55069554e-01 -2.46198015e-01 -1.90765938e-01
-5.65646191e-02 -6.81774577e-02 1.87203110e-01 6.65445689e-01
-1.22934466e-01]
[ 1.21287462e-01 3.43304606e-01 -2.00582715e-01 7.29110236e-01
1.19786671e-01 2.64376027e-04 -2.44919055e-01 -4.05077666e-01
-2.48124643e-01 -3.60790735e-01 7.51388674e-01 9.48576488e-01
-1.12247143e+00]
[ -1.78478720e-02 1.78001635e-01 5.09688523e-02 2.97795867e-01
2.09255248e-03 -6.70962879e-02 -2.99205441e-01 -3.67294478e-01
-2.92920757e-01 -2.49249968e-01 5.50888703e-01 9.51808964e-01
-1.05572998e+00]
[ -4.15137205e-02 -1.32684499e-01 -1.52567089e-01 3.16687972e-01
-1.75734143e-01 2.35086826e-01 -7.59553539e-02 -2.11127273e-01
-2.44055456e-01 -4.12211170e-01 2.10976880e-01 5.50838950e-01
-5.26140906e-01]
[ 7.91960440e-02 -3.81670845e-01 -5.19011198e-02 6.03499334e-03
-1.13177389e-01 1.99394633e-01 6.41221750e-02 1.59155247e-01
-1.86548009e-01 -3.08562238e-02 -4.90114828e-02 3.65052551e-01
-3.02267409e-01]
[ 2.05379613e-01 -2.93216183e-01 -1.20181372e-01 -7.60240687e-02
-2.12437151e-01 1.22089183e-01 1.84332935e-02 -1.39471383e-01
-6.48975878e-02 -7.77220255e-02 -1.43287871e-01 -1.58565983e-01
-1.70074687e-01]
[ -1.34088693e-01 -8.07199518e-02 3.84908304e-02 -2.53831490e-01
-5.89873175e-02 -1.41095995e-01 4.47465516e-02 -8.31419453e-03
-9.12200798e-02 7.80998797e-03 -3.23739738e-01 -4.55767366e-01
-7.61206179e-02]
[ -1.40613492e-01 -1.36903808e-01 -6.80814672e-02 -2.78326243e-01
-3.46633841e-01 -2.88616590e-01 1.60498884e-01 1.40861378e-01
1.60440943e-02 1.20349014e-01 -2.63509030e-01 -8.23172868e-01
2.99724421e-02]
[ -1.47920306e-01 -2.48779331e-01 -3.00415469e-01 -6.53172769e-01
-2.97750076e-01 -2.08528006e-01 -2.62068201e-01 2.04706024e-02
-3.82656829e-03 -4.53153572e-01 -5.47133283e-01 -5.61702668e-01
-8.54520001e-01]
[ -1.22492323e-01 1.32004474e-01 1.46895188e-02 1.04945197e-01
-2.03924708e-01 -1.74790906e-01 -1.55700233e-01 3.59831345e-03
-1.38341441e-01 -1.66916734e-01 -1.30383588e-01 -3.59849944e-01
-2.79972515e-02]
[ -3.60238477e-01 -1.16972085e-01 -2.73130896e-01 2.47168924e-01
-1.99003266e-01 -2.31495158e-01 -9.27228112e-02 -1.06507159e-01
2.36020665e-02 1.85889956e-02 8.78813564e-02 -3.11748446e-01
1.08831098e-01]
[ -1.28605530e-01 -4.70605413e-02 -2.53773435e-01 1.01148303e-01
-2.27386801e-01 -2.79039274e-01 -3.57372191e-01 -1.59018921e-02
2.21673976e-02 -1.15947997e-01 -2.42046968e-01 -3.19999478e-01
5.36579014e-02]
[ -2.35764762e-01 -5.32409606e-01 -3.38933360e-01 -1.76005019e-01
-3.22947839e-01 -2.31494504e-01 -6.83263674e-02 -2.51393432e-01
4.79826197e-02 -2.40737060e-01 -1.04902080e-01 -2.94516569e-01
-3.37707062e-02]
[ -2.19033182e-01 -2.96298324e-01 -3.19823536e-01 -9.61884995e-02
-9.05160936e-02 -1.49986361e-01 -7.48175042e-02 2.31460152e-02
-1.95841079e-01 -4.97214043e-01 -2.33191796e-01 -1.86201522e-01
7.86652877e-03]
[ -1.03537205e-01 -1.14030528e-02 -2.40535765e-01 -7.33873004e-01
-2.64565166e-01 -2.58855115e-01 1.88814817e-02 -4.41335605e-01
1.16757183e-01 -1.55667770e-01 -5.38955613e-01 -3.13796185e-01
-7.85076179e-01]]
Progress: 23.7% ... Training loss: 0.225 ... Validation loss: 0.397[[-0.19508649]
[ 0.25383413]
[-0.13597753]
[ 1.05613782]
[ 0.26727557]
[-0.04090987]
[-0.82054627]
[-0.87254281]
[-0.60821548]
[-0.90734185]
[ 1.23722426]
[ 2.99976781]
[-2.00716413]]
[[ -5.31275711e-01 -4.90437995e-01 -5.90658299e-01 -4.43976267e-02
-2.91057858e-01 -5.94437439e-01 -1.07771335e-01 -2.69571346e-01
-3.84999340e-01 -3.54610380e-01 2.53867480e-01 9.86779524e-01
1.96393445e-01]
[ 7.74087917e-03 -1.39137208e-01 4.98876330e-02 -7.76632957e-02
-4.29705252e-02 5.86060217e-02 -1.15139496e-01 2.07874926e-01
-1.39145045e-01 -1.83062350e-01 -1.02550883e-01 -1.59946011e-01
5.79129603e-02]
[ -2.52184103e-01 1.37576096e-01 -2.85272769e-02 1.32113197e-01
7.86177753e-02 -1.29009925e-01 -2.01917330e-03 -1.52600939e-01
2.61427904e-01 -3.42550014e-01 1.76550786e-01 6.99874475e-01
7.85753403e-01]
[ 2.21221757e-01 -2.40923689e-01 -2.78007745e-01 4.29068480e-02
-2.79559829e-01 8.29456211e-03 2.39657115e-01 -5.11004695e-01
2.19361405e-01 -2.20791988e-01 -1.86482779e-01 -3.32962633e-01
-1.91340339e-01]
[ 1.34366772e-01 1.22370184e-03 1.15823327e-01 -1.12950709e-01
-2.90819532e-02 7.36265547e-02 -1.11235043e-01 -9.71352989e-02
9.21946195e-02 2.36140064e-01 3.86700447e-02 -1.57000699e-01
-1.77826600e-01]
[ -4.81804806e-01 -6.07437330e-01 -6.02456033e-01 -6.08015714e-01
-5.88031396e-01 -5.64361731e-01 -3.22279790e-01 -1.55038420e-01
-4.47553091e-01 -2.35761931e-01 -5.37312477e-01 -7.59952571e-01
-5.89686828e-01]
[ -4.14157768e-01 -5.90575101e-01 -3.22871131e-01 -3.94070572e-01
-4.15343186e-01 -5.62302015e-01 -4.19433795e-01 -4.74390427e-01
-2.91315293e-01 -1.18966993e-01 -4.47241151e-01 -3.91433639e-01
-4.52745586e-01]
[ -3.40870828e-01 -3.43174071e-01 -4.82925613e-01 -1.64962439e-01
-3.18070603e-01 -4.23251452e-01 -3.03082118e-01 -2.63718253e-01
-3.04917147e-01 -5.52015310e-01 -2.72840486e-01 -7.07984067e-01
-5.12404424e-01]
[ -4.68405630e-01 -3.47145119e-01 -3.81478727e-01 -1.90132747e-01
-3.36578565e-01 -2.16673691e-01 -5.97624393e-02 -4.37699047e-01
-2.56482574e-01 -4.47801444e-01 -1.60604221e-01 -2.42611797e-01
-1.98844861e-01]
[ -9.53840454e-01 -9.45450621e-01 -9.83398653e-01 -7.22655384e-01
-1.03491002e+00 -9.86943015e-01 -5.77999457e-01 -5.97084122e-01
-7.42700557e-01 -5.64754033e-01 -7.22768810e-01 -5.69841254e-01
-8.07411927e-01]
[ -5.14285471e-01 -2.66977646e-01 -4.72273243e-01 -3.42268433e-01
-3.45933108e-01 -3.62702009e-01 -6.00910147e-01 -6.09762419e-01
-6.56472497e-01 -1.16721740e-01 -5.05577705e-01 -7.07717084e-01
-5.31520752e-01]
[ -1.15881688e-01 2.23644084e-02 -3.40311050e-01 -4.46390652e-01
-1.06387730e-01 -7.35785648e-02 -1.83390072e-01 -3.66548779e-01
-1.60370346e-01 8.57619492e-02 -4.69065864e-01 -9.84552212e-01
-5.33410126e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57852781e-01 -1.18969040e-01 1.63778767e-01 -2.81222523e-01
-1.30579060e-01 1.13187647e-01 -1.22439359e-01 1.33290005e-02
-8.19229681e-02 6.82361326e-02 -1.84091850e-01 -3.85138018e-01
-1.90442974e-02]
[ -8.61660200e-02 -2.64378578e-01 -1.80598993e-01 -2.84883276e-01
-4.77511421e-01 -8.60611409e-02 -5.31259541e-02 -1.79656984e-03
-6.38004611e-02 8.65526855e-03 -2.11709341e-01 -3.35269860e-01
-2.75853799e-01]
[ -6.80781446e-02 -2.19281321e-02 -2.30872335e-01 -2.71559656e-01
1.20493927e-01 -1.61878399e-01 -1.64480126e-01 1.10832960e-01
-1.48477478e-03 9.62041634e-02 -2.05677428e-01 -9.66099172e-03
-6.28387981e-02]
[ 3.65833440e-02 -1.67087579e-01 -1.48881012e-01 -8.73107118e-02
-1.24239936e-01 -1.06574190e-01 1.10016642e-01 -1.48078453e-01
-1.11553634e-02 2.00365531e-02 -3.05176301e-02 -1.45908395e-01
1.19123063e-02]
[ -2.88320531e-01 -1.42693165e-01 -7.55469227e-02 -1.10143735e-01
-3.03027960e-01 -2.74572290e-01 -3.68611315e-01 3.11709091e-02
-3.14691306e-01 -2.11330517e-01 1.66115359e-01 -9.03195723e-02
2.26649064e-01]
[ -2.27365540e-01 -1.20468929e-01 -9.24901394e-02 -2.12173111e-02
-8.11075150e-02 -1.19234736e-01 -8.56628176e-02 1.29215730e-02
-1.43997720e-01 -7.61968882e-02 3.87524531e-02 -1.25497631e-01
-9.31793448e-02]
[ -1.69429520e-01 -6.81927961e-02 -2.28874626e-01 -2.82842020e-01
-1.55923522e-01 -2.04104101e-01 -3.26497739e-01 -1.06441078e-01
1.33366590e-01 -2.15067868e-01 -3.53834934e-01 -2.66817933e-01
-2.99185043e-01]
[ -3.71226256e-01 -6.20916188e-02 -1.50803906e-01 -1.36927837e-01
-4.90813281e-02 -3.13089288e-01 2.81660361e-02 -8.98689238e-02
-1.24529802e-01 5.90558855e-02 9.01796376e-03 -3.00263427e-01
-3.10537054e-01]
[ -1.66523086e-01 -1.46274483e-01 -5.09740573e-02 -1.61105668e-01
-1.29719277e-01 -2.95281650e-01 -4.58582970e-03 -1.41148863e-01
-2.22181613e-01 3.57623293e-02 2.16158106e-01 -3.16656296e-02
-1.70791447e-01]
[ -1.31339101e-01 -1.74186075e-01 -1.13370903e-01 -2.84429433e-01
9.17342857e-02 -1.75227316e-02 -1.77576951e-01 -1.62607317e-01
1.15515543e-01 -9.26194049e-02 -1.31119830e-01 -8.68084261e-02
-3.22917855e-01]
[ -4.39308639e-02 -3.31553387e-02 -1.49609137e-01 -6.33818461e-02
-2.28539886e-01 6.27188055e-02 -7.40554330e-02 -4.63629606e-02
-2.31177721e-01 -9.23455404e-02 -9.88343624e-02 -3.63328862e-01
-2.00734672e-01]
[ -7.14632901e-02 2.55232930e-02 -1.29036203e-01 -3.13570119e-01
1.21768393e-01 2.03575745e-02 -2.11225727e-01 -1.53775580e-01
1.22791563e-01 -6.11309222e-02 -2.81868156e-01 -2.56215234e-01
-3.04490295e-01]
[ 7.87307053e-02 -3.09149604e-01 -8.41840565e-02 -4.53010653e-01
-2.23033253e-01 -8.93976636e-02 6.49651472e-02 9.74276676e-02
-1.19648445e-02 2.98726804e-01 -5.32432425e-01 -8.09497447e-01
4.39049844e-01]
[ -2.22426674e-01 -2.45310364e-01 -1.31428189e-01 -3.12491568e-01
-3.01571216e-01 -9.34671390e-02 2.06718213e-01 4.26199456e-02
2.89092576e-01 4.19649858e-02 -4.17549763e-01 -1.01601449e+00
6.43528432e-01]
[ -1.35295243e-02 -1.87811715e-01 2.20635959e-02 -3.18472667e-01
-1.72199161e-01 1.65711039e-01 2.06373353e-01 2.63454520e-01
-2.62634574e-02 2.40715866e-01 -2.39156858e-01 -1.09074705e+00
7.47154066e-01]
[ 2.02569919e-03 -4.59917773e-02 -1.24197558e-01 -1.40273870e-01
-1.80606775e-01 -4.68466749e-02 3.08499654e-01 1.73271993e-01
2.60728745e-01 3.78117221e-01 -5.00092668e-01 -1.01775926e+00
7.85729899e-01]
[ -8.24158959e-02 -2.80144928e-01 5.92674780e-02 -3.68866909e-01
-1.50115847e-01 1.16963317e-01 3.75843407e-01 1.43264087e-01
-6.25130657e-02 1.71396430e-01 -5.71743525e-01 -1.00634564e+00
8.73749631e-01]
[ 1.21135571e-01 -8.96012151e-02 1.60698180e-02 -1.82471542e-01
-8.30079464e-02 -1.82649869e-02 2.64260074e-01 3.78774849e-01
4.20824082e-01 2.70239860e-01 -5.65930881e-01 -9.32059792e-01
5.89348796e-01]
[ -4.14208234e-03 -1.37277546e-01 2.18937478e-02 1.32220652e-02
-9.12373017e-02 -2.83420824e-01 6.71912563e-02 3.48184284e-01
-1.19792401e-03 1.17058733e-01 -2.65890794e-01 -7.78684378e-01
2.65915831e-01]
[ 8.39752948e-02 1.06301875e-01 4.91035870e-03 1.51304799e-01
-9.02384241e-02 -5.89953769e-02 -1.80986128e-01 -1.37298120e-01
-2.61697304e-01 -1.30962160e-01 -1.16061209e-01 2.71270618e-01
-3.07273438e-01]
[ 4.17294845e-02 -1.02691907e-01 1.45059921e-01 3.31832258e-01
2.49152411e-01 8.61927721e-03 -4.01164071e-01 -3.56031706e-01
-5.97206580e-02 -5.48044431e-01 2.39975900e-01 1.03951842e+00
-6.40116776e-01]
[ 3.11596771e-02 7.83986947e-02 -2.13269149e-01 7.44255108e-02
3.28843980e-02 -1.90988561e-03 -1.78196651e-01 -3.42036548e-01
-2.84409160e-01 -2.20293907e-01 -3.72557003e-02 -7.93174963e-02
-1.96016301e-01]
[ -6.18067791e-02 -2.08679627e-01 5.99409566e-02 7.04734434e-02
-1.30115440e-01 -1.35557022e-01 -9.98632840e-04 -3.97040475e-02
5.18643186e-02 -3.92608825e-01 -3.26095439e-01 -2.34229724e-01
3.22286713e-02]
[ 7.94769924e-03 -2.70457520e-01 5.46674543e-02 -2.90571618e-01
-1.92598606e-01 -2.32567194e-01 -2.81365238e-01 1.08939725e-02
-2.58937524e-02 6.53303057e-02 -1.97475132e-01 1.70654182e-01
9.39849213e-04]
[ 1.66628110e-01 5.42711493e-02 -1.06801341e-01 -2.74832017e-01
-5.80726048e-02 -1.02754026e-01 -2.08229232e-01 -1.39617470e-02
-2.03132596e-01 -2.55567439e-01 -2.05102473e-01 3.83503122e-01
-6.66334718e-02]
[ -1.76316277e-01 -1.81646563e-01 -1.14196406e-01 -2.65818988e-01
-5.19697267e-02 2.58518265e-02 -2.00038638e-01 -2.45517397e-01
-1.43135485e-01 -5.93359742e-02 -2.38025262e-01 2.28324459e-01
-1.41259913e-01]
[ -4.13820737e-02 -2.05000253e-01 -1.65048498e-01 -2.57542557e-01
-4.68531476e-02 4.19866750e-02 -7.30388137e-02 -8.26193080e-02
-2.42992335e-01 -3.25005873e-01 -4.95679631e-02 9.60655733e-02
-3.57336953e-02]
[ 1.07423593e-01 8.56000455e-02 -1.43480293e-02 -2.05094666e-01
-3.21703907e-01 6.47306006e-03 -1.93470504e-01 -3.15345017e-01
-3.30677863e-01 -1.30179039e-02 -1.13525117e-01 1.84580482e-01
-6.49417140e-02]
[ -6.30276299e-02 -9.22536774e-03 -2.85187006e-01 -2.05924943e-02
7.03665593e-02 1.55069554e-01 -2.46198015e-01 -1.90765938e-01
-5.65646191e-02 -6.81774577e-02 1.87203110e-01 6.65445689e-01
-1.22934466e-01]
[ 1.21108703e-01 3.43854069e-01 -2.00767768e-01 7.33698003e-01
1.20434827e-01 2.28368079e-04 -2.47038052e-01 -4.07506099e-01
-2.49339554e-01 -3.62632522e-01 7.56954978e-01 9.57737920e-01
-1.12916029e+00]
[ -1.78679680e-02 1.78210244e-01 5.09389037e-02 2.99936717e-01
2.22800528e-03 -6.70919353e-02 -2.99639252e-01 -3.67900888e-01
-2.93303481e-01 -2.49167428e-01 5.53292690e-01 9.54907032e-01
-1.05936195e+00]
[ -4.14002373e-02 -1.32750530e-01 -1.52537054e-01 3.16330680e-01
-1.75812719e-01 2.35110888e-01 -7.56206474e-02 -2.11076022e-01
-2.43801817e-01 -4.12054534e-01 2.10806162e-01 5.50019804e-01
-5.25982456e-01]
[ 7.94764764e-02 -3.81843589e-01 -5.18057678e-02 5.02755285e-03
-1.13349980e-01 1.99436299e-01 6.49790410e-02 1.59586009e-01
-1.85823061e-01 -2.98428353e-02 -4.99235481e-02 3.62166471e-01
-3.00917631e-01]
[ 2.05546047e-01 -2.93523817e-01 -1.20053269e-01 -7.71400316e-02
-2.12748742e-01 1.22126567e-01 1.96174855e-02 -1.37903998e-01
-6.38177816e-02 -7.66892980e-02 -1.45049323e-01 -1.63832431e-01
-1.66446529e-01]
[ -1.34035468e-01 -8.08020919e-02 3.85262557e-02 -2.54130459e-01
-5.90747978e-02 -1.41083889e-01 4.50393271e-02 -8.04322374e-03
-9.10102940e-02 8.03565384e-03 -3.24051147e-01 -4.56479063e-01
-7.55997659e-02]
[ -1.40575672e-01 -1.36915097e-01 -6.80915886e-02 -2.78757668e-01
-3.46675165e-01 -2.88602562e-01 1.61177254e-01 1.40875325e-01
1.62746642e-02 1.20528703e-01 -2.63758361e-01 -8.23475142e-01
3.00412130e-02]
[ -1.47893999e-01 -2.48574566e-01 -3.00668576e-01 -6.53187304e-01
-2.97502040e-01 -2.08525055e-01 -2.63174776e-01 1.68887893e-02
-3.95604428e-03 -4.56943478e-01 -5.43099107e-01 -5.46694601e-01
-8.63002525e-01]
[ -1.22339547e-01 1.31904562e-01 1.47580067e-02 1.03829905e-01
-2.04045488e-01 -1.74765021e-01 -1.54270679e-01 5.07673281e-03
-1.37722639e-01 -1.65709902e-01 -1.31518794e-01 -3.63171334e-01
-2.48964405e-02]
[ -3.60440512e-01 -1.16871213e-01 -2.73193853e-01 2.50423633e-01
-1.98634858e-01 -2.31525179e-01 -9.37298529e-02 -1.08111436e-01
2.34748461e-02 1.73151010e-02 9.16727550e-02 -3.03139149e-01
1.09380886e-01]
[ -1.28811860e-01 -4.61141545e-02 -2.54130680e-01 1.06943315e-01
-2.26507984e-01 -2.79074036e-01 -3.59215268e-01 -2.00753301e-02
2.06556932e-02 -1.18099513e-01 -2.34198876e-01 -3.03502528e-01
4.66132440e-02]
[ -2.36392274e-01 -5.31769357e-01 -3.39256773e-01 -1.69424011e-01
-3.21869911e-01 -2.31606190e-01 -7.26628139e-02 -2.54609747e-01
4.49404500e-02 -2.43702953e-01 -9.76399232e-02 -2.77904335e-01
-4.31761932e-02]
[ -2.18800477e-01 -2.96518774e-01 -3.19716073e-01 -9.76587958e-02
-9.08105587e-02 -1.49937439e-01 -7.27487095e-02 2.47905078e-02
-1.94856466e-01 -4.95932127e-01 -2.34548734e-01 -1.90173283e-01
1.14424573e-02]
[ -1.03005678e-01 -1.20323416e-02 -2.40199074e-01 -7.37595695e-01
-2.65207538e-01 -2.58747968e-01 2.26424333e-02 -4.39150738e-01
1.19226904e-01 -1.52828539e-01 -5.42841332e-01 -3.18695721e-01
-7.79446931e-01]]
Progress: 23.8% ... Training loss: 0.241 ... Validation loss: 0.411[[-0.22339807]
[ 0.22176809]
[-0.16324664]
[ 1.00951616]
[ 0.23613812]
[-0.06732506]
[-0.87104038]
[-0.91378178]
[-0.6568445 ]
[-0.94364749]
[ 1.1843221 ]
[ 2.92224601]
[-2.06755127]]
[[ -5.28820000e-01 -4.94225649e-01 -5.89005416e-01 -6.48110059e-02
-2.94991904e-01 -5.93938924e-01 -8.86845378e-02 -2.53004529e-01
-3.71982447e-01 -3.37143552e-01 2.27476151e-01 9.16046699e-01
2.45367587e-01]
[ 7.83434219e-03 -1.39241008e-01 4.99362791e-02 -7.82404654e-02
-4.30552297e-02 5.86282535e-02 -1.14704320e-01 2.08576704e-01
-1.38976323e-01 -1.82629767e-01 -1.02981345e-01 -1.60539240e-01
5.79848300e-02]
[ -2.50542102e-01 1.32767429e-01 -2.66340586e-02 1.05721312e-01
7.33805794e-02 -1.28630853e-01 1.62534818e-02 -1.33727102e-01
2.77530939e-01 -3.33466959e-01 1.41314214e-01 5.94469698e-01
8.54106118e-01]
[ 2.23383815e-01 -2.41566999e-01 -2.77736861e-01 3.59720883e-02
-2.80495990e-01 8.63916537e-03 2.47851840e-01 -5.14024101e-01
2.25418587e-01 -2.18597183e-01 -1.89721234e-01 -3.38843879e-01
-1.96835107e-01]
[ 1.34541315e-01 1.89684282e-03 1.15647354e-01 -1.12126998e-01
-2.88866560e-02 7.36664944e-02 -1.10541850e-01 -9.89609762e-02
9.14068387e-02 2.38888388e-01 3.62286796e-02 -1.60227390e-01
-1.76928881e-01]
[ -4.80934421e-01 -6.08062183e-01 -6.02114077e-01 -6.11286430e-01
-5.88597667e-01 -5.64206931e-01 -3.18243663e-01 -1.50803421e-01
-4.45532434e-01 -2.30283232e-01 -5.40935141e-01 -7.66766904e-01
-5.88265088e-01]
[ -4.12701015e-01 -5.92826157e-01 -3.21663972e-01 -4.06635234e-01
-4.17764177e-01 -5.61989154e-01 -4.10860747e-01 -4.65874721e-01
-2.84395942e-01 -1.09910088e-01 -4.63618651e-01 -4.44576798e-01
-4.30359652e-01]
[ -3.39202095e-01 -3.46168021e-01 -4.81740467e-01 -1.81590248e-01
-3.21413517e-01 -4.22929076e-01 -2.88754757e-01 -2.50658302e-01
-2.93803221e-01 -5.43987955e-01 -2.94045384e-01 -7.65720832e-01
-4.76124170e-01]
[ -4.67726248e-01 -3.48077794e-01 -3.81003395e-01 -1.95526008e-01
-3.37325906e-01 -2.16537542e-01 -5.54544658e-02 -4.34835799e-01
-2.53804064e-01 -4.43446599e-01 -1.67556560e-01 -2.61014550e-01
-1.89976566e-01]
[ -9.50855004e-01 -9.49956943e-01 -9.81148238e-01 -7.46189689e-01
-1.03948787e+00 -9.86357201e-01 -5.56000345e-01 -5.75978167e-01
-7.26780748e-01 -5.47352017e-01 -7.55595160e-01 -6.65466260e-01
-7.61091812e-01]
[ -5.12861345e-01 -2.69143027e-01 -4.71354284e-01 -3.53459157e-01
-3.48214927e-01 -3.62418975e-01 -5.93307852e-01 -6.02426581e-01
-6.50767929e-01 -1.08017996e-01 -5.17601247e-01 -7.37513753e-01
-5.11686851e-01]
[ -1.15616013e-01 2.22335775e-02 -3.40270830e-01 -4.49522070e-01
-1.06605576e-01 -7.35212267e-02 -1.81746971e-01 -3.66316669e-01
-1.59262278e-01 8.65739930e-02 -4.72373375e-01 -9.95227549e-01
-5.30607922e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57309024e-01 -1.19380959e-01 1.64009118e-01 -2.83328547e-01
-1.31026626e-01 1.13288328e-01 -1.19878824e-01 1.52115243e-02
-8.07001459e-02 7.14958607e-02 -1.86492457e-01 -3.89312517e-01
-1.78321599e-02]
[ -8.59808321e-02 -2.64512703e-01 -1.80509581e-01 -2.85233734e-01
-4.77621199e-01 -8.60303066e-02 -5.22623737e-02 -4.07717325e-04
-6.32634826e-02 1.02238319e-02 -2.12729886e-01 -3.37074519e-01
-2.74693384e-01]
[ -6.83104838e-02 -2.15083091e-02 -2.31029653e-01 -2.70162067e-01
1.20995974e-01 -1.61919643e-01 -1.65921718e-01 1.09432314e-01
-2.45295822e-03 9.48305474e-02 -2.03293038e-01 -2.31752857e-03
-6.63755741e-02]
[ 3.68139358e-02 -1.67500357e-01 -1.48672437e-01 -8.95234851e-02
-1.24741790e-01 -1.06522892e-01 1.11102224e-01 -1.46346689e-01
-1.01276736e-02 2.25521228e-02 -3.33633723e-02 -1.54109340e-01
1.78197606e-02]
[ -2.87810748e-01 -1.43467797e-01 -7.51059040e-02 -1.13514834e-01
-3.03823997e-01 -2.74474835e-01 -3.66248542e-01 3.41816257e-02
-3.12416810e-01 -2.09003379e-01 1.60984425e-01 -1.09970480e-01
2.31094408e-01]
[ -2.26379926e-01 -1.22160492e-01 -9.17045748e-02 -3.10892580e-02
-8.29352303e-02 -1.19023649e-01 -7.82037633e-02 1.97232607e-02
-1.38589868e-01 -6.98383022e-02 2.57683789e-02 -1.63371807e-01
-7.40232076e-02]
[ -1.69143631e-01 -6.88915819e-02 -2.28677523e-01 -2.86038815e-01
-1.56729539e-01 -2.04031656e-01 -3.23032024e-01 -1.02730169e-01
1.35876781e-01 -2.13569164e-01 -3.57676644e-01 -2.80365720e-01
-2.87861967e-01]
[ -3.70763338e-01 -6.30437177e-02 -1.50464375e-01 -1.42273043e-01
-5.00676582e-02 -3.12999779e-01 3.30468084e-02 -8.63478107e-02
-1.21068735e-01 6.19653044e-02 2.80702754e-03 -3.15086492e-01
-2.98332667e-01]
[ -1.65275783e-01 -1.48086417e-01 -5.01143676e-02 -1.72088893e-01
-1.31602701e-01 -2.95048358e-01 3.78564307e-03 -1.34320113e-01
-2.15883919e-01 4.17847260e-02 2.01424091e-01 -6.98539116e-02
-1.52108929e-01]
[ -1.31309848e-01 -1.74091400e-01 -1.13371328e-01 -2.83973028e-01
9.18829710e-02 -1.75234602e-02 -1.77789475e-01 -1.62967084e-01
1.15379561e-01 -9.26013988e-02 -1.30190253e-01 -8.63858973e-02
-3.24603774e-01]
[ -4.36950046e-02 -3.33804673e-02 -1.49498026e-01 -6.47023119e-02
-2.28718952e-01 6.27585600e-02 -7.31198413e-02 -4.60815490e-02
-2.30616060e-01 -9.15623458e-02 -1.00269013e-01 -3.67372835e-01
-2.01274474e-01]
[ -7.12718562e-02 2.53192256e-02 -1.28931222e-01 -3.14522569e-01
1.21577930e-01 2.03993793e-02 -2.10312179e-01 -1.52498993e-01
1.23327723e-01 -6.01008069e-02 -2.82736311e-01 -2.57769943e-01
-3.03863046e-01]
[ 7.85919037e-02 -3.08937738e-01 -8.43056567e-02 -4.52633891e-01
-2.22783472e-01 -8.94295881e-02 6.44583572e-02 9.67457038e-02
-1.23410892e-02 2.98003717e-01 -5.31649188e-01 -8.08634207e-01
4.37466550e-01]
[ -2.22589199e-01 -2.45271624e-01 -1.31478365e-01 -3.12996016e-01
-3.01538694e-01 -9.34959016e-02 2.06909063e-01 4.27144360e-02
2.88966679e-01 4.14195977e-02 -4.18588138e-01 -1.01967494e+00
6.45466254e-01]
[ -1.33950367e-02 -1.88076735e-01 2.21622942e-02 -3.19602389e-01
-1.72445526e-01 1.65743078e-01 2.07445774e-01 2.64445622e-01
-2.53967700e-02 2.41554196e-01 -2.40587208e-01 -1.09435034e+00
7.50486310e-01]
[ 2.04028969e-03 -4.60637911e-02 -1.24191898e-01 -1.40798940e-01
-1.80693311e-01 -4.68417826e-02 3.08836438e-01 1.73660694e-01
2.60922420e-01 3.78217863e-01 -5.00559885e-01 -1.01942321e+00
7.86641120e-01]
[ -8.23523725e-02 -2.80247863e-01 5.93117710e-02 -3.69326265e-01
-1.50223569e-01 1.16976976e-01 3.76724246e-01 1.43778013e-01
-6.20332052e-02 1.71939986e-01 -5.72392965e-01 -1.00832606e+00
8.75668328e-01]
[ 1.21404981e-01 -8.98331423e-02 1.61671987e-02 -1.84149315e-01
-8.32714599e-02 -1.82258238e-02 2.66274871e-01 3.80117231e-01
4.22100754e-01 2.71958417e-01 -5.67526789e-01 -9.35675921e-01
5.93086386e-01]
[ -3.98593469e-03 -1.37481508e-01 2.19641137e-02 1.21394179e-02
-9.14146814e-02 -2.83401753e-01 6.86764122e-02 3.48861727e-01
-1.23891998e-04 1.17667987e-01 -2.67079716e-01 -7.81357166e-01
2.68128449e-01]
[ 8.41276897e-02 1.06009941e-01 5.02373996e-03 1.50317371e-01
-9.05143233e-02 -5.89696213e-02 -1.79612503e-01 -1.36369320e-01
-2.60994255e-01 -1.29651633e-01 -1.17380697e-01 2.64695916e-01
-3.05681203e-01]
[ 4.30140745e-02 -1.03771828e-01 1.45728754e-01 3.26343351e-01
2.47944881e-01 8.83304723e-03 -3.95695702e-01 -3.53091712e-01
-5.52000860e-02 -5.44696649e-01 2.33052905e-01 1.01519607e+00
-6.37868717e-01]
[ 3.12346544e-02 7.82641249e-02 -2.13200852e-01 7.41153087e-02
3.27635138e-02 -1.89042070e-03 -1.77573215e-01 -3.41067417e-01
-2.84251982e-01 -2.19262487e-01 -3.78918139e-02 -8.06336869e-02
-1.95577883e-01]
[ -6.16979311e-02 -2.09144999e-01 6.00965222e-02 6.77051717e-02
-1.30664801e-01 -1.35526885e-01 4.04022180e-04 -3.75264890e-02
5.30461441e-02 -3.91919964e-01 -3.29055754e-01 -2.41655398e-01
3.76806725e-02]
[ 8.23189983e-03 -2.70931531e-01 5.49413265e-02 -2.93527675e-01
-1.93218203e-01 -2.32512294e-01 -2.79613341e-01 1.40292277e-02
-2.43440924e-02 6.77596506e-02 -2.01879694e-01 1.60881241e-01
8.08598205e-03]
[ 1.66452037e-01 5.44790425e-02 -1.06857808e-01 -2.74104344e-01
-5.78293328e-02 -1.02771572e-01 -2.09606126e-01 -1.50254939e-02
-2.03889982e-01 -2.56606214e-01 -2.04011135e-01 3.90374265e-01
-6.86319507e-02]
[ -1.75908227e-01 -1.82235679e-01 -1.13896564e-01 -2.68803558e-01
-5.26343047e-02 2.59394392e-02 -1.98026749e-01 -2.43427609e-01
-1.41409379e-01 -5.62050287e-02 -2.41687248e-01 2.18501954e-01
-1.34908762e-01]
[ -4.13160500e-02 -2.05443463e-01 -1.64842703e-01 -2.60644114e-01
-4.74622277e-02 4.20118211e-02 -7.16834346e-02 -8.06843654e-02
-2.41763982e-01 -3.24071535e-01 -5.38503205e-02 8.54404547e-02
-2.67629642e-02]
[ 1.07603278e-01 8.51513131e-02 -1.41624549e-02 -2.07385619e-01
-3.22036245e-01 6.51577662e-03 -1.91911985e-01 -3.13911081e-01
-3.29714495e-01 -1.12543010e-02 -1.16812046e-01 1.76989537e-01
-5.93038061e-02]
[ -6.29251303e-02 -9.31330309e-03 -2.85160110e-01 -2.12883096e-02
7.03246408e-02 1.55078171e-01 -2.45913379e-01 -1.90714485e-01
-5.60731667e-02 -6.75406422e-02 1.86385378e-01 6.62073895e-01
-1.21941273e-01]
[ 1.21076198e-01 3.43961583e-01 -2.00807797e-01 7.34559174e-01
1.20620507e-01 2.21687093e-04 -2.47247572e-01 -4.07854112e-01
-2.49635734e-01 -3.63124254e-01 7.58201441e-01 9.60291864e-01
-1.13017811e+00]
[ -1.76334062e-02 1.77778691e-01 5.11499370e-02 2.99346379e-01
1.94276444e-03 -6.70424827e-02 -2.98573625e-01 -3.66756371e-01
-2.92730344e-01 -2.47615379e-01 5.51569402e-01 9.48463152e-01
-1.06012651e+00]
[ -4.05096834e-02 -1.33634626e-01 -1.52111173e-01 3.10016248e-01
-1.76804848e-01 2.35305985e-01 -7.08866021e-02 -2.07609124e-01
-2.40415306e-01 -4.08420759e-01 2.03894128e-01 5.31323602e-01
-5.18118782e-01]
[ 7.96621214e-02 -3.81972507e-01 -5.17167624e-02 4.27298699e-03
-1.13528669e-01 1.99476414e-01 6.58663814e-02 1.60528684e-01
-1.85282200e-01 -2.88101778e-02 -5.09715618e-02 3.59507102e-01
-3.00167084e-01]
[ 2.05731263e-01 -2.93720202e-01 -1.19968293e-01 -7.82620303e-02
-2.13001233e-01 1.22158011e-01 2.06973013e-02 -1.36670379e-01
-6.30475669e-02 -7.55682356e-02 -1.46602135e-01 -1.69059485e-01
-1.64094908e-01]
[ -1.33872009e-01 -8.11427295e-02 3.86620531e-02 -2.55253244e-01
-5.94302684e-02 -1.41050081e-01 4.63570666e-02 -5.83243050e-03
-8.99169690e-02 9.25669303e-03 -3.25819326e-01 -4.62739596e-01
-7.21686470e-02]
[ -1.40349379e-01 -1.37411396e-01 -6.78748706e-02 -2.81712826e-01
-3.47097215e-01 -2.88558322e-01 1.63619149e-01 1.42975545e-01
1.77862739e-02 1.22600932e-01 -2.67369784e-01 -8.32554192e-01
3.70846047e-02]
[ -1.46422627e-01 -2.50370695e-01 -2.99748969e-01 -6.63633507e-01
-2.99533381e-01 -2.08266307e-01 -2.55157067e-01 2.50629527e-02
3.20250606e-03 -4.52093188e-01 -5.55996404e-01 -5.87703675e-01
-8.50963341e-01]
[ -1.21712953e-01 1.30590542e-01 1.53378883e-02 9.74008950e-02
-2.05298281e-01 -1.74616484e-01 -1.49578517e-01 1.05699119e-02
-1.34745075e-01 -1.60935792e-01 -1.39018379e-01 -3.80051447e-01
-1.15716927e-02]
[ -3.60315828e-01 -1.17149484e-01 -2.73048832e-01 2.49830897e-01
-1.98890868e-01 -2.31491051e-01 -9.28466834e-02 -1.07256047e-01
2.40241412e-02 1.89371065e-02 9.01085766e-02 -3.05704666e-01
1.13318340e-01]
[ -1.28286186e-01 -4.68194154e-02 -2.53846516e-01 1.03049671e-01
-2.27139135e-01 -2.78968970e-01 -3.56351416e-01 -1.85440376e-02
2.24635626e-02 -1.14701754e-01 -2.38252318e-01 -3.16305908e-01
5.37548018e-02]
[ -2.36292411e-01 -5.32000300e-01 -3.39096418e-01 -1.71573324e-01
-3.22227892e-01 -2.31571324e-01 -7.07136254e-02 -2.51948572e-01
4.66174251e-02 -2.41916643e-01 -1.01714102e-01 -2.87336657e-01
-3.51442576e-02]
[ -2.18041751e-01 -2.97460386e-01 -3.19308625e-01 -1.04310483e-01
-9.19804824e-02 -1.49781600e-01 -6.76797657e-02 2.93404749e-02
-1.91223709e-01 -4.92360353e-01 -2.42099391e-01 -2.13137854e-01
2.44300555e-02]
[ -1.01937342e-01 -1.35686395e-02 -2.39485955e-01 -7.45289549e-01
-2.66585856e-01 -2.58558966e-01 3.04119181e-02 -4.33742002e-01
1.24156337e-01 -1.45912984e-01 -5.53359393e-01 -3.49137756e-01
-7.67953188e-01]]
Progress: 23.8% ... Training loss: 0.271 ... Validation loss: 0.403[[-0.18858965]
[ 0.26452789]
[-0.12736493]
[ 1.06844324]
[ 0.27722801]
[-0.03433282]
[-0.81369424]
[-0.86049959]
[-0.59735016]
[-0.89638095]
[ 1.2444666 ]
[ 3.00033482]
[-1.98218257]]
[[ -5.29746583e-01 -4.92055100e-01 -5.90351255e-01 -5.28821511e-02
-2.92799648e-01 -5.94193940e-01 -9.67298915e-02 -2.65846702e-01
-3.78235124e-01 -3.47201911e-01 2.45463666e-01 9.63073326e-01
2.09984120e-01]
[ 7.44872060e-03 -1.38187009e-01 4.94059370e-02 -7.27440627e-02
-4.20603420e-02 5.84757314e-02 -1.17896783e-01 2.02481555e-01
-1.42536304e-01 -1.84724199e-01 -9.67867654e-02 -1.38720989e-01
4.32563296e-02]
[ -2.53808225e-01 1.38181488e-01 -2.96602474e-02 1.38097577e-01
7.85792822e-02 -1.29585146e-01 -5.76699808e-03 -1.62259725e-01
2.58594160e-01 -3.53324189e-01 1.78119585e-01 6.90404939e-01
7.71360913e-01]
[ 2.21414097e-01 -2.42662224e-01 -2.77200246e-01 3.62208960e-02
-2.81457377e-01 8.30099149e-03 2.42792527e-01 -5.02934143e-01
2.21195064e-01 -2.15709103e-01 -2.01978287e-01 -3.86249643e-01
-1.91449740e-01]
[ 1.35439501e-01 5.95340472e-04 1.15893630e-01 -1.21686772e-01
-3.03721914e-02 7.40186721e-02 -1.04055005e-01 -9.54001837e-02
9.60687623e-02 2.36525836e-01 3.11212284e-02 -1.69871494e-01
-1.57529741e-01]
[ -4.80351008e-01 -6.08571656e-01 -6.01849993e-01 -6.14844823e-01
-5.89060193e-01 -5.64059301e-01 -3.16209277e-01 -1.47956965e-01
-4.44001050e-01 -2.27284431e-01 -5.44883179e-01 -7.77203412e-01
-5.85824735e-01]
[ -4.15397993e-01 -5.89881075e-01 -3.23776506e-01 -3.89214585e-01
-4.14739600e-01 -5.62698981e-01 -4.23983723e-01 -4.80151343e-01
-2.95403860e-01 -1.25303441e-01 -4.43067291e-01 -3.95217720e-01
-4.70702734e-01]
[ -3.41641184e-01 -3.42632067e-01 -4.83762145e-01 -1.59947676e-01
-3.17845312e-01 -4.23634456e-01 -3.05059439e-01 -2.69203898e-01
-3.06683776e-01 -5.57503654e-01 -2.69524464e-01 -7.06481268e-01
-5.27297108e-01]
[ -4.69404585e-01 -3.46484133e-01 -3.82032289e-01 -1.88478763e-01
-3.35605732e-01 -2.17084761e-01 -6.30234809e-02 -4.41299573e-01
-2.59208962e-01 -4.50283380e-01 -1.59453275e-01 -2.40710247e-01
-2.00767101e-01]
[ -9.54486870e-01 -9.45053362e-01 -9.84406187e-01 -7.14512740e-01
-1.03429696e+00 -9.87431378e-01 -5.79101833e-01 -6.03249732e-01
-7.45264736e-01 -5.68761172e-01 -7.16988039e-01 -5.65605754e-01
-8.28830921e-01]
[ -5.14741067e-01 -2.67171491e-01 -4.72496192e-01 -3.45016660e-01
-3.46252377e-01 -3.62949926e-01 -6.01305682e-01 -6.08330356e-01
-6.57053437e-01 -1.15387774e-01 -5.08518323e-01 -7.17870154e-01
-5.32891286e-01]
[ -1.16335414e-01 2.29236855e-02 -3.40769996e-01 -4.47089443e-01
-1.05908611e-01 -7.37308954e-02 -1.85609939e-01 -3.69580866e-01
-1.62254770e-01 8.26058929e-02 -4.70835894e-01 -9.96265214e-01
-5.41530578e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57109471e-01 -1.19530333e-01 1.64047248e-01 -2.84304591e-01
-1.31126194e-01 1.13335767e-01 -1.19303448e-01 1.50946558e-02
-8.01294892e-02 7.18011212e-02 -1.87223955e-01 -3.90444735e-01
-1.76297936e-02]
[ -8.56871784e-02 -2.64793500e-01 -1.80325012e-01 -2.87564275e-01
-4.77930192e-01 -8.59456861e-02 -5.11848637e-02 2.11437919e-03
-6.24676850e-02 1.24252524e-02 -2.15626054e-01 -3.45117678e-01
-2.72795975e-01]
[ -6.81397405e-02 -2.15385978e-02 -2.30975640e-01 -2.70129293e-01
1.21059377e-01 -1.61895814e-01 -1.65642180e-01 1.09843096e-01
-2.30344951e-03 9.54945065e-02 -2.03195615e-01 -1.69024821e-03
-6.77786361e-02]
[ 3.59856741e-02 -1.66697079e-01 -1.49293191e-01 -8.64963987e-02
-1.23976676e-01 -1.06723040e-01 1.07614486e-01 -1.49979723e-01
-1.28655706e-02 1.66826906e-02 -2.83317811e-02 -1.40230996e-01
9.76143673e-03]
[ -2.89214281e-01 -1.42071698e-01 -7.61939160e-02 -1.02162115e-01
-3.02374475e-01 -2.74826155e-01 -3.73168335e-01 2.63829791e-02
-3.18397070e-01 -2.16128844e-01 1.73488429e-01 -8.34504130e-02
2.07845946e-01]
[ -2.27144062e-01 -1.21114748e-01 -9.23078257e-02 -2.60706053e-02
-8.18872297e-02 -1.19267575e-01 -8.26657295e-02 1.51419333e-02
-1.42142402e-01 -7.38222565e-02 3.06390956e-02 -1.51620468e-01
-8.69200406e-02]
[ -1.69615930e-01 -6.78830931e-02 -2.29185576e-01 -2.80798420e-01
-1.55812437e-01 -2.04205332e-01 -3.26776242e-01 -1.08760515e-01
1.31923428e-01 -2.16577579e-01 -3.51563240e-01 -2.61745768e-01
-3.05399996e-01]
[ -3.71241633e-01 -6.24388191e-02 -1.50808143e-01 -1.38574895e-01
-4.94306300e-02 -3.13146536e-01 2.98130833e-02 -8.95155881e-02
-1.23463615e-01 5.90696308e-02 6.64703598e-03 -3.07530644e-01
-3.07340026e-01]
[ -1.66915678e-01 -1.46087121e-01 -5.13426298e-02 -1.59678440e-01
-1.29605624e-01 -2.95468925e-01 -5.70150329e-03 -1.43057591e-01
-2.22446801e-01 3.41081103e-02 2.15866296e-01 -3.70420726e-02
-1.75804794e-01]
[ -1.32043481e-01 -1.73440406e-01 -1.13804230e-01 -2.81753695e-01
9.26176471e-02 -1.77617953e-02 -1.80479530e-01 -1.65544520e-01
1.13110411e-01 -9.55239502e-02 -1.27387123e-01 -7.95243768e-02
-3.27960119e-01]
[ -4.38148566e-02 -3.31923559e-02 -1.49602342e-01 -6.41267652e-02
-2.28557519e-01 6.27059428e-02 -7.38021431e-02 -4.68920019e-02
-2.31081875e-01 -9.24118298e-02 -9.93051160e-02 -3.64597952e-01
-2.02463486e-01]
[ -7.17268921e-02 2.56479995e-02 -1.29177640e-01 -3.12239018e-01
1.22063565e-01 2.02560396e-02 -2.12499945e-01 -1.54418042e-01
1.21966545e-01 -6.16868883e-02 -2.80547498e-01 -2.51529201e-01
-3.05435730e-01]
[ 7.81461498e-02 -3.08425503e-01 -8.45798640e-02 -4.50777418e-01
-2.22220957e-01 -8.95542870e-02 6.18017582e-02 9.46830600e-02
-1.42511271e-02 2.95844799e-01 -5.29454063e-01 -8.04018893e-01
4.31020198e-01]
[ -2.22621115e-01 -2.45213419e-01 -1.31533770e-01 -3.12628467e-01
-3.01462712e-01 -9.35107415e-02 2.06513286e-01 4.22086904e-02
2.88626774e-01 4.10064032e-02 -4.18106381e-01 -1.01849544e+00
6.44341280e-01]
[ -1.34455229e-02 -1.88017554e-01 2.21399180e-02 -3.19299725e-01
-1.72385482e-01 1.65725210e-01 2.07068820e-01 2.64284002e-01
-2.56439983e-02 2.41380062e-01 -2.40287978e-01 -1.09385774e+00
7.49608039e-01]
[ 1.44547297e-03 -4.55556325e-02 -1.24467871e-01 -1.37892461e-01
-1.80226751e-01 -4.69919158e-02 3.05908151e-01 1.71763708e-01
2.58653154e-01 3.75653223e-01 -4.98391136e-01 -1.01734646e+00
7.79627728e-01]
[ -8.28837952e-02 -2.79874645e-01 5.90068030e-02 -3.67536253e-01
-1.49847198e-01 1.16811303e-01 3.74406793e-01 1.42265998e-01
-6.37794002e-02 1.69524046e-01 -5.70867492e-01 -1.00826327e+00
8.72522377e-01]
[ 1.21237553e-01 -8.97349149e-02 1.60896565e-02 -1.83293818e-01
-8.31557198e-02 -1.82666416e-02 2.65239913e-01 3.79329876e-01
4.21355862e-01 2.71166756e-01 -5.66839684e-01 -9.34894465e-01
5.90930212e-01]
[ -4.17279756e-03 -1.37326126e-01 2.18669927e-02 1.34025310e-02
-9.12776640e-02 -2.83441701e-01 6.77840828e-02 3.48442726e-01
-8.06942550e-04 1.16783586e-01 -2.65906889e-01 -7.80324029e-01
2.65381076e-01]
[ 8.41217212e-02 1.06180716e-01 4.93711256e-03 1.51560809e-01
-9.03708658e-02 -5.89867177e-02 -1.80131430e-01 -1.36901859e-01
-2.61509491e-01 -1.30049989e-01 -1.16006418e-01 2.67710949e-01
-3.08396855e-01]
[ 4.19236883e-02 -1.03005497e-01 1.45100343e-01 3.33307082e-01
2.48916068e-01 8.56943182e-03 -4.00278621e-01 -3.55471823e-01
-5.89952828e-02 -5.47595457e-01 2.40103657e-01 1.03094509e+00
-6.46865129e-01]
[ 3.07655108e-02 7.86181953e-02 -2.13442375e-01 7.63299916e-02
3.31621641e-02 -2.01207432e-03 -1.79537811e-01 -3.42818453e-01
-2.85599016e-01 -2.21778672e-01 -3.52514590e-02 -7.58173486e-02
-1.99273222e-01]
[ -6.16841320e-02 -2.09163360e-01 6.01033005e-02 6.74803273e-02
-1.30692081e-01 -1.35524200e-01 5.91897205e-04 -3.73570811e-02
5.31662923e-02 -3.91736832e-01 -3.29307232e-01 -2.42528561e-01
3.82125954e-02]
[ 8.15611762e-03 -2.70842783e-01 5.48702665e-02 -2.93270176e-01
-1.93109330e-01 -2.32539623e-01 -2.79974170e-01 1.33700756e-02
-2.45943201e-02 6.72442911e-02 -2.01498585e-01 1.62055675e-01
7.69869465e-03]
[ 1.65502043e-01 5.54722184e-02 -1.07462364e-01 -2.71099681e-01
-5.68006797e-02 -1.03048553e-01 -2.13358821e-01 -1.96703062e-02
-2.06764529e-01 -2.60787005e-01 -1.99927614e-01 4.04079690e-01
-7.50478984e-02]
[ -1.75913364e-01 -1.82261044e-01 -1.13854988e-01 -2.69010904e-01
-5.25904146e-02 2.59421110e-02 -1.97918401e-01 -2.43255162e-01
-1.41223101e-01 -5.59359927e-02 -2.42212044e-01 2.17541446e-01
-1.34941169e-01]
[ -4.13920514e-02 -2.05214117e-01 -1.65011726e-01 -2.59502059e-01
-4.72448487e-02 4.19766246e-02 -7.23534143e-02 -8.20940681e-02
-2.42287150e-01 -3.24551207e-01 -5.23234133e-02 9.00308686e-02
-2.89402536e-02]
[ 1.07085454e-01 8.58559868e-02 -1.46468161e-02 -2.05389482e-01
-3.21450983e-01 6.36977848e-03 -1.94525694e-01 -3.16640914e-01
-3.31502584e-01 -1.50682087e-02 -1.12666081e-01 1.90253032e-01
-6.58754921e-02]
[ -6.31222541e-02 -8.72843194e-03 -2.85405790e-01 -1.88600259e-02
7.08636114e-02 1.54977629e-01 -2.47390301e-01 -1.93260007e-01
-5.75858363e-02 -6.84907400e-02 1.89257933e-01 6.70968740e-01
-1.28094659e-01]
[ 1.21744258e-01 3.43461710e-01 -2.00614290e-01 7.33089455e-01
1.20270820e-01 3.84149130e-04 -2.45104707e-01 -4.07331224e-01
-2.47971133e-01 -3.61171829e-01 7.56330889e-01 9.55569759e-01
-1.13251810e+00]
[ -1.80537936e-02 1.78703887e-01 5.06006767e-02 3.04365546e-01
2.76580817e-03 -6.71706619e-02 -3.01232435e-01 -3.70859279e-01
-2.94647899e-01 -2.50865020e-01 5.58488201e-01 9.64468251e-01
-1.06733531e+00]
[ -4.04312290e-02 -1.33706984e-01 -1.52076524e-01 3.09564878e-01
-1.76874045e-01 2.35332376e-01 -7.04648870e-02 -2.07328254e-01
-2.40142015e-01 -4.08220154e-01 2.03461784e-01 5.30255741e-01
-5.17569488e-01]
[ 7.92812125e-02 -3.81622085e-01 -5.20327655e-02 7.31470641e-03
-1.13132863e-01 1.99363084e-01 6.34743685e-02 1.57818907e-01
-1.87032524e-01 -3.12544001e-02 -4.74171803e-02 3.68621347e-01
-3.07263397e-01]
[ 2.05560891e-01 -2.93485342e-01 -1.20058310e-01 -7.57919680e-02
-2.12770142e-01 1.22112874e-01 1.92943454e-02 -1.36994802e-01
-6.42550959e-02 -7.59534974e-02 -1.44240628e-01 -1.63275015e-01
-1.70065078e-01]
[ -1.34306013e-01 -8.03362132e-02 3.82264697e-02 -2.50445885e-01
-5.85813448e-02 -1.41180999e-01 4.25561745e-02 -1.14376512e-02
-9.35507889e-02 6.24918141e-03 -3.20126664e-01 -4.43893605e-01
-8.70165788e-02]
[ -1.40538966e-01 -1.37203807e-01 -6.80207054e-02 -2.80738056e-01
-3.46930038e-01 -2.88607373e-01 1.62593665e-01 1.42130799e-01
1.68359420e-02 1.21491405e-01 -2.66196147e-01 -8.31664473e-01
3.42582756e-02]
[ -1.46894675e-01 -2.49752636e-01 -3.00158472e-01 -6.62964350e-01
-2.98994599e-01 -2.08431280e-01 -2.57097994e-01 2.32268946e-02
1.82364819e-03 -4.54135045e-01 -5.54732286e-01 -5.83611952e-01
-8.56459482e-01]
[ -1.22654152e-01 1.32313460e-01 1.43187804e-02 1.06626694e-01
-2.03796192e-01 -1.74908196e-01 -1.55028523e-01 3.00552923e-03
-1.39113749e-01 -1.65923668e-01 -1.28635264e-01 -3.55545545e-01
-2.82953036e-02]
[ -3.61301164e-01 -1.16114301e-01 -2.73721996e-01 2.57093547e-01
-1.97852392e-01 -2.31787464e-01 -9.92969929e-02 -1.12109621e-01
1.94673403e-02 1.34549540e-02 9.77299096e-02 -2.93741317e-01
9.80714691e-02]
[ -1.29438526e-01 -4.54032284e-02 -2.54714894e-01 1.13247759e-01
-2.25602318e-01 -2.79237556e-01 -3.62402171e-01 -2.50011220e-02
1.60067102e-02 -1.19348048e-01 -2.27876839e-01 -2.86130215e-01
2.97564080e-02]
[ -2.36841077e-01 -5.31233587e-01 -3.39681222e-01 -1.65419005e-01
-3.21295934e-01 -2.31747603e-01 -7.53696944e-02 -2.58188876e-01
4.28322410e-02 -2.46510364e-01 -9.38846030e-02 -2.70210006e-01
-5.28649858e-02]
[ -2.19290189e-01 -2.96369161e-01 -3.20010272e-01 -9.74177158e-02
-9.05116080e-02 -1.50154935e-01 -7.40285631e-02 2.37415667e-02
-1.95614702e-01 -4.97258371e-01 -2.35141706e-01 -1.97547410e-01
1.22382405e-02]
[ -1.02820304e-01 -1.26536998e-02 -2.40128377e-01 -7.43140255e-01
-2.65752422e-01 -2.58802464e-01 2.63464951e-02 -4.37631227e-01
1.21331712e-01 -1.52010097e-01 -5.48563097e-01 -3.34125080e-01
-7.76441828e-01]]
Progress: 23.9% ... Training loss: 0.256 ... Validation loss: 0.424[[-0.20930291]
[ 0.2350955 ]
[-0.14974677]
[ 1.02648633]
[ 0.24937949]
[-0.05675115]
[-0.85203615]
[-0.90714851]
[-0.63336571]
[-0.9286986 ]
[ 1.19729011]
[ 2.94337797]
[-2.042659 ]]
[[ -5.28874879e-01 -4.94074855e-01 -5.89499590e-01 -6.65710325e-02
-2.95264515e-01 -5.94005304e-01 -8.66204746e-02 -2.52566392e-01
-3.72541161e-01 -3.39339787e-01 2.28809713e-01 9.27316519e-01
2.44451572e-01]
[ 7.53233948e-03 -1.38293195e-01 4.94630591e-02 -7.33951694e-02
-4.21530982e-02 5.84882276e-02 -1.17200511e-01 2.03329936e-01
-1.42224280e-01 -1.83986318e-01 -9.75042170e-02 -1.40134481e-01
4.47178239e-02]
[ -2.52842284e-01 1.33307391e-01 -2.82363800e-02 1.12577736e-01
7.42613092e-02 -1.29360352e-01 6.53841663e-03 -1.45676788e-01
2.72304916e-01 -3.47133680e-01 1.44214345e-01 6.02707110e-01
8.35629229e-01]
[ 2.20687696e-01 -2.39255008e-01 -2.78681530e-01 5.54477910e-02
-2.77694433e-01 8.07163760e-03 2.35166438e-01 -5.21873070e-01
2.13851615e-01 -2.28178565e-01 -1.73696687e-01 -3.11041937e-01
-2.35440454e-01]
[ 1.36755053e-01 -1.34840188e-03 1.16755864e-01 -1.20913208e-01
-3.16869453e-02 7.41766534e-02 -1.06179184e-01 -1.00127801e-01
9.92633209e-02 2.41471722e-01 2.60868377e-02 -1.56166756e-01
-1.66396142e-01]
[ -4.79730891e-01 -6.09414107e-01 -6.01326091e-01 -6.17784076e-01
-5.90039900e-01 -5.63912000e-01 -3.12924655e-01 -1.41459533e-01
-4.42530814e-01 -2.21395291e-01 -5.49417405e-01 -7.86680419e-01
-5.80423280e-01]
[ -4.15245317e-01 -5.90227160e-01 -3.23578953e-01 -3.92196991e-01
-4.15118860e-01 -5.62660535e-01 -4.22689529e-01 -4.77906927e-01
-2.94642024e-01 -1.23259623e-01 -4.46307153e-01 -3.99797117e-01
-4.64169641e-01]
[ -3.39391446e-01 -3.47507597e-01 -4.82071817e-01 -1.85650551e-01
-3.22621595e-01 -4.23219175e-01 -2.87454005e-01 -2.50975426e-01
-2.92978109e-01 -5.43940679e-01 -3.01936879e-01 -7.83778461e-01
-4.74919797e-01]
[ -4.69356702e-01 -3.46552901e-01 -3.82031547e-01 -1.90980121e-01
-3.35748561e-01 -2.17051821e-01 -6.20978028e-02 -4.40820849e-01
-2.59056201e-01 -4.50330486e-01 -1.60597302e-01 -2.40432338e-01
-1.99085456e-01]
[ -9.52399423e-01 -9.49744765e-01 -9.82573252e-01 -7.43025715e-01
-1.03906538e+00 -9.86990802e-01 -5.60465010e-01 -5.79960295e-01
-7.31948938e-01 -5.53260742e-01 -7.51292053e-01 -6.44845070e-01
-7.68995081e-01]
[ -5.13982217e-01 -2.68332220e-01 -4.72001811e-01 -3.50084809e-01
-3.47536185e-01 -3.62787768e-01 -5.97907922e-01 -6.04315946e-01
-6.55039442e-01 -1.10417248e-01 -5.14426869e-01 -7.29695903e-01
-5.26739372e-01]
[ -1.16111298e-01 2.26429826e-02 -3.40684785e-01 -4.47634212e-01
-1.06134457e-01 -7.36996610e-02 -1.84534595e-01 -3.69435669e-01
-1.61494063e-01 8.35837630e-02 -4.71953862e-01 -9.96275839e-01
-5.41524829e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56854681e-01 -1.19806307e-01 1.64241951e-01 -2.85329880e-01
-1.31483617e-01 1.13387844e-01 -1.18057190e-01 1.73112549e-02
-7.95946363e-02 7.40491077e-02 -1.88966445e-01 -3.94175771e-01
-1.64806219e-02]
[ -8.53172110e-02 -2.65568143e-01 -1.79984709e-01 -2.90978139e-01
-4.78648786e-01 -8.58555909e-02 -4.87443804e-02 6.23122791e-03
-6.10707213e-02 1.62554085e-02 -2.20822575e-01 -3.57719557e-01
-2.67645941e-01]
[ -6.84752296e-02 -2.10058761e-02 -2.31133317e-01 -2.67560692e-01
1.21565355e-01 -1.61935054e-01 -1.67897821e-01 1.08156899e-01
-4.01758872e-03 9.32235668e-02 -1.99416838e-01 1.07644890e-02
-7.07927738e-02]
[ 3.63343745e-02 -1.67023194e-01 -1.49110958e-01 -8.83032515e-02
-1.24383863e-01 -1.06671700e-01 1.09334464e-01 -1.48446690e-01
-1.17669056e-02 1.86933158e-02 -2.99963858e-02 -1.43750973e-01
1.33010345e-02]
[ -2.89137812e-01 -1.42123414e-01 -7.61361916e-02 -1.02678593e-01
-3.02465519e-01 -2.74814911e-01 -3.72851677e-01 2.70119755e-02
-3.18035900e-01 -2.15718993e-01 1.73017858e-01 -8.49545931e-02
2.09053865e-01]
[ -2.26908671e-01 -1.22288926e-01 -9.19234261e-02 -3.25406097e-02
-8.30776992e-02 -1.19191981e-01 -7.89371034e-02 2.07293090e-02
-1.39782114e-01 -7.03358540e-02 2.13910621e-02 -1.71837646e-01
-7.11872845e-02]
[ -1.69165143e-01 -6.91772828e-02 -2.28769873e-01 -2.87565737e-01
-1.56948032e-01 -2.04117073e-01 -3.23319496e-01 -1.03977972e-01
1.35862252e-01 -2.14320981e-01 -3.59153088e-01 -2.84511257e-01
-2.90736221e-01]
[ -3.70335413e-01 -6.41763513e-02 -1.50204083e-01 -1.46121437e-01
-5.10412684e-02 -3.12988751e-01 3.55998562e-02 -8.46609529e-02
-1.18840907e-01 6.42949822e-02 -3.40005846e-03 -3.29026345e-01
-2.94849871e-01]
[ -1.66526998e-01 -1.46667599e-01 -5.11260205e-02 -1.65430565e-01
-1.30354510e-01 -2.95405104e-01 -1.42373775e-03 -1.39205635e-01
-2.20166172e-01 3.67108820e-02 2.09114234e-01 -5.18556836e-02
-1.64160351e-01]
[ -1.32266197e-01 -1.73160226e-01 -1.13923842e-01 -2.81171217e-01
9.29221437e-02 -1.78014052e-02 -1.81446769e-01 -1.66757494e-01
1.12267183e-01 -9.64422180e-02 -1.26224269e-01 -7.49464464e-02
-3.28834854e-01]
[ -4.37161671e-02 -3.32278955e-02 -1.49601382e-01 -6.54474794e-02
-2.28593022e-01 6.27221737e-02 -7.28917643e-02 -4.64234605e-02
-2.30664084e-01 -9.22708217e-02 -1.00101279e-01 -3.64705403e-01
-2.00190789e-01]
[ -7.12279680e-02 2.49526296e-02 -1.28884520e-01 -3.14896803e-01
1.21270351e-01 2.03624105e-02 -2.10050804e-01 -1.52110355e-01
1.23602520e-01 -5.92596052e-02 -2.83312269e-01 -2.58881056e-01
-3.03403902e-01]
[ 7.84850172e-02 -3.08906067e-01 -8.43601575e-02 -4.54267574e-01
-2.22791206e-01 -8.95022500e-02 6.50152238e-02 9.79314579e-02
-1.24708053e-02 2.98891457e-01 -5.33687463e-01 -8.15110912e-01
4.40073523e-01]
[ -2.22569959e-01 -2.45277400e-01 -1.31506911e-01 -3.12984509e-01
-3.01531181e-01 -9.34993655e-02 2.06863232e-01 4.24127667e-02
2.88880494e-01 4.13204786e-02 -4.18414137e-01 -1.01875972e+00
6.45070038e-01]
[ -1.34455229e-02 -1.88017554e-01 2.21399180e-02 -3.19299725e-01
-1.72385482e-01 1.65725210e-01 2.07068820e-01 2.64284002e-01
-2.56439983e-02 2.41380062e-01 -2.40287978e-01 -1.09385774e+00
7.49608039e-01]
[ 1.40793029e-03 -4.55723588e-02 -1.24491500e-01 -1.38995930e-01
-1.80215569e-01 -4.70029695e-02 3.06486027e-01 1.71924077e-01
2.58929146e-01 3.75763752e-01 -4.99386971e-01 -1.01929929e+00
7.82220149e-01]
[ -8.27321158e-02 -2.80122756e-01 5.91138145e-02 -3.68993814e-01
-1.50140227e-01 1.16846636e-01 3.75868886e-01 1.43717673e-01
-6.30230185e-02 1.70657444e-01 -5.72484672e-01 -1.01157332e+00
8.76226850e-01]
[ 1.21352368e-01 -8.98311931e-02 1.61360767e-02 -1.84130705e-01
-8.32730702e-02 -1.82530442e-02 2.66138143e-01 3.79988845e-01
4.21937955e-01 2.71771735e-01 -5.67662195e-01 -9.36627976e-01
5.93049106e-01]
[ -4.15802990e-03 -1.37340699e-01 2.18755248e-02 1.30215761e-02
-9.13374580e-02 -2.83441322e-01 6.81743593e-02 3.49046601e-01
-7.53802203e-04 1.17092289e-01 -2.66345603e-01 -7.82302824e-01
2.66213281e-01]
[ 8.41576168e-02 1.06020614e-01 4.95646395e-03 1.51377494e-01
-9.04528732e-02 -5.89853616e-02 -1.79781214e-01 -1.37148949e-01
-2.60997617e-01 -1.30422453e-01 -1.16105312e-01 2.67545245e-01
-3.08093626e-01]
[ 4.22928848e-02 -1.03380937e-01 1.45336652e-01 3.32992064e-01
2.48517935e-01 8.63979237e-03 -3.99299093e-01 -3.54467472e-01
-5.83899192e-02 -5.45652578e-01 2.39497315e-01 1.02854553e+00
-6.48574043e-01]
[ 3.08009514e-02 7.83925851e-02 -2.13397991e-01 7.50752526e-02
3.29000818e-02 -1.99992435e-03 -1.78762431e-01 -3.41856297e-01
-2.85149178e-01 -2.21783148e-01 -3.68633387e-02 -8.11366105e-02
-1.96450937e-01]
[ -6.13508552e-02 -2.10016571e-01 6.04060352e-02 6.24819607e-02
-1.31582261e-01 -1.35463019e-01 3.22974503e-03 -3.37522464e-02
5.56980049e-02 -3.89753751e-01 -3.34491502e-01 -2.56141758e-01
4.77914553e-02]
[ 7.72313695e-03 -2.70268556e-01 5.46304591e-02 -2.91736100e-01
-1.92534112e-01 -2.32602277e-01 -2.82232877e-01 1.21131014e-02
-2.63325943e-02 6.48006336e-02 -1.99721167e-01 1.70029510e-01
4.92060362e-03]
[ 1.65511939e-01 5.54701851e-02 -1.07450735e-01 -2.71490398e-01
-5.67674302e-02 -1.03055185e-01 -2.13578830e-01 -2.01134673e-02
-2.06913464e-01 -2.60519854e-01 -2.00049590e-01 4.05393926e-01
-7.40868195e-02]
[ -1.75980798e-01 -1.82085456e-01 -1.13937327e-01 -2.69669596e-01
-5.25346914e-02 2.59217148e-02 -1.98092680e-01 -2.43227898e-01
-1.41477594e-01 -5.60263336e-02 -2.42590321e-01 2.17255310e-01
-1.33619850e-01]
[ -4.09020931e-02 -2.06290783e-01 -1.64597342e-01 -2.65221906e-01
-4.84527711e-02 4.20899638e-02 -6.87013121e-02 -7.79385532e-02
-2.39643262e-01 -3.20970744e-01 -5.99819621e-02 7.23093050e-02
-1.64478471e-02]
[ 1.07394923e-01 8.49138263e-02 -1.42968694e-02 -2.10094911e-01
-3.22290050e-01 6.44407713e-03 -1.92169127e-01 -3.13492120e-01
-3.28931722e-01 -1.30947306e-02 -1.19124064e-01 1.76506230e-01
-5.40582260e-02]
[ -6.29750659e-02 -9.15582605e-03 -2.85254833e-01 -2.06638851e-02
7.04933170e-02 1.55014642e-01 -2.46638908e-01 -1.91627930e-01
-5.68463154e-02 -6.68400344e-02 1.87267364e-01 6.66177977e-01
-1.24735930e-01]
[ 1.22245345e-01 3.42771847e-01 -2.00383392e-01 7.30832091e-01
1.19743911e-01 4.61390441e-04 -2.43216345e-01 -4.06569708e-01
-2.46260238e-01 -3.58783343e-01 7.52776932e-01 9.51653920e-01
-1.13196412e+00]
[ -1.82153839e-02 1.78757683e-01 5.06147046e-02 3.05637298e-01
2.86357823e-03 -6.71797502e-02 -3.01976533e-01 -3.70310004e-01
-2.95220966e-01 -2.52068160e-01 5.59832621e-01 9.66111697e-01
-1.06859380e+00]
[ -4.01208300e-02 -1.34175808e-01 -1.51871044e-01 3.07176575e-01
-1.77332204e-01 2.35404224e-01 -6.85928683e-02 -2.05175298e-01
-2.39050529e-01 -4.06333355e-01 2.00629318e-01 5.23382657e-01
-5.15904916e-01]
[ 7.95437400e-02 -3.81939489e-01 -5.18635121e-02 4.96036646e-03
-1.13568324e-01 1.99419275e-01 6.55007445e-02 1.60126198e-01
-1.86000828e-01 -2.93668031e-02 -5.03412032e-02 3.60842606e-01
-3.03523961e-01]
[ 2.05567547e-01 -2.93501267e-01 -1.20046187e-01 -7.59341566e-02
-2.12791275e-01 1.22114826e-01 1.93580246e-02 -1.36853799e-01
-6.42236429e-02 -7.58154947e-02 -1.44442866e-01 -1.63753782e-01
-1.69750486e-01]
[ -1.34121195e-01 -8.06483268e-02 3.83487641e-02 -2.51639925e-01
-5.89206250e-02 -1.41146020e-01 4.38883925e-02 -9.81141709e-03
-9.27553231e-02 7.71058211e-03 -3.21583027e-01 -4.47167046e-01
-8.47550579e-02]
[ -1.40436097e-01 -1.37353270e-01 -6.79547062e-02 -2.81678488e-01
-3.47041739e-01 -2.88588212e-01 1.63523110e-01 1.43126442e-01
1.72255069e-02 1.22375922e-01 -2.67155331e-01 -8.32977332e-01
3.57779318e-02]
[ -1.46723908e-01 -2.50441095e-01 -3.00040484e-01 -6.67365898e-01
-2.99577386e-01 -2.08395915e-01 -2.54439943e-01 2.56123768e-02
3.21905812e-03 -4.53629994e-01 -5.59543472e-01 -5.91562214e-01
-8.51336313e-01]
[ -1.22310746e-01 1.31790189e-01 1.45652520e-02 1.03615579e-01
-2.04304076e-01 -1.74854244e-01 -1.52611847e-01 5.47941181e-03
-1.37613781e-01 -1.63327495e-01 -1.32093944e-01 -3.65017152e-01
-2.13818749e-02]
[ -3.60584066e-01 -1.17551376e-01 -2.73091978e-01 2.48915941e-01
-1.99380216e-01 -2.31611367e-01 -9.30966826e-02 -1.04526262e-01
2.31236988e-02 2.01460067e-02 8.86848123e-02 -3.14706584e-01
1.15946224e-01]
[ -1.29284233e-01 -4.63387734e-02 -2.54412451e-01 1.08682590e-01
-2.26531643e-01 -2.79178914e-01 -3.60257714e-01 -2.02669000e-02
1.82808984e-02 -1.16606544e-01 -2.33215907e-01 -3.00320884e-01
4.15478253e-02]
[ -2.36259676e-01 -5.32718843e-01 -3.39094915e-01 -1.73197667e-01
-3.22772612e-01 -2.31628788e-01 -7.02257199e-02 -2.51898763e-01
4.73374633e-02 -2.41895523e-01 -1.05906085e-01 -3.00326605e-01
-3.08648930e-02]
[ -2.18603462e-01 -2.97223853e-01 -3.19586488e-01 -1.02605501e-01
-9.15433196e-02 -1.50034115e-01 -6.93570923e-02 2.90263120e-02
-1.92914610e-01 -4.93120889e-01 -2.41806210e-01 -2.17768575e-01
2.10978518e-02]
[ -1.02403582e-01 -1.28622368e-02 -2.40022862e-01 -7.44144262e-01
-2.65974290e-01 -2.58732186e-01 2.62214836e-02 -4.38933986e-01
1.21390973e-01 -1.51847376e-01 -5.48553608e-01 -3.22285200e-01
-7.83010800e-01]]
Progress: 23.9% ... Training loss: 0.243 ... Validation loss: 0.394[[-0.1876398 ]
[ 0.25729438]
[-0.12764123]
[ 1.0601441 ]
[ 0.27016479]
[-0.03759898]
[-0.8218105 ]
[-0.87638099]
[-0.59676312]
[-0.89451038]
[ 1.23404884]
[ 2.99219079]
[-2.00690089]]
[[ -5.29510408e-01 -4.92604504e-01 -5.90264991e-01 -5.75343360e-02
-2.93585882e-01 -5.94181338e-01 -9.26504445e-02 -2.60632255e-01
-3.77189594e-01 -3.45897525e-01 2.43052476e-01 9.62288127e-01
2.22829180e-01]
[ 7.47986396e-03 -1.38244040e-01 4.94132080e-02 -7.34061210e-02
-4.21341342e-02 5.84892813e-02 -1.17222932e-01 2.03033099e-01
-1.42404523e-01 -1.84429653e-01 -9.75003093e-02 -1.40438641e-01
4.43967504e-02]
[ -2.54131850e-01 1.35803325e-01 -2.92375901e-02 1.27456451e-01
7.64359742e-02 -1.29653220e-01 -3.25232427e-03 -1.57288639e-01
2.64174907e-01 -3.54196986e-01 1.62801586e-01 6.57373645e-01
7.97533550e-01]
[ 2.20105384e-01 -2.39369312e-01 -2.78474359e-01 5.89283471e-02
-2.77767369e-01 7.92273723e-03 2.33992615e-01 -5.16619514e-01
2.12467716e-01 -2.26837108e-01 -1.75842959e-01 -3.18443665e-01
-2.30906734e-01]
[ 1.34167194e-01 7.45404702e-04 1.14939003e-01 -1.11527696e-01
-2.91869378e-02 7.34937556e-02 -1.16993912e-01 -1.16575122e-01
9.03310503e-02 2.23780333e-01 4.25126552e-02 -1.10242627e-01
-1.82850820e-01]
[ -4.80024190e-01 -6.09148829e-01 -6.01609270e-01 -6.17202724e-01
-5.89764699e-01 -5.63965270e-01 -3.15739400e-01 -1.44686603e-01
-4.44699048e-01 -2.24935701e-01 -5.47327352e-01 -7.80360606e-01
-5.85963273e-01]
[ -4.16822575e-01 -5.88478017e-01 -3.24873463e-01 -3.83577395e-01
-4.13425347e-01 -5.63023235e-01 -4.30017133e-01 -4.86639825e-01
-3.01673557e-01 -1.32992187e-01 -4.33044769e-01 -3.64509188e-01
-4.89644243e-01]
[ -3.40411655e-01 -3.45947262e-01 -4.82787936e-01 -1.76418299e-01
-3.21105712e-01 -4.23487264e-01 -2.94408962e-01 -2.57951433e-01
-2.98774713e-01 -5.48418324e-01 -2.92991457e-01 -7.60555383e-01
-4.95141567e-01]
[ -4.70015028e-01 -3.45827845e-01 -3.82481873e-01 -1.86065744e-01
-3.34907914e-01 -2.17238479e-01 -6.46409453e-02 -4.43010762e-01
-2.60774545e-01 -4.53407227e-01 -1.55400210e-01 -2.35564943e-01
-2.03590575e-01]
[ -9.54926159e-01 -9.46540819e-01 -9.84730339e-01 -7.25528072e-01
-1.03590639e+00 -9.87592150e-01 -5.75150988e-01 -5.98750627e-01
-7.44766546e-01 -5.70618188e-01 -7.26125287e-01 -5.81020708e-01
-8.12555745e-01]
[ -5.14514032e-01 -2.67632219e-01 -4.72242790e-01 -3.45548859e-01
-3.46829750e-01 -3.62917715e-01 -6.00894182e-01 -6.04897788e-01
-6.57566754e-01 -1.11613473e-01 -5.11494996e-01 -7.24977752e-01
-5.36721400e-01]
[ -1.16601839e-01 2.30388475e-02 -3.41030853e-01 -4.46320228e-01
-1.05674642e-01 -7.38390833e-02 -1.86502804e-01 -3.71189381e-01
-1.62863858e-01 8.13100748e-02 -4.70557552e-01 -9.95120137e-01
-5.43723620e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56893160e-01 -1.19855744e-01 1.64105121e-01 -2.86786050e-01
-1.31492270e-01 1.13358023e-01 -1.18972775e-01 1.60078079e-02
-8.02591978e-02 7.29153975e-02 -1.90137696e-01 -3.97057243e-01
-1.80216082e-02]
[ -8.52480571e-02 -2.65664901e-01 -1.79963132e-01 -2.91507128e-01
-4.78759207e-01 -8.58258031e-02 -4.83811595e-02 6.71006148e-03
-6.09885164e-02 1.66977882e-02 -2.21556740e-01 -3.59833123e-01
-2.67927884e-01]
[ -6.88504026e-02 -2.05716411e-02 -2.31324897e-01 -2.64925814e-01
1.21991035e-01 -1.62001356e-01 -1.70337655e-01 1.05497168e-01
-5.72595104e-03 9.00652096e-02 -1.95294778e-01 2.21105797e-02
-7.44173354e-02]
[ 3.60883913e-02 -1.66874949e-01 -1.49172205e-01 -8.73386827e-02
-1.24329181e-01 -1.06719703e-01 1.08689134e-01 -1.48118100e-01
-1.23006014e-02 1.80800203e-02 -2.97911140e-02 -1.45395274e-01
1.30186439e-02]
[ -2.90126983e-01 -1.40940407e-01 -7.71055765e-02 -9.67753761e-02
-3.01260291e-01 -2.75041303e-01 -3.77733551e-01 1.96533426e-02
-3.23275761e-01 -2.22577513e-01 1.83505580e-01 -5.31744915e-02
1.89260738e-01]
[ -2.27322340e-01 -1.21711384e-01 -9.22686436e-02 -2.95454434e-02
-8.24196228e-02 -1.19310028e-01 -8.16416370e-02 1.77523369e-02
-1.41724807e-01 -7.31558280e-02 2.57854348e-02 -1.62459541e-01
-7.99966351e-02]
[ -1.69661615e-01 -6.86092454e-02 -2.29047441e-01 -2.84588323e-01
-1.56505628e-01 -2.04220950e-01 -3.25882167e-01 -1.06427305e-01
1.33126887e-01 -2.15921527e-01 -3.57466502e-01 -2.78007286e-01
-2.98004100e-01]
[ -3.70674167e-01 -6.35173522e-02 -1.50477042e-01 -1.41784614e-01
-5.03624601e-02 -3.13095281e-01 3.26095554e-02 -8.73654418e-02
-1.20853627e-01 6.24956633e-02 1.31847739e-03 -3.17599599e-01
-3.02901682e-01]
[ -1.66703870e-01 -1.46107624e-01 -5.13195289e-02 -1.62665131e-01
-1.29873050e-01 -2.95457986e-01 -2.91883080e-03 -1.41440788e-01
-2.20707227e-01 3.55653332e-02 2.12000942e-01 -4.83024067e-02
-1.68492290e-01]
[ -1.32121881e-01 -1.73301326e-01 -1.13828683e-01 -2.81366236e-01
9.28178819e-02 -1.77698193e-02 -1.80485486e-01 -1.65761973e-01
1.12924766e-01 -9.59408902e-02 -1.26407595e-01 -7.74363651e-02
-3.28252361e-01]
[ -4.42118382e-02 -3.28001727e-02 -1.49872834e-01 -6.32380871e-02
-2.28159424e-01 6.25901337e-02 -7.47638883e-02 -4.75106305e-02
-2.31932802e-01 -9.41733564e-02 -9.78154341e-02 -3.60836060e-01
-2.01885762e-01]
[ -7.14202859e-02 2.49819728e-02 -1.29025642e-01 -3.14155940e-01
1.21438993e-01 2.03142130e-02 -2.10508410e-01 -1.52264258e-01
1.22795048e-01 -5.99988670e-02 -2.82515679e-01 -2.57911218e-01
-3.04048917e-01]
[ 7.83197636e-02 -3.08733152e-01 -8.44932830e-02 -4.53743573e-01
-2.22615666e-01 -8.95407324e-02 6.41116361e-02 9.66691394e-02
-1.31832225e-02 2.97665122e-01 -5.32780344e-01 -8.12722310e-01
4.37573872e-01]
[ -2.22628228e-01 -2.45227658e-01 -1.31549031e-01 -3.12894662e-01
-3.01474765e-01 -9.35156059e-02 2.06592500e-01 4.19158301e-02
2.88683591e-01 4.08131234e-02 -4.18208596e-01 -1.01860313e+00
6.44828010e-01]
[ -1.37281367e-02 -1.87829269e-01 2.19520714e-02 -3.18552407e-01
-1.72179014e-01 1.65644312e-01 2.05877148e-01 2.62902172e-01
-2.64421589e-02 2.39707339e-01 -2.39333496e-01 -1.09365380e+00
7.47865388e-01]
[ 1.07012827e-03 -4.52743128e-02 -1.24671394e-01 -1.38308558e-01
-1.79978570e-01 -4.70799661e-02 3.05367251e-01 1.70802130e-01
2.58057117e-01 3.74179551e-01 -4.98882296e-01 -1.02009477e+00
7.81129988e-01]
[ -8.27560989e-02 -2.80101429e-01 5.90906873e-02 -3.68850092e-01
-1.50118171e-01 1.16839824e-01 3.75723117e-01 1.43542402e-01
-6.31134513e-02 1.70424662e-01 -5.72319204e-01 -1.01147182e+00
8.75751305e-01]
[ 1.21263976e-01 -8.96968592e-02 1.60763760e-02 -1.83489266e-01
-8.31700090e-02 -1.82759849e-02 2.65791656e-01 3.79709061e-01
4.21538417e-01 2.71639894e-01 -5.67297172e-01 -9.36564052e-01
5.91576483e-01]
[ -4.23449444e-03 -1.37276969e-01 2.18338222e-02 1.33919297e-02
-9.12668769e-02 -2.83459942e-01 6.77618083e-02 3.48621306e-01
-1.00479453e-03 1.16595688e-01 -2.65939643e-01 -7.82074753e-01
2.65603124e-01]
[ 8.38962423e-02 1.06273174e-01 4.83025302e-03 1.53529947e-01
-9.02233421e-02 -5.90447606e-02 -1.80510392e-01 -1.36933846e-01
-2.61891594e-01 -1.31171159e-01 -1.14544709e-01 2.68874004e-01
-3.11926211e-01]
[ 4.12635349e-02 -1.02336382e-01 1.44591102e-01 3.40344468e-01
2.49884087e-01 8.36442897e-03 -4.03815458e-01 -3.58565722e-01
-6.25149720e-02 -5.50464774e-01 2.48729675e-01 1.05002107e+00
-6.58062619e-01]
[ 3.06408460e-02 7.86088364e-02 -2.13465195e-01 7.61190275e-02
3.30985218e-02 -2.04346382e-03 -1.79448966e-01 -3.41900397e-01
-2.85746691e-01 -2.22523296e-01 -3.57849524e-02 -7.89078905e-02
-1.97812987e-01]
[ -6.15880948e-02 -2.09721302e-01 6.02458652e-02 6.34120710e-02
-1.31319340e-01 -1.35521570e-01 1.99028997e-03 -3.57592262e-02
5.44302260e-02 -3.90567379e-01 -3.33784073e-01 -2.53487807e-01
4.56582275e-02]
[ 7.32352521e-03 -2.69748566e-01 5.42223125e-02 -2.89795124e-01
-1.92057619e-01 -2.32693823e-01 -2.84349681e-01 8.78470240e-03
-2.83956479e-02 6.20229507e-02 -1.96573110e-01 1.81569364e-01
-2.41850644e-03]
[ 1.65242147e-01 5.58825767e-02 -1.07646736e-01 -2.70495506e-01
-5.63520181e-02 -1.03111769e-01 -2.14998095e-01 -2.22920936e-02
-2.07849689e-01 -2.62649710e-01 -1.97898696e-01 4.11634753e-01
-7.76603927e-02]
[ -1.76060919e-01 -1.82151409e-01 -1.13934743e-01 -2.70562215e-01
-5.26250456e-02 2.59046933e-02 -1.98469377e-01 -2.43303795e-01
-1.41321337e-01 -5.69712447e-02 -2.43099744e-01 2.16235115e-01
-1.31469921e-01]
[ -4.10054942e-02 -2.06154260e-01 -1.64741529e-01 -2.64947948e-01
-4.82876505e-02 4.20601343e-02 -6.92099512e-02 -7.93984117e-02
-2.40083603e-01 -3.22116526e-01 -5.84342054e-02 7.75181404e-02
-1.94718585e-02]
[ 1.07134760e-01 8.51355543e-02 -1.44648045e-02 -2.09570057e-01
-3.22162900e-01 6.39300523e-03 -1.93071122e-01 -3.14550910e-01
-3.29926008e-01 -1.41409907e-02 -1.18065100e-01 1.80309536e-01
-5.64166701e-02]
[ -6.28284584e-02 -9.30100263e-03 -2.85195628e-01 -2.13871380e-02
7.03436086e-02 1.55057687e-01 -2.46037616e-01 -1.91074640e-01
-5.64722811e-02 -6.58954942e-02 1.86615233e-01 6.64552331e-01
-1.24162743e-01]
[ 1.22666266e-01 3.42707920e-01 -2.00357320e-01 7.30869522e-01
1.19701886e-01 5.46008081e-04 -2.42412189e-01 -4.07194010e-01
-2.45387648e-01 -3.57375118e-01 7.52554880e-01 9.49153384e-01
-1.13528013e+00]
[ -1.82254089e-02 1.78566310e-01 5.07615327e-02 3.06234171e-01
2.68743581e-03 -6.71430268e-02 -3.02714034e-01 -3.69361010e-01
-2.95606335e-01 -2.52694092e-01 5.60842519e-01 9.70514481e-01
-1.06844816e+00]
[ -4.01855291e-02 -1.33899522e-01 -1.51986361e-01 3.09243884e-01
-1.77077549e-01 2.35367973e-01 -6.97544270e-02 -2.06232482e-01
-2.39898982e-01 -4.06952818e-01 2.02782408e-01 5.28475349e-01
-5.19721962e-01]
[ 7.96188785e-02 -3.81929419e-01 -5.18434041e-02 5.55681376e-03
-1.13548892e-01 1.99437966e-01 6.53984577e-02 1.60292709e-01
-1.86196432e-01 -2.90533711e-02 -4.94918278e-02 3.62993740e-01
-3.05767438e-01]
[ 2.05377862e-01 -2.93209205e-01 -1.20201750e-01 -7.37024047e-02
-2.12502551e-01 1.22070107e-01 1.78977689e-02 -1.38324326e-01
-6.56224543e-02 -7.67941615e-02 -1.42202981e-01 -1.57327745e-01
-1.75759454e-01]
[ -1.34085564e-01 -8.06922840e-02 3.83908444e-02 -2.51691325e-01
-5.89891823e-02 -1.41145351e-01 4.41333952e-02 -9.34783411e-03
-9.25016617e-02 8.19171183e-03 -3.22061361e-01 -4.49524561e-01
-8.36896065e-02]
[ -1.40565142e-01 -1.37149138e-01 -6.80419170e-02 -2.80610926e-01
-3.46864860e-01 -2.88617811e-01 1.62578323e-01 1.42199368e-01
1.63211855e-02 1.21636305e-01 -2.66043406e-01 -8.30674815e-01
3.27321417e-02]
[ -1.47126013e-01 -2.49831711e-01 -3.00509112e-01 -6.65121778e-01
-2.99079507e-01 -2.08469518e-01 -2.56591950e-01 2.19614941e-02
-3.05137486e-04 -4.55575384e-01 -5.55083141e-01 -5.76426392e-01
-8.65785848e-01]
[ -1.22976595e-01 1.32994930e-01 1.40461303e-02 1.10220451e-01
-2.03208154e-01 -1.75028458e-01 -1.56811876e-01 1.17639663e-03
-1.40198289e-01 -1.66384262e-01 -1.25358440e-01 -3.52504705e-01
-3.17817748e-02]
[ -3.61393804e-01 -1.16450194e-01 -2.73656533e-01 2.57421966e-01
-1.98222571e-01 -2.31841973e-01 -9.88263120e-02 -1.09506348e-01
1.89657259e-02 1.44041697e-02 9.87439043e-02 -2.92437162e-01
1.02709500e-01]
[ -1.29399593e-01 -4.63337877e-02 -2.54432879e-01 1.08793903e-01
-2.26574816e-01 -2.79182807e-01 -3.60657277e-01 -2.01589371e-02
1.76339126e-02 -1.16760574e-01 -2.33848585e-01 -3.03161035e-01
3.86981380e-02]
[ -2.37391815e-01 -5.31901024e-01 -3.39781583e-01 -1.67440038e-01
-3.21687902e-01 -2.31919983e-01 -7.49785339e-02 -2.55995103e-01
4.33982274e-02 -2.47415945e-01 -9.88652253e-02 -2.86441978e-01
-3.77698672e-02]
[ -2.18568259e-01 -2.97368529e-01 -3.19499800e-01 -1.03269621e-01
-9.17064022e-02 -1.50015584e-01 -6.89881359e-02 3.01204990e-02
-1.92444736e-01 -4.92417485e-01 -2.43131694e-01 -2.20362674e-01
2.19371729e-02]
[ -1.02862687e-01 -1.21558606e-02 -2.40594284e-01 -7.43356526e-01
-2.65278947e-01 -2.58847923e-01 2.34461209e-02 -4.44231700e-01
1.19059281e-01 -1.56959693e-01 -5.45396284e-01 -3.10955053e-01
-7.91750783e-01]]
Progress: 23.9% ... Training loss: 0.230 ... Validation loss: 0.406[[-0.20156875]
[ 0.25278892]
[-0.13697224]
[ 1.05220539]
[ 0.26602393]
[-0.04607694]
[-0.83297288]
[-0.88506692]
[-0.60596592]
[-0.90580663]
[ 1.22558948]
[ 2.97689459]
[-2.01991987]]
[[ -5.28991615e-01 -4.92404244e-01 -5.90042745e-01 -5.90582207e-02
-2.93637168e-01 -5.94192114e-01 -8.95008719e-02 -2.57898095e-01
-3.75371864e-01 -3.44848522e-01 2.38610446e-01 9.42868003e-01
2.27686422e-01]
[ 7.76472420e-03 -1.38664740e-01 4.95984661e-02 -7.57475785e-02
-4.24619458e-02 5.85411220e-02 -1.15932226e-01 2.04160065e-01
-1.41544205e-01 -1.83421164e-01 -9.94591091e-02 -1.45491668e-01
4.86161463e-02]
[ -2.54873907e-01 1.36851866e-01 -2.93624212e-02 1.31355808e-01
7.75447638e-02 -1.29801580e-01 -7.05478478e-03 -1.59831814e-01
2.62249578e-01 -3.54902181e-01 1.62520002e-01 6.58007062e-01
7.98966192e-01]
[ 2.22341599e-01 -2.41428411e-01 -2.77595072e-01 4.87106622e-02
-2.79153915e-01 8.20781548e-03 2.41016572e-01 -5.12015234e-01
2.17012822e-01 -2.17800944e-01 -1.82960078e-01 -3.27700214e-01
-2.22955252e-01]
[ 1.35275609e-01 -8.65986335e-04 1.15517216e-01 -1.19829595e-01
-3.10106492e-02 7.37048530e-02 -1.10916725e-01 -1.17103114e-01
9.60726789e-02 2.26542328e-01 3.24777878e-02 -1.31974635e-01
-1.69740376e-01]
[ -4.80061422e-01 -6.09167580e-01 -6.01660304e-01 -6.18106929e-01
-5.89900167e-01 -5.63971219e-01 -3.15610214e-01 -1.44313380e-01
-4.44699175e-01 -2.26644515e-01 -5.48030684e-01 -7.82718552e-01
-5.85549723e-01]
[ -4.14978348e-01 -5.90518317e-01 -3.23850280e-01 -3.95754510e-01
-4.15563625e-01 -5.62735434e-01 -4.21258186e-01 -4.80621663e-01
-2.94907877e-01 -1.23854047e-01 -4.46356450e-01 -3.96539909e-01
-4.71940380e-01]
[ -3.40421974e-01 -3.45461026e-01 -4.82837695e-01 -1.75250860e-01
-3.20720177e-01 -4.23532045e-01 -2.94423626e-01 -2.58493602e-01
-2.99443588e-01 -5.48258192e-01 -2.95264798e-01 -7.67134638e-01
-4.97850336e-01]
[ -4.70060455e-01 -3.45524943e-01 -3.82460389e-01 -1.84151219e-01
-3.34367220e-01 -2.17241581e-01 -6.63134286e-02 -4.42790503e-01
-2.62202801e-01 -4.53727257e-01 -1.52621684e-01 -2.26865670e-01
-2.06066027e-01]
[ -9.54358249e-01 -9.47185956e-01 -9.84353372e-01 -7.32305520e-01
-1.03710523e+00 -9.87500970e-01 -5.70274172e-01 -5.94212460e-01
-7.41907930e-01 -5.67789123e-01 -7.37255850e-01 -6.08439041e-01
-8.00534347e-01]
[ -5.13853302e-01 -2.68374771e-01 -4.71803834e-01 -3.48611674e-01
-3.47234835e-01 -3.62797660e-01 -5.99503008e-01 -6.03350935e-01
-6.56363250e-01 -1.09278303e-01 -5.14231666e-01 -7.33150440e-01
-5.35242327e-01]
[ -1.16079230e-01 2.31566237e-02 -3.40902903e-01 -4.46479321e-01
-1.05418234e-01 -7.38163498e-02 -1.85569809e-01 -3.71204927e-01
-1.62257554e-01 8.34152684e-02 -4.70200145e-01 -9.91797764e-01
-5.44290899e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57077119e-01 -1.19789432e-01 1.64023594e-01 -2.86715992e-01
-1.31371614e-01 1.13321932e-01 -1.20052168e-01 1.51349015e-02
-8.08672944e-02 7.10415402e-02 -1.89730385e-01 -3.95052986e-01
-1.88396789e-02]
[ -8.52001565e-02 -2.65694573e-01 -1.79973447e-01 -2.91730085e-01
-4.78778884e-01 -8.58178405e-02 -4.81489430e-02 6.63665646e-03
-6.08671876e-02 1.67934447e-02 -2.21716043e-01 -3.60121257e-01
-2.67769990e-01]
[ -6.86419353e-02 -2.06917718e-02 -2.31205541e-01 -2.65925877e-01
1.21726723e-01 -1.61971973e-01 -1.68940528e-01 1.07269328e-01
-4.87995530e-03 9.09689138e-02 -1.96717187e-01 1.43504415e-02
-7.28121745e-02]
[ 3.65047921e-02 -1.67079011e-01 -1.49018092e-01 -8.87663877e-02
-1.24620750e-01 -1.06658889e-01 1.10656307e-01 -1.47367580e-01
-1.11278043e-02 1.98339192e-02 -3.09131175e-02 -1.47546362e-01
1.51447171e-02]
[ -2.89498319e-01 -1.41717886e-01 -7.67497068e-02 -1.01030287e-01
-3.01868361e-01 -2.74944388e-01 -3.74986163e-01 2.16918791e-02
-3.21232457e-01 -2.19985414e-01 1.79716886e-01 -6.15793621e-02
1.96362418e-01]
[ -2.26802703e-01 -1.22383021e-01 -9.19745140e-02 -3.44238468e-02
-8.32892805e-02 -1.19229447e-01 -7.89890091e-02 1.92544058e-02
-1.39370950e-01 -7.01650929e-02 1.93953533e-02 -1.76105966e-01
-7.48582271e-02]
[ -1.69746096e-01 -6.84442107e-02 -2.29088792e-01 -2.84180557e-01
-1.56353831e-01 -2.04244933e-01 -3.26395685e-01 -1.06882705e-01
1.32507353e-01 -2.16345111e-01 -3.57625935e-01 -2.76966042e-01
-2.97956405e-01]
[ -3.70907845e-01 -6.29228045e-02 -1.50649385e-01 -1.38173654e-01
-4.97732115e-02 -3.13135168e-01 2.98340464e-02 -8.95022073e-02
-1.22552492e-01 6.13023957e-02 4.77222110e-03 -3.05231583e-01
-3.09780510e-01]
[ -1.66294647e-01 -1.46616188e-01 -5.10702431e-02 -1.66567336e-01
-1.30492072e-01 -2.95413308e-01 7.17313051e-04 -1.38741874e-01
-2.18612767e-01 3.79131564e-02 2.05405517e-01 -7.16714716e-02
-1.62978669e-01]
[ -1.32763941e-01 -1.72048330e-01 -1.14144139e-01 -2.74990196e-01
9.40758010e-02 -1.79158343e-02 -1.84564412e-01 -1.67535858e-01
1.10006227e-01 -9.85539737e-02 -1.19024593e-01 -5.97102229e-02
-3.34612201e-01]
[ -4.34380188e-02 -3.39715702e-02 -1.49434517e-01 -6.82740235e-02
-2.29088061e-01 6.27683284e-02 -7.11815007e-02 -4.47314025e-02
-2.29609864e-01 -9.08495641e-02 -1.03209516e-01 -3.71535152e-01
-1.96057946e-01]
[ -7.15289693e-02 2.51161112e-02 -1.29071849e-01 -3.13897941e-01
1.21572801e-01 2.02956293e-02 -2.11075143e-01 -1.52423849e-01
1.22353825e-01 -6.06333551e-02 -2.82238132e-01 -2.57000713e-01
-3.04577336e-01]
[ 7.83356256e-02 -3.08752021e-01 -8.44846622e-02 -4.53875241e-01
-2.22633517e-01 -8.95384326e-02 6.42713850e-02 9.67429181e-02
-1.30996339e-02 2.97799963e-01 -5.32928704e-01 -8.13065765e-01
4.37945683e-01]
[ -2.22652864e-01 -2.45191149e-01 -1.31557941e-01 -3.13051408e-01
-3.01480782e-01 -9.35233164e-02 2.06650157e-01 4.21158505e-02
2.88745571e-01 4.10492067e-02 -4.18492016e-01 -1.02014068e+00
6.45645406e-01]
[ -1.38532763e-02 -1.87665215e-01 2.18846320e-02 -3.17796287e-01
-1.71994020e-01 1.65617482e-01 2.05129726e-01 2.62232215e-01
-2.69389778e-02 2.39176106e-01 -2.38514693e-01 -1.09294626e+00
7.45972008e-01]
[ 1.06130325e-03 -4.52449638e-02 -1.24674881e-01 -1.38151731e-01
-1.79961923e-01 -4.70812240e-02 3.05260253e-01 1.70683863e-01
2.57951325e-01 3.74145508e-01 -4.98807051e-01 -1.01989131e+00
7.80732916e-01]
[ -8.28438855e-02 -2.79997309e-01 5.90340057e-02 -3.68318266e-01
-1.50004005e-01 1.16819912e-01 3.75333586e-01 1.43292211e-01
-6.34703408e-02 1.69999196e-01 -5.71837823e-01 -1.01116378e+00
8.74762806e-01]
[ 1.21390634e-01 -8.98331603e-02 1.61439501e-02 -1.84493282e-01
-8.33098696e-02 -1.82572932e-02 2.66985727e-01 3.80778223e-01
4.22196751e-01 2.72478565e-01 -5.68273056e-01 -9.38854395e-01
5.93933587e-01]
[ -4.12646717e-03 -1.37323246e-01 2.18793502e-02 1.30563410e-02
-9.13276521e-02 -2.83448697e-01 6.80333943e-02 3.48832679e-01
-8.85947817e-04 1.17191134e-01 -2.66231778e-01 -7.82281573e-01
2.65690978e-01]
[ 8.43343122e-02 1.05583229e-01 5.13278123e-03 1.51201851e-01
-9.06588261e-02 -5.89777358e-02 -1.78653709e-01 -1.35890329e-01
-2.60593099e-01 -1.29574541e-01 -1.17548260e-01 2.60820428e-01
-3.08366592e-01]
[ 4.18125343e-02 -1.02880988e-01 1.44872621e-01 3.36355284e-01
2.49020987e-01 8.44178723e-03 -4.00761441e-01 -3.54810577e-01
-6.05223243e-02 -5.48058781e-01 2.42828303e-01 1.03136785e+00
-6.55449761e-01]
[ 3.05699394e-02 7.86389749e-02 -2.13475170e-01 7.64971692e-02
3.31794443e-02 -2.05887551e-03 -1.79461416e-01 -3.41936403e-01
-2.85842200e-01 -2.22680115e-01 -3.58357428e-02 -8.05467271e-02
-1.97838067e-01]
[ -6.12708351e-02 -2.09949799e-01 6.03928487e-02 6.15670646e-02
-1.31567596e-01 -1.35470808e-01 3.03009238e-03 -3.50981471e-02
5.52393195e-02 -3.89270203e-01 -3.35176162e-01 -2.54549883e-01
4.81762957e-02]
[ 7.36065811e-03 -2.69870870e-01 5.42954014e-02 -2.90859588e-01
-1.92177611e-01 -2.32690032e-01 -2.84423267e-01 9.07996217e-03
-2.80873134e-02 6.24821265e-02 -1.97634183e-01 1.79057533e-01
-2.78714915e-06]
[ 1.65428874e-01 5.55287200e-02 -1.07503826e-01 -2.72421806e-01
-5.66706912e-02 -1.03084760e-01 -2.14135525e-01 -2.07888179e-02
-2.06966361e-01 -2.61359874e-01 -2.00568242e-01 4.04424397e-01
-7.30496761e-02]
[ -1.76305080e-01 -1.81719504e-01 -1.14107336e-01 -2.69353179e-01
-5.22069271e-02 2.58505847e-02 -2.00228945e-01 -2.45310412e-01
-1.42894372e-01 -5.88891360e-02 -2.41199267e-01 2.24446340e-01
-1.34647368e-01]
[ -4.08705016e-02 -2.06292906e-01 -1.64732029e-01 -2.66505559e-01
-4.84763050e-02 4.20883728e-02 -6.88054514e-02 -7.95861685e-02
-2.39534579e-01 -3.22395101e-01 -5.92707155e-02 7.82952560e-02
-1.69337521e-02]
[ 1.07321019e-01 8.49017925e-02 -1.44281558e-02 -2.10787076e-01
-3.22255399e-01 6.43364532e-03 -1.92147682e-01 -3.15410069e-01
-3.29441529e-01 -1.41154815e-02 -1.18721332e-01 1.82988845e-01
-5.53249419e-02]
[ -6.26986541e-02 -9.60720080e-03 -2.85040255e-01 -2.31263844e-02
7.00040010e-02 1.55095200e-01 -2.44849507e-01 -1.89463821e-01
-5.53205729e-02 -6.46315338e-02 1.83853647e-01 6.58457171e-01
-1.20291997e-01]
[ 1.21953246e-01 3.44352680e-01 -2.00854607e-01 7.38826433e-01
1.21291694e-01 3.97660184e-04 -2.46234643e-01 -4.11316103e-01
-2.48500548e-01 -3.61562920e-01 7.61785053e-01 9.68219467e-01
-1.14491843e+00]
[ -1.77303189e-02 1.77893792e-01 5.11198712e-02 3.03810190e-01
2.06798662e-03 -6.70562273e-02 -3.00972247e-01 -3.66944354e-01
-2.94438106e-01 -2.49888352e-01 5.56614871e-01 9.58655382e-01
-1.06752749e+00]
[ -4.00902415e-02 -1.34023474e-01 -1.51919376e-01 3.08485332e-01
-1.77219521e-01 2.35392054e-01 -6.92740092e-02 -2.05733209e-01
-2.39524965e-01 -4.06342542e-01 2.01736465e-01 5.26378617e-01
-5.18784229e-01]
[ 7.96220414e-02 -3.81914613e-01 -5.18446686e-02 5.76897197e-03
-1.13544100e-01 1.99438583e-01 6.52642296e-02 1.60208901e-01
-1.86309590e-01 -2.89761861e-02 -4.92849345e-02 3.63863429e-01
-3.06346074e-01]
[ 2.05504685e-01 -2.93275166e-01 -1.20158925e-01 -7.41020329e-02
-2.12619837e-01 1.22091489e-01 1.84971674e-02 -1.37448400e-01
-6.53258058e-02 -7.59984250e-02 -1.42750386e-01 -1.58504070e-01
-1.75386239e-01]
[ -1.34058702e-01 -8.06971505e-02 3.83927234e-02 -2.51734940e-01
-5.89926564e-02 -1.41142222e-01 4.42257834e-02 -9.31601729e-03
-9.24373442e-02 8.31896558e-03 -3.22095692e-01 -4.49476552e-01
-8.37030074e-02]
[ -1.40516435e-01 -1.37188131e-01 -6.80207055e-02 -2.80890583e-01
-3.46908873e-01 -2.88610846e-01 1.62899368e-01 1.42355594e-01
1.65406411e-02 1.21878060e-01 -2.66378329e-01 -8.31078541e-01
3.32938004e-02]
[ -1.46868590e-01 -2.49857556e-01 -3.00473954e-01 -6.67529877e-01
-2.99389709e-01 -2.08440351e-01 -2.55811675e-01 2.23692437e-02
-6.09000406e-04 -4.55341653e-01 -5.58290852e-01 -5.84294809e-01
-8.71552895e-01]
[ -1.22142614e-01 1.31984987e-01 1.45785096e-02 1.04376647e-01
-2.03953442e-01 -1.74919599e-01 -1.52691557e-01 5.60470246e-03
-1.37402464e-01 -1.61925364e-01 -1.30748237e-01 -3.66447048e-01
-1.83973822e-02]
[ -3.61518758e-01 -1.16096006e-01 -2.73709536e-01 2.59152702e-01
-1.97748419e-01 -2.31887034e-01 -9.99449032e-02 -1.09164390e-01
1.79579585e-02 1.44110431e-02 1.00455548e-01 -2.87603928e-01
1.02989237e-01]
[ -1.29481125e-01 -4.58468208e-02 -2.54502414e-01 1.12060491e-01
-2.26146128e-01 -2.79178735e-01 -3.61824912e-01 -2.26205342e-02
1.69167678e-02 -1.18303825e-01 -2.30007242e-01 -2.95891467e-01
3.47029737e-02]
[ -2.37308130e-01 -5.32355624e-01 -3.39519775e-01 -1.69844494e-01
-3.22355669e-01 -2.31877813e-01 -7.35521526e-02 -2.52852123e-01
4.54285399e-02 -2.45557738e-01 -1.03834694e-01 -2.96222374e-01
-2.91256599e-02]
[ -2.17893271e-01 -2.97805501e-01 -3.19261235e-01 -1.06506656e-01
-9.21981180e-02 -1.49917546e-01 -6.59665832e-02 3.11380006e-02
-1.90449786e-01 -4.89949532e-01 -2.46764422e-01 -2.30797273e-01
2.29802999e-02]
[ -1.02755029e-01 -1.23395679e-02 -2.40595781e-01 -7.44459811e-01
-2.65314332e-01 -2.58851201e-01 2.35848055e-02 -4.45039125e-01
1.18935393e-01 -1.57172677e-01 -5.47259394e-01 -3.13300749e-01
-7.92406843e-01]]
Progress: 24.0% ... Training loss: 0.221 ... Validation loss: 0.392[[-0.1897353 ]
[ 0.26478587]
[-0.12919446]
[ 1.06875165]
[ 0.27789006]
[-0.03548225]
[-0.81809661]
[-0.87498313]
[-0.59057945]
[-0.89403373]
[ 1.24489599]
[ 2.99839855]
[-2.01319405]]
[[ -5.29277168e-01 -4.91295297e-01 -5.90303427e-01 -5.12290761e-02
-2.92559212e-01 -5.94274492e-01 -9.09270938e-02 -2.59755423e-01
-3.76974328e-01 -3.46264500e-01 2.47924459e-01 9.56956546e-01
2.21561037e-01]
[ 8.02227555e-03 -1.39179731e-01 4.98528776e-02 -7.83558877e-02
-4.28671261e-02 5.86050892e-02 -1.14512120e-01 2.06246635e-01
-1.40448112e-01 -1.82081938e-01 -1.02447698e-01 -1.51491139e-01
5.36370208e-02]
[ -2.55284760e-01 1.37212022e-01 -2.93272229e-02 1.36906383e-01
7.82297163e-02 -1.29852840e-01 -1.21957896e-02 -1.62127230e-01
2.59865463e-01 -3.56298042e-01 1.69370373e-01 6.72315027e-01
7.91594714e-01]
[ 2.21464986e-01 -2.40823154e-01 -2.77887741e-01 5.06579110e-02
-2.78886065e-01 8.07457529e-03 2.37873025e-01 -5.11061890e-01
2.14327270e-01 -2.20716819e-01 -1.83156033e-01 -3.21886884e-01
-2.30967103e-01]
[ 1.35065098e-01 -5.50347368e-04 1.15408244e-01 -1.20445417e-01
-3.05380513e-02 7.36531227e-02 -1.09118237e-01 -1.18833999e-01
9.71181478e-02 2.25787094e-01 3.29698293e-02 -1.31662943e-01
-1.56942874e-01]
[ -4.80556678e-01 -6.08799223e-01 -6.01904122e-01 -6.16385730e-01
-5.89479172e-01 -5.64072793e-01 -3.17770244e-01 -1.46758656e-01
-4.45922410e-01 -2.29663227e-01 -5.45966471e-01 -7.79446528e-01
-5.88851245e-01]
[ -4.14583808e-01 -5.90944526e-01 -3.23527124e-01 -3.97779382e-01
-4.16008254e-01 -5.62662918e-01 -4.19350604e-01 -4.77595580e-01
-2.93416592e-01 -1.21863309e-01 -4.48175414e-01 -4.10629756e-01
-4.65871984e-01]
[ -3.41845654e-01 -3.43243007e-01 -4.83714167e-01 -1.63191436e-01
-3.18497194e-01 -4.23831213e-01 -3.02702062e-01 -2.66224706e-01
-3.05455844e-01 -5.54492556e-01 -2.81385481e-01 -7.36618124e-01
-5.17272110e-01]
[ -4.70273260e-01 -3.45269913e-01 -3.82548697e-01 -1.84406784e-01
-3.34091655e-01 -2.17280727e-01 -6.67330547e-02 -4.42173538e-01
-2.62939205e-01 -4.53852659e-01 -1.52937282e-01 -2.26149653e-01
-2.04846549e-01]
[ -9.54370597e-01 -9.46861735e-01 -9.84340555e-01 -7.27381816e-01
-1.03669442e+00 -9.87508485e-01 -5.71122821e-01 -5.94885665e-01
-7.42377793e-01 -5.67089513e-01 -7.31922873e-01 -6.04476216e-01
-8.00471527e-01]
[ -5.14718304e-01 -2.67293998e-01 -4.72209588e-01 -3.44251766e-01
-3.46177495e-01 -3.62954975e-01 -6.03820986e-01 -6.05701351e-01
-6.59599845e-01 -1.12411389e-01 -5.09515575e-01 -7.22619869e-01
-5.44277652e-01]
[ -1.16939080e-01 2.41668268e-02 -3.41395408e-01 -4.44262747e-01
-1.04411469e-01 -7.40188899e-02 -1.89353692e-01 -3.74714638e-01
-1.65031709e-01 7.84610044e-02 -4.66440247e-01 -9.85876453e-01
-5.50753817e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57427763e-01 -1.19465405e-01 1.63814981e-01 -2.85528071e-01
-1.31049868e-01 1.13241910e-01 -1.21575930e-01 1.31118056e-02
-8.17288177e-02 6.88483883e-02 -1.88113543e-01 -3.92799896e-01
-2.06053344e-02]
[ -8.52981061e-02 -2.65632068e-01 -1.80019912e-01 -2.91437441e-01
-4.78725062e-01 -8.58370357e-02 -4.86389493e-02 6.07612538e-03
-6.10805550e-02 1.61865772e-02 -2.21450804e-01 -3.60236257e-01
-2.68322344e-01]
[ -6.89962627e-02 -2.03303468e-02 -2.31324659e-01 -2.63033170e-01
1.22186890e-01 -1.62029740e-01 -1.70792912e-01 1.06152884e-01
-6.16436123e-03 8.95179275e-02 -1.93887131e-01 2.05687166e-02
-7.57048877e-02]
[ 3.68384490e-02 -1.67141361e-01 -1.48912642e-01 -8.81990940e-02
-1.24687822e-01 -1.06608975e-01 1.12017824e-01 -1.46447050e-01
-1.02760445e-02 2.15894230e-02 -3.01119790e-02 -1.50986718e-01
1.68363049e-02]
[ -2.89746339e-01 -1.41663543e-01 -7.67873027e-02 -1.02787542e-01
-3.01707231e-01 -2.74997780e-01 -3.75864442e-01 2.19602544e-02
-3.21692608e-01 -2.20859705e-01 1.78499974e-01 -6.20642661e-02
1.98350272e-01]
[ -2.26360328e-01 -1.22879115e-01 -9.17241126e-02 -3.61117425e-02
-8.38985574e-02 -1.19147983e-01 -7.70871725e-02 2.07771757e-02
-1.37916528e-01 -6.87949432e-02 1.74988631e-02 -1.86026327e-01
-7.34775188e-02]
[ -1.70163067e-01 -6.79722321e-02 -2.29288387e-01 -2.80374555e-01
-1.55789264e-01 -2.04337046e-01 -3.29239022e-01 -1.08721182e-01
1.30586972e-01 -2.17654981e-01 -3.54182923e-01 -2.69816253e-01
-3.04466303e-01]
[ -3.71081658e-01 -6.26155491e-02 -1.50759129e-01 -1.36936538e-01
-4.94334724e-02 -3.13178760e-01 2.86834267e-02 -9.09202569e-02
-1.23338525e-01 6.06814516e-02 6.66843501e-03 -2.99069962e-01
-3.12585737e-01]
[ -1.67253450e-01 -1.45173451e-01 -5.16401006e-02 -1.60209039e-01
-1.29216164e-01 -2.95587092e-01 -3.82588081e-03 -1.42158247e-01
-2.22209115e-01 3.34431059e-02 2.12957128e-01 -5.60061026e-02
-1.71445439e-01]
[ -1.33033977e-01 -1.71752818e-01 -1.14267142e-01 -2.74673081e-01
9.43988476e-02 -1.79792488e-02 -1.85337913e-01 -1.68097616e-01
1.09291138e-01 -9.93655884e-02 -1.18634934e-01 -5.97594851e-02
-3.34101009e-01]
[ -4.32992779e-02 -3.40965113e-02 -1.49373624e-01 -6.90024335e-02
-2.29182215e-01 6.27997896e-02 -7.04594743e-02 -4.42695078e-02
-2.29192997e-01 -9.02307568e-02 -1.03935230e-01 -3.72109384e-01
-1.95133376e-01]
[ -7.13103797e-02 2.48949110e-02 -1.28960043e-01 -3.14883289e-01
1.21318095e-01 2.03487007e-02 -2.09955949e-01 -1.51196021e-01
1.22987462e-01 -5.94277801e-02 -2.83383821e-01 -2.59450034e-01
-3.03516054e-01]
[ 7.85164156e-02 -3.08911595e-01 -8.43588757e-02 -4.54793889e-01
-2.22869739e-01 -8.95055124e-02 6.52968235e-02 9.82200341e-02
-1.24017458e-02 2.99502909e-01 -5.34428838e-01 -8.17119062e-01
4.41293415e-01]
[ -2.22612265e-01 -2.45220955e-01 -1.31541963e-01 -3.13574520e-01
-3.01534539e-01 -9.35178853e-02 2.07249266e-01 4.24532663e-02
2.89037451e-01 4.13098115e-02 -4.19099456e-01 -1.02156378e+00
6.47358330e-01]
[ -1.40220849e-02 -1.87532726e-01 2.17936681e-02 -3.17365218e-01
-1.71849979e-01 1.65575664e-01 2.04373237e-01 2.61391154e-01
-2.73481273e-02 2.38245382e-01 -2.38033094e-01 -1.09291411e+00
7.44998016e-01]
[ 1.00955640e-03 -4.51925604e-02 -1.24716762e-01 -1.38135857e-01
-1.79936033e-01 -4.70942793e-02 3.05039140e-01 1.70184630e-01
2.57889456e-01 3.73843374e-01 -4.98851175e-01 -1.02038668e+00
7.80734397e-01]
[ -8.27829072e-02 -2.80026929e-01 5.90589405e-02 -3.68360604e-01
-1.50048196e-01 1.16838030e-01 3.75629970e-01 1.43526221e-01
-6.33285941e-02 1.70257973e-01 -5.71895444e-01 -1.01112246e+00
8.74622491e-01]
[ 1.21493112e-01 -8.98988091e-02 1.61714625e-02 -1.85023622e-01
-8.33684561e-02 -1.82438913e-02 2.67547292e-01 3.81161197e-01
4.22544137e-01 2.73030999e-01 -5.68752095e-01 -9.39281889e-01
5.94726536e-01]
[ -4.23655215e-03 -1.37254193e-01 2.18342223e-02 1.34028301e-02
-9.12325030e-02 -2.83472457e-01 6.80025790e-02 3.48848100e-01
-9.81279124e-04 1.16800151e-01 -2.66308359e-01 -7.83384536e-01
2.65485462e-01]
[ 8.41703410e-02 1.05852865e-01 5.10051144e-03 1.53272115e-01
-9.04621187e-02 -5.90146808e-02 -1.79605792e-01 -1.35761608e-01
-2.61694874e-01 -1.29481509e-01 -1.16102031e-01 2.61544794e-01
-3.12987266e-01]
[ 4.21342992e-02 -1.03319828e-01 1.45089107e-01 3.34593163e-01
2.48512402e-01 8.51557975e-03 -3.99494656e-01 -3.53844302e-01
-5.92582879e-02 -5.47198786e-01 2.41014064e-01 1.02570255e+00
-6.53382003e-01]
[ 3.02941535e-02 7.89899900e-02 -2.13625867e-01 7.79609979e-02
3.36175296e-02 -2.12077293e-03 -1.80632265e-01 -3.43749930e-01
-2.86383563e-01 -2.24564512e-01 -3.38070987e-02 -7.65908456e-02
-1.99912824e-01]
[ -6.12681308e-02 -2.09952128e-01 6.03924567e-02 6.15973923e-02
-1.31560114e-01 -1.35469184e-01 3.00010347e-03 -3.51541443e-02
5.52307339e-02 -3.89295399e-01 -3.35097704e-01 -2.54114764e-01
4.79962268e-02]
[ 6.51086984e-03 -2.68898447e-01 5.38201270e-02 -2.87598135e-01
-1.91267703e-01 -2.32845706e-01 -2.88209534e-01 6.80236146e-03
-3.09614241e-02 5.84416034e-02 -1.93427093e-01 1.89024116e-01
-5.86184229e-03]
[ 1.65394812e-01 5.56251125e-02 -1.07524455e-01 -2.72544261e-01
-5.66069058e-02 -1.03091995e-01 -2.14278454e-01 -2.10890850e-02
-2.07402327e-01 -2.61255860e-01 -2.00509729e-01 4.05211264e-01
-7.30092797e-02]
[ -1.76832387e-01 -1.81200673e-01 -1.14336724e-01 -2.68153191e-01
-5.16731946e-02 2.57371953e-02 -2.02332277e-01 -2.46513745e-01
-1.44501162e-01 -6.08360726e-02 -2.39794679e-01 2.26747740e-01
-1.35908648e-01]
[ -4.12389523e-02 -2.05627569e-01 -1.65050433e-01 -2.65199268e-01
-4.78329529e-02 4.19978448e-02 -7.04540516e-02 -8.19018024e-02
-2.40918020e-01 -3.24413024e-01 -5.65733895e-02 8.49617502e-02
-2.11459118e-02]
[ 1.07631922e-01 8.41990802e-02 -1.41542014e-02 -2.13510949e-01
-3.22772654e-01 6.50757788e-03 -1.90549442e-01 -3.13300442e-01
-3.27858919e-01 -1.19545001e-02 -1.22031326e-01 1.74340368e-01
-4.93325400e-02]
[ -6.24171530e-02 -1.00965816e-02 -2.84868840e-01 -2.57772874e-02
6.95243899e-02 1.55163609e-01 -2.43348557e-01 -1.87682558e-01
-5.36836871e-02 -6.29309845e-02 1.80458923e-01 6.48967849e-01
-1.14432335e-01]
[ 1.21735549e-01 3.44751739e-01 -2.00958468e-01 7.41736671e-01
1.21768210e-01 3.63694126e-04 -2.47518742e-01 -4.12900252e-01
-2.49387580e-01 -3.63949915e-01 7.65533023e-01 9.75027953e-01
-1.14675953e+00]
[ -1.77820576e-02 1.78077956e-01 5.10531588e-02 3.06460685e-01
2.32629159e-03 -6.70568067e-02 -3.02238452e-01 -3.67877613e-01
-2.95326417e-01 -2.50670205e-01 5.59985239e-01 9.64732206e-01
-1.07232414e+00]
[ -4.04741561e-02 -1.33337907e-01 -1.52198544e-01 3.13449738e-01
-1.76482698e-01 2.35279232e-01 -7.22146603e-02 -2.08913258e-01
-2.41894101e-01 -4.08417890e-01 2.07775643e-01 5.42584050e-01
-5.27223124e-01]
[ 7.97594528e-02 -3.82017946e-01 -5.17772425e-02 5.35722956e-03
-1.13698006e-01 1.99467841e-01 6.59677072e-02 1.60795213e-01
-1.85785739e-01 -2.83023674e-02 -4.98816865e-02 3.60917496e-01
-3.05494381e-01]
[ 2.05460323e-01 -2.93219178e-01 -1.20171047e-01 -7.35801796e-02
-2.12589071e-01 1.22085526e-01 1.82176196e-02 -1.37490065e-01
-6.55838551e-02 -7.60269431e-02 -1.42350941e-01 -1.57560582e-01
-1.76319585e-01]
[ -1.33999390e-01 -8.08173382e-02 3.84688433e-02 -2.52435322e-01
-5.91440303e-02 -1.41128672e-01 4.47589202e-02 -8.51395799e-03
-9.20987970e-02 9.21122349e-03 -3.23137568e-01 -4.52320758e-01
-8.18101677e-02]
[ -1.40504360e-01 -1.37083862e-01 -6.80388725e-02 -2.80177057e-01
-3.46791014e-01 -2.88611022e-01 1.62476741e-01 1.42046846e-01
1.61561077e-02 1.22042444e-01 -2.65606249e-01 -8.28512777e-01
3.08363537e-02]
[ -1.46448083e-01 -2.49997633e-01 -3.00354193e-01 -6.71108773e-01
-2.99691250e-01 -2.08400436e-01 -2.53028757e-01 2.38040518e-02
7.47576092e-04 -4.53913622e-01 -5.60284093e-01 -5.94779968e-01
-8.68621328e-01]
[ -1.21979187e-01 1.31471544e-01 1.48010147e-02 1.02222344e-01
-2.04360864e-01 -1.74878431e-01 -1.52135216e-01 6.88692086e-03
-1.36563081e-01 -1.61103288e-01 -1.33904568e-01 -3.74333338e-01
-1.32645350e-02]
[ -3.61446830e-01 -1.16320427e-01 -2.73547482e-01 2.58824261e-01
-1.97974255e-01 -2.31849150e-01 -9.91446089e-02 -1.07666895e-01
1.85730816e-02 1.61499128e-02 9.93513773e-02 -2.90449920e-01
1.06669080e-01]
[ -1.29798602e-01 -4.53995287e-02 -2.54659007e-01 1.16169081e-01
-2.25656682e-01 -2.79231860e-01 -3.63857648e-01 -2.41346750e-02
1.60030598e-02 -1.19800182e-01 -2.25792768e-01 -2.90975995e-01
3.28873300e-02]
[ -2.38013870e-01 -5.31388267e-01 -3.39922461e-01 -1.62088647e-01
-3.21246338e-01 -2.32024041e-01 -7.88123823e-02 -2.57424672e-01
4.15097401e-02 -2.48801638e-01 -9.55787506e-02 -2.77271204e-01
-4.25897479e-02]
[ -2.18216208e-01 -2.97347612e-01 -3.19438878e-01 -1.04603389e-01
-9.16955964e-02 -1.49996711e-01 -6.70911216e-02 2.97101604e-02
-1.91256736e-01 -4.91482427e-01 -2.44917906e-01 -2.26923232e-01
1.98653806e-02]
[ -1.03801936e-01 -1.09189692e-02 -2.41248621e-01 -7.40665690e-01
-2.64005916e-01 -2.59059020e-01 1.89122454e-02 -4.48272447e-01
1.15283157e-01 -1.62276241e-01 -5.41513617e-01 -2.99409282e-01
-8.01191871e-01]]
Progress: 24.1% ... Training loss: 0.228 ... Validation loss: 0.404[[-0.20704067]
[ 0.23961903]
[-0.14628554]
[ 1.03302742]
[ 0.25430078]
[-0.05057451]
[-0.84994732]
[-0.90843624]
[-0.62167528]
[-0.92268694]
[ 1.20496719]
[ 2.93985713]
[-2.05738537]]
[[ -5.27711817e-01 -4.94023697e-01 -5.89415434e-01 -6.71682588e-02
-2.95464906e-01 -5.94017798e-01 -7.82824924e-02 -2.47031577e-01
-3.68302209e-01 -3.36000615e-01 2.28960734e-01 9.03748711e-01
2.58118948e-01]
[ 7.95708861e-03 -1.39018519e-01 4.97887011e-02 -7.73228790e-02
-4.27412614e-02 5.85980251e-02 -1.14997048e-01 2.05453504e-01
-1.40811870e-01 -1.82387910e-01 -1.01073199e-01 -1.47794581e-01
5.08346823e-02]
[ -2.54975341e-01 1.33686161e-01 -2.84945782e-02 1.18507443e-01
7.52637984e-02 -1.29708384e-01 -3.88678658e-03 -1.52161836e-01
2.67466718e-01 -3.53665265e-01 1.47938989e-01 6.15482282e-01
8.36116867e-01]
[ 2.21665813e-01 -2.38288661e-01 -2.78841115e-01 5.76138128e-02
-2.76489512e-01 8.07133749e-03 2.40151403e-01 -5.22619704e-01
2.13914015e-01 -2.27905893e-01 -1.68337272e-01 -2.81893971e-01
-2.47042097e-01]
[ 1.34032029e-01 9.21797199e-04 1.14870617e-01 -1.09434896e-01
-2.88267494e-02 7.34810417e-02 -1.16498976e-01 -1.22070068e-01
9.17109313e-02 2.22910554e-01 4.22670218e-02 -9.68722735e-02
-1.72943040e-01]
[ -4.79759158e-01 -6.09599403e-01 -6.01539067e-01 -6.20140947e-01
-5.90478221e-01 -5.63953118e-01 -3.14627558e-01 -1.42302616e-01
-4.43438150e-01 -2.24778815e-01 -5.51621845e-01 -7.92813404e-01
-5.84213513e-01]
[ -4.13913037e-01 -5.92372006e-01 -3.22907101e-01 -4.03641654e-01
-4.17347300e-01 -5.62552168e-01 -4.14572370e-01 -4.71681686e-01
-2.90560665e-01 -1.15365776e-01 -4.56577059e-01 -4.34638723e-01
-4.54804852e-01]
[ -3.40889575e-01 -3.46024565e-01 -4.82909863e-01 -1.77895750e-01
-3.21195776e-01 -4.23637108e-01 -2.94131481e-01 -2.56047308e-01
-2.98367501e-01 -5.48579098e-01 -2.98250078e-01 -7.81157473e-01
-4.84970806e-01]
[ -4.69923871e-01 -3.45585494e-01 -3.82428010e-01 -1.88352274e-01
-3.34456573e-01 -2.17226722e-01 -6.37975234e-02 -4.41337494e-01
-2.61170289e-01 -4.52817114e-01 -1.56503108e-01 -2.34400087e-01
-2.00814373e-01]
[ -9.52394302e-01 -9.51146581e-01 -9.82770020e-01 -7.48598614e-01
-1.04102744e+00 -9.87152607e-01 -5.56854259e-01 -5.76769934e-01
-7.31586325e-01 -5.52425765e-01 -7.59325693e-01 -6.76530763e-01
-7.58250591e-01]
[ -5.14259182e-01 -2.68072738e-01 -4.72008931e-01 -3.49292092e-01
-3.46905381e-01 -3.62885619e-01 -6.00243374e-01 -6.03496321e-01
-6.57309051e-01 -1.10747053e-01 -5.14282745e-01 -7.36860666e-01
-5.36317600e-01]
[ -1.16600740e-01 2.39056132e-02 -3.41256531e-01 -4.46272916e-01
-1.04752156e-01 -7.39655898e-02 -1.87772835e-01 -3.73652022e-01
-1.63916523e-01 8.04638675e-02 -4.68757698e-01 -9.89746736e-01
-5.48896460e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57201971e-01 -1.19535535e-01 1.63850438e-01 -2.86012649e-01
-1.31191225e-01 1.13274637e-01 -1.21566840e-01 1.23564142e-02
-8.11345231e-02 6.85013741e-02 -1.88019069e-01 -3.88258674e-01
-2.12458148e-02]
[ -8.51240293e-02 -2.65889903e-01 -1.79897314e-01 -2.92896456e-01
-4.78976692e-01 -8.58055548e-02 -4.72121258e-02 8.56381896e-03
-6.03741901e-02 1.84207777e-02 -2.24092682e-01 -3.67923178e-01
-2.64470357e-01]
[ -6.83327136e-02 -2.13214567e-02 -2.30845524e-01 -2.67077576e-01
1.21031249e-01 -1.61923719e-01 -1.67644930e-01 1.11428342e-01
-4.07464174e-03 9.53936217e-02 -1.99973494e-01 2.17071622e-03
-7.09069448e-02]
[ 3.70228295e-02 -1.67426868e-01 -1.48768591e-01 -8.93746435e-02
-1.24986454e-01 -1.06581858e-01 1.13041452e-01 -1.45127997e-01
-9.50618103e-03 2.30381295e-02 -3.19007830e-02 -1.56355651e-01
1.85069236e-02]
[ -2.89430463e-01 -1.42218190e-01 -7.65536952e-02 -1.05860553e-01
-3.02268917e-01 -2.74949530e-01 -3.74021032e-01 2.36254640e-02
-3.20312991e-01 -2.18334113e-01 1.74700411e-01 -7.21916483e-02
2.04688206e-01]
[ -2.26544789e-01 -1.22844465e-01 -9.18067183e-02 -3.49729889e-02
-8.37346009e-02 -1.19182518e-01 -7.72714738e-02 2.07811473e-02
-1.38471090e-01 -6.95115133e-02 1.78423707e-02 -1.86606236e-01
-7.46812361e-02]
[ -1.69422615e-01 -7.00069982e-02 -2.28740106e-01 -2.90242462e-01
-1.57628226e-01 -2.04198081e-01 -3.23305376e-01 -1.01906005e-01
1.35888895e-01 -2.14174660e-01 -3.64935957e-01 -3.00344017e-01
-2.84268023e-01]
[ -3.70977959e-01 -6.31247661e-02 -1.50582003e-01 -1.38747080e-01
-4.99167843e-02 -3.13146324e-01 2.97168238e-02 -8.86069519e-02
-1.22672601e-01 6.16306617e-02 4.63430842e-03 -3.03841577e-01
-3.07384808e-01]
[ -1.66921037e-01 -1.45650964e-01 -5.14566702e-02 -1.65182267e-01
-1.29799539e-01 -2.95523642e-01 -3.83443099e-04 -1.40357713e-01
-2.20097939e-01 3.54839152e-02 2.07117536e-01 -6.91905881e-02
-1.62962266e-01]
[ -1.32681977e-01 -1.72298597e-01 -1.14038482e-01 -2.77739538e-01
9.37747388e-02 -1.78995942e-02 -1.83268088e-01 -1.66591273e-01
1.10861861e-01 -9.73504841e-02 -1.21954282e-01 -6.72427082e-02
-3.29746268e-01]
[ -4.34433275e-02 -3.37175438e-02 -1.49539053e-01 -6.83962937e-02
-2.28793974e-01 6.27506412e-02 -7.08255179e-02 -4.53595816e-02
-2.29659999e-01 -9.14473223e-02 -1.02556088e-01 -3.68629522e-01
-1.96210650e-01]
[ -7.13003495e-02 2.48829987e-02 -1.28954284e-01 -3.14940781e-01
1.21303004e-01 2.03508172e-02 -2.09908813e-01 -1.51153926e-01
1.23016868e-01 -5.93863214e-02 -2.83425677e-01 -2.59508510e-01
-3.03451842e-01]
[ 7.84569869e-02 -3.08863596e-01 -8.43832974e-02 -4.54692167e-01
-2.22831222e-01 -8.95144984e-02 6.50438913e-02 9.79814342e-02
-1.25387520e-02 2.99188766e-01 -5.34318988e-01 -8.17039533e-01
4.41142132e-01]
[ -2.22598809e-01 -2.45199346e-01 -1.31549534e-01 -3.13765948e-01
-3.01509750e-01 -9.35180353e-02 2.07634937e-01 4.26798068e-02
2.89129417e-01 4.14185347e-02 -4.19392690e-01 -1.02204079e+00
6.47823702e-01]
[ -1.40520424e-02 -1.87411554e-01 2.17546660e-02 -3.17184497e-01
-1.71768247e-01 1.65564948e-01 2.04434648e-01 2.61169850e-01
-2.73533219e-02 2.38163173e-01 -2.37933843e-01 -1.09382402e+00
7.45259894e-01]
[ 1.11389463e-03 -4.53058127e-02 -1.24681837e-01 -1.39053999e-01
-1.80034763e-01 -4.70801501e-02 3.05915006e-01 1.70863672e-01
2.58375131e-01 3.74462715e-01 -4.99637533e-01 -1.02171130e+00
7.82652670e-01]
[ -8.27076151e-02 -2.80143431e-01 5.91036946e-02 -3.69332017e-01
-1.50186444e-01 1.16853293e-01 3.76639043e-01 1.44309724e-01
-6.27810919e-02 1.70822589e-01 -5.72814773e-01 -1.01339324e+00
8.77233132e-01]
[ 1.21626570e-01 -9.00349607e-02 1.62294914e-02 -1.85657041e-01
-8.35077542e-02 -1.82288022e-02 2.68730092e-01 3.82197479e-01
4.23248746e-01 2.74088447e-01 -5.69537546e-01 -9.41480367e-01
5.96380872e-01]
[ -3.94054964e-03 -1.37665038e-01 2.19819203e-02 1.11517312e-02
-9.16117367e-02 -2.83437105e-01 7.03982628e-02 3.50489840e-01
7.88343255e-04 1.18441093e-01 -2.68574884e-01 -7.89555726e-01
2.70791820e-01]
[ 8.42367437e-02 1.05606708e-01 5.09005495e-03 1.52464804e-01
-9.06749679e-02 -5.90100003e-02 -1.79343529e-01 -1.35764996e-01
-2.61030882e-01 -1.30425857e-01 -1.16340520e-01 2.57114172e-01
-3.11557725e-01]
[ 4.22955540e-02 -1.03432070e-01 1.45133522e-01 3.34786084e-01
2.48326630e-01 8.54319786e-03 -3.98319705e-01 -3.52146890e-01
-5.90867079e-02 -5.45761068e-01 2.40430892e-01 1.02310394e+00
-6.54883946e-01]
[ 3.03533558e-02 7.86627756e-02 -2.13516999e-01 7.68976318e-02
3.33635771e-02 -2.10659475e-03 -1.80168489e-01 -3.42459925e-01
-2.85839835e-01 -2.23603531e-01 -3.55065990e-02 -8.18163746e-02
-1.97195471e-01]
[ -6.11173513e-02 -2.10136826e-01 6.04871838e-02 6.00306445e-02
-1.31821291e-01 -1.35438444e-01 4.17313610e-03 -3.43814402e-02
5.59784454e-02 -3.88341675e-01 -3.36699070e-01 -2.58249391e-01
5.06347340e-02]
[ 6.74927100e-03 -2.69194664e-01 5.39880284e-02 -2.89551239e-01
-1.91637049e-01 -2.32795488e-01 -2.87396332e-01 8.08040900e-03
-3.03555012e-02 5.99813944e-02 -1.95248685e-01 1.86296763e-01
-2.84603050e-03]
[ 1.65450141e-01 5.53356936e-02 -1.07427871e-01 -2.74144641e-01
-5.69268619e-02 -1.03074511e-01 -2.13924757e-01 -2.00446417e-02
-2.06952853e-01 -2.60213181e-01 -2.02473972e-01 4.01269861e-01
-6.95594874e-02]
[ -1.76733805e-01 -1.81487387e-01 -1.14286480e-01 -2.71699951e-01
-5.20660253e-02 2.57448170e-02 -2.00217762e-01 -2.45529737e-01
-1.42895024e-01 -6.00868062e-02 -2.44181300e-01 2.14083696e-01
-1.26764852e-01]
[ -4.11868998e-02 -2.06087289e-01 -1.64918950e-01 -2.67374817e-01
-4.82122319e-02 4.20153442e-02 -6.93744290e-02 -8.03601412e-02
-2.40117199e-01 -3.23784344e-01 -5.94374738e-02 7.83441103e-02
-1.61760597e-02]
[ 1.07714797e-01 8.38026250e-02 -1.40289532e-02 -2.15790617e-01
-3.23115278e-01 6.52623462e-03 -1.90048999e-01 -3.11776661e-01
-3.27097775e-01 -1.12381004e-02 -1.24736225e-01 1.67886690e-01
-4.35112785e-02]
[ -6.24291791e-02 -1.00362019e-02 -2.84889030e-01 -2.57791429e-02
6.95907714e-02 1.55157061e-01 -2.43393577e-01 -1.87518956e-01
-5.38047572e-02 -6.25765192e-02 1.80554693e-01 6.48531672e-01
-1.14799621e-01]
[ 1.22075658e-01 3.44190320e-01 -2.00723806e-01 7.39659857e-01
1.21231421e-01 4.23664676e-04 -2.46219274e-01 -4.10777882e-01
-2.48284587e-01 -3.61764680e-01 7.62151479e-01 9.67217227e-01
-1.14555535e+00]
[ -1.72745834e-02 1.76828099e-01 5.15170119e-02 3.00869726e-01
1.11038292e-03 -6.69504009e-02 -2.99137692e-01 -3.64140601e-01
-2.92930975e-01 -2.47943946e-01 5.53003717e-01 9.47012445e-01
-1.06557707e+00]
[ -4.04741561e-02 -1.33337907e-01 -1.52198544e-01 3.13449738e-01
-1.76482698e-01 2.35279232e-01 -7.22146603e-02 -2.08913258e-01
-2.41894101e-01 -4.08417890e-01 2.07775643e-01 5.42584050e-01
-5.27223124e-01]
[ 7.97854433e-02 -3.82087376e-01 -5.17395555e-02 5.52982320e-03
-1.13765172e-01 1.99469135e-01 6.57439885e-02 1.60669184e-01
-1.85920251e-01 -2.82133431e-02 -4.98185974e-02 3.60977612e-01
-3.05807614e-01]
[ 2.05792572e-01 -2.93529008e-01 -1.20015530e-01 -7.49964530e-02
-2.12909118e-01 1.22144634e-01 1.97220536e-02 -1.36125870e-01
-6.46034323e-02 -7.43141147e-02 -1.43934968e-01 -1.60122112e-01
-1.74558161e-01]
[ -1.33910629e-01 -8.08661687e-02 3.85016242e-02 -2.52360494e-01
-5.91717041e-02 -1.41116726e-01 4.49095543e-02 -8.27438926e-03
-9.19549928e-02 9.92940691e-03 -3.23164892e-01 -4.51596384e-01
-8.25492625e-02]
[ -1.40511199e-01 -1.37044870e-01 -6.80565367e-02 -2.80122847e-01
-3.46763149e-01 -2.88613340e-01 1.62524143e-01 1.41893624e-01
1.61787906e-02 1.21907785e-01 -2.65572368e-01 -8.28868752e-01
3.08320889e-02]
[ -1.46086014e-01 -2.50311196e-01 -3.00358429e-01 -6.74083186e-01
-2.99922372e-01 -2.08381057e-01 -2.50904279e-01 2.40533743e-02
2.29542496e-03 -4.53951230e-01 -5.61869377e-01 -6.01330048e-01
-8.67942057e-01]
[ -1.21561570e-01 1.30382992e-01 1.52113143e-02 9.73072442e-02
-2.05432754e-01 -1.74787732e-01 -1.48845688e-01 1.13649548e-02
-1.34424662e-01 -1.57477251e-01 -1.40240635e-01 -3.91381635e-01
-2.92778910e-03]
[ -3.60530941e-01 -1.18500944e-01 -2.72709283e-01 2.48326701e-01
-2.00240600e-01 -2.31656612e-01 -9.35177306e-02 -1.01028639e-01
2.37643910e-02 2.35895246e-02 8.56438799e-02 -3.21420758e-01
1.27016773e-01]
[ -1.29676719e-01 -4.56303054e-02 -2.54625317e-01 1.15475218e-01
-2.25720233e-01 -2.79210698e-01 -3.62542083e-01 -2.18137764e-02
1.63823538e-02 -1.18531087e-01 -2.26843081e-01 -2.92951862e-01
3.65937646e-02]
[ -2.37760109e-01 -5.31621656e-01 -3.39798243e-01 -1.64156381e-01
-3.21595968e-01 -2.31983243e-01 -7.64702715e-02 -2.54861130e-01
4.27983984e-02 -2.46619445e-01 -9.87904111e-02 -2.89501007e-01
-3.57086680e-02]
[ -2.17942673e-01 -2.98062778e-01 -3.19202161e-01 -1.09046099e-01
-9.23745016e-02 -1.49940284e-01 -6.46383940e-02 3.18948122e-02
-1.89289460e-01 -4.90657025e-01 -2.50278155e-01 -2.39452978e-01
2.66090387e-02]
[ -1.03372933e-01 -1.14818038e-02 -2.40977440e-01 -7.43341602e-01
-2.64746070e-01 -2.59001489e-01 2.11879887e-02 -4.45323776e-01
1.16967799e-01 -1.59250025e-01 -5.44749987e-01 -3.08270278e-01
-7.97848410e-01]]
Progress: 24.1% ... Training loss: 0.248 ... Validation loss: 0.391[[-0.18709386]
[ 0.26479882]
[-0.12494181]
[ 1.06666789]
[ 0.27996833]
[-0.03084324]
[-0.8207235 ]
[-0.8630741 ]
[-0.59388932]
[-0.88408622]
[ 1.2425908 ]
[ 2.98723315]
[-2.02038397]]
[[ -5.29108054e-01 -4.91716218e-01 -5.90546164e-01 -5.36114788e-02
-2.92784712e-01 -5.94351988e-01 -8.71232543e-02 -2.60331041e-01
-3.74713680e-01 -3.46122708e-01 2.47975885e-01 9.53026187e-01
2.28507453e-01]
[ 7.82280327e-03 -1.38888678e-01 4.96807557e-02 -7.67608440e-02
-4.26092269e-02 5.85632232e-02 -1.15628060e-01 2.04600971e-01
-1.41117112e-01 -1.83272412e-01 -1.00494071e-01 -1.47305231e-01
4.98151182e-02]
[ -2.54922398e-01 1.34789583e-01 -2.85554348e-02 1.28871389e-01
7.65158630e-02 -1.29702753e-01 -6.40163406e-03 -1.52704655e-01
2.63732769e-01 -3.50219798e-01 1.59754033e-01 6.47356591e-01
8.08759501e-01]
[ 2.23125973e-01 -2.40660390e-01 -2.77314712e-01 5.14391961e-02
-2.79161622e-01 8.44458987e-03 2.49549886e-01 -5.02562097e-01
2.20252937e-01 -2.12135267e-01 -1.81760459e-01 -3.24508671e-01
-2.26179714e-01]
[ 1.33350734e-01 1.75301288e-03 1.14420245e-01 -1.08998883e-01
-2.85507180e-02 7.34157638e-02 -1.17931756e-01 -1.25721095e-01
8.89107938e-02 2.15606068e-01 4.67636934e-02 -8.22311127e-02
-1.77210746e-01]
[ -4.81070161e-01 -6.08107993e-01 -6.02574962e-01 -6.15730983e-01
-5.88854185e-01 -5.64286013e-01 -3.21521342e-01 -1.54502192e-01
-4.47392962e-01 -2.36196021e-01 -5.43923533e-01 -7.74582378e-01
-5.93397011e-01]
[ -4.14375028e-01 -5.91611532e-01 -3.23286302e-01 -3.99767477e-01
-4.16551504e-01 -5.62666092e-01 -4.17506820e-01 -4.74446993e-01
-2.92608673e-01 -1.19043883e-01 -4.50711018e-01 -4.18615150e-01
-4.66080629e-01]
[ -3.42495503e-01 -3.43496271e-01 -4.84041203e-01 -1.63179997e-01
-3.18487356e-01 -4.24006314e-01 -3.03688060e-01 -2.67109648e-01
-3.05862431e-01 -5.56669938e-01 -2.80721190e-01 -7.42978898e-01
-5.15036296e-01]
[ -4.70007096e-01 -3.45453032e-01 -3.82497002e-01 -1.87887128e-01
-3.34296131e-01 -2.17251128e-01 -6.39513670e-02 -4.41758038e-01
-2.61331110e-01 -4.53531065e-01 -1.55955197e-01 -2.33405640e-01
-2.02016731e-01]
[ -9.54157053e-01 -9.48458595e-01 -9.84259727e-01 -7.36380779e-01
-1.03817979e+00 -9.87592953e-01 -5.68222598e-01 -5.95819760e-01
-7.39570849e-01 -5.68631339e-01 -7.40283494e-01 -6.29850200e-01
-7.90891575e-01]
[ -5.16000769e-01 -2.65819659e-01 -4.73115303e-01 -3.37895039e-01
-3.44451912e-01 -3.63290214e-01 -6.08424907e-01 -6.10806574e-01
-6.63042871e-01 -1.18384150e-01 -5.01909123e-01 -7.10126262e-01
-5.54894075e-01]
[ -1.16558548e-01 2.38771891e-02 -3.41275879e-01 -4.46422764e-01
-1.04764582e-01 -7.39610795e-02 -1.87761619e-01 -3.73739711e-01
-1.63856751e-01 8.04064360e-02 -4.68532368e-01 -9.89734080e-01
-5.49406126e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57574492e-01 -1.19163540e-01 1.63509966e-01 -2.84792848e-01
-1.30773317e-01 1.13172724e-01 -1.23394671e-01 9.07150067e-03
-8.20454690e-02 6.52658339e-02 -1.86169754e-01 -3.85081053e-01
-2.35417835e-02]
[ -8.56362525e-02 -2.65299488e-01 -1.80286717e-01 -2.90701275e-01
-4.78383805e-01 -8.59381208e-02 -5.05450473e-02 2.95896170e-03
-6.21424370e-02 1.35813236e-02 -2.20576278e-01 -3.59923508e-01
-2.69151107e-01]
[ -6.84686979e-02 -2.11439824e-02 -2.30955674e-01 -2.66837839e-01
1.21252766e-01 -1.61949948e-01 -1.68234517e-01 1.09973126e-01
-4.45011549e-03 9.40029576e-02 -1.98830216e-01 6.00960975e-03
-7.14093931e-02]
[ 3.69774690e-02 -1.67262796e-01 -1.48813304e-01 -8.91202360e-02
-1.24878254e-01 -1.06599049e-01 1.12225410e-01 -1.45653571e-01
-9.96281107e-03 2.18140957e-02 -3.08665168e-02 -1.52587667e-01
1.56788574e-02]
[ -2.89756045e-01 -1.41745203e-01 -7.68102482e-02 -1.02787300e-01
-3.01746705e-01 -2.75021171e-01 -3.75545290e-01 2.20535991e-02
-3.21546141e-01 -2.20223226e-01 1.78934926e-01 -6.07706827e-02
1.97662474e-01]
[ -2.26753712e-01 -1.22554197e-01 -9.19593602e-02 -3.35247381e-02
-8.34014529e-02 -1.19237271e-01 -7.84396744e-02 1.96140433e-02
-1.39235880e-01 -7.04505293e-02 1.92367945e-02 -1.84018170e-01
-7.77210249e-02]
[ -1.69757659e-01 -6.94548249e-02 -2.28993172e-01 -2.85184674e-01
-1.56875339e-01 -2.04294973e-01 -3.25466491e-01 -1.06193970e-01
1.33485798e-01 -2.16296540e-01 -3.59109051e-01 -2.85519329e-01
-2.96087629e-01]
[ -3.71217901e-01 -6.24227201e-02 -1.50828577e-01 -1.35805449e-01
-4.92940730e-02 -3.13211393e-01 2.76595273e-02 -9.10779456e-02
-1.24098095e-01 5.99774851e-02 8.09756545e-03 -2.96250373e-01
-3.15305033e-01]
[ -1.67796178e-01 -1.44591912e-01 -5.19920371e-02 -1.59562517e-01
-1.28672124e-01 -2.95693176e-01 -4.93900703e-03 -1.44059641e-01
-2.23216607e-01 3.16993694e-02 2.14294484e-01 -5.58437843e-02
-1.71493516e-01]
[ -1.32649329e-01 -1.72317170e-01 -1.14025172e-01 -2.77891822e-01
9.37578656e-02 -1.78920540e-02 -1.83021481e-01 -1.66429363e-01
1.10989816e-01 -9.71914732e-02 -1.22014200e-01 -6.70437308e-02
-3.29518078e-01]
[ -4.34830391e-02 -3.36339241e-02 -1.49574161e-01 -6.81287315e-02
-2.28721969e-01 6.27422373e-02 -7.08502534e-02 -4.53984822e-02
-2.29687312e-01 -9.17772937e-02 -1.02305248e-01 -3.68303962e-01
-1.96971309e-01]
[ -7.17047136e-02 2.53501107e-02 -1.29218974e-01 -3.13640820e-01
1.21837681e-01 2.02470386e-02 -2.11636523e-01 -1.53654286e-01
1.21714150e-01 -6.20380410e-02 -2.81614762e-01 -2.55161321e-01
-3.06002661e-01]
[ 7.82753130e-02 -3.08720361e-01 -8.44851794e-02 -4.54182197e-01
-2.22671134e-01 -8.95538100e-02 6.41578372e-02 9.70423388e-02
-1.30721543e-02 2.98092777e-01 -5.33731079e-01 -8.16862345e-01
4.40137965e-01]
[ -2.22732182e-01 -2.45075707e-01 -1.31645789e-01 -3.13122415e-01
-3.01386851e-01 -9.35517743e-02 2.06777845e-01 4.18410235e-02
2.88578873e-01 4.03515425e-02 -4.18650647e-01 -1.02122823e+00
6.46047175e-01]
[ -1.40949718e-02 -1.87367861e-01 2.17318975e-02 -3.16930115e-01
-1.71718206e-01 1.65554146e-01 2.04172567e-01 2.60986529e-01
-2.75127703e-02 2.37866807e-01 -2.37653317e-01 -1.09360991e+00
7.44705643e-01]
[ 1.06940203e-03 -4.52273396e-02 -1.24716086e-01 -1.38619467e-01
-1.79965393e-01 -4.70912014e-02 3.05535582e-01 1.70476914e-01
2.58090386e-01 3.74048212e-01 -4.99217668e-01 -1.02133243e+00
7.81586315e-01]
[ -8.26531907e-02 -2.80189402e-01 5.91307269e-02 -3.69573667e-01
-1.50233613e-01 1.16861785e-01 3.77148842e-01 1.44611833e-01
-6.25524762e-02 1.71321303e-01 -5.73132700e-01 -1.01437440e+00
8.78558944e-01]
[ 1.21564334e-01 -8.99548811e-02 1.61976389e-02 -1.85184451e-01
-8.34220812e-02 -1.82418751e-02 2.68190861e-01 3.81687070e-01
4.22841364e-01 2.73854544e-01 -5.69229963e-01 -9.40951263e-01
5.95033106e-01]
[ -3.99233520e-03 -1.37604518e-01 2.19281648e-02 1.12531603e-02
-9.15454332e-02 -2.83457465e-01 7.03895843e-02 3.50152417e-01
9.08841409e-04 1.17806462e-01 -2.68505396e-01 -7.90964325e-01
2.71601003e-01]
[ 8.41025283e-02 1.05564895e-01 4.97194432e-03 1.54244229e-01
-9.05910697e-02 -5.90473008e-02 -1.79163265e-01 -1.36808477e-01
-2.60987747e-01 -1.31862423e-01 -1.14165306e-01 2.59028688e-01
-3.14347469e-01]
[ 4.23146398e-02 -1.03235040e-01 1.45112501e-01 3.36244207e-01
2.48543683e-01 8.53410501e-03 -3.98376246e-01 -3.52053927e-01
-5.87281544e-02 -5.45733965e-01 2.41928870e-01 1.02463385e+00
-6.58756987e-01]
[ 3.00229882e-02 7.91511779e-02 -2.13698341e-01 7.98579096e-02
3.39149286e-02 -2.18405969e-03 -1.81998719e-01 -3.44412149e-01
-2.87000086e-01 -2.25353131e-01 -3.23431225e-02 -7.37472356e-02
-2.02870999e-01]
[ -6.11682476e-02 -2.10091881e-01 6.04477297e-02 6.00427905e-02
-1.31782167e-01 -1.35452936e-01 3.95567588e-03 -3.46367041e-02
5.58766909e-02 -3.88570048e-01 -3.36652350e-01 -2.58666140e-01
5.08260981e-02]
[ 6.09586361e-03 -2.68363958e-01 5.34899906e-02 -2.86719194e-01
-1.90784918e-01 -2.32925654e-01 -2.90581853e-01 3.59282016e-03
-3.32869853e-02 5.58732186e-02 -1.90592485e-01 2.00567990e-01
-1.07074733e-02]
[ 1.65019844e-01 5.61930415e-02 -1.07800519e-01 -2.71888577e-01
-5.61399966e-02 -1.03166737e-01 -2.16498463e-01 -2.39490621e-02
-2.09129721e-01 -2.62975089e-01 -1.98339558e-01 4.14680788e-01
-7.78760464e-02]
[ -1.77035974e-01 -1.81167305e-01 -1.14499699e-01 -2.70911721e-01
-5.17354090e-02 2.56519425e-02 -2.02030767e-01 -2.49029923e-01
-1.43859510e-01 -6.27015644e-02 -2.42914446e-01 2.17288260e-01
-1.28100372e-01]
[ -4.14211592e-02 -2.05813206e-01 -1.65069094e-01 -2.66648215e-01
-4.78712613e-02 4.19633455e-02 -7.08900627e-02 -8.29781910e-02
-2.40826474e-01 -3.26046289e-01 -5.75460237e-02 8.46619325e-02
-1.80914969e-02]
[ 1.07749451e-01 8.37114550e-02 -1.39948065e-02 -2.16313322e-01
-3.23179962e-01 6.53371739e-03 -1.89665029e-01 -3.11408875e-01
-3.26820405e-01 -1.10022401e-02 -1.25532925e-01 1.65419639e-01
-4.18066707e-02]
[ -6.27503008e-02 -9.74993435e-03 -2.85036858e-01 -2.47038684e-02
6.98799950e-02 1.55083520e-01 -2.44979261e-01 -1.88258533e-01
-5.51235029e-02 -6.41979520e-02 1.82165416e-01 6.54319874e-01
-1.16708813e-01]
[ 1.21941159e-01 3.44472795e-01 -2.00836298e-01 7.41142158e-01
1.21455788e-01 3.91976534e-04 -2.46976645e-01 -4.11831392e-01
-2.48858680e-01 -3.62799884e-01 7.64077225e-01 9.71757954e-01
-1.14688902e+00]
[ -1.74229038e-02 1.77175155e-01 5.13597388e-02 3.03157005e-01
1.52690701e-03 -6.69877700e-02 -3.00409995e-01 -3.65893410e-01
-2.93646088e-01 -2.48914066e-01 5.56230020e-01 9.53059098e-01
-1.06978333e+00]
[ -4.04872569e-02 -1.33166509e-01 -1.52212773e-01 3.15671871e-01
-1.76310461e-01 2.35276431e-01 -7.30999983e-02 -2.09114230e-01
-2.42823692e-01 -4.08353615e-01 2.09882044e-01 5.47693469e-01
-5.32241776e-01]
[ 7.97359194e-02 -3.82051531e-01 -5.17723866e-02 5.67310173e-03
-1.13724319e-01 1.99455722e-01 6.55644160e-02 1.60454040e-01
-1.86000078e-01 -2.84414550e-02 -4.96748526e-02 3.61088575e-01
-3.05902368e-01]
[ 2.05753223e-01 -2.93464396e-01 -1.20051170e-01 -7.44969670e-02
-2.12822091e-01 1.22138814e-01 1.92901635e-02 -1.36374734e-01
-6.48109296e-02 -7.44409501e-02 -1.43220552e-01 -1.57868106e-01
-1.76130919e-01]
[ -1.34054659e-01 -8.05648854e-02 3.83068981e-02 -2.51220921e-01
-5.88138530e-02 -1.41162032e-01 4.36763300e-02 -1.00206551e-02
-9.26736750e-02 8.48745102e-03 -3.21608274e-01 -4.47554477e-01
-8.64461244e-02]
[ -1.40579465e-01 -1.36984444e-01 -6.81033865e-02 -2.79972128e-01
-3.46707070e-01 -2.88625853e-01 1.62381493e-01 1.41597146e-01
1.60152349e-02 1.21509100e-01 -2.65340265e-01 -8.28889388e-01
3.06224806e-02]
[ -1.46219244e-01 -2.49823090e-01 -3.00622484e-01 -6.74593845e-01
-2.99500193e-01 -2.08440866e-01 -2.52365432e-01 1.83685188e-02
1.30179766e-03 -4.57567224e-01 -5.60613169e-01 -5.95619766e-01
-8.74314468e-01]
[ -1.22062712e-01 1.31061588e-01 1.48874130e-02 1.00941613e-01
-2.04787507e-01 -1.74902020e-01 -1.51313158e-01 9.65619518e-03
-1.35921800e-01 -1.59370492e-01 -1.36507886e-01 -3.84686448e-01
-7.39539489e-03]
[ -3.60997499e-01 -1.17776291e-01 -2.73033107e-01 2.53779174e-01
-1.99560229e-01 -2.31784015e-01 -9.73733425e-02 -1.04785866e-01
2.10050802e-02 2.01484798e-02 9.17839287e-02 -3.08815317e-01
1.16707275e-01]
[ -1.29928448e-01 -4.52637162e-02 -2.54789904e-01 1.17511352e-01
-2.25385200e-01 -2.79254784e-01 -3.63212671e-01 -2.32812035e-02
1.53695222e-02 -1.19673224e-01 -2.24415132e-01 -2.85558724e-01
3.41215644e-02]
[ -2.38437274e-01 -5.30955036e-01 -3.40213498e-01 -1.60106417e-01
-3.20822924e-01 -2.32135071e-01 -7.96244012e-02 -2.58267138e-01
4.03016506e-02 -2.50487799e-01 -9.41630799e-02 -2.79018422e-01
-4.32851725e-02]
[ -2.18665417e-01 -2.96670345e-01 -3.19847069e-01 -1.00875419e-01
-9.06968934e-02 -1.50146198e-01 -7.03754424e-02 2.50673453e-02
-1.92746429e-01 -4.94931122e-01 -2.40496633e-01 -2.15229706e-01
8.11142062e-03]
[ -1.04082513e-01 -1.08861599e-02 -2.41456337e-01 -7.42709524e-01
-2.63990858e-01 -2.59138591e-01 1.89953345e-02 -4.48919798e-01
1.15525851e-01 -1.64915259e-01 -5.41074644e-01 -3.01952561e-01
-7.99879696e-01]]
Progress: 24.1% ... Training loss: 0.223 ... Validation loss: 0.401[[-0.19592075]
[ 0.26137826]
[-0.13287541]
[ 1.06404849]
[ 0.27748197]
[-0.03745335]
[-0.83344172]
[-0.88084872]
[-0.60632447]
[-0.90296295]
[ 1.24075261]
[ 2.99173234]
[-2.03770957]]
[[ -5.28935465e-01 -4.91462676e-01 -5.90273596e-01 -5.20731749e-02
-2.92452861e-01 -5.94344447e-01 -8.56016499e-02 -2.56132922e-01
-3.73590136e-01 -3.42365418e-01 2.49227967e-01 9.56212657e-01
2.34317116e-01]
[ 8.25211402e-03 -1.39546176e-01 5.00786378e-02 -8.04844769e-02
-4.32870168e-02 5.86344463e-02 -1.13338630e-01 2.08539354e-01
-1.39912255e-01 -1.80282958e-01 -1.05201945e-01 -1.59231712e-01
5.44782679e-02]
[ -2.56061338e-01 1.36086391e-01 -2.92160955e-02 1.32114415e-01
7.82372646e-02 -1.29918957e-01 -1.11772722e-02 -1.59799965e-01
2.61926646e-01 -3.57590743e-01 1.66931096e-01 6.62442980e-01
8.12610988e-01]
[ 2.23499522e-01 -2.40161489e-01 -2.77735869e-01 5.50808473e-02
-2.78455838e-01 8.41691926e-03 2.52313147e-01 -5.08852369e-01
2.21753905e-01 -2.15495937e-01 -1.74740175e-01 -3.02583622e-01
-2.27840223e-01]
[ 1.34584938e-01 -3.05276386e-04 1.15309063e-01 -1.17951423e-01
-3.07961840e-02 7.36234799e-02 -1.09620475e-01 -1.15140562e-01
9.48135837e-02 2.25486094e-01 3.40474526e-02 -1.17244327e-01
-1.53747923e-01]
[ -4.80449349e-01 -6.08903102e-01 -6.02028224e-01 -6.19578076e-01
-5.89652427e-01 -5.64170784e-01 -3.18356004e-01 -1.48409869e-01
-4.45449152e-01 -2.29585771e-01 -5.50274888e-01 -7.87530107e-01
-5.89736179e-01]
[ -4.14444113e-01 -5.91399193e-01 -3.23275288e-01 -3.98637932e-01
-4.16305360e-01 -5.62683907e-01 -4.17733662e-01 -4.73992919e-01
-2.92359635e-01 -1.18857530e-01 -4.48535606e-01 -4.13345882e-01
-4.62575851e-01]
[ -3.42099255e-01 -3.43610744e-01 -4.83946546e-01 -1.65281422e-01
-3.18361797e-01 -4.23989170e-01 -3.00956393e-01 -2.66324954e-01
-3.04042521e-01 -5.54648140e-01 -2.82175664e-01 -7.43708963e-01
-5.09949786e-01]
[ -4.69719855e-01 -3.45745049e-01 -3.82333316e-01 -1.88431354e-01
-3.34663858e-01 -2.17202978e-01 -6.25880100e-02 -4.39677399e-01
-2.60335077e-01 -4.51940576e-01 -1.56901923e-01 -2.34946058e-01
-1.98258343e-01]
[ -9.52728340e-01 -9.50478182e-01 -9.83227501e-01 -7.46745035e-01
-1.04008179e+00 -9.87372352e-01 -5.58791235e-01 -5.84283963e-01
-7.32986784e-01 -5.56475608e-01 -7.54003586e-01 -6.61518565e-01
-7.68643120e-01]
[ -5.16256584e-01 -2.65034769e-01 -4.73285412e-01 -3.34241289e-01
-3.43531582e-01 -3.63353692e-01 -6.10992880e-01 -6.12494485e-01
-6.64619476e-01 -1.20025267e-01 -4.96490823e-01 -6.93647245e-01
-5.59848256e-01]
[ -1.16496230e-01 2.41226266e-02 -3.41321901e-01 -4.45075457e-01
-1.04577183e-01 -7.39554944e-02 -1.87591489e-01 -3.74175867e-01
-1.63855422e-01 8.03007111e-02 -4.66807719e-01 -9.84493675e-01
-5.50689890e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57135685e-01 -1.19680678e-01 1.63885193e-01 -2.87501456e-01
-1.31397967e-01 1.13254757e-01 -1.21227881e-01 1.29997349e-02
-8.08800670e-02 6.91449055e-02 -1.90408580e-01 -3.95416904e-01
-2.10421383e-02]
[ -8.54263290e-02 -2.65573077e-01 -1.80166499e-01 -2.91835698e-01
-4.78587344e-01 -8.59061294e-02 -4.92671380e-02 4.52298797e-03
-6.14980255e-02 1.53881258e-02 -2.22316593e-01 -3.62790639e-01
-2.68088012e-01]
[ -6.84743099e-02 -2.11073031e-02 -2.30910308e-01 -2.66463966e-01
1.21359610e-01 -1.61951233e-01 -1.68677828e-01 1.10041258e-01
-4.38248059e-03 9.44695826e-02 -1.98113756e-01 8.74854897e-03
-7.13560507e-02]
[ 3.67696726e-02 -1.66722369e-01 -1.49000497e-01 -8.64173458e-02
-1.24274455e-01 -1.06638222e-01 1.10995496e-01 -1.47485975e-01
-1.09552652e-02 2.01455806e-02 -2.71787873e-02 -1.44289965e-01
1.21505340e-02]
[ -2.89801995e-01 -1.41736197e-01 -7.68071472e-02 -1.02838686e-01
-3.01758845e-01 -2.75024769e-01 -3.75739859e-01 2.22366160e-02
-3.21642375e-01 -2.20139195e-01 1.79486321e-01 -5.85305052e-02
1.97856759e-01]
[ -2.26781280e-01 -1.22431910e-01 -9.19303273e-02 -3.37460276e-02
-8.32734288e-02 -1.19254936e-01 -7.85294626e-02 1.97568507e-02
-1.39000517e-01 -6.94587832e-02 1.83146340e-02 -1.84264241e-01
-7.50936243e-02]
[ -1.69585172e-01 -6.98062690e-02 -2.28859695e-01 -2.86655976e-01
-1.57237360e-01 -2.04268955e-01 -3.24348635e-01 -1.04935289e-01
1.34676418e-01 -2.15299514e-01 -3.60816870e-01 -2.90546916e-01
-2.91771550e-01]
[ -3.71168383e-01 -6.24432299e-02 -1.50809107e-01 -1.35935620e-01
-4.92086520e-02 -3.13206176e-01 2.86912263e-02 -9.07648300e-02
-1.23461513e-01 6.04768441e-02 8.18533568e-03 -2.96790176e-01
-3.13315571e-01]
[ -1.67503795e-01 -1.44742160e-01 -5.19080999e-02 -1.61529123e-01
-1.28711919e-01 -2.95675167e-01 -3.23219646e-03 -1.42919586e-01
-2.22324170e-01 3.30006524e-02 2.12573179e-01 -5.75880312e-02
-1.68658758e-01]
[ -1.32518065e-01 -1.72460701e-01 -1.13942851e-01 -2.77750807e-01
9.35541034e-02 -1.78729254e-02 -1.82453891e-01 -1.65248875e-01
1.11439497e-01 -9.66470766e-02 -1.21885202e-01 -6.68610312e-02
-3.27475982e-01]
[ -4.32992106e-02 -3.38531530e-02 -1.49483573e-01 -6.93250924e-02
-2.28914639e-01 6.27748617e-02 -6.99178229e-02 -4.45343166e-02
-2.29156968e-01 -9.08615778e-02 -1.03556083e-01 -3.70761918e-01
-1.95303517e-01]
[ -7.16607800e-02 2.53281382e-02 -1.29198424e-01 -3.13341649e-01
1.21757905e-01 2.02564449e-02 -2.11446508e-01 -1.53052874e-01
1.21999153e-01 -6.14466916e-02 -2.81782998e-01 -2.55351138e-01
-3.05751787e-01]
[ 7.84253668e-02 -3.08845084e-01 -8.44284687e-02 -4.54848042e-01
-2.22776959e-01 -8.95347942e-02 6.47095704e-02 9.73601773e-02
-1.26691873e-02 2.98841009e-01 -5.34257329e-01 -8.16836918e-01
4.41070147e-01]
[ -2.22687774e-01 -2.45125308e-01 -1.31619347e-01 -3.13603794e-01
-3.01456468e-01 -9.35447467e-02 2.07352848e-01 4.22190256e-02
2.88944872e-01 4.07745194e-02 -4.19246799e-01 -1.02229966e+00
6.47542671e-01]
[ -1.39341471e-02 -1.87542254e-01 2.18045524e-02 -3.18222234e-01
-1.71930832e-01 1.65581513e-01 2.05664610e-01 2.62128109e-01
-2.67270324e-02 2.38942048e-01 -2.39220426e-01 -1.09585478e+00
7.48304535e-01]
[ 1.02997194e-03 -4.51660473e-02 -1.24739644e-01 -1.38455673e-01
-1.79931776e-01 -4.70976190e-02 3.05426260e-01 1.70320747e-01
2.58032983e-01 3.73878138e-01 -4.99142128e-01 -1.02140379e+00
7.81371468e-01]
[ -8.26349913e-02 -2.80182506e-01 5.91218925e-02 -3.69772830e-01
-1.50234549e-01 1.16860197e-01 3.77525052e-01 1.44578876e-01
-6.23186769e-02 1.71600464e-01 -5.73367300e-01 -1.01529079e+00
8.79533601e-01]
[ 1.21797349e-01 -9.01878487e-02 1.62913824e-02 -1.86134327e-01
-8.36714515e-02 -1.82192596e-02 2.69793764e-01 3.82746430e-01
4.24062679e-01 2.75377046e-01 -5.70676407e-01 -9.44110355e-01
5.97620127e-01]
[ -3.65841109e-03 -1.38052801e-01 2.21152900e-02 9.81318424e-03
-9.20466701e-02 -2.83410421e-01 7.19742650e-02 3.51992435e-01
2.09393654e-03 1.19673430e-01 -2.70292732e-01 -7.94438713e-01
2.74067511e-01]
[ 8.44434240e-02 1.04953647e-01 5.17537767e-03 1.51514580e-01
-9.10597606e-02 -5.90047524e-02 -1.77006110e-01 -1.35294007e-01
-2.59467267e-01 -1.30625501e-01 -1.17056642e-01 2.51891362e-01
-3.09890203e-01]
[ 4.26732743e-02 -1.03618688e-01 1.45385861e-01 3.34547629e-01
2.48076258e-01 8.59181340e-03 -3.96703952e-01 -3.49728361e-01
-5.77700942e-02 -5.43317992e-01 2.39341561e-01 1.01768830e+00
-6.57503778e-01]
[ 2.99140877e-02 7.92657597e-02 -2.13734013e-01 8.07663893e-02
3.40656372e-02 -2.20292543e-03 -1.82769532e-01 -3.44886977e-01
-2.87264039e-01 -2.25978455e-01 -3.14276999e-02 -7.24469877e-02
-2.03978806e-01]
[ -6.11529360e-02 -2.10239550e-01 6.04838214e-02 5.93394327e-02
-1.31898620e-01 -1.35448038e-01 4.18139613e-03 -3.42131127e-02
5.61577550e-02 -3.88477358e-01 -3.37233725e-01 -2.60193556e-01
5.22549936e-02]
[ 6.30526574e-03 -2.68847134e-01 5.37274144e-02 -2.89390654e-01
-1.91339633e-01 -2.32893438e-01 -2.89239666e-01 5.99040762e-03
-3.18529138e-02 5.78204355e-02 -1.94292529e-01 1.91834443e-01
-4.24800755e-03]
[ 1.65056047e-01 5.61074383e-02 -1.07789669e-01 -2.72677138e-01
-5.62386418e-02 -1.03153954e-01 -2.16163042e-01 -2.40615719e-02
-2.08984654e-01 -2.62911152e-01 -1.98806417e-01 4.13414561e-01
-7.64523264e-02]
[ -1.77300730e-01 -1.80431009e-01 -1.14744648e-01 -2.68818811e-01
-5.09546070e-02 2.55936496e-02 -2.03967277e-01 -2.51323653e-01
-1.45250692e-01 -6.41342180e-02 -2.39792325e-01 2.25838958e-01
-1.33425132e-01]
[ -4.16799241e-02 -2.05611953e-01 -1.65091614e-01 -2.66084718e-01
-4.75287433e-02 4.19300204e-02 -7.23634667e-02 -8.42539799e-02
-2.41466174e-01 -3.26924582e-01 -5.67676507e-02 8.84759174e-02
-1.90029518e-02]
[ 1.08014892e-01 8.32616968e-02 -1.38234004e-02 -2.18725483e-01
-3.23547655e-01 6.57346596e-03 -1.88113666e-01 -3.09978852e-01
-3.25844926e-01 -8.83240875e-03 -1.28488298e-01 1.59621715e-01
-3.74261585e-02]
[ -6.25238442e-02 -9.97942827e-03 -2.84948768e-01 -2.60130897e-02
6.95967211e-02 1.55127299e-01 -2.44006647e-01 -1.86613112e-01
-5.43389833e-02 -6.26587660e-02 1.80361534e-01 6.52044627e-01
-1.15211306e-01]
[ 1.21735865e-01 3.44837672e-01 -2.00922657e-01 7.43953520e-01
1.21892596e-01 3.67303971e-04 -2.48449525e-01 -4.12419671e-01
-2.49988302e-01 -3.63534988e-01 7.67389713e-01 9.78639843e-01
-1.15071427e+00]
[ -1.80159974e-02 1.78330229e-01 5.09716958e-02 3.09153518e-01
2.77119024e-03 -6.70882629e-02 -3.03749925e-01 -3.68640963e-01
-2.96185144e-01 -2.52752084e-01 5.63885174e-01 9.70227667e-01
-1.07573209e+00]
[ -4.05249690e-02 -1.33011475e-01 -1.52257280e-01 3.16970086e-01
-1.76142556e-01 2.35271396e-01 -7.37348611e-02 -2.09620414e-01
-2.43331205e-01 -4.08683209e-01 2.11545181e-01 5.51812030e-01
-5.35173080e-01]
[ 7.99116051e-02 -3.82246972e-01 -5.16389275e-02 4.61096835e-03
-1.13971145e-01 1.99487101e-01 6.66037567e-02 1.62083348e-01
-1.85449760e-01 -2.69536858e-02 -5.13633561e-02 3.56807668e-01
-3.04252980e-01]
[ 2.05772210e-01 -2.93470329e-01 -1.20046121e-01 -7.46166766e-02
-2.12862505e-01 1.22141635e-01 1.94056422e-02 -1.36209867e-01
-6.47569797e-02 -7.42092144e-02 -1.43518402e-01 -1.59048209e-01
-1.75591431e-01]
[ -1.34006610e-01 -8.06469165e-02 3.83426032e-02 -2.51458871e-01
-5.89154562e-02 -1.41154813e-01 4.40863619e-02 -9.34409268e-03
-9.24490360e-02 9.04164969e-03 -3.22068379e-01 -4.48995712e-01
-8.58694191e-02]
[ -1.40471787e-01 -1.37065038e-01 -6.80643933e-02 -2.80410956e-01
-3.46772626e-01 -2.88612626e-01 1.63148557e-01 1.42252677e-01
1.64298912e-02 1.22272509e-01 -2.65849113e-01 -8.29174676e-01
3.11762625e-02]
[ -1.46562159e-01 -2.48884632e-01 -3.00931649e-01 -6.71799972e-01
-2.98588039e-01 -2.08509915e-01 -2.54597645e-01 1.51660215e-02
-8.13685920e-04 -4.58998628e-01 -5.55572545e-01 -5.76515596e-01
-8.83747051e-01]
[ -1.21839285e-01 1.30675984e-01 1.52197250e-02 9.85122845e-02
-2.05242498e-01 -1.74864209e-01 -1.50074565e-01 1.31825993e-02
-1.35196821e-01 -1.57043524e-01 -1.40366180e-01 -3.95727583e-01
-3.03105048e-03]
[ -3.60819501e-01 -1.18284376e-01 -2.72780271e-01 2.52334350e-01
-1.99969782e-01 -2.31746969e-01 -9.63173884e-02 -1.01342521e-01
2.18337417e-02 2.23886421e-02 8.91142061e-02 -3.13753086e-01
1.22438176e-01]
[ -1.29653706e-01 -4.56481729e-02 -2.54559063e-01 1.15134363e-01
-2.25737306e-01 -2.79215622e-01 -3.61595548e-01 -2.06275668e-02
1.69854806e-02 -1.16910155e-01 -2.27636025e-01 -2.92759547e-01
4.26335828e-02]
[ -2.38068582e-01 -5.31269162e-01 -3.40054217e-01 -1.61249096e-01
-3.21134186e-01 -2.32075798e-01 -7.76978778e-02 -2.56738807e-01
4.21088538e-02 -2.48381718e-01 -9.56217987e-02 -2.83789838e-01
-3.85706765e-02]
[ -2.18815676e-01 -2.96488918e-01 -3.19910074e-01 -9.93796393e-02
-9.04987851e-02 -1.50155007e-01 -7.06651227e-02 2.49231988e-02
-1.93104050e-01 -4.95368120e-01 -2.38914240e-01 -2.13452889e-01
8.26786150e-03]
[ -1.03398980e-01 -1.14030341e-02 -2.41243342e-01 -7.44968553e-01
-2.64367472e-01 -2.59071316e-01 2.27125549e-02 -4.47313142e-01
1.18030943e-01 -1.62074249e-01 -5.43067177e-01 -3.04831349e-01
-7.97914805e-01]]
Progress: 24.2% ... Training loss: 0.220 ... Validation loss: 0.388[[-0.20459344]
[ 0.25265309]
[-0.13429337]
[ 1.05281399]
[ 0.27164668]
[-0.04448276]
[-0.84502627]
[-0.8773634 ]
[-0.6154626 ]
[-0.90085731]
[ 1.23682573]
[ 2.99448521]
[-2.04415404]]
[[ -5.28665563e-01 -4.91398290e-01 -5.90446570e-01 -5.28920763e-02
-2.92171348e-01 -5.94327664e-01 -8.34366206e-02 -2.57717228e-01
-3.73096096e-01 -3.43667821e-01 2.52041438e-01 9.68962515e-01
2.33063330e-01]
[ 8.26851913e-03 -1.39572431e-01 5.00935753e-02 -8.06214259e-02
-4.33072175e-02 5.86373124e-02 -1.13161917e-01 2.08799754e-01
-1.39863046e-01 -1.80071422e-01 -1.05386315e-01 -1.59518348e-01
5.48203186e-02]
[ -2.55894000e-01 1.34567387e-01 -2.87890230e-02 1.24435211e-01
7.68432282e-02 -1.29859717e-01 -8.04317065e-03 -1.54751505e-01
2.64366082e-01 -3.57461908e-01 1.59379814e-01 6.40355112e-01
8.24602141e-01]
[ 2.25926757e-01 -2.43168607e-01 -2.76487988e-01 4.16067528e-02
-2.81755599e-01 8.82368479e-03 2.64686084e-01 -4.96549871e-01
2.29864302e-01 -2.00463327e-01 -1.94293463e-01 -3.54123834e-01
-2.10710962e-01]
[ 1.33721388e-01 1.84264913e-03 1.14559415e-01 -1.05726911e-01
-2.87186653e-02 7.34612463e-02 -1.17131688e-01 -1.24333545e-01
8.99985333e-02 2.19157771e-01 5.00236211e-02 -7.60977242e-02
-1.70365029e-01]
[ -4.80366226e-01 -6.08755774e-01 -6.02111465e-01 -6.19387408e-01
-5.89424158e-01 -5.64174686e-01 -3.18388969e-01 -1.50678829e-01
-4.45549739e-01 -2.30820629e-01 -5.48879412e-01 -7.80375309e-01
-5.92718604e-01]
[ -4.15173527e-01 -5.89984160e-01 -3.24085819e-01 -3.91958416e-01
-4.14769527e-01 -5.62839869e-01 -4.22354703e-01 -4.81370722e-01
-2.96594463e-01 -1.25439122e-01 -4.37686266e-01 -3.85969036e-01
-4.80579065e-01]
[ -3.41312893e-01 -3.45226293e-01 -4.83361608e-01 -1.73776660e-01
-3.19982471e-01 -4.23860886e-01 -2.94684496e-01 -2.60657454e-01
-2.99297165e-01 -5.51423595e-01 -2.92634922e-01 -7.75936205e-01
-4.94587000e-01]
[ -4.68746697e-01 -3.47134722e-01 -3.81850432e-01 -1.94046777e-01
-3.35953698e-01 -2.17003185e-01 -5.80505691e-02 -4.36855810e-01
-2.56929117e-01 -4.47697938e-01 -1.63820130e-01 -2.47690253e-01
-1.92582770e-01]
[ -9.52861295e-01 -9.50152059e-01 -9.83616653e-01 -7.45929535e-01
-1.03954490e+00 -9.87425842e-01 -5.57979697e-01 -5.89416664e-01
-7.32868372e-01 -5.62393581e-01 -7.49656916e-01 -6.50294333e-01
-7.73642633e-01]
[ -5.15483579e-01 -2.66092492e-01 -4.72905583e-01 -3.39278507e-01
-3.44567139e-01 -3.63225174e-01 -6.07128681e-01 -6.09045158e-01
-6.62178452e-01 -1.16346664e-01 -5.01817366e-01 -7.07391684e-01
-5.54180838e-01]
[ -1.16023051e-01 2.34113649e-02 -3.41138530e-01 -4.48094216e-01
-1.05224926e-01 -7.38623086e-02 -1.86111894e-01 -3.73650167e-01
-1.62598955e-01 8.21908133e-02 -4.70960494e-01 -9.92413262e-01
-5.51305076e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57041094e-01 -1.19812210e-01 1.63897191e-01 -2.88072101e-01
-1.31491590e-01 1.13268178e-01 -1.21058930e-01 1.31169880e-02
-8.08546279e-02 6.93438961e-02 -1.91078785e-01 -3.96544283e-01
-2.13063119e-02]
[ -8.54358245e-02 -2.65554921e-01 -1.80189803e-01 -2.92070537e-01
-4.78593304e-01 -8.59114896e-02 -4.91269253e-02 4.62679121e-03
-6.15453918e-02 1.54367130e-02 -2.22450460e-01 -3.62938052e-01
-2.67728814e-01]
[ -6.86297221e-02 -2.07517424e-02 -2.31026825e-01 -2.65280321e-01
1.21744897e-01 -1.61979627e-01 -1.69070141e-01 1.07879471e-01
-4.72513883e-03 9.28148959e-02 -1.95839213e-01 1.62609021e-02
-7.26885374e-02]
[ 3.67323536e-02 -1.66629557e-01 -1.49045476e-01 -8.64332505e-02
-1.24157567e-01 -1.06653848e-01 1.11113217e-01 -1.47781058e-01
-1.10826734e-02 2.02563015e-02 -2.71712507e-02 -1.44372604e-01
1.22798582e-02]
[ -2.90355864e-01 -1.41043684e-01 -7.72416404e-02 -9.89684522e-02
-3.01061594e-01 -2.75123755e-01 -3.79044249e-01 1.86207947e-02
-3.24249560e-01 -2.23646934e-01 1.85096071e-01 -4.37698833e-02
1.87046896e-01]
[ -2.27078187e-01 -1.21667758e-01 -9.23066731e-02 -3.02176771e-02
-8.24240131e-02 -1.19320199e-01 -8.12112608e-02 1.57677612e-02
-1.41186514e-01 -7.34695913e-02 2.38844298e-02 -1.71421278e-01
-8.44160570e-02]
[ -1.69546718e-01 -7.01002277e-02 -2.28797218e-01 -2.88469719e-01
-1.57537724e-01 -2.04257039e-01 -3.23585188e-01 -1.03577439e-01
1.35417244e-01 -2.14801236e-01 -3.62990665e-01 -2.95567339e-01
-2.87638012e-01]
[ -3.70869115e-01 -6.34255618e-02 -1.50457026e-01 -1.40913693e-01
-5.01527997e-02 -3.13137235e-01 3.13848493e-02 -8.72508457e-02
-1.21598528e-01 6.25740922e-02 2.64564640e-03 -3.12702182e-01
-3.05222279e-01]
[ -1.66988645e-01 -1.45116831e-01 -5.17433522e-02 -1.63481954e-01
-1.29098731e-01 -2.95617895e-01 -4.71556596e-05 -1.42147097e-01
-2.19982778e-01 3.37549770e-02 2.10094227e-01 -6.72176734e-02
-1.65325612e-01]
[ -1.32152573e-01 -1.73103520e-01 -1.13684462e-01 -2.80088356e-01
9.29021925e-02 -1.77915954e-02 -1.80476745e-01 -1.63533313e-01
1.12993890e-01 -9.47501637e-02 -1.24985266e-01 -7.45370462e-02
-3.24054326e-01]
[ -4.27383168e-02 -3.45361153e-02 -1.49282321e-01 -7.25284006e-02
-2.29488976e-01 6.28838654e-02 -6.73267114e-02 -4.32994315e-02
-2.27470813e-01 -8.87405510e-02 -1.07235117e-01 -3.75675789e-01
-1.93272077e-01]
[ -7.13683973e-02 2.50703580e-02 -1.29079680e-01 -3.14057464e-01
1.21519806e-01 2.02964050e-02 -2.10549927e-01 -1.52964595e-01
1.22914480e-01 -6.03488140e-02 -2.82601666e-01 -2.56397482e-01
-3.05471703e-01]
[ 7.84772409e-02 -3.08900023e-01 -8.44041070e-02 -4.55119817e-01
-2.22836990e-01 -8.95264063e-02 6.50349631e-02 9.75877195e-02
-1.24370506e-02 2.99152500e-01 -5.34548809e-01 -8.17364486e-01
4.41787775e-01]
[ -2.22783868e-01 -2.44976818e-01 -1.31687865e-01 -3.13107431e-01
-3.01313976e-01 -9.35611676e-02 2.06551104e-01 4.16159369e-02
2.88297132e-01 4.02161094e-02 -4.18706583e-01 -1.02130346e+00
6.45722080e-01]
[ -1.40618295e-02 -1.87416118e-01 2.17435600e-02 -3.17830290e-01
-1.71823122e-01 1.65558815e-01 2.05212833e-01 2.61754345e-01
-2.70724675e-02 2.38353050e-01 -2.38781300e-01 -1.09615240e+00
7.47296185e-01]
[ 7.91397805e-04 -4.48754578e-02 -1.24864695e-01 -1.37280316e-01
-1.79692719e-01 -4.71405761e-02 3.04424035e-01 1.69413638e-01
2.57258019e-01 3.72608522e-01 -4.98216935e-01 -1.02139787e+00
7.78887962e-01]
[ -8.25912555e-02 -2.80217801e-01 5.91280605e-02 -3.69902116e-01
-1.50300450e-01 1.16860629e-01 3.78138622e-01 1.44749227e-01
-6.19880305e-02 1.72066915e-01 -5.73661054e-01 -1.01737661e+00
8.80862039e-01]
[ 1.21746426e-01 -9.00976170e-02 1.62193332e-02 -1.85677739e-01
-8.35374923e-02 -1.82321312e-02 2.69452484e-01 3.82114340e-01
4.23753976e-01 2.74721039e-01 -5.70254440e-01 -9.43099827e-01
5.96007472e-01]
[ -3.53327015e-03 -1.38167151e-01 2.21876212e-02 9.23228448e-03
-9.22061451e-02 -2.83393861e-01 7.27813941e-02 3.53178650e-01
2.47953127e-03 1.20674981e-01 -2.71101841e-01 -7.96378054e-01
2.75239382e-01]
[ 8.50779878e-02 1.03855842e-01 5.55641635e-03 1.46824917e-01
-9.21195108e-02 -5.88903675e-02 -1.73806601e-01 -1.32575859e-01
-2.57007298e-01 -1.27743433e-01 -1.21869330e-01 2.38569594e-01
-3.03849106e-01]
[ 4.30688124e-02 -1.04105072e-01 1.45579402e-01 3.33304914e-01
2.47638169e-01 8.64783738e-03 -3.94711008e-01 -3.49393907e-01
-5.59843973e-02 -5.42358043e-01 2.37652643e-01 1.01193959e+00
-6.56951955e-01]
[ 2.99289358e-02 7.92906273e-02 -2.13733597e-01 8.08536848e-02
3.40751614e-02 -2.19949116e-03 -1.82744301e-01 -3.44865090e-01
-2.87262555e-01 -2.25900434e-01 -3.13495306e-02 -7.21847584e-02
-2.04132800e-01]
[ -6.11796641e-02 -2.10276483e-01 6.04949363e-02 5.92410184e-02
-1.31909747e-01 -1.35452346e-01 4.07219314e-03 -3.41198359e-02
5.61682294e-02 -3.88516726e-01 -3.37329511e-01 -2.60646441e-01
5.25410953e-02]
[ 6.27680877e-03 -2.68772047e-01 5.36706052e-02 -2.89063638e-01
-1.91239065e-01 -2.32892720e-01 -2.89955264e-01 5.13142379e-03
-3.22935818e-02 5.72516335e-02 -1.93074918e-01 1.96760656e-01
-7.18227229e-03]
[ 1.65463273e-01 5.55195141e-02 -1.07587018e-01 -2.76072510e-01
-5.68207239e-02 -1.03091904e-01 -2.13580821e-01 -2.14974900e-02
-2.07409982e-01 -2.61175608e-01 -2.02569188e-01 4.04051575e-01
-6.97139972e-02]
[ -1.77386493e-01 -1.80316425e-01 -1.14894011e-01 -2.69374307e-01
-5.07662636e-02 2.55754832e-02 -2.04110715e-01 -2.52931779e-01
-1.45511742e-01 -6.56644145e-02 -2.38736632e-01 2.32012010e-01
-1.35115988e-01]
[ -4.17504874e-02 -2.05570732e-01 -1.65147352e-01 -2.66306029e-01
-4.74724008e-02 4.19244450e-02 -7.24831562e-02 -8.47961893e-02
-2.41545809e-01 -3.27437108e-01 -5.69276287e-02 8.86841068e-02
-1.84309252e-02]
[ 1.08055026e-01 8.28711040e-02 -1.36759066e-02 -2.20782665e-01
-3.23870502e-01 6.59333891e-03 -1.87363244e-01 -3.09122777e-01
-3.25060992e-01 -8.70504698e-03 -1.31017174e-01 1.55742590e-01
-3.31168358e-02]
[ -6.26784263e-02 -9.63023190e-03 -2.85061723e-01 -2.53028920e-02
7.00763087e-02 1.55091950e-01 -2.45222281e-01 -1.89176067e-01
-5.52207114e-02 -6.46686978e-02 1.83144456e-01 6.61345790e-01
-1.18529972e-01]
[ 1.22157933e-01 3.44560277e-01 -2.00883623e-01 7.43299347e-01
1.21670469e-01 4.51121225e-04 -2.46783340e-01 -4.12298388e-01
-2.49128839e-01 -3.62900040e-01 7.66653247e-01 9.79688356e-01
-1.15214417e+00]
[ -1.79132921e-02 1.78238226e-01 5.09593182e-02 3.09813584e-01
2.69432510e-03 -6.70693900e-02 -3.03607835e-01 -3.69417123e-01
-2.95759136e-01 -2.53023498e-01 5.64449718e-01 9.70519634e-01
-1.07635334e+00]
[ -4.06991799e-02 -1.32810451e-01 -1.52337135e-01 3.18061782e-01
-1.75973099e-01 2.35240564e-01 -7.44148582e-02 -2.10099173e-01
-2.43904928e-01 -4.09330605e-01 2.12603859e-01 5.53911968e-01
-5.36647366e-01]
[ 8.00125024e-02 -3.82377950e-01 -5.15731446e-02 4.35124543e-03
-1.14163156e-01 1.99505644e-01 6.72874185e-02 1.63302235e-01
-1.85200256e-01 -2.57878938e-02 -5.20097537e-02 3.53590414e-01
-3.04011146e-01]
[ 2.05601726e-01 -2.93142038e-01 -1.20180223e-01 -7.29933692e-02
-2.12549566e-01 1.22106022e-01 1.81598140e-02 -1.37670972e-01
-6.57539190e-02 -7.53907040e-02 -1.41533293e-01 -1.54487206e-01
-1.79090925e-01]
[ -1.34058090e-01 -8.05458755e-02 3.83004864e-02 -2.50942560e-01
-5.87980594e-02 -1.41165611e-01 4.35200906e-02 -9.80370431e-03
-9.28069510e-02 8.67224401e-03 -3.21439165e-01 -4.47478214e-01
-8.70856957e-02]
[ -1.40421747e-01 -1.37094060e-01 -6.80643502e-02 -2.81031566e-01
-3.46786110e-01 -2.88611922e-01 1.63908217e-01 1.42846763e-01
1.68147101e-02 1.22763626e-01 -2.66853981e-01 -8.31183829e-01
3.25346025e-02]
[ -1.46297514e-01 -2.49049252e-01 -3.00981299e-01 -6.73664541e-01
-2.98481689e-01 -2.08495169e-01 -2.53608941e-01 1.37225429e-02
-9.43826495e-04 -4.59628989e-01 -5.54412938e-01 -5.68518600e-01
-8.88561989e-01]
[ -1.22212057e-01 1.31143757e-01 1.49691517e-02 1.01284113e-01
-2.04767270e-01 -1.74921636e-01 -1.51241258e-01 1.14261515e-02
-1.36265723e-01 -1.59795836e-01 -1.37114178e-01 -3.90643547e-01
-5.41125188e-03]
[ -3.60433339e-01 -1.18763985e-01 -2.72699571e-01 2.50615146e-01
-2.00382745e-01 -2.31668507e-01 -9.44436179e-02 -1.00583904e-01
2.35832342e-02 2.36384051e-02 8.66040330e-02 -3.18936378e-01
1.25279558e-01]
[ -1.29290617e-01 -4.64215789e-02 -2.54278116e-01 1.11663491e-01
-2.26487620e-01 -2.79151826e-01 -3.59787758e-01 -1.84266269e-02
1.87351836e-02 -1.14589182e-01 -2.31791323e-01 -3.02255032e-01
4.91022763e-02]
[ -2.37868263e-01 -5.31698582e-01 -3.39951729e-01 -1.63282687e-01
-3.21553240e-01 -2.32025789e-01 -7.62673370e-02 -2.56084032e-01
4.30707389e-02 -2.47692760e-01 -9.84176347e-02 -2.89315078e-01
-3.54732672e-02]
[ -2.18981832e-01 -2.96368092e-01 -3.20038902e-01 -9.86786607e-02
-9.02591999e-02 -1.50196191e-01 -7.12963022e-02 2.35120659e-02
-1.93627186e-01 -4.97025897e-01 -2.37983173e-01 -2.12534276e-01
7.39170572e-03]
[ -1.02961038e-01 -1.15874397e-02 -2.41104378e-01 -7.46593602e-01
-2.64752718e-01 -2.59011505e-01 2.45649536e-02 -4.47474089e-01
1.19107943e-01 -1.61642760e-01 -5.44081193e-01 -3.09066771e-01
-8.02198275e-01]]
Progress: 24.2% ... Training loss: 0.223 ... Validation loss: 0.386[[-0.19716953]
[ 0.25989501]
[-0.12983143]
[ 1.06922614]
[ 0.27921817]
[-0.0368138 ]
[-0.82950776]
[-0.87435952]
[-0.59896264]
[-0.90179302]
[ 1.24618293]
[ 3.0000599 ]
[-2.03510645]]
[[ -5.29204403e-01 -4.91032761e-01 -5.90474748e-01 -4.92201125e-02
-2.91663433e-01 -5.94434880e-01 -8.61761607e-02 -2.55010636e-01
-3.75332875e-01 -3.41854778e-01 2.52834289e-01 9.76052598e-01
2.35655112e-01]
[ 8.20728867e-03 -1.39489830e-01 5.00377331e-02 -8.04331477e-02
-4.32335139e-02 5.86198264e-02 -1.13365237e-01 2.08516738e-01
-1.40006665e-01 -1.80358476e-01 -1.05187566e-01 -1.59625406e-01
5.40754272e-02]
[ -2.57333509e-01 1.37323543e-01 -2.95683298e-02 1.35755274e-01
7.93488002e-02 -1.30160766e-01 -1.85450142e-02 -1.65586404e-01
2.56136868e-01 -3.64285542e-01 1.74650796e-01 6.81552303e-01
7.97338982e-01]
[ 2.23920446e-01 -2.40124983e-01 -2.77890704e-01 5.54541842e-02
-2.78289957e-01 8.44052373e-03 2.55610730e-01 -5.09576546e-01
2.23239281e-01 -2.16762811e-01 -1.69939227e-01 -2.98184768e-01
-2.33643371e-01]
[ 1.35605110e-01 -1.15071096e-03 1.15929034e-01 -1.15450617e-01
-3.15227081e-02 7.38894713e-02 -1.09286912e-01 -1.10527737e-01
9.67316441e-02 2.32250677e-01 3.43568136e-02 -1.10810718e-01
-1.48222621e-01]
[ -4.79895552e-01 -6.09229151e-01 -6.01976910e-01 -6.20173520e-01
-5.89786105e-01 -5.64104407e-01 -3.16640527e-01 -1.47817958e-01
-4.44232639e-01 -2.28016534e-01 -5.52145717e-01 -7.88844895e-01
-5.93332248e-01]
[ -4.15332448e-01 -5.90655519e-01 -3.23816436e-01 -3.94065406e-01
-4.15529113e-01 -5.62826587e-01 -4.22092799e-01 -4.78043864e-01
-2.96651006e-01 -1.22968682e-01 -4.43861013e-01 -3.98051658e-01
-4.71679735e-01]
[ -3.42079630e-01 -3.43717140e-01 -4.83886265e-01 -1.66621170e-01
-3.18449279e-01 -4.24022989e-01 -3.01248284e-01 -2.66910408e-01
-3.04351389e-01 -5.54709645e-01 -2.83183302e-01 -7.48386248e-01
-5.13291486e-01]
[ -4.69529388e-01 -3.46021055e-01 -3.82248783e-01 -1.88184443e-01
-3.34718049e-01 -2.17200276e-01 -6.20354334e-02 -4.39325096e-01
-2.59778847e-01 -4.50664926e-01 -1.58345493e-01 -2.35391709e-01
-1.98051793e-01]
[ -9.52718772e-01 -9.50481618e-01 -9.83391226e-01 -7.45467908e-01
-1.03993612e+00 -9.87402806e-01 -5.59032138e-01 -5.86733985e-01
-7.34621572e-01 -5.56995572e-01 -7.55498856e-01 -6.56308194e-01
-7.76929690e-01]
[ -5.16532038e-01 -2.64726616e-01 -4.73522905e-01 -3.31524134e-01
-3.43006873e-01 -3.63462794e-01 -6.12459391e-01 -6.12961375e-01
-6.65615559e-01 -1.21607617e-01 -4.93359739e-01 -6.88427074e-01
-5.61441154e-01]
[ -1.16354790e-01 2.38531315e-02 -3.41265705e-01 -4.46185494e-01
-1.04746660e-01 -7.39233588e-02 -1.88267049e-01 -3.74951140e-01
-1.64052046e-01 8.10752558e-02 -4.68090976e-01 -9.86067718e-01
-5.56645526e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57147429e-01 -1.19651937e-01 1.63788399e-01 -2.86800984e-01
-1.31266792e-01 1.13243993e-01 -1.21665191e-01 1.21004570e-02
-8.11035364e-02 6.85834579e-02 -1.89994567e-01 -3.94201938e-01
-2.23641100e-02]
[ -8.51293595e-02 -2.65785194e-01 -1.80116943e-01 -2.93119395e-01
-4.78762231e-01 -8.58737133e-02 -4.79358014e-02 6.27220905e-03
-6.08475188e-02 1.69318641e-02 -2.24681380e-01 -3.68563971e-01
-2.68573311e-01]
[ -6.81994671e-02 -2.15347691e-02 -2.30664585e-01 -2.68657056e-01
1.20813280e-01 -1.61890740e-01 -1.67139802e-01 1.11982027e-01
-3.37362274e-03 9.67257800e-02 -2.01155121e-01 2.35211643e-03
-6.77698677e-02]
[ 3.62758865e-02 -1.66532995e-01 -1.49187048e-01 -8.47481731e-02
-1.23853627e-01 -1.06708548e-01 1.09381312e-01 -1.48777818e-01
-1.22533650e-02 1.85382335e-02 -2.53224419e-02 -1.37521791e-01
1.33807210e-02]
[ -2.90079580e-01 -1.41639336e-01 -7.68867735e-02 -1.02886838e-01
-3.01857465e-01 -2.75060765e-01 -3.76503669e-01 2.23033600e-02
-3.22728750e-01 -2.20463693e-01 1.78384333e-01 -5.91396436e-02
1.96119231e-01]
[ -2.27459699e-01 -1.21100114e-01 -9.25916184e-02 -2.64890697e-02
-8.18034273e-02 -1.19403154e-01 -8.38881028e-02 1.27158926e-02
-1.43047448e-01 -7.57714289e-02 2.74837129e-02 -1.62312380e-01
-9.20639967e-02]
[ -1.69854530e-01 -6.95386988e-02 -2.28997293e-01 -2.85672120e-01
-1.57018977e-01 -2.04319812e-01 -3.25943375e-01 -1.06177305e-01
1.33198780e-01 -2.16252165e-01 -3.60244512e-01 -2.88581026e-01
-2.95200432e-01]
[ -3.70848852e-01 -6.32942752e-02 -1.50476007e-01 -1.39852864e-01
-5.00843601e-02 -3.13137449e-01 3.05741595e-02 -8.76134862e-02
-1.22008606e-01 6.24655780e-02 3.67465800e-03 -3.08587747e-01
-3.07210582e-01]
[ -1.67614560e-01 -1.44119071e-01 -5.20653828e-02 -1.58801333e-01
-1.27960822e-01 -2.95751940e-01 -3.74852129e-03 -1.44620504e-01
-2.22656408e-01 3.16856437e-02 2.16291058e-01 -5.23713899e-02
-1.73376139e-01]
[ -1.32510109e-01 -1.72498688e-01 -1.13914301e-01 -2.77233546e-01
9.36036595e-02 -1.78899690e-02 -1.82550127e-01 -1.65216120e-01
1.11355052e-01 -9.65153275e-02 -1.21690037e-01 -6.41081632e-02
-3.28135097e-01]
[ -4.28858068e-02 -3.44374722e-02 -1.49337407e-01 -7.20212667e-02
-2.29389754e-01 6.28546413e-02 -6.80759977e-02 -4.39224471e-02
-2.27853959e-01 -8.89668227e-02 -1.06915373e-01 -3.75025074e-01
-1.93180267e-01]
[ -7.12562725e-02 2.49388651e-02 -1.29027396e-01 -3.14174556e-01
1.21388420e-01 2.03175881e-02 -2.10042357e-01 -1.52122748e-01
1.23305574e-01 -5.95160373e-02 -2.82977172e-01 -2.57525409e-01
-3.05310947e-01]
[ 7.83816745e-02 -3.08786696e-01 -8.44522480e-02 -4.54921974e-01
-2.22717335e-01 -8.95458609e-02 6.44962452e-02 9.70409078e-02
-1.30330222e-02 2.98982555e-01 -5.34523992e-01 -8.17017967e-01
4.40488535e-01]
[ -2.22813530e-01 -2.44931203e-01 -1.31711165e-01 -3.12930291e-01
-3.01259368e-01 -9.35690627e-02 2.06360971e-01 4.14248423e-02
2.88138825e-01 4.00285633e-02 -4.18500866e-01 -1.02100142e+00
6.45174245e-01]
[ -1.40590927e-02 -1.87408988e-01 2.17242393e-02 -3.18318524e-01
-1.71856707e-01 1.65559002e-01 2.05774066e-01 2.62100943e-01
-2.69281455e-02 2.38481034e-01 -2.39446882e-01 -1.09800110e+00
7.48905083e-01]
[ 9.47236416e-04 -4.51275606e-02 -1.24772369e-01 -1.38477963e-01
-1.79920629e-01 -4.71150578e-02 3.05834018e-01 1.70538879e-01
2.58171377e-01 3.73959649e-01 -4.99704015e-01 -1.02502420e+00
7.82801974e-01]
[ -8.25551413e-02 -2.80264273e-01 5.91579833e-02 -3.70303257e-01
-1.50363614e-01 1.16869352e-01 3.78496056e-01 1.45049393e-01
-6.18147281e-02 1.72406369e-01 -5.74149271e-01 -1.01834278e+00
8.81984750e-01]
[ 1.21509422e-01 -8.98221785e-02 1.61040988e-02 -1.84465285e-01
-8.32888085e-02 -1.82851676e-02 2.68390043e-01 3.81262380e-01
4.23032724e-01 2.73686318e-01 -5.69268855e-01 -9.42965823e-01
5.93866953e-01]
[ -3.61958755e-03 -1.38105626e-01 2.21516081e-02 9.92595343e-03
-9.21186956e-02 -2.83406678e-01 7.21129379e-02 3.52698655e-01
2.08475449e-03 1.20340670e-01 -2.70673934e-01 -7.95657097e-01
2.73819687e-01]
[ 8.49367783e-02 1.04070364e-01 5.45220686e-03 1.48119543e-01
-9.19247541e-02 -5.89152095e-02 -1.74475622e-01 -1.33491868e-01
-2.57573307e-01 -1.28678239e-01 -1.20774159e-01 2.42000326e-01
-3.05899544e-01]
[ 4.28752840e-02 -1.04097070e-01 1.45487034e-01 3.34394832e-01
2.47805850e-01 8.60507308e-03 -3.94831845e-01 -3.49596469e-01
-5.60804096e-02 -5.43967057e-01 2.38458118e-01 1.01503362e+00
-6.56188525e-01]
[ 2.98419792e-02 7.93601130e-02 -2.13753228e-01 8.13722155e-02
3.41613893e-02 -2.21945695e-03 -1.83186593e-01 -3.44807613e-01
-2.87542556e-01 -2.26059394e-01 -3.09507268e-02 -7.16943979e-02
-2.04794010e-01]
[ -6.13918946e-02 -2.09818747e-01 6.03051178e-02 6.11102155e-02
-1.31487478e-01 -1.35503124e-01 1.78845080e-03 -3.61004744e-02
5.48198579e-02 -3.89530054e-01 -3.34923552e-01 -2.53267966e-01
4.83119176e-02]
[ 5.92207879e-03 -2.68548645e-01 5.35142427e-02 -2.87935047e-01
-1.90901959e-01 -2.32936745e-01 -2.91577935e-01 3.32168155e-03
-3.34321035e-02 5.52848174e-02 -1.90789554e-01 2.05667952e-01
-9.47485552e-03]
[ 1.65355818e-01 5.56928025e-02 -1.07656173e-01 -2.76318175e-01
-5.66634704e-02 -1.03118880e-01 -2.13974689e-01 -2.23063256e-02
-2.07957783e-01 -2.61211827e-01 -2.02849890e-01 4.05177294e-01
-6.93289443e-02]
[ -1.77363039e-01 -1.80341656e-01 -1.14877552e-01 -2.69479967e-01
-5.07909102e-02 2.55813441e-02 -2.04005593e-01 -2.52772042e-01
-1.45424649e-01 -6.54711088e-02 -2.38857173e-01 2.31776039e-01
-1.34919245e-01]
[ -4.16122232e-02 -2.05856685e-01 -1.64882695e-01 -2.68166247e-01
-4.78960527e-02 4.19667984e-02 -7.22409107e-02 -8.21577581e-02
-2.41188760e-01 -3.24148144e-01 -6.00653101e-02 8.14822104e-02
-1.36499555e-02]
[ 1.08010324e-01 8.29261691e-02 -1.37229656e-02 -2.20909489e-01
-3.23799620e-01 6.58172396e-03 -1.87419267e-01 -3.09597826e-01
-3.25107432e-01 -9.04426594e-03 -1.30973003e-01 1.56053666e-01
-3.28224200e-02]
[ -6.26344883e-02 -9.68490194e-03 -2.85034366e-01 -2.53576665e-02
7.00092790e-02 1.55103957e-01 -2.45040412e-01 -1.88700415e-01
-5.50865791e-02 -6.42054877e-02 1.82920422e-01 6.60537381e-01
-1.18473948e-01]
[ 1.22370228e-01 3.44349001e-01 -2.00726105e-01 7.43846035e-01
1.21597113e-01 4.71810186e-04 -2.47137137e-01 -4.09606511e-01
-2.49310522e-01 -3.60648729e-01 7.65403330e-01 9.76190282e-01
-1.15496940e+00]
[ -1.79953767e-02 1.78331273e-01 5.09391390e-02 3.11281380e-01
2.82579437e-03 -6.71018528e-02 -3.04134958e-01 -3.68857266e-01
-2.96084256e-01 -2.53188883e-01 5.64948954e-01 9.71649980e-01
-1.07755250e+00]
[ -4.06279463e-02 -1.32835077e-01 -1.52286221e-01 3.18710969e-01
-1.75975813e-01 2.35259483e-01 -7.46033601e-02 -2.10103611e-01
-2.44008374e-01 -4.08967815e-01 2.13230702e-01 5.55614068e-01
-5.38278638e-01]
[ 8.00535224e-02 -3.82363439e-01 -5.15965849e-02 4.80609920e-03
-1.14142472e-01 1.99508582e-01 6.72390997e-02 1.62917566e-01
-1.85244919e-01 -2.61288930e-02 -5.14563067e-02 3.56216071e-01
-3.05356698e-01]
[ 2.05449883e-01 -2.92850514e-01 -1.20263904e-01 -7.09607736e-02
-2.12313704e-01 1.22069989e-01 1.71180413e-02 -1.38808510e-01
-6.67308122e-02 -7.55461914e-02 -1.39978860e-01 -1.50900482e-01
-1.83260377e-01]
[ -1.34094088e-01 -8.04649741e-02 3.82715276e-02 -2.50335213e-01
-5.87301583e-02 -1.41176911e-01 4.31219669e-02 -1.02958792e-02
-9.30510966e-02 8.30732691e-03 -3.21046354e-01 -4.46760551e-01
-8.82982135e-02]
[ -1.40525029e-01 -1.36900167e-01 -6.81457000e-02 -2.80367117e-01
-3.46625234e-01 -2.88630787e-01 1.63117863e-01 1.42238733e-01
1.61314688e-02 1.22218651e-01 -2.66020764e-01 -8.29705674e-01
3.05484035e-02]
[ -1.47142083e-01 -2.47826722e-01 -3.01542346e-01 -6.69078168e-01
-2.97068337e-01 -2.08664009e-01 -2.58815650e-01 8.94489764e-03
-5.05332738e-03 -4.62756696e-01 -5.48051666e-01 -5.45639981e-01
-9.04058817e-01]
[ -1.22296627e-01 1.31052392e-01 1.49504856e-02 1.01212272e-01
-2.04817493e-01 -1.74954455e-01 -1.51594775e-01 1.16514298e-02
-1.36418274e-01 -1.59590565e-01 -1.37873928e-01 -3.94183100e-01
-5.00359874e-03]
[ -3.60761288e-01 -1.18159049e-01 -2.72901477e-01 2.54513828e-01
-1.99811954e-01 -2.31759382e-01 -9.68942868e-02 -1.01703753e-01
2.17233399e-02 2.24582666e-02 8.98625232e-02 -3.12461675e-01
1.21135447e-01]
[ -1.29097871e-01 -4.66149605e-02 -2.54136145e-01 1.10864357e-01
-2.26765969e-01 -2.79117439e-01 -3.58753562e-01 -1.73635643e-02
1.94098373e-02 -1.12697662e-01 -2.34173425e-01 -3.06179362e-01
5.33476589e-02]
[ -2.38468537e-01 -5.31132227e-01 -3.40208467e-01 -1.58730617e-01
-3.20840710e-01 -2.32146470e-01 -7.94362195e-02 -2.57313723e-01
4.10893901e-02 -2.50485922e-01 -9.39175401e-02 -2.81681516e-01
-3.80427014e-02]
[ -2.19021403e-01 -2.96378197e-01 -3.20051330e-01 -9.80992777e-02
-9.02328804e-02 -1.50195449e-01 -7.14780689e-02 2.34554655e-02
-1.93877628e-01 -4.96914354e-01 -2.38001558e-01 -2.11734588e-01
6.93477435e-03]
[ -1.02494526e-01 -1.22083246e-02 -2.40714632e-01 -7.49214413e-01
-2.65499831e-01 -2.58909052e-01 2.63539957e-02 -4.44113154e-01
1.20143628e-01 -1.57728590e-01 -5.49555607e-01 -3.20093165e-01
-8.00071829e-01]]
Progress: 24.3% ... Training loss: 0.223 ... Validation loss: 0.389[[-0.19010348]
[ 0.26155496]
[-0.1251719 ]
[ 1.07181683]
[ 0.28208673]
[-0.03204818]
[-0.83017313]
[-0.87195679]
[-0.59418314]
[-0.89275574]
[ 1.24637309]
[ 2.99859057]
[-2.04373863]]
[[ -5.29030100e-01 -4.91187759e-01 -5.90458315e-01 -5.04850865e-02
-2.91717275e-01 -5.94416487e-01 -8.34656091e-02 -2.53686386e-01
-3.74163891e-01 -3.40350048e-01 2.50895795e-01 9.74602607e-01
2.42089778e-01]
[ 8.16736695e-03 -1.39501086e-01 4.99779734e-02 -8.06834881e-02
-4.32391970e-02 5.86080452e-02 -1.13599676e-01 2.07209454e-01
-1.40036573e-01 -1.81607644e-01 -1.05072028e-01 -1.59161988e-01
5.43541565e-02]
[ -2.56695493e-01 1.36389207e-01 -2.89521219e-02 1.34594736e-01
7.86582486e-02 -1.30067744e-01 -1.72324818e-02 -1.59887284e-01
2.57054995e-01 -3.59978870e-01 1.72962671e-01 6.81691516e-01
8.05282500e-01]
[ 2.23632766e-01 -2.39345433e-01 -2.78112470e-01 6.13018428e-02
-2.77016411e-01 8.36219029e-03 2.55310662e-01 -5.09910455e-01
2.21214533e-01 -2.17209462e-01 -1.63287471e-01 -2.84860593e-01
-2.42367220e-01]
[ 1.33359139e-01 1.61864870e-03 1.14584591e-01 -1.03589663e-01
-2.88082267e-02 7.35041337e-02 -1.22044184e-01 -1.25022758e-01
8.97417654e-02 2.19364769e-01 4.92169271e-02 -6.57917677e-02
-1.66322928e-01]
[ -4.80616126e-01 -6.08343945e-01 -6.02442592e-01 -6.17631819e-01
-5.89005527e-01 -5.64222505e-01 -3.20345007e-01 -1.52924812e-01
-4.46220297e-01 -2.32753467e-01 -5.48596258e-01 -7.78509938e-01
-6.00403875e-01]
[ -4.15522498e-01 -5.91275400e-01 -3.23740659e-01 -3.97928710e-01
-4.16014531e-01 -5.62844372e-01 -4.20307413e-01 -4.74787566e-01
-2.95884776e-01 -1.21667143e-01 -4.50756954e-01 -4.16195544e-01
-4.60017352e-01]
[ -3.42481070e-01 -3.43040351e-01 -4.84162773e-01 -1.61114554e-01
-3.17474702e-01 -4.24096206e-01 -3.03278133e-01 -2.68537736e-01
-3.06508913e-01 -5.56086591e-01 -2.76630259e-01 -7.31860102e-01
-5.19106825e-01]
[ -4.69060599e-01 -3.46568039e-01 -3.82009813e-01 -1.91923217e-01
-3.35367030e-01 -2.17110288e-01 -5.82180139e-02 -4.36336558e-01
-2.58038547e-01 -4.48309848e-01 -1.62648674e-01 -2.47195848e-01
-1.93819148e-01]
[ -9.52475787e-01 -9.51199351e-01 -9.83200308e-01 -7.49413152e-01
-1.04060690e+00 -9.87331744e-01 -5.55187289e-01 -5.83509189e-01
-7.32883557e-01 -5.55145626e-01 -7.60977531e-01 -6.68828790e-01
-7.67680679e-01]
[ -5.17190496e-01 -2.64005530e-01 -4.73942432e-01 -3.28738420e-01
-3.42111230e-01 -3.63580847e-01 -6.14573440e-01 -6.15196765e-01
-6.67825920e-01 -1.24070285e-01 -4.90488327e-01 -6.79978542e-01
-5.65110197e-01]
[ -1.16782593e-01 2.42449085e-02 -3.41464538e-01 -4.44579725e-01
-1.04350767e-01 -7.39954799e-02 -1.90129371e-01 -3.76429893e-01
-1.65218350e-01 7.92307156e-02 -4.66580334e-01 -9.85082577e-01
-5.59217431e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57309430e-01 -1.19280218e-01 1.63597663e-01 -2.87036978e-01
-1.31019838e-01 1.13212662e-01 -1.22220235e-01 1.10351380e-02
-8.15812472e-02 6.75135171e-02 -1.90059208e-01 -3.92342565e-01
-2.43884573e-02]
[ -8.54099245e-02 -2.65573530e-01 -1.80282702e-01 -2.92369960e-01
-4.78559852e-01 -8.59213463e-02 -4.91034573e-02 4.37214736e-03
-6.14659186e-02 1.49522291e-02 -2.23339675e-01 -3.66817161e-01
-2.70108136e-01]
[ -6.84448527e-02 -2.13543323e-02 -2.30758901e-01 -2.67743726e-01
1.20957702e-01 -1.61923671e-01 -1.68430964e-01 1.10735653e-01
-3.93137353e-03 9.58074186e-02 -2.00427721e-01 3.62019783e-03
-6.94576166e-02]
[ 3.58468525e-02 -1.66244898e-01 -1.49389353e-01 -8.27221303e-02
-1.23402673e-01 -1.06766016e-01 1.08446184e-01 -1.49645950e-01
-1.33933160e-02 1.69223839e-02 -2.37056580e-02 -1.33044942e-01
1.33039593e-02]
[ -2.90012906e-01 -1.42008791e-01 -7.67896267e-02 -1.05389683e-01
-3.02095508e-01 -2.75057966e-01 -3.75775122e-01 2.34436954e-02
-3.22125686e-01 -2.19301208e-01 1.74796068e-01 -6.73709978e-02
2.01024632e-01]
[ -2.27372041e-01 -1.21449523e-01 -9.24457488e-02 -2.82748061e-02
-8.22435892e-02 -1.19381076e-01 -8.28701945e-02 1.46490702e-02
-1.42270392e-01 -7.49377717e-02 2.45357508e-02 -1.70727381e-01
-8.78250775e-02]
[ -1.70038378e-01 -6.92824612e-02 -2.29078135e-01 -2.83904210e-01
-1.56638543e-01 -2.04352468e-01 -3.26607139e-01 -1.06576379e-01
1.32503635e-01 -2.16527380e-01 -3.58539831e-01 -2.83812770e-01
-2.97142567e-01]
[ -3.70920263e-01 -6.33639449e-02 -1.50477088e-01 -1.38716128e-01
-5.00459030e-02 -3.13145778e-01 3.03084340e-02 -8.73736389e-02
-1.22305800e-01 6.26196416e-02 4.55429570e-03 -3.06777071e-01
-3.07778076e-01]
[ -1.67471184e-01 -1.43979052e-01 -5.21364474e-02 -1.58696916e-01
-1.27763169e-01 -2.95739799e-01 -2.31271242e-03 -1.44458345e-01
-2.22766045e-01 3.15743653e-02 2.17261622e-01 -5.17176537e-02
-1.73798547e-01]
[ -1.32400432e-01 -1.72669656e-01 -1.13842203e-01 -2.78171919e-01
9.34229040e-02 -1.78661651e-02 -1.81669794e-01 -1.64429580e-01
1.11936854e-01 -9.58427346e-02 -1.22686273e-01 -6.67696384e-02
-3.25881709e-01]
[ -4.30476681e-02 -3.41555135e-02 -1.49445058e-01 -7.16155638e-02
-2.29181059e-01 6.28255218e-02 -6.88068011e-02 -4.48393920e-02
-2.28316989e-01 -8.99191941e-02 -1.05998459e-01 -3.71789867e-01
-1.94105843e-01]
[ -7.09728261e-02 2.45633637e-02 -1.28856200e-01 -3.15368944e-01
1.20998188e-01 2.03771197e-02 -2.08627195e-01 -1.50478248e-01
1.24063817e-01 -5.78734460e-02 -2.84634373e-01 -2.61123489e-01
-3.04519299e-01]
[ 7.83794263e-02 -3.08816892e-01 -8.44445048e-02 -4.55329747e-01
-2.22715132e-01 -8.95488084e-02 6.47596576e-02 9.72922758e-02
-1.29888830e-02 2.99251213e-01 -5.35136741e-01 -8.18276239e-01
4.41550007e-01]
[ -2.22843564e-01 -2.44899785e-01 -1.31746842e-01 -3.13257694e-01
-3.01242585e-01 -9.35766880e-02 2.06569718e-01 4.13760234e-02
2.88334709e-01 3.99472318e-02 -4.18790149e-01 -1.02223332e+00
6.46216996e-01]
[ -1.40744308e-02 -1.87388510e-01 2.17102437e-02 -3.18460318e-01
-1.71842554e-01 1.65554955e-01 2.05905152e-01 2.61980062e-01
-2.69138947e-02 2.38352944e-01 -2.39534049e-01 -1.09846623e+00
7.49198405e-01]
[ 8.58439665e-04 -4.50333180e-02 -1.24806836e-01 -1.37956745e-01
-1.79823793e-01 -4.71294444e-02 3.05350930e-01 1.70187884e-01
2.57860701e-01 3.73544175e-01 -4.99254707e-01 -1.02470941e+00
7.81653004e-01]
[ -8.27281354e-02 -2.80136236e-01 5.90716449e-02 -3.69694171e-01
-1.50217759e-01 1.16839637e-01 3.77773004e-01 1.44477237e-01
-6.22781391e-02 1.71534714e-01 -5.73673681e-01 -1.01816792e+00
8.80621682e-01]
[ 1.21716708e-01 -9.00520698e-02 1.61737127e-02 -1.85882442e-01
-8.35117255e-02 -1.82639998e-02 2.70389440e-01 3.82236311e-01
4.24336739e-01 2.74825763e-01 -5.70975143e-01 -9.46972175e-01
5.97548613e-01]
[ -3.67966373e-03 -1.38024210e-01 2.21104078e-02 1.01894918e-02
-9.20382408e-02 -2.83417645e-01 7.18563722e-02 3.52398020e-01
1.92382306e-03 1.20058160e-01 -2.70407046e-01 -7.95531200e-01
2.73440432e-01]
[ 8.49644430e-02 1.04088597e-01 5.43217234e-03 1.47596415e-01
-9.19559045e-02 -5.89155018e-02 -1.73274064e-01 -1.33060634e-01
-2.57285643e-01 -1.28837728e-01 -1.21979811e-01 2.35744292e-01
-3.05370662e-01]
[ 4.20405857e-02 -1.03171622e-01 1.45030360e-01 3.42248622e-01
2.49191158e-01 8.47863036e-03 -3.98969716e-01 -3.52832123e-01
-5.96288658e-02 -5.47419210e-01 2.47042990e-01 1.03806622e+00
-6.65400928e-01]
[ 2.97514706e-02 7.91040706e-02 -2.13697978e-01 8.01814204e-02
3.39341444e-02 -2.22232451e-03 -1.82942053e-01 -3.44526264e-01
-2.87227025e-01 -2.26571173e-01 -3.25761890e-02 -7.76947297e-02
-2.00813918e-01]
[ -6.14949215e-02 -2.09758753e-01 6.02309492e-02 6.12523284e-02
-1.31409132e-01 -1.35516264e-01 1.46068900e-03 -3.66566375e-02
5.44726773e-02 -3.90203330e-01 -3.34607077e-01 -2.52748248e-01
4.82502387e-02]
[ 5.79553718e-03 -2.68341700e-01 5.34445033e-02 -2.87165566e-01
-1.90705313e-01 -2.32947082e-01 -2.92922298e-01 2.51109493e-03
-3.43536593e-02 5.43727906e-02 -1.88712559e-01 2.12309371e-01
-1.22971968e-02]
[ 1.65231533e-01 5.58215641e-02 -1.07699064e-01 -2.76553296e-01
-5.66523323e-02 -1.03140584e-01 -2.14393042e-01 -2.24667897e-02
-2.08091945e-01 -2.61875742e-01 -2.02815754e-01 4.05549047e-01
-6.82591145e-02]
[ -1.77650405e-01 -1.79907217e-01 -1.15125820e-01 -2.68387648e-01
-5.04179822e-02 2.55188146e-02 -2.04924571e-01 -2.54379814e-01
-1.46388317e-01 -6.71735476e-02 -2.37093485e-01 2.36413218e-01
-1.37504207e-01]
[ -4.16807223e-02 -2.05774216e-01 -1.64924757e-01 -2.67821862e-01
-4.78032731e-02 4.19536947e-02 -7.25471955e-02 -8.25237566e-02
-2.41396169e-01 -3.24491951e-01 -5.95938867e-02 8.24712506e-02
-1.42854416e-02]
[ 1.08120918e-01 8.27652884e-02 -1.36420918e-02 -2.22514018e-01
-3.23957816e-01 6.60134702e-03 -1.86895248e-01 -3.08858075e-01
-3.24722374e-01 -8.60637110e-03 -1.32599777e-01 1.52837284e-01
-2.95712236e-02]
[ -6.24033201e-02 -1.01466883e-02 -2.84851621e-01 -2.77106287e-02
6.94984342e-02 1.55154399e-01 -2.43973494e-01 -1.87050066e-01
-5.39458519e-02 -6.22256392e-02 1.79521621e-01 6.53472623e-01
-1.13083619e-01]
[ 1.22710790e-01 3.43858609e-01 -2.00522949e-01 7.41270836e-01
1.21125492e-01 5.28263142e-04 -2.45437198e-01 -4.07538338e-01
-2.48255490e-01 -3.58474795e-01 7.61731954e-01 9.67842582e-01
-1.15384286e+00]
[ -1.78898910e-02 1.78226719e-01 5.10102637e-02 3.12196234e-01
2.73798865e-03 -6.70800129e-02 -3.03990463e-01 -3.68696233e-01
-2.95799727e-01 -2.52702332e-01 5.64779503e-01 9.70796283e-01
-1.07947020e+00]
[ -4.06330910e-02 -1.32746292e-01 -1.52286215e-01 3.19337798e-01
-1.75905297e-01 2.35264324e-01 -7.49689492e-02 -2.10410014e-01
-2.44327407e-01 -4.08990149e-01 2.14098880e-01 5.59260125e-01
-5.39998708e-01]
[ 7.99721133e-02 -3.82297914e-01 -5.16452322e-02 4.64483836e-03
-1.14103366e-01 1.99492203e-01 6.72168725e-02 1.62574728e-01
-1.85204292e-01 -2.65710387e-02 -5.16448730e-02 3.54315575e-01
-3.04344594e-01]
[ 2.05611940e-01 -2.92998107e-01 -1.20194922e-01 -7.17023510e-02
-2.12502698e-01 1.22103611e-01 1.80266110e-02 -1.37832657e-01
-6.63907933e-02 -7.46860988e-02 -1.40675634e-01 -1.52203608e-01
-1.82713953e-01]
[ -1.34113371e-01 -8.04228185e-02 3.82532354e-02 -2.50179257e-01
-5.86810227e-02 -1.41179400e-01 4.29015430e-02 -1.05196031e-02
-9.32362599e-02 8.09926807e-03 -3.20826673e-01 -4.45772814e-01
-8.89565466e-02]
[ -1.40442872e-01 -1.37032050e-01 -6.80801823e-02 -2.81535745e-01
-3.46757890e-01 -2.88618913e-01 1.64118217e-01 1.43219435e-01
1.66469899e-02 1.23285448e-01 -2.67366271e-01 -8.32329471e-01
3.30761287e-02]
[ -1.47101208e-01 -2.47880979e-01 -3.01651613e-01 -6.71432255e-01
-2.97154690e-01 -2.08672205e-01 -2.56389925e-01 9.98256808e-03
-4.67713971e-03 -4.63059804e-01 -5.51156475e-01 -5.55410570e-01
-9.03201053e-01]
[ -1.22211858e-01 1.30680106e-01 1.50549607e-02 9.88597364e-02
-2.05148490e-01 -1.74948030e-01 -1.50121061e-01 1.18729958e-02
-1.35248865e-01 -1.59439412e-01 -1.40373288e-01 -4.00435130e-01
3.01474392e-03]
[ -3.60795578e-01 -1.17935493e-01 -2.72973732e-01 2.56215937e-01
-1.99651567e-01 -2.31761307e-01 -9.73282368e-02 -1.02027979e-01
2.14265365e-02 2.25304694e-02 9.15542639e-02 -3.10684087e-01
1.19830589e-01]
[ -1.29600427e-01 -4.63125958e-02 -2.54372235e-01 1.12762084e-01
-2.26310610e-01 -2.79187846e-01 -3.60196605e-01 -1.85398662e-02
1.81880362e-02 -1.14790148e-01 -2.32936052e-01 -3.03278852e-01
5.35164178e-02]
[ -2.38630605e-01 -5.31053832e-01 -3.40226650e-01 -1.57464657e-01
-3.20661056e-01 -2.32158384e-01 -8.02182035e-02 -2.56557810e-01
4.03421908e-02 -2.49678102e-01 -9.34815672e-02 -2.81530144e-01
-3.92301898e-02]
[ -2.19058345e-01 -2.96441256e-01 -3.19941225e-01 -9.75197549e-02
-9.02027134e-02 -1.50184225e-01 -7.17294094e-02 2.43545036e-02
-1.94126093e-01 -4.96252621e-01 -2.38004643e-01 -2.11054794e-01
7.56130191e-03]
[ -1.02727590e-01 -1.19279088e-02 -2.40920859e-01 -7.49506871e-01
-2.65287291e-01 -2.58953372e-01 2.52333507e-02 -4.46016160e-01
1.19473650e-01 -1.59483165e-01 -5.48410060e-01 -3.12666733e-01
-8.04242814e-01]]
Progress: 24.4% ... Training loss: 0.222 ... Validation loss: 0.386[[-0.2020624 ]
[ 0.25341485]
[-0.1298489 ]
[ 1.06177342]
[ 0.2764055 ]
[-0.0404389 ]
[-0.84219671]
[-0.87550524]
[-0.60483559]
[-0.90404509]
[ 1.24160296]
[ 3.00538188]
[-2.06050348]]
[[ -5.28171028e-01 -4.92152644e-01 -5.90109275e-01 -5.51096016e-02
-2.92611990e-01 -5.94316276e-01 -7.89728068e-02 -2.50103801e-01
-3.71215391e-01 -3.35003491e-01 2.47556068e-01 9.69018886e-01
2.50966762e-01]
[ 8.36380193e-03 -1.39606132e-01 5.00450952e-02 -8.23882544e-02
-4.33817909e-02 5.86388043e-02 -1.11977710e-01 2.08404293e-01
-1.39336557e-01 -1.80886492e-01 -1.06649208e-01 -1.62354151e-01
5.69086260e-02]
[ -2.56635478e-01 1.36461994e-01 -2.90289722e-02 1.35272750e-01
7.89818453e-02 -1.30111008e-01 -2.08495096e-02 -1.63241661e-01
2.56564536e-01 -3.61166472e-01 1.79582335e-01 6.95328943e-01
8.01375462e-01]
[ 2.25468556e-01 -2.41553148e-01 -2.77221239e-01 4.92093263e-02
-2.79260864e-01 8.65239780e-03 2.68545736e-01 -5.02423240e-01
2.29297628e-01 -2.09671904e-01 -1.80596149e-01 -3.21088509e-01
-2.16672258e-01]
[ 1.34123479e-01 5.99747484e-04 1.14911804e-01 -1.07426682e-01
-2.98063934e-02 7.36550576e-02 -1.23124626e-01 -1.27485015e-01
9.05971630e-02 2.23064852e-01 4.49699022e-02 -6.79426845e-02
-1.70423931e-01]
[ -4.80449820e-01 -6.08625759e-01 -6.02356468e-01 -6.18949635e-01
-5.89262664e-01 -5.64197267e-01 -3.19498175e-01 -1.51637397e-01
-4.45705817e-01 -2.31310309e-01 -5.50478572e-01 -7.82944667e-01
-5.98221239e-01]
[ -4.14953414e-01 -5.92068226e-01 -3.23437479e-01 -4.03570031e-01
-4.16856945e-01 -5.62762732e-01 -4.17285048e-01 -4.72827910e-01
-2.93776298e-01 -1.18049999e-01 -4.55729164e-01 -4.25803267e-01
-4.51779701e-01]
[ -3.42154248e-01 -3.43132937e-01 -4.84142926e-01 -1.60710979e-01
-3.17474364e-01 -4.24069657e-01 -3.02770109e-01 -2.68782671e-01
-3.05769629e-01 -5.55620413e-01 -2.74730158e-01 -7.27348399e-01
-5.19481225e-01]
[ -4.68655314e-01 -3.46653921e-01 -3.81978642e-01 -1.93638728e-01
-3.35408849e-01 -2.17057748e-01 -5.67550387e-02 -4.36845433e-01
-2.57454440e-01 -4.47192284e-01 -1.63607436e-01 -2.43855179e-01
-1.95561921e-01]
[ -9.52605985e-01 -9.49737674e-01 -9.83721637e-01 -7.45362991e-01
-1.03908857e+00 -9.87405495e-01 -5.57240877e-01 -5.87402763e-01
-7.35480244e-01 -5.56940092e-01 -7.52023113e-01 -6.43633005e-01
-7.80374171e-01]
[ -5.16616590e-01 -2.65480927e-01 -4.73398785e-01 -3.35273780e-01
-3.43565810e-01 -3.63467758e-01 -6.11407594e-01 -6.10817995e-01
-6.64900441e-01 -1.19826352e-01 -4.98580757e-01 -6.99093291e-01
-5.50654991e-01]
[ -1.15758802e-01 2.30055208e-02 -3.41046534e-01 -4.50365598e-01
-1.05555553e-01 -7.38488505e-02 -1.85401435e-01 -3.74421827e-01
-1.61600793e-01 8.34252915e-02 -4.73355505e-01 -9.97353693e-01
-5.52676032e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.57357986e-01 -1.19275861e-01 1.63575729e-01 -2.87201355e-01
-1.31010547e-01 1.13206214e-01 -1.22482060e-01 1.07648871e-02
-8.17511400e-02 6.72152143e-02 -1.90204808e-01 -3.93103473e-01
-2.45476042e-02]
[ -8.53113932e-02 -2.65694441e-01 -1.80232481e-01 -2.92746433e-01
-4.78658604e-01 -8.59082578e-02 -4.85892999e-02 5.20099136e-03
-6.11463468e-02 1.58824668e-02 -2.24124481e-01 -3.69146137e-01
-2.69197893e-01]
[ -6.85511657e-02 -2.13131344e-02 -2.30795874e-01 -2.67578568e-01
1.21066476e-01 -1.61934493e-01 -1.68976313e-01 1.10490095e-01
-4.27972676e-03 9.53740877e-02 -2.00443666e-01 5.10628166e-03
-6.92875786e-02]
[ 3.61181103e-02 -1.66804569e-01 -1.49124850e-01 -8.48525785e-02
-1.24046545e-01 -1.06720355e-01 1.09919993e-01 -1.47375693e-01
-1.22374592e-02 1.94835883e-02 -2.70236212e-02 -1.40868607e-01
1.81548901e-02]
[ -2.89781156e-01 -1.42368561e-01 -7.66775291e-02 -1.08603732e-01
-3.02383636e-01 -2.75028438e-01 -3.74274225e-01 2.39666225e-02
-3.21030861e-01 -2.17558286e-01 1.72223998e-01 -7.31458285e-02
2.06508348e-01]
[ -2.27337989e-01 -1.21244924e-01 -9.25480210e-02 -2.87431382e-02
-8.21428751e-02 -1.19383015e-01 -8.31614113e-02 1.34230355e-02
-1.42518587e-01 -7.55485011e-02 2.55148285e-02 -1.66947621e-01
-9.01573338e-02]
[ -1.69766755e-01 -7.00943187e-02 -2.28829374e-01 -2.86737983e-01
-1.57434500e-01 -2.04309060e-01 -3.25550571e-01 -1.04195290e-01
1.33942429e-01 -2.15112308e-01 -3.61729380e-01 -2.93182425e-01
-2.91438551e-01]
[ -3.71304452e-01 -6.22169659e-02 -1.50853661e-01 -1.30973295e-01
-4.87623224e-02 -3.13219515e-01 2.62132668e-02 -9.18037783e-02
-1.25043656e-01 5.98853108e-02 1.46076532e-02 -2.84428668e-01
-3.21227205e-01]
[ -1.66708194e-01 -1.44816578e-01 -5.18274630e-02 -1.64478254e-01
-1.28612207e-01 -2.95634425e-01 2.91640656e-03 -1.41507912e-01
-2.19649413e-01 3.46907209e-02 2.10743392e-01 -6.37723125e-02
-1.64001603e-01]
[ -1.32116925e-01 -1.72775482e-01 -1.13824437e-01 -2.78917879e-01
9.34102233e-02 -1.78368751e-02 -1.80926066e-01 -1.65174155e-01
1.12290080e-01 -9.48113471e-02 -1.22878047e-01 -6.28442837e-02
-3.28814849e-01]
[ -4.29394116e-02 -3.41289994e-02 -1.49413554e-01 -7.20986178e-02
-2.29217819e-01 6.28462948e-02 -6.81175670e-02 -4.42864431e-02
-2.28075484e-01 -8.95354390e-02 -1.06473473e-01 -3.72542380e-01
-1.93700712e-01]
[ -7.10282368e-02 2.46821700e-02 -1.28911962e-01 -3.15350203e-01
1.21079983e-01 2.03689116e-02 -2.08800954e-01 -1.50574929e-01
1.23794054e-01 -5.83336432e-02 -2.84369040e-01 -2.59987967e-01
-3.04663533e-01]
[ 7.84711664e-02 -3.08941178e-01 -8.43962358e-02 -4.56381250e-01
-2.22850320e-01 -8.95397545e-02 6.56235142e-02 9.80550124e-02
-1.24778903e-02 2.99983588e-01 -5.36390345e-01 -8.21327464e-01
4.44697285e-01]
[ -2.22857245e-01 -2.44909225e-01 -1.31756651e-01 -3.13852052e-01
-3.01306025e-01 -9.35805139e-02 2.07139357e-01 4.16556201e-02
2.88601956e-01 4.00385115e-02 -4.19580493e-01 -1.02451463e+00
6.48034062e-01]
[ -1.41066950e-02 -1.87333156e-01 2.16839507e-02 -3.18246141e-01
-1.71797771e-01 1.65548572e-01 2.05791328e-01 2.61932316e-01
-2.69894145e-02 2.38309335e-01 -2.39341730e-01 -1.09856226e+00
7.48970445e-01]
[ 9.50103526e-04 -4.51581388e-02 -1.24773271e-01 -1.38960683e-01
-1.79939566e-01 -4.71203468e-02 3.06184874e-01 1.70628035e-01
2.58319412e-01 3.74023906e-01 -5.00187341e-01 -1.02656996e+00
7.83825425e-01]
[ -8.27303480e-02 -2.80148549e-01 5.90734479e-02 -3.69747998e-01
-1.50228068e-01 1.16840648e-01 3.77810195e-01 1.44418283e-01
-6.22434732e-02 1.71495994e-01 -5.73722722e-01 -1.01824384e+00
8.80801478e-01]
[ 1.21772197e-01 -9.00887877e-02 1.61976089e-02 -1.86158394e-01
-8.35692304e-02 -1.82574284e-02 2.70741368e-01 3.82604658e-01
4.24535256e-01 2.75236373e-01 -5.71267459e-01 -9.47557813e-01
5.98293210e-01]
[ -3.67394576e-03 -1.38022708e-01 2.21083277e-02 9.81031092e-03
-9.20289217e-02 -2.83419821e-01 7.21993728e-02 3.52574686e-01
1.98233125e-03 1.19893622e-01 -2.70747577e-01 -7.96485176e-01
2.74452463e-01]
[ 8.51259678e-02 1.03903745e-01 5.49907585e-03 1.46553451e-01
-9.21186954e-02 -5.88960887e-02 -1.72499768e-01 -1.32699097e-01
-2.56780491e-01 -1.28121840e-01 -1.22952382e-01 2.33435625e-01
-3.04086854e-01]
[ 4.19457855e-02 -1.02990830e-01 1.44960902e-01 3.43826347e-01
2.49479487e-01 8.46265058e-03 -3.99837731e-01 -3.53552100e-01
-6.02276721e-02 -5.47785949e-01 2.48840957e-01 1.04240071e+00
-6.67791658e-01]
[ 2.97684888e-02 7.90613705e-02 -2.13692852e-01 8.00427034e-02
3.39020638e-02 -2.22014510e-03 -1.82782664e-01 -3.44451983e-01
-2.87102101e-01 -2.26503927e-01 -3.27680310e-02 -7.84573293e-02
-2.00447755e-01]
[ -6.15371316e-02 -2.09966177e-01 6.02836357e-02 5.93805702e-02
-1.31572000e-01 -1.35509708e-01 1.98382702e-03 -3.62292942e-02
5.50046149e-02 -3.90586080e-01 -3.36104708e-01 -2.55010638e-01
5.15230154e-02]
[ 5.73329439e-03 -2.68365653e-01 5.34267888e-02 -2.88085361e-01
-1.90750827e-01 -2.32954202e-01 -2.92768199e-01 2.98150352e-03
-3.43284669e-02 5.41532240e-02 -1.89487153e-01 2.10045991e-01
-1.00510145e-02]
[ 1.65374118e-01 5.55107058e-02 -1.07582077e-01 -2.78464237e-01
-5.69553574e-02 -1.03116417e-01 -2.14026554e-01 -2.18044720e-02
-2.07504911e-01 -2.61084832e-01 -2.04601493e-01 4.00917464e-01
-6.42646188e-02]
[ -1.77609601e-01 -1.79983323e-01 -1.15092750e-01 -2.68788206e-01
-5.05054789e-02 2.55277274e-02 -2.04728274e-01 -2.54228187e-01
-1.46165866e-01 -6.69353454e-02 -2.37576028e-01 2.35330587e-01
-1.36628885e-01]
[ -4.19727462e-02 -2.05094718e-01 -1.65227224e-01 -2.66065686e-01
-4.69869434e-02 4.18825388e-02 -7.47555126e-02 -8.58386675e-02
-2.43384897e-01 -3.26325439e-01 -5.53453275e-02 9.68715186e-02
-2.25873589e-02]
[ 1.08208615e-01 8.25992895e-02 -1.36151823e-02 -2.23345944e-01
-3.24080857e-01 6.61497204e-03 -1.86966813e-01 -3.08668728e-01
-3.24382546e-01 -8.46554281e-03 -1.32873933e-01 1.52178372e-01
-2.96442444e-02]
[ -6.22253740e-02 -1.05583905e-02 -2.84711246e-01 -2.96023461e-02
6.90886869e-02 1.55190360e-01 -2.43096883e-01 -1.85566976e-01
-5.29925306e-02 -6.07460232e-02 1.76809535e-01 6.46913830e-01
-1.08918912e-01]
[ 1.23152445e-01 3.43132224e-01 -2.00278141e-01 7.38712147e-01
1.20425179e-01 5.99438784e-04 -2.43626772e-01 -4.06323605e-01
-2.46785879e-01 -3.55921437e-01 7.58288130e-01 9.63196482e-01
-1.15212414e+00]
[ -1.80455286e-02 1.78929950e-01 5.07586125e-02 3.15893362e-01
3.46397115e-03 -6.71147153e-02 -3.05707448e-01 -3.71235399e-01
-2.97043103e-01 -2.54322490e-01 5.69668302e-01 9.79785935e-01
-1.08562161e+00]
[ -4.04807984e-02 -1.32491563e-01 -1.52304423e-01 3.21796332e-01
-1.75688553e-01 2.35278057e-01 -7.56951621e-02 -2.12055188e-01
-2.44849413e-01 -4.09070053e-01 2.16929629e-01 5.68896281e-01
-5.46174453e-01]
[ 7.99778251e-02 -3.82151013e-01 -5.16394997e-02 5.27059823e-03
-1.13967714e-01 1.99494326e-01 6.68196508e-02 1.62482363e-01
-1.85565059e-01 -2.66185860e-02 -5.10187456e-02 3.55742430e-01
-3.05886106e-01]
[ 2.06068050e-01 -2.93394941e-01 -1.20014391e-01 -7.36358896e-02
-2.12949060e-01 1.22176291e-01 2.01955644e-02 -1.36243578e-01
-6.49156033e-02 -7.27385828e-02 -1.42834996e-01 -1.55711877e-01
-1.80121431e-01]
[ -1.33883832e-01 -8.07229087e-02 3.83995497e-02 -2.51493599e-01
-5.90909478e-02 -1.41148514e-01 4.43560308e-02 -8.90480947e-03
-9.24589043e-02 9.68882322e-03 -3.22814221e-01 -4.51441430e-01
-8.60824002e-02]
[ -1.40437797e-01 -1.37152683e-01 -6.80691577e-02 -2.81962613e-01
-3.46870682e-01 -2.88618748e-01 1.64576808e-01 1.43864937e-01
1.68419039e-02 1.23489399e-01 -2.67923610e-01 -8.34050384e-01
3.37795001e-02]
[ -1.47270814e-01 -2.47284920e-01 -3.01945095e-01 -6.70188155e-01
-2.96463682e-01 -2.08723999e-01 -2.56963944e-01 6.96911094e-03
-6.08229320e-03 -4.64435325e-01 -5.47369127e-01 -5.40362796e-01
-9.11576871e-01]
[ -1.21629822e-01 1.29747058e-01 1.54155957e-02 9.43311455e-02
-2.06065097e-01 -1.74871819e-01 -1.47125477e-01 1.50944742e-02
-1.32968743e-01 -1.56460921e-01 -1.45034960e-01 -4.12207877e-01
1.37351581e-02]
[ -3.60851993e-01 -1.17942157e-01 -2.72932835e-01 2.55970774e-01
-1.99687615e-01 -2.31782015e-01 -9.75912569e-02 -1.01303721e-01
2.14043357e-02 2.32298186e-02 9.05544826e-02 -3.14037608e-01
1.21723266e-01]
[ -1.29122480e-01 -4.71467593e-02 -2.54071073e-01 1.09880994e-01
-2.27030325e-01 -2.79111591e-01 -3.58395006e-01 -1.62691239e-02
2.02747003e-02 -1.11849990e-01 -2.36638891e-01 -3.11912118e-01
6.11018969e-02]
[ -2.38203957e-01 -5.31101830e-01 -3.40150901e-01 -1.58069277e-01
-3.20713635e-01 -2.32085829e-01 -7.91065665e-02 -2.57024235e-01
4.10798873e-02 -2.48852389e-01 -9.36282355e-02 -2.81793793e-01
-4.11483909e-02]
[ -2.18869804e-01 -2.96645046e-01 -3.19856286e-01 -9.85919558e-02
-9.04928244e-02 -1.50158273e-01 -7.03876264e-02 2.58278094e-02
-1.93270582e-01 -4.94976485e-01 -2.38916218e-01 -2.14488905e-01
1.09564790e-02]
[ -1.02709243e-01 -1.17514128e-02 -2.41050438e-01 -7.49690378e-01
-2.65104271e-01 -2.58945876e-01 2.46599824e-02 -4.47732801e-01
1.18887359e-01 -1.60183449e-01 -5.47688057e-01 -3.06447293e-01
-8.09239429e-01]]
Progress: 24.4% ... Training loss: 0.219 ... Validation loss: 0.377[[-0.2086914 ]
[ 0.23951396]
[-0.14125893]
[ 1.04997777]
[ 0.26265981]
[-0.05020445]
[-0.85341365]
[-0.89214318]
[-0.61405903]
[-0.92054717]
[ 1.22329244]
[ 2.97876705]
[-2.08239948]]
[[ -5.27234963e-01 -4.94050883e-01 -5.89255627e-01 -6.44611638e-02
-2.94514788e-01 -5.94108685e-01 -7.12972088e-02 -2.42120824e-01
-3.67035112e-01 -3.26436446e-01 2.34828059e-01 9.33953134e-01
2.73257085e-01]
[ 8.47047931e-03 -1.39823464e-01 5.01665303e-02 -8.37349394e-02
-4.36025471e-02 5.86656738e-02 -1.11579465e-01 2.09713867e-01
-1.39157983e-01 -1.79703310e-01 -1.08798619e-01 -1.67605288e-01
5.74122923e-02]
[ -2.56786146e-01 1.36068892e-01 -2.90125319e-02 1.30342451e-01
7.84291094e-02 -1.30126008e-01 -1.87496307e-02 -1.62894228e-01
2.58349060e-01 -3.60762822e-01 1.74199086e-01 6.69641661e-01
8.17181934e-01]
[ 2.23583652e-01 -2.38379263e-01 -2.78800337e-01 6.15314575e-02
-2.76015998e-01 8.27149170e-03 2.59442894e-01 -5.16706488e-01
2.22529803e-01 -2.25702378e-01 -1.61936232e-01 -2.73890161e-01
-2.40365534e-01]
[ 1.34283231e-01 2.43229995e-04 1.15310444e-01 -1.07945890e-01
-3.03422277e-02 7.37300060e-02 -1.22719776e-01 -1.23771687e-01
9.02636519e-02 2.27880265e-01 4.20840129e-02 -6.81514217e-02
-1.67517171e-01]
[ -4.80484707e-01 -6.08796950e-01 -6.02244206e-01 -6.18847719e-01
-5.89367343e-01 -5.64181780e-01 -3.19787158e-01 -1.50817951e-01
-4.46034566e-01 -2.30674211e-01 -5.51435446e-01 -7.83886881e-01
-5.98416653e-01]
[ -4.14625723e-01 -5.93058480e-01 -3.22914886e-01 -4.08549626e-01
-4.17993912e-01 -5.62695093e-01 -4.14892866e-01 -4.67786569e-01
-2.91919063e-01 -1.12489317e-01 -4.64003768e-01 -4.47317102e-01
-4.39031840e-01]
[ -3.42314622e-01 -3.43267760e-01 -4.84214800e-01 -1.60476069e-01
-3.17475945e-01 -4.24083988e-01 -3.02246839e-01 -2.69302072e-01
-3.06089907e-01 -5.55965841e-01 -2.74730319e-01 -7.35435274e-01
-5.18532041e-01]
[ -4.67618091e-01 -3.48038702e-01 -3.81344719e-01 -1.99654428e-01
-3.37087728e-01 -2.16816174e-01 -5.14142919e-02 -4.31887910e-01
-2.53758204e-01 -4.42368341e-01 -1.71085795e-01 -2.63963941e-01
-1.86446078e-01]
[ -9.52180054e-01 -9.50935478e-01 -9.83108311e-01 -7.49348336e-01
-1.04030047e+00 -9.87284598e-01 -5.53528700e-01 -5.81866411e-01
-7.33146514e-01 -5.50642002e-01 -7.60084398e-01 -6.68891435e-01
-7.66001354e-01]
[ -5.15847521e-01 -2.66937738e-01 -4.72817451e-01 -3.42482380e-01
-3.45269316e-01 -3.63278728e-01 -6.06928079e-01 -6.05942976e-01
-6.62135320e-01 -1.15121782e-01 -5.07525400e-01 -7.22162474e-01
-5.39468312e-01]
[ -1.15784151e-01 2.29790875e-02 -3.41044290e-01 -4.49830123e-01
-1.05562248e-01 -7.38484089e-02 -1.85625910e-01 -3.74534288e-01
-1.61795201e-01 8.30979264e-02 -4.73059575e-01 -9.99677765e-01
-5.55618054e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56992909e-01 -1.19722160e-01 1.63829675e-01 -2.88903198e-01
-1.31450193e-01 1.13284301e-01 -1.20888305e-01 1.32140592e-02
-8.09976108e-02 7.01248100e-02 -1.93025088e-01 -3.98985532e-01
-2.34140643e-02]
[ -8.55364607e-02 -2.65504728e-01 -1.80330033e-01 -2.92377126e-01
-4.78530208e-01 -8.59472257e-02 -4.94306231e-02 4.78510084e-03
-6.17373596e-02 1.47924081e-02 -2.23802237e-01 -3.68761883e-01
-2.70284555e-01]
[ -6.85005753e-02 -2.16212033e-02 -2.30646964e-01 -2.67538646e-01
1.20882356e-01 -1.61923793e-01 -1.69104596e-01 1.11134253e-01
-4.06150105e-03 9.62677626e-02 -2.01250983e-01 2.71258832e-03
-6.76384888e-02]
[ 3.63748042e-02 -1.67262070e-01 -1.48899764e-01 -8.71757635e-02
-1.24590413e-01 -1.06671336e-01 1.11647828e-01 -1.45356364e-01
-1.10617686e-02 2.22154199e-02 -3.03921002e-02 -1.48685802e-01
2.38295199e-02]
[ -2.89776404e-01 -1.42554014e-01 -7.65237060e-02 -1.10902532e-01
-3.02725444e-01 -2.75013683e-01 -3.73647522e-01 2.55685340e-02
-3.20574956e-01 -2.16217338e-01 1.68752080e-01 -8.37849732e-02
2.12780699e-01]
[ -2.27493290e-01 -1.21128835e-01 -9.26293356e-02 -2.70733180e-02
-8.19575787e-02 -1.19412493e-01 -8.41178752e-02 1.24049848e-02
-1.43055094e-01 -7.64414755e-02 2.71700051e-02 -1.62667163e-01
-9.22829142e-02]
[ -1.69887585e-01 -7.01549948e-02 -2.28842760e-01 -2.86850443e-01
-1.57403725e-01 -2.04314986e-01 -3.25451422e-01 -1.04677722e-01
1.33646627e-01 -2.15144689e-01 -3.62138063e-01 -2.98612369e-01
-2.89905131e-01]
[ -3.71098154e-01 -6.26274846e-02 -1.50764472e-01 -1.33018167e-01
-4.91638566e-02 -3.13185357e-01 2.77158398e-02 -9.07541223e-02
-1.24131869e-01 6.09179655e-02 1.24142707e-02 -2.91278798e-01
-3.18734955e-01]
[ -1.66941083e-01 -1.44592969e-01 -5.19145864e-02 -1.63289223e-01
-1.28353112e-01 -2.95673446e-01 2.35552810e-03 -1.41638806e-01
-2.20373417e-01 3.38466768e-02 2.11683077e-01 -6.31710259e-02
-1.64898167e-01]
[ -1.31357022e-01 -1.73735867e-01 -1.13418138e-01 -2.83127393e-01
9.21886292e-02 -1.76653514e-02 -1.77056779e-01 -1.62098047e-01
1.15055025e-01 -9.18685505e-02 -1.27854125e-01 -7.73452493e-02
-3.23354214e-01]
[ -4.27261273e-02 -3.44162129e-02 -1.49277311e-01 -7.32015981e-02
-2.29483000e-01 6.28950012e-02 -6.72059963e-02 -4.31240686e-02
-2.27474639e-01 -8.83980546e-02 -1.07676963e-01 -3.74399450e-01
-1.91762874e-01]
[ -7.09810960e-02 2.45878262e-02 -1.28849179e-01 -3.15483098e-01
1.20952066e-01 2.03857227e-02 -2.08677663e-01 -1.50231460e-01
1.23964896e-01 -5.77877760e-02 -2.84746517e-01 -2.60535447e-01
-3.04091005e-01]
[ 7.84363589e-02 -3.08895394e-01 -8.44396680e-02 -4.56423546e-01
-2.22784099e-01 -8.95505913e-02 6.56303998e-02 9.78522167e-02
-1.24751000e-02 2.99781351e-01 -5.36363710e-01 -8.21493690e-01
4.44776924e-01]
[ -2.22897863e-01 -2.44862192e-01 -1.31770266e-01 -3.13617534e-01
-3.01259147e-01 -9.35877134e-02 2.06866703e-01 4.14927924e-02
2.88368117e-01 3.99009494e-02 -4.19366399e-01 -1.02412090e+00
6.47427806e-01]
[ -1.43847205e-02 -1.86996569e-01 2.15472789e-02 -3.16622089e-01
-1.71445815e-01 1.65491477e-01 2.04239080e-01 2.60698286e-01
-2.80636146e-02 2.37039537e-01 -2.37639791e-01 -1.09721135e+00
7.45089745e-01]
[ 7.76441228e-04 -4.49952149e-02 -1.24868023e-01 -1.38802639e-01
-1.79855769e-01 -4.71520185e-02 3.05746404e-01 1.69906839e-01
2.58011735e-01 3.73411773e-01 -5.00193519e-01 -1.02738031e+00
7.83424469e-01]
[ -8.26871508e-02 -2.80194444e-01 5.90954597e-02 -3.69977323e-01
-1.50285188e-01 1.16851044e-01 3.78150411e-01 1.44611736e-01
-6.20431521e-02 1.71733706e-01 -5.73927536e-01 -1.01870293e+00
8.81400594e-01]
[ 1.21709436e-01 -8.99951142e-02 1.61610632e-02 -1.85704354e-01
-8.34879286e-02 -1.82695693e-02 2.70368408e-01 3.82359408e-01
4.24277330e-01 2.74956284e-01 -5.70895955e-01 -9.47057642e-01
5.97354689e-01]
[ -3.56732442e-03 -1.38120811e-01 2.21755583e-02 9.70588979e-03
-9.21310915e-02 -2.83396165e-01 7.26279337e-02 3.53119789e-01
2.15229655e-03 1.20588960e-01 -2.71052441e-01 -7.96538668e-01
2.74159802e-01]
[ 8.54431814e-02 1.03194994e-01 5.68425244e-03 1.44466544e-01
-9.29082792e-02 -5.88222833e-02 -1.70525416e-01 -1.30724701e-01
-2.55559116e-01 -1.26689889e-01 -1.26124113e-01 2.22525990e-01
-3.01977143e-01]
[ 4.17796762e-02 -1.02788752e-01 1.44858745e-01 3.45859212e-01
2.49766891e-01 8.45147737e-03 -4.00772552e-01 -3.55227885e-01
-6.07907389e-02 -5.49783543e-01 2.51439631e-01 1.04908566e+00
-6.69461288e-01]
[ 2.99641520e-02 7.86609065e-02 -2.13597732e-01 7.89484199e-02
3.35452510e-02 -2.18100466e-03 -1.81580998e-01 -3.43661280e-01
-2.86026645e-01 -2.25800343e-01 -3.41349287e-02 -8.35944033e-02
-1.97791420e-01]
[ -6.14071632e-02 -2.10219998e-01 6.04489740e-02 5.72841699e-02
-1.31908531e-01 -1.35481221e-01 3.29152832e-03 -3.46220115e-02
5.58202494e-02 -3.89230248e-01 -3.38989423e-01 -2.63109957e-01
5.70861127e-02]
[ 5.82849438e-03 -2.68518761e-01 5.35334208e-02 -2.88863691e-01
-1.90913475e-01 -2.32932880e-01 -2.92216228e-01 3.89898052e-03
-3.38698532e-02 5.49885317e-02 -1.90541375e-01 2.06893628e-01
-7.85512400e-03]
[ 1.65333705e-01 5.56150875e-02 -1.07603197e-01 -2.78240264e-01
-5.68667398e-02 -1.03120310e-01 -2.14215539e-01 -2.22166954e-02
-2.07936647e-01 -2.61056897e-01 -2.04007201e-01 4.03898144e-01
-6.54336123e-02]
[ -1.77621665e-01 -1.80119491e-01 -1.15003373e-01 -2.69873544e-01
-5.07693882e-02 2.55435190e-02 -2.04680114e-01 -2.53422805e-01
-1.46006286e-01 -6.62453243e-02 -2.38885082e-01 2.32682918e-01
-1.34308145e-01]
[ -4.15953202e-02 -2.05900890e-01 -1.64851843e-01 -2.69935620e-01
-4.79204238e-02 4.19801659e-02 -7.25933797e-02 -8.24821428e-02
-2.41680542e-01 -3.23169043e-01 -6.09009609e-02 8.36509289e-02
-1.36395379e-02]
[ 1.08415475e-01 8.19966728e-02 -1.34459602e-02 -2.26567338e-01
-3.24556333e-01 6.65786080e-03 -1.85267839e-01 -3.06648039e-01
-3.22821236e-01 -6.84985591e-03 -1.37073492e-01 1.40172791e-01
-2.14661901e-02]
[ -6.22819088e-02 -1.05133779e-02 -2.84723623e-01 -2.96845040e-02
6.92019774e-02 1.55181779e-01 -2.43258952e-01 -1.85891962e-01
-5.31113535e-02 -6.11692895e-02 1.76839580e-01 6.47943779e-01
-1.08863359e-01]
[ 1.23520882e-01 3.42441612e-01 -1.99968899e-01 7.36097656e-01
1.19726151e-01 6.69639586e-04 -2.42317704e-01 -4.03210817e-01
-2.45799320e-01 -3.52625507e-01 7.54035680e-01 9.53759207e-01
-1.15034402e+00]
[ -1.81470773e-02 1.79323541e-01 5.06491913e-02 3.17933025e-01
3.81000784e-03 -6.71353239e-02 -3.06287570e-01 -3.72560166e-01
-2.97874221e-01 -2.55050607e-01 5.72341021e-01 9.84052789e-01
-1.08918669e+00]
[ -4.04520374e-02 -1.32467458e-01 -1.52269957e-01 3.23103748e-01
-1.75632200e-01 2.35289558e-01 -7.59674158e-02 -2.12114451e-01
-2.45306895e-01 -4.08902482e-01 2.18376576e-01 5.72564796e-01
-5.48851743e-01]
[ 7.99492024e-02 -3.82112354e-01 -5.16572959e-02 5.52201707e-03
-1.13923930e-01 1.99488240e-01 6.66132885e-02 1.62269518e-01
-1.85727961e-01 -2.67631885e-02 -5.06891247e-02 3.56724233e-01
-3.06435390e-01]
[ 2.06133422e-01 -2.93409668e-01 -1.19998361e-01 -7.37896074e-02
-2.12962441e-01 1.22183167e-01 2.02756193e-02 -1.36310307e-01
-6.48893931e-02 -7.26186469e-02 -1.42995477e-01 -1.56607079e-01
-1.79677768e-01]
[ -1.33740660e-01 -8.09440996e-02 3.85261389e-02 -2.52863493e-01
-5.93337405e-02 -1.41120464e-01 4.56416065e-02 -7.46702670e-03
-9.16989700e-02 1.13235814e-02 -3.24812821e-01 -4.56498468e-01
-8.25617460e-02]
[ -1.40350871e-01 -1.37195931e-01 -6.80461819e-02 -2.82118184e-01
-3.46925500e-01 -2.88608836e-01 1.65129653e-01 1.44044962e-01
1.70430136e-02 1.23992133e-01 -2.68150880e-01 -8.34508724e-01
3.36959564e-02]
[ -1.46643656e-01 -2.48255577e-01 -3.01602868e-01 -6.73984373e-01
-2.97544760e-01 -2.08585537e-01 -2.53447977e-01 1.03216511e-02
-4.47924560e-03 -4.61020208e-01 -5.51881371e-01 -5.51178690e-01
-9.09446695e-01]
[ -1.21332760e-01 1.29057138e-01 1.57880340e-02 9.06793045e-02
-2.06846830e-01 -1.74795254e-01 -1.45372369e-01 1.85438884e-02
-1.32000591e-01 -1.53252855e-01 -1.50787631e-01 -4.29454728e-01
2.13139647e-02]
[ -3.60994480e-01 -1.18404437e-01 -2.72809645e-01 2.53715876e-01
-2.00027955e-01 -2.31783962e-01 -9.64984793e-02 -9.94228348e-02
2.25600632e-02 2.44336468e-02 8.65542116e-02 -3.25689156e-01
1.33489042e-01]
[ -1.29203192e-01 -4.68141294e-02 -2.54155330e-01 1.12462619e-01
-2.26756525e-01 -2.79126108e-01 -3.59128941e-01 -1.77449873e-02
1.93846858e-02 -1.12338957e-01 -2.33475702e-01 -3.06660976e-01
5.68831397e-02]
[ -2.38044586e-01 -5.31371620e-01 -3.39956755e-01 -1.59797190e-01
-3.21130116e-01 -2.32042080e-01 -7.79123430e-02 -2.55524909e-01
4.22952898e-02 -2.47203296e-01 -9.68548296e-02 -2.90916059e-01
-3.48271507e-02]
[ -2.18960268e-01 -2.96489373e-01 -3.19905301e-01 -9.82871923e-02
-9.03192532e-02 -1.50166579e-01 -7.11259646e-02 2.47012432e-02
-1.93717763e-01 -4.96098265e-01 -2.38297959e-01 -2.13800215e-01
8.12227475e-03]
[ -1.02309518e-01 -1.25281171e-02 -2.40752264e-01 -7.51804366e-01
-2.65854117e-01 -2.58869514e-01 2.65433953e-02 -4.45013629e-01
1.20186669e-01 -1.57373511e-01 -5.50687721e-01 -3.14202252e-01
-8.07364992e-01]]
Progress: 24.4% ... Training loss: 0.226 ... Validation loss: 0.383[[-0.21656959]
[ 0.2366928 ]
[-0.14057442]
[ 1.04622984]
[ 0.25860316]
[-0.05691492]
[-0.8554123 ]
[-0.88226163]
[-0.61696972]
[-0.91956134]
[ 1.22682386]
[ 2.99447176]
[-2.07357365]]
[[ -5.26811021e-01 -4.93960699e-01 -5.89442807e-01 -6.38534951e-02
-2.94628514e-01 -5.94012466e-01 -7.14700186e-02 -2.45349481e-01
-3.66976013e-01 -3.26427603e-01 2.40083368e-01 9.50410188e-01
2.63960254e-01]
[ 8.39706959e-03 -1.39570979e-01 5.00769814e-02 -8.26507226e-02
-4.34087789e-02 5.86461546e-02 -1.11981490e-01 2.08621106e-01
-1.39780561e-01 -1.80221910e-01 -1.07265619e-01 -1.63419088e-01
5.45704067e-02]
[ -2.57414362e-01 1.36709850e-01 -2.94699968e-02 1.33707115e-01
7.87919136e-02 -1.30157475e-01 -2.59067982e-02 -1.70637269e-01
2.54789083e-01 -3.65321745e-01 1.83096435e-01 7.03137217e-01
7.99795567e-01]
[ 2.26223789e-01 -2.41284326e-01 -2.77712001e-01 4.92178749e-02
-2.79147134e-01 8.85531019e-03 2.73091706e-01 -5.04194420e-01
2.31542124e-01 -2.15001767e-01 -1.80137171e-01 -3.21742702e-01
-2.20500790e-01]
[ 1.33969601e-01 3.90640290e-04 1.15317855e-01 -1.07880746e-01
-3.00967698e-02 7.36996536e-02 -1.24958053e-01 -1.25381701e-01
8.84238625e-02 2.28122830e-01 4.23457994e-02 -5.35063616e-02
-1.64632135e-01]
[ -4.80177743e-01 -6.08926323e-01 -6.02203410e-01 -6.19321700e-01
-5.89430131e-01 -5.64133986e-01 -3.18507717e-01 -1.51022471e-01
-4.45639396e-01 -2.29944623e-01 -5.51205948e-01 -7.84928049e-01
-5.98298488e-01]
[ -4.15044887e-01 -5.92575187e-01 -3.23262264e-01 -4.05837858e-01
-4.17473244e-01 -5.62805195e-01 -4.18099336e-01 -4.69927689e-01
-2.94539676e-01 -1.14969772e-01 -4.61133903e-01 -4.32008730e-01
-4.51204345e-01]
[ -3.41832901e-01 -3.43394196e-01 -4.84242692e-01 -1.61326084e-01
-3.17820298e-01 -4.23955175e-01 -3.03137186e-01 -2.72881730e-01
-3.05651060e-01 -5.56541007e-01 -2.71131682e-01 -7.25591455e-01
-5.25713492e-01]
[ -4.67052018e-01 -3.48545725e-01 -3.81145020e-01 -2.02805264e-01
-3.37699076e-01 -2.16675825e-01 -4.86754860e-02 -4.31269765e-01
-2.51881175e-01 -4.40828228e-01 -1.74180468e-01 -2.72591183e-01
-1.82326538e-01]
[ -9.53434845e-01 -9.48615955e-01 -9.84242891e-01 -7.36601203e-01
-1.03777250e+00 -9.87598832e-01 -5.63661992e-01 -5.94423464e-01
-7.40888366e-01 -5.59169049e-01 -7.40134284e-01 -6.10406067e-01
-8.02676278e-01]
[ -5.14704119e-01 -2.68480037e-01 -4.72182713e-01 -3.51087926e-01
-3.47171717e-01 -3.62988305e-01 -6.01581276e-01 -6.00708803e-01
-6.57620189e-01 -1.10807507e-01 -5.17280572e-01 -7.51823669e-01
-5.24386832e-01]
[ -1.14737168e-01 2.19223240e-02 -3.40679223e-01 -4.55734774e-01
-1.06685644e-01 -7.36177440e-02 -1.80917992e-01 -3.72518561e-01
-1.58478046e-01 8.65247791e-02 -4.79651191e-01 -1.01301816e+00
-5.49140860e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56819053e-01 -1.19828696e-01 1.63876511e-01 -2.89443652e-01
-1.31526271e-01 1.13314731e-01 -1.20014497e-01 1.30986873e-02
-8.05936120e-02 7.04481987e-02 -1.93349113e-01 -3.99503330e-01
-2.38104457e-02]
[ -8.54862555e-02 -2.65510689e-01 -1.80353829e-01 -2.92706318e-01
-4.78519711e-01 -8.59435667e-02 -4.91177272e-02 4.63305914e-03
-6.16146789e-02 1.47531542e-02 -2.23889758e-01 -3.68698175e-01
-2.69826595e-01]
[ -6.83613112e-02 -2.16485786e-02 -2.30636601e-01 -2.67128825e-01
1.20884028e-01 -1.61904894e-01 -1.68601369e-01 1.11202539e-01
-3.92325813e-03 9.69000484e-02 -2.00401607e-01 2.96323649e-03
-6.75459679e-02]
[ 3.66167349e-02 -1.67433684e-01 -1.48808781e-01 -8.84379894e-02
-1.24830592e-01 -1.06639387e-01 1.12906240e-01 -1.44324379e-01
-1.04242837e-02 2.31409880e-02 -3.16566289e-02 -1.52721136e-01
2.60290963e-02]
[ -2.90088543e-01 -1.42303726e-01 -7.67395252e-02 -1.10312058e-01
-3.02441382e-01 -2.75079193e-01 -3.75896275e-01 2.37339797e-02
-3.22430250e-01 -2.17681918e-01 1.70045154e-01 -7.35463024e-02
2.05022644e-01]
[ -2.27648092e-01 -1.21042422e-01 -9.26567895e-02 -2.57280559e-02
-8.19439196e-02 -1.19418141e-01 -8.55044705e-02 1.25025697e-02
-1.43716981e-01 -7.71124817e-02 2.71814421e-02 -1.60801611e-01
-9.44020831e-02]
[ -1.69428573e-01 -7.09311841e-02 -2.28600090e-01 -2.90786160e-01
-1.58273345e-01 -2.04208400e-01 -3.23132707e-01 -1.03320181e-01
1.35961187e-01 -2.14238953e-01 -3.65901534e-01 -3.12173549e-01
-2.84438807e-01]
[ -3.71273889e-01 -6.22633975e-02 -1.50929730e-01 -1.31116424e-01
-4.86990444e-02 -3.13232265e-01 2.55980744e-02 -9.34134636e-02
-1.25393643e-01 5.99225614e-02 1.59359972e-02 -2.81061687e-01
-3.24807904e-01]
[ -1.66983213e-01 -1.43981514e-01 -5.22107208e-02 -1.59868050e-01
-1.27822088e-01 -2.95680349e-01 -7.94581991e-05 -1.45425747e-01
-2.22019145e-01 3.18425496e-02 2.18482751e-01 -4.27023080e-02
-1.76505335e-01]
[ -1.30788529e-01 -1.74292626e-01 -1.13202698e-01 -2.86523387e-01
9.15017715e-02 -1.75119369e-02 -1.73953714e-01 -1.60953054e-01
1.17173141e-01 -8.98049691e-02 -1.31170639e-01 -8.50746346e-02
-3.17488511e-01]
[ -4.25347822e-02 -3.45822421e-02 -1.49179817e-01 -7.39456040e-02
-2.29646622e-01 6.29387274e-02 -6.63858767e-02 -4.26474936e-02
-2.27014115e-01 -8.77126547e-02 -1.08553123e-01 -3.76827557e-01
-1.91627611e-01]
[ -7.11848019e-02 2.48065072e-02 -1.28959278e-01 -3.14707046e-01
1.21184874e-01 2.03288828e-02 -2.09758375e-01 -1.51167328e-01
1.23284405e-01 -5.89352841e-02 -2.83986259e-01 -2.59884272e-01
-3.05470880e-01]
[ 7.83917317e-02 -3.08839181e-01 -8.44775945e-02 -4.56275506e-01
-2.22732291e-01 -8.95569954e-02 6.51729713e-02 9.73047469e-02
-1.28311968e-02 2.99556184e-01 -5.36143000e-01 -8.20553839e-01
4.43413485e-01]
[ -2.23055109e-01 -2.44721945e-01 -1.31852799e-01 -3.12978969e-01
-3.01092971e-01 -9.36250415e-02 2.05960384e-01 4.08813343e-02
2.87739853e-01 3.88795150e-02 -4.18653797e-01 -1.02331446e+00
6.45743803e-01]
[ -1.45483084e-02 -1.86808779e-01 2.14521524e-02 -3.15831797e-01
-1.71250798e-01 1.65446475e-01 2.03153088e-01 2.59879063e-01
-2.87704323e-02 2.36147047e-01 -2.36814043e-01 -1.09626942e+00
7.42837992e-01]
[ 7.82545559e-04 -4.49452317e-02 -1.24885332e-01 -1.38404055e-01
-1.79822262e-01 -4.71542880e-02 3.05515907e-01 1.69725133e-01
2.57836011e-01 3.73353694e-01 -4.99875600e-01 -1.02705723e+00
7.82714871e-01]
[ -8.27484929e-02 -2.80179619e-01 5.90687563e-02 -3.69945258e-01
-1.50254245e-01 1.16835324e-01 3.78161191e-01 1.44552513e-01
-6.20211435e-02 1.71455000e-01 -5.74061223e-01 -1.01948012e+00
8.81742590e-01]
[ 1.21721386e-01 -8.99866355e-02 1.61444161e-02 -1.85617859e-01
-8.34791542e-02 -1.82767304e-02 2.70735373e-01 3.82433903e-01
4.24579606e-01 2.75068651e-01 -5.70917318e-01 -9.48336737e-01
5.97807011e-01]
[ -3.46109393e-03 -1.38145425e-01 2.22017574e-02 9.45927235e-03
-9.21691705e-02 -2.83386248e-01 7.32029407e-02 3.53517336e-01
2.44576598e-03 1.21113214e-01 -2.71273788e-01 -7.96875652e-01
2.74260201e-01]
[ 8.53147292e-02 1.03389747e-01 5.59092974e-03 1.46246023e-01
-9.27271334e-02 -5.88451111e-02 -1.71714710e-01 -1.31565414e-01
-2.56216794e-01 -1.27479629e-01 -1.24426456e-01 2.28694758e-01
-3.05618628e-01]
[ 4.22660043e-02 -1.03323397e-01 1.45074841e-01 3.44364171e-01
2.49237789e-01 8.56325360e-03 -3.99360117e-01 -3.53590852e-01
-5.94473088e-02 -5.49019045e-01 2.50488136e-01 1.04311573e+00
-6.69563597e-01]
[ 3.03792072e-02 7.81413861e-02 -2.13450359e-01 7.60048977e-02
3.29827556e-02 -2.08710407e-03 -1.78765978e-01 -3.42209881e-01
-2.84118118e-01 -2.24086574e-01 -3.77182133e-02 -9.32013899e-02
-1.92191317e-01]
[ -6.14672840e-02 -2.10098648e-01 6.04062278e-02 5.75795394e-02
-1.31825700e-01 -1.35485103e-01 2.48607575e-03 -3.49202091e-02
5.52761895e-02 -3.89534466e-01 -3.37927809e-01 -2.59306939e-01
5.60872200e-02]
[ 5.85179784e-03 -2.68541228e-01 5.35436276e-02 -2.89009379e-01
-1.90929882e-01 -2.32928486e-01 -2.92086145e-01 4.07398251e-03
-3.37939456e-02 5.51527678e-02 -1.90693200e-01 2.06423528e-01
-7.55167098e-03]
[ 1.65265832e-01 5.56409190e-02 -1.07619341e-01 -2.78423184e-01
-5.68370407e-02 -1.03127781e-01 -2.14506976e-01 -2.25272332e-02
-2.08176753e-01 -2.61000520e-01 -2.03937131e-01 4.06523525e-01
-6.64645607e-02]
[ -1.77843607e-01 -1.79918830e-01 -1.15183458e-01 -2.69358797e-01
-5.05668131e-02 2.54926592e-02 -2.05547132e-01 -2.54816870e-01
-1.46986630e-01 -6.78229432e-02 -2.37550384e-01 2.37686472e-01
-1.36460526e-01]
[ -4.15786444e-02 -2.05681296e-01 -1.65005619e-01 -2.70111944e-01
-4.77066188e-02 4.19692514e-02 -7.35659172e-02 -8.52260229e-02
-2.42310446e-01 -3.24109928e-01 -5.88019752e-02 9.25235192e-02
-1.73118484e-02]
[ 1.08417860e-01 8.23233416e-02 -1.35865767e-02 -2.26357799e-01
-3.24298053e-01 6.65754765e-03 -1.86019741e-01 -3.09020054e-01
-3.23261153e-01 -6.94753565e-03 -1.34397532e-01 1.48033069e-01
-2.54619348e-02]
[ -6.22784407e-02 -1.05009445e-02 -2.84742464e-01 -2.96006012e-02
6.92383093e-02 1.55182537e-01 -2.43283346e-01 -1.85966587e-01
-5.32090498e-02 -6.13869921e-02 1.77128412e-01 6.49184537e-01
-1.09376657e-01]
[ 1.23905054e-01 3.42152693e-01 -1.99854152e-01 7.34882251e-01
1.19512962e-01 7.38385866e-04 -2.41322959e-01 -4.03484129e-01
-2.44945928e-01 -3.52026293e-01 7.52704896e-01 9.51949372e-01
-1.15091378e+00]
[ -1.82076156e-02 1.79347809e-01 5.06814476e-02 3.19001726e-01
3.76059876e-03 -6.71309672e-02 -3.06792080e-01 -3.72134445e-01
-2.98204609e-01 -2.54926306e-01 5.73169271e-01 9.87384951e-01
-1.09015318e+00]
[ -4.02707617e-02 -1.32700072e-01 -1.52171661e-01 3.22232603e-01
-1.75865788e-01 2.35344190e-01 -7.47047091e-02 -2.11478641e-01
-2.44600119e-01 -4.08166390e-01 2.17198288e-01 5.68349524e-01
-5.47735280e-01]
[ 8.02623764e-02 -3.82399514e-01 -5.14819887e-02 4.58269418e-03
-1.14323594e-01 1.99570062e-01 6.72841908e-02 1.62935373e-01
-1.85221295e-01 -2.55549975e-02 -5.18574601e-02 3.55406738e-01
-3.05167360e-01]
[ 2.06181348e-01 -2.93464252e-01 -1.19969901e-01 -7.39797486e-02
-2.13035498e-01 1.22190983e-01 2.06103129e-02 -1.36045454e-01
-6.46472844e-02 -7.24787772e-02 -1.43402118e-01 -1.58550758e-01
-1.78909776e-01]
[ -1.33809748e-01 -8.08540954e-02 3.84698864e-02 -2.52352140e-01
-5.92225366e-02 -1.41136396e-01 4.51443183e-02 -7.99018942e-03
-9.20135959e-02 1.08745217e-02 -3.24181954e-01 -4.54936851e-01
-8.40194877e-02]
[ -1.40378508e-01 -1.37184045e-01 -6.80518667e-02 -2.82032255e-01
-3.46910425e-01 -2.88614016e-01 1.65061813e-01 1.44059681e-01
1.69805064e-02 1.23915823e-01 -2.68164418e-01 -8.34777807e-01
3.37391040e-02]
[ -1.46627832e-01 -2.47755607e-01 -3.01969783e-01 -6.75423623e-01
-2.97243520e-01 -2.08632964e-01 -2.54378836e-01 5.11867684e-03
-5.03043924e-03 -4.63864183e-01 -5.48618276e-01 -5.36927527e-01
-9.21823082e-01]
[ -1.21448039e-01 1.29250883e-01 1.56800025e-02 9.24305957e-02
-2.06636368e-01 -1.74812316e-01 -1.46624255e-01 1.75014578e-02
-1.32710452e-01 -1.54231710e-01 -1.49053960e-01 -4.23188360e-01
1.70886584e-02]
[ -3.60942239e-01 -1.18730694e-01 -2.72788605e-01 2.53646266e-01
-2.00092778e-01 -2.31775029e-01 -9.66220160e-02 -9.94762293e-02
2.28073016e-02 2.45134876e-02 8.54522446e-02 -3.28810005e-01
1.35303243e-01]
[ -1.28929238e-01 -4.68691458e-02 -2.54106397e-01 1.12520966e-01
-2.27023469e-01 -2.79063540e-01 -3.57986726e-01 -1.74807185e-02
1.98385532e-02 -1.11209089e-01 -2.32417263e-01 -3.05095677e-01
5.84298999e-02]
[ -2.37763160e-01 -5.31438180e-01 -3.39942237e-01 -1.58979469e-01
-3.21083478e-01 -2.31981825e-01 -7.78214874e-02 -2.57186350e-01
4.23573365e-02 -2.47585178e-01 -9.50422090e-02 -2.86507624e-01
-3.83106975e-02]
[ -2.18682217e-01 -2.97042812e-01 -3.19662678e-01 -1.01037463e-01
-9.10209740e-02 -1.50077397e-01 -7.01965224e-02 2.65830647e-02
-1.92703873e-01 -4.94422508e-01 -2.42165205e-01 -2.24062327e-01
1.39888673e-02]
[ -1.02160143e-01 -1.25001001e-02 -2.40739206e-01 -7.51935660e-01
-2.65876791e-01 -2.58819109e-01 2.66085938e-02 -4.44506631e-01
1.19761115e-01 -1.56840184e-01 -5.49983010e-01 -3.11826777e-01
-8.11623556e-01]]
Progress: 24.5% ... Training loss: 0.219 ... Validation loss: 0.375[[-0.21477074]
[ 0.23787417]
[-0.13838624]
[ 1.0454179 ]
[ 0.25956828]
[-0.0565876 ]
[-0.85852829]
[-0.87343701]
[-0.61840346]
[-0.91159703]
[ 1.22103711]
[ 2.98783032]
[-2.07410093]]
[[ -5.26056500e-01 -4.94780653e-01 -5.89295631e-01 -6.89938644e-02
-2.95284464e-01 -5.93791417e-01 -6.46956611e-02 -2.46192386e-01
-3.62654955e-01 -3.26013446e-01 2.34025377e-01 9.41461466e-01
2.75051841e-01]
[ 8.59621994e-03 -1.39828057e-01 5.01508641e-02 -8.52970321e-02
-4.36113735e-02 5.86745477e-02 -1.10058220e-01 2.09584157e-01
-1.38964857e-01 -1.80018883e-01 -1.09765093e-01 -1.71091645e-01
5.95343082e-02]
[ -2.56375248e-01 1.35678759e-01 -2.88062299e-02 1.23666630e-01
7.71370836e-02 -1.29942654e-01 -2.09125764e-02 -1.64105304e-01
2.58512436e-01 -3.57435402e-01 1.70100645e-01 6.79387277e-01
8.11544600e-01]
[ 2.26944190e-01 -2.41866267e-01 -2.77176309e-01 4.40368835e-02
-2.80212728e-01 8.99284364e-03 2.77644874e-01 -4.96334771e-01
2.33846946e-01 -2.08985622e-01 -1.89063159e-01 -3.66136232e-01
-2.09630708e-01]
[ 1.33829580e-01 -4.26768104e-04 1.15528148e-01 -1.08603515e-01
-3.09889567e-02 7.37235215e-02 -1.24213377e-01 -1.24755509e-01
9.05980572e-02 2.30011580e-01 3.83303434e-02 -5.49661324e-02
-1.51560021e-01]
[ -4.80690743e-01 -6.08596273e-01 -6.02445435e-01 -6.16851525e-01
-5.88895498e-01 -5.64233414e-01 -3.20668433e-01 -1.55242124e-01
-4.46874138e-01 -2.33743243e-01 -5.48394702e-01 -7.75029275e-01
-6.02439099e-01]
[ -4.14832359e-01 -5.92521570e-01 -3.23346982e-01 -4.06141583e-01
-4.17478638e-01 -5.62746277e-01 -4.17199079e-01 -4.72067345e-01
-2.93305890e-01 -1.16120718e-01 -4.61362745e-01 -4.31941814e-01
-4.53344156e-01]
[ -3.41754335e-01 -3.43607620e-01 -4.84217832e-01 -1.63964288e-01
-3.18000061e-01 -4.23948471e-01 -3.00835707e-01 -2.71967883e-01
-3.04544194e-01 -5.55838987e-01 -2.74622442e-01 -7.32266772e-01
-5.18631254e-01]
[ -4.66924821e-01 -3.48648946e-01 -3.81065417e-01 -2.03673315e-01
-3.37890843e-01 -2.16630530e-01 -4.74671448e-02 -4.29870934e-01
-2.51710059e-01 -4.40233003e-01 -1.76025373e-01 -2.81956022e-01
-1.83736132e-01]
[ -9.53453175e-01 -9.48705884e-01 -9.84367044e-01 -7.38261238e-01
-1.03752079e+00 -9.87599743e-01 -5.61990696e-01 -5.97803541e-01
-7.40076696e-01 -5.62295666e-01 -7.40817943e-01 -6.04586894e-01
-8.01632772e-01]
[ -5.14654296e-01 -2.68428297e-01 -4.72233783e-01 -3.50855340e-01
-3.47198866e-01 -3.62963123e-01 -6.00788477e-01 -6.01360602e-01
-6.57350219e-01 -1.11450639e-01 -5.18443844e-01 -7.57914878e-01
-5.28039999e-01]
[ -1.14863369e-01 2.20275341e-02 -3.40726279e-01 -4.55647130e-01
-1.06752489e-01 -7.36305251e-02 -1.81132726e-01 -3.72533318e-01
-1.58282661e-01 8.66422059e-02 -4.80557521e-01 -1.01882059e+00
-5.47138977e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56690970e-01 -1.19911876e-01 1.63906047e-01 -2.89765742e-01
-1.31593358e-01 1.13340632e-01 -1.19760155e-01 1.31660612e-02
-8.03907178e-02 7.07579713e-02 -1.93917026e-01 -3.99215463e-01
-2.50318610e-02]
[ -8.57770857e-02 -2.65478820e-01 -1.80424769e-01 -2.92035276e-01
-4.78439854e-01 -8.59960847e-02 -4.95892780e-02 4.02952546e-03
-6.19922745e-02 1.39276702e-02 -2.23935674e-01 -3.71384151e-01
-2.69815381e-01]
[ -6.87528418e-02 -2.12206089e-02 -2.30943178e-01 -2.64307988e-01
1.21590623e-01 -1.61989091e-01 -1.70515485e-01 1.06311577e-01
-5.02135231e-03 9.23619261e-02 -1.95752314e-01 1.73930951e-02
-7.06840011e-02]
[ 3.65238871e-02 -1.67265065e-01 -1.48915972e-01 -8.74333573e-02
-1.24629329e-01 -1.06660827e-01 1.12380453e-01 -1.45250741e-01
-1.06432395e-02 2.23585488e-02 -3.03758414e-02 -1.49283954e-01
2.41545576e-02]
[ -2.89925079e-01 -1.42315544e-01 -7.66792071e-02 -1.11588491e-01
-3.02562449e-01 -2.75058365e-01 -3.74536980e-01 2.40844169e-02
-3.21413983e-01 -2.17214078e-01 1.68603515e-01 -7.85632860e-02
2.05526993e-01]
[ -2.27502141e-01 -1.21150741e-01 -9.26296584e-02 -2.62859078e-02
-8.21510444e-02 -1.19355081e-01 -8.57049271e-02 1.14849416e-02
-1.43505814e-01 -7.69673022e-02 2.64244200e-02 -1.58405445e-01
-9.61538140e-02]
[ -1.69305100e-01 -7.10615577e-02 -2.28551593e-01 -2.91710659e-01
-1.58417832e-01 -2.04177144e-01 -3.22257703e-01 -1.02626090e-01
1.36621593e-01 -2.13458456e-01 -3.67173603e-01 -3.16142712e-01
-2.81928345e-01]
[ -3.71341144e-01 -6.23198941e-02 -1.50916749e-01 -1.31428185e-01
-4.87633503e-02 -3.13249379e-01 2.61254763e-02 -9.30160310e-02
-1.25016067e-01 6.02687585e-02 1.43529224e-02 -2.83237250e-01
-3.22894528e-01]
[ -1.66866313e-01 -1.44126362e-01 -5.21323186e-02 -1.61856916e-01
-1.27962629e-01 -2.95666781e-01 1.37262785e-03 -1.44359933e-01
-2.21749649e-01 3.24537749e-02 2.16558883e-01 -4.75337561e-02
-1.71732649e-01]
[ -1.30668984e-01 -1.74427599e-01 -1.13141755e-01 -2.87785952e-01
9.12644458e-02 -1.74513049e-02 -1.73151720e-01 -1.60284434e-01
1.17569023e-01 -8.96365170e-02 -1.33072640e-01 -9.23140823e-02
-3.18224732e-01]
[ -4.26644093e-02 -3.44533186e-02 -1.49239809e-01 -7.32599827e-02
-2.29543413e-01 6.29080726e-02 -6.69600678e-02 -4.29687596e-02
-2.27422699e-01 -8.82790249e-02 -1.08080221e-01 -3.77433253e-01
-1.92591871e-01]
[ -7.11048361e-02 2.47861575e-02 -1.28954667e-01 -3.14584919e-01
1.21233599e-01 2.03310521e-02 -2.09093035e-01 -1.50697977e-01
1.23530972e-01 -5.87043541e-02 -2.83648998e-01 -2.59985533e-01
-3.06104546e-01]
[ 7.83629203e-02 -3.08806613e-01 -8.44940492e-02 -4.56445630e-01
-2.22696922e-01 -8.95663370e-02 6.50838202e-02 9.71140059e-02
-1.28055802e-02 2.99467270e-01 -5.36385319e-01 -8.21238715e-01
4.44073268e-01]
[ -2.23033913e-01 -2.44729488e-01 -1.31851305e-01 -3.13183979e-01
-3.01108279e-01 -9.36216949e-02 2.06186139e-01 4.09917670e-02
2.87905669e-01 3.89776628e-02 -4.18899385e-01 -1.02422477e+00
6.46481695e-01]
[ -1.44771098e-02 -1.86881778e-01 2.14844036e-02 -3.16234844e-01
-1.71319065e-01 1.65463859e-01 2.03777575e-01 2.60272238e-01
-2.83768015e-02 2.36561942e-01 -2.37330599e-01 -1.09752087e+00
7.44350690e-01]
[ 6.17641012e-04 -4.47945715e-02 -1.24945543e-01 -1.37819035e-01
-1.79690004e-01 -4.71954360e-02 3.04894851e-01 1.69488433e-01
2.57388729e-01 3.72751173e-01 -4.99501900e-01 -1.02699774e+00
7.81554776e-01]
[ -8.27484929e-02 -2.80179619e-01 5.90687563e-02 -3.69945258e-01
-1.50254245e-01 1.16835324e-01 3.78161191e-01 1.44552513e-01
-6.20211435e-02 1.71455000e-01 -5.74061223e-01 -1.01948012e+00
8.81742590e-01]
[ 1.21613749e-01 -8.99169179e-02 1.61045059e-02 -1.85343636e-01
-8.33992109e-02 -1.83076421e-02 2.70315238e-01 3.82033682e-01
4.24286305e-01 2.74549413e-01 -5.70835907e-01 -9.48806383e-01
5.97391593e-01]
[ -3.45873550e-03 -1.38010604e-01 2.21664375e-02 1.01055767e-02
-9.20410331e-02 -2.83407402e-01 7.33330134e-02 3.53489787e-01
2.39044526e-03 1.21225735e-01 -2.70945773e-01 -7.97403478e-01
2.72856225e-01]
[ 8.54768039e-02 1.03245278e-01 5.65820611e-03 1.45557303e-01
-9.28202356e-02 -5.88074590e-02 -1.70421465e-01 -1.30729708e-01
-2.55776388e-01 -1.27166227e-01 -1.25213037e-01 2.26780089e-01
-3.04514845e-01]
[ 4.18941553e-02 -1.02963277e-01 1.44841182e-01 3.47671613e-01
2.49915743e-01 8.47773856e-03 -4.01161912e-01 -3.56933072e-01
-6.01416459e-02 -5.53003080e-01 2.54657085e-01 1.05194404e+00
-6.72024816e-01]
[ 3.03060825e-02 7.82168051e-02 -2.13494600e-01 7.65371721e-02
3.31097120e-02 -2.11225335e-03 -1.78925353e-01 -3.42239786e-01
-2.84284570e-01 -2.24535645e-01 -3.70999066e-02 -9.25021789e-02
-1.92952453e-01]
[ -6.14237275e-02 -2.10139783e-01 6.04254520e-02 5.70678721e-02
-1.31869763e-01 -1.35474725e-01 2.77050553e-03 -3.50464540e-02
5.55256084e-02 -3.89488707e-01 -3.38259647e-01 -2.59784522e-01
5.71934497e-02]
[ 5.77749678e-03 -2.68376023e-01 5.34360045e-02 -2.88205233e-01
-1.90677445e-01 -2.32946872e-01 -2.93217843e-01 2.51227285e-03
-3.44999523e-02 5.41983387e-02 -1.88599195e-01 2.11628398e-01
-1.19447039e-02]
[ 1.65188295e-01 5.57776231e-02 -1.07693015e-01 -2.78193342e-01
-5.67404791e-02 -1.03145900e-01 -2.14693503e-01 -2.31627670e-02
-2.08477139e-01 -2.61258543e-01 -2.03516921e-01 4.08564266e-01
-6.72969936e-02]
[ -1.77927777e-01 -1.79781084e-01 -1.15270146e-01 -2.68828736e-01
-5.04053133e-02 2.54647589e-02 -2.06151555e-01 -2.55763335e-01
-1.47412330e-01 -6.84970690e-02 -2.36587605e-01 2.40741639e-01
-1.37909880e-01]
[ -4.14544332e-02 -2.05892917e-01 -1.64871276e-01 -2.71006073e-01
-4.79394559e-02 4.20042379e-02 -7.28620780e-02 -8.41031915e-02
-2.41802124e-01 -3.22973518e-01 -6.05623349e-02 8.79946611e-02
-1.42348642e-02]
[ 1.08029235e-01 8.29093798e-02 -1.39212571e-02 -2.24238073e-01
-3.23669505e-01 6.55946259e-03 -1.87901587e-01 -3.12832677e-01
-3.24393248e-01 -1.06744741e-02 -1.30160503e-01 1.62459628e-01
-3.28677494e-02]
[ -6.19964918e-02 -1.08369225e-02 -2.84558005e-01 -3.13028049e-02
6.87501368e-02 1.55267281e-01 -2.42361915e-01 -1.84509204e-01
-5.22979281e-02 -5.91556493e-02 1.74470902e-01 6.45200311e-01
-1.05477512e-01]
[ 1.24315085e-01 3.41678629e-01 -1.99632590e-01 7.31665960e-01
1.18973746e-01 8.48593470e-04 -2.39286136e-01 -4.01707854e-01
-2.43624616e-01 -3.50015576e-01 7.48922527e-01 9.44744922e-01
-1.14790313e+00]
[ -1.83034161e-02 1.79285367e-01 5.07360755e-02 3.18995618e-01
3.68053120e-03 -6.71398255e-02 -3.06721062e-01 -3.71678210e-01
-2.97992955e-01 -2.54796583e-01 5.71932841e-01 9.86589324e-01
-1.08902539e+00]
[ -3.97545932e-02 -1.33092005e-01 -1.52010010e-01 3.20056935e-01
-1.76330036e-01 2.35479916e-01 -7.17769577e-02 -2.09959773e-01
-2.42907072e-01 -4.06203371e-01 2.14151466e-01 5.57481175e-01
-5.46427776e-01]
[ 8.02446851e-02 -3.82493749e-01 -5.14936512e-02 3.83095673e-03
-1.14445651e-01 1.99572602e-01 6.76807293e-02 1.62823622e-01
-1.84816404e-01 -2.56957434e-02 -5.26398729e-02 3.52021355e-01
-3.03022818e-01]
[ 2.06158863e-01 -2.93542667e-01 -1.19965194e-01 -7.41098724e-02
-2.13193810e-01 1.22191883e-01 2.11776699e-02 -1.35962729e-01
-6.44908733e-02 -7.24877923e-02 -1.44340526e-01 -1.62332344e-01
-1.78281350e-01]
[ -1.33846174e-01 -8.08471824e-02 3.84783758e-02 -2.52491419e-01
-5.92085396e-02 -1.41141293e-01 4.51912499e-02 -7.91415023e-03
-9.22264373e-02 1.10244518e-02 -3.24523530e-01 -4.55712137e-01
-8.36207030e-02]
[ -1.40562595e-01 -1.37058105e-01 -6.81201069e-02 -2.81406986e-01
-3.46780728e-01 -2.88650924e-01 1.63977503e-01 1.43605041e-01
1.62096070e-02 1.23064692e-01 -2.67533312e-01 -8.33606482e-01
3.26995890e-02]
[ -1.46170167e-01 -2.47813268e-01 -3.01877523e-01 -6.77907444e-01
-2.97450941e-01 -2.08500679e-01 -2.52695190e-01 3.60337286e-03
-4.17276903e-03 -4.64079367e-01 -5.49561358e-01 -5.36123292e-01
-9.26177455e-01]
[ -1.21228674e-01 1.28950328e-01 1.57886641e-02 9.02151240e-02
-2.06857016e-01 -1.74768684e-01 -1.44333252e-01 1.89642210e-02
-1.31661822e-01 -1.53279556e-01 -1.51678220e-01 -4.31359754e-01
2.38469185e-02]
[ -3.61326860e-01 -1.18189166e-01 -2.73134376e-01 2.57592253e-01
-1.99315917e-01 -2.31871117e-01 -9.86253350e-02 -1.03197217e-01
2.15084315e-02 2.07306304e-02 9.01702770e-02 -3.17008558e-01
1.32524907e-01]
[ -1.29811207e-01 -4.60317589e-02 -2.54467243e-01 1.17374949e-01
-2.26241955e-01 -2.79268698e-01 -3.61771700e-01 -2.03156886e-02
1.74625963e-02 -1.14941863e-01 -2.27648218e-01 -2.95448452e-01
5.20983222e-02]
[ -2.37597914e-01 -5.31868879e-01 -3.39744235e-01 -1.62697454e-01
-3.21589707e-01 -2.31934634e-01 -7.57799813e-02 -2.54618066e-01
4.37682245e-02 -2.46032254e-01 -1.00176212e-01 -2.98042758e-01
-3.15171215e-02]
[ -2.18967158e-01 -2.96858060e-01 -3.19823822e-01 -9.96013809e-02
-9.08634026e-02 -1.50127114e-01 -7.17240386e-02 2.45645872e-02
-1.93186522e-01 -4.95835986e-01 -2.40960953e-01 -2.20230119e-01
1.05860644e-02]
[ -1.01545598e-01 -1.32078285e-02 -2.40492649e-01 -7.55094237e-01
-2.66500730e-01 -2.58679763e-01 3.01576094e-02 -4.42494571e-01
1.21878428e-01 -1.53853291e-01 -5.54726255e-01 -3.24279829e-01
-8.08916080e-01]]
Progress: 24.6% ... Training loss: 0.221 ... Validation loss: 0.381[[-0.20645812]
[ 0.25260183]
[-0.12981415]
[ 1.06197348]
[ 0.26853071]
[-0.04844424]
[-0.8481558 ]
[-0.87097251]
[-0.60879362]
[-0.90755945]
[ 1.22712751]
[ 2.99438637]
[-2.07233899]]
[[ -5.26662309e-01 -4.93530909e-01 -5.89583358e-01 -6.48060675e-02
-2.94223151e-01 -5.93959998e-01 -6.50435054e-02 -2.45208465e-01
-3.63680754e-01 -3.25528626e-01 2.33876507e-01 9.46663705e-01
2.71890360e-01]
[ 8.24081408e-03 -1.39369134e-01 4.98369641e-02 -8.26767223e-02
-4.32061549e-02 5.85789361e-02 -1.12161398e-01 2.06351126e-01
-1.40466272e-01 -1.82300803e-01 -1.06868278e-01 -1.63594146e-01
5.30076030e-02]
[ -2.57467981e-01 1.37241596e-01 -2.93287377e-02 1.29219160e-01
7.82744207e-02 -1.30161482e-01 -2.37049452e-02 -1.66354212e-01
2.56683601e-01 -3.59942272e-01 1.72021217e-01 6.90515156e-01
8.10069622e-01]
[ 2.25688427e-01 -2.40049172e-01 -2.78052187e-01 5.57264036e-02
-2.77709430e-01 8.66247674e-03 2.71606806e-01 -5.07365311e-01
2.28560589e-01 -2.17127922e-01 -1.70862201e-01 -3.34944097e-01
-2.40384647e-01]
[ 1.35517603e-01 -3.03256035e-03 1.16638728e-01 -1.22041461e-01
-3.38581893e-02 7.41519027e-02 -1.18062262e-01 -1.15291253e-01
9.75785979e-02 2.36686671e-01 1.80909742e-02 -1.04776473e-01
-1.28020912e-01]
[ -4.80220976e-01 -6.09247937e-01 -6.02144941e-01 -6.19191528e-01
-5.89568455e-01 -5.64088397e-01 -3.19439054e-01 -1.52417107e-01
-4.45621374e-01 -2.30552728e-01 -5.53341530e-01 -7.87282885e-01
-6.00960137e-01]
[ -4.15081097e-01 -5.92359164e-01 -3.23558576e-01 -4.05468663e-01
-4.17325365e-01 -5.62795723e-01 -4.18023892e-01 -4.74030502e-01
-2.94223968e-01 -1.17070650e-01 -4.60958208e-01 -4.29929657e-01
-4.58509295e-01]
[ -3.42721018e-01 -3.41980714e-01 -4.84688097e-01 -1.57616282e-01
-3.16699341e-01 -4.24183211e-01 -3.03679578e-01 -2.72704500e-01
-3.06733319e-01 -5.57516677e-01 -2.71557063e-01 -7.23014712e-01
-5.24136841e-01]
[ -4.67610189e-01 -3.47407260e-01 -3.81675177e-01 -1.99929135e-01
-3.36855275e-01 -2.16877741e-01 -5.12888742e-02 -4.33548979e-01
-2.54228873e-01 -4.45152930e-01 -1.70056755e-01 -2.65321637e-01
-1.90948342e-01]
[ -9.53422113e-01 -9.48656245e-01 -9.84604012e-01 -7.41633003e-01
-1.03803865e+00 -9.87643780e-01 -5.59586643e-01 -5.94951884e-01
-7.38297678e-01 -5.61028146e-01 -7.48478898e-01 -6.20994526e-01
-7.95667780e-01]
[ -5.15741855e-01 -2.66587320e-01 -4.72878117e-01 -3.41985238e-01
-3.45355607e-01 -3.63239622e-01 -6.07132156e-01 -6.06527738e-01
-6.61902344e-01 -1.15220760e-01 -5.08778596e-01 -7.29880310e-01
-5.45112285e-01]
[ -1.15237894e-01 2.25162524e-02 -3.40836104e-01 -4.52720365e-01
-1.06261293e-01 -7.36963699e-02 -1.83454134e-01 -3.73770640e-01
-1.59882806e-01 8.47877730e-02 -4.78070109e-01 -1.01480253e+00
-5.52435657e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56648833e-01 -1.19907718e-01 1.63908813e-01 -2.89998206e-01
-1.31591657e-01 1.13347094e-01 -1.19517090e-01 1.32309736e-02
-8.03289700e-02 7.09775261e-02 -1.94075310e-01 -3.99197013e-01
-2.48331321e-02]
[ -8.57684438e-02 -2.65508032e-01 -1.80427802e-01 -2.92351628e-01
-4.78469142e-01 -8.59978355e-02 -4.98574982e-02 4.51952576e-03
-6.18947026e-02 1.44108714e-02 -2.25343867e-01 -3.74382059e-01
-2.69975961e-01]
[ -6.84279798e-02 -2.17865502e-02 -2.30643042e-01 -2.65807337e-01
1.20994979e-01 -1.61874600e-01 -1.69775919e-01 1.08743256e-01
-4.12910890e-03 9.48828288e-02 -1.99003698e-01 8.68646403e-03
-6.88220577e-02]
[ 3.64703294e-02 -1.67212643e-01 -1.48945901e-01 -8.71973704e-02
-1.24569348e-01 -1.06674677e-01 1.12150318e-01 -1.45416727e-01
-1.08237329e-02 2.20745744e-02 -3.01085757e-02 -1.48835392e-01
2.36645967e-02]
[ -2.90311030e-01 -1.41935016e-01 -7.69491432e-02 -1.09163100e-01
-3.02254953e-01 -2.75142948e-01 -3.76355842e-01 2.18927484e-02
-3.22809153e-01 -2.18734648e-01 1.70153356e-01 -7.37444184e-02
1.98961823e-01]
[ -2.27286039e-01 -1.21351696e-01 -9.25754387e-02 -2.84744076e-02
-8.23261777e-02 -1.19302295e-01 -8.40817397e-02 1.17223702e-02
-1.42673343e-01 -7.62593172e-02 2.53231894e-02 -1.60356227e-01
-9.40457825e-02]
[ -1.69906934e-01 -6.99637017e-02 -2.28883666e-01 -2.85512156e-01
-1.57217812e-01 -2.04337982e-01 -3.25718350e-01 -1.05217280e-01
1.34058039e-01 -2.14341597e-01 -3.62131033e-01 -3.00349988e-01
-2.92021672e-01]
[ -3.71293905e-01 -6.22703066e-02 -1.50859283e-01 -1.33143539e-01
-4.90073332e-02 -3.13233889e-01 2.74969908e-02 -9.15596483e-02
-1.24005644e-01 6.03750895e-02 1.06402610e-02 -2.93140764e-01
-3.18916354e-01]
[ -1.67362549e-01 -1.43510580e-01 -5.23830376e-02 -1.59154744e-01
-1.27499516e-01 -2.95785871e-01 -3.97265063e-04 -1.44446340e-01
-2.22918936e-01 3.10090808e-02 2.18974970e-01 -4.30145261e-02
-1.72959621e-01]
[ -1.31001902e-01 -1.73964442e-01 -1.13383893e-01 -2.86177370e-01
9.17231467e-02 -1.75548405e-02 -1.74986692e-01 -1.61776317e-01
1.16318698e-01 -9.15402190e-02 -1.30791829e-01 -8.56433981e-02
-3.20910235e-01]
[ -4.31280212e-02 -3.37698044e-02 -1.49559538e-01 -7.08671333e-02
-2.29029381e-01 6.27568896e-02 -6.93178366e-02 -4.54582935e-02
-2.28786898e-01 -9.11447047e-02 -1.04742050e-01 -3.69504529e-01
-1.96357741e-01]
[ -7.08407308e-02 2.46145944e-02 -1.28912823e-01 -3.15771280e-01
1.21089207e-01 2.03902729e-02 -2.07590905e-01 -1.49914514e-01
1.24186290e-01 -5.81976016e-02 -2.84420286e-01 -2.60978948e-01
-3.05668014e-01]
[ 7.83776274e-02 -3.08803922e-01 -8.44965936e-02 -4.56464846e-01
-2.22689317e-01 -8.95648539e-02 6.51293686e-02 9.71307360e-02
-1.27984066e-02 2.99569253e-01 -5.36344809e-01 -8.20841944e-01
4.43891300e-01]
[ -2.23115368e-01 -2.44665311e-01 -1.31889073e-01 -3.13312733e-01
-3.01053368e-01 -9.36457344e-02 2.06089255e-01 4.08401853e-02
2.87828744e-01 3.85917544e-02 -4.19110861e-01 -1.02524604e+00
6.46995789e-01]
[ -1.47863118e-02 -1.86597342e-01 2.13303366e-02 -3.14990540e-01
-1.71080715e-01 1.65387973e-01 2.02385165e-01 2.58841457e-01
-2.93515436e-02 2.35291890e-01 -2.36319923e-01 -1.09708632e+00
7.40934815e-01]
[ 6.88492536e-04 -4.48728218e-02 -1.24910450e-01 -1.38645549e-01
-1.79797905e-01 -4.71791917e-02 3.05771864e-01 1.70143675e-01
2.57852666e-01 3.73229160e-01 -5.00314971e-01 -1.02914896e+00
7.83827781e-01]
[ -8.28188953e-02 -2.80135245e-01 5.90420779e-02 -3.69815033e-01
-1.50185257e-01 1.16817607e-01 3.77861562e-01 1.44188728e-01
-6.21823110e-02 1.71054584e-01 -5.73884779e-01 -1.01945879e+00
8.80839604e-01]
[ 1.21695662e-01 -9.00521201e-02 1.61703598e-02 -1.85980654e-01
-8.35445582e-02 -1.82918840e-02 2.71386219e-01 3.82922476e-01
4.24955101e-01 2.75383271e-01 -5.71659988e-01 -9.52550640e-01
6.00277056e-01]
[ -3.56148412e-03 -1.38005591e-01 2.21368773e-02 1.11051310e-02
-9.19939005e-02 -2.83415496e-01 7.27118041e-02 3.53247918e-01
2.02712740e-03 1.20653258e-01 -2.70212678e-01 -7.96318609e-01
2.70423055e-01]
[ 8.56978853e-02 1.03088080e-01 5.72888075e-03 1.44692889e-01
-9.29860582e-02 -5.87541510e-02 -1.69336933e-01 -1.30094602e-01
-2.55151718e-01 -1.26548726e-01 -1.25862290e-01 2.25511865e-01
-3.03928086e-01]
[ 4.16206767e-02 -1.02374736e-01 1.44631336e-01 3.51109058e-01
2.50522415e-01 8.39100693e-03 -4.02199786e-01 -3.58198232e-01
-6.11792154e-02 -5.53629266e-01 2.57319864e-01 1.05672621e+00
-6.79679711e-01]
[ 3.02035765e-02 7.84547565e-02 -2.13559109e-01 7.78739952e-02
3.34230301e-02 -2.15134377e-03 -1.79670120e-01 -3.43032398e-01
-2.84814322e-01 -2.24921988e-01 -3.56654397e-02 -8.81980923e-02
-1.95977860e-01]
[ -6.16728776e-02 -2.09692310e-01 6.01608403e-02 5.93234758e-02
-1.31467660e-01 -1.35538888e-01 8.97744671e-04 -3.69994622e-02
5.39808833e-02 -3.90685639e-01 -3.35931787e-01 -2.52776885e-01
5.18616184e-02]
[ 5.87506899e-03 -2.68547055e-01 5.35244880e-02 -2.89230152e-01
-1.90851014e-01 -2.32920357e-01 -2.92635643e-01 3.20247449e-03
-3.38145240e-02 5.48537575e-02 -1.89843838e-01 2.07921087e-01
-9.31705707e-03]
[ 1.64903632e-01 5.59946303e-02 -1.07782480e-01 -2.78109601e-01
-5.65820629e-02 -1.03197649e-01 -2.15592593e-01 -2.35092024e-02
-2.09069394e-01 -2.62254620e-01 -2.03464803e-01 4.09301451e-01
-6.68402212e-02]
[ -1.78590987e-01 -1.78664565e-01 -1.15830181e-01 -2.64726049e-01
-4.90727780e-02 2.52473355e-02 -2.10044808e-01 -2.61496495e-01
-1.50849042e-01 -7.35756025e-02 -2.29823258e-01 2.64557394e-01
-1.49650481e-01]
[ -4.11362098e-02 -2.06776020e-01 -1.64516477e-01 -2.76079348e-01
-4.90839459e-02 4.21225556e-02 -6.94832384e-02 -7.94550772e-02
-2.39322593e-01 -3.20605563e-01 -6.81196010e-02 7.00387904e-02
-4.29286684e-04]
[ 1.07590135e-01 8.35429198e-02 -1.42549386e-02 -2.23041638e-01
-3.23228993e-01 6.42627872e-03 -1.90110007e-01 -3.15007002e-01
-3.25501677e-01 -1.33689501e-02 -1.28137343e-01 1.71458473e-01
-3.55604041e-02]
[ -6.18174970e-02 -1.13059150e-02 -2.84386650e-01 -3.37686876e-02
6.82238873e-02 1.55334203e-01 -2.41181099e-01 -1.82271275e-01
-5.09144195e-02 -5.70739959e-02 1.70627863e-01 6.36218643e-01
-9.90925160e-02]
[ 1.24453111e-01 3.41883697e-01 -1.99603761e-01 7.32445112e-01
1.19160253e-01 8.61308389e-04 -2.39309562e-01 -4.01197718e-01
-2.43826241e-01 -3.49040852e-01 7.48779027e-01 9.44068567e-01
-1.15018843e+00]
[ -1.85909022e-02 1.80041391e-01 5.04916567e-02 3.23009392e-01
4.32807088e-03 -6.72148919e-02 -3.08712085e-01 -3.73473871e-01
-2.99197109e-01 -2.56199009e-01 5.76178409e-01 9.95926302e-01
-1.09466364e+00]
[ -3.92449909e-02 -1.33686802e-01 -1.51690354e-01 3.18535976e-01
-1.76981950e-01 2.35635847e-01 -7.00495864e-02 -2.07382672e-01
-2.41436443e-01 -4.03336596e-01 2.11401652e-01 5.49900876e-01
-5.44445329e-01]
[ 8.01426347e-02 -3.82390021e-01 -5.15461535e-02 4.62420130e-03
-1.14321019e-01 1.99546632e-01 6.70826638e-02 1.62289691e-01
-1.85198431e-01 -2.62602337e-02 -5.17150816e-02 3.53862927e-01
-3.04346980e-01]
[ 2.06191465e-01 -2.93544940e-01 -1.19956118e-01 -7.39248070e-02
-2.13213725e-01 1.22200520e-01 2.12470006e-02 -1.35763650e-01
-6.45402283e-02 -7.21797400e-02 -1.44171164e-01 -1.61395013e-01
-1.79075495e-01]
[ -1.34019406e-01 -8.06127838e-02 3.83715141e-02 -2.51632337e-01
-5.89966329e-02 -1.41194249e-01 4.42010027e-02 -8.36460882e-03
-9.29444277e-02 1.02910109e-02 -3.23917329e-01 -4.55148321e-01
-8.52480433e-02]
[ -1.40518508e-01 -1.37128863e-01 -6.80785056e-02 -2.81838070e-01
-3.46870043e-01 -2.88641067e-01 1.64368893e-01 1.44226576e-01
1.64334279e-02 1.23729509e-01 -2.68176842e-01 -8.35137927e-01
3.38274411e-02]
[ -1.45936170e-01 -2.47596451e-01 -3.01954236e-01 -6.78869963e-01
-2.97170414e-01 -2.08520766e-01 -2.51904799e-01 2.78207998e-03
-4.05690803e-03 -4.64324349e-01 -5.51007149e-01 -5.33175827e-01
-9.33954288e-01]
[ -1.22577834e-01 1.31144917e-01 1.47919789e-02 1.02670141e-01
-2.04736846e-01 -1.75118289e-01 -1.51468115e-01 1.11341255e-02
-1.37125731e-01 -1.59148447e-01 -1.37927049e-01 -3.99118150e-01
2.71407820e-03]
[ -3.61259061e-01 -1.18593677e-01 -2.72979242e-01 2.55188644e-01
-1.99866406e-01 -2.31838765e-01 -9.72823581e-02 -9.97859281e-02
2.27470532e-02 2.28156620e-02 8.62743598e-02 -3.28035522e-01
1.41481034e-01]
[ -1.30047237e-01 -4.57144093e-02 -2.54559443e-01 1.19036895e-01
-2.25967576e-01 -2.79309028e-01 -3.62834179e-01 -2.07388115e-02
1.66277438e-02 -1.15821825e-01 -2.26077415e-01 -2.93851944e-01
4.99884716e-02]
[ -2.37074508e-01 -5.33000576e-01 -3.39196052e-01 -1.67676975e-01
-3.22923728e-01 -2.31736477e-01 -7.26913152e-02 -2.49478836e-01
4.68216749e-02 -2.42272364e-01 -1.09709020e-01 -3.20827508e-01
-1.87309599e-02]
[ -2.19182261e-01 -2.96597086e-01 -3.19916077e-01 -9.86065316e-02
-9.05463899e-02 -1.50183910e-01 -7.25458130e-02 2.35842120e-02
-1.93862091e-01 -4.96543447e-01 -2.40104266e-01 -2.18125054e-01
8.42400043e-03]
[ -1.02001527e-01 -1.22820153e-02 -2.40929238e-01 -7.53435300e-01
-2.65791703e-01 -2.58829836e-01 2.76936572e-02 -4.44543006e-01
1.20071573e-01 -1.56353950e-01 -5.51538694e-01 -3.13713764e-01
-8.13880754e-01]]
Progress: 24.6% ... Training loss: 0.217 ... Validation loss: 0.376[[-0.20318233]
[ 0.25703312]
[-0.12462943]
[ 1.06425586]
[ 0.27219738]
[-0.04382387]
[-0.84919799]
[-0.86343868]
[-0.60883859]
[-0.89715229]
[ 1.23220541]
[ 2.99884197]
[-2.07484181]]
[[ -5.26593614e-01 -4.93599076e-01 -5.89546924e-01 -6.45774104e-02
-2.94188432e-01 -5.93950618e-01 -6.34832538e-02 -2.44344291e-01
-3.62582359e-01 -3.23970807e-01 2.33531016e-01 9.41787705e-01
2.75433008e-01]
[ 8.28509234e-03 -1.39225683e-01 4.97748816e-02 -8.29682494e-02
-4.30566848e-02 5.85632806e-02 -1.12238901e-01 2.05281651e-01
-1.40509882e-01 -1.83289030e-01 -1.06234568e-01 -1.62268316e-01
4.99804716e-02]
[ -2.56625465e-01 1.36825901e-01 -2.88849293e-02 1.26231812e-01
7.77036242e-02 -1.29985170e-01 -1.92945228e-02 -1.62399600e-01
2.59908897e-01 -3.54870010e-01 1.67888575e-01 6.77766193e-01
8.18143034e-01]
[ 2.27249470e-01 -2.42335375e-01 -2.77014041e-01 4.71644799e-02
-2.79815863e-01 9.02434249e-03 2.78742650e-01 -4.99243460e-01
2.33945027e-01 -2.10657276e-01 -1.81450429e-01 -3.60444495e-01
-2.30494250e-01]
[ 1.33407321e-01 -6.76096742e-04 1.15373510e-01 -1.14814397e-01
-3.19503723e-02 7.37076623e-02 -1.26252643e-01 -1.23771042e-01
9.15551112e-02 2.27622314e-01 2.60676767e-02 -8.70053182e-02
-1.34448835e-01]
[ -4.80742990e-01 -6.08812635e-01 -6.02443271e-01 -6.18132909e-01
-5.89283445e-01 -5.64203241e-01 -3.20834756e-01 -1.54512313e-01
-4.46428651e-01 -2.33154921e-01 -5.52109988e-01 -7.88824812e-01
-6.01091437e-01]
[ -4.15133955e-01 -5.92540983e-01 -3.23467654e-01 -4.04854055e-01
-4.17456838e-01 -5.62785984e-01 -4.18630860e-01 -4.74054649e-01
-2.94508101e-01 -1.17386370e-01 -4.60830836e-01 -4.31819643e-01
-4.59668958e-01]
[ -3.42445372e-01 -3.42055711e-01 -4.84668146e-01 -1.59586015e-01
-3.16766777e-01 -4.24136516e-01 -3.01418284e-01 -2.72619640e-01
-3.05172882e-01 -5.57026845e-01 -2.72785297e-01 -7.30210863e-01
-5.19824976e-01]
[ -4.67765086e-01 -3.46932347e-01 -3.81941196e-01 -1.98342467e-01
-3.36299069e-01 -2.16954524e-01 -5.15417115e-02 -4.35105625e-01
-2.54752061e-01 -4.46411083e-01 -1.67726027e-01 -2.60449098e-01
-1.93749815e-01]
[ -9.53426380e-01 -9.48462206e-01 -9.84793911e-01 -7.42834093e-01
-1.03794321e+00 -9.87635597e-01 -5.57369068e-01 -5.95821916e-01
-7.37064492e-01 -5.62040603e-01 -7.48690137e-01 -6.30248989e-01
-7.90155211e-01]
[ -5.15815109e-01 -2.66470508e-01 -4.72927542e-01 -3.41273042e-01
-3.45173114e-01 -3.63290219e-01 -6.07867659e-01 -6.07720823e-01
-6.62137994e-01 -1.15816410e-01 -5.08012947e-01 -7.27508022e-01
-5.48080862e-01]
[ -1.15614496e-01 2.28587999e-02 -3.41050257e-01 -4.50941308e-01
-1.05896918e-01 -7.37891505e-02 -1.84930419e-01 -3.75298662e-01
-1.60934504e-01 8.27096479e-02 -4.76163111e-01 -1.01367588e+00
-5.54760221e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56763531e-01 -1.19826940e-01 1.63842403e-01 -2.89800076e-01
-1.31512758e-01 1.13313597e-01 -1.19846087e-01 1.25330355e-02
-8.03439811e-02 7.02078896e-02 -1.93916959e-01 -4.00501756e-01
-2.45520259e-02]
[ -8.62223214e-02 -2.65159811e-01 -1.80649792e-01 -2.91316860e-01
-4.78214847e-01 -8.60842603e-02 -5.14910068e-02 2.60798514e-03
-6.29428444e-02 1.20675273e-02 -2.23827451e-01 -3.72059317e-01
-2.71028093e-01]
[ -6.83406073e-02 -2.18399447e-02 -2.30618196e-01 -2.66138281e-01
1.20884572e-01 -1.61857812e-01 -1.69062620e-01 1.09597569e-01
-3.75630915e-03 9.57294620e-02 -1.99662461e-01 5.65298472e-03
-6.78630519e-02]
[ 3.64168004e-02 -1.67144981e-01 -1.49027747e-01 -8.63244774e-02
-1.24408003e-01 -1.06684982e-01 1.11475888e-01 -1.46519709e-01
-1.14838468e-02 2.10534525e-02 -2.83617739e-02 -1.43621339e-01
2.06426047e-02]
[ -2.90277729e-01 -1.42063344e-01 -7.68282733e-02 -1.09038514e-01
-3.02374135e-01 -2.75136717e-01 -3.76713687e-01 2.25542898e-02
-3.22767263e-01 -2.18138048e-01 1.69235213e-01 -7.74810382e-02
1.98393197e-01]
[ -2.27279808e-01 -1.21557248e-01 -9.25064454e-02 -2.93539116e-02
-8.25280361e-02 -1.19285476e-01 -8.35476663e-02 1.23510831e-02
-1.42182401e-01 -7.58230190e-02 2.40951713e-02 -1.65488507e-01
-9.06834961e-02]
[ -1.69676599e-01 -7.02590349e-02 -2.28764071e-01 -2.87427503e-01
-1.57449736e-01 -2.04294996e-01 -3.24319421e-01 -1.04543560e-01
1.35175134e-01 -2.13805770e-01 -3.63492077e-01 -3.06450729e-01
-2.89180777e-01]
[ -3.71249547e-01 -6.20653227e-02 -1.50947865e-01 -1.33196491e-01
-4.88986506e-02 -3.13226212e-01 2.84072910e-02 -9.21131655e-02
-1.23532630e-01 6.01479564e-02 1.06945882e-02 -2.94034076e-01
-3.17911551e-01]
[ -1.67244067e-01 -1.43516858e-01 -5.23605516e-02 -1.59246371e-01
-1.27525252e-01 -2.95764960e-01 1.13850875e-04 -1.44478167e-01
-2.22614136e-01 3.12061621e-02 2.19040920e-01 -4.25756873e-02
-1.72281586e-01]
[ -1.31156389e-01 -1.73594533e-01 -1.13558479e-01 -2.84949459e-01
9.20713729e-02 -1.76141259e-02 -1.75661676e-01 -1.62881395e-01
1.15794822e-01 -9.23463023e-02 -1.29332973e-01 -8.13641182e-02
-3.23806382e-01]
[ -4.33196798e-02 -3.35247526e-02 -1.49717684e-01 -6.97282235e-02
-2.28668632e-01 6.27009760e-02 -6.98143219e-02 -4.63562672e-02
-2.29402088e-01 -9.21329955e-02 -1.03161960e-01 -3.67645378e-01
-1.97819990e-01]
[ -7.08466843e-02 2.46402738e-02 -1.28931529e-01 -3.15807941e-01
1.21108427e-01 2.03890935e-02 -2.07486584e-01 -1.50023081e-01
1.24193921e-01 -5.83406642e-02 -2.84373704e-01 -2.60647363e-01
-3.05573572e-01]
[ 7.82810137e-02 -3.08807765e-01 -8.45141293e-02 -4.56721469e-01
-2.22696486e-01 -8.95845816e-02 6.50320108e-02 9.70164691e-02
-1.28922887e-02 2.99261392e-01 -5.36627872e-01 -8.21937832e-01
4.45016979e-01]
[ -2.23146415e-01 -2.44635939e-01 -1.31906980e-01 -3.13096168e-01
-3.01021880e-01 -9.36532613e-02 2.05827531e-01 4.06472758e-02
2.87626746e-01 3.84252625e-02 -4.18869489e-01 -1.02493548e+00
6.46370592e-01]
[ -1.47734003e-02 -1.86613737e-01 2.13325630e-02 -3.15214578e-01
-1.71108859e-01 1.65392137e-01 2.02581859e-01 2.58925672e-01
-2.92339289e-02 2.35405578e-01 -2.36543817e-01 -1.09751782e+00
7.41377530e-01]
[ 6.25244882e-04 -4.48880821e-02 -1.24928158e-01 -1.38929765e-01
-1.79815944e-01 -4.71861475e-02 3.05887178e-01 1.70208163e-01
2.57897656e-01 3.73014631e-01 -5.00681023e-01 -1.03053433e+00
7.84667174e-01]
[ -8.28975214e-02 -2.80088102e-01 5.89942361e-02 -3.69562382e-01
-1.50149461e-01 1.16798270e-01 3.77961458e-01 1.44230675e-01
-6.22370366e-02 1.70763677e-01 -5.73799282e-01 -1.02088108e+00
8.80726948e-01]
[ 1.21692878e-01 -9.00502749e-02 1.61720336e-02 -1.86174238e-01
-8.35504797e-02 -1.82933955e-02 2.71520205e-01 3.83076729e-01
4.25066154e-01 2.75502354e-01 -5.71906763e-01 -9.53379135e-01
6.01076004e-01]
[ -3.74564417e-03 -1.37808840e-01 2.20346216e-02 1.21275093e-02
-9.17806665e-02 -2.83457164e-01 7.17394045e-02 3.52300413e-01
1.42368664e-03 1.19736300e-01 -2.69162763e-01 -7.95323164e-01
2.68447672e-01]
[ 8.58128155e-02 1.03041967e-01 5.73119275e-03 1.45407494e-01
-9.29724493e-02 -5.87337959e-02 -1.68994931e-01 -1.30789368e-01
-2.55132236e-01 -1.26735222e-01 -1.25056393e-01 2.28593993e-01
-3.06116358e-01]
[ 4.16354655e-02 -1.02432420e-01 1.44635650e-01 3.51072523e-01
2.50606657e-01 8.38335025e-03 -4.02239342e-01 -3.58032924e-01
-6.09781496e-02 -5.54171710e-01 2.58081601e-01 1.05518755e+00
-6.79881866e-01]
[ 3.03064817e-02 7.81717431e-02 -2.13459703e-01 7.61635047e-02
3.31013183e-02 -2.12511834e-03 -1.78753925e-01 -3.42000595e-01
-2.83949942e-01 -2.24350180e-01 -3.76708578e-02 -9.46195885e-02
-1.91734648e-01]
[ -6.17016243e-02 -2.09680028e-01 6.01509649e-02 5.94873914e-02
-1.31447279e-01 -1.35542472e-01 6.94716606e-04 -3.71116015e-02
5.39130099e-02 -3.90840968e-01 -3.35799734e-01 -2.52299910e-01
5.15962892e-02]
[ 6.07290749e-03 -2.68658271e-01 5.36009531e-02 -2.90359989e-01
-1.90993623e-01 -2.32880009e-01 -2.91458806e-01 3.09121637e-03
-3.29653778e-02 5.54834836e-02 -1.91428456e-01 2.05989331e-01
-6.20665957e-03]
[ 1.64875929e-01 5.59851098e-02 -1.07776562e-01 -2.78322949e-01
-5.66132364e-02 -1.03197728e-01 -2.15516235e-01 -2.32803384e-02
-2.09063985e-01 -2.62067137e-01 -2.03869077e-01 4.07987579e-01
-6.59879264e-02]
[ -1.78462347e-01 -1.78969032e-01 -1.15687257e-01 -2.66261529e-01
-4.94168036e-02 2.52876219e-02 -2.08969636e-01 -2.60234737e-01
-1.50031286e-01 -7.24596680e-02 -2.31702707e-01 2.59038108e-01
-1.45869339e-01]
[ -4.11349472e-02 -2.06796700e-01 -1.64538938e-01 -2.76438770e-01
-4.90906777e-02 4.21198992e-02 -6.93533143e-02 -7.95385132e-02
-2.39272367e-01 -3.20683915e-01 -6.83827472e-02 6.92304663e-02
3.23008392e-04]
[ 1.07223396e-01 8.40871129e-02 -1.45416787e-02 -2.21637433e-01
-3.22774298e-01 6.32331438e-03 -1.91405145e-01 -3.16892647e-01
-3.26425324e-01 -1.52421228e-02 -1.26183292e-01 1.76572166e-01
-3.84051833e-02]
[ -6.19328251e-02 -1.10528306e-02 -2.84475890e-01 -3.25486522e-02
6.85365160e-02 1.55297483e-01 -2.41941909e-01 -1.83325233e-01
-5.14870633e-02 -5.79345933e-02 1.72535244e-01 6.41004425e-01
-1.02305363e-01]
[ 1.24351684e-01 3.42086099e-01 -1.99674523e-01 7.33490063e-01
1.19339939e-01 8.39542533e-04 -2.39792870e-01 -4.01799629e-01
-2.44228197e-01 -3.49606724e-01 7.50036032e-01 9.47096982e-01
-1.15133345e+00]
[ -1.86769465e-02 1.80398732e-01 5.03361307e-02 3.25536634e-01
4.68087649e-03 -6.72409320e-02 -3.09787858e-01 -3.75151202e-01
-2.99910990e-01 -2.57326380e-01 5.79151330e-01 1.00099128e+00
-1.09904862e+00]
[ -3.90998729e-02 -1.33844545e-01 -1.51605220e-01 3.16993733e-01
-1.77139931e-01 2.35672127e-01 -6.90697028e-02 -2.06828140e-01
-2.40931056e-01 -4.02628788e-01 2.09959552e-01 5.46986439e-01
-5.42719249e-01]
[ 8.01998035e-02 -3.82438925e-01 -5.15164200e-02 4.44097030e-03
-1.14409567e-01 1.99559418e-01 6.74138274e-02 1.63022373e-01
-1.85041923e-01 -2.56905355e-02 -5.21732516e-02 3.51812058e-01
-3.03996436e-01]
[ 2.06219250e-01 -2.93614130e-01 -1.19933723e-01 -7.43283422e-02
-2.13275962e-01 1.22207306e-01 2.14785316e-02 -1.35434502e-01
-6.43477102e-02 -7.20304988e-02 -1.44635924e-01 -1.62868549e-01
-1.78059620e-01]
[ -1.34019894e-01 -8.05870432e-02 3.83411574e-02 -2.51460807e-01
-5.89523242e-02 -1.41199799e-01 4.42324300e-02 -8.51833277e-03
-9.28867364e-02 1.00840280e-02 -3.23662838e-01 -4.55446904e-01
-8.57434100e-02]
[ -1.40593024e-01 -1.37001589e-01 -6.81362747e-02 -2.81213402e-01
-3.46756318e-01 -2.88659749e-01 1.63727393e-01 1.43615291e-01
1.60200858e-02 1.23372170e-01 -2.67516035e-01 -8.34317068e-01
3.24602744e-02]
[ -1.46068630e-01 -2.47442688e-01 -3.02077395e-01 -6.78622950e-01
-2.96988168e-01 -2.08565895e-01 -2.52274180e-01 1.58907567e-03
-4.40171146e-03 -4.65611200e-01 -5.50138946e-01 -5.31481367e-01
-9.35679413e-01]
[ -1.22488794e-01 1.31155255e-01 1.47708450e-02 1.00976162e-01
-2.04792718e-01 -1.75119107e-01 -1.50712721e-01 1.15208174e-02
-1.36228525e-01 -1.59818530e-01 -1.38654924e-01 -4.03607235e-01
5.65010270e-03]
[ -3.61518393e-01 -1.18409978e-01 -2.73097128e-01 2.56523872e-01
-1.99695374e-01 -2.31887096e-01 -9.80727137e-02 -9.98450378e-02
2.21518032e-02 2.20181654e-02 8.71465843e-02 -3.30036208e-01
1.40537512e-01]
[ -1.30091946e-01 -4.54989549e-02 -2.54637878e-01 1.20238159e-01
-2.25773992e-01 -2.79314628e-01 -3.63031527e-01 -2.16634134e-02
1.60852729e-02 -1.15971894e-01 -2.24869939e-01 -2.89751438e-01
4.76105616e-02]
[ -2.37535145e-01 -5.32806033e-01 -3.39325330e-01 -1.67882514e-01
-3.22758449e-01 -2.31834986e-01 -7.33458602e-02 -2.50077819e-01
4.71241879e-02 -2.43918116e-01 -1.10891972e-01 -3.29085695e-01
-1.32276799e-02]
[ -2.19254812e-01 -2.96271339e-01 -3.20054172e-01 -9.59991030e-02
-9.01216773e-02 -1.50208931e-01 -7.37364671e-02 2.17480164e-02
-1.94836291e-01 -4.97368963e-01 -2.36952582e-01 -2.11761293e-01
3.30675315e-03]
[ -1.01575000e-01 -1.27121620e-02 -2.40774727e-01 -7.55636552e-01
-2.66230378e-01 -2.58741621e-01 3.01463345e-02 -4.43908942e-01
1.21274417e-01 -1.54664415e-01 -5.53266047e-01 -3.16880058e-01
-8.11936827e-01]]
Progress: 24.6% ... Training loss: 0.217 ... Validation loss: 0.377[[-0.20832761]
[ 0.24452866]
[-0.12956409]
[ 1.05336667]
[ 0.25924086]
[-0.05069199]
[-0.85321558]
[-0.88204498]
[-0.61660424]
[-0.90518606]
[ 1.21768085]
[ 2.96565318]
[-2.10101866]]
[[ -5.26245700e-01 -4.94335037e-01 -5.89308635e-01 -6.75486861e-02
-2.95392000e-01 -5.93858444e-01 -6.15330387e-02 -2.38459031e-01
-3.60165725e-01 -3.20774430e-01 2.27354321e-01 9.26709490e-01
2.89398968e-01]
[ 8.41868421e-03 -1.39336794e-01 4.98038080e-02 -8.37188162e-02
-4.31147294e-02 5.85831803e-02 -1.11957185e-01 2.05455077e-01
-1.40311364e-01 -1.82812056e-01 -1.06942796e-01 -1.62977398e-01
4.93064458e-02]
[ -2.56866885e-01 1.34429936e-01 -2.86112004e-02 1.16893954e-01
7.49979970e-02 -1.29949026e-01 -1.74685790e-02 -1.54433381e-01
2.67008667e-01 -3.58323054e-01 1.53940550e-01 6.47189268e-01
8.56113778e-01]
[ 2.26299538e-01 -2.39055236e-01 -2.78022819e-01 6.26676011e-02
-2.75931595e-01 8.71340795e-03 2.69022217e-01 -5.16767190e-01
2.24705823e-01 -2.18332464e-01 -1.60638417e-01 -3.04426397e-01
-2.72511788e-01]
[ 1.33111776e-01 1.23056127e-03 1.14720399e-01 -1.05231229e-01
-3.00677917e-02 7.36013704e-02 -1.30120072e-01 -1.34693580e-01
8.71105227e-02 2.23384926e-01 3.77284770e-02 -5.73583551e-02
-1.53981994e-01]
[ -4.80310715e-01 -6.09399009e-01 -6.02218002e-01 -6.21234017e-01
-5.89822854e-01 -5.64101191e-01 -3.19147055e-01 -1.51963989e-01
-4.45755589e-01 -2.30385685e-01 -5.55988089e-01 -7.95999766e-01
-6.00908714e-01]
[ -4.15169712e-01 -5.92809094e-01 -3.23328927e-01 -4.04958626e-01
-4.17904213e-01 -5.62769696e-01 -4.18394542e-01 -4.71277740e-01
-2.94525947e-01 -1.15626438e-01 -4.63117628e-01 -4.41810929e-01
-4.54968610e-01]
[ -3.42165276e-01 -3.43258337e-01 -4.84533018e-01 -1.64428337e-01
-3.18109977e-01 -4.24040980e-01 -3.00439918e-01 -2.68810246e-01
-3.02280510e-01 -5.57111466e-01 -2.79346847e-01 -7.42604046e-01
-5.08206924e-01]
[ -4.67605715e-01 -3.47196010e-01 -3.81877862e-01 -1.99982997e-01
-3.36620319e-01 -2.16918933e-01 -5.05183686e-02 -4.33835377e-01
-2.54276772e-01 -4.45514695e-01 -1.69712236e-01 -2.65806083e-01
-1.93624390e-01]
[ -9.53146217e-01 -9.50097826e-01 -9.84488098e-01 -7.48943735e-01
-1.03988193e+00 -9.87485347e-01 -5.54823914e-01 -5.87470891e-01
-7.34033586e-01 -5.59886881e-01 -7.57672541e-01 -6.51946287e-01
-7.74298090e-01]
[ -5.15029530e-01 -2.67373352e-01 -4.72521439e-01 -3.46113372e-01
-3.46126436e-01 -3.63138377e-01 -6.05429159e-01 -6.04137903e-01
-6.60377506e-01 -1.11416477e-01 -5.14728402e-01 -7.41876684e-01
-5.43792693e-01]
[ -1.15844252e-01 2.30764911e-02 -3.41199713e-01 -4.49679868e-01
-1.05656105e-01 -7.38417755e-02 -1.85988345e-01 -3.76827733e-01
-1.61703022e-01 8.14969269e-02 -4.75177904e-01 -1.01252633e+00
-5.58278963e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56494515e-01 -1.20075626e-01 1.63978129e-01 -2.91067156e-01
-1.31763827e-01 1.13368993e-01 -1.18625911e-01 1.40219029e-02
-7.97358788e-02 7.19389180e-02 -1.95479314e-01 -4.02989426e-01
-2.38637744e-02]
[ -8.60940223e-02 -2.65477750e-01 -1.80578225e-01 -2.93131838e-01
-4.78486177e-01 -8.60431978e-02 -5.10844360e-02 3.50718251e-03
-6.29483465e-02 1.29562234e-02 -2.26048966e-01 -3.76108244e-01
-2.71688929e-01]
[ -6.81509980e-02 -2.21181995e-02 -2.30464595e-01 -2.67167035e-01
1.20555145e-01 -1.61825871e-01 -1.68294552e-01 1.11484743e-01
-3.19813107e-03 9.76501740e-02 -2.01584624e-01 -4.70889236e-04
-6.51179633e-02]
[ 3.63777681e-02 -1.67209543e-01 -1.48980597e-01 -8.68064165e-02
-1.24583208e-01 -1.06678862e-01 1.11614693e-01 -1.45518703e-01
-1.14478667e-02 2.13936378e-02 -2.95845533e-02 -1.48201236e-01
2.28604396e-02]
[ -2.90273215e-01 -1.42183268e-01 -7.67584840e-02 -1.09305118e-01
-3.02532246e-01 -2.75128484e-01 -3.76156947e-01 2.38979042e-02
-3.22523647e-01 -2.17201913e-01 1.67743818e-01 -8.17119093e-02
2.01821525e-01]
[ -2.27420592e-01 -1.21398942e-01 -9.26137116e-02 -2.77308610e-02
-8.23458300e-02 -1.19307006e-01 -8.46495106e-02 1.11185999e-02
-1.42919958e-01 -7.70326686e-02 2.63243177e-02 -1.61207753e-01
-9.41653703e-02]
[ -1.69332043e-01 -7.21819708e-02 -2.28330498e-01 -2.96013641e-01
-1.59446803e-01 -2.04171101e-01 -3.20974908e-01 -9.73973606e-02
1.39534571e-01 -2.12269387e-01 -3.74746802e-01 -3.31553635e-01
-2.70786750e-01]
[ -3.71293678e-01 -6.19302550e-02 -1.51013430e-01 -1.31633219e-01
-4.86942546e-02 -3.13238592e-01 2.69229666e-02 -9.33084648e-02
-1.24453774e-01 5.98543238e-02 1.20384451e-02 -2.88626644e-01
-3.22076334e-01]
[ -1.67264397e-01 -1.42931615e-01 -5.25934315e-02 -1.57065828e-01
-1.27075782e-01 -2.95780940e-01 -7.67971425e-04 -1.46619673e-01
-2.23160056e-01 2.98787902e-02 2.22390239e-01 -3.52733958e-02
-1.74892778e-01]
[ -1.31203228e-01 -1.73543826e-01 -1.13585662e-01 -2.85163388e-01
9.21079683e-02 -1.76297627e-02 -1.75689625e-01 -1.63103931e-01
1.15807159e-01 -9.25587911e-02 -1.29541988e-01 -8.15542888e-02
-3.22543015e-01]
[ -4.35717780e-02 -3.31109063e-02 -1.49895176e-01 -6.82190892e-02
-2.28260311e-01 6.26323549e-02 -7.09185323e-02 -4.76671771e-02
-2.30188444e-01 -9.35334626e-02 -1.01457340e-01 -3.64934081e-01
-2.00760664e-01]
[ -7.04034801e-02 2.39286312e-02 -1.28670090e-01 -3.18713052e-01
1.20358412e-01 2.05060580e-02 -2.05395580e-01 -1.47281533e-01
1.25395627e-01 -5.59092586e-02 -2.87829350e-01 -2.68501228e-01
-3.03824561e-01]
[ 7.82341178e-02 -3.08789949e-01 -8.45392137e-02 -4.56880764e-01
-2.22694818e-01 -8.95913047e-02 6.50895549e-02 9.69108392e-02
-1.28869036e-02 2.98964510e-01 -5.36871893e-01 -8.23319568e-01
4.45385180e-01]
[ -2.23278544e-01 -2.44532300e-01 -1.31958006e-01 -3.12712245e-01
-3.00948850e-01 -9.36773794e-02 2.05118655e-01 4.01715214e-02
2.87119660e-01 3.78202914e-02 -4.18454581e-01 -1.02455259e+00
6.45512247e-01]
[ -1.49478637e-02 -1.86381366e-01 2.12261051e-02 -3.14519965e-01
-1.70918045e-01 1.65349157e-01 2.01751431e-01 2.57862287e-01
-2.98311029e-02 2.34649213e-01 -2.35874329e-01 -1.09714450e+00
7.39327703e-01]
[ 6.50694457e-04 -4.49379492e-02 -1.24916683e-01 -1.38977512e-01
-1.79857856e-01 -4.71814377e-02 3.06128569e-01 1.70414740e-01
2.58008899e-01 3.73130331e-01 -5.00905235e-01 -1.03123543e+00
7.84954219e-01]
[ -8.30014294e-02 -2.79925454e-01 5.89280831e-02 -3.68946462e-01
-1.50012158e-01 1.16775680e-01 3.77425618e-01 1.43784941e-01
-6.26927465e-02 1.70171278e-01 -5.73230433e-01 -1.02022601e+00
8.79264006e-01]
[ 1.21635641e-01 -8.99532980e-02 1.61411428e-02 -1.85700104e-01
-8.34665465e-02 -1.83039891e-02 2.71080311e-01 3.82691590e-01
4.24741757e-01 2.75216557e-01 -5.71584380e-01 -9.52955613e-01
6.00013565e-01]
[ -3.96464868e-03 -1.37514392e-01 2.19159032e-02 1.39884171e-02
-9.14778416e-02 -2.83502403e-01 7.03507529e-02 3.51061064e-01
4.54879162e-04 1.18388087e-01 -2.67397157e-01 -7.93153628e-01
2.64546186e-01]
[ 8.60789772e-02 1.02566738e-01 5.87968869e-03 1.43570565e-01
-9.33564428e-02 -5.86826082e-02 -1.67691036e-01 -1.29235794e-01
-2.53841278e-01 -1.25789412e-01 -1.26847059e-01 2.22839145e-01
-3.03229747e-01]
[ 4.14754872e-02 -1.02246881e-01 1.44533171e-01 3.52469038e-01
2.50808887e-01 8.35864848e-03 -4.02798452e-01 -3.58738683e-01
-6.16311663e-02 -5.54905569e-01 2.59530843e-01 1.05927344e+00
-6.81371621e-01]
[ 3.03331849e-02 7.81364777e-02 -2.13455872e-01 7.60467229e-02
3.30756246e-02 -2.11990586e-03 -1.78615423e-01 -3.42082861e-01
-2.83820346e-01 -2.24449887e-01 -3.77327431e-02 -9.51562215e-02
-1.91478196e-01]
[ -6.18373836e-02 -2.09643074e-01 6.01372642e-02 5.93280572e-02
-1.31454001e-01 -1.35557733e-01 6.46871845e-06 -3.65105095e-02
5.34297302e-02 -3.91061089e-01 -3.35574175e-01 -2.52194198e-01
5.22189126e-02]
[ 5.67724965e-03 -2.67968538e-01 5.33547586e-02 -2.89470232e-01
-1.90510534e-01 -2.32954321e-01 -2.92980833e-01 1.79044212e-03
-3.45134848e-02 5.34155752e-02 -1.90116438e-01 2.12161153e-01
-7.70250656e-03]
[ 1.65401812e-01 5.49647946e-02 -1.07468169e-01 -2.83384594e-01
-5.77085915e-02 -1.03097586e-01 -2.12148638e-01 -1.91983037e-02
-2.06406275e-01 -2.59361248e-01 -2.10367963e-01 3.89373808e-01
-5.37152111e-02]
[ -1.78550708e-01 -1.79088911e-01 -1.15691424e-01 -2.67306638e-01
-4.95307756e-02 2.52766605e-02 -2.09035415e-01 -2.59365818e-01
-1.49712163e-01 -7.26277519e-02 -2.32578582e-01 2.57784454e-01
-1.44864370e-01]
[ -4.11995161e-02 -2.06884012e-01 -1.64529089e-01 -2.77251051e-01
-4.91799740e-02 4.21088003e-02 -6.97085513e-02 -7.93309968e-02
-2.39146116e-01 -3.20642078e-01 -6.93992349e-02 6.74278217e-02
3.47966772e-03]
[ 1.07248622e-01 8.40420936e-02 -1.45235908e-02 -2.21754530e-01
-3.22807902e-01 6.32824933e-03 -1.91301849e-01 -3.16689662e-01
-3.26371033e-01 -1.50392858e-02 -1.26342891e-01 1.76163265e-01
-3.81404544e-02]
[ -6.14777553e-02 -1.21507363e-02 -2.84165555e-01 -3.64221091e-02
6.74557403e-02 1.55414586e-01 -2.39117377e-01 -1.79797036e-01
-4.87509389e-02 -5.49441798e-02 1.66689264e-01 6.30294246e-01
-9.27401501e-02]
[ 1.24990082e-01 3.41118826e-01 -1.99377252e-01 7.29366110e-01
1.18499469e-01 9.76678393e-04 -2.37127807e-01 -3.98976830e-01
-2.42656099e-01 -3.46518922e-01 7.45056136e-01 9.37298471e-01
-1.15026927e+00]
[ -1.84363811e-02 1.80206410e-01 5.03954953e-02 3.25665908e-01
4.41769456e-03 -6.71630761e-02 -3.09108835e-01 -3.74268020e-01
-2.99238782e-01 -2.57274531e-01 5.79500240e-01 1.00056339e+00
-1.09984974e+00]
[ -3.92147104e-02 -1.33579316e-01 -1.51662400e-01 3.18690192e-01
-1.76873654e-01 2.35641810e-01 -7.01182928e-02 -2.07556494e-01
-2.41523806e-01 -4.03129566e-01 2.11780665e-01 5.51766314e-01
-5.45508820e-01]
[ 8.02514914e-02 -3.82466879e-01 -5.14830188e-02 4.97624946e-03
-1.14488462e-01 1.99575930e-01 6.70868478e-02 1.63356882e-01
-1.85276675e-01 -2.50276711e-02 -5.22329904e-02 3.52516802e-01
-3.05437431e-01]
[ 2.06340539e-01 -2.93765417e-01 -1.19852404e-01 -7.49363067e-02
-2.13463533e-01 1.22234756e-01 2.19339814e-02 -1.34662830e-01
-6.40452818e-02 -7.12004817e-02 -1.45477563e-01 -1.64932677e-01
-1.76958013e-01]
[ -1.34066763e-01 -8.04595220e-02 3.83052161e-02 -2.50801444e-01
-5.88465734e-02 -1.41208847e-01 4.36616085e-02 -9.01765360e-03
-9.32987235e-02 9.84885655e-03 -3.22992488e-01 -4.53052814e-01
-8.74671083e-02]
[ -1.40393802e-01 -1.37265608e-01 -6.79976450e-02 -2.82276487e-01
-3.47013031e-01 -2.88624586e-01 1.64857307e-01 1.44988572e-01
1.68426171e-02 1.24988341e-01 -2.69198228e-01 -8.38025945e-01
3.53118465e-02]
[ -1.45579159e-01 -2.48410154e-01 -3.01715179e-01 -6.82147668e-01
-2.97864539e-01 -2.08460367e-01 -2.50765454e-01 5.54331372e-03
-3.02674968e-03 -4.62310639e-01 -5.54785875e-01 -5.44793133e-01
-9.31593583e-01]
[ -1.22787917e-01 1.31952050e-01 1.44641054e-02 1.05597152e-01
-2.04097579e-01 -1.75186833e-01 -1.53717397e-01 8.40437558e-03
-1.38161915e-01 -1.61618604e-01 -1.33705469e-01 -3.92014377e-01
-4.12930183e-03]
[ -3.61247730e-01 -1.19055802e-01 -2.72866000e-01 2.53418823e-01
-2.00389897e-01 -2.31807041e-01 -9.64958720e-02 -9.67853054e-02
2.31969878e-02 2.45261420e-02 8.27869220e-02 -3.41813578e-01
1.44858374e-01]
[ -1.30236048e-01 -4.55021349e-02 -2.54725156e-01 1.21047272e-01
-2.25774880e-01 -2.79335561e-01 -3.63391604e-01 -2.08363636e-02
1.61421500e-02 -1.16770530e-01 -2.23939778e-01 -2.89175607e-01
4.82269052e-02]
[ -2.37297903e-01 -5.33223928e-01 -3.39192037e-01 -1.70767101e-01
-3.23321442e-01 -2.31791545e-01 -7.12492669e-02 -2.48265488e-01
4.89386462e-02 -2.42742954e-01 -1.15441371e-01 -3.42638930e-01
-4.28354923e-03]
[ -2.18753354e-01 -2.97550162e-01 -3.19600585e-01 -1.02221553e-01
-9.15399965e-02 -1.50076171e-01 -7.00947536e-02 2.71789508e-02
-1.91838833e-01 -4.94721441e-01 -2.44855978e-01 -2.31482936e-01
1.64299579e-02]
[ -1.01794625e-01 -1.25165424e-02 -2.40998474e-01 -7.55018383e-01
-2.66023658e-01 -2.58765280e-01 2.86129413e-02 -4.45471911e-01
1.19941744e-01 -1.56355993e-01 -5.52398927e-01 -3.05601141e-01
-8.16621245e-01]]
Progress: 24.7% ... Training loss: 0.230 ... Validation loss: 0.386[[-0.19939058]
[ 0.25835939]
[-0.11559843]
[ 1.07076961]
[ 0.27369841]
[-0.03961135]
[-0.83367486]
[-0.85689586]
[-0.59420605]
[-0.89194319]
[ 1.23079523]
[ 2.98968489]
[-2.05850215]]
[[ -5.25929014e-01 -4.94291844e-01 -5.89304897e-01 -6.66290099e-02
-2.95421778e-01 -5.93816037e-01 -6.14204216e-02 -2.39811533e-01
-3.60142961e-01 -3.19267961e-01 2.26865587e-01 9.27223103e-01
2.77727891e-01]
[ 8.13905946e-03 -1.38701065e-01 4.94656196e-02 -8.02244579e-02
-4.24222819e-02 5.84883172e-02 -1.14184485e-01 2.01962446e-01
-1.41908980e-01 -1.84515629e-01 -1.02308987e-01 -1.48144668e-01
3.95915810e-02]
[ -2.58418971e-01 1.38109775e-01 -3.00571858e-02 1.33549343e-01
7.85983537e-02 -1.30424155e-01 -3.15510179e-02 -1.72458895e-01
2.56544140e-01 -3.67642280e-01 1.74556006e-01 7.12760594e-01
8.02506308e-01]
[ 2.26807657e-01 -2.40306879e-01 -2.77445042e-01 5.87673805e-02
-2.77417421e-01 8.88988570e-03 2.74475616e-01 -5.10555251e-01
2.28004792e-01 -2.15746151e-01 -1.68612253e-01 -3.29182474e-01
-2.53684953e-01]
[ 1.33818687e-01 -9.08854431e-04 1.15668080e-01 -1.12927606e-01
-3.21132437e-02 7.38411976e-02 -1.23437865e-01 -1.26049117e-01
9.22499768e-02 2.28145532e-01 2.76176537e-02 -9.67713255e-02
-1.22881402e-01]
[ -4.80317644e-01 -6.09408439e-01 -6.02245263e-01 -6.21455040e-01
-5.89768159e-01 -5.64113929e-01 -3.19345030e-01 -1.52215793e-01
-4.45902812e-01 -2.30573004e-01 -5.56898211e-01 -8.00105100e-01
-6.02970149e-01]
[ -4.15719474e-01 -5.91884973e-01 -3.23862017e-01 -4.02726794e-01
-4.17036409e-01 -5.62902021e-01 -4.22287472e-01 -4.76507013e-01
-2.97526619e-01 -1.18586304e-01 -4.59029247e-01 -4.24880021e-01
-4.70484196e-01]
[ -3.42945705e-01 -3.41807526e-01 -4.85114044e-01 -1.56083043e-01
-3.16731003e-01 -4.24265730e-01 -3.06790620e-01 -2.76364264e-01
-3.07384400e-01 -5.61199073e-01 -2.72757068e-01 -7.24507393e-01
-5.32784078e-01]
[ -4.67904216e-01 -3.46676396e-01 -3.82242678e-01 -1.96305244e-01
-3.35899937e-01 -2.17024210e-01 -5.30476844e-02 -4.36599110e-01
-2.55799872e-01 -4.47327442e-01 -1.65181492e-01 -2.53632558e-01
-2.01743663e-01]
[ -9.54631968e-01 -9.47451997e-01 -9.85832815e-01 -7.35410984e-01
-1.03732105e+00 -9.87880636e-01 -5.66555310e-01 -6.01151013e-01
-7.42302906e-01 -5.68617433e-01 -7.41722917e-01 -6.07358404e-01
-8.17250363e-01]
[ -5.15542972e-01 -2.66656807e-01 -4.72815256e-01 -3.43361212e-01
-3.45246007e-01 -3.63288973e-01 -6.08423894e-01 -6.06668110e-01
-6.62747755e-01 -1.12904008e-01 -5.13059964e-01 -7.34910740e-01
-5.51427715e-01]
[ -1.15480681e-01 2.25992329e-02 -3.41067372e-01 -4.51930923e-01
-1.06075556e-01 -7.37709819e-02 -1.84233137e-01 -3.76416230e-01
-1.60838338e-01 8.26674707e-02 -4.78497183e-01 -1.02098440e+00
-5.57965116e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56330245e-01 -1.20274158e-01 1.64064518e-01 -2.91786361e-01
-1.31961792e-01 1.13409501e-01 -1.18189289e-01 1.48305103e-02
-7.95093477e-02 7.27878438e-02 -1.97045174e-01 -4.07206881e-01
-2.44196571e-02]
[ -8.61330015e-02 -2.65457890e-01 -1.80600164e-01 -2.93085604e-01
-4.78467078e-01 -8.60510419e-02 -5.12301908e-02 3.26086783e-03
-6.30640341e-02 1.27030339e-02 -2.25940098e-01 -3.76121130e-01
-2.71836431e-01]
[ -6.80962906e-02 -2.22115815e-02 -2.30442207e-01 -2.67693161e-01
1.20422413e-01 -1.61814844e-01 -1.67769523e-01 1.12098268e-01
-2.86621140e-03 9.83159077e-02 -2.02181168e-01 -3.16620738e-03
-6.33076316e-02]
[ 3.63663660e-02 -1.67265347e-01 -1.48962641e-01 -8.71348762e-02
-1.24630994e-01 -1.06686738e-01 1.11515417e-01 -1.45626860e-01
-1.14003880e-02 2.17181417e-02 -3.06274286e-02 -1.49816318e-01
2.27664018e-02]
[ -2.90799376e-01 -1.41350969e-01 -7.72412942e-02 -1.07409818e-01
-3.01822615e-01 -2.75227427e-01 -3.79817536e-01 1.95091351e-02
-3.25256636e-01 -2.20247967e-01 1.71790202e-01 -6.32296316e-02
1.88257764e-01]
[ -2.27779387e-01 -1.20790216e-01 -9.29222827e-02 -2.39513796e-02
-8.15801601e-02 -1.19422479e-01 -8.74983658e-02 7.39164462e-03
-1.45264356e-01 -7.90606727e-02 3.07777596e-02 -1.51307716e-01
-1.03470110e-01]
[ -1.70015552e-01 -7.12125819e-02 -2.28659583e-01 -2.91492182e-01
-1.58627169e-01 -2.04329661e-01 -3.25007744e-01 -1.00955405e-01
1.36426995e-01 -2.14918900e-01 -3.71268551e-01 -3.22329629e-01
-2.82301786e-01]
[ -3.71587422e-01 -6.12207252e-02 -1.51241316e-01 -1.27668983e-01
-4.80395255e-02 -3.13307806e-01 2.40572256e-02 -9.60167845e-02
-1.26471452e-01 5.76883721e-02 1.63917737e-02 -2.78024541e-01
-3.32218887e-01]
[ -1.66935897e-01 -1.43295248e-01 -5.25561017e-02 -1.57768668e-01
-1.27323999e-01 -2.95737867e-01 6.93558966e-04 -1.46568318e-01
-2.22074496e-01 3.08162913e-02 2.21059288e-01 -3.88325190e-02
-1.74981857e-01]
[ -1.31521660e-01 -1.72944398e-01 -1.13883771e-01 -2.82239103e-01
9.28090926e-02 -1.77451890e-02 -1.77751540e-01 -1.65704214e-01
1.14506871e-01 -9.40725006e-02 -1.26163559e-01 -7.19260929e-02
-3.28024686e-01]
[ -4.33963781e-02 -3.32892676e-02 -1.49845009e-01 -6.91126532e-02
-2.28405869e-01 6.26732184e-02 -7.00829909e-02 -4.73024493e-02
-2.29679473e-01 -9.29767591e-02 -1.02193786e-01 -3.65518043e-01
-1.99723583e-01]
[ -7.05309557e-02 2.39642275e-02 -1.28722114e-01 -3.18639995e-01
1.20482639e-01 2.04688320e-02 -2.05910259e-01 -1.47581732e-01
1.25038898e-01 -5.66337446e-02 -2.88076593e-01 -2.70558270e-01
-3.06051159e-01]
[ 7.81986107e-02 -3.08745217e-01 -8.45651593e-02 -4.56929742e-01
-2.22638787e-01 -8.96052198e-02 6.51640339e-02 9.67617924e-02
-1.28938954e-02 2.99000151e-01 -5.37071282e-01 -8.24523319e-01
4.46296921e-01]
[ -2.23351976e-01 -2.44439845e-01 -1.31987381e-01 -3.12393091e-01
-3.00876122e-01 -9.36938927e-02 2.04749147e-01 3.99155142e-02
2.86828637e-01 3.75652669e-02 -4.18163818e-01 -1.02443612e+00
6.44846771e-01]
[ -1.51091688e-02 -1.86254805e-01 2.11647483e-02 -3.13917379e-01
-1.70792973e-01 1.65307650e-01 2.00854373e-01 2.57190701e-01
-3.04715346e-02 2.33982968e-01 -2.35350917e-01 -1.09682241e+00
7.37606073e-01]
[ 6.31855511e-04 -4.49163097e-02 -1.24934812e-01 -1.39050272e-01
-1.79859087e-01 -4.71881813e-02 3.06231713e-01 1.70283202e-01
2.58070669e-01 3.72971118e-01 -5.01044079e-01 -1.03190363e+00
7.85471162e-01]
[ -8.30611948e-02 -2.79856346e-01 5.88941125e-02 -3.68578750e-01
-1.49951719e-01 1.16760991e-01 3.77007959e-01 1.43467836e-01
-6.29760155e-02 1.69901808e-01 -5.72936831e-01 -1.01983207e+00
8.78125290e-01]
[ 1.21570711e-01 -8.98782164e-02 1.61170097e-02 -1.85227538e-01
-8.33937312e-02 -1.83184381e-02 2.70833413e-01 3.82734453e-01
4.24533431e-01 2.75004515e-01 -5.71352427e-01 -9.53316783e-01
5.99328731e-01]
[ -4.03502411e-03 -1.37428212e-01 2.18734812e-02 1.47064972e-02
-9.13725708e-02 -2.83516157e-01 6.97483416e-02 3.50564487e-01
5.18077990e-05 1.17895243e-01 -2.66697997e-01 -7.92183045e-01
2.62984024e-01]
[ 8.57505851e-02 1.03029008e-01 5.70020327e-03 1.47097984e-01
-9.29688576e-02 -5.87320960e-02 -1.69846236e-01 -1.31932367e-01
-2.55111587e-01 -1.28054494e-01 -1.23432866e-01 2.32833350e-01
-3.09036823e-01]
[ 4.14156677e-02 -1.02258845e-01 1.44450358e-01 3.53060260e-01
2.50826066e-01 8.33006653e-03 -4.02847558e-01 -3.59071413e-01
-6.07639127e-02 -5.55535344e-01 2.59948969e-01 1.05702479e+00
-6.80629576e-01]
[ 3.03943697e-02 7.80571442e-02 -2.13433636e-01 7.56533750e-02
3.30121659e-02 -2.10525533e-03 -1.78308243e-01 -3.41841826e-01
-2.83624721e-01 -2.24285799e-01 -3.81613598e-02 -9.62108060e-02
-1.90636779e-01]
[ -6.23182760e-02 -2.08878876e-01 5.98041491e-02 6.21362776e-02
-1.30732352e-01 -1.35662089e-01 -3.00433312e-03 -3.96773449e-02
5.07538737e-02 -3.92969309e-01 -3.32451062e-01 -2.42429786e-01
4.48585765e-02]
[ 5.38959826e-03 -2.67551071e-01 5.31578154e-02 -2.87801422e-01
-1.90142353e-01 -2.33014064e-01 -2.94334464e-01 3.07349453e-04
-3.58026712e-02 5.24367072e-02 -1.87978062e-01 2.20525964e-01
-1.31891055e-02]
[ 1.65246222e-01 5.53451455e-02 -1.07643589e-01 -2.82497132e-01
-5.73933697e-02 -1.03127296e-01 -2.13698225e-01 -2.11494496e-02
-2.07436809e-01 -2.60579518e-01 -2.08089150e-01 3.99045244e-01
-6.00701797e-02]
[ -1.78559859e-01 -1.78909930e-01 -1.15751452e-01 -2.66700196e-01
-4.93389788e-02 2.52679276e-02 -2.09718969e-01 -2.60004033e-01
-1.50346850e-01 -7.32234979e-02 -2.31156702e-01 2.62071031e-01
-1.48026930e-01]
[ -4.15336500e-02 -2.05996488e-01 -1.64946004e-01 -2.74387955e-01
-4.81707022e-02 4.19768102e-02 -7.25032266e-02 -8.39187361e-02
-2.40934742e-01 -3.22954654e-01 -6.49873156e-02 8.23836443e-02
-7.09559090e-03]
[ 1.07242036e-01 8.40767081e-02 -1.45286578e-02 -2.21644108e-01
-3.22777381e-01 6.32595202e-03 -1.91344065e-01 -3.16751098e-01
-3.26376888e-01 -1.49899098e-02 -1.26328184e-01 1.76301020e-01
-3.83656665e-02]
[ -6.15261543e-02 -1.19540653e-02 -2.84257951e-01 -3.52267349e-02
6.77210920e-02 1.55389946e-01 -2.39700287e-01 -1.80794753e-01
-4.93411853e-02 -5.56038139e-02 1.68494672e-01 6.33893067e-01
-9.63672020e-02]
[ 1.25500238e-01 3.40263515e-01 -1.99065690e-01 7.25116455e-01
1.17712510e-01 1.10424772e-03 -2.34894325e-01 -3.95482111e-01
-2.41191179e-01 -3.43659802e-01 7.39876947e-01 9.25446849e-01
-1.14644141e+00]
[ -1.77457850e-02 1.79312838e-01 5.07476396e-02 3.22292494e-01
3.55556454e-03 -6.70300022e-02 -3.05612454e-01 -3.71951704e-01
-2.97081172e-01 -2.53686173e-01 5.73566753e-01 9.86156450e-01
-1.09771837e+00]
[ -3.92284285e-02 -1.33610658e-01 -1.51652146e-01 3.18669128e-01
-1.76893611e-01 2.35638393e-01 -7.01898642e-02 -2.07557895e-01
-2.41539872e-01 -4.03110938e-01 2.11638928e-01 5.51408217e-01
-5.45049573e-01]
[ 7.98519081e-02 -3.81942451e-01 -5.17259941e-02 8.64515345e-03
-1.13950146e-01 1.99463801e-01 6.45849244e-02 1.60765248e-01
-1.87262693e-01 -2.67185529e-02 -4.88812499e-02 3.60799804e-01
-3.12959149e-01]
[ 2.06240530e-01 -2.93678370e-01 -1.19902299e-01 -7.43764825e-02
-2.13368442e-01 1.22208409e-01 2.13433954e-02 -1.35122398e-01
-6.44208080e-02 -7.16691623e-02 -1.44937658e-01 -1.64006057e-01
-1.77762092e-01]
[ -1.34266129e-01 -8.01540620e-02 3.81748167e-02 -2.49731943e-01
-5.85332578e-02 -1.41257525e-01 4.25952579e-02 -9.82382122e-03
-9.41825410e-02 8.87285303e-03 -3.21956082e-01 -4.50416114e-01
-8.97920011e-02]
[ -1.40383917e-01 -1.37263739e-01 -6.79992527e-02 -2.82120206e-01
-3.47003274e-01 -2.88623288e-01 1.64657369e-01 1.44890927e-01
1.67003940e-02 1.24984167e-01 -2.68871660e-01 -8.37200424e-01
3.46303358e-02]
[ -1.45309364e-01 -2.48670456e-01 -3.01627076e-01 -6.83589039e-01
-2.98141456e-01 -2.08395977e-01 -2.49431167e-01 6.96321109e-03
-2.85574710e-03 -4.60313934e-01 -5.57730719e-01 -5.52234912e-01
-9.33626197e-01]
[ -1.23565701e-01 1.33346623e-01 1.37664950e-02 1.14353254e-01
-2.02617973e-01 -1.75414212e-01 -1.59545986e-01 1.80341424e-03
-1.42160530e-01 -1.65309252e-01 -1.23805024e-01 -3.65449514e-01
-2.24658286e-02]
[ -3.61389511e-01 -1.18887515e-01 -2.72926605e-01 2.54093911e-01
-2.00213150e-01 -2.31853599e-01 -9.74393247e-02 -9.76862455e-02
2.25907346e-02 2.40325182e-02 8.30775831e-02 -3.42808206e-01
1.43853436e-01]
[ -1.30301584e-01 -4.55224960e-02 -2.54719301e-01 1.21839036e-01
-2.25798761e-01 -2.79335331e-01 -3.64438499e-01 -2.11752929e-02
1.56346500e-02 -1.17156736e-01 -2.23808520e-01 -2.86476208e-01
4.69864968e-02]
[ -2.37640150e-01 -5.32911440e-01 -3.39387660e-01 -1.68452221e-01
-3.22949603e-01 -2.31879331e-01 -7.33511399e-02 -2.50469681e-01
4.74719629e-02 -2.44544525e-01 -1.12912525e-01 -3.38392245e-01
-8.55227344e-03]
[ -2.18996451e-01 -2.97000149e-01 -3.19846104e-01 -1.00072537e-01
-9.08283492e-02 -1.50170886e-01 -7.15381605e-02 2.47471925e-02
-1.93065901e-01 -4.96439422e-01 -2.42001782e-01 -2.25979134e-01
9.41601598e-03]
[ -1.02129595e-01 -1.17761251e-02 -2.41399269e-01 -7.54230007e-01
-2.65440842e-01 -2.58848552e-01 2.56719480e-02 -4.50213853e-01
1.17801975e-01 -1.59310207e-01 -5.50860708e-01 -2.93083731e-01
-8.32997540e-01]]
Progress: 24.8% ... Training loss: 0.220 ... Validation loss: 0.377[[-0.21057241]
[ 0.24221462]
[-0.12797554]
[ 1.04856204]
[ 0.25731268]
[-0.05120431]
[-0.85749994]
[-0.87498651]
[-0.61756084]
[-0.8995839 ]
[ 1.21671322]
[ 2.95932119]
[-2.09036358]]
[[ -5.25716822e-01 -4.94154977e-01 -5.89212316e-01 -6.83750731e-02
-2.95627965e-01 -5.93796942e-01 -5.74467329e-02 -2.36140001e-01
-3.58632736e-01 -3.17685573e-01 2.26346330e-01 9.13373921e-01
2.85147040e-01]
[ 8.13020176e-03 -1.38693410e-01 4.94602014e-02 -8.01818182e-02
-4.24138778e-02 5.84866342e-02 -1.14248777e-01 2.01878907e-01
-1.41930738e-01 -1.84599174e-01 -1.02270227e-01 -1.48111518e-01
3.94993409e-02]
[ -2.57548460e-01 1.34699096e-01 -2.89164759e-02 1.19902333e-01
7.54799562e-02 -1.30171307e-01 -2.59675551e-02 -1.62027783e-01
2.64780864e-01 -3.62595749e-01 1.59089158e-01 6.67857645e-01
8.40529531e-01]
[ 2.27921581e-01 -2.40143287e-01 -2.77690829e-01 5.73235023e-02
-2.77040994e-01 9.03770021e-03 2.81601281e-01 -5.13789332e-01
2.30143469e-01 -2.15342763e-01 -1.67894523e-01 -3.20920271e-01
-2.64518958e-01]
[ 1.30327269e-01 3.08730227e-03 1.14290492e-01 -9.45564468e-02
-2.80263985e-02 7.32295523e-02 -1.43383752e-01 -1.40285441e-01
8.09959811e-02 2.12292244e-01 5.16015228e-02 -3.53999742e-02
-1.44792905e-01]
[ -4.80474838e-01 -6.09116845e-01 -6.02366904e-01 -6.21766987e-01
-5.89545008e-01 -5.64142519e-01 -3.19114030e-01 -1.52692851e-01
-4.46385761e-01 -2.31879242e-01 -5.55996466e-01 -8.01718638e-01
-6.05543229e-01]
[ -4.14877457e-01 -5.93033299e-01 -3.23271727e-01 -4.08900691e-01
-4.18534110e-01 -5.62762722e-01 -4.17347393e-01 -4.70802387e-01
-2.94157774e-01 -1.12351383e-01 -4.68119596e-01 -4.56043893e-01
-4.59611176e-01]
[ -3.42305277e-01 -3.43508826e-01 -4.84531460e-01 -1.62772714e-01
-3.18414637e-01 -4.24102702e-01 -3.01201886e-01 -2.70065936e-01
-3.01874020e-01 -5.58484721e-01 -2.79241795e-01 -7.48584317e-01
-5.13746094e-01]
[ -4.67324125e-01 -3.47248983e-01 -3.82095002e-01 -2.00914845e-01
-3.36427341e-01 -2.16922711e-01 -5.01174193e-02 -4.35761744e-01
-2.54260956e-01 -4.46471688e-01 -1.68217121e-01 -2.58940795e-01
-1.98058421e-01]
[ -9.52903807e-01 -9.50065494e-01 -9.84742290e-01 -7.50375922e-01
-1.04027004e+00 -9.87556991e-01 -5.54098770e-01 -5.88979003e-01
-7.33322790e-01 -5.60262928e-01 -7.57788946e-01 -6.62234199e-01
-7.89435909e-01]
[ -5.15408162e-01 -2.67146322e-01 -4.72651533e-01 -3.45269165e-01
-3.45656618e-01 -3.63261654e-01 -6.07989233e-01 -6.05739327e-01
-6.62144676e-01 -1.12113299e-01 -5.14812370e-01 -7.41183326e-01
-5.47776283e-01]
[ -1.15438309e-01 2.25716261e-02 -3.41122711e-01 -4.52843147e-01
-1.06201544e-01 -7.37467102e-02 -1.83434260e-01 -3.77153763e-01
-1.60486341e-01 8.20210452e-02 -4.78387708e-01 -1.02199859e+00
-5.58407835e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56072993e-01 -1.20473320e-01 1.64167473e-01 -2.93003913e-01
-1.32167569e-01 1.13455135e-01 -1.16985572e-01 1.62498510e-02
-7.89852055e-02 7.38794166e-02 -1.97864048e-01 -4.07858773e-01
-2.47485001e-02]
[ -8.62042828e-02 -2.65308074e-01 -1.80689088e-01 -2.93210199e-01
-4.78354621e-01 -8.60747956e-02 -5.11545299e-02 2.55773927e-03
-6.32183284e-02 1.17913582e-02 -2.26046510e-01 -3.79817390e-01
-2.73244353e-01]
[ -6.83884161e-02 -2.19151027e-02 -2.30564161e-01 -2.66859489e-01
1.20695157e-01 -1.61856735e-01 -1.68624165e-01 1.11043808e-01
-3.55502329e-03 9.70687904e-02 -2.00533776e-01 -6.81548562e-04
-6.38955229e-02]
[ 3.70436061e-02 -1.68102362e-01 -1.48552780e-01 -9.16878170e-02
-1.25737600e-01 -1.06584266e-01 1.15570783e-01 -1.41451856e-01
-9.00020119e-03 2.64479403e-02 -3.73818432e-02 -1.72556508e-01
2.87594642e-02]
[ -2.90798336e-01 -1.41330085e-01 -7.72147789e-02 -1.07623391e-01
-3.01867010e-01 -2.75226376e-01 -3.79530598e-01 2.00115502e-02
-3.25077456e-01 -2.19944207e-01 1.70872708e-01 -6.63807885e-02
1.90116242e-01]
[ -2.27159915e-01 -1.22103811e-01 -9.23781554e-02 -2.99617159e-02
-8.30059863e-02 -1.19283368e-01 -8.43502082e-02 1.17649424e-02
-1.42069934e-01 -7.56367449e-02 2.38690712e-02 -1.71700166e-01
-9.40234063e-02]
[ -1.69610712e-01 -7.24553254e-02 -2.28324314e-01 -2.97225795e-01
-1.59737684e-01 -2.04238615e-01 -3.22156063e-01 -9.68979536e-02
1.39704969e-01 -2.12998884e-01 -3.77657926e-01 -3.39269369e-01
-2.69345076e-01]
[ -3.71314288e-01 -6.18951215e-02 -1.51037478e-01 -1.31343372e-01
-4.87102092e-02 -3.13249942e-01 2.71429994e-02 -9.33932289e-02
-1.24534212e-01 5.93073966e-02 1.24700413e-02 -2.87489852e-01
-3.24574454e-01]
[ -1.67217691e-01 -1.42390918e-01 -5.28132233e-02 -1.52904898e-01
-1.26399470e-01 -2.95790071e-01 -6.12828857e-04 -1.49729296e-01
-2.23428883e-01 2.85317140e-02 2.27679383e-01 -2.69462975e-02
-1.80181086e-01]
[ -1.31675850e-01 -1.72707790e-01 -1.13959518e-01 -2.81857829e-01
9.30909910e-02 -1.77785048e-02 -1.78626424e-01 -1.66222966e-01
1.13631367e-01 -9.52674588e-02 -1.24620428e-01 -6.85703263e-02
-3.29666360e-01]
[ -4.33005957e-02 -3.34067056e-02 -1.49821193e-01 -6.96780067e-02
-2.28500877e-01 6.26915011e-02 -6.96539638e-02 -4.71122181e-02
-2.29393281e-01 -9.27063134e-02 -1.02614588e-01 -3.65948391e-01
-1.98984915e-01]
[ -7.01549826e-02 2.36098417e-02 -1.28625840e-01 -3.20411475e-01
1.20064231e-01 2.05397727e-02 -2.04320588e-01 -1.47122447e-01
1.26247750e-01 -5.58551725e-02 -2.89358378e-01 -2.72980140e-01
-3.04500489e-01]
[ 7.82383409e-02 -3.08770281e-01 -8.45508634e-02 -4.57178873e-01
-2.22673288e-01 -8.95988829e-02 6.54299427e-02 9.69269848e-02
-1.27347153e-02 2.99191170e-01 -5.37256116e-01 -8.24790423e-01
4.46905582e-01]
[ -2.23278878e-01 -2.44611113e-01 -1.31945053e-01 -3.14110126e-01
-3.01046365e-01 -9.36788872e-02 2.06278768e-01 4.07467940e-02
2.87807622e-01 3.78847886e-02 -4.19970494e-01 -1.02882985e+00
6.49318878e-01]
[ -1.52821936e-02 -1.86075307e-01 2.10786700e-02 -3.13198317e-01
-1.70640346e-01 1.65275510e-01 2.00074125e-01 2.56353747e-01
-3.10198552e-02 2.32976621e-01 -2.34536622e-01 -1.09629219e+00
7.35723957e-01]
[ 5.66834456e-04 -4.49272778e-02 -1.24953601e-01 -1.39703888e-01
-1.79884112e-01 -4.72006014e-02 3.06673529e-01 1.70477832e-01
2.58376198e-01 3.72872512e-01 -5.01883055e-01 -1.03438498e+00
7.87551706e-01]
[ -8.30734121e-02 -2.79839288e-01 5.88891231e-02 -3.68484552e-01
-1.49932815e-01 1.16758393e-01 3.76918182e-01 1.43424199e-01
-6.30598418e-02 1.69907184e-01 -5.72878057e-01 -1.01969527e+00
8.77823451e-01]
[ 1.21663333e-01 -8.99968590e-02 1.61530497e-02 -1.85565898e-01
-8.34919605e-02 -1.83044298e-02 2.71502029e-01 3.83248911e-01
4.25007229e-01 2.75474591e-01 -5.71665770e-01 -9.53979101e-01
6.00238655e-01]
[ -4.26216813e-03 -1.37200600e-01 2.17794695e-02 1.60657055e-02
-9.10956787e-02 -2.83555535e-01 6.85546961e-02 3.49666030e-01
-7.72704010e-04 1.16795014e-01 -2.65485892e-01 -7.90416868e-01
2.60403370e-01]
[ 8.60671724e-02 1.02802756e-01 5.83379352e-03 1.45899401e-01
-9.32537597e-02 -5.86910058e-02 -1.68192844e-01 -1.29950319e-01
-2.54351066e-01 -1.26092469e-01 -1.25117401e-01 2.25294645e-01
-3.07686387e-01]
[ 4.27086567e-02 -1.03907658e-01 1.45149122e-01 3.45241254e-01
2.48851536e-01 8.55652996e-03 -3.95918623e-01 -3.53371186e-01
-5.59450283e-02 -5.49763591e-01 2.50239871e-01 1.02799605e+00
-6.73852088e-01]
[ 3.05872540e-02 7.75148487e-02 -2.13314279e-01 7.30101074e-02
3.25357056e-02 -2.05941518e-03 -1.76875466e-01 -3.40549430e-01
-2.82616776e-01 -2.23443515e-01 -4.06154247e-02 -1.02356398e-01
-1.85596583e-01]
[ -6.22471792e-02 -2.09130911e-01 5.98729737e-02 6.02103360e-02
-1.30994894e-01 -1.35646591e-01 -2.33158212e-03 -3.88632677e-02
5.16490548e-02 -3.92591826e-01 -3.33741731e-01 -2.45996392e-01
4.89976912e-02]
[ 5.61007491e-03 -2.68027875e-01 5.33786312e-02 -2.90118670e-01
-1.90625225e-01 -2.32970486e-01 -2.93004478e-01 2.28096498e-03
-3.46962088e-02 5.44318115e-02 -1.91099880e-01 2.12168680e-01
-7.39002655e-03]
[ 1.65284294e-01 5.53475335e-02 -1.07621984e-01 -2.82745616e-01
-5.74056881e-02 -1.03115901e-01 -2.13906758e-01 -2.12648131e-02
-2.07621025e-01 -2.60577448e-01 -2.07640098e-01 3.99945494e-01
-6.10721750e-02]
[ -1.78302050e-01 -1.79428482e-01 -1.15556725e-01 -2.69057246e-01
-4.98821997e-02 2.53276332e-02 -2.08308258e-01 -2.57878937e-01
-1.49008494e-01 -7.12408468e-02 -2.33827127e-01 2.54084280e-01
-1.42359884e-01]
[ -4.15730914e-02 -2.06188404e-01 -1.64908668e-01 -2.76362811e-01
-4.84015566e-02 4.19694492e-02 -7.25720707e-02 -8.35683425e-02
-2.40529213e-01 -3.23544873e-01 -6.72708849e-02 7.78221588e-02
-1.60154909e-03]
[ 1.07369610e-01 8.38140761e-02 -1.44537816e-02 -2.22854209e-01
-3.23036154e-01 6.35109624e-03 -1.90563596e-01 -3.15871943e-01
-3.25766315e-01 -1.43403472e-02 -1.27871974e-01 1.73356271e-01
-3.57951715e-02]
[ -6.17171712e-02 -1.15914606e-02 -2.84382806e-01 -3.44279144e-02
6.81251903e-02 1.55343927e-01 -2.40645024e-01 -1.81879463e-01
-5.03327036e-02 -5.71223024e-02 1.70836482e-01 6.39708356e-01
-9.84387683e-02]
[ 1.25438407e-01 3.40521638e-01 -1.99113158e-01 7.27279553e-01
1.18020901e-01 1.09478469e-03 -2.35764662e-01 -3.96450719e-01
-2.41762804e-01 -3.43929373e-01 7.42358000e-01 9.28939414e-01
-1.15026317e+00]
[ -1.80752021e-02 1.79855427e-01 5.05536152e-02 3.24915082e-01
4.00028163e-03 -6.70647741e-02 -3.06408490e-01 -3.74006996e-01
-2.97684579e-01 -2.56435075e-01 5.77737746e-01 9.92572753e-01
-1.09949247e+00]
[ -3.90241596e-02 -1.33868986e-01 -1.51536328e-01 3.17600026e-01
-1.77134711e-01 2.35687195e-01 -6.90558890e-02 -2.05888722e-01
-2.40934485e-01 -4.01637770e-01 2.09951456e-01 5.46954368e-01
-5.44212540e-01]
[ 7.98354945e-02 -3.81924131e-01 -5.17371267e-02 8.75899217e-03
-1.13929876e-01 1.99459624e-01 6.44788345e-02 1.60612402e-01
-1.87303998e-01 -2.68829917e-02 -4.87419081e-02 3.61020982e-01
-3.13078427e-01]
[ 2.06281069e-01 -2.93671175e-01 -1.19903860e-01 -7.39484522e-02
-2.13340321e-01 1.22216337e-01 2.12793370e-02 -1.35173849e-01
-6.44778533e-02 -7.17656812e-02 -1.44312238e-01 -1.61781987e-01
-1.79308059e-01]
[ -1.34249461e-01 -8.01960509e-02 3.81722909e-02 -2.50110024e-01
-5.85760022e-02 -1.41257731e-01 4.31224294e-02 -9.65626094e-03
-9.38920713e-02 8.85614900e-03 -3.22375581e-01 -4.51916647e-01
-8.92244582e-02]
[ -1.40347461e-01 -1.37264185e-01 -6.79932851e-02 -2.82104305e-01
-3.47004567e-01 -2.88620313e-01 1.64693621e-01 1.44802205e-01
1.67845555e-02 1.25050886e-01 -2.68864693e-01 -8.36977051e-01
3.44390812e-02]
[ -1.45039899e-01 -2.48732717e-01 -3.01579155e-01 -6.84957415e-01
-2.98204374e-01 -2.08370286e-01 -2.47468240e-01 8.43072789e-03
-1.97635427e-03 -4.58865703e-01 -5.58860303e-01 -5.58162027e-01
-9.33270836e-01]
[ -1.23384401e-01 1.32412967e-01 1.40461144e-02 1.09220185e-01
-2.03498853e-01 -1.75353298e-01 -1.56412488e-01 5.14199625e-03
-1.40181815e-01 -1.63528730e-01 -1.28948881e-01 -3.80611708e-01
-8.98625647e-03]
[ -3.61170301e-01 -1.19392815e-01 -2.72740143e-01 2.51558063e-01
-2.00771750e-01 -2.31794657e-01 -9.61516614e-02 -9.57276988e-02
2.37576176e-02 2.61134169e-02 7.97723075e-02 -3.50707963e-01
1.48396588e-01]
[ -1.30144557e-01 -4.57172912e-02 -2.54644847e-01 1.22049335e-01
-2.26128678e-01 -2.79277963e-01 -3.63989026e-01 -2.07832435e-02
1.67582200e-02 -1.17161914e-01 -2.22376114e-01 -2.90036087e-01
5.03916692e-02]
[ -2.37848356e-01 -5.32560887e-01 -3.39511655e-01 -1.66544612e-01
-3.22568426e-01 -2.31919233e-01 -7.41793377e-02 -2.51658972e-01
4.71060265e-02 -2.45873436e-01 -1.10917911e-01 -3.36506094e-01
-9.24874832e-03]
[ -2.18448421e-01 -2.98041700e-01 -3.19496146e-01 -1.06096471e-01
-9.19126535e-02 -1.50058248e-01 -6.75637504e-02 2.83682361e-02
-1.90263794e-01 -4.94100838e-01 -2.49435939e-01 -2.43475414e-01
1.92695776e-02]
[ -1.01391080e-01 -1.25197337e-02 -2.41014780e-01 -7.59071802e-01
-2.66390990e-01 -2.58748968e-01 2.93822514e-02 -4.47439040e-01
1.20152435e-01 -1.57125565e-01 -5.54983812e-01 -3.07087228e-01
-8.32914718e-01]]
Progress: 24.8% ... Training loss: 0.227 ... Validation loss: 0.384[[-0.19938602]
[ 0.26023472]
[-0.11513803]
[ 1.08174846]
[ 0.27654948]
[-0.03789558]
[-0.83424986]
[-0.84987815]
[-0.59044388]
[-0.87918013]
[ 1.25588338]
[ 3.0147479 ]
[-2.06440313]]
[[ -5.27240242e-01 -4.91644412e-01 -5.90129863e-01 -5.11391605e-02
-2.92634994e-01 -5.94167932e-01 -6.74381725e-02 -2.47126255e-01
-3.66727815e-01 -3.27571729e-01 2.49692616e-01 9.70991978e-01
2.56267620e-01]
[ 8.09252187e-03 -1.38628660e-01 4.94273461e-02 -7.98970915e-02
-4.23574940e-02 5.84721511e-02 -1.14583713e-01 2.01652197e-01
-1.42114541e-01 -1.84699311e-01 -1.02047954e-01 -1.48324619e-01
3.83444123e-02]
[ -2.59303366e-01 1.37369111e-01 -2.99406870e-02 1.33692446e-01
7.81863371e-02 -1.30547098e-01 -3.70216439e-02 -1.68950032e-01
2.54893238e-01 -3.69885624e-01 1.77345595e-01 7.18913963e-01
8.07579788e-01]
[ 2.28451344e-01 -2.40632159e-01 -2.77157282e-01 5.31478995e-02
-2.78123091e-01 9.20468264e-03 2.85803640e-01 -5.08523335e-01
2.32339214e-01 -2.09214207e-01 -1.77211849e-01 -3.44929615e-01
-2.53509746e-01]
[ 1.31250199e-01 2.58685556e-03 1.14473516e-01 -9.56061930e-02
-2.85321606e-02 7.33993853e-02 -1.41581539e-01 -1.39514815e-01
8.11515313e-02 2.13829129e-01 5.51826498e-02 -2.52552371e-02
-1.49267605e-01]
[ -4.80836598e-01 -6.08745738e-01 -6.02540731e-01 -6.18024693e-01
-5.89038536e-01 -5.64228576e-01 -3.21082115e-01 -1.55777896e-01
-4.47427982e-01 -2.35051185e-01 -5.52006901e-01 -7.93095731e-01
-6.09373391e-01]
[ -4.15409417e-01 -5.92114337e-01 -3.23773950e-01 -4.03009268e-01
-4.17341318e-01 -5.62921124e-01 -4.21344088e-01 -4.75993253e-01
-2.97641635e-01 -1.17607360e-01 -4.59734808e-01 -4.35447241e-01
-4.76253848e-01]
[ -3.43726544e-01 -3.41139470e-01 -4.85337359e-01 -1.48000499e-01
-3.15896970e-01 -4.24445960e-01 -3.11471170e-01 -2.78164473e-01
-3.10040246e-01 -5.64661778e-01 -2.61392212e-01 -7.03931493e-01
-5.40858701e-01]
[ -4.67298705e-01 -3.47258166e-01 -3.82076860e-01 -2.01166019e-01
-3.36476623e-01 -2.16934378e-01 -4.99416512e-02 -4.36266841e-01
-2.53854663e-01 -4.46560033e-01 -1.68876973e-01 -2.62022625e-01
-1.96207759e-01]
[ -9.54617076e-01 -9.47629890e-01 -9.85931043e-01 -7.32114082e-01
-1.03718225e+00 -9.87990686e-01 -5.66047521e-01 -6.01784251e-01
-7.42154121e-01 -5.71630189e-01 -7.34086255e-01 -6.05595403e-01
-8.21271419e-01]
[ -5.15879671e-01 -2.66055977e-01 -4.72892566e-01 -3.40152664e-01
-3.44689345e-01 -3.63412020e-01 -6.11343520e-01 -6.09342887e-01
-6.65023160e-01 -1.14689628e-01 -5.09439976e-01 -7.27178638e-01
-5.59529612e-01]
[ -1.15543099e-01 2.26959183e-02 -3.41156732e-01 -4.52066730e-01
-1.06088960e-01 -7.37620335e-02 -1.84189518e-01 -3.77624498e-01
-1.61062540e-01 8.12713142e-02 -4.77898710e-01 -1.02185153e+00
-5.60553776e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56171000e-01 -1.20294435e-01 1.64070752e-01 -2.92062913e-01
-1.32002217e-01 1.13424594e-01 -1.17514728e-01 1.51132604e-02
-7.93728379e-02 7.27115868e-02 -1.96541539e-01 -4.05497575e-01
-2.64268718e-02]
[ -8.63704893e-02 -2.64999581e-01 -1.80798814e-01 -2.91650309e-01
-4.78090897e-01 -8.61197853e-02 -5.17904793e-02 1.42019024e-03
-6.35963348e-02 1.03791009e-02 -2.24160131e-01 -3.75677458e-01
-2.74785606e-01]
[ -6.83709641e-02 -2.20284044e-02 -2.30495173e-01 -2.65039453e-01
1.20777526e-01 -1.61842176e-01 -1.69253279e-01 1.10282356e-01
-3.73425069e-03 9.67413490e-02 -1.98684119e-01 4.16547316e-03
-6.51345880e-02]
[ 3.69683336e-02 -1.67721007e-01 -1.48780138e-01 -8.99146738e-02
-1.25181360e-01 -1.06639023e-01 1.14010440e-01 -1.44360138e-01
-1.06769717e-02 2.39158127e-02 -3.35435303e-02 -1.62367455e-01
1.98285426e-02]
[ -2.91034343e-01 -1.41096870e-01 -7.73528162e-02 -1.05998475e-01
-3.01659289e-01 -2.75273801e-01 -3.80558472e-01 1.91461203e-02
-3.25911303e-01 -2.21126813e-01 1.72382051e-01 -6.37338058e-02
1.87189695e-01]
[ -2.27385913e-01 -1.21873213e-01 -9.25050407e-02 -2.83826621e-02
-8.26799859e-02 -1.19342988e-01 -8.54837311e-02 1.08968059e-02
-1.42829884e-01 -7.68521981e-02 2.54686919e-02 -1.67424564e-01
-9.76750995e-02]
[ -1.70576153e-01 -7.11165689e-02 -2.28718255e-01 -2.91418394e-01
-1.58393851e-01 -2.04447153e-01 -3.27291835e-01 -1.00594652e-01
1.34871682e-01 -2.15832239e-01 -3.71455402e-01 -3.18521871e-01
-2.82587780e-01]
[ -3.71812427e-01 -6.09540791e-02 -1.51385075e-01 -1.24143551e-01
-4.76930610e-02 -3.13380381e-01 2.21320454e-02 -9.71017039e-02
-1.27865685e-01 5.61896745e-02 2.11455986e-02 -2.70889557e-01
-3.37806542e-01]
[ -1.67017438e-01 -1.42446164e-01 -5.28252752e-02 -1.51896852e-01
-1.26411972e-01 -2.95755800e-01 2.92690246e-05 -1.50062936e-01
-2.22921880e-01 2.86591529e-02 2.29780970e-01 -2.11098781e-02
-1.79206140e-01]
[ -1.31457774e-01 -1.72989863e-01 -1.13821924e-01 -2.83467428e-01
9.27423506e-02 -1.77090989e-02 -1.77119495e-01 -1.64995316e-01
1.14675848e-01 -9.40474657e-02 -1.26646647e-01 -7.37324304e-02
-3.25874194e-01]
[ -4.34725539e-02 -3.32481914e-02 -1.49907693e-01 -6.87955584e-02
-2.28320860e-01 6.26298728e-02 -7.07580681e-02 -4.83740175e-02
-2.29972025e-01 -9.34243418e-02 -1.01562873e-01 -3.64265990e-01
-2.00934132e-01]
[ -7.04433014e-02 2.39398448e-02 -1.28757411e-01 -3.18842875e-01
1.20450619e-01 2.04600897e-02 -2.05761121e-01 -1.48551589e-01
1.25369189e-01 -5.73891058e-02 -2.87805281e-01 -2.70353885e-01
-3.06610520e-01]
[ 7.81339092e-02 -3.08670790e-01 -8.45862282e-02 -4.56550816e-01
-2.22556840e-01 -8.96197661e-02 6.47025696e-02 9.65081952e-02
-1.32384708e-02 2.98766718e-01 -5.36689045e-01 -8.24034867e-01
4.45152699e-01]
[ -2.23408824e-01 -2.44416865e-01 -1.32022228e-01 -3.13358608e-01
-3.00850666e-01 -9.37089812e-02 2.05365742e-01 3.99686679e-02
2.87059941e-01 3.70053797e-02 -4.19143838e-01 -1.02680958e+00
6.46578095e-01]
[ -1.53275977e-02 -1.85984580e-01 2.10168373e-02 -3.12775379e-01
-1.70538584e-01 1.65256756e-01 1.99790323e-01 2.55747990e-01
-3.12068848e-02 2.32590681e-01 -2.34039182e-01 -1.09573551e+00
7.34294338e-01]
[ 4.35960073e-04 -4.47954378e-02 -1.24997254e-01 -1.39122411e-01
-1.79755625e-01 -4.72294188e-02 3.06139161e-01 1.70153430e-01
2.57946687e-01 3.72323229e-01 -5.01474753e-01 -1.03450375e+00
7.86338497e-01]
[ -8.32123636e-02 -2.79665893e-01 5.88138280e-02 -3.67674417e-01
-1.49767758e-01 1.16718390e-01 3.76539298e-01 1.42987384e-01
-6.34684966e-02 1.69484153e-01 -5.72548596e-01 -1.02027781e+00
8.76432712e-01]
[ 1.21700493e-01 -9.00452990e-02 1.61464717e-02 -1.85792992e-01
-8.35347904e-02 -1.83006704e-02 2.71853901e-01 3.83046280e-01
4.25207014e-01 2.75387616e-01 -5.71866657e-01 -9.54721455e-01
6.00748860e-01]
[ -4.25567873e-03 -1.37226011e-01 2.17822796e-02 1.64314979e-02
-9.11132011e-02 -2.83555400e-01 6.84687767e-02 3.49661604e-01
-9.13912834e-04 1.16749114e-01 -2.65256528e-01 -7.90169285e-01
2.59293071e-01]
[ 8.62178518e-02 1.02672208e-01 5.89934853e-03 1.45549214e-01
-9.33956147e-02 -5.86689944e-02 -1.67238521e-01 -1.29254382e-01
-2.53928818e-01 -1.24968692e-01 -1.25825617e-01 2.21798790e-01
-3.07435070e-01]
[ 4.23376678e-02 -1.03446662e-01 1.44947426e-01 3.49193891e-01
2.49457417e-01 8.48352344e-03 -3.98183940e-01 -3.56156233e-01
-5.75664363e-02 -5.51919891e-01 2.54579807e-01 1.04000683e+00
-6.78647785e-01]
[ 3.01833934e-02 7.81169156e-02 -2.13527492e-01 7.65601496e-02
3.31843973e-02 -2.17401922e-03 -1.79332172e-01 -3.42792653e-01
-2.83872214e-01 -2.26267137e-01 -3.69754658e-02 -9.59225488e-02
-1.90871773e-01]
[ -6.21453436e-02 -2.09201065e-01 5.99333277e-02 5.97153772e-02
-1.31090251e-01 -1.35625319e-01 -1.85501755e-03 -3.84327895e-02
5.19238043e-02 -3.91924691e-01 -3.34223681e-01 -2.46715804e-01
4.95011996e-02]
[ 5.54833485e-03 -2.68020764e-01 5.33587947e-02 -2.90197905e-01
-1.90590343e-01 -2.32982002e-01 -2.93211610e-01 1.99702588e-03
-3.47482543e-02 5.41255637e-02 -1.91190989e-01 2.11720854e-01
-7.02536042e-03]
[ 1.65435677e-01 5.52682150e-02 -1.07501610e-01 -2.83107342e-01
-5.74786692e-02 -1.03085974e-01 -2.13619559e-01 -2.10078513e-02
-2.07536796e-01 -2.59107243e-01 -2.08407966e-01 4.00267142e-01
-6.12000383e-02]
[ -1.78572114e-01 -1.79039784e-01 -1.15797397e-01 -2.68127781e-01
-4.94222498e-02 2.52606747e-02 -2.09774270e-01 -2.59783726e-01
-1.50252859e-01 -7.37360763e-02 -2.31800068e-01 2.61878186e-01
-1.45929940e-01]
[ -4.13692762e-02 -2.06445439e-01 -1.64809949e-01 -2.78079155e-01
-4.87660135e-02 4.20199102e-02 -7.15279454e-02 -8.30605094e-02
-2.39562158e-01 -3.22566514e-01 -6.93417138e-02 7.31576028e-02
2.74916148e-03]
[ 1.07534879e-01 8.33154353e-02 -1.42930655e-02 -2.25676585e-01
-3.23450404e-01 6.39572000e-03 -1.88993616e-01 -3.13729438e-01
-3.24496723e-01 -1.29331244e-02 -1.31354074e-01 1.64947534e-01
-2.97453141e-02]
[ -6.21425773e-02 -1.09622987e-02 -2.84583273e-01 -3.19830667e-02
6.88274326e-02 1.55236666e-01 -2.42884315e-01 -1.83902516e-01
-5.26514932e-02 -5.96826182e-02 1.75226045e-01 6.52667439e-01
-1.05540551e-01]
[ 1.25330514e-01 3.40807266e-01 -1.99214188e-01 7.28909614e-01
1.18274531e-01 1.06578348e-03 -2.36622679e-01 -3.97618199e-01
-2.42345563e-01 -3.44842379e-01 7.44484476e-01 9.34037606e-01
-1.15234187e+00]
[ -1.85339634e-02 1.80774301e-01 5.01747932e-02 3.33258205e-01
5.11088177e-03 -6.71636352e-02 -3.10570109e-01 -3.78024734e-01
-3.00645668e-01 -2.59942059e-01 5.89033666e-01 1.01624912e+00
-1.11183178e+00]
[ -3.92063642e-02 -1.33517258e-01 -1.51660482e-01 3.20666538e-01
-1.76811576e-01 2.35625268e-01 -7.10646711e-02 -2.07340441e-01
-2.42149137e-01 -4.02761019e-01 2.13429106e-01 5.55340144e-01
-5.49466363e-01]
[ 7.98770731e-02 -3.81894664e-01 -5.17564365e-02 9.33198060e-03
-1.13889807e-01 1.99462526e-01 6.44052431e-02 1.60257529e-01
-1.87537524e-01 -2.68480102e-02 -4.80543668e-02 3.62554753e-01
-3.15022218e-01]
[ 2.06007941e-01 -2.93306946e-01 -1.20062787e-01 -7.20136154e-02
-2.12938910e-01 1.22152472e-01 1.93214053e-02 -1.37253816e-01
-6.59209572e-02 -7.34078721e-02 -1.41922574e-01 -1.53515744e-01
-1.84723160e-01]
[ -1.34249461e-01 -8.01960509e-02 3.81722909e-02 -2.50110024e-01
-5.85760022e-02 -1.41257731e-01 4.31224294e-02 -9.65626094e-03
-9.38920713e-02 8.85614900e-03 -3.22375581e-01 -4.51916647e-01
-8.92244582e-02]
[ -1.40391585e-01 -1.37232060e-01 -6.80075926e-02 -2.81882056e-01
-3.46975611e-01 -2.88629234e-01 1.64569037e-01 1.44971719e-01
1.66259011e-02 1.24998020e-01 -2.68729711e-01 -8.37066153e-01
3.42128849e-02]
[ -1.45701780e-01 -2.47786227e-01 -3.01943699e-01 -6.81416298e-01
-2.97193579e-01 -2.08536195e-01 -2.50983103e-01 4.16617567e-03
-4.97239753e-03 -4.62243583e-01 -5.53314941e-01 -5.42284241e-01
-9.43104052e-01]
[ -1.23596614e-01 1.32915014e-01 1.38562167e-02 1.12976307e-01
-2.03070301e-01 -1.75403259e-01 -1.58162024e-01 3.60840391e-03
-1.41566529e-01 -1.64008879e-01 -1.25210792e-01 -3.71830786e-01
-1.44298226e-02]
[ -3.61892717e-01 -1.18590261e-01 -2.73095545e-01 2.58186498e-01
-1.99784372e-01 -2.31975008e-01 -1.00728641e-01 -1.00181056e-01
2.15465012e-02 2.05559616e-02 8.69674461e-02 -3.37650994e-01
1.41358164e-01]
[ -1.30343257e-01 -4.56081297e-02 -2.54718777e-01 1.22904719e-01
-2.26010873e-01 -2.79321046e-01 -3.64719401e-01 -2.15499323e-02
1.61612371e-02 -1.18579296e-01 -2.21648390e-01 -2.87366569e-01
4.85611294e-02]
[ -2.38466435e-01 -5.31529296e-01 -3.39941405e-01 -1.58306446e-01
-3.21357950e-01 -2.32055549e-01 -7.95178910e-02 -2.56243699e-01
4.34936387e-02 -2.49972036e-01 -1.00008331e-01 -3.14548468e-01
-2.32718842e-02]
[ -2.18603460e-01 -2.97782413e-01 -3.19644090e-01 -1.04607309e-01
-9.15134270e-02 -1.50103459e-01 -6.88391874e-02 2.61224941e-02
-1.91135184e-01 -4.95734771e-01 -2.47440571e-01 -2.37306662e-01
1.51237967e-02]
[ -1.01112318e-01 -1.25206222e-02 -2.40917118e-01 -7.59425431e-01
-2.66377573e-01 -2.58727522e-01 3.05097007e-02 -4.46469925e-01
1.19539055e-01 -1.55253487e-01 -5.55530993e-01 -3.04808248e-01
-8.36334835e-01]]
Progress: 24.9% ... Training loss: 0.231 ... Validation loss: 0.384[[-0.21528048]
[ 0.24383103]
[-0.12836084]
[ 1.06468612]
[ 0.25984524]
[-0.05069985]
[-0.86362418]
[-0.87417351]
[-0.61711952]
[-0.90617244]
[ 1.22966094]
[ 2.9753552 ]
[-2.0949434 ]]
[[ -5.25104940e-01 -4.94273426e-01 -5.89195937e-01 -6.74194310e-02
-2.95634353e-01 -5.93831117e-01 -5.19144463e-02 -2.35511271e-01
-3.56713709e-01 -3.15349491e-01 2.27351936e-01 9.01810087e-01
2.87760430e-01]
[ 8.17178719e-03 -1.38747913e-01 4.94698918e-02 -8.03766158e-02
-4.24849654e-02 5.84893646e-02 -1.14229667e-01 2.02254466e-01
-1.41803270e-01 -1.84199916e-01 -1.02596874e-01 -1.49642574e-01
3.93367496e-02]
[ -2.59218570e-01 1.36762048e-01 -2.98659903e-02 1.25151583e-01
7.74490991e-02 -1.30523979e-01 -3.23674050e-02 -1.67785999e-01
2.59256382e-01 -3.72322185e-01 1.69088046e-01 6.89648921e-01
8.32187435e-01]
[ 2.28476128e-01 -2.40584665e-01 -2.77381706e-01 5.25571009e-02
-2.77762728e-01 9.11409416e-03 2.88513408e-01 -5.12952628e-01
2.33431502e-01 -2.12088595e-01 -1.75904965e-01 -3.36523005e-01
-2.49992091e-01]
[ 1.32943503e-01 4.69066225e-04 1.15421440e-01 -1.06448393e-01
-3.07346873e-02 7.37505476e-02 -1.34898507e-01 -1.28528812e-01
8.61568506e-02 2.24954601e-01 4.09709452e-02 -5.73122906e-02
-1.35336375e-01]
[ -4.79439964e-01 -6.10454477e-01 -6.01907206e-01 -6.24412216e-01
-5.90987126e-01 -5.63984567e-01 -3.14262171e-01 -1.48033029e-01
-4.43357535e-01 -2.26062479e-01 -5.62937836e-01 -8.23935406e-01
-6.04368045e-01]
[ -4.15113661e-01 -5.92285500e-01 -3.23610640e-01 -4.05256787e-01
-4.17646967e-01 -5.62881102e-01 -4.18899869e-01 -4.73586679e-01
-2.96345778e-01 -1.15499822e-01 -4.62302620e-01 -4.48827407e-01
-4.68278749e-01]
[ -3.42627728e-01 -3.43016962e-01 -4.84801770e-01 -1.58538977e-01
-3.17784805e-01 -4.24277048e-01 -3.02793421e-01 -2.72961880e-01
-3.03673960e-01 -5.59375504e-01 -2.75462948e-01 -7.42230226e-01
-5.19657727e-01]
[ -4.67298227e-01 -3.47191127e-01 -3.82055404e-01 -1.99638388e-01
-3.36343153e-01 -2.16943325e-01 -4.92855342e-02 -4.35654179e-01
-2.53341171e-01 -4.45110932e-01 -1.68904968e-01 -2.62138357e-01
-1.94829157e-01]
[ -9.52428178e-01 -9.50474303e-01 -9.84785694e-01 -7.46345489e-01
-1.04041852e+00 -9.87620358e-01 -5.51472512e-01 -5.87986441e-01
-7.32015727e-01 -5.56971393e-01 -7.56082911e-01 -6.67029778e-01
-7.90241115e-01]
[ -5.15034536e-01 -2.67102155e-01 -4.72626750e-01 -3.44432776e-01
-3.45658552e-01 -3.63301916e-01 -6.06160246e-01 -6.06299399e-01
-6.62147469e-01 -1.10518901e-01 -5.15794658e-01 -7.50058756e-01
-5.53989403e-01]
[ -1.15785449e-01 2.28961554e-02 -3.41214017e-01 -4.51201098e-01
-1.05892088e-01 -7.37984681e-02 -1.85349771e-01 -3.78499100e-01
-1.61830542e-01 8.02734106e-02 -4.77144849e-01 -1.02017134e+00
-5.61564266e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55677374e-01 -1.21096136e-01 1.64309979e-01 -2.95038064e-01
-1.32730468e-01 1.13521850e-01 -1.15035939e-01 1.72401893e-02
-7.80077260e-02 7.55361577e-02 -2.01206424e-01 -4.17518604e-01
-2.56788673e-02]
[ -8.64297345e-02 -2.64959747e-01 -1.80799131e-01 -2.91481990e-01
-4.78074798e-01 -8.61287574e-02 -5.18894136e-02 1.42498175e-03
-6.37427702e-02 1.04274538e-02 -2.24384586e-01 -3.76362494e-01
-2.74062456e-01]
[ -6.79524394e-02 -2.24098221e-02 -2.30331702e-01 -2.67140652e-01
1.20163405e-01 -1.61773611e-01 -1.66950258e-01 1.13518454e-01
-2.48245906e-03 9.99252418e-02 -2.02566436e-01 -8.15944135e-03
-6.31187246e-02]
[ 3.70757511e-02 -1.67882366e-01 -1.48668802e-01 -9.09339705e-02
-1.25479272e-01 -1.06620342e-01 1.15049559e-01 -1.42389631e-01
-1.01458423e-02 2.56544519e-02 -3.53979542e-02 -1.68128672e-01
2.46370844e-02]
[ -2.90876721e-01 -1.41022080e-01 -7.73439181e-02 -1.06516890e-01
-3.01574159e-01 -2.75260852e-01 -3.79612611e-01 1.89940333e-02
-3.25431872e-01 -2.21108314e-01 1.72455389e-01 -6.89553977e-02
1.88551743e-01]
[ -2.27298120e-01 -1.21955564e-01 -9.24683240e-02 -2.88362797e-02
-8.27665078e-02 -1.19333886e-01 -8.48497512e-02 1.12795962e-02
-1.42484973e-01 -7.59782076e-02 2.46506759e-02 -1.69492623e-01
-9.62292145e-02]
[ -1.70272072e-01 -7.18345810e-02 -2.28524987e-01 -2.94977554e-01
-1.59127681e-01 -2.04394853e-01 -3.24894375e-01 -9.87991931e-02
1.37415880e-01 -2.14559584e-01 -3.76787362e-01 -3.32293306e-01
-2.75443850e-01]
[ -3.71455735e-01 -6.14900339e-02 -1.51207385e-01 -1.27028893e-01
-4.81810696e-02 -3.13327386e-01 2.49918291e-02 -9.55751806e-02
-1.25947735e-01 5.82075898e-02 1.77756741e-02 -2.83094407e-01
-3.32017957e-01]
[ -1.66487180e-01 -1.43300168e-01 -5.25662669e-02 -1.57634066e-01
-1.27307567e-01 -2.95667424e-01 4.69298691e-03 -1.47049894e-01
-2.20239436e-01 3.15040839e-02 2.22251307e-01 -3.88868099e-02
-1.67041691e-01]
[ -1.31164406e-01 -1.73196434e-01 -1.13704116e-01 -2.84142539e-01
9.24957629e-02 -1.76533622e-02 -1.75809406e-01 -1.63903468e-01
1.15679074e-01 -9.26883560e-02 -1.27721535e-01 -7.61101547e-02
-3.25293624e-01]
[ -4.38413303e-02 -3.28975093e-02 -1.50060591e-01 -6.57835589e-02
-2.27864140e-01 6.25533810e-02 -7.24638426e-02 -4.95805073e-02
-2.31096637e-01 -9.44110243e-02 -9.88333429e-02 -3.58060272e-01
-2.02941440e-01]
[ -6.99729781e-02 2.35255542e-02 -1.28557738e-01 -3.19744574e-01
1.19974895e-01 2.05335897e-02 -2.03990205e-01 -1.46374305e-01
1.26766127e-01 -5.47533599e-02 -2.89455095e-01 -2.74981119e-01
-3.05824217e-01]
[ 7.80135297e-02 -3.08552267e-01 -8.46387332e-02 -4.56294431e-01
-2.22456948e-01 -8.96384501e-02 6.42659769e-02 9.59506792e-02
-1.37217436e-02 2.98231749e-01 -5.36553698e-01 -8.24184563e-01
4.44209344e-01]
[ -2.23280389e-01 -2.44537082e-01 -1.31934758e-01 -3.14184144e-01
-3.01007909e-01 -9.36861604e-02 2.06395976e-01 4.11819405e-02
2.87695025e-01 3.84203334e-02 -4.20464939e-01 -1.02925468e+00
6.49438624e-01]
[ -1.52347074e-02 -1.86116948e-01 2.10580748e-02 -3.13792969e-01
-1.70680536e-01 1.65271733e-01 2.00665319e-01 2.56498543e-01
-3.06141611e-02 2.33245127e-01 -2.35273322e-01 -1.09808449e+00
7.37373959e-01]
[ 5.71473828e-04 -4.49632085e-02 -1.24948775e-01 -1.40363742e-01
-1.79896296e-01 -4.72108854e-02 3.07203419e-01 1.70819817e-01
2.58683553e-01 3.73156889e-01 -5.02683353e-01 -1.03697093e+00
7.89061911e-01]
[ -8.32094783e-02 -2.79694041e-01 5.88089570e-02 -3.67984259e-01
-1.49785531e-01 1.16719371e-01 3.76745681e-01 1.43018007e-01
-6.32962123e-02 1.69433536e-01 -5.72707709e-01 -1.02107375e+00
8.77302970e-01]
[ 1.21672870e-01 -9.00268735e-02 1.61447472e-02 -1.86010326e-01
-8.35585249e-02 -1.83065218e-02 2.72210083e-01 3.83073358e-01
4.25414765e-01 2.75314833e-01 -5.72232225e-01 -9.55901286e-01
6.01919682e-01]
[ -3.92422791e-03 -1.37615988e-01 2.19088622e-02 1.49715993e-02
-9.14852245e-02 -2.83513072e-01 7.03229911e-02 3.51107648e-01
3.30273265e-04 1.18371256e-01 -2.66632999e-01 -7.92501752e-01
2.61811865e-01]
[ 8.64472583e-02 1.02410502e-01 5.95592782e-03 1.45150024e-01
-9.35642046e-02 -5.86437219e-02 -1.65967109e-01 -1.29216367e-01
-2.53379369e-01 -1.24001566e-01 -1.26656370e-01 2.19497890e-01
-3.08499210e-01]
[ 4.24794287e-02 -1.03829938e-01 1.45025636e-01 3.48687658e-01
2.48977809e-01 8.48005645e-03 -3.96419147e-01 -3.55157576e-01
-5.55915039e-02 -5.50928469e-01 2.52028732e-01 1.02813467e+00
-6.75946210e-01]
[ 3.03582368e-02 7.77716787e-02 -2.13443721e-01 7.45441588e-02
3.28026410e-02 -2.14770157e-03 -1.77816440e-01 -3.41632324e-01
-2.82945848e-01 -2.25687522e-01 -3.98487390e-02 -1.05383335e-01
-1.86812106e-01]
[ -6.21679496e-02 -2.09061275e-01 5.98984692e-02 5.95840266e-02
-1.30977271e-01 -1.35635712e-01 -1.82824222e-03 -3.89271542e-02
5.18231938e-02 -3.91880435e-01 -3.34535510e-01 -2.48056626e-01
5.03839654e-02]
[ 5.75926492e-03 -2.68389926e-01 5.34851294e-02 -2.92889397e-01
-1.91034289e-01 -2.32948229e-01 -2.91598606e-01 3.24664088e-03
-3.34824585e-02 5.55652948e-02 -1.94403059e-01 2.03767233e-01
-1.14818948e-03]
[ 1.65649201e-01 5.50054031e-02 -1.07404739e-01 -2.84510115e-01
-5.76592010e-02 -1.03059389e-01 -2.12989701e-01 -2.05858409e-02
-2.06982572e-01 -2.58190602e-01 -2.09584127e-01 3.96665544e-01
-5.93324581e-02]
[ -1.78505211e-01 -1.79115759e-01 -1.15756779e-01 -2.68377339e-01
-4.95214709e-02 2.52768588e-02 -2.09470144e-01 -2.59422968e-01
-1.50011911e-01 -7.32269141e-02 -2.32221176e-01 2.60936798e-01
-1.45569205e-01]
[ -4.12713514e-02 -2.06649671e-01 -1.64735800e-01 -2.79556249e-01
-4.90661447e-02 4.20438068e-02 -7.02666088e-02 -8.18003978e-02
-2.38891232e-01 -3.21841239e-01 -7.17411830e-02 6.72028700e-02
6.89011598e-03]
[ 1.07614659e-01 8.29897119e-02 -1.42063666e-02 -2.27224980e-01
-3.23681754e-01 6.41449483e-03 -1.88292695e-01 -3.12777422e-01
-3.23827533e-01 -1.24577767e-02 -1.33316545e-01 1.59194807e-01
-2.53070361e-02]
[ -6.20868482e-02 -1.09881989e-02 -2.84560588e-01 -3.20704898e-02
6.87936947e-02 1.55249711e-01 -2.42827754e-01 -1.83413040e-01
-5.26107937e-02 -5.94285895e-02 1.75471213e-01 6.53656341e-01
-1.05998645e-01]
[ 1.25634517e-01 3.40269725e-01 -1.99070788e-01 7.27641583e-01
1.17772866e-01 1.13660249e-03 -2.35430780e-01 -3.96250983e-01
-2.41702969e-01 -3.43373002e-01 7.42371640e-01 9.25392163e-01
-1.15360524e+00]
[ -1.83499077e-02 1.81083756e-01 5.01911812e-02 3.35448850e-01
5.37710271e-03 -6.71384353e-02 -3.10408015e-01 -3.77469336e-01
-3.01080498e-01 -2.58799933e-01 5.90672636e-01 1.01885273e+00
-1.11747195e+00]
[ -3.90838100e-02 -1.33680603e-01 -1.51577750e-01 3.19901165e-01
-1.77055457e-01 2.35652935e-01 -7.06261549e-02 -2.06009280e-01
-2.41826610e-01 -4.01394284e-01 2.11651308e-01 5.50295791e-01
-5.48172154e-01]
[ 7.99541482e-02 -3.81925834e-01 -5.17386799e-02 9.17924941e-03
-1.13925940e-01 1.99475047e-01 6.47479628e-02 1.60236115e-01
-1.87312113e-01 -2.65974095e-02 -4.81966125e-02 3.62389335e-01
-3.15053244e-01]
[ 2.06258410e-01 -2.93552997e-01 -1.19944684e-01 -7.29276688e-02
-2.13244133e-01 1.22200653e-01 2.04912360e-02 -1.35911248e-01
-6.50149747e-02 -7.21061918e-02 -1.43485457e-01 -1.57830324e-01
-1.83176235e-01]
[ -1.34265476e-01 -8.02180475e-02 3.81979416e-02 -2.50208022e-01
-5.86414113e-02 -1.41258528e-01 4.31362649e-02 -9.25036703e-03
-9.39844261e-02 9.26846854e-03 -3.22828074e-01 -4.53647135e-01
-8.84286943e-02]
[ -1.40313412e-01 -1.37415998e-01 -6.79334701e-02 -2.83195755e-01
-3.47138727e-01 -2.88613924e-01 1.65753973e-01 1.45944527e-01
1.74051111e-02 1.26117361e-01 -2.70895219e-01 -8.42494763e-01
3.79839997e-02]
[ -1.45248810e-01 -2.48493113e-01 -3.01757035e-01 -6.84976384e-01
-2.97965524e-01 -2.08440689e-01 -2.48592564e-01 6.37219825e-03
-3.69679442e-03 -4.59773602e-01 -5.58919519e-01 -5.57593280e-01
-9.40651664e-01]
[ -1.23366249e-01 1.32608864e-01 1.39669189e-02 1.11942316e-01
-2.03230680e-01 -1.75370361e-01 -1.57157449e-01 4.44033690e-03
-1.40605476e-01 -1.63018568e-01 -1.26797858e-01 -3.76151397e-01
-9.76863358e-03]
[ -3.61884797e-01 -1.18872772e-01 -2.73005911e-01 2.56237535e-01
-2.00103080e-01 -2.31971689e-01 -9.95102600e-02 -9.85885750e-02
2.21580158e-02 2.20820407e-02 8.34010597e-02 -3.46679386e-01
1.46015358e-01]
[ -1.30738591e-01 -4.50221817e-02 -2.54862621e-01 1.26240128e-01
-2.25460981e-01 -2.79392023e-01 -3.66059202e-01 -2.22295221e-02
1.52087819e-02 -1.19157309e-01 -2.19087824e-01 -2.84270288e-01
4.91535479e-02]
[ -2.38322465e-01 -5.31733341e-01 -3.39828350e-01 -1.59994145e-01
-3.21686523e-01 -2.32036624e-01 -7.66769791e-02 -2.54073824e-01
4.56658056e-02 -2.48159648e-01 -1.03457958e-01 -3.27757443e-01
-1.28288745e-02]
[ -2.18109169e-01 -2.98472392e-01 -3.19350269e-01 -1.08233234e-01
-9.23751785e-02 -1.50016165e-01 -6.64292923e-02 2.99501614e-02
-1.89560710e-01 -4.92158908e-01 -2.53184007e-01 -2.54240374e-01
2.13091787e-02]
[ -9.92548175e-02 -1.46073534e-02 -2.40213271e-01 -7.68550063e-01
-2.68494713e-01 -2.58450489e-01 4.05832271e-02 -4.40451617e-01
1.26142782e-01 -1.47218477e-01 -5.65737942e-01 -3.31738106e-01
-8.29766394e-01]]
Progress: 24.9% ... Training loss: 0.222 ... Validation loss: 0.382[[-0.21251249]
[ 0.24668981]
[-0.1268724 ]
[ 1.0729373 ]
[ 0.26403009]
[-0.04718393]
[-0.85012691]
[-0.8601131 ]
[-0.60797361]
[-0.8982231 ]
[ 1.23126989]
[ 2.97688942]
[-2.07886714]]
[[ -5.24784895e-01 -4.94401831e-01 -5.89197629e-01 -6.70734212e-02
-2.95260362e-01 -5.93781667e-01 -5.17793846e-02 -2.38387794e-01
-3.55879469e-01 -3.15737235e-01 2.27085896e-01 9.04224859e-01
2.81951714e-01]
[ 8.01407251e-03 -1.38521359e-01 4.93622358e-02 -7.90351849e-02
-4.23201927e-02 5.84591464e-02 -1.15303595e-01 2.01220347e-01
-1.42385325e-01 -1.85067218e-01 -1.00675579e-01 -1.44583550e-01
3.54122279e-02]
[ -2.59283810e-01 1.36996358e-01 -2.98561459e-02 1.25144219e-01
7.78518772e-02 -1.30570080e-01 -3.37112789e-02 -1.69131941e-01
2.58254033e-01 -3.71235713e-01 1.68503288e-01 6.88743241e-01
8.27536991e-01]
[ 2.28182105e-01 -2.40336819e-01 -2.77551486e-01 5.45397073e-02
-2.77865183e-01 9.06551813e-03 2.87959860e-01 -5.13922564e-01
2.32920086e-01 -2.14231191e-01 -1.76597227e-01 -3.61985571e-01
-2.60777621e-01]
[ 1.35018163e-01 -2.48356469e-03 1.16462806e-01 -1.17636691e-01
-3.36854258e-02 7.42135431e-02 -1.23890781e-01 -1.20116273e-01
9.48355399e-02 2.36925229e-01 2.35429029e-02 -1.08538091e-01
-1.11078583e-01]
[ -4.79806058e-01 -6.10108937e-01 -6.02014603e-01 -6.22859902e-01
-5.90504459e-01 -5.64058076e-01 -3.17490081e-01 -1.50725520e-01
-4.45221834e-01 -2.28741810e-01 -5.60948312e-01 -8.14143353e-01
-6.10926697e-01]
[ -4.14445332e-01 -5.93088716e-01 -3.23320337e-01 -4.07653772e-01
-4.18272043e-01 -5.62727628e-01 -4.16450760e-01 -4.72908413e-01
-2.94205596e-01 -1.13653665e-01 -4.66843270e-01 -4.65760109e-01
-4.65770937e-01]
[ -3.43120901e-01 -3.42300828e-01 -4.85108108e-01 -1.54679223e-01
-3.16872800e-01 -4.24401444e-01 -3.05829582e-01 -2.77072786e-01
-3.06134272e-01 -5.60610132e-01 -2.71466863e-01 -7.32426595e-01
-5.30733392e-01]
[ -4.67681236e-01 -3.46697052e-01 -3.82208180e-01 -1.97277698e-01
-3.36036084e-01 -2.17049309e-01 -5.15837515e-02 -4.38054929e-01
-2.54688067e-01 -4.47912074e-01 -1.67358992e-01 -2.65715887e-01
-2.04123784e-01]
[ -9.53347131e-01 -9.49328122e-01 -9.85301099e-01 -7.41247594e-01
-1.03900610e+00 -9.87830988e-01 -5.57165514e-01 -5.94623195e-01
-7.35956308e-01 -5.62807713e-01 -7.50144982e-01 -6.50199001e-01
-8.03713629e-01]
[ -5.15053137e-01 -2.67151724e-01 -4.72556189e-01 -3.43313793e-01
-3.45495393e-01 -3.63295885e-01 -6.07889189e-01 -6.08470250e-01
-6.63018112e-01 -1.10786517e-01 -5.15521957e-01 -7.52304840e-01
-5.62445979e-01]
[ -1.15421841e-01 2.25520759e-02 -3.41045380e-01 -4.52042205e-01
-1.06391007e-01 -7.37442837e-02 -1.84041006e-01 -3.78217377e-01
-1.60550644e-01 8.15084015e-02 -4.80364544e-01 -1.03567058e+00
-5.64056310e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55713358e-01 -1.21044494e-01 1.64267823e-01 -2.94896617e-01
-1.32676617e-01 1.13510583e-01 -1.15192936e-01 1.67710466e-02
-7.81344998e-02 7.50783523e-02 -2.00863971e-01 -4.16833804e-01
-2.64558926e-02]
[ -8.65076075e-02 -2.65089104e-01 -1.80741789e-01 -2.91499468e-01
-4.78148997e-01 -8.61363266e-02 -5.22584603e-02 1.67461460e-03
-6.38366838e-02 1.05860265e-02 -2.25130012e-01 -3.80155911e-01
-2.74088929e-01]
[ -6.84446333e-02 -2.17508026e-02 -2.30598713e-01 -2.64151289e-01
1.21044227e-01 -1.61867574e-01 -1.70317279e-01 1.09659897e-01
-4.90363705e-03 9.59011955e-02 -1.98225838e-01 1.05674391e-02
-7.04732743e-02]
[ 3.72934828e-02 -1.68158423e-01 -1.48604280e-01 -9.06748618e-02
-1.25661960e-01 -1.06567400e-01 1.14978647e-01 -1.42751248e-01
-9.92319993e-03 2.68919548e-02 -3.70347946e-02 -1.73880786e-01
2.25829923e-02]
[ -2.90572955e-01 -1.41326323e-01 -7.71914241e-02 -1.08827294e-01
-3.01868204e-01 -2.75209417e-01 -3.77786224e-01 2.03219164e-02
-3.24032900e-01 -2.19822595e-01 1.69549712e-01 -7.96268110e-02
1.92976216e-01]
[ -2.27134041e-01 -1.22033267e-01 -9.23908334e-02 -2.86992487e-02
-8.28701419e-02 -1.19297397e-01 -8.51927456e-02 1.03868221e-02
-1.42352603e-01 -7.56357549e-02 2.52002865e-02 -1.69164367e-01
-9.89173936e-02]
[ -1.70699132e-01 -7.11285728e-02 -2.28766006e-01 -2.92212815e-01
-1.58428585e-01 -2.04499960e-01 -3.26569771e-01 -1.00924803e-01
1.35440820e-01 -2.16130122e-01 -3.73920504e-01 -3.26230247e-01
-2.81432368e-01]
[ -3.71351043e-01 -6.18364114e-02 -1.51122520e-01 -1.28004200e-01
-4.82848421e-02 -3.13315023e-01 2.55228133e-02 -9.53177365e-02
-1.25355946e-01 5.92137030e-02 1.57085949e-02 -2.88906461e-01
-3.31532166e-01]
[ -1.66414690e-01 -1.43366177e-01 -5.25449260e-02 -1.57874483e-01
-1.27525818e-01 -2.95634780e-01 4.56240670e-03 -1.47752754e-01
-2.20098289e-01 3.09849935e-02 2.22400163e-01 -4.09108081e-02
-1.70440334e-01]
[ -1.31325453e-01 -1.73085573e-01 -1.13756416e-01 -2.83475997e-01
9.26355344e-02 -1.76889507e-02 -1.76381735e-01 -1.64292178e-01
1.15234442e-01 -9.31563054e-02 -1.27482026e-01 -7.71699617e-02
-3.27253870e-01]
[ -4.43755626e-02 -3.21958059e-02 -1.50367528e-01 -6.32941009e-02
-2.27268286e-01 6.24006069e-02 -7.49902225e-02 -5.19338383e-02
-2.32753256e-01 -9.74869385e-02 -9.60010064e-02 -3.52318097e-01
-2.07411599e-01]
[ -6.96812956e-02 2.32486007e-02 -1.28382577e-01 -3.20272884e-01
1.19658751e-01 2.06035731e-02 -2.03249098e-01 -1.45582545e-01
1.27466057e-01 -5.35373215e-02 -2.90429356e-01 -2.78328034e-01
-3.06437727e-01]
[ 7.77686017e-02 -3.08334884e-01 -8.47637011e-02 -4.55448949e-01
-2.22210683e-01 -8.96886366e-02 6.29993659e-02 9.47221050e-02
-1.44890843e-02 2.96979629e-01 -5.35439202e-01 -8.22379257e-01
4.41509968e-01]
[ -2.23385546e-01 -2.44408248e-01 -1.31972836e-01 -3.13621322e-01
-3.00883130e-01 -9.37120559e-02 2.05874229e-01 4.08627606e-02
2.87315474e-01 3.81707855e-02 -4.20195214e-01 -1.02951944e+00
6.48530509e-01]
[ -1.53585567e-02 -1.86017076e-01 2.09873014e-02 -3.13413988e-01
-1.70568780e-01 1.65239761e-01 2.00205821e-01 2.55748081e-01
-3.10458866e-02 2.32666051e-01 -2.34717070e-01 -1.09774294e+00
7.36080742e-01]
[ 4.10759333e-04 -4.48365511e-02 -1.25023211e-01 -1.39588762e-01
-1.79746846e-01 -4.72436889e-02 3.06377947e-01 1.70352510e-01
2.58085005e-01 3.72301254e-01 -5.01984069e-01 -1.03625773e+00
7.86886780e-01]
[ -8.35403662e-02 -2.79413752e-01 5.86740303e-02 -3.66648423e-01
-1.49482142e-01 1.16635297e-01 3.75316558e-01 1.42169633e-01
-6.43435253e-02 1.68115591e-01 -5.71637695e-01 -1.02037344e+00
8.73888928e-01]
[ 1.21474044e-01 -8.98549765e-02 1.60683716e-02 -1.85012172e-01
-8.33815855e-02 -1.83507627e-02 2.71292840e-01 3.82383951e-01
4.24765213e-01 2.74326505e-01 -5.71444613e-01 -9.55110693e-01
5.99921501e-01]
[ -4.31642764e-03 -1.37251121e-01 2.17522606e-02 1.74321610e-02
-9.11001345e-02 -2.83582979e-01 6.82300664e-02 3.49466149e-01
-1.09949427e-03 1.16505404e-01 -2.64338280e-01 -7.89697124e-01
2.56825566e-01]
[ 8.68414086e-02 1.01983862e-01 6.09741715e-03 1.42062593e-01
-9.39369875e-02 -5.85850146e-02 -1.63089950e-01 -1.27328753e-01
-2.51212779e-01 -1.22920404e-01 -1.29935361e-01 2.05042516e-01
-3.02959190e-01]
[ 4.31551591e-02 -1.04453280e-01 1.45336546e-01 3.48417391e-01
2.48488871e-01 8.64860557e-03 -3.94352680e-01 -3.55408949e-01
-5.39940262e-02 -5.49709959e-01 2.51964007e-01 1.02702533e+00
-6.79096829e-01]
[ 2.99238415e-02 7.83095121e-02 -2.13629877e-01 7.71260960e-02
3.33395097e-02 -2.25544139e-03 -1.79687753e-01 -3.43252440e-01
-2.84236055e-01 -2.27552079e-01 -3.74190072e-02 -1.01976477e-01
-1.90630978e-01]
[ -6.23389502e-02 -2.09037127e-01 5.98482554e-02 5.95377521e-02
-1.30934950e-01 -1.35658723e-01 -2.65203452e-03 -3.93328603e-02
5.12571536e-02 -3.92318544e-01 -3.34768370e-01 -2.48474797e-01
5.07044360e-02]
[ 5.54223999e-03 -2.68124333e-01 5.34231804e-02 -2.91734714e-01
-1.90743118e-01 -2.32987130e-01 -2.92803296e-01 2.30549814e-03
-3.45659273e-02 5.53440864e-02 -1.93534378e-01 2.08611009e-01
-3.65536440e-03]
[ 1.65611261e-01 5.51950114e-02 -1.07491702e-01 -2.84212123e-01
-5.74917565e-02 -1.03075695e-01 -2.13187133e-01 -2.18311747e-02
-2.07298595e-01 -2.58553372e-01 -2.08731840e-01 4.00857973e-01
-6.09984785e-02]
[ -1.78669114e-01 -1.78668278e-01 -1.15952001e-01 -2.67958224e-01
-4.90513555e-02 2.52134699e-02 -2.11787089e-01 -2.62347964e-01
-1.51334899e-01 -7.61739140e-02 -2.30004583e-01 2.75367738e-01
-1.49774992e-01]
[ -4.12231166e-02 -2.06734784e-01 -1.64704986e-01 -2.79831306e-01
-4.91594586e-02 4.20567543e-02 -6.99693738e-02 -8.14327430e-02
-2.38608438e-01 -3.21629355e-01 -7.22347938e-02 6.59665025e-02
7.87674650e-03]
[ 1.07750755e-01 8.26709122e-02 -1.40533818e-02 -2.28047237e-01
-3.23941640e-01 6.45490347e-03 -1.88125494e-01 -3.12049245e-01
-3.23285643e-01 -1.12061705e-02 -1.34359900e-01 1.56457564e-01
-2.32674745e-02]
[ -6.18278141e-02 -1.10443707e-02 -2.84515632e-01 -3.26836227e-02
6.86761785e-02 1.55297576e-01 -2.41924432e-01 -1.83621024e-01
-5.20119295e-02 -5.84855130e-02 1.74639905e-01 6.52836792e-01
-1.05857513e-01]
[ 1.25776159e-01 3.39979284e-01 -1.98998862e-01 7.26352179e-01
1.17508022e-01 1.16213001e-03 -2.34660243e-01 -3.95832317e-01
-2.41055989e-01 -3.42674600e-01 7.40735907e-01 9.21344155e-01
-1.15265179e+00]
[ -1.81948263e-02 1.80891667e-01 5.03227250e-02 3.35435532e-01
5.23323225e-03 -6.71062752e-02 -3.09933334e-01 -3.76254768e-01
-3.00925978e-01 -2.57346802e-01 5.89551023e-01 1.01694121e+00
-1.11801317e+00]
[ -3.85527565e-02 -1.34125760e-01 -1.51363664e-01 3.18114278e-01
-1.77500673e-01 2.35765961e-01 -6.84017786e-02 -2.04832711e-01
-2.40134811e-01 -3.98951745e-01 2.08689455e-01 5.42121796e-01
-5.46055656e-01]
[ 8.00255497e-02 -3.81996860e-01 -5.16975254e-02 8.87969250e-03
-1.14012729e-01 1.99493439e-01 6.51871049e-02 1.60820234e-01
-1.87081701e-01 -2.60900367e-02 -4.86165567e-02 3.60954296e-01
-3.14345953e-01]
[ 2.06241205e-01 -2.93572344e-01 -1.19933134e-01 -7.27661614e-02
-2.13267069e-01 1.22194289e-01 2.04081731e-02 -1.35853547e-01
-6.49802540e-02 -7.19731384e-02 -1.43689977e-01 -1.59101357e-01
-1.82964687e-01]
[ -1.34267238e-01 -8.02394857e-02 3.82092547e-02 -2.50397715e-01
-5.86597855e-02 -1.41257299e-01 4.32305649e-02 -9.14361294e-03
-9.39219072e-02 9.28274756e-03 -3.23011855e-01 -4.54087624e-01
-8.79985992e-02]
[ -1.40699989e-01 -1.36968365e-01 -6.81157423e-02 -2.81098756e-01
-3.46753185e-01 -2.88688361e-01 1.63336228e-01 1.44418277e-01
1.57477470e-02 1.24235551e-01 -2.68591382e-01 -8.39117994e-01
3.34802263e-02]
[ -1.44869468e-01 -2.48541685e-01 -3.01693408e-01 -6.86863207e-01
-2.98074208e-01 -2.08372750e-01 -2.47154340e-01 5.35569411e-03
-2.85851178e-03 -4.58869251e-01 -5.61256411e-01 -5.65177978e-01
-9.42946342e-01]
[ -1.23398192e-01 1.32494123e-01 1.40203827e-02 1.12527240e-01
-2.03295778e-01 -1.75363828e-01 -1.57587052e-01 4.64064079e-03
-1.40686103e-01 -1.62303068e-01 -1.26384897e-01 -3.75222612e-01
-1.01695209e-02]
[ -3.62315410e-01 -1.18341260e-01 -2.73205089e-01 2.59046189e-01
-1.99625717e-01 -2.32088211e-01 -1.01663062e-01 -1.00352601e-01
2.06788471e-02 2.01230098e-02 8.60416482e-02 -3.43472130e-01
1.42190588e-01]
[ -1.31242384e-01 -4.46591054e-02 -2.55055466e-01 1.28595092e-01
-2.24988114e-01 -2.79477496e-01 -3.67931829e-01 -2.42445564e-02
1.37176249e-02 -1.21878702e-01 -2.16776722e-01 -2.80506403e-01
4.59526982e-02]
[ -2.38735090e-01 -5.31520173e-01 -3.40013420e-01 -1.58371073e-01
-3.21370786e-01 -2.32122345e-01 -7.84520343e-02 -2.55528847e-01
4.44650106e-02 -2.50629310e-01 -1.01957201e-01 -3.27067071e-01
-1.74570632e-02]
[ -2.18580974e-01 -2.97830447e-01 -3.19566605e-01 -1.04178358e-01
-9.15678811e-02 -1.50133415e-01 -6.96037858e-02 2.79009237e-02
-1.91606547e-01 -4.93596416e-01 -2.49483082e-01 -2.48198956e-01
1.38048194e-02]
[ -9.83573268e-02 -1.54412088e-02 -2.39813140e-01 -7.72713957e-01
-2.69317531e-01 -2.58270409e-01 4.24364055e-02 -4.40877978e-01
1.28070758e-01 -1.45119680e-01 -5.70976448e-01 -3.39699671e-01
-8.32333793e-01]]
Progress: 24.9% ... Training loss: 0.218 ... Validation loss: 0.383[[-0.19762691]
[ 0.25793498]
[-0.11738153]
[ 1.09412645]
[ 0.27787461]
[-0.03633313]
[-0.82949566]
[-0.84088395]
[-0.58723973]
[-0.87759633]
[ 1.2532578 ]
[ 3.02333769]
[-2.06433312]]
[[ -5.26720079e-01 -4.91776209e-01 -5.90341039e-01 -5.29879120e-02
-2.92016820e-01 -5.94163861e-01 -6.41896667e-02 -2.52593036e-01
-3.63609160e-01 -3.29802184e-01 2.46999264e-01 9.72463322e-01
2.57224102e-01]
[ 8.01407251e-03 -1.38521359e-01 4.93622358e-02 -7.90351849e-02
-4.23201927e-02 5.84591464e-02 -1.15303595e-01 2.01220347e-01
-1.42385325e-01 -1.85067218e-01 -1.00675579e-01 -1.44583550e-01
3.54122279e-02]
[ -2.58509670e-01 1.37269923e-01 -2.99172717e-02 1.23761297e-01
7.81539007e-02 -1.30440516e-01 -3.32872820e-02 -1.68627897e-01
2.57342363e-01 -3.68953264e-01 1.69848458e-01 6.96970910e-01
8.15892939e-01]
[ 2.27320629e-01 -2.40135864e-01 -2.78179276e-01 5.81352261e-02
-2.77342691e-01 8.85907318e-03 2.88182682e-01 -5.15437170e-01
2.31791763e-01 -2.16946623e-01 -1.76265757e-01 -3.60379941e-01
-2.54988939e-01]
[ 1.35503037e-01 -3.50053082e-03 1.17006116e-01 -1.20311970e-01
-3.49468540e-02 7.43160079e-02 -1.21289115e-01 -1.13680331e-01
9.61767439e-02 2.40073230e-01 1.86005822e-02 -1.34857482e-01
-1.06358264e-01]
[ -4.80612275e-01 -6.09444798e-01 -6.02269869e-01 -6.17867382e-01
-5.89611514e-01 -5.64215127e-01 -3.22335979e-01 -1.56566682e-01
-4.47467283e-01 -2.34089383e-01 -5.54983101e-01 -7.96162566e-01
-6.17560870e-01]
[ -4.15923489e-01 -5.91647750e-01 -3.24015132e-01 -3.99184039e-01
-4.16427516e-01 -5.62977279e-01 -4.25062220e-01 -4.79708461e-01
-2.99962130e-01 -1.21707590e-01 -4.56573590e-01 -4.29723867e-01
-4.84615035e-01]
[ -3.42870604e-01 -3.42373885e-01 -4.85094590e-01 -1.55855325e-01
-3.16887811e-01 -4.24352960e-01 -3.05522325e-01 -2.77332766e-01
-3.06394979e-01 -5.59688138e-01 -2.72321893e-01 -7.27429842e-01
-5.30820503e-01]
[ -4.68175823e-01 -3.46249271e-01 -3.82399830e-01 -1.93526342e-01
-3.35640329e-01 -2.17134576e-01 -5.29566990e-02 -4.38354471e-01
-2.55954235e-01 -4.49842479e-01 -1.64429376e-01 -2.63621402e-01
-2.05300806e-01]
[ -9.55015693e-01 -9.47750579e-01 -9.85895246e-01 -7.30584660e-01
-1.03716914e+00 -9.88070347e-01 -5.68019383e-01 -6.02832758e-01
-7.42942266e-01 -5.71862901e-01 -7.36846487e-01 -6.02251755e-01
-8.23922161e-01]
[ -5.16178781e-01 -2.66074648e-01 -4.73127391e-01 -3.36504336e-01
-3.44063256e-01 -3.63544169e-01 -6.12716642e-01 -6.13257034e-01
-6.66308036e-01 -1.16929137e-01 -5.08063423e-01 -7.35958043e-01
-5.71182443e-01]
[ -1.15156299e-01 2.23772863e-02 -3.41008226e-01 -4.53477088e-01
-1.06541887e-01 -7.37001262e-02 -1.82882733e-01 -3.78421762e-01
-1.59803621e-01 8.22963003e-02 -4.82812096e-01 -1.03885636e+00
-5.61853717e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55972101e-01 -1.20910619e-01 1.64174994e-01 -2.92741817e-01
-1.32371172e-01 1.13449630e-01 -1.16740225e-01 1.59875636e-02
-7.89034938e-02 7.39184663e-02 -1.98702994e-01 -4.11757589e-01
-2.78715422e-02]
[ -8.67369259e-02 -2.64975230e-01 -1.80743047e-01 -2.90630413e-01
-4.78027631e-01 -8.61794485e-02 -5.38259333e-02 -4.54359588e-04
-6.42705023e-02 8.87344058e-03 -2.24061362e-01 -3.78252665e-01
-2.75459883e-01]
[ -6.93318604e-02 -2.06894180e-02 -2.31008537e-01 -2.58830751e-01
1.22357268e-01 -1.62007892e-01 -1.75887414e-01 1.03453026e-01
-8.25037827e-03 8.99805683e-02 -1.91156626e-01 3.98236865e-02
-8.22888638e-02]
[ 3.65313539e-02 -1.67615305e-01 -1.48934370e-01 -8.76658439e-02
-1.25075968e-01 -1.06690694e-01 1.11490442e-01 -1.45273819e-01
-1.23103963e-02 2.30086565e-02 -3.35252739e-02 -1.63780557e-01
1.64525041e-02]
[ -2.90544795e-01 -1.41349493e-01 -7.71596717e-02 -1.08366563e-01
-3.01819453e-01 -2.75207474e-01 -3.77480699e-01 2.08824648e-02
-3.23947294e-01 -2.19203588e-01 1.69537051e-01 -8.01236621e-02
1.93160693e-01]
[ -2.27198013e-01 -1.21896993e-01 -9.24779619e-02 -2.79400726e-02
-8.27103559e-02 -1.19317549e-01 -8.57984672e-02 1.00864327e-02
-1.42947454e-01 -7.64089948e-02 2.64548144e-02 -1.64138786e-01
-1.01876318e-01]
[ -1.70793529e-01 -7.09815911e-02 -2.28813525e-01 -2.92086290e-01
-1.58301041e-01 -2.04522477e-01 -3.26957796e-01 -1.01413968e-01
1.34937629e-01 -2.16380844e-01 -3.73722425e-01 -3.24732828e-01
-2.82331415e-01]
[ -3.71581937e-01 -6.14785709e-02 -1.51232061e-01 -1.25992497e-01
-4.78348870e-02 -3.13349094e-01 2.32046744e-02 -9.62408431e-02
-1.26982725e-01 5.79109460e-02 1.91180323e-02 -2.78640859e-01
-3.37304738e-01]
[ -1.65900014e-01 -1.43662574e-01 -5.24814711e-02 -1.59142144e-01
-1.27786288e-01 -2.95551366e-01 6.74287969e-03 -1.47951747e-01
-2.18776189e-01 3.26273018e-02 2.20151463e-01 -4.35103486e-02
-1.67567329e-01]
[ -1.31487551e-01 -1.73072114e-01 -1.13766634e-01 -2.83143257e-01
9.25907257e-02 -1.77036637e-02 -1.76472609e-01 -1.63549859e-01
1.14928495e-01 -9.36138014e-02 -1.27294089e-01 -7.89629490e-02
-3.25501553e-01]
[ -4.47068139e-02 -3.19541105e-02 -1.50479843e-01 -6.12079325e-02
-2.27019774e-01 6.23421909e-02 -7.62456463e-02 -5.26345729e-02
-2.33611460e-01 -9.84355538e-02 -9.44911594e-02 -3.49812581e-01
-2.08365432e-01]
[ -6.97327641e-02 2.32994948e-02 -1.28405256e-01 -3.20098172e-01
1.19721855e-01 2.05922841e-02 -2.03426860e-01 -1.45831856e-01
1.27355214e-01 -5.37993186e-02 -2.90226708e-01 -2.77960446e-01
-3.06672873e-01]
[ 7.77353470e-02 -3.08284347e-01 -8.47811245e-02 -4.55185204e-01
-2.22150568e-01 -8.96962945e-02 6.27521728e-02 9.44476847e-02
-1.47183980e-02 2.96881894e-01 -5.35223173e-01 -8.21616864e-01
4.40651856e-01]
[ -2.23445814e-01 -2.44347646e-01 -1.32023352e-01 -3.13275275e-01
-3.00799452e-01 -9.37270711e-02 2.05597496e-01 4.03915990e-02
2.87059188e-01 3.76392259e-02 -4.19840171e-01 -1.02941259e+00
6.47551344e-01]
[ -1.52934677e-02 -1.86095011e-01 2.10175645e-02 -3.13885230e-01
-1.70638953e-01 1.65255007e-01 2.00705177e-01 2.56152920e-01
-3.07647188e-02 2.33047977e-01 -2.35156123e-01 -1.09805223e+00
7.37072269e-01]
[ 4.41455656e-04 -4.49141204e-02 -1.25000134e-01 -1.40334456e-01
-1.79830448e-01 -4.72391712e-02 3.07015329e-01 1.70731875e-01
2.58446696e-01 3.72662663e-01 -5.02669749e-01 -1.03794157e+00
7.89033111e-01]
[ -8.35444690e-02 -2.79415155e-01 5.86756033e-02 -3.66587442e-01
-1.49486092e-01 1.16635251e-01 3.75321626e-01 1.42223140e-01
-6.43378427e-02 1.68118576e-01 -5.71653666e-01 -1.02049766e+00
8.73866630e-01]
[ 1.21137601e-01 -8.96123317e-02 1.59308939e-02 -1.83638333e-01
-8.31194664e-02 -1.84109056e-02 2.69912985e-01 3.81589226e-01
4.23736892e-01 2.72830924e-01 -5.70492709e-01 -9.54326069e-01
5.96938598e-01]
[ -4.39263112e-03 -1.37188089e-01 2.17361697e-02 1.77535073e-02
-9.10720099e-02 -2.83598032e-01 6.82764465e-02 3.49800543e-01
-1.12383752e-03 1.16179217e-01 -2.64409715e-01 -7.91289334e-01
2.56560439e-01]
[ 8.64063295e-02 1.02466251e-01 5.89014210e-03 1.44846004e-01
-9.34506843e-02 -5.86698978e-02 -1.65389682e-01 -1.28922298e-01
-2.52805608e-01 -1.25122150e-01 -1.26910452e-01 2.12489036e-01
-3.06897668e-01]
[ 4.22562198e-02 -1.03839227e-01 1.45042608e-01 3.56342509e-01
2.49466330e-01 8.47940677e-03 -3.98941704e-01 -3.58161727e-01
-5.66313263e-02 -5.52852120e-01 2.59075710e-01 1.04437386e+00
-6.85549858e-01]
[ 2.99624662e-02 7.82618847e-02 -2.13630798e-01 7.66550952e-02
3.32618081e-02 -2.24949344e-03 -1.79216275e-01 -3.43506474e-01
-2.83899919e-01 -2.27800649e-01 -3.80861611e-02 -1.03516386e-01
-1.89372603e-01]
[ -6.25203510e-02 -2.08720242e-01 5.97073496e-02 6.11469220e-02
-1.30590893e-01 -1.35694927e-01 -4.55060989e-03 -4.09203730e-02
4.99877844e-02 -3.93087472e-01 -3.32976575e-01 -2.41951004e-01
4.66995668e-02]
[ 5.54698426e-03 -2.68133386e-01 5.34468080e-02 -2.92129117e-01
-1.90746352e-01 -2.32981549e-01 -2.93311493e-01 2.63481618e-03
-3.46851278e-02 5.54361166e-02 -1.93550749e-01 2.09756080e-01
-3.21610642e-03]
[ 1.65259841e-01 5.54894284e-02 -1.07590718e-01 -2.83187341e-01
-5.71299456e-02 -1.03115256e-01 -2.15287619e-01 -2.36335255e-02
-2.08445459e-01 -2.60485097e-01 -2.07124394e-01 4.09887428e-01
-6.37059025e-02]
[ -1.78924722e-01 -1.78235920e-01 -1.16105540e-01 -2.67395645e-01
-4.86339844e-02 2.51557710e-02 -2.13153721e-01 -2.64269230e-01
-1.52610081e-01 -7.79505977e-02 -2.28353402e-01 2.82050472e-01
-1.52282782e-01]
[ -4.09525094e-02 -2.07009866e-01 -1.64595892e-01 -2.81561752e-01
-4.93474846e-02 4.21048244e-02 -6.91122043e-02 -8.17581906e-02
-2.37722737e-01 -3.20724102e-01 -7.38988665e-02 6.57344421e-02
1.05261654e-02]
[ 1.07570424e-01 8.28969919e-02 -1.42197442e-02 -2.28136249e-01
-3.23672267e-01 6.42574052e-03 -1.89019242e-01 -3.15023458e-01
-3.23839541e-01 -1.37574963e-02 -1.32779987e-01 1.68010428e-01
-2.54457364e-02]
[ -6.18400355e-02 -1.11240149e-02 -2.84497839e-01 -3.31367490e-02
6.86207189e-02 1.55299240e-01 -2.41973314e-01 -1.83564772e-01
-5.18970779e-02 -5.83998576e-02 1.74416436e-01 6.52231004e-01
-1.05211872e-01]
[ 1.25611790e-01 3.40239331e-01 -1.99099121e-01 7.29085853e-01
1.17862767e-01 1.11826418e-03 -2.35812606e-01 -3.97034230e-01
-2.41892305e-01 -3.43924424e-01 7.43889652e-01 9.26920945e-01
-1.15653175e+00]
[ -1.80663376e-02 1.80912109e-01 5.03421270e-02 3.36115887e-01
5.22554209e-03 -6.70871839e-02 -3.10057480e-01 -3.75726444e-01
-3.01016846e-01 -2.56931998e-01 5.89953687e-01 1.01599702e+00
-1.12042664e+00]
[ -3.85583668e-02 -1.34162468e-01 -1.51334687e-01 3.18118189e-01
-1.77535730e-01 2.35778551e-01 -6.83670354e-02 -2.04419630e-01
-2.40183327e-01 -3.98865255e-01 2.08517534e-01 5.41597815e-01
-5.45968578e-01]
[ 7.99866397e-02 -3.82089390e-01 -5.16647638e-02 9.25207241e-03
-1.14097502e-01 1.99503295e-01 6.46480503e-02 1.61069712e-01
-1.87327743e-01 -2.64923784e-02 -4.81094096e-02 3.62680728e-01
-3.15223478e-01]
[ 2.06215885e-01 -2.93483026e-01 -1.19956411e-01 -7.23922773e-02
-2.13206272e-01 1.22190151e-01 2.02317117e-02 -1.36133653e-01
-6.52549658e-02 -7.19942260e-02 -1.43341032e-01 -1.57881823e-01
-1.84055301e-01]
[ -1.34310866e-01 -8.01925986e-02 3.81854449e-02 -2.50234940e-01
-5.86054359e-02 -1.41266236e-01 4.30056125e-02 -9.34117718e-03
-9.40480291e-02 8.99454220e-03 -3.22803267e-01 -4.53639393e-01
-8.82680838e-02]
[ -1.40663795e-01 -1.36990672e-01 -6.80996947e-02 -2.81304319e-01
-3.46785607e-01 -2.88682846e-01 1.64087638e-01 1.44900026e-01
1.59891391e-02 1.24528748e-01 -2.69237797e-01 -8.40808086e-01
3.39486880e-02]
[ -1.45747270e-01 -2.47433892e-01 -3.02217657e-01 -6.83743138e-01
-2.96956437e-01 -2.08554328e-01 -2.51221132e-01 -1.86675044e-03
-5.78602391e-03 -4.65430801e-01 -5.54874553e-01 -5.40344168e-01
-9.51917214e-01]
[ -1.23625592e-01 1.32571400e-01 1.39846559e-02 1.13538534e-01
-2.03147192e-01 -1.75385357e-01 -1.58249928e-01 4.10024603e-03
-1.41050670e-01 -1.63166903e-01 -1.25785222e-01 -3.71234252e-01
-8.82778593e-03]
[ -3.61774591e-01 -1.18844711e-01 -2.73033574e-01 2.56690905e-01
-2.00131566e-01 -2.31990783e-01 -9.93222020e-02 -9.93615055e-02
2.27300294e-02 2.20507116e-02 8.30372532e-02 -3.49420097e-01
1.48320464e-01]
[ -1.32258697e-01 -4.38684932e-02 -2.55415552e-01 1.34885589e-01
-2.24161292e-01 -2.79656709e-01 -3.72194455e-01 -2.69863420e-02
1.08805569e-02 -1.25432760e-01 -2.11932826e-01 -2.72402837e-01
3.99206681e-02]
[ -2.39839512e-01 -5.30593003e-01 -3.40568363e-01 -1.50444903e-01
-3.20066454e-01 -2.32351119e-01 -8.42348317e-02 -2.59829736e-01
4.02875643e-02 -2.56745151e-01 -9.29148192e-02 -3.07944034e-01
-2.77288773e-02]
[ -2.18357092e-01 -2.98093535e-01 -3.19393583e-01 -1.05850317e-01
-9.18501667e-02 -1.50065544e-01 -6.84197081e-02 2.99642217e-02
-1.91091160e-01 -4.92008338e-01 -2.51850061e-01 -2.54967282e-01
1.49460292e-02]
[ -9.84247548e-02 -1.50976930e-02 -2.39810866e-01 -7.70997237e-01
-2.68808690e-01 -2.58268101e-01 3.91635100e-02 -4.42327590e-01
1.26281924e-01 -1.45950083e-01 -5.68163409e-01 -3.21923886e-01
-8.42414303e-01]]
Progress: 25.0% ... Training loss: 0.229 ... Validation loss: 0.398[[-0.21267154]
[ 0.23606848]
[-0.133368 ]
[ 1.06962192]
[ 0.26118756]
[-0.05042843]
[-0.8568002 ]
[-0.86869094]
[-0.6114413 ]
[-0.90024282]
[ 1.22794602]
[ 2.98507758]
[-2.10722141]]
[[ -5.25727927e-01 -4.93741912e-01 -5.89718923e-01 -6.10494676e-02
-2.93789127e-01 -5.94019024e-01 -5.59490983e-02 -2.43571319e-01
-3.58560589e-01 -3.21200823e-01 2.35884760e-01 9.46561860e-01
2.82009638e-01]
[ 8.34242126e-03 -1.38992740e-01 4.95613291e-02 -8.17661431e-02
-4.27138907e-02 5.85101294e-02 -1.13472210e-01 2.03195828e-01
-1.41403354e-01 -1.83696579e-01 -1.03466539e-01 -1.50766410e-01
3.93218910e-02]
[ -2.57249103e-01 1.33883752e-01 -2.88075300e-02 1.05618672e-01
7.50171109e-02 -1.30230654e-01 -2.44002825e-02 -1.56820125e-01
2.65744771e-01 -3.61705805e-01 1.48403784e-01 6.43514239e-01
8.57371062e-01]
[ 2.28036444e-01 -2.39341390e-01 -2.78492035e-01 6.20168984e-02
-2.76224536e-01 8.90544035e-03 2.88684393e-01 -5.20309251e-01
2.31496644e-01 -2.18622649e-01 -1.65532121e-01 -3.42167640e-01
-2.66399673e-01]
[ 1.34665986e-01 -2.15590542e-03 1.16534051e-01 -1.16292747e-01
-3.37966428e-02 7.42018726e-02 -1.27958214e-01 -1.19765753e-01
9.27320290e-02 2.35205388e-01 2.16927598e-02 -1.24298208e-01
-1.18860098e-01]
[ -4.80226166e-01 -6.09991172e-01 -6.02052675e-01 -6.19629099e-01
-5.90034852e-01 -5.64138305e-01 -3.19922921e-01 -1.53385084e-01
-4.46638507e-01 -2.30902592e-01 -5.56968682e-01 -8.01785555e-01
-6.15482745e-01]
[ -4.14962743e-01 -5.93420129e-01 -3.23357198e-01 -4.07167426e-01
-4.18164918e-01 -5.62827047e-01 -4.17760386e-01 -4.73704417e-01
-2.95053984e-01 -1.14276754e-01 -4.66724943e-01 -4.54759797e-01
-4.61723344e-01]
[ -3.42201861e-01 -3.43878931e-01 -4.84585270e-01 -1.64233928e-01
-3.18101775e-01 -4.24247283e-01 -3.00598095e-01 -2.70268808e-01
-3.02584163e-01 -5.55980562e-01 -2.81450917e-01 -7.50360577e-01
-5.13440848e-01]
[ -4.67708819e-01 -3.46876525e-01 -3.82183459e-01 -1.96626136e-01
-3.36218242e-01 -2.17038572e-01 -5.05621536e-02 -4.37035274e-01
-2.54294321e-01 -4.47840091e-01 -1.67516403e-01 -2.70612176e-01
-1.99828782e-01]
[ -9.53495839e-01 -9.51075250e-01 -9.84715996e-01 -7.46621230e-01
-1.04020787e+00 -9.87787521e-01 -5.55181934e-01 -5.88516626e-01
-7.34170095e-01 -5.60826261e-01 -7.56562776e-01 -6.53372484e-01
-7.86329312e-01]
[ -5.15064435e-01 -2.67259568e-01 -4.72615496e-01 -3.42795868e-01
-3.45209157e-01 -3.63367601e-01 -6.07561767e-01 -6.08845499e-01
-6.63173047e-01 -1.10736625e-01 -5.14000507e-01 -7.47827780e-01
-5.59389446e-01]
[ -1.15307897e-01 2.24358244e-02 -3.41098551e-01 -4.52372489e-01
-1.06309874e-01 -7.37307850e-02 -1.83841389e-01 -3.79580632e-01
-1.60503129e-01 8.13947407e-02 -4.81511707e-01 -1.03644632e+00
-5.63418069e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55642243e-01 -1.21266660e-01 1.64371703e-01 -2.94282316e-01
-1.32707269e-01 1.13529051e-01 -1.14984625e-01 1.82377350e-02
-7.82062682e-02 7.60647341e-02 -2.00591931e-01 -4.14859947e-01
-2.74960529e-02]
[ -8.69201991e-02 -2.64925310e-01 -1.80761081e-01 -2.89696254e-01
-4.77883489e-01 -8.62078140e-02 -5.46285837e-02 -1.56172677e-04
-6.48894455e-02 8.80197248e-03 -2.23184565e-01 -3.76890591e-01
-2.74930418e-01]
[ -6.90023702e-02 -2.10123035e-02 -2.30957281e-01 -2.60280718e-01
1.22011045e-01 -1.61974603e-01 -1.73451157e-01 1.04895996e-01
-6.92615120e-03 9.21537339e-02 -1.92351087e-01 3.38775959e-02
-7.76872658e-02]
[ 3.64145615e-02 -1.67517041e-01 -1.49016428e-01 -8.68190022e-02
-1.24923490e-01 -1.06710695e-01 1.11299778e-01 -1.46726433e-01
-1.29433530e-02 2.23614786e-02 -3.26222600e-02 -1.57518673e-01
1.46091618e-02]
[ -2.90131849e-01 -1.41878939e-01 -7.68852551e-02 -1.10762231e-01
-3.02342791e-01 -2.75141079e-01 -3.75198514e-01 2.32325517e-02
-3.22088791e-01 -2.16276283e-01 1.66190290e-01 -9.14215388e-02
2.01769797e-01]
[ -2.26504332e-01 -1.23689711e-01 -9.18484066e-02 -3.67046390e-02
-8.44845152e-02 -1.19190573e-01 -8.05176164e-02 1.65733665e-02
-1.38763202e-01 -7.09872924e-02 1.47899994e-02 -1.90185159e-01
-8.23230488e-02]
[ -1.70518617e-01 -7.14024391e-02 -2.28683527e-01 -2.95223436e-01
-1.58657408e-01 -2.04490167e-01 -3.24961327e-01 -9.92177475e-02
1.36664423e-01 -2.15659696e-01 -3.76103252e-01 -3.34230685e-01
-2.77441701e-01]
[ -3.71701315e-01 -6.15153742e-02 -1.51231415e-01 -1.25619239e-01
-4.77372538e-02 -3.13363599e-01 2.28390373e-02 -9.54101202e-02
-1.27320757e-01 5.80939148e-02 1.94626116e-02 -2.78551088e-01
-3.36459709e-01]
[ -1.65483966e-01 -1.44225843e-01 -5.22761773e-02 -1.62179058e-01
-1.28240663e-01 -2.95488161e-01 9.06395858e-03 -1.46411344e-01
-2.17388311e-01 3.44202824e-02 2.17306063e-01 -4.79321256e-02
-1.62324753e-01]
[ -1.31276193e-01 -1.73325049e-01 -1.13683696e-01 -2.84845710e-01
9.22644058e-02 -1.76568982e-02 -1.75026922e-01 -1.62708193e-01
1.15861544e-01 -9.29858575e-02 -1.28869011e-01 -8.37142337e-02
-3.22225143e-01]
[ -4.43989232e-02 -3.23618581e-02 -1.50331276e-01 -6.30814676e-02
-2.27349830e-01 6.24001997e-02 -7.49091949e-02 -5.16457891e-02
-2.32734166e-01 -9.72434802e-02 -9.64167634e-02 -3.53560667e-01
-2.06239531e-01]
[ -6.98069022e-02 2.33829506e-02 -1.28423723e-01 -3.19575183e-01
1.19821920e-01 2.05775207e-02 -2.03888819e-01 -1.46036590e-01
1.27163574e-01 -5.39386356e-02 -2.89882355e-01 -2.77442899e-01
-3.07056591e-01]
[ 7.77242363e-02 -3.08291859e-01 -8.48016995e-02 -4.55698382e-01
-2.22177744e-01 -8.97016146e-02 6.29687729e-02 9.44732641e-02
-1.45594004e-02 2.96909468e-01 -5.35501375e-01 -8.23488398e-01
4.42189471e-01]
[ -2.23311524e-01 -2.44503882e-01 -1.31939223e-01 -3.14531803e-01
-3.01010625e-01 -9.36997962e-02 2.06878957e-01 4.14288762e-02
2.87880943e-01 3.87965226e-02 -4.21305443e-01 -1.03252837e+00
6.50869964e-01]
[ -1.52532400e-02 -1.86149575e-01 2.10364010e-02 -3.14374085e-01
-1.70700031e-01 1.65261191e-01 2.01241910e-01 2.56443784e-01
-3.05541097e-02 2.33510249e-01 -2.35798672e-01 -1.09979583e+00
7.38740934e-01]
[ 6.88609475e-04 -4.53291596e-02 -1.24853112e-01 -1.42692898e-01
-1.80314032e-01 -4.71956268e-02 3.09368951e-01 1.72725557e-01
2.59907551e-01 3.74950851e-01 -5.05464833e-01 -1.04485228e+00
7.95718199e-01]
[ -8.34888003e-02 -2.79460561e-01 5.86987154e-02 -3.66793031e-01
-1.49534041e-01 1.16643154e-01 3.75740208e-01 1.42511268e-01
-6.40976208e-02 1.68334576e-01 -5.71902217e-01 -1.02084974e+00
8.74556039e-01]
[ 1.21195036e-01 -8.97030968e-02 1.59524054e-02 -1.84176769e-01
-8.31981191e-02 -1.84065104e-02 2.70429652e-01 3.81934780e-01
4.24214519e-01 2.73011658e-01 -5.70998314e-01 -9.55893388e-01
5.98335826e-01]
[ -4.18895671e-03 -1.37391765e-01 2.18311465e-02 1.66630827e-02
-9.12866065e-02 -2.83570870e-01 6.91761635e-02 3.50769105e-01
-5.18945734e-04 1.17233724e-01 -2.65368909e-01 -7.92833334e-01
2.58370780e-01]
[ 8.73486382e-02 1.00981409e-01 6.34309208e-03 1.37530321e-01
-9.46722510e-02 -5.85411399e-02 -1.59186223e-01 -1.24613331e-01
-2.48562059e-01 -1.21372427e-01 -1.34024440e-01 1.86551790e-01
-2.95145848e-01]
[ 4.17084143e-02 -1.03374990e-01 1.44890343e-01 3.61988382e-01
2.50166944e-01 8.40548804e-03 -4.01715195e-01 -3.59565702e-01
-5.87321915e-02 -5.54408203e-01 2.63918052e-01 1.05651519e+00
-6.91415811e-01]
[ 3.01921424e-02 7.80281444e-02 -2.13573172e-01 7.61003253e-02
3.30361828e-02 -2.22460330e-03 -1.78300917e-01 -3.43188894e-01
-2.83223830e-01 -2.26647679e-01 -3.90575878e-02 -1.05837351e-01
-1.88621731e-01]
[ -6.24913265e-02 -2.08731699e-01 5.97084736e-02 6.02863561e-02
-1.30663358e-01 -1.35692854e-01 -4.48728438e-03 -4.04607545e-02
5.01260420e-02 -3.92833349e-01 -3.33198603e-01 -2.43592838e-01
4.83924337e-02]
[ 5.67685458e-03 -2.68499453e-01 5.35867064e-02 -2.93937726e-01
-1.91090870e-01 -2.32957380e-01 -2.92645121e-01 3.98503802e-03
-3.39274377e-02 5.62598959e-02 -1.95363940e-01 2.04597454e-01
8.33416780e-04]
[ 1.65822620e-01 5.45773209e-02 -1.07275639e-01 -2.87711167e-01
-5.80369508e-02 -1.03017939e-01 -2.12398145e-01 -2.03614386e-02
-2.06338212e-01 -2.57433961e-01 -2.12419223e-01 3.94656836e-01
-5.38694361e-02]
[ -1.79065094e-01 -1.77926781e-01 -1.16163011e-01 -2.66865232e-01
-4.82419376e-02 2.51318986e-02 -2.14421187e-01 -2.65234581e-01
-1.53427835e-01 -7.88743401e-02 -2.27051898e-01 2.89490405e-01
-1.53910521e-01]
[ -4.11385394e-02 -2.06814699e-01 -1.64719998e-01 -2.81204790e-01
-4.91150060e-02 4.20735574e-02 -6.97329736e-02 -8.27911334e-02
-2.38332640e-01 -3.21967925e-01 -7.30350356e-02 6.85101667e-02
9.72711124e-03]
[ 1.07748495e-01 8.24050784e-02 -1.40255876e-02 -2.30685358e-01
-3.24154637e-01 6.46422070e-03 -1.87727922e-01 -3.13015242e-01
-3.22846799e-01 -1.20165599e-02 -1.36891488e-01 1.59617522e-01
-1.87054601e-02]
[ -6.19312600e-02 -1.10262779e-02 -2.84528590e-01 -3.28160151e-02
6.87133617e-02 1.55282466e-01 -2.42407887e-01 -1.83900698e-01
-5.22233387e-02 -5.88417037e-02 1.74831851e-01 6.53250853e-01
-1.05681101e-01]
[ 1.25608917e-01 3.39996352e-01 -1.99077411e-01 7.28929145e-01
1.17673206e-01 1.12006031e-03 -2.35410909e-01 -3.96898163e-01
-2.41611389e-01 -3.43945199e-01 7.43286674e-01 9.27952896e-01
-1.15614738e+00]
[ -1.79054735e-02 1.80664896e-01 5.04280120e-02 3.35035281e-01
5.01492607e-03 -6.70560573e-02 -3.09422404e-01 -3.75304377e-01
-3.00498652e-01 -2.56180977e-01 5.88780366e-01 1.01413744e+00
-1.11954003e+00]
[ -3.82091284e-02 -1.34493649e-01 -1.51135943e-01 3.16563590e-01
-1.77864703e-01 2.35858763e-01 -6.67828561e-02 -2.02236422e-01
-2.39370796e-01 -3.96738695e-01 2.06695063e-01 5.39077742e-01
-5.45162282e-01]
[ 8.00356654e-02 -3.82134832e-01 -5.16253912e-02 8.79421467e-03
-1.14175179e-01 1.99516195e-01 6.51056295e-02 1.61521797e-01
-1.87160492e-01 -2.60129359e-02 -4.87929874e-02 3.60989014e-01
-3.14378815e-01]
[ 2.06261783e-01 -2.93556309e-01 -1.19922332e-01 -7.25780393e-02
-2.13287076e-01 1.22201005e-01 2.05364674e-02 -1.35858102e-01
-6.50364884e-02 -7.16830279e-02 -1.43709028e-01 -1.59169376e-01
-1.83646618e-01]
[ -1.34266649e-01 -8.03150959e-02 3.82208371e-02 -2.50745016e-01
-5.87232516e-02 -1.41256628e-01 4.35383131e-02 -8.59582575e-03
-9.37901024e-02 9.38366148e-03 -3.23459060e-01 -4.55552693e-01
-8.69644814e-02]
[ -1.40661200e-01 -1.36972086e-01 -6.80793103e-02 -2.81372180e-01
-3.46772800e-01 -2.88681607e-01 1.64048926e-01 1.45326349e-01
1.59057481e-02 1.24826032e-01 -2.69286314e-01 -8.40737864e-01
3.39691545e-02]
[ -1.45399543e-01 -2.47770700e-01 -3.02196521e-01 -6.86018454e-01
-2.97057475e-01 -2.08507956e-01 -2.49273992e-01 -1.32542403e-03
-4.32786520e-03 -4.65211189e-01 -5.55277409e-01 -5.38754743e-01
-9.50967602e-01]
[ -1.22817726e-01 1.31261997e-01 1.44623345e-02 1.07246637e-01
-2.04133114e-01 -1.75246399e-01 -1.53560402e-01 8.65298263e-03
-1.38317558e-01 -1.59339235e-01 -1.31654913e-01 -3.84068824e-01
2.49153302e-03]
[ -3.61597596e-01 -1.19203646e-01 -2.72899307e-01 2.54596770e-01
-2.00499424e-01 -2.31957839e-01 -9.82201816e-02 -9.81790740e-02
2.36476521e-02 2.35503811e-02 8.06105208e-02 -3.54812289e-01
1.52695803e-01]
[ -1.32102667e-01 -4.44748476e-02 -2.55265334e-01 1.33015034e-01
-2.24555073e-01 -2.79620179e-01 -3.71033890e-01 -2.47499258e-02
1.21683703e-02 -1.24054370e-01 -2.14343698e-01 -2.79090712e-01
4.81416819e-02]
[ -2.39868925e-01 -5.30800352e-01 -3.40450428e-01 -1.50486500e-01
-3.20214502e-01 -2.32331579e-01 -8.33961962e-02 -2.58448543e-01
4.10047230e-02 -2.55079114e-01 -9.43299327e-02 -3.14788519e-01
-2.01736693e-02]
[ -2.18106993e-01 -2.98444315e-01 -3.19194888e-01 -1.08439594e-01
-9.23889200e-02 -1.50016941e-01 -6.65026007e-02 3.23428455e-02
-1.89818206e-01 -4.90197248e-01 -2.54988539e-01 -2.63941906e-01
2.20507284e-02]
[ -9.76514568e-02 -1.63791149e-02 -2.39309978e-01 -7.77057963e-01
-2.70225908e-01 -2.58162313e-01 4.45421845e-02 -4.37031520e-01
1.29102758e-01 -1.40024957e-01 -5.76852650e-01 -3.43359989e-01
-8.34117999e-01]]
Progress: 25.1% ... Training loss: 0.225 ... Validation loss: 0.385[[-0.21332596]
[ 0.23408298]
[-0.13219544]
[ 1.07358982]
[ 0.25979683]
[-0.05105464]
[-0.85616534]
[-0.86932598]
[-0.60615462]
[-0.9011253 ]
[ 1.22806575]
[ 2.98848378]
[-2.10243715]]
[[ -5.25683385e-01 -4.93973709e-01 -5.89732977e-01 -6.05606598e-02
-2.93934994e-01 -5.93998988e-01 -5.48979164e-02 -2.42659139e-01
-3.58734351e-01 -3.20643951e-01 2.36231395e-01 9.53222432e-01
2.82174691e-01]
[ 8.35931542e-03 -1.39000047e-01 4.95680397e-02 -8.18429083e-02
-4.27264420e-02 5.85130067e-02 -1.13391447e-01 2.03268271e-01
-1.41362326e-01 -1.83627769e-01 -1.03521400e-01 -1.50834958e-01
3.94336792e-02]
[ -2.58579309e-01 1.34831528e-01 -2.93989726e-02 1.12134147e-01
7.61770792e-02 -1.30494226e-01 -3.06471843e-02 -1.60341784e-01
2.60950575e-01 -3.66574813e-01 1.54316157e-01 6.63675341e-01
8.43704761e-01]
[ 2.27990152e-01 -2.38053853e-01 -2.78994874e-01 6.61051472e-02
-2.74710422e-01 8.79690898e-03 2.90330315e-01 -5.23645237e-01
2.31152975e-01 -2.20976119e-01 -1.60189352e-01 -3.29851177e-01
-2.77453447e-01]
[ 1.34153278e-01 -1.31312235e-03 1.16190119e-01 -1.09493623e-01
-3.29818899e-02 7.41257348e-02 -1.32473961e-01 -1.24200123e-01
8.92406964e-02 2.31819034e-01 3.19294242e-02 -9.83564557e-02
-1.34071577e-01]
[ -4.79941700e-01 -6.10621663e-01 -6.01783959e-01 -6.21849606e-01
-5.90806618e-01 -5.64051456e-01 -3.19744462e-01 -1.51119873e-01
-4.46223422e-01 -2.28951506e-01 -5.60440029e-01 -8.10589940e-01
-6.13445034e-01]
[ -4.15406774e-01 -5.92948429e-01 -3.23742005e-01 -4.03033126e-01
-4.17338807e-01 -5.62941092e-01 -4.20888329e-01 -4.77026012e-01
-2.97577135e-01 -1.17860845e-01 -4.61502214e-01 -4.38834182e-01
-4.71845844e-01]
[ -3.42629890e-01 -3.43379433e-01 -4.84844195e-01 -1.61777920e-01
-3.17693918e-01 -4.24343100e-01 -3.01790727e-01 -2.71364373e-01
-3.04293525e-01 -5.57220211e-01 -2.80102953e-01 -7.47087879e-01
-5.19694385e-01]
[ -4.67153963e-01 -3.47298801e-01 -3.81991531e-01 -1.99182798e-01
-3.36646915e-01 -2.16910787e-01 -4.74646853e-02 -4.35624137e-01
-2.52529125e-01 -4.45782407e-01 -1.69970277e-01 -2.76396687e-01
-1.96233543e-01]
[ -9.53900127e-01 -9.50275099e-01 -9.85253342e-01 -7.42413436e-01
-1.03939363e+00 -9.87885714e-01 -5.57120700e-01 -5.91999859e-01
-7.37006806e-01 -5.65352497e-01 -7.51488754e-01 -6.39809214e-01
-7.99641732e-01]
[ -5.14952808e-01 -2.67863496e-01 -4.72365253e-01 -3.43777117e-01
-3.45718715e-01 -3.63317316e-01 -6.07715585e-01 -6.06571213e-01
-6.63140891e-01 -1.08246922e-01 -5.16824708e-01 -7.52926843e-01
-5.59018401e-01]
[ -1.15047974e-01 2.21580317e-02 -3.40994536e-01 -4.53785894e-01
-1.06581024e-01 -7.36781039e-02 -1.82793454e-01 -3.79112496e-01
-1.59750806e-01 8.26163028e-02 -4.83116057e-01 -1.04030111e+00
-5.61219781e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55723302e-01 -1.21225779e-01 1.64339499e-01 -2.94203787e-01
-1.32670209e-01 1.13508219e-01 -1.15433253e-01 1.79856403e-02
-7.84099998e-02 7.56378327e-02 -2.00614698e-01 -4.15482122e-01
-2.79705152e-02]
[ -8.70708235e-02 -2.64820954e-01 -1.80840714e-01 -2.89528838e-01
-4.77810031e-01 -8.62345326e-02 -5.52158514e-02 -1.01984918e-03
-6.52167508e-02 7.73782422e-03 -2.22731972e-01 -3.75661110e-01
-2.75068828e-01]
[ -6.86151296e-02 -2.17285803e-02 -2.30615609e-01 -2.61900808e-01
1.21245191e-01 -1.61860116e-01 -1.73165790e-01 1.07781845e-01
-6.60288094e-03 9.48945478e-02 -1.95230132e-01 2.82610675e-02
-7.72662240e-02]
[ 3.63707209e-02 -1.67336097e-01 -1.49092797e-01 -8.51897586e-02
-1.24637725e-01 -1.06723699e-01 1.11013425e-01 -1.47952981e-01
-1.32277473e-02 2.14324538e-02 -3.02416580e-02 -1.53292392e-01
1.21413631e-02]
[ -2.89994372e-01 -1.42230706e-01 -7.67802501e-02 -1.11864049e-01
-3.02624894e-01 -2.75114808e-01 -3.74536380e-01 2.39238265e-02
-3.21427858e-01 -2.15286209e-01 1.64180638e-01 -9.38216527e-02
2.04754868e-01]
[ -2.27114214e-01 -1.22882578e-01 -9.23510001e-02 -3.24567056e-02
-8.35608411e-02 -1.19349908e-01 -8.44635717e-02 1.31280709e-02
-1.41938245e-01 -7.48925537e-02 1.94669924e-02 -1.77941200e-01
-9.38401144e-02]
[ -1.71043836e-01 -7.05475923e-02 -2.28983935e-01 -2.90771899e-01
-1.57935983e-01 -2.04601787e-01 -3.27820024e-01 -1.01650090e-01
1.33981560e-01 -2.17640298e-01 -3.70996265e-01 -3.22218883e-01
-2.85986673e-01]
[ -3.71535015e-01 -6.19214875e-02 -1.51144365e-01 -1.27687273e-01
-4.80432504e-02 -3.13326268e-01 2.41637316e-02 -9.42134599e-02
-1.26376405e-01 5.89373803e-02 1.70063027e-02 -2.85675388e-01
-3.34299195e-01]
[ -1.65323508e-01 -1.44416957e-01 -5.21799621e-02 -1.63883395e-01
-1.28481878e-01 -2.95451801e-01 1.11427847e-02 -1.44894247e-01
-2.16318766e-01 3.55110630e-02 2.14881368e-01 -5.18926810e-02
-1.58279491e-01]
[ -1.31117276e-01 -1.73524526e-01 -1.13594510e-01 -2.85955008e-01
9.20380781e-02 -1.76037024e-02 -1.73755619e-01 -1.61807102e-01
1.16699665e-01 -9.20351627e-02 -1.30079254e-01 -8.66146246e-02
-3.19645561e-01]
[ -4.41292014e-02 -3.25563675e-02 -1.50236079e-01 -6.41292902e-02
-2.27517058e-01 6.24591325e-02 -7.37342687e-02 -5.07944563e-02
-2.32177168e-01 -9.63409847e-02 -9.73491952e-02 -3.54957731e-01
-2.05576260e-01]
[ -6.97091310e-02 2.33724758e-02 -1.28429931e-01 -3.19685301e-01
1.19802791e-01 2.05872260e-02 -2.03603817e-01 -1.46600749e-01
1.27391460e-01 -5.39659933e-02 -2.89918916e-01 -2.78523878e-01
-3.07511713e-01]
[ 7.75694530e-02 -3.08138628e-01 -8.49018383e-02 -4.54698855e-01
-2.21993566e-01 -8.97361808e-02 6.21416474e-02 9.38343887e-02
-1.53228833e-02 2.95946254e-01 -5.34647309e-01 -8.21917917e-01
4.39237596e-01]
[ -2.23322585e-01 -2.44495087e-01 -1.31946533e-01 -3.14481107e-01
-3.01002760e-01 -9.37030071e-02 2.06808915e-01 4.13495668e-02
2.87841575e-01 3.87034593e-02 -4.21261401e-01 -1.03253661e+00
6.50820320e-01]
[ -1.52844797e-02 -1.86137433e-01 2.10134505e-02 -3.14860941e-01
-1.70718053e-01 1.65250999e-01 2.01695115e-01 2.56430025e-01
-3.04097053e-02 2.33453692e-01 -2.36622363e-01 -1.10148207e+00
7.40524363e-01]
[ 6.74375933e-04 -4.53105753e-02 -1.24860664e-01 -1.42607537e-01
-1.80296436e-01 -4.71989419e-02 3.09261089e-01 1.72613235e-01
2.59831937e-01 3.74879794e-01 -5.05391256e-01 -1.04475541e+00
7.95477616e-01]
[ -8.35975203e-02 -2.79268653e-01 5.86286800e-02 -3.65985776e-01
-1.49340905e-01 1.16607311e-01 3.75080765e-01 1.41801062e-01
-6.47374411e-02 1.67972808e-01 -5.71497806e-01 -1.02082991e+00
8.72890803e-01]
[ 1.21156628e-01 -8.96801110e-02 1.59336407e-02 -1.84187066e-01
-8.31845164e-02 -1.84129279e-02 2.70392796e-01 3.81728781e-01
4.24167335e-01 2.72804486e-01 -5.71062727e-01 -9.56149435e-01
5.98482572e-01]
[ -4.15575644e-03 -1.37414997e-01 2.18475253e-02 1.67129031e-02
-9.13122660e-02 -2.83562585e-01 6.93678174e-02 3.50951180e-01
-4.87779974e-04 1.17420727e-01 -2.65357456e-01 -7.92696531e-01
2.58008944e-01]
[ 8.75265581e-02 1.00935934e-01 6.36642657e-03 1.37215169e-01
-9.46991439e-02 -5.85080080e-02 -1.58321960e-01 -1.24273545e-01
-2.48214775e-01 -1.20868506e-01 -1.34155646e-01 1.86583854e-01
-2.95864279e-01]
[ 4.15042526e-02 -1.03044802e-01 1.44694054e-01 3.65735842e-01
2.50715556e-01 8.35213504e-03 -4.02971819e-01 -3.61002656e-01
-6.00303155e-02 -5.55731457e-01 2.68260850e-01 1.06643072e+00
-6.97454975e-01]
[ 3.01341527e-02 7.81573008e-02 -2.13604277e-01 7.68851532e-02
3.31734362e-02 -2.24699996e-03 -1.78783255e-01 -3.43142043e-01
-2.83578465e-01 -2.26511189e-01 -3.85579220e-02 -1.04993427e-01
-1.90088465e-01]
[ -6.25560670e-02 -2.08674879e-01 5.96730412e-02 6.00973779e-02
-1.30606948e-01 -1.35710216e-01 -4.70677090e-03 -4.10655906e-02
5.00654637e-02 -3.92997140e-01 -3.33455090e-01 -2.44389876e-01
4.93742878e-02]
[ 5.76237781e-03 -2.68617576e-01 5.36488992e-02 -2.94672641e-01
-1.91218045e-01 -2.32936022e-01 -2.92107653e-01 4.56825919e-03
-3.34025763e-02 5.68258851e-02 -1.96180783e-01 2.02383987e-01
2.48228314e-03]
[ 1.65966415e-01 5.43857498e-02 -1.07184878e-01 -2.88620383e-01
-5.82563168e-02 -1.02984706e-01 -2.11747199e-01 -1.92951644e-02
-2.05938694e-01 -2.56538057e-01 -2.13589891e-01 3.91746479e-01
-5.17670160e-02]
[ -1.78787204e-01 -1.78561124e-01 -1.15894205e-01 -2.70441827e-01
-4.90143777e-02 2.52234066e-02 -2.12024022e-01 -2.62443027e-01
-1.51559205e-01 -7.67646304e-02 -2.31845749e-01 2.77464359e-01
-1.44427450e-01]
[ -4.12535693e-02 -2.06511602e-01 -1.64897264e-01 -2.80697439e-01
-4.87775417e-02 4.20336650e-02 -7.07314999e-02 -8.42199582e-02
-2.39104443e-01 -3.23214027e-01 -7.16560374e-02 7.42448451e-02
6.22060754e-03]
[ 1.07758765e-01 8.23279588e-02 -1.40171509e-02 -2.30970449e-01
-3.24235781e-01 6.46984209e-03 -1.87856891e-01 -3.13208300e-01
-3.22737918e-01 -1.21072736e-02 -1.36788687e-01 1.60386327e-01
-1.86319533e-02]
[ -6.19375289e-02 -1.10205780e-02 -2.84531720e-01 -3.28017604e-02
6.87189393e-02 1.55280800e-01 -2.42439849e-01 -1.83935330e-01
-5.22410940e-02 -5.88858474e-02 1.74856558e-01 6.53300024e-01
-1.05694056e-01]
[ 1.26144299e-01 3.38933152e-01 -1.98713542e-01 7.24490689e-01
1.16712411e-01 1.25157512e-03 -2.32832293e-01 -3.94625234e-01
-2.39450604e-01 -3.41700407e-01 7.37034701e-01 9.13786885e-01
-1.15247325e+00]
[ -1.80835892e-02 1.81105538e-01 5.02912157e-02 3.37523462e-01
5.32662646e-03 -6.70877865e-02 -3.10305658e-01 -3.76091572e-01
-3.01807302e-01 -2.56910397e-01 5.92093646e-01 1.02229001e+00
-1.12362085e+00]
[ -3.81908919e-02 -1.34459374e-01 -1.51188521e-01 3.17243145e-01
-1.77786160e-01 2.35858466e-01 -6.68628306e-02 -2.02583900e-01
-2.39574870e-01 -3.97129164e-01 2.07885362e-01 5.41420435e-01
-5.47993981e-01]
[ 8.00486576e-02 -3.82162083e-01 -5.16212914e-02 8.87598018e-03
-1.14218197e-01 1.99518244e-01 6.53268350e-02 1.61655113e-01
-1.87082567e-01 -2.60067416e-02 -4.88639471e-02 3.60370942e-01
-3.14319868e-01]
[ 2.06114663e-01 -2.93492290e-01 -1.19937212e-01 -7.15702323e-02
-2.13179283e-01 1.22183832e-01 1.92053391e-02 -1.36192365e-01
-6.59237671e-02 -7.21839068e-02 -1.42702317e-01 -1.54584761e-01
-1.86299588e-01]
[ -1.34422363e-01 -8.00650208e-02 3.81022339e-02 -2.49904241e-01
-5.84937098e-02 -1.41291088e-01 4.22252464e-02 -9.45982525e-03
-9.47450347e-02 8.40438826e-03 -3.22361734e-01 -4.52522558e-01
-8.92846030e-02]
[ -1.40701560e-01 -1.36894961e-01 -6.81074463e-02 -2.80758122e-01
-3.46694030e-01 -2.88691659e-01 1.63536414e-01 1.44961245e-01
1.56133609e-02 1.24581933e-01 -2.68604883e-01 -8.38725108e-01
3.21716644e-02]
[ -1.44966580e-01 -2.48161171e-01 -3.02104173e-01 -6.89551883e-01
-2.97395363e-01 -2.08440283e-01 -2.46381422e-01 8.16528143e-05
-2.66580269e-03 -4.63953939e-01 -5.59782013e-01 -5.51385194e-01
-9.49916187e-01]
[ -1.22973827e-01 1.31689432e-01 1.43262361e-02 1.09582211e-01
-2.03873138e-01 -1.75277186e-01 -1.54384117e-01 7.67036024e-03
-1.39569099e-01 -1.59759366e-01 -1.28861401e-01 -3.78195250e-01
-5.12280491e-04]
[ -3.61719811e-01 -1.19200178e-01 -2.72918160e-01 2.55362085e-01
-2.00437041e-01 -2.31974978e-01 -9.88343193e-02 -9.83932853e-02
2.34084985e-02 2.33311072e-02 8.06583157e-02 -3.54842294e-01
1.52564433e-01]
[ -1.32253537e-01 -4.45096771e-02 -2.55322552e-01 1.33391435e-01
-2.24583487e-01 -2.79637574e-01 -3.71250616e-01 -2.49219664e-02
1.18867510e-02 -1.24508883e-01 -2.14417850e-01 -2.80291696e-01
4.91278785e-02]
[ -2.39833702e-01 -5.31150898e-01 -3.40327437e-01 -1.49619428e-01
-3.20461655e-01 -2.32306685e-01 -8.46046880e-02 -2.57423513e-01
4.00808491e-02 -2.54311375e-01 -9.41884218e-02 -3.12815398e-01
-2.23771739e-02]
[ -2.18325311e-01 -2.97977945e-01 -3.19372419e-01 -1.05409104e-01
-9.18318548e-02 -1.50065875e-01 -6.76074226e-02 3.11682296e-02
-1.90879429e-01 -4.91536250e-01 -2.50948463e-01 -2.55206497e-01
1.59557061e-02]
[ -9.75048786e-02 -1.65821129e-02 -2.39318703e-01 -7.79086245e-01
-2.70458347e-01 -2.58135852e-01 4.45728569e-02 -4.37660949e-01
1.29145874e-01 -1.40431998e-01 -5.78651318e-01 -3.41471238e-01
-8.35464987e-01]]
Progress: 25.1% ... Training loss: 0.218 ... Validation loss: 0.381[[-0.20765113]
[ 0.23949868]
[-0.1246097 ]
[ 1.08397044]
[ 0.26910921]
[-0.04344751]
[-0.84611238]
[-0.8468932 ]
[-0.59926862]
[-0.88418625]
[ 1.24112461]
[ 3.00532202]
[-2.08897902]]
[[ -5.26536095e-01 -4.92712505e-01 -5.90315025e-01 -5.29577896e-02
-2.92312952e-01 -5.94212513e-01 -5.97848919e-02 -2.50360176e-01
-3.62467404e-01 -3.26395383e-01 2.45531233e-01 9.81001000e-01
2.64346840e-01]
[ 8.17502459e-03 -1.38826295e-01 4.94405867e-02 -8.11312599e-02
-4.25175645e-02 5.84555956e-02 -1.14144554e-01 2.02072055e-01
-1.41741252e-01 -1.84663245e-01 -1.02350607e-01 -1.48992012e-01
3.78077247e-02]
[ -2.57456407e-01 1.33203128e-01 -2.87397949e-02 1.06697444e-01
7.48797683e-02 -1.30218003e-01 -2.73701507e-02 -1.56157083e-01
2.64891775e-01 -3.63255401e-01 1.46019131e-01 6.48033311e-01
8.45533301e-01]
[ 2.29451686e-01 -2.39399995e-01 -2.78161459e-01 5.69768158e-02
-2.76546392e-01 9.09972548e-03 2.98951010e-01 -5.14353330e-01
2.35086260e-01 -2.11965387e-01 -1.70644284e-01 -3.50970813e-01
-2.59898809e-01]
[ 1.33461563e-01 -1.16927397e-03 1.16058924e-01 -1.09870036e-01
-3.31862293e-02 7.40452367e-02 -1.34360391e-01 -1.25088984e-01
8.90665906e-02 2.28595135e-01 3.07991424e-02 -1.14454807e-01
-1.30202534e-01]
[ -4.80855098e-01 -6.09972966e-01 -6.02198316e-01 -6.18152260e-01
-5.90098146e-01 -5.64252824e-01 -3.23927393e-01 -1.55379499e-01
-4.48407193e-01 -2.33966983e-01 -5.56226437e-01 -8.02076554e-01
-6.19125578e-01]
[ -4.15585567e-01 -5.92368793e-01 -3.24113387e-01 -4.00386772e-01
-4.16455008e-01 -5.63012009e-01 -4.23172956e-01 -4.82101715e-01
-2.99661089e-01 -1.21366428e-01 -4.55203390e-01 -4.17981389e-01
-4.85347323e-01]
[ -3.42727228e-01 -3.43156333e-01 -4.84943426e-01 -1.59729195e-01
-3.17313859e-01 -4.24383726e-01 -3.03664932e-01 -2.73861945e-01
-3.04836077e-01 -5.59231898e-01 -2.79641842e-01 -7.42902728e-01
-5.26205676e-01]
[ -4.67054775e-01 -3.47314851e-01 -3.82022556e-01 -1.99268486e-01
-3.36582501e-01 -2.16921288e-01 -4.66079466e-02 -4.36492548e-01
-2.51706246e-01 -4.45623210e-01 -1.69792290e-01 -2.78604996e-01
-1.97637838e-01]
[ -9.54736777e-01 -9.49097058e-01 -9.86084275e-01 -7.34319315e-01
-1.03775238e+00 -9.88127096e-01 -5.63265346e-01 -6.02547114e-01
-7.39702577e-01 -5.74357223e-01 -7.41130845e-01 -6.14436846e-01
-8.23737649e-01]
[ -5.15000448e-01 -2.67764541e-01 -4.72364651e-01 -3.44280464e-01
-3.45543501e-01 -3.63340142e-01 -6.08092572e-01 -6.07841275e-01
-6.63776988e-01 -1.08404422e-01 -5.16753880e-01 -7.47518634e-01
-5.59845451e-01]
[ -1.15254025e-01 2.23164191e-02 -3.41080200e-01 -4.53069931e-01
-1.06360745e-01 -7.37373092e-02 -1.83756844e-01 -3.79996492e-01
-1.60406336e-01 8.14049787e-02 -4.82393280e-01 -1.03973866e+00
-5.63394423e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56086491e-01 -1.20981869e-01 1.64156350e-01 -2.93554259e-01
-1.32435749e-01 1.13430743e-01 -1.17071740e-01 1.60954392e-02
-7.92794115e-02 7.34018895e-02 -1.99576101e-01 -4.14342883e-01
-2.98231983e-02]
[ -8.75707972e-02 -2.64475868e-01 -1.81045464e-01 -2.87076409e-01
-4.77442576e-01 -8.63324454e-02 -5.73358705e-02 -3.40662682e-03
-6.62323577e-02 4.86562315e-03 -2.19886451e-01 -3.69120395e-01
-2.77065960e-01]
[ -6.87487324e-02 -2.16101093e-02 -2.30687766e-01 -2.60260396e-01
1.21533686e-01 -1.61893904e-01 -1.74153369e-01 1.07032668e-01
-7.17925383e-03 9.44699810e-02 -1.93646868e-01 3.41136421e-02
-7.95724135e-02]
[ 3.65903643e-02 -1.67236098e-01 -1.49105794e-01 -8.63536487e-02
-1.24524865e-01 -1.06713956e-01 1.11346840e-01 -1.49056812e-01
-1.30733629e-02 2.08090101e-02 -2.96538741e-02 -1.50137218e-01
8.95532241e-03]
[ -2.90271941e-01 -1.41841102e-01 -7.70426456e-02 -1.09723861e-01
-3.02222733e-01 -2.75168732e-01 -3.76329936e-01 2.15377423e-02
-3.22988093e-01 -2.17338340e-01 1.67125714e-01 -8.38859761e-02
1.97847382e-01]
[ -2.27103841e-01 -1.22627883e-01 -9.24290340e-02 -3.05283572e-02
-8.32129086e-02 -1.19349409e-01 -8.45659008e-02 1.16773188e-02
-1.42530021e-01 -7.51840628e-02 2.22470301e-02 -1.74305986e-01
-9.80600724e-02]
[ -1.71189178e-01 -7.10012262e-02 -2.28861855e-01 -2.92077082e-01
-1.58307095e-01 -2.04612974e-01 -3.28489411e-01 -1.00918220e-01
1.34631328e-01 -2.17826852e-01 -3.74815987e-01 -3.27635500e-01
-2.83907154e-01]
[ -3.71669878e-01 -6.13254722e-02 -1.51381461e-01 -1.24906626e-01
-4.73357391e-02 -3.13390234e-01 2.20097304e-02 -9.72200528e-02
-1.27906626e-01 5.67288625e-02 2.09125071e-02 -2.75083659e-01
-3.42528122e-01]
[ -1.65131875e-01 -1.44584676e-01 -5.21207629e-02 -1.64673014e-01
-1.28644063e-01 -2.95421921e-01 1.20247604e-02 -1.44452773e-01
-2.15679964e-01 3.60452908e-02 2.14007493e-01 -5.35554354e-02
-1.57221366e-01]
[ -1.30859618e-01 -1.73723439e-01 -1.13501979e-01 -2.86929415e-01
9.18785055e-02 -1.75615636e-02 -1.72201588e-01 -1.61461689e-01
1.17789808e-01 -9.11092396e-02 -1.31280226e-01 -9.23334776e-02
-3.18502034e-01]
[ -4.43495430e-02 -3.23271551e-02 -1.50380620e-01 -6.29968826e-02
-2.27242340e-01 6.23898047e-02 -7.47790197e-02 -5.23290634e-02
-2.32654864e-01 -9.74227935e-02 -9.58136676e-02 -3.51433645e-01
-2.08267670e-01]
[ -6.97038973e-02 2.33511359e-02 -1.28424617e-01 -3.19869427e-01
1.19796814e-01 2.05891337e-02 -2.03348153e-01 -1.46312795e-01
1.27492285e-01 -5.38230183e-02 -2.90094846e-01 -2.78757040e-01
-3.07500668e-01]
[ 7.75269917e-02 -3.08104535e-01 -8.49163978e-02 -4.54546226e-01
-2.21950865e-01 -8.97448763e-02 6.17800798e-02 9.36067571e-02
-1.56429779e-02 2.95832014e-01 -5.34414660e-01 -8.20966752e-01
4.38371973e-01]
[ -2.23370382e-01 -2.44466351e-01 -1.31963715e-01 -3.14434799e-01
-3.00997147e-01 -9.37104673e-02 2.06643173e-01 4.13002945e-02
2.87660705e-01 3.84855251e-02 -4.21206508e-01 -1.03286899e+00
6.50859967e-01]
[ -1.52776417e-02 -1.86190757e-01 2.10455112e-02 -3.15515074e-01
-1.70774115e-01 1.65259828e-01 2.02077257e-01 2.56846855e-01
-3.02418838e-02 2.33794721e-01 -2.37295894e-01 -1.10286619e+00
7.41617859e-01]
[ 5.08479827e-04 -4.51089097e-02 -1.24954288e-01 -1.41768391e-01
-1.80110212e-01 -4.72392703e-02 3.08385592e-01 1.71580561e-01
2.59176426e-01 3.73960876e-01 -5.04670377e-01 -1.04376229e+00
7.93171716e-01]
[ -8.37190414e-02 -2.79153316e-01 5.85702844e-02 -3.65463580e-01
-1.49225613e-01 1.16575265e-01 3.74462743e-01 1.41173786e-01
-6.52087107e-02 1.67351601e-01 -5.71126905e-01 -1.02062290e+00
8.71536718e-01]
[ 1.21151399e-01 -8.96706118e-02 1.59117806e-02 -1.84231984e-01
-8.31678198e-02 -1.84182573e-02 2.70480357e-01 3.81628658e-01
4.24250291e-01 2.72624588e-01 -5.71016475e-01 -9.56277251e-01
5.98468337e-01]
[ -4.12335387e-03 -1.37395202e-01 2.18245221e-02 1.72711745e-02
-9.12927663e-02 -2.83558704e-01 6.92548899e-02 3.50719016e-01
-5.31337550e-04 1.17255074e-01 -2.64829471e-01 -7.92122514e-01
2.56637093e-01]
[ 8.79186032e-02 1.00569557e-01 6.53234917e-03 1.35683292e-01
-9.51521954e-02 -5.84312807e-02 -1.55716691e-01 -1.23509037e-01
-2.46620554e-01 -1.19193302e-01 -1.36192537e-01 1.76675192e-01
-2.94016518e-01]
[ 4.13575562e-02 -1.02867695e-01 1.44602843e-01 3.67707038e-01
2.51072575e-01 8.30803131e-03 -4.03846932e-01 -3.62443761e-01
-6.03457849e-02 -5.56952013e-01 2.70648802e-01 1.07345981e+00
-6.99676563e-01]
[ 3.01395981e-02 7.80917656e-02 -2.13587945e-01 7.69065434e-02
3.31127196e-02 -2.24126157e-03 -1.78810762e-01 -3.43304275e-01
-2.83380371e-01 -2.26663072e-01 -3.85801614e-02 -1.05734314e-01
-1.89713782e-01]
[ -6.26558065e-02 -2.08487475e-01 5.95766376e-02 6.08827235e-02
-1.30396166e-01 -1.35731874e-01 -5.62740193e-03 -4.19005090e-02
4.93797049e-02 -3.93628437e-01 -3.32321367e-01 -2.39395846e-01
4.64113945e-02]
[ 5.67452362e-03 -2.68575885e-01 5.35863438e-02 -2.94791122e-01
-1.91194396e-01 -2.32948929e-01 -2.92307407e-01 4.15949816e-03
-3.35427537e-02 5.64621811e-02 -1.96272627e-01 2.03785421e-01
1.98254318e-03]
[ 1.65764915e-01 5.45530257e-02 -1.07265787e-01 -2.87892723e-01
-5.80779148e-02 -1.03030692e-01 -2.12678028e-01 -2.03129367e-02
-2.06337495e-01 -2.57394380e-01 -2.12718790e-01 3.94098208e-01
-5.30672864e-02]
[ -1.79164920e-01 -1.77889707e-01 -1.16146840e-01 -2.67801665e-01
-4.82049089e-02 2.51213385e-02 -2.15010438e-01 -2.65124000e-01
-1.53919579e-01 -7.92958272e-02 -2.27547983e-01 2.95391758e-01
-1.52367032e-01]
[ -4.17560997e-02 -2.05667486e-01 -1.65360567e-01 -2.77328197e-01
-4.77700610e-02 4.18816096e-02 -7.40904057e-02 -8.89027657e-02
-2.40912431e-01 -3.27552853e-01 -6.65298496e-02 8.72528023e-02
-2.82336902e-03]
[ 1.07747727e-01 8.22085443e-02 -1.39816341e-02 -2.31640288e-01
-3.24356163e-01 6.47457539e-03 -1.87682898e-01 -3.12844295e-01
-3.22491345e-01 -1.20337218e-02 -1.37706718e-01 1.57639066e-01
-1.66487024e-02]
[ -6.22280776e-02 -1.06687491e-02 -2.84678028e-01 -3.12077526e-02
6.91803089e-02 1.55203622e-01 -2.43948954e-01 -1.85468250e-01
-5.33888180e-02 -6.05781223e-02 1.77306757e-01 6.60216298e-01
-1.09257540e-01]
[ 1.26312585e-01 3.38513845e-01 -1.98608378e-01 7.23653834e-01
1.16394392e-01 1.29521044e-03 -2.31729547e-01 -3.94104732e-01
-2.38242024e-01 -3.41574241e-01 7.35566131e-01 9.08316310e-01
-1.15166124e+00]
[ -1.79763684e-02 1.80914277e-01 5.03563292e-02 3.37271120e-01
5.21524457e-03 -6.70645303e-02 -3.10098775e-01 -3.76047239e-01
-3.01345809e-01 -2.56441741e-01 5.91557321e-01 1.01963339e+00
-1.12369108e+00]
[ -3.81064349e-02 -1.34595186e-01 -1.51126955e-01 3.16342643e-01
-1.77954831e-01 2.35887892e-01 -6.64581025e-02 -2.02151225e-01
-2.39224794e-01 -3.96712268e-01 2.06786845e-01 5.38787547e-01
-5.46214460e-01]
[ 7.99671877e-02 -3.82089553e-01 -5.16560370e-02 9.80542525e-03
-1.14116451e-01 1.99498811e-01 6.47167494e-02 1.60923481e-01
-1.87451402e-01 -2.66037513e-02 -4.80523770e-02 3.62930265e-01
-3.16016693e-01]
[ 2.06444755e-01 -2.93798620e-01 -1.19830518e-01 -7.32130897e-02
-2.13514128e-01 1.22249049e-01 2.06500222e-02 -1.35525045e-01
-6.48676832e-02 -7.10092801e-02 -1.44369173e-01 -1.57808668e-01
-1.83678877e-01]
[ -1.34406399e-01 -7.99529035e-02 3.80892413e-02 -2.49406185e-01
-5.84049493e-02 -1.41293870e-01 4.20511939e-02 -9.51512700e-03
-9.50624213e-02 8.50642824e-03 -3.21953060e-01 -4.51042021e-01
-9.11052036e-02]
[ -1.40752655e-01 -1.36836828e-01 -6.81421226e-02 -2.80454637e-01
-3.46658861e-01 -2.88704484e-01 1.63369540e-01 1.44867323e-01
1.54738789e-02 1.24431136e-01 -2.68381295e-01 -8.38550064e-01
3.15538618e-02]
[ -1.44953826e-01 -2.47550444e-01 -3.02313419e-01 -6.87766690e-01
-2.96605717e-01 -2.08509119e-01 -2.47379006e-01 -3.29001605e-03
-4.44957641e-03 -4.65357780e-01 -5.55623848e-01 -5.32329178e-01
-9.62025871e-01]
[ -1.23147928e-01 1.31600130e-01 1.43686010e-02 1.09823460e-01
-2.04049027e-01 -1.75285493e-01 -1.55222026e-01 7.12387751e-03
-1.39672951e-01 -1.60652857e-01 -1.29043616e-01 -3.79315680e-01
4.27080527e-04]
[ -3.62073005e-01 -1.18324925e-01 -2.73274972e-01 2.60548042e-01
-1.99392787e-01 -2.32093764e-01 -1.02386354e-01 -1.02854007e-01
2.11605713e-02 2.03635848e-02 8.67568784e-02 -3.39428879e-01
1.40943315e-01]
[ -1.32303302e-01 -4.40284592e-02 -2.55506775e-01 1.35647720e-01
-2.24160734e-01 -2.79661852e-01 -3.71773556e-01 -2.73972845e-02
1.11179823e-02 -1.26012289e-01 -2.11602628e-01 -2.75844808e-01
4.36243777e-02]
[ -2.39765122e-01 -5.31434198e-01 -3.40207083e-01 -1.51219706e-01
-3.20818916e-01 -2.32280823e-01 -8.38389301e-02 -2.55939769e-01
4.11014579e-02 -2.53452115e-01 -9.69269324e-02 -3.20257090e-01
-1.69469093e-02]
[ -2.19079196e-01 -2.97452795e-01 -3.19731198e-01 -1.01316965e-01
-9.09842171e-02 -1.50230800e-01 -7.11829691e-02 2.73367283e-02
-1.92471466e-01 -4.95203169e-01 -2.46114117e-01 -2.46258674e-01
1.06122316e-02]
[ -9.73456063e-02 -1.72664729e-02 -2.39288357e-01 -7.82740055e-01
-2.70992743e-01 -2.58099994e-01 4.58080903e-02 -4.37160311e-01
1.30634224e-01 -1.41229629e-01 -5.82485373e-01 -3.49430236e-01
-8.34354445e-01]]
Progress: 25.1% ... Training loss: 0.217 ... Validation loss: 0.390[[-0.21251857]
[ 0.23514681]
[-0.13319091]
[ 1.08569019]
[ 0.2610659 ]
[-0.0496749 ]
[-0.85077363]
[-0.85816229]
[-0.60731024]
[-0.89712145]
[ 1.23188192]
[ 2.98614387]
[-2.09702534]]
[[ -5.26262285e-01 -4.92490421e-01 -5.89990177e-01 -4.96036203e-02
-2.92772138e-01 -5.94140994e-01 -5.89192583e-02 -2.47991871e-01
-3.61264373e-01 -3.23210718e-01 2.44924846e-01 9.76940671e-01
2.64675652e-01]
[ 7.98553383e-03 -1.38537282e-01 4.92549398e-02 -7.96555257e-02
-4.22038366e-02 5.84055303e-02 -1.15079022e-01 2.00307664e-01
-1.42423123e-01 -1.85771843e-01 -1.00351440e-01 -1.43723722e-01
3.43629807e-02]
[ -2.57472421e-01 1.33599070e-01 -2.88191774e-02 1.09762014e-01
7.48629050e-02 -1.30178766e-01 -2.86429071e-02 -1.57965563e-01
2.64782367e-01 -3.65402896e-01 1.49333065e-01 6.51181034e-01
8.41757929e-01]
[ 2.28456727e-01 -2.37200181e-01 -2.79213346e-01 6.80722201e-02
-2.74335610e-01 8.85227590e-03 2.93303669e-01 -5.25656667e-01
2.30935917e-01 -2.21933552e-01 -1.55081761e-01 -3.03645071e-01
-2.75651228e-01]
[ 1.34390742e-01 -1.48973830e-03 1.16538976e-01 -1.11119888e-01
-3.33977595e-02 7.41757320e-02 -1.31155790e-01 -1.22733674e-01
9.05917573e-02 2.35018343e-01 2.77175951e-02 -1.28668947e-01
-1.28148524e-01]
[ -4.81084676e-01 -6.09896711e-01 -6.02114236e-01 -6.15799120e-01
-5.89921105e-01 -5.64279612e-01 -3.25548162e-01 -1.54531834e-01
-4.48889957e-01 -2.33102239e-01 -5.56166107e-01 -8.00331087e-01
-6.20058873e-01]
[ -4.14571972e-01 -5.93646811e-01 -3.23427017e-01 -4.07951059e-01
-4.17932419e-01 -5.62831905e-01 -4.17863394e-01 -4.76247333e-01
-2.95756596e-01 -1.15545094e-01 -4.65057812e-01 -4.47229116e-01
-4.74913537e-01]
[ -3.42971088e-01 -3.42362532e-01 -4.85118209e-01 -1.54426267e-01
-3.16916697e-01 -4.24406777e-01 -3.06389644e-01 -2.75620998e-01
-3.06274333e-01 -5.60722242e-01 -2.75538252e-01 -7.32404516e-01
-5.33189263e-01]
[ -4.66762606e-01 -3.47850917e-01 -3.81750166e-01 -2.01523760e-01
-3.37349460e-01 -2.16831236e-01 -4.42450565e-02 -4.34775457e-01
-2.49988553e-01 -4.43170200e-01 -1.73991948e-01 -2.87098682e-01
-1.92352788e-01]
[ -9.54533870e-01 -9.49345288e-01 -9.85532219e-01 -7.31586754e-01
-1.03843293e+00 -9.88041685e-01 -5.62490275e-01 -5.97781555e-01
-7.38373933e-01 -5.69601716e-01 -7.44241188e-01 -6.21715842e-01
-8.23759286e-01]
[ -5.14245395e-01 -2.68844739e-01 -4.71932795e-01 -3.49935797e-01
-3.46856129e-01 -3.63176772e-01 -6.04566718e-01 -6.04728455e-01
-6.60831696e-01 -1.04549900e-01 -5.24249345e-01 -7.67936936e-01
-5.49075103e-01]
[ -1.15379660e-01 2.27008188e-02 -3.41196055e-01 -4.52310651e-01
-1.06037734e-01 -7.37657743e-02 -1.84730799e-01 -3.81214786e-01
-1.60979105e-01 8.04436947e-02 -4.81677632e-01 -1.03753910e+00
-5.66341179e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56386133e-01 -1.20708379e-01 1.64056156e-01 -2.91628793e-01
-1.32201351e-01 1.13379282e-01 -1.18730444e-01 1.52706821e-02
-8.00884719e-02 7.23641581e-02 -1.98384749e-01 -4.11711540e-01
-3.13476342e-02]
[ -8.73280742e-02 -2.64871083e-01 -1.80810421e-01 -2.88115039e-01
-4.77744911e-01 -8.62812742e-02 -5.62342647e-02 -7.43075150e-04
-6.53615496e-02 7.75137720e-03 -2.22630025e-01 -3.76041537e-01
-2.74432408e-01]
[ -6.89462556e-02 -2.13585334e-02 -2.30754385e-01 -2.58921286e-01
1.21809840e-01 -1.61924985e-01 -1.75082026e-01 1.06019336e-01
-7.67830605e-03 9.34534400e-02 -1.92270973e-01 3.93032596e-02
-8.06424405e-02]
[ 3.66741031e-02 -1.67262134e-01 -1.49039676e-01 -8.59534036e-02
-1.24589308e-01 -1.06695129e-01 1.11041467e-01 -1.48850596e-01
-1.31688071e-02 2.15271014e-02 -2.94283524e-02 -1.51323872e-01
8.87102364e-03]
[ -2.89678005e-01 -1.42683222e-01 -7.66597867e-02 -1.13886292e-01
-3.03011938e-01 -2.75070273e-01 -3.73413345e-01 2.46047156e-02
-3.20914746e-01 -2.13954927e-01 1.61393125e-01 -9.85270819e-02
2.04240726e-01]
[ -2.26784003e-01 -1.23110990e-01 -9.21689127e-02 -3.44526985e-02
-8.38918235e-02 -1.19284388e-01 -8.21366163e-02 1.44205527e-02
-1.40661430e-01 -7.35902259e-02 1.77332014e-02 -1.88310769e-01
-9.40860486e-02]
[ -1.71484372e-01 -7.05323667e-02 -2.28970608e-01 -2.88495987e-01
-1.58069476e-01 -2.04648776e-01 -3.29899897e-01 -1.01761963e-01
1.33644020e-01 -2.18738932e-01 -3.72380881e-01 -3.23482129e-01
-2.87391329e-01]
[ -3.72038737e-01 -6.05040104e-02 -1.51647569e-01 -1.20139729e-01
-4.66344698e-02 -3.13458271e-01 1.87524335e-02 -9.95485577e-02
-1.29917156e-01 5.45812604e-02 2.61056739e-02 -2.62004650e-01
-3.50773675e-01]
[ -1.64509234e-01 -1.45290630e-01 -5.17632442e-02 -1.68512293e-01
-1.29524521e-01 -2.95300924e-01 1.57766243e-02 -1.42238547e-01
-2.13017084e-01 3.90508312e-02 2.07773616e-01 -6.71453148e-02
-1.51290984e-01]
[ -1.30737121e-01 -1.73985695e-01 -1.13373521e-01 -2.87680631e-01
9.15218814e-02 -1.75093414e-02 -1.71583176e-01 -1.60707091e-01
1.18381456e-01 -8.99615063e-02 -1.32414146e-01 -9.36421700e-02
-3.14846378e-01]
[ -4.44692292e-02 -3.22036560e-02 -1.50465113e-01 -6.24789818e-02
-2.27083416e-01 6.23546216e-02 -7.52493863e-02 -5.31438584e-02
-2.32895120e-01 -9.80889411e-02 -9.49273127e-02 -3.49882025e-01
-2.09416568e-01]
[ -6.95760418e-02 2.31829082e-02 -1.28360510e-01 -3.20847734e-01
1.19590261e-01 2.06243161e-02 -2.02808057e-01 -1.45476377e-01
1.27767829e-01 -5.31285417e-02 -2.90934613e-01 -2.79207477e-01
-3.06728281e-01]
[ 7.75982979e-02 -3.08150310e-01 -8.48966214e-02 -4.55130065e-01
-2.22022989e-01 -8.97321841e-02 6.22516028e-02 9.39326953e-02
-1.54212460e-02 2.96289795e-01 -5.34920411e-01 -8.22091408e-01
4.39624116e-01]
[ -2.23364488e-01 -2.44465265e-01 -1.31960431e-01 -3.14560398e-01
-3.01000520e-01 -9.37091068e-02 2.06736714e-01 4.16000852e-02
2.87651709e-01 3.86837538e-02 -4.21329782e-01 -1.03316671e+00
6.51231085e-01]
[ -1.52064935e-02 -1.86182019e-01 2.10534574e-02 -3.16196851e-01
-1.70824516e-01 1.65270048e-01 2.02765352e-01 2.57115848e-01
-2.99661838e-02 2.34354754e-01 -2.38072242e-01 -1.10395827e+00
7.43170171e-01]
[ 5.35477401e-04 -4.51269930e-02 -1.24959987e-01 -1.42580335e-01
-1.80144555e-01 -4.72425358e-02 3.09243113e-01 1.71716272e-01
2.59613646e-01 3.74743108e-01 -5.05607294e-01 -1.04636714e+00
7.95778143e-01]
[ -8.37981079e-02 -2.79078423e-01 5.85390786e-02 -3.65107713e-01
-1.49152444e-01 1.16560113e-01 3.74065011e-01 1.40951823e-01
-6.54752397e-02 1.67026531e-01 -5.70829426e-01 -1.02031728e+00
8.70612137e-01]
[ 1.21153825e-01 -8.96997933e-02 1.59185638e-02 -1.84582248e-01
-8.32003982e-02 -1.84180616e-02 2.70841430e-01 3.81854212e-01
4.24398694e-01 2.72728319e-01 -5.71454505e-01 -9.57566536e-01
5.99623771e-01]
[ -3.91241220e-03 -1.37599873e-01 2.19227865e-02 1.66138446e-02
-9.15075274e-02 -2.83525143e-01 7.03899132e-02 3.51830164e-01
1.05132438e-04 1.18350256e-01 -2.65465468e-01 -7.92948969e-01
2.57331541e-01]
[ 8.68474686e-02 1.01939751e-01 6.04755398e-03 1.46060470e-01
-9.37354778e-02 -5.86170411e-02 -1.63323163e-01 -1.28982175e-01
-2.50856974e-01 -1.24378904e-01 -1.25965691e-01 2.07070932e-01
-3.10423464e-01]
[ 4.18518105e-02 -1.03458608e-01 1.44972526e-01 3.64006071e-01
2.50109443e-01 8.40421449e-03 -4.00307354e-01 -3.59311361e-01
-5.79366196e-02 -5.54397574e-01 2.63719869e-01 1.05378882e+00
-6.95853946e-01]
[ 2.97518748e-02 7.85145904e-02 -2.13715117e-01 7.95439198e-02
3.35829951e-02 -2.31562346e-03 -1.80788965e-01 -3.44569088e-01
-2.84582038e-01 -2.28493539e-01 -3.59686305e-02 -1.00702911e-01
-1.93714813e-01]
[ -6.25135199e-02 -2.08641755e-01 5.96722066e-02 5.97427555e-02
-1.30585079e-01 -1.35704188e-01 -4.84128252e-03 -4.11073243e-02
4.99143897e-02 -3.92778313e-01 -3.33544259e-01 -2.42294363e-01
4.86085417e-02]
[ 5.65475609e-03 -2.68557463e-01 5.35492545e-02 -2.95246849e-01
-1.91193287e-01 -2.32959504e-01 -2.92509652e-01 4.02914760e-03
-3.36919651e-02 5.66247351e-02 -1.96939843e-01 2.03157560e-01
3.05756403e-03]
[ 1.65968764e-01 5.43727699e-02 -1.07168466e-01 -2.89247634e-01
-5.82445856e-02 -1.03005050e-01 -2.12141002e-01 -1.99900764e-02
-2.05886516e-01 -2.56418143e-01 -2.14301079e-01 3.90006975e-01
-5.02675444e-02]
[ -1.78939214e-01 -1.78227473e-01 -1.16003632e-01 -2.70113758e-01
-4.87044023e-02 2.51842751e-02 -2.13354327e-01 -2.63808942e-01
-1.52663299e-01 -7.76722413e-02 -2.30512544e-01 2.87316483e-01
-1.46977696e-01]
[ -4.16692887e-02 -2.05941035e-01 -1.65240597e-01 -2.78878277e-01
-4.80667261e-02 4.19076839e-02 -7.35648096e-02 -8.80179889e-02
-2.40295271e-01 -3.26734715e-01 -6.82546100e-02 8.25360499e-02
8.46587231e-04]
[ 1.07831808e-01 8.21052002e-02 -1.39358337e-02 -2.32045374e-01
-3.24431289e-01 6.48957064e-03 -1.87365805e-01 -3.12401830e-01
-3.22176288e-01 -1.15694156e-02 -1.38235113e-01 1.56197312e-01
-1.56062142e-02]
[ -6.20189461e-02 -1.11335639e-02 -2.84526058e-01 -3.33837436e-02
6.86953232e-02 1.55272112e-01 -2.42793409e-01 -1.83991279e-01
-5.22588222e-02 -5.91546641e-02 1.74766295e-01 6.53608605e-01
-1.05193339e-01]
[ 1.26126108e-01 3.39046984e-01 -1.98729176e-01 7.28152706e-01
1.16872754e-01 1.26569597e-03 -2.33407923e-01 -3.95835540e-01
-2.39484655e-01 -3.42694830e-01 7.40681131e-01 9.17339311e-01
-1.15827440e+00]
[ -1.76760942e-02 1.80251247e-01 5.07073244e-02 3.35522311e-01
4.56319583e-03 -6.69973466e-02 -3.09001564e-01 -3.72833756e-01
-3.00298015e-01 -2.53715955e-01 5.87398132e-01 1.00959392e+00
-1.12137244e+00]
[ -3.77209642e-02 -1.34935589e-01 -1.50972537e-01 3.14239159e-01
-1.78354976e-01 2.35970446e-01 -6.47116047e-02 -2.01109092e-01
-2.38033112e-01 -3.95435977e-01 2.04272052e-01 5.34459063e-01
-5.44334662e-01]
[ 7.99914938e-02 -3.82115859e-01 -5.16388087e-02 9.55897088e-03
-1.14162039e-01 1.99505160e-01 6.49129744e-02 1.61125367e-01
-1.87324838e-01 -2.65014212e-02 -4.82756304e-02 3.62051022e-01
-3.15441870e-01]
[ 2.06474120e-01 -2.93850640e-01 -1.19812727e-01 -7.33439374e-02
-2.13557169e-01 1.22255414e-01 2.08298438e-02 -1.35360946e-01
-6.46962238e-02 -7.08982954e-02 -1.44548288e-01 -1.58521833e-01
-1.83249672e-01]
[ -1.34420402e-01 -7.99328401e-02 3.80834765e-02 -2.49316737e-01
-5.83869378e-02 -1.41296640e-01 4.19898059e-02 -9.53419750e-03
-9.51126210e-02 8.46444053e-03 -3.21874074e-01 -4.50794318e-01
-9.12784939e-02]
[ -1.40736405e-01 -1.36745825e-01 -6.81615504e-02 -2.80041698e-01
-3.46563284e-01 -2.88705258e-01 1.63277325e-01 1.45011099e-01
1.53603533e-02 1.24298171e-01 -2.67949124e-01 -8.37725788e-01
3.05799691e-02]
[ -1.44084028e-01 -2.48657963e-01 -3.01808517e-01 -6.95449971e-01
-2.98004231e-01 -2.08337346e-01 -2.41999490e-01 2.17446318e-03
-8.65664768e-04 -4.61901698e-01 -5.65103310e-01 -5.60226084e-01
-9.57023571e-01]
[ -1.23504537e-01 1.32868175e-01 1.41073358e-02 1.17158256e-01
-2.03078715e-01 -1.75353245e-01 -1.58007008e-01 4.70706998e-03
-1.42208506e-01 -1.61634577e-01 -1.21341948e-01 -3.61261802e-01
-6.24672622e-03]
[ -3.62093010e-01 -1.18423847e-01 -2.73163995e-01 2.60353778e-01
-1.99591162e-01 -2.32060024e-01 -1.02393014e-01 -1.01507410e-01
2.12566431e-02 2.13868935e-02 8.55584944e-02 -3.44046809e-01
1.41788790e-01]
[ -1.32443492e-01 -4.41787356e-02 -2.55433272e-01 1.37066409e-01
-2.24356158e-01 -2.79670245e-01 -3.73183402e-01 -2.72335182e-02
1.08927805e-02 -1.25673864e-01 -2.11280041e-01 -2.70734048e-01
4.60654661e-02]
[ -2.39343682e-01 -5.31830508e-01 -3.39999914e-01 -1.52948734e-01
-3.21329591e-01 -2.32185439e-01 -8.23463692e-02 -2.54677792e-01
4.28053077e-02 -2.51182167e-01 -9.99191398e-02 -3.22755243e-01
-1.14557919e-02]
[ -2.19471414e-01 -2.97134942e-01 -3.19851105e-01 -9.86850442e-02
-9.05919852e-02 -1.50303744e-01 -7.31833117e-02 2.59308896e-02
-1.93410261e-01 -4.96739569e-01 -2.43329671e-01 -2.41775637e-01
7.72403980e-03]
[ -9.68954971e-02 -1.80433733e-02 -2.38935680e-01 -7.86682380e-01
-2.71722468e-01 -2.58031485e-01 4.84648154e-02 -4.34914400e-01
1.32651110e-01 -1.38150528e-01 -5.89514181e-01 -3.67562655e-01
-8.30770472e-01]]
Progress: 25.2% ... Training loss: 0.217 ... Validation loss: 0.387[[-0.20903087]
[ 0.23673735]
[-0.13259435]
[ 1.10174939]
[ 0.2617036 ]
[-0.0483339 ]
[-0.84503414]
[-0.86191035]
[-0.60041288]
[-0.89427435]
[ 1.24589278]
[ 3.00033752]
[-2.09096849]]
[[ -5.26613789e-01 -4.91490617e-01 -5.90283137e-01 -3.94531451e-02
-2.91969530e-01 -5.94217458e-01 -6.16744140e-02 -2.48552236e-01
-3.63874282e-01 -3.24178758e-01 2.55017778e-01 1.00292950e+00
2.53330477e-01]
[ 7.98325976e-03 -1.38519884e-01 4.92447651e-02 -7.96865707e-02
-4.21819337e-02 5.84000380e-02 -1.14997749e-01 2.00429138e-01
-1.42400689e-01 -1.85648942e-01 -1.00445985e-01 -1.43831271e-01
3.44839044e-02]
[ -2.57647445e-01 1.33877886e-01 -2.86470815e-02 1.14765984e-01
7.53365188e-02 -1.30217975e-01 -3.32525132e-02 -1.58412379e-01
2.63095724e-01 -3.66784313e-01 1.53658892e-01 6.58034337e-01
8.34894260e-01]
[ 2.27607034e-01 -2.35854811e-01 -2.79985033e-01 7.61916718e-02
-2.72920684e-01 8.63590256e-03 2.87088683e-01 -5.33776528e-01
2.27456651e-01 -2.28000547e-01 -1.42483117e-01 -2.69077526e-01
-2.92017197e-01]
[ 1.34052656e-01 -1.68304275e-03 1.16537867e-01 -1.09412262e-01
-3.32123924e-02 7.41029214e-02 -1.37889358e-01 -1.26866198e-01
8.91157547e-02 2.31772008e-01 2.63738052e-02 -1.28251661e-01
-1.32592139e-01]
[ -4.80670566e-01 -6.10373336e-01 -6.01917358e-01 -6.16955553e-01
-5.90557154e-01 -5.64185009e-01 -3.22478711e-01 -1.51099490e-01
-4.47764718e-01 -2.29736382e-01 -5.58870633e-01 -8.08440181e-01
-6.18185991e-01]
[ -4.14617596e-01 -5.93682379e-01 -3.23422126e-01 -4.07017434e-01
-4.18009170e-01 -5.62834433e-01 -4.18361440e-01 -4.76677399e-01
-2.95659680e-01 -1.15752300e-01 -4.64752494e-01 -4.46727394e-01
-4.77047257e-01]
[ -3.43710576e-01 -3.41538421e-01 -4.85321414e-01 -1.45621479e-01
-3.15916181e-01 -4.24539641e-01 -3.12064468e-01 -2.77183082e-01
-3.09809831e-01 -5.63284780e-01 -2.66669600e-01 -7.11532464e-01
-5.41690630e-01]
[ -4.67022906e-01 -3.47638524e-01 -3.81887691e-01 -2.01182989e-01
-3.37292627e-01 -2.16867212e-01 -4.51070720e-02 -4.35839673e-01
-2.50914567e-01 -4.45085332e-01 -1.72464551e-01 -2.85093513e-01
-1.94020167e-01]
[ -9.55246869e-01 -9.49096167e-01 -9.85597929e-01 -7.24943923e-01
-1.03814495e+00 -9.88105558e-01 -5.65326477e-01 -5.95557704e-01
-7.41337691e-01 -5.70477522e-01 -7.38810605e-01 -6.07744120e-01
-8.25966760e-01]
[ -5.14463303e-01 -2.68314203e-01 -4.72106095e-01 -3.46445753e-01
-3.46437594e-01 -3.63231947e-01 -6.06585883e-01 -6.06639204e-01
-6.62035036e-01 -1.05903690e-01 -5.19696965e-01 -7.58607347e-01
-5.57375526e-01]
[ -1.15080054e-01 2.24454742e-02 -3.41096006e-01 -4.53520775e-01
-1.06399693e-01 -7.37234898e-02 -1.83840866e-01 -3.81151909e-01
-1.60051364e-01 8.13542711e-02 -4.83663753e-01 -1.04557056e+00
-5.66262866e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56203773e-01 -1.20874196e-01 1.64156815e-01 -2.92371662e-01
-1.32350264e-01 1.13413060e-01 -1.17607453e-01 1.68484818e-02
-7.94958579e-02 7.40561936e-02 -1.99865444e-01 -4.14803586e-01
-3.04869897e-02]
[ -8.75606347e-02 -2.64733251e-01 -1.80876276e-01 -2.86314895e-01
-4.77573985e-01 -8.63100422e-02 -5.72012758e-02 -1.28554177e-03
-6.62564439e-02 6.87299361e-03 -2.20904304e-01 -3.69944576e-01
-2.76335211e-01]
[ -6.84105189e-02 -2.18949874e-02 -2.30556978e-01 -2.61693968e-01
1.21037328e-01 -1.61828661e-01 -1.71695586e-01 1.08585024e-01
-5.94989871e-03 9.66354701e-02 -1.95847995e-01 2.57880705e-02
-7.66407476e-02]
[ 3.64454987e-02 -1.67215675e-01 -1.49074711e-01 -8.47369448e-02
-1.24563767e-01 -1.06720308e-01 1.09785891e-01 -1.49085752e-01
-1.36105613e-02 2.08560587e-02 -2.90211971e-02 -1.49962958e-01
8.35840337e-03]
[ -2.89818341e-01 -1.42242315e-01 -7.68815427e-02 -1.11306936e-01
-3.02487570e-01 -2.75121673e-01 -3.74569922e-01 2.25189369e-02
-3.21890068e-01 -2.15558091e-01 1.64881121e-01 -8.85259132e-02
1.97600566e-01]
[ -2.26498253e-01 -1.23603570e-01 -9.19192696e-02 -3.70757523e-02
-8.44795966e-02 -1.19206142e-01 -8.03511159e-02 1.64548006e-02
-1.39274677e-01 -7.19882139e-02 1.44575762e-02 -1.97545120e-01
-8.91980580e-02]
[ -1.71568654e-01 -7.01656918e-02 -2.28991346e-01 -2.84243636e-01
-1.57691791e-01 -2.04677385e-01 -3.31548004e-01 -1.03067004e-01
1.32564486e-01 -2.19588974e-01 -3.69275571e-01 -3.16553690e-01
-2.94005903e-01]
[ -3.72012943e-01 -6.07849760e-02 -1.51511898e-01 -1.20352281e-01
-4.67420986e-02 -3.13440712e-01 1.85895869e-02 -9.83954743e-02
-1.29965272e-01 5.52215019e-02 2.60299004e-02 -2.62345751e-01
-3.48168515e-01]
[ -1.65534753e-01 -1.44166845e-01 -5.22775787e-02 -1.61882970e-01
-1.28372962e-01 -2.95503369e-01 9.95081909e-03 -1.44906357e-01
-2.16785643e-01 3.52644970e-02 2.15802128e-01 -4.78252820e-02
-1.60181967e-01]
[ -1.30148638e-01 -1.74552937e-01 -1.13041932e-01 -2.90763694e-01
9.07589970e-02 -1.73511224e-02 -1.68808996e-01 -1.58408821e-01
1.20286476e-01 -8.77031065e-02 -1.35629339e-01 -1.01560180e-01
-3.11472689e-01]
[ -4.47271576e-02 -3.19048796e-02 -1.50657940e-01 -6.13430428e-02
-2.26807860e-01 6.22870486e-02 -7.60957034e-02 -5.46573563e-02
-2.33642354e-01 -9.97553756e-02 -9.30434949e-02 -3.45829547e-01
-2.10545545e-01]
[ -6.98562355e-02 2.33358441e-02 -1.28463895e-01 -3.20104337e-01
1.19788887e-01 2.05674021e-02 -2.03980362e-01 -1.46379737e-01
1.26871091e-01 -5.43668778e-02 -2.89951975e-01 -2.77596926e-01
-3.07196926e-01]
[ 7.75525617e-02 -3.08114006e-01 -8.49094975e-02 -4.54966020e-01
-2.21987834e-01 -8.97344433e-02 6.17842734e-02 9.37682600e-02
-1.56910287e-02 2.96047149e-01 -5.34580422e-01 -8.20906845e-01
4.38906467e-01]
[ -2.23405791e-01 -2.44428756e-01 -1.31976662e-01 -3.14389607e-01
-3.00952478e-01 -9.37188599e-02 2.06588588e-01 4.14685989e-02
2.87521911e-01 3.84937995e-02 -4.21185947e-01 -1.03292216e+00
6.51008389e-01]
[ -1.52469575e-02 -1.86121744e-01 2.10280343e-02 -3.16018847e-01
-1.70773433e-01 1.65257807e-01 2.02429439e-01 2.56827814e-01
-3.02419533e-02 2.34302241e-01 -2.37912784e-01 -1.10374271e+00
7.42527011e-01]
[ 3.02348756e-04 -4.49858783e-02 -1.25048346e-01 -1.42341656e-01
-1.79973177e-01 -4.72912395e-02 3.08517935e-01 1.71085217e-01
2.59054164e-01 3.73695066e-01 -5.05173342e-01 -1.04679039e+00
7.95039849e-01]
[ -8.36532629e-02 -2.79226577e-01 5.86140754e-02 -3.66176730e-01
-1.49347080e-01 1.16595966e-01 3.75456480e-01 1.42081492e-01
-6.48865085e-02 1.67870616e-01 -5.71862916e-01 -1.02241724e+00
8.73595455e-01]
[ 1.21051958e-01 -8.95828095e-02 1.58319461e-02 -1.84226301e-01
-8.31043630e-02 -1.84438374e-02 2.70811433e-01 3.81324812e-01
4.24224014e-01 2.72000565e-01 -5.71093311e-01 -9.58077094e-01
5.98995521e-01]
[ -3.63192162e-03 -1.37786429e-01 2.20441491e-02 1.57478292e-02
-9.17333493e-02 -2.83486750e-01 7.20209195e-02 3.53489515e-01
9.35176896e-04 1.20470148e-01 -2.66580550e-01 -7.95369718e-01
2.58786925e-01]
[ 8.65417958e-02 1.02206286e-01 5.92244808e-03 1.49005372e-01
-9.34297632e-02 -5.86658501e-02 -1.65383894e-01 -1.30399677e-01
-2.52191356e-01 -1.26090468e-01 -1.23000541e-01 2.16197816e-01
-3.14745929e-01]
[ 4.21443933e-02 -1.03784056e-01 1.45093462e-01 3.65363309e-01
2.49692193e-01 8.47880584e-03 -4.00088529e-01 -3.59712875e-01
-5.72997390e-02 -5.54096648e-01 2.64964515e-01 1.05655622e+00
-6.96871840e-01]
[ 2.94069369e-02 7.87357732e-02 -2.13842645e-01 8.14156772e-02
3.38920010e-02 -2.38172919e-03 -1.82485382e-01 -3.45909030e-01
-2.85451751e-01 -2.30452147e-01 -3.38010778e-02 -9.62934351e-02
-1.96050383e-01]
[ -6.26623652e-02 -2.08366484e-01 5.95531740e-02 6.11007867e-02
-1.30315187e-01 -1.35728024e-01 -6.50640613e-03 -4.20170449e-02
4.86164338e-02 -3.93376480e-01 -3.31503260e-01 -2.35108241e-01
4.49740479e-02]
[ 4.81971884e-03 -2.67827654e-01 5.30904422e-02 -2.92737462e-01
-1.90426653e-01 -2.33136466e-01 -2.95914977e-01 7.32468064e-05
-3.62682610e-02 5.23296518e-02 -1.93160031e-01 2.12754028e-01
-8.58801557e-04]
[ 1.66041318e-01 5.42796621e-02 -1.07119006e-01 -2.89718613e-01
-5.83493765e-02 -1.02988196e-01 -2.11705399e-01 -1.92841946e-02
-2.05601348e-01 -2.55829876e-01 -2.15017439e-01 3.87832107e-01
-4.90878184e-02]
[ -1.79016794e-01 -1.78025088e-01 -1.16087736e-01 -2.69389483e-01
-4.84180642e-02 2.51583253e-02 -2.14160446e-01 -2.64852479e-01
-1.53230785e-01 -7.83034433e-02 -2.28862909e-01 2.93554336e-01
-1.50573556e-01]
[ -4.14565151e-02 -2.06291578e-01 -1.65081768e-01 -2.80637186e-01
-4.84713926e-02 4.19631148e-02 -7.23296019e-02 -8.61955305e-02
-2.39384136e-01 -3.25278344e-01 -7.07141013e-02 7.62183709e-02
5.13954872e-03]
[ 1.07948570e-01 8.18086477e-02 -1.38002507e-02 -2.33159803e-01
-3.24636070e-01 6.52133948e-03 -1.86714142e-01 -3.11544840e-01
-3.21621190e-01 -1.06931652e-02 -1.39688842e-01 1.52475371e-01
-1.29539998e-02]
[ -6.20413360e-02 -1.09709095e-02 -2.84561308e-01 -3.28240389e-02
6.88534936e-02 1.55255351e-01 -2.42874040e-01 -1.84341552e-01
-5.25240480e-02 -5.91793964e-02 1.75253908e-01 6.53951971e-01
-1.05178207e-01]
[ 1.25980456e-01 3.39638459e-01 -1.98855005e-01 7.32471289e-01
1.17436920e-01 1.22133636e-03 -2.34895646e-01 -3.97463336e-01
-2.41091754e-01 -3.43544733e-01 7.45500025e-01 9.27082686e-01
-1.16520843e+00]
[ -1.73892094e-02 1.79743828e-01 5.09615659e-02 3.34823027e-01
4.01595143e-03 -6.69157756e-02 -3.08499601e-01 -3.70653120e-01
-2.98790798e-01 -2.52399941e-01 5.84828885e-01 1.00378395e+00
-1.12077891e+00]
[ -3.77880497e-02 -1.34834762e-01 -1.50983243e-01 3.15494748e-01
-1.78228436e-01 2.35954892e-01 -6.52673302e-02 -2.00564250e-01
-2.38496206e-01 -3.95090063e-01 2.05458709e-01 5.36600496e-01
-5.46431645e-01]
[ 8.02619308e-02 -3.82500505e-01 -5.14322859e-02 7.23962058e-03
-1.14774036e-01 1.99588687e-01 6.73825113e-02 1.64624693e-01
-1.86094020e-01 -2.40383388e-02 -5.15185128e-02 3.49876492e-01
-3.10118641e-01]
[ 2.06502455e-01 -2.93850566e-01 -1.19818844e-01 -7.34486997e-02
-2.13567627e-01 1.22259690e-01 2.08516813e-02 -1.35675964e-01
-6.45681147e-02 -7.08156600e-02 -1.44831136e-01 -1.58573827e-01
-1.82932702e-01]
[ -1.34448811e-01 -7.98998683e-02 3.80688322e-02 -2.49171446e-01
-5.83546259e-02 -1.41302060e-01 4.18313715e-02 -9.60231271e-03
-9.52360439e-02 8.29312438e-03 -3.21665531e-01 -4.50532242e-01
-9.15484748e-02]
[ -1.40635266e-01 -1.36903458e-01 -6.80858063e-02 -2.80868426e-01
-3.46717557e-01 -2.88681796e-01 1.64377552e-01 1.46161652e-01
1.59619789e-02 1.25087202e-01 -2.69067080e-01 -8.40209550e-01
3.24116130e-02]
[ -1.43878932e-01 -2.49237018e-01 -3.01598409e-01 -6.98481985e-01
-2.98598941e-01 -2.08268780e-01 -2.41377629e-01 3.75853510e-03
2.07989297e-04 -4.61285291e-01 -5.69662831e-01 -5.65775923e-01
-9.57418964e-01]
[ -1.23496728e-01 1.32505792e-01 1.42767758e-02 1.16163265e-01
-2.03368121e-01 -1.75322252e-01 -1.57353081e-01 6.54449768e-03
-1.41291249e-01 -1.60675484e-01 -1.22716718e-01 -3.65299661e-01
-9.75555881e-04]
[ -3.62453202e-01 -1.17503643e-01 -2.73457251e-01 2.67697719e-01
-1.98697773e-01 -2.32141850e-01 -1.05464913e-01 -1.04303601e-01
1.85132778e-02 1.91913876e-02 9.34074434e-02 -3.29998907e-01
1.33288392e-01]
[ -1.32624636e-01 -4.41809185e-02 -2.55431023e-01 1.38114061e-01
-2.24337659e-01 -2.79688902e-01 -3.73671892e-01 -2.76024819e-02
1.06120417e-02 -1.25971086e-01 -2.10713974e-01 -2.67259289e-01
4.78204063e-02]
[ -2.40062367e-01 -5.31092351e-01 -3.40304274e-01 -1.47637938e-01
-3.20558387e-01 -2.32347712e-01 -8.60624323e-02 -2.57147947e-01
4.00281528e-02 -2.53972145e-01 -9.44083254e-02 -3.12505536e-01
-1.88042481e-02]
[ -2.19570739e-01 -2.97060985e-01 -3.19883761e-01 -9.83959406e-02
-9.05542070e-02 -1.50306227e-01 -7.29043055e-02 2.65515285e-02
-1.93505700e-01 -4.96958096e-01 -2.42920602e-01 -2.41015761e-01
8.73281382e-03]
[ -9.63803596e-02 -1.83077592e-02 -2.38826166e-01 -7.87724116e-01
-2.72214672e-01 -2.57942570e-01 5.02210386e-02 -4.32945250e-01
1.33317539e-01 -1.35543815e-01 -5.89917946e-01 -3.71237352e-01
-8.32990693e-01]]
Progress: 25.2% ... Training loss: 0.220 ... Validation loss: 0.390[[-0.21089004]
[ 0.2343924 ]
[-0.13252289]
[ 1.10074217]
[ 0.25976971]
[-0.04814072]
[-0.854193 ]
[-0.86533454]
[-0.60685669]
[-0.89908149]
[ 1.2460004 ]
[ 3.00546223]
[-2.1059971 ]]
[[ -5.25936678e-01 -4.92418583e-01 -5.90002694e-01 -4.49079102e-02
-2.92643615e-01 -5.94105566e-01 -5.53577874e-02 -2.46204492e-01
-3.60297086e-01 -3.19877830e-01 2.50439792e-01 9.95515652e-01
2.68745554e-01]
[ 7.97941663e-03 -1.38546839e-01 4.92542578e-02 -7.97209014e-02
-4.22176091e-02 5.84020904e-02 -1.15022617e-01 2.00588024e-01
-1.42359450e-01 -1.85526776e-01 -1.00576164e-01 -1.44320897e-01
3.46246744e-02]
[ -2.57392349e-01 1.32786989e-01 -2.84103440e-02 1.07092160e-01
7.41348927e-02 -1.30117504e-01 -2.78772623e-02 -1.55433538e-01
2.66476774e-01 -3.65851686e-01 1.45566123e-01 6.38521481e-01
8.48484049e-01]
[ 2.28752404e-01 -2.36712466e-01 -2.79316745e-01 7.18018523e-02
-2.73737155e-01 8.75640170e-03 2.92265611e-01 -5.27701437e-01
2.32046401e-01 -2.20171306e-01 -1.48991623e-01 -2.83249479e-01
-2.74498602e-01]
[ 1.34310448e-01 -8.04945230e-04 1.16276363e-01 -1.04668419e-01
-3.21171856e-02 7.41509266e-02 -1.40734464e-01 -1.30994119e-01
8.75305026e-02 2.31518899e-01 3.32324487e-02 -1.16044569e-01
-1.46915417e-01]
[ -4.80588284e-01 -6.10580298e-01 -6.01852043e-01 -6.16469030e-01
-5.90612123e-01 -5.64162996e-01 -3.22771298e-01 -1.50852148e-01
-4.47696029e-01 -2.28678327e-01 -5.58915561e-01 -8.04673409e-01
-6.19022686e-01]
[ -4.14090286e-01 -5.93770104e-01 -3.23392473e-01 -4.10353538e-01
-4.18027616e-01 -5.62775282e-01 -4.14098686e-01 -4.76341516e-01
-2.93266699e-01 -1.13371456e-01 -4.65802348e-01 -4.53358294e-01
-4.70536540e-01]
[ -3.43222790e-01 -3.42677265e-01 -4.84963153e-01 -1.51634737e-01
-3.17211660e-01 -4.24406238e-01 -3.07034342e-01 -2.73431047e-01
-3.06742534e-01 -5.60395014e-01 -2.74047227e-01 -7.23990245e-01
-5.31315082e-01]
[ -4.67815319e-01 -3.46687284e-01 -3.82295279e-01 -1.95888860e-01
-3.36340787e-01 -2.17062503e-01 -4.90440439e-02 -4.38410777e-01
-2.53526608e-01 -4.48113650e-01 -1.66892998e-01 -2.70685899e-01
-1.98389074e-01]
[ -9.55351393e-01 -9.48981257e-01 -9.85727968e-01 -7.25489162e-01
-1.03797729e+00 -9.88140871e-01 -5.62418455e-01 -5.96527450e-01
-7.40009581e-01 -5.69724867e-01 -7.38371358e-01 -6.00073430e-01
-8.21893911e-01]
[ -5.14055392e-01 -2.68938440e-01 -4.71923183e-01 -3.49875125e-01
-3.47097066e-01 -3.63170553e-01 -6.04258703e-01 -6.04071742e-01
-6.60365988e-01 -1.03292689e-01 -5.23790199e-01 -7.69469495e-01
-5.48741741e-01]
[ -1.15078478e-01 2.24725093e-02 -3.41103238e-01 -4.53114875e-01
-1.06324945e-01 -7.37302951e-02 -1.84012745e-01 -3.80985470e-01
-1.60131596e-01 8.12909627e-02 -4.82910624e-01 -1.04329340e+00
-5.67288837e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.56152544e-01 -1.20973349e-01 1.64204646e-01 -2.91825347e-01
-1.32368464e-01 1.13427208e-01 -1.17711182e-01 1.70313061e-02
-7.95682676e-02 7.43769998e-02 -1.99474765e-01 -4.12704463e-01
-3.02147328e-02]
[ -8.75372890e-02 -2.64680455e-01 -1.80894607e-01 -2.86561884e-01
-4.77542135e-01 -8.63095200e-02 -5.69122272e-02 -1.25330427e-03
-6.60694205e-02 7.01369625e-03 -2.21065530e-01 -3.69775384e-01
-2.76231604e-01]
[ -6.81546443e-02 -2.22180109e-02 -2.30461875e-01 -2.63195066e-01
1.20756131e-01 -1.61778303e-01 -1.70846095e-01 1.09272620e-01
-5.12262955e-03 9.82654219e-02 -1.97316125e-01 2.47371087e-02
-7.49197392e-02]
[ 3.63273141e-02 -1.67023705e-01 -1.49202763e-01 -8.47735658e-02
-1.24321750e-01 -1.06739942e-01 1.09736379e-01 -1.50301630e-01
-1.41402276e-02 2.00284135e-02 -2.72394338e-02 -1.40990770e-01
5.86236967e-03]
[ -2.89446480e-01 -1.42452276e-01 -7.67655156e-02 -1.13166917e-01
-3.02668194e-01 -2.75074113e-01 -3.72188361e-01 2.35492541e-02
-3.20151967e-01 -2.13788327e-01 1.62807715e-01 -1.01219217e-01
2.04260021e-01]
[ -2.26224669e-01 -1.24344238e-01 -9.16999048e-02 -4.11311283e-02
-8.51799840e-02 -1.19148451e-01 -7.68625117e-02 1.94911377e-02
-1.37210119e-01 -7.02639224e-02 9.14998538e-03 -2.07602385e-01
-8.03987110e-02]
[ -1.71895523e-01 -6.96512088e-02 -2.29166693e-01 -2.80862977e-01
-1.57208069e-01 -2.04730324e-01 -3.33536281e-01 -1.05388062e-01
1.30985021e-01 -2.20309081e-01 -3.65500733e-01 -3.06559803e-01
-2.98783983e-01]
[ -3.71472310e-01 -6.16534435e-02 -1.51215516e-01 -1.24727616e-01
-4.76866244e-02 -3.13322518e-01 2.21367467e-02 -9.58746916e-02
-1.27394161e-01 5.72167016e-02 2.14673661e-02 -2.74307264e-01
-3.42803785e-01]
[ -1.65439143e-01 -1.44202032e-01 -5.22465430e-02 -1.62970498e-01
-1.28461271e-01 -2.95487559e-01 1.09142464e-02 -1.44315771e-01
-2.16261705e-01 3.58674256e-02 2.14643982e-01 -4.93131938e-02
-1.58833837e-01]
[ -1.30550145e-01 -1.73993534e-01 -1.13265893e-01 -2.88184177e-01
9.13473829e-02 -1.74554186e-02 -1.70820661e-01 -1.59573117e-01
1.18790817e-01 -8.93596401e-02 -1.32504801e-01 -9.29924075e-02
-3.14182895e-01]
[ -4.50497498e-02 -3.15838714e-02 -1.50807114e-01 -5.88273730e-02
-2.26517557e-01 6.22133694e-02 -7.76692538e-02 -5.57481766e-02
-2.34533881e-01 -1.00745462e-01 -9.07905275e-02 -3.40161944e-01
-2.11890124e-01]
[ -6.99942556e-02 2.34903534e-02 -1.28529132e-01 -3.19532278e-01
1.19948797e-01 2.05329438e-02 -2.04709597e-01 -1.46904211e-01
1.26444745e-01 -5.50558021e-02 -2.89446584e-01 -2.76730031e-01
-3.08455899e-01]
[ 7.76177950e-02 -3.08186516e-01 -8.48759950e-02 -4.55741970e-01
-2.22086167e-01 -8.97220385e-02 6.24767421e-02 9.43173269e-02
-1.52345708e-02 2.96513553e-01 -5.35347036e-01 -8.23344986e-01
4.41160598e-01]
[ -2.23367267e-01 -2.44522592e-01 -1.31939473e-01 -3.15356376e-01
-3.01063444e-01 -9.37092992e-02 2.07345374e-01 4.19831012e-02
2.88031159e-01 3.89411374e-02 -4.22207851e-01 -1.03580349e+00
6.53778761e-01]
[ -1.52308241e-02 -1.86127513e-01 2.10322178e-02 -3.16047691e-01
-1.70778419e-01 1.65260753e-01 2.02512538e-01 2.56902087e-01
-3.02010145e-02 2.34377468e-01 -2.37943515e-01 -1.10375581e+00
7.42558023e-01]
[ 3.85782242e-04 -4.50606380e-02 -1.25018799e-01 -1.43362138e-01
-1.80073398e-01 -4.72790365e-02 3.09500932e-01 1.71814731e-01
2.59536387e-01 3.74258319e-01 -5.06099334e-01 -1.04909573e+00
7.97651938e-01]
[ -8.36472121e-02 -2.79240633e-01 5.86210510e-02 -3.66320000e-01
-1.49366179e-01 1.16598388e-01 3.75560377e-01 1.42140104e-01
-6.48278545e-02 1.67968721e-01 -5.72003465e-01 -1.02272369e+00
8.73897075e-01]
[ 1.21409250e-01 -8.98543210e-02 1.59392669e-02 -1.85991686e-01
-8.33914765e-02 -1.83947865e-02 2.73309435e-01 3.82893955e-01
4.25826944e-01 2.73673676e-01 -5.72733948e-01 -9.61751115e-01
6.02421543e-01]
[ -3.41935043e-03 -1.37931940e-01 2.21434453e-02 1.50065581e-02
-9.19023656e-02 -2.83457987e-01 7.34535595e-02 3.54615722e-01
1.71753017e-03 1.22050171e-01 -2.67678830e-01 -7.98261729e-01
2.60184061e-01]
[ 8.66660417e-02 1.02221792e-01 5.92431385e-03 1.50050167e-01
-9.33964457e-02 -5.86485408e-02 -1.65441216e-01 -1.31085581e-01
-2.52228817e-01 -1.25903321e-01 -1.22146928e-01 2.20933849e-01
-3.18327712e-01]
[ 4.15743248e-02 -1.03508581e-01 1.44868869e-01 3.69770518e-01
2.50235134e-01 8.35433186e-03 -4.02365648e-01 -3.62222772e-01
-5.85337780e-02 -5.56620781e-01 2.69216752e-01 1.06728885e+00
-6.99846912e-01]
[ 2.96668978e-02 7.82955627e-02 -2.13692829e-01 7.89350975e-02
3.34060133e-02 -2.31896572e-03 -1.80599037e-01 -3.44046101e-01
-2.84226782e-01 -2.29193497e-01 -3.69214828e-02 -1.05108159e-01
-1.91059164e-01]
[ -6.25321182e-02 -2.08580032e-01 5.96754517e-02 5.90773517e-02
-1.30583670e-01 -1.35701851e-01 -5.49780757e-03 -4.06278000e-02
4.93513220e-02 -3.92454424e-01 -3.33460155e-01 -2.41556997e-01
4.95342928e-02]
[ 4.75712113e-03 -2.67806926e-01 5.30594538e-02 -2.93248716e-01
-1.90359791e-01 -2.33142779e-01 -2.96146716e-01 -4.72853069e-04
-3.64116132e-02 5.19514102e-02 -1.93398808e-01 2.14724509e-01
-5.22580727e-04]
[ 1.65651928e-01 5.47508798e-02 -1.07327234e-01 -2.89470805e-01
-5.78428658e-02 -1.03056937e-01 -2.13934359e-01 -2.18576320e-02
-2.07178675e-01 -2.57955715e-01 -2.13139899e-01 3.96723550e-01
-5.13446312e-02]
[ -1.78916942e-01 -1.78181752e-01 -1.16021949e-01 -2.70075864e-01
-4.85600609e-02 2.51844524e-02 -2.13688951e-01 -2.64305852e-01
-1.52751312e-01 -7.77135237e-02 -2.29607649e-01 2.91726447e-01
-1.49188741e-01]
[ -4.13922378e-02 -2.06423247e-01 -1.65013640e-01 -2.81492342e-01
-4.86527493e-02 4.19854419e-02 -7.24877477e-02 -8.64941093e-02
-2.39612326e-01 -3.24451780e-01 -7.11463235e-02 7.95468684e-02
5.37019984e-03]
[ 1.07738427e-01 8.20884530e-02 -1.39346950e-02 -2.32347284e-01
-3.24360252e-01 6.47291398e-03 -1.87581253e-01 -3.12721729e-01
-3.22177730e-01 -1.20490435e-02 -1.38655099e-01 1.55351191e-01
-1.47314468e-02]
[ -6.18743024e-02 -1.12567339e-02 -2.84476843e-01 -3.37515531e-02
6.86179123e-02 1.55300058e-01 -2.42350265e-01 -1.83723971e-01
-5.16714340e-02 -5.85367174e-02 1.74176971e-01 6.49446361e-01
-1.03527221e-01]
[ 1.25927542e-01 3.39735736e-01 -1.98914020e-01 7.33501802e-01
1.17485337e-01 1.20180032e-03 -2.35257164e-01 -3.97217617e-01
-2.41511786e-01 -3.43239144e-01 7.46373307e-01 9.28911153e-01
-1.16708558e+00]
[ -1.75883724e-02 1.80015552e-01 5.07630131e-02 3.37774264e-01
4.34235284e-03 -6.69728815e-02 -3.08785553e-01 -3.71997504e-01
-2.99628069e-01 -2.54214252e-01 5.88095846e-01 1.01107880e+00
-1.12552072e+00]
[ -3.77653826e-02 -1.34842788e-01 -1.50963004e-01 3.15580983e-01
-1.78254047e-01 2.35963119e-01 -6.52961142e-02 -2.00334959e-01
-2.38467346e-01 -3.94850494e-01 2.05429796e-01 5.36627428e-01
-5.46403572e-01]
[ 8.03643792e-02 -3.82579375e-01 -5.13773461e-02 6.60147906e-03
-1.14869692e-01 1.99609903e-01 6.81018306e-02 1.65179663e-01
-1.85638464e-01 -2.33890169e-02 -5.24944215e-02 3.46740914e-01
-3.08954903e-01]
[ 2.06506402e-01 -2.93771935e-01 -1.19826786e-01 -7.36370911e-02
-2.13540385e-01 1.22258077e-01 2.08292483e-02 -1.35468582e-01
-6.47166172e-02 -7.05247560e-02 -1.45033043e-01 -1.58826548e-01
-1.82710651e-01]
[ -1.34424049e-01 -7.99045199e-02 3.80674654e-02 -2.49070092e-01
-5.83377014e-02 -1.41300257e-01 4.18594906e-02 -9.76302482e-03
-9.51849768e-02 8.32343689e-03 -3.21570692e-01 -4.49952183e-01
-9.21268491e-02]
[ -1.40624703e-01 -1.36898697e-01 -6.80605683e-02 -2.81365983e-01
-3.46754638e-01 -2.88684316e-01 1.64772415e-01 1.46946648e-01
1.63013899e-02 1.25739782e-01 -2.69818742e-01 -8.43893398e-01
3.45203397e-02]
[ -1.43316221e-01 -2.49782160e-01 -3.01446512e-01 -7.01137893e-01
-2.99026417e-01 -2.08153398e-01 -2.39035613e-01 4.38874376e-03
1.49032053e-03 -4.59670109e-01 -5.71048397e-01 -5.59131972e-01
-9.59492617e-01]
[ -1.23325596e-01 1.32473928e-01 1.43099243e-02 1.15971688e-01
-2.03448544e-01 -1.75301109e-01 -1.56691725e-01 7.00620942e-03
-1.40914248e-01 -1.59568938e-01 -1.23102014e-01 -3.67104938e-01
9.93547281e-04]
[ -3.62540012e-01 -1.17448125e-01 -2.73478630e-01 2.68174279e-01
-1.98590177e-01 -2.32173251e-01 -1.05681490e-01 -1.04391844e-01
1.89259106e-02 1.92240248e-02 9.35805954e-02 -3.28958129e-01
1.37241500e-01]
[ -1.32568243e-01 -4.42171234e-02 -2.55371362e-01 1.37738973e-01
-2.24512924e-01 -2.79685307e-01 -3.72826528e-01 -2.66958937e-02
1.10220749e-02 -1.24510783e-01 -2.10883814e-01 -2.71764220e-01
5.24964006e-02]
[ -2.40486897e-01 -5.30533400e-01 -3.40614041e-01 -1.44152429e-01
-3.19904870e-01 -2.32447167e-01 -8.74145386e-02 -2.58323820e-01
3.86209870e-02 -2.55594914e-01 -9.03624108e-02 -3.07574185e-01
-2.31456765e-02]
[ -2.19665464e-01 -2.96986719e-01 -3.19919093e-01 -9.74632372e-02
-9.03358898e-02 -1.50321355e-01 -7.32693774e-02 2.56500329e-02
-1.93678510e-01 -4.97364200e-01 -2.41643467e-01 -2.36862061e-01
9.08487573e-03]
[ -9.62595651e-02 -1.88655755e-02 -2.38658751e-01 -7.92965026e-01
-2.72927991e-01 -2.57917431e-01 5.33693801e-02 -4.31013992e-01
1.35332443e-01 -1.34429261e-01 -5.96374303e-01 -3.82611222e-01
-8.25845216e-01]]
Progress: 25.3% ... Training loss: 0.216 ... Validation loss: 0.389[[-0.20523292]
[ 0.24444858]
[-0.12616657]
[ 1.10426075]
[ 0.2674527 ]
[-0.04077865]
[-0.85171966]
[-0.86219371]
[-0.59828211]
[-0.89017005]
[ 1.2523404 ]
[ 3.01109855]
[-2.10674917]]
[[ -5.25197840e-01 -4.93013752e-01 -5.89765122e-01 -4.88580819e-02
-2.93292959e-01 -5.93984712e-01 -5.04957383e-02 -2.42340439e-01
-3.57413947e-01 -3.17035969e-01 2.45975004e-01 9.79874955e-01
2.73750026e-01]
[ 7.92840354e-03 -1.38509496e-01 4.92283372e-02 -7.95875152e-02
-4.21887402e-02 5.83913389e-02 -1.15223508e-01 2.00394171e-01
-1.42473083e-01 -1.85744826e-01 -1.00460749e-01 -1.44304132e-01
3.45369813e-02]
[ -2.58288581e-01 1.34203935e-01 -2.89840268e-02 1.11017742e-01
7.55000633e-02 -1.30265294e-01 -3.09992274e-02 -1.59827876e-01
2.63395027e-01 -3.70183407e-01 1.52495608e-01 6.54830105e-01
8.40277000e-01]
[ 2.29848823e-01 -2.37504634e-01 -2.78858126e-01 6.99798833e-02
-2.74470894e-01 8.88592237e-03 2.97999431e-01 -5.23685357e-01
2.36193394e-01 -2.16048044e-01 -1.51288305e-01 -2.93786209e-01
-2.72570542e-01]
[ 1.32572063e-01 1.38585399e-03 1.15304428e-01 -9.55500406e-02
-2.97661549e-02 7.37822977e-02 -1.48351258e-01 -1.38263546e-01
8.19330239e-02 2.22381410e-01 4.54623794e-02 -9.01932503e-02
-1.58865395e-01]
[ -4.80208596e-01 -6.10967117e-01 -6.01704455e-01 -6.18778496e-01
-5.91064843e-01 -5.64091575e-01 -3.20991640e-01 -1.49066768e-01
-4.46719048e-01 -2.26596964e-01 -5.61551221e-01 -8.12337792e-01
-6.16701911e-01]
[ -4.14352741e-01 -5.93167821e-01 -3.23640747e-01 -4.09084297e-01
-4.17357874e-01 -5.62862213e-01 -4.16103264e-01 -4.79320105e-01
-2.94606908e-01 -1.16085098e-01 -4.63135213e-01 -4.48383275e-01
-4.80582535e-01]
[ -3.43714894e-01 -3.41828169e-01 -4.85308454e-01 -1.51288383e-01
-3.16420175e-01 -4.24528532e-01 -3.07422011e-01 -2.74168921e-01
-3.08225700e-01 -5.62120982e-01 -2.72355170e-01 -7.19428217e-01
-5.32080224e-01]
[ -4.68229889e-01 -3.46347161e-01 -3.82488026e-01 -1.93657602e-01
-3.35952960e-01 -2.17167096e-01 -5.02991906e-02 -4.39283218e-01
-2.54534047e-01 -4.49731139e-01 -1.65053385e-01 -2.66766679e-01
-1.97617265e-01]
[ -9.55323194e-01 -9.48731012e-01 -9.85818583e-01 -7.27304669e-01
-1.03779995e+00 -9.88175094e-01 -5.61510826e-01 -5.96638134e-01
-7.39900214e-01 -5.69677383e-01 -7.39322862e-01 -6.03992113e-01
-8.24155781e-01]
[ -5.14423619e-01 -2.68285980e-01 -4.72258150e-01 -3.47894397e-01
-3.46353075e-01 -3.63287240e-01 -6.05443925e-01 -6.05996871e-01
-6.61652316e-01 -1.05621833e-01 -5.20844147e-01 -7.61305051e-01
-5.51657127e-01]
[ -1.15527889e-01 2.29744879e-02 -3.41316390e-01 -4.51742709e-01
-1.05849942e-01 -7.38217819e-02 -1.85602890e-01 -3.81753181e-01
-1.61808468e-01 7.95968859e-02 -4.81342025e-01 -1.04174727e+00
-5.69830134e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55921661e-01 -1.21156491e-01 1.64344359e-01 -2.92809479e-01
-1.32568797e-01 1.13488344e-01 -1.16998168e-01 1.82940774e-02
-7.90687927e-02 7.55392111e-02 -2.00666990e-01 -4.14243295e-01
-3.00106267e-02]
[ -8.78657015e-02 -2.64390434e-01 -1.81073861e-01 -2.85992798e-01
-4.77244893e-01 -8.63852180e-02 -5.82184310e-02 -2.86875194e-03
-6.69696186e-02 5.16482217e-03 -2.19993017e-01 -3.68665981e-01
-2.77703074e-01]
[ -6.79460827e-02 -2.23951090e-02 -2.30446825e-01 -2.63493083e-01
1.20620576e-01 -1.61746071e-01 -1.69804499e-01 1.09825887e-01
-4.74522212e-03 9.99521306e-02 -1.97598953e-01 1.90985518e-02
-7.40517188e-02]
[ 3.62550347e-02 -1.66854565e-01 -1.49251157e-01 -8.46766512e-02
-1.24122455e-01 -1.06770930e-01 1.08658487e-01 -1.51184491e-01
-1.46752764e-02 1.84745278e-02 -2.66074031e-02 -1.38038210e-01
2.63473852e-03]
[ -2.89470652e-01 -1.42383017e-01 -7.67864656e-02 -1.12290002e-01
-3.02577201e-01 -2.75083159e-01 -3.72163001e-01 2.36552720e-02
-3.20286400e-01 -2.13787392e-01 1.63682531e-01 -9.86834628e-02
2.02981323e-01]
[ -2.26257132e-01 -1.24187788e-01 -9.17836155e-02 -4.23757027e-02
-8.50964036e-02 -1.19165159e-01 -7.69351768e-02 1.80507639e-02
-1.37333212e-01 -7.07574588e-02 8.30013520e-03 -2.08313862e-01
-8.38441652e-02]
[ -1.72219062e-01 -6.90324769e-02 -2.29430408e-01 -2.79603496e-01
-1.56679619e-01 -2.04802675e-01 -3.34357556e-01 -1.06710047e-01
1.29630874e-01 -2.22178156e-01 -3.63430789e-01 -3.01008499e-01
-3.02186475e-01]
[ -3.71625017e-01 -6.15041612e-02 -1.51262168e-01 -1.25752783e-01
-4.75066913e-02 -3.13359700e-01 2.23418172e-02 -9.56023840e-02
-1.27510316e-01 5.68486563e-02 2.09567118e-02 -2.75243953e-01
-3.40364929e-01]
[ -1.65219261e-01 -1.44345773e-01 -5.21275734e-02 -1.63249101e-01
-1.28652484e-01 -2.95447678e-01 1.21359389e-02 -1.42399212e-01
-2.15531007e-01 3.74234462e-02 2.13563211e-01 -5.36697493e-02
-1.57505001e-01]
[ -1.30592526e-01 -1.73981437e-01 -1.13279256e-01 -2.88000693e-01
9.13462530e-02 -1.74644086e-02 -1.70725266e-01 -1.59472481e-01
1.18842108e-01 -8.94247104e-02 -1.32613207e-01 -9.28023481e-02
-3.12681787e-01]
[ -4.51758624e-02 -3.14557757e-02 -1.50853630e-01 -5.80755443e-02
-2.26412791e-01 6.21775559e-02 -7.82065130e-02 -5.62956270e-02
-2.34906040e-01 -1.01234593e-01 -8.98431299e-02 -3.37506981e-01
-2.12075196e-01]
[ -7.03409564e-02 2.38059394e-02 -1.28739046e-01 -3.17902108e-01
1.20389103e-01 2.04440704e-02 -2.06064169e-01 -1.48111176e-01
1.25467272e-01 -5.67497977e-02 -2.87455406e-01 -2.72750080e-01
-3.09504561e-01]
[ 7.73880254e-02 -3.07897018e-01 -8.50268576e-02 -4.54801781e-01
-2.21776615e-01 -8.97695757e-02 6.13329254e-02 9.28806792e-02
-1.60586071e-02 2.95011610e-01 -5.34304941e-01 -8.21189045e-01
4.38278131e-01]
[ -2.23334381e-01 -2.44530715e-01 -1.31922238e-01 -3.15340573e-01
-3.01088801e-01 -9.37027387e-02 2.07481997e-01 4.22600141e-02
2.88075408e-01 3.92890792e-02 -4.22404908e-01 -1.03616735e+00
6.53716030e-01]
[ -1.54004898e-02 -1.85946239e-01 2.09300446e-02 -3.15836209e-01
-1.70585651e-01 1.65218977e-01 2.02000374e-01 2.56315608e-01
-3.06413573e-02 2.33692207e-01 -2.37610838e-01 -1.10391518e+00
7.42341070e-01]
[ 2.12007046e-04 -4.49077268e-02 -1.25096543e-01 -1.42737747e-01
-1.79916182e-01 -4.73131585e-02 3.08583924e-01 1.71056378e-01
2.58936309e-01 3.73251426e-01 -5.05435376e-01 -1.04840044e+00
7.95740808e-01]
[ -8.36124063e-02 -2.79292853e-01 5.86429236e-02 -3.66817236e-01
-1.49431836e-01 1.16607326e-01 3.76052360e-01 1.42407316e-01
-6.45779237e-02 1.68181069e-01 -5.72478669e-01 -1.02377011e+00
8.75101621e-01]
[ 1.21439513e-01 -8.99055868e-02 1.59593556e-02 -1.86265206e-01
-8.34397022e-02 -1.83883713e-02 2.73544832e-01 3.83144347e-01
4.26049618e-01 2.73806020e-01 -5.72966041e-01 -9.62211726e-01
6.03125198e-01]
[ -3.09456471e-03 -1.38271280e-01 2.22802749e-02 1.30088140e-02
-9.22247326e-02 -2.83412721e-01 7.60574246e-02 3.56457498e-01
3.34231189e-03 1.23407126e-01 -2.69812963e-01 -8.03998167e-01
2.64332409e-01]
[ 8.68755603e-02 1.02077391e-01 5.96123113e-03 1.49634951e-01
-9.35560130e-02 -5.86251525e-02 -1.64464773e-01 -1.30770818e-01
-2.51719046e-01 -1.24881233e-01 -1.22680182e-01 2.18437737e-01
-3.18026830e-01]
[ 4.18717501e-02 -1.03778783e-01 1.45066800e-01 3.67716053e-01
2.49812463e-01 8.38826218e-03 -4.00689817e-01 -3.60296479e-01
-5.70222865e-02 -5.55424218e-01 2.66303779e-01 1.05561793e+00
-6.98188754e-01]
[ 2.96112492e-02 7.84167593e-02 -2.13733266e-01 8.00356931e-02
3.35604569e-02 -2.33960445e-03 -1.81149874e-01 -3.44226441e-01
-2.84538763e-01 -2.29286936e-01 -3.57708447e-02 -1.02219132e-01
-1.93463825e-01]
[ -6.23725149e-02 -2.08690068e-01 5.97555457e-02 5.81851717e-02
-1.30720121e-01 -1.35671688e-01 -4.53507014e-03 -3.99265272e-02
4.99450411e-02 -3.91730876e-01 -3.34225900e-01 -2.43093411e-01
5.09168320e-02]
[ 4.47877303e-03 -2.67329216e-01 5.28120742e-02 -2.92201738e-01
-1.89882861e-01 -2.33200147e-01 -2.97778330e-01 -3.05607985e-03
-3.83606987e-02 5.04556332e-02 -1.91389785e-01 2.24765059e-01
-5.58040750e-03]
[ 1.65602427e-01 5.48533850e-02 -1.07365208e-01 -2.89466735e-01
-5.78101117e-02 -1.03058556e-01 -2.14112792e-01 -2.23791216e-02
-2.07443862e-01 -2.58087973e-01 -2.13086325e-01 3.98299517e-01
-5.15430525e-02]
[ -1.79080553e-01 -1.78248118e-01 -1.16024549e-01 -2.70335607e-01
-4.85679559e-02 2.51700557e-02 -2.14155348e-01 -2.64043369e-01
-1.52736391e-01 -7.85674386e-02 -2.29838366e-01 2.91968955e-01
-1.47181246e-01]
[ -4.18254643e-02 -2.05969837e-01 -1.65276502e-01 -2.81210070e-01
-4.82336706e-02 4.18852163e-02 -7.45024038e-02 -8.87995066e-02
-2.41030615e-01 -3.26758479e-01 -7.00469553e-02 8.41130634e-02
3.69412339e-03]
[ 1.07972456e-01 8.17095949e-02 -1.38049368e-02 -2.34103974e-01
-3.24639488e-01 6.52077070e-03 -1.86457548e-01 -3.11464233e-01
-3.21378779e-01 -1.07920303e-02 -1.40423597e-01 1.51295380e-01
-1.14183220e-02]
[ -6.22636614e-02 -1.08143837e-02 -2.84626640e-01 -3.25465616e-02
6.90206218e-02 1.55203918e-01 -2.44361596e-01 -1.84715803e-01
-5.31039343e-02 -5.97902947e-02 1.76168703e-01 6.55508314e-01
-1.04691412e-01]
[ 1.25539815e-01 3.40321666e-01 -1.99186787e-01 7.36072608e-01
1.18111880e-01 1.10417364e-03 -2.36379074e-01 -3.98622379e-01
-2.42743567e-01 -3.45138460e-01 7.49593934e-01 9.35994412e-01
-1.16936354e+00]
[ -1.76863567e-02 1.80380829e-01 5.06550574e-02 3.41168942e-01
4.86300342e-03 -6.69980581e-02 -3.10102024e-01 -3.73282737e-01
-3.00691136e-01 -2.54769527e-01 5.92273320e-01 1.01651139e+00
-1.13274967e+00]
[ -3.75507196e-02 -1.35044840e-01 -1.50828766e-01 3.14707106e-01
-1.78460696e-01 2.36023252e-01 -6.44352928e-02 -1.99042554e-01
-2.37808689e-01 -3.93610487e-01 2.04176288e-01 5.34027821e-01
-5.45563779e-01]
[ 8.04265859e-02 -3.82641415e-01 -5.13691296e-02 6.37675822e-03
-1.14936668e-01 1.99624500e-01 6.85016217e-02 1.65296435e-01
-1.85465285e-01 -2.33011313e-02 -5.29190898e-02 3.45797386e-01
-3.08948033e-01]
[ 2.06662124e-01 -2.93992304e-01 -1.19727017e-01 -7.47491560e-02
-2.13815973e-01 1.22298963e-01 2.19599068e-02 -1.34184650e-01
-6.40419773e-02 -6.96461336e-02 -1.46824109e-01 -1.64332979e-01
-1.79828566e-01]
[ -1.34475537e-01 -7.98275659e-02 3.80340807e-02 -2.48640289e-01
-5.82588362e-02 -1.41310427e-01 4.15346888e-02 -9.98770266e-03
-9.54502404e-02 8.04386420e-03 -3.21083834e-01 -4.48249708e-01
-9.32996616e-02]
[ -1.40689947e-01 -1.36837757e-01 -6.80963158e-02 -2.81297198e-01
-3.46713175e-01 -2.88698051e-01 1.64496264e-01 1.46629852e-01
1.61722044e-02 1.25372654e-01 -2.69764703e-01 -8.43971734e-01
3.46084750e-02]
[ -1.42997743e-01 -2.49685260e-01 -3.01371116e-01 -7.03811564e-01
-2.99064080e-01 -2.08118256e-01 -2.36927403e-01 5.15742876e-03
2.05345693e-03 -4.59196901e-01 -5.73736242e-01 -5.62099467e-01
-9.64250430e-01]
[ -1.23464963e-01 1.32651648e-01 1.42161466e-02 1.16487616e-01
-2.03277318e-01 -1.75333018e-01 -1.56804406e-01 6.77499027e-03
-1.41196299e-01 -1.60096514e-01 -1.22579785e-01 -3.66460669e-01
1.43573864e-03]
[ -3.62598091e-01 -1.17636775e-01 -2.73422090e-01 2.67357545e-01
-1.98864249e-01 -2.32160975e-01 -1.05511047e-01 -1.03177689e-01
1.90757907e-02 1.96839950e-02 9.20734950e-02 -3.33890830e-01
1.39603433e-01]
[ -1.32190924e-01 -4.48466862e-02 -2.55105039e-01 1.34873266e-01
-2.25123552e-01 -2.79607909e-01 -3.71127188e-01 -2.38415852e-02
1.25191831e-02 -1.21669902e-01 -2.14760819e-01 -2.81281642e-01
5.97480596e-02]
[ -2.40713132e-01 -5.30410499e-01 -3.40715244e-01 -1.43351087e-01
-3.19764057e-01 -2.32496049e-01 -8.74314269e-02 -2.58827607e-01
3.83863739e-02 -2.56533740e-01 -8.95771903e-02 -3.06800945e-01
-1.96819879e-02]
[ -2.19991484e-01 -2.96458195e-01 -3.20133511e-01 -9.29257424e-02
-8.95993448e-02 -1.50390362e-01 -7.59212675e-02 2.35453765e-02
-1.95143078e-01 -4.99128933e-01 -2.35714140e-01 -2.26683299e-01
1.14296158e-03]
[ -9.69950993e-02 -1.75687222e-02 -2.39286347e-01 -7.90926294e-01
-2.71657880e-01 -2.58134846e-01 5.03051090e-02 -4.35815002e-01
1.32249718e-01 -1.38947924e-01 -5.91975984e-01 -3.70997988e-01
-8.34383515e-01]]
Progress: 25.4% ... Training loss: 0.214 ... Validation loss: 0.384[[-0.20879468]
[ 0.24425068]
[-0.128496 ]
[ 1.10256704]
[ 0.26607212]
[-0.04226359]
[-0.86021984]
[-0.86344256]
[-0.60544921]
[-0.8949114 ]
[ 1.24722207]
[ 3.00794365]
[-2.1124912 ]]
[[ -5.24316983e-01 -4.93214431e-01 -5.89419089e-01 -5.01968484e-02
-2.93552004e-01 -5.93827926e-01 -4.55079768e-02 -2.40261430e-01
-3.54936115e-01 -3.10726542e-01 2.43473617e-01 9.71777918e-01
2.79350940e-01]
[ 7.93622632e-03 -1.38519153e-01 4.92320169e-02 -7.96407052e-02
-4.21956539e-02 5.83916768e-02 -1.15144945e-01 2.00503976e-01
-1.42436676e-01 -1.85664086e-01 -1.00512329e-01 -1.44402138e-01
3.46511234e-02]
[ -2.58209625e-01 1.34871164e-01 -2.87815807e-02 1.12458854e-01
7.60877128e-02 -1.30244784e-01 -3.14849446e-02 -1.63646042e-01
2.64477502e-01 -3.70777583e-01 1.52870547e-01 6.46589606e-01
8.35836111e-01]
[ 2.31037262e-01 -2.40076299e-01 -2.78040793e-01 5.85915166e-02
-2.77066670e-01 9.11548155e-03 3.06377362e-01 -5.16161835e-01
2.42831656e-01 -2.10712053e-01 -1.64705769e-01 -3.22788406e-01
-2.49970453e-01]
[ 1.32648833e-01 6.38213654e-04 1.15453492e-01 -1.04339304e-01
-3.08009612e-02 7.37869240e-02 -1.47297958e-01 -1.34202655e-01
8.47417753e-02 2.24495795e-01 3.29225339e-02 -1.16625664e-01
-1.40814529e-01]
[ -4.79519044e-01 -6.11840544e-01 -6.01390296e-01 -6.21972465e-01
-5.92007467e-01 -5.63985247e-01 -3.17737050e-01 -1.45091501e-01
-4.44886967e-01 -2.22128848e-01 -5.66648588e-01 -8.27795237e-01
-6.15324620e-01]
[ -4.14082159e-01 -5.93530590e-01 -3.23488505e-01 -4.13691248e-01
-4.17793435e-01 -5.62801038e-01 -4.13941026e-01 -4.77963918e-01
-2.93022440e-01 -1.14462519e-01 -4.68560682e-01 -4.56556318e-01
-4.70590423e-01]
[ -3.43826998e-01 -3.41120435e-01 -4.85366070e-01 -1.46604469e-01
-3.15616984e-01 -4.24567911e-01 -3.08756405e-01 -2.78051487e-01
-3.09000349e-01 -5.63206675e-01 -2.67467663e-01 -7.15747210e-01
-5.45432560e-01]
[ -4.68354083e-01 -3.46104119e-01 -3.82589927e-01 -1.94126366e-01
-3.35808278e-01 -2.17201393e-01 -4.93429409e-02 -4.39368308e-01
-2.54108292e-01 -4.50557728e-01 -1.65322035e-01 -2.69106503e-01
-1.95541695e-01]
[ -9.54766205e-01 -9.49075914e-01 -9.85522622e-01 -7.29175557e-01
-1.03816570e+00 -9.88059672e-01 -5.57663291e-01 -5.95147627e-01
-7.37157741e-01 -5.66664673e-01 -7.43072549e-01 -6.21155594e-01
-8.23948497e-01]
[ -5.14588221e-01 -2.67953445e-01 -4.72350477e-01 -3.47513016e-01
-3.45995613e-01 -3.63340195e-01 -6.06135379e-01 -6.06568094e-01
-6.62462491e-01 -1.05603290e-01 -5.20185918e-01 -7.56726567e-01
-5.53670847e-01]
[ -1.15196439e-01 2.27014335e-02 -3.41213141e-01 -4.53838972e-01
-1.06271963e-01 -7.37904211e-02 -1.83720286e-01 -3.81308667e-01
-1.60673111e-01 8.07440462e-02 -4.84154548e-01 -1.05145159e+00
-5.67931061e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55963598e-01 -1.21142268e-01 1.64304283e-01 -2.92745240e-01
-1.32543507e-01 1.13478260e-01 -1.16844862e-01 1.81756006e-02
-7.91776607e-02 7.55131082e-02 -2.00662625e-01 -4.15329319e-01
-3.04369110e-02]
[ -8.78126670e-02 -2.64521082e-01 -1.81022247e-01 -2.86758395e-01
-4.77357477e-01 -8.63750636e-02 -5.77281153e-02 -1.86867417e-03
-6.68507476e-02 5.97253787e-03 -2.21292241e-01 -3.72283672e-01
-2.77288332e-01]
[ -6.74043660e-02 -2.30193288e-02 -2.30198565e-01 -2.65520430e-01
1.19895672e-01 -1.61662313e-01 -1.67825353e-01 1.12405711e-01
-3.37193514e-03 1.03063457e-01 -2.01135361e-01 8.27661154e-03
-7.35323430e-02]
[ 3.60797950e-02 -1.66612760e-01 -1.49411388e-01 -8.38609726e-02
-1.23843963e-01 -1.06794022e-01 1.07120397e-01 -1.52897152e-01
-1.57351441e-02 1.64617933e-02 -2.47650457e-02 -1.28616602e-01
-1.40720994e-03]
[ -2.89140436e-01 -1.42933071e-01 -7.65059934e-02 -1.16784897e-01
-3.03172132e-01 -2.75017490e-01 -3.69827873e-01 2.61450034e-02
-3.18323024e-01 -2.10859996e-01 1.57658252e-01 -1.12115723e-01
2.13684110e-01]
[ -2.26131140e-01 -1.24321476e-01 -9.17498735e-02 -4.26605330e-02
-8.52209040e-02 -1.19144155e-01 -7.54336700e-02 1.87289585e-02
-1.36634241e-01 -7.00141313e-02 7.64553180e-03 -2.09988246e-01
-8.12381822e-02]
[ -1.72583121e-01 -6.78627047e-02 -2.29652840e-01 -2.72946171e-01
-1.55628478e-01 -2.04884398e-01 -3.37427439e-01 -1.11380852e-01
1.27373446e-01 -2.24441291e-01 -3.56126842e-01 -2.91833381e-01
-3.16646526e-01]
[ -3.71554384e-01 -6.14520419e-02 -1.51270649e-01 -1.27235887e-01
-4.74126832e-02 -3.13350195e-01 2.29202724e-02 -9.56033963e-02
-1.27201718e-01 5.68982304e-02 2.03816716e-02 -2.74848913e-01
-3.41874710e-01]
[ -1.64918663e-01 -1.44933943e-01 -5.18986735e-02 -1.64951743e-01
-1.29152406e-01 -2.95394211e-01 1.37846969e-02 -1.41242713e-01
-2.13919316e-01 3.90371108e-02 2.10647633e-01 -6.25699988e-02
-1.52867355e-01]
[ -1.30360679e-01 -1.74268858e-01 -1.13120644e-01 -2.89630922e-01
9.09859495e-02 -1.74063656e-02 -1.68671785e-01 -1.57908878e-01
1.20148992e-01 -8.80133933e-02 -1.34838489e-01 -9.94744772e-02
-3.09114185e-01]
[ -4.54201977e-02 -3.10575751e-02 -1.51049640e-01 -5.70209561e-02
-2.25994173e-01 6.21080217e-02 -7.88762854e-02 -5.75019173e-02
-2.35518593e-01 -1.02750805e-01 -8.81525355e-02 -3.33846999e-01
-2.13687004e-01]
[ -7.04455855e-02 2.39585998e-02 -1.28806529e-01 -3.17691066e-01
1.20508387e-01 2.04207326e-02 -2.06487836e-01 -1.48506062e-01
1.25191968e-01 -5.74175216e-02 -2.86970234e-01 -2.71486457e-01
-3.09810187e-01]
[ 7.71855585e-02 -3.07771653e-01 -8.51206018e-02 -4.54340286e-01
-2.21631722e-01 -8.98001045e-02 6.04633897e-02 9.20473340e-02
-1.66255435e-02 2.93891161e-01 -5.33761293e-01 -8.20453710e-01
4.37268615e-01]
[ -2.23249864e-01 -2.44640131e-01 -1.31877499e-01 -3.16131680e-01
-3.01194202e-01 -9.36862939e-02 2.08224128e-01 4.26965064e-02
2.88606544e-01 3.97774591e-02 -4.23216550e-01 -1.03757776e+00
6.55746935e-01]
[ -1.52980220e-02 -1.86043023e-01 2.09865111e-02 -3.16642256e-01
-1.70696731e-01 1.65243490e-01 2.02840392e-01 2.56896005e-01
-3.02304153e-02 2.34404805e-01 -2.38503712e-01 -1.10492022e+00
7.44269000e-01]
[ 1.89046207e-04 -4.49642585e-02 -1.25078337e-01 -1.42901505e-01
-1.79947647e-01 -4.73211459e-02 3.09124861e-01 1.71518014e-01
2.59188792e-01 3.73639433e-01 -5.05858981e-01 -1.05063960e+00
7.97211444e-01]
[ -8.35676884e-02 -2.79340712e-01 5.86769599e-02 -3.67435113e-01
-1.49552393e-01 1.16617154e-01 3.77186146e-01 1.42838148e-01
-6.40292143e-02 1.68632406e-01 -5.73288669e-01 -1.02678808e+00
8.77984822e-01]
[ 1.21467904e-01 -8.99583349e-02 1.59776880e-02 -1.86914173e-01
-8.35000369e-02 -1.83857162e-02 2.74346721e-01 3.83855139e-01
4.26655051e-01 2.74097065e-01 -5.73772059e-01 -9.64760352e-01
6.05436927e-01]
[ -3.11465809e-03 -1.38244506e-01 2.22611841e-02 1.36287214e-02
-9.22222158e-02 -2.83416345e-01 7.57093703e-02 3.56335749e-01
3.06121100e-03 1.23319559e-01 -2.69359188e-01 -8.03190143e-01
2.63004853e-01]
[ 8.69487184e-02 1.02068211e-01 5.98115070e-03 1.49870977e-01
-9.35677008e-02 -5.86150549e-02 -1.64001105e-01 -1.30328805e-01
-2.51867046e-01 -1.24088125e-01 -1.22574685e-01 2.18970677e-01
-3.19108682e-01]
[ 4.26154153e-02 -1.04715885e-01 1.45398416e-01 3.65657221e-01
2.48884144e-01 8.50281528e-03 -3.97749101e-01 -3.58531181e-01
-5.38050559e-02 -5.53714742e-01 2.63904879e-01 1.04193613e+00
-6.97156272e-01]
[ 2.94735046e-02 7.85669467e-02 -2.13792524e-01 8.07773790e-02
3.37099094e-02 -2.36948755e-03 -1.81639674e-01 -3.44521600e-01
-2.84832578e-01 -2.29837416e-01 -3.50343844e-02 -1.01471130e-01
-1.94201698e-01]
[ -6.21854653e-02 -2.08852037e-01 5.98410517e-02 5.71801448e-02
-1.30893553e-01 -1.35645500e-01 -3.63538078e-03 -3.93928819e-02
5.05989309e-02 -3.90960059e-01 -3.35242929e-01 -2.45118841e-01
5.26310652e-02]
[ 4.46031258e-03 -2.67444057e-01 5.28325772e-02 -2.93309016e-01
-1.89991231e-01 -2.33186564e-01 -2.98040296e-01 -2.99859673e-03
-3.82641220e-02 4.98796358e-02 -1.92002537e-01 2.25406179e-01
-3.90860735e-03]
[ 1.65319218e-01 5.55343389e-02 -1.07533380e-01 -2.87401871e-01
-5.71651633e-02 -1.03105155e-01 -2.16167644e-01 -2.47632923e-02
-2.09096923e-01 -2.59358671e-01 -2.09773063e-01 4.10052767e-01
-5.83539339e-02]
[ -1.79097973e-01 -1.78279955e-01 -1.16013078e-01 -2.72164903e-01
-4.86609424e-02 2.51570568e-02 -2.13330107e-01 -2.63725133e-01
-1.51885259e-01 -7.78988898e-02 -2.32524237e-01 2.86007167e-01
-1.41956281e-01]
[ -4.18866424e-02 -2.05818638e-01 -1.65316938e-01 -2.81234225e-01
-4.81117043e-02 4.18709114e-02 -7.50837098e-02 -8.88534631e-02
-2.41475725e-01 -3.26956248e-01 -6.98803602e-02 8.54569200e-02
3.24464686e-03]
[ 1.07959094e-01 8.15502501e-02 -1.37698971e-02 -2.35786342e-01
-3.24832399e-01 6.51967292e-03 -1.85638603e-01 -3.10331337e-01
-3.20951522e-01 -1.04137394e-02 -1.42921882e-01 1.44962729e-01
-6.24790129e-03]
[ -6.22968396e-02 -1.07259689e-02 -2.84653644e-01 -3.22944465e-02
6.91070529e-02 1.55194658e-01 -2.44511520e-01 -1.85051467e-01
-5.33612927e-02 -5.99558593e-02 1.76579085e-01 6.56966789e-01
-1.05479163e-01]
[ 1.25514541e-01 3.40799455e-01 -1.99254908e-01 7.38954435e-01
1.18585008e-01 1.09499933e-03 -2.36786434e-01 -4.00497144e-01
-2.43412394e-01 -3.45369446e-01 7.52583907e-01 9.38285689e-01
-1.17544935e+00]
[ -1.72327452e-02 1.79790502e-01 5.09053260e-02 3.39008286e-01
4.29691704e-03 -6.69182979e-02 -3.08020656e-01 -3.71305422e-01
-2.99340527e-01 -2.52502165e-01 5.88867383e-01 1.00634813e+00
-1.13335347e+00]
[ -3.74748323e-02 -1.35092005e-01 -1.50789207e-01 3.13554858e-01
-1.78563616e-01 2.36038812e-01 -6.40568057e-02 -1.98200299e-01
-2.37687020e-01 -3.92544227e-01 2.02376677e-01 5.30330852e-01
-5.43769661e-01]
[ 8.02670558e-02 -3.82451373e-01 -5.14606989e-02 7.92241725e-03
-1.14637397e-01 1.99589647e-01 6.72607081e-02 1.64174611e-01
-1.86281965e-01 -2.41578028e-02 -5.11098227e-02 3.51091039e-01
-3.12493543e-01]
[ 2.06733699e-01 -2.94048739e-01 -1.19701952e-01 -7.48230259e-02
-2.13909297e-01 1.22310175e-01 2.20918729e-02 -1.34292823e-01
-6.38643363e-02 -6.94642272e-02 -1.47022990e-01 -1.64844933e-01
-1.79667564e-01]
[ -1.34466150e-01 -7.97899774e-02 3.80257205e-02 -2.48330946e-01
-5.82058850e-02 -1.41309855e-01 4.15022005e-02 -9.99486421e-03
-9.55763568e-02 8.11746451e-03 -3.20802634e-01 -4.47077904e-01
-9.44296824e-02]
[ -1.40845661e-01 -1.36579951e-01 -6.82044039e-02 -2.79874405e-01
-3.46420171e-01 -2.88728880e-01 1.63372309e-01 1.45440328e-01
1.52521554e-02 1.24366513e-01 -2.68117334e-01 -8.40443723e-01
3.08777366e-02]
[ -1.42579238e-01 -2.50274524e-01 -3.01126750e-01 -7.08363520e-01
-2.99763016e-01 -2.08063231e-01 -2.33344770e-01 8.11576818e-03
5.09818665e-03 -4.57665303e-01 -5.79221378e-01 -5.75797869e-01
-9.59433890e-01]
[ -1.23102462e-01 1.32160928e-01 1.44231655e-02 1.13407320e-01
-2.03732538e-01 -1.75269919e-01 -1.54462052e-01 8.72382092e-03
-1.39571885e-01 -1.58164156e-01 -1.25601925e-01 -3.72953789e-01
7.65770940e-03]
[ -3.62219442e-01 -1.18165117e-01 -2.73124842e-01 2.63655503e-01
-1.99436608e-01 -2.32077859e-01 -1.03490794e-01 -1.01372010e-01
2.06780930e-02 2.30900350e-02 8.65202173e-02 -3.47149354e-01
1.46608753e-01]
[ -1.32497699e-01 -4.40526384e-02 -2.55324020e-01 1.39542553e-01
-2.24320199e-01 -2.79662449e-01 -3.72741797e-01 -2.68253846e-02
1.07306610e-02 -1.23204992e-01 -2.09934312e-01 -2.75146083e-01
5.18316455e-02]
[ -2.41230185e-01 -5.29927010e-01 -3.40945140e-01 -1.38481274e-01
-3.19060712e-01 -2.32589608e-01 -9.02490598e-02 -2.60959788e-01
3.62175755e-02 -2.58404638e-01 -8.45679566e-02 -2.95311156e-01
-2.48615750e-02]
[ -2.19915385e-01 -2.96402992e-01 -3.20110125e-01 -9.28659751e-02
-8.96544584e-02 -1.50377731e-01 -7.58715756e-02 2.36998639e-02
-1.95028148e-01 -4.98407894e-01 -2.36429523e-01 -2.30343082e-01
1.34705549e-03]
[ -9.66831922e-02 -1.75785579e-02 -2.39302606e-01 -7.92776635e-01
-2.71813260e-01 -2.58106791e-01 5.17811035e-02 -4.36202561e-01
1.32888318e-01 -1.38954557e-01 -5.92939768e-01 -3.73802814e-01
-8.39442800e-01]]
Progress: 25.4% ... Training loss: 0.214 ... Validation loss: 0.382[[-0.21007906]
[ 0.24629826]
[-0.12586332]
[ 1.10573614]
[ 0.26739395]
[-0.03996914]
[-0.85903278]
[-0.86198225]
[-0.60496648]
[-0.89278451]
[ 1.24606145]
[ 3.00158602]
[-2.10461913]]
[[ -5.23550478e-01 -4.94117345e-01 -5.88973299e-01 -5.25090641e-02
-2.94413168e-01 -5.93704671e-01 -4.20590774e-02 -2.36129931e-01
-3.52256495e-01 -3.06089327e-01 2.38805923e-01 9.58561191e-01
2.83762881e-01]
[ 7.62864891e-03 -1.37938065e-01 4.89849855e-02 -7.72079510e-02
-4.16553030e-02 5.83208638e-02 -1.16576826e-01 1.98648176e-01
-1.43722830e-01 -1.86891704e-01 -9.86103280e-02 -1.40877875e-01
2.95110345e-02]
[ -2.58704641e-01 1.34735775e-01 -2.88467943e-02 1.12935963e-01
7.61317083e-02 -1.30385289e-01 -3.50171578e-02 -1.66102343e-01
2.63533059e-01 -3.72800576e-01 1.50885811e-01 6.37541610e-01
8.33281293e-01]
[ 2.32107157e-01 -2.41465397e-01 -2.77473942e-01 5.80165666e-02
-2.78770677e-01 9.38854999e-03 3.08524936e-01 -5.13600996e-01
2.45717843e-01 -2.04735776e-01 -1.69859515e-01 -3.36510197e-01
-2.49473878e-01]
[ 1.33232154e-01 6.43911433e-04 1.15299451e-01 -1.11151506e-01
-3.05258880e-02 7.37845764e-02 -1.43349402e-01 -1.39455166e-01
8.75020637e-02 2.26680290e-01 2.77802180e-02 -1.13217910e-01
-1.29474854e-01]
[ -4.79219536e-01 -6.12300707e-01 -6.01186076e-01 -6.23502354e-01
-5.92484362e-01 -5.63917893e-01 -3.15907724e-01 -1.41842871e-01
-4.43988925e-01 -2.19609714e-01 -5.69454300e-01 -8.37049313e-01
-6.13083128e-01]
[ -4.14254352e-01 -5.93325192e-01 -3.23584153e-01 -4.12543875e-01
-4.17584179e-01 -5.62831905e-01 -4.15180776e-01 -4.79882938e-01
-2.94128317e-01 -1.15698775e-01 -4.68515184e-01 -4.62175776e-01
-4.76486176e-01]
[ -3.43328378e-01 -3.41753374e-01 -4.85163739e-01 -1.47794504e-01
-3.16248184e-01 -4.24503981e-01 -3.06613288e-01 -2.76250039e-01
-3.06728057e-01 -5.61397858e-01 -2.71023714e-01 -7.24991586e-01
-5.45299870e-01]
[ -4.68851870e-01 -3.45018015e-01 -3.83097005e-01 -1.91438548e-01
-3.34748414e-01 -2.17363819e-01 -5.21699821e-02 -4.43754113e-01
-2.56269921e-01 -4.54376286e-01 -1.59859121e-01 -2.54531843e-01
-2.05038880e-01]
[ -9.54541676e-01 -9.49181423e-01 -9.85546145e-01 -7.29112464e-01
-1.03822829e+00 -9.88070186e-01 -5.57283226e-01 -5.94317811e-01
-7.36734291e-01 -5.67976316e-01 -7.43110183e-01 -6.25991812e-01
-8.30450643e-01]
[ -5.15073219e-01 -2.67230520e-01 -4.72633506e-01 -3.44698001e-01
-3.45251116e-01 -3.63461478e-01 -6.08318544e-01 -6.09015538e-01
-6.64281944e-01 -1.06929734e-01 -5.18005563e-01 -7.53674197e-01
-5.61381538e-01]
[ -1.14807823e-01 2.22824164e-02 -3.41102763e-01 -4.55601813e-01
-1.06792846e-01 -7.37206338e-02 -1.82011533e-01 -3.80945786e-01
-1.59374281e-01 8.26552704e-02 -4.87150620e-01 -1.05921099e+00
-5.66736980e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55832638e-01 -1.21406730e-01 1.64431818e-01 -2.93662137e-01
-1.32801311e-01 1.13508859e-01 -1.15984565e-01 2.01614158e-02
-7.89067341e-02 7.69827694e-02 -2.02380326e-01 -4.20722743e-01
-3.01013550e-02]
[ -8.78033912e-02 -2.64527053e-01 -1.81019319e-01 -2.86610483e-01
-4.77362114e-01 -8.63712815e-02 -5.77984069e-02 -1.98071072e-03
-6.68106116e-02 5.92712729e-03 -2.21193017e-01 -3.71634343e-01
-2.77405758e-01]
[ -6.73573955e-02 -2.29457724e-02 -2.30276800e-01 -2.65043957e-01
1.19971876e-01 -1.61648419e-01 -1.67019723e-01 1.12522707e-01
-3.09070095e-03 1.02707408e-01 -2.00232996e-01 8.42393184e-03
-7.24073349e-02]
[ 3.65702021e-02 -1.67152594e-01 -1.49103935e-01 -8.66610100e-02
-1.24465054e-01 -1.06713586e-01 1.09343707e-01 -1.50521921e-01
-1.41707677e-02 1.96991381e-02 -3.00977733e-02 -1.42073077e-01
2.08636558e-03]
[ -2.89734642e-01 -1.42380842e-01 -7.67832931e-02 -1.13207388e-01
-3.02547023e-01 -2.75123222e-01 -3.73049719e-01 2.37301019e-02
-3.20782328e-01 -2.13929946e-01 1.61343192e-01 -1.07576232e-01
2.04693138e-01]
[ -2.25934440e-01 -1.24740841e-01 -9.15853627e-02 -4.46075214e-02
-8.56078442e-02 -1.19096453e-01 -7.46171602e-02 1.90293137e-02
-1.35845358e-01 -6.90990243e-02 5.42304344e-03 -2.16252886e-01
-7.98456580e-02]
[ -1.72663523e-01 -6.76248430e-02 -2.29783664e-01 -2.71631137e-01
-1.55432749e-01 -2.04917948e-01 -3.37568349e-01 -1.11548697e-01
1.27260832e-01 -2.25064268e-01 -3.55847084e-01 -2.93671331e-01
-3.19075777e-01]
[ -3.71433361e-01 -6.17633874e-02 -1.51167162e-01 -1.27754269e-01
-4.77199447e-02 -3.13327997e-01 2.33908455e-02 -9.52204661e-02
-1.26605378e-01 5.71121830e-02 1.97627510e-02 -2.77899081e-01
-3.43230913e-01]
[ -1.64698598e-01 -1.45048242e-01 -5.18474233e-02 -1.65368783e-01
-1.29284533e-01 -2.95371949e-01 1.41673621e-02 -1.40784469e-01
-2.13266395e-01 4.01173937e-02 2.09740445e-01 -6.16425368e-02
-1.51202997e-01]
[ -1.30540991e-01 -1.73921557e-01 -1.13287669e-01 -2.87990431e-01
9.14492429e-02 -1.74676044e-02 -1.70174669e-01 -1.59895641e-01
1.19009370e-01 -8.90150150e-02 -1.32277692e-01 -9.12255749e-02
-3.13359354e-01]
[ -4.58747008e-02 -3.03010774e-02 -1.51411013e-01 -5.54707518e-02
-2.25293839e-01 6.19858362e-02 -8.07838749e-02 -6.03402137e-02
-2.36840755e-01 -1.05613611e-01 -8.49680799e-02 -3.25397558e-01
-2.17569897e-01]
[ -7.02234175e-02 2.38448299e-02 -1.28745111e-01 -3.18684076e-01
1.20318603e-01 2.04605583e-02 -2.05297647e-01 -1.47860540e-01
1.25933678e-01 -5.71019182e-02 -2.87736101e-01 -2.73988995e-01
-3.09818051e-01]
[ 7.71027958e-02 -3.07675976e-01 -8.51684664e-02 -4.53846028e-01
-2.21541152e-01 -8.98160760e-02 6.00053029e-02 9.15805803e-02
-1.69562684e-02 2.93444669e-01 -5.33356126e-01 -8.19835412e-01
4.36099332e-01]
[ -2.23532105e-01 -2.44321941e-01 -1.32016317e-01 -3.14376946e-01
-3.00903670e-01 -9.37433253e-02 2.06392913e-01 4.17348645e-02
2.87283158e-01 3.84646072e-02 -4.21647661e-01 -1.03614470e+00
6.51526681e-01]
[ -1.52990209e-02 -1.86052057e-01 2.10080029e-02 -3.16844506e-01
-1.70720927e-01 1.65244642e-01 2.02988392e-01 2.57250266e-01
-3.02197368e-02 2.34599960e-01 -2.38904709e-01 -1.10555841e+00
7.44913340e-01]
[ -7.96020293e-05 -4.46318986e-02 -1.25237168e-01 -1.40886188e-01
-1.79638559e-01 -4.73729996e-02 3.07493702e-01 1.70136959e-01
2.57964164e-01 3.72047250e-01 -5.04200755e-01 -1.04839304e+00
7.92692644e-01]
[ -8.35996973e-02 -2.79322647e-01 5.86601107e-02 -3.67231081e-01
-1.49522620e-01 1.16610293e-01 3.76947396e-01 1.42611573e-01
-6.41109577e-02 1.68432136e-01 -5.73156224e-01 -1.02668055e+00
8.77566025e-01]
[ 1.21472379e-01 -8.99615900e-02 1.59771694e-02 -1.86933013e-01
-8.35258634e-02 -1.83830251e-02 2.74815532e-01 3.84351740e-01
4.26786383e-01 2.74038584e-01 -5.73875763e-01 -9.65319950e-01
6.05282594e-01]
[ -3.11848299e-03 -1.38243989e-01 2.22615778e-02 1.38323490e-02
-9.22310176e-02 -2.83415357e-01 7.55471397e-02 3.56181233e-01
3.04993279e-03 1.23181198e-01 -2.69301533e-01 -8.03161904e-01
2.62809318e-01]
[ 8.69445016e-02 1.02022131e-01 5.99714559e-03 1.52252335e-01
-9.34790356e-02 -5.86106285e-02 -1.65473862e-01 -1.30298929e-01
-2.52174415e-01 -1.23854398e-01 -1.19994537e-01 2.25506073e-01
-3.23713782e-01]
[ 4.29753197e-02 -1.05191301e-01 1.45575896e-01 3.62981539e-01
2.48321757e-01 8.57267897e-03 -3.94896498e-01 -3.57128719e-01
-5.19543896e-02 -5.53061236e-01 2.61218037e-01 1.03240280e+00
-6.95421437e-01]
[ 2.94553261e-02 7.86000765e-02 -2.13800600e-01 8.09292618e-02
3.37401995e-02 -2.37139103e-03 -1.81849501e-01 -3.44574504e-01
-2.84934219e-01 -2.29974467e-01 -3.47070539e-02 -1.00317982e-01
-1.94573663e-01]
[ -6.22672510e-02 -2.08816854e-01 5.97861319e-02 5.69486833e-02
-1.30855524e-01 -1.35656448e-01 -3.59419933e-03 -3.96226276e-02
5.04031767e-02 -3.91466531e-01 -3.35423489e-01 -2.45943802e-01
5.33873265e-02]
[ 4.46031258e-03 -2.67444057e-01 5.28325772e-02 -2.93309016e-01
-1.89991231e-01 -2.33186564e-01 -2.98040296e-01 -2.99859673e-03
-3.82641220e-02 4.98796358e-02 -1.92002537e-01 2.25406179e-01
-3.90860735e-03]
[ 1.65602810e-01 5.51757085e-02 -1.07437383e-01 -2.90520217e-01
-5.75628052e-02 -1.03083828e-01 -2.13801268e-01 -2.33910109e-02
-2.07617238e-01 -2.57956837e-01 -2.13668959e-01 4.00261357e-01
-5.03623780e-02]
[ -1.78741194e-01 -1.78765310e-01 -1.15788345e-01 -2.75179385e-01
-4.92513084e-02 2.52432152e-02 -2.11540409e-01 -2.62622980e-01
-1.50365766e-01 -7.54117423e-02 -2.35855952e-01 2.80139336e-01
-1.36562657e-01]
[ -4.21975195e-02 -2.05263269e-01 -1.65612579e-01 -2.81123581e-01
-4.76210631e-02 4.17670736e-02 -7.64284918e-02 -9.10770723e-02
-2.42396337e-01 -3.29067175e-01 -6.84202781e-02 9.06934940e-02
2.63465834e-03]
[ 1.08105163e-01 8.12517621e-02 -1.36535042e-02 -2.37489389e-01
-3.25090147e-01 6.55049162e-03 -1.84720966e-01 -3.09269960e-01
-3.20281591e-01 -9.34672118e-03 -1.45033073e-01 1.39470464e-01
-2.36914796e-03]
[ -6.23472981e-02 -1.01824713e-02 -2.84889491e-01 -3.05722204e-02
6.97636055e-02 1.55156316e-01 -2.45428724e-01 -1.87510368e-01
-5.43046429e-02 -6.23222982e-02 1.80597798e-01 6.66680868e-01
-1.13306007e-01]
[ 1.25444935e-01 3.40962134e-01 -1.99318468e-01 7.40148849e-01
1.18808408e-01 1.08029329e-03 -2.37290210e-01 -4.01385307e-01
-2.43665022e-01 -3.45992614e-01 7.54098066e-01 9.40669473e-01
-1.17709571e+00]
[ -1.67901380e-02 1.78958255e-01 5.12947489e-02 3.35957371e-01
3.46600966e-03 -6.68275054e-02 -3.05561522e-01 -3.68340035e-01
-2.97302059e-01 -2.49354103e-01 5.82711443e-01 9.91964494e-01
-1.12977752e+00]
[ -3.73954014e-02 -1.35114464e-01 -1.50745350e-01 3.14164169e-01
-1.78594719e-01 2.36056287e-01 -6.40845406e-02 -1.97929799e-01
-2.37872920e-01 -3.91956072e-01 2.03260875e-01 5.31774284e-01
-5.45672514e-01]
[ 8.02063123e-02 -3.82428134e-01 -5.14868685e-02 8.98619038e-03
-1.14549767e-01 1.99569801e-01 6.63885947e-02 1.63958603e-01
-1.86625414e-01 -2.46542142e-02 -5.00386470e-02 3.53203922e-01
-3.14360135e-01]
[ 2.06698489e-01 -2.94001179e-01 -1.19718697e-01 -7.39457911e-02
-2.13847482e-01 1.22303772e-01 2.17868336e-02 -1.33745528e-01
-6.42728587e-02 -6.91778071e-02 -1.46268129e-01 -1.63291809e-01
-1.82094594e-01]
[ -1.34752904e-01 -7.91917870e-02 3.77838973e-02 -2.45669601e-01
-5.76675048e-02 -1.41376528e-01 3.99795876e-02 -1.19365007e-02
-9.69610780e-02 6.97171905e-03 -3.18772811e-01 -4.42960720e-01
-1.00240098e-01]
[ -1.40802057e-01 -1.36614242e-01 -6.81806795e-02 -2.80188269e-01
-3.46465534e-01 -2.88722203e-01 1.63731806e-01 1.45784896e-01
1.54704343e-02 1.24713475e-01 -2.68566715e-01 -8.41579056e-01
3.16278119e-02]
[ -1.41712365e-01 -2.50981848e-01 -3.00844164e-01 -7.13574644e-01
-3.00630829e-01 -2.07949907e-01 -2.28062600e-01 1.35249502e-02
8.02161258e-03 -4.53186424e-01 -5.85801543e-01 -5.91222766e-01
-9.56850394e-01]
[ -1.23455423e-01 1.32676992e-01 1.42084053e-02 1.15734031e-01
-2.03254665e-01 -1.75334298e-01 -1.55841294e-01 7.08744672e-03
-1.40821483e-01 -1.59347448e-01 -1.24041515e-01 -3.72110440e-01
4.85041489e-03]
[ -3.61716513e-01 -1.18711558e-01 -2.72917153e-01 2.60771233e-01
-2.00034859e-01 -2.31992603e-01 -1.01353688e-01 -1.00656918e-01
2.23904877e-02 2.57161250e-02 8.19446624e-02 -3.58578725e-01
1.51904578e-01]
[ -1.32917797e-01 -4.37180840e-02 -2.55479697e-01 1.41950413e-01
-2.23935633e-01 -2.79732337e-01 -3.74810293e-01 -2.82673656e-02
9.18317374e-03 -1.24985238e-01 -2.08006373e-01 -2.72465831e-01
4.74792351e-02]
[ -2.41614249e-01 -5.29585702e-01 -3.41121122e-01 -1.34418972e-01
-3.18636145e-01 -2.32663129e-01 -9.34187747e-02 -2.63054367e-01
3.45285656e-02 -2.60347857e-01 -8.04976577e-02 -2.85643479e-01
-3.11629816e-02]
[ -2.19981197e-01 -2.96277723e-01 -3.20153829e-01 -9.13946368e-02
-8.95109336e-02 -1.50384876e-01 -7.63063287e-02 2.33688292e-02
-1.95209023e-01 -4.99046511e-01 -2.34813257e-01 -2.28635929e-01
7.60030051e-05]
[ -9.67019099e-02 -1.74435895e-02 -2.39398930e-01 -7.93834187e-01
-2.71616702e-01 -2.58152447e-01 5.13196852e-02 -4.38077612e-01
1.32822295e-01 -1.41241013e-01 -5.91812312e-01 -3.71390226e-01
-8.45608713e-01]]
Progress: 25.4% ... Training loss: 0.214 ... Validation loss: 0.386[[-0.19836206]
[ 0.2565756 ]
[-0.11812293]
[ 1.12650419]
[ 0.27903115]
[-0.02961303]
[-0.84246053]
[-0.85230075]
[-0.58607087]
[-0.87690018]
[ 1.2643595 ]
[ 3.03060784]
[-2.09777366]]
[[ -5.24336252e-01 -4.92325180e-01 -5.89520990e-01 -3.94878786e-02
-2.92609786e-01 -5.93857630e-01 -4.83178803e-02 -2.42045861e-01
-3.57321043e-01 -3.10841770e-01 2.53037701e-01 9.97998517e-01
2.62569473e-01]
[ 7.84349983e-03 -1.38492155e-01 4.92264509e-02 -8.00630784e-02
-4.20942122e-02 5.83653136e-02 -1.15703037e-01 2.00581515e-01
-1.42819764e-01 -1.85624487e-01 -1.01904147e-01 -1.47281412e-01
3.46740005e-02]
[ -2.58717670e-01 1.34237351e-01 -2.85239054e-02 1.16696716e-01
7.60382797e-02 -1.30348476e-01 -3.78685539e-02 -1.65617679e-01
2.62124151e-01 -3.72262891e-01 1.53705449e-01 6.54373778e-01
8.27504276e-01]
[ 2.31415978e-01 -2.40382365e-01 -2.77582398e-01 6.79039332e-02
-2.77766613e-01 9.25720512e-03 3.04225230e-01 -5.16832125e-01
2.42500203e-01 -2.02670892e-01 -1.62828243e-01 -3.26524389e-01
-2.59374133e-01]
[ 1.33277378e-01 1.13745528e-03 1.14896625e-01 -1.14990131e-01
-3.05620206e-02 7.37554554e-02 -1.42702678e-01 -1.38770206e-01
8.81324923e-02 2.22509187e-01 2.71042295e-02 -1.13974646e-01
-1.32770091e-01]
[ -4.79888522e-01 -6.11758521e-01 -6.01393001e-01 -6.20286994e-01
-5.91817985e-01 -5.64023674e-01 -3.19198304e-01 -1.43772700e-01
-4.46249994e-01 -2.22038651e-01 -5.67175716e-01 -8.32697031e-01
-6.15798785e-01]
[ -4.14538923e-01 -5.92536162e-01 -3.23942369e-01 -4.08295518e-01
-4.16738304e-01 -5.62894600e-01 -4.17590926e-01 -4.83032384e-01
-2.95671786e-01 -1.19228545e-01 -4.62208726e-01 -4.48504661e-01
-4.82733402e-01]
[ -3.43926891e-01 -3.41292144e-01 -4.85245277e-01 -1.40748275e-01
-3.15646390e-01 -4.24592420e-01 -3.11607224e-01 -2.78225153e-01
-3.10303879e-01 -5.62685639e-01 -2.65038708e-01 -7.03806930e-01
-5.56525503e-01]
[ -4.69159507e-01 -3.44663074e-01 -3.83277827e-01 -1.91610922e-01
-3.34372289e-01 -2.17429194e-01 -5.22329154e-02 -4.44257012e-01
-2.56976883e-01 -4.56235327e-01 -1.59804257e-01 -2.54445649e-01
-2.03697715e-01]
[ -9.55599327e-01 -9.48234765e-01 -9.85989853e-01 -7.20189327e-01
-1.03703169e+00 -9.88230783e-01 -5.64331154e-01 -5.99062302e-01
-7.41643109e-01 -5.73703137e-01 -7.33029272e-01 -5.94007206e-01
-8.40919355e-01]
[ -5.15114717e-01 -2.66848465e-01 -4.72740197e-01 -3.43267216e-01
-3.44862761e-01 -3.63485057e-01 -6.08797329e-01 -6.09623545e-01
-6.64977536e-01 -1.07436443e-01 -5.16709839e-01 -7.51844300e-01
-5.65276135e-01]
[ -1.15568381e-01 2.31010915e-02 -3.41379865e-01 -4.51618163e-01
-1.05887632e-01 -7.38587471e-02 -1.85242421e-01 -3.83150577e-01
-1.61857193e-01 7.97832700e-02 -4.83902342e-01 -1.05373124e+00
-5.71221021e-01]
[ -1.86209855e-02 2.04224356e-01 1.01902291e-01 7.18477277e-02
8.39514873e-02 2.59205149e-02 9.53483746e-02 -8.82878715e-02
-1.62784825e-01 -2.58004956e-01 -2.48909395e-01 2.04327714e-01
1.05677225e-01]
[ -2.55947921e-01 -1.21356504e-01 1.64381066e-01 -2.93478725e-01
-1.32768797e-01 1.13489092e-01 -1.16813486e-01 1.95471209e-02
-7.92224946e-02 7.60631366e-02 -2.02136479e-01 -4.20576120e-01
-3.06448241e-02]
[ -8.78225889e-02 -2.64521899e-01 -1.81027825e-01 -2.86413576e-01
-4.77331247e-01 -8.63720953e-02 -5.77570748e-02 -1.63275085e-03
-6.70463257e-02 6.06461495e-03 -2.21044679e-01 -3.71683901e-01
-2.77807213e-01]
[ -6.72907982e-02 -2.29334411e-02 -2.30236068e-01 -2.65003975e-01
1.19968456e-01 -1.61642720e-01 -1.67166132e-01 1.12443184e-01
-3.04752432e-03 1.03125491e-01 -2.00313579e-01 8.65880325e-03
-7.26117736e-02]
[ 3.63422166e-02 -1.66681908e-01 -1.49338593e-01 -8.45690933e-02
-1.24049133e-01 -1.06751922e-01 1.08157720e-01 -1.52342156e-01
-1.50448387e-02 1.71916848e-02 -2.64091700e-02 -1.33631026e-01
-1.72925568e-03]
[ -2.89591878e-01 -1.42716738e-01 -7.66141326e-02 -1.14069113e-01
-3.02754837e-01 -2.75097116e-01 -3.72752784e-01 2.44820346e-02
-3.20064787e-01 -2.12787401e-01 1.60357174e-01 -1.10623627e-01
2.09482132e-01]
[ -2.26162602e-01 -1.24515077e-01 -9.17820900e-02 -4.33549905e-02
-8.52910284e-02 -1.19136404e-01 -7.56193650e-02 1.81936523e-02
-1.36783025e-01 -7.10043047e-02 6.59792526e-03 -2.12195784e-01
-8.35906656e-02]
[ -1.73214273e-01 -6.66720889e-02 -2.30030377e-01 -2.64959160e-01
-1.54532239e-01 -2.05008227e-01 -3.41562021e-01 -1.15400362e-01
1.23812595e-01 -2.27024446e-01 -3.49172650e-01 -2.71378818e-01
-3.32898396e-01]
[ -3.71473127e-01 -6.17807112e-02 -1.51127494e-01 -1.26893269e-01
-4.76479832e-02 -3.13333372e-01 2.25236743e-02 -9.49265596e-02
-1.27022204e-01 5.69562387e-02 2.04930616e-02 -2.76969224e-01
-3.43639849e-01]
[ -1.64756105e-01 -1.45169212e-01 -5.18076218e-02 -1.64580104e-01
-1.29377918e-01 -2.95378251e-01 1.37911175e-02 -1.40032665e-01
-2.13493063e-01 4.04160987e-02 2.09971073e-01 -6.05759677e-02
-1.49851018e-01]
[ -1.30408040e-01 -1.74016212e-01 -1.13245273e-01 -2.88210760e-01
9.13620834e-02 -1.74401595e-02 -1.69135701e-01 -1.59284035e-01
1.19513804e-01 -8.84297297e-02 -1.32680474e-01 -9.27893074e-02
-3.12556889e-01]
[ -4.58858040e-02 -3.02877172e-02 -1.51413013e-01 -5.56826154e-02
-2.25292749e-01 6.19841375e-02 -8.07305026e-02 -6.02043998e-02
-2.36909865e-01 -1.05735086e-01 -8.51208357e-02 -3.25900559e-01
-2.17960601e-01]
[ -7.11756807e-02 2.48307881e-02 -1.29165016e-01 -3.15138992e-01
1.21430871e-01 2.02815395e-02 -2.09085245e-01 -1.51109470e-01
1.23105260e-01 -6.12195906e-02 -2.84380090e-01 -2.66700646e-01
-3.12276587e-01]
[ 7.70642422e-02 -3.07654706e-01 -8.51816726e-02 -4.53962555e-01
-2.21509591e-01 -8.98222756e-02 5.99947488e-02 9.14516316e-02
-1.69476961e-02 2.93363706e-01 -5.33519715e-01 -8.20532626e-01
4.36431513e-01]
[ -2.23624787e-01 -2.44243006e-01 -1.32048693e-01 -3.14023235e-01
-3.00827038e-01 -9.37579313e-02 2.05920034e-01 4.14010760e-02
2.86981305e-01 3.79775277e-02 -4.21359925e-01 -1.03591794e+00
6.50831867e-01]
[ -1.52595526e-02 -1.86084132e-01 2.10277141e-02 -3.17070345e-01
-1.70770549e-01 1.65253209e-01 2.03252786e-01 2.57492271e-01
-3.00428158e-02 2.34899081e-01 -2.39239128e-01 -1.10614349e+00
7.45714738e-01]
[ -5.49458255e-05 -4.46235349e-02 -1.25240724e-01 -1.40919808e-01
-1.79633258e-01 -4.73736607e-02 3.07772722e-01 1.70196903e-01
2.58093116e-01 3.72169023e-01 -5.04348064e-01 -1.04892070e+00
7.93049432e-01]
[ -8.37389719e-02 -2.79185702e-01 5.85922274e-02 -3.66691022e-01
-1.49410358e-01 1.16581965e-01 3.76524084e-01 1.42400232e-01
-6.44209399e-02 1.67724178e-01 -5.72721779e-01 -1.02679038e+00
8.76421531e-01]
[ 1.21438280e-01 -8.99103550e-02 1.59567016e-02 -1.86694031e-01
-8.34861330e-02 -1.83881464e-02 2.74661305e-01 3.84113103e-01
4.26609298e-01 2.73853617e-01 -5.73712383e-01 -9.65048087e-01
6.04676577e-01]
[ -3.09804445e-03 -1.38254514e-01 2.22650406e-02 1.38723353e-02
-9.22347763e-02 -2.83411991e-01 7.54699366e-02 3.56019083e-01
3.04144436e-03 1.23017273e-01 -2.69180990e-01 -8.02966275e-01
2.62611916e-01]
[ 8.64586063e-02 1.02684744e-01 5.81991637e-03 1.57471659e-01
-9.28959593e-02 -5.86794393e-02 -1.68577395e-01 -1.32191484e-01
-2.54540883e-01 -1.25531974e-01 -1.15511302e-01 2.38808194e-01
-3.31780467e-01]
[ 4.22149718e-02 -1.04481558e-01 1.45271149e-01 3.67981751e-01
2.49208918e-01 8.44386834e-03 -3.98272769e-01 -3.59573932e-01
-5.45279932e-02 -5.55750267e-01 2.65707054e-01 1.04100251e+00
-6.99183572e-01]
[ 2.97002371e-02 7.82109147e-02 -2.13650648e-01 7.92038025e-02
3.33138012e-02 -2.32383718e-03 -1.80532580e-01 -3.43045099e-01
-2.84230476e-01 -2.28424684e-01 -3.67663857e-02 -1.05564552e-01
-1.91720037e-01]
[ -6.22465627e-02 -2.08864224e-01 5.98055506e-02 5.66927662e-02
-1.30879003e-01 -1.35650682e-01 -3.43157123e-03 -3.95244276e-02
5.04755569e-02 -3.91404149e-01 -3.35647740e-01 -2.46368819e-01
5.39052799e-02]
[ 4.66981587e-03 -2.67489351e-01 5.28778838e-02 -2.94614573e-01
-1.90074873e-01 -2.33164941e-01 -2.97442238e-01 -2.64549669e-03
-3.78356418e-02 5.07651378e-02 -1.93147362e-01 2.23745169e-01
-1.96868863e-03]
[ 1.65587430e-01 5.50061735e-02 -1.07386696e-01 -2.91809192e-01
-5.77285363e-02 -1.03087108e-01 -2.13230083e-01 -2.26163057e-02
-2.07286542e-01 -2.57703237e-01 -2.15538140e-01 3.95324950e-01
-4.62931484e-02]
[ -1.79075162e-01 -1.78290629e-01 -1.16013798e-01 -2.74457709e-01
-4.87285006e-02 2.51638015e-02 -2.12919218e-01 -2.64368572e-01
-1.51370028e-01 -7.77016959e-02 -2.34458044e-01 2.84354452e-01
-1.37441977e-01]
[ -4.24347315e-02 -2.05031392e-01 -1.65677395e-01 -2.80102801e-01
-4.73454971e-02 4.17278791e-02 -7.79046492e-02 -9.23560385e-02
-2.43880990e-01 -3.29563363e-01 -6.69691087e-02 9.84881015e-02
-5.53980738e-04]
[ 1.07876497e-01 8.14917572e-02 -1.38309467e-02 -2.37963177e-01
-3.24880445e-01 6.51983760e-03 -1.85429868e-01 -3.10441982e-01
-3.20634185e-01 -1.20013145e-02 -1.44059610e-01 1.44804095e-01
-3.09056435e-03]
[ -6.23935736e-02 -1.00766353e-02 -2.84893305e-01 -3.00606743e-02
6.98649903e-02 1.55146397e-01 -2.45831268e-01 -1.87544107e-01
-5.45109439e-02 -6.26069491e-02 1.80981768e-01 6.67460069e-01
-1.13962918e-01]
[ 1.25057966e-01 3.41346647e-01 -1.99482884e-01 7.44908693e-01
1.19489281e-01 1.01801936e-03 -2.39874463e-01 -4.03664508e-01
-2.45037313e-01 -3.48687804e-01 7.59767118e-01 9.52624722e-01
-1.18139715e+00]
[ -1.66241285e-02 1.78708602e-01 5.14098481e-02 3.35145165e-01
3.23066230e-03 -6.67977100e-02 -3.05002710e-01 -3.67106804e-01
-2.96768373e-01 -2.48272579e-01 5.81249593e-01 9.88223917e-01
-1.12927973e+00]
[ -3.73072398e-02 -1.35028186e-01 -1.50761288e-01 3.17090764e-01
-1.78505127e-01 2.36073714e-01 -6.49821684e-02 -1.98473231e-01
-2.38390345e-01 -3.91542334e-01 2.06463617e-01 5.39144723e-01
-5.52537272e-01]
[ 8.02129958e-02 -3.82465482e-01 -5.14637278e-02 8.72765530e-03
-1.14612275e-01 1.99573801e-01 6.65157366e-02 1.64276678e-01
-1.86493613e-01 -2.44900226e-02 -5.04724988e-02 3.51882442e-01
-3.13554247e-01]
[ 2.06885164e-01 -2.94117590e-01 -1.19664348e-01 -7.49352684e-02
-2.14004199e-01 1.22332262e-01 2.29152069e-02 -1.33343625e-01
-6.36614340e-02 -6.82690636e-02 -1.47494200e-01 -1.66422432e-01
-1.80535155e-01]
[ -1.34767878e-01 -7.92006762e-02 3.77746869e-02 -2.45501977e-01
-5.76436104e-02 -1.41380530e-01 3.97891486e-02 -1.17642254e-02
-9.71315373e-02 6.88498289e-03 -3.18648485e-01 -4.42453047e-01
-1.00791837e-01]
[ -1.40854660e-01 -1.36552879e-01 -6.82087523e-02 -2.79865139e-01
-3.46407702e-01 -2.88729807e-01 1.63224383e-01 1.45510349e-01
1.51019252e-02 1.24366399e-01 -2.68058112e-01 -8.40455324e-01
3.06820235e-02]
[ -1.41849587e-01 -2.50678194e-01 -3.00905306e-01 -7.12505877e-01
-3.00275701e-01 -2.07978479e-01 -2.29129513e-01 1.22160724e-02
6.89455523e-03 -4.53200503e-01 -5.84580477e-01 -5.84075564e-01
-9.60706091e-01]
[ -1.23430613e-01 1.32324876e-01 1.43682109e-02 1.15204447e-01
-2.03489079e-01 -1.75322154e-01 -1.55512900e-01 8.97437909e-03
-1.40805134e-01 -1.58908517e-01 -1.25534694e-01 -3.75511658e-01
7.94359165e-03]
[ -3.62062808e-01 -1.18323897e-01 -2.73056260e-01 2.64208384e-01
-1.99600046e-01 -2.32052609e-01 -1.03584280e-01 -1.02318078e-01
2.07433910e-02 2.35515906e-02 8.53498727e-02 -3.50927787e-01
1.47801021e-01]
[ -1.33483624e-01 -4.30956117e-02 -2.55625437e-01 1.45128912e-01
-2.23298020e-01 -2.79826298e-01 -3.77211997e-01 -2.94864560e-02
7.24215505e-03 -1.26209955e-01 -2.06201395e-01 -2.68012611e-01
4.45546951e-02]
[ -2.42129039e-01 -5.29077329e-01 -3.41337744e-01 -1.28380287e-01
-3.17979162e-01 -2.32750720e-01 -9.72313534e-02 -2.65081573e-01
3.25190272e-02 -2.62428903e-01 -7.45869571e-02 -2.73521518e-01
-3.55389321e-02]
[ -2.19914139e-01 -2.96140076e-01 -3.20142162e-01 -8.96910895e-02
-8.93593600e-02 -1.50373664e-01 -7.65789048e-02 2.31080095e-02
-1.95399997e-01 -4.98339705e-01 -2.32765597e-01 -2.26580529e-01
-2.31375227e-03]
[ -9.70893505e-02 -1.69038908e-02 -2.39835294e-01 -7.94393680e-01
-2.71128229e-01 -2.58227961e-01 5.00180564e-02 -4.41044680e-01
1.31634308e-01 -1.46007905e-01 -5.90083835e-01 -3.62123482e-01
-8.49899741e-01]]
Progress: 25.5% ... Training loss: 0.223 ... Validation loss: 0.405[[-0.20904308]
[ 0.24374426]
[-0.13085273]
[ 1.11593509]
[ 0.26806082]
[-0.04259862]
[-0.85621854]
[-0.87249729]
[-0.60172133]
[-0.89597896]
[ 1.25419602]
[ 3.02035799]
[-2.12220947]]
[[ -5.24523367e-01 -4.91402828e-01 -5.89673926e-01 -3.69571955e-02
-2.91651551e-01 -5.93883541e-01 -4.83556738e-02 -2.43237978e-01
-3.57238649e-01 -3.09968654e-01 2.57001403e-01 1.00655239e+00
2.62775687e-01]
[ 7.69832222e-03 -1.38269608e-01 4.91282242e-02 -7.91494997e-02
-4.18959536e-02 5.83436643e-02 -1.16311734e-01 1.99129425e-01
-1.43169265e-01 -1.86745131e-01 -1.00398784e-01 -1.44306690e-01
3.29206084e-02]
[ -2.59465099e-01 1.33317403e-01 -2.84636025e-02 1.12141293e-01
7.56666334e-02 -1.30413767e-01 -3.92829384e-02 -1.64778760e-01
2.65135066e-01 -3.73701048e-01 1.49463022e-01 6.32155773e-01
8.50326753e-01]
[ 2.30583638e-01 -2.37718148e-01 -2.78941781e-01 7.81811535e-02
-2.75135444e-01 9.04778759e-03 3.02510083e-01 -5.27391266e-01
2.38291413e-01 -2.14623344e-01 -1.48127512e-01 -2.85713439e-01
-2.77896349e-01]
[ 1.33032881e-01 2.55798040e-04 1.15308075e-01 -1.16253836e-01
-3.13893275e-02 7.37817098e-02 -1.45421114e-01 -1.34840518e-01
8.83501281e-02 2.25040273e-01 1.92357019e-02 -1.34793367e-01
-1.26428509e-01]
[ -4.79052030e-01 -6.12850266e-01 -6.00897051e-01 -6.24475214e-01
-5.92878551e-01 -5.63886376e-01 -3.14934901e-01 -1.38237857e-01
-4.43837087e-01 -2.16406318e-01 -5.73123350e-01 -8.46080690e-01
-6.12703951e-01]
[ -4.14500036e-01 -5.92795468e-01 -3.23734850e-01 -4.10767249e-01
-4.17186804e-01 -5.62871457e-01 -4.17960848e-01 -4.81462291e-01
-2.95769207e-01 -1.17956604e-01 -4.63670617e-01 -4.53803581e-01
-4.80900505e-01]
[ -3.43639276e-01 -3.42069048e-01 -4.84940602e-01 -1.43133953e-01
-3.16226295e-01 -4.24538821e-01 -3.09867387e-01 -2.74928084e-01
-3.07169114e-01 -5.60115223e-01 -2.68446442e-01 -7.18140064e-01
-5.45046315e-01]
[ -4.68685065e-01 -3.45075335e-01 -3.83099487e-01 -1.95330862e-01
-3.34771828e-01 -2.17350490e-01 -4.96510315e-02 -4.43294857e-01
-2.55478602e-01 -4.54075628e-01 -1.62327592e-01 -2.55285449e-01
-2.00273379e-01]
[ -9.54676276e-01 -9.50205348e-01 -9.85148090e-01 -7.30968016e-01
-1.03890411e+00 -9.88064361e-01 -5.58695884e-01 -5.90828286e-01
-7.36231937e-01 -5.65827682e-01 -7.44172861e-01 -6.23350526e-01
-8.19578492e-01]
[ -5.14250068e-01 -2.67645037e-01 -4.72267989e-01 -3.46765960e-01
-3.45808941e-01 -3.63335942e-01 -6.05316447e-01 -6.05578251e-01
-6.62622019e-01 -1.02514976e-01 -5.20379197e-01 -7.58439691e-01
-5.62127585e-01]
[ -1.15674911e-01 2.32958760e-02 -3.41489805e-01 -4.50218276e-01
-1.05588576e-01 -7.38757841e-02 -1.85928070e-01 -3.83905116e-01
-1.62545173e-01 7.88422360e-02 -4.82543339e-01 -1.05178361e+00
-5.75701768e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55740655e-01 -1.21644229e-01 1.64549991e-01 -2.94520346e-01
-1.33096722e-01 1.13528362e-01 -1.15408648e-01 2.17351074e-02
-7.86284042e-02 7.79853339e-02 -2.04085598e-01 -4.26676859e-01
-2.91124925e-02]
[ -8.71942809e-02 -2.65347767e-01 -1.80660572e-01 -2.89430502e-01
-4.78135416e-01 -8.62688209e-02 -5.52205374e-02 1.99638797e-03
-6.53211327e-02 9.84994597e-03 -2.25158043e-01 -3.79377326e-01
-2.75591354e-01]
[ -6.72792585e-02 -2.29148369e-02 -2.30232362e-01 -2.64720307e-01
1.20000168e-01 -1.61638000e-01 -1.67037425e-01 1.12412357e-01
-3.18980105e-03 1.03019829e-01 -1.99466444e-01 1.00595966e-02
-7.30557674e-02]
[ 3.67300701e-02 -1.67113163e-01 -1.49052340e-01 -8.76299413e-02
-1.24709777e-01 -1.06700757e-01 1.09413089e-01 -1.49617856e-01
-1.39977794e-02 1.95977008e-02 -2.97057150e-02 -1.43260490e-01
1.61772666e-03]
[ -2.89543401e-01 -1.42737944e-01 -7.66018192e-02 -1.14342670e-01
-3.02787414e-01 -2.75092503e-01 -3.72416151e-01 2.45697185e-02
-3.19799018e-01 -2.12391695e-01 1.60124978e-01 -1.10702729e-01
2.10148126e-01]
[ -2.26559537e-01 -1.24452162e-01 -9.18330664e-02 -4.35444651e-02
-8.51818170e-02 -1.19170569e-01 -7.73519810e-02 1.77108969e-02
-1.37722125e-01 -7.16891305e-02 6.79553204e-03 -2.11426734e-01
-8.29734452e-02]
[ -1.72866113e-01 -6.75789239e-02 -2.29749559e-01 -2.69075698e-01
-1.55340795e-01 -2.04950284e-01 -3.39252322e-01 -1.12428455e-01
1.26418501e-01 -2.25289129e-01 -3.53829817e-01 -2.85612776e-01
-3.22308775e-01]
[ -3.71273020e-01 -6.22997833e-02 -1.50945562e-01 -1.27659219e-01
-4.80500587e-02 -3.13300159e-01 2.37832731e-02 -9.34648773e-02
-1.25689433e-01 5.84954042e-02 1.82995593e-02 -2.86888239e-01
-3.40360227e-01]
[ -1.64997970e-01 -1.44365359e-01 -5.20314683e-02 -1.61938449e-01
-1.28519761e-01 -2.95423830e-01 1.21616317e-02 -1.42545017e-01
-2.14307781e-01 3.91987959e-02 2.14848346e-01 -4.54475581e-02
-1.55176915e-01]
[ -1.30284966e-01 -1.74068331e-01 -1.13223976e-01 -2.89308240e-01
9.12666075e-02 -1.74176885e-02 -1.68521975e-01 -1.59318904e-01
1.19880936e-01 -8.79910572e-02 -1.33337719e-01 -9.23088115e-02
-3.10792291e-01]
[ -4.56418565e-02 -3.06078105e-02 -1.51279026e-01 -5.74256224e-02
-2.25588071e-01 6.20316576e-02 -7.95520654e-02 -5.90081434e-02
-2.36302283e-01 -1.04593141e-01 -8.70273488e-02 -3.29434418e-01
-2.16514007e-01]
[ -7.10981790e-02 2.47693720e-02 -1.29160192e-01 -3.15524482e-01
1.21370029e-01 2.02898387e-02 -2.08531487e-01 -1.50943462e-01
1.23404385e-01 -6.09417606e-02 -2.84637048e-01 -2.67145346e-01
-3.12134264e-01]
[ 7.71287675e-02 -3.07705445e-01 -8.51593723e-02 -4.54529851e-01
-2.21581177e-01 -8.98155410e-02 6.06104118e-02 9.17806333e-02
-1.66014995e-02 2.93685202e-01 -5.34080233e-01 -8.21840839e-01
4.37966781e-01]
[ -2.23639223e-01 -2.44262216e-01 -1.32042563e-01 -3.14144153e-01
-3.00843604e-01 -9.37581584e-02 2.05911788e-01 4.14632536e-02
2.87040455e-01 3.79749475e-02 -4.21510921e-01 -1.03617234e+00
6.51354932e-01]
[ -1.52413789e-02 -1.86100914e-01 2.10358264e-02 -3.17202533e-01
-1.70790831e-01 1.65256233e-01 2.03400970e-01 2.57589323e-01
-2.99699075e-02 2.34981632e-01 -2.39386702e-01 -1.10630261e+00
7.46059131e-01]
[ -3.09439335e-05 -4.46387409e-02 -1.25236305e-01 -1.40979800e-01
-1.79651846e-01 -4.73697983e-02 3.07921903e-01 1.70284995e-01
2.58177118e-01 3.72217011e-01 -5.04373822e-01 -1.04895209e+00
7.93127631e-01]
[ -8.37867382e-02 -2.79146567e-01 5.85643645e-02 -3.66692654e-01
-1.49380288e-01 1.16577737e-01 3.76615351e-01 1.42333344e-01
-6.44920243e-02 1.67348249e-01 -5.72649763e-01 -1.02780400e+00
8.76744895e-01]
[ 1.21632586e-01 -9.01390208e-02 1.60339978e-02 -1.88223595e-01
-8.37296510e-02 -1.83673453e-02 2.76214742e-01 3.85302308e-01
4.27645808e-01 2.74841808e-01 -5.75179923e-01 -9.68117819e-01
6.08221769e-01]
[ -3.23601491e-03 -1.38041548e-01 2.21911377e-02 1.47411289e-02
-9.20329628e-02 -2.83427964e-01 7.49453566e-02 3.55511338e-01
2.52930855e-03 1.22371495e-01 -2.68340151e-01 -8.02378097e-01
2.60898385e-01]
[ 8.66997077e-02 1.02534728e-01 5.88142032e-03 1.56601715e-01
-9.30563380e-02 -5.86539278e-02 -1.67633265e-01 -1.31919274e-01
-2.53932872e-01 -1.24895177e-01 -1.15852145e-01 2.38275287e-01
-3.31623872e-01]
[ 4.27872802e-02 -1.04882588e-01 1.45576473e-01 3.66681196e-01
2.48683517e-01 8.51394324e-03 -3.96892233e-01 -3.57473056e-01
-5.32612200e-02 -5.52953011e-01 2.63842295e-01 1.03594178e+00
-6.99559500e-01]
[ 2.97266323e-02 7.81384072e-02 -2.13616260e-01 7.94326193e-02
3.32424261e-02 -2.31829981e-03 -1.80312023e-01 -3.42895453e-01
-2.83991657e-01 -2.28307244e-01 -3.68968960e-02 -1.06313616e-01
-1.91505644e-01]
[ -6.22016202e-02 -2.08948082e-01 5.98576468e-02 5.59725826e-02
-1.30942544e-01 -1.35642174e-01 -3.20341266e-03 -3.87725812e-02
5.07969225e-02 -3.91108236e-01 -3.35908512e-01 -2.47235431e-01
5.50705513e-02]
[ 4.66111297e-03 -2.67571176e-01 5.29104263e-02 -2.95682762e-01
-1.90193463e-01 -2.33167195e-01 -2.97458560e-01 -2.27595088e-03
-3.78791223e-02 5.13653652e-02 -1.94693130e-01 2.22263124e-01
7.33336961e-04]
[ 1.65514503e-01 5.47091861e-02 -1.07358919e-01 -2.93385368e-01
-5.79070792e-02 -1.03088555e-01 -2.13137588e-01 -2.27574508e-02
-2.06938837e-01 -2.58140560e-01 -2.16618234e-01 3.94953721e-01
-4.39404864e-02]
[ -1.78627458e-01 -1.79015303e-01 -1.15675279e-01 -2.78509023e-01
-4.95324194e-02 2.52421022e-02 -2.10830630e-01 -2.62708615e-01
-1.49025293e-01 -7.40948190e-02 -2.38478512e-01 2.74085765e-01
-1.29535126e-01]
[ -4.28206598e-02 -2.04748222e-01 -1.65849386e-01 -2.79722615e-01
-4.70113661e-02 4.16816736e-02 -8.02786816e-02 -9.37202367e-02
-2.45022028e-01 -3.31652206e-01 -6.50361187e-02 1.04206246e-01
-1.88796757e-03]
[ 1.07978358e-01 8.12407251e-02 -1.37519377e-02 -2.39382370e-01
-3.25090790e-01 6.53602101e-03 -1.84620832e-01 -3.09468986e-01
-3.19976260e-01 -1.11705007e-02 -1.46064808e-01 1.40023319e-01
4.15294458e-04]
[ -6.23580293e-02 -1.02077636e-02 -2.84862545e-01 -3.06326497e-02
6.97522255e-02 1.55154104e-01 -2.45655529e-01 -1.87287946e-01
-5.41469673e-02 -6.22693036e-02 1.80336771e-01 6.65617587e-01
-1.12697000e-01]
[ 1.24903986e-01 3.41889522e-01 -1.99578193e-01 7.48444813e-01
1.20060293e-01 1.00189244e-03 -2.41288013e-01 -4.04897869e-01
-2.45697706e-01 -3.49464218e-01 7.63455294e-01 9.58351793e-01
-1.18724646e+00]
[ -1.64997528e-02 1.78534601e-01 5.14926345e-02 3.34807054e-01
3.08909925e-03 -6.67774790e-02 -3.04688431e-01 -3.66267238e-01
-2.96596197e-01 -2.47444195e-01 5.80584804e-01 9.86892843e-01
-1.12952516e+00]
[ -3.69633437e-02 -1.35659082e-01 -1.50494951e-01 3.15013334e-01
-1.79040588e-01 2.36151445e-01 -6.30920342e-02 -1.95683566e-01
-2.37545345e-01 -3.89006419e-01 2.03574754e-01 5.30895255e-01
-5.51134757e-01]
[ 8.02933963e-02 -3.82590598e-01 -5.14070242e-02 8.22465860e-03
-1.14803674e-01 1.99589103e-01 6.66499923e-02 1.64895340e-01
-1.86451581e-01 -2.40954177e-02 -5.08752441e-02 3.51204990e-01
-3.12934410e-01]
[ 2.06888272e-01 -2.94116839e-01 -1.19646207e-01 -7.46490925e-02
-2.14020702e-01 1.22335442e-01 2.28667578e-02 -1.32946839e-01
-6.37374149e-02 -6.79413967e-02 -1.47424816e-01 -1.66678735e-01
-1.80943527e-01]
[ -1.34864047e-01 -7.90959775e-02 3.77198416e-02 -2.45012717e-01
-5.75106175e-02 -1.41393622e-01 3.93824278e-02 -1.17663644e-02
-9.75573913e-02 6.50543697e-03 -3.18133452e-01 -4.42026397e-01
-1.01950064e-01]
[ -1.40621990e-01 -1.36823017e-01 -6.81025015e-02 -2.81512401e-01
-3.46665907e-01 -2.88700198e-01 1.65395847e-01 1.47246540e-01
1.61731387e-02 1.25957437e-01 -2.70314951e-01 -8.44465580e-01
3.39566521e-02]
[ -1.41108676e-01 -2.50798165e-01 -3.00754531e-01 -7.13718871e-01
-3.00215091e-01 -2.07900799e-01 -2.27716386e-01 1.15023878e-02
7.64045457e-03 -4.50572419e-01 -5.82519424e-01 -5.71755931e-01
-9.70683968e-01]
[ -1.23446491e-01 1.32474767e-01 1.44071598e-02 1.16078774e-01
-2.03348971e-01 -1.75315934e-01 -1.55523840e-01 8.90429692e-03
-1.40057009e-01 -1.58834247e-01 -1.24140440e-01 -3.76346425e-01
1.03684418e-02]
[ -3.61961289e-01 -1.18948666e-01 -2.72835403e-01 2.61461642e-01
-2.00219120e-01 -2.32027408e-01 -1.02691147e-01 -9.95219215e-02
2.19003375e-02 2.58462759e-02 8.10332774e-02 -3.61453833e-01
1.55532229e-01]
[ -1.33351059e-01 -4.36023815e-02 -2.55440640e-01 1.42115187e-01
-2.23894887e-01 -2.79793066e-01 -3.75720127e-01 -2.71104800e-02
8.70359826e-03 -1.24907378e-01 -2.09870891e-01 -2.80316796e-01
5.20131196e-02]
[ -2.41798149e-01 -5.29732208e-01 -3.41038892e-01 -1.32422581e-01
-3.18735759e-01 -2.32686182e-01 -9.46376701e-02 -2.62102247e-01
3.46540577e-02 -2.59778714e-01 -8.02201873e-02 -2.89015238e-01
-2.50777655e-02]
[ -2.19653218e-01 -2.96270443e-01 -3.20021105e-01 -9.06081899e-02
-8.95686136e-02 -1.50326266e-01 -7.48782412e-02 2.51346718e-02
-1.94909316e-01 -4.96741547e-01 -2.33617166e-01 -2.29502587e-01
-7.08531075e-04]
[ -9.70028419e-02 -1.75572449e-02 -2.39664096e-01 -7.96100718e-01
-2.71635664e-01 -2.58189486e-01 5.01517196e-02 -4.39074872e-01
1.31844717e-01 -1.44921479e-01 -5.92408847e-01 -3.66217851e-01
-8.49771480e-01]]
Progress: 25.6% ... Training loss: 0.216 ... Validation loss: 0.392[[-0.20687038]
[ 0.25612766]
[-0.11949735]
[ 1.13282832]
[ 0.28083984]
[-0.03894539]
[-0.85404463]
[-0.85515363]
[-0.59111145]
[-0.88506457]
[ 1.27737872]
[ 3.06255536]
[-2.1033405 ]]
[[ -5.25001633e-01 -4.89871919e-01 -5.90342697e-01 -2.67857924e-02
-2.89733367e-01 -5.94028474e-01 -5.05975490e-02 -2.49516967e-01
-3.60189347e-01 -3.14384951e-01 2.70398385e-01 1.04288439e+00
2.47156874e-01]
[ 7.17337698e-03 -1.37264215e-01 4.86741881e-02 -7.43297249e-02
-4.09734884e-02 5.82338159e-02 -1.18815319e-01 1.96125308e-01
-1.45097725e-01 -1.89180195e-01 -9.45832797e-02 -1.29170046e-01
2.22203870e-02]
[ -2.61446460e-01 1.37607463e-01 -3.02946205e-02 1.30731056e-01
7.97710756e-02 -1.30864965e-01 -5.06766223e-02 -1.79856531e-01
2.55635500e-01 -3.86993530e-01 1.73075308e-01 6.89230691e-01
8.06242985e-01]
[ 2.33001368e-01 -2.41834323e-01 -2.77321186e-01 6.22505050e-02
-2.79380362e-01 9.56382976e-03 3.15295232e-01 -5.13004297e-01
2.48894779e-01 -2.02337353e-01 -1.68990092e-01 -3.42113165e-01
-2.48280493e-01]
[ 1.31384301e-01 3.10523825e-03 1.14174124e-01 -1.02697792e-01
-2.84108225e-02 7.34261652e-02 -1.56744820e-01 -1.48576048e-01
8.12307964e-02 2.14052020e-01 3.74487742e-02 -8.63378866e-02
-1.56026655e-01]
[ -4.79495272e-01 -6.12353658e-01 -6.01183864e-01 -6.22121245e-01
-5.92089478e-01 -5.63980140e-01 -3.17220659e-01 -1.42707189e-01
-4.45462662e-01 -2.20496780e-01 -5.68714752e-01 -8.31955570e-01
-6.18259143e-01]
[ -4.14763986e-01 -5.91950215e-01 -3.24127062e-01 -4.07197096e-01
-4.16470263e-01 -5.62936869e-01 -4.18948212e-01 -4.83244167e-01
-2.97282403e-01 -1.19623018e-01 -4.59709981e-01 -4.43019372e-01
-4.84239189e-01]
[ -3.44358481e-01 -3.40233579e-01 -4.85736196e-01 -1.33385522e-01
-3.14261487e-01 -4.24720170e-01 -3.14282157e-01 -2.82007574e-01
-3.11299793e-01 -5.65291336e-01 -2.56252979e-01 -6.86262902e-01
-5.69519935e-01]
[ -4.67939465e-01 -3.45929735e-01 -3.82799356e-01 -1.99753741e-01
-3.35519877e-01 -2.17188312e-01 -4.59186391e-02 -4.40694562e-01
-2.53477782e-01 -4.51208965e-01 -1.66660714e-01 -2.63506871e-01
-1.96553742e-01]
[ -9.55497759e-01 -9.48524781e-01 -9.85882726e-01 -7.21253241e-01
-1.03687389e+00 -9.88231664e-01 -5.63299945e-01 -5.98418469e-01
-7.41171351e-01 -5.71377995e-01 -7.30807061e-01 -5.78321527e-01
-8.36485777e-01]
[ -5.14899348e-01 -2.66039602e-01 -4.72991321e-01 -3.41117986e-01
-3.44244010e-01 -3.63480054e-01 -6.08600809e-01 -6.10052156e-01
-6.65319828e-01 -1.07545148e-01 -5.12670832e-01 -7.43096656e-01
-5.76969574e-01]
[ -1.14884945e-01 2.23328033e-02 -3.41206325e-01 -4.54331353e-01
-1.06461359e-01 -7.37427175e-02 -1.81995146e-01 -3.82571430e-01
-1.60176580e-01 8.13563941e-02 -4.87387928e-01 -1.06359058e+00
-5.73600353e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55839461e-01 -1.21561314e-01 1.64456233e-01 -2.93997448e-01
-1.32932519e-01 1.13501857e-01 -1.15576383e-01 2.09433435e-02
-7.87507606e-02 7.73299564e-02 -2.03112907e-01 -4.23637855e-01
-2.89551980e-02]
[ -8.71573910e-02 -2.65389845e-01 -1.80633764e-01 -2.89623024e-01
-4.78181233e-01 -8.62608993e-02 -5.50635336e-02 2.34980260e-03
-6.52726876e-02 1.01731803e-02 -2.25559205e-01 -3.80285596e-01
-2.75451651e-01]
[ -6.76553199e-02 -2.24420697e-02 -2.30413528e-01 -2.63069915e-01
1.20623489e-01 -1.61713475e-01 -1.69140123e-01 1.08932808e-01
-4.62398174e-03 9.97218804e-02 -1.96279139e-01 1.97854570e-02
-7.74045814e-02]
[ 3.67544674e-02 -1.67047254e-01 -1.49070204e-01 -8.78651717e-02
-1.24627882e-01 -1.06697150e-01 1.09499242e-01 -1.49675290e-01
-1.44108218e-02 1.99443083e-02 -2.94709544e-02 -1.37985175e-01
1.43930451e-03]
[ -2.89468196e-01 -1.42786383e-01 -7.65829013e-02 -1.15467357e-01
-3.02976575e-01 -2.75082049e-01 -3.71074544e-01 2.51249011e-02
-3.19077773e-01 -2.11573025e-01 1.58623939e-01 -1.16383058e-01
2.14562640e-01]
[ -2.27306182e-01 -1.22936790e-01 -9.25284373e-02 -3.51275460e-02
-8.35976726e-02 -1.19331084e-01 -8.23967798e-02 1.20536866e-02
-1.41460600e-01 -7.68017171e-02 1.68960837e-02 -1.87232548e-01
-9.97963108e-02]
[ -1.73195293e-01 -6.68396698e-02 -2.30005227e-01 -2.65586183e-01
-1.54598585e-01 -2.05020783e-01 -3.41079143e-01 -1.14577372e-01
1.24078674e-01 -2.26869180e-01 -3.49785305e-01 -2.73910179e-01
-3.29412265e-01]
[ -3.70878400e-01 -6.27336666e-02 -1.50772721e-01 -1.30351485e-01
-4.84751021e-02 -3.13236869e-01 2.56964278e-02 -9.18821490e-02
-1.24288012e-01 5.92566124e-02 1.57037673e-02 -2.93479674e-01
-3.38253500e-01]
[ -1.65573835e-01 -1.43332597e-01 -5.25489536e-02 -1.55610144e-01
-1.27433817e-01 -2.95544691e-01 9.29428388e-03 -1.46612530e-01
-2.16244033e-01 3.59716531e-02 2.21809447e-01 -2.89853879e-02
-1.67249023e-01]
[ -1.30287291e-01 -1.74185835e-01 -1.13205553e-01 -2.90034196e-01
9.11716233e-02 -1.74113099e-02 -1.68127976e-01 -1.59087084e-01
1.20129420e-01 -8.79915794e-02 -1.34450358e-01 -9.51749974e-02
-3.10161224e-01]
[ -4.50564443e-02 -3.11798467e-02 -1.51062000e-01 -6.03466890e-02
-2.26030696e-01 6.21508053e-02 -7.68786599e-02 -5.75801484e-02
-2.34831395e-01 -1.02368208e-01 -8.96141834e-02 -3.33134886e-01
-2.13330865e-01]
[ -7.07666185e-02 2.43972643e-02 -1.29027383e-01 -3.16791108e-01
1.21008314e-01 2.03545449e-02 -2.07042909e-01 -1.49622616e-01
1.24229405e-01 -5.96091123e-02 -2.85710927e-01 -2.69232723e-01
-3.11888873e-01]
[ 7.70416889e-02 -3.07579649e-01 -8.52069269e-02 -4.54711977e-01
-2.21479863e-01 -8.98316422e-02 6.02129708e-02 9.15062234e-02
-1.69579967e-02 2.93289060e-01 -5.34093928e-01 -8.22713424e-01
4.37989046e-01]
[ -2.23584158e-01 -2.44300893e-01 -1.32025172e-01 -3.14537007e-01
-3.00897110e-01 -9.37471799e-02 2.06359367e-01 4.17036162e-02
2.87289145e-01 3.82041486e-02 -4.21829648e-01 -1.03700855e+00
6.52370878e-01]
[ -1.53010051e-02 -1.85958491e-01 2.10147961e-02 -3.17400965e-01
-1.70710765e-01 1.65236282e-01 2.03489608e-01 2.57981565e-01
-3.01551733e-02 2.35121834e-01 -2.39845929e-01 -1.10820435e+00
7.46772810e-01]
[ 3.87719145e-06 -4.46393496e-02 -1.25245150e-01 -1.41397169e-01
-1.79647094e-01 -4.73670605e-02 3.08294118e-01 1.70319663e-01
2.58299561e-01 3.72451338e-01 -5.04778118e-01 -1.04930310e+00
7.93676052e-01]
[ -8.36644544e-02 -2.79280147e-01 5.86342291e-02 -3.67846157e-01
-1.49556159e-01 1.16601327e-01 3.78007655e-01 1.43367361e-01
-6.37427309e-02 1.68105450e-01 -5.73824814e-01 -1.03115690e+00
8.80317976e-01]
[ 1.21630180e-01 -9.01299170e-02 1.60288079e-02 -1.88114662e-01
-8.37113423e-02 -1.83712108e-02 2.76431162e-01 3.85303060e-01
4.27743513e-01 2.74834882e-01 -5.75128857e-01 -9.68999918e-01
6.08427710e-01]
[ -3.27745100e-03 -1.37980716e-01 2.21705761e-02 1.51775214e-02
-9.19666439e-02 -2.83437044e-01 7.47207526e-02 3.55273082e-01
2.34705714e-03 1.22260738e-01 -2.68061432e-01 -8.02090801e-01
2.60100899e-01]
[ 8.68721075e-02 1.02289618e-01 5.97297559e-03 1.58558333e-01
-9.32150016e-02 -5.85986013e-02 -1.68053693e-01 -1.31322268e-01
-2.54093583e-01 -1.24002478e-01 -1.13873122e-01 2.46461049e-01
-3.35874672e-01]
[ 4.27134452e-02 -1.04681574e-01 1.45456748e-01 3.69944783e-01
2.49091212e-01 8.49127069e-03 -3.98263541e-01 -3.59542875e-01
-5.41612600e-02 -5.54489036e-01 2.67931544e-01 1.04621193e+00
-7.05767581e-01]
[ 2.97900800e-02 7.80853974e-02 -2.13589295e-01 7.98127748e-02
3.32137942e-02 -2.30379039e-03 -1.80519727e-01 -3.43133549e-01
-2.84021591e-01 -2.28534834e-01 -3.63744749e-02 -1.03997108e-01
-1.92832872e-01]
[ -6.22171829e-02 -2.08854523e-01 5.97896188e-02 5.60919066e-02
-1.30827152e-01 -1.35648505e-01 -3.64633508e-03 -3.94497594e-02
5.03916988e-02 -3.91582108e-01 -3.35624008e-01 -2.44411676e-01
5.37382177e-02]
[ 4.16347564e-03 -2.66964255e-01 5.26171149e-02 -2.94297906e-01
-1.89570147e-01 -2.33253203e-01 -2.99519150e-01 -3.72419581e-03
-3.95150555e-02 4.88869379e-02 -1.92368347e-01 2.27497617e-01
-1.74287084e-03]
[ 1.65393923e-01 5.47185597e-02 -1.07389756e-01 -2.93597042e-01
-5.79517598e-02 -1.03105669e-01 -2.12928361e-01 -2.20309779e-02
-2.06880340e-01 -2.58022486e-01 -2.17418112e-01 3.92594253e-01
-4.24265650e-02]
[ -1.79057661e-01 -1.78112480e-01 -1.16066086e-01 -2.75716472e-01
-4.85861901e-02 2.51410976e-02 -2.13369335e-01 -2.66275837e-01
-1.51534299e-01 -7.71934468e-02 -2.33975736e-01 2.91595413e-01
-1.38560939e-01]
[ -4.29028235e-02 -2.04427556e-01 -1.66013515e-01 -2.79431828e-01
-4.64496707e-02 4.16565719e-02 -8.11217284e-02 -9.73389215e-02
-2.45819083e-01 -3.33523938e-01 -6.21215318e-02 1.15717710e-01
-6.65516296e-03]
[ 1.08036709e-01 8.13236975e-02 -1.38538201e-02 -2.39380902e-01
-3.25033480e-01 6.54446558e-03 -1.84281918e-01 -3.10259282e-01
-3.19952613e-01 -1.14105760e-02 -1.45464114e-01 1.43125269e-01
-6.43923082e-04]
[ -6.23584382e-02 -1.02070953e-02 -2.84862838e-01 -3.06275788e-02
6.97528910e-02 1.55154006e-01 -2.45658121e-01 -1.87290563e-01
-5.41494953e-02 -6.22726279e-02 1.80342927e-01 6.65633538e-01
-1.12708265e-01]
[ 1.24693143e-01 3.42428941e-01 -1.99749708e-01 7.51772931e-01
1.20545217e-01 9.65319202e-04 -2.42521089e-01 -4.06783960e-01
-2.46483285e-01 -3.50919341e-01 7.67126069e-01 9.65761904e-01
-1.19079685e+00]
[ -1.60935827e-02 1.78310257e-01 5.14955067e-02 3.34422926e-01
2.92672199e-03 -6.67281036e-02 -3.02319976e-01 -3.66127236e-01
-2.95462620e-01 -2.46820817e-01 5.78997975e-01 9.79841023e-01
-1.13327448e+00]
[ -3.70552734e-02 -1.35562819e-01 -1.50544813e-01 3.16315869e-01
-1.78905823e-01 2.36132102e-01 -6.39691945e-02 -1.96307744e-01
-2.37985057e-01 -3.89492581e-01 2.05298259e-01 5.35137617e-01
-5.52964282e-01]
[ 8.03130439e-02 -3.82627899e-01 -5.13668684e-02 8.09236949e-03
-1.14865551e-01 1.99593061e-01 6.66715085e-02 1.65320463e-01
-1.86413738e-01 -2.37010495e-02 -5.12606187e-02 3.49580990e-01
-3.12430314e-01]
[ 2.06942013e-01 -2.94146885e-01 -1.19620744e-01 -7.47374749e-02
-2.14069384e-01 1.22343728e-01 2.32149275e-02 -1.32859268e-01
-6.35703197e-02 -6.76036588e-02 -1.47802121e-01 -1.67857153e-01
-1.80438004e-01]
[ -1.34759918e-01 -7.92635259e-02 3.78047026e-02 -2.45916219e-01
-5.77099875e-02 -1.41373801e-01 4.01384127e-02 -1.09191291e-02
-9.70487072e-02 7.35709580e-03 -3.19317610e-01 -4.45922614e-01
-9.94069906e-02]
[ -1.40679133e-01 -1.36761696e-01 -6.81425484e-02 -2.81568864e-01
-3.46612627e-01 -2.88712331e-01 1.65500501e-01 1.47425780e-01
1.61467713e-02 1.25697043e-01 -2.70329093e-01 -8.44503498e-01
3.35477064e-02]
[ -1.40986801e-01 -2.50643459e-01 -3.00887388e-01 -7.14887334e-01
-2.99821822e-01 -2.07903185e-01 -2.27354149e-01 7.59191367e-03
7.35228323e-03 -4.53367982e-01 -5.80037154e-01 -5.57750339e-01
-9.79131537e-01]
[ -1.24112423e-01 1.34089887e-01 1.37454832e-02 1.24489960e-01
-2.01906374e-01 -1.75462258e-01 -1.58527788e-01 5.15310666e-03
-1.42548490e-01 -1.62551817e-01 -1.14830108e-01 -3.56157217e-01
-3.52770923e-03]
[ -3.62226599e-01 -1.18536806e-01 -2.72966464e-01 2.65453576e-01
-1.99600993e-01 -2.32074492e-01 -1.04907043e-01 -1.01153469e-01
1.99887791e-02 2.45751704e-02 8.52242865e-02 -3.53087458e-01
1.49647876e-01]
[ -1.32963885e-01 -4.40176009e-02 -2.55273208e-01 1.39333958e-01
-2.24306147e-01 -2.79715829e-01 -3.73140575e-01 -2.53878162e-02
1.02587571e-02 -1.22895762e-01 -2.12468023e-01 -2.85652952e-01
5.87021573e-02]
[ -2.41938292e-01 -5.29587749e-01 -3.41090916e-01 -1.30236878e-01
-3.18557838e-01 -2.32705489e-01 -9.59291467e-02 -2.62415751e-01
3.39275526e-02 -2.60111410e-01 -7.82601968e-02 -2.81850035e-01
-2.65727418e-02]
[ -2.19727091e-01 -2.96265210e-01 -3.20088516e-01 -9.00015954e-02
-8.95467546e-02 -1.50331909e-01 -7.48557224e-02 2.45626052e-02
-1.94787930e-01 -4.97043272e-01 -2.32731092e-01 -2.27011904e-01
1.74095945e-03]
[ -9.70474307e-02 -1.71504714e-02 -2.39960987e-01 -7.96096770e-01
-2.71155803e-01 -2.58224326e-01 4.97432353e-02 -4.41349156e-01
1.30317257e-01 -1.46580761e-01 -5.92411817e-01 -3.64533689e-01
-8.58834818e-01]]
Progress: 25.6% ... Training loss: 0.242 ... Validation loss: 0.401[[-0.22756287]
[ 0.2268785 ]
[-0.14299034]
[ 1.0984087 ]
[ 0.25035694]
[-0.05949895]
[-0.88879876]
[-0.90021218]
[-0.6307398 ]
[-0.92085788]
[ 1.22952114]
[ 2.97361636]
[-2.15934844]]
[[ -5.23079762e-01 -4.93318723e-01 -5.88901585e-01 -4.67511218e-02
-2.93700706e-01 -5.93684296e-01 -3.56274091e-02 -2.32468387e-01
-3.49256401e-01 -2.99144387e-01 2.39471874e-01 9.63152010e-01
2.93823530e-01]
[ 7.21680770e-03 -1.37338974e-01 4.87096560e-02 -7.47981012e-02
-4.10545284e-02 5.82510083e-02 -1.18579853e-01 1.96545857e-01
-1.45041578e-01 -1.88967289e-01 -9.51329394e-02 -1.30532530e-01
2.23978851e-02]
[ -2.60085567e-01 1.33195555e-01 -2.88432789e-02 1.05007214e-01
7.48892450e-02 -1.30536476e-01 -3.84394202e-02 -1.63176898e-01
2.70212997e-01 -3.80405240e-01 1.41271711e-01 6.06840001e-01
8.73583196e-01]
[ 2.31471181e-01 -2.36622335e-01 -2.79421652e-01 8.77098916e-02
-2.73568107e-01 9.16160427e-03 3.04522207e-01 -5.37941583e-01
2.39534426e-01 -2.20432345e-01 -1.29749503e-01 -2.50696447e-01
-2.94143950e-01]
[ 1.32678454e-01 1.45849113e-03 1.15191036e-01 -1.13107244e-01
-3.05847320e-02 7.36026774e-02 -1.51495903e-01 -1.41660460e-01
8.71338382e-02 2.25035266e-01 1.74089654e-02 -1.28223322e-01
-1.36550826e-01]
[ -4.78961492e-01 -6.12895213e-01 -6.00927256e-01 -6.25277913e-01
-5.92824617e-01 -5.63880563e-01 -3.14552793e-01 -1.39257958e-01
-4.43789499e-01 -2.16332476e-01 -5.72817467e-01 -8.41854467e-01
-6.13701883e-01]
[ -4.13771106e-01 -5.93701775e-01 -3.23321238e-01 -4.15965196e-01
-4.18536823e-01 -5.62760335e-01 -4.12966995e-01 -4.75293789e-01
-2.92736534e-01 -1.10751618e-01 -4.74226616e-01 -4.79543475e-01
-4.67778391e-01]
[ -3.43083224e-01 -3.43203356e-01 -4.84785049e-01 -1.48766409e-01
-3.17353150e-01 -4.24467330e-01 -3.04662879e-01 -2.69654190e-01
-3.02521034e-01 -5.58203247e-01 -2.74951228e-01 -7.36649875e-01
-5.32234529e-01]
[ -4.67163298e-01 -3.46797681e-01 -3.82389180e-01 -2.04686951e-01
-3.36625307e-01 -2.17032594e-01 -4.12392248e-02 -4.36528731e-01
-2.50786629e-01 -4.47826507e-01 -1.74659466e-01 -2.83083940e-01
-1.89030663e-01]
[ -9.52644095e-01 -9.53685205e-01 -9.83819599e-01 -7.47663273e-01
-1.04266333e+00 -9.87691333e-01 -5.43903209e-01 -5.73061445e-01
-7.26388624e-01 -5.51309023e-01 -7.70534228e-01 -6.84205606e-01
-7.80389608e-01]
[ -5.14184133e-01 -2.67012137e-01 -4.72586586e-01 -3.47006558e-01
-3.45430123e-01 -3.63346443e-01 -6.05167123e-01 -6.06698161e-01
-6.62609730e-01 -1.03196729e-01 -5.18800909e-01 -7.55319495e-01
-5.67613978e-01]
[ -1.14875741e-01 2.23349241e-02 -3.41250432e-01 -4.54271614e-01
-1.06484588e-01 -7.37319889e-02 -1.81877793e-01 -3.83363625e-01
-1.59980462e-01 8.04452552e-02 -4.86847034e-01 -1.06187070e+00
-5.73225575e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55822042e-01 -1.21548385e-01 1.64439050e-01 -2.94099879e-01
-1.32946245e-01 1.13502088e-01 -1.15237424e-01 2.09049679e-02
-7.86040629e-02 7.73153093e-02 -2.03139029e-01 -4.23608223e-01
-2.85718356e-02]
[ -8.71573835e-02 -2.65485396e-01 -1.80561964e-01 -2.90542265e-01
-4.78316536e-01 -8.62413430e-02 -5.48270780e-02 3.61627760e-03
-6.52252504e-02 1.13911884e-02 -2.27110946e-01 -3.83761143e-01
-2.74404589e-01]
[ -6.68482280e-02 -2.34237227e-02 -2.29998223e-01 -2.66854208e-01
1.19450405e-01 -1.61580203e-01 -1.66032021e-01 1.13134404e-01
-2.51571775e-03 1.04829195e-01 -2.01250539e-01 6.55112488e-03
-7.29900206e-02]
[ 3.70173563e-02 -1.67666544e-01 -1.48782065e-01 -9.07243728e-02
-1.25389663e-01 -1.06646226e-01 1.10874760e-01 -1.46602425e-01
-1.32069670e-02 2.29469001e-02 -3.50644136e-02 -1.48518365e-01
6.07423363e-03]
[ -2.89479354e-01 -1.42623958e-01 -7.66521423e-02 -1.15851751e-01
-3.02788657e-01 -2.75103271e-01 -3.69663005e-01 2.52007271e-02
-3.18782970e-01 -2.11014515e-01 1.57369656e-01 -1.21799154e-01
2.15380310e-01]
[ -2.26941409e-01 -1.23665242e-01 -9.21797450e-02 -3.91530541e-02
-8.44775513e-02 -1.19248832e-01 -8.00892258e-02 1.48457077e-02
-1.39098465e-01 -7.40173903e-02 1.13409698e-02 -2.02425630e-01
-8.92001738e-02]
[ -1.72222238e-01 -6.93791095e-02 -2.29248475e-01 -2.78943726e-01
-1.57250684e-01 -2.04811490e-01 -3.34457275e-01 -1.05192070e-01
1.31439059e-01 -2.22646046e-01 -3.65155727e-01 -3.15788519e-01
-3.00930944e-01]
[ -3.70839342e-01 -6.26339248e-02 -1.50781386e-01 -1.29506838e-01
-4.84166644e-02 -3.13229008e-01 2.61501268e-02 -9.18600321e-02
-1.24093192e-01 5.92285279e-02 1.67008841e-02 -2.93017717e-01
-3.37638968e-01]
[ -1.64749847e-01 -1.44456453e-01 -5.20516876e-02 -1.62371685e-01
-1.28737756e-01 -2.95408042e-01 1.50718173e-02 -1.41306698e-01
-2.12987951e-01 4.13958539e-02 2.11331149e-01 -5.10056827e-02
-1.54864870e-01]
[ -1.30236710e-01 -1.74128139e-01 -1.13222990e-01 -2.89353369e-01
9.11944155e-02 -1.74070161e-02 -1.67766653e-01 -1.58780456e-01
1.20216519e-01 -8.81797426e-02 -1.34037265e-01 -9.51785370e-02
-3.10345118e-01]
[ -4.48961591e-02 -3.14542587e-02 -1.50949544e-01 -6.15147592e-02
-2.26261592e-01 6.21965457e-02 -7.61014149e-02 -5.64120659e-02
-2.34470771e-01 -1.01421921e-01 -9.10511076e-02 -3.37057114e-01
-2.11449709e-01]
[ -7.06765251e-02 2.42962868e-02 -1.28981514e-01 -3.17193225e-01
1.20891082e-01 2.03703664e-02 -2.06864930e-01 -1.49262163e-01
1.24496146e-01 -5.91363382e-02 -2.86199723e-01 -2.70434704e-01
-3.11133318e-01]
[ 7.70894084e-02 -3.07639538e-01 -8.51798651e-02 -4.55215422e-01
-2.21549483e-01 -8.98255055e-02 6.05797185e-02 9.18578898e-02
-1.66827449e-02 2.93643991e-01 -5.34687440e-01 -8.24328259e-01
4.39628870e-01]
[ -2.23553070e-01 -2.44345164e-01 -1.32009904e-01 -3.14844568e-01
-3.00948598e-01 -9.37410785e-02 2.06795651e-01 4.20083058e-02
2.87571171e-01 3.84575050e-02 -4.22306451e-01 -1.03819303e+00
6.53402266e-01]
[ -1.52882867e-02 -1.85968048e-01 2.10160727e-02 -3.17567930e-01
-1.70717640e-01 1.65238998e-01 2.03571886e-01 2.57961095e-01
-3.00061242e-02 2.35113932e-01 -2.39975537e-01 -1.10833848e+00
7.47249663e-01]
[ 5.45202432e-05 -4.47278670e-02 -1.25224283e-01 -1.42818220e-01
-1.79759870e-01 -4.73594543e-02 3.09538322e-01 1.70988088e-01
2.58859980e-01 3.73327571e-01 -5.06397859e-01 -1.05216358e+00
7.96914379e-01]
[ -8.36400851e-02 -2.79293443e-01 5.86425962e-02 -3.67964199e-01
-1.49573301e-01 1.16606334e-01 3.78169999e-01 1.43472245e-01
-6.36634182e-02 1.68229108e-01 -5.73917580e-01 -1.03122598e+00
8.80583562e-01]
[ 1.21695696e-01 -9.02060297e-02 1.60553610e-02 -1.88618888e-01
-8.38013384e-02 -1.83593619e-02 2.76977995e-01 3.85692126e-01
4.28079366e-01 2.75251855e-01 -5.75592863e-01 -9.69711392e-01
6.09461600e-01]
[ -3.18071458e-03 -1.38172898e-01 2.22550552e-02 1.46755095e-02
-9.21593045e-02 -2.83431016e-01 7.55263788e-02 3.56237893e-01
2.87408629e-03 1.23380395e-01 -2.69647726e-01 -8.06391889e-01
2.61565172e-01]
[ 8.71949946e-02 1.01762125e-01 6.15788327e-03 1.56898455e-01
-9.36815047e-02 -5.85566449e-02 -1.66127463e-01 -1.29024232e-01
-2.52631144e-01 -1.22606653e-01 -1.16330746e-01 2.33945041e-01
-3.33256561e-01]
[ 4.30647128e-02 -1.04970745e-01 1.45628949e-01 3.69689509e-01
2.48755669e-01 8.54554633e-03 -3.97195107e-01 -3.58671851e-01
-5.32136492e-02 -5.52848428e-01 2.65878960e-01 1.04121840e+00
-7.06884136e-01]
[ 2.99374512e-02 7.77785380e-02 -2.13505118e-01 7.86028124e-02
3.29226554e-02 -2.27658915e-03 -1.79568348e-01 -3.42287087e-01
-2.83256253e-01 -2.27824497e-01 -3.77826901e-02 -1.08789587e-01
-1.90605091e-01]
[ -6.19878424e-02 -2.09439313e-01 5.99974342e-02 5.17964905e-02
-1.31547307e-01 -1.35598327e-01 -1.48764345e-03 -3.70767517e-02
5.24203211e-02 -3.90164240e-01 -3.40156477e-01 -2.57534924e-01
6.22572870e-02]
[ 4.42598757e-03 -2.67378818e-01 5.27842960e-02 -2.96388040e-01
-1.90054619e-01 -2.33206594e-01 -2.98223265e-01 -1.79525187e-03
-3.81711002e-02 5.02255691e-02 -1.94625017e-01 2.20628012e-01
2.98656211e-03]
[ 1.65724980e-01 5.40634753e-02 -1.07148438e-01 -2.97697704e-01
-5.87635274e-02 -1.03048452e-01 -2.10653650e-01 -1.91049204e-02
-2.04657234e-01 -2.55760884e-01 -2.23192714e-01 3.79234701e-01
-3.19320141e-02]
[ -1.78753257e-01 -1.78668125e-01 -1.15824801e-01 -2.78573778e-01
-4.92612770e-02 2.52126895e-02 -2.11602730e-01 -2.63566195e-01
-1.49979185e-01 -7.47269663e-02 -2.38083980e-01 2.80774608e-01
-1.31638283e-01]
[ -4.26480334e-02 -2.04684925e-01 -1.65924160e-01 -2.80795060e-01
-4.67730559e-02 4.17075828e-02 -7.98308182e-02 -9.65156728e-02
-2.45030527e-01 -3.32755642e-01 -6.36484098e-02 1.12957828e-01
-4.05200793e-03]
[ 1.07975180e-01 8.12166146e-02 -1.38420881e-02 -2.40406015e-01
-3.25141497e-01 6.54162761e-03 -1.84383347e-01 -3.10149641e-01
-3.20134574e-01 -1.12898163e-02 -1.46494158e-01 1.41181868e-01
1.89927777e-03]
[ -6.21944548e-02 -1.05596658e-02 -2.84743949e-01 -3.27339597e-02
6.93398770e-02 1.55192340e-01 -2.44538346e-01 -1.85471928e-01
-5.32594750e-02 -6.06406269e-02 1.77258400e-01 6.59452738e-01
-1.08143597e-01]
[ 1.24762863e-01 3.42272375e-01 -1.99660691e-01 7.51727431e-01
1.20407453e-01 9.67042602e-04 -2.42573208e-01 -4.05260051e-01
-2.46644558e-01 -3.49605466e-01 7.66386442e-01 9.63410432e-01
-1.19168286e+00]
[ -1.59384079e-02 1.77945904e-01 5.16672444e-02 3.33807207e-01
2.47224761e-03 -6.66894226e-02 -3.01913590e-01 -3.64753508e-01
-2.94741637e-01 -2.45822695e-01 5.76764041e-01 9.76514066e-01
-1.13230610e+00]
[ -3.67220613e-02 -1.36231606e-01 -1.50264243e-01 3.12585125e-01
-1.79624525e-01 2.36228357e-01 -6.17080793e-02 -1.93476760e-01
-2.36463642e-01 -3.87434937e-01 2.00627136e-01 5.24471287e-01
-5.46553706e-01]
[ 8.04605546e-02 -3.82760218e-01 -5.13039657e-02 7.13679702e-03
-1.15042958e-01 1.99619716e-01 6.76200648e-02 1.66254553e-01
-1.85919423e-01 -2.29670728e-02 -5.23017825e-02 3.46818463e-01
-3.11303506e-01]
[ 2.07199582e-01 -2.94327099e-01 -1.19534912e-01 -7.61473867e-02
-2.14330219e-01 1.22390675e-01 2.47302273e-02 -1.31992292e-01
-6.26530267e-02 -6.63577170e-02 -1.49759855e-01 -1.73188346e-01
-1.78131662e-01]
[ -1.34877754e-01 -7.91541545e-02 3.77622394e-02 -2.45544674e-01
-5.76025247e-02 -1.41395918e-01 3.95477605e-02 -1.12422234e-02
-9.73555089e-02 6.92404158e-03 -3.19161252e-01 -4.46230725e-01
-9.95482689e-02]
[ -1.40581273e-01 -1.36965212e-01 -6.80691214e-02 -2.82935167e-01
-3.46800058e-01 -2.88696784e-01 1.66564181e-01 1.48670240e-01
1.66180395e-02 1.26397478e-01 -2.71963631e-01 -8.47909068e-01
3.63332213e-02]
[ -1.40175201e-01 -2.51730423e-01 -3.00410189e-01 -7.21983350e-01
-3.01263180e-01 -2.07765492e-01 -2.21655858e-01 1.33317557e-02
1.14931061e-02 -4.49099689e-01 -5.90906449e-01 -5.83001831e-01
-9.73222943e-01]
[ -1.23958471e-01 1.33513594e-01 1.39677120e-02 1.21956534e-01
-2.02412521e-01 -1.75428361e-01 -1.57304608e-01 8.08720024e-03
-1.41777303e-01 -1.60362228e-01 -1.18971881e-01 -3.66534391e-01
3.66766843e-03]
[ -3.62151340e-01 -1.18945620e-01 -2.72821295e-01 2.63382338e-01
-2.00022191e-01 -2.32055415e-01 -1.03789087e-01 -9.79696635e-02
2.08245989e-02 2.74003387e-02 8.22579423e-02 -3.59206314e-01
1.57975621e-01]
[ -1.32690134e-01 -4.42868063e-02 -2.55181942e-01 1.38830829e-01
-2.24589442e-01 -2.79659443e-01 -3.72471710e-01 -2.55487623e-02
1.10599570e-02 -1.22239176e-01 -2.13004864e-01 -2.88745360e-01
6.00393472e-02]
[ -2.41125950e-01 -5.30968749e-01 -3.40454016e-01 -1.38877614e-01
-3.20330411e-01 -2.32531772e-01 -9.07770948e-02 -2.56060334e-01
3.89970198e-02 -2.54675684e-01 -9.00254052e-02 -3.10053092e-01
-4.67500439e-03]
[ -2.19254441e-01 -2.97300742e-01 -3.19759515e-01 -9.56897786e-02
-9.07460628e-02 -1.50215139e-01 -7.11312797e-02 2.94479219e-02
-1.92017783e-01 -4.94931748e-01 -2.39298128e-01 -2.45422967e-01
1.56041214e-02]
[ -9.60689021e-02 -1.85235021e-02 -2.39438995e-01 -8.01802907e-01
-2.72530715e-01 -2.58077197e-01 5.51062237e-02 -4.36367862e-01
1.33617556e-01 -1.40561396e-01 -6.00881668e-01 -3.89466681e-01
-8.51538080e-01]]
Progress: 25.6% ... Training loss: 0.255 ... Validation loss: 0.395[[-0.20924932]
[ 0.24984463]
[-0.12240459]
[ 1.12907334]
[ 0.27172585]
[-0.03978769]
[-0.86072803]
[-0.86959743]
[-0.60625625]
[-0.88635423]
[ 1.2627259 ]
[ 3.00992405]
[-2.13287153]]
[[ -5.23946208e-01 -4.92049522e-01 -5.89615353e-01 -4.06491434e-02
-2.92485230e-01 -5.93901013e-01 -3.94351046e-02 -2.39286561e-01
-3.51405500e-01 -3.07528412e-01 2.49350964e-01 9.85802499e-01
2.76961719e-01]
[ 7.15480339e-03 -1.37284283e-01 4.86649398e-02 -7.42999130e-02
-4.09881903e-02 5.82378051e-02 -1.18961602e-01 1.96117061e-01
-1.45289187e-01 -1.89355172e-01 -9.45230354e-02 -1.28543376e-01
2.09167015e-02]
[ -2.59640557e-01 1.33861074e-01 -2.89497038e-02 1.08981094e-01
7.51971390e-02 -1.30455839e-01 -3.79108021e-02 -1.63131649e-01
2.70183556e-01 -3.80007252e-01 1.45768787e-01 6.19213970e-01
8.52743398e-01]
[ 2.32060604e-01 -2.38925180e-01 -2.78311817e-01 7.79566813e-02
-2.75719577e-01 9.40009512e-03 3.06871797e-01 -5.26151476e-01
2.41910440e-01 -2.09953071e-01 -1.44981551e-01 -2.78109544e-01
-2.73041112e-01]
[ 1.33193116e-01 4.10384531e-04 1.14835153e-01 -1.18366098e-01
-3.12626730e-02 7.37102349e-02 -1.49661937e-01 -1.47433655e-01
8.84485513e-02 2.20304825e-01 1.37507002e-02 -1.14386791e-01
-1.48541128e-01]
[ -4.79752093e-01 -6.12379650e-01 -6.01324922e-01 -6.23362657e-01
-5.92310435e-01 -5.64065017e-01 -3.17900264e-01 -1.42806268e-01
-4.45597307e-01 -2.21168722e-01 -5.69877912e-01 -8.38204243e-01
-6.15296023e-01]
[ -4.15044602e-01 -5.91892862e-01 -3.24437622e-01 -4.05804954e-01
-4.16593579e-01 -5.63086309e-01 -4.20090209e-01 -4.84682479e-01
-2.98868072e-01 -1.20955921e-01 -4.59951086e-01 -4.40156921e-01
-4.95985904e-01]
[ -3.43208585e-01 -3.42769834e-01 -4.84916966e-01 -1.47426122e-01
-3.17105020e-01 -4.24508276e-01 -3.05029574e-01 -2.70981284e-01
-3.02149558e-01 -5.59126051e-01 -2.74392122e-01 -7.39609849e-01
-5.35549884e-01]
[ -4.68590473e-01 -3.45331043e-01 -3.83170250e-01 -1.96277210e-01
-3.34980236e-01 -2.17444500e-01 -4.85776915e-02 -4.41811432e-01
-2.55573807e-01 -4.53519522e-01 -1.65383848e-01 -2.62582970e-01
-1.99663803e-01]
[ -9.54760708e-01 -9.50961437e-01 -9.85305446e-01 -7.31745699e-01
-1.03993754e+00 -9.88248990e-01 -5.55549276e-01 -5.86727087e-01
-7.34350628e-01 -5.65765500e-01 -7.51790073e-01 -6.45601773e-01
-8.09488509e-01]
[ -5.15839983e-01 -2.65277193e-01 -4.73624061e-01 -3.40883793e-01
-3.43695496e-01 -3.63787841e-01 -6.11630855e-01 -6.12206796e-01
-6.67203833e-01 -1.11091351e-01 -5.09631226e-01 -7.33185692e-01
-5.80352425e-01]
[ -1.14719910e-01 2.21008469e-02 -3.41154147e-01 -4.54486426e-01
-1.06594386e-01 -7.36962155e-02 -1.81943840e-01 -3.83736144e-01
-1.59779403e-01 8.11399870e-02 -4.87711063e-01 -1.06203056e+00
-5.75138376e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55816104e-01 -1.21485338e-01 1.64360545e-01 -2.93578296e-01
-1.32843422e-01 1.13485918e-01 -1.15329448e-01 1.99071835e-02
-7.86618259e-02 7.65537190e-02 -2.02099354e-01 -4.21879574e-01
-2.94901247e-02]
[ -8.78613520e-02 -2.65058465e-01 -1.80860823e-01 -2.89257579e-01
-4.77891460e-01 -8.63953660e-02 -5.75714169e-02 1.16058778e-03
-6.67013317e-02 7.55207859e-03 -2.24996249e-01 -3.79927465e-01
-2.75866157e-01]
[ -6.70430995e-02 -2.32845722e-02 -2.30104859e-01 -2.66001945e-01
1.19617725e-01 -1.61618969e-01 -1.66905417e-01 1.12409212e-01
-3.14821385e-03 1.03666785e-01 -2.00223228e-01 8.87858294e-03
-7.39877805e-02]
[ 3.68543325e-02 -1.67288148e-01 -1.48964000e-01 -8.77907295e-02
-1.24992581e-01 -1.06687768e-01 1.09752221e-01 -1.48502037e-01
-1.40975573e-02 2.11234931e-02 -3.17941069e-02 -1.41699189e-01
6.46206351e-04]
[ -2.89966909e-01 -1.41970004e-01 -7.71057291e-02 -1.13068935e-01
-3.02139069e-01 -2.75225711e-01 -3.72056143e-01 2.15647547e-02
-3.21097537e-01 -2.14902697e-01 1.62728706e-01 -1.04949253e-01
2.03168926e-01]
[ -2.27441180e-01 -1.23002275e-01 -9.25736175e-02 -3.49215017e-02
-8.37307775e-02 -1.19386993e-01 -8.33227406e-02 1.18507294e-02
-1.41683305e-01 -7.72668202e-02 1.61649673e-02 -1.89621423e-01
-9.91392164e-02]
[ -1.72263990e-01 -6.91039719e-02 -2.29234478e-01 -2.78008781e-01
-1.57200281e-01 -2.04818451e-01 -3.34715551e-01 -1.05726990e-01
1.31813299e-01 -2.23202164e-01 -3.64753254e-01 -3.20478525e-01
-3.02435104e-01]
[ -3.70291093e-01 -6.31985772e-02 -1.50559169e-01 -1.32696770e-01
-4.89819562e-02 -3.13105278e-01 2.91687897e-02 -9.05207574e-02
-1.22072550e-01 6.14211837e-02 1.27575395e-02 -3.00998580e-01
-3.34016495e-01]
[ -1.65638161e-01 -1.43401867e-01 -5.25617216e-02 -1.57935413e-01
-1.27665596e-01 -2.95645522e-01 1.03679933e-02 -1.43996417e-01
-2.15927080e-01 3.78399560e-02 2.16962102e-01 -3.76372200e-02
-1.62990817e-01]
[ -1.30690836e-01 -1.73579262e-01 -1.13486246e-01 -2.85119123e-01
9.18328337e-02 -1.75387830e-02 -1.70491496e-01 -1.60804099e-01
1.18297310e-01 -9.00059212e-02 -1.29618585e-01 -8.48175502e-02
-3.14620299e-01]
[ -4.53032653e-02 -3.11208864e-02 -1.51151606e-01 -5.94770618e-02
-2.25889083e-01 6.20823272e-02 -7.77363459e-02 -5.77084183e-02
-2.35385322e-01 -1.02829048e-01 -8.91618505e-02 -3.33729178e-01
-2.13154507e-01]
[ -7.10068546e-02 2.45491564e-02 -1.29156018e-01 -3.16427472e-01
1.21184846e-01 2.02848833e-02 -2.08278614e-01 -1.50894370e-01
1.23475441e-01 -6.09159108e-02 -2.85182973e-01 -2.68606518e-01
-3.11939782e-01]
[ 7.70254436e-02 -3.07605337e-01 -8.52072814e-02 -4.55139995e-01
-2.21521312e-01 -8.98375829e-02 6.02746783e-02 9.15051917e-02
-1.68303246e-02 2.93256272e-01 -5.34577662e-01 -8.24220864e-01
4.39477047e-01]
[ -2.23587103e-01 -2.44290668e-01 -1.32023538e-01 -3.14734307e-01
-3.00908535e-01 -9.37507238e-02 2.06667392e-01 4.20540669e-02
2.87413517e-01 3.86191769e-02 -4.22227264e-01 -1.03795153e+00
6.52826676e-01]
[ -1.54570020e-02 -1.85852859e-01 2.09353795e-02 -3.17063563e-01
-1.70603195e-01 1.65197953e-01 2.02646406e-01 2.57174133e-01
-3.05655893e-02 2.34151972e-01 -2.39482310e-01 -1.10779930e+00
7.45964845e-01]
[ -6.05833197e-05 -4.46355374e-02 -1.25298943e-01 -1.42568174e-01
-1.79678855e-01 -4.73867059e-02 3.09218618e-01 1.70460048e-01
2.58556527e-01 3.72634514e-01 -5.06202444e-01 -1.05252207e+00
7.96287277e-01]
[ -8.35515661e-02 -2.79353348e-01 5.86786977e-02 -3.68347800e-01
-1.49657619e-01 1.16625959e-01 3.78880320e-01 1.43934014e-01
-6.33098986e-02 1.68677788e-01 -5.74323269e-01 -1.03212740e+00
8.81777884e-01]
[ 1.21670042e-01 -9.01630871e-02 1.60310906e-02 -1.88503374e-01
-8.37818548e-02 -1.83671302e-02 2.76967729e-01 3.85598807e-01
4.28061601e-01 2.75231357e-01 -5.75567751e-01 -9.69818855e-01
6.09185762e-01]
[ -3.54232348e-03 -1.37902489e-01 2.20946266e-02 1.72832404e-02
-9.18117592e-02 -2.83509367e-01 7.32080557e-02 3.54560933e-01
1.30591423e-03 1.21622919e-01 -2.67185939e-01 -8.02163656e-01
2.56392517e-01]
[ 8.71983285e-02 1.01756517e-01 6.16102502e-03 1.57526300e-01
-9.36679532e-02 -5.85514641e-02 -1.66072427e-01 -1.28530492e-01
-2.52898464e-01 -1.22488486e-01 -1.15851727e-01 2.35146158e-01
-3.34494543e-01]
[ 4.27128230e-02 -1.04899294e-01 1.45499234e-01 3.70686364e-01
2.48835708e-01 8.44567250e-03 -3.98146451e-01 -3.57886981e-01
-5.30241989e-02 -5.53999877e-01 2.66148844e-01 1.04057015e+00
-7.04178529e-01]
[ 2.97300248e-02 7.80215121e-02 -2.13639842e-01 7.99730349e-02
3.31848171e-02 -2.33940327e-03 -1.81010571e-01 -3.43990377e-01
-2.83744678e-01 -2.29409937e-01 -3.61307419e-02 -1.05218628e-01
-1.92560385e-01]
[ -6.20766306e-02 -2.09364487e-01 5.99573049e-02 5.20837520e-02
-1.31487266e-01 -1.35615806e-01 -2.11188408e-03 -3.75277286e-02
5.20566097e-02 -3.90520742e-01 -3.39902521e-01 -2.56917610e-01
6.19020449e-02]
[ 4.29619727e-03 -2.67317989e-01 5.27150593e-02 -2.96667278e-01
-1.90011837e-01 -2.33242187e-01 -2.98297089e-01 -1.95731407e-03
-3.80788812e-02 4.97267344e-02 -1.95050915e-01 2.18192387e-01
4.81719839e-03]
[ 1.65899929e-01 5.38463984e-02 -1.07067330e-01 -2.98696525e-01
-5.89855220e-02 -1.03010746e-01 -2.09786001e-01 -1.81563832e-02
-2.04165733e-01 -2.54872784e-01 -2.24285321e-01 3.76520934e-01
-3.01909596e-02]
[ -1.79617267e-01 -1.77873681e-01 -1.16347401e-01 -2.76156247e-01
-4.83797501e-02 2.49914639e-02 -2.15393607e-01 -2.67554901e-01
-1.52805002e-01 -8.00266321e-02 -2.33403153e-01 2.95159124e-01
-1.38354486e-01]
[ -4.32298883e-02 -2.04166292e-01 -1.66189686e-01 -2.78771857e-01
-4.62562168e-02 4.15624730e-02 -8.28782859e-02 -9.80076742e-02
-2.46803328e-01 -3.35348678e-01 -6.05740682e-02 1.20098683e-01
-8.61681369e-03]
[ 1.07727255e-01 8.15907328e-02 -1.40916287e-02 -2.39497022e-01
-3.24815993e-01 6.47631199e-03 -1.84968332e-01 -3.11461623e-01
-3.20826355e-01 -1.32282919e-02 -1.44325109e-01 1.47897088e-01
-2.97994814e-03]
[ -6.22807464e-02 -1.04160001e-02 -2.84817772e-01 -3.20785339e-02
6.95157980e-02 1.55160883e-01 -2.45176607e-01 -1.86328895e-01
-5.38515230e-02 -6.11460845e-02 1.78185290e-01 6.63002409e-01
-1.10064003e-01]
[ 1.24737744e-01 3.43053528e-01 -1.99850662e-01 7.58032700e-01
1.21224383e-01 9.32346723e-04 -2.44253317e-01 -4.10085609e-01
-2.47919202e-01 -3.50876782e-01 7.72828090e-01 9.75812928e-01
-1.20376324e+00]
[ -1.61650324e-02 1.78352424e-01 5.14208003e-02 3.36413594e-01
2.92035277e-03 -6.67688361e-02 -3.03365642e-01 -3.66699063e-01
-2.95834826e-01 -2.47896806e-01 5.80143519e-01 9.85141621e-01
-1.13562136e+00]
[ -3.67584751e-02 -1.36159699e-01 -1.50276218e-01 3.13141846e-01
-1.79555301e-01 2.36219991e-01 -6.18945899e-02 -1.93475499e-01
-2.36664291e-01 -3.87371033e-01 2.01139854e-01 5.25820080e-01
-5.47611402e-01]
[ 8.05917434e-02 -3.82834374e-01 -5.12589627e-02 6.03108365e-03
-1.15144491e-01 1.99652980e-01 6.88658638e-02 1.66959957e-01
-1.85223163e-01 -2.26509105e-02 -5.33775220e-02 3.42974508e-01
-3.10011229e-01]
[ 2.07128079e-01 -2.94245619e-01 -1.19604677e-01 -7.55271215e-02
-2.14247478e-01 1.22374612e-01 2.42401038e-02 -1.32784475e-01
-6.30180327e-02 -6.68917914e-02 -1.48940599e-01 -1.70795124e-01
-1.80272812e-01]
[ -1.34933468e-01 -7.90629367e-02 3.76965626e-02 -2.45039069e-01
-5.74730731e-02 -1.41407029e-01 3.89025025e-02 -1.19138995e-02
-9.77387358e-02 6.33547206e-03 -3.18248812e-01 -4.43183949e-01
-1.01445806e-01]
[ -1.40853468e-01 -1.36706619e-01 -6.82112836e-02 -2.81887197e-01
-3.46577127e-01 -2.88751187e-01 1.65123877e-01 1.47321039e-01
1.55127504e-02 1.24962067e-01 -2.70849851e-01 -8.46437128e-01
3.40281795e-02]
[ -1.40737947e-01 -2.51122984e-01 -3.00947276e-01 -7.22187791e-01
-3.00762198e-01 -2.07943613e-01 -2.22529806e-01 9.82677699e-03
1.07917977e-02 -4.54548801e-01 -5.88595062e-01 -5.73420720e-01
-9.78225709e-01]
[ -1.24661116e-01 1.34315871e-01 1.35057884e-02 1.26417550e-01
-2.01665952e-01 -1.75601431e-01 -1.60529432e-01 4.91025860e-03
-1.43923315e-01 -1.63999329e-01 -1.14139254e-01 -3.56323094e-01
-2.82154841e-03]
[ -3.62682053e-01 -1.18139716e-01 -2.73307146e-01 2.69485827e-01
-1.99092182e-01 -2.32201731e-01 -1.06905466e-01 -1.01980859e-01
1.82963939e-02 2.29910684e-02 8.94007105e-02 -3.43471324e-01
1.48770126e-01]
[ -1.32934447e-01 -4.36527805e-02 -2.55343777e-01 1.43013654e-01
-2.24008884e-01 -2.79724303e-01 -3.74117039e-01 -2.84958090e-02
9.62383271e-03 -1.23242149e-01 -2.08476981e-01 -2.82983167e-01
5.25006673e-02]
[ -2.41526769e-01 -5.30665068e-01 -3.40654120e-01 -1.36469120e-01
-3.19897365e-01 -2.32633395e-01 -9.28247300e-02 -2.57297932e-01
3.75697785e-02 -2.56464751e-01 -8.75285945e-02 -3.05565276e-01
-8.26940698e-03]
[ -2.19706448e-01 -2.96931274e-01 -3.19979715e-01 -9.30987212e-02
-9.03168707e-02 -1.50340444e-01 -7.31457713e-02 2.80254815e-02
-1.93205003e-01 -4.96532015e-01 -2.36784035e-01 -2.41162194e-01
1.26972581e-02]
[ -9.67922920e-02 -1.78216613e-02 -2.39799032e-01 -7.99519822e-01
-2.71800445e-01 -2.58251183e-01 4.98529828e-02 -4.39614456e-01
1.30688619e-01 -1.44329973e-01 -5.97657427e-01 -3.78927087e-01
-8.60550806e-01]]
Progress: 25.7% ... Training loss: 0.215 ... Validation loss: 0.384[[-0.21440878]
[ 0.24868755]
[-0.12365875]
[ 1.12165516]
[ 0.26905703]
[-0.0426232 ]
[-0.87640662]
[-0.87656203]
[-0.6118289 ]
[-0.89201356]
[ 1.25654928]
[ 2.99285523]
[-2.13401186]]
[[ -5.22014318e-01 -4.93342382e-01 -5.88955622e-01 -5.20815039e-02
-2.94122272e-01 -5.93618052e-01 -2.59668094e-02 -2.30700453e-01
-3.44697533e-01 -2.98474689e-01 2.35986777e-01 9.39435790e-01
2.87992282e-01]
[ 7.31514283e-03 -1.37408117e-01 4.87237812e-02 -7.53254234e-02
-4.10942847e-02 5.82549869e-02 -1.18300614e-01 1.96436754e-01
-1.44937385e-01 -1.88711533e-01 -9.55330928e-02 -1.29927888e-01
2.14585912e-02]
[ -2.60642988e-01 1.36225006e-01 -2.96730727e-02 1.18862808e-01
7.76243167e-02 -1.30698275e-01 -4.20389587e-02 -1.69976596e-01
2.66386788e-01 -3.87920020e-01 1.61687051e-01 6.39598684e-01
8.31373482e-01]
[ 2.33779104e-01 -2.41185446e-01 -2.77589117e-01 6.59108041e-02
-2.78032197e-01 9.68953817e-03 3.17752771e-01 -5.19883905e-01
2.50923413e-01 -2.04435858e-01 -1.58447722e-01 -3.17301989e-01
-2.56062353e-01]
[ 1.31922751e-01 2.77914926e-03 1.13826550e-01 -1.05523709e-01
-2.83682460e-02 7.34314604e-02 -1.61443175e-01 -1.60023594e-01
8.10230244e-02 2.11384523e-01 3.05251132e-02 -6.81056187e-02
-1.78975694e-01]
[ -4.79360144e-01 -6.12660042e-01 -6.01231157e-01 -6.25742627e-01
-5.92618497e-01 -5.64011570e-01 -3.16281956e-01 -1.41487026e-01
-4.45146509e-01 -2.18926045e-01 -5.73379109e-01 -8.46112301e-01
-6.16067070e-01]
[ -4.15027192e-01 -5.92180619e-01 -3.24358241e-01 -4.08163289e-01
-4.17046479e-01 -5.63094350e-01 -4.17398930e-01 -4.81217389e-01
-2.97900424e-01 -1.19710747e-01 -4.64131089e-01 -4.54826168e-01
-4.91157325e-01]
[ -3.42956943e-01 -3.42377118e-01 -4.84989549e-01 -1.47575913e-01
-3.16629756e-01 -4.24519069e-01 -3.03406921e-01 -2.72370235e-01
-3.01795280e-01 -5.59635181e-01 -2.72049790e-01 -7.44844667e-01
-5.43570891e-01]
[ -4.68209355e-01 -3.45740236e-01 -3.83057160e-01 -2.00458852e-01
-3.35556047e-01 -2.17361331e-01 -4.49009763e-02 -4.40471215e-01
-2.53816340e-01 -4.51794705e-01 -1.70641625e-01 -2.76017789e-01
-1.93124119e-01]
[ -9.54059557e-01 -9.51761129e-01 -9.85047650e-01 -7.40781733e-01
-1.04096495e+00 -9.88167480e-01 -5.47625748e-01 -5.81663385e-01
-7.30653730e-01 -5.61542316e-01 -7.62138993e-01 -6.81215897e-01
-8.00813914e-01]
[ -5.14999042e-01 -2.65532485e-01 -4.73431535e-01 -3.42569235e-01
-3.44001394e-01 -3.63648065e-01 -6.08176647e-01 -6.11481172e-01
-6.65763225e-01 -1.08362796e-01 -5.11903070e-01 -7.39629541e-01
-5.82856515e-01]
[ -1.15219882e-01 2.25712070e-02 -3.41390814e-01 -4.52834688e-01
-1.06122582e-01 -7.37997182e-02 -1.83712622e-01 -3.84789871e-01
-1.61386718e-01 7.88917840e-02 -4.85686944e-01 -1.06121953e+00
-5.78732671e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55568040e-01 -1.21609645e-01 1.64368543e-01 -2.94869289e-01
-1.32978691e-01 1.13518395e-01 -1.14588962e-01 1.92027012e-02
-7.83759869e-02 7.70747430e-02 -2.03284838e-01 -4.22671050e-01
-3.05698730e-02]
[ -8.76857119e-02 -2.65245464e-01 -1.80751114e-01 -2.90298177e-01
-4.78075773e-01 -8.63710077e-02 -5.65504757e-02 3.40365071e-03
-6.64166176e-02 9.31202339e-03 -2.27108210e-01 -3.86169972e-01
-2.75018443e-01]
[ -6.70179070e-02 -2.34782377e-02 -2.30041261e-01 -2.66895358e-01
1.19393805e-01 -1.61611549e-01 -1.66465803e-01 1.13494467e-01
-2.94320506e-03 1.04886475e-01 -2.01888485e-01 2.77302023e-03
-7.17359901e-02]
[ 3.66065530e-02 -1.67123368e-01 -1.49103239e-01 -8.66720262e-02
-1.24757384e-01 -1.06717231e-01 1.08049275e-01 -1.50198051e-01
-1.51711709e-02 1.96910787e-02 -3.06307232e-02 -1.37708539e-01
-1.43842033e-03]
[ -2.89767824e-01 -1.42363163e-01 -7.69074937e-02 -1.15977546e-01
-3.02743174e-01 -2.75196648e-01 -3.69778444e-01 2.45691606e-02
-3.19793586e-01 -2.13625951e-01 1.58390968e-01 -1.15743394e-01
2.06918068e-01]
[ -2.27460094e-01 -1.22894572e-01 -9.26042428e-02 -3.47630819e-02
-8.35903226e-02 -1.19411164e-01 -8.20833107e-02 1.29315432e-02
-1.41358860e-01 -7.70170158e-02 1.60757411e-02 -1.94861229e-01
-9.80536944e-02]
[ -1.72281383e-01 -6.85626632e-02 -2.29402167e-01 -2.75662160e-01
-1.56534417e-01 -2.04854084e-01 -3.34828363e-01 -1.07934760e-01
1.30931659e-01 -2.24219068e-01 -3.60716123e-01 -3.17217193e-01
-3.09775286e-01]
[ -3.69991180e-01 -6.36184904e-02 -1.50436790e-01 -1.36650553e-01
-4.94844413e-02 -3.13069530e-01 3.23755966e-02 -8.91895928e-02
-1.19867162e-01 6.21368025e-02 8.25998215e-03 -3.17780693e-01
-3.31206035e-01]
[ -1.65414884e-01 -1.43379360e-01 -5.24941573e-02 -1.58359660e-01
-1.27687883e-01 -2.95608269e-01 1.13861198e-02 -1.42872153e-01
-2.15781233e-01 3.88883840e-02 2.17272266e-01 -3.49119209e-02
-1.62773887e-01]
[ -1.30324523e-01 -1.73856100e-01 -1.13398293e-01 -2.88170584e-01
9.14334599e-02 -1.74580982e-02 -1.68018771e-01 -1.60069329e-01
1.19596405e-01 -8.86589407e-02 -1.32805349e-01 -9.20349411e-02
-3.11352251e-01]
[ -4.55640951e-02 -3.08685623e-02 -1.51280145e-01 -5.82317822e-02
-2.25641585e-01 6.20301686e-02 -7.90574295e-02 -5.91636705e-02
-2.36125148e-01 -1.04022042e-01 -8.78022255e-02 -3.30845484e-01
-2.14826664e-01]
[ -7.09573052e-02 2.44707895e-02 -1.29133709e-01 -3.16803128e-01
1.21106078e-01 2.02970880e-02 -2.07948646e-01 -1.50698988e-01
1.23646426e-01 -6.07082993e-02 -2.85575932e-01 -2.69541436e-01
-3.11416466e-01]
[ 7.70781957e-02 -3.07661417e-01 -8.51790373e-02 -4.55434905e-01
-2.21575251e-01 -8.98285972e-02 6.05292609e-02 9.17310681e-02
-1.66847307e-02 2.93585488e-01 -5.34849565e-01 -8.24330930e-01
4.39961623e-01]
[ -2.23653175e-01 -2.44240105e-01 -1.32042229e-01 -3.14697215e-01
-3.00897178e-01 -9.37590829e-02 2.06571623e-01 4.19633730e-02
2.87298516e-01 3.83662048e-02 -4.22257187e-01 -1.03826661e+00
6.52999845e-01]
[ -1.55349449e-02 -1.85732804e-01 2.08916540e-02 -3.16949714e-01
-1.70498868e-01 1.65178568e-01 2.02572774e-01 2.56944887e-01
-3.08564626e-02 2.33990181e-01 -2.39540846e-01 -1.10822064e+00
7.45556332e-01]
[ -6.24651847e-05 -4.46516076e-02 -1.25295713e-01 -1.42744695e-01
-1.79716695e-01 -4.73880714e-02 3.09522292e-01 1.70562977e-01
2.58736679e-01 3.72821082e-01 -5.06427393e-01 -1.05410300e+00
7.97369428e-01]
[ -8.36501526e-02 -2.79341935e-01 5.86563346e-02 -3.68377994e-01
-1.49621780e-01 1.16610240e-01 3.78899731e-01 1.43847695e-01
-6.32672572e-02 1.68253870e-01 -5.74466226e-01 -1.03375752e+00
8.82837685e-01]
[ 1.21581872e-01 -9.00675251e-02 1.59755927e-02 -1.88082904e-01
-8.36788426e-02 -1.83846153e-02 2.76680483e-01 3.84991028e-01
4.27859581e-01 2.74540777e-01 -5.75327939e-01 -9.69713321e-01
6.08421603e-01]
[ -3.26485324e-03 -1.38124499e-01 2.22224523e-02 1.60826346e-02
-9.20854041e-02 -2.83476508e-01 7.51693070e-02 3.56521834e-01
2.40908671e-03 1.23383190e-01 -2.68750221e-01 -8.05462565e-01
2.58656794e-01]
[ 8.79397078e-02 1.00890413e-01 6.40558497e-03 1.52051572e-01
-9.43987434e-02 -5.84548638e-02 -1.60673420e-01 -1.25657690e-01
-2.49593982e-01 -1.19796215e-01 -1.20932806e-01 2.16782427e-01
-3.28058192e-01]
[ 4.31744861e-02 -1.05581417e-01 1.45813976e-01 3.65505116e-01
2.47889928e-01 8.51643397e-03 -3.94462065e-01 -3.54736729e-01
-5.02813899e-02 -5.51963526e-01 2.58843327e-01 1.02020300e+00
-6.98296426e-01]
[ 2.95743162e-02 7.81486341e-02 -2.13677696e-01 8.06438737e-02
3.32904481e-02 -2.36265591e-03 -1.81731588e-01 -3.44371104e-01
-2.84110644e-01 -2.30040081e-01 -3.54845256e-02 -1.04234502e-01
-1.93185160e-01]
[ -6.23884735e-02 -2.09139084e-01 5.97892306e-02 5.35429253e-02
-1.31177013e-01 -1.35657230e-01 -3.97163196e-03 -3.93668989e-02
5.08459604e-02 -3.92148826e-01 -3.38331422e-01 -2.51800434e-01
5.97712629e-02]
[ 4.08668245e-03 -2.67070086e-01 5.25734500e-02 -2.96793629e-01
-1.89802302e-01 -2.33292063e-01 -2.99096376e-01 -3.50034813e-03
-3.86129441e-02 4.87996957e-02 -1.95061496e-01 2.19347551e-01
6.20150199e-03]
[ 1.66006760e-01 5.36376156e-02 -1.07012127e-01 -3.00041690e-01
-5.92071287e-02 -1.02991888e-01 -2.08766660e-01 -1.72376832e-02
-2.03635332e-01 -2.54107048e-01 -2.26056035e-01 3.72561938e-01
-2.69617245e-02]
[ -1.79667290e-01 -1.77854314e-01 -1.16385800e-01 -2.76169568e-01
-4.83722386e-02 2.49767808e-02 -2.15379473e-01 -2.67625560e-01
-1.52838734e-01 -8.01469932e-02 -2.33274456e-01 2.95105857e-01
-1.38182552e-01]
[ -4.33428330e-02 -2.03919403e-01 -1.66237765e-01 -2.78456704e-01
-4.59731236e-02 4.15495063e-02 -8.41100097e-02 -9.86883538e-02
-2.47885667e-01 -3.35648454e-01 -5.84035855e-02 1.27677172e-01
-1.42453146e-02]
[ 1.07500290e-01 8.17352007e-02 -1.42007542e-02 -2.39602878e-01
-3.24719324e-01 6.43270122e-03 -1.85656071e-01 -3.12110610e-01
-3.21318077e-01 -1.43671544e-02 -1.44211009e-01 1.47441729e-01
-1.95542541e-03]
[ -6.23138087e-02 -1.01736334e-02 -2.84874646e-01 -3.08613812e-02
6.97981903e-02 1.55144716e-01 -2.45520086e-01 -1.87141664e-01
-5.43602036e-02 -6.16406988e-02 1.79735046e-01 6.65437367e-01
-1.12059733e-01]
[ 1.24964632e-01 3.43090228e-01 -1.99847412e-01 7.58435895e-01
1.21293367e-01 9.59775971e-04 -2.43646469e-01 -4.09960484e-01
-2.47781589e-01 -3.50104870e-01 7.72751559e-01 9.75302446e-01
-1.20640498e+00]
[ -1.61377905e-02 1.78698826e-01 5.13625583e-02 3.40131293e-01
3.29544317e-03 -6.67709847e-02 -3.04522292e-01 -3.67349405e-01
-2.97140663e-01 -2.47586827e-01 5.84024288e-01 9.91034537e-01
-1.14291329e+00]
[ -3.63849092e-02 -1.36492647e-01 -1.50156227e-01 3.10701684e-01
-1.79987015e-01 2.36303691e-01 -5.95525612e-02 -1.92332752e-01
-2.35342105e-01 -3.86144577e-01 1.98362432e-01 5.17317238e-01
-5.46294411e-01]
[ 8.07970867e-02 -3.82985233e-01 -5.11445556e-02 5.06604838e-03
-1.15342390e-01 1.99699805e-01 7.00554033e-02 1.68530653e-01
-1.84760623e-01 -2.11755354e-02 -5.46554724e-02 3.39966839e-01
-3.09155891e-01]
[ 2.06877749e-01 -2.94042312e-01 -1.19707591e-01 -7.49717335e-02
-2.14050247e-01 1.22333024e-01 2.40965038e-02 -1.32436189e-01
-6.37499681e-02 -6.77394000e-02 -1.48839778e-01 -1.73672974e-01
-1.81083695e-01]
[ -1.34641075e-01 -7.93260673e-02 3.78359949e-02 -2.46135850e-01
-5.77256749e-02 -1.41359020e-01 3.98404566e-02 -1.13196213e-02
-9.70292232e-02 7.61301396e-03 -3.19329027e-01 -4.43776194e-01
-1.00615211e-01]
[ -1.40893832e-01 -1.36610653e-01 -6.82470667e-02 -2.81416070e-01
-3.46483745e-01 -2.88759401e-01 1.64400566e-01 1.46684451e-01
1.52346553e-02 1.24449679e-01 -2.70175689e-01 -8.44906398e-01
3.27060587e-02]
[ -1.40218310e-01 -2.51446283e-01 -3.00954718e-01 -7.28604362e-01
-3.01253351e-01 -2.07876334e-01 -2.17037920e-01 1.08130387e-02
1.35435591e-02 -4.53798399e-01 -5.95084131e-01 -5.93649434e-01
-9.75762541e-01]
[ -1.24385889e-01 1.34140654e-01 1.36145404e-02 1.25341274e-01
-2.01786344e-01 -1.75558380e-01 -1.59151805e-01 5.91705640e-03
-1.43372289e-01 -1.62649094e-01 -1.15785080e-01 -3.60849701e-01
-1.31028755e-03]
[ -3.62899208e-01 -1.17804349e-01 -2.73380509e-01 2.71379299e-01
-1.98868715e-01 -2.32240078e-01 -1.07385188e-01 -1.01008852e-01
1.71764939e-02 2.30328172e-02 9.06517835e-02 -3.44035265e-01
1.47777583e-01]
[ -1.32795187e-01 -4.37836520e-02 -2.55298668e-01 1.42088733e-01
-2.24178974e-01 -2.79700753e-01 -3.73274469e-01 -2.80477935e-02
1.02667463e-02 -1.22607933e-01 -2.09625113e-01 -2.86805927e-01
5.46957660e-02]
[ -2.41888884e-01 -5.30301385e-01 -3.40826102e-01 -1.33828964e-01
-3.19450213e-01 -2.32698140e-01 -9.46207022e-02 -2.58664123e-01
3.60343250e-02 -2.58042305e-01 -8.44900352e-02 -3.02419874e-01
-1.29620304e-02]
[ -2.19680133e-01 -2.96878658e-01 -3.19985834e-01 -9.34003414e-02
-9.03063376e-02 -1.50345967e-01 -7.30024071e-02 2.78274465e-02
-1.93101482e-01 -4.96660488e-01 -2.37206994e-01 -2.42323927e-01
1.25169537e-02]
[ -9.61313410e-02 -1.85285644e-02 -2.39480334e-01 -8.04403800e-01
-2.72561472e-01 -2.58158665e-01 5.38821841e-02 -4.36727714e-01
1.32824942e-01 -1.40697012e-01 -6.02837720e-01 -3.93015675e-01
-8.58278653e-01]]
Progress: 25.8% ... Training loss: 0.218 ... Validation loss: 0.375[[-0.19456582]
[ 0.26755914]
[-0.10811945]
[ 1.14400296]
[ 0.28826305]
[-0.02368652]
[-0.84713602]
[-0.85083701]
[-0.58158705]
[-0.86871449]
[ 1.27852715]
[ 3.01986193]
[-2.11268811]]
[[ -5.23601304e-01 -4.91354933e-01 -5.89625737e-01 -4.03335165e-02
-2.91743132e-01 -5.93911693e-01 -3.55911783e-02 -2.40441662e-01
-3.51565025e-01 -3.05935434e-01 2.50799382e-01 9.81079661e-01
2.64615740e-01]
[ 7.29440751e-03 -1.37380679e-01 4.87087926e-02 -7.50624676e-02
-4.10852138e-02 5.82530627e-02 -1.18493924e-01 1.96411969e-01
-1.45131335e-01 -1.88818010e-01 -9.53526332e-02 -1.29719059e-01
2.04423079e-02]
[ -2.61734179e-01 1.37476495e-01 -3.00350652e-02 1.23462439e-01
7.87037087e-02 -1.30804888e-01 -4.83255160e-02 -1.70873212e-01
2.60962824e-01 -3.91827984e-01 1.67033380e-01 6.62601208e-01
8.11309588e-01]
[ 2.32680912e-01 -2.39703152e-01 -2.77855125e-01 7.85973653e-02
-2.76963789e-01 9.52601924e-03 3.10486222e-01 -5.22008674e-01
2.44723360e-01 -2.04148589e-01 -1.47810653e-01 -3.02833884e-01
-2.68118194e-01]
[ 1.30962026e-01 4.44795614e-03 1.13350266e-01 -9.97257578e-02
-2.67035231e-02 7.32520266e-02 -1.65188540e-01 -1.64467030e-01
7.71900327e-02 2.07501995e-01 3.89114308e-02 -4.15336651e-02
-1.90373730e-01]
[ -4.80292901e-01 -6.11681188e-01 -6.01663804e-01 -6.21251974e-01
-5.91435704e-01 -5.64188350e-01 -3.21282923e-01 -1.48681698e-01
-4.47830381e-01 -2.24934779e-01 -5.67223357e-01 -8.30048470e-01
-6.25453057e-01]
[ -4.15438133e-01 -5.91441951e-01 -3.24766009e-01 -4.06858162e-01
-4.16249461e-01 -5.63207551e-01 -4.19206750e-01 -4.84094501e-01
-2.99820205e-01 -1.22075555e-01 -4.61121570e-01 -4.45191205e-01
-4.99644728e-01]
[ -3.44452516e-01 -3.40777680e-01 -4.85476015e-01 -1.38720500e-01
-3.15061507e-01 -4.24729763e-01 -3.12010190e-01 -2.76715544e-01
-3.08453144e-01 -5.64858896e-01 -2.62907293e-01 -7.20765602e-01
-5.62332935e-01]
[ -4.68831690e-01 -3.45240718e-01 -3.83315997e-01 -1.96592439e-01
-3.34858730e-01 -2.17510460e-01 -4.77789281e-02 -4.42428361e-01
-2.55614653e-01 -4.53692365e-01 -1.66862285e-01 -2.68235370e-01
-1.95572738e-01]
[ -9.55343033e-01 -9.50720944e-01 -9.85511452e-01 -7.32327451e-01
-1.03966812e+00 -9.88374848e-01 -5.55586481e-01 -5.88046490e-01
-7.36377380e-01 -5.67074356e-01 -7.53753173e-01 -6.56176277e-01
-8.18191519e-01]
[ -5.16248776e-01 -2.63646641e-01 -4.74216683e-01 -3.36529163e-01
-3.41974511e-01 -3.63924464e-01 -6.13455057e-01 -6.18161890e-01
-6.69786959e-01 -1.14683748e-01 -5.02693652e-01 -7.13629500e-01
-5.95243923e-01]
[ -1.16148278e-01 2.34616544e-02 -3.41727582e-01 -4.48811437e-01
-1.05200924e-01 -7.39657558e-02 -1.88763486e-01 -3.88100288e-01
-1.64699163e-01 7.52498605e-02 -4.81195075e-01 -1.05469892e+00
-5.88051711e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55547376e-01 -1.21569905e-01 1.64331349e-01 -2.95021952e-01
-1.32939446e-01 1.13510142e-01 -1.14719911e-01 1.84924005e-02
-7.82552979e-02 7.69471355e-02 -2.03817668e-01 -4.24143465e-01
-3.16079814e-02]
[ -8.82098158e-02 -2.64906654e-01 -1.80909922e-01 -2.88032410e-01
-4.77718731e-01 -8.64476660e-02 -5.87563712e-02 1.16564636e-03
-6.76598181e-02 6.76797071e-03 -2.24478540e-01 -3.82010081e-01
-2.77308556e-01]
[ -6.70304517e-02 -2.33696179e-02 -2.30079679e-01 -2.66469125e-01
1.19562856e-01 -1.61623466e-01 -1.67798920e-01 1.11069334e-01
-3.57176370e-03 1.03754352e-01 -1.99943189e-01 1.06563795e-02
-7.49291547e-02]
[ 3.66757789e-02 -1.67231719e-01 -1.49071792e-01 -8.76634177e-02
-1.24731404e-01 -1.06715067e-01 1.08407615e-01 -1.50215569e-01
-1.50018610e-02 2.02688099e-02 -3.11043897e-02 -1.36769414e-01
-7.73586775e-04]
[ -2.90287768e-01 -1.41666579e-01 -7.72494695e-02 -1.13193755e-01
-3.02035708e-01 -2.75301860e-01 -3.72015884e-01 2.18989916e-02
-3.21710134e-01 -2.16341540e-01 1.61811819e-01 -1.07308129e-01
1.99752026e-01]
[ -2.27681757e-01 -1.22494342e-01 -9.28031570e-02 -3.42615089e-02
-8.32461896e-02 -1.19456464e-01 -8.26057413e-02 1.20061914e-02
-1.42015403e-01 -7.85899119e-02 1.71491964e-02 -1.91319545e-01
-1.00853991e-01]
[ -1.72994511e-01 -6.79758666e-02 -2.29597716e-01 -2.69840533e-01
-1.55858148e-01 -2.04957873e-01 -3.38582684e-01 -1.09982414e-01
1.27604340e-01 -2.26220065e-01 -3.56283351e-01 -3.04531101e-01
-3.19737845e-01]
[ -3.70556608e-01 -6.29021519e-02 -1.50629477e-01 -1.34093403e-01
-4.88145940e-02 -3.13148122e-01 2.83813594e-02 -9.08927112e-02
-1.22524518e-01 5.96312989e-02 1.20554767e-02 -3.09163231e-01
-3.38711519e-01]
[ -1.65683317e-01 -1.42964997e-01 -5.26198557e-02 -1.57340782e-01
-1.27291363e-01 -2.95666507e-01 1.04052542e-02 -1.43772440e-01
-2.16569834e-01 3.85988161e-02 2.18460026e-01 -3.09699461e-02
-1.64757661e-01]
[ -1.30330691e-01 -1.73884156e-01 -1.13387776e-01 -2.88024017e-01
9.14328518e-02 -1.74614286e-02 -1.68236615e-01 -1.60200033e-01
1.19466158e-01 -8.87326712e-02 -1.32599108e-01 -9.13279467e-02
-3.11871594e-01]
[ -4.59353835e-02 -3.06111490e-02 -1.51402956e-01 -5.57290374e-02
-2.25367079e-01 6.19566402e-02 -8.11329776e-02 -6.02139675e-02
-2.37238706e-01 -1.05263279e-01 -8.56129865e-02 -3.27221717e-01
-2.16154933e-01]
[ -7.13060999e-02 2.48647805e-02 -1.29349335e-01 -3.15165797e-01
1.21692002e-01 2.02099353e-02 -2.09144346e-01 -1.52254691e-01
1.22758528e-01 -6.25776403e-02 -2.83363108e-01 -2.65044357e-01
-3.13378199e-01]
[ 7.69154088e-02 -3.07531671e-01 -8.52499783e-02 -4.54776956e-01
-2.21429542e-01 -8.98604315e-02 5.95875534e-02 9.08055933e-02
-1.72484355e-02 2.92854183e-01 -5.34244777e-01 -8.23511418e-01
4.38291782e-01]
[ -2.23711102e-01 -2.44183225e-01 -1.32070587e-01 -3.14652204e-01
-3.00833819e-01 -9.37696911e-02 2.06099592e-01 4.14841516e-02
2.87012877e-01 3.79839619e-02 -4.22090523e-01 -1.03785999e+00
6.52581610e-01]
[ -1.56731141e-02 -1.85610327e-01 2.08434847e-02 -3.16787574e-01
-1.70383026e-01 1.65152146e-01 2.02239870e-01 2.56682312e-01
-3.11314963e-02 2.33689872e-01 -2.39562264e-01 -1.10904712e+00
7.45500521e-01]
[ -3.11672298e-04 -4.44653090e-02 -1.25396278e-01 -1.41832487e-01
-1.79542651e-01 -4.74318178e-02 3.08363162e-01 1.69611004e-01
2.57977821e-01 3.71763609e-01 -5.05769048e-01 -1.05367739e+00
7.95463259e-01]
[ -8.36407202e-02 -2.79329148e-01 5.86623172e-02 -3.68515679e-01
-1.49599388e-01 1.16609271e-01 3.79052654e-01 1.43957340e-01
-6.32246969e-02 1.68422698e-01 -5.74638217e-01 -1.03429534e+00
8.83313420e-01]
[ 1.21404219e-01 -8.98910882e-02 1.59033918e-02 -1.87134079e-01
-8.35043887e-02 -1.84130254e-02 2.75819992e-01 3.84411601e-01
4.27272566e-01 2.73711598e-01 -5.74522328e-01 -9.69044439e-01
6.06527632e-01]
[ -3.20931132e-03 -1.38217143e-01 2.22702045e-02 1.61453479e-02
-9.21736045e-02 -2.83466452e-01 7.58043763e-02 3.56790318e-01
2.67379467e-03 1.23816313e-01 -2.69222968e-01 -8.07441483e-01
2.58775425e-01]
[ 8.77260927e-02 1.01175020e-01 6.28868699e-03 1.53569966e-01
-9.41740865e-02 -5.84938895e-02 -1.61694622e-01 -1.26817272e-01
-2.50138138e-01 -1.20934635e-01 -1.19682943e-01 2.19244243e-01
-3.29697663e-01]
[ 4.25371970e-02 -1.04975899e-01 1.45543393e-01 3.71873022e-01
2.48717772e-01 8.38665901e-03 -3.98150952e-01 -3.56915425e-01
-5.31750203e-02 -5.54172354e-01 2.65172051e-01 1.03416968e+00
-7.04229026e-01]
[ 2.96485567e-02 7.81356305e-02 -2.13670089e-01 8.05173318e-02
3.32428936e-02 -2.35639461e-03 -1.81518098e-01 -3.44289485e-01
-2.83963215e-01 -2.29711132e-01 -3.56509511e-02 -1.04757716e-01
-1.93236060e-01]
[ -6.23140162e-02 -2.09262291e-01 5.98519850e-02 5.28634013e-02
-1.31303445e-01 -1.35638814e-01 -3.56748155e-03 -3.89349599e-02
5.11582113e-02 -3.91796590e-01 -3.38928391e-01 -2.52999108e-01
6.08138253e-02]
[ 3.93242671e-03 -2.66823141e-01 5.24881689e-02 -2.95799049e-01
-1.89561594e-01 -2.33316857e-01 -3.00146325e-01 -5.05581104e-03
-3.97792895e-02 4.83837710e-02 -1.93887003e-01 2.24203460e-01
3.12027708e-03]
[ 1.65689877e-01 5.39595741e-02 -1.07132554e-01 -2.99225842e-01
-5.89606393e-02 -1.03035880e-01 -2.10348043e-01 -1.84150950e-02
-2.04613353e-01 -2.55312022e-01 -2.24460952e-01 3.77345646e-01
-2.89627909e-02]
[ -1.79905195e-01 -1.77480732e-01 -1.16542849e-01 -2.75273712e-01
-4.79577933e-02 2.49180924e-02 -2.16479318e-01 -2.68881333e-01
-1.53726767e-01 -8.09588393e-02 -2.32033674e-01 3.00068583e-01
-1.40888971e-01]
[ -4.41638948e-02 -2.02813967e-01 -1.66705811e-01 -2.74836816e-01
-4.44623535e-02 4.13812698e-02 -8.87369169e-02 -1.04955960e-01
-2.50677030e-01 -3.41227817e-01 -5.13192436e-02 1.50761628e-01
-2.46721558e-02]
[ 1.07149269e-01 8.22038756e-02 -1.43881362e-02 -2.39186374e-01
-3.24299041e-01 6.36616574e-03 -1.87109851e-01 -3.12640017e-01
-3.22520437e-01 -1.56850388e-02 -1.42757360e-01 1.50704866e-01
-3.29331867e-03]
[ -6.22963522e-02 -1.03447443e-02 -2.84823163e-01 -3.13550843e-02
6.96217659e-02 1.55157295e-01 -2.45068484e-01 -1.86233232e-01
-5.42063855e-02 -6.11470496e-02 1.78964305e-01 6.63128937e-01
-1.11464446e-01]
[ 1.24885472e-01 3.43203334e-01 -1.99838310e-01 7.59402296e-01
1.21421711e-01 9.46071554e-04 -2.43867134e-01 -4.09891295e-01
-2.48284914e-01 -3.49790255e-01 7.73758032e-01 9.78668664e-01
-1.20712764e+00]
[ -1.58923803e-02 1.77877246e-01 5.16151963e-02 3.37184576e-01
2.58723410e-03 -6.67106593e-02 -3.03336269e-01 -3.64728799e-01
-2.95270195e-01 -2.46498826e-01 5.79761649e-01 9.79980427e-01
-1.13890985e+00]
[ -3.63667515e-02 -1.36451964e-01 -1.50156498e-01 3.10709489e-01
-1.79983910e-01 2.36311348e-01 -5.95187254e-02 -1.92568261e-01
-2.35210622e-01 -3.86454591e-01 1.98786208e-01 5.19507632e-01
-5.47538551e-01]
[ 8.07260087e-02 -3.82841948e-01 -5.12035775e-02 6.19509146e-03
-1.15202253e-01 1.99678928e-01 6.93458433e-02 1.67648503e-01
-1.85310106e-01 -2.15383143e-02 -5.35569080e-02 3.43264977e-01
-3.11524078e-01]
[ 2.06824770e-01 -2.93943606e-01 -1.19738314e-01 -7.44676123e-02
-2.14003469e-01 1.22322334e-01 2.40243921e-02 -1.32553550e-01
-6.39605877e-02 -6.81099578e-02 -1.48252787e-01 -1.72768808e-01
-1.81882537e-01]
[ -1.34770258e-01 -7.89871158e-02 3.77054871e-02 -2.44457935e-01
-5.73999253e-02 -1.41389090e-01 3.85882510e-02 -1.25536480e-02
-9.79733999e-02 6.65766671e-03 -3.17509015e-01 -4.39914733e-01
-1.04597224e-01]
[ -1.40999961e-01 -1.36398710e-01 -6.83236784e-02 -2.80217396e-01
-3.46316659e-01 -2.88776123e-01 1.63576223e-01 1.45611955e-01
1.43938718e-02 1.23751807e-01 -2.68923811e-01 -8.42237910e-01
2.96226381e-02]
[ -1.41586257e-01 -2.50051845e-01 -3.01629970e-01 -7.24185882e-01
-2.99554129e-01 -2.08137775e-01 -2.24131733e-01 3.43513992e-03
9.08493327e-03 -4.61635635e-01 -5.87857873e-01 -5.68842267e-01
-9.90326251e-01]
[ -1.24722625e-01 1.34451485e-01 1.34777383e-02 1.27972123e-01
-2.01567890e-01 -1.75615363e-01 -1.61290464e-01 3.95201125e-03
-1.44764485e-01 -1.64090626e-01 -1.13723250e-01 -3.54212935e-01
-7.52340258e-03]
[ -3.63253989e-01 -1.17665536e-01 -2.73435736e-01 2.74529144e-01
-1.98634853e-01 -2.32293171e-01 -1.09411973e-01 -1.01616246e-01
1.57616185e-02 2.25341131e-02 9.31938026e-02 -3.39785980e-01
1.46684516e-01]
[ -1.32610768e-01 -4.38007351e-02 -2.55273855e-01 1.42451596e-01
-2.24177074e-01 -2.79677700e-01 -3.73519771e-01 -2.89577287e-02
9.86764603e-03 -1.22216192e-01 -2.09241459e-01 -2.86082871e-01
5.09948965e-02]
[ -2.42365819e-01 -5.30072544e-01 -3.40985953e-01 -1.32231698e-01
-3.19103726e-01 -2.32772837e-01 -9.62670619e-02 -2.60280466e-01
3.50983689e-02 -2.60234524e-01 -8.25803196e-02 -3.00312117e-01
-1.24292993e-02]
[ -2.20519593e-01 -2.96037949e-01 -3.20279253e-01 -8.88364461e-02
-8.93345884e-02 -1.50502488e-01 -7.67508504e-02 2.53109342e-02
-1.95737246e-01 -4.99502985e-01 -2.32423338e-01 -2.33509962e-01
5.84655894e-03]
[ -9.64015069e-02 -1.76086366e-02 -2.39770313e-01 -8.02609392e-01
-2.71787768e-01 -2.58228789e-01 5.24915403e-02 -4.38108825e-01
1.31001630e-01 -1.41771480e-01 -5.99657746e-01 -3.82793395e-01
-8.65654281e-01]]
Progress: 25.8% ... Training loss: 0.220 ... Validation loss: 0.383[[-0.21251967]
[ 0.24951542]
[-0.12264446]
[ 1.12600479]
[ 0.27091409]
[-0.04033697]
[-0.86629418]
[-0.86901615]
[-0.60386961]
[-0.89476181]
[ 1.25967451]
[ 2.99707979]
[-2.13680024]]
[[ -5.22723765e-01 -4.92381680e-01 -5.89247922e-01 -4.52434132e-02
-2.92900058e-01 -5.93826980e-01 -3.01737747e-02 -2.36171383e-01
-3.47121355e-01 -3.01142457e-01 2.43776137e-01 9.61026984e-01
2.81690311e-01]
[ 7.22565198e-03 -1.37233150e-01 4.86658134e-02 -7.44280950e-02
-4.09693797e-02 5.82446911e-02 -1.18874011e-01 1.95977413e-01
-1.45447414e-01 -1.89083144e-01 -9.48675342e-02 -1.29128796e-01
1.91767217e-02]
[ -2.62000085e-01 1.36695735e-01 -2.99390814e-02 1.18380116e-01
7.79928444e-02 -1.30814270e-01 -4.65407489e-02 -1.69047328e-01
2.63923577e-01 -3.93568960e-01 1.60542723e-01 6.41957151e-01
8.35970704e-01]
[ 2.33569625e-01 -2.39240860e-01 -2.78029118e-01 7.18936725e-02
-2.76427079e-01 9.58320101e-03 3.16239257e-01 -5.26239354e-01
2.47388556e-01 -2.01874844e-01 -1.51227863e-01 -2.95248385e-01
-2.63895883e-01]
[ 1.33341688e-01 1.30298923e-03 1.14311334e-01 -1.16879410e-01
-2.98364724e-02 7.34844458e-02 -1.53408266e-01 -1.55839618e-01
8.54791677e-02 2.20079044e-01 1.90774291e-02 -8.34609128e-02
-1.70475672e-01]
[ -4.79704461e-01 -6.12385983e-01 -6.01429627e-01 -6.25555203e-01
-5.92225232e-01 -5.64122407e-01 -3.18411383e-01 -1.45330607e-01
-4.46020792e-01 -2.20979334e-01 -5.72609858e-01 -8.42639655e-01
-6.24660599e-01]
[ -4.14189433e-01 -5.92870702e-01 -3.24209279e-01 -4.11946145e-01
-4.17705736e-01 -5.63079657e-01 -4.14601162e-01 -4.80698565e-01
-2.96382745e-01 -1.16009660e-01 -4.66297960e-01 -4.57509231e-01
-4.92083679e-01]
[ -3.44096259e-01 -3.41578629e-01 -4.85242006e-01 -1.42153591e-01
-3.15985660e-01 -4.24687881e-01 -3.09792779e-01 -2.73627471e-01
-3.05698355e-01 -5.62560727e-01 -2.69122455e-01 -7.39314304e-01
-5.50466176e-01]
[ -4.68393946e-01 -3.45891769e-01 -3.83087795e-01 -2.00624274e-01
-3.35511634e-01 -2.17443824e-01 -4.53879390e-02 -4.40834899e-01
-2.53971496e-01 -4.51456620e-01 -1.71001210e-01 -2.77328543e-01
-1.89579740e-01]
[ -9.54309049e-01 -9.52084916e-01 -9.85048455e-01 -7.38687217e-01
-1.04116439e+00 -9.88261786e-01 -5.49955425e-01 -5.81832655e-01
-7.31941634e-01 -5.61233792e-01 -7.62903838e-01 -6.82328985e-01
-8.08050866e-01]
[ -5.15218057e-01 -2.65130881e-01 -4.73622474e-01 -3.42882828e-01
-3.43627758e-01 -3.63787937e-01 -6.09308214e-01 -6.13825953e-01
-6.66303020e-01 -1.08324681e-01 -5.09865248e-01 -7.29961513e-01
-5.84521150e-01]
[ -1.15581839e-01 2.27243215e-02 -3.41531673e-01 -4.52954143e-01
-1.05874260e-01 -7.39129907e-02 -1.86455857e-01 -3.87221498e-01
-1.62973854e-01 7.76054836e-02 -4.85789791e-01 -1.06476528e+00
-5.82701873e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55529978e-01 -1.21610418e-01 1.64318899e-01 -2.95385910e-01
-1.32995436e-01 1.13513541e-01 -1.14911809e-01 1.82533831e-02
-7.83035689e-02 7.68384089e-02 -2.04431856e-01 -4.25130447e-01
-3.22550866e-02]
[ -8.82388297e-02 -2.64961860e-01 -1.80875188e-01 -2.88320551e-01
-4.77795957e-01 -8.64452583e-02 -5.88660121e-02 1.66512851e-03
-6.77784695e-02 6.96510023e-03 -2.24964000e-01 -3.83469930e-01
-2.77179406e-01]
[ -6.63968124e-02 -2.42569160e-02 -2.29736522e-01 -2.69340258e-01
1.18567919e-01 -1.61559011e-01 -1.65472470e-01 1.14722260e-01
-1.94849208e-03 1.08015212e-01 -2.04048894e-01 -1.55863644e-03
-7.36107056e-02]
[ 3.72732404e-02 -1.67744018e-01 -1.48881357e-01 -8.95561211e-02
-1.25256504e-01 -1.06653175e-01 1.10711253e-01 -1.49427722e-01
-1.34510568e-02 2.28112594e-02 -3.27298056e-02 -1.39959512e-01
2.02045830e-03]
[ -2.90122828e-01 -1.41852005e-01 -7.71970117e-02 -1.14139049e-01
-3.02173091e-01 -2.75291451e-01 -3.71207378e-01 2.20203834e-02
-3.21247532e-01 -2.15644341e-01 1.60892427e-01 -1.09791358e-01
2.01601434e-01]
[ -2.27522204e-01 -1.22754440e-01 -9.26797350e-02 -3.54186870e-02
-8.35535305e-02 -1.19436767e-01 -8.16130210e-02 1.34992259e-02
-1.41061587e-01 -7.77071846e-02 1.57276740e-02 -1.95943796e-01
-9.73218626e-02]
[ -1.72908151e-01 -6.85278664e-02 -2.29457344e-01 -2.72865286e-01
-1.56456002e-01 -2.04936391e-01 -3.37867081e-01 -1.08194952e-01
1.28670760e-01 -2.25166424e-01 -3.60138628e-01 -3.14275830e-01
-3.15008735e-01]
[ -3.70593533e-01 -6.31091396e-02 -1.50572349e-01 -1.35514867e-01
-4.90692437e-02 -3.13146318e-01 2.87086233e-02 -8.95034118e-02
-1.22186565e-01 6.01182815e-02 9.90851894e-03 -3.15582357e-01
-3.34432636e-01]
[ -1.65335114e-01 -1.42985953e-01 -5.25898883e-02 -1.56634382e-01
-1.27323868e-01 -2.95642862e-01 1.18171358e-02 -1.44400025e-01
-2.15145620e-01 3.93445486e-02 2.18058631e-01 -3.28621830e-02
-1.62029690e-01]
[ -1.30190466e-01 -1.74126850e-01 -1.13312844e-01 -2.89842887e-01
9.11444944e-02 -1.74365868e-02 -1.67411170e-01 -1.59646892e-01
1.20088194e-01 -8.80146680e-02 -1.34118169e-01 -9.51016989e-02
-3.09142770e-01]
[ -4.57427874e-02 -3.08796471e-02 -1.51319530e-01 -5.70910882e-02
-2.25585030e-01 6.19809220e-02 -8.03382062e-02 -5.97033424e-02
-2.36772753e-01 -1.04516136e-01 -8.68449753e-02 -3.29410020e-01
-2.14959236e-01]
[ -7.09493952e-02 2.45112101e-02 -1.29213800e-01 -3.17582789e-01
1.21358436e-01 2.02539772e-02 -2.07263559e-01 -1.50754735e-01
1.24063376e-01 -6.02455285e-02 -2.85953722e-01 -2.68617871e-01
-3.11801494e-01]
[ 7.69168697e-02 -3.07526379e-01 -8.52558548e-02 -4.54802358e-01
-2.21418270e-01 -8.98599573e-02 5.96194791e-02 9.07767622e-02
-1.72566273e-02 2.92803956e-01 -5.34202850e-01 -8.23345209e-01
4.38175926e-01]
[ -2.23819356e-01 -2.44076625e-01 -1.32109286e-01 -3.14067069e-01
-3.00737187e-01 -9.37836368e-02 2.05228747e-01 4.08206744e-02
2.86546024e-01 3.73817629e-02 -4.21548752e-01 -1.03732225e+00
6.51534984e-01]
[ -1.55626519e-02 -1.85838701e-01 2.09208266e-02 -3.18458091e-01
-1.70649050e-01 1.65168559e-01 2.03308068e-01 2.57710786e-01
-3.04206175e-02 2.34591756e-01 -2.41334847e-01 -1.11248247e+00
7.49651192e-01]
[ -2.96700579e-04 -4.45045838e-02 -1.25386800e-01 -1.42020942e-01
-1.79591821e-01 -4.74303598e-02 3.08496076e-01 1.69745812e-01
2.58097054e-01 3.71912721e-01 -5.06039038e-01 -1.05441544e+00
7.96243362e-01]
[ -8.34693694e-02 -2.79431315e-01 5.87245490e-02 -3.69294093e-01
-1.49764396e-01 1.16626075e-01 3.80183487e-01 1.44464068e-01
-6.27001565e-02 1.69456347e-01 -5.75572336e-01 -1.03616606e+00
8.85409783e-01]
[ 1.21364487e-01 -8.98605388e-02 1.58897909e-02 -1.86873259e-01
-8.34636897e-02 -1.84179938e-02 2.75530328e-01 3.84110344e-01
4.27110580e-01 2.73510089e-01 -5.74449583e-01 -9.69239698e-01
6.05908311e-01]
[ -3.17608308e-03 -1.38241867e-01 2.22708450e-02 1.60590540e-02
-9.21772018e-02 -2.83468768e-01 7.63197585e-02 3.56812124e-01
2.96427461e-03 1.24082334e-01 -2.69696701e-01 -8.09031414e-01
2.58721055e-01]
[ 8.75799445e-02 1.01527196e-01 6.19051670e-03 1.57086736e-01
-9.37760222e-02 -5.85139014e-02 -1.63800525e-01 -1.28532047e-01
-2.51014330e-01 -1.22498871e-01 -1.15985052e-01 2.28586390e-01
-3.34376153e-01]
[ 4.27052712e-02 -1.05091083e-01 1.45616874e-01 3.71836414e-01
2.48500293e-01 8.39891533e-03 -3.97674764e-01 -3.55619645e-01
-5.28988129e-02 -5.52548817e-01 2.64429037e-01 1.02966659e+00
-7.04914893e-01]
[ 2.95895058e-02 7.82764182e-02 -2.13707333e-01 8.15048547e-02
3.34327844e-02 -2.36984122e-03 -1.82048612e-01 -3.45030380e-01
-2.84102155e-01 -2.30097802e-01 -3.47712150e-02 -1.02956155e-01
-1.94538373e-01]
[ -6.21884451e-02 -2.09449633e-01 5.99227931e-02 5.13773063e-02
-1.31504976e-01 -1.35624388e-01 -2.57139656e-03 -3.78688368e-02
5.17266247e-02 -3.91041362e-01 -3.40229785e-01 -2.56122056e-01
6.31529017e-02]
[ 4.15129357e-03 -2.67274494e-01 5.26624495e-02 -2.98628212e-01
-1.90083146e-01 -2.33292859e-01 -2.98684439e-01 -3.16401315e-03
-3.84357908e-02 5.00500545e-02 -1.97384630e-01 2.14456541e-01
9.88234501e-03]
[ 1.65978166e-01 5.35585987e-02 -1.07032765e-01 -3.01486519e-01
-5.93230540e-02 -1.03010014e-01 -2.08963536e-01 -1.78929195e-02
-2.03486837e-01 -2.54183753e-01 -2.27215265e-01 3.71878382e-01
-2.48501656e-02]
[ -1.79659252e-01 -1.78320116e-01 -1.16332484e-01 -2.79554060e-01
-4.88710655e-02 2.49597301e-02 -2.14389885e-01 -2.66222138e-01
-1.51849186e-01 -7.89773560e-02 -2.37243352e-01 2.87555030e-01
-1.31231277e-01]
[ -4.40709494e-02 -2.02915997e-01 -1.66643598e-01 -2.75447368e-01
-4.45944087e-02 4.13961790e-02 -8.84481377e-02 -1.04541267e-01
-2.50614936e-01 -3.40528849e-01 -5.17735224e-02 1.50484818e-01
-2.43769783e-02]
[ 1.07037283e-01 8.22361316e-02 -1.43950192e-02 -2.39353817e-01
-3.24247939e-01 6.35380112e-03 -1.87645103e-01 -3.12726458e-01
-3.22697967e-01 -1.60676294e-02 -1.42790692e-01 1.50710302e-01
-2.31901036e-03]
[ -6.17814669e-02 -1.09659938e-02 -2.84626691e-01 -3.45497039e-02
6.89395032e-02 1.55224318e-01 -2.42893761e-01 -1.84571670e-01
-5.26537790e-02 -5.83647772e-02 1.75545078e-01 6.56802757e-01
-1.07735245e-01]
[ 1.25041907e-01 3.43009071e-01 -1.99778571e-01 7.59639142e-01
1.21352355e-01 9.62032878e-04 -2.43768337e-01 -4.09419074e-01
-2.48064490e-01 -3.49085573e-01 7.73806062e-01 9.77161252e-01
-1.20871983e+00]
[ -1.55164953e-02 1.77350231e-01 5.18158700e-02 3.36322436e-01
2.05388523e-03 -6.66655951e-02 -3.02519555e-01 -3.63338120e-01
-2.94271199e-01 -2.44913719e-01 5.78126054e-01 9.74469249e-01
-1.13954270e+00]
[ -3.59481311e-02 -1.36761656e-01 -1.50071543e-01 3.08315820e-01
-1.80245519e-01 2.36361374e-01 -5.70838616e-02 -1.91700694e-01
-2.34002292e-01 -3.85055950e-01 1.97000171e-01 5.17102547e-01
-5.47483369e-01]
[ 8.08374397e-02 -3.82930733e-01 -5.11506663e-02 5.64895455e-03
-1.15336857e-01 1.99694333e-01 7.01435967e-02 1.68475934e-01
-1.84897623e-01 -2.08990335e-02 -5.44790252e-02 3.40858473e-01
-3.10715660e-01]
[ 2.06955272e-01 -2.94109734e-01 -1.19685434e-01 -7.54757207e-02
-2.14201549e-01 1.22339443e-01 2.45713474e-02 -1.32358213e-01
-6.35746274e-02 -6.75956114e-02 -1.49023674e-01 -1.74595226e-01
-1.80863364e-01]
[ -1.34754294e-01 -7.90199000e-02 3.77162206e-02 -2.44585322e-01
-5.74260313e-02 -1.41387292e-01 3.86800617e-02 -1.24491977e-02
-9.78946372e-02 6.74535272e-03 -3.17632166e-01 -4.40188968e-01
-1.04343116e-01]
[ -1.41098533e-01 -1.36221193e-01 -6.83690820e-02 -2.80108601e-01
-3.46189710e-01 -2.88787342e-01 1.63456184e-01 1.45515365e-01
1.41115561e-02 1.23578042e-01 -2.69021814e-01 -8.42925191e-01
2.95296077e-02]
[ -1.41419348e-01 -2.50205291e-01 -3.01551832e-01 -7.25417512e-01
-2.99834602e-01 -2.08126065e-01 -2.23107957e-01 4.41733438e-03
9.73172688e-03 -4.60435482e-01 -5.89380947e-01 -5.72398396e-01
-9.87091290e-01]
[ -1.24033083e-01 1.33371557e-01 1.38275328e-02 1.22332946e-01
-2.02561750e-01 -1.75530921e-01 -1.57428203e-01 7.17141662e-03
-1.42415911e-01 -1.60204904e-01 -1.20069632e-01 -3.67686399e-01
1.68354105e-03]
[ -3.62546232e-01 -1.18200837e-01 -2.73272034e-01 2.72984896e-01
-1.99191670e-01 -2.32214883e-01 -1.07396877e-01 -1.01144454e-01
1.81145299e-02 2.56156702e-02 9.09738552e-02 -3.41718085e-01
1.48128040e-01]
[ -1.32108616e-01 -4.46758671e-02 -2.54993542e-01 1.37945399e-01
-2.25125524e-01 -2.79614306e-01 -3.71304432e-01 -2.63340994e-02
1.20602489e-02 -1.19325889e-01 -2.13709191e-01 -2.97997569e-01
5.91446073e-02]
[ -2.42420746e-01 -5.29956175e-01 -3.41018682e-01 -1.31104931e-01
-3.18944607e-01 -2.32776046e-01 -9.61777480e-02 -2.60638316e-01
3.52412421e-02 -2.60822279e-01 -8.17857668e-02 -3.00020520e-01
-1.10083841e-02]
[ -2.20339134e-01 -2.96489519e-01 -3.20130619e-01 -9.18337366e-02
-8.97858893e-02 -1.50476427e-01 -7.54513010e-02 2.70639267e-02
-1.94706003e-01 -4.98645937e-01 -2.36099240e-01 -2.43569900e-01
9.19607042e-03]
[ -9.59622571e-02 -1.82151748e-02 -2.39505050e-01 -8.04673754e-01
-2.72538846e-01 -2.58187120e-01 5.40717323e-02 -4.35372426e-01
1.31931626e-01 -1.38543255e-01 -6.03136237e-01 -3.94699742e-01
-8.66246582e-01]]
Progress: 25.9% ... Training loss: 0.214 ... Validation loss: 0.374[[-0.20602509]
[ 0.26190217]
[-0.11594677]
[ 1.13674924]
[ 0.28018776]
[-0.0320743 ]
[-0.86022483]
[-0.86185065]
[-0.59124715]
[-0.88738256]
[ 1.27117009]
[ 3.00021465]
[-2.13404742]]
[[ -5.22705924e-01 -4.92305958e-01 -5.89135592e-01 -4.50516139e-02
-2.93040344e-01 -5.93850535e-01 -2.89141961e-02 -2.34114789e-01
-3.46550539e-01 -3.00224924e-01 2.43020699e-01 9.58214238e-01
2.87865832e-01]
[ 7.06762973e-03 -1.36789963e-01 4.84967169e-02 -7.32456320e-02
-4.06212996e-02 5.82078225e-02 -1.19776120e-01 1.94502469e-01
-1.46081566e-01 -1.90070456e-01 -9.32632510e-02 -1.27360545e-01
1.31596421e-02]
[ -2.63571922e-01 1.38628967e-01 -3.08125895e-02 1.25590080e-01
8.01598887e-02 -1.31135778e-01 -5.35390683e-02 -1.74764122e-01
2.58835465e-01 -4.00341986e-01 1.68661399e-01 6.59546038e-01
8.26535430e-01]
[ 2.33595503e-01 -2.39025785e-01 -2.77974785e-01 7.25483855e-02
-2.76154816e-01 9.59600044e-03 3.15991262e-01 -5.25390325e-01
2.46999928e-01 -2.02138347e-01 -1.50436650e-01 -3.00062193e-01
-2.72682246e-01]
[ 1.32195580e-01 2.64997297e-03 1.13766278e-01 -1.12466303e-01
-2.85374786e-02 7.32913812e-02 -1.58572743e-01 -1.58798437e-01
8.11881073e-02 2.12870751e-01 2.73005221e-02 -6.17539119e-02
-1.68720551e-01]
[ -4.79854756e-01 -6.12137007e-01 -6.01509333e-01 -6.24212631e-01
-5.92006129e-01 -5.64150919e-01 -3.19079983e-01 -1.46239362e-01
-4.46441886e-01 -2.22457637e-01 -5.71233476e-01 -8.40928261e-01
-6.26189624e-01]
[ -4.14245781e-01 -5.92775160e-01 -3.24150944e-01 -4.12033770e-01
-4.17672758e-01 -5.63119306e-01 -4.14015706e-01 -4.79724661e-01
-2.96392239e-01 -1.15052555e-01 -4.66906001e-01 -4.60792263e-01
-4.91285434e-01]
[ -3.44858497e-01 -3.40037315e-01 -4.85871021e-01 -1.35932393e-01
-3.14434275e-01 -4.24862847e-01 -3.13554685e-01 -2.78671949e-01
-3.09052961e-01 -5.66451113e-01 -2.62008998e-01 -7.24092382e-01
-5.60645632e-01]
[ -4.68489481e-01 -3.45764312e-01 -3.83082022e-01 -2.01136256e-01
-3.35491709e-01 -2.17458636e-01 -4.56195995e-02 -4.40145369e-01
-2.54340014e-01 -4.51772298e-01 -1.70955447e-01 -2.76429729e-01
-1.89236906e-01]
[ -9.54090665e-01 -9.52231738e-01 -9.84986285e-01 -7.40069032e-01
-1.04133215e+00 -9.88262279e-01 -5.48466814e-01 -5.80401439e-01
-7.30743183e-01 -5.60365800e-01 -7.63618384e-01 -6.85447005e-01
-8.03214269e-01]
[ -5.15465679e-01 -2.64496316e-01 -4.73860727e-01 -3.41526264e-01
-3.43154685e-01 -3.63849962e-01 -6.10084737e-01 -6.16182702e-01
-6.67431035e-01 -1.09281527e-01 -5.09029532e-01 -7.27951444e-01
-5.88538592e-01]
[ -1.16617018e-01 2.42498672e-02 -3.42000202e-01 -4.45964729e-01
-1.04356184e-01 -7.41084110e-02 -1.91244656e-01 -3.90585763e-01
-1.67198001e-01 7.29670748e-02 -4.77983400e-01 -1.04910823e+00
-5.94088430e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55468425e-01 -1.21664312e-01 1.64343809e-01 -2.95727372e-01
-1.33041526e-01 1.13523134e-01 -1.14516521e-01 1.86587953e-02
-7.82057776e-02 7.72159375e-02 -2.04709340e-01 -4.25468278e-01
-3.20773006e-02]
[ -8.84617353e-02 -2.64638298e-01 -1.80999653e-01 -2.86451867e-01
-4.77528100e-01 -8.64843844e-02 -6.00692452e-02 -2.38759308e-04
-6.82860566e-02 4.85833067e-03 -2.22831538e-01 -3.79259873e-01
-2.78812417e-01]
[ -6.64203464e-02 -2.43219643e-02 -2.29705789e-01 -2.69911875e-01
1.18465871e-01 -1.61560365e-01 -1.65332680e-01 1.15573551e-01
-1.95924631e-03 1.08442199e-01 -2.05048409e-01 -5.35830820e-03
-7.22975635e-02]
[ 3.74295195e-02 -1.67846330e-01 -1.48831944e-01 -9.00257289e-02
-1.25378522e-01 -1.06634542e-01 1.11852147e-01 -1.48586079e-01
-1.29594294e-02 2.39665428e-02 -3.31810918e-02 -1.41110197e-01
4.03309545e-03]
[ -2.89952079e-01 -1.41996372e-01 -7.70576837e-02 -1.15510834e-01
-3.02360956e-01 -2.75278714e-01 -3.70132764e-01 2.26869160e-02
-3.20358424e-01 -2.14588587e-01 1.58711255e-01 -1.15992001e-01
2.02601603e-01]
[ -2.28200045e-01 -1.21679406e-01 -9.31170308e-02 -2.97152961e-02
-8.23113303e-02 -1.19592239e-01 -8.53035712e-02 9.20245106e-03
-1.44215474e-01 -8.07876772e-02 2.24356075e-02 -1.78010633e-01
-1.08341119e-01]
[ -1.73343357e-01 -6.78158528e-02 -2.29650722e-01 -2.70011029e-01
-1.55848884e-01 -2.05010435e-01 -3.39949080e-01 -1.09223630e-01
1.27165985e-01 -2.27447146e-01 -3.57400077e-01 -3.10111893e-01
-3.18138940e-01]
[ -3.70870356e-01 -6.27014042e-02 -1.50748726e-01 -1.34713288e-01
-4.86546443e-02 -3.13205152e-01 2.73006518e-02 -9.03306559e-02
-1.23429547e-01 5.88687469e-02 1.11606704e-02 -3.13505989e-01
-3.36146037e-01]
[ -1.65202017e-01 -1.43171530e-01 -5.25544924e-02 -1.57483900e-01
-1.27554455e-01 -2.95622369e-01 1.33690826e-02 -1.43928988e-01
-2.14192609e-01 4.06603039e-02 2.16260234e-01 -3.99915413e-02
-1.59211953e-01]
[ -1.30214380e-01 -1.73995260e-01 -1.13359573e-01 -2.90158012e-01
9.12313435e-02 -1.74443707e-02 -1.67724262e-01 -1.59761121e-01
1.19793408e-01 -8.88390151e-02 -1.32972966e-01 -8.95993075e-02
-3.10360946e-01]
[ -4.57740370e-02 -3.08568248e-02 -1.51325765e-01 -5.69225200e-02
-2.25562639e-01 6.19754661e-02 -8.04655906e-02 -5.97034773e-02
-2.36821371e-01 -1.04641596e-01 -8.67214591e-02 -3.29381318e-01
-2.14717215e-01]
[ -7.08440154e-02 2.44029384e-02 -1.29153715e-01 -3.18095992e-01
1.21229422e-01 2.02766513e-02 -2.06818571e-01 -1.50109500e-01
1.24241516e-01 -5.96367733e-02 -2.86418124e-01 -2.69365202e-01
-3.11218341e-01]
[ 7.68882305e-02 -3.07475473e-01 -8.52865477e-02 -4.54574200e-01
-2.21359676e-01 -8.98662466e-02 5.94251462e-02 9.04534144e-02
-1.73897628e-02 2.92435979e-01 -5.33910597e-01 -8.22914907e-01
4.37428489e-01]
[ -2.23883444e-01 -2.43983568e-01 -1.32143057e-01 -3.13909762e-01
-3.00620291e-01 -9.37975102e-02 2.04922926e-01 4.04067296e-02
2.86244376e-01 3.70064896e-02 -4.21175285e-01 -1.03681920e+00
6.50538694e-01]
[ -1.55756308e-02 -1.85806429e-01 2.09161759e-02 -3.18312388e-01
-1.70631935e-01 1.65164368e-01 2.03206355e-01 2.57721897e-01
-3.05137386e-02 2.34633159e-01 -2.41265656e-01 -1.11268663e+00
7.49583299e-01]
[ -2.98660552e-04 -4.45178561e-02 -1.25388007e-01 -1.42115388e-01
-1.79598823e-01 -4.74309900e-02 3.08514322e-01 1.69794929e-01
2.58155017e-01 3.71908449e-01 -5.06078814e-01 -1.05480443e+00
7.96420039e-01]
[ -8.34706103e-02 -2.79438539e-01 5.87291603e-02 -3.69398821e-01
-1.49770019e-01 1.16625996e-01 3.80344954e-01 1.44543689e-01
-6.26279538e-02 1.69446005e-01 -5.75702740e-01 -1.03644829e+00
8.85801325e-01]
[ 1.21312269e-01 -8.97725349e-02 1.58626239e-02 -1.86406328e-01
-8.34030672e-02 -1.84369356e-02 2.75675714e-01 3.84066631e-01
4.27074207e-01 2.73536174e-01 -5.74265461e-01 -9.70391847e-01
6.05338762e-01]
[ -3.15334242e-03 -1.38260662e-01 2.22741326e-02 1.60725004e-02
-9.21874956e-02 -2.83465030e-01 7.64829725e-02 3.56842029e-01
3.08417471e-03 1.24078887e-01 -2.69657738e-01 -8.08985386e-01
2.58564856e-01]
[ 8.75385497e-02 1.01600955e-01 6.16123188e-03 1.57929840e-01
-9.37122443e-02 -5.85199897e-02 -1.64092812e-01 -1.29262844e-01
-2.51200839e-01 -1.23329889e-01 -1.14849505e-01 2.31166980e-01
-3.35406237e-01]
[ 4.29322423e-02 -1.05375462e-01 1.45756861e-01 3.70322521e-01
2.48186912e-01 8.43547038e-03 -3.96366808e-01 -3.54411786e-01
-5.16762439e-02 -5.51886918e-01 2.62657250e-01 1.02240141e+00
-7.02654750e-01]
[ 2.95454448e-02 7.83001289e-02 -2.13703979e-01 8.17472106e-02
3.34745970e-02 -2.37463312e-03 -1.82389535e-01 -3.45026421e-01
-2.84191393e-01 -2.30149858e-01 -3.45747095e-02 -1.02299209e-01
-1.94921926e-01]
[ -6.21431590e-02 -2.09388509e-01 5.99545669e-02 5.03197748e-02
-1.31540464e-01 -1.35620351e-01 -2.15023691e-03 -3.72213366e-02
5.19699904e-02 -3.90268097e-01 -3.41788467e-01 -2.60611295e-01
6.59613233e-02]
[ 4.15193619e-03 -2.67250238e-01 5.26853705e-02 -2.99201907e-01
-1.90141232e-01 -2.33295971e-01 -2.97924134e-01 -2.53454288e-03
-3.80529685e-02 5.11164477e-02 -1.99135426e-01 2.10041642e-01
1.22714782e-02]
[ 1.65882221e-01 5.35597938e-02 -1.07053850e-01 -3.01958996e-01
-5.93365347e-02 -1.03024851e-01 -2.09018101e-01 -1.79048015e-02
-2.03469067e-01 -2.54606344e-01 -2.27817009e-01 3.70214446e-01
-2.33138876e-02]
[ -1.79798817e-01 -1.78119372e-01 -1.16436440e-01 -2.79532635e-01
-4.86699881e-02 2.49234137e-02 -2.15008911e-01 -2.67235834e-01
-1.52328135e-01 -7.92494992e-02 -2.37039408e-01 2.89350465e-01
-1.32086103e-01]
[ -4.40368798e-02 -2.03131767e-01 -1.66591936e-01 -2.76321717e-01
-4.48387297e-02 4.14096577e-02 -8.83238816e-02 -1.03990003e-01
-2.50222816e-01 -3.39863618e-01 -5.29793295e-02 1.46984614e-01
-2.23587682e-02]
[ 1.06841973e-01 8.25187052e-02 -1.45287829e-02 -2.39084812e-01
-3.24011435e-01 6.31752312e-03 -1.88798605e-01 -3.13322551e-01
-3.23502198e-01 -1.76031102e-02 -1.41328541e-01 1.55673908e-01
-3.32172697e-03]
[ -6.22768621e-02 -1.01294454e-02 -2.84904252e-01 -3.14868292e-02
6.98879478e-02 1.55113339e-01 -2.45427419e-01 -1.87261402e-01
-5.50016183e-02 -6.08101249e-02 1.80326116e-01 6.69297106e-01
-1.14461716e-01]
[ 1.24973244e-01 3.43192261e-01 -1.99833881e-01 7.61036814e-01
1.21514427e-01 9.45886395e-04 -2.44291494e-01 -4.10370764e-01
-2.48409888e-01 -3.49903375e-01 7.75533289e-01 9.81135499e-01
-1.21006003e+00]
[ -1.60001682e-02 1.78223691e-01 5.15736693e-02 3.41127973e-01
2.89583237e-03 -6.67550177e-02 -3.04955029e-01 -3.64473361e-01
-2.96683309e-01 -2.46860826e-01 5.83427796e-01 9.86849041e-01
-1.14533466e+00]
[ -3.58422542e-02 -1.37013682e-01 -1.50088557e-01 3.08296141e-01
-1.80356265e-01 2.36368873e-01 -5.63317827e-02 -1.91830552e-01
-2.33334829e-01 -3.85282784e-01 1.96838419e-01 5.17108682e-01
-5.47670758e-01]
[ 8.10961783e-02 -3.83183905e-01 -5.10312494e-02 4.01068750e-03
-1.15669395e-01 1.99738754e-01 7.20101896e-02 1.69970597e-01
-1.83948481e-01 -1.95346819e-02 -5.66641798e-02 3.34310552e-01
-3.07913421e-01]
[ 2.07095693e-01 -2.94235559e-01 -1.19624841e-01 -7.60644727e-02
-2.14347395e-01 1.22365268e-01 2.51603687e-02 -1.31864200e-01
-6.32417663e-02 -6.69500690e-02 -1.49603910e-01 -1.75445741e-01
-1.80301949e-01]
[ -1.34835052e-01 -7.88945522e-02 3.76740951e-02 -2.43335413e-01
-5.72434192e-02 -1.41398860e-01 3.74537230e-02 -1.32871951e-02
-9.86723613e-02 6.24223455e-03 -3.16228459e-01 -4.35974929e-01
-1.07677488e-01]
[ -1.41191807e-01 -1.35987590e-01 -6.84315127e-02 -2.79110049e-01
-3.46020990e-01 -2.88807291e-01 1.62850587e-01 1.44905075e-01
1.35059406e-02 1.23421419e-01 -2.68277972e-01 -8.41661178e-01
2.72070950e-02]
[ -1.41991540e-01 -2.49017505e-01 -3.01972030e-01 -7.21627299e-01
-2.98514855e-01 -2.08273255e-01 -2.26018778e-01 3.76963307e-04
6.78430682e-03 -4.63480723e-01 -5.83912336e-01 -5.56841042e-01
-9.97595802e-01]
[ -1.24209909e-01 1.33834037e-01 1.36572521e-02 1.24440453e-01
-2.02152441e-01 -1.75561307e-01 -1.58425570e-01 6.01788190e-03
-1.43191097e-01 -1.60856037e-01 -1.17461997e-01 -3.63860315e-01
-4.14898043e-03]
[ -3.63177548e-01 -1.17427751e-01 -2.73444341e-01 2.76751233e-01
-1.98625536e-01 -2.32321003e-01 -1.09692880e-01 -1.02726926e-01
1.63445880e-02 2.30422632e-02 9.46909505e-02 -3.36532023e-01
1.47967818e-01]
[ -1.31909083e-01 -4.52042675e-02 -2.54844150e-01 1.35279229e-01
-2.25628723e-01 -2.79569056e-01 -3.69622640e-01 -2.43726730e-02
1.34644957e-02 -1.17815000e-01 -2.17067895e-01 -3.07177419e-01
6.67311033e-02]
[ -2.42670247e-01 -5.29469876e-01 -3.41206170e-01 -1.27121802e-01
-3.18356505e-01 -2.32838638e-01 -9.84999949e-02 -2.62557070e-01
3.34731636e-02 -2.61934650e-01 -7.73234445e-02 -2.90121608e-01
-1.75711088e-02]
[ -2.20270951e-01 -2.96582123e-01 -3.20079495e-01 -9.20199665e-02
-8.98375476e-02 -1.50462009e-01 -7.54409459e-02 2.72088811e-02
-1.94520743e-01 -4.98560323e-01 -2.36186839e-01 -2.44095386e-01
9.08619868e-03]
[ -9.56645547e-02 -1.84905321e-02 -2.39399904e-01 -8.08504377e-01
-2.73043891e-01 -2.58158439e-01 5.68293119e-02 -4.33073474e-01
1.33449035e-01 -1.37484868e-01 -6.08018037e-01 -4.04913721e-01
-8.61230630e-01]]
Progress: 25.9% ... Training loss: 0.214 ... Validation loss: 0.372[[-0.21730716]
[ 0.24960896]
[-0.12364153]
[ 1.12281637]
[ 0.2703089 ]
[-0.04115133]
[-0.87713642]
[-0.87887982]
[-0.60999553]
[-0.89858258]
[ 1.25544409]
[ 2.97037908]
[-2.15336716]]
[[ -5.21634400e-01 -4.94159687e-01 -5.88651261e-01 -5.55595715e-02
-2.94801275e-01 -5.93707128e-01 -2.15056492e-02 -2.26561337e-01
-3.40428682e-01 -2.95480288e-01 2.31145633e-01 9.29382022e-01
3.11108569e-01]
[ 6.97842230e-03 -1.36688204e-01 4.84370607e-02 -7.28858352e-02
-4.04906041e-02 5.81872060e-02 -1.20081473e-01 1.93881702e-01
-1.46226070e-01 -1.90565915e-01 -9.25953373e-02 -1.26125851e-01
1.24588836e-02]
[ -2.63309369e-01 1.36673921e-01 -3.03935389e-02 1.14941405e-01
7.82348933e-02 -1.31079909e-01 -5.06861354e-02 -1.69611497e-01
2.64721682e-01 -4.00849027e-01 1.54852809e-01 6.18946481e-01
8.54668239e-01]
[ 2.34560293e-01 -2.39590289e-01 -2.77578537e-01 7.25430873e-02
-2.76633286e-01 9.70107231e-03 3.19282687e-01 -5.23833678e-01
2.48473447e-01 -1.97355140e-01 -1.50983429e-01 -3.07513271e-01
-2.72060332e-01]
[ 1.31920691e-01 3.16186222e-03 1.13554346e-01 -1.11880027e-01
-2.78228650e-02 7.32490024e-02 -1.61021603e-01 -1.64488175e-01
8.10292863e-02 2.08825839e-01 3.11185707e-02 -4.53837043e-02
-1.75057925e-01]
[ -4.79022530e-01 -6.13018292e-01 -6.01148121e-01 -6.27341055e-01
-5.92995977e-01 -5.64036337e-01 -3.15474442e-01 -1.40715723e-01
-4.44314033e-01 -2.17463206e-01 -5.75879583e-01 -8.54068656e-01
-6.24315336e-01]
[ -4.14267541e-01 -5.92658336e-01 -3.24241576e-01 -4.13839475e-01
-4.17551654e-01 -5.63117174e-01 -4.12823869e-01 -4.80301756e-01
-2.96009504e-01 -1.15446953e-01 -4.67357966e-01 -4.56487358e-01
-4.87737080e-01]
[ -3.44097141e-01 -3.41537312e-01 -4.85491247e-01 -1.43295717e-01
-3.15773222e-01 -4.24777577e-01 -3.09031033e-01 -2.73241857e-01
-3.04263831e-01 -5.64119286e-01 -2.71173040e-01 -7.52044528e-01
-5.44111816e-01]
[ -4.68121566e-01 -3.46143248e-01 -3.82933635e-01 -2.03456392e-01
-3.35766993e-01 -2.17406040e-01 -4.39368039e-02 -4.39485696e-01
-2.53115898e-01 -4.50870802e-01 -1.73152208e-01 -2.82290213e-01
-1.88829969e-01]
[ -9.52800908e-01 -9.53989776e-01 -9.84462822e-01 -7.51547960e-01
-1.04321885e+00 -9.88082002e-01 -5.39692174e-01 -5.71434654e-01
-7.23934980e-01 -5.55271023e-01 -7.76129933e-01 -7.13258469e-01
-7.84172581e-01]
[ -5.14725650e-01 -2.65538845e-01 -4.73534303e-01 -3.45638683e-01
-3.43933596e-01 -3.63752598e-01 -6.07045860e-01 -6.13297080e-01
-6.65161459e-01 -1.05880245e-01 -5.13735828e-01 -7.43444205e-01
-5.82583650e-01]
[ -1.16707067e-01 2.44070403e-02 -3.42051346e-01 -4.44990970e-01
-1.04173552e-01 -7.41314721e-02 -1.92054347e-01 -3.91401860e-01
-1.67751946e-01 7.23043717e-02 -4.77224430e-01 -1.04845213e+00
-5.96721664e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55450091e-01 -1.21603342e-01 1.64335197e-01 -2.95082220e-01
-1.32987768e-01 1.13522049e-01 -1.14588666e-01 1.86004526e-02
-7.82344257e-02 7.70835328e-02 -2.03980545e-01 -4.23621676e-01
-3.28256450e-02]
[ -8.81601559e-02 -2.64994608e-01 -1.80870684e-01 -2.87688253e-01
-4.77849529e-01 -8.64446640e-02 -5.88483325e-02 1.72894433e-03
-6.76833507e-02 6.59406555e-03 -2.24931921e-01 -3.84396196e-01
-2.78316416e-01]
[ -6.60293879e-02 -2.48390733e-02 -2.29484051e-01 -2.71999843e-01
1.17781350e-01 -1.61501573e-01 -1.63424376e-01 1.18992708e-01
-7.77652115e-04 1.11403731e-01 -2.07950242e-01 -1.49578297e-02
-6.96363727e-02]
[ 3.72808037e-02 -1.67569647e-01 -1.48968950e-01 -9.02085540e-02
-1.25069770e-01 -1.06646000e-01 1.12287307e-01 -1.49793568e-01
-1.31002997e-02 2.28044415e-02 -3.17956612e-02 -1.32642431e-01
4.89229126e-03]
[ -2.89892963e-01 -1.42167604e-01 -7.70088283e-02 -1.16689802e-01
-3.02517711e-01 -2.75271469e-01 -3.69879983e-01 2.27744738e-02
-3.19930150e-01 -2.14203381e-01 1.57006232e-01 -1.21869017e-01
2.05058396e-01]
[ -2.28103653e-01 -1.21734237e-01 -9.31091860e-02 -3.05685484e-02
-8.23802369e-02 -1.19580910e-01 -8.44445764e-02 9.79372959e-03
-1.43871929e-01 -8.03716256e-02 2.18557392e-02 -1.77046500e-01
-1.07250392e-01]
[ -1.72586073e-01 -6.94623013e-02 -2.29245476e-01 -2.78063303e-01
-1.57507366e-01 -2.04905722e-01 -3.35617776e-01 -1.04305273e-01
1.32183789e-01 -2.25268460e-01 -3.67163734e-01 -3.38356706e-01
-3.04393564e-01]
[ -3.71148508e-01 -6.21395869e-02 -1.50918013e-01 -1.30703689e-01
-4.79388577e-02 -3.13251055e-01 2.49884742e-02 -9.17119956e-02
-1.25005111e-01 5.77316081e-02 1.51993551e-02 -3.04791677e-01
-3.41106345e-01]
[ -1.65106032e-01 -1.43337223e-01 -5.24953021e-02 -1.59078647e-01
-1.27695170e-01 -2.95624499e-01 1.43784309e-02 -1.42914992e-01
-2.13706218e-01 4.10286799e-02 2.14597306e-01 -4.53165945e-02
-1.55080243e-01]
[ -1.29865417e-01 -1.74325782e-01 -1.13191036e-01 -2.91997772e-01
9.07791007e-02 -1.73881772e-02 -1.65957336e-01 -1.58204137e-01
1.21036103e-01 -8.74298039e-02 -1.35219759e-01 -9.51543890e-02
-3.07916972e-01]
[ -4.53687412e-02 -3.14186808e-02 -1.51151997e-01 -5.96981319e-02
-2.25987570e-01 6.20430058e-02 -7.85116608e-02 -5.88116694e-02
-2.35632613e-01 -1.03198612e-01 -8.93315658e-02 -3.34304557e-01
-2.13341200e-01]
[ -7.09513196e-02 2.46640777e-02 -1.29254214e-01 -3.17566538e-01
1.21576133e-01 2.02462762e-02 -2.07168085e-01 -1.50872862e-01
1.24018665e-01 -6.02695547e-02 -2.85459317e-01 -2.67345088e-01
-3.12407274e-01]
[ 7.69200272e-02 -3.07495423e-01 -8.52811150e-02 -4.54716081e-01
-2.21369475e-01 -8.98606501e-02 5.94952257e-02 9.04187151e-02
-1.73682448e-02 2.92524010e-01 -5.33931257e-01 -8.22602155e-01
4.37307275e-01]
[ -2.23895936e-01 -2.43908765e-01 -1.32159910e-01 -3.13768814e-01
-3.00565936e-01 -9.38030474e-02 2.04898889e-01 4.02000880e-02
2.86106057e-01 3.71276138e-02 -4.21164173e-01 -1.03677583e+00
6.50394157e-01]
[ -1.55352287e-02 -1.85805382e-01 2.09117272e-02 -3.18402980e-01
-1.70642988e-01 1.65171926e-01 2.03353398e-01 2.57566639e-01
-3.04678265e-02 2.34681876e-01 -2.41289418e-01 -1.11243320e+00
7.49420278e-01]
[ -2.26843567e-04 -4.45749960e-02 -1.25364461e-01 -1.42537178e-01
-1.79658054e-01 -4.74206333e-02 3.09017150e-01 1.70237280e-01
2.58395324e-01 3.72341306e-01 -5.06361854e-01 -1.05521295e+00
7.97164330e-01]
[ -8.35085691e-02 -2.79407485e-01 5.87094083e-02 -3.69136406e-01
-1.49749473e-01 1.16620531e-01 3.80179710e-01 1.44383506e-01
-6.27277365e-02 1.69132655e-01 -5.75475739e-01 -1.03675211e+00
8.85720097e-01]
[ 1.21279791e-01 -8.97261784e-02 1.58492550e-02 -1.86130040e-01
-8.33562232e-02 -1.84414843e-02 2.75445450e-01 3.83894943e-01
4.26923238e-01 2.73408738e-01 -5.74087928e-01 -9.70219410e-01
6.04795103e-01]
[ -2.98415115e-03 -1.38403445e-01 2.23457533e-02 1.49554943e-02
-9.23810228e-02 -2.83447479e-01 7.79269864e-02 3.58156660e-01
3.79461643e-03 1.25171869e-01 -2.70716345e-01 -8.11299077e-01
2.60485916e-01]
[ 8.81093910e-02 1.00960964e-01 6.34923754e-03 1.55413936e-01
-9.42316692e-02 -5.84549655e-02 -1.61681663e-01 -1.27493504e-01
-2.49596462e-01 -1.20863328e-01 -1.17390012e-01 2.23827318e-01
-3.33529187e-01]
[ 4.33727626e-02 -1.05871506e-01 1.45961854e-01 3.69821250e-01
2.47601894e-01 8.50145605e-03 -3.95250798e-01 -3.51605810e-01
-4.96248479e-02 -5.50848727e-01 2.61208005e-01 1.01858152e+00
-7.01847483e-01]
[ 2.93730101e-02 7.84947677e-02 -2.13778891e-01 8.26146934e-02
3.37100029e-02 -2.40527642e-03 -1.83024165e-01 -3.45433564e-01
-2.84623005e-01 -2.30990151e-01 -3.36414532e-02 -1.01289376e-01
-1.95736879e-01]
[ -6.20341749e-02 -2.09514807e-01 6.00258586e-02 4.83290508e-02
-1.31694928e-01 -1.35606405e-01 -1.49991655e-03 -3.66713499e-02
5.26745994e-02 -3.89842399e-01 -3.43851366e-01 -2.64487286e-01
6.97134434e-02]
[ 4.32432629e-03 -2.67543253e-01 5.28075519e-02 -3.00999583e-01
-1.90511497e-01 -2.33272132e-01 -2.96796942e-01 -1.06075027e-03
-3.72562559e-02 5.23748719e-02 -2.01541877e-01 2.03497573e-01
1.67699139e-02]
[ 1.65907514e-01 5.34737925e-02 -1.07115446e-01 -3.03912501e-01
-5.93575593e-02 -1.03020771e-01 -2.08236797e-01 -1.79240968e-02
-2.03009781e-01 -2.56112935e-01 -2.28677927e-01 3.70559212e-01
-2.03680074e-02]
[ -1.79753463e-01 -1.78242988e-01 -1.16378266e-01 -2.80341655e-01
-4.88444355e-02 2.49332841e-02 -2.14564892e-01 -2.66509661e-01
-1.51993931e-01 -7.84006115e-02 -2.38265287e-01 2.86227582e-01
-1.29703421e-01]
[ -4.43058140e-02 -2.02698470e-01 -1.66813672e-01 -2.75101061e-01
-4.42668701e-02 4.13526720e-02 -8.96615244e-02 -1.06620677e-01
-2.51073712e-01 -3.41938522e-01 -5.02510592e-02 1.54421024e-01
-2.60613628e-02]
[ 1.06938430e-01 8.22823052e-02 -1.44533748e-02 -2.40300183e-01
-3.24206492e-01 6.33416833e-03 -1.88140690e-01 -3.12572055e-01
-3.23062848e-01 -1.69527888e-02 -1.42809282e-01 1.51833972e-01
-6.48995551e-04]
[ -6.22941378e-02 -1.02483018e-02 -2.84873137e-01 -3.22462135e-02
6.97304220e-02 1.55115670e-01 -2.45361944e-01 -1.86737784e-01
-5.44999601e-02 -6.04352791e-02 1.79005227e-01 6.65582768e-01
-1.11499310e-01]
[ 1.25031599e-01 3.43198059e-01 -1.99842521e-01 7.61202020e-01
1.21538487e-01 9.50461882e-04 -2.44017085e-01 -4.10142980e-01
-2.48388054e-01 -3.49988075e-01 7.75821033e-01 9.82054272e-01
-1.21077556e+00]
[ -1.55014604e-02 1.77458398e-01 5.18375727e-02 3.38772489e-01
2.26648854e-03 -6.66691007e-02 -3.03277758e-01 -3.62573755e-01
-2.95249002e-01 -2.44928731e-01 5.79995843e-01 9.78364803e-01
-1.14477459e+00]
[ -3.56256322e-02 -1.37336521e-01 -1.49984999e-01 3.06522475e-01
-1.80700929e-01 2.36407997e-01 -5.46841284e-02 -1.89880542e-01
-2.32616391e-01 -3.83516820e-01 1.94756975e-01 5.11216941e-01
-5.46010134e-01]
[ 8.10091855e-02 -3.83039510e-01 -5.10813440e-02 4.82851782e-03
-1.15513699e-01 1.99722955e-01 7.16271328e-02 1.69643985e-01
-1.84316498e-01 -2.01497248e-02 -5.56510806e-02 3.36229438e-01
-3.09610206e-01]
[ 2.07160901e-01 -2.94360723e-01 -1.19572204e-01 -7.61458728e-02
-2.14503860e-01 1.22373739e-01 2.55261669e-02 -1.31545220e-01
-6.29419626e-02 -6.64418743e-02 -1.50058692e-01 -1.77839176e-01
-1.79334098e-01]
[ -1.34899072e-01 -7.87820302e-02 3.76256154e-02 -2.43309981e-01
-5.71476269e-02 -1.41406917e-01 3.70829460e-02 -1.38504681e-02
-9.89881567e-02 5.90112408e-03 -3.16090775e-01 -4.35339740e-01
-1.08033699e-01]
[ -1.41171423e-01 -1.36121502e-01 -6.83847542e-02 -2.79979221e-01
-3.46127212e-01 -2.88806546e-01 1.63617583e-01 1.45864110e-01
1.40010109e-02 1.24105307e-01 -2.69550768e-01 -8.45302931e-01
3.01577526e-02]
[ -1.40653582e-01 -2.50920260e-01 -3.01332075e-01 -7.31494171e-01
-3.00498388e-01 -2.08079337e-01 -2.19589382e-01 7.88822595e-03
1.25967646e-02 -4.58722450e-01 -5.95404397e-01 -5.85902181e-01
-9.88520815e-01]
[ -1.23960943e-01 1.33311321e-01 1.38295188e-02 1.21518480e-01
-2.02582263e-01 -1.75528559e-01 -1.56698638e-01 7.83667906e-03
-1.41867718e-01 -1.59647910e-01 -1.20819407e-01 -3.72703252e-01
2.73323471e-03]
[ -3.63061338e-01 -1.17415315e-01 -2.73385998e-01 2.76321555e-01
-1.98551458e-01 -2.32303154e-01 -1.08904779e-01 -1.01547488e-01
1.65953640e-02 2.44196885e-02 9.44869607e-02 -3.35520105e-01
1.49787803e-01]
[ -1.32116741e-01 -4.51398618e-02 -2.54920280e-01 1.36846579e-01
-2.25478855e-01 -2.79594329e-01 -3.70784204e-01 -2.52135431e-02
1.28916209e-02 -1.18709944e-01 -2.16111480e-01 -3.05456645e-01
6.65345609e-02]
[ -2.42744436e-01 -5.29370222e-01 -3.41232772e-01 -1.27459122e-01
-3.18307254e-01 -2.32856319e-01 -9.83770989e-02 -2.62451349e-01
3.37433116e-02 -2.61972672e-01 -7.81932351e-02 -2.94289345e-01
-1.48123782e-02]
[ -2.20128561e-01 -2.96643211e-01 -3.20053450e-01 -9.26966771e-02
-8.99375659e-02 -1.50457662e-01 -7.41699269e-02 2.82162493e-02
-1.93980360e-01 -4.97755006e-01 -2.36657715e-01 -2.46867618e-01
1.21485771e-02]
[ -9.52884954e-02 -1.88238625e-02 -2.39395040e-01 -8.10456762e-01
-2.73286690e-01 -2.58109766e-01 5.86563584e-02 -4.32818881e-01
1.34348600e-01 -1.36867689e-01 -6.09039200e-01 -4.05450487e-01
-8.62268987e-01]]
Progress: 25.9% ... Training loss: 0.232 ... Validation loss: 0.386[[-0.20232965]
[ 0.26304016]
[-0.10940544]
[ 1.14206811]
[ 0.28540459]
[-0.0259356 ]
[-0.84939897]
[-0.846565 ]
[-0.58842405]
[-0.87040723]
[ 1.27441252]
[ 2.99509016]
[-2.12327671]]
[[ -5.22165385e-01 -4.93789581e-01 -5.88921353e-01 -5.18877260e-02
-2.93988342e-01 -5.93810454e-01 -2.62658979e-02 -2.30352479e-01
-3.42710044e-01 -3.00418221e-01 2.36424257e-01 9.43729192e-01
2.94434044e-01]
[ 6.78540104e-03 -1.36534141e-01 4.83540780e-02 -7.14647230e-02
-4.03401382e-02 5.81631555e-02 -1.21220778e-01 1.93118804e-01
-1.46741460e-01 -1.91394573e-01 -9.14262187e-02 -1.22595438e-01
1.03127776e-02]
[ -2.62322657e-01 1.36819805e-01 -3.02461655e-02 1.12977007e-01
7.88269829e-02 -1.31018589e-01 -4.94355845e-02 -1.69980063e-01
2.64393556e-01 -3.94956610e-01 1.54790136e-01 6.32572662e-01
8.34698687e-01]
[ 2.35329148e-01 -2.41618170e-01 -2.76877417e-01 6.71367179e-02
-2.78778007e-01 9.91329381e-03 3.25016674e-01 -5.13617096e-01
2.52960307e-01 -1.92893218e-01 -1.60150951e-01 -3.39212888e-01
-2.56054395e-01]
[ 1.32141236e-01 1.97272558e-03 1.13927012e-01 -1.17602952e-01
-2.90905747e-02 7.33843403e-02 -1.57033318e-01 -1.60650076e-01
8.34847692e-02 2.11135017e-01 2.55709747e-02 -4.86536827e-02
-1.55112786e-01]
[ -4.79841666e-01 -6.12432025e-01 -6.01505868e-01 -6.24514535e-01
-5.92434044e-01 -5.64171877e-01 -3.19366893e-01 -1.45829504e-01
-4.46163084e-01 -2.22797994e-01 -5.73345796e-01 -8.51198078e-01
-6.29260052e-01]
[ -4.16020824e-01 -5.91250534e-01 -3.25009117e-01 -4.03274036e-01
-4.15808238e-01 -5.63379653e-01 -4.22782531e-01 -4.87061151e-01
-3.02082448e-01 -1.24480615e-01 -4.55034206e-01 -4.26496560e-01
-5.06648855e-01]
[ -3.43404186e-01 -3.41883321e-01 -4.85433741e-01 -1.46089704e-01
-3.15874679e-01 -4.24726815e-01 -3.05962630e-01 -2.75113991e-01
-3.02703787e-01 -5.63034276e-01 -2.74076107e-01 -7.56621637e-01
-5.49826939e-01]
[ -4.68994280e-01 -3.44901063e-01 -3.83363546e-01 -1.97683710e-01
-3.34548229e-01 -2.17586750e-01 -5.02554994e-02 -4.43487759e-01
-2.57044280e-01 -4.54933294e-01 -1.66068566e-01 -2.64795466e-01
-2.02323949e-01]
[ -9.55268121e-01 -9.51314114e-01 -9.85764302e-01 -7.37649690e-01
-1.04013808e+00 -9.88533302e-01 -5.54823497e-01 -5.86524355e-01
-7.33306440e-01 -5.70170239e-01 -7.58658791e-01 -6.67419916e-01
-8.18932789e-01]
[ -5.14834169e-01 -2.65470500e-01 -4.73623006e-01 -3.44598110e-01
-3.43842175e-01 -3.63788674e-01 -6.07712488e-01 -6.14097343e-01
-6.65327719e-01 -1.06998438e-01 -5.13432129e-01 -7.45997278e-01
-5.86138820e-01]
[ -1.16883514e-01 2.45532779e-02 -3.42158859e-01 -4.43559161e-01
-1.03923081e-01 -7.41720621e-02 -1.93357802e-01 -3.93259270e-01
-1.68504560e-01 7.09758493e-02 -4.75961151e-01 -1.04595859e+00
-6.01471880e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55586411e-01 -1.21460970e-01 1.64241550e-01 -2.94424734e-01
-1.32831968e-01 1.13493258e-01 -1.15317419e-01 1.74528723e-02
-7.85458622e-02 7.60397791e-02 -2.03213059e-01 -4.22535603e-01
-3.36763625e-02]
[ -8.89383820e-02 -2.64382537e-01 -1.81201635e-01 -2.85326651e-01
-4.77273165e-01 -8.65707979e-02 -6.25527667e-02 -2.92807432e-03
-6.96446626e-02 1.56748258e-03 -2.21929448e-01 -3.78582069e-01
-2.82363704e-01]
[ -6.58576660e-02 -2.51528444e-02 -2.29355230e-01 -2.72714985e-01
1.17434719e-01 -1.61469772e-01 -1.62793845e-01 1.20297202e-01
-1.54620187e-04 1.12869990e-01 -2.09772280e-01 -2.10343317e-02
-6.87691528e-02]
[ 3.63173842e-02 -1.67065376e-01 -1.49314085e-01 -8.55106723e-02
-1.24374450e-01 -1.06766504e-01 1.07162328e-01 -1.52171879e-01
-1.63207402e-02 1.82979535e-02 -2.63323274e-02 -1.16980729e-01
-1.32854586e-03]
[ -2.90583615e-01 -1.41414081e-01 -7.73720124e-02 -1.11808182e-01
-3.01765373e-01 -2.75391077e-01 -3.73021499e-01 1.97367144e-02
-3.21955529e-01 -2.17842759e-01 1.61821741e-01 -1.13612515e-01
1.97221466e-01]
[ -2.28498920e-01 -1.21046292e-01 -9.33703574e-02 -2.76180828e-02
-8.14859039e-02 -1.19672949e-01 -8.74915201e-02 6.03423502e-03
-1.46020672e-01 -8.31224576e-02 2.66800673e-02 -1.63102718e-01
-1.16635508e-01]
[ -1.72518858e-01 -6.94249645e-02 -2.29304325e-01 -2.78344407e-01
-1.57361283e-01 -2.04913778e-01 -3.35489123e-01 -1.05551486e-01
1.32324523e-01 -2.25542374e-01 -3.67836574e-01 -3.40736964e-01
-3.07941275e-01]
[ -3.70913769e-01 -6.23884790e-02 -1.50876150e-01 -1.31425380e-01
-4.80774495e-02 -3.13222983e-01 2.58434728e-02 -9.21683081e-02
-1.24440986e-01 5.81838199e-02 1.43240269e-02 -3.06124478e-01
-3.43108836e-01]
[ -1.64733270e-01 -1.43673958e-01 -5.23709097e-02 -1.60833282e-01
-1.28010021e-01 -2.95586482e-01 1.61773216e-02 -1.41939776e-01
-2.12661801e-01 4.22078860e-02 2.12507459e-01 -5.01061854e-02
-1.54609113e-01]
[ -1.30294867e-01 -1.73571768e-01 -1.13433309e-01 -2.89357571e-01
9.15656371e-02 -1.74757771e-02 -1.69465306e-01 -1.60576604e-01
1.18789716e-01 -8.94013384e-02 -1.31136659e-01 -8.25904244e-02
-3.16414123e-01]
[ -4.55851384e-02 -3.11682813e-02 -1.51245616e-01 -5.80769300e-02
-2.25808640e-01 6.19980934e-02 -7.98626889e-02 -5.96402620e-02
-2.36380384e-01 -1.04275784e-01 -8.78788106e-02 -3.31816886e-01
-2.15364799e-01]
[ -7.09402041e-02 2.47117868e-02 -1.29258156e-01 -3.17533773e-01
1.21613158e-01 2.02480647e-02 -2.07076939e-01 -1.51016196e-01
1.24017492e-01 -6.04235082e-02 -2.85370128e-01 -2.66800744e-01
-3.12399378e-01]
[ 7.68633361e-02 -3.07472636e-01 -8.53084268e-02 -4.54687719e-01
-2.21337681e-01 -8.98719428e-02 5.92465702e-02 8.99764408e-02
-1.74709348e-02 2.92095294e-01 -5.33884996e-01 -8.22624760e-01
4.37415037e-01]
[ -2.24017555e-01 -2.43795250e-01 -1.32208050e-01 -3.13105340e-01
-3.00450135e-01 -9.38293457e-02 2.04190023e-01 3.99046410e-02
2.85654102e-01 3.67622888e-02 -4.20548156e-01 -1.03627330e+00
6.48917255e-01]
[ -1.55762490e-02 -1.85771867e-01 2.08881953e-02 -3.18258529e-01
-1.70601285e-01 1.65162734e-01 2.03169806e-01 2.57334951e-01
-3.05411212e-02 2.34436855e-01 -2.41142641e-01 -1.11231863e+00
7.49107254e-01]
[ -5.21467785e-04 -4.43357679e-02 -1.25475556e-01 -1.41324135e-01
-1.79418930e-01 -4.74674415e-02 3.07403779e-01 1.68675123e-01
2.57364112e-01 3.70574746e-01 -5.05177670e-01 -1.05375401e+00
7.93878998e-01]
[ -8.35434847e-02 -2.79365895e-01 5.86856330e-02 -3.68877689e-01
-1.49679706e-01 1.16610233e-01 3.79945747e-01 1.43945043e-01
-6.27944736e-02 1.68897492e-01 -5.75323634e-01 -1.03639025e+00
8.85352988e-01]
[ 1.21210557e-01 -8.96459429e-02 1.58237355e-02 -1.85600011e-01
-8.32706985e-02 -1.84527962e-02 2.74932557e-01 3.83460700e-01
4.26528584e-01 2.73228333e-01 -5.73789036e-01 -9.69661616e-01
6.03391992e-01]
[ -3.26184772e-03 -1.38150061e-01 2.22137295e-02 1.64923712e-02
-9.21015840e-02 -2.83489252e-01 7.64633740e-02 3.56519199e-01
3.14630415e-03 1.23324280e-01 -2.69477319e-01 -8.10335879e-01
2.58587323e-01]
[ 8.78940536e-02 1.01179028e-01 6.16422182e-03 1.57137882e-01
-9.40637509e-02 -5.85077819e-02 -1.61772570e-01 -1.27926527e-01
-2.49530279e-01 -1.22985449e-01 -1.16081603e-01 2.22225263e-01
-3.36259190e-01]
[ 4.32358592e-02 -1.05916959e-01 1.45907956e-01 3.70817725e-01
2.47687340e-01 8.49294060e-03 -3.95958598e-01 -3.52174963e-01
-5.00477995e-02 -5.51971816e-01 2.62709291e-01 1.02447640e+00
-7.02485805e-01]
[ 2.90341932e-02 7.88127749e-02 -2.13894222e-01 8.47937416e-02
3.40407303e-02 -2.45837566e-03 -1.84621328e-01 -3.46731605e-01
-2.85522256e-01 -2.32766240e-01 -3.14848465e-02 -9.73153039e-02
-1.98918522e-01]
[ -6.18880945e-02 -2.09712233e-01 6.01106607e-02 4.69117902e-02
-1.31913766e-01 -1.35583189e-01 -5.51075230e-04 -3.57723096e-02
5.34928071e-02 -3.89193486e-01 -3.45324657e-01 -2.68321000e-01
7.28413412e-02]
[ 4.36289131e-03 -2.67581570e-01 5.28414682e-02 -3.01232402e-01
-1.90561390e-01 -2.33266336e-01 -2.96670210e-01 -7.93361920e-04
-3.70906458e-02 5.27499430e-02 -2.02013852e-01 2.02147523e-01
1.76191132e-02]
[ 1.65605360e-01 5.41726692e-02 -1.07336220e-01 -3.02434580e-01
-5.86367251e-02 -1.03084008e-01 -2.11230155e-01 -2.10257126e-02
-2.05229743e-01 -2.57795038e-01 -2.25084793e-01 3.84668518e-01
-2.93860391e-02]
[ -1.79828935e-01 -1.78111653e-01 -1.16441788e-01 -2.79725394e-01
-4.86960219e-02 2.49099342e-02 -2.15631925e-01 -2.67870994e-01
-1.52348308e-01 -7.91185303e-02 -2.37239785e-01 2.89005491e-01
-1.31707548e-01]
[ -4.46471800e-02 -2.02374793e-01 -1.66978877e-01 -2.74441461e-01
-4.39080176e-02 4.13045136e-02 -9.14634262e-02 -1.07987277e-01
-2.52592115e-01 -3.43595736e-01 -4.85564332e-02 1.60993996e-01
-2.90830096e-02]
[ 1.07146836e-01 8.20172574e-02 -1.43466860e-02 -2.41124351e-01
-3.24380351e-01 6.36687201e-03 -1.87268065e-01 -3.12165417e-01
-3.22353087e-01 -1.58906548e-02 -1.44076280e-01 1.49992374e-01
6.84917369e-04]
[ -6.24637906e-02 -9.92080452e-03 -2.85012569e-01 -3.13460127e-02
7.01528379e-02 1.55071749e-01 -2.46561029e-01 -1.88625757e-01
-5.53688207e-02 -6.21822837e-02 1.81560066e-01 6.73297801e-01
-1.14985162e-01]
[ 1.24995904e-01 3.43272371e-01 -1.99871108e-01 7.61748483e-01
1.21612859e-01 9.41660218e-04 -2.44277448e-01 -4.10605207e-01
-2.48517034e-01 -3.50442784e-01 7.76555885e-01 9.83808563e-01
-1.21118983e+00]
[ -1.52630902e-02 1.76856750e-01 5.19931438e-02 3.36276754e-01
1.67431034e-03 -6.66317451e-02 -3.01397734e-01 -3.60214243e-01
-2.93800105e-01 -2.43289204e-01 5.75584750e-01 9.66509289e-01
-1.14216677e+00]
[ -3.57049412e-02 -1.37273592e-01 -1.50017359e-01 3.07030605e-01
-1.80635971e-01 2.36392195e-01 -5.49739261e-02 -1.90156490e-01
-2.32832464e-01 -3.83802482e-01 1.95277034e-01 5.11952614e-01
-5.46708228e-01]
[ 8.08299685e-02 -3.82730056e-01 -5.12255950e-02 7.29383524e-03
-1.15158233e-01 1.99683233e-01 7.01816747e-02 1.67876189e-01
-1.85453061e-01 -2.13255967e-02 -5.30367202e-02 3.43930186e-01
-3.15110746e-01]
[ 2.06927104e-01 -2.94069513e-01 -1.19705579e-01 -7.39568015e-02
-2.14129098e-01 1.22323880e-01 2.36960911e-02 -1.32961031e-01
-6.41063464e-02 -6.76454471e-02 -1.47581609e-01 -1.72280689e-01
-1.84176240e-01]
[ -1.34934980e-01 -7.86541840e-02 3.75812309e-02 -2.42944191e-01
-5.70211529e-02 -1.41418618e-01 3.68258205e-02 -1.44394508e-02
-9.92625577e-02 5.79229466e-03 -3.15851987e-01 -4.34738443e-01
-1.09189630e-01]
[ -1.41515594e-01 -1.35750829e-01 -6.85458977e-02 -2.77641763e-01
-3.45763581e-01 -2.88857625e-01 1.61192973e-01 1.43754393e-01
1.24750798e-02 1.22156694e-01 -2.66992096e-01 -8.40371938e-01
2.45002467e-02]
[ -1.40546327e-01 -2.50816427e-01 -3.01484672e-01 -7.34384609e-01
-3.00335984e-01 -2.08115433e-01 -2.17624592e-01 5.85907506e-03
1.31866598e-02 -4.59920991e-01 -5.97764586e-01 -5.91966855e-01
-9.91433561e-01]
[ -1.24048880e-01 1.33293680e-01 1.37976860e-02 1.21900823e-01
-2.02563236e-01 -1.75536745e-01 -1.57215594e-01 7.61949198e-03
-1.41844469e-01 -1.60103081e-01 -1.20740151e-01 -3.72437098e-01
3.92633793e-03]
[ -3.63435070e-01 -1.16818095e-01 -2.73629954e-01 2.81246582e-01
-1.97999828e-01 -2.32385441e-01 -1.11965210e-01 -1.05036568e-01
1.50296403e-02 2.11436492e-02 9.92116835e-02 -3.25588754e-01
1.41334503e-01]
[ -1.32328807e-01 -4.50691021e-02 -2.54959479e-01 1.37665810e-01
-2.25456434e-01 -2.79622223e-01 -3.71738476e-01 -2.59913655e-02
1.25908369e-02 -1.19633303e-01 -2.15778534e-01 -3.05925361e-01
6.64784175e-02]
[ -2.43414219e-01 -5.28962606e-01 -3.41504547e-01 -1.23116348e-01
-3.17684688e-01 -2.32959522e-01 -1.02234971e-01 -2.65018456e-01
3.15246639e-02 -2.65535515e-01 -7.33034315e-02 -2.83267859e-01
-2.06395914e-02]
[ -2.20999577e-01 -2.95501027e-01 -3.20535347e-01 -8.59942367e-02
-8.85968358e-02 -1.50628497e-01 -7.99790174e-02 2.23919553e-02
-1.97648245e-01 -5.02054259e-01 -2.29550079e-01 -2.30917294e-01
-4.84317262e-03]
[ -9.59333937e-02 -1.82375882e-02 -2.39671478e-01 -8.08367486e-01
-2.72582811e-01 -2.58209231e-01 5.37887833e-02 -4.35661613e-01
1.31198162e-01 -1.40498415e-01 -6.04775255e-01 -3.90307398e-01
-8.72286532e-01]]
Progress: 26.0% ... Training loss: 0.214 ... Validation loss: 0.379[[-0.2050758 ]
[ 0.26471879]
[-0.10970267]
[ 1.15349653]
[ 0.28723374]
[-0.02757377]
[-0.84408319]
[-0.84047515]
[-0.58042575]
[-0.87461876]
[ 1.28925561]
[ 3.02150759]
[-2.1186118 ]]
[[ -5.22519265e-01 -4.92820724e-01 -5.89092166e-01 -4.37798564e-02
-2.92896599e-01 -5.93866092e-01 -3.08879541e-02 -2.34282121e-01
-3.45925611e-01 -3.02622612e-01 2.46404589e-01 9.71912916e-01
2.83821486e-01]
[ 6.93166136e-03 -1.36641490e-01 4.84159396e-02 -7.22512462e-02
-4.04807170e-02 5.81898264e-02 -1.20401043e-01 1.94085015e-01
-1.46354534e-01 -1.90706683e-01 -9.26569607e-02 -1.23802951e-01
1.15358857e-02]
[ -2.63698062e-01 1.39044120e-01 -3.09923848e-02 1.25006491e-01
8.11128177e-02 -1.31208682e-01 -5.82749366e-02 -1.81450424e-01
2.57969758e-01 -4.03695934e-01 1.70399626e-01 6.71562548e-01
8.10716835e-01]
[ 2.35812958e-01 -2.42660730e-01 -2.76735300e-01 6.52316142e-02
-2.79991767e-01 9.97122071e-03 3.28588706e-01 -5.12597162e-01
2.54959809e-01 -1.93467685e-01 -1.63560100e-01 -3.48800100e-01
-2.52390071e-01]
[ 1.32924491e-01 6.99750464e-04 1.14400629e-01 -1.25284810e-01
-2.99919678e-02 7.34758733e-02 -1.53633162e-01 -1.55336355e-01
8.60113977e-02 2.17285071e-01 2.05806486e-02 -5.39446145e-02
-1.49262350e-01]
[ -4.79702934e-01 -6.12618838e-01 -6.01416745e-01 -6.23778271e-01
-5.92387479e-01 -5.64167070e-01 -3.20375134e-01 -1.45751379e-01
-4.46643001e-01 -2.22132590e-01 -5.72888033e-01 -8.47681578e-01
-6.32359222e-01]
[ -4.15760813e-01 -5.91339542e-01 -3.24937290e-01 -4.05206642e-01
-4.16072160e-01 -5.63353307e-01 -4.21979870e-01 -4.86679229e-01
-3.01826301e-01 -1.22634780e-01 -4.55705493e-01 -4.24040815e-01
-5.05755072e-01]
[ -3.43575143e-01 -3.41503659e-01 -4.85576208e-01 -1.40077763e-01
-3.15364011e-01 -4.24757436e-01 -3.08715527e-01 -2.79205954e-01
-3.04490972e-01 -5.64559620e-01 -2.68200023e-01 -7.43150071e-01
-5.61046115e-01]
[ -4.69002273e-01 -3.44503101e-01 -3.83409192e-01 -1.96190277e-01
-3.34230760e-01 -2.17578096e-01 -5.13337515e-02 -4.44004855e-01
-2.58358260e-01 -4.55749992e-01 -1.63995889e-01 -2.60418598e-01
-2.06047704e-01]
[ -9.55989788e-01 -9.49556792e-01 -9.86238475e-01 -7.25381066e-01
-1.03815685e+00 -9.88630458e-01 -5.63326694e-01 -5.94003507e-01
-7.39520576e-01 -5.74303662e-01 -7.44018189e-01 -6.25308507e-01
-8.44132922e-01]
[ -5.14019908e-01 -2.66620319e-01 -4.73223674e-01 -3.50085123e-01
-3.45067890e-01 -3.63697459e-01 -6.03749376e-01 -6.11073028e-01
-6.62772803e-01 -1.03257600e-01 -5.19874506e-01 -7.63606311e-01
-5.78617821e-01]
[ -1.16756314e-01 2.44475773e-02 -3.42111180e-01 -4.44031739e-01
-1.04067819e-01 -7.41569362e-02 -1.92854446e-01 -3.92953446e-01
-1.68170275e-01 7.15376324e-02 -4.76424138e-01 -1.04664029e+00
-6.00941065e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55559123e-01 -1.21549317e-01 1.64274222e-01 -2.94652122e-01
-1.32883932e-01 1.13499289e-01 -1.15385225e-01 1.78367772e-02
-7.85909527e-02 7.65666020e-02 -2.03908290e-01 -4.24197588e-01
-3.31100706e-02]
[ -8.87696871e-02 -2.64627170e-01 -1.81121085e-01 -2.86095265e-01
-4.77438226e-01 -8.65545273e-02 -6.21999377e-02 -1.71183732e-03
-6.93110834e-02 2.79135837e-03 -2.23173653e-01 -3.82096111e-01
-2.82199639e-01]
[ -6.57744622e-02 -2.52257947e-02 -2.29306549e-01 -2.72311401e-01
1.17447068e-01 -1.61473278e-01 -1.63687683e-01 1.19387942e-01
-4.67917306e-04 1.12770600e-01 -2.08703529e-01 -1.60199222e-02
-7.11634086e-02]
[ 3.63873571e-02 -1.67109868e-01 -1.49280329e-01 -8.54568534e-02
-1.24550794e-01 -1.06750259e-01 1.07501137e-01 -1.51868481e-01
-1.61628662e-02 1.90327255e-02 -2.59560841e-02 -1.12772489e-01
-2.06608739e-03]
[ -2.90450003e-01 -1.41575169e-01 -7.73188998e-02 -1.13557790e-01
-3.01915619e-01 -2.75378867e-01 -3.72255730e-01 2.01418254e-02
-3.21648355e-01 -2.16964491e-01 1.60265876e-01 -1.17075701e-01
2.00080618e-01]
[ -2.28791152e-01 -1.20172500e-01 -9.36196518e-02 -2.42480774e-02
-8.06149894e-02 -1.19719748e-01 -8.96407648e-02 2.77810840e-03
-1.47793324e-01 -8.48967519e-02 3.19463408e-02 -1.49223202e-01
-1.24664901e-01]
[ -1.72918904e-01 -6.88954071e-02 -2.29440467e-01 -2.73231720e-01
-1.56808497e-01 -2.04956292e-01 -3.39147119e-01 -1.08582185e-01
1.29564950e-01 -2.27091542e-01 -3.63771021e-01 -3.31556887e-01
-3.18183932e-01]
[ -3.70390084e-01 -6.31260376e-02 -1.50696674e-01 -1.34446876e-01
-4.87426737e-02 -3.13173002e-01 2.94180417e-02 -9.04858801e-02
-1.22117557e-01 6.00778685e-02 1.11224627e-02 -3.13978818e-01
-3.38172287e-01]
[ -1.65282711e-01 -1.42790166e-01 -5.26119749e-02 -1.54535560e-01
-1.27081732e-01 -2.95652393e-01 1.19369511e-02 -1.44659384e-01
-2.14823114e-01 3.93002964e-02 2.19163788e-01 -3.62938076e-02
-1.61323137e-01]
[ -1.30400435e-01 -1.73492088e-01 -1.13450592e-01 -2.89205370e-01
9.15384747e-02 -1.74840984e-02 -1.70470909e-01 -1.61241642e-01
1.18000702e-01 -9.02727914e-02 -1.30810483e-01 -8.29186509e-02
-3.16578058e-01]
[ -4.51194860e-02 -3.16159798e-02 -1.51088394e-01 -6.11632404e-02
-2.26249286e-01 6.20639696e-02 -7.72721110e-02 -5.75841345e-02
-2.35245966e-01 -1.02588121e-01 -9.09358481e-02 -3.36824904e-01
-2.12968624e-01]
[ -7.08452318e-02 2.46435347e-02 -1.29227004e-01 -3.17761341e-01
1.21536247e-01 2.02576874e-02 -2.06721362e-01 -1.50631683e-01
1.24277022e-01 -5.99978648e-02 -2.85640313e-01 -2.67244890e-01
-3.12188121e-01]
[ 7.68633361e-02 -3.07472636e-01 -8.53084268e-02 -4.54687719e-01
-2.21337681e-01 -8.98719428e-02 5.92465702e-02 8.99764408e-02
-1.74709348e-02 2.92095294e-01 -5.33884996e-01 -8.22624760e-01
4.37415037e-01]
[ -2.24193054e-01 -2.43587733e-01 -1.32284261e-01 -3.12186210e-01
-3.00247865e-01 -9.38535402e-02 2.02774374e-01 3.91144149e-02
2.84746159e-01 3.58320595e-02 -4.19477171e-01 -1.03464960e+00
6.46403550e-01]
[ -1.56033441e-02 -1.85807466e-01 2.08840751e-02 -3.18948385e-01
-1.70669680e-01 1.65160789e-01 2.03544241e-01 2.57534897e-01
-3.03250350e-02 2.34401450e-01 -2.41899511e-01 -1.11426286e+00
7.50937814e-01]
[ -5.22467481e-04 -4.42843204e-02 -1.25490377e-01 -1.41157671e-01
-1.79363920e-01 -4.74705691e-02 3.07525171e-01 1.68562144e-01
2.57392856e-01 3.70511854e-01 -5.05071420e-01 -1.05377077e+00
7.93821484e-01]
[ -8.35041455e-02 -2.79415002e-01 5.87085459e-02 -3.69279479e-01
-1.49733901e-01 1.16615537e-01 3.80382079e-01 1.44250658e-01
-6.26362226e-02 1.69200080e-01 -5.75758164e-01 -1.03714775e+00
8.86439449e-01]
[ 1.21179839e-01 -8.95840569e-02 1.58071351e-02 -1.85103073e-01
-8.32079428e-02 -1.84585863e-02 2.74760701e-01 3.83198656e-01
4.26251268e-01 2.73301667e-01 -5.73524600e-01 -9.69612642e-01
6.02102663e-01]
[ -3.32836725e-03 -1.38004988e-01 2.21633509e-02 1.78428803e-02
-9.19457090e-02 -2.83498990e-01 7.57527481e-02 3.55676649e-01
2.62841106e-03 1.22882693e-01 -2.68313525e-01 -8.08008061e-01
2.55986957e-01]
[ 8.80080758e-02 1.00995604e-01 6.17772457e-03 1.59653405e-01
-9.41077480e-02 -5.84935694e-02 -1.62271749e-01 -1.28661254e-01
-2.49157739e-01 -1.23134464e-01 -1.13708452e-01 2.29235899e-01
-3.40608288e-01]
[ 4.34419913e-02 -1.06140818e-01 1.45977860e-01 3.69217023e-01
2.47336192e-01 8.52441556e-03 -3.94876355e-01 -3.52038554e-01
-4.92612679e-02 -5.51798730e-01 2.61306717e-01 1.02047427e+00
-7.00964060e-01]
[ 2.90448209e-02 7.87620136e-02 -2.13898407e-01 8.44844966e-02
3.40251363e-02 -2.45351142e-03 -1.84268365e-01 -3.46631021e-01
-2.85517122e-01 -2.33122461e-01 -3.14450196e-02 -9.63216275e-02
-1.99099824e-01]
[ -6.18122880e-02 -2.09821304e-01 6.01632396e-02 4.62315624e-02
-1.32056074e-01 -1.35575236e-01 -2.00672313e-04 -3.52074455e-02
5.38525537e-02 -3.88535585e-01 -3.46058699e-01 -2.70602509e-01
7.42931929e-02]
[ 4.25757182e-03 -2.67686559e-01 5.28826956e-02 -3.02466171e-01
-1.90643987e-01 -2.33276678e-01 -2.97048844e-01 -4.83783355e-04
-3.73400033e-02 5.30796270e-02 -2.03082219e-01 1.99918994e-01
2.14308289e-02]
[ 1.65870917e-01 5.37196158e-02 -1.07216113e-01 -3.04834569e-01
-5.91072132e-02 -1.03053919e-01 -2.09734058e-01 -1.94043849e-02
-2.04161731e-01 -2.56352215e-01 -2.27873944e-01 3.77174355e-01
-2.43531509e-02]
[ -1.79584530e-01 -1.78482724e-01 -1.16272843e-01 -2.81572080e-01
-4.91923348e-02 2.49451983e-02 -2.14426332e-01 -2.66242278e-01
-1.51263444e-01 -7.70355488e-02 -2.39898068e-01 2.82006682e-01
-1.27117495e-01]
[ -4.48034420e-02 -2.02064348e-01 -1.67112373e-01 -2.74218882e-01
-4.35744526e-02 4.12796951e-02 -9.22694635e-02 -1.09282129e-01
-2.53548707e-01 -3.44362618e-01 -4.72256726e-02 1.66672748e-01
-3.24645627e-02]
[ 1.07147089e-01 8.19578492e-02 -1.43367857e-02 -2.42071935e-01
-3.24449502e-01 6.37586391e-03 -1.86948602e-01 -3.11949168e-01
-3.22543046e-01 -1.59038239e-02 -1.44672192e-01 1.52136366e-01
2.79712496e-04]
[ -6.25261066e-02 -9.69914383e-03 -2.85055506e-01 -3.05538752e-02
7.05728236e-02 1.55061101e-01 -2.47311319e-01 -1.90214110e-01
-5.61942081e-02 -6.31580202e-02 1.83820135e-01 6.80287288e-01
-1.18334501e-01]
[ 1.25017943e-01 3.43662382e-01 -1.99939839e-01 7.65137907e-01
1.22115241e-01 9.28785950e-04 -2.46319764e-01 -4.11067913e-01
-2.49310124e-01 -3.50518923e-01 7.79803212e-01 9.88708275e-01
-1.21817264e+00]
[ -1.54050261e-02 1.77326904e-01 5.18604534e-02 3.39015672e-01
2.02558283e-03 -6.66512333e-02 -3.02520952e-01 -3.61297511e-01
-2.94551733e-01 -2.44152844e-01 5.78415599e-01 9.72940639e-01
-1.14573387e+00]
[ -3.58621726e-02 -1.37057594e-01 -1.50075324e-01 3.09442237e-01
-1.80386641e-01 2.36369673e-01 -5.67049399e-02 -1.91712104e-01
-2.33700632e-01 -3.85144989e-01 1.97963109e-01 5.19707770e-01
-5.50216785e-01]
[ 8.09053162e-02 -3.82698810e-01 -5.12015844e-02 8.55983746e-03
-1.15085185e-01 1.99686197e-01 6.95468436e-02 1.67198796e-01
-1.85957876e-01 -2.10088519e-02 -5.15463893e-02 3.48099013e-01
-3.18212809e-01]
[ 2.06966392e-01 -2.93992879e-01 -1.19692091e-01 -7.39020651e-02
-2.14072378e-01 1.22332367e-01 2.40359647e-02 -1.32782026e-01
-6.44760543e-02 -6.73829568e-02 -1.47949735e-01 -1.72247039e-01
-1.84895741e-01]
[ -1.34953535e-01 -7.86029369e-02 3.75669995e-02 -2.42671637e-01
-5.69722621e-02 -1.41421399e-01 3.66948625e-02 -1.46808577e-02
-9.93663401e-02 5.57124606e-03 -3.15528759e-01 -4.33911432e-01
-1.09846838e-01]
[ -1.41446167e-01 -1.35842003e-01 -6.84932692e-02 -2.77819428e-01
-3.45869720e-01 -2.88849776e-01 1.61472061e-01 1.43989205e-01
1.23858742e-02 1.22918731e-01 -2.67636087e-01 -8.41760378e-01
2.46913032e-02]
[ -1.41077394e-01 -2.49799503e-01 -3.01943995e-01 -7.31434689e-01
-2.99004491e-01 -2.08196216e-01 -2.21229545e-01 1.66236350e-04
9.38922168e-03 -4.64592532e-01 -5.89633244e-01 -5.65394975e-01
-1.00871198e+00]
[ -1.23862941e-01 1.33411630e-01 1.38767553e-02 1.22803813e-01
-2.02596871e-01 -1.75512499e-01 -1.56752311e-01 8.72601056e-03
-1.41268174e-01 -1.58006081e-01 -1.21411662e-01 -3.77540344e-01
8.19345031e-03]
[ -3.63927756e-01 -1.15965530e-01 -2.73802028e-01 2.90294662e-01
-1.97148952e-01 -2.32443319e-01 -1.17810717e-01 -1.09293717e-01
1.17281572e-02 1.85027322e-02 1.07799051e-01 -3.03588082e-01
1.29066936e-01]
[ -1.32169596e-01 -4.55607431e-02 -2.54807035e-01 1.35277358e-01
-2.25943120e-01 -2.79605121e-01 -3.71066337e-01 -2.37456524e-02
1.31000740e-02 -1.17968909e-01 -2.19721000e-01 -3.16846232e-01
7.05983190e-02]
[ -2.43588136e-01 -5.28775164e-01 -3.41474280e-01 -1.20710476e-01
-3.17448135e-01 -2.32970751e-01 -1.03894593e-01 -2.64945920e-01
3.06953749e-02 -2.65666875e-01 -7.19202450e-02 -2.80671530e-01
-2.23514228e-02]
[ -2.20448658e-01 -2.96063201e-01 -3.20339544e-01 -8.99148661e-02
-8.93943366e-02 -1.50552437e-01 -7.67829445e-02 2.39775510e-02
-1.95913614e-01 -5.00317157e-01 -2.33211688e-01 -2.38761047e-01
-2.85304290e-04]
[ -9.54119996e-02 -1.88568530e-02 -2.39524826e-01 -8.11056235e-01
-2.73073133e-01 -2.58167565e-01 5.65306424e-02 -4.34871001e-01
1.32981274e-01 -1.38383894e-01 -6.06866325e-01 -3.93787731e-01
-8.71121916e-01]]
Progress: 26.1% ... Training loss: 0.222 ... Validation loss: 0.383[[-0.21032483]
[ 0.2576594 ]
[-0.11725473]
[ 1.14392939]
[ 0.27875758]
[-0.03290073]
[-0.85064202]
[-0.85341078]
[-0.58837548]
[-0.88983291]
[ 1.27968804]
[ 3.01903151]
[-2.13905853]]
[[ -5.22906649e-01 -4.92373383e-01 -5.89256195e-01 -4.26823881e-02
-2.92465642e-01 -5.93906317e-01 -3.07176900e-02 -2.35269662e-01
-3.45151093e-01 -3.03077361e-01 2.48676636e-01 9.78623587e-01
2.91711646e-01]
[ 7.04303035e-03 -1.36891933e-01 4.85124840e-02 -7.36937023e-02
-4.07350284e-02 5.82092574e-02 -1.19833211e-01 1.94379476e-01
-1.45899544e-01 -1.90456661e-01 -9.37643462e-02 -1.24512549e-01
1.41329892e-02]
[ -2.63609024e-01 1.38762042e-01 -3.08713637e-02 1.19921160e-01
8.06384707e-02 -1.31204614e-01 -5.41020304e-02 -1.77266539e-01
2.60116974e-01 -4.00915657e-01 1.64904401e-01 6.47206081e-01
8.25672251e-01]
[ 2.35189796e-01 -2.41187142e-01 -2.77379637e-01 7.20922206e-02
-2.77957397e-01 9.82592368e-03 3.28029277e-01 -5.16471116e-01
2.53927787e-01 -1.99490711e-01 -1.52795202e-01 -3.19710514e-01
-2.59129825e-01]
[ 1.34473105e-01 -8.71143104e-04 1.15130575e-01 -1.31474463e-01
-3.18696943e-02 7.36521991e-02 -1.49838792e-01 -1.50936221e-01
9.09083919e-02 2.27889689e-01 8.13654002e-03 -9.24273237e-02
-1.38196868e-01]
[ -4.79655558e-01 -6.12933296e-01 -6.01279304e-01 -6.24482343e-01
-5.92861671e-01 -5.64142250e-01 -3.20705581e-01 -1.44504775e-01
-4.46144720e-01 -2.20742583e-01 -5.75331927e-01 -8.54691838e-01
-6.27445313e-01]
[ -4.14904831e-01 -5.92653189e-01 -3.24403034e-01 -4.11941927e-01
-4.17350116e-01 -5.63239633e-01 -4.19400044e-01 -4.82995387e-01
-2.99147630e-01 -1.16584585e-01 -4.62930656e-01 -4.35309890e-01
-4.95797725e-01]
[ -3.43571219e-01 -3.41520929e-01 -4.85556999e-01 -1.43228394e-01
-3.15688300e-01 -4.24750448e-01 -3.05556290e-01 -2.77301621e-01
-3.02943877e-01 -5.63933795e-01 -2.69628748e-01 -7.50509960e-01
-5.51548283e-01]
[ -4.69176541e-01 -3.44225640e-01 -3.83505001e-01 -1.94913233e-01
-3.33843794e-01 -2.17611973e-01 -5.29717070e-02 -4.44868612e-01
-2.59467792e-01 -4.56641678e-01 -1.62058511e-01 -2.51157045e-01
-2.10202664e-01]
[ -9.55559150e-01 -9.50191038e-01 -9.85993794e-01 -7.32151672e-01
-1.03904707e+00 -9.88569851e-01 -5.59680972e-01 -5.91087912e-01
-7.36376315e-01 -5.69737778e-01 -7.50774053e-01 -6.36689684e-01
-8.28811403e-01]
[ -5.13474337e-01 -2.67410192e-01 -4.72856823e-01 -3.53460971e-01
-3.45925453e-01 -3.63629510e-01 -6.02284659e-01 -6.08464184e-01
-6.61377133e-01 -1.00765671e-01 -5.23537868e-01 -7.71544803e-01
-5.74449594e-01]
[ -1.16999510e-01 2.45037829e-02 -3.42127615e-01 -4.43198229e-01
-1.04009505e-01 -7.41738864e-02 -1.94194224e-01 -3.92506862e-01
-1.69095691e-01 7.16541594e-02 -4.75165316e-01 -1.04369829e+00
-6.00216682e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.55594527e-01 -1.21459437e-01 1.64227020e-01 -2.94245238e-01
-1.32861575e-01 1.13497067e-01 -1.15930422e-01 1.70834321e-02
-7.86317647e-02 7.56383401e-02 -2.03332179e-01 -4.22142207e-01
-3.36745626e-02]
[ -8.89817652e-02 -2.64491751e-01 -1.81165954e-01 -2.85568718e-01
-4.77337267e-01 -8.65728092e-02 -6.28799828e-02 -2.17229759e-03
-6.96898027e-02 2.31871170e-03 -2.22906892e-01 -3.82148406e-01
-2.82214752e-01]
[ -6.50138097e-02 -2.61816527e-02 -2.28889075e-01 -2.76396128e-01
1.16359196e-01 -1.61378533e-01 -1.61230152e-01 1.23010172e-01
1.69973044e-03 1.17784728e-01 -2.14045856e-01 -2.87698763e-02
-6.34470148e-02]
[ 3.67826350e-02 -1.67648881e-01 -1.49045557e-01 -8.86041690e-02
-1.25103235e-01 -1.06697115e-01 1.08709039e-01 -1.50757088e-01
-1.47915858e-02 2.17476794e-02 -2.96080038e-02 -1.17362075e-01
2.28763874e-03]
[ -2.90451256e-01 -1.41921513e-01 -7.72118430e-02 -1.14908405e-01
-3.02123788e-01 -2.75367569e-01 -3.72383220e-01 2.14982116e-02
-3.21630489e-01 -2.15940083e-01 1.58620642e-01 -1.20637278e-01
2.03232984e-01]
[ -2.28839537e-01 -1.20162155e-01 -9.36238567e-02 -2.37811189e-02
-8.06499306e-02 -1.19725142e-01 -8.98310615e-02 2.85617584e-03
-1.47784953e-01 -8.49257877e-02 3.21437645e-02 -1.49139751e-01
-1.24356185e-01]
[ -1.72949660e-01 -6.85546648e-02 -2.29503607e-01 -2.71901901e-01
-1.56506796e-01 -2.04963174e-01 -3.38725851e-01 -1.08942334e-01
1.29452192e-01 -2.27306912e-01 -3.61850647e-01 -3.30870334e-01
-3.18471605e-01]
[ -3.70210685e-01 -6.39291716e-02 -1.50476020e-01 -1.40315427e-01
-4.97327429e-02 -3.13138407e-01 3.31211530e-02 -8.63607019e-02
-1.19777463e-01 6.21503618e-02 4.36235962e-03 -3.31841930e-01
-3.24460286e-01]
[ -1.65323027e-01 -1.42479772e-01 -5.27021736e-02 -1.53947252e-01
-1.26818142e-01 -2.95660492e-01 1.14945525e-02 -1.46272761e-01
-2.15226758e-01 3.85219663e-02 2.21705166e-01 -2.77708352e-02
-1.64475280e-01]
[ -1.30818778e-01 -1.72697167e-01 -1.13695036e-01 -2.85661477e-01
9.23729040e-02 -1.75581305e-02 -1.73714676e-01 -1.63694722e-01
1.16025228e-01 -9.25253344e-02 -1.25998464e-01 -6.69683983e-02
-3.22749304e-01]
[ -4.49186769e-02 -3.20620154e-02 -1.50964519e-01 -6.25930064e-02
-2.26616028e-01 6.20983032e-02 -7.61157053e-02 -5.63349458e-02
-2.34568459e-01 -1.01389220e-01 -9.30180240e-02 -3.42124521e-01
-2.12255268e-01]
[ -7.08618231e-02 2.46843066e-02 -1.29241680e-01 -3.18055720e-01
1.21563974e-01 2.02560865e-02 -2.06667726e-01 -1.50562694e-01
1.24220179e-01 -6.01722217e-02 -2.85633025e-01 -2.66805029e-01
-3.11739886e-01]
[ 7.68915611e-02 -3.07467654e-01 -8.52946375e-02 -4.55067098e-01
-2.21351628e-01 -8.98689748e-02 5.94363311e-02 9.01995846e-02
-1.74604517e-02 2.92518516e-01 -5.34211452e-01 -8.23023558e-01
4.38038948e-01]
[ -2.24172944e-01 -2.43606330e-01 -1.32281967e-01 -3.12655740e-01
-3.00284127e-01 -9.38513200e-02 2.03245352e-01 3.93466160e-02
2.84987155e-01 3.58827013e-02 -4.19993706e-01 -1.03556075e+00
6.47459890e-01]
[ -1.54602414e-02 -1.86002690e-01 2.09431223e-02 -3.20521089e-01
-1.70865145e-01 1.65180465e-01 2.04917080e-01 2.58636236e-01
-2.95317193e-02 2.35349786e-01 -2.43441748e-01 -1.11662213e+00
7.54273752e-01]
[ -5.64958647e-04 -4.42354252e-02 -1.25512157e-01 -1.41262129e-01
-1.79330146e-01 -4.74782020e-02 3.07538760e-01 1.68413450e-01
2.57365268e-01 3.70385336e-01 -5.05037277e-01 -1.05441752e+00
7.94457816e-01]
[ -8.34088668e-02 -2.79550161e-01 5.87514204e-02 -3.70407415e-01
-1.49903375e-01 1.16627226e-01 3.81637952e-01 1.45250914e-01
-6.18915801e-02 1.69877658e-01 -5.76861933e-01 -1.04039103e+00
8.90165973e-01]
[ 1.21444906e-01 -8.99427109e-02 1.59202517e-02 -1.86974372e-01
-8.35607332e-02 -1.84286388e-02 2.76828950e-01 3.84607822e-01
4.27637338e-01 2.74739954e-01 -5.75216521e-01 -9.72734012e-01
6.06223081e-01]
[ -3.24010548e-03 -1.38154128e-01 2.22207002e-02 1.72953490e-02
-9.20791201e-02 -2.83488062e-01 7.60601878e-02 3.56013845e-01
2.85242709e-03 1.23174664e-01 -2.68796936e-01 -8.08108533e-01
2.57030664e-01]
[ 8.76913387e-02 1.01340473e-01 6.07146658e-03 1.62927484e-01
-9.38219935e-02 -5.85314139e-02 -1.64786479e-01 -1.30400540e-01
-2.50167706e-01 -1.25043966e-01 -1.10889878e-01 2.35403751e-01
-3.43413435e-01]
[ 4.33584215e-02 -1.06091131e-01 1.45982801e-01 3.70774399e-01
2.47535550e-01 8.51711993e-03 -3.95966406e-01 -3.52307050e-01
-4.99851062e-02 -5.51786283e-01 2.63535887e-01 1.02569032e+00
-7.04010493e-01]
[ 2.90418742e-02 7.86150972e-02 -2.13852001e-01 8.42995681e-02
3.39127107e-02 -2.45528950e-03 -1.84282310e-01 -3.46439313e-01
-2.85155856e-01 -2.33230023e-01 -3.22283748e-02 -9.92384829e-02
-1.98171568e-01]
[ -6.20918046e-02 -2.09434563e-01 6.00081701e-02 4.70142973e-02
-1.31677720e-01 -1.35605254e-01 -1.49679994e-03 -3.61298446e-02
5.30582209e-02 -3.89985573e-01 -3.44839968e-01 -2.68170069e-01
7.30571869e-02]
[ 4.44612754e-03 -2.68137188e-01 5.30702491e-02 -3.05095396e-01
-1.91205217e-01 -2.33248040e-01 -2.95878881e-01 1.64479329e-03
-3.64604988e-02 5.46614919e-02 -2.06257801e-01 1.91966171e-01
2.77186225e-02]
[ 1.65614425e-01 5.41257988e-02 -1.07372659e-01 -3.03426542e-01
-5.86791183e-02 -1.03077945e-01 -2.11439462e-01 -2.22992304e-02
-2.04938822e-01 -2.58323516e-01 -2.24916219e-01 3.88037910e-01
-2.87778869e-02]
[ -1.79487482e-01 -1.78732899e-01 -1.16187331e-01 -2.82555347e-01
-4.94563853e-02 2.49627055e-02 -2.13849795e-01 -2.65211905e-01
-1.50824195e-01 -7.61023942e-02 -2.41122812e-01 2.78917652e-01
-1.25083554e-01]
[ -4.49022888e-02 -2.01998597e-01 -1.67137248e-01 -2.75067935e-01
-4.35115807e-02 4.12620082e-02 -9.28175889e-02 -1.08815981e-01
-2.54010839e-01 -3.44445161e-01 -4.80245095e-02 1.66562428e-01
-3.07692975e-02]
[ 1.06620513e-01 8.28942689e-02 -1.46118832e-02 -2.40112745e-01
-3.23701427e-01 6.29967637e-03 -1.89660126e-01 -3.14550456e-01
-3.24210270e-01 -1.75977541e-02 -1.41650737e-01 1.58157401e-01
-2.23395262e-03]
[ -6.23370563e-02 -1.00015062e-02 -2.84945262e-01 -3.24189250e-02
7.02391787e-02 1.55089476e-01 -2.46391071e-01 -1.88965148e-01
-5.53077705e-02 -6.15589013e-02 1.81392213e-01 6.74822755e-01
-1.14706502e-01]
[ 1.25382642e-01 3.42908677e-01 -1.99724113e-01 7.62131084e-01
1.21465827e-01 9.84823457e-04 -2.44740051e-01 -4.09182329e-01
-2.48368439e-01 -3.48503858e-01 7.75861362e-01 9.79779070e-01
-1.21659431e+00]
[ -1.53543785e-02 1.77430295e-01 5.19067810e-02 3.40323767e-01
2.07555360e-03 -6.66462485e-02 -3.02469882e-01 -3.61443701e-01
-2.94756250e-01 -2.43701971e-01 5.79226439e-01 9.72226451e-01
-1.14836917e+00]
[ -3.58320499e-02 -1.37093166e-01 -1.50040102e-01 3.09738606e-01
-1.80415970e-01 2.36377182e-01 -5.69218917e-02 -1.91606590e-01
-2.33798022e-01 -3.84883845e-01 1.98371120e-01 5.20430436e-01
-5.50659878e-01]
[ 8.09151910e-02 -3.82669682e-01 -5.12203221e-02 8.77859922e-03
-1.15064861e-01 1.99686937e-01 6.95228205e-02 1.67126584e-01
-1.86029945e-01 -2.09945321e-02 -5.13139222e-02 3.49229796e-01
-3.18803527e-01]
[ 2.07239089e-01 -2.94250708e-01 -1.19582460e-01 -7.54245872e-02
-2.14383753e-01 1.22366837e-01 2.52470797e-02 -1.31655970e-01
-6.37066304e-02 -6.60257902e-02 -1.49454587e-01 -1.74943717e-01
-1.82949308e-01]
[ -1.34563903e-01 -7.91254272e-02 3.77482158e-02 -2.44896298e-01
-5.75204592e-02 -1.41377253e-01 3.86018446e-02 -1.29708224e-02
-9.81029152e-02 7.61006642e-03 -3.18006676e-01 -4.38337992e-01
-1.05898586e-01]
[ -1.41338351e-01 -1.36009512e-01 -6.84510580e-02 -2.78598638e-01
-3.46054755e-01 -2.88835539e-01 1.62269245e-01 1.44557382e-01
1.28960263e-02 1.23340405e-01 -2.68528220e-01 -8.43611141e-01
2.60110908e-02]
[ -1.41322987e-01 -2.49455895e-01 -3.02041999e-01 -7.31946826e-01
-2.98800903e-01 -2.08225068e-01 -2.22092394e-01 -1.64110028e-03
9.05402608e-03 -4.65559234e-01 -5.88852273e-01 -5.61951864e-01
-1.01105630e+00]
[ -1.23296712e-01 1.32648425e-01 1.41819114e-02 1.19246014e-01
-2.03420757e-01 -1.75447814e-01 -1.54790371e-01 1.04865806e-02
-1.39367249e-01 -1.55505528e-01 -1.24617868e-01 -3.81169313e-01
1.42975456e-02]
[ -3.63757379e-01 -1.16152659e-01 -2.73664284e-01 2.89011261e-01
-1.97420415e-01 -2.32421540e-01 -1.16641669e-01 -1.07195621e-01
1.24978827e-02 2.08479816e-02 1.05564394e-01 -3.09749086e-01
1.33741868e-01]
[ -1.31666764e-01 -4.59330780e-02 -2.54637140e-01 1.33164076e-01
-2.26412382e-01 -2.79553200e-01 -3.68421055e-01 -2.20020934e-02
1.48353608e-02 -1.15172447e-01 -2.21373288e-01 -3.21702364e-01
7.68227358e-02]
[ -2.43674266e-01 -5.29068149e-01 -3.41342976e-01 -1.19992092e-01
-3.17644718e-01 -2.32968642e-01 -1.04413843e-01 -2.63033280e-01
3.08325386e-02 -2.63919318e-01 -7.31131882e-02 -2.86184209e-01
-1.65192086e-02]
[ -2.20042352e-01 -2.96927084e-01 -3.20053003e-01 -9.40101311e-02
-9.04530626e-02 -1.50483062e-01 -7.39230451e-02 2.76401171e-02
-1.94176962e-01 -4.97999340e-01 -2.38095327e-01 -2.49789058e-01
7.56014876e-03]
[ -9.59930067e-02 -1.80888377e-02 -2.39862367e-01 -8.09525680e-01
-2.72146272e-01 -2.58236976e-01 5.30472315e-02 -4.38270073e-01
1.30651232e-01 -1.41950491e-01 -6.03637969e-01 -3.82421717e-01
-8.79244578e-01]]
Progress: 26.1% ... Training loss: 0.212 ... Validation loss: 0.378[[-0.21405498]
[ 0.25159131]
[-0.12398665]
[ 1.1330825 ]
[ 0.27064792]
[-0.03723901]
[-0.85273693]
[-0.86141529]
[-0.59299258]
[-0.89292732]
[ 1.271417 ]
[ 3.01162505]
[-2.14211041]]
[[ -5.23142876e-01 -4.91985176e-01 -5.89146657e-01 -3.90917479e-02
-2.92312298e-01 -5.93963380e-01 -3.39199595e-02 -2.34639325e-01
-3.46460021e-01 -3.02697061e-01 2.52648270e-01 9.86539538e-01
2.83480011e-01]
[ 7.71761489e-03 -1.37691403e-01 4.88415245e-02 -7.86063155e-02
-4.15388335e-02 5.82976213e-02 -1.17062487e-01 1.96056537e-01
-1.44083752e-01 -1.88842687e-01 -9.84800894e-02 -1.33544688e-01
1.91207250e-02]
[ -2.63453365e-01 1.38214704e-01 -3.07444689e-02 1.16592445e-01
8.03984861e-02 -1.31147324e-01 -5.58395073e-02 -1.79495657e-01
2.60252033e-01 -4.03317370e-01 1.65189206e-01 6.56437339e-01
8.20269856e-01]
[ 2.34696029e-01 -2.40427407e-01 -2.77806401e-01 7.48107041e-02
-2.76836296e-01 9.74892072e-03 3.26355616e-01 -5.21920806e-01
2.52519063e-01 -2.08738292e-01 -1.46218230e-01 -3.02046494e-01
-2.63576034e-01]
[ 1.33683744e-01 -4.07363845e-04 1.15138203e-01 -1.28013759e-01
-3.14208979e-02 7.35261347e-02 -1.54532239e-01 -1.50281905e-01
8.85368324e-02 2.29643986e-01 8.29123198e-03 -9.58261208e-02
-1.33877583e-01]
[ -4.80327565e-01 -6.12280695e-01 -6.01526944e-01 -6.20099038e-01
-5.92259545e-01 -5.64236320e-01 -3.24520846e-01 -1.46558828e-01
-4.48088801e-01 -2.24784329e-01 -5.70756919e-01 -8.44540182e-01
-6.31128356e-01]
[ -4.14511370e-01 -5.92780490e-01 -3.24231269e-01 -4.13112633e-01
-4.17844364e-01 -5.63208230e-01 -4.17781595e-01 -4.80566202e-01
-2.98259568e-01 -1.12531926e-01 -4.65525137e-01 -4.44765909e-01
-4.95292405e-01]
[ -3.42912924e-01 -3.42692584e-01 -4.85023379e-01 -1.50184023e-01
-3.16796829e-01 -4.24638339e-01 -3.03962748e-01 -2.74649504e-01
-3.00722280e-01 -5.62323855e-01 -2.75910439e-01 -7.60936137e-01
-5.46605451e-01]
[ -4.68852635e-01 -3.44639847e-01 -3.83349809e-01 -1.98315652e-01
-3.34389159e-01 -2.17545706e-01 -5.09538046e-02 -4.43242278e-01
-2.58474395e-01 -4.55900068e-01 -1.64759087e-01 -2.58023907e-01
-2.08744831e-01]
[ -9.54909279e-01 -9.50854753e-01 -9.85581143e-01 -7.36101294e-01
-1.03997438e+00 -9.88474451e-01 -5.57141023e-01 -5.87402774e-01
-7.34256288e-01 -5.65269843e-01 -7.54411228e-01 -6.45190463e-01
-8.27081691e-01]
[ -5.13251726e-01 -2.67895623e-01 -4.72579691e-01 -3.57438756e-01
-3.46752598e-01 -3.63571519e-01 -6.02685340e-01 -6.06775567e-01
-6.60643194e-01 -1.01628038e-01 -5.27715891e-01 -7.81737113e-01
-5.70306825e-01]
[ -1.17168335e-01 2.45923671e-02 -3.42204461e-01 -4.42416272e-01
-1.03801070e-01 -7.42115695e-02 -1.94918864e-01 -3.93227035e-01
-1.69790682e-01 7.04110549e-02 -4.74351858e-01 -1.04160260e+00
-6.02866222e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.56163384e-01 -1.20894209e-01 1.63979341e-01 -2.89574849e-01
-1.32156765e-01 1.13405574e-01 -1.19296992e-01 1.41336518e-02
-8.03926142e-02 7.15710845e-02 -1.97776030e-01 -4.07962701e-01
-3.67523199e-02]
[ -8.90517344e-02 -2.64381392e-01 -1.81181766e-01 -2.86023144e-01
-4.77426027e-01 -8.65757493e-02 -6.32979919e-02 -2.03214685e-03
-6.98215590e-02 1.73577644e-03 -2.23317367e-01 -3.83874642e-01
-2.82925430e-01]
[ -6.48034328e-02 -2.64758981e-02 -2.28756778e-01 -2.77687010e-01
1.15931255e-01 -1.61338975e-01 -1.60216600e-01 1.25043077e-01
2.42997258e-03 1.20097157e-01 -2.16617609e-01 -3.64937918e-02
-5.98897489e-02]
[ 3.71243294e-02 -1.68014353e-01 -1.48770147e-01 -9.06353074e-02
-1.25716445e-01 -1.06665019e-01 1.10108998e-01 -1.48089585e-01
-1.37599967e-02 2.50563346e-02 -3.31263145e-02 -1.28940991e-01
4.13556521e-03]
[ -2.90404875e-01 -1.41752319e-01 -7.72572445e-02 -1.13843801e-01
-3.01966934e-01 -2.75367697e-01 -3.72596126e-01 2.09954059e-02
-3.21838723e-01 -2.15733379e-01 1.60250545e-01 -1.17210148e-01
2.00622668e-01]
[ -2.28687580e-01 -1.20489141e-01 -9.35625881e-02 -2.68340352e-02
-8.09520357e-02 -1.19708506e-01 -8.78037409e-02 3.46237331e-03
-1.46500003e-01 -8.42726797e-02 2.81033416e-02 -1.56832496e-01
-1.22352633e-01]
[ -1.72856867e-01 -6.88906090e-02 -2.29411235e-01 -2.72579824e-01
-1.56798039e-01 -2.04939892e-01 -3.38300126e-01 -1.08012467e-01
1.30157169e-01 -2.27159313e-01 -3.62461848e-01 -3.33925578e-01
-3.15816112e-01]
[ -3.70735628e-01 -6.32465341e-02 -1.50627720e-01 -1.36989645e-01
-4.90933370e-02 -3.13198838e-01 2.96276970e-02 -8.78104958e-02
-1.21757466e-01 6.07492045e-02 7.73796924e-03 -3.22821648e-01
-3.29145625e-01]
[ -1.64377442e-01 -1.43596906e-01 -5.22437275e-02 -1.61766614e-01
-1.28073852e-01 -2.95517152e-01 1.49697524e-02 -1.43890818e-01
-2.12857570e-01 3.96746134e-02 2.15786222e-01 -3.81105553e-02
-1.60737180e-01]
[ -1.30995927e-01 -1.72532933e-01 -1.13750914e-01 -2.84987214e-01
9.25929653e-02 -1.75842097e-02 -1.74621289e-01 -1.64181515e-01
1.15292061e-01 -9.30046523e-02 -1.24776658e-01 -6.39118900e-02
-3.23386753e-01]
[ -4.48921902e-02 -3.20853481e-02 -1.50948002e-01 -6.26766392e-02
-2.26635656e-01 6.21014038e-02 -7.60671369e-02 -5.61789663e-02
-2.34497613e-01 -1.01218181e-01 -9.31265389e-02 -3.42459064e-01
-2.12037545e-01]
[ -7.06325210e-02 2.43952069e-02 -1.29148582e-01 -3.19525927e-01
1.21295422e-01 2.02948547e-02 -2.05245869e-01 -1.49434484e-01
1.25001370e-01 -5.92312732e-02 -2.87238612e-01 -2.70634534e-01
-3.10815465e-01]
[ 7.70325545e-02 -3.07627011e-01 -8.52320630e-02 -4.55931318e-01
-2.21508963e-01 -8.98499532e-02 6.02304971e-02 9.09095770e-02
-1.69608459e-02 2.93295833e-01 -5.35011683e-01 -8.24419053e-01
4.39799238e-01]
[ -2.24141812e-01 -2.43623080e-01 -1.32281782e-01 -3.13577493e-01
-3.00294697e-01 -9.38473641e-02 2.03899340e-01 3.98345964e-02
2.85396639e-01 3.61804038e-02 -4.20727735e-01 -1.03647838e+00
6.49283785e-01]
[ -1.54368890e-02 -1.86047888e-01 2.09530031e-02 -3.21097802e-01
-1.70954095e-01 1.65187748e-01 2.05282942e-01 2.58747737e-01
-2.92809148e-02 2.35521885e-01 -2.44000850e-01 -1.11783110e+00
7.55206388e-01]
[ -4.59246696e-04 -4.43516549e-02 -1.25475437e-01 -1.42019927e-01
-1.79456319e-01 -4.74617111e-02 3.08284839e-01 1.68795809e-01
2.57768095e-01 3.70920537e-01 -5.05743402e-01 -1.05566712e+00
7.95852605e-01]
[ -8.33591724e-02 -2.79621942e-01 5.87857539e-02 -3.70987079e-01
-1.50014763e-01 1.16637136e-01 3.82233820e-01 1.45662044e-01
-6.15811959e-02 1.70191519e-01 -5.77478178e-01 -1.04218662e+00
8.92230631e-01]
[ 1.21538974e-01 -9.00283007e-02 1.59598199e-02 -1.87683518e-01
-8.36799934e-02 -1.84181873e-02 2.77752976e-01 3.85495922e-01
4.28157228e-01 2.75387594e-01 -5.75823651e-01 -9.74596783e-01
6.07998590e-01]
[ -3.20580189e-03 -1.38169632e-01 2.22342291e-02 1.72544268e-02
-9.20981001e-02 -2.83485075e-01 7.61785822e-02 3.56156177e-01
2.91849474e-03 1.23369429e-01 -2.68848691e-01 -8.08048196e-01
2.56962660e-01]
[ 8.77003773e-02 1.01264217e-01 6.11710041e-03 1.62916129e-01
-9.37754236e-02 -5.85334877e-02 -1.65034208e-01 -1.30496488e-01
-2.50187547e-01 -1.25530695e-01 -1.10999008e-01 2.36264099e-01
-3.43214293e-01]
[ 4.47955918e-02 -1.07978767e-01 1.46793051e-01 3.61383516e-01
2.45256598e-01 8.71770020e-03 -3.89085378e-01 -3.47066533e-01
-4.51078078e-02 -5.47248892e-01 2.51631387e-01 9.88929019e-01
-6.95163340e-01]
[ 2.89854828e-02 7.86897934e-02 -2.13881998e-01 8.46631300e-02
3.39805469e-02 -2.46519971e-03 -1.84511099e-01 -3.46694239e-01
-2.85266944e-01 -2.33540505e-01 -3.18688810e-02 -9.88234044e-02
-1.98540876e-01]
[ -6.20364496e-02 -2.09485832e-01 6.00390459e-02 4.65652877e-02
-1.31733050e-01 -1.35601338e-01 -1.28283676e-03 -3.60473943e-02
5.31880255e-02 -3.89641249e-01 -3.45263859e-01 -2.69091821e-01
7.37032999e-02]
[ 4.01870612e-03 -2.67749457e-01 5.29208240e-02 -3.04277709e-01
-1.90847559e-01 -2.33306761e-01 -2.98127109e-01 1.33192486e-03
-3.78562203e-02 5.38341029e-02 -2.05596717e-01 1.94105209e-01
2.78756081e-02]
[ 1.64768625e-01 5.56604410e-02 -1.07827028e-01 -2.98890386e-01
-5.73347883e-02 -1.03183678e-01 -2.16492846e-01 -2.67432533e-02
-2.08572984e-01 -2.61876270e-01 -2.17450298e-01 4.08446335e-01
-4.11191412e-02]
[ -1.79454725e-01 -1.78773650e-01 -1.16154071e-01 -2.82550768e-01
-4.94543498e-02 2.49679468e-02 -2.14068230e-01 -2.65096029e-01
-1.50919614e-01 -7.58392127e-02 -2.41025550e-01 2.79767943e-01
-1.26180866e-01]
[ -4.48197075e-02 -2.02113890e-01 -1.67063359e-01 -2.75329362e-01
-4.36842810e-02 4.12759716e-02 -9.30586014e-02 -1.08269805e-01
-2.53951203e-01 -3.43442456e-01 -4.85423912e-02 1.65269112e-01
-2.91036703e-02]
[ 1.06382150e-01 8.29604758e-02 -1.46404490e-02 -2.40097460e-01
-3.23633118e-01 6.27530227e-03 -1.90776242e-01 -3.14986587e-01
-3.24491175e-01 -1.88463725e-02 -1.41597935e-01 1.58676937e-01
-1.59097150e-03]
[ -6.22175864e-02 -1.01777643e-02 -2.84923157e-01 -3.34391824e-02
7.00379222e-02 1.55109101e-01 -2.46082527e-01 -1.88879753e-01
-5.47580450e-02 -6.18649135e-02 1.80972039e-01 6.74341272e-01
-1.13353218e-01]
[ 1.25231723e-01 3.43136187e-01 -1.99793149e-01 7.64226162e-01
1.21687495e-01 9.60252764e-04 -2.45977444e-01 -4.10206777e-01
-2.48973008e-01 -3.49568315e-01 7.78358122e-01 9.85770837e-01
-1.21798659e+00]
[ -1.48872759e-02 1.76575848e-01 5.21439593e-02 3.36914116e-01
1.30405868e-03 -6.65762823e-02 -2.99933673e-01 -3.59431131e-01
-2.92980867e-01 -2.42029040e-01 5.74669531e-01 9.63878443e-01
-1.14533573e+00]
[ -3.58207773e-02 -1.37165848e-01 -1.50004917e-01 3.10788395e-01
-1.80460041e-01 2.36384175e-01 -5.74106716e-02 -1.90567572e-01
-2.34124971e-01 -3.84099771e-01 1.99306927e-01 5.22546298e-01
-5.52995860e-01]
[ 8.07435488e-02 -3.82417920e-01 -5.13181718e-02 1.01454706e-02
-1.14786522e-01 1.99654097e-01 6.88809605e-02 1.66606862e-01
-1.86643034e-01 -2.18951964e-02 -5.00585656e-02 3.51146762e-01
-3.20970793e-01]
[ 2.07146791e-01 -2.94146464e-01 -1.19602685e-01 -7.42562162e-02
-2.14243974e-01 1.22352099e-01 2.44882611e-02 -1.31931547e-01
-6.41909217e-02 -6.64041178e-02 -1.48191954e-01 -1.71870762e-01
-1.85140615e-01]
[ -1.34593103e-01 -7.90651995e-02 3.77235363e-02 -2.44605950e-01
-5.74625170e-02 -1.41381189e-01 3.83693350e-02 -1.31998592e-02
-9.82411416e-02 7.39132125e-03 -3.17749643e-01 -4.37587395e-01
-1.06540847e-01]
[ -1.41316662e-01 -1.35992092e-01 -6.84491442e-02 -2.78459014e-01
-3.46028773e-01 -2.88833317e-01 1.62258801e-01 1.44548247e-01
1.29083497e-02 1.23453854e-01 -2.68367011e-01 -8.43073822e-01
2.55424941e-02]
[ -1.40625706e-01 -2.50342718e-01 -3.01717346e-01 -7.37070385e-01
-2.99874319e-01 -2.08109952e-01 -2.18539577e-01 1.89586944e-03
1.13092020e-02 -4.62763142e-01 -5.95194936e-01 -5.80247953e-01
-1.00634525e+00]
[ -1.22359813e-01 1.31364792e-01 1.46768973e-02 1.12109511e-01
-2.04620382e-01 -1.75319649e-01 -1.50664536e-01 1.34854308e-02
-1.36545560e-01 -1.52220025e-01 -1.31888099e-01 -3.95811938e-01
2.43344969e-02]
[ -3.64101437e-01 -1.15957425e-01 -2.73710325e-01 2.91864648e-01
-1.97159030e-01 -2.32472511e-01 -1.18409944e-01 -1.07108724e-01
1.15655864e-02 2.00750776e-02 1.08009962e-01 -3.04806560e-01
1.33253709e-01]
[ -1.31444145e-01 -4.63527467e-02 -2.54500283e-01 1.31418052e-01
-2.26813631e-01 -2.79520956e-01 -3.67338430e-01 -2.08733853e-02
1.57835862e-02 -1.14233388e-01 -2.23592144e-01 -3.27200072e-01
8.09872399e-02]
[ -2.43715953e-01 -5.28916050e-01 -3.41375759e-01 -1.17385960e-01
-3.17439770e-01 -2.32984290e-01 -1.05350392e-01 -2.63109969e-01
3.02738665e-02 -2.63623053e-01 -7.03027048e-02 -2.79844210e-01
-1.90983830e-02]
[ -2.20038701e-01 -2.96916226e-01 -3.20051167e-01 -9.36398982e-02
-9.04715488e-02 -1.50473179e-01 -7.42646889e-02 2.71139422e-02
-1.93979009e-01 -4.98444632e-01 -2.37191006e-01 -2.48181121e-01
6.84222267e-03]
[ -9.67640555e-02 -1.69174656e-02 -2.40128937e-01 -8.08494794e-01
-2.71465844e-01 -2.58340057e-01 4.87470509e-02 -4.40765052e-01
1.28078132e-01 -1.45686751e-01 -6.00968332e-01 -3.73473157e-01
-8.91148883e-01]]
Progress: 26.1% ... Training loss: 0.211 ... Validation loss: 0.374[[-0.22372682]
[ 0.24440295]
[-0.12720092]
[ 1.12264091]
[ 0.26355918]
[-0.04591011]
[-0.86455961]
[-0.86103642]
[-0.6010378 ]
[-0.89902154]
[ 1.26289559]
[ 3.01706898]
[-2.14473907]]
[[ -5.22662191e-01 -4.92366776e-01 -5.89089514e-01 -3.87925161e-02
-2.92690519e-01 -5.93878266e-01 -3.11420985e-02 -2.35265124e-01
-3.45056400e-01 -3.00801373e-01 2.53597054e-01 9.88355482e-01
2.84835312e-01]
[ 8.19099627e-03 -1.38119382e-01 4.90689803e-02 -8.10672246e-02
-4.19159785e-02 5.83787525e-02 -1.15543353e-01 1.97650857e-01
-1.43281512e-01 -1.86958178e-01 -1.01275977e-01 -1.38089176e-01
2.02532145e-02]
[ -2.64299416e-01 1.38948345e-01 -3.11982329e-02 1.21835012e-01
8.09817060e-02 -1.31291984e-01 -5.81402433e-02 -1.83496005e-01
2.58235529e-01 -4.07459610e-01 1.72516181e-01 6.67418683e-01
8.14419281e-01]
[ 2.37075073e-01 -2.42434856e-01 -2.76866705e-01 6.50832970e-02
-2.79019844e-01 1.01326848e-02 3.36686486e-01 -5.16332485e-01
2.60126188e-01 -1.98890315e-01 -1.58005352e-01 -3.21449030e-01
-2.43079572e-01]
[ 1.33347420e-01 9.87481671e-04 1.14769005e-01 -1.21490704e-01
-2.96041763e-02 7.33973209e-02 -1.57763091e-01 -1.54728429e-01
8.47169103e-02 2.27936983e-01 1.73412747e-02 -7.02346265e-02
-1.48599256e-01]
[ -4.80178071e-01 -6.12379342e-01 -6.01523409e-01 -6.22130107e-01
-5.92274299e-01 -5.64210452e-01 -3.24189877e-01 -1.46820752e-01
-4.48046457e-01 -2.24514007e-01 -5.73365935e-01 -8.49105912e-01
-6.32054213e-01]
[ -4.14426792e-01 -5.92561120e-01 -3.24437638e-01 -4.10655146e-01
-4.17461954e-01 -5.63211098e-01 -4.18296834e-01 -4.83402563e-01
-2.99596212e-01 -1.13407963e-01 -4.59914569e-01 -4.28055838e-01
-5.07445403e-01]
[ -3.42962927e-01 -3.42804599e-01 -4.84990156e-01 -1.50082899e-01
-3.16835721e-01 -4.24657561e-01 -3.04652485e-01 -2.74500968e-01
-3.00961421e-01 -5.61927527e-01 -2.76624556e-01 -7.64538151e-01
-5.45951438e-01]
[ -4.67710929e-01 -3.45922103e-01 -3.82855000e-01 -2.06041548e-01
-3.35990190e-01 -2.17322925e-01 -4.43615390e-02 -4.39659252e-01
-2.54244909e-01 -4.51686966e-01 -1.73715130e-01 -2.76757872e-01
-1.99469903e-01]
[ -9.55377927e-01 -9.50155966e-01 -9.85974581e-01 -7.29619218e-01
-1.03901762e+00 -9.88535116e-01 -5.60263671e-01 -5.91345668e-01
-7.37953171e-01 -5.68335043e-01 -7.46934688e-01 -6.23875661e-01
-8.48225036e-01]
[ -5.12244515e-01 -2.68964833e-01 -4.72175700e-01 -3.64628097e-01
-3.47839422e-01 -3.63430203e-01 -5.98428466e-01 -6.03619230e-01
-6.57333660e-01 -9.72344278e-02 -5.34595830e-01 -7.97146486e-01
-5.59989446e-01]
[ -1.16381123e-01 2.36892423e-02 -3.41889817e-01 -4.48907361e-01
-1.04943275e-01 -7.40656623e-02 -1.90334831e-01 -3.91807200e-01
-1.66707287e-01 7.30863594e-02 -4.81617067e-01 -1.05769967e+00
-5.95190171e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.56228419e-01 -1.20815023e-01 1.63917656e-01 -2.89819080e-01
-1.32057607e-01 1.13390261e-01 -1.19629940e-01 1.35576738e-02
-8.04444346e-02 7.10349852e-02 -1.97909260e-01 -4.08279262e-01
-3.69353663e-02]
[ -8.86927285e-02 -2.64630070e-01 -1.81084440e-01 -2.87854390e-01
-4.77619419e-01 -8.65204361e-02 -6.19626483e-02 -1.17434405e-03
-6.92680371e-02 3.33753076e-03 -2.25439648e-01 -3.86929471e-01
-2.82534100e-01]
[ -6.48637733e-02 -2.65792959e-02 -2.28764601e-01 -2.78817270e-01
1.15868288e-01 -1.61347310e-01 -1.60466896e-01 1.24607495e-01
2.42178846e-03 1.19877952e-01 -2.17563529e-01 -3.95264111e-02
-5.87999467e-02]
[ 3.73627439e-02 -1.68254762e-01 -1.48650585e-01 -9.23385870e-02
-1.26007830e-01 -1.06626589e-01 1.11381243e-01 -1.47095169e-01
-1.30087356e-02 2.65203732e-02 -3.48803906e-02 -1.32656755e-01
7.28337286e-03]
[ -2.90470690e-01 -1.41297679e-01 -7.75083537e-02 -1.12372653e-01
-3.01544304e-01 -2.75394644e-01 -3.73168598e-01 1.86203695e-02
-3.23323553e-01 -2.17488438e-01 1.64220383e-01 -1.04182828e-01
1.90651128e-01]
[ -2.29215371e-01 -1.19674159e-01 -9.38959288e-02 -1.94346223e-02
-7.98744587e-02 -1.19801141e-01 -9.15116636e-02 -8.91397505e-04
-1.49007492e-01 -8.73249071e-02 3.64706804e-02 -1.36454971e-01
-1.34729251e-01]
[ -1.72853934e-01 -6.89789803e-02 -2.29412530e-01 -2.71703067e-01
-1.56825666e-01 -2.04928531e-01 -3.38677877e-01 -1.08058803e-01
1.29907183e-01 -2.26855338e-01 -3.61526771e-01 -3.32189144e-01
-3.16482725e-01]
[ -3.70856138e-01 -6.32668859e-02 -1.50615401e-01 -1.38048955e-01
-4.91657001e-02 -3.13219031e-01 2.95614457e-02 -8.67956639e-02
-1.21679479e-01 6.06917858e-02 6.14058307e-03 -3.28592810e-01
-3.26397283e-01]
[ -1.63952757e-01 -1.44171831e-01 -5.20273570e-02 -1.64958892e-01
-1.28617785e-01 -2.95458445e-01 1.71446258e-02 -1.42514131e-01
-2.11214662e-01 4.14515605e-02 2.11669138e-01 -4.71388943e-02
-1.55694215e-01]
[ -1.30077994e-01 -1.73518357e-01 -1.13398858e-01 -2.91082530e-01
9.13144408e-02 -1.74100750e-02 -1.69224683e-01 -1.61793396e-01
1.18789467e-01 -8.99888706e-02 -1.31469074e-01 -7.79296776e-02
-3.16217545e-01]
[ -4.48183905e-02 -3.22332568e-02 -1.50857065e-01 -6.33590780e-02
-2.26796315e-01 6.21252386e-02 -7.57812155e-02 -5.53126515e-02
-2.34376347e-01 -1.00692871e-01 -9.42809645e-02 -3.45478964e-01
-2.11755127e-01]
[ -7.04840277e-02 2.41823170e-02 -1.29056703e-01 -3.20533239e-01
1.21054641e-01 2.03230560e-02 -2.04684959e-01 -1.48512675e-01
1.25355376e-01 -5.82953570e-02 -2.88662656e-01 -2.74010491e-01
-3.10639435e-01]
[ 7.69452506e-02 -3.07538342e-01 -8.52607379e-02 -4.55645418e-01
-2.21437048e-01 -8.98656185e-02 5.98028887e-02 9.04368570e-02
-1.72586395e-02 2.92981287e-01 -5.34859213e-01 -8.24421142e-01
4.39517397e-01]
[ -2.24347407e-01 -2.43391847e-01 -1.32368562e-01 -3.12749929e-01
-3.00085573e-01 -9.38809073e-02 2.02764819e-01 3.90317236e-02
2.84690718e-01 3.53769428e-02 -4.19978840e-01 -1.03609848e+00
6.47604439e-01]
[ -1.55762727e-02 -1.85882715e-01 2.09072320e-02 -3.20606267e-01
-1.70789230e-01 1.65165579e-01 2.04539390e-01 2.58227132e-01
-2.97602225e-02 2.34914674e-01 -2.43458305e-01 -1.11734347e+00
7.53991727e-01]
[ -4.86742339e-04 -4.43100523e-02 -1.25501037e-01 -1.41882252e-01
-1.79439022e-01 -4.74668359e-02 3.08149060e-01 1.68525508e-01
2.57699583e-01 3.70666343e-01 -5.05613606e-01 -1.05563947e+00
7.95455788e-01]
[ -8.34082137e-02 -2.79583667e-01 5.87623130e-02 -3.70851748e-01
-1.49974724e-01 1.16626005e-01 3.82057588e-01 1.45504438e-01
-6.16558883e-02 1.70008541e-01 -5.77452445e-01 -1.04245926e+00
8.92163228e-01]
[ 1.21601975e-01 -9.00438079e-02 1.59711238e-02 -1.87579139e-01
-8.37184776e-02 -1.84106140e-02 2.77977706e-01 3.85531900e-01
4.28301561e-01 2.75738914e-01 -5.75837304e-01 -9.74976480e-01
6.07770110e-01]
[ -3.08503891e-03 -1.38265767e-01 2.22898075e-02 1.67900274e-02
-9.21987030e-02 -2.83470096e-01 7.66341831e-02 3.56645131e-01
3.21830239e-03 1.23907876e-01 -2.69229765e-01 -8.08275996e-01
2.57449125e-01]
[ 8.80005754e-02 1.01041732e-01 6.22474018e-03 1.62248840e-01
-9.39438118e-02 -5.84920016e-02 -1.64004353e-01 -1.30061351e-01
-2.49548650e-01 -1.24479985e-01 -1.11507300e-01 2.36139259e-01
-3.43425502e-01]
[ 4.48688918e-02 -1.08089772e-01 1.46775154e-01 3.63033897e-01
2.45067925e-01 8.76135503e-03 -3.89005317e-01 -3.48048856e-01
-4.51909313e-02 -5.47222799e-01 2.52715251e-01 9.94027319e-01
-6.96480528e-01]
[ 2.87611616e-02 7.89450723e-02 -2.13963755e-01 8.62216143e-02
3.42373718e-02 -2.50002845e-03 -1.85466336e-01 -3.47470329e-01
-2.85910384e-01 -2.34667313e-01 -3.03490054e-02 -9.60726814e-02
-2.00534761e-01]
[ -6.20151977e-02 -2.09534586e-01 6.00612619e-02 4.62727999e-02
-1.31787822e-01 -1.35596715e-01 -1.11732974e-03 -3.58011860e-02
5.33227315e-02 -3.89532274e-01 -3.45541458e-01 -2.69818552e-01
7.43453647e-02]
[ 3.82751529e-03 -2.67681941e-01 5.27893597e-02 -3.05980425e-01
-1.90874918e-01 -2.33332847e-01 -2.98228809e-01 7.78527811e-04
-3.80179725e-02 5.25557410e-02 -2.07066433e-01 1.92161193e-01
3.06952648e-02]
[ 1.64806312e-01 5.55394136e-02 -1.07801997e-01 -2.99457482e-01
-5.74086043e-02 -1.03178271e-01 -2.16938489e-01 -2.70372628e-02
-2.08529764e-01 -2.61427369e-01 -2.17748554e-01 4.09670796e-01
-4.02167216e-02]
[ -1.79428418e-01 -1.78976203e-01 -1.16154908e-01 -2.83906349e-01
-4.96502867e-02 2.49789168e-02 -2.13864873e-01 -2.65102277e-01
-1.50807341e-01 -7.59494709e-02 -2.41695945e-01 2.79251012e-01
-1.24444205e-01]
[ -4.49464463e-02 -2.01898579e-01 -1.67190637e-01 -2.75089866e-01
-4.34285753e-02 4.12528511e-02 -9.36407953e-02 -1.09818645e-01
-2.54475512e-01 -3.44567152e-01 -4.69786916e-02 1.70582384e-01
-3.15885579e-02]
[ 1.06329821e-01 8.30639135e-02 -1.46728481e-02 -2.40163156e-01
-3.23560516e-01 6.26509396e-03 -1.90778939e-01 -3.14837515e-01
-3.24559783e-01 -1.86427422e-02 -1.41967709e-01 1.57876952e-01
-1.59710773e-03]
[ -6.21394676e-02 -1.01105153e-02 -2.84952723e-01 -3.33848668e-02
7.01627157e-02 1.55112103e-01 -2.46084673e-01 -1.89582260e-01
-5.49397602e-02 -6.17766535e-02 1.81889989e-01 6.77370352e-01
-1.14795677e-01]
[ 1.25554454e-01 3.42598177e-01 -1.99600683e-01 7.61721687e-01
1.21164854e-01 1.01678436e-03 -2.44604583e-01 -4.08293988e-01
-2.48007403e-01 -3.47627709e-01 7.75423254e-01 9.78533159e-01
-1.21693040e+00]
[ -1.40225217e-02 1.75610393e-01 5.25974407e-02 3.33485096e-01
3.94197564e-04 -6.64230994e-02 -2.96518364e-01 -3.55914801e-01
-2.91065396e-01 -2.38210968e-01 5.69759931e-01 9.51269722e-01
-1.14643690e+00]
[ -3.58460381e-02 -1.36903650e-01 -1.50146266e-01 3.12679965e-01
-1.80183985e-01 2.36369840e-01 -5.76025975e-02 -1.91929014e-01
-2.34660869e-01 -3.85331825e-01 2.02033497e-01 5.28824512e-01
-5.58068675e-01]
[ 8.08473208e-02 -3.82472394e-01 -5.12815084e-02 9.83417007e-03
-1.14813121e-01 1.99671321e-01 6.92406426e-02 1.66773538e-01
-1.86447760e-01 -2.14966959e-02 -5.02592256e-02 3.51149813e-01
-3.21460122e-01]
[ 2.07444136e-01 -2.94404843e-01 -1.19471492e-01 -7.61541243e-02
-2.14529105e-01 1.22395912e-01 2.60489486e-02 -1.30841191e-01
-6.31942314e-02 -6.51677751e-02 -1.50296717e-01 -1.76675519e-01
-1.81694758e-01]
[ -1.34629077e-01 -7.89783445e-02 3.76898113e-02 -2.44237185e-01
-5.73729102e-02 -1.41387149e-01 3.82233232e-02 -1.35086746e-02
-9.84540819e-02 7.21454642e-03 -3.17433408e-01 -4.36805473e-01
-1.07412701e-01]
[ -1.41135482e-01 -1.36254652e-01 -6.83529793e-02 -2.80144797e-01
-3.46287605e-01 -2.88807034e-01 1.64154654e-01 1.45897798e-01
1.41961310e-02 1.24459055e-01 -2.70624603e-01 -8.48993786e-01
3.01627507e-02]
[ -1.40680386e-01 -2.50042246e-01 -3.01874537e-01 -7.38040722e-01
-2.99535253e-01 -2.08133821e-01 -2.18017400e-01 5.68361574e-04
1.07898111e-02 -4.64210087e-01 -5.93975338e-01 -5.72767857e-01
-1.01334119e+00]
[ -1.21991842e-01 1.31085072e-01 1.48422092e-02 1.11528169e-01
-2.04805243e-01 -1.75263564e-01 -1.50077273e-01 1.39281385e-02
-1.36434294e-01 -1.50186669e-01 -1.33020253e-01 -3.96385863e-01
2.45926961e-02]
[ -3.63161268e-01 -1.17187639e-01 -2.73266668e-01 2.83726822e-01
-1.98759422e-01 -2.32293040e-01 -1.12824966e-01 -1.03125681e-01
1.52397523e-02 2.48548770e-02 9.89997812e-02 -3.24754451e-01
1.43911985e-01]
[ -1.31614091e-01 -4.61778215e-02 -2.54672179e-01 1.34597202e-01
-2.26602659e-01 -2.79552454e-01 -3.68356060e-01 -2.27316304e-02
1.53118166e-02 -1.16270904e-01 -2.19673449e-01 -3.24656308e-01
7.84722938e-02]
[ -2.43663936e-01 -5.29109257e-01 -3.41296508e-01 -1.16793337e-01
-3.17528299e-01 -2.32967945e-01 -1.05515581e-01 -2.62661621e-01
3.05024681e-02 -2.62725833e-01 -7.07009426e-02 -2.79152417e-01
-1.72357858e-02]
[ -2.19834152e-01 -2.97103112e-01 -3.19925539e-01 -9.46250314e-02
-9.06179702e-02 -1.50435277e-01 -7.37423112e-02 2.83047564e-02
-1.93929690e-01 -4.97246536e-01 -2.38753071e-01 -2.52165029e-01
4.51106904e-03]
[ -9.67783605e-02 -1.67763844e-02 -2.40288500e-01 -8.08790283e-01
-2.71267946e-01 -2.58347935e-01 4.84313329e-02 -4.43010935e-01
1.27701985e-01 -1.47107046e-01 -6.00672595e-01 -3.69874726e-01
-8.95235825e-01]]
Progress: 26.2% ... Training loss: 0.213 ... Validation loss: 0.369[[-0.22732259]
[ 0.23511219]
[-0.1301445 ]
[ 1.11424838]
[ 0.2564772 ]
[-0.04984918]
[-0.8710485 ]
[-0.86930388]
[-0.6090069 ]
[-0.9030288 ]
[ 1.24788925]
[ 2.98994899]
[-2.1602868 ]]
[[ -5.22122764e-01 -4.93781790e-01 -5.88651559e-01 -4.44010291e-02
-2.93877452e-01 -5.93756616e-01 -2.71704192e-02 -2.28375280e-01
-3.41575422e-01 -2.95459204e-01 2.43514212e-01 9.62146707e-01
3.00349357e-01]
[ 8.09202752e-03 -1.38062928e-01 4.90081253e-02 -8.07039497e-02
-4.18524432e-02 5.83623096e-02 -1.15981549e-01 1.96879139e-01
-1.43454547e-01 -1.87758919e-01 -1.00768616e-01 -1.37213640e-01
1.97430849e-02]
[ -2.63211302e-01 1.36880222e-01 -3.04529724e-02 1.10554723e-01
7.90685232e-02 -1.31078638e-01 -5.13133278e-02 -1.72944621e-01
2.63191711e-01 -4.00120713e-01 1.58096167e-01 6.32074656e-01
8.37903180e-01]
[ 2.37170611e-01 -2.41476841e-01 -2.77081695e-01 7.44354440e-02
-2.77811619e-01 1.01246888e-02 3.33798453e-01 -5.23082287e-01
2.58425485e-01 -2.00890811e-01 -1.45756497e-01 -2.85119611e-01
-2.59306791e-01]
[ 1.32946602e-01 1.48512491e-03 1.14495433e-01 -1.23207375e-01
-2.92295120e-02 7.33283053e-02 -1.58788734e-01 -1.57849660e-01
8.29519864e-02 2.26040625e-01 1.52747659e-02 -7.73057673e-02
-1.51324139e-01]
[ -4.79911707e-01 -6.13048191e-01 -6.01342719e-01 -6.24985269e-01
-5.92978268e-01 -5.64144268e-01 -3.22734983e-01 -1.44346598e-01
-4.46693216e-01 -2.22346700e-01 -5.78620676e-01 -8.66197344e-01
-6.28610057e-01]
[ -4.14440534e-01 -5.92892864e-01 -3.24387372e-01 -4.11054014e-01
-4.17643533e-01 -5.63189220e-01 -4.18256930e-01 -4.82843360e-01
-2.99418742e-01 -1.12369259e-01 -4.60468694e-01 -4.27437196e-01
-5.04251871e-01]
[ -3.42793865e-01 -3.43397377e-01 -4.84877432e-01 -1.52935989e-01
-3.17258768e-01 -4.24640552e-01 -3.03169984e-01 -2.71952362e-01
-2.99688271e-01 -5.61041269e-01 -2.81154082e-01 -7.80108538e-01
-5.39741818e-01]
[ -4.67529816e-01 -3.46121155e-01 -3.82825979e-01 -2.07567727e-01
-3.36221680e-01 -2.17283660e-01 -4.29373992e-02 -4.39497872e-01
-2.53238786e-01 -4.51194877e-01 -1.76037416e-01 -2.79003950e-01
-1.96908902e-01]
[ -9.55109292e-01 -9.51821761e-01 -9.85645033e-01 -7.36643763e-01
-1.04042778e+00 -9.88444464e-01 -5.56974929e-01 -5.85043775e-01
-7.35027364e-01 -5.64510819e-01 -7.58322177e-01 -6.54356056e-01
-8.31257063e-01]
[ -5.12193999e-01 -2.68829318e-01 -4.72204606e-01 -3.63952019e-01
-3.47760224e-01 -3.63439878e-01 -5.98382820e-01 -6.04686827e-01
-6.57181932e-01 -9.73241734e-02 -5.34135664e-01 -7.98577096e-01
-5.61811346e-01]
[ -1.16097478e-01 2.34270993e-02 -3.41817756e-01 -4.50192193e-01
-1.05152391e-01 -7.40023026e-02 -1.89267781e-01 -3.91298152e-01
-1.65974840e-01 7.39362398e-02 -4.83350422e-01 -1.06007792e+00
-5.94927934e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.56376455e-01 -1.20762753e-01 1.63833664e-01 -2.89440553e-01
-1.31988189e-01 1.13370353e-01 -1.20319469e-01 1.23965405e-02
-8.06442202e-02 6.98617336e-02 -1.97678572e-01 -4.08608186e-01
-3.81928445e-02]
[ -8.86470602e-02 -2.64793496e-01 -1.81019462e-01 -2.88644381e-01
-4.77748706e-01 -8.65080951e-02 -6.15719173e-02 -2.85658518e-04
-6.90334078e-02 4.20933111e-03 -2.27283649e-01 -3.92924444e-01
-2.81898005e-01]
[ -6.47420169e-02 -2.69734017e-02 -2.28660916e-01 -2.80543633e-01
1.15424578e-01 -1.61313929e-01 -1.59554911e-01 1.26683451e-01
3.09869187e-03 1.21401943e-01 -2.20477633e-01 -4.89453353e-02
-5.47302290e-02]
[ 3.72180068e-02 -1.68324746e-01 -1.48689198e-01 -9.07943232e-02
-1.25896259e-01 -1.06630767e-01 1.09859059e-01 -1.48219590e-01
-1.36957124e-02 2.61945308e-02 -3.32713462e-02 -1.25479524e-01
5.57397730e-03]
[ -2.90465876e-01 -1.41273225e-01 -7.75327198e-02 -1.12705820e-01
-3.01513932e-01 -2.75401900e-01 -3.72698103e-01 1.88230772e-02
-3.23214187e-01 -2.17234155e-01 1.64078650e-01 -1.04337769e-01
1.91179074e-01]
[ -2.29171476e-01 -1.19869726e-01 -9.38051643e-02 -2.06367150e-02
-8.01074713e-02 -1.19783030e-01 -9.10303119e-02 3.81020982e-04
-1.48599542e-01 -8.65640201e-02 3.49029085e-02 -1.42087382e-01
-1.31528944e-01]
[ -1.72715194e-01 -6.95422888e-02 -2.29312264e-01 -2.74042051e-01
-1.57333512e-01 -2.04896317e-01 -3.37930497e-01 -1.06555448e-01
1.30891069e-01 -2.26500856e-01 -3.64814108e-01 -3.39851207e-01
-3.12450805e-01]
[ -3.70857783e-01 -6.31264519e-02 -1.50679068e-01 -1.37427938e-01
-4.89509902e-02 -3.13237970e-01 2.98272700e-02 -8.66171995e-02
-1.21887509e-01 6.05198266e-02 6.69885371e-03 -3.30733504e-01
-3.28904191e-01]
[ -1.63629006e-01 -1.44724431e-01 -5.18001729e-02 -1.68304360e-01
-1.29129495e-01 -2.95388254e-01 1.95983685e-02 -1.40577792e-01
-2.09446576e-01 4.33578163e-02 2.07277581e-01 -5.81163404e-02
-1.46232539e-01]
[ -1.30045560e-01 -1.73581898e-01 -1.13376076e-01 -2.90981352e-01
9.12704103e-02 -1.74033411e-02 -1.69007699e-01 -1.61588250e-01
1.18920446e-01 -8.97010218e-02 -1.31879969e-01 -7.88396534e-02
-3.16332952e-01]
[ -4.48663300e-02 -3.21134512e-02 -1.50952361e-01 -6.34844787e-02
-2.26735626e-01 6.21139895e-02 -7.59765546e-02 -5.61097578e-02
-2.34401769e-01 -1.01304646e-01 -9.44397506e-02 -3.42824791e-01
-2.12849629e-01]
[ -7.02499301e-02 2.40554605e-02 -1.28987726e-01 -3.20950059e-01
1.20897392e-01 2.03559495e-02 -2.03814960e-01 -1.47949742e-01
1.25973774e-01 -5.73877170e-02 -2.89005150e-01 -2.74910797e-01
-3.10475097e-01]
[ 7.70084739e-02 -3.07592296e-01 -8.52443755e-02 -4.56499967e-01
-2.21504532e-01 -8.98573514e-02 6.05563094e-02 9.08520951e-02
-1.68394025e-02 2.93317021e-01 -5.35685241e-01 -8.26143873e-01
4.41569538e-01]
[ -2.24337732e-01 -2.43391349e-01 -1.32367896e-01 -3.13211926e-01
-3.00082058e-01 -9.38830992e-02 2.03141693e-01 3.92051891e-02
2.84922261e-01 3.54527067e-02 -4.20469598e-01 -1.03747575e+00
6.48767594e-01]
[ -1.56269181e-02 -1.85813265e-01 2.08712151e-02 -3.20563036e-01
-1.70725774e-01 1.65151370e-01 2.04274814e-01 2.57884377e-01
-2.98722646e-02 2.34582706e-01 -2.43371911e-01 -1.11765701e+00
7.53722569e-01]
[ -6.02533724e-04 -4.42081915e-02 -1.25545820e-01 -1.41362368e-01
-1.79341699e-01 -4.74895979e-02 3.07586475e-01 1.68019784e-01
2.57359442e-01 3.70116319e-01 -5.05196900e-01 -1.05530670e+00
7.94574367e-01]
[ -8.34047861e-02 -2.79593535e-01 5.87660062e-02 -3.71005260e-01
-1.49981397e-01 1.16624612e-01 3.82159339e-01 1.45527022e-01
-6.16115544e-02 1.70116026e-01 -5.77718430e-01 -1.04318531e+00
8.92523803e-01]
[ 1.21720368e-01 -9.01489492e-02 1.60231232e-02 -1.88098610e-01
-8.38481361e-02 -1.83988150e-02 2.78922551e-01 3.86428711e-01
4.28867116e-01 2.76648693e-01 -5.76695311e-01 -9.77788779e-01
6.09725419e-01]
[ -3.28677621e-03 -1.38100040e-01 2.21868101e-02 1.82587131e-02
-9.19783517e-02 -2.83502598e-01 7.53469575e-02 3.55312623e-01
2.57311042e-03 1.22614961e-01 -2.67684520e-01 -8.06399778e-01
2.55107924e-01]
[ 8.80570000e-02 1.00864761e-01 6.26646426e-03 1.61011316e-01
-9.41656031e-02 -5.84875693e-02 -1.62658678e-01 -1.28721621e-01
-2.48804304e-01 -1.24075528e-01 -1.13383188e-01 2.28499386e-01
-3.41930945e-01]
[ 4.49331584e-02 -1.08101317e-01 1.46793189e-01 3.65929474e-01
2.45198307e-01 8.77101590e-03 -3.90309573e-01 -3.48640608e-01
-4.56456732e-02 -5.46604618e-01 2.55392277e-01 1.00322209e+00
-6.99899239e-01]
[ 2.87964188e-02 7.87865278e-02 -2.13921351e-01 8.54578041e-02
3.41156606e-02 -2.48878056e-03 -1.84961974e-01 -3.47043481e-01
-2.85407006e-01 -2.34732027e-01 -3.11176139e-02 -9.96284709e-02
-1.98530226e-01]
[ -6.21810841e-02 -2.09367437e-01 5.99701873e-02 4.70313808e-02
-1.31607203e-01 -1.35622837e-01 -2.03132335e-03 -3.66164470e-02
5.25914366e-02 -3.90456725e-01 -3.44515434e-01 -2.66832534e-01
7.27930582e-02]
[ 3.47042012e-03 -2.67425121e-01 5.25575727e-02 -3.05092684e-01
-1.90560320e-01 -2.33389860e-01 -2.99313046e-01 -1.29551431e-03
-3.89506486e-02 5.02053499e-02 -2.05531924e-01 1.96107518e-01
2.90310236e-02]
[ 1.64698034e-01 5.55572214e-02 -1.07851917e-01 -3.00241874e-01
-5.74252601e-02 -1.03208812e-01 -2.17210225e-01 -2.69603070e-02
-2.08464885e-01 -2.61985634e-01 -2.18325361e-01 4.07596100e-01
-3.75420428e-02]
[ -1.79336213e-01 -1.79036935e-01 -1.16119737e-01 -2.84278998e-01
-4.97241454e-02 2.49966466e-02 -2.13483973e-01 -2.64775314e-01
-1.50570826e-01 -7.54649444e-02 -2.42014021e-01 2.78778213e-01
-1.24069261e-01]
[ -4.48393250e-02 -2.02109985e-01 -1.67122773e-01 -2.76498622e-01
-4.36758021e-02 4.12850571e-02 -9.26833015e-02 -1.08919511e-01
-2.54094063e-01 -3.43528717e-01 -4.86939343e-02 1.66961580e-01
-2.87867517e-02]
[ 1.06479425e-01 8.27069778e-02 -1.45511680e-02 -2.42269905e-01
-3.23840810e-01 6.29420076e-03 -1.89792975e-01 -3.13534386e-01
-3.23677583e-01 -1.74247324e-02 -1.44785982e-01 1.50533488e-01
3.92076819e-03]
[ -6.20298505e-02 -1.04927916e-02 -2.84811997e-01 -3.55101328e-02
6.97123057e-02 1.55151630e-01 -2.45391951e-01 -1.87761739e-01
-5.40557060e-02 -6.04960359e-02 1.79116276e-01 6.71760016e-01
-1.09498500e-01]
[ 1.26047718e-01 3.41908235e-01 -1.99405758e-01 7.58417128e-01
1.20554842e-01 1.11566622e-03 -2.42675438e-01 -4.06198692e-01
-2.46409304e-01 -3.45701437e-01 7.71062761e-01 9.70165866e-01
-1.21460345e+00]
[ -1.37631591e-02 1.75199856e-01 5.27902901e-02 3.32005672e-01
3.10265709e-05 -6.63700798e-02 -2.95068413e-01 -3.53828113e-01
-2.90214225e-01 -2.35940380e-01 5.66484233e-01 9.42276309e-01
-1.14549373e+00]
[ -3.57590087e-02 -1.36995159e-01 -1.50101643e-01 3.12689054e-01
-1.80264983e-01 2.36390783e-01 -5.73559347e-02 -1.91558136e-01
-2.34444786e-01 -3.84809418e-01 2.01749379e-01 5.27937804e-01
-5.58285141e-01]
[ 8.08596936e-02 -3.82492535e-01 -5.12621923e-02 9.88248688e-03
-1.14860756e-01 1.99674115e-01 6.92562023e-02 1.66882900e-01
-1.86403404e-01 -2.14516699e-02 -5.02776631e-02 3.50561711e-01
-3.21277629e-01]
[ 2.07454550e-01 -2.94329447e-01 -1.19493416e-01 -7.56325670e-02
-2.14474925e-01 1.22396046e-01 2.61318280e-02 -1.31266072e-01
-6.33201530e-02 -6.52831839e-02 -1.49931259e-01 -1.75517856e-01
-1.83178516e-01]
[ -1.34669230e-01 -7.89118717e-02 3.76588121e-02 -2.43888136e-01
-5.72981805e-02 -1.41395990e-01 3.80192722e-02 -1.38727843e-02
-9.87047606e-02 6.93688961e-03 -3.17165586e-01 -4.36008388e-01
-1.08024536e-01]
[ -1.41164755e-01 -1.36228753e-01 -6.83628134e-02 -2.79707148e-01
-3.46249266e-01 -2.88806871e-01 1.63680551e-01 1.45728571e-01
1.39316037e-02 1.24271926e-01 -2.69978331e-01 -8.47468721e-01
2.88607896e-02]
[ -1.40578341e-01 -2.50431067e-01 -3.01884390e-01 -7.41333782e-01
-2.99893952e-01 -2.08105628e-01 -2.15343448e-01 2.08720863e-03
1.18926806e-02 -4.64229519e-01 -5.97641019e-01 -5.81889406e-01
-1.01049626e+00]
[ -1.21971478e-01 1.30844920e-01 1.49155653e-02 1.10497904e-01
-2.05039302e-01 -1.75262360e-01 -1.49965641e-01 1.47266730e-02
-1.35958436e-01 -1.49706215e-01 -1.34738954e-01 -4.03351239e-01
2.84060161e-02]
[ -3.62938844e-01 -1.17475935e-01 -2.73210977e-01 2.83345353e-01
-1.98951024e-01 -2.32236156e-01 -1.12233511e-01 -1.02758464e-01
1.54515463e-02 2.62758003e-02 9.72199345e-02 -3.27856037e-01
1.44989160e-01]
[ -1.31348640e-01 -4.67507133e-02 -2.54490619e-01 1.30776512e-01
-2.27125015e-01 -2.79505155e-01 -3.65775290e-01 -2.03641031e-02
1.73507798e-02 -1.14535123e-01 -2.24307378e-01 -3.37125575e-01
8.94427875e-02]
[ -2.43850305e-01 -5.28925346e-01 -3.41414682e-01 -1.15907245e-01
-3.17307008e-01 -2.33010970e-01 -1.06254274e-01 -2.63689383e-01
3.00327589e-02 -2.63818361e-01 -6.99747439e-02 -2.79063485e-01
-1.77405707e-02]
[ -2.20138890e-01 -2.97190191e-01 -3.19937932e-01 -9.24322427e-02
-9.05581164e-02 -1.50454382e-01 -7.63934309e-02 2.89607650e-02
-1.95018521e-01 -4.97348412e-01 -2.37681067e-01 -2.47090974e-01
1.46974924e-03]
[ -9.62947403e-02 -1.71754774e-02 -2.40085985e-01 -8.10976978e-01
-2.71782459e-01 -2.58275047e-01 5.02647759e-02 -4.41947963e-01
1.29241024e-01 -1.44946009e-01 -6.03333317e-01 -3.77669189e-01
-8.94987332e-01]]
Progress: 26.2% ... Training loss: 0.219 ... Validation loss: 0.375[[-0.21350124]
[ 0.24805387]
[-0.11720697]
[ 1.13404962]
[ 0.26811515]
[-0.03745344]
[-0.8497739 ]
[-0.84686842]
[-0.58902987]
[-0.88369972]
[ 1.26407695]
[ 3.00423927]
[-2.14409592]]
[[ -5.22696251e-01 -4.93501428e-01 -5.88921752e-01 -4.16402620e-02
-2.93497146e-01 -5.93867554e-01 -2.95891362e-02 -2.31549275e-01
-3.42292625e-01 -2.99057336e-01 2.46440027e-01 9.76333291e-01
3.01503771e-01]
[ 8.03774784e-03 -1.38127014e-01 4.90172632e-02 -8.16491899e-02
-4.18765159e-02 5.83448621e-02 -1.16252466e-01 1.96807521e-01
-1.43345731e-01 -1.87968475e-01 -1.01786484e-01 -1.37924204e-01
2.11298049e-02]
[ -2.63498618e-01 1.36701908e-01 -3.04953145e-02 1.15532831e-01
7.91511611e-02 -1.31142021e-01 -5.43094305e-02 -1.73016446e-01
2.60953791e-01 -3.99482396e-01 1.59599413e-01 6.53510050e-01
8.32138577e-01]
[ 2.36174506e-01 -2.40779692e-01 -2.77277751e-01 8.11787513e-02
-2.76977363e-01 9.96443548e-03 3.30174935e-01 -5.22766511e-01
2.53827452e-01 -2.02438753e-01 -1.38990088e-01 -2.81682914e-01
-2.74010057e-01]
[ 1.33607333e-01 8.54309814e-04 1.14780817e-01 -1.25786478e-01
-2.99097797e-02 7.34863692e-02 -1.55136048e-01 -1.53155741e-01
8.53731289e-02 2.29193752e-01 1.46099269e-02 -7.91550015e-02
-1.36114904e-01]
[ -4.80801396e-01 -6.12292753e-01 -6.01794055e-01 -6.23089497e-01
-5.92226836e-01 -5.64329962e-01 -3.27328989e-01 -1.49858526e-01
-4.49011380e-01 -2.27938684e-01 -5.76288816e-01 -8.60269051e-01
-6.35287434e-01]
[ -4.15161450e-01 -5.92425615e-01 -3.24756294e-01 -4.07392728e-01
-4.17003421e-01 -5.63328725e-01 -4.20894665e-01 -4.85045675e-01
-3.02090395e-01 -1.14783967e-01 -4.57582672e-01 -4.16302044e-01
-5.09414638e-01]
[ -3.43553917e-01 -3.42324489e-01 -4.85377474e-01 -1.45082707e-01
-3.16257883e-01 -4.24806802e-01 -3.08182943e-01 -2.77256383e-01
-3.02725458e-01 -5.64950807e-01 -2.73734139e-01 -7.59437141e-01
-5.52289976e-01]
[ -4.67635828e-01 -3.45905829e-01 -3.82900322e-01 -2.05897288e-01
-3.36078801e-01 -2.17309268e-01 -4.38486032e-02 -4.39772817e-01
-2.53809416e-01 -4.51681506e-01 -1.74273847e-01 -2.74247488e-01
-1.99211423e-01]
[ -9.56493412e-01 -9.50175083e-01 -9.86582082e-01 -7.26540042e-01
-1.03879719e+00 -9.88755098e-01 -5.65630926e-01 -5.94805041e-01
-7.40480334e-01 -5.72169421e-01 -7.47588004e-01 -6.17174799e-01
-8.50355893e-01]
[ -5.12835852e-01 -2.68232347e-01 -4.72516674e-01 -3.60554054e-01
-3.47120780e-01 -3.63568569e-01 -6.00961250e-01 -6.06768787e-01
-6.59052349e-01 -1.00112352e-01 -5.31774972e-01 -7.94324699e-01
-5.66208643e-01]
[ -1.16548175e-01 2.36943513e-02 -3.41963283e-01 -4.48613100e-01
-1.04887117e-01 -7.40800344e-02 -1.91189258e-01 -3.92748136e-01
-1.67249086e-01 7.19801601e-02 -4.82043892e-01 -1.05902027e+00
-5.98122630e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.56951212e-01 -1.20204444e-01 1.63485284e-01 -2.87993325e-01
-1.31428453e-01 1.13244042e-01 -1.23047068e-01 8.40601863e-03
-8.19070095e-02 6.56705824e-02 -1.95082197e-01 -4.01251433e-01
-4.09652248e-02]
[ -8.88718070e-02 -2.64694369e-01 -1.81067550e-01 -2.88226186e-01
-4.77649206e-01 -8.65410715e-02 -6.25943344e-02 -8.86622048e-04
-6.97538040e-02 3.48109329e-03 -2.27368342e-01 -3.94002912e-01
-2.83446368e-01]
[ -6.49054335e-02 -2.68522005e-02 -2.28724129e-01 -2.80070211e-01
1.15572695e-01 -1.61349865e-01 -1.60240078e-01 1.26052045e-01
2.71852617e-03 1.20668049e-01 -2.20337601e-01 -4.96610242e-02
-5.58833500e-02]
[ 3.71918350e-02 -1.68360924e-01 -1.48642073e-01 -9.04064316e-02
-1.25929924e-01 -1.06629517e-01 1.10167576e-01 -1.47231140e-01
-1.37281490e-02 2.70849923e-02 -3.35547280e-02 -1.25713247e-01
7.86216751e-03]
[ -2.90813718e-01 -1.41203089e-01 -7.76974532e-02 -1.11847782e-01
-3.01338386e-01 -2.75459365e-01 -3.74080902e-01 1.75150801e-02
-3.24332617e-01 -2.18992859e-01 1.64825943e-01 -1.00227115e-01
1.89684201e-01]
[ -2.29438720e-01 -1.19617094e-01 -9.39679004e-02 -1.89443447e-02
-7.98283180e-02 -1.19841584e-01 -9.23383475e-02 -6.24740395e-04
-1.49864738e-01 -8.73456799e-02 3.61495890e-02 -1.37681397e-01
-1.35279459e-01]
[ -1.72792547e-01 -6.99757399e-02 -2.29221610e-01 -2.74946052e-01
-1.57706445e-01 -2.04901831e-01 -3.38212420e-01 -1.05498446e-01
1.31002567e-01 -2.26493049e-01 -3.67372792e-01 -3.41117118e-01
-3.10897923e-01]
[ -3.71184110e-01 -6.23425279e-02 -1.50958131e-01 -1.32870615e-01
-4.81691652e-02 -3.13332285e-01 2.71384119e-02 -9.03541084e-02
-1.23826611e-01 5.87045797e-02 1.17570273e-02 -3.18455615e-01
-3.37344326e-01]
[ -1.64133440e-01 -1.43752743e-01 -5.22243408e-02 -1.62437259e-01
-1.28291008e-01 -2.95493765e-01 1.64764897e-02 -1.44294253e-01
-2.11373465e-01 4.03189012e-02 2.14502211e-01 -4.25989066e-02
-1.55417867e-01]
[ -1.30024882e-01 -1.73574585e-01 -1.13361644e-01 -2.90861372e-01
9.12630818e-02 -1.73970366e-02 -1.69002223e-01 -1.61370759e-01
1.18870064e-01 -8.97195890e-02 -1.31717029e-01 -7.84530712e-02
-3.16709738e-01]
[ -4.48417820e-02 -3.20662977e-02 -1.50965546e-01 -6.31052533e-02
-2.26721513e-01 6.21169791e-02 -7.58177834e-02 -5.60072233e-02
-2.34332046e-01 -1.01195911e-01 -9.40281405e-02 -3.41221070e-01
-2.12736548e-01]
[ -7.02595352e-02 2.41245075e-02 -1.29031014e-01 -3.21166053e-01
1.20950150e-01 2.03449327e-02 -2.04224953e-01 -1.48618410e-01
1.25890706e-01 -5.77312043e-02 -2.89264731e-01 -2.74784721e-01
-3.12398572e-01]
[ 7.69311934e-02 -3.07493569e-01 -8.52812255e-02 -4.55984065e-01
-2.21434193e-01 -8.98713236e-02 6.00908626e-02 9.04115497e-02
-1.72815069e-02 2.92994527e-01 -5.35251106e-01 -8.25325369e-01
4.39914566e-01]
[ -2.24407697e-01 -2.43329660e-01 -1.32391718e-01 -3.13005529e-01
-3.00012975e-01 -9.38994318e-02 2.02833056e-01 3.89358784e-02
2.84699392e-01 3.51270621e-02 -4.20303515e-01 -1.03732912e+00
6.48366660e-01]
[ -1.57228548e-02 -1.85750481e-01 2.08332755e-02 -3.20341056e-01
-1.70667967e-01 1.65131507e-01 2.03834523e-01 2.57527710e-01
-3.00573756e-02 2.34192097e-01 -2.43112193e-01 -1.11774027e+00
7.53502428e-01]
[ -5.08735674e-04 -4.42801518e-02 -1.25517049e-01 -1.42218455e-01
-1.79427327e-01 -4.74756818e-02 3.08545434e-01 1.68560891e-01
2.57888720e-01 3.70694122e-01 -5.06012593e-01 -1.05672366e+00
7.96721827e-01]
[ -8.37506658e-02 -2.79318573e-01 5.86047673e-02 -3.69340548e-01
-1.49651988e-01 1.16551082e-01 3.80371795e-01 1.43959884e-01
-6.26035066e-02 1.68415779e-01 -5.76570378e-01 -1.04212423e+00
8.88486881e-01]
[ 1.21497182e-01 -9.00154273e-02 1.59570817e-02 -1.87101786e-01
-8.37076625e-02 -1.84368190e-02 2.77723938e-01 3.85380713e-01
4.28102455e-01 2.75583638e-01 -5.75903498e-01 -9.77211711e-01
6.07507998e-01]
[ -3.40235851e-03 -1.37991909e-01 2.21456066e-02 1.93792648e-02
-9.18792097e-02 -2.83524393e-01 7.49063280e-02 3.54783014e-01
2.34729271e-03 1.22027617e-01 -2.66989696e-01 -8.06483882e-01
2.53572228e-01]
[ 8.79385996e-02 1.00988872e-01 6.20163508e-03 1.61911778e-01
-9.40243794e-02 -5.85129209e-02 -1.63225461e-01 -1.29024132e-01
-2.49245943e-01 -1.24562726e-01 -1.12574378e-01 2.30621339e-01
-3.43558786e-01]
[ 4.44202875e-02 -1.07768850e-01 1.46552635e-01 3.69182164e-01
2.45658014e-01 8.68778563e-03 -3.91991041e-01 -3.49654523e-01
-4.72440795e-02 -5.48610924e-01 2.58888409e-01 1.01256930e+00
-7.03231081e-01]
[ 2.86778821e-02 7.89638326e-02 -2.13975791e-01 8.64882544e-02
3.43105858e-02 -2.52023315e-03 -1.85581328e-01 -3.47413261e-01
-2.85832830e-01 -2.35253509e-01 -3.01251721e-02 -9.72528188e-02
-2.00388612e-01]
[ -6.23219419e-02 -2.09206182e-01 5.98603824e-02 4.76789110e-02
-1.31446714e-01 -1.35652032e-01 -2.71367557e-03 -3.76651299e-02
5.20758444e-02 -3.91191146e-01 -3.43787572e-01 -2.64940844e-01
7.13523328e-02]
[ 3.48919316e-03 -2.67394079e-01 5.25518082e-02 -3.05108190e-01
-1.90528864e-01 -2.33391088e-01 -2.99433917e-01 -1.35582902e-03
-3.92040121e-02 5.06089262e-02 -2.05576681e-01 1.97136682e-01
2.86663289e-02]
[ 1.64579351e-01 5.57016191e-02 -1.07938857e-01 -3.00361774e-01
-5.72976393e-02 -1.03230073e-01 -2.18095396e-01 -2.85444530e-02
-2.08814041e-01 -2.63431377e-01 -2.17773767e-01 4.11480878e-01
-3.78550428e-02]
[ -1.79314852e-01 -1.79052975e-01 -1.16117404e-01 -2.84448077e-01
-4.97159136e-02 2.49997705e-02 -2.13332958e-01 -2.64647520e-01
-1.50456235e-01 -7.52729967e-02 -2.42184705e-01 2.78107737e-01
-1.23867558e-01]
[ -4.48369451e-02 -2.02124409e-01 -1.67126167e-01 -2.77452579e-01
-4.37422537e-02 4.12816005e-02 -9.28716885e-02 -1.09382464e-01
-2.54134562e-01 -3.43570142e-01 -4.95981443e-02 1.64976857e-01
-2.66336681e-02]
[ 1.06302331e-01 8.28675702e-02 -1.46309972e-02 -2.41892820e-01
-3.23675235e-01 6.24824106e-03 -1.90538088e-01 -3.14835234e-01
-3.23807613e-01 -1.83016050e-02 -1.44825636e-01 1.50125839e-01
3.84398981e-03]
[ -6.21477569e-02 -1.02487966e-02 -2.84887826e-01 -3.39314816e-02
6.99825157e-02 1.55122251e-01 -2.46481898e-01 -1.88965044e-01
-5.48141410e-02 -6.11105769e-02 1.81459868e-01 6.77749130e-01
-1.13537554e-01]
[ 1.26417711e-01 3.41358206e-01 -1.99181180e-01 7.54658866e-01
1.20040373e-01 1.19179540e-03 -2.41146737e-01 -4.03874052e-01
-2.45261747e-01 -3.43802928e-01 7.66595525e-01 9.62439378e-01
-1.20985785e+00]
[ -1.39781081e-02 1.75307084e-01 5.26170843e-02 3.33965906e-01
7.04739922e-05 -6.64069677e-02 -2.95710929e-01 -3.54602839e-01
-2.89859103e-01 -2.37750940e-01 5.68010012e-01 9.48666056e-01
-1.14444535e+00]
[ -3.59350585e-02 -1.36507283e-01 -1.50276281e-01 3.16094494e-01
-1.79844877e-01 2.36340614e-01 -5.90274482e-02 -1.93277464e-01
-2.35756951e-01 -3.85840354e-01 2.05633291e-01 5.38558120e-01
-5.64409759e-01]
[ 8.07331229e-02 -3.82388442e-01 -5.13362631e-02 1.09648248e-02
-1.14761132e-01 1.99648671e-01 6.86690222e-02 1.66246913e-01
-1.86891945e-01 -2.20550286e-02 -4.93122502e-02 3.53569976e-01
-3.23421016e-01]
[ 2.07266441e-01 -2.94129984e-01 -1.19587768e-01 -7.41213106e-02
-2.14261799e-01 1.22359139e-01 2.49549189e-02 -1.32421881e-01
-6.43680479e-02 -6.59488884e-02 -1.48349889e-01 -1.71495570e-01
-1.86774366e-01]
[ -1.34667307e-01 -7.89157989e-02 3.76616270e-02 -2.44024570e-01
-5.73110281e-02 -1.41396360e-01 3.80611599e-02 -1.37857338e-02
-9.86806921e-02 7.01429347e-03 -3.17256724e-01 -4.36176345e-01
-1.07771109e-01]
[ -1.41211797e-01 -1.36075112e-01 -6.84112077e-02 -2.79089647e-01
-3.46132556e-01 -2.88813308e-01 1.63142809e-01 1.45198344e-01
1.33574154e-02 1.23949767e-01 -2.69415096e-01 -8.45719262e-01
2.66025734e-02]
[ -1.40928332e-01 -2.49862367e-01 -3.02198857e-01 -7.39020818e-01
-2.99198092e-01 -2.08199419e-01 -2.17558559e-01 -1.50173278e-03
9.94450846e-03 -4.66457707e-01 -5.93841742e-01 -5.68794206e-01
-1.01775191e+00]
[ -1.22593751e-01 1.31935915e-01 1.44225187e-02 1.16757892e-01
-2.04076749e-01 -1.75417340e-01 -1.53929207e-01 1.05132838e-02
-1.38034349e-01 -1.53119281e-01 -1.27340157e-01 -3.86179990e-01
2.08909653e-02]
[ -3.62973213e-01 -1.17498114e-01 -2.73189142e-01 2.83139885e-01
-1.99025621e-01 -2.32242055e-01 -1.12462052e-01 -1.02539568e-01
1.53491385e-02 2.65078960e-02 9.63870554e-02 -3.31043198e-01
1.46055918e-01]
[ -1.32340771e-01 -4.56895126e-02 -2.54997831e-01 1.38662741e-01
-2.26007332e-01 -2.79691101e-01 -3.70700258e-01 -2.50276632e-02
1.36183280e-02 -1.19206273e-01 -2.17179767e-01 -3.20568983e-01
7.53060127e-02]
[ -2.44094500e-01 -5.28854918e-01 -3.41468485e-01 -1.14494447e-01
-3.17166314e-01 -2.33046390e-01 -1.07036039e-01 -2.63632792e-01
2.88939548e-02 -2.63967345e-01 -6.91401182e-02 -2.75672836e-01
-1.97871321e-02]
[ -2.20057616e-01 -2.97314432e-01 -3.19891848e-01 -9.34452893e-02
-9.07209371e-02 -1.50435478e-01 -7.66060156e-02 2.88557378e-02
-1.94857717e-01 -4.97307411e-01 -2.39229103e-01 -2.51204300e-01
3.01579633e-04]
[ -9.66097257e-02 -1.73094801e-02 -2.40180018e-01 -8.12549665e-01
-2.71926523e-01 -2.58334973e-01 4.94354071e-02 -4.42945742e-01
1.29480335e-01 -1.47160578e-01 -6.05711317e-01 -3.78091091e-01
-8.90622704e-01]]
Progress: 26.3% ... Training loss: 0.212 ... Validation loss: 0.375[[-0.20942624]
[ 0.25456172]
[-0.11211803]
[ 1.14238956]
[ 0.27445998]
[-0.03488483]
[-0.85172183]
[-0.84239678]
[-0.58186048]
[-0.87805866]
[ 1.27171003]
[ 3.02645335]
[-2.13560387]]
[[ -5.23194158e-01 -4.92663260e-01 -5.89182776e-01 -3.61159552e-02
-2.92463521e-01 -5.93917993e-01 -3.12428233e-02 -2.34133002e-01
-3.45067730e-01 -3.00934968e-01 2.52626236e-01 9.94640017e-01
2.91750966e-01]
[ 7.93730796e-03 -1.37985877e-01 4.90532247e-02 -8.11610020e-02
-4.18517108e-02 5.83345438e-02 -1.16685465e-01 1.96678530e-01
-1.44081624e-01 -1.87497647e-01 -1.01877606e-01 -1.37505911e-01
1.82182116e-02]
[ -2.63876196e-01 1.38202086e-01 -3.11562608e-02 1.22833927e-01
8.09474764e-02 -1.31249327e-01 -5.70516680e-02 -1.80972879e-01
2.57222457e-01 -4.03666831e-01 1.69833146e-01 6.96719135e-01
8.13704515e-01]
[ 2.36817148e-01 -2.42123316e-01 -2.76922898e-01 7.85926015e-02
-2.77861871e-01 1.00461415e-02 3.36398731e-01 -5.18849588e-01
2.58604164e-01 -1.99812143e-01 -1.43714478e-01 -3.04522755e-01
-2.59804569e-01]
[ 1.33327539e-01 9.52866037e-04 1.14664005e-01 -1.25296602e-01
-2.99468189e-02 7.34638208e-02 -1.60962637e-01 -1.54060734e-01
8.42392230e-02 2.27794284e-01 1.66168768e-02 -6.22574495e-02
-1.35796899e-01]
[ -4.80994367e-01 -6.12286426e-01 -6.01683445e-01 -6.22071584e-01
-5.92288737e-01 -5.64333338e-01 -3.29282445e-01 -1.49555387e-01
-4.49884863e-01 -2.27997859e-01 -5.76344648e-01 -8.62386506e-01
-6.38339850e-01]
[ -4.15532445e-01 -5.91870210e-01 -3.25086225e-01 -4.04792280e-01
-4.16227543e-01 -5.63390891e-01 -4.22057693e-01 -4.87681744e-01
-3.03672312e-01 -1.17282346e-01 -4.53032527e-01 -4.04111614e-01
-5.19108473e-01]
[ -3.43972785e-01 -3.41343826e-01 -4.85742786e-01 -1.40928174e-01
-3.15245018e-01 -4.24887127e-01 -3.09459896e-01 -2.80121325e-01
-3.05189819e-01 -5.66358755e-01 -2.68645520e-01 -7.37686709e-01
-5.60170330e-01]
[ -4.67242643e-01 -3.46198264e-01 -3.82789280e-01 -2.09252349e-01
-3.36482106e-01 -2.17235107e-01 -4.02517073e-02 -4.37832127e-01
-2.52149218e-01 -4.50263141e-01 -1.77916670e-01 -2.83006954e-01
-1.94684198e-01]
[ -9.56276962e-01 -9.49905440e-01 -9.86623943e-01 -7.28470469e-01
-1.03860548e+00 -9.88684327e-01 -5.62059655e-01 -5.93785495e-01
-7.41027373e-01 -5.71664829e-01 -7.48369188e-01 -6.09422564e-01
-8.54165083e-01]
[ -5.13366661e-01 -2.67524740e-01 -4.72780313e-01 -3.55252745e-01
-3.46264098e-01 -3.63644999e-01 -6.03865730e-01 -6.09312642e-01
-6.61077887e-01 -1.01481606e-01 -5.25934509e-01 -7.79918597e-01
-5.74978488e-01]
[ -1.16823464e-01 2.39670617e-02 -3.42131375e-01 -4.47566148e-01
-1.04611982e-01 -7.41460814e-02 -1.92652589e-01 -3.94481010e-01
-1.67936072e-01 7.02976861e-02 -4.81163063e-01 -1.05811467e+00
-6.01642975e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.56885148e-01 -1.20325005e-01 1.63651062e-01 -2.88783304e-01
-1.31633874e-01 1.13273450e-01 -1.23196154e-01 9.85144538e-03
-8.18590086e-02 6.68234133e-02 -1.96964977e-01 -4.06386837e-01
-4.10896859e-02]
[ -8.92038158e-02 -2.64444708e-01 -1.81173386e-01 -2.86219768e-01
-4.77377034e-01 -8.65907575e-02 -6.45026619e-02 -2.77751864e-03
-7.07192945e-02 1.60211285e-03 -2.25069756e-01 -3.89492500e-01
-2.86061876e-01]
[ -6.53060627e-02 -2.65077054e-02 -2.28876615e-01 -2.76067541e-01
1.16108566e-01 -1.61395519e-01 -1.62471557e-01 1.24632765e-01
1.00338649e-03 1.18730679e-01 -2.16000762e-01 -4.02666468e-02
-6.05973004e-02]
[ 3.69942025e-02 -1.68158016e-01 -1.48772808e-01 -9.09477285e-02
-1.25859244e-01 -1.06660116e-01 1.10021576e-01 -1.47688837e-01
-1.43064532e-02 2.60961746e-02 -3.33404399e-02 -1.25143925e-01
7.42944994e-03]
[ -2.91035206e-01 -1.40836488e-01 -7.78415800e-02 -1.09914798e-01
-3.00880032e-01 -2.75499894e-01 -3.75044333e-01 1.62106813e-02
-3.24910635e-01 -2.19567237e-01 1.67017308e-01 -9.25097231e-02
1.86478054e-01]
[ -2.29312098e-01 -1.19673962e-01 -9.39965770e-02 -1.96901874e-02
-7.97582761e-02 -1.19845073e-01 -9.17498631e-02 -9.68517351e-04
-1.49790224e-01 -8.74963006e-02 3.58372878e-02 -1.40526778e-01
-1.40564875e-01]
[ -1.73131055e-01 -6.90975391e-02 -2.29522919e-01 -2.71760338e-01
-1.56863438e-01 -2.04963059e-01 -3.40029176e-01 -1.09164317e-01
1.28480481e-01 -2.28284931e-01 -3.63228658e-01 -3.25975016e-01
-3.20254278e-01]
[ -3.70844183e-01 -6.28074137e-02 -1.50808505e-01 -1.34520808e-01
-4.86074643e-02 -3.13276509e-01 2.93727482e-02 -8.85482416e-02
-1.22382759e-01 6.04168614e-02 9.90084638e-03 -3.20685482e-01
-3.32378771e-01]
[ -1.64140057e-01 -1.43575430e-01 -5.22944439e-02 -1.63223851e-01
-1.28182239e-01 -2.95493027e-01 1.78143092e-02 -1.43462318e-01
-2.11212101e-01 4.02437924e-02 2.13417490e-01 -4.32939323e-02
-1.54803406e-01]
[ -1.29939858e-01 -1.73713744e-01 -1.13313557e-01 -2.91735766e-01
9.11302507e-02 -1.73760652e-02 -1.68127891e-01 -1.60811361e-01
1.19324625e-01 -8.91433845e-02 -1.32566645e-01 -7.99231471e-02
-3.14416748e-01]
[ -4.47844072e-02 -3.20744448e-02 -1.50969365e-01 -6.35849044e-02
-2.26732033e-01 6.21262404e-02 -7.53410337e-02 -5.59633472e-02
-2.34023397e-01 -1.01006771e-01 -9.42486634e-02 -3.41010647e-01
-2.12097268e-01]
[ -7.00273101e-02 2.39449087e-02 -1.28931006e-01 -3.22008057e-01
1.20701863e-01 2.03882558e-02 -2.03318136e-01 -1.47480175e-01
1.26499240e-01 -5.65116403e-02 -2.90303713e-01 -2.76889057e-01
-3.11275683e-01]
[ 7.69175620e-02 -3.07494522e-01 -8.52806283e-02 -4.56167959e-01
-2.21449745e-01 -8.98725105e-02 6.02404811e-02 9.04781718e-02
-1.72148423e-02 2.92956857e-01 -5.35488328e-01 -8.26084493e-01
4.40604358e-01]
[ -2.24435564e-01 -2.43315953e-01 -1.32412999e-01 -3.13129043e-01
-2.99975135e-01 -9.39043797e-02 2.02795882e-01 3.86882823e-02
2.84646192e-01 3.48878197e-02 -4.20421443e-01 -1.03724928e+00
6.48341042e-01]
[ -1.56755346e-02 -1.85809967e-01 2.08575336e-02 -3.20847239e-01
-1.70737861e-01 1.65142379e-01 2.04367903e-01 2.57930100e-01
-2.98223143e-02 2.34489019e-01 -2.43663346e-01 -1.11880123e+00
7.54842832e-01]
[ -4.93480699e-04 -4.42902071e-02 -1.25517036e-01 -1.42381385e-01
-1.79445037e-01 -4.74746039e-02 3.08685704e-01 1.68622045e-01
2.57977217e-01 3.70762891e-01 -5.06110689e-01 -1.05712895e+00
7.97108403e-01]
[ -8.38087326e-02 -2.79320777e-01 5.85799360e-02 -3.69733695e-01
-1.49665056e-01 1.16543665e-01 3.80830547e-01 1.44095574e-01
-6.24371074e-02 1.68176157e-01 -5.76935290e-01 -1.04381448e+00
8.89648099e-01]
[ 1.21432210e-01 -8.99934043e-02 1.59389572e-02 -1.87110939e-01
-8.36645321e-02 -1.84476010e-02 2.77580658e-01 3.85093054e-01
4.28051059e-01 2.75209649e-01 -5.76022366e-01 -9.77581315e-01
6.07515213e-01]
[ -3.27810708e-03 -1.38112635e-01 2.21995219e-02 1.87417993e-02
-9.19923280e-02 -2.83512339e-01 7.56345270e-02 3.55328197e-01
2.86614509e-03 1.22382323e-01 -2.67649517e-01 -8.07303734e-01
2.54422107e-01]
[ 8.84713264e-02 1.00383966e-01 6.41417844e-03 1.59053828e-01
-9.45854712e-02 -5.84413629e-02 -1.60141344e-01 -1.27389537e-01
-2.47381862e-01 -1.22212538e-01 -1.15646684e-01 2.21033271e-01
-3.40925209e-01]
[ 4.38392370e-02 -1.07184555e-01 1.46381419e-01 3.74922175e-01
2.46468544e-01 8.62147889e-03 -3.94930446e-01 -3.50363089e-01
-4.97273161e-02 -5.49778415e-01 2.64406970e-01 1.02600858e+00
-7.10219911e-01]
[ 2.87564025e-02 7.87538888e-02 -2.13890401e-01 8.58715917e-02
3.41006923e-02 -2.50028573e-03 -1.85137871e-01 -3.46556591e-01
-2.85470204e-01 -2.34752992e-01 -3.08154554e-02 -9.93962434e-02
-1.99050505e-01]
[ -6.26129371e-02 -2.08748285e-01 5.96843997e-02 5.02818188e-02
-1.30932739e-01 -1.35692585e-01 -5.48863822e-03 -3.95614630e-02
5.04038791e-02 -3.92534422e-01 -3.40471613e-01 -2.53485893e-01
6.50996923e-02]
[ 3.30469316e-03 -2.66916034e-01 5.23888932e-02 -3.03072186e-01
-1.90079881e-01 -2.33419836e-01 -3.00569138e-01 -3.68741090e-03
-4.08267870e-02 4.96492771e-02 -2.03033345e-01 2.07303219e-01
2.23431436e-02]
[ 1.64437691e-01 5.58574477e-02 -1.08016722e-01 -3.00106453e-01
-5.71487898e-02 -1.03252952e-01 -2.18694531e-01 -2.94732971e-02
-2.09060724e-01 -2.64408691e-01 -2.17246362e-01 4.13050018e-01
-3.82171493e-02]
[ -1.79386537e-01 -1.79005137e-01 -1.16153735e-01 -2.85400540e-01
-4.97667497e-02 2.49933196e-02 -2.13201313e-01 -2.64603047e-01
-1.50453103e-01 -7.57854196e-02 -2.43170355e-01 2.76299529e-01
-1.22413302e-01]
[ -4.49439288e-02 -2.01828316e-01 -1.67223195e-01 -2.76832336e-01
-4.34346154e-02 4.12595805e-02 -9.35497382e-02 -1.10233810e-01
-2.54716810e-01 -3.43713334e-01 -4.84123174e-02 1.70336702e-01
-2.97595799e-02]
[ 1.05732717e-01 8.34677387e-02 -1.49509873e-02 -2.40670930e-01
-3.23188191e-01 6.15858572e-03 -1.92118999e-01 -3.16621324e-01
-3.25241232e-01 -2.11936370e-02 -1.42608868e-01 1.55926594e-01
1.25628293e-03]
[ -6.21113502e-02 -1.03952408e-02 -2.84822636e-01 -3.49805069e-02
6.98178596e-02 1.55137930e-01 -2.46275539e-01 -1.88450240e-01
-5.44355534e-02 -6.05975742e-02 1.79863607e-01 6.76604919e-01
-1.10415184e-01]
[ 1.26526921e-01 3.41192570e-01 -1.99106326e-01 7.55839426e-01
1.19967484e-01 1.21330595e-03 -2.41484613e-01 -4.03970739e-01
-2.45249624e-01 -3.43986279e-01 7.67991492e-01 9.63590156e-01
-1.21248049e+00]
[ -1.39506503e-02 1.75431606e-01 5.25658938e-02 3.33757026e-01
1.31832128e-04 -6.64084567e-02 -2.95078583e-01 -3.54828136e-01
-2.89863570e-01 -2.38124745e-01 5.68001759e-01 9.48029220e-01
-1.14507698e+00]
[ -3.58591009e-02 -1.36583973e-01 -1.50209235e-01 3.16133298e-01
-1.79875804e-01 2.36358363e-01 -5.88905897e-02 -1.92395700e-01
-2.35626541e-01 -3.85003968e-01 2.05386635e-01 5.38315065e-01
-5.64881715e-01]
[ 8.08069589e-02 -3.82244136e-01 -5.13648705e-02 1.17034071e-02
-1.14692585e-01 1.99646185e-01 6.91465220e-02 1.66348961e-01
-1.87133885e-01 -2.15113240e-02 -4.86457113e-02 3.53126757e-01
-3.26099942e-01]
[ 2.07662773e-01 -2.94419988e-01 -1.19456597e-01 -7.62513060e-02
-2.14575251e-01 1.22421842e-01 2.71109216e-02 -1.31603867e-01
-6.31276900e-02 -6.43994774e-02 -1.51061401e-01 -1.76903146e-01
-1.83756054e-01]
[ -1.34700269e-01 -7.88569403e-02 3.76420651e-02 -2.43813030e-01
-5.72440284e-02 -1.41400419e-01 3.79342139e-02 -1.39103415e-02
-9.88116725e-02 6.72455392e-03 -3.16871230e-01 -4.35242430e-01
-1.08455734e-01]
[ -1.41174731e-01 -1.36121683e-01 -6.83948537e-02 -2.79486415e-01
-3.46170827e-01 -2.88809184e-01 1.63420723e-01 1.45362363e-01
1.35535687e-02 1.24121821e-01 -2.69771921e-01 -8.46090678e-01
2.72572651e-02]
[ -1.40301882e-01 -2.50563268e-01 -3.01990931e-01 -7.42813621e-01
-2.99824063e-01 -2.08096853e-01 -2.13834317e-01 9.21681115e-04
1.20959508e-02 -4.64651141e-01 -5.97288223e-01 -5.71410829e-01
-1.01874226e+00]
[ -1.22598676e-01 1.31795233e-01 1.45512285e-02 1.16305249e-01
-2.04246464e-01 -1.75387125e-01 -1.53691660e-01 1.27208933e-02
-1.37938813e-01 -1.52107051e-01 -1.28619605e-01 -3.88884932e-01
2.38744107e-02]
[ -3.62752625e-01 -1.17642771e-01 -2.73100077e-01 2.81292958e-01
-1.99188675e-01 -2.32215633e-01 -1.10951350e-01 -1.01471814e-01
1.63055440e-02 2.84028184e-02 9.40880269e-02 -3.35004059e-01
1.49864001e-01]
[ -1.33120728e-01 -4.47710273e-02 -2.55356758e-01 1.45537022e-01
-2.24966797e-01 -2.79808740e-01 -3.74470240e-01 -2.88017331e-02
1.05183384e-02 -1.22181603e-01 -2.10295537e-01 -3.02405363e-01
6.42448336e-02]
[ -2.44564838e-01 -5.28528037e-01 -3.41584724e-01 -1.11026382e-01
-3.16811365e-01 -2.33097075e-01 -1.08992066e-01 -2.64985093e-01
2.75163274e-02 -2.65986525e-01 -6.58544560e-02 -2.70208640e-01
-1.89185032e-02]
[ -2.19914436e-01 -2.97365253e-01 -3.19898211e-01 -9.48661548e-02
-9.07931415e-02 -1.50424322e-01 -7.52220537e-02 2.90197746e-02
-1.94262753e-01 -4.97171776e-01 -2.40549188e-01 -2.54830840e-01
1.42780574e-04]
[ -9.69343729e-02 -1.62678251e-02 -2.40597782e-01 -8.10960938e-01
-2.70967527e-01 -2.58408713e-01 4.75084217e-02 -4.46939369e-01
1.26900042e-01 -1.49562557e-01 -6.01596060e-01 -3.65746000e-01
-9.02171913e-01]]
Progress: 26.4% ... Training loss: 0.219 ... Validation loss: 0.370[[-0.23244234]
[ 0.22867829]
[-0.131849 ]
[ 1.10887277]
[ 0.25101376]
[-0.05638643]
[-0.88306736]
[-0.87680097]
[-0.61177983]
[-0.91355101]
[ 1.23592198]
[ 2.9787534 ]
[-2.17075854]]
[[ -5.21643901e-01 -4.94802202e-01 -5.88335592e-01 -4.83813109e-02
-2.94735287e-01 -5.93692960e-01 -2.20194980e-02 -2.24406084e-01
-3.38154146e-01 -2.89562747e-01 2.36799014e-01 9.49493492e-01
3.19135034e-01]
[ 8.36616689e-03 -1.38769544e-01 4.93478331e-02 -8.61579497e-02
-4.26575844e-02 5.84407004e-02 -1.14181928e-01 2.00454198e-01
-1.42934113e-01 -1.85043444e-01 -1.07694971e-01 -1.51368027e-01
2.27305002e-02]
[ -2.64566990e-01 1.37202065e-01 -3.11567035e-02 1.14535017e-01
8.01248895e-02 -1.31335598e-01 -5.67359560e-02 -1.77901163e-01
2.60731032e-01 -4.07119966e-01 1.61604861e-01 6.74954301e-01
8.42569564e-01]
[ 2.36873893e-01 -2.39365480e-01 -2.77842506e-01 8.60809192e-02
-2.75411373e-01 9.95153773e-03 3.37521691e-01 -5.31228475e-01
2.58561338e-01 -2.07232552e-01 -1.25490292e-01 -2.55705492e-01
-2.71530143e-01]
[ 1.34047290e-01 1.00231407e-03 1.14987342e-01 -1.22320058e-01
-2.96400394e-02 7.35020805e-02 -1.63118640e-01 -1.56935669e-01
8.43557093e-02 2.33960126e-01 1.27748073e-02 -6.64803295e-02
-1.39440312e-01]
[ -4.80574581e-01 -6.13005908e-01 -6.01376295e-01 -6.22788516e-01
-5.92925603e-01 -5.64248064e-01 -3.27978665e-01 -1.46882430e-01
-4.49151823e-01 -2.24859732e-01 -5.80034912e-01 -8.71513142e-01
-6.40646437e-01]
[ -4.13658551e-01 -5.94060841e-01 -3.24171226e-01 -4.19854447e-01
-4.18728417e-01 -5.63133743e-01 -4.11407821e-01 -4.77582458e-01
-2.96722908e-01 -1.04455290e-01 -4.70755066e-01 -4.46049502e-01
-4.90796664e-01]
[ -3.42875262e-01 -3.43350791e-01 -4.85169507e-01 -1.50373455e-01
-3.17200449e-01 -4.24701428e-01 -3.02648899e-01 -2.73481251e-01
-2.99421713e-01 -5.61958202e-01 -2.79251386e-01 -7.64634801e-01
-5.40481682e-01]
[ -4.66877082e-01 -3.46434049e-01 -3.82697446e-01 -2.12670269e-01
-3.36663810e-01 -2.17155741e-01 -3.93771034e-02 -4.36284693e-01
-2.52353382e-01 -4.49499865e-01 -1.79724725e-01 -2.82788492e-01
-1.98213120e-01]
[ -9.54119682e-01 -9.53504705e-01 -9.85335111e-01 -7.47791022e-01
-1.04215023e+00 -9.88315175e-01 -5.48796761e-01 -5.76866224e-01
-7.32384163e-01 -5.58304038e-01 -7.71714737e-01 -6.68127638e-01
-8.21785020e-01]
[ -5.12292410e-01 -2.68558831e-01 -4.72350255e-01 -3.60653223e-01
-3.47348307e-01 -3.63486665e-01 -6.00528445e-01 -6.06497617e-01
-6.58647339e-01 -9.63345806e-02 -5.32548442e-01 -7.89289593e-01
-5.72245024e-01]
[ -1.16298231e-01 2.34475541e-02 -3.41963002e-01 -4.51487419e-01
-1.05257888e-01 -7.40660805e-02 -1.89613516e-01 -3.93255553e-01
-1.65763444e-01 7.29188802e-02 -4.85030306e-01 -1.06783275e+00
-5.94591554e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.56598062e-01 -1.20689494e-01 1.63800888e-01 -2.90189528e-01
-1.31981911e-01 1.13329814e-01 -1.22194097e-01 1.08989783e-02
-8.13488709e-02 6.82421318e-02 -1.98597538e-01 -4.08532722e-01
-4.05359078e-02]
[ -8.91792852e-02 -2.64480194e-01 -1.81119640e-01 -2.85247687e-01
-4.77366431e-01 -8.65889016e-02 -6.49349976e-02 -2.94115307e-03
-7.08046161e-02 1.91918923e-03 -2.25814647e-01 -3.92338112e-01
-2.88733519e-01]
[ -6.49643498e-02 -2.71810181e-02 -2.28640817e-01 -2.78851233e-01
1.15306301e-01 -1.61340819e-01 -1.60914529e-01 1.27981527e-01
2.12418222e-03 1.22340488e-01 -2.20673301e-01 -5.29342786e-02
-5.49668507e-02]
[ 3.75900339e-02 -1.68802883e-01 -1.48437626e-01 -9.38512819e-02
-1.26588661e-01 -1.06581134e-01 1.12853162e-01 -1.44788027e-01
-1.26027014e-02 3.03243860e-02 -3.75544565e-02 -1.36077465e-01
1.24426380e-02]
[ -2.90583505e-01 -1.41304935e-01 -7.76525592e-02 -1.14130235e-01
-3.01317255e-01 -2.75447128e-01 -3.71881525e-01 1.90617705e-02
-3.23015046e-01 -2.16367082e-01 1.62038489e-01 -1.02743257e-01
1.97554126e-01]
[ -2.28829661e-01 -1.20288989e-01 -9.37746754e-02 -2.51217308e-02
-8.04831466e-02 -1.19768932e-01 -8.85080439e-02 1.14959617e-03
-1.47417511e-01 -8.50643543e-02 3.09134312e-02 -1.52146085e-01
-1.33398623e-01]
[ -1.72555221e-01 -7.04722883e-02 -2.29177991e-01 -2.77896023e-01
-1.58114004e-01 -2.04868765e-01 -3.35859154e-01 -1.04880552e-01
1.32237488e-01 -2.26168371e-01 -3.70279197e-01 -3.47862513e-01
-3.09557819e-01]
[ -3.70756968e-01 -6.29057104e-02 -1.50799958e-01 -1.35583812e-01
-4.87839006e-02 -3.13262296e-01 3.03929418e-02 -8.75480641e-02
-1.21799410e-01 6.07848960e-02 8.72831654e-03 -3.23457740e-01
-3.28828539e-01]
[ -1.64209706e-01 -1.43287336e-01 -5.23636451e-02 -1.61993597e-01
-1.27870391e-01 -2.95496240e-01 1.63223380e-02 -1.44503539e-01
-2.11767538e-01 3.95029205e-02 2.15945855e-01 -3.30804982e-02
-1.56605564e-01]
[ -1.29996544e-01 -1.73429561e-01 -1.13405658e-01 -2.91364460e-01
9.14080562e-02 -1.73999575e-02 -1.68851468e-01 -1.61529243e-01
1.18670877e-01 -8.95715998e-02 -1.31602460e-01 -7.41986388e-02
-3.15542523e-01]
[ -4.41173048e-02 -3.30762477e-02 -1.50617160e-01 -6.96802861e-02
-2.27738885e-01 6.22702306e-02 -7.15750979e-02 -5.20757160e-02
-2.32261392e-01 -9.82721247e-02 -1.00862832e-01 -3.56770185e-01
-2.08006353e-01]
[ -6.96576632e-02 2.34962461e-02 -1.28773596e-01 -3.23189477e-01
1.20302398e-01 2.04495414e-02 -2.01782448e-01 -1.46035566e-01
1.27334786e-01 -5.46386988e-02 -2.91619065e-01 -2.79756349e-01
-3.11288504e-01]
[ 7.70540281e-02 -3.07629719e-01 -8.52279583e-02 -4.57390572e-01
-2.21637195e-01 -8.98506824e-02 6.14527551e-02 9.12466596e-02
-1.65626755e-02 2.93943146e-01 -5.36785201e-01 -8.28518089e-01
4.43460577e-01]
[ -2.24390974e-01 -2.43371028e-01 -1.32396076e-01 -3.13779885e-01
-3.00042707e-01 -9.38978959e-02 2.03410945e-01 3.90594621e-02
2.84943186e-01 3.51031243e-02 -4.21096517e-01 -1.03843855e+00
6.49997970e-01]
[ -1.56046931e-02 -1.85927812e-01 2.09002355e-02 -3.21710796e-01
-1.70834760e-01 1.65151415e-01 2.05149103e-01 2.58464258e-01
-2.92759713e-02 2.35010034e-01 -2.44814898e-01 -1.12161336e+00
7.57844629e-01]
[ -4.95965905e-04 -4.42850524e-02 -1.25520940e-01 -1.42704213e-01
-1.79454922e-01 -4.74771527e-02 3.09027105e-01 1.68779810e-01
2.58116826e-01 3.70934590e-01 -5.06499574e-01 -1.05825155e+00
7.98325482e-01]
[ -8.37359561e-02 -2.79372607e-01 5.85955341e-02 -3.70101559e-01
-1.49689922e-01 1.16550235e-01 3.81503778e-01 1.44390043e-01
-6.21107746e-02 1.68562859e-01 -5.77320180e-01 -1.04444236e+00
8.90281401e-01]
[ 1.21551062e-01 -9.01165769e-02 1.59825966e-02 -1.87929246e-01
-8.37771588e-02 -1.84338657e-02 2.78420594e-01 3.85703890e-01
4.28602362e-01 2.75787045e-01 -5.76655263e-01 -9.78826104e-01
6.09351711e-01]
[ -3.04971253e-03 -1.38210883e-01 2.22653948e-02 1.77386759e-02
-9.21364255e-02 -2.83490382e-01 7.71398573e-02 3.56172951e-01
3.59985104e-03 1.23345041e-01 -2.68552587e-01 -8.08964914e-01
2.55206769e-01]
[ 8.84002981e-02 1.00196487e-01 6.43613408e-03 1.60713766e-01
-9.46701270e-02 -5.84385249e-02 -1.61141989e-01 -1.28138061e-01
-2.47110379e-01 -1.23530232e-01 -1.13559791e-01 2.22214600e-01
-3.42991251e-01]
[ 4.41163471e-02 -1.07394896e-01 1.46457183e-01 3.74267061e-01
2.46299980e-01 8.66403902e-03 -3.93638990e-01 -3.49771078e-01
-4.92102802e-02 -5.48915654e-01 2.64036413e-01 1.02486353e+00
-7.11465117e-01]
[ 2.88582363e-02 7.85340022e-02 -2.13846478e-01 8.49914477e-02
3.39097451e-02 -2.48508761e-03 -1.84631844e-01 -3.46223653e-01
-2.84904672e-01 -2.34470963e-01 -3.17711716e-02 -1.01827418e-01
-1.97441264e-01]
[ -6.24526272e-02 -2.08909114e-01 5.97940466e-02 4.81344112e-02
-1.31154762e-01 -1.35665420e-01 -4.44826831e-03 -3.81651276e-02
5.11750761e-02 -3.91373390e-01 -3.42480538e-01 -2.58557208e-01
6.91945967e-02]
[ 2.84079039e-03 -2.66339425e-01 5.21334966e-02 -3.01325325e-01
-1.89517227e-01 -2.33493718e-01 -3.03443025e-01 -5.98898002e-03
-4.25841355e-02 4.72149945e-02 -1.99632212e-01 2.16969244e-01
1.79463006e-02]
[ 1.64469557e-01 5.55981972e-02 -1.07964219e-01 -3.01754914e-01
-5.74590578e-02 -1.03243615e-01 -2.18199567e-01 -2.86215192e-02
-2.08564516e-01 -2.64378952e-01 -2.18946482e-01 4.08198095e-01
-3.43975673e-02]
[ -1.79231344e-01 -1.79116460e-01 -1.16121399e-01 -2.87498044e-01
-4.99430918e-02 2.50109744e-02 -2.12405679e-01 -2.64587334e-01
-1.49877294e-01 -7.48446185e-02 -2.45038608e-01 2.73812375e-01
-1.19025419e-01]
[ -4.49651932e-02 -2.01753241e-01 -1.67264140e-01 -2.76923509e-01
-4.33672516e-02 4.12523149e-02 -9.41043992e-02 -1.10361974e-01
-2.54920983e-01 -3.43916950e-01 -4.78549197e-02 1.72521282e-01
-2.97981220e-02]
[ 1.06113096e-01 8.27645355e-02 -1.46749819e-02 -2.44217657e-01
-3.23813015e-01 6.22021071e-03 -1.90228264e-01 -3.14072452e-01
-3.23874944e-01 -1.80360693e-02 -1.47614530e-01 1.44708773e-01
9.63207597e-03]
[ -6.20439487e-02 -1.04826234e-02 -2.84778738e-01 -3.55396586e-02
6.96996110e-02 1.55151878e-01 -2.45942694e-01 -1.87745462e-01
-5.41898594e-02 -5.99387287e-02 1.78871440e-01 6.75062001e-01
-1.09104565e-01]
[ 1.27292871e-01 3.40055119e-01 -1.98678361e-01 7.50348405e-01
1.18885210e-01 1.36952092e-03 -2.38667023e-01 -3.99345911e-01
-2.43545834e-01 -3.40161969e-01 7.61212825e-01 9.48172497e-01
-1.21023144e+00]
[ -1.34154792e-02 1.74333263e-01 5.29472367e-02 3.31472089e-01
-8.25793391e-04 -6.63323655e-02 -2.92785112e-01 -3.51151069e-01
-2.87957783e-01 -2.33761808e-01 5.61854793e-01 9.32622205e-01
-1.14216491e+00]
[ -3.55615446e-02 -1.36922532e-01 -1.50073688e-01 3.14412322e-01
-1.80246045e-01 2.36415622e-01 -5.71083884e-02 -1.90501039e-01
-2.34723086e-01 -3.83350225e-01 2.03317900e-01 5.33177281e-01
-5.63480635e-01]
[ 8.15004400e-02 -3.82809263e-01 -5.10891356e-02 6.47603790e-03
-1.15471265e-01 1.99749515e-01 7.29264230e-02 1.69557387e-01
-1.84959220e-01 -1.80268819e-02 -5.45528140e-02 3.38771472e-01
-3.17463943e-01]
[ 2.07727688e-01 -2.94456755e-01 -1.19443407e-01 -7.61704614e-02
-2.14636521e-01 1.22434886e-01 2.75474324e-02 -1.31678113e-01
-6.29148308e-02 -6.44251515e-02 -1.51014261e-01 -1.76384043e-01
-1.84512697e-01]
[ -1.34671262e-01 -7.88943459e-02 3.76468257e-02 -2.43795637e-01
-5.72697546e-02 -1.41394283e-01 3.79945198e-02 -1.38778140e-02
-9.87796479e-02 6.74414913e-03 -3.16805094e-01 -4.34911200e-01
-1.08737776e-01]
[ -1.41091381e-01 -1.36196673e-01 -6.83393224e-02 -2.80034634e-01
-3.46260634e-01 -2.88800013e-01 1.63998723e-01 1.46113035e-01
1.37731965e-02 1.24973175e-01 -2.70521235e-01 -8.47610560e-01
2.84248224e-02]
[ -1.39694853e-01 -2.51174410e-01 -3.01864690e-01 -7.47288762e-01
-3.00368367e-01 -2.08027533e-01 -2.10085251e-01 2.82932650e-03
1.45467871e-02 -4.63281527e-01 -6.00301463e-01 -5.79935706e-01
-1.01631386e+00]
[ -1.22303248e-01 1.31561852e-01 1.46949648e-02 1.14108385e-01
-2.04467415e-01 -1.75348336e-01 -1.51494495e-01 1.46955247e-02
-1.36920998e-01 -1.49937639e-01 -1.31129811e-01 -3.94640312e-01
3.02389368e-02]
[ -3.62356640e-01 -1.18576602e-01 -2.72812113e-01 2.76078327e-01
-2.00199313e-01 -2.32130594e-01 -1.07841839e-01 -9.89083155e-02
1.87511662e-02 3.17826187e-02 8.80939833e-02 -3.48930764e-01
1.63034392e-01]
[ -1.32605189e-01 -4.54235638e-02 -2.55111384e-01 1.41118590e-01
-2.25797744e-01 -2.79739783e-01 -3.72148864e-01 -2.64711757e-02
1.26415521e-02 -1.19327304e-01 -2.15234375e-01 -3.16205075e-01
7.33615875e-02]
[ -2.43821663e-01 -5.29677586e-01 -3.41070937e-01 -1.16978559e-01
-3.18106859e-01 -2.32927738e-01 -1.05989035e-01 -2.59922487e-01
2.97260065e-02 -2.61290945e-01 -7.42424306e-02 -2.88518222e-01
-1.00986018e-02]
[ -2.19820860e-01 -2.97404508e-01 -3.19869053e-01 -9.62908304e-02
-9.09035225e-02 -1.50412617e-01 -7.35894728e-02 3.07912965e-02
-1.93528003e-01 -4.96669700e-01 -2.41896790e-01 -2.58708272e-01
4.16767416e-03]
[ -9.58283407e-02 -1.78009947e-02 -2.40056780e-01 -8.15921319e-01
-2.72229686e-01 -2.58244375e-01 5.11349452e-02 -4.41590076e-01
1.29164511e-01 -1.43404328e-01 -6.09230880e-01 -3.79346465e-01
-9.03931836e-01]]
Progress: 26.4% ... Training loss: 0.229 ... Validation loss: 0.382[[-0.22044129]
[ 0.24195966]
[-0.11774648]
[ 1.12548417]
[ 0.26222382]
[-0.04669631]
[-0.86654715]
[-0.84752357]
[-0.59287661]
[-0.88296109]
[ 1.25473806]
[ 3.00586517]
[-2.14979529]]
[[ -5.22596393e-01 -4.94088141e-01 -5.88932268e-01 -4.15197588e-02
-2.93822304e-01 -5.93892760e-01 -2.69705478e-02 -2.31860662e-01
-3.41233696e-01 -2.96904518e-01 2.45904960e-01 9.74855155e-01
3.02906649e-01]
[ 8.23148135e-03 -1.38531281e-01 4.92046459e-02 -8.46476219e-02
-4.24763707e-02 5.84197128e-02 -1.15169164e-01 1.98550769e-01
-1.43637681e-01 -1.86319640e-01 -1.05370407e-01 -1.45291885e-01
1.60850926e-02]
[ -2.64573985e-01 1.37972040e-01 -3.13509359e-02 1.19537915e-01
8.04822947e-02 -1.31340057e-01 -5.82090668e-02 -1.76881583e-01
2.58514385e-01 -4.06147411e-01 1.66604668e-01 6.94265500e-01
8.25294719e-01]
[ 2.38253045e-01 -2.40869736e-01 -2.76688932e-01 8.12307159e-02
-2.77199721e-01 1.03008299e-02 3.42464142e-01 -5.20669490e-01
2.62625071e-01 -1.95577750e-01 -1.33161908e-01 -2.81998364e-01
-2.55031121e-01]
[ 1.31405177e-01 3.36822450e-03 1.13526268e-01 -1.12751035e-01
-2.70332088e-02 7.28796820e-02 -1.72919004e-01 -1.68850474e-01
7.62399471e-02 2.18465155e-01 2.70571759e-02 -3.55793446e-02
-1.59663599e-01]
[ -4.82203241e-01 -6.11632829e-01 -6.02296738e-01 -6.17755965e-01
-5.91451960e-01 -5.64616244e-01 -3.34390553e-01 -1.57182513e-01
-4.53511814e-01 -2.36204096e-01 -5.72208443e-01 -8.53061287e-01
-6.50946393e-01]
[ -4.14472433e-01 -5.92841891e-01 -3.24909965e-01 -4.11414634e-01
-4.17320602e-01 -5.63333153e-01 -4.17037545e-01 -4.84757793e-01
-3.00916307e-01 -1.10501597e-01 -4.60153735e-01 -4.14996193e-01
-5.11434766e-01]
[ -3.43440285e-01 -3.42798686e-01 -4.85449317e-01 -1.47369958e-01
-3.16765291e-01 -4.24815402e-01 -3.05595295e-01 -2.75073545e-01
-3.01676174e-01 -5.64407301e-01 -2.76620394e-01 -7.57292502e-01
-5.45965155e-01]
[ -4.66218802e-01 -3.47129012e-01 -3.82307443e-01 -2.15455928e-01
-3.37507844e-01 -2.16970055e-01 -3.64347825e-02 -4.33532776e-01
-2.50423758e-01 -4.47235349e-01 -1.83889573e-01 -2.95806958e-01
-1.95540066e-01]
[ -9.56579321e-01 -9.50982425e-01 -9.86904763e-01 -7.32831535e-01
-1.03944808e+00 -9.88860537e-01 -5.61743809e-01 -5.93162966e-01
-7.41884163e-01 -5.75272690e-01 -7.53664984e-01 -6.20314437e-01
-8.57052953e-01]
[ -5.11951828e-01 -2.68821314e-01 -4.72199826e-01 -3.62531272e-01
-3.47713222e-01 -3.63392152e-01 -5.99161870e-01 -6.05828054e-01
-6.57537390e-01 -9.55213257e-02 -5.34324747e-01 -7.92839023e-01
-5.69862765e-01]
[ -1.16528459e-01 2.36369285e-02 -3.42092768e-01 -4.50878654e-01
-1.05122542e-01 -7.41111086e-02 -1.90078730e-01 -3.93944170e-01
-1.66251621e-01 7.14990242e-02 -4.84409809e-01 -1.06826753e+00
-5.95454358e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57118023e-01 -1.20351364e-01 1.63452147e-01 -2.88706711e-01
-1.31542459e-01 1.13208963e-01 -1.24430550e-01 7.06216547e-03
-8.24863660e-02 6.42051433e-02 -1.96274538e-01 -4.04219872e-01
-4.34278883e-02]
[ -8.95845203e-02 -2.64127327e-01 -1.81324356e-01 -2.83767813e-01
-4.77035663e-01 -8.66833220e-02 -6.65976729e-02 -5.59136635e-03
-7.19737334e-02 -9.30943773e-04 -2.23306793e-01 -3.86372205e-01
-2.90906869e-01]
[ -6.54097973e-02 -2.67975261e-02 -2.28869392e-01 -2.76294157e-01
1.15888458e-01 -1.61423837e-01 -1.63184935e-01 1.24563088e-01
6.66023582e-04 1.19354721e-01 -2.17504082e-01 -4.15309236e-02
-6.01789581e-02]
[ 3.73901085e-02 -1.68460305e-01 -1.48660170e-01 -9.30470691e-02
-1.26221476e-01 -1.06651525e-01 1.11949417e-01 -1.46135705e-01
-1.35343060e-02 2.84331972e-02 -3.61239535e-02 -1.29871356e-01
9.60518587e-03]
[ -2.90890755e-01 -1.40874966e-01 -7.78996840e-02 -1.10448983e-01
-3.00913018e-01 -2.75506938e-01 -3.74450639e-01 1.63311482e-02
-3.24837831e-01 -2.18356252e-01 1.66823963e-01 -9.02360424e-02
1.86559658e-01]
[ -2.29000767e-01 -1.20052366e-01 -9.39358132e-02 -2.38436056e-02
-8.02897236e-02 -1.19808365e-01 -8.89780060e-02 1.82747304e-04
-1.47891675e-01 -8.64055863e-02 3.20103392e-02 -1.49205273e-01
-1.36192604e-01]
[ -1.72749307e-01 -7.02862973e-02 -2.29272901e-01 -2.76764691e-01
-1.57914462e-01 -2.04908181e-01 -3.37572016e-01 -1.06011773e-01
1.30817708e-01 -2.26849089e-01 -3.69182147e-01 -3.42924196e-01
-3.13807866e-01]
[ -3.70979073e-01 -6.25187665e-02 -1.50981863e-01 -1.33532729e-01
-4.84350787e-02 -3.13326433e-01 2.95479955e-02 -8.84853323e-02
-1.22531534e-01 5.95312654e-02 1.08894422e-02 -3.19364591e-01
-3.30677261e-01]
[ -1.64265155e-01 -1.43177178e-01 -5.24053448e-02 -1.60615521e-01
-1.27745617e-01 -2.95511023e-01 1.53142971e-02 -1.45388410e-01
-2.12248993e-01 3.87188631e-02 2.17510495e-01 -3.07747826e-02
-1.58929186e-01]
[ -1.29691709e-01 -1.73762727e-01 -1.13232225e-01 -2.93270930e-01
9.09175345e-02 -1.73004629e-02 -1.66959177e-01 -1.60071699e-01
1.19788050e-01 -8.85242266e-02 -1.34025433e-01 -8.17285137e-02
-3.12059296e-01]
[ -4.38429081e-02 -3.34289592e-02 -1.50413432e-01 -7.08204904e-02
-2.28084684e-01 6.23492190e-02 -7.05564075e-02 -5.06699619e-02
-2.31530770e-01 -9.69133052e-02 -1.02842982e-01 -3.62271952e-01
-2.08608094e-01]
[ -7.00656148e-02 2.38645424e-02 -1.28968392e-01 -3.22296447e-01
1.20620939e-01 2.03614411e-02 -2.03060911e-01 -1.47310684e-01
1.26235446e-01 -5.68072593e-02 -2.90457773e-01 -2.77569140e-01
-3.12592738e-01]
[ 7.70426676e-02 -3.07630451e-01 -8.52246416e-02 -4.57511996e-01
-2.21652898e-01 -8.98470131e-02 6.12978439e-02 9.11608858e-02
-1.67622862e-02 2.94073720e-01 -5.36856734e-01 -8.28282264e-01
4.43453291e-01]
[ -2.24515240e-01 -2.43273974e-01 -1.32458144e-01 -3.13506236e-01
-2.99949123e-01 -9.39262325e-02 2.02856853e-01 3.85654621e-02
2.84552625e-01 3.43487405e-02 -4.20761586e-01 -1.03813958e+00
6.49214318e-01]
[ -1.56991142e-02 -1.85868882e-01 2.08623151e-02 -3.21527021e-01
-1.70764176e-01 1.65129170e-01 2.04698991e-01 2.57945550e-01
-2.95482937e-02 2.34509519e-01 -2.44564243e-01 -1.12140852e+00
7.57393354e-01]
[ -5.71531940e-04 -4.42310071e-02 -1.25554749e-01 -1.42245226e-01
-1.79417063e-01 -4.74900354e-02 3.08591388e-01 1.68507574e-01
2.57811548e-01 3.70616447e-01 -5.06180344e-01 -1.05786054e+00
7.97081050e-01]
[ -8.37664003e-02 -2.79344930e-01 5.85669214e-02 -3.69989714e-01
-1.49653592e-01 1.16539097e-01 3.81256387e-01 1.43972465e-01
-6.21811519e-02 1.68130787e-01 -5.77107356e-01 -1.04451135e+00
8.89692537e-01]
[ 1.21444425e-01 -9.00324467e-02 1.59119019e-02 -1.87599565e-01
-8.37064122e-02 -1.84572608e-02 2.78050799e-01 3.85121336e-01
4.28366032e-01 2.74927196e-01 -5.76424976e-01 -9.78968974e-01
6.08717588e-01]
[ -3.03407268e-03 -1.38204339e-01 2.22376335e-02 1.84108734e-02
-9.21055177e-02 -2.83500111e-01 7.69323794e-02 3.55522385e-01
3.60363774e-03 1.23108632e-01 -2.67738043e-01 -8.08237165e-01
2.53916312e-01]
[ 8.80966551e-02 1.00479332e-01 6.31170597e-03 1.62916811e-01
-9.44113129e-02 -5.85076201e-02 -1.62869028e-01 -1.29021910e-01
-2.48189216e-01 -1.24715166e-01 -1.11752486e-01 2.25977408e-01
-3.45410692e-01]
[ 4.41215974e-02 -1.07469852e-01 1.46470770e-01 3.74661932e-01
2.46397408e-01 8.68408977e-03 -3.93475587e-01 -3.50453645e-01
-4.91121282e-02 -5.49507489e-01 2.64442583e-01 1.02684886e+00
-7.11809342e-01]
[ 2.90466160e-02 7.82955904e-02 -2.13773381e-01 8.40324562e-02
3.36196052e-02 -2.43237560e-03 -1.83309976e-01 -3.44874959e-01
-2.84129592e-01 -2.33808917e-01 -3.30683967e-02 -1.06275914e-01
-1.95488530e-01]
[ -6.25764933e-02 -2.08698707e-01 5.96920297e-02 4.90605913e-02
-1.30946956e-01 -1.35694122e-01 -5.35579567e-03 -3.91833002e-02
5.03253077e-02 -3.92003069e-01 -3.41436669e-01 -2.53929931e-01
6.60241533e-02]
[ 2.57599884e-03 -2.66202033e-01 5.19554357e-02 -3.01573159e-01
-1.89327357e-01 -2.33541455e-01 -3.04180993e-01 -8.56608024e-03
-4.30992020e-02 4.45298969e-02 -1.99040298e-01 2.18954150e-01
1.85736138e-02]
[ 1.64464711e-01 5.56653184e-02 -1.08002838e-01 -3.00900664e-01
-5.74278909e-02 -1.03243708e-01 -2.18570363e-01 -2.93575692e-02
-2.08793791e-01 -2.64453411e-01 -2.17692146e-01 4.12048866e-01
-3.73505175e-02]
[ -1.79546392e-01 -1.78861305e-01 -1.16320407e-01 -2.87914616e-01
-4.97406589e-02 2.49460132e-02 -2.13158113e-01 -2.65149419e-01
-1.50691187e-01 -7.70941305e-02 -2.45321345e-01 2.78000979e-01
-1.19641239e-01]
[ -4.49975410e-02 -2.01769927e-01 -1.67274806e-01 -2.77078538e-01
-4.33570144e-02 4.12448580e-02 -9.41916962e-02 -1.10513112e-01
-2.54857692e-01 -3.44129957e-01 -4.79489839e-02 1.72236719e-01
-2.96796756e-02]
[ 1.05526558e-01 8.34041855e-02 -1.49862761e-02 -2.42163919e-01
-3.23295197e-01 6.08121789e-03 -1.92281698e-01 -3.16225882e-01
-3.25449283e-01 -2.10998203e-02 -1.45029065e-01 1.50990110e-01
4.92504279e-03]
[ -6.20838509e-02 -1.03839233e-02 -2.84807107e-01 -3.52376259e-02
6.97597826e-02 1.55134015e-01 -2.46530292e-01 -1.88650401e-01
-5.45177753e-02 -6.04921776e-02 1.79612650e-01 6.77157145e-01
-1.10233798e-01]
[ 1.27187956e-01 3.40118063e-01 -1.98714225e-01 7.50992776e-01
1.18947189e-01 1.35083627e-03 -2.39062876e-01 -3.99784351e-01
-2.43824991e-01 -3.40892761e-01 7.62276150e-01 9.50726364e-01
-1.21053823e+00]
[ -1.33932368e-02 1.74493820e-01 5.29046492e-02 3.33294860e-01
-6.41978325e-04 -6.63194080e-02 -2.93154793e-01 -3.51706810e-01
-2.88384838e-01 -2.34049412e-01 5.63139576e-01 9.35054675e-01
-1.14553813e+00]
[ -3.54407623e-02 -1.36890787e-01 -1.50105099e-01 3.15492060e-01
-1.80184244e-01 2.36441729e-01 -5.72562018e-02 -1.91488461e-01
-2.34742801e-01 -3.83817925e-01 2.05152289e-01 5.36270489e-01
-5.67800820e-01]
[ 8.12537773e-02 -3.82523216e-01 -5.12408796e-02 8.23711737e-03
-1.15130482e-01 1.99688142e-01 7.14385452e-02 1.67731270e-01
-1.86082251e-01 -1.94668353e-02 -5.24126722e-02 3.45597477e-01
-3.21836497e-01]
[ 2.07623304e-01 -2.94398158e-01 -1.19488755e-01 -7.58213699e-02
-2.14569206e-01 1.22412759e-01 2.71233012e-02 -1.32138169e-01
-6.32122930e-02 -6.49530110e-02 -1.50448579e-01 -1.75227048e-01
-1.85162371e-01]
[ -1.34779121e-01 -7.87854418e-02 3.75848242e-02 -2.43268560e-01
-5.71773566e-02 -1.41414553e-01 3.74344225e-02 -1.42118407e-02
-9.92157360e-02 6.21642234e-03 -3.16219397e-01 -4.34033431e-01
-1.09891246e-01]
[ -1.41115462e-01 -1.36145163e-01 -6.83560264e-02 -2.79392960e-01
-3.46206057e-01 -2.88806305e-01 1.63496809e-01 1.45741093e-01
1.34007403e-02 1.24934030e-01 -2.69948487e-01 -8.46411532e-01
2.64929811e-02]
[ -1.39842003e-01 -2.51456935e-01 -3.01893219e-01 -7.48903122e-01
-3.00549576e-01 -2.08018027e-01 -2.10293187e-01 1.18666091e-03
1.44877928e-02 -4.65518907e-01 -6.01722224e-01 -5.83983896e-01
-1.01530464e+00]
[ -1.22605891e-01 1.31945751e-01 1.44418872e-02 1.16087669e-01
-2.04189692e-01 -1.75406056e-01 -1.52818870e-01 1.23867038e-02
-1.37942287e-01 -1.51921148e-01 -1.28503651e-01 -3.88941566e-01
2.34797212e-02]
[ -3.63012814e-01 -1.17815114e-01 -2.73147371e-01 2.82633525e-01
-1.99417531e-01 -2.32288906e-01 -1.12713266e-01 -1.02539393e-01
1.59589810e-02 2.75262315e-02 9.47125606e-02 -3.36691453e-01
1.52552929e-01]
[ -1.32970930e-01 -4.48695054e-02 -2.55388214e-01 1.43922825e-01
-2.25229508e-01 -2.79837951e-01 -3.73403901e-01 -2.87732245e-02
1.14842114e-02 -1.21567124e-01 -2.11995959e-01 -3.09167774e-01
6.91679293e-02]
[ -2.43857712e-01 -5.29800470e-01 -3.41050756e-01 -1.17277997e-01
-3.18369817e-01 -2.32898556e-01 -1.06114460e-01 -2.59820886e-01
2.97026273e-02 -2.61858550e-01 -7.45382485e-02 -2.88605043e-01
-1.02916610e-02]
[ -2.20111204e-01 -2.97040607e-01 -3.20113034e-01 -9.33095773e-02
-9.03067131e-02 -1.50500670e-01 -7.54945878e-02 2.74416672e-02
-1.94676765e-01 -4.99037991e-01 -2.38106917e-01 -2.46843775e-01
-1.85439642e-03]
[ -9.63795249e-02 -1.70097599e-02 -2.40488274e-01 -8.14637287e-01
-2.71537488e-01 -2.58376687e-01 4.87785743e-02 -4.44773230e-01
1.26488234e-01 -1.47326589e-01 -6.06893385e-01 -3.68222311e-01
-9.11040067e-01]]
Progress: 26.4% ... Training loss: 0.212 ... Validation loss: 0.367[[-0.21515413]
[ 0.24561658]
[-0.11366113]
[ 1.13628169]
[ 0.26710382]
[-0.04187391]
[-0.86348793]
[-0.84360942]
[-0.58939206]
[-0.87584486]
[ 1.26809411]
[ 3.01606928]
[-2.1604352 ]]
[[ -5.23385647e-01 -4.92587862e-01 -5.89382568e-01 -3.29250804e-02
-2.92209107e-01 -5.94048917e-01 -3.16596331e-02 -2.36879376e-01
-3.44449231e-01 -3.00318729e-01 2.56801430e-01 1.00284306e+00
2.96487470e-01]
[ 8.23011936e-03 -1.38528576e-01 4.92099151e-02 -8.48283147e-02
-4.24742481e-02 5.84192775e-02 -1.15090878e-01 1.98669920e-01
-1.43573525e-01 -1.86328946e-01 -1.05651270e-01 -1.46428524e-01
1.67719445e-02]
[ -2.64610264e-01 1.37072728e-01 -3.09555209e-02 1.16542401e-01
7.96188523e-02 -1.31273367e-01 -5.78226800e-02 -1.73619599e-01
2.60767196e-01 -4.03414276e-01 1.62390599e-01 6.85088991e-01
8.36355021e-01]
[ 2.38010594e-01 -2.39834206e-01 -2.77124351e-01 8.50520342e-02
-2.76080440e-01 1.01978135e-02 3.42850489e-01 -5.22180713e-01
2.60922969e-01 -1.98602586e-01 -1.27948247e-01 -2.69478722e-01
-2.63888902e-01]
[ 1.30474063e-01 4.70155733e-03 1.13258362e-01 -1.09790623e-01
-2.63453911e-02 7.27588652e-02 -1.77487291e-01 -1.74077215e-01
7.27039134e-02 2.16992346e-01 2.99405619e-02 -2.62890870e-02
-1.61389235e-01]
[ -4.83158411e-01 -6.10868097e-01 -6.02685486e-01 -6.12836449e-01
-5.90497379e-01 -5.64789660e-01 -3.39233179e-01 -1.60838076e-01
-4.56246471e-01 -2.42086171e-01 -5.66587766e-01 -8.37964594e-01
-6.56185392e-01]
[ -4.14052897e-01 -5.93808225e-01 -3.24565564e-01 -4.20024019e-01
-4.18407059e-01 -5.63244735e-01 -4.12706288e-01 -4.80870033e-01
-2.97999268e-01 -1.05935508e-01 -4.69305222e-01 -4.36473902e-01
-4.93384805e-01]
[ -3.43980869e-01 -3.41721336e-01 -4.85838065e-01 -1.37382306e-01
-3.15553795e-01 -4.24928475e-01 -3.09517583e-01 -2.78785848e-01
-3.04009567e-01 -5.67796837e-01 -2.65397946e-01 -7.34857606e-01
-5.59231394e-01]
[ -4.65940110e-01 -3.47160491e-01 -3.82270757e-01 -2.16810798e-01
-3.37568077e-01 -2.16925444e-01 -3.49530600e-02 -4.32678993e-01
-2.49896850e-01 -4.46295768e-01 -1.84357648e-01 -2.95418712e-01
-1.95346057e-01]
[ -9.55782528e-01 -9.51547389e-01 -9.86687490e-01 -7.34372341e-01
-1.04004935e+00 -9.88712558e-01 -5.57396884e-01 -5.90100503e-01
-7.39222141e-01 -5.72849105e-01 -7.53450330e-01 -6.20964204e-01
-8.51208139e-01]
[ -5.13286225e-01 -2.67480401e-01 -4.72739797e-01 -3.55310535e-01
-3.46199329e-01 -3.63638235e-01 -6.06226969e-01 -6.10727799e-01
-6.61593992e-01 -1.01138038e-01 -5.26836671e-01 -7.72568146e-01
-5.77688757e-01]
[ -1.16788382e-01 2.37052474e-02 -3.42166479e-01 -4.51615671e-01
-1.05015784e-01 -7.41664663e-02 -1.90312490e-01 -3.94733211e-01
-1.66481143e-01 7.09262088e-02 -4.84888977e-01 -1.07144651e+00
-5.93734447e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57640835e-01 -1.20023652e-01 1.63238135e-01 -2.84949245e-01
-1.31032861e-01 1.13095669e-01 -1.27365844e-01 4.75986342e-03
-8.37188873e-02 6.12954841e-02 -1.92621754e-01 -3.97147790e-01
-4.57004341e-02]
[ -8.98091685e-02 -2.63965098e-01 -1.81439599e-01 -2.82773599e-01
-4.76837695e-01 -8.67305113e-02 -6.71281225e-02 -6.66903996e-03
-7.25508704e-02 -2.01222742e-03 -2.22212733e-01 -3.84318984e-01
-2.91413938e-01]
[ -6.57732500e-02 -2.65042032e-02 -2.28941982e-01 -2.76163269e-01
1.16189427e-01 -1.61458295e-01 -1.64941622e-01 1.24113833e-01
-5.23376386e-04 1.17277990e-01 -2.16641907e-01 -3.66556689e-02
-6.15673468e-02]
[ 3.76413813e-02 -1.68775029e-01 -1.48507694e-01 -9.57973241e-02
-1.26641684e-01 -1.06610228e-01 1.13403617e-01 -1.44606592e-01
-1.24251411e-02 3.06993120e-02 -3.93358070e-02 -1.39896820e-01
1.52885532e-02]
[ -2.90705072e-01 -1.41449476e-01 -7.76907427e-02 -1.14010297e-01
-3.01501388e-01 -2.75453076e-01 -3.72975349e-01 1.85005523e-02
-3.23691544e-01 -2.16422242e-01 1.62379611e-01 -1.00422918e-01
1.93313795e-01]
[ -2.28949154e-01 -1.20271622e-01 -9.39450176e-02 -2.70151426e-02
-8.04635835e-02 -1.19806909e-01 -8.66555409e-02 9.64801843e-04
-1.46837996e-01 -8.62059652e-02 2.96008896e-02 -1.54468253e-01
-1.30549964e-01]
[ -1.72711926e-01 -7.07283447e-02 -2.29221050e-01 -2.77416124e-01
-1.58198827e-01 -2.04890902e-01 -3.37554855e-01 -1.06325366e-01
1.31364794e-01 -2.27003418e-01 -3.70046785e-01 -3.43411968e-01
-3.15185208e-01]
[ -3.71406148e-01 -6.13952549e-02 -1.51282617e-01 -1.25124172e-01
-4.72737286e-02 -3.13420072e-01 2.60282324e-02 -9.18061718e-02
-1.25095433e-01 5.73052257e-02 2.01971024e-02 -3.01145532e-01
-3.39226896e-01]
[ -1.64585664e-01 -1.42541147e-01 -5.26080910e-02 -1.56841632e-01
-1.27196686e-01 -2.95574863e-01 1.34718894e-02 -1.46682640e-01
-2.13292000e-01 3.72680018e-02 2.21815706e-01 -1.98509356e-02
-1.63453321e-01]
[ -1.29877891e-01 -1.73400729e-01 -1.13355066e-01 -2.92240268e-01
9.12521202e-02 -1.73573571e-02 -1.67907284e-01 -1.61126890e-01
1.19168789e-01 -8.93263834e-02 -1.32596200e-01 -7.79552983e-02
-3.13728441e-01]
[ -4.36061753e-02 -3.36030796e-02 -1.50344733e-01 -7.21845396e-02
-2.28248347e-01 6.23985730e-02 -6.92832985e-02 -4.97415867e-02
-2.31070619e-01 -9.61857790e-02 -1.03761702e-01 -3.63578454e-01
-2.07720986e-01]
[ -6.95811452e-02 2.35286657e-02 -1.28809377e-01 -3.23950623e-01
1.20217392e-01 2.04540466e-02 -2.01022362e-01 -1.45532872e-01
1.27520202e-01 -5.49994136e-02 -2.92036320e-01 -2.80774100e-01
-3.11532998e-01]
[ 7.68872858e-02 -3.07556235e-01 -8.52679797e-02 -4.57112381e-01
-2.21573894e-01 -8.98758536e-02 6.06896747e-02 9.06866280e-02
-1.71665010e-02 2.93534928e-01 -5.36545700e-01 -8.28193396e-01
4.42923969e-01]
[ -2.24538508e-01 -2.43243771e-01 -1.32470717e-01 -3.13456698e-01
-2.99909167e-01 -9.39320559e-02 2.02812889e-01 3.86199108e-02
2.84453454e-01 3.43382142e-02 -4.20657674e-01 -1.03791348e+00
6.48981920e-01]
[ -1.60239349e-02 -1.85540832e-01 2.07191740e-02 -3.20413064e-01
-1.70419691e-01 1.65057577e-01 2.03413293e-01 2.56866750e-01
-3.04178857e-02 2.33203396e-01 -2.43530928e-01 -1.12109089e+00
7.55697673e-01]
[ -5.62357133e-04 -4.42287261e-02 -1.25557407e-01 -1.42292786e-01
-1.79416873e-01 -4.74893735e-02 3.08681659e-01 1.68529220e-01
2.57858578e-01 3.70623869e-01 -5.06206428e-01 -1.05794376e+00
7.97222077e-01]
[ -8.36610201e-02 -2.79451481e-01 5.86135157e-02 -3.70524037e-01
-1.49778622e-01 1.16559279e-01 3.82461292e-01 1.44637517e-01
-6.15490996e-02 1.68737924e-01 -5.77796936e-01 -1.04689941e+00
8.92034425e-01]
[ 1.21477461e-01 -9.00777720e-02 1.59254397e-02 -1.87753538e-01
-8.37566611e-02 -1.84496655e-02 2.78294599e-01 3.85279915e-01
4.28522854e-01 2.74994541e-01 -5.76590827e-01 -9.79422893e-01
6.09147932e-01]
[ -2.95251032e-03 -1.38271891e-01 2.22604728e-02 1.78945671e-02
-9.21759078e-02 -2.83492774e-01 7.75836402e-02 3.55923455e-01
4.00311041e-03 1.23323726e-01 -2.68237542e-01 -8.08992005e-01
2.54697099e-01]
[ 8.91573220e-02 9.96142640e-02 6.59680378e-03 1.57723498e-01
-9.52004018e-02 -5.83279645e-02 -1.57120826e-01 -1.25488607e-01
-2.45235550e-01 -1.21894900e-01 -1.16180501e-01 2.13769272e-01
-3.41325350e-01]
[ 4.36592035e-02 -1.06967620e-01 1.46199555e-01 3.80734166e-01
2.47238799e-01 8.57006157e-03 -3.96932498e-01 -3.52842251e-01
-5.10066551e-02 -5.51770427e-01 2.70735294e-01 1.04163464e+00
-7.18049596e-01]
[ 2.90258049e-02 7.83073967e-02 -2.13775223e-01 8.41328657e-02
3.36275738e-02 -2.43554018e-03 -1.83395073e-01 -3.44897925e-01
-2.84168484e-01 -2.33869424e-01 -3.30262089e-02 -1.06260689e-01
-1.95526670e-01]
[ -6.25335142e-02 -2.08752563e-01 5.97196009e-02 4.85431685e-02
-1.31018869e-01 -1.35687335e-01 -5.11548364e-03 -3.88939777e-02
5.04570306e-02 -3.91709522e-01 -3.41881722e-01 -2.55296963e-01
6.70418129e-02]
[ 1.81667595e-03 -2.65609163e-01 5.17435420e-02 -3.00420472e-01
-1.88705472e-01 -2.33638289e-01 -3.07366635e-01 -1.11564328e-02
-4.55869554e-02 4.09075985e-02 -1.96816137e-01 2.30740164e-01
1.42535869e-02]
[ 1.64768728e-01 5.50196518e-02 -1.07791916e-01 -3.04663329e-01
-5.80617397e-02 -1.03184811e-01 -2.16784344e-01 -2.67392623e-02
-2.07053431e-01 -2.62583927e-01 -2.22168075e-01 4.01724424e-01
-2.84648459e-02]
[ -1.79000926e-01 -1.79511242e-01 -1.16011082e-01 -2.91960871e-01
-5.05922892e-02 2.50851193e-02 -2.09978664e-01 -2.62881678e-01
-1.48302143e-01 -7.30666325e-02 -2.50432284e-01 2.64133771e-01
-1.10885520e-01]
[ -4.50016721e-02 -2.01832394e-01 -1.67275728e-01 -2.78189863e-01
-4.33841467e-02 4.12486617e-02 -9.40531236e-02 -1.11054263e-01
-2.54749490e-01 -3.44118608e-01 -4.84861221e-02 1.72979397e-01
-2.85003871e-02]
[ 1.05358652e-01 8.35336006e-02 -1.50454679e-02 -2.41994795e-01
-3.23174181e-01 6.04054912e-03 -1.93089149e-01 -3.16813610e-01
-3.25911219e-01 -2.16318615e-02 -1.44740618e-01 1.52499860e-01
5.17717288e-03]
[ -6.23200818e-02 -1.00215429e-02 -2.84937701e-01 -3.46518324e-02
7.01327868e-02 1.55069515e-01 -2.47563379e-01 -1.89448978e-01
-5.55478954e-02 -6.14816209e-02 1.81052882e-01 6.80849749e-01
-1.11727154e-01]
[ 1.27176979e-01 3.39979492e-01 -1.98690358e-01 7.52731618e-01
1.18875069e-01 1.35885046e-03 -2.39727698e-01 -4.00060739e-01
-2.43353603e-01 -3.41767864e-01 7.63804322e-01 9.52486068e-01
-1.21148345e+00]
[ -1.39036139e-02 1.75597240e-01 5.25832560e-02 3.39757824e-01
2.92839520e-04 -6.64185649e-02 -2.96229533e-01 -3.54513179e-01
-2.90498776e-01 -2.36206539e-01 5.70437996e-01 9.51521009e-01
-1.15278654e+00]
[ -3.53886944e-02 -1.36976391e-01 -1.50084907e-01 3.15073495e-01
-1.80302756e-01 2.36458856e-01 -5.68571417e-02 -1.90880720e-01
-2.34537274e-01 -3.83585252e-01 2.04765437e-01 5.34156326e-01
-5.67008647e-01]
[ 8.11092799e-02 -3.82309254e-01 -5.13002739e-02 9.75700784e-03
-1.14941018e-01 1.99653668e-01 7.04438327e-02 1.67046122e-01
-1.86576550e-01 -1.98490889e-02 -5.11409867e-02 3.48494391e-01
-3.23940239e-01]
[ 2.07477452e-01 -2.94250261e-01 -1.19563481e-01 -7.45162462e-02
-2.14380350e-01 1.22384394e-01 2.62524324e-02 -1.32933337e-01
-6.38766300e-02 -6.58181476e-02 -1.48823640e-01 -1.70693236e-01
-1.88188690e-01]
[ -1.34818245e-01 -7.87366513e-02 3.75716906e-02 -2.42804284e-01
-5.71108201e-02 -1.41425257e-01 3.70333238e-02 -1.43119001e-02
-9.94554081e-02 6.02540089e-03 -3.15776827e-01 -4.32914499e-01
-1.10787864e-01]
[ -1.41142245e-01 -1.36127818e-01 -6.83663681e-02 -2.79282791e-01
-3.46185330e-01 -2.88810781e-01 1.63375284e-01 1.45643129e-01
1.33398044e-02 1.24809584e-01 -2.69861769e-01 -8.46348719e-01
2.63391682e-02]
[ -1.39938963e-01 -2.50908636e-01 -3.02199934e-01 -7.49216320e-01
-2.99920309e-01 -2.08085738e-01 -2.09282506e-01 -2.98287790e-04
1.31114093e-02 -4.67432380e-01 -5.98662095e-01 -5.71522620e-01
-1.02230086e+00]
[ -1.23414639e-01 1.33571520e-01 1.39624670e-02 1.26033789e-01
-2.02748427e-01 -1.75577424e-01 -1.57962705e-01 8.00859900e-03
-1.40988840e-01 -1.55361293e-01 -1.17774549e-01 -3.66381377e-01
1.17383162e-02]
[ -3.62548247e-01 -1.18810770e-01 -2.72736179e-01 2.76910658e-01
-2.00560689e-01 -2.32164786e-01 -1.09832675e-01 -9.90625428e-02
1.87992836e-02 3.13483768e-02 8.74201503e-02 -3.56383474e-01
1.66848938e-01]
[ -1.33018518e-01 -4.47715234e-02 -2.55427695e-01 1.44272260e-01
-2.25224661e-01 -2.79854243e-01 -3.73419715e-01 -2.84226365e-02
1.14407262e-02 -1.21372972e-01 -2.11964672e-01 -3.08207191e-01
7.24010303e-02]
[ -2.44274142e-01 -5.29490561e-01 -3.41164604e-01 -1.12156550e-01
-3.17808988e-01 -2.32976992e-01 -1.09559039e-01 -2.62281513e-01
2.82623690e-02 -2.63064178e-01 -7.01235972e-02 -2.82662187e-01
-1.33607680e-02]
[ -2.20004057e-01 -2.97182585e-01 -3.20082612e-01 -9.47309750e-02
-9.04533772e-02 -1.50473901e-01 -7.41620608e-02 2.88367113e-02
-1.94246006e-01 -4.98584307e-01 -2.39294256e-01 -2.51332374e-01
3.99610640e-04]
[ -9.63790391e-02 -1.76098165e-02 -2.40386833e-01 -8.17653915e-01
-2.71864485e-01 -2.58347229e-01 4.92070693e-02 -4.44298356e-01
1.27499751e-01 -1.49003266e-01 -6.09425240e-01 -3.69524469e-01
-9.09277719e-01]]
Progress: 26.5% ... Training loss: 0.213 ... Validation loss: 0.366[[-0.23301481]
[ 0.22393389]
[-0.1293488 ]
[ 1.11062488]
[ 0.24716173]
[-0.05587196]
[-0.89437933]
[-0.86853713]
[-0.62100323]
[-0.89932865]
[ 1.23798917]
[ 2.97143673]
[-2.19019613]]
[[ -5.21790019e-01 -4.94429237e-01 -5.88703936e-01 -4.72097858e-02
-2.94334255e-01 -5.93798857e-01 -1.81201896e-02 -2.28761331e-01
-3.35707208e-01 -2.92614687e-01 2.40204953e-01 9.61452805e-01
3.29135130e-01]
[ 8.39356145e-03 -1.38765924e-01 4.92983031e-02 -8.67730431e-02
-4.26825127e-02 5.84480211e-02 -1.13827853e-01 1.99686706e-01
-1.42949171e-01 -1.85673484e-01 -1.07856088e-01 -1.50262868e-01
1.93367301e-02]
[ -2.64016065e-01 1.34160658e-01 -3.02619148e-02 1.00050784e-01
7.69187089e-02 -1.31117680e-01 -4.88403029e-02 -1.63330138e-01
2.70397153e-01 -4.01146786e-01 1.40288774e-01 6.18852407e-01
8.74623049e-01]
[ 2.38251408e-01 -2.38790058e-01 -2.77399661e-01 8.49871851e-02
-2.75142139e-01 1.01241872e-02 3.45896230e-01 -5.26222187e-01
2.59964804e-01 -1.95616453e-01 -1.27140074e-01 -2.70934936e-01
-2.67169504e-01]
[ 1.31114084e-01 4.87181702e-03 1.13528074e-01 -1.06685669e-01
-2.63498084e-02 7.28273127e-02 -1.78919024e-01 -1.75273966e-01
7.25074595e-02 2.20069087e-01 3.25941605e-02 -1.54769405e-02
-1.67417766e-01]
[ -4.82722791e-01 -6.11266551e-01 -6.02486015e-01 -6.15135484e-01
-5.90965107e-01 -5.64701352e-01 -3.37995364e-01 -1.59634984e-01
-4.55384221e-01 -2.40363192e-01 -5.68946497e-01 -8.38803669e-01
-6.55828561e-01]
[ -4.12569453e-01 -5.94751511e-01 -3.24048924e-01 -4.24875425e-01
-4.19652485e-01 -5.63055256e-01 -4.05159317e-01 -4.76563649e-01
-2.92771874e-01 -9.93307821e-02 -4.75886289e-01 -4.58627605e-01
-4.84078159e-01]
[ -3.42940123e-01 -3.44136727e-01 -4.85151272e-01 -1.51984888e-01
-3.17851745e-01 -4.24723876e-01 -3.00587386e-01 -2.69959036e-01
-2.96662853e-01 -5.62374410e-01 -2.83312835e-01 -7.81795330e-01
-5.32550716e-01]
[ -4.65833787e-01 -3.47528085e-01 -3.82142234e-01 -2.17660881e-01
-3.37934231e-01 -2.16887354e-01 -3.30270397e-02 -4.30818334e-01
-2.49161281e-01 -4.45250300e-01 -1.86439405e-01 -3.01096352e-01
-1.92210123e-01]
[ -9.53636127e-01 -9.54781985e-01 -9.85503444e-01 -7.50209987e-01
-1.04342830e+00 -9.88328228e-01 -5.42750975e-01 -5.75890554e-01
-7.27885078e-01 -5.63376504e-01 -7.74229585e-01 -6.76719534e-01
-8.19905190e-01]
[ -5.12522647e-01 -2.68283192e-01 -4.72423410e-01 -3.61528778e-01
-3.47065198e-01 -3.63511003e-01 -6.01479238e-01 -6.08280814e-01
-6.59008072e-01 -9.69179268e-02 -5.33814154e-01 -7.87428616e-01
-5.67342962e-01]
[ -1.16632227e-01 2.36179108e-02 -3.42135485e-01 -4.52162888e-01
-1.05148223e-01 -7.41575512e-02 -1.90065126e-01 -3.95193198e-01
-1.66232198e-01 7.20290986e-02 -4.86068682e-01 -1.07643885e+00
-5.95903101e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57596917e-01 -1.20082541e-01 1.63260170e-01 -2.85179822e-01
-1.31070925e-01 1.13103859e-01 -1.27220187e-01 4.87699705e-03
-8.36546652e-02 6.15675886e-02 -1.92884766e-01 -3.97410712e-01
-4.53379053e-02]
[ -8.97443980e-02 -2.64035495e-01 -1.81384785e-01 -2.83022730e-01
-4.76890873e-01 -8.67105183e-02 -6.71321525e-02 -6.25973368e-03
-7.24434272e-02 -1.52473084e-03 -2.22822576e-01 -3.84891853e-01
-2.91271454e-01]
[ -6.55530809e-02 -2.67613561e-02 -2.28840121e-01 -2.78244315e-01
1.15814145e-01 -1.61417113e-01 -1.64179375e-01 1.24666799e-01
1.54577550e-04 1.18399638e-01 -2.18560990e-01 -3.75166086e-02
-5.85114597e-02]
[ 3.84361071e-02 -1.69015970e-01 -1.48319548e-01 -9.63041994e-02
-1.26968413e-01 -1.06509334e-01 1.16177677e-01 -1.44279445e-01
-1.05605196e-02 3.30769443e-02 -3.92260155e-02 -1.40983843e-01
1.40796285e-02]
[ -2.90522907e-01 -1.41634182e-01 -7.75462767e-02 -1.14967951e-01
-3.01779047e-01 -2.75437935e-01 -3.71638262e-01 1.95344750e-02
-3.22525817e-01 -2.15482405e-01 1.59767861e-01 -1.10159235e-01
1.95974564e-01]
[ -2.28725775e-01 -1.20515100e-01 -9.38491467e-02 -2.89347435e-02
-8.07558437e-02 -1.19775621e-01 -8.41264519e-02 3.00449335e-03
-1.45412523e-01 -8.43078432e-02 2.72497654e-02 -1.61912500e-01
-1.24481534e-01]
[ -1.72170414e-01 -7.23486079e-02 -2.28795869e-01 -2.84533834e-01
-1.59601131e-01 -2.04768489e-01 -3.33459780e-01 -1.01114494e-01
1.35922374e-01 -2.24822519e-01 -3.79001720e-01 -3.69964819e-01
-3.02474973e-01]
[ -3.71379590e-01 -6.15171008e-02 -1.51255819e-01 -1.26879800e-01
-4.74560322e-02 -3.13413363e-01 2.69426914e-02 -9.07721172e-02
-1.24522191e-01 5.78561596e-02 1.78634608e-02 -3.06698317e-01
-3.34858106e-01]
[ -1.64071901e-01 -1.43219409e-01 -5.23699753e-02 -1.62761856e-01
-1.27900103e-01 -2.95495095e-01 1.78529622e-02 -1.44180040e-01
-2.11017493e-01 3.99105567e-02 2.14904916e-01 -3.49386796e-02
-1.53761910e-01]
[ -1.29791138e-01 -1.73686961e-01 -1.13251412e-01 -2.93247820e-01
9.09261029e-02 -1.73233542e-02 -1.66977729e-01 -1.60038454e-01
1.19827279e-01 -8.84813302e-02 -1.34114243e-01 -8.13696164e-02
-3.11137667e-01]
[ -4.36317871e-02 -3.36036884e-02 -1.50345711e-01 -7.14450327e-02
-2.28233128e-01 6.23986863e-02 -6.89154214e-02 -4.93404754e-02
-2.31232012e-01 -9.63572363e-02 -1.03471463e-01 -3.64093542e-01
-2.08896875e-01]
[ -6.91871122e-02 2.31667165e-02 -1.28677914e-01 -3.25547240e-01
1.19802129e-01 2.05148296e-02 -1.99613508e-01 -1.44053166e-01
1.28484263e-01 -5.33486373e-02 -2.93900572e-01 -2.85295137e-01
-3.11319403e-01]
[ 7.69192653e-02 -3.07582470e-01 -8.52599714e-02 -4.57292873e-01
-2.21609373e-01 -8.98704947e-02 6.08790183e-02 9.07493228e-02
-1.70496510e-02 2.93632746e-01 -5.36757278e-01 -8.28611015e-01
4.43384397e-01]
[ -2.24601252e-01 -2.43210213e-01 -1.32487347e-01 -3.13561167e-01
-2.99888949e-01 -9.39422232e-02 2.02734460e-01 3.85795135e-02
2.84375226e-01 3.41614020e-02 -4.20781572e-01 -1.03823776e+00
6.49516380e-01]
[ -1.61069456e-02 -1.85429088e-01 2.06754966e-02 -3.19960807e-01
-1.70298534e-01 1.65038921e-01 2.03012453e-01 2.56440359e-01
-3.06647839e-02 2.32940694e-01 -2.43031615e-01 -1.12088123e+00
7.54702761e-01]
[ -4.60622540e-04 -4.43752982e-02 -1.25522993e-01 -1.43583931e-01
-1.79564065e-01 -4.74743656e-02 3.09877770e-01 1.69299693e-01
2.58591268e-01 3.71434042e-01 -5.07452591e-01 -1.06108329e+00
8.00637867e-01]
[ -8.37956430e-02 -2.79362965e-01 5.85622457e-02 -3.69976491e-01
-1.49664652e-01 1.16535049e-01 3.81882796e-01 1.44273945e-01
-6.18988731e-02 1.68210158e-01 -5.77371962e-01 -1.04669723e+00
8.90610305e-01]
[ 1.21372810e-01 -9.00569322e-02 1.59171882e-02 -1.87434891e-01
-8.37821465e-02 -1.84748225e-02 2.78341625e-01 3.85603333e-01
4.28551456e-01 2.75157072e-01 -5.76745071e-01 -9.82912374e-01
6.10229138e-01]
[ -2.62445725e-03 -1.38516714e-01 2.23890556e-02 1.61502512e-02
-9.24338413e-02 -2.83458999e-01 7.96597791e-02 3.57165119e-01
5.23945435e-03 1.25145871e-01 -2.70143492e-01 -8.13545194e-01
2.58280279e-01]
[ 8.95183743e-02 9.91978152e-02 6.75351898e-03 1.56523606e-01
-9.55447939e-02 -5.82676753e-02 -1.55722736e-01 -1.24826591e-01
-2.44397946e-01 -1.20377990e-01 -1.17489066e-01 2.11679597e-01
-3.39837937e-01]
[ 4.42137068e-02 -1.07504038e-01 1.46499521e-01 3.78977610e-01
2.46592889e-01 8.65945557e-03 -3.94683970e-01 -3.51006173e-01
-4.90476473e-02 -5.49509660e-01 2.67770417e-01 1.03103763e+00
-7.16695301e-01]
[ 2.89830856e-02 7.83391392e-02 -2.13783384e-01 8.42689824e-02
3.36613358e-02 -2.44216323e-03 -1.83483149e-01 -3.45000586e-01
-2.84229833e-01 -2.34060412e-01 -3.29472175e-02 -1.06326040e-01
-1.95490078e-01]
[ -6.24598920e-02 -2.08817715e-01 5.97603247e-02 4.72572217e-02
-1.31130824e-01 -1.35675970e-01 -4.47276692e-03 -3.82115498e-02
5.08517588e-02 -3.91282167e-01 -3.43143417e-01 -2.58623705e-01
6.96062548e-02]
[ 2.01187685e-03 -2.65927467e-01 5.19013764e-02 -3.02702124e-01
-1.89150567e-01 -2.33596024e-01 -3.05839132e-01 -9.24444937e-03
-4.43972552e-02 4.25595305e-02 -2.00013767e-01 2.22184293e-01
2.02606842e-02]
[ 1.64799546e-01 5.49873329e-02 -1.07779397e-01 -3.04767586e-01
-5.81035717e-02 -1.03179899e-01 -2.16662666e-01 -2.65254722e-02
-2.06996064e-01 -2.62403376e-01 -2.22301065e-01 4.01322296e-01
-2.82449598e-02]
[ -1.79032523e-01 -1.79436594e-01 -1.16039454e-01 -2.91702775e-01
-5.05118790e-02 2.50770231e-02 -2.10317244e-01 -2.63146923e-01
-1.48544221e-01 -7.32971567e-02 -2.50105818e-01 2.65737330e-01
-1.11802635e-01]
[ -4.47675249e-02 -2.02167475e-01 -1.67101299e-01 -2.80212919e-01
-4.38649430e-02 4.12960659e-02 -9.28820216e-02 -1.08737120e-01
-2.53746696e-01 -3.42062618e-01 -5.21083615e-02 1.65042203e-01
-2.22712894e-02]
[ 1.05346556e-01 8.35188845e-02 -1.50497962e-02 -2.42997109e-01
-3.23121984e-01 6.04972749e-03 -1.93282374e-01 -3.17912630e-01
-3.25856425e-01 -2.26108280e-02 -1.44558263e-01 1.57256082e-01
5.80975571e-03]
[ -6.23045610e-02 -1.00689991e-02 -2.84925396e-01 -3.50508662e-02
7.00763684e-02 1.55074076e-01 -2.47366523e-01 -1.89213289e-01
-5.53503860e-02 -6.13524096e-02 1.80554317e-01 6.79804685e-01
-1.10879794e-01]
[ 1.27726621e-01 3.38872634e-01 -1.98429689e-01 7.48477429e-01
1.17787057e-01 1.47253982e-03 -2.36976512e-01 -3.96851505e-01
-2.41128807e-01 -3.39706993e-01 7.58721556e-01 9.41969674e-01
-1.20801738e+00]
[ -1.38333376e-02 1.75511005e-01 5.25746118e-02 3.39884311e-01
2.88140305e-04 -6.64103612e-02 -2.95988911e-01 -3.54702467e-01
-2.89928455e-01 -2.37299724e-01 5.70281471e-01 9.48803468e-01
-1.15381887e+00]
[ -3.51918719e-02 -1.37227423e-01 -1.50003913e-01 3.13586581e-01
-1.80498437e-01 2.36503573e-01 -5.57455495e-02 -1.89614090e-01
-2.33615304e-01 -3.82906652e-01 2.03090188e-01 5.29228664e-01
-5.66001282e-01]
[ 8.14054345e-02 -3.82485873e-01 -5.12361058e-02 8.79626210e-03
-1.15165947e-01 1.99684944e-01 7.19451780e-02 1.66989653e-01
-1.85690848e-01 -1.86971629e-02 -5.27429214e-02 3.42401247e-01
-3.22628909e-01]
[ 2.07506458e-01 -2.94284239e-01 -1.19564504e-01 -7.43489312e-02
-2.14384197e-01 1.22389309e-01 2.64336089e-02 -1.32959978e-01
-6.37518902e-02 -6.59710400e-02 -1.48564102e-01 -1.70047141e-01
-1.88701163e-01]
[ -1.34682858e-01 -7.89315540e-02 3.76490595e-02 -2.43755706e-01
-5.73242557e-02 -1.41400770e-01 3.82083273e-02 -1.32244063e-02
-9.86690048e-02 6.72993846e-03 -3.16819623e-01 -4.36419586e-01
-1.08736278e-01]
[ -1.40808590e-01 -1.36580439e-01 -6.81732792e-02 -2.82865962e-01
-3.46661210e-01 -2.88748172e-01 1.66917914e-01 1.48589029e-01
1.51681364e-02 1.27507704e-01 -2.74382189e-01 -8.55671619e-01
3.44100214e-02]
[ -1.39470055e-01 -2.51687685e-01 -3.01913702e-01 -7.54111851e-01
-3.00711374e-01 -2.07984052e-01 -2.05335282e-01 2.99260066e-03
1.62810394e-02 -4.66387040e-01 -6.04332784e-01 -5.87907151e-01
-1.01591340e+00]
[ -1.23079901e-01 1.33096405e-01 1.41475409e-02 1.22536726e-01
-2.03155985e-01 -1.75522963e-01 -1.55529231e-01 1.02112168e-02
-1.39875118e-01 -1.53432451e-01 -1.21612526e-01 -3.73800421e-01
1.80134741e-02]
[ -3.62233719e-01 -1.19207883e-01 -2.72628603e-01 2.74895012e-01
-2.00949033e-01 -2.32100242e-01 -1.07628009e-01 -9.83859935e-02
2.02113726e-02 3.24646517e-02 8.55578143e-02 -3.60577972e-01
1.72008854e-01]
[ -1.33275115e-01 -4.47365680e-02 -2.55503760e-01 1.45827279e-01
-2.25217990e-01 -2.79903769e-01 -3.74253163e-01 -2.85126873e-02
1.12065388e-02 -1.21576499e-01 -2.11076946e-01 -3.07153408e-01
7.44308845e-02]
[ -2.43895130e-01 -5.30029655e-01 -3.40911801e-01 -1.16618490e-01
-3.18547595e-01 -2.32903608e-01 -1.06604385e-01 -2.58867336e-01
3.04100181e-02 -2.60422039e-01 -7.67817549e-02 -2.96615056e-01
-3.38976442e-03]
[ -2.19910891e-01 -2.97227877e-01 -3.20044551e-01 -9.52306069e-02
-9.05569380e-02 -1.50466225e-01 -7.39431544e-02 2.96311832e-02
-1.94310270e-01 -4.97688546e-01 -2.40107360e-01 -2.54993703e-01
-1.26720863e-03]
[ -9.46466612e-02 -1.95338341e-02 -2.39649086e-01 -8.26442227e-01
-2.73819280e-01 -2.58078978e-01 5.79225945e-02 -4.38390062e-01
1.34127038e-01 -1.41632494e-01 -6.20407147e-01 -4.00574124e-01
-8.97954207e-01]]
Progress: 26.6% ... Training loss: 0.244 ... Validation loss: 0.392[[-0.2165756 ]
[ 0.24703598]
[-0.11518217]
[ 1.14927701]
[ 0.26998303]
[-0.03968094]
[-0.85540939]
[-0.83833392]
[-0.58744478]
[-0.87999037]
[ 1.27195044]
[ 3.01866713]
[-2.13571967]]
[[ -5.23223882e-01 -4.92152217e-01 -5.89634603e-01 -3.09432936e-02
-2.91718673e-01 -5.94142989e-01 -2.81603781e-02 -2.40957032e-01
-3.42332099e-01 -3.00281392e-01 2.58531700e-01 1.00825498e+00
2.97836699e-01]
[ 8.22793524e-03 -1.38507287e-01 4.91657507e-02 -8.49379419e-02
-4.24547991e-02 5.84173602e-02 -1.14965162e-01 1.98054311e-01
-1.43724575e-01 -1.86397496e-01 -1.05435128e-01 -1.42836438e-01
1.39239579e-02]
[ -2.65308536e-01 1.38121367e-01 -3.18585891e-02 1.23910497e-01
8.11294412e-02 -1.31540581e-01 -6.06816294e-02 -1.82102666e-01
2.60488604e-01 -4.10808135e-01 1.68197429e-01 6.83620411e-01
8.19275426e-01]
[ 2.35938183e-01 -2.38899633e-01 -2.77865116e-01 8.19523665e-02
-2.75608123e-01 9.83003102e-03 3.42351814e-01 -5.23819642e-01
2.57489983e-01 -2.03278740e-01 -1.33112111e-01 -2.96917185e-01
-2.49981376e-01]
[ 1.34292373e-01 7.36556688e-04 1.15608311e-01 -1.26876689e-01
-3.04088487e-02 7.36278840e-02 -1.61092011e-01 -1.56022100e-01
8.47155772e-02 2.39750083e-01 9.35455461e-03 -6.37601947e-02
-1.24712960e-01]
[ -4.83223629e-01 -6.11256027e-01 -6.02489387e-01 -6.12684745e-01
-5.90791878e-01 -5.64763722e-01 -3.40914420e-01 -1.60143849e-01
-4.56783611e-01 -2.41740466e-01 -5.67400815e-01 -8.32987961e-01
-6.59641787e-01]
[ -4.13204025e-01 -5.94031832e-01 -3.24350942e-01 -4.18849137e-01
-4.18960233e-01 -5.63192575e-01 -4.10075609e-01 -4.80567109e-01
-2.95546850e-01 -1.01310298e-01 -4.71503900e-01 -4.53998318e-01
-5.00575196e-01]
[ -3.44305915e-01 -3.41410041e-01 -4.86227780e-01 -1.35215498e-01
-3.14876510e-01 -4.25114654e-01 -3.10855480e-01 -2.81753692e-01
-3.04725975e-01 -5.70401618e-01 -2.64222724e-01 -7.37519351e-01
-5.69441482e-01]
[ -4.66396700e-01 -3.46943863e-01 -3.82423090e-01 -2.14755278e-01
-3.37267949e-01 -2.17054982e-01 -3.70815404e-02 -4.34296765e-01
-2.51483691e-01 -4.48522590e-01 -1.83813049e-01 -2.96235013e-01
-1.98956396e-01]
[ -9.54826154e-01 -9.52735102e-01 -9.86323685e-01 -7.33177447e-01
-1.04098182e+00 -9.88686836e-01 -5.55952016e-01 -5.88443027e-01
-7.36084113e-01 -5.69561793e-01 -7.56473051e-01 -6.30156981e-01
-8.64849836e-01]
[ -5.13436696e-01 -2.67060398e-01 -4.72910154e-01 -3.54385370e-01
-3.45674312e-01 -3.63720377e-01 -6.06128873e-01 -6.12787014e-01
-6.62571845e-01 -1.01605321e-01 -5.26833367e-01 -7.74690224e-01
-5.79680435e-01]
[ -1.17592265e-01 2.43893442e-02 -3.42491254e-01 -4.48186816e-01
-1.04478591e-01 -7.43476636e-02 -1.94372393e-01 -3.97919939e-01
-1.69029288e-01 6.82454933e-02 -4.83161465e-01 -1.07615748e+00
-6.02568287e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57326713e-01 -1.20345713e-01 1.63431947e-01 -2.86000064e-01
-1.31340681e-01 1.13171324e-01 -1.26253871e-01 6.69074278e-03
-8.31207976e-02 6.32613096e-02 -1.94513193e-01 -4.00630386e-01
-4.52329284e-02]
[ -9.03933078e-02 -2.63853726e-01 -1.81530095e-01 -2.80414099e-01
-4.76560062e-01 -8.68210509e-02 -7.01275029e-02 -7.94137939e-03
-7.39306252e-02 -3.83248435e-03 -2.20430184e-01 -3.78330005e-01
-2.92834252e-01]
[ -6.56935703e-02 -2.67012398e-02 -2.28844844e-01 -2.77606118e-01
1.15892350e-01 -1.61440468e-01 -1.65293626e-01 1.24200957e-01
-3.49535714e-04 1.17765827e-01 -2.18105788e-01 -3.64839522e-02
-6.01581029e-02]
[ 3.87795284e-02 -1.69472731e-01 -1.48017961e-01 -9.84751502e-02
-1.27473009e-01 -1.06434804e-01 1.16727029e-01 -1.42381717e-01
-9.64482382e-03 3.51092425e-02 -4.24285624e-02 -1.50316943e-01
1.38495264e-02]
[ -2.91243907e-01 -1.40693415e-01 -7.80138188e-02 -1.08956704e-01
-3.00908651e-01 -2.75600058e-01 -3.75121310e-01 1.50922352e-02
-3.25068973e-01 -2.19048898e-01 1.66209345e-01 -9.59805048e-02
1.83216357e-01]
[ -2.29518008e-01 -1.19137948e-01 -9.45327789e-02 -1.85757977e-02
-7.90430366e-02 -1.19998484e-01 -9.06346514e-02 -5.72832246e-03
-1.50212204e-01 -8.89593808e-02 3.89595192e-02 -1.36708166e-01
-1.49204373e-01]
[ -1.72253254e-01 -7.20607588e-02 -2.28876119e-01 -2.83124563e-01
-1.59341850e-01 -2.04799555e-01 -3.34199510e-01 -1.01889981e-01
1.35431817e-01 -2.25522460e-01 -3.78094126e-01 -3.68768311e-01
-3.04761619e-01]
[ -3.72057195e-01 -6.02364294e-02 -1.51695500e-01 -1.19810776e-01
-4.61487411e-02 -3.13582599e-01 2.18715386e-02 -9.50067367e-02
-1.28385748e-01 5.46042230e-02 2.55655390e-02 -2.87718699e-01
-3.49704007e-01]
[ -1.64085846e-01 -1.43236059e-01 -5.23918666e-02 -1.62552595e-01
-1.27875248e-01 -2.95501846e-01 1.79340930e-02 -1.44114864e-01
-2.11139430e-01 3.95448028e-02 2.15185527e-01 -3.53157340e-02
-1.54281941e-01]
[ -1.30058482e-01 -1.73411583e-01 -1.13386670e-01 -2.91781697e-01
9.11986904e-02 -1.73893690e-02 -1.68390862e-01 -1.61231582e-01
1.18870148e-01 -8.97894845e-02 -1.32705280e-01 -7.82188875e-02
-3.13164856e-01]
[ -4.37534913e-02 -3.35369735e-02 -1.50381165e-01 -7.10443889e-02
-2.28175294e-01 6.23677182e-02 -6.96977570e-02 -4.99327920e-02
-2.31636149e-01 -9.68031426e-02 -1.03159911e-01 -3.63918774e-01
-2.09349891e-01]
[ -6.93987818e-02 2.34739932e-02 -1.28800289e-01 -3.24575368e-01
1.20169411e-01 2.04376489e-02 -2.01261050e-01 -1.45497134e-01
1.27646267e-01 -5.44996579e-02 -2.93034692e-01 -2.83262188e-01
-3.14318311e-01]
[ 7.66743758e-02 -3.07443412e-01 -8.53291040e-02 -4.56841705e-01
-2.21477991e-01 -8.99089586e-02 5.98321634e-02 9.03508483e-02
-1.77058795e-02 2.92585391e-01 -5.36404148e-01 -8.28237511e-01
4.42298741e-01]
[ -2.24753076e-01 -2.43085224e-01 -1.32548596e-01 -3.12838532e-01
-2.99776419e-01 -9.39805773e-02 2.01528610e-01 3.76285598e-02
2.83708642e-01 3.34445058e-02 -4.20064590e-01 -1.03709726e+00
6.47713260e-01]
[ -1.65617587e-02 -1.85095127e-01 2.04997847e-02 -3.17900025e-01
-1.69964766e-01 1.64941427e-01 2.00792217e-01 2.55063893e-01
-3.21535183e-02 2.30981016e-01 -2.41179859e-01 -1.11982046e+00
7.49814687e-01]
[ -1.17758929e-03 -4.36949448e-02 -1.25818927e-01 -1.39974779e-01
-1.78974956e-01 -4.76232459e-02 3.06302701e-01 1.67040842e-01
2.56065651e-01 3.68358872e-01 -5.04803950e-01 -1.05865216e+00
7.92005965e-01]
[ -8.39039256e-02 -2.79274152e-01 5.85217514e-02 -3.69197716e-01
-1.49547900e-01 1.16509330e-01 3.80963402e-01 1.43703278e-01
-6.23920661e-02 1.67782572e-01 -5.76806406e-01 -1.04582172e+00
8.88403770e-01]
[ 1.21278685e-01 -8.99374323e-02 1.58509490e-02 -1.86725971e-01
-8.36266837e-02 -1.85133199e-02 2.78081003e-01 3.85079163e-01
4.28366318e-01 2.74487074e-01 -5.76302821e-01 -9.83215470e-01
6.09273376e-01]
[ -2.60023984e-03 -1.38495279e-01 2.23773309e-02 1.65407442e-02
-9.23767922e-02 -2.83464709e-01 7.99594847e-02 3.57362322e-01
5.27692324e-03 1.25400643e-01 -2.70101142e-01 -8.14390193e-01
2.57716804e-01]
[ 8.98080745e-02 9.89010653e-02 6.85795833e-03 1.55284059e-01
-9.57815865e-02 -5.82095947e-02 -1.54252357e-01 -1.24123509e-01
-2.43342149e-01 -1.19953808e-01 -1.18669616e-01 2.08743378e-01
-3.38333117e-01]
[ 4.35131994e-02 -1.07022978e-01 1.46213141e-01 3.84782411e-01
2.47317847e-01 8.51436532e-03 -3.98062882e-01 -3.53433516e-01
-5.12555252e-02 -5.52113029e-01 2.73951071e-01 1.04630173e+00
-7.22907283e-01]
[ 2.88255442e-02 7.85022359e-02 -2.13857807e-01 8.53968505e-02
3.38385631e-02 -2.47559901e-03 -1.84177898e-01 -3.45628470e-01
-2.84818575e-01 -2.34888742e-01 -3.15602349e-02 -1.02905109e-01
-1.97777277e-01]
[ -6.29221832e-02 -2.08421863e-01 5.95930409e-02 4.94917019e-02
-1.30733242e-01 -1.35757723e-01 -7.80441794e-03 -4.01046107e-02
4.87835643e-02 -3.92978138e-01 -3.40855885e-01 -2.51988267e-01
6.51369140e-02]
[ 1.94639123e-03 -2.65748538e-01 5.18324934e-02 -3.02034049e-01
-1.88954154e-01 -2.33613008e-01 -3.06721461e-01 -1.01534430e-02
-4.51278746e-02 4.20426484e-02 -1.98594289e-01 2.27535162e-01
1.68076819e-02]
[ 1.64611241e-01 5.52770702e-02 -1.07924459e-01 -3.02766751e-01
-5.78464187e-02 -1.03214699e-01 -2.17917772e-01 -2.82400641e-02
-2.07868459e-01 -2.63205126e-01 -2.19691052e-01 4.09304028e-01
-3.40873094e-02]
[ -1.79027499e-01 -1.79453662e-01 -1.16031345e-01 -2.91830299e-01
-5.05359588e-02 2.50794998e-02 -2.10270301e-01 -2.63086382e-01
-1.48505590e-01 -7.32046166e-02 -2.50255119e-01 2.65318389e-01
-1.11487547e-01]
[ -4.49107922e-02 -2.01999202e-01 -1.67169573e-01 -2.80188778e-01
-4.36909219e-02 4.12458242e-02 -9.41084746e-02 -1.09657477e-01
-2.54067535e-01 -3.42788095e-01 -5.20127575e-02 1.65897430e-01
-2.17541456e-02]
[ 1.05317440e-01 8.38095418e-02 -1.51340470e-02 -2.41727663e-01
-3.22825315e-01 6.02565663e-03 -1.93846291e-01 -3.19156047e-01
-3.26186571e-01 -2.30216509e-02 -1.43156787e-01 1.60569347e-01
4.43039213e-03]
[ -6.22340622e-02 -1.00804325e-02 -2.84917019e-01 -3.57372566e-02
7.00340075e-02 1.55088826e-01 -2.46875235e-01 -1.89414510e-01
-5.50002074e-02 -6.08549394e-02 1.79798751e-01 6.77892477e-01
-1.09624044e-01]
[ 1.27952635e-01 3.39062087e-01 -1.98325795e-01 7.50466054e-01
1.18037325e-01 1.50738880e-03 -2.37345308e-01 -3.96519731e-01
-2.41449725e-01 -3.38148753e-01 7.59696373e-01 9.42017855e-01
-1.21487463e+00]
[ -1.35593225e-02 1.75219783e-01 5.27570678e-02 3.38926149e-01
6.91757047e-07 -6.63356823e-02 -2.95047212e-01 -3.53062864e-01
-2.89363509e-01 -2.35699086e-01 5.68655144e-01 9.45613556e-01
-1.15357286e+00]
[ -3.53292319e-02 -1.36917929e-01 -1.50143120e-01 3.15882410e-01
-1.80176694e-01 2.36453348e-01 -5.65226922e-02 -1.91485043e-01
-2.34351604e-01 -3.84074191e-01 2.05905775e-01 5.35027035e-01
-5.70604856e-01]
[ 8.12817928e-02 -3.82271560e-01 -5.13401321e-02 1.09380446e-02
-1.14876897e-01 1.99642226e-01 7.05753874e-02 1.65319440e-01
-1.86492648e-01 -1.98869043e-02 -5.01309461e-02 3.49041433e-01
-3.27294803e-01]
[ 2.07609093e-01 -2.94196807e-01 -1.19612815e-01 -7.37740707e-02
-2.14262579e-01 1.22385388e-01 2.62084130e-02 -1.34515012e-01
-6.38033182e-02 -6.59759117e-02 -1.47885136e-01 -1.67699670e-01
-1.90885313e-01]
[ -1.34894593e-01 -7.86181388e-02 3.75080546e-02 -2.41733602e-01
-5.70001448e-02 -1.41448005e-01 3.67241563e-02 -1.46549933e-02
-9.98600880e-02 5.72896877e-03 -3.14786857e-01 -4.30953184e-01
-1.13779306e-01]
[ -1.40874658e-01 -1.36512677e-01 -6.81957182e-02 -2.82577091e-01
-3.46590396e-01 -2.88767511e-01 1.66296196e-01 1.48414645e-01
1.47970550e-02 1.27265980e-01 -2.74142423e-01 -8.55487525e-01
3.37555643e-02]
[ -1.38334012e-01 -2.52678265e-01 -3.01325990e-01 -7.58524571e-01
-3.01748705e-01 -2.07738765e-01 -2.01303860e-01 8.49048421e-03
1.90013821e-02 -4.61101595e-01 -6.10535007e-01 -6.04067694e-01
-1.01401787e+00]
[ -1.23598560e-01 1.33436408e-01 1.40479052e-02 1.25411003e-01
-2.02876497e-01 -1.75616229e-01 -1.58871988e-01 8.51430007e-03
-1.41646385e-01 -1.54484842e-01 -1.19813143e-01 -3.71271182e-01
9.78182295e-03]
[ -3.62546185e-01 -1.18347863e-01 -2.72980177e-01 2.79819495e-01
-2.00032777e-01 -2.32228087e-01 -1.10496566e-01 -1.03334578e-01
1.84205120e-02 3.00355626e-02 9.06576459e-02 -3.51442119e-01
1.62221272e-01]
[ -1.34218265e-01 -4.33446248e-02 -2.56050019e-01 1.55139708e-01
-2.23810448e-01 -2.80121870e-01 -3.78912791e-01 -3.38437478e-02
6.99560061e-03 -1.26462112e-01 -2.01456137e-01 -2.85540099e-01
5.82266270e-02]
[ -2.44529005e-01 -5.29365844e-01 -3.41279515e-01 -1.10955069e-01
-3.17678636e-01 -2.33061850e-01 -1.10408966e-01 -2.62252287e-01
2.77366384e-02 -2.63534063e-01 -7.11360900e-02 -2.86473510e-01
-1.52706855e-02]
[ -2.20542431e-01 -2.96687496e-01 -3.20369812e-01 -8.99420347e-02
-8.97544547e-02 -1.50610098e-01 -7.77560823e-02 2.57085356e-02
-1.96417115e-01 -5.00466321e-01 -2.34390284e-01 -2.39874684e-01
-8.73328794e-03]
[ -9.58071275e-02 -1.82983014e-02 -2.40209109e-01 -8.21940669e-01
-2.72549682e-01 -2.58341033e-01 5.02216809e-02 -4.44389199e-01
1.29400088e-01 -1.47317336e-01 -6.14443151e-01 -3.83370233e-01
-9.10226548e-01]]
Progress: 26.6% ... Training loss: 0.214 ... Validation loss: 0.366[[-0.22838004]
[ 0.23667182]
[-0.12386537]
[ 1.13829555]
[ 0.26038292]
[-0.04917733]
[-0.87326401]
[-0.85686225]
[-0.60482078]
[-0.90102099]
[ 1.26083766]
[ 3.00939076]
[-2.15390618]]
[[ -5.22167826e-01 -4.92603390e-01 -5.89350590e-01 -3.51241935e-02
-2.92369964e-01 -5.93991054e-01 -2.12792060e-02 -2.36278779e-01
-3.38506678e-01 -2.94122216e-01 2.53839989e-01 9.84542265e-01
3.08992496e-01]
[ 8.06408981e-03 -1.38264181e-01 4.90589818e-02 -8.42955062e-02
-4.21793725e-02 5.83713870e-02 -1.15245453e-01 1.97125503e-01
-1.44236382e-01 -1.86951068e-01 -1.05399213e-01 -1.41834066e-01
1.16623475e-02]
[ -2.65186121e-01 1.38804988e-01 -3.20375647e-02 1.25562320e-01
8.16653785e-02 -1.31569768e-01 -6.01722114e-02 -1.84236318e-01
2.62055654e-01 -4.13374857e-01 1.69555112e-01 6.68151098e-01
8.22381063e-01]
[ 2.36216101e-01 -2.39854069e-01 -2.77882975e-01 7.36622397e-02
-2.76264016e-01 9.87710060e-03 3.47138694e-01 -5.27698752e-01
2.60152085e-01 -2.05910809e-01 -1.40615264e-01 -3.03279705e-01
-2.42296037e-01]
[ 1.35340668e-01 -8.80399853e-04 1.16380621e-01 -1.32140835e-01
-3.21519020e-02 7.38242371e-02 -1.58194042e-01 -1.48122527e-01
8.79744589e-02 2.47175329e-01 -5.63424886e-04 -9.22558330e-02
-1.15012658e-01]
[ -4.82096330e-01 -6.12696755e-01 -6.01871300e-01 -6.18310368e-01
-5.92302922e-01 -5.64567380e-01 -3.35943695e-01 -1.51722519e-01
-4.53489814e-01 -2.32732404e-01 -5.75850214e-01 -8.55096065e-01
-6.49681953e-01]
[ -4.12830189e-01 -5.94528212e-01 -3.24203302e-01 -4.21888359e-01
-4.19220651e-01 -5.63152467e-01 -4.08533179e-01 -4.80541008e-01
-2.94297684e-01 -9.99545279e-02 -4.74562845e-01 -4.68320284e-01
-5.00820242e-01]
[ -3.43988600e-01 -3.41544800e-01 -4.86116697e-01 -1.38158628e-01
-3.15139813e-01 -4.25085281e-01 -3.07526018e-01 -2.79039489e-01
-3.02385318e-01 -5.68437500e-01 -2.68437403e-01 -7.51376359e-01
-5.59018824e-01]
[ -4.66081644e-01 -3.47054083e-01 -3.82425943e-01 -2.15523230e-01
-3.37467035e-01 -2.17000326e-01 -3.59484235e-02 -4.35027687e-01
-2.50799118e-01 -4.48286899e-01 -1.84449111e-01 -2.99264360e-01
-1.99058739e-01]
[ -9.53309556e-01 -9.54332664e-01 -9.85588113e-01 -7.41891566e-01
-1.04270494e+00 -9.88447815e-01 -5.48158912e-01 -5.78443267e-01
-7.30595066e-01 -5.59627086e-01 -7.68280072e-01 -6.67186808e-01
-8.47561095e-01]
[ -5.13013172e-01 -2.67243401e-01 -4.72811393e-01 -3.55488260e-01
-3.45760224e-01 -3.63689757e-01 -6.04082787e-01 -6.12285586e-01
-6.61335035e-01 -9.92444360e-02 -5.28448548e-01 -7.83146681e-01
-5.78888441e-01]
[ -1.17398881e-01 2.39878224e-02 -3.42451630e-01 -4.50745733e-01
-1.04903409e-01 -7.42968258e-02 -1.93235848e-01 -3.97990413e-01
-1.68186952e-01 6.85135427e-02 -4.86098346e-01 -1.08398762e+00
-6.00613917e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57071766e-01 -1.20570854e-01 1.63556296e-01 -2.87056576e-01
-1.31575053e-01 1.13217790e-01 -1.24870722e-01 8.41423012e-03
-8.24923727e-02 6.50913126e-02 -1.95887474e-01 -4.02911369e-01
-4.36022192e-02]
[ -9.03018811e-02 -2.64048019e-01 -1.81425666e-01 -2.80663703e-01
-4.76661912e-01 -8.68035813e-02 -6.99990974e-02 -6.78564269e-03
-7.35406811e-02 -2.44998741e-03 -2.21150765e-01 -3.80783359e-01
-2.90108035e-01]
[ -6.53502226e-02 -2.73441374e-02 -2.28612150e-01 -2.79989603e-01
1.15134070e-01 -1.61379224e-01 -1.63574951e-01 1.28049551e-01
8.44313133e-04 1.21523251e-01 -2.22216481e-01 -4.99627884e-02
-5.49678534e-02]
[ 3.89327924e-02 -1.69617111e-01 -1.47962732e-01 -9.90113608e-02
-1.27592368e-01 -1.06416986e-01 1.17194702e-01 -1.42116700e-01
-9.31008104e-03 3.58143407e-02 -4.32501896e-02 -1.52460037e-01
1.36235614e-02]
[ -2.90974725e-01 -1.40983627e-01 -7.79426257e-02 -1.11879397e-01
-3.01063820e-01 -2.75573509e-01 -3.73752260e-01 1.48034397e-02
-3.24136705e-01 -2.18813927e-01 1.64034669e-01 -1.07041442e-01
1.83182572e-01]
[ -2.29410793e-01 -1.19335512e-01 -9.44650219e-02 -1.89379783e-02
-7.91481070e-02 -1.19979813e-01 -8.99651897e-02 -5.11898817e-03
-1.49675518e-01 -8.79820482e-02 3.83213636e-02 -1.38499845e-01
-1.47625995e-01]
[ -1.72338762e-01 -7.19972217e-02 -2.28940886e-01 -2.82670703e-01
-1.59242786e-01 -2.04828985e-01 -3.34405029e-01 -1.01976488e-01
1.35541268e-01 -2.25413153e-01 -3.78255861e-01 -3.69800106e-01
-3.04297304e-01]
[ -3.72000930e-01 -5.98548462e-02 -1.51726398e-01 -1.18220071e-01
-4.59891348e-02 -3.13575428e-01 2.23894029e-02 -9.49539945e-02
-1.28021256e-01 5.47691915e-02 2.66759784e-02 -2.89030260e-01
-3.49139596e-01]
[ -1.63969802e-01 -1.43254955e-01 -5.23314158e-02 -1.63709462e-01
-1.27909723e-01 -2.95491425e-01 1.91479963e-02 -1.42916295e-01
-2.10555688e-01 3.97367456e-02 2.14004570e-01 -4.12416039e-02
-1.51215681e-01]
[ -1.29534889e-01 -1.73993299e-01 -1.13285985e-01 -2.95740635e-01
9.06129663e-02 -1.73026418e-02 -1.65909386e-01 -1.61059081e-01
1.20512019e-01 -8.86383767e-02 -1.36581764e-01 -8.51954857e-02
-3.08662642e-01]
[ -4.38023312e-02 -3.34703152e-02 -1.50391012e-01 -7.07771114e-02
-2.28127591e-01 6.23590710e-02 -6.98187014e-02 -4.98362022e-02
-2.31697499e-01 -9.67725408e-02 -1.02964191e-01 -3.63655814e-01
-2.09617228e-01]
[ -6.90462138e-02 2.30752267e-02 -1.28637608e-01 -3.26636647e-01
1.19723488e-01 2.05036694e-02 -1.99908510e-01 -1.43813690e-01
1.28560340e-01 -5.24712691e-02 -2.95640744e-01 -2.88386865e-01
-3.13478873e-01]
[ 7.65551985e-02 -3.07336786e-01 -8.53725748e-02 -4.56989113e-01
-2.21356265e-01 -8.99302024e-02 5.96960670e-02 9.03394377e-02
-1.79411103e-02 2.92367218e-01 -5.36469008e-01 -8.28727606e-01
4.42806992e-01]
[ -2.24618095e-01 -2.43234326e-01 -1.32483084e-01 -3.13972722e-01
-2.99918799e-01 -9.39574551e-02 2.02558725e-01 3.83878314e-02
2.84363392e-01 3.44011130e-02 -4.21232259e-01 -1.03828809e+00
6.50218802e-01]
[ -1.65971467e-02 -1.85062068e-01 2.04844716e-02 -3.17779207e-01
-1.69936097e-01 1.64935654e-01 2.00624654e-01 2.54986329e-01
-3.22602871e-02 2.30812506e-01 -2.41046698e-01 -1.11971396e+00
7.49487041e-01]
[ -1.15072347e-03 -4.37787490e-02 -1.25809045e-01 -1.41266172e-01
-1.79069768e-01 -4.76180209e-02 3.07484992e-01 1.67937664e-01
2.56601513e-01 3.68726408e-01 -5.05996397e-01 -1.06174235e+00
7.94892813e-01]
[ -8.40334192e-02 -2.79175861e-01 5.84717560e-02 -3.68887374e-01
-1.49420437e-01 1.16487241e-01 3.80388054e-01 1.43197237e-01
-6.27333863e-02 1.67232447e-01 -5.76546826e-01 -1.04565859e+00
8.87887276e-01]
[ 1.21299973e-01 -8.99482797e-02 1.58594654e-02 -1.86812699e-01
-8.36408496e-02 -1.85107283e-02 2.78213109e-01 3.85217356e-01
4.28424892e-01 2.74616082e-01 -5.76374722e-01 -9.83279737e-01
6.09444822e-01]
[ -2.60840530e-03 -1.38498663e-01 2.23779478e-02 1.65554751e-02
-9.23801393e-02 -2.83465556e-01 7.99106145e-02 3.57346694e-01
5.25687516e-03 1.25371394e-01 -2.70117598e-01 -8.14416670e-01
2.57797942e-01]
[ 8.99821432e-02 9.87451102e-02 6.92479004e-03 1.54923604e-01
-9.59099168e-02 -5.81931674e-02 -1.53468062e-01 -1.24459722e-01
-2.42806206e-01 -1.19157024e-01 -1.19511152e-01 2.05072812e-01
-3.37647804e-01]
[ 4.34325201e-02 -1.06921527e-01 1.46157045e-01 3.86187107e-01
2.47534493e-01 8.49909443e-03 -3.98775125e-01 -3.54127834e-01
-5.16689557e-02 -5.52464587e-01 2.75480413e-01 1.04962944e+00
-7.24774037e-01]
[ 2.88037050e-02 7.83974911e-02 -2.13846544e-01 8.52674760e-02
3.36828211e-02 -2.47009983e-03 -1.84083465e-01 -3.45612313e-01
-2.84478424e-01 -2.34636287e-01 -3.21179789e-02 -1.05558911e-01
-1.96571611e-01]
[ -6.28304506e-02 -2.08568226e-01 5.96621968e-02 4.82061659e-02
-1.30888991e-01 -1.35744487e-01 -7.00133567e-03 -3.93337509e-02
4.92677438e-02 -3.92486614e-01 -3.42293151e-01 -2.56145664e-01
6.79815686e-02]
[ 2.12216713e-03 -2.65929130e-01 5.19375455e-02 -3.03983080e-01
-1.89242961e-01 -2.33577896e-01 -3.05657036e-01 -8.74498047e-03
-4.42402632e-02 4.32980641e-02 -2.00783205e-01 2.22661678e-01
2.00718790e-02]
[ 1.65062913e-01 5.45430539e-02 -1.07705610e-01 -3.06123587e-01
-5.84719984e-02 -1.03142198e-01 -2.16004895e-01 -2.53979674e-02
-2.06206654e-01 -2.61118631e-01 -2.23161115e-01 4.00571081e-01
-2.71421156e-02]
[ -1.79102431e-01 -1.79363811e-01 -1.16078167e-01 -2.91752566e-01
-5.04121315e-02 2.50562232e-02 -2.10738119e-01 -2.63648135e-01
-1.48870145e-01 -7.35885490e-02 -2.49922507e-01 2.66816443e-01
-1.11408727e-01]
[ -4.46763769e-02 -2.02435085e-01 -1.67001376e-01 -2.82659035e-01
-4.41947921e-02 4.12958326e-02 -9.28844735e-02 -1.07429066e-01
-2.52865643e-01 -3.41184973e-01 -5.52949959e-02 1.57010529e-01
-1.52619844e-02]
[ 1.05406964e-01 8.36167046e-02 -1.50704202e-02 -2.42792817e-01
-3.22975537e-01 6.04175378e-03 -1.93393529e-01 -3.18500652e-01
-3.25884327e-01 -2.23698517e-02 -1.44326768e-01 1.57579723e-01
6.50432371e-03]
[ -6.22537024e-02 -9.99066107e-03 -2.84946905e-01 -3.58511051e-02
7.01012111e-02 1.55085058e-01 -2.47068309e-01 -1.89648436e-01
-5.51057124e-02 -6.10164766e-02 1.80156311e-01 6.77982666e-01
-1.10635759e-01]
[ 1.28546800e-01 3.38686787e-01 -1.98167269e-01 7.49817821e-01
1.17702371e-01 1.59170830e-03 -2.35871152e-01 -3.96053059e-01
-2.40202656e-01 -3.36523715e-01 7.58184141e-01 9.34478195e-01
-1.21823181e+00]
[ -1.32475992e-02 1.75516543e-01 5.27758050e-02 3.40724903e-01
2.40064058e-04 -6.62998780e-02 -2.94973659e-01 -3.53048274e-01
-2.89405586e-01 -2.34766600e-01 5.70170574e-01 9.46456785e-01
-1.15946203e+00]
[ -3.52547234e-02 -1.36993434e-01 -1.50095985e-01 3.15692943e-01
-1.80246067e-01 2.36470687e-01 -5.62053911e-02 -1.90991577e-01
-2.34220023e-01 -3.83537334e-01 2.05591045e-01 5.34552038e-01
-5.70534997e-01]
[ 8.12468090e-02 -3.82178532e-01 -5.13788613e-02 1.16232494e-02
-1.14864006e-01 1.99625408e-01 7.10857104e-02 1.65544795e-01
-1.86603782e-01 -1.88789252e-02 -5.03895555e-02 3.45954842e-01
-3.28405585e-01]
[ 2.07652726e-01 -2.94305675e-01 -1.19587482e-01 -7.45243218e-02
-2.14385029e-01 1.22397236e-01 2.65805722e-02 -1.34120044e-01
-6.35610020e-02 -6.57226545e-02 -1.48702000e-01 -1.70270580e-01
-1.89250639e-01]
[ -1.34656793e-01 -7.89338731e-02 3.76218664e-02 -2.43433572e-01
-5.73693415e-02 -1.41406951e-01 3.85651078e-02 -1.32958501e-02
-9.88209321e-02 7.09971860e-03 -3.16779237e-01 -4.35123436e-01
-1.11314552e-01]
[ -1.40879006e-01 -1.36530667e-01 -6.81924941e-02 -2.82687165e-01
-3.46603065e-01 -2.88768128e-01 1.66304112e-01 1.48612352e-01
1.47821834e-02 1.27375593e-01 -2.74273299e-01 -8.56163770e-01
3.39579631e-02]
[ -1.38405111e-01 -2.52802467e-01 -3.01343152e-01 -7.60368454e-01
-3.01757488e-01 -2.07770226e-01 -2.01147397e-01 8.18923910e-03
1.92217702e-02 -4.61655269e-01 -6.12884351e-01 -6.10056785e-01
-1.01317855e+00]
[ -1.23477311e-01 1.33573493e-01 1.40483908e-02 1.25212912e-01
-2.02723890e-01 -1.75621459e-01 -1.57680146e-01 8.63007987e-03
-1.41209489e-01 -1.53380828e-01 -1.20566438e-01 -3.73578301e-01
1.11460147e-02]
[ -3.61983425e-01 -1.18826602e-01 -2.72793576e-01 2.76109928e-01
-2.00592286e-01 -2.32130296e-01 -1.07289804e-01 -1.00339757e-01
2.05488314e-02 3.32456356e-02 8.63927732e-02 -3.60593511e-01
1.69089927e-01]
[ -1.33486544e-01 -4.41448536e-02 -2.55759914e-01 1.52610707e-01
-2.24631665e-01 -2.79995066e-01 -3.76569663e-01 -3.04528584e-02
9.04891343e-03 -1.23274392e-01 -2.04989671e-01 -3.00673067e-01
6.42213541e-02]
[ -2.44474918e-01 -5.29695147e-01 -3.41114990e-01 -1.13108541e-01
-3.18160537e-01 -2.33035582e-01 -1.09119125e-01 -2.59822644e-01
2.88966851e-02 -2.61889326e-01 -7.49170417e-02 -2.96766688e-01
-7.65505347e-03]
[ -2.20446698e-01 -2.96799245e-01 -3.20300684e-01 -8.96416971e-02
-8.98588868e-02 -1.50589358e-01 -7.74184210e-02 2.64609839e-02
-1.96107018e-01 -4.99582740e-01 -2.34531803e-01 -2.40849089e-01
-8.32156836e-03]
[ -9.51680739e-02 -1.87732518e-02 -2.40028835e-01 -8.24182919e-01
-2.72960297e-01 -2.58255464e-01 5.26717171e-02 -4.43340822e-01
1.30659222e-01 -1.44230146e-01 -6.15978717e-01 -3.92838505e-01
-9.13285689e-01]]
Progress: 26.6% ... Training loss: 0.212 ... Validation loss: 0.369[[-0.22078819]
[ 0.2405913 ]
[-0.12036664]
[ 1.14147694]
[ 0.2632213 ]
[-0.04373502]
[-0.86540907]
[-0.84867518]
[-0.59688491]
[-0.8920307 ]
[ 1.26010377]
[ 3.00193593]
[-2.1500069 ]]
[[ -5.21975126e-01 -4.92850533e-01 -5.89160643e-01 -3.58883652e-02
-2.92600528e-01 -5.93932480e-01 -1.89745852e-02 -2.35093502e-01
-3.36704120e-01 -2.92639741e-01 2.50226833e-01 9.73521436e-01
3.11691348e-01]
[ 8.00944540e-03 -1.38224813e-01 4.90307875e-02 -8.39672572e-02
-4.21376442e-02 5.83627975e-02 -1.15524547e-01 1.96851005e-01
-1.44410612e-01 -1.87218612e-01 -1.05104331e-01 -1.41005472e-01
1.09022150e-02]
[ -2.64408432e-01 1.38170996e-01 -3.16197303e-02 1.23405184e-01
8.10970769e-02 -1.31432684e-01 -5.50409997e-02 -1.81262445e-01
2.64243376e-01 -4.07892217e-01 1.65667670e-01 6.54888828e-01
8.20138408e-01]
[ 2.35592006e-01 -2.39827212e-01 -2.77992512e-01 7.50781677e-02
-2.75968771e-01 9.83590550e-03 3.46586307e-01 -5.26566165e-01
2.59539370e-01 -2.08538043e-01 -1.38066994e-01 -3.07134455e-01
-2.39666807e-01]
[ 1.35111346e-01 -7.46538786e-04 1.16256124e-01 -1.30360304e-01
-3.18669273e-02 7.37663984e-02 -1.59444078e-01 -1.48597717e-01
8.63388105e-02 2.46222342e-01 1.69031755e-03 -9.03915075e-02
-1.18679572e-01]
[ -4.82443707e-01 -6.12456104e-01 -6.01958602e-01 -6.16951455e-01
-5.92116127e-01 -5.64608958e-01 -3.37410935e-01 -1.52929977e-01
-4.54120637e-01 -2.33854893e-01 -5.75735814e-01 -8.56432554e-01
-6.52881814e-01]
[ -4.12516765e-01 -5.95219392e-01 -3.23885828e-01 -4.25515685e-01
-4.20038407e-01 -5.63063872e-01 -4.07399959e-01 -4.77492704e-01
-2.93256598e-01 -9.85190914e-02 -4.80433838e-01 -4.84253134e-01
-4.98246499e-01]
[ -3.44667834e-01 -3.40793708e-01 -4.86424138e-01 -1.34560106e-01
-3.14359290e-01 -4.25228855e-01 -3.09217036e-01 -2.82377376e-01
-3.03788015e-01 -5.70406817e-01 -2.65506127e-01 -7.50179862e-01
-5.65765280e-01]
[ -4.66582296e-01 -3.46483808e-01 -3.82723754e-01 -2.14755731e-01
-3.36891307e-01 -2.17113787e-01 -3.81072816e-02 -4.37926677e-01
-2.52223479e-01 -4.51362182e-01 -1.82539989e-01 -2.93178217e-01
-2.00773673e-01]
[ -9.54041706e-01 -9.53562261e-01 -9.85949063e-01 -7.40035886e-01
-1.04201072e+00 -9.88605272e-01 -5.49857519e-01 -5.81877181e-01
-7.31727229e-01 -5.63141252e-01 -7.68265339e-01 -6.69178668e-01
-8.52647598e-01]
[ -5.12825837e-01 -2.67784235e-01 -4.72590245e-01 -3.57971080e-01
-3.46305853e-01 -3.63618662e-01 -6.03552923e-01 -6.11786705e-01
-6.60518518e-01 -9.78022640e-02 -5.31833302e-01 -7.92068858e-01
-5.77647787e-01]
[ -1.18067906e-01 2.46290905e-02 -3.42686908e-01 -4.48020987e-01
-1.04326706e-01 -7.44204830e-02 -1.96251002e-01 -3.99451411e-01
-1.70288101e-01 6.58538842e-02 -4.83644522e-01 -1.08306028e+00
-6.05855577e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57082510e-01 -1.20575210e-01 1.63553618e-01 -2.87189428e-01
-1.31597496e-01 1.13215294e-01 -1.24935520e-01 8.38782377e-03
-8.23926704e-02 6.52908216e-02 -1.96239079e-01 -4.04063560e-01
-4.30601993e-02]
[ -9.04233217e-02 -2.63933804e-01 -1.81469818e-01 -2.80560034e-01
-4.76616268e-01 -8.68216679e-02 -7.03283376e-02 -6.92409955e-03
-7.38028145e-02 -2.90807892e-03 -2.21546609e-01 -3.82988619e-01
-2.90461370e-01]
[ -6.55044940e-02 -2.72566857e-02 -2.28639388e-01 -2.79004356e-01
1.15256803e-01 -1.61384365e-01 -1.64713074e-01 1.26950241e-01
3.65181990e-04 1.20772656e-01 -2.21569688e-01 -4.84451327e-02
-5.88705325e-02]
[ 3.86794864e-02 -1.69381860e-01 -1.48118044e-01 -9.75421148e-02
-1.27282796e-01 -1.06458076e-01 1.15672022e-01 -1.43748051e-01
-1.05038636e-02 3.39606702e-02 -4.10289043e-02 -1.44515039e-01
9.73687125e-03]
[ -2.90631257e-01 -1.41509128e-01 -7.76369375e-02 -1.15730178e-01
-3.01783302e-01 -2.75509104e-01 -3.71439339e-01 1.85704383e-02
-3.22377924e-01 -2.16938377e-01 1.57621085e-01 -1.26157283e-01
1.89475601e-01]
[ -2.29393708e-01 -1.19376207e-01 -9.44202701e-02 -1.85791886e-02
-7.92359064e-02 -1.19966832e-01 -9.04840098e-02 -5.63020960e-03
-1.49808820e-01 -8.73071378e-02 3.83307137e-02 -1.38135503e-01
-1.50178615e-01]
[ -1.72722738e-01 -7.12771587e-02 -2.29209956e-01 -2.79755912e-01
-1.58525592e-01 -2.04925461e-01 -3.36275055e-01 -1.05300889e-01
1.33756535e-01 -2.27014289e-01 -3.75026878e-01 -3.60151339e-01
-3.12169632e-01]
[ -3.71861833e-01 -6.03634096e-02 -1.51568072e-01 -1.20930809e-01
-4.64685732e-02 -3.13536797e-01 2.51492258e-02 -9.26325949e-02
-1.26305415e-01 5.58463307e-02 2.30865969e-02 -3.06005998e-01
-3.42101348e-01]
[ -1.64270229e-01 -1.43043625e-01 -5.24127847e-02 -1.60994144e-01
-1.27646017e-01 -2.95538252e-01 1.71395967e-02 -1.44074887e-01
-2.11441276e-01 3.90297872e-02 2.16294492e-01 -3.64135633e-02
-1.55327183e-01]
[ -1.29285309e-01 -1.74188939e-01 -1.13187285e-01 -2.97045818e-01
9.03760203e-02 -1.72471947e-02 -1.64236658e-01 -1.60001980e-01
1.21444221e-01 -8.75561177e-02 -1.37934373e-01 -8.86990839e-02
-3.06963008e-01]
[ -4.38962248e-02 -3.32112975e-02 -1.50513192e-01 -7.05466030e-02
-2.27887504e-01 6.23168917e-02 -7.04721522e-02 -5.09777223e-02
-2.31967396e-01 -9.79815163e-02 -1.02165057e-01 -3.60122021e-01
-2.10152540e-01]
[ -6.96912227e-02 2.35934914e-02 -1.28918154e-01 -3.25317056e-01
1.20295951e-01 2.03744801e-02 -2.02732341e-01 -1.46323960e-01
1.26645584e-01 -5.55328629e-02 -2.93649384e-01 -2.83258530e-01
-3.14924848e-01]
[ 7.65102082e-02 -3.07293333e-01 -8.53876117e-02 -4.56781444e-01
-2.21292980e-01 -8.99387601e-02 5.94637928e-02 9.03126145e-02
-1.81316974e-02 2.92242520e-01 -5.36191871e-01 -8.28210796e-01
4.42066247e-01]
[ -2.24684976e-01 -2.43174763e-01 -1.32513940e-01 -3.13796905e-01
-2.99861827e-01 -9.39695382e-02 2.02412303e-01 3.82898549e-02
2.84232161e-01 3.41088780e-02 -4.21129349e-01 -1.03891616e+00
6.49785413e-01]
[ -1.66226568e-02 -1.85059642e-01 2.04775077e-02 -3.17798969e-01
-1.69934698e-01 1.64931446e-01 2.00570945e-01 2.54943737e-01
-3.22823548e-02 2.30804030e-01 -2.41096942e-01 -1.12024324e+00
7.49864092e-01]
[ -1.22014663e-03 -4.37078831e-02 -1.25842549e-01 -1.41342351e-01
-1.79024351e-01 -4.76331405e-02 3.07617850e-01 1.67765206e-01
2.56551777e-01 3.68488406e-01 -5.06159586e-01 -1.06289641e+00
7.95216936e-01]
[ -8.40812469e-02 -2.79119539e-01 5.84575094e-02 -3.68611764e-01
-1.49373612e-01 1.16476567e-01 3.80416907e-01 1.43123541e-01
-6.28050596e-02 1.67163918e-01 -5.76450025e-01 -1.04624728e+00
8.87825597e-01]
[ 1.21015682e-01 -8.97353855e-02 1.57520454e-02 -1.85770854e-01
-8.34312507e-02 -1.85654983e-02 2.77043134e-01 3.84331118e-01
4.27681763e-01 2.73362977e-01 -5.75499986e-01 -9.82910742e-01
6.07691237e-01]
[ -2.79471713e-03 -1.38339472e-01 2.22968328e-02 1.82498034e-02
-9.21992211e-02 -2.83490919e-01 7.89644290e-02 3.56206656e-01
4.55233012e-03 1.24280414e-01 -2.68653636e-01 -8.12312816e-01
2.54462704e-01]
[ 8.95591084e-02 9.89446046e-02 6.76505372e-03 1.57501624e-01
-9.55961860e-02 -5.82679430e-02 -1.54879305e-01 -1.26984078e-01
-2.42976222e-01 -1.21501359e-01 -1.17398288e-01 2.07097844e-01
-3.39708586e-01]
[ 4.35720112e-02 -1.07072937e-01 1.46275411e-01 3.85141979e-01
2.47277133e-01 8.52441968e-03 -3.98119607e-01 -3.52680911e-01
-5.10156818e-02 -5.51798680e-01 2.73198649e-01 1.04223376e+00
-7.23535375e-01]
[ 2.87056773e-02 7.85075749e-02 -2.13888638e-01 8.58439671e-02
3.38030543e-02 -2.49033482e-03 -1.84506330e-01 -3.45908829e-01
-2.84759105e-01 -2.35096116e-01 -3.15688458e-02 -1.04890435e-01
-1.97511706e-01]
[ -6.28004301e-02 -2.08617677e-01 5.96708321e-02 4.79765373e-02
-1.30934512e-01 -1.35734958e-01 -6.90172786e-03 -3.92410467e-02
4.93594084e-02 -3.92407068e-01 -3.42448607e-01 -2.56065342e-01
6.81137906e-02]
[ 1.56695449e-03 -2.65508768e-01 5.16724367e-02 -3.02998092e-01
-1.88741418e-01 -2.33677634e-01 -3.08225130e-01 -1.12673899e-02
-4.60114670e-02 4.02820702e-02 -1.98899532e-01 2.29557087e-01
1.81137316e-02]
[ 1.65137305e-01 5.41836566e-02 -1.07538670e-01 -3.08189792e-01
-5.88347756e-02 -1.03114984e-01 -2.15433752e-01 -2.39220353e-02
-2.05619914e-01 -2.59874278e-01 -2.26055536e-01 3.95178992e-01
-2.26009930e-02]
[ -1.79189582e-01 -1.79256021e-01 -1.16133642e-01 -2.92021677e-01
-5.03404639e-02 2.50242031e-02 -2.11371279e-01 -2.64212266e-01
-1.48919689e-01 -7.41481179e-02 -2.49938364e-01 2.67473120e-01
-1.10487426e-01]
[ -4.47597877e-02 -2.02398944e-01 -1.67045172e-01 -2.83325202e-01
-4.41850440e-02 4.12789234e-02 -9.28803480e-02 -1.07727376e-01
-2.52889781e-01 -3.41897291e-01 -5.56573677e-02 1.56463807e-01
-1.37908027e-02]
[ 1.05002323e-01 8.43754142e-02 -1.53623699e-02 -2.40073302e-01
-3.22344984e-01 5.94136172e-03 -1.95307096e-01 -3.21532181e-01
-3.27517800e-01 -2.43177292e-02 -1.40839614e-01 1.68135568e-01
-7.96873206e-04]
[ -6.21582403e-02 -1.01384600e-02 -2.84883739e-01 -3.66845485e-02
6.98902797e-02 1.55112420e-01 -2.46550555e-01 -1.88673243e-01
-5.47666577e-02 -6.00313118e-02 1.78922191e-01 6.75091062e-01
-1.08919072e-01]
[ 1.28609248e-01 3.38690999e-01 -1.98098351e-01 7.51328527e-01
1.17727793e-01 1.61015291e-03 -2.36504429e-01 -3.96557814e-01
-2.40454052e-01 -3.36019678e-01 7.59480080e-01 9.34961444e-01
-1.22142458e+00]
[ -1.28774926e-02 1.75006514e-01 5.30086523e-02 3.38318937e-01
-2.27076352e-04 -6.62234663e-02 -2.93163131e-01 -3.50818620e-01
-2.88237589e-01 -2.32674859e-01 5.66605423e-01 9.36630764e-01
-1.15753504e+00]
[ -3.49356507e-02 -1.37257928e-01 -1.49982187e-01 3.14010213e-01
-1.80538383e-01 2.36535945e-01 -5.48786226e-02 -1.89677040e-01
-2.33417025e-01 -3.82081041e-01 2.04057676e-01 5.31324725e-01
-5.69049917e-01]
[ 8.12847685e-02 -3.82151593e-01 -5.13748201e-02 1.15668520e-02
-1.14832449e-01 1.99630897e-01 7.14862484e-02 1.65476742e-01
-1.86561679e-01 -1.85824248e-02 -5.05748194e-02 3.45550565e-01
-3.29011696e-01]
[ 2.07896543e-01 -2.94443506e-01 -1.19511919e-01 -7.55233009e-02
-2.14562393e-01 1.22449791e-01 2.79564645e-02 -1.33395596e-01
-6.28777283e-02 -6.48038086e-02 -1.49771257e-01 -1.72361207e-01
-1.88462323e-01]
[ -1.34581232e-01 -7.90046044e-02 3.76543880e-02 -2.43729467e-01
-5.74343897e-02 -1.41395480e-01 3.87728785e-02 -1.30140136e-02
-9.86505660e-02 7.55087787e-03 -3.17084717e-01 -4.35417896e-01
-1.10843265e-01]
[ -1.41164463e-01 -1.36237133e-01 -6.83050690e-02 -2.81708956e-01
-3.46308187e-01 -2.88822359e-01 1.65119629e-01 1.47924974e-01
1.39213365e-02 1.26066339e-01 -2.73517858e-01 -8.55536245e-01
3.18601648e-02]
[ -1.38483544e-01 -2.52714041e-01 -3.01298124e-01 -7.61797847e-01
-3.01782169e-01 -2.07785604e-01 -2.01288549e-01 8.56232180e-03
1.87705739e-02 -4.61635500e-01 -6.15450845e-01 -6.14273442e-01
-1.01666006e+00]
[ -1.23693445e-01 1.33761797e-01 1.39525556e-02 1.26661356e-01
-2.02511653e-01 -1.75646840e-01 -1.58617069e-01 7.58150521e-03
-1.41673788e-01 -1.54720224e-01 -1.19107810e-01 -3.70477080e-01
9.45037373e-03]
[ -3.62031448e-01 -1.19088672e-01 -2.72733984e-01 2.74571199e-01
-2.00865177e-01 -2.32113224e-01 -1.06690718e-01 -9.91609674e-02
2.09282140e-02 3.34736643e-02 8.42446020e-02 -3.68215359e-01
1.71286228e-01]
[ -1.33247427e-01 -4.43530288e-02 -2.55664841e-01 1.51755651e-01
-2.24876545e-01 -2.79946327e-01 -3.76111395e-01 -3.02298191e-02
9.66741879e-03 -1.22287099e-01 -2.05747019e-01 -3.01728508e-01
6.53972545e-02]
[ -2.44907913e-01 -5.29281419e-01 -3.41271550e-01 -1.09816493e-01
-3.17758763e-01 -2.33105663e-01 -1.11133385e-01 -2.61030574e-01
2.76316308e-02 -2.63650454e-01 -7.26353584e-02 -2.97006861e-01
-1.02269937e-02]
[ -2.20926898e-01 -2.96064443e-01 -3.20572179e-01 -8.58280101e-02
-8.90591491e-02 -1.50692029e-01 -8.01022118e-02 2.31695479e-02
-1.97888419e-01 -5.01541694e-01 -2.30621136e-01 -2.28535037e-01
-1.64194404e-02]
[ -9.53652444e-02 -1.88574274e-02 -2.40079718e-01 -8.26816314e-01
-2.73106301e-01 -2.58317784e-01 5.32065935e-02 -4.43963825e-01
1.31206489e-01 -1.45137410e-01 -6.19073878e-01 -4.05106358e-01
-9.09898435e-01]]
Progress: 26.7% ... Training loss: 0.211 ... Validation loss: 0.371[[-0.22414597]
[ 0.24250551]
[-0.11764042]
[ 1.14459031]
[ 0.2624566 ]
[-0.04447761]
[-0.86801422]
[-0.84206964]
[-0.59693689]
[-0.89008559]
[ 1.26218021]
[ 3.00274669]
[-2.14041184]]
[[ -5.21496547e-01 -4.93294491e-01 -5.89002070e-01 -3.72351761e-02
-2.93271189e-01 -5.93830292e-01 -1.63690298e-02 -2.32689585e-01
-3.34790435e-01 -2.91528650e-01 2.47985820e-01 9.68573272e-01
3.06105314e-01]
[ 7.88830006e-03 -1.38034652e-01 4.89558086e-02 -8.25520775e-02
-4.19428169e-02 5.83422960e-02 -1.16327550e-01 1.96401655e-01
-1.44941292e-01 -1.87475984e-01 -1.03709057e-01 -1.37495061e-01
8.12426698e-03]
[ -2.65679326e-01 1.39745268e-01 -3.21445668e-02 1.28046581e-01
8.24870417e-02 -1.31653400e-01 -5.96914312e-02 -1.84285983e-01
2.60498703e-01 -4.13764421e-01 1.71628494e-01 6.75233681e-01
8.08121763e-01]
[ 2.36989506e-01 -2.41519602e-01 -2.77408155e-01 7.36897485e-02
-2.77142758e-01 1.01090267e-02 3.53224726e-01 -5.20160535e-01
2.63372034e-01 -2.03326558e-01 -1.40794579e-01 -3.17011466e-01
-2.35283654e-01]
[ 1.35296307e-01 -8.15608634e-04 1.16265902e-01 -1.30736681e-01
-3.17350683e-02 7.38027918e-02 -1.61182960e-01 -1.51068300e-01
8.52305789e-02 2.47855803e-01 2.40109861e-03 -8.46689132e-02
-1.18464273e-01]
[ -4.82371189e-01 -6.12551268e-01 -6.01986728e-01 -6.17772759e-01
-5.92241601e-01 -5.64600278e-01 -3.37237639e-01 -1.53205175e-01
-4.53985364e-01 -2.33311918e-01 -5.76877616e-01 -8.59834004e-01
-6.53455350e-01]
[ -4.12312599e-01 -5.95482325e-01 -3.23798465e-01 -4.25374218e-01
-4.20148875e-01 -5.63029182e-01 -4.06665303e-01 -4.77191258e-01
-2.93146371e-01 -9.78381292e-02 -4.80793888e-01 -4.86450783e-01
-5.00327964e-01]
[ -3.44904638e-01 -3.40227852e-01 -4.86712939e-01 -1.34886135e-01
-3.13961027e-01 -4.25288473e-01 -3.08993983e-01 -2.83824048e-01
-3.04329509e-01 -5.71891538e-01 -2.64651508e-01 -7.40152119e-01
-5.73007374e-01]
[ -4.66446524e-01 -3.46377418e-01 -3.82752417e-01 -2.12860374e-01
-3.37042928e-01 -2.17102940e-01 -3.88294852e-02 -4.39049361e-01
-2.52055594e-01 -4.52057784e-01 -1.80618129e-01 -2.88173030e-01
-2.05916785e-01]
[ -9.54411707e-01 -9.53127131e-01 -9.86257131e-01 -7.40123839e-01
-1.04175316e+00 -9.88719018e-01 -5.50079443e-01 -5.84616975e-01
-7.32158122e-01 -5.65746759e-01 -7.67442219e-01 -6.60967915e-01
-8.57737977e-01]
[ -5.13243557e-01 -2.67020258e-01 -4.72904924e-01 -3.53036066e-01
-3.45386484e-01 -3.63701252e-01 -6.06371456e-01 -6.13541035e-01
-6.62640929e-01 -9.89895431e-02 -5.26342575e-01 -7.79077052e-01
-5.86952549e-01]
[ -1.17104533e-01 2.37441325e-02 -3.42322388e-01 -4.51978556e-01
-1.05492937e-01 -7.42295462e-02 -1.92801743e-01 -3.97500395e-01
-1.67862906e-01 6.86902842e-02 -4.88683741e-01 -1.09482901e+00
-6.06500643e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57133986e-01 -1.20554453e-01 1.63521517e-01 -2.87079848e-01
-1.31558715e-01 1.13203474e-01 -1.25117339e-01 8.12012801e-03
-8.24742358e-02 6.53093462e-02 -1.96218766e-01 -4.04659309e-01
-4.35667539e-02]
[ -9.04916854e-02 -2.63875047e-01 -1.81518692e-01 -2.80823318e-01
-4.76586706e-01 -8.68348254e-02 -7.06222576e-02 -7.50503772e-03
-7.40657058e-02 -3.27224529e-03 -2.21989240e-01 -3.84295171e-01
-2.91038612e-01]
[ -6.56533960e-02 -2.71970983e-02 -2.28696716e-01 -2.76851612e-01
1.15520244e-01 -1.61400567e-01 -1.65798359e-01 1.26648135e-01
-3.52783408e-04 1.20292791e-01 -2.19559309e-01 -4.22692586e-02
-6.11974598e-02]
[ 3.92182450e-02 -1.69751385e-01 -1.47968971e-01 -1.00378848e-01
-1.27725375e-01 -1.06376225e-01 1.18004863e-01 -1.42645403e-01
-9.41490067e-03 3.61576381e-02 -4.35923678e-02 -1.48174594e-01
1.10679691e-02]
[ -2.90678687e-01 -1.41533765e-01 -7.76685947e-02 -1.14888434e-01
-3.01766803e-01 -2.75518351e-01 -3.71821460e-01 1.78986570e-02
-3.22634279e-01 -2.17523885e-01 1.57829184e-01 -1.29589323e-01
1.87224167e-01]
[ -2.29201104e-01 -1.19946784e-01 -9.41846989e-02 -2.23859719e-02
-8.00201471e-02 -1.19921177e-01 -8.85833323e-02 -2.87004470e-03
-1.48083160e-01 -8.61581654e-02 3.28111222e-02 -1.50004498e-01
-1.45398651e-01]
[ -1.72831271e-01 -7.08757592e-02 -2.29342441e-01 -2.79182843e-01
-1.58181486e-01 -2.04962355e-01 -3.36511118e-01 -1.06299743e-01
1.32939011e-01 -2.27605903e-01 -3.74119412e-01 -3.54809492e-01
-3.15359759e-01]
[ -3.71668972e-01 -6.06102427e-02 -1.51514878e-01 -1.22647778e-01
-4.66644204e-02 -3.13511997e-01 2.70614820e-02 -9.19596034e-02
-1.25196404e-01 5.66065358e-02 2.14413307e-02 -3.09847819e-01
-3.39706693e-01]
[ -1.64880823e-01 -1.41992186e-01 -5.28363534e-02 -1.55311612e-01
-1.26599952e-01 -2.95641443e-01 1.30219510e-02 -1.47884968e-01
-2.14124074e-01 3.59330579e-02 2.24471364e-01 -1.37030049e-02
-1.67641714e-01]
[ -1.28914106e-01 -1.74458023e-01 -1.13073848e-01 -2.97598756e-01
8.98916886e-02 -1.71833498e-02 -1.63259086e-01 -1.59663514e-01
1.22397905e-01 -8.69699164e-02 -1.38806057e-01 -9.18444958e-02
-3.07654198e-01]
[ -4.39488920e-02 -3.30490154e-02 -1.50582422e-01 -7.00660858e-02
-2.27750525e-01 6.22939534e-02 -7.07700952e-02 -5.16563216e-02
-2.32075951e-01 -9.84025911e-02 -1.01364302e-01 -3.57447579e-01
-2.11685245e-01]
[ -6.97230327e-02 2.36340745e-02 -1.28932413e-01 -3.25091043e-01
1.20338215e-01 2.03663792e-02 -2.02852089e-01 -1.46431284e-01
1.26567813e-01 -5.56611624e-02 -2.93456005e-01 -2.82877298e-01
-3.15080061e-01]
[ 7.64594735e-02 -3.07266202e-01 -8.54016325e-02 -4.56881786e-01
-2.21271944e-01 -8.99452934e-02 5.93254159e-02 9.02656087e-02
-1.82027287e-02 2.91984374e-01 -5.36169111e-01 -8.28345875e-01
4.42377057e-01]
[ -2.24837787e-01 -2.43065884e-01 -1.32585003e-01 -3.13430678e-01
-2.99776373e-01 -9.39981096e-02 2.01827343e-01 3.75894721e-02
2.83827660e-01 3.32409666e-02 -4.20782222e-01 -1.03879311e+00
6.49144333e-01]
[ -1.67657822e-02 -1.84882206e-01 2.03683795e-02 -3.17671799e-01
-1.69769874e-01 1.64896285e-01 2.00082446e-01 2.53959065e-01
-3.25346466e-02 2.30045283e-01 -2.40742610e-01 -1.12006820e+00
7.49290201e-01]
[ -1.30478068e-03 -4.36279066e-02 -1.25874016e-01 -1.41043963e-01
-1.78950968e-01 -4.76458240e-02 3.07337789e-01 1.67547385e-01
2.56313608e-01 3.68115296e-01 -5.05930394e-01 -1.06254572e+00
7.94540436e-01]
[ -8.41259143e-02 -2.79061645e-01 5.84369857e-02 -3.67999479e-01
-1.49304890e-01 1.16467468e-01 3.80028498e-01 1.42985389e-01
-6.30845911e-02 1.66924890e-01 -5.75911107e-01 -1.04560932e+00
8.86562119e-01]
[ 1.21080878e-01 -8.97591831e-02 1.57568773e-02 -1.86233282e-01
-8.34491145e-02 -1.85621677e-02 2.77833751e-01 3.84592775e-01
4.28095079e-01 2.73609574e-01 -5.75973220e-01 -9.84080539e-01
6.08884130e-01]
[ -2.73457294e-03 -1.38390413e-01 2.23281359e-02 1.82214869e-02
-9.22503781e-02 -2.83483854e-01 7.94507479e-02 3.56548988e-01
4.81930984e-03 1.24509503e-01 -2.68739609e-01 -8.12563169e-01
2.54292938e-01]
[ 9.00335242e-02 9.85638388e-02 6.92087293e-03 1.57709036e-01
-9.59353608e-02 -5.82001303e-02 -1.53112454e-01 -1.26402619e-01
-2.41676874e-01 -1.20004093e-01 -1.17307344e-01 2.06731859e-01
-3.42786732e-01]
[ 4.40091493e-02 -1.07826313e-01 1.46555953e-01 3.81060007e-01
2.46231878e-01 8.64239131e-03 -3.94899419e-01 -3.49014361e-01
-4.87735343e-02 -5.50814687e-01 2.67527478e-01 1.02781245e+00
-7.20089542e-01]
[ 2.90494052e-02 7.82093914e-02 -2.13778297e-01 8.43268108e-02
3.35271026e-02 -2.43618464e-03 -1.83307002e-01 -3.45024048e-01
-2.83760625e-01 -2.33591063e-01 -3.30662097e-02 -1.07154284e-01
-1.95540717e-01]
[ -6.29974614e-02 -2.08273648e-01 5.95471533e-02 4.98595411e-02
-1.30598913e-01 -1.35772884e-01 -8.26217879e-03 -4.06655864e-02
4.85293468e-02 -3.92824193e-01 -3.40668653e-01 -2.51927772e-01
6.47885860e-02]
[ 1.26160696e-03 -2.65193419e-01 5.15007209e-02 -3.01684598e-01
-1.88400644e-01 -2.33715040e-01 -3.09994124e-01 -1.33694932e-02
-4.75211790e-02 3.87490396e-02 -1.96152347e-01 2.38870336e-01
1.41458935e-02]
[ 1.65110170e-01 5.40412578e-02 -1.07526807e-01 -3.09441781e-01
-5.90026951e-02 -1.03111081e-01 -2.15126323e-01 -2.36814949e-02
-2.05214642e-01 -2.60069757e-01 -2.27291574e-01 3.91842575e-01
-1.96223001e-02]
[ -1.79104753e-01 -1.79232124e-01 -1.16092366e-01 -2.93236330e-01
-5.04116923e-02 2.50394444e-02 -2.10554122e-01 -2.63659223e-01
-1.48608147e-01 -7.31772404e-02 -2.51827497e-01 2.63900850e-01
-1.07655402e-01]
[ -4.48370446e-02 -2.02153786e-01 -1.67112987e-01 -2.82815133e-01
-4.39395605e-02 4.12538586e-02 -9.35008904e-02 -1.08552607e-01
-2.53465196e-01 -3.42139094e-01 -5.48020118e-02 1.60040591e-01
-1.56991002e-02]
[ 1.04677671e-01 8.50532878e-02 -1.56121921e-02 -2.38152426e-01
-3.21758737e-01 5.85741064e-03 -1.97111158e-01 -3.23542548e-01
-3.28640425e-01 -2.61931611e-02 -1.37711885e-01 1.76306281e-01
-6.24391125e-03]
[ -6.21057579e-02 -1.02552230e-02 -2.84847567e-01 -3.75458261e-02
6.97518550e-02 1.55131719e-01 -2.46209070e-01 -1.88018249e-01
-5.47184783e-02 -5.94166397e-02 1.78162368e-01 6.74180729e-01
-1.08053197e-01]
[ 1.29050587e-01 3.38339114e-01 -1.97959428e-01 7.49398561e-01
1.17390815e-01 1.68412232e-03 -2.34954712e-01 -3.95851781e-01
-2.39358503e-01 -3.34496920e-01 7.57366802e-01 9.31848215e-01
-1.22109411e+00]
[ -1.30554904e-02 1.75084738e-01 5.29602280e-02 3.39853041e-01
-9.18043081e-05 -6.62642820e-02 -2.94253684e-01 -3.50674231e-01
-2.88835814e-01 -2.32949644e-01 5.67559774e-01 9.41040981e-01
-1.15786988e+00]
[ -3.49556817e-02 -1.37095981e-01 -1.50044083e-01 3.15917646e-01
-1.80348809e-01 2.36524526e-01 -5.52464727e-02 -1.90969567e-01
-2.33893438e-01 -3.82428094e-01 2.06159263e-01 5.35701929e-01
-5.73340411e-01]
[ 8.10857019e-02 -3.82028522e-01 -5.14739555e-02 1.29430040e-02
-1.14662080e-01 1.99590736e-01 7.04110499e-02 1.64642799e-01
-1.87310576e-01 -1.97604235e-02 -4.89608128e-02 3.48899663e-01
-3.31366675e-01]
[ 2.07953428e-01 -2.94491404e-01 -1.19495390e-01 -7.60112229e-02
-2.14618059e-01 1.22458858e-01 2.83069092e-02 -1.33271863e-01
-6.26783353e-02 -6.45606406e-02 -1.50292943e-01 -1.73299062e-01
-1.87680663e-01]
[ -1.34571234e-01 -7.90007566e-02 3.76593475e-02 -2.43604838e-01
-5.74196916e-02 -1.41393611e-01 3.86962990e-02 -1.29608181e-02
-9.87565874e-02 7.63705533e-03 -3.16875377e-01 -4.34705407e-01
-1.11350465e-01]
[ -1.41210474e-01 -1.36181687e-01 -6.83271648e-02 -2.81064683e-01
-3.46229303e-01 -2.88832649e-01 1.64743433e-01 1.47745904e-01
1.37259149e-02 1.25769953e-01 -2.72968315e-01 -8.54959988e-01
3.06494701e-02]
[ -1.37831883e-01 -2.53081545e-01 -3.01243229e-01 -7.67474585e-01
-3.02547282e-01 -2.07684350e-01 -1.97360367e-01 8.82786034e-03
2.06435708e-02 -4.61227816e-01 -6.20197952e-01 -6.25431839e-01
-1.01818441e+00]
[ -1.23794245e-01 1.33921025e-01 1.38853936e-02 1.27519192e-01
-2.02344157e-01 -1.75668735e-01 -1.58910354e-01 7.59949630e-03
-1.41972145e-01 -1.54697744e-01 -1.18266697e-01 -3.68680183e-01
8.02228127e-03]
[ -3.62095058e-01 -1.19198625e-01 -2.72768995e-01 2.74659859e-01
-2.00950142e-01 -2.32124497e-01 -1.07046128e-01 -9.90784404e-02
2.09004921e-02 3.29975917e-02 8.42387511e-02 -3.69745733e-01
1.73364722e-01]
[ -1.33620280e-01 -4.37971866e-02 -2.55839991e-01 1.56522017e-01
-2.24386053e-01 -2.80011898e-01 -3.79133762e-01 -3.27091597e-02
7.62322950e-03 -1.23978638e-01 -2.01760254e-01 -2.89890679e-01
5.67108475e-02]
[ -2.45355177e-01 -5.29043233e-01 -3.41335741e-01 -1.06067535e-01
-3.17354437e-01 -2.33166827e-01 -1.13642644e-01 -2.61325671e-01
2.66543801e-02 -2.64486063e-01 -6.95567777e-02 -2.91309051e-01
-1.02949963e-02]
[ -2.20713523e-01 -2.96136642e-01 -3.20565973e-01 -8.66227501e-02
-8.91857069e-02 -1.50668475e-01 -7.95852914e-02 2.27306195e-02
-1.97358652e-01 -5.01036259e-01 -2.31188343e-01 -2.27914772e-01
-1.82144112e-02]
[ -9.50701021e-02 -1.89468795e-02 -2.40057531e-01 -8.28917163e-01
-2.73181282e-01 -2.58288089e-01 5.53506138e-02 -4.43659622e-01
1.32023136e-01 -1.44026175e-01 -6.20385546e-01 -4.02936556e-01
-9.13515307e-01]]
Progress: 26.8% ... Training loss: 0.211 ... Validation loss: 0.368[[-0.23151012]
[ 0.2335143 ]
[-0.12422146]
[ 1.13695025]
[ 0.25356307]
[-0.05166253]
[-0.87316057]
[-0.84102855]
[-0.60466932]
[-0.89454375]
[ 1.24962507]
[ 2.99159048]
[-2.1390796 ]]
[[ -5.21328269e-01 -4.93250885e-01 -5.88978555e-01 -3.68525390e-02
-2.93318231e-01 -5.93823201e-01 -1.56651074e-02 -2.34003651e-01
-3.34693906e-01 -2.92911426e-01 2.47886756e-01 9.68386528e-01
2.99076913e-01]
[ 7.86586968e-03 -1.38016545e-01 4.89433400e-02 -8.23472033e-02
-4.19214930e-02 5.83393300e-02 -1.16484948e-01 1.96288110e-01
-1.45040148e-01 -1.87579077e-01 -1.03527481e-01 -1.36859065e-01
7.63668770e-03]
[ -2.64981454e-01 1.38306782e-01 -3.16244698e-02 1.22416710e-01
8.10193408e-02 -1.31505057e-01 -5.69466077e-02 -1.82089361e-01
2.63567919e-01 -4.11967932e-01 1.63075606e-01 6.54376973e-01
8.09914817e-01]
[ 2.37390139e-01 -2.42096468e-01 -2.77183023e-01 7.34703292e-02
-2.78325415e-01 1.02161720e-02 3.59193721e-01 -5.14224572e-01
2.65711741e-01 -2.00127240e-01 -1.43889918e-01 -3.44829700e-01
-2.30362449e-01]
[ 1.36990962e-01 -3.81987016e-03 1.17386072e-01 -1.44508856e-01
-3.44612777e-02 7.41991390e-02 -1.55286072e-01 -1.41147528e-01
9.08473414e-02 2.57575129e-01 -1.37628293e-02 -1.08069177e-01
-9.46004457e-02]
[ -4.82563647e-01 -6.12304886e-01 -6.02079512e-01 -6.16860788e-01
-5.91993625e-01 -5.64633805e-01 -3.38391935e-01 -1.54519874e-01
-4.54686102e-01 -2.34870061e-01 -5.75823919e-01 -8.57007451e-01
-6.55544367e-01]
[ -4.11907975e-01 -5.96197757e-01 -3.23530995e-01 -4.28247657e-01
-4.20609338e-01 -5.62959857e-01 -4.05653828e-01 -4.76589247e-01
-2.92227852e-01 -9.61082171e-02 -4.84314704e-01 -4.90456329e-01
-4.98929992e-01]
[ -3.44411666e-01 -3.40906905e-01 -4.86451059e-01 -1.37580254e-01
-3.14715259e-01 -4.25204703e-01 -3.06678266e-01 -2.82151106e-01
-3.02629150e-01 -5.70880092e-01 -2.69308229e-01 -7.55187931e-01
-5.73774837e-01]
[ -4.65916043e-01 -3.46650709e-01 -3.82611189e-01 -2.16394574e-01
-3.37606982e-01 -2.17003420e-01 -3.73647202e-02 -4.39183488e-01
-2.50571269e-01 -4.51107880e-01 -1.83660921e-01 -2.93259224e-01
-2.05047184e-01]
[ -9.54135434e-01 -9.53004338e-01 -9.86289835e-01 -7.40208986e-01
-1.04129273e+00 -9.88722664e-01 -5.50189816e-01 -5.86814490e-01
-7.32384721e-01 -5.67184454e-01 -7.67332820e-01 -6.56472395e-01
-8.63857990e-01]
[ -5.12391591e-01 -2.68358921e-01 -4.72348141e-01 -3.60231466e-01
-3.47221786e-01 -3.63504332e-01 -6.02762428e-01 -6.10646788e-01
-6.59234015e-01 -9.57816066e-02 -5.35582363e-01 -8.03261415e-01
-5.80983578e-01]
[ -1.16997153e-01 2.35386091e-02 -3.42268674e-01 -4.52887796e-01
-1.05648837e-01 -7.42037338e-02 -1.92662739e-01 -3.97371001e-01
-1.67640756e-01 6.90531628e-02 -4.89719984e-01 -1.09644117e+00
-6.06938507e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57123998e-01 -1.20536079e-01 1.63525360e-01 -2.87065928e-01
-1.31559176e-01 1.13202390e-01 -1.25385455e-01 8.00036671e-03
-8.25537552e-02 6.51925008e-02 -1.96330746e-01 -4.05449697e-01
-4.42110280e-02]
[ -9.05505619e-02 -2.63827246e-01 -1.81535725e-01 -2.80397263e-01
-4.76547080e-01 -8.68462423e-02 -7.09207279e-02 -7.77258944e-03
-7.42152276e-02 -3.57092265e-03 -2.21546019e-01 -3.83637331e-01
-2.91340116e-01]
[ -6.58962320e-02 -2.69121271e-02 -2.28830337e-01 -2.76076560e-01
1.15847678e-01 -1.61438666e-01 -1.66573498e-01 1.25217691e-01
-1.00794062e-03 1.18607818e-01 -2.18436269e-01 -3.84762990e-02
-6.24962342e-02]
[ 3.96691239e-02 -1.70230801e-01 -1.47730875e-01 -1.03268854e-01
-1.28109695e-01 -1.06300487e-01 1.18571955e-01 -1.41862430e-01
-8.42142531e-03 3.80407641e-02 -4.62478412e-02 -1.51105730e-01
1.33289004e-02]
[ -2.90408611e-01 -1.42084461e-01 -7.75095830e-02 -1.17190409e-01
-3.02208358e-01 -2.75476025e-01 -3.70059817e-01 1.88743962e-02
-3.21696198e-01 -2.16144680e-01 1.54922021e-01 -1.36273575e-01
1.89844513e-01]
[ -2.29562832e-01 -1.19601159e-01 -9.43184666e-02 -1.99219341e-02
-7.96452169e-02 -1.19976822e-01 -9.02598599e-02 -3.91730417e-03
-1.49222902e-01 -8.78034825e-02 3.45610989e-02 -1.45945248e-01
-1.49458174e-01]
[ -1.73034388e-01 -7.05983320e-02 -2.29407962e-01 -2.75973274e-01
-1.57846780e-01 -2.04996849e-01 -3.38410333e-01 -1.07783969e-01
1.31540145e-01 -2.28359281e-01 -3.71316212e-01 -3.49910389e-01
-3.20530240e-01]
[ -3.71444612e-01 -6.09862386e-02 -1.51384527e-01 -1.25124658e-01
-4.72594097e-02 -3.13462845e-01 2.85488888e-02 -9.08062629e-02
-1.24078871e-01 5.71560914e-02 1.84402817e-02 -3.18792341e-01
-3.38084807e-01]
[ -1.64316318e-01 -1.42640263e-01 -5.26090312e-02 -1.59074159e-01
-1.27201610e-01 -2.95555747e-01 1.65983871e-02 -1.45182691e-01
-2.11611425e-01 3.78228147e-02 2.19779610e-01 -2.50005806e-02
-1.63213174e-01]
[ -1.28513403e-01 -1.74583701e-01 -1.12972676e-01 -3.00072329e-01
8.95083587e-02 -1.71044219e-02 -1.62050529e-01 -1.60018214e-01
1.23445257e-01 -8.67461397e-02 -1.40511523e-01 -9.51731624e-02
-3.07426329e-01]
[ -4.38619356e-02 -3.31313036e-02 -1.50576151e-01 -7.07310090e-02
-2.27798512e-01 6.22969379e-02 -7.10487160e-02 -5.22924274e-02
-2.32034558e-01 -9.82709892e-02 -1.01936839e-01 -3.56767484e-01
-2.12322881e-01]
[ -6.96283227e-02 2.35006326e-02 -1.28870745e-01 -3.25599560e-01
1.20185049e-01 2.03913814e-02 -2.02619476e-01 -1.45879438e-01
1.26742601e-01 -5.50858738e-02 -2.94096652e-01 -2.84291005e-01
-3.14716346e-01]
[ 7.63208104e-02 -3.07122472e-01 -8.54610848e-02 -4.56246565e-01
-2.21112320e-01 -8.99707663e-02 5.84492267e-02 8.92764895e-02
-1.87363500e-02 2.91308176e-01 -5.35533051e-01 -8.26950618e-01
4.40702932e-01]
[ -2.24808549e-01 -2.43104838e-01 -1.32572370e-01 -3.13751996e-01
-2.99806847e-01 -9.39934835e-02 2.02073718e-01 3.77607317e-02
2.84002136e-01 3.33537642e-02 -4.21048349e-01 -1.03907309e+00
6.49851789e-01]
[ -1.68392260e-02 -1.84787783e-01 2.03394269e-02 -3.17344368e-01
-1.69689903e-01 1.64880538e-01 1.99870216e-01 2.53836441e-01
-3.27092576e-02 2.29854879e-01 -2.40594955e-01 -1.12028131e+00
7.48905878e-01]
[ -1.29934793e-03 -4.36332643e-02 -1.25871803e-01 -1.41075722e-01
-1.78956264e-01 -4.76447273e-02 3.07368590e-01 1.67572625e-01
2.56336077e-01 3.68147536e-01 -5.05954269e-01 -1.06257515e+00
7.94614331e-01]
[ -8.40473433e-02 -2.79128990e-01 5.84765295e-02 -3.68403673e-01
-1.49392061e-01 1.16482200e-01 3.80532686e-01 1.43416991e-01
-6.28478791e-02 1.67366142e-01 -5.76362198e-01 -1.04628298e+00
8.87770188e-01]
[ 1.21059456e-01 -8.97327759e-02 1.57450830e-02 -1.86052280e-01
-8.34375860e-02 -1.85651929e-02 2.78079666e-01 3.84840455e-01
4.28106940e-01 2.73554855e-01 -5.76142460e-01 -9.84818603e-01
6.08726101e-01]
[ -2.88596908e-03 -1.38251574e-01 2.22661878e-02 1.92094126e-02
-9.21023557e-02 -2.83508893e-01 7.86522549e-02 3.55894100e-01
4.33599133e-03 1.23806048e-01 -2.67960786e-01 -8.11887305e-01
2.52709281e-01]
[ 9.03380361e-02 9.83862869e-02 7.00608760e-03 1.57119073e-01
-9.60648014e-02 -5.81755994e-02 -1.51066334e-01 -1.24834284e-01
-2.40546194e-01 -1.18842727e-01 -1.18470679e-01 2.01474317e-01
-3.43352721e-01]
[ 4.46594926e-02 -1.08456044e-01 1.46829433e-01 3.78286882e-01
2.45223456e-01 8.79694430e-03 -3.91803133e-01 -3.47416847e-01
-4.73154506e-02 -5.49416731e-01 2.64258963e-01 1.01722356e+00
-7.19850269e-01]
[ 2.91283239e-02 7.80701145e-02 -2.13720558e-01 8.36299266e-02
3.33707713e-02 -2.41888851e-03 -1.83074427e-01 -3.44456517e-01
-2.83302697e-01 -2.33122639e-01 -3.39531935e-02 -1.09826873e-01
-1.93583345e-01]
[ -6.29566968e-02 -2.08384869e-01 5.95832975e-02 4.84668987e-02
-1.30727922e-01 -1.35765959e-01 -7.63404317e-03 -4.03600215e-02
4.90466214e-02 -3.92748244e-01 -3.41882480e-01 -2.55579903e-01
6.78193640e-02]
[ 1.26395010e-03 -2.65275599e-01 5.15110599e-02 -3.02324046e-01
-1.88454972e-01 -2.33713370e-01 -3.09805809e-01 -1.32587173e-02
-4.73018793e-02 3.87256816e-02 -1.96747286e-01 2.36890051e-01
1.56868360e-02]
[ 1.64857293e-01 5.44828089e-02 -1.07691762e-01 -3.09056859e-01
-5.85754254e-02 -1.03161429e-01 -2.16222089e-01 -2.55838573e-02
-2.06091590e-01 -2.61604103e-01 -2.26192033e-01 3.97378607e-01
-2.15623722e-02]
[ -1.79317530e-01 -1.78710009e-01 -1.16336881e-01 -2.91930074e-01
-4.98008630e-02 2.49761493e-02 -2.12900508e-01 -2.66836412e-01
-1.50024062e-01 -7.61317368e-02 -2.48317361e-01 2.78322504e-01
-1.14088185e-01]
[ -4.48479911e-02 -2.02130841e-01 -1.67121172e-01 -2.82710036e-01
-4.39125714e-02 4.12506519e-02 -9.35613670e-02 -1.08621870e-01
-2.53511068e-01 -3.42186702e-01 -5.46779492e-02 1.60330659e-01
-1.59337457e-02]
[ 1.04835767e-01 8.49302258e-02 -1.55318063e-02 -2.38674462e-01
-3.21853910e-01 5.88216327e-03 -1.96710439e-01 -3.23140977e-01
-3.28284886e-01 -2.53126305e-02 -1.38357885e-01 1.75431524e-01
-5.60205940e-03]
[ -6.18439662e-02 -1.06436210e-02 -2.84686828e-01 -3.96358958e-02
6.93438262e-02 1.55187276e-01 -2.45273396e-01 -1.86627946e-01
-5.36957817e-02 -5.75773870e-02 1.75570956e-01 6.66948504e-01
-1.03553808e-01]
[ 1.29599216e-01 3.37647012e-01 -1.97684559e-01 7.46642930e-01
1.16730209e-01 1.79268318e-03 -2.33407007e-01 -3.94768611e-01
-2.37790855e-01 -3.32418214e-01 7.53855959e-01 9.23782655e-01
-1.21997492e+00]
[ -1.26567587e-02 1.74218950e-01 5.32936798e-02 3.35920292e-01
-8.81322469e-04 -6.61867361e-02 -2.92387287e-01 -3.48362324e-01
-2.87116923e-01 -2.30508292e-01 5.61871553e-01 9.29825356e-01
-1.15235493e+00]
[ -3.49883150e-02 -1.37062973e-01 -1.50068211e-01 3.16600205e-01
-1.80313069e-01 2.36516727e-01 -5.54871389e-02 -1.90984704e-01
-2.33936207e-01 -3.82936988e-01 2.06716269e-01 5.36770084e-01
-5.74825612e-01]
[ 8.10147793e-02 -3.81999842e-01 -5.14875049e-02 1.32751659e-02
-1.14613957e-01 1.99576791e-01 6.99670382e-02 1.64319195e-01
-1.87494377e-01 -2.00430215e-02 -4.86571106e-02 3.49249644e-01
-3.31695668e-01]
[ 2.07719293e-01 -2.94190531e-01 -1.19618673e-01 -7.39093216e-02
-2.14278578e-01 1.22413456e-01 2.70704400e-02 -1.34766415e-01
-6.37660427e-02 -6.58681728e-02 -1.48018731e-01 -1.66774360e-01
-1.92289647e-01]
[ -1.34623837e-01 -7.89218342e-02 3.76329981e-02 -2.43113721e-01
-5.73573845e-02 -1.41401263e-01 3.80649655e-02 -1.33323309e-02
-9.91542921e-02 7.40307900e-03 -3.16370492e-01 -4.33326509e-01
-1.12315860e-01]
[ -1.41280408e-01 -1.36113608e-01 -6.83490121e-02 -2.80640246e-01
-3.46156164e-01 -2.88844474e-01 1.64353909e-01 1.47479828e-01
1.34770900e-02 1.25490829e-01 -2.72596617e-01 -8.54427765e-01
2.98895939e-02]
[ -1.36962096e-01 -2.54224130e-01 -3.00863433e-01 -7.75065075e-01
-3.03828460e-01 -2.07558838e-01 -1.92236632e-01 1.26582957e-02
2.43323713e-02 -4.58774156e-01 -6.29299823e-01 -6.49148193e-01
-1.01214620e+00]
[ -1.24006458e-01 1.34188777e-01 1.38861357e-02 1.29635028e-01
-2.02146193e-01 -1.75713456e-01 -1.60630213e-01 7.24595413e-03
-1.42757025e-01 -1.54743009e-01 -1.16516630e-01 -3.67621406e-01
4.58296126e-03]
[ -3.62222615e-01 -1.18781535e-01 -2.72832639e-01 2.78850285e-01
-2.00408288e-01 -2.32157830e-01 -1.08685764e-01 -1.00681928e-01
1.93298995e-02 3.26350269e-02 8.82076143e-02 -3.62283432e-01
1.67835299e-01]
[ -1.33270729e-01 -4.41550743e-02 -2.55699225e-01 1.56415394e-01
-2.24660858e-01 -2.79933335e-01 -3.78844908e-01 -3.21808744e-02
8.21219884e-03 -1.22139971e-01 -2.02599835e-01 -2.89136071e-01
5.65112356e-02]
[ -2.45515764e-01 -5.29009431e-01 -3.41388673e-01 -1.05836293e-01
-3.17320948e-01 -2.33194136e-01 -1.13799443e-01 -2.61586692e-01
2.64567116e-02 -2.64932353e-01 -6.95286186e-02 -2.92326292e-01
-8.67381626e-03]
[ -2.20035178e-01 -2.97015546e-01 -3.20228026e-01 -9.21055210e-02
-9.03551436e-02 -1.50500433e-01 -7.68404648e-02 2.46501971e-02
-1.94945441e-01 -4.99526857e-01 -2.36843004e-01 -2.40298866e-01
-1.29279809e-02]
[ -9.52318095e-02 -1.87075418e-02 -2.40222413e-01 -8.30464571e-01
-2.72759940e-01 -2.58335756e-01 5.43471531e-02 -4.46893744e-01
1.31287761e-01 -1.46840666e-01 -6.20703153e-01 -3.96395553e-01
-9.17881682e-01]]
Progress: 26.8% ... Training loss: 0.214 ... Validation loss: 0.377[[-0.23069532]
[ 0.2377317 ]
[-0.11798216]
[ 1.14241091]
[ 0.26077476]
[-0.04842879]
[-0.87385589]
[-0.83015805]
[-0.60153267]
[-0.8854358 ]
[ 1.26211526]
[ 3.01808747]
[-2.12947106]]
[[ -5.21738103e-01 -4.92199341e-01 -5.89553151e-01 -3.27442844e-02
-2.91799372e-01 -5.94022210e-01 -1.72467787e-02 -2.39144430e-01
-3.36557979e-01 -2.97906261e-01 2.57621927e-01 9.90928709e-01
2.85638791e-01]
[ 7.69904165e-03 -1.37678196e-01 4.87924335e-02 -8.09026923e-02
-4.15797155e-02 5.82852173e-02 -1.17221611e-01 1.95176038e-01
-1.45668331e-01 -1.88346972e-01 -1.01881957e-01 -1.32461553e-01
3.94697219e-03]
[ -2.65450530e-01 1.39124838e-01 -3.19308497e-02 1.28169476e-01
8.20145785e-02 -1.31546917e-01 -5.96645311e-02 -1.82782854e-01
2.60239317e-01 -4.13331389e-01 1.71582403e-01 6.71883508e-01
7.92387470e-01]
[ 2.39301473e-01 -2.43917622e-01 -2.76250178e-01 6.16392853e-02
-2.80461938e-01 1.06063924e-02 3.69745632e-01 -5.04202856e-01
2.71993860e-01 -1.88823630e-01 -1.58705519e-01 -3.82617343e-01
-2.11926866e-01]
[ 1.35716134e-01 -1.84592161e-03 1.16620632e-01 -1.34107412e-01
-3.25711971e-02 7.39194606e-02 -1.64719091e-01 -1.49621706e-01
8.44641297e-02 2.49492226e-01 4.69925712e-04 -6.96953919e-02
-1.16136018e-01]
[ -4.82791257e-01 -6.12075591e-01 -6.02338971e-01 -6.16225179e-01
-5.91581718e-01 -5.64728739e-01 -3.40067330e-01 -1.58093587e-01
-4.55233882e-01 -2.38139739e-01 -5.73703255e-01 -8.51295512e-01
-6.57823035e-01]
[ -4.12102564e-01 -5.95413412e-01 -3.23879454e-01 -4.23954017e-01
-4.19612037e-01 -5.63043542e-01 -4.06588341e-01 -4.79456711e-01
-2.93525089e-01 -9.83533838e-02 -4.76382666e-01 -4.73896217e-01
-5.10636404e-01]
[ -3.44687152e-01 -3.40720259e-01 -4.86575237e-01 -1.36198380e-01
-3.14465577e-01 -4.25259365e-01 -3.07877034e-01 -2.82224382e-01
-3.03674966e-01 -5.71550778e-01 -2.67851425e-01 -7.53779017e-01
-5.76078060e-01]
[ -4.65580835e-01 -3.46957798e-01 -3.82514729e-01 -2.19014106e-01
-3.37837439e-01 -2.16930927e-01 -3.51132656e-02 -4.38595060e-01
-2.49443427e-01 -4.49864950e-01 -1.86500946e-01 -2.98172300e-01
-2.04031229e-01]
[ -9.54479330e-01 -9.52267992e-01 -9.86753213e-01 -7.36850551e-01
-1.04031489e+00 -9.88832616e-01 -5.50574943e-01 -5.90757838e-01
-7.33472224e-01 -5.70189919e-01 -7.59895001e-01 -6.40879862e-01
-8.71957815e-01]
[ -5.12580209e-01 -2.68041603e-01 -4.72550459e-01 -3.59318422e-01
-3.46661039e-01 -3.63576258e-01 -6.04422397e-01 -6.12738851e-01
-6.60200734e-01 -9.80856481e-02 -5.33939697e-01 -7.98475044e-01
-5.86850440e-01]
[ -1.16827116e-01 2.33781421e-02 -3.42238613e-01 -4.53467684e-01
-1.05758993e-01 -7.41826419e-02 -1.92174864e-01 -3.97261615e-01
-1.67349525e-01 6.94200670e-02 -4.90130988e-01 -1.09805218e+00
-6.08244169e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57599914e-01 -1.20111547e-01 1.63224259e-01 -2.85408366e-01
-1.30994510e-01 1.13063571e-01 -1.28221987e-01 3.83257715e-03
-8.38105760e-02 6.11804139e-02 -1.93552740e-01 -3.98383007e-01
-4.84599804e-02]
[ -9.04302548e-02 -2.63945804e-01 -1.81511876e-01 -2.81559059e-01
-4.76638214e-01 -8.68274008e-02 -7.00707449e-02 -6.96741555e-03
-7.38436238e-02 -2.77699548e-03 -2.22716372e-01 -3.86694554e-01
-2.89754948e-01]
[ -6.56779586e-02 -2.68019378e-02 -2.28867565e-01 -2.74826357e-01
1.16050964e-01 -1.61422667e-01 -1.66194207e-01 1.23980331e-01
-6.99200217e-04 1.18649476e-01 -2.15901970e-01 -3.53790109e-02
-6.44066925e-02]
[ 3.90409434e-02 -1.69588017e-01 -1.48049141e-01 -1.00408304e-01
-1.27366046e-01 -1.06426500e-01 1.15422020e-01 -1.43742640e-01
-1.07894756e-02 3.45343866e-02 -4.18110602e-02 -1.37556263e-01
5.92587370e-03]
[ -2.90698659e-01 -1.41743229e-01 -7.77007274e-02 -1.14989439e-01
-3.01825383e-01 -2.75524669e-01 -3.71746998e-01 1.69380508e-02
-3.22983976e-01 -2.17386383e-01 1.57915144e-01 -1.26183115e-01
1.84526552e-01]
[ -2.29126694e-01 -1.19859609e-01 -9.41420410e-02 -2.15950879e-02
-7.99230674e-02 -1.19911958e-01 -8.69371339e-02 -2.06061413e-03
-1.47182513e-01 -8.58507313e-02 3.30096173e-02 -1.54798721e-01
-1.45660584e-01]
[ -1.73122884e-01 -7.05121192e-02 -2.29450382e-01 -2.75419925e-01
-1.57739456e-01 -2.05014853e-01 -3.38978467e-01 -1.08213384e-01
1.31162431e-01 -2.28810788e-01 -3.70682606e-01 -3.49168344e-01
-3.21989483e-01]
[ -3.71476793e-01 -6.10006565e-02 -1.51412983e-01 -1.24910894e-01
-4.72310600e-02 -3.13478590e-01 2.88687645e-02 -8.99886498e-02
-1.24120265e-01 5.69865970e-02 1.87865124e-02 -3.18948248e-01
-3.38235950e-01]
[ -1.64357691e-01 -1.42584708e-01 -5.26332255e-02 -1.59355235e-01
-1.27162134e-01 -2.95551948e-01 1.66405903e-02 -1.45361047e-01
-2.11816391e-01 3.80697995e-02 2.19396354e-01 -2.60340382e-02
-1.62433893e-01]
[ -1.28659042e-01 -1.74353424e-01 -1.13113606e-01 -2.99516004e-01
8.98035797e-02 -1.71584875e-02 -1.62369848e-01 -1.61286991e-01
1.23111289e-01 -8.73531519e-02 -1.39734229e-01 -9.22709468e-02
-3.09778845e-01]
[ -4.35080012e-02 -3.35539700e-02 -1.50390406e-01 -7.26217029e-02
-2.28184467e-01 6.23921664e-02 -6.96839427e-02 -5.10948919e-02
-2.31189509e-01 -9.70405077e-02 -1.04161676e-01 -3.61658938e-01
-2.11388800e-01]
[ -6.94176202e-02 2.33171402e-02 -1.28808660e-01 -3.26193970e-01
1.20003472e-01 2.04331543e-02 -2.01894447e-01 -1.45384223e-01
1.27284518e-01 -5.43060974e-02 -2.94596583e-01 -2.84979767e-01
-3.14241513e-01]
[ 7.63137616e-02 -3.07102362e-01 -8.54672733e-02 -4.56254026e-01
-2.21096664e-01 -8.99715838e-02 5.83940054e-02 8.93247661e-02
-1.87612177e-02 2.91349126e-01 -5.35540873e-01 -8.26788043e-01
4.40598530e-01]
[ -2.24734215e-01 -2.43196487e-01 -1.32530272e-01 -3.14847966e-01
-2.99910608e-01 -9.39761821e-02 2.03025130e-01 3.85938447e-02
2.84522188e-01 3.42664350e-02 -4.22366167e-01 -1.04132040e+00
6.52473303e-01]
[ -1.68178767e-02 -1.84799373e-01 2.03470350e-02 -3.17481972e-01
-1.69711311e-01 1.64885548e-01 1.99988816e-01 2.53902753e-01
-3.26418178e-02 2.29947894e-01 -2.40727933e-01 -1.12042818e+00
7.49243645e-01]
[ -1.25343804e-03 -4.36885696e-02 -1.25857212e-01 -1.41615017e-01
-1.79000409e-01 -4.76376846e-02 3.07866361e-01 1.67842404e-01
2.56610270e-01 3.68394901e-01 -5.06360640e-01 -1.06318565e+00
7.95768119e-01]
[ -8.42579389e-02 -2.78991023e-01 5.83774015e-02 -3.67725992e-01
-1.49221285e-01 1.16430048e-01 3.79531549e-01 1.42505745e-01
-6.33582940e-02 1.66246205e-01 -5.75734358e-01 -1.04628953e+00
8.85928513e-01]
[ 1.21114594e-01 -8.97528868e-02 1.57564106e-02 -1.86127342e-01
-8.34621775e-02 -1.85605937e-02 2.78464867e-01 3.84972472e-01
4.28348022e-01 2.73916508e-01 -5.76237171e-01 -9.85278532e-01
6.08964920e-01]
[ -2.68335064e-03 -1.38352624e-01 2.23379026e-02 1.82754886e-02
-9.22685440e-02 -2.83486816e-01 8.05271249e-02 3.57060661e-01
5.19533436e-03 1.25225143e-01 -2.69145234e-01 -8.15460175e-01
2.54249864e-01]
[ 9.09408459e-02 9.79979426e-02 7.17205291e-03 1.54717847e-01
-9.64990106e-02 -5.80826073e-02 -1.48021385e-01 -1.23405442e-01
-2.38682302e-01 -1.16720349e-01 -1.20693886e-01 1.92878533e-01
-3.41268124e-01]
[ 4.45633654e-02 -1.08369247e-01 1.46777072e-01 3.79610245e-01
2.45357137e-01 8.78065099e-03 -3.92365071e-01 -3.48010634e-01
-4.77183002e-02 -5.49645123e-01 2.65403184e-01 1.02059017e+00
-7.21311740e-01]
[ 2.91940357e-02 7.79513629e-02 -2.13676996e-01 8.30313060e-02
3.32440665e-02 -2.40418202e-03 -1.82725455e-01 -3.43875288e-01
-2.83025433e-01 -2.32675790e-01 -3.46737211e-02 -1.11500479e-01
-1.92419573e-01]
[ -6.30781946e-02 -2.08317288e-01 5.95341628e-02 4.88647087e-02
-1.30656552e-01 -1.35783919e-01 -8.40019282e-03 -4.07939750e-02
4.85284426e-02 -3.92969168e-01 -3.41405896e-01 -2.55057192e-01
6.74357897e-02]
[ 1.36343206e-03 -2.65449934e-01 5.15721378e-02 -3.03638816e-01
-1.88627067e-01 -2.33695646e-01 -3.09130382e-01 -1.24045056e-02
-4.66303121e-02 3.92007401e-02 -1.98030363e-01 2.32827345e-01
1.86801982e-02]
[ 1.64573384e-01 5.48949993e-02 -1.07883615e-01 -3.07361524e-01
-5.81486020e-02 -1.03229823e-01 -2.17679680e-01 -2.73925093e-02
-2.07356717e-01 -2.62636776e-01 -2.23636980e-01 4.06992123e-01
-2.74626481e-02]
[ -1.79851495e-01 -1.78281375e-01 -1.16606231e-01 -2.90238095e-01
-4.91728284e-02 2.48481938e-02 -2.15547957e-01 -2.69653776e-01
-1.51430384e-01 -7.98699071e-02 -2.45699558e-01 2.87228465e-01
-1.16787075e-01]
[ -4.50638100e-02 -2.01797735e-01 -1.67332803e-01 -2.82059997e-01
-4.34490796e-02 4.11831249e-02 -9.56248803e-02 -1.11196279e-01
-2.54741778e-01 -3.44261833e-01 -5.18446151e-02 1.71176351e-01
-2.04625684e-02]
[ 1.04815292e-01 8.49615352e-02 -1.55459643e-02 -2.38543172e-01
-3.21820455e-01 5.87647008e-03 -1.96816559e-01 -3.23285501e-01
-3.28354362e-01 -2.54424791e-02 -1.38161933e-01 1.75974790e-01
-5.96647597e-03]
[ -6.18624900e-02 -1.05294498e-02 -2.84689936e-01 -3.89825691e-02
6.94469310e-02 1.55179798e-01 -2.45453821e-01 -1.86513417e-01
-5.39106225e-02 -5.75711124e-02 1.76188591e-01 6.67442343e-01
-1.04606615e-01]
[ 1.29617573e-01 3.37530097e-01 -1.97678901e-01 7.47066456e-01
1.16660835e-01 1.80336138e-03 -2.33313239e-01 -3.94769213e-01
-2.37618990e-01 -3.32938971e-01 7.54056688e-01 9.23667855e-01
-1.22115659e+00]
[ -1.26081513e-02 1.74512145e-01 5.31510580e-02 3.39345793e-01
-3.64428108e-04 -6.61722120e-02 -2.93383516e-01 -3.50650494e-01
-2.88082142e-01 -2.32035761e-01 5.66966297e-01 9.39336882e-01
-1.15976541e+00]
[ -3.49221846e-02 -1.37132183e-01 -1.50057959e-01 3.16638117e-01
-1.80340094e-01 2.36531362e-01 -5.50666638e-02 -1.91187507e-01
-2.33642852e-01 -3.83034437e-01 2.06857046e-01 5.35823547e-01
-5.75702886e-01]
[ 8.11936485e-02 -3.82170208e-01 -5.13978486e-02 1.17090088e-02
-1.14828734e-01 1.99616878e-01 7.13310814e-02 1.65465839e-01
-1.86737305e-01 -1.92125086e-02 -5.04640856e-02 3.44036271e-01
-3.28903073e-01]
[ 2.07674909e-01 -2.94170138e-01 -1.19632639e-01 -7.38176549e-02
-2.14256389e-01 1.22405692e-01 2.68484653e-02 -1.34966345e-01
-6.38638149e-02 -6.61098351e-02 -1.47902544e-01 -1.66435631e-01
-1.92359931e-01]
[ -1.34839821e-01 -7.87153941e-02 3.75549868e-02 -2.41990419e-01
-5.71565829e-02 -1.41439758e-01 3.70652328e-02 -1.36143030e-02
-1.00029283e-01 6.78256910e-03 -3.15386099e-01 -4.31413840e-01
-1.14615527e-01]
[ -1.41353875e-01 -1.36054676e-01 -6.83766488e-02 -2.80601295e-01
-3.46109730e-01 -2.88856110e-01 1.64078680e-01 1.47169703e-01
1.32977432e-02 1.25145332e-01 -2.72354458e-01 -8.54226121e-01
2.98661589e-02]
[ -1.37143367e-01 -2.54155453e-01 -3.01084119e-01 -7.76468837e-01
-3.03504156e-01 -2.07633390e-01 -1.93098347e-01 9.77765200e-03
2.35438097e-02 -4.61588067e-01 -6.28420982e-01 -6.42172150e-01
-1.01749799e+00]
[ -1.24181739e-01 1.34648678e-01 1.36494413e-02 1.31276170e-01
-2.01721959e-01 -1.75773287e-01 -1.60733962e-01 5.68189269e-03
-1.43266070e-01 -1.55794193e-01 -1.14232056e-01 -3.61513968e-01
1.35899468e-03]
[ -3.62546732e-01 -1.18311119e-01 -2.73030088e-01 2.82013537e-01
-1.99860007e-01 -2.32236128e-01 -1.10254668e-01 -1.03104810e-01
1.84654495e-02 3.01191464e-02 9.19433242e-02 -3.54967397e-01
1.64652827e-01]
[ -1.32827534e-01 -4.47063760e-02 -2.55502275e-01 1.52644106e-01
-2.25213495e-01 -2.79851994e-01 -3.76433477e-01 -2.93302661e-02
1.00020235e-02 -1.19628603e-01 -2.06538967e-01 -3.00656108e-01
6.38563653e-02]
[ -2.45528485e-01 -5.28956295e-01 -3.41375754e-01 -1.04610405e-01
-3.17290758e-01 -2.33188086e-01 -1.14519325e-01 -2.61515029e-01
2.59319734e-02 -2.64617983e-01 -6.82973448e-02 -2.90113100e-01
-9.82466941e-03]
[ -2.20398440e-01 -2.96291198e-01 -3.20520123e-01 -8.71774667e-02
-8.93792133e-02 -1.50594386e-01 -7.93087445e-02 2.12838790e-02
-1.96731264e-01 -5.01881419e-01 -2.30725872e-01 -2.28450249e-01
-2.18323468e-02]
[ -9.49808293e-02 -1.90395208e-02 -2.40120992e-01 -8.32556266e-01
-2.73081811e-01 -2.58277298e-01 5.61010292e-02 -4.45508135e-01
1.32207562e-01 -1.45873467e-01 -6.22342071e-01 -4.00568951e-01
-9.18685711e-01]]
Progress: 26.9% ... Training loss: 0.216 ... Validation loss: 0.373[[-0.22887696]
[ 0.23748205]
[-0.12125853]
[ 1.14020563]
[ 0.26136199]
[-0.04743908]
[-0.87504792]
[-0.84028641]
[-0.59919782]
[-0.8892926 ]
[ 1.25180574]
[ 2.99771949]
[-2.14399275]]
[[ -5.21278924e-01 -4.93512184e-01 -5.89031199e-01 -4.02267116e-02
-2.92675926e-01 -5.93947412e-01 -1.29990363e-02 -2.32749051e-01
-3.33472761e-01 -2.91604895e-01 2.47246306e-01 9.73740877e-01
3.02242803e-01]
[ 7.55247831e-03 -1.37109268e-01 4.86590628e-02 -7.94658828e-02
-4.10699306e-02 5.82815849e-02 -1.17128993e-01 1.93941545e-01
-1.46681099e-01 -1.88420920e-01 -1.00886955e-01 -1.27567548e-01
-2.30376606e-03]
[ -2.66241392e-01 1.38230803e-01 -3.17945286e-02 1.21666379e-01
8.14830964e-02 -1.31692179e-01 -6.01208726e-02 -1.77184643e-01
2.60770423e-01 -4.11569823e-01 1.61678672e-01 6.70743037e-01
8.06580546e-01]
[ 2.37446918e-01 -2.40599563e-01 -2.77535098e-01 8.22375455e-02
-2.77026285e-01 1.01648810e-02 3.59876051e-01 -5.16722586e-01
2.63894301e-01 -2.00309759e-01 -1.33331510e-01 -3.45669206e-01
-2.47826525e-01]
[ 1.35905135e-01 -1.83009841e-03 1.17118202e-01 -1.38553092e-01
-3.34758346e-02 7.40103975e-02 -1.63507567e-01 -1.44695023e-01
8.59500132e-02 2.53291484e-01 -6.62932436e-03 -9.70675044e-02
-1.00144330e-01]
[ -4.83480397e-01 -6.11663461e-01 -6.02516158e-01 -6.13970420e-01
-5.91064631e-01 -5.64842570e-01 -3.43259726e-01 -1.60323871e-01
-4.57046004e-01 -2.41495343e-01 -5.71681293e-01 -8.47845905e-01
-6.60369244e-01]
[ -4.10941191e-01 -5.96960866e-01 -3.23212403e-01 -4.32234827e-01
-4.21148626e-01 -5.62840872e-01 -4.00790780e-01 -4.72087716e-01
-2.89313208e-01 -9.05286337e-02 -4.86765984e-01 -5.00254254e-01
-4.95806743e-01]
[ -3.45150080e-01 -3.40385118e-01 -4.86705443e-01 -1.37130811e-01
-3.14070257e-01 -4.25337594e-01 -3.08443138e-01 -2.82110323e-01
-3.04641622e-01 -5.72630491e-01 -2.69784408e-01 -7.47905609e-01
-5.78964233e-01]
[ -4.65703216e-01 -3.46703000e-01 -3.82528243e-01 -2.17857047e-01
-3.37432433e-01 -2.16946189e-01 -3.53683672e-02 -4.37360974e-01
-2.50379453e-01 -4.49592495e-01 -1.85852938e-01 -2.98657693e-01
-2.06866232e-01]
[ -9.52913852e-01 -9.55084251e-01 -9.85693141e-01 -7.51336315e-01
-1.04274543e+00 -9.88492021e-01 -5.40979210e-01 -5.79118691e-01
-7.27104216e-01 -5.59470581e-01 -7.78928934e-01 -6.78275117e-01
-8.45574810e-01]
[ -5.13550455e-01 -2.66745859e-01 -4.72954729e-01 -3.53877279e-01
-3.45395087e-01 -3.63782100e-01 -6.08792436e-01 -6.15516979e-01
-6.63396991e-01 -1.01372183e-01 -5.28934876e-01 -7.87766726e-01
-5.98294930e-01]
[ -1.17535425e-01 2.43532717e-02 -3.42548270e-01 -4.50224486e-01
-1.04813583e-01 -7.43220470e-02 -1.95616597e-01 -3.99635776e-01
-1.70024199e-01 6.56491526e-02 -4.85748207e-01 -1.08888566e+00
-6.16620407e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57585537e-01 -1.20159869e-01 1.63231741e-01 -2.85070202e-01
-1.30936277e-01 1.13061942e-01 -1.28571068e-01 3.70398495e-03
-8.38570385e-02 6.09591018e-02 -1.93218409e-01 -3.95665011e-01
-4.91866739e-02]
[ -9.07151215e-02 -2.63799295e-01 -1.81589121e-01 -2.81260905e-01
-4.76512119e-01 -8.68672577e-02 -7.14359064e-02 -7.93347135e-03
-7.46109302e-02 -4.22988748e-03 -2.22269115e-01 -3.86664127e-01
-2.90388825e-01]
[ -6.57877885e-02 -2.67346021e-02 -2.28854074e-01 -2.73644972e-01
1.16163294e-01 -1.61447210e-01 -1.67022270e-01 1.23486131e-01
-9.86819460e-04 1.18642383e-01 -2.15116835e-01 -3.56045002e-02
-6.51051320e-02]
[ 3.96123444e-02 -1.69945369e-01 -1.47802353e-01 -1.03008267e-01
-1.27936393e-01 -1.06322453e-01 1.17582336e-01 -1.40978256e-01
-9.33840618e-03 3.73038581e-02 -4.54009120e-02 -1.49018381e-01
7.60027826e-03]
[ -2.90918683e-01 -1.41545420e-01 -7.78392254e-02 -1.13516571e-01
-3.01589533e-01 -2.75562363e-01 -3.73214031e-01 1.60012343e-02
-3.24156418e-01 -2.18554593e-01 1.59949384e-01 -1.21097569e-01
1.80840412e-01]
[ -2.28362100e-01 -1.21681410e-01 -9.35885967e-02 -3.16863815e-02
-8.15163212e-02 -1.19764194e-01 -8.10918663e-02 4.06266173e-03
-1.42858226e-01 -8.03675662e-02 2.08125506e-02 -1.75044071e-01
-1.27185756e-01]
[ -1.73427875e-01 -7.01086653e-02 -2.29588410e-01 -2.73759999e-01
-1.57342170e-01 -2.05076756e-01 -3.39554747e-01 -1.09368125e-01
1.30525198e-01 -2.29324821e-01 -3.69918402e-01 -3.46189593e-01
-3.24879665e-01]
[ -3.71727102e-01 -6.04414123e-02 -1.51504068e-01 -1.23887953e-01
-4.66806036e-02 -3.13521101e-01 2.73060936e-02 -9.07092176e-02
-1.25328468e-01 5.53917732e-02 2.09083898e-02 -3.13045098e-01
-3.43385209e-01]
[ -1.64424638e-01 -1.42502329e-01 -5.26327801e-02 -1.59873028e-01
-1.27084220e-01 -2.95588079e-01 1.74109060e-02 -1.43964614e-01
-2.11779238e-01 3.89518462e-02 2.18204587e-01 -2.67881867e-02
-1.59353950e-01]
[ -1.28974018e-01 -1.74011787e-01 -1.13259261e-01 -2.96180821e-01
9.03489338e-02 -1.72359800e-02 -1.64717363e-01 -1.62679114e-01
1.21711469e-01 -8.83612918e-02 -1.36401152e-01 -8.61184277e-02
-3.14187956e-01]
[ -4.32342431e-02 -3.38041930e-02 -1.50237472e-01 -7.50755228e-02
-2.28467576e-01 6.24894695e-02 -6.75838973e-02 -4.88636213e-02
-2.30511808e-01 -9.59202247e-02 -1.07032790e-01 -3.69237118e-01
-2.09442559e-01]
[ -6.96028843e-02 2.34510863e-02 -1.28846589e-01 -3.25641147e-01
1.20127487e-01 2.04011474e-02 -2.02490627e-01 -1.45619633e-01
1.26810472e-01 -5.49326698e-02 -2.94213236e-01 -2.85103285e-01
-3.14660953e-01]
[ 7.62212594e-02 -3.07055464e-01 -8.54899187e-02 -4.56355586e-01
-2.21040405e-01 -8.99894455e-02 5.81714587e-02 8.90996522e-02
-1.88889874e-02 2.91023236e-01 -5.35656769e-01 -8.27677768e-01
4.41157721e-01]
[ -2.24727706e-01 -2.43210150e-01 -1.32514482e-01 -3.15295256e-01
-2.99953721e-01 -9.39718884e-02 2.03464725e-01 3.89346813e-02
2.84894480e-01 3.45488323e-02 -4.23070615e-01 -1.04350198e+00
6.54244797e-01]
[ -1.66614897e-02 -1.84956024e-01 2.04215871e-02 -3.18884399e-01
-1.69871200e-01 1.64913658e-01 2.01285827e-01 2.54884460e-01
-3.20250211e-02 2.31070940e-01 -2.42596552e-01 -1.12265125e+00
7.52695379e-01]
[ -1.25332750e-03 -4.36936734e-02 -1.25857759e-01 -1.42202928e-01
-1.79014300e-01 -4.76418974e-02 3.08298367e-01 1.67992155e-01
2.56804668e-01 3.68529367e-01 -5.06659855e-01 -1.06423650e+00
7.96923116e-01]
[ -8.44743530e-02 -2.78781041e-01 5.82939619e-02 -3.66338733e-01
-1.49004433e-01 1.16384897e-01 3.78531540e-01 1.41881027e-01
-6.40612081e-02 1.65537106e-01 -5.74689191e-01 -1.04558462e+00
8.83011238e-01]
[ 1.21040644e-01 -8.97091391e-02 1.57321066e-02 -1.85809281e-01
-8.34145500e-02 -1.85729101e-02 2.78089678e-01 3.84723520e-01
4.28098140e-01 2.73629079e-01 -5.76032645e-01 -9.85078268e-01
6.08332573e-01]
[ -2.67126310e-03 -1.38379553e-01 2.23599754e-02 1.84499103e-02
-9.23001840e-02 -2.83484947e-01 8.11109139e-02 3.57166502e-01
5.34673068e-03 1.25659174e-01 -2.69813165e-01 -8.18127190e-01
2.54599156e-01]
[ 9.13856636e-02 9.76007075e-02 7.36586575e-03 1.52821857e-01
-9.69022718e-02 -5.80159032e-02 -1.45445694e-01 -1.21578300e-01
-2.37332993e-01 -1.14400471e-01 -1.22516300e-01 1.84158428e-01
-3.40012811e-01]
[ 4.44441609e-02 -1.08178333e-01 1.46697222e-01 3.84652322e-01
2.45933203e-01 8.73129535e-03 -3.95023000e-01 -3.49514530e-01
-4.91180107e-02 -5.50010464e-01 2.71013710e-01 1.03291748e+00
-7.29237664e-01]
[ 2.88021339e-02 7.83055580e-02 -2.13814271e-01 8.48264959e-02
3.35885048e-02 -2.48511157e-03 -1.84102103e-01 -3.44849297e-01
-2.83906625e-01 -2.34360486e-01 -3.30119058e-02 -1.10161917e-01
-1.94447027e-01]
[ -6.30508768e-02 -2.08500654e-01 5.96131482e-02 4.77101591e-02
-1.30836500e-01 -1.35773457e-01 -8.26754427e-03 -4.02554480e-02
4.89461013e-02 -3.92759868e-01 -3.42415705e-01 -2.58891482e-01
7.04209000e-02]
[ 9.46626993e-04 -2.65102857e-01 5.14017673e-02 -3.02400078e-01
-1.88285892e-01 -2.33756185e-01 -3.11024844e-01 -1.35769567e-02
-4.80198099e-02 3.72701702e-02 -1.96265403e-01 2.37766758e-01
1.60156745e-02]
[ 1.64196970e-01 5.56077918e-02 -1.08098612e-01 -3.06445053e-01
-5.74774606e-02 -1.03313764e-01 -2.18851629e-01 -2.89689041e-02
-2.08629168e-01 -2.63858335e-01 -2.22012996e-01 4.17046453e-01
-3.08796568e-02]
[ -1.79944764e-01 -1.78066792e-01 -1.16747460e-01 -2.90099371e-01
-4.89706922e-02 2.48235927e-02 -2.16060751e-01 -2.70951399e-01
-1.51863947e-01 -8.14235268e-02 -2.44626680e-01 2.92343132e-01
-1.18205855e-01]
[ -4.47892140e-02 -2.02424988e-01 -1.67096824e-01 -2.85728913e-01
-4.41313252e-02 4.12620496e-02 -9.38674636e-02 -1.08499054e-01
-2.53255771e-01 -3.42297844e-01 -5.68120317e-02 1.59620995e-01
-1.20044581e-02]
[ 1.05017334e-01 8.43090343e-02 -1.53032390e-02 -2.42365284e-01
-3.22378016e-01 5.92707907e-03 -1.95233709e-01 -3.20752478e-01
-3.27015974e-01 -2.35219588e-02 -1.43095795e-01 1.67250804e-01
2.32924484e-03]
[ -6.20761878e-02 -1.02733242e-02 -2.84762386e-01 -3.81916120e-02
6.96626668e-02 1.55131876e-01 -2.46624075e-01 -1.86640877e-01
-5.45619559e-02 -5.83326715e-02 1.77288175e-01 6.70144897e-01
-1.05662772e-01]
[ 1.29644260e-01 3.37235548e-01 -1.97579587e-01 7.45592936e-01
1.16407389e-01 1.81739091e-03 -2.32850325e-01 -3.92949343e-01
-2.37262638e-01 -3.32637467e-01 7.51494217e-01 9.23547977e-01
-1.21993410e+00]
[ -1.22406943e-02 1.74090135e-01 5.32971678e-02 3.37418887e-01
-7.32685035e-04 -6.61022000e-02 -2.91481219e-01 -3.49533699e-01
-2.87028411e-01 -2.30735790e-01 5.64495449e-01 9.32398144e-01
-1.16016131e+00]
[ -3.45060101e-02 -1.37347815e-01 -1.49917406e-01 3.15103537e-01
-1.80546568e-01 2.36636056e-01 -5.35827319e-02 -1.89994008e-01
-2.33027186e-01 -3.81494223e-01 2.05157800e-01 5.33456482e-01
-5.75803910e-01]
[ 8.13541690e-02 -3.82308860e-01 -5.12858023e-02 1.10422337e-02
-1.15058562e-01 1.99649101e-01 7.20724378e-02 1.66871510e-01
-1.86184551e-01 -1.77489403e-02 -5.19966691e-02 3.38365708e-01
-3.27239024e-01]
[ 2.07628125e-01 -2.94103999e-01 -1.19644202e-01 -7.31325253e-02
-2.14177611e-01 1.22399744e-01 2.64179217e-02 -1.35214348e-01
-6.41711987e-02 -6.62280618e-02 -1.47185072e-01 -1.64206248e-01
-1.93816929e-01]
[ -1.34910090e-01 -7.86545484e-02 3.75379102e-02 -2.41666914e-01
-5.70711053e-02 -1.41456250e-01 3.67041686e-02 -1.34247871e-02
-1.00322079e-01 6.76774091e-03 -3.15212813e-01 -4.31627942e-01
-1.14903763e-01]
[ -1.41450446e-01 -1.35969817e-01 -6.84166963e-02 -2.80530716e-01
-3.46035038e-01 -2.88873423e-01 1.63644522e-01 1.46755778e-01
1.29985659e-02 1.24787153e-01 -2.72320223e-01 -8.54201625e-01
2.95625599e-02]
[ -1.35613822e-01 -2.55370222e-01 -3.00476197e-01 -7.83177205e-01
-3.04889811e-01 -2.07370515e-01 -1.86963030e-01 1.45379679e-02
2.77903889e-02 -4.55384251e-01 -6.36436165e-01 -6.62340334e-01
-1.01300205e+00]
[ -1.23950446e-01 1.34041383e-01 1.39579998e-02 1.27814193e-01
-2.02251090e-01 -1.75731055e-01 -1.58741702e-01 8.69961958e-03
-1.41570052e-01 -1.52460906e-01 -1.20008019e-01 -3.74525267e-01
1.09949024e-02]
[ -3.62698538e-01 -1.17953751e-01 -2.73060374e-01 2.82592019e-01
-1.99545339e-01 -2.32274099e-01 -1.10670935e-01 -1.02689608e-01
1.79327380e-02 3.01227519e-02 9.20318460e-02 -3.54601730e-01
1.64786169e-01]
[ -1.32994668e-01 -4.49205216e-02 -2.55437121e-01 1.50788562e-01
-2.25426992e-01 -2.79880688e-01 -3.75833391e-01 -2.72620760e-02
1.02152261e-02 -1.19134376e-01 -2.09766610e-01 -3.05513544e-01
6.94229129e-02]
[ -2.45660810e-01 -5.28879238e-01 -3.41370822e-01 -1.03257394e-01
-3.17157659e-01 -2.33159643e-01 -1.14875078e-01 -2.60747375e-01
2.52927284e-02 -2.64553887e-01 -6.71176437e-02 -2.90426632e-01
-1.23173711e-02]
[ -2.20921647e-01 -2.95874538e-01 -3.20771125e-01 -8.21215103e-02
-8.85341940e-02 -1.50710415e-01 -8.31447733e-02 1.80712401e-02
-1.98728916e-01 -5.03962615e-01 -2.25312768e-01 -2.17534658e-01
-2.82794732e-02]
[ -9.58802722e-02 -1.83997796e-02 -2.40480125e-01 -8.33319251e-01
-2.72465489e-01 -2.58432808e-01 5.37653747e-02 -4.46837727e-01
1.29718449e-01 -1.50229413e-01 -6.21650938e-01 -3.91020175e-01
-9.23015347e-01]]
Progress: 26.9% ... Training loss: 0.212 ... Validation loss: 0.372[[-0.21802051]
[ 0.24308328]
[-0.11344161]
[ 1.14914423]
[ 0.26517914]
[-0.03978825]
[-0.86668211]
[-0.83648515]
[-0.58520754]
[-0.87087695]
[ 1.2555248 ]
[ 3.00254565]
[-2.14126881]]
[[ -5.22221355e-01 -4.92680033e-01 -5.89444560e-01 -3.38746735e-02
-2.91802780e-01 -5.94103327e-01 -1.39372110e-02 -2.34422257e-01
-3.36612794e-01 -2.96503950e-01 2.53005885e-01 9.96200816e-01
2.92404130e-01]
[ 7.41331169e-03 -1.36841015e-01 4.85765557e-02 -7.77414770e-02
-4.08503295e-02 5.82779653e-02 -1.17961885e-01 1.92685003e-01
-1.47768270e-01 -1.88769089e-01 -9.98279951e-02 -1.22775625e-01
-7.20759011e-03]
[ -2.66615223e-01 1.37982140e-01 -3.17783073e-02 1.21833124e-01
8.11600821e-02 -1.31718628e-01 -5.96084712e-02 -1.76856689e-01
2.60679742e-01 -4.13305325e-01 1.60025909e-01 6.72443197e-01
8.08449442e-01]
[ 2.36532096e-01 -2.38819429e-01 -2.78397964e-01 9.73093971e-02
-2.74687937e-01 9.91560701e-03 3.54369989e-01 -5.24216125e-01
2.59786230e-01 -2.06382074e-01 -1.18406592e-01 -3.17459969e-01
-2.73929863e-01]
[ 1.32592761e-01 1.81803141e-03 1.15373310e-01 -1.18093250e-01
-2.94337368e-02 7.34004523e-02 -1.76366039e-01 -1.58909716e-01
7.47657807e-02 2.33263316e-01 1.78469422e-02 -3.81653900e-02
-1.33607267e-01]
[ -4.83857802e-01 -6.11020461e-01 -6.02794471e-01 -6.13369666e-01
-5.90640048e-01 -5.64927824e-01 -3.44347854e-01 -1.62369084e-01
-4.58564196e-01 -2.44706657e-01 -5.70133874e-01 -8.40861224e-01
-6.65923790e-01]
[ -4.12362888e-01 -5.95991135e-01 -3.23833483e-01 -4.25472950e-01
-4.20068405e-01 -5.63062270e-01 -4.05930911e-01 -4.75221574e-01
-2.93627188e-01 -9.69317754e-02 -4.79967598e-01 -4.83204863e-01
-5.08952151e-01]
[ -3.44791988e-01 -3.40971642e-01 -4.86457827e-01 -1.39787656e-01
-3.14853212e-01 -4.25256629e-01 -3.04831795e-01 -2.79354385e-01
-3.02825499e-01 -5.71450648e-01 -2.74428129e-01 -7.57666458e-01
-5.75272465e-01]
[ -4.66192642e-01 -3.46431870e-01 -3.82649216e-01 -2.16078061e-01
-3.37121602e-01 -2.17023606e-01 -3.84566647e-02 -4.38332610e-01
-2.52139153e-01 -4.50714199e-01 -1.84861480e-01 -2.97692645e-01
-2.08212245e-01]
[ -9.53320787e-01 -9.54933201e-01 -9.85784524e-01 -7.52579401e-01
-1.04300711e+00 -9.88529932e-01 -5.41421492e-01 -5.79096712e-01
-7.28405919e-01 -5.62606835e-01 -7.80862249e-01 -6.78367291e-01
-8.48813041e-01]
[ -5.15045928e-01 -2.65563879e-01 -4.73576908e-01 -3.45323793e-01
-3.44058049e-01 -3.64034430e-01 -6.13884464e-01 -6.18699490e-01
-6.67699454e-01 -1.07444742e-01 -5.21344114e-01 -7.70233402e-01
-6.10634262e-01]
[ -1.17563453e-01 2.43175785e-02 -3.42607458e-01 -4.51050114e-01
-1.04856261e-01 -7.43349097e-02 -1.95787502e-01 -3.99870014e-01
-1.70195784e-01 6.53016481e-02 -4.86712113e-01 -1.09108854e+00
-6.17397044e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57338117e-01 -1.20293170e-01 1.63331765e-01 -2.85593818e-01
-1.31091415e-01 1.13108962e-01 -1.27621344e-01 4.77165029e-03
-8.35913145e-02 6.17771970e-02 -1.93744507e-01 -3.95347902e-01
-5.00719732e-02]
[ -9.11388040e-02 -2.63375979e-01 -1.81831381e-01 -2.81015325e-01
-4.76154770e-01 -8.69550771e-02 -7.22348748e-02 -9.84326489e-03
-7.52799466e-02 -6.29651319e-03 -2.21635291e-01 -3.86071969e-01
-2.91360867e-01]
[ -6.54528695e-02 -2.69801473e-02 -2.28732762e-01 -2.74419559e-01
1.15761509e-01 -1.61398306e-01 -1.66301809e-01 1.24032844e-01
-3.80838488e-04 1.19937439e-01 -2.16249126e-01 -3.77196342e-02
-6.70631094e-02]
[ 3.91305776e-02 -1.69658865e-01 -1.47975715e-01 -1.00823641e-01
-1.27593701e-01 -1.06391413e-01 1.15946051e-01 -1.41819968e-01
-1.04542065e-02 3.52084205e-02 -4.35522742e-02 -1.44884701e-01
5.28798381e-03]
[ -2.91667677e-01 -1.40904583e-01 -7.81679768e-02 -1.10455537e-01
-3.00981183e-01 -2.75678540e-01 -3.76786951e-01 1.35418329e-02
-3.26816254e-01 -2.22318755e-01 1.63892625e-01 -1.10408315e-01
1.72410563e-01]
[ -2.29014609e-01 -1.21213508e-01 -9.38376085e-02 -2.80914982e-02
-8.09822894e-02 -1.19876913e-01 -8.28394835e-02 3.96825926e-03
-1.44437879e-01 -8.26131410e-02 2.36724730e-02 -1.66897251e-01
-1.29808080e-01]
[ -1.73613978e-01 -6.96063261e-02 -2.29682432e-01 -2.69639970e-01
-1.56898300e-01 -2.05103224e-01 -3.41328256e-01 -1.11390750e-01
1.28881172e-01 -2.30736507e-01 -3.65921534e-01 -3.34796134e-01
-3.36071616e-01]
[ -3.71560797e-01 -6.10941084e-02 -1.51318497e-01 -1.27970022e-01
-4.73682371e-02 -3.13471700e-01 3.00431982e-02 -8.80896727e-02
-1.23636085e-01 5.64480687e-02 1.57111037e-02 -3.27959581e-01
-3.35008141e-01]
[ -1.64104594e-01 -1.42819571e-01 -5.25608523e-02 -1.61933295e-01
-1.27434664e-01 -2.95543476e-01 1.93289433e-02 -1.43059266e-01
-2.10601117e-01 4.00463483e-02 2.15944511e-01 -3.12851176e-02
-1.55452340e-01]
[ -1.29303694e-01 -1.73741949e-01 -1.13356117e-01 -2.94547918e-01
9.06869768e-02 -1.73088460e-02 -1.66590135e-01 -1.63626209e-01
1.20512414e-01 -8.97411666e-02 -1.34628710e-01 -8.29117146e-02
-3.16032867e-01]
[ -4.29401592e-02 -3.41754960e-02 -1.50098732e-01 -7.71198896e-02
-2.28869699e-01 6.25798786e-02 -6.63420463e-02 -4.74605002e-02
-2.29596493e-01 -9.44012753e-02 -1.09603558e-01 -3.74737117e-01
-2.05801851e-01]
[ -7.00733578e-02 2.38777739e-02 -1.29052652e-01 -3.24510525e-01
1.20532956e-01 2.03027158e-02 -2.04360948e-01 -1.47281764e-01
1.25244584e-01 -5.73085252e-02 -2.92888110e-01 -2.81317659e-01
-3.16717889e-01]
[ 7.60673903e-02 -3.06891377e-01 -8.55752813e-02 -4.55994149e-01
-2.20913613e-01 -9.00203598e-02 5.77571756e-02 8.84211421e-02
-1.92279891e-02 2.90391547e-01 -5.35306878e-01 -8.27685253e-01
4.40233219e-01]
[ -2.24714811e-01 -2.43248767e-01 -1.32502108e-01 -3.15831488e-01
-3.00011058e-01 -9.39677829e-02 2.03923923e-01 3.93162280e-02
2.85156457e-01 3.46596479e-02 -4.23690751e-01 -1.04505768e+00
6.55607565e-01]
[ -1.67094181e-02 -1.84976497e-01 2.04002519e-02 -3.19349145e-01
-1.69896301e-01 1.64902943e-01 2.01472289e-01 2.54784626e-01
-3.20028086e-02 2.30922544e-01 -2.42962836e-01 -1.12341007e+00
7.53644793e-01]
[ -1.59999064e-03 -4.34206148e-02 -1.25986076e-01 -1.40837100e-01
-1.78774891e-01 -4.77006958e-02 3.07173108e-01 1.67178489e-01
2.55975765e-01 3.67063999e-01 -5.05914951e-01 -1.06455700e+00
7.94443305e-01]
[ -8.44263942e-02 -2.78826152e-01 5.83155676e-02 -3.66625122e-01
-1.49058506e-01 1.16393987e-01 3.79084716e-01 1.42182366e-01
-6.37553330e-02 1.65760282e-01 -5.74968788e-01 -1.04645169e+00
8.84170745e-01]
[ 1.20904315e-01 -8.95568759e-02 1.56652800e-02 -1.85154432e-01
-8.32715461e-02 -1.85995862e-02 2.77611071e-01 3.84362416e-01
4.27725189e-01 2.73088877e-01 -5.75642544e-01 -9.84859512e-01
6.06970194e-01]
[ -2.82055615e-03 -1.38261937e-01 2.22895462e-02 1.95205807e-02
-9.21765229e-02 -2.83508056e-01 8.01929373e-02 3.56320228e-01
4.81912362e-03 1.24755199e-01 -2.68942095e-01 -8.17254280e-01
2.52837455e-01]
[ 9.08105347e-02 9.82543245e-02 7.17525295e-03 1.57747166e-01
-9.62648639e-02 -5.81158346e-02 -1.48593525e-01 -1.23190167e-01
-2.39507867e-01 -1.16140701e-01 -1.18275162e-01 1.94901852e-01
-3.46942014e-01]
[ 4.43542387e-02 -1.08109016e-01 1.46613707e-01 3.86780360e-01
2.46078854e-01 8.72477927e-03 -3.94785471e-01 -3.48320096e-01
-4.91414189e-02 -5.51396574e-01 2.73262665e-01 1.03751302e+00
-7.32496647e-01]
[ 2.89350671e-02 7.81492719e-02 -2.13789859e-01 8.43171945e-02
3.34545136e-02 -2.45848381e-03 -1.83042120e-01 -3.44454951e-01
-2.83545360e-01 -2.34253104e-01 -3.31492388e-02 -1.10031686e-01
-1.94716769e-01]
[ -6.31486640e-02 -2.08671309e-01 5.96439220e-02 4.63258354e-02
-1.31024321e-01 -1.35788822e-01 -8.09101835e-03 -3.93225651e-02
4.92050090e-02 -3.92825351e-01 -3.43842862e-01 -2.64513841e-01
7.39708524e-02]
[ 8.40625834e-04 -2.65027762e-01 5.13388503e-02 -3.02683287e-01
-1.88264962e-01 -2.33764639e-01 -3.11561000e-01 -1.41148345e-02
-4.83668470e-02 3.63614131e-02 -1.96015907e-01 2.42248940e-01
1.47619651e-02]
[ 1.64148994e-01 5.55719368e-02 -1.08119378e-01 -3.07179102e-01
-5.75138425e-02 -1.03322179e-01 -2.18574692e-01 -2.91535401e-02
-2.08495122e-01 -2.64291245e-01 -2.22651493e-01 4.15310802e-01
-2.91603249e-02]
[ -1.80135518e-01 -1.78019700e-01 -1.16826040e-01 -2.91924514e-01
-4.90267686e-02 2.47959547e-02 -2.15925219e-01 -2.70698428e-01
-1.52139820e-01 -8.27231411e-02 -2.46302146e-01 2.90641468e-01
-1.14506541e-01]
[ -4.49622609e-02 -2.02315449e-01 -1.67179296e-01 -2.86187745e-01
-4.40558716e-02 4.12308474e-02 -9.41065852e-02 -1.08877425e-01
-2.53376521e-01 -3.43109259e-01 -5.70675539e-02 1.58690120e-01
-1.10276759e-02]
[ 1.04672889e-01 8.46299190e-02 -1.54466667e-02 -2.41862393e-01
-3.22130980e-01 5.86035069e-03 -1.96448911e-01 -3.22003711e-01
-3.27867787e-01 -2.50747170e-02 -1.42293700e-01 1.69406682e-01
1.79859452e-03]
[ -6.20469854e-02 -1.05373021e-02 -2.84666974e-01 -4.06089353e-02
6.94110349e-02 1.55168133e-01 -2.46508362e-01 -1.85728172e-01
-5.41315938e-02 -5.83012807e-02 1.75152984e-01 6.68321975e-01
-1.00390244e-01]
[ 1.29722116e-01 3.37108365e-01 -1.97516949e-01 7.45298434e-01
1.16298361e-01 1.83389602e-03 -2.32525702e-01 -3.92299475e-01
-2.37288418e-01 -3.32012013e-01 7.50947819e-01 9.21849397e-01
-1.22033805e+00]
[ -1.16194118e-02 1.73389204e-01 5.36081779e-02 3.35047972e-01
-1.46564421e-03 -6.59877529e-02 -2.89118002e-01 -3.46887839e-01
-2.85550206e-01 -2.27001141e-01 5.60720176e-01 9.21994286e-01
-1.15939062e+00]
[ -3.45372994e-02 -1.37155663e-01 -1.50006393e-01 3.16912136e-01
-1.80326733e-01 2.36615815e-01 -5.40115190e-02 -1.91430589e-01
-2.33254620e-01 -3.82601862e-01 2.07342305e-01 5.39493344e-01
-5.80774541e-01]
[ 8.13686204e-02 -3.82288144e-01 -5.12751626e-02 1.14687046e-02
-1.15041421e-01 1.99652418e-01 7.19957131e-02 1.67208492e-01
-1.86324062e-01 -1.73034331e-02 -5.18406983e-02 3.38318495e-01
-3.27809282e-01]
[ 2.07595690e-01 -2.94052812e-01 -1.19647834e-01 -7.29621562e-02
-2.14162838e-01 1.22394481e-01 2.63877171e-02 -1.35181684e-01
-6.43640175e-02 -6.61953227e-02 -1.47321048e-01 -1.64544669e-01
-1.93768361e-01]
[ -1.35206525e-01 -7.81013373e-02 3.73434389e-02 -2.37479241e-01
-5.64621436e-02 -1.41521312e-01 3.41616872e-02 -1.63868741e-02
-1.02638887e-01 5.06569384e-03 -3.11151210e-01 -4.18268583e-01
-1.25230289e-01]
[ -1.41498157e-01 -1.35913230e-01 -6.84366593e-02 -2.80083114e-01
-3.45978014e-01 -2.88881849e-01 1.63203045e-01 1.46487449e-01
1.27345358e-02 1.24616314e-01 -2.71933582e-01 -8.53747370e-01
2.87415527e-02]
[ -1.35698266e-01 -2.55297594e-01 -3.00538704e-01 -7.85017184e-01
-3.04933898e-01 -2.07405148e-01 -1.86955641e-01 1.43170111e-02
2.79016285e-02 -4.56286731e-01 -6.37939198e-01 -6.67179564e-01
-1.01556708e+00]
[ -1.24791517e-01 1.34415830e-01 1.36632171e-02 1.30586599e-01
-2.01866468e-01 -1.75863493e-01 -1.61287550e-01 6.82593628e-03
-1.43187814e-01 -1.56315721e-01 -1.17762573e-01 -3.70801879e-01
8.35440271e-03]
[ -3.62580267e-01 -1.18218074e-01 -2.72988598e-01 2.82389706e-01
-1.99780764e-01 -2.32238243e-01 -1.10977586e-01 -1.02124232e-01
1.80505379e-02 3.04995773e-02 9.15918555e-02 -3.55832688e-01
1.64685532e-01]
[ -1.33672594e-01 -4.42718899e-02 -2.55724817e-01 1.56577138e-01
-2.24712805e-01 -2.79974046e-01 -3.78190188e-01 -2.92691026e-02
7.33613198e-03 -1.22021624e-01 -2.04867674e-01 -2.88664582e-01
5.86292056e-02]
[ -2.45810186e-01 -5.28817144e-01 -3.41341596e-01 -1.02676917e-01
-3.17220456e-01 -2.33164058e-01 -1.14793816e-01 -2.58770607e-01
2.50661547e-02 -2.64065904e-01 -6.80142711e-02 -2.92667123e-01
-1.02084518e-02]
[ -2.20780416e-01 -2.96044733e-01 -3.20671210e-01 -8.30480744e-02
-8.87927660e-02 -1.50676216e-01 -8.25534538e-02 1.92798604e-02
-1.98366844e-01 -5.02992238e-01 -2.26826253e-01 -2.22904350e-01
-2.51743216e-02]
[ -9.63173926e-02 -1.78257266e-02 -2.40808808e-01 -8.33007080e-01
-2.71930738e-01 -2.58541123e-01 5.25894862e-02 -4.49881593e-01
1.28075016e-01 -1.53976373e-01 -6.19748645e-01 -3.82673883e-01
-9.28483746e-01]]
Progress: 26.9% ... Training loss: 0.209 ... Validation loss: 0.366[[-0.22561342]
[ 0.23819207]
[-0.1187106 ]
[ 1.14306387]
[ 0.25934817]
[-0.04535024]
[-0.88017648]
[-0.84699366]
[-0.59580872]
[-0.88427892]
[ 1.24744331]
[ 2.9934646 ]
[-2.15829721]]
[[ -5.21502144e-01 -4.93455960e-01 -5.89105271e-01 -3.99214237e-02
-2.92698343e-01 -5.94014678e-01 -9.56275193e-03 -2.28564564e-01
-3.32816924e-01 -2.92441451e-01 2.47044361e-01 9.83969497e-01
3.05862093e-01]
[ 7.41331169e-03 -1.36841015e-01 4.85765557e-02 -7.77414770e-02
-4.08503295e-02 5.82779653e-02 -1.17961885e-01 1.92685003e-01
-1.47768270e-01 -1.88769089e-01 -9.98279951e-02 -1.22775625e-01
-7.20759011e-03]
[ -2.66591124e-01 1.38076224e-01 -3.17890721e-02 1.14768082e-01
8.07338090e-02 -1.31771319e-01 -5.84046614e-02 -1.75822506e-01
2.62581763e-01 -4.15181674e-01 1.54191576e-01 6.56342610e-01
8.10410275e-01]
[ 2.37814111e-01 -2.39576686e-01 -2.78262473e-01 9.36946427e-02
-2.74987858e-01 1.00429446e-02 3.60980290e-01 -5.26488643e-01
2.64251729e-01 -2.04956083e-01 -1.21362533e-01 -3.16607686e-01
-2.68937588e-01]
[ 1.32860943e-01 2.49136508e-03 1.15324569e-01 -1.14270460e-01
-2.87756045e-02 7.34095747e-02 -1.79567677e-01 -1.62832099e-01
7.20276094e-02 2.35960734e-01 2.15240327e-02 -1.60451430e-02
-1.43107716e-01]
[ -4.83427974e-01 -6.11413628e-01 -6.02608198e-01 -6.16047703e-01
-5.91025076e-01 -5.64851449e-01 -3.42567111e-01 -1.60403061e-01
-4.57553077e-01 -2.42103492e-01 -5.73057912e-01 -8.45436138e-01
-6.63991819e-01]
[ -4.11773476e-01 -5.96628713e-01 -3.23551885e-01 -4.28731717e-01
-4.20719635e-01 -5.62970633e-01 -4.02340426e-01 -4.72060454e-01
-2.91338477e-01 -9.43575390e-02 -4.82954723e-01 -4.95826646e-01
-5.00333841e-01]
[ -3.44618857e-01 -3.40976869e-01 -4.86445944e-01 -1.42562397e-01
-3.14986423e-01 -4.25268981e-01 -3.03280447e-01 -2.78811108e-01
-3.01649353e-01 -5.70097644e-01 -2.78644397e-01 -7.63005934e-01
-5.74834435e-01]
[ -4.66164842e-01 -3.46425842e-01 -3.82630146e-01 -2.15443119e-01
-3.37266360e-01 -2.17006059e-01 -3.83838519e-02 -4.37754859e-01
-2.52109786e-01 -4.50357314e-01 -1.83795658e-01 -2.91957839e-01
-2.06189996e-01]
[ -9.53000023e-01 -9.55209935e-01 -9.85586403e-01 -7.56472426e-01
-1.04365775e+00 -9.88484086e-01 -5.37851806e-01 -5.74309401e-01
-7.26576930e-01 -5.60108600e-01 -7.85015326e-01 -6.86057863e-01
-8.42776085e-01]
[ -5.14757646e-01 -2.65834448e-01 -4.73441447e-01 -3.46324279e-01
-3.44274847e-01 -3.63990287e-01 -6.13276956e-01 -6.18110313e-01
-6.66750260e-01 -1.05064412e-01 -5.23092151e-01 -7.74201831e-01
-6.08635761e-01]
[ -1.16952329e-01 2.38349397e-02 -3.42442216e-01 -4.54233208e-01
-1.05303047e-01 -7.42516920e-02 -1.92969307e-01 -3.98998331e-01
-1.68468623e-01 6.73103749e-02 -4.89872609e-01 -1.09623091e+00
-6.12421939e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57091238e-01 -1.20512946e-01 1.63449065e-01 -2.86874507e-01
-1.31299178e-01 1.13156159e-01 -1.26570512e-01 6.18569125e-03
-8.30509052e-02 6.33550165e-02 -1.95183630e-01 -3.97755835e-01
-4.93801349e-02]
[ -9.11291777e-02 -2.63408514e-01 -1.81810068e-01 -2.81141310e-01
-4.76171504e-01 -8.69505541e-02 -7.25846904e-02 -1.00284364e-02
-7.52980764e-02 -6.25363782e-03 -2.21848524e-01 -3.85969981e-01
-2.90962839e-01]
[ -6.55473279e-02 -2.68644892e-02 -2.28770191e-01 -2.73330210e-01
1.15931310e-01 -1.61410809e-01 -1.67019040e-01 1.23649935e-01
-1.12304064e-03 1.19518882e-01 -2.14379253e-01 -3.42374127e-02
-6.83575958e-02]
[ 3.94137251e-02 -1.69950116e-01 -1.47832231e-01 -1.01006634e-01
-1.27939842e-01 -1.06341933e-01 1.17345422e-01 -1.40083054e-01
-9.63776165e-03 3.71982240e-02 -4.44783161e-02 -1.47516990e-01
8.69494746e-03]
[ -2.91665037e-01 -1.40903409e-01 -7.82123373e-02 -1.11678758e-01
-3.00941103e-01 -2.75688332e-01 -3.75934140e-01 1.40308785e-02
-3.26405178e-01 -2.22328697e-01 1.62795506e-01 -1.13589916e-01
1.76008348e-01]
[ -2.28587970e-01 -1.21686225e-01 -9.36173693e-02 -3.13718768e-02
-8.15263912e-02 -1.19809594e-01 -8.05190722e-02 5.41026721e-03
-1.42663110e-01 -8.13516357e-02 2.05795354e-02 -1.77538208e-01
-1.26996218e-01]
[ -1.74096200e-01 -6.90861741e-02 -2.29859956e-01 -2.68178759e-01
-1.56570301e-01 -2.05195614e-01 -3.43715767e-01 -1.12935423e-01
1.27347126e-01 -2.32025921e-01 -3.65697016e-01 -3.34045469e-01
-3.41512987e-01]
[ -3.71205118e-01 -6.14320639e-02 -1.51210463e-01 -1.30750162e-01
-4.76852522e-02 -3.13423613e-01 3.26213050e-02 -8.63394233e-02
-1.21879271e-01 5.74581070e-02 1.30077955e-02 -3.32381923e-01
-3.34121623e-01]
[ -1.63592311e-01 -1.43196960e-01 -5.24066848e-02 -1.64559649e-01
-1.27806684e-01 -2.95477099e-01 2.18413003e-02 -1.42045294e-01
-2.08916715e-01 4.22703123e-02 2.12952700e-01 -3.56213984e-02
-1.47861197e-01]
[ -1.29446144e-01 -1.73401821e-01 -1.13438616e-01 -2.93616479e-01
9.09020323e-02 -1.73350424e-02 -1.67500917e-01 -1.64034659e-01
1.19844551e-01 -9.06002365e-02 -1.32402078e-01 -7.47447318e-02
-3.16894280e-01]
[ -4.32556436e-02 -3.39702099e-02 -1.50199480e-01 -7.50403886e-02
-2.28641249e-01 6.25300424e-02 -6.74937434e-02 -4.81586859e-02
-2.30307206e-01 -9.53065100e-02 -1.07915507e-01 -3.71178081e-01
-2.06104775e-01]
[ -6.96554694e-02 2.33970574e-02 -1.28875804e-01 -3.26648868e-01
1.20041117e-01 2.03836565e-02 -2.02562412e-01 -1.45660435e-01
1.26438968e-01 -5.50450231e-02 -2.95495221e-01 -2.86558519e-01
-3.15191274e-01]
[ 7.59081883e-02 -3.06703355e-01 -8.56405959e-02 -4.55278928e-01
-2.20711560e-01 -9.00452271e-02 5.66814798e-02 8.73680570e-02
-2.00189581e-02 2.89702191e-01 -5.34503710e-01 -8.25377848e-01
4.37652347e-01]
[ -2.24661187e-01 -2.43266057e-01 -1.32470355e-01 -3.16571204e-01
-3.00052216e-01 -9.39584987e-02 2.04518797e-01 3.98384066e-02
2.85210039e-01 3.54923081e-02 -4.24599945e-01 -1.04602499e+00
6.56950763e-01]
[ -1.66050346e-02 -1.85071055e-01 2.04421166e-02 -3.20279145e-01
-1.69982645e-01 1.64921275e-01 2.02323653e-01 2.55384609e-01
-3.15869861e-02 2.31469195e-01 -2.43785164e-01 -1.12473962e+00
7.55685703e-01]
[ -1.69408964e-03 -4.33115374e-02 -1.26027149e-01 -1.40961940e-01
-1.78642354e-01 -4.77214013e-02 3.06879681e-01 1.66732718e-01
2.55718208e-01 3.66880282e-01 -5.06064445e-01 -1.06511345e+00
7.95030550e-01]
[ -8.43913886e-02 -2.78861145e-01 5.83366062e-02 -3.66980914e-01
-1.49100525e-01 1.16400412e-01 3.79526550e-01 1.42580324e-01
-6.36194005e-02 1.66066963e-01 -5.75334884e-01 -1.04704681e+00
8.85125767e-01]
[ 1.20924517e-01 -8.96156942e-02 1.56807239e-02 -1.85400199e-01
-8.33422477e-02 -1.85958181e-02 2.78046852e-01 3.84736155e-01
4.28047398e-01 2.73268485e-01 -5.76042659e-01 -9.85946794e-01
6.07918455e-01]
[ -2.75848922e-03 -1.38320910e-01 2.23001146e-02 1.91659139e-02
-9.22319988e-02 -2.83503020e-01 8.08465078e-02 3.56562169e-01
5.24844722e-03 1.24932654e-01 -2.69399453e-01 -8.17897419e-01
2.52998057e-01]
[ 9.09159805e-02 9.82796328e-02 7.20479445e-03 1.58120288e-01
-9.62339747e-02 -5.81043520e-02 -1.48515087e-01 -1.23029546e-01
-2.39489210e-01 -1.15446998e-01 -1.18013578e-01 1.96260571e-01
-3.47998926e-01]
[ 4.40166704e-02 -1.08018617e-01 1.46539604e-01 3.88410091e-01
2.46150725e-01 8.67163754e-03 -3.95051377e-01 -3.48147330e-01
-4.83673738e-02 -5.53631372e-01 2.74484380e-01 1.03308378e+00
-7.32419780e-01]
[ 2.88900745e-02 7.81736612e-02 -2.13801506e-01 8.49117341e-02
3.34965038e-02 -2.46386541e-03 -1.83247022e-01 -3.44620808e-01
-2.83672909e-01 -2.34620746e-01 -3.25355104e-02 -1.08708712e-01
-1.95725422e-01]
[ -6.32360919e-02 -2.08549698e-01 5.95759389e-02 4.67580846e-02
-1.30895062e-01 -1.35805597e-01 -8.44285647e-03 -3.98402205e-02
4.88795656e-02 -3.93151056e-01 -3.43344677e-01 -2.63568793e-01
7.31171386e-02]
[ 1.52995845e-03 -2.66105494e-01 5.17210879e-02 -3.09552264e-01
-1.89453837e-01 -2.33645686e-01 -3.07891392e-01 -1.03856507e-02
-4.49078432e-02 3.99664160e-02 -2.03664057e-01 2.24029764e-01
2.79315435e-02]
[ 1.64150201e-01 5.56321326e-02 -1.08127981e-01 -3.07668156e-01
-5.74686300e-02 -1.03323493e-01 -2.18596994e-01 -2.89323999e-02
-2.08619014e-01 -2.64352293e-01 -2.22731614e-01 4.15119575e-01
-2.88342275e-02]
[ -1.80120206e-01 -1.77897555e-01 -1.16836645e-01 -2.91669828e-01
-4.89586915e-02 2.47967712e-02 -2.16171917e-01 -2.71226320e-01
-1.52817781e-01 -8.24163201e-02 -2.45947701e-01 2.94226903e-01
-1.16078712e-01]
[ -4.49356183e-02 -2.02378669e-01 -1.67156517e-01 -2.86696679e-01
-4.41544065e-02 4.12377565e-02 -9.37421870e-02 -1.08500687e-01
-2.53140116e-01 -3.42916017e-01 -5.78737642e-02 1.56691782e-01
-9.53649616e-03]
[ 1.04818227e-01 8.46404141e-02 -1.54593820e-02 -2.43370389e-01
-3.22116212e-01 5.86920961e-03 -1.96025793e-01 -3.21864328e-01
-3.27698757e-01 -2.55150821e-02 -1.42588996e-01 1.73162883e-01
2.14027550e-03]
[ -6.19101161e-02 -1.07097714e-02 -2.84600128e-01 -4.18134653e-02
6.91879021e-02 1.55201272e-01 -2.45649609e-01 -1.84799419e-01
-5.35701184e-02 -5.73294749e-02 1.73648921e-01 6.64913287e-01
-9.81433257e-02]
[ 1.29926329e-01 3.36829533e-01 -1.97449753e-01 7.44249513e-01
1.16064816e-01 1.86158698e-03 -2.31580853e-01 -3.91401325e-01
-2.36594844e-01 -3.31102581e-01 7.49540156e-01 9.19101327e-01
-1.22058436e+00]
[ -1.16935880e-02 1.73657741e-01 5.35309233e-02 3.37667843e-01
-1.10270235e-03 -6.59974374e-02 -2.90385375e-01 -3.47795268e-01
-2.86524635e-01 -2.27483924e-01 5.64118288e-01 9.30620744e-01
-1.16383662e+00]
[ -3.46572549e-02 -1.36930361e-01 -1.50072851e-01 3.18746309e-01
-1.80141526e-01 2.36591408e-01 -5.48983993e-02 -1.92289120e-01
-2.33943049e-01 -3.83087237e-01 2.09166679e-01 5.44235025e-01
-5.83728577e-01]
[ 8.14224021e-02 -3.82378457e-01 -5.11733737e-02 1.20013013e-02
-1.15226137e-01 1.99667661e-01 7.22813384e-02 1.68256373e-01
-1.86459992e-01 -1.58286371e-02 -5.26153766e-02 3.35286889e-01
-3.27608489e-01]
[ 2.08036456e-01 -2.94323333e-01 -1.19514070e-01 -7.51246546e-02
-2.14465028e-01 1.22454739e-01 2.83902205e-02 -1.33932698e-01
-6.30676080e-02 -6.44681783e-02 -1.49259012e-01 -1.67961778e-01
-1.90880021e-01]
[ -1.35268339e-01 -7.81064630e-02 3.73432782e-02 -2.37554926e-01
-5.64797776e-02 -1.41528683e-01 3.36388127e-02 -1.67826046e-02
-1.02749829e-01 4.79262806e-03 -3.11205809e-01 -4.19070746e-01
-1.24417758e-01]
[ -1.41392942e-01 -1.35965806e-01 -6.84267397e-02 -2.80528529e-01
-3.46032719e-01 -2.88871189e-01 1.63731615e-01 1.46548168e-01
1.28875100e-02 1.25122459e-01 -2.72357173e-01 -8.53768177e-01
2.88815556e-02]
[ -1.35335775e-01 -2.55751752e-01 -3.00427067e-01 -7.90962051e-01
-3.05585321e-01 -2.07367619e-01 -1.83462078e-01 1.52706644e-02
3.05065886e-02 -4.56119950e-01 -6.44432693e-01 -6.86186372e-01
-1.01427643e+00]
[ -1.24446357e-01 1.34226847e-01 1.38244844e-02 1.29535253e-01
-2.02082027e-01 -1.75823628e-01 -1.59403667e-01 8.16809929e-03
-1.42376362e-01 -1.53848268e-01 -1.18821387e-01 -3.69975782e-01
1.32466075e-02]
[ -3.62371669e-01 -1.18628796e-01 -2.72855011e-01 2.80739424e-01
-2.00162176e-01 -2.32192026e-01 -1.10124405e-01 -1.00615887e-01
1.92960504e-02 3.21810854e-02 8.92600217e-02 -3.60316455e-01
1.70070612e-01]
[ -1.33686064e-01 -4.45575576e-02 -2.55656402e-01 1.55234598e-01
-2.24964014e-01 -2.79983066e-01 -3.77254051e-01 -2.71903164e-02
8.09139236e-03 -1.20838336e-01 -2.06920075e-01 -2.92466091e-01
6.66798151e-02]
[ -2.45789645e-01 -5.28920951e-01 -3.41309364e-01 -1.02388787e-01
-3.17281985e-01 -2.33147846e-01 -1.14706279e-01 -2.58138837e-01
2.51671828e-02 -2.63909220e-01 -6.77537833e-02 -2.93018936e-01
-7.92711487e-03]
[ -2.20593861e-01 -2.95914577e-01 -3.20664696e-01 -8.15821108e-02
-8.86244424e-02 -1.50647785e-01 -8.24353640e-02 1.86385479e-02
-1.98458747e-01 -5.02112388e-01 -2.25574785e-01 -2.18877330e-01
-2.82108058e-02]
[ -9.62070958e-02 -1.75424858e-02 -2.40823635e-01 -8.32848744e-01
-2.71852157e-01 -2.58527150e-01 5.22124854e-02 -4.49506828e-01
1.27154050e-01 -1.53624647e-01 -6.18385666e-01 -3.76684471e-01
-9.34336583e-01]]
Progress: 27.0% ... Training loss: 0.212 ... Validation loss: 0.368[[-0.21583607]
[ 0.24636995]
[-0.10955602]
[ 1.16011394]
[ 0.26905155]
[-0.03743053]
[-0.85691638]
[-0.83282722]
[-0.57537307]
[-0.87386806]
[ 1.26398797]
[ 3.02060705]
[-2.14028524]]
[[ -5.22186321e-01 -4.92865962e-01 -5.89376474e-01 -3.13576754e-02
-2.91767374e-01 -5.94095107e-01 -1.67501326e-02 -2.31153507e-01
-3.37289913e-01 -2.95268825e-01 2.56229446e-01 1.00796249e+00
2.87806811e-01]
[ 7.43997040e-03 -1.36607950e-01 4.84713981e-02 -7.71744164e-02
-4.06428756e-02 5.82848164e-02 -1.17625466e-01 1.92188968e-01
-1.48100934e-01 -1.88988812e-01 -9.89181666e-02 -1.21471423e-01
-1.05212980e-02]
[ -2.67640254e-01 1.38498876e-01 -3.24754004e-02 1.25534478e-01
8.18721797e-02 -1.31963230e-01 -6.55150776e-02 -1.81392665e-01
2.57925544e-01 -4.19841033e-01 1.68876776e-01 6.91781324e-01
7.88941483e-01]
[ 2.36765716e-01 -2.38386350e-01 -2.78541054e-01 1.07297486e-01
-2.73918640e-01 9.87675384e-03 3.54604936e-01 -5.30396473e-01
2.59507929e-01 -2.08064525e-01 -1.09325294e-01 -2.87614247e-01
-2.81544356e-01]
[ 1.35422636e-01 -3.94462323e-05 1.16465902e-01 -1.27672436e-01
-3.15688192e-02 7.39444486e-02 -1.67373623e-01 -1.49442952e-01
7.87987339e-02 2.49527603e-01 5.70880452e-03 -4.81111898e-02
-1.24012393e-01]
[ -4.83250860e-01 -6.11710909e-01 -6.02430063e-01 -6.18070828e-01
-5.91392248e-01 -5.64801145e-01 -3.43170895e-01 -1.59256415e-01
-4.57519204e-01 -2.41111544e-01 -5.76450073e-01 -8.54276998e-01
-6.64671153e-01]
[ -4.13039481e-01 -5.95332957e-01 -3.24318140e-01 -4.19184764e-01
-4.19039043e-01 -5.63203517e-01 -4.10459424e-01 -4.78393291e-01
-2.96897301e-01 -1.00928502e-01 -4.70174095e-01 -4.65270618e-01
-5.19488306e-01]
[ -3.45256946e-01 -3.40738018e-01 -4.86642564e-01 -1.36207665e-01
-3.14538890e-01 -4.25349878e-01 -3.08434353e-01 -2.81958152e-01
-3.04121120e-01 -5.71558571e-01 -2.73005046e-01 -7.49540630e-01
-5.86907094e-01]
[ -4.66317768e-01 -3.45913872e-01 -3.82771942e-01 -2.16343403e-01
-3.36797534e-01 -2.17054402e-01 -3.85805824e-02 -4.38384509e-01
-2.52982107e-01 -4.51733582e-01 -1.84139836e-01 -2.89429704e-01
-2.07293146e-01]
[ -9.54308313e-01 -9.53952517e-01 -9.86345814e-01 -7.46173728e-01
-1.04184187e+00 -9.88700878e-01 -5.48466001e-01 -5.81080369e-01
-7.33815543e-01 -5.67040832e-01 -7.72829907e-01 -6.49691173e-01
-8.69533144e-01]
[ -5.14744752e-01 -2.65879290e-01 -4.73391041e-01 -3.46689099e-01
-3.44373169e-01 -3.63975767e-01 -6.14164606e-01 -6.18725161e-01
-6.66513063e-01 -1.04339683e-01 -5.23382224e-01 -7.77061877e-01
-6.10252846e-01]
[ -1.17536837e-01 2.43716589e-02 -3.42659748e-01 -4.51188808e-01
-1.04790823e-01 -7.43612418e-02 -1.95540880e-01 -4.00575400e-01
-1.70336245e-01 6.51016678e-02 -4.87084313e-01 -1.09202894e+00
-6.17057404e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.56786022e-01 -1.20825986e-01 1.63640383e-01 -2.89263710e-01
-1.31730856e-01 1.13231472e-01 -1.25485673e-01 8.58182050e-03
-8.23661604e-02 6.52736242e-02 -1.98850143e-01 -4.06439875e-01
-4.88729666e-02]
[ -9.13257004e-02 -2.63312364e-01 -1.81873606e-01 -2.80673027e-01
-4.76030326e-01 -8.69891682e-02 -7.41991822e-02 -1.18075803e-02
-7.59975316e-02 -7.74775334e-03 -2.21091667e-01 -3.84100509e-01
-2.92645861e-01]
[ -6.57385002e-02 -2.66930572e-02 -2.28834289e-01 -2.71045414e-01
1.16219658e-01 -1.61439536e-01 -1.68815096e-01 1.22780586e-01
-2.28651259e-03 1.18532638e-01 -2.11663305e-01 -2.95644983e-02
-7.11283135e-02]
[ 3.91489315e-02 -1.69643546e-01 -1.48035653e-01 -9.92747741e-02
-1.27572406e-01 -1.06394048e-01 1.15836185e-01 -1.42111783e-01
-1.06233499e-02 3.54637378e-02 -4.20974849e-02 -1.43174391e-01
4.18720084e-03]
[ -2.92410912e-01 -1.40078580e-01 -7.86104039e-02 -1.06131778e-01
-3.00073214e-01 -2.75823551e-01 -3.80033106e-01 1.14515482e-02
-3.29488658e-01 -2.25117043e-01 1.68851258e-01 -9.70887343e-02
1.66938756e-01]
[ -2.28665156e-01 -1.21687498e-01 -9.37071445e-02 -3.15285825e-02
-8.13434962e-02 -1.19825119e-01 -8.17190398e-02 4.22052034e-03
-1.43308560e-01 -8.19383419e-02 2.20633444e-02 -1.72269561e-01
-1.29960401e-01]
[ -1.74146956e-01 -6.92665130e-02 -2.29804073e-01 -2.66536614e-01
-1.56688853e-01 -2.05197929e-01 -3.43961815e-01 -1.12523172e-01
1.27207529e-01 -2.32211224e-01 -3.64611239e-01 -3.33027355e-01
-3.43168131e-01]
[ -3.70925653e-01 -6.20023546e-02 -1.51062028e-01 -1.31348471e-01
-4.81784416e-02 -3.13364531e-01 3.29305899e-02 -8.56756070e-02
-1.21177926e-01 5.84569014e-02 1.14713246e-02 -3.36123787e-01
-3.35723532e-01]
[ -1.64361134e-01 -1.42323613e-01 -5.27594578e-02 -1.59726384e-01
-1.26892038e-01 -2.95598746e-01 1.77466002e-02 -1.45180946e-01
-2.11368726e-01 4.00879989e-02 2.17883102e-01 -2.44514457e-02
-1.54936846e-01]
[ -1.29673304e-01 -1.72941573e-01 -1.13623807e-01 -2.93181427e-01
9.13065151e-02 -1.74003486e-02 -1.68734951e-01 -1.65395688e-01
1.18786267e-01 -9.22604122e-02 -1.30846416e-01 -6.76990401e-02
-3.18694971e-01]
[ -4.28109394e-02 -3.44349546e-02 -1.49954153e-01 -7.70692793e-02
-2.29098450e-01 6.26468874e-02 -6.55767738e-02 -4.56280734e-02
-2.29265333e-01 -9.31170264e-02 -1.10682564e-01 -3.77644092e-01
-2.04478153e-01]
[ -7.00424696e-02 2.39434639e-02 -1.29086439e-01 -3.25439862e-01
1.20604641e-01 2.02800652e-02 -2.04153423e-01 -1.47683148e-01
1.25369302e-01 -5.69504291e-02 -2.93806576e-01 -2.81846567e-01
-3.17206017e-01]
[ 7.58236144e-02 -3.06659254e-01 -8.56621385e-02 -4.55338766e-01
-2.20718140e-01 -9.00555538e-02 5.66878441e-02 8.77780255e-02
-2.00287238e-02 2.89832819e-01 -5.34928358e-01 -8.27519405e-01
4.38359854e-01]
[ -2.24748448e-01 -2.43216258e-01 -1.32468067e-01 -3.16582456e-01
-3.00007795e-01 -9.39734008e-02 2.04240152e-01 3.97478361e-02
2.85001315e-01 3.53386203e-02 -4.24729651e-01 -1.04672127e+00
6.57426719e-01]
[ -1.68342294e-02 -1.84869070e-01 2.03265241e-02 -3.19097745e-01
-1.69757633e-01 1.64872117e-01 2.00995803e-01 2.54091674e-01
-3.23230956e-02 2.30187927e-01 -2.42653164e-01 -1.12344044e+00
7.53064103e-01]
[ -1.69408964e-03 -4.33115374e-02 -1.26027149e-01 -1.40961940e-01
-1.78642354e-01 -4.77214013e-02 3.06879681e-01 1.66732718e-01
2.55718208e-01 3.66880282e-01 -5.06064445e-01 -1.06511345e+00
7.95030550e-01]
[ -8.44789090e-02 -2.78821673e-01 5.83155862e-02 -3.66636981e-01
-1.49048508e-01 1.16384618e-01 3.79009054e-01 1.42225906e-01
-6.38885218e-02 1.65626756e-01 -5.75016170e-01 -1.04679299e+00
8.84094011e-01]
[ 1.20850604e-01 -8.95648427e-02 1.56519424e-02 -1.84947427e-01
-8.32852793e-02 -1.86076576e-02 2.77664463e-01 3.84245248e-01
4.27804251e-01 2.72752162e-01 -5.75722538e-01 -9.85796798e-01
6.07158575e-01]
[ -2.54235875e-03 -1.38490566e-01 2.23667180e-02 1.82713535e-02
-9.24000962e-02 -2.83471741e-01 8.21590641e-02 3.57666740e-01
6.16478238e-03 1.25732032e-01 -2.70269536e-01 -8.20064948e-01
2.54734606e-01]
[ 9.08649307e-02 9.81586807e-02 7.24737524e-03 1.60466534e-01
-9.62473409e-02 -5.80998372e-02 -1.49854328e-01 -1.23300338e-01
-2.39707885e-01 -1.15565421e-01 -1.15874161e-01 2.00606743e-01
-3.50552877e-01]
[ 4.39458143e-02 -1.08175230e-01 1.46584861e-01 3.90839194e-01
2.46092139e-01 8.67857439e-03 -3.95720322e-01 -3.47360255e-01
-4.89277493e-02 -5.53506308e-01 2.76728137e-01 1.03501936e+00
-7.36900115e-01]
[ 2.90642903e-02 7.79822635e-02 -2.13737814e-01 8.41347410e-02
3.33234488e-02 -2.43535847e-03 -1.82443306e-01 -3.44135845e-01
-2.82987444e-01 -2.34018614e-01 -3.34894098e-02 -1.10163770e-01
-1.95017841e-01]
[ -6.36557866e-02 -2.08050394e-01 5.93729139e-02 5.00885291e-02
-1.30361624e-01 -1.35869873e-01 -1.21079481e-02 -4.17311297e-02
4.63927398e-02 -3.94377247e-01 -3.39897146e-01 -2.52394493e-01
6.58657494e-02]
[ 1.24453452e-03 -2.65783799e-01 5.15551933e-02 -3.08317646e-01
-1.89071966e-01 -2.33692084e-01 -3.10243046e-01 -1.31755549e-02
-4.63665897e-02 3.82375544e-02 -2.01219441e-01 2.32690261e-01
2.37699528e-02]
[ 1.63954319e-01 5.58480116e-02 -1.08218613e-01 -3.07380861e-01
-5.72457401e-02 -1.03364403e-01 -2.19138140e-01 -2.94814856e-02
-2.08986674e-01 -2.65217983e-01 -2.22263215e-01 4.16238110e-01
-2.89352675e-02]
[ -1.80102693e-01 -1.78038899e-01 -1.16768289e-01 -2.92759257e-01
-4.91434265e-02 2.48058311e-02 -2.16396465e-01 -2.71278357e-01
-1.52459219e-01 -8.18780776e-02 -2.47443472e-01 2.90263341e-01
-1.13086230e-01]
[ -4.53709853e-02 -2.01636284e-01 -1.67519592e-01 -2.84335060e-01
-4.33336638e-02 4.11374733e-02 -9.66960170e-02 -1.12147927e-01
-2.55334351e-01 -3.45698182e-01 -5.34390445e-02 1.72138503e-01
-1.74275309e-02]
[ 1.04293916e-01 8.51952441e-02 -1.57072447e-02 -2.43145103e-01
-3.21638645e-01 5.75175717e-03 -1.98131701e-01 -3.23218757e-01
-3.28712744e-01 -2.74854131e-02 -1.41712469e-01 1.76253439e-01
2.34712797e-03]
[ -6.19033698e-02 -1.07466456e-02 -2.84568765e-01 -4.22794440e-02
6.91894225e-02 1.55197137e-01 -2.45893947e-01 -1.84795665e-01
-5.37022535e-02 -5.70551602e-02 1.73118901e-01 6.64333340e-01
-9.71509353e-02]
[ 1.30377701e-01 3.36020002e-01 -1.97170884e-01 7.39614135e-01
1.15267106e-01 1.95496956e-03 -2.29190993e-01 -3.87914294e-01
-2.34772253e-01 -3.28215708e-01 7.43277246e-01 9.06309759e-01
-1.21666507e+00]
[ -1.18533643e-02 1.74164868e-01 5.33193850e-02 3.42844438e-01
-4.55366847e-04 -6.60176915e-02 -2.92391080e-01 -3.49769214e-01
-2.88520578e-01 -2.29409384e-01 5.70850218e-01 9.42831499e-01
-1.17347522e+00]
[ -3.47099668e-02 -1.37007206e-01 -1.50046830e-01 3.18952923e-01
-1.80173102e-01 2.36604558e-01 -5.50110502e-02 -1.91818631e-01
-2.34107693e-01 -3.83167982e-01 2.09189235e-01 5.43483312e-01
-5.84007667e-01]
[ 8.15408154e-02 -3.82407167e-01 -5.11505974e-02 1.18390576e-02
-1.15278052e-01 1.99683613e-01 7.27001660e-02 1.68344463e-01
-1.86174627e-01 -1.54050236e-02 -5.28841857e-02 3.34820063e-01
-3.27597474e-01]
[ 2.08033931e-01 -2.94248595e-01 -1.19533272e-01 -7.45952533e-02
-2.14417416e-01 1.22455023e-01 2.92163546e-02 -1.33823319e-01
-6.33364970e-02 -6.46107199e-02 -1.49359246e-01 -1.67759731e-01
-1.92526514e-01]
[ -1.35466645e-01 -7.78499515e-02 3.72192661e-02 -2.35984211e-01
-5.62093761e-02 -1.41565550e-01 3.18963874e-02 -1.84256586e-02
-1.03701053e-01 3.37174991e-03 -3.09515966e-01 -4.15783363e-01
-1.27688815e-01]
[ -1.41298871e-01 -1.36043267e-01 -6.83889055e-02 -2.81130623e-01
-3.46099118e-01 -2.88853483e-01 1.64362602e-01 1.47040194e-01
1.32303603e-02 1.25578773e-01 -2.72907584e-01 -8.54221083e-01
2.98101411e-02]
[ -1.35676847e-01 -2.55293791e-01 -3.00635182e-01 -7.90548710e-01
-3.05143266e-01 -2.07433606e-01 -1.85658470e-01 1.35062266e-02
2.92212047e-02 -4.57012676e-01 -6.44489884e-01 -6.85088457e-01
-1.02119152e+00]
[ -1.24575266e-01 1.34545429e-01 1.36443826e-02 1.30857857e-01
-2.01774126e-01 -1.75861041e-01 -1.59934325e-01 6.71586639e-03
-1.42783426e-01 -1.54700697e-01 -1.17022668e-01 -3.67895906e-01
1.09929016e-02]
[ -3.62976926e-01 -1.18079269e-01 -2.73050308e-01 2.85805024e-01
-1.99616498e-01 -2.32284133e-01 -1.13393415e-01 -1.01582173e-01
1.68180084e-02 3.03119955e-02 9.31516078e-02 -3.52007570e-01
1.63865559e-01]
[ -1.33618149e-01 -4.48580134e-02 -2.55514663e-01 1.54150035e-01
-2.25263680e-01 -2.79964031e-01 -3.77262475e-01 -2.62732629e-02
8.26015600e-03 -1.19157673e-01 -2.08966705e-01 -2.95334013e-01
6.94586038e-02]
[ -2.46059597e-01 -5.28514182e-01 -3.41520473e-01 -9.65837880e-02
-3.16574268e-01 -2.33187473e-01 -1.17977219e-01 -2.60190504e-01
2.26660162e-02 -2.65929831e-01 -6.05196826e-02 -2.77455116e-01
-1.80615650e-02]
[ -2.20726502e-01 -2.95813365e-01 -3.20687923e-01 -7.96438749e-02
-8.84365139e-02 -1.50649976e-01 -8.41643540e-02 1.78956536e-02
-1.99263279e-01 -5.02166623e-01 -2.24030278e-01 -2.14370714e-01
-3.16540827e-02]
[ -9.66770850e-02 -1.73267867e-02 -2.41074060e-01 -8.33330682e-01
-2.71513991e-01 -2.58620682e-01 4.91434813e-02 -4.52409249e-01
1.25592437e-01 -1.58032428e-01 -6.16067117e-01 -3.67665050e-01
-9.41173395e-01]]
Progress: 27.1% ... Training loss: 0.214 ... Validation loss: 0.364[[-0.2177027 ]
[ 0.24067247]
[-0.10928968]
[ 1.14863667]
[ 0.26380028]
[-0.03830775]
[-0.86776072]
[-0.83172135]
[-0.59188029]
[-0.86805143]
[ 1.25315579]
[ 2.99344358]
[-2.16365673]]
[[ -5.21164812e-01 -4.94970893e-01 -5.88876310e-01 -4.14741988e-02
-2.93832839e-01 -5.93938668e-01 -9.15974012e-03 -2.26913937e-01
-3.29940101e-01 -2.93492531e-01 2.44006993e-01 9.76904651e-01
3.06308236e-01]
[ 7.45767214e-03 -1.36649065e-01 4.85120081e-02 -7.77016539e-02
-4.06913501e-02 5.82899237e-02 -1.17400881e-01 1.92644884e-01
-1.48048810e-01 -1.88564929e-01 -9.98707224e-02 -1.24567560e-01
-9.15727140e-03]
[ -2.65524901e-01 1.34642565e-01 -3.12162307e-02 1.02086669e-01
7.76700676e-02 -1.31641223e-01 -5.06678174e-02 -1.66776526e-01
2.70016112e-01 -4.11615773e-01 1.41539556e-01 6.26949650e-01
8.33369968e-01]
[ 2.38767481e-01 -2.40249103e-01 -2.77925727e-01 1.02445752e-01
-2.75455722e-01 1.01705478e-02 3.61902241e-01 -5.25240415e-01
2.64727473e-01 -1.99477931e-01 -1.15481170e-01 -3.03184424e-01
-2.79236315e-01]
[ 1.35627700e-01 -6.34996058e-04 1.16559614e-01 -1.30785973e-01
-3.21115658e-02 7.39469403e-02 -1.64434305e-01 -1.50432157e-01
8.05603906e-02 2.49257843e-01 -1.87467736e-04 -7.27005507e-02
-1.22270806e-01]
[ -4.83017103e-01 -6.12041156e-01 -6.02439788e-01 -6.21471792e-01
-5.91686729e-01 -5.64761508e-01 -3.41613128e-01 -1.59487314e-01
-4.56545172e-01 -2.40409573e-01 -5.79865222e-01 -8.59517099e-01
-6.63903905e-01]
[ -4.13708452e-01 -5.94545124e-01 -3.24578347e-01 -4.15364757e-01
-4.17931324e-01 -5.63313589e-01 -4.15215206e-01 -4.82477863e-01
-2.99062133e-01 -1.04819123e-01 -4.64871988e-01 -4.46559849e-01
-5.27259827e-01]
[ -3.44368395e-01 -3.42682665e-01 -4.86202963e-01 -1.48078825e-01
-3.16734882e-01 -4.25208199e-01 -2.99358827e-01 -2.75980795e-01
-2.96816093e-01 -5.69160029e-01 -2.86873377e-01 -7.87869173e-01
-5.62366653e-01]
[ -4.66432730e-01 -3.45666065e-01 -3.82861448e-01 -2.15347787e-01
-3.36616917e-01 -2.17081696e-01 -3.83785691e-02 -4.39261193e-01
-2.52906227e-01 -4.51942106e-01 -1.82931216e-01 -2.86025312e-01
-2.08215332e-01]
[ -9.54033605e-01 -9.55075091e-01 -9.86113175e-01 -7.51896245e-01
-1.04291845e+00 -9.88649797e-01 -5.43656875e-01 -5.79505666e-01
-7.28657521e-01 -5.66391835e-01 -7.79699691e-01 -6.66306657e-01
-8.52834823e-01]
[ -5.14896916e-01 -2.65777353e-01 -4.73554140e-01 -3.49245410e-01
-3.44386864e-01 -3.64014976e-01 -6.13991212e-01 -6.19419959e-01
-6.65943011e-01 -1.06546240e-01 -5.25269214e-01 -7.79931797e-01
-6.08928990e-01]
[ -1.17321008e-01 2.41530408e-02 -3.42649125e-01 -4.53366483e-01
-1.04902686e-01 -7.43291623e-02 -1.94443877e-01 -4.00670102e-01
-1.69874215e-01 6.56605948e-02 -4.89100292e-01 -1.09399702e+00
-6.18465600e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57075027e-01 -1.20630061e-01 1.63505634e-01 -2.88564710e-01
-1.31534450e-01 1.13185822e-01 -1.26743262e-01 7.07584599e-03
-8.29256353e-02 6.35704567e-02 -1.98197637e-01 -4.06268782e-01
-4.98518281e-02]
[ -9.12050336e-02 -2.63442288e-01 -1.81848072e-01 -2.82050917e-01
-4.76126849e-01 -8.69673164e-02 -7.31717608e-02 -1.18735522e-02
-7.54986257e-02 -7.31723660e-03 -2.22479499e-01 -3.85387256e-01
-2.91126488e-01]
[ -6.59928076e-02 -2.64602246e-02 -2.28938181e-01 -2.70343104e-01
1.16470001e-01 -1.61470763e-01 -1.69529850e-01 1.22063381e-01
-3.01070944e-03 1.17444823e-01 -2.11077981e-01 -2.88644932e-02
-7.35114825e-02]
[ 3.89349901e-02 -1.69432312e-01 -1.48085067e-01 -9.86927744e-02
-1.27208397e-01 -1.06428671e-01 1.13903682e-01 -1.43578555e-01
-1.11874407e-02 3.48615066e-02 -4.11664232e-02 -1.37253367e-01
2.44636312e-03]
[ -2.92202137e-01 -1.40193128e-01 -7.85130619e-02 -1.07721728e-01
-3.00194456e-01 -2.75795548e-01 -3.79189232e-01 1.19500940e-02
-3.28833748e-01 -2.24750268e-01 1.68345442e-01 -9.83965078e-02
1.68408748e-01]
[ -2.28660573e-01 -1.22188478e-01 -9.36215167e-02 -3.39709163e-02
-8.19406420e-02 -1.19814495e-01 -8.06213106e-02 6.87588248e-03
-1.42186071e-01 -8.23912124e-02 1.87507551e-02 -1.76559062e-01
-1.21600374e-01]
[ -1.73267886e-01 -7.06334522e-02 -2.29462950e-01 -2.73864877e-01
-1.58116482e-01 -2.05082660e-01 -3.38692483e-01 -1.10336623e-01
1.32209427e-01 -2.30021760e-01 -3.72990030e-01 -3.60199091e-01
-3.35850684e-01]
[ -3.70887176e-01 -6.22169531e-02 -1.51020573e-01 -1.31229265e-01
-4.83673676e-02 -3.13350127e-01 3.41364869e-02 -8.48221913e-02
-1.20344174e-01 5.88858231e-02 1.03342550e-02 -3.38928574e-01
-3.31289278e-01]
[ -1.64779561e-01 -1.41754801e-01 -5.29887640e-02 -1.58348067e-01
-1.26307155e-01 -2.95663260e-01 1.65314886e-02 -1.46805253e-01
-2.12563821e-01 3.81125177e-02 2.20622106e-01 -1.69155379e-02
-1.55911430e-01]
[ -1.29547853e-01 -1.73019350e-01 -1.13587331e-01 -2.93643490e-01
9.12212674e-02 -1.73791033e-02 -1.68082831e-01 -1.65137281e-01
1.19199575e-01 -9.16644402e-02 -1.31306793e-01 -6.82278798e-02
-3.18072321e-01]
[ -4.33410239e-02 -3.38593675e-02 -1.50184946e-01 -7.43648777e-02
-2.28523311e-01 6.25507252e-02 -6.74784679e-02 -4.76624299e-02
-2.30454596e-01 -9.49574140e-02 -1.07904973e-01 -3.70595846e-01
-2.06733646e-01]
[ -6.93753515e-02 2.33245842e-02 -1.28885682e-01 -3.28881099e-01
1.19948437e-01 2.03847935e-02 -2.01148623e-01 -1.45935639e-01
1.27266266e-01 -5.42987579e-02 -2.97082340e-01 -2.87286943e-01
-3.15982834e-01]
[ 7.56707893e-02 -3.06544715e-01 -8.57030614e-02 -4.55057525e-01
-2.20646056e-01 -9.00734388e-02 5.63793827e-02 8.76022707e-02
-2.03718318e-02 2.89538144e-01 -5.35143667e-01 -8.29073990e-01
4.38300546e-01]
[ -2.24751135e-01 -2.43254854e-01 -1.32456687e-01 -3.17612918e-01
-3.00024450e-01 -9.39719609e-02 2.04961713e-01 4.00562652e-02
2.85267559e-01 3.53293050e-02 -4.25436266e-01 -1.04773145e+00
6.59163340e-01]
[ -1.69200476e-02 -1.84791649e-01 2.02959360e-02 -3.18849010e-01
-1.69673802e-01 1.64859703e-01 2.00759685e-01 2.53860667e-01
-3.25309997e-02 2.29910767e-01 -2.42501989e-01 -1.12344786e+00
7.52677598e-01]
[ -1.64910128e-03 -4.33641239e-02 -1.26015049e-01 -1.41530533e-01
-1.78688644e-01 -4.77147892e-02 3.07286584e-01 1.66843535e-01
2.55979933e-01 3.67073681e-01 -5.06437697e-01 -1.06549575e+00
7.96101714e-01]
[ -8.45026663e-02 -2.78806514e-01 5.83046568e-02 -3.66596392e-01
-1.49032334e-01 1.16380179e-01 3.78859299e-01 1.42085409e-01
-6.39458127e-02 1.65468749e-01 -5.74974593e-01 -1.04676894e+00
8.84011522e-01]
[ 1.20891197e-01 -8.96109683e-02 1.56453119e-02 -1.85448712e-01
-8.33329280e-02 -1.86051086e-02 2.77929461e-01 3.84269457e-01
4.28075540e-01 2.72778248e-01 -5.76064151e-01 -9.86187742e-01
6.08158473e-01]
[ -2.30410599e-03 -1.38720543e-01 2.24394099e-02 1.67890499e-02
-9.26026002e-02 -2.83446215e-01 8.37622176e-02 3.58619029e-01
7.06360457e-03 1.26460621e-01 -2.71421547e-01 -8.22369497e-01
2.56493833e-01]
[ 9.04063740e-02 9.85531042e-02 7.03613834e-03 1.65427739e-01
-9.57376532e-02 -5.81644133e-02 -1.52070030e-01 -1.26462557e-01
-2.40684547e-01 -1.19080597e-01 -1.11205980e-01 2.12019643e-01
-3.57061711e-01]
[ 4.45117584e-02 -1.09105116e-01 1.46831620e-01 3.87539740e-01
2.45105171e-01 8.75394600e-03 -3.93002456e-01 -3.46495267e-01
-4.54078574e-02 -5.52101408e-01 2.72327299e-01 1.01944393e+00
-7.32621753e-01]
[ 2.89880443e-02 7.80031927e-02 -2.13751685e-01 8.42873320e-02
3.33462040e-02 -2.44498729e-03 -1.82724358e-01 -3.44421392e-01
-2.83048576e-01 -2.34333289e-01 -3.33997217e-02 -1.10277889e-01
-1.94953015e-01]
[ -6.35280572e-02 -2.08406512e-01 5.95135360e-02 4.66081860e-02
-1.30870786e-01 -1.35842386e-01 -1.03285391e-02 -3.93573277e-02
4.77221584e-02 -3.93567100e-01 -3.43635382e-01 -2.63032520e-01
7.33147738e-02]
[ 9.97134274e-04 -2.65629239e-01 5.14810815e-02 -3.08936544e-01
-1.89005596e-01 -2.33716296e-01 -3.10769372e-01 -1.27915146e-02
-4.67427941e-02 3.73435588e-02 -2.01605381e-01 2.31156514e-01
2.65070054e-02]
[ 1.63597796e-01 5.59619468e-02 -1.08336121e-01 -3.08504300e-01
-5.72300599e-02 -1.03419991e-01 -2.19684397e-01 -3.00253170e-02
-2.09201643e-01 -2.66868326e-01 -2.23443962e-01 4.15274316e-01
-2.64697217e-02]
[ -1.80311714e-01 -1.77909704e-01 -1.16852455e-01 -2.92732814e-01
-4.89311480e-02 2.47681595e-02 -2.17226782e-01 -2.71483437e-01
-1.52772839e-01 -8.28757560e-02 -2.47594125e-01 2.89911729e-01
-1.12011478e-01]
[ -4.54295536e-02 -2.01623349e-01 -1.67535953e-01 -2.85030540e-01
-4.32826012e-02 4.11328284e-02 -9.72255964e-02 -1.13160019e-01
-2.55260716e-01 -3.46148408e-01 -5.39078531e-02 1.75608841e-01
-1.67427231e-02]
[ 1.04352011e-01 8.51894032e-02 -1.57147388e-02 -2.43879652e-01
-3.21663213e-01 5.75500989e-03 -1.97856675e-01 -3.23419632e-01
-3.28590821e-01 -2.72374314e-02 -1.42408338e-01 1.74863832e-01
3.46792086e-03]
[ -6.20256026e-02 -1.03887834e-02 -2.84685903e-01 -4.12531135e-02
6.95270681e-02 1.55171555e-01 -2.46689849e-01 -1.86116270e-01
-5.46142418e-02 -5.79518794e-02 1.75724984e-01 6.69895251e-01
-1.01366206e-01]
[ 1.30947698e-01 3.35403201e-01 -1.96997259e-01 7.36315796e-01
1.14765696e-01 2.04306351e-03 -2.27066541e-01 -3.86648363e-01
-2.33291423e-01 -3.25846706e-01 7.39953036e-01 9.02480775e-01
-1.21552591e+00]
[ -1.18884747e-02 1.74358445e-01 5.32497126e-02 3.45518679e-01
-1.71786227e-04 -6.60298081e-02 -2.93158591e-01 -3.50839247e-01
-2.88972364e-01 -2.29722532e-01 5.73441575e-01 9.49141221e-01
-1.17688242e+00]
[ -3.45751284e-02 -1.37261573e-01 -1.49963729e-01 3.17588112e-01
-1.80430426e-01 2.36635337e-01 -5.38448310e-02 -1.90713862e-01
-2.33478968e-01 -3.82153284e-01 2.07242628e-01 5.38962812e-01
-5.82315662e-01]
[ 8.15649966e-02 -3.82336550e-01 -5.11873924e-02 1.25392367e-02
-1.15200659e-01 1.99682855e-01 7.26462043e-02 1.67830923e-01
-1.86237716e-01 -1.55594920e-02 -5.20748001e-02 3.37072473e-01
-3.29391378e-01]
[ 2.08198554e-01 -2.94389919e-01 -1.19457083e-01 -7.58478562e-02
-2.14568725e-01 1.22480276e-01 3.00226165e-02 -1.33137117e-01
-6.27764245e-02 -6.39173896e-02 -1.50663002e-01 -1.70990432e-01
-1.89982021e-01]
[ -1.35420644e-01 -7.78935215e-02 3.72418709e-02 -2.36197446e-01
-5.62502544e-02 -1.41557894e-01 3.22102485e-02 -1.80346243e-02
-1.03637337e-01 3.69983933e-03 -3.09754669e-01 -4.15965451e-01
-1.27495608e-01]
[ -1.41146994e-01 -1.36222482e-01 -6.83103904e-02 -2.82034883e-01
-3.46265078e-01 -2.88834033e-01 1.65503356e-01 1.48219965e-01
1.39219250e-02 1.26689505e-01 -2.74014614e-01 -8.56727309e-01
3.18666946e-02]
[ -1.36540642e-01 -2.53996877e-01 -3.01173982e-01 -7.87279186e-01
-3.03694592e-01 -2.07612443e-01 -1.89417610e-01 6.84205960e-03
2.64352147e-02 -4.61758340e-01 -6.38340037e-01 -6.62930484e-01
-1.03130924e+00]
[ -1.24130201e-01 1.33842867e-01 1.38559505e-02 1.27044584e-01
-2.02287582e-01 -1.75795571e-01 -1.57783553e-01 8.74292908e-03
-1.40945506e-01 -1.52497178e-01 -1.21292859e-01 -3.77375754e-01
1.77168633e-02]
[ -3.62529407e-01 -1.18552686e-01 -2.72913540e-01 2.82872251e-01
-2.00075005e-01 -2.32211954e-01 -1.11200726e-01 -1.00222891e-01
1.82100624e-02 3.25647516e-02 9.03228117e-02 -3.55273689e-01
1.66007146e-01]
[ -1.34199052e-01 -4.42755450e-02 -2.55705771e-01 1.58246333e-01
-2.24707889e-01 -2.80044333e-01 -3.79466623e-01 -2.84717432e-02
6.88654195e-03 -1.21487322e-01 -2.05348092e-01 -2.86912991e-01
6.79194608e-02]
[ -2.46205135e-01 -5.28373824e-01 -3.41595193e-01 -9.43888253e-02
-3.16478743e-01 -2.33198174e-01 -1.18637889e-01 -2.60011749e-01
2.21934519e-02 -2.67079892e-01 -5.86313141e-02 -2.74027232e-01
-1.60566872e-02]
[ -2.20500403e-01 -2.96579740e-01 -3.20442250e-01 -8.39134905e-02
-8.93665067e-02 -1.50582667e-01 -8.21064048e-02 2.15677251e-02
-1.97486960e-01 -5.00748238e-01 -2.29379333e-01 -2.24546146e-01
-2.10753173e-02]
[ -9.58671599e-02 -1.86434270e-02 -2.40783278e-01 -8.42332308e-01
-2.72914163e-01 -2.58511848e-01 5.54455510e-02 -4.49998571e-01
1.31408416e-01 -1.56680347e-01 -6.26048656e-01 -4.00204015e-01
-9.34351750e-01]]
Progress: 27.1% ... Training loss: 0.211 ... Validation loss: 0.372[[-0.21459088]
[ 0.24834911]
[-0.10255567]
[ 1.16525989]
[ 0.27098696]
[-0.0336172 ]
[-0.86032504]
[-0.8196719 ]
[-0.5846229 ]
[-0.85896149]
[ 1.2691149 ]
[ 3.00779254]
[-2.15947088]]
[[ -5.21863835e-01 -4.93911270e-01 -5.89153290e-01 -3.36382925e-02
-2.92810849e-01 -5.94058171e-01 -1.16808012e-02 -2.30074813e-01
-3.31457731e-01 -2.96948196e-01 2.51972476e-01 9.88903955e-01
3.02667804e-01]
[ 7.32052987e-03 -1.36518996e-01 4.84341944e-02 -7.71571649e-02
-4.05244039e-02 5.82575672e-02 -1.17869683e-01 1.91829512e-01
-1.48317389e-01 -1.89298710e-01 -9.89949801e-02 -1.22656944e-01
-1.03873564e-02]
[ -2.66014964e-01 1.35275232e-01 -3.12883239e-02 1.07626528e-01
7.80326512e-02 -1.31718424e-01 -5.24003607e-02 -1.64896137e-01
2.68821181e-01 -4.12175615e-01 1.43888070e-01 6.19920471e-01
8.32746374e-01]
[ 2.40151064e-01 -2.41226960e-01 -2.77515038e-01 9.66360618e-02
-2.76351975e-01 1.04267309e-02 3.66488029e-01 -5.21915029e-01
2.66647148e-01 -1.94184311e-01 -1.21324573e-01 -3.07559171e-01
-2.82127057e-01]
[ 1.35845593e-01 -5.69574260e-04 1.16437412e-01 -1.31160253e-01
-3.17801924e-02 7.39512630e-02 -1.64701386e-01 -1.52660024e-01
8.00500732e-02 2.49143516e-01 1.08469469e-03 -6.35127721e-02
-1.32825954e-01]
[ -4.83305341e-01 -6.11788484e-01 -6.02538933e-01 -6.20693716e-01
-5.91507133e-01 -5.64799172e-01 -3.43078534e-01 -1.61577707e-01
-4.57248364e-01 -2.42289476e-01 -5.78700162e-01 -8.55094265e-01
-6.65178448e-01]
[ -4.13979239e-01 -5.94250332e-01 -3.24758289e-01 -4.13233445e-01
-4.17670526e-01 -5.63360978e-01 -4.16640747e-01 -4.83519921e-01
-3.00322909e-01 -1.06349395e-01 -4.62883494e-01 -4.44140009e-01
-5.31273460e-01]
[ -3.45071771e-01 -3.41545085e-01 -4.86509680e-01 -1.39297813e-01
-3.15555859e-01 -4.25335386e-01 -3.02934720e-01 -2.78852199e-01
-2.99289869e-01 -5.72069659e-01 -2.78327736e-01 -7.74419865e-01
-5.70667965e-01]
[ -4.66207904e-01 -3.45867200e-01 -3.82891521e-01 -2.16510776e-01
-3.36720396e-01 -2.17056284e-01 -3.71937031e-02 -4.40302521e-01
-2.52013642e-01 -4.51708813e-01 -1.83866681e-01 -2.86407704e-01
-2.07486126e-01]
[ -9.54873378e-01 -9.54256644e-01 -9.86588018e-01 -7.44024320e-01
-1.04200095e+00 -9.88808327e-01 -5.46559781e-01 -5.84146936e-01
-7.30504518e-01 -5.70794114e-01 -7.72067193e-01 -6.54815054e-01
-8.57849037e-01]
[ -5.14957551e-01 -2.65511166e-01 -4.73617716e-01 -3.48702055e-01
-3.44228746e-01 -3.64023895e-01 -6.14375732e-01 -6.20157373e-01
-6.66369149e-01 -1.06835593e-01 -5.24630880e-01 -7.79143981e-01
-6.10385881e-01]
[ -1.17458175e-01 2.45523169e-02 -3.42726583e-01 -4.51254351e-01
-1.04462367e-01 -7.43485421e-02 -1.96438425e-01 -4.02336602e-01
-1.71146236e-01 6.42657153e-02 -4.86607395e-01 -1.08636685e+00
-6.24854777e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57023043e-01 -1.20649296e-01 1.63518628e-01 -2.88912405e-01
-1.31556542e-01 1.13194325e-01 -1.26822991e-01 6.90374558e-03
-8.29612183e-02 6.35778527e-02 -1.98414452e-01 -4.06346536e-01
-5.01397551e-02]
[ -9.15737115e-02 -2.63125722e-01 -1.81965136e-01 -2.80550376e-01
-4.75863336e-01 -8.70198826e-02 -7.50268730e-02 -1.41675225e-02
-7.62597776e-02 -9.47571091e-03 -2.20728510e-01 -3.80284775e-01
-2.92935967e-01]
[ -6.57995897e-02 -2.66165162e-02 -2.28872201e-01 -2.71209273e-01
1.16268198e-01 -1.61440150e-01 -1.68536803e-01 1.23024943e-01
-2.46320887e-03 1.18544234e-01 -2.11951346e-01 -3.03271856e-02
-7.21044229e-02]
[ 3.90631193e-02 -1.69483525e-01 -1.48085658e-01 -9.85966502e-02
-1.27253581e-01 -1.06417648e-01 1.14597421e-01 -1.43313165e-01
-1.08749529e-02 3.52373491e-02 -4.09287696e-02 -1.39024869e-01
2.14339514e-03]
[ -2.92545195e-01 -1.39828953e-01 -7.86697627e-02 -1.05573371e-01
-2.99809465e-01 -2.75846256e-01 -3.80772917e-01 1.07255634e-02
-3.30002104e-01 -2.26612494e-01 1.70760276e-01 -9.34313970e-02
1.64210106e-01]
[ -2.28767314e-01 -1.22218907e-01 -9.36355253e-02 -3.40251128e-02
-8.20566492e-02 -1.19827390e-01 -8.12746764e-02 7.05640086e-03
-1.42604482e-01 -8.25534657e-02 1.77361270e-02 -1.78694016e-01
-1.20077426e-01]
[ -1.73273478e-01 -7.06920527e-02 -2.29472931e-01 -2.72794665e-01
-1.58203999e-01 -2.05095293e-01 -3.37982691e-01 -1.09945536e-01
1.32766256e-01 -2.29959603e-01 -3.72609386e-01 -3.66366167e-01
-3.35800300e-01]
[ -3.71304899e-01 -6.13977420e-02 -1.51191698e-01 -1.26609302e-01
-4.75461425e-02 -3.13422065e-01 3.08454573e-02 -8.66457649e-02
-1.22587343e-01 5.67924497e-02 1.50486547e-02 -3.27842929e-01
-3.38315341e-01]
[ -1.65116831e-01 -1.41268687e-01 -5.31588806e-02 -1.54705430e-01
-1.25712992e-01 -2.95719448e-01 1.51599290e-02 -1.48757809e-01
-2.13694199e-01 3.69023505e-02 2.24949754e-01 -6.38042462e-03
-1.59167066e-01]
[ -1.29435743e-01 -1.73106008e-01 -1.13546601e-01 -2.94616640e-01
9.10752410e-02 -1.73532096e-02 -1.67023221e-01 -1.64715370e-01
1.19898112e-01 -9.12971189e-02 -1.32524451e-01 -7.14917549e-02
-3.15463503e-01]
[ -4.35826319e-02 -3.35871356e-02 -1.50336694e-01 -7.34032953e-02
-2.28234461e-01 6.24948868e-02 -6.84678616e-02 -4.92214138e-02
-2.31077455e-01 -9.62056241e-02 -1.06542512e-01 -3.67734501e-01
-2.08574184e-01]
[ -6.90777013e-02 2.29526225e-02 -1.28829927e-01 -3.30151893e-01
1.19730264e-01 2.04346992e-02 -2.00062908e-01 -1.46175576e-01
1.27985661e-01 -5.35626931e-02 -2.98184774e-01 -2.87049196e-01
-3.15711073e-01]
[ 7.57103410e-02 -3.06578112e-01 -8.56821105e-02 -4.55473035e-01
-2.20707674e-01 -9.00685244e-02 5.67739635e-02 8.80299612e-02
-2.01915194e-02 2.90035574e-01 -5.35620866e-01 -8.30827949e-01
4.39634734e-01]
[ -2.24765523e-01 -2.43233035e-01 -1.32463742e-01 -3.18076942e-01
-3.00053358e-01 -9.39743529e-02 2.05312548e-01 4.02181759e-02
2.85423000e-01 3.53329754e-02 -4.26070097e-01 -1.04929256e+00
6.60329197e-01]
[ -1.70234203e-02 -1.84728976e-01 2.02545100e-02 -3.18855205e-01
-1.69612473e-01 1.64844634e-01 2.00623163e-01 2.53577773e-01
-3.26688415e-02 2.29394856e-01 -2.42409130e-01 -1.12412762e+00
7.52806829e-01]
[ -1.90628298e-03 -4.30810200e-02 -1.26109429e-01 -1.39586709e-01
-1.78404024e-01 -4.77557758e-02 3.05622449e-01 1.65697764e-01
2.54896950e-01 3.65537457e-01 -5.04883122e-01 -1.06388057e+00
7.92024024e-01]
[ -8.44131877e-02 -2.78857699e-01 5.83240055e-02 -3.67226454e-01
-1.49117339e-01 1.16393006e-01 3.79729806e-01 1.42577334e-01
-6.36340012e-02 1.65801349e-01 -5.75687619e-01 -1.04794229e+00
8.85546087e-01]
[ 1.20917253e-01 -8.96516572e-02 1.56636656e-02 -1.86076480e-01
-8.33847052e-02 -1.86030284e-02 2.78420303e-01 3.84635249e-01
4.28373647e-01 2.72966144e-01 -5.76587966e-01 -9.87225910e-01
6.09630898e-01]
[ -2.38015174e-03 -1.38647924e-01 2.24132836e-02 1.73083367e-02
-9.25209518e-02 -2.83457491e-01 8.33821016e-02 3.58353665e-01
6.79244079e-03 1.26193727e-01 -2.71059657e-01 -8.22086096e-01
2.55662454e-01]
[ 9.06699210e-02 9.81567528e-02 7.11967785e-03 1.63738314e-01
-9.60784083e-02 -5.81298154e-02 -1.49907532e-01 -1.25844457e-01
-2.38968275e-01 -1.18695905e-01 -1.12799677e-01 2.03861088e-01
-3.53588717e-01]
[ 4.40483586e-02 -1.08517143e-01 1.46575346e-01 3.93079869e-01
2.45914632e-01 8.68041522e-03 -3.95734769e-01 -3.49350540e-01
-4.72374338e-02 -5.54360282e-01 2.78183785e-01 1.03293271e+00
-7.38285615e-01]
[ 2.89357647e-02 7.80099056e-02 -2.13772471e-01 8.44361766e-02
3.33699142e-02 -2.45081570e-03 -1.82925236e-01 -3.44512411e-01
-2.83104766e-01 -2.34734779e-01 -3.31509729e-02 -1.09781869e-01
-1.95036370e-01]
[ -6.37748535e-02 -2.08085182e-01 5.93432715e-02 4.80165316e-02
-1.30529958e-01 -1.35891467e-01 -1.19165315e-02 -4.11652658e-02
4.65052902e-02 -3.94651504e-01 -3.42214426e-01 -2.58630219e-01
7.01251462e-02]
[ 7.30839158e-04 -2.65453860e-01 5.13961275e-02 -3.08373554e-01
-1.88860989e-01 -2.33748328e-01 -3.11659234e-01 -1.31029166e-02
-4.74203647e-02 3.63655104e-02 -2.01111962e-01 2.31394384e-01
2.64653114e-02]
[ 1.63846045e-01 5.57348959e-02 -1.08233639e-01 -3.09879797e-01
-5.74944183e-02 -1.03379540e-01 -2.18689738e-01 -2.91855524e-02
-2.08529455e-01 -2.65662041e-01 -2.24973962e-01 4.12031121e-01
-2.40118331e-02]
[ -1.80309355e-01 -1.77922394e-01 -1.16849354e-01 -2.92829097e-01
-4.89472221e-02 2.47689780e-02 -2.17170652e-01 -2.71414465e-01
-1.52741823e-01 -8.28415471e-02 -2.47707776e-01 2.89620730e-01
-1.11795315e-01]
[ -4.54626703e-02 -2.01645281e-01 -1.67529196e-01 -2.86084057e-01
-4.33969735e-02 4.11327695e-02 -9.64817057e-02 -1.12602618e-01
-2.54658020e-01 -3.46100028e-01 -5.50216490e-02 1.71047127e-01
-1.33108841e-02]
[ 1.04280285e-01 8.52591895e-02 -1.57336655e-02 -2.43850338e-01
-3.21623104e-01 5.74366524e-03 -1.98482492e-01 -3.24500789e-01
-3.28659229e-01 -2.78405010e-02 -1.42291505e-01 1.76988505e-01
3.70799118e-03]
[ -6.20872375e-02 -1.02973509e-02 -2.84736324e-01 -4.06467685e-02
6.96879783e-02 1.55157094e-01 -2.46971179e-01 -1.86839367e-01
-5.48510351e-02 -5.86301917e-02 1.76946169e-01 6.72169984e-01
-1.03566953e-01]
[ 1.31084173e-01 3.35616719e-01 -1.97010074e-01 7.37302680e-01
1.15020119e-01 2.06209838e-03 -2.27524683e-01 -3.87318721e-01
-2.33658625e-01 -3.25864479e-01 7.41228317e-01 9.08885745e-01
-1.21948348e+00]
[ -1.18484219e-02 1.74221936e-01 5.33022601e-02 3.44793420e-01
-3.00233411e-04 -6.60208016e-02 -2.92964309e-01 -3.50407132e-01
-2.88679524e-01 -2.29388988e-01 5.72597494e-01 9.47542194e-01
-1.17546479e+00]
[ -3.48981536e-02 -1.36607260e-01 -1.50163346e-01 3.22346698e-01
-1.79861950e-01 2.36567696e-01 -5.62075727e-02 -1.93420415e-01
-2.35316759e-01 -3.83625036e-01 2.12277189e-01 5.52720657e-01
-5.90222153e-01]
[ 8.15899181e-02 -3.82337554e-01 -5.11960868e-02 1.31650756e-02
-1.15191123e-01 1.99683603e-01 7.24643652e-02 1.67674136e-01
-1.86318498e-01 -1.56129734e-02 -5.14317385e-02 3.38318084e-01
-3.30764463e-01]
[ 2.08133179e-01 -2.94327580e-01 -1.19479565e-01 -7.53549270e-02
-2.14525016e-01 1.22471822e-01 2.96064259e-02 -1.33402291e-01
-6.29889013e-02 -6.42691542e-02 -1.50182484e-01 -1.70267179e-01
-1.90886087e-01]
[ -1.35290081e-01 -7.81281732e-02 3.73389137e-02 -2.36459678e-01
-5.64918095e-02 -1.41535788e-01 3.27763458e-02 -1.66680180e-02
-1.03206881e-01 4.75345285e-03 -3.10510306e-01 -4.19308879e-01
-1.26281230e-01]
[ -1.41151186e-01 -1.36206111e-01 -6.83161675e-02 -2.81785015e-01
-3.46239638e-01 -2.88835291e-01 1.65314939e-01 1.48207292e-01
1.37612776e-02 1.26738670e-01 -2.73752526e-01 -8.56469089e-01
3.11487450e-02]
[ -1.36652816e-01 -2.53633610e-01 -3.01344459e-01 -7.86305487e-01
-3.03375250e-01 -2.07660815e-01 -1.90324060e-01 4.70388133e-03
2.59011599e-02 -4.62473738e-01 -6.36636348e-01 -6.58175699e-01
-1.03338263e+00]
[ -1.24344451e-01 1.34402762e-01 1.36583521e-02 1.31100865e-01
-2.01755380e-01 -1.75842281e-01 -1.58947124e-01 6.73640407e-03
-1.42500149e-01 -1.53464935e-01 -1.17051043e-01 -3.65950733e-01
1.01756217e-02]
[ -3.63087560e-01 -1.17549435e-01 -2.73176584e-01 2.89464011e-01
-1.98967996e-01 -2.32322034e-01 -1.15539655e-01 -1.02793686e-01
1.52218186e-02 2.96240687e-02 9.65164961e-02 -3.41350382e-01
1.56452970e-01]
[ -1.34067432e-01 -4.43607074e-02 -2.55697068e-01 1.60489715e-01
-2.24683794e-01 -2.80005784e-01 -3.80159791e-01 -3.02598453e-02
6.94890629e-03 -1.21379496e-01 -2.02830905e-01 -2.77578355e-01
6.35066052e-02]
[ -2.46075605e-01 -5.28681235e-01 -3.41470789e-01 -9.68514379e-02
-3.16937522e-01 -2.33158485e-01 -1.16890153e-01 -2.58378255e-01
2.35376619e-02 -2.66229755e-01 -6.21880128e-02 -2.84666429e-01
-7.75239330e-03]
[ -2.20696474e-01 -2.96443867e-01 -3.20531028e-01 -8.37866563e-02
-8.92516981e-02 -1.50618540e-01 -8.23198992e-02 2.09382912e-02
-1.97837676e-01 -5.02051737e-01 -2.28674980e-01 -2.24593678e-01
-2.19516677e-02]
[ -9.60852361e-02 -1.88292326e-02 -2.40812365e-01 -8.43334241e-01
-2.73036902e-01 -2.58535881e-01 5.57314543e-02 -4.49544213e-01
1.31884343e-01 -1.57797485e-01 -6.27088957e-01 -4.09045446e-01
-9.31058305e-01]]
Progress: 27.1% ... Training loss: 0.209 ... Validation loss: 0.373[[-0.23369926]
[ 0.22689512]
[-0.11889842]
[ 1.1505234 ]
[ 0.25071489]
[-0.05097478]
[-0.8816141 ]
[-0.84438941]
[-0.60825143]
[-0.88622183]
[ 1.25147039]
[ 2.98436746]
[-2.17760008]]
[[ -5.21300750e-01 -4.94601369e-01 -5.88912237e-01 -3.43280838e-02
-2.93655959e-01 -5.93979384e-01 -8.23498522e-03 -2.25334433e-01
-3.29473055e-01 -2.92152230e-01 2.49158081e-01 9.78094342e-01
3.09240457e-01]
[ 7.21761280e-03 -1.36356366e-01 4.83815353e-02 -7.59045663e-02
-4.03534231e-02 5.82429223e-02 -1.18731489e-01 1.91214734e-01
-1.48793995e-01 -1.89581603e-01 -9.71312018e-02 -1.17679270e-01
-1.34251397e-02]
[ -2.65925413e-01 1.34191654e-01 -3.10489685e-02 1.00819510e-01
7.66665289e-02 -1.31674364e-01 -5.04694880e-02 -1.64853763e-01
2.72257361e-01 -4.13144654e-01 1.37771772e-01 6.01517896e-01
8.43178827e-01]
[ 2.40128715e-01 -2.39953516e-01 -2.78203009e-01 9.94407722e-02
-2.74880012e-01 1.03509384e-02 3.66213525e-01 -5.30972116e-01
2.66406281e-01 -2.00671000e-01 -1.11199320e-01 -2.77634233e-01
-2.89202909e-01]
[ 1.37594659e-01 -2.43157926e-03 1.17156247e-01 -1.40312456e-01
-3.40372869e-02 7.42142458e-02 -1.59198155e-01 -1.47885325e-01
8.48405326e-02 2.56872946e-01 -9.64738824e-03 -8.35561911e-02
-1.32118098e-01]
[ -4.82488808e-01 -6.12839417e-01 -6.02200897e-01 -6.23177835e-01
-5.92545816e-01 -5.64687400e-01 -3.39818436e-01 -1.55928430e-01
-4.55268724e-01 -2.36885379e-01 -5.83791116e-01 -8.69040094e-01
-6.60483268e-01]
[ -4.12873752e-01 -5.95373467e-01 -3.24265329e-01 -4.21334257e-01
-4.19203699e-01 -5.63195647e-01 -4.11307005e-01 -4.79542175e-01
-2.96581697e-01 -1.01123895e-01 -4.70506996e-01 -4.62025290e-01
-5.20543919e-01]
[ -3.44778797e-01 -3.42407323e-01 -4.86319573e-01 -1.40179929e-01
-3.16298782e-01 -4.25283950e-01 -3.01978913e-01 -2.77136648e-01
-2.97688440e-01 -5.70634995e-01 -2.79751296e-01 -7.78329387e-01
-5.69779802e-01]
[ -4.65424397e-01 -3.46793357e-01 -3.82561081e-01 -2.19981362e-01
-3.37603806e-01 -2.16929514e-01 -3.37854235e-02 -4.37913255e-01
-2.49647848e-01 -4.47687651e-01 -1.88502463e-01 -2.96432035e-01
-2.03925013e-01]
[ -9.53810566e-01 -9.56045131e-01 -9.85941774e-01 -7.48292310e-01
-1.04377299e+00 -9.88625944e-01 -5.41628676e-01 -5.75943555e-01
-7.26896209e-01 -5.62440914e-01 -7.79522492e-01 -6.74201742e-01
-8.50445449e-01]
[ -5.14049415e-01 -2.66738166e-01 -4.73221358e-01 -3.53764721e-01
-3.45592461e-01 -3.63900801e-01 -6.10733847e-01 -6.16666965e-01
-6.63293313e-01 -1.02758453e-01 -5.30278076e-01 -7.95016203e-01
-6.03766340e-01]
[ -1.16430621e-01 2.36053399e-02 -3.42417643e-01 -4.56861328e-01
-1.05524802e-01 -7.41987096e-02 -1.92053486e-01 -4.00298551e-01
-1.68142307e-01 6.79207995e-02 -4.92278697e-01 -1.09687291e+00
-6.19003909e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57415638e-01 -1.20458475e-01 1.63413688e-01 -2.86220915e-01
-1.31266651e-01 1.13139733e-01 -1.28541849e-01 6.39414265e-03
-8.38720546e-02 6.19431027e-02 -1.96158750e-01 -4.03348482e-01
-5.04231272e-02]
[ -9.10488612e-02 -2.63568364e-01 -1.81762540e-01 -2.83203255e-01
-4.76357681e-01 -8.69448123e-02 -7.25697278e-02 -1.07994479e-02
-7.51527624e-02 -6.27189872e-03 -2.24467884e-01 -3.89501080e-01
-2.90624761e-01]
[ -6.49478500e-02 -2.75883919e-02 -2.28579179e-01 -2.74663264e-01
1.15232119e-01 -1.61327286e-01 -1.65298328e-01 1.26532211e-01
-2.47213115e-04 1.23205901e-01 -2.16315447e-01 -3.97490355e-02
-6.82489102e-02]
[ 3.93916424e-02 -1.69728743e-01 -1.47963614e-01 -1.00179130e-01
-1.27519500e-01 -1.06379576e-01 1.16020519e-01 -1.42289475e-01
-9.89499770e-03 3.68431875e-02 -4.24396366e-02 -1.42203030e-01
3.53324620e-03]
[ -2.92722489e-01 -1.39662643e-01 -7.87365773e-02 -1.05083914e-01
-2.99681153e-01 -2.75862660e-01 -3.80995477e-01 1.04373070e-02
-3.30522156e-01 -2.27184199e-01 1.71823103e-01 -8.86108230e-02
1.63876101e-01]
[ -2.27824757e-01 -1.23489526e-01 -9.31410082e-02 -4.19053837e-02
-8.37284464e-02 -1.19675777e-01 -7.68417592e-02 1.15335753e-02
-1.38892260e-01 -7.82747543e-02 8.56799634e-03 -2.02017633e-01
-1.07277040e-01]
[ -1.73119337e-01 -7.10061230e-02 -2.29385578e-01 -2.73330329e-01
-1.58518862e-01 -2.05070100e-01 -3.36954994e-01 -1.09442026e-01
1.33957491e-01 -2.29716838e-01 -3.73409380e-01 -3.72760227e-01
-3.34863459e-01]
[ -3.71102667e-01 -6.17898977e-02 -1.51097546e-01 -1.29334025e-01
-4.79292184e-02 -3.13392182e-01 3.24554942e-02 -8.57203769e-02
-1.21708495e-01 5.77156758e-02 1.17813313e-02 -3.35293895e-01
-3.36300545e-01]
[ -1.65222234e-01 -1.41124681e-01 -5.32231688e-02 -1.51214250e-01
-1.25414676e-01 -2.95737360e-01 1.33208750e-02 -1.49767406e-01
-2.14602183e-01 3.68106196e-02 2.29455824e-01 6.65144999e-03
-1.63698585e-01]
[ -1.29423493e-01 -1.73136795e-01 -1.13530857e-01 -2.94709600e-01
9.10724843e-02 -1.73512448e-02 -1.67049197e-01 -1.64711333e-01
1.19965083e-01 -9.10441854e-02 -1.32733118e-01 -7.19075531e-02
-3.15301783e-01]
[ -4.34728251e-02 -3.36940984e-02 -1.50271228e-01 -7.32122125e-02
-2.28353148e-01 6.25134780e-02 -6.80322418e-02 -4.85080746e-02
-2.30702793e-01 -9.52682865e-02 -1.06955075e-01 -3.69774471e-01
-2.08194649e-01]
[ -6.85300069e-02 2.22633529e-02 -1.28617235e-01 -3.33029768e-01
1.19103078e-01 2.05256677e-02 -1.97923521e-01 -1.45158761e-01
1.29485706e-01 -5.12853739e-02 -3.01312152e-01 -2.92223933e-01
-3.14538029e-01]
[ 7.57779136e-02 -3.06627086e-01 -8.56581477e-02 -4.56187624e-01
-2.20774984e-01 -9.00610926e-02 5.75479890e-02 8.84023122e-02
-1.97998985e-02 2.90433543e-01 -5.36513909e-01 -8.33174038e-01
4.41873483e-01]
[ -2.24851768e-01 -2.43137500e-01 -1.32495344e-01 -3.17663422e-01
-2.99965528e-01 -9.39858045e-02 2.04773672e-01 3.99727937e-02
2.85031108e-01 3.50695599e-02 -4.25708084e-01 -1.04898801e+00
6.59497102e-01]
[ -1.69220207e-02 -1.84854353e-01 2.02970659e-02 -3.20162623e-01
-1.69759950e-01 1.64860069e-01 2.01872282e-01 2.54430259e-01
-3.20947990e-02 2.29986391e-01 -2.43924634e-01 -1.12618453e+00
7.56049546e-01]
[ -1.87228031e-03 -4.31036614e-02 -1.26102501e-01 -1.39839150e-01
-1.78436158e-01 -4.77517096e-02 3.05913538e-01 1.65910894e-01
2.55028602e-01 3.65819185e-01 -5.05068521e-01 -1.06422144e+00
7.92607400e-01]
[ -8.43601312e-02 -2.78913643e-01 5.83429820e-02 -3.67965343e-01
-1.49201187e-01 1.16400394e-01 3.80425157e-01 1.42970474e-01
-6.33340262e-02 1.66051639e-01 -5.76357200e-01 -1.04928579e+00
8.87438529e-01]
[ 1.21007469e-01 -8.97381911e-02 1.56980316e-02 -1.86665975e-01
-8.34785240e-02 -1.85922381e-02 2.78953059e-01 3.85084439e-01
4.28770299e-01 2.73506576e-01 -5.77241644e-01 -9.88517917e-01
6.11240324e-01]
[ -2.38324748e-03 -1.38648822e-01 2.24193917e-02 1.75015741e-02
-9.25079235e-02 -2.83461055e-01 8.33459605e-02 3.58375705e-01
6.77611708e-03 1.26275277e-01 -2.70944555e-01 -8.22135911e-01
2.55408270e-01]
[ 9.06750386e-02 9.81113465e-02 7.11442644e-03 1.63994966e-01
-9.61235504e-02 -5.81252719e-02 -1.50008680e-01 -1.25824547e-01
-2.39112067e-01 -1.18842305e-01 -1.12051289e-01 2.06821449e-01
-3.54732776e-01]
[ 4.40556424e-02 -1.08739590e-01 1.46710367e-01 3.95779446e-01
2.45760821e-01 8.68357034e-03 -3.97356322e-01 -3.48418499e-01
-4.70254679e-02 -5.53905417e-01 2.79794835e-01 1.02986894e+00
-7.39593586e-01]
[ 2.94953929e-02 7.74349778e-02 -2.13601060e-01 8.28066522e-02
3.27837086e-02 -2.37392152e-03 -1.80954269e-01 -3.42799915e-01
-2.81679344e-01 -2.32237470e-01 -3.50871800e-02 -1.13047395e-01
-1.93015406e-01]
[ -6.36514361e-02 -2.08143742e-01 5.93653429e-02 4.75550854e-02
-1.30596560e-01 -1.35877717e-01 -1.18575829e-02 -4.11692126e-02
4.64656218e-02 -3.94147844e-01 -3.42418124e-01 -2.57936253e-01
7.03707943e-02]
[ 8.67697887e-04 -2.65751036e-01 5.15242988e-02 -3.09974121e-01
-1.89196625e-01 -2.33723839e-01 -3.10938596e-01 -1.20176535e-02
-4.67186550e-02 3.76040276e-02 -2.03061385e-01 2.26399411e-01
3.00841773e-02]
[ 1.63703168e-01 5.56018250e-02 -1.08228317e-01 -3.10757887e-01
-5.76695268e-02 -1.03385573e-01 -2.18925869e-01 -2.86755755e-02
-2.08407563e-01 -2.66096541e-01 -2.26100065e-01 4.09784208e-01
-2.09781647e-02]
[ -1.80340112e-01 -1.77853845e-01 -1.16872476e-01 -2.92469523e-01
-4.88487620e-02 2.47596933e-02 -2.17461660e-01 -2.71719636e-01
-1.52920093e-01 -8.30034108e-02 -2.47312741e-01 2.90951671e-01
-1.12719838e-01]
[ -4.52938068e-02 -2.01857492e-01 -1.67439203e-01 -2.86586922e-01
-4.36614757e-02 4.11723551e-02 -9.60318643e-02 -1.11508186e-01
-2.54395255e-01 -3.44679728e-01 -5.55014644e-02 1.71196000e-01
-1.32239292e-02]
[ 1.04264181e-01 8.54784772e-02 -1.57766395e-02 -2.43758170e-01
-3.21473430e-01 5.73834307e-03 -1.98276279e-01 -3.25078474e-01
-3.29030849e-01 -2.77830699e-02 -1.42000989e-01 1.78499399e-01
2.99487653e-03]
[ -6.20645848e-02 -1.04032251e-02 -2.84712198e-01 -4.13040562e-02
6.95423897e-02 1.55164633e-01 -2.46712353e-01 -1.86321818e-01
-5.46131868e-02 -5.84621613e-02 1.76041368e-01 6.70949514e-01
-1.02212428e-01]
[ 1.31239465e-01 3.35522477e-01 -1.96980561e-01 7.36865710e-01
1.14937931e-01 2.08059579e-03 -2.26992989e-01 -3.87142599e-01
-2.33498823e-01 -3.25422340e-01 7.40779546e-01 9.07572119e-01
-1.22049231e+00]
[ -1.06890873e-02 1.72361590e-01 5.38420052e-02 3.37839467e-01
-2.05172874e-03 -6.58417682e-02 -2.87444010e-01 -3.45786952e-01
-2.84508835e-01 -2.23718919e-01 5.62839630e-01 9.22202511e-01
-1.17185371e+00]
[ -3.48891854e-02 -1.36563761e-01 -1.50173844e-01 3.23661062e-01
-1.79759443e-01 2.36565901e-01 -5.70860135e-02 -1.93844972e-01
-2.35620429e-01 -3.83499364e-01 2.14160578e-01 5.57288762e-01
-5.93082443e-01]
[ 8.20000331e-02 -3.82623440e-01 -5.10755207e-02 1.03158014e-02
-1.15655526e-01 1.99742560e-01 7.47666476e-02 1.69062621e-01
-1.84864312e-01 -1.40827497e-02 -5.43058263e-02 3.30108513e-01
-3.26027498e-01]
[ 2.08112962e-01 -2.94279425e-01 -1.19498865e-01 -7.51447640e-02
-2.14484136e-01 1.22468366e-01 2.94130383e-02 -1.33632230e-01
-6.31576758e-02 -6.43969884e-02 -1.49877671e-01 -1.69117365e-01
-1.91600270e-01]
[ -1.35192762e-01 -7.82390195e-02 3.73883749e-02 -2.36895720e-01
-5.66074958e-02 -1.41521603e-01 3.33565214e-02 -1.60121754e-02
-1.02891067e-01 5.31554188e-03 -3.10887573e-01 -4.20125033e-01
-1.25605358e-01]
[ -1.41054489e-01 -1.36302237e-01 -6.82801756e-02 -2.82253051e-01
-3.46319249e-01 -2.88824816e-01 1.66027328e-01 1.48711177e-01
1.42073254e-02 1.27144301e-01 -2.74261388e-01 -8.57001685e-01
3.18307492e-02]
[ -1.35692629e-01 -2.54347142e-01 -3.01079550e-01 -7.91276907e-01
-3.04368518e-01 -2.07535248e-01 -1.86226872e-01 7.21658395e-03
2.80417291e-02 -4.58558190e-01 -6.41918247e-01 -6.68932788e-01
-1.03495865e+00]
[ -1.24621259e-01 1.34590005e-01 1.36337422e-02 1.32870344e-01
-2.01612481e-01 -1.75878386e-01 -1.59987224e-01 6.68324198e-03
-1.42950466e-01 -1.53272975e-01 -1.15186582e-01 -3.64584418e-01
1.03803609e-02]
[ -3.63180585e-01 -1.17619303e-01 -2.73161508e-01 2.90248198e-01
-1.98984675e-01 -2.32331423e-01 -1.16031309e-01 -1.02746673e-01
1.52397571e-02 2.93807268e-02 9.70409351e-02 -3.41725273e-01
1.58811911e-01]
[ -1.33248043e-01 -4.51784320e-02 -2.55427483e-01 1.55846291e-01
-2.25483611e-01 -2.79893670e-01 -3.77019592e-01 -2.82879168e-02
9.25956661e-03 -1.18083582e-01 -2.07004976e-01 -2.84336051e-01
6.73913086e-02]
[ -2.46062825e-01 -5.28758348e-01 -3.41425024e-01 -9.39408432e-02
-3.16932223e-01 -2.33144361e-01 -1.17765381e-01 -2.57654246e-01
2.31648754e-02 -2.65251317e-01 -5.97751358e-02 -2.77037944e-01
-7.54682892e-03]
[ -2.19972317e-01 -2.97269131e-01 -3.20257591e-01 -8.99046669e-02
-9.02971114e-02 -1.50504789e-01 -7.79308262e-02 2.46526440e-02
-1.95106581e-01 -4.99052983e-01 -2.35044433e-01 -2.39770859e-01
-1.21905913e-02]
[ -9.52334148e-02 -2.04754370e-02 -2.40304985e-01 -8.48003278e-01
-2.74528113e-01 -2.58400632e-01 5.94699042e-02 -4.44729218e-01
1.35195258e-01 -1.52849332e-01 -6.34839109e-01 -4.30738351e-01
-9.26023312e-01]]
Progress: 27.2% ... Training loss: 0.220 ... Validation loss: 0.378[[-0.21949905]
[ 0.25378373]
[-0.10080843]
[ 1.17750559]
[ 0.27131141]
[-0.03685833]
[-0.85924591]
[-0.81831877]
[-0.57692963]
[-0.866874 ]
[ 1.28227543]
[ 3.03617688]
[-2.13955901]]
[[ -5.22104524e-01 -4.92606985e-01 -5.89652158e-01 -2.45183908e-02
-2.91707236e-01 -5.94196752e-01 -1.35134579e-02 -2.32962814e-01
-3.34357202e-01 -2.97641251e-01 2.62485363e-01 1.01573425e+00
2.77257522e-01]
[ 7.26144062e-03 -1.36340334e-01 4.83628591e-02 -7.61562135e-02
-4.04072840e-02 5.82593145e-02 -1.18592097e-01 1.91078591e-01
-1.48871208e-01 -1.89593203e-01 -9.70933110e-02 -1.16629453e-01
-1.42498267e-02]
[ -2.69598606e-01 1.40686864e-01 -3.35626828e-02 1.28644501e-01
8.24922913e-02 -1.32464750e-01 -7.23515236e-02 -1.88624942e-01
2.54182339e-01 -4.32455948e-01 1.76609002e-01 7.11526998e-01
7.64646619e-01]
[ 2.40866889e-01 -2.42478340e-01 -2.77110018e-01 9.23056967e-02
-2.76936296e-01 1.05629897e-02 3.72972513e-01 -5.19512376e-01
2.72931058e-01 -1.93675035e-01 -1.27262979e-01 -3.27132398e-01
-2.58950375e-01]
[ 1.36731829e-01 -1.03653784e-03 1.16496339e-01 -1.37226139e-01
-3.31846852e-02 7.40075408e-02 -1.60702814e-01 -1.51805132e-01
8.20518389e-02 2.48664146e-01 -4.14531460e-03 -7.95828858e-02
-1.44825997e-01]
[ -4.82554403e-01 -6.12808103e-01 -6.02225670e-01 -6.22353898e-01
-5.92502396e-01 -5.64701493e-01 -3.39647365e-01 -1.56013712e-01
-4.55359866e-01 -2.36923558e-01 -5.83308052e-01 -8.68124733e-01
-6.60870953e-01]
[ -4.13515677e-01 -5.94403029e-01 -3.24720341e-01 -4.16404470e-01
-4.18258212e-01 -5.63327144e-01 -4.14989666e-01 -4.83365538e-01
-2.99631000e-01 -1.05145200e-01 -4.64277586e-01 -4.44567884e-01
-5.37678915e-01]
[ -3.46832190e-01 -3.38914536e-01 -4.87621037e-01 -1.26150102e-01
-3.13161844e-01 -4.25760868e-01 -3.13629792e-01 -2.89218647e-01
-3.07793203e-01 -5.79620674e-01 -2.60508569e-01 -7.20391120e-01
-6.08206084e-01]
[ -4.65456854e-01 -3.46619755e-01 -3.82598985e-01 -2.18279516e-01
-3.37443448e-01 -2.16932981e-01 -3.46181229e-02 -4.38741709e-01
-2.50041761e-01 -4.47973676e-01 -1.87363068e-01 -2.98382946e-01
-2.05028907e-01]
[ -9.55532384e-01 -9.52791644e-01 -9.87273422e-01 -7.34641875e-01
-1.04093910e+00 -9.89040650e-01 -5.51953163e-01 -5.88600387e-01
-7.35921100e-01 -5.70582021e-01 -7.60520125e-01 -6.18210228e-01
-8.88923664e-01]
[ -5.14597585e-01 -2.65970630e-01 -4.73503629e-01 -3.49724693e-01
-3.44746161e-01 -3.63992488e-01 -6.14067310e-01 -6.18944080e-01
-6.65787352e-01 -1.05547571e-01 -5.25783633e-01 -7.83330286e-01
-6.15344829e-01]
[ -1.16954002e-01 2.42524575e-02 -3.42622875e-01 -4.53066393e-01
-1.04918791e-01 -7.43182922e-02 -1.94390708e-01 -4.02183702e-01
-1.70262497e-01 6.55198360e-02 -4.88680911e-01 -1.09019021e+00
-6.26000061e-01]
[ -1.86647205e-02 2.04256512e-01 1.01884744e-01 7.19597064e-02
8.39825282e-02 2.59147590e-02 9.51330734e-02 -8.84484822e-02
-1.62915000e-01 -2.58226454e-01 -2.48796047e-01 2.04463283e-01
1.05499812e-01]
[ -2.57179580e-01 -1.20602352e-01 1.63493644e-01 -2.87098047e-01
-1.31428613e-01 1.13183213e-01 -1.27377186e-01 7.12134554e-03
-8.32771250e-02 6.29323701e-02 -1.97074781e-01 -4.05099621e-01
-4.98328217e-02]
[ -9.12863241e-02 -2.63444408e-01 -1.81851093e-01 -2.82200520e-01
-4.76224036e-01 -8.69867372e-02 -7.32515070e-02 -1.16269483e-02
-7.56499443e-02 -7.26315211e-03 -2.23415928e-01 -3.87427559e-01
-2.90732777e-01]
[ -6.48188402e-02 -2.76724474e-02 -2.28508163e-01 -2.74209748e-01
1.15133448e-01 -1.61310495e-01 -1.65317606e-01 1.27258169e-01
-1.70880488e-04 1.24099496e-01 -2.16319564e-01 -4.02273509e-02
-7.07598381e-02]
[ 3.91138868e-02 -1.69530591e-01 -1.48111663e-01 -9.95830222e-02
-1.27257360e-01 -1.06432732e-01 1.15233940e-01 -1.43468210e-01
-1.06778747e-02 3.53223159e-02 -4.16595611e-02 -1.39420880e-01
2.61321719e-03]
[ -2.92771541e-01 -1.39237660e-01 -7.89103342e-02 -1.04417659e-01
-2.99418422e-01 -2.75874528e-01 -3.81703316e-01 8.53503806e-03
-3.31235267e-01 -2.28631951e-01 1.74210989e-01 -8.07093889e-02
1.55939161e-01]
[ -2.28899072e-01 -1.22024335e-01 -9.37860991e-02 -3.22794040e-02
-8.20112916e-02 -1.19916223e-01 -8.39207881e-02 4.25972764e-03
-1.44199687e-01 -8.31242545e-02 1.90086610e-02 -1.73906399e-01
-1.29157184e-01]
[ -1.73638592e-01 -7.01144314e-02 -2.29653292e-01 -2.67934753e-01
-1.57609621e-01 -2.05217346e-01 -3.39994155e-01 -1.12311925e-01
1.30781040e-01 -2.31799303e-01 -3.67333007e-01 -3.55065401e-01
-3.45424098e-01]
[ -3.70776498e-01 -6.21181321e-02 -1.50981251e-01 -1.31879824e-01
-4.83779495e-02 -3.13342193e-01 3.51343985e-02 -8.42702085e-02
-1.19702659e-01 5.84093564e-02 8.56639858e-03 -3.44234274e-01
-3.33770596e-01]
[ -1.66502575e-01 -1.38939273e-01 -5.40222211e-02 -1.43850052e-01
-1.23654908e-01 -2.95978101e-01 6.04506437e-03 -1.55470880e-01
-2.20417323e-01 3.14666372e-02 2.41242723e-01 3.76296806e-02
-1.82232583e-01]
[ -1.29227802e-01 -1.73395384e-01 -1.13396592e-01 -2.96172915e-01
9.07357317e-02 -1.72936019e-02 -1.66189285e-01 -1.63863246e-01
1.20743667e-01 -9.00549956e-02 -1.35039189e-01 -7.83351032e-02
-3.12629471e-01]
[ -4.32795438e-02 -3.38186500e-02 -1.50204074e-01 -7.42470599e-02
-2.28508949e-01 6.25592954e-02 -6.69832718e-02 -4.75388625e-02
-2.30310122e-01 -9.46029052e-02 -1.07796698e-01 -3.71530137e-01
-2.07504766e-01]
[ -6.89654018e-02 2.25814197e-02 -1.28782856e-01 -3.30727646e-01
1.19546521e-01 2.04213521e-02 -2.00081666e-01 -1.46942762e-01
1.28290420e-01 -5.26118529e-02 -2.99458634e-01 -2.88052156e-01
-3.15622638e-01]
[ 7.58014045e-02 -3.06621456e-01 -8.56510808e-02 -4.56434312e-01
-2.20783904e-01 -9.00556709e-02 5.77241487e-02 8.86791256e-02
-1.97539040e-02 2.90697296e-01 -5.36665552e-01 -8.33386937e-01
4.42432377e-01]
[ -2.24832284e-01 -2.43171506e-01 -1.32475557e-01 -3.18048917e-01
-2.99998184e-01 -9.39821001e-02 2.04920195e-01 4.03001768e-02
2.85031280e-01 3.53443027e-02 -4.26163712e-01 -1.04947265e+00
6.60347660e-01]
[ -1.69313275e-02 -1.84834847e-01 2.02880129e-02 -3.20177770e-01
-1.69761575e-01 1.64854094e-01 2.01941204e-01 2.54417609e-01
-3.20618075e-02 2.29903613e-01 -2.44014157e-01 -1.12652493e+00
7.56211188e-01]
[ -1.83157695e-03 -4.31103925e-02 -1.26095615e-01 -1.40090743e-01
-1.78448445e-01 -4.77479617e-02 3.06216361e-01 1.66040206e-01
2.55154459e-01 3.66081737e-01 -5.05250745e-01 -1.06465419e+00
7.93173698e-01]
[ -8.42951565e-02 -2.78976716e-01 5.83691582e-02 -3.68571485e-01
-1.49284212e-01 1.16413823e-01 3.81136282e-01 1.43328688e-01
-6.30025308e-02 1.66379477e-01 -5.76989243e-01 -1.05038132e+00
8.89121720e-01]
[ 1.20743895e-01 -8.95467129e-02 1.55821333e-02 -1.85454032e-01
-8.32906618e-02 -1.86429304e-02 2.78233433e-01 3.84535748e-01
4.28244413e-01 2.72300179e-01 -5.76462316e-01 -9.88414894e-01
6.08885092e-01]
[ -2.23699335e-03 -1.38784613e-01 2.24742968e-02 1.68272952e-02
-9.26207676e-02 -2.83431014e-01 8.42216652e-02 3.59053059e-01
7.30662208e-03 1.26707223e-01 -2.71420836e-01 -8.22257818e-01
2.55961464e-01]
[ 9.03372852e-02 9.84416490e-02 6.98834503e-03 1.66592448e-01
-9.57466479e-02 -5.82021783e-02 -1.51857470e-01 -1.26586337e-01
-2.40256161e-01 -1.20056534e-01 -1.09815136e-01 2.12084270e-01
-3.58253090e-01]
[ 4.41221860e-02 -1.08795163e-01 1.46743629e-01 3.96300148e-01
2.45633708e-01 8.67623199e-03 -3.96718599e-01 -3.48194542e-01
-4.64249381e-02 -5.53328644e-01 2.79170081e-01 1.02479216e+00
-7.41193054e-01]
[ 2.95548616e-02 7.74053024e-02 -2.13582649e-01 8.29814644e-02
3.27565990e-02 -2.36532270e-03 -1.80861361e-01 -3.42667197e-01
-2.81562869e-01 -2.31961488e-01 -3.50304098e-02 -1.13042654e-01
-1.93366120e-01]
[ -6.39786258e-02 -2.07725265e-01 5.91680068e-02 5.04483001e-02
-1.30001746e-01 -1.35953740e-01 -1.46308237e-02 -4.43720458e-02
4.48337400e-02 -3.95492417e-01 -3.39660849e-01 -2.48095246e-01
6.37266894e-02]
[ 5.86911418e-04 -2.65294837e-01 5.13361292e-02 -3.07681804e-01
-1.88637923e-01 -2.33781861e-01 -3.12939743e-01 -1.46724637e-02
-4.82491366e-02 3.63227783e-02 -1.99651926e-01 2.37623500e-01
2.29646679e-02]
[ 1.63541350e-01 5.57173340e-02 -1.08282049e-01 -3.10705964e-01
-5.75755518e-02 -1.03407618e-01 -2.19458315e-01 -2.90455945e-02
-2.08967129e-01 -2.66400199e-01 -2.25844923e-01 4.11161992e-01
-2.11106117e-02]
[ -1.80734231e-01 -1.77421738e-01 -1.17119376e-01 -2.91257871e-01
-4.83314924e-02 2.46738155e-02 -2.19153088e-01 -2.73821100e-01
-1.54416194e-01 -8.55648549e-02 -2.45069632e-01 2.99195579e-01
-1.16053020e-01]
[ -4.53591668e-02 -2.01793054e-01 -1.67468616e-01 -2.87572064e-01
-4.36748211e-02 4.11664601e-02 -9.60115518e-02 -1.11742867e-01
-2.54897247e-01 -3.44488835e-01 -5.60289035e-02 1.71851820e-01
-1.29423292e-02]
[ 1.03413677e-01 8.71727655e-02 -1.64386308e-02 -2.38865388e-01
-3.20248489e-01 5.57267555e-03 -2.03405454e-01 -3.30007210e-01
-3.32780820e-01 -3.26989902e-02 -1.32722512e-01 2.05951106e-01
-1.57847142e-02]
[ -6.20624198e-02 -1.04108659e-02 -2.84709772e-01 -4.13447294e-02
6.95344913e-02 1.55165526e-01 -2.46695209e-01 -1.86294327e-01
-5.45925459e-02 -5.84388185e-02 1.75991055e-01 6.70825100e-01
-1.02121945e-01]
[ 1.31227149e-01 3.35599543e-01 -1.97005928e-01 7.37272730e-01
1.14999182e-01 2.07943522e-03 -2.26952882e-01 -3.87458500e-01
-2.33651837e-01 -3.25652967e-01 7.41245960e-01 9.08615914e-01
-1.22128043e+00]
[ -1.05241433e-02 1.72542260e-01 5.38413218e-02 3.39792168e-01
-1.95187058e-03 -6.58057680e-02 -2.87886725e-01 -3.46647035e-01
-2.84656018e-01 -2.23310170e-01 5.64879220e-01 9.23874974e-01
-1.17670840e+00]
[ -3.53391287e-02 -1.35906518e-01 -1.50351815e-01 3.27217458e-01
-1.79120387e-01 2.36442460e-01 -5.93558550e-02 -1.95555750e-01
-2.37928937e-01 -3.85325871e-01 2.17985690e-01 5.67487756e-01
-5.98577707e-01]
[ 8.20209636e-02 -3.82624960e-01 -5.10959409e-02 1.13445614e-02
-1.15595168e-01 1.99742809e-01 7.43346304e-02 1.68581540e-01
-1.85389778e-01 -1.41438828e-02 -5.31618616e-02 3.32702067e-01
-3.29030069e-01]
[ 2.08064198e-01 -2.94281520e-01 -1.19489195e-01 -7.49302860e-02
-2.14506642e-01 1.22461967e-01 2.92859633e-02 -1.33413087e-01
-6.32016800e-02 -6.44106720e-02 -1.49882696e-01 -1.69894912e-01
-1.91454373e-01]
[ -1.35267668e-01 -7.80893951e-02 3.73351263e-02 -2.35719875e-01
-5.64752493e-02 -1.41535300e-01 3.27742838e-02 -1.64006516e-02
-1.03521296e-01 4.77622236e-03 -3.09803179e-01 -4.17590485e-01
-1.28163359e-01]
[ -1.41180472e-01 -1.36090530e-01 -6.83716513e-02 -2.81744524e-01
-3.46130954e-01 -2.88853737e-01 1.65492445e-01 1.48091688e-01
1.37119223e-02 1.26358060e-01 -2.73547105e-01 -8.56182943e-01
3.04193410e-02]
[ -1.36331736e-01 -2.53133035e-01 -3.01621394e-01 -7.87565348e-01
-3.02993743e-01 -2.07703358e-01 -1.90084548e-01 1.06148091e-05
2.47589966e-02 -4.61672545e-01 -6.35263892e-01 -6.44316876e-01
-1.05355866e+00]
[ -1.24681079e-01 1.34638924e-01 1.35490119e-02 1.32490894e-01
-2.01621638e-01 -1.75879332e-01 -1.59525374e-01 6.58771387e-03
-1.43031435e-01 -1.53674398e-01 -1.15483201e-01 -3.64933876e-01
1.17442150e-02]
[ -3.63968833e-01 -1.16516967e-01 -2.73539808e-01 2.97209029e-01
-1.97884366e-01 -2.32533402e-01 -1.20152979e-01 -1.05888232e-01
1.16366217e-02 2.56471752e-02 1.04235310e-01 -3.25858974e-01
1.46148667e-01]
[ -1.33801901e-01 -4.44351520e-02 -2.55723065e-01 1.61253828e-01
-2.24782247e-01 -2.79996127e-01 -3.79401298e-01 -3.03850087e-02
7.03028924e-03 -1.20637365e-01 -2.01755002e-01 -2.76692449e-01
6.02660293e-02]
[ -2.45967506e-01 -5.28959720e-01 -3.41349593e-01 -9.38819000e-02
-3.17125488e-01 -2.33121241e-01 -1.17675658e-01 -2.57586045e-01
2.34070193e-02 -2.64670067e-01 -6.06276457e-02 -2.78272940e-01
-6.05715408e-03]
[ -2.20183625e-01 -2.97187104e-01 -3.20278357e-01 -8.83474922e-02
-9.00840318e-02 -1.50531468e-01 -7.92213003e-02 2.44136782e-02
-1.95789458e-01 -4.99432189e-01 -2.34405171e-01 -2.36255865e-01
-1.35965888e-02]
[ -9.58697613e-02 -1.87965924e-02 -2.40878345e-01 -8.43834477e-01
-2.73429014e-01 -2.58549558e-01 5.45746884e-02 -4.48837402e-01
1.31192985e-01 -1.56579454e-01 -6.26333350e-01 -4.06434583e-01
-9.46135168e-01]]
Progress: 27.2% ... Training loss: 0.235 ... Validation loss: 0.366[[-0.23349719]
[ 0.2304353 ]
[-0.11594202]
[ 1.13525982]
[ 0.24838133]
[-0.04751446]
[-0.89043912]
[-0.83810746]
[-0.61276824]
[-0.88292679]
[ 1.23348527]
[ 2.95088492]
[-2.18526431]]
[[ -5.19674279e-01 -4.96971268e-01 -5.88486618e-01 -5.51572927e-02
-2.96202779e-01 -5.93858673e-01 6.80102943e-03 -2.18212244e-01
-3.20619043e-01 -2.87149158e-01 2.26934660e-01 9.22193130e-01
3.30056405e-01]
[ 7.25300037e-03 -1.36333914e-01 4.83587946e-02 -7.61132865e-02
-4.04001626e-02 5.82579694e-02 -1.18651718e-01 1.91010691e-01
-1.48889466e-01 -1.89664586e-01 -9.70585574e-02 -1.16600639e-01
-1.43279224e-02]
[ -2.66363436e-01 1.33872404e-01 -3.17194550e-02 8.97823274e-02
7.60188658e-02 -1.31942285e-01 -4.83066611e-02 -1.66955893e-01
2.72169262e-01 -4.14480000e-01 1.30711369e-01 5.94205755e-01
8.36144754e-01]
[ 2.41670889e-01 -2.41617673e-01 -2.77289128e-01 9.79963992e-02
-2.75912750e-01 1.06109125e-02 3.78504059e-01 -5.20977343e-01
2.74278981e-01 -1.92386310e-01 -1.18280658e-01 -3.12041008e-01
-2.70642145e-01]
[ 1.38442530e-01 -2.66937148e-03 1.17364187e-01 -1.42074390e-01
-3.49106294e-02 7.42977158e-02 -1.61423905e-01 -1.49877385e-01
8.51741372e-02 2.57850721e-01 -1.31219685e-02 -9.70656267e-02
-1.34537381e-01]
[ -4.83141826e-01 -6.12241589e-01 -6.02536675e-01 -6.21157844e-01
-5.91940610e-01 -5.64792025e-01 -3.42568581e-01 -1.59772349e-01
-4.56908411e-01 -2.41617102e-01 -5.80988535e-01 -8.60786299e-01
-6.63821655e-01]
[ -4.12067356e-01 -5.96146466e-01 -3.23954987e-01 -4.27667395e-01
-4.20179379e-01 -5.63127517e-01 -4.08506836e-01 -4.76489793e-01
-2.94513710e-01 -9.62215332e-02 -4.79876130e-01 -4.86064648e-01
-5.16417787e-01]
[ -3.44570916e-01 -3.43339557e-01 -4.86573528e-01 -1.55137355e-01
-3.17472710e-01 -4.25417690e-01 -2.94575617e-01 -2.75453015e-01
-2.94804252e-01 -5.69977428e-01 -2.92294355e-01 -8.02494247e-01
-5.60846804e-01]
[ -4.65963507e-01 -3.45797749e-01 -3.82790203e-01 -2.15429302e-01
-3.36869007e-01 -2.17031599e-01 -3.75920792e-02 -4.40662987e-01
-2.51221772e-01 -4.49665578e-01 -1.84360015e-01 -2.89870441e-01
-2.10212474e-01]
[ -9.53349569e-01 -9.56771817e-01 -9.86177867e-01 -7.63778670e-01
-1.04515509e+00 -9.88753571e-01 -5.34049651e-01 -5.74395819e-01
-7.22772906e-01 -5.60889769e-01 -7.94747285e-01 -7.06195363e-01
-8.39298415e-01]
[ -5.14552437e-01 -2.66303222e-01 -4.73410790e-01 -3.54266046e-01
-3.45152886e-01 -3.63986136e-01 -6.14304343e-01 -6.19040601e-01
-6.64880273e-01 -1.04260888e-01 -5.30655410e-01 -7.96717436e-01
-6.07022367e-01]
[ -1.16698713e-01 2.38959988e-02 -3.42545434e-01 -4.55011926e-01
-1.05287194e-01 -7.42799160e-02 -1.92903357e-01 -4.01686994e-01
-1.69258910e-01 6.61998678e-02 -4.91186548e-01 -1.09596135e+00
-6.23882926e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57351799e-01 -1.20435481e-01 1.63393135e-01 -2.86840948e-01
-1.31230948e-01 1.13157589e-01 -1.28964922e-01 5.43109462e-03
-8.39646504e-02 6.05764162e-02 -1.95900556e-01 -3.99092233e-01
-5.09396419e-02]
[ -9.17881123e-02 -2.62938705e-01 -1.82075389e-01 -2.81053046e-01
-4.75795114e-01 -8.70616876e-02 -7.47061461e-02 -1.38414682e-02
-7.66852839e-02 -9.89275142e-03 -2.21917658e-01 -3.84918550e-01
-2.91719711e-01]
[ -6.47564461e-02 -2.77588588e-02 -2.28521336e-01 -2.74857952e-01
1.15109688e-01 -1.61306442e-01 -1.65111919e-01 1.27102192e-01
6.79109546e-05 1.24195806e-01 -2.16702268e-01 -4.14760919e-02
-7.05400875e-02]
[ 3.98112790e-02 -1.70162854e-01 -1.47810526e-01 -1.03101176e-01
-1.28018001e-01 -1.06335958e-01 1.17703920e-01 -1.40844297e-01
-8.82924273e-03 3.94727450e-02 -4.64138239e-02 -1.52811927e-01
7.85325018e-03]
[ -2.91977765e-01 -1.40458075e-01 -7.83824939e-02 -1.12005709e-01
-3.00671247e-01 -2.75756764e-01 -3.77909741e-01 1.31330497e-02
-3.27992339e-01 -2.23574352e-01 1.63199298e-01 -1.08937452e-01
1.70916478e-01]
[ -2.28804782e-01 -1.22384126e-01 -9.37434138e-02 -3.47857592e-02
-8.23337535e-02 -1.19903360e-01 -8.27279378e-02 5.00805663e-03
-1.43539982e-01 -8.25814126e-02 1.61580786e-02 -1.77920429e-01
-1.26364693e-01]
[ -1.72989781e-01 -7.13987723e-02 -2.29347227e-01 -2.75495628e-01
-1.58798338e-01 -2.05120372e-01 -3.35545622e-01 -1.08624618e-01
1.34978396e-01 -2.29755599e-01 -3.75443396e-01 -3.79068545e-01
-3.32068078e-01]
[ -3.70036283e-01 -6.39367803e-02 -1.50568467e-01 -1.43288975e-01
-5.02459923e-02 -3.13212542e-01 4.21565669e-02 -7.82183644e-02
-1.15210533e-01 6.30106502e-02 -3.78017775e-03 -3.74319525e-01
-3.13521561e-01]
[ -1.66027794e-01 -1.39444825e-01 -5.38715540e-02 -1.49665473e-01
-1.24179687e-01 -2.95930142e-01 1.10264597e-02 -1.53210959e-01
-2.17713257e-01 3.31006074e-02 2.34604795e-01 1.83481908e-02
-1.73856690e-01]
[ -1.28859983e-01 -1.73778242e-01 -1.13215941e-01 -2.97591721e-01
9.03299176e-02 -1.72313592e-02 -1.64987525e-01 -1.62677015e-01
1.21949911e-01 -8.82916497e-02 -1.37115086e-01 -8.31961203e-02
-3.11690505e-01]
[ -4.38645746e-02 -3.30002668e-02 -1.50463013e-01 -7.12063858e-02
-2.27906248e-01 6.24489182e-02 -6.97334173e-02 -4.99536885e-02
-2.31721910e-01 -9.71256869e-02 -1.04494839e-01 -3.63127756e-01
-2.10875342e-01]
[ -6.89703229e-02 2.26008045e-02 -1.28797129e-01 -3.30911788e-01
1.19568466e-01 2.04176788e-02 -1.99963260e-01 -1.46661284e-01
1.28212906e-01 -5.28115447e-02 -2.99324717e-01 -2.87607104e-01
-3.15821674e-01]
[ 7.56908872e-02 -3.06518252e-01 -8.56962300e-02 -4.56608321e-01
-2.20698960e-01 -9.00700644e-02 5.75209177e-02 8.84551853e-02
-1.99329870e-02 2.90280272e-01 -5.36749890e-01 -8.33972694e-01
4.42999220e-01]
[ -2.24832896e-01 -2.43173796e-01 -1.32488759e-01 -3.18474845e-01
-2.99993715e-01 -9.39870907e-02 2.05651834e-01 4.03383497e-02
2.85363025e-01 3.53346803e-02 -4.26824080e-01 -1.05213307e+00
6.61907850e-01]
[ -1.68704282e-02 -1.84878357e-01 2.03063679e-02 -3.20447005e-01
-1.69812610e-01 1.64862761e-01 2.02301869e-01 2.54638767e-01
-3.18352158e-02 2.30207796e-01 -2.44330596e-01 -1.12696753e+00
7.56898468e-01]
[ -1.67309923e-03 -4.32932940e-02 -1.26052095e-01 -1.41490958e-01
-1.78620171e-01 -4.77298647e-02 3.07698483e-01 1.66828367e-01
2.56009521e-01 3.67104168e-01 -5.06367462e-01 -1.06710556e+00
7.96359898e-01]
[ -8.42350358e-02 -2.79179122e-01 5.84161097e-02 -3.70129113e-01
-1.49462290e-01 1.16427681e-01 3.82671031e-01 1.44000220e-01
-6.21398995e-02 1.66809389e-01 -5.78506458e-01 -1.05390638e+00
8.92980499e-01]
[ 1.20760411e-01 -8.95679462e-02 1.55867607e-02 -1.85580304e-01
-8.33128278e-02 -1.86409635e-02 2.78354533e-01 3.84643972e-01
4.28336269e-01 2.72382523e-01 -5.76563083e-01 -9.88597908e-01
6.09145371e-01]
[ -2.17160713e-03 -1.38831287e-01 2.24862740e-02 1.65452532e-02
-9.26701229e-02 -2.83422893e-01 8.45635964e-02 3.59220625e-01
7.62256408e-03 1.26806639e-01 -2.71654028e-01 -8.22921241e-01
2.56437984e-01]
[ 9.10351122e-02 9.76310773e-02 7.21108259e-03 1.61661165e-01
-9.65931691e-02 -5.81244315e-02 -1.46637761e-01 -1.23104076e-01
-2.37434599e-01 -1.17548485e-01 -1.15513130e-01 1.92648459e-01
-3.54437488e-01]
[ 4.45687515e-02 -1.09567945e-01 1.46995732e-01 3.91659971e-01
2.44689695e-01 8.72993072e-03 -3.93603673e-01 -3.45756083e-01
-4.35755568e-02 -5.51509886e-01 2.72473930e-01 1.00563933e+00
-7.36360928e-01]
[ 2.97059327e-02 7.71823714e-02 -2.13543489e-01 8.20483264e-02
3.25801733e-02 -2.35028244e-03 -1.80046310e-01 -3.41896817e-01
-2.81036220e-01 -2.31693090e-01 -3.59299082e-02 -1.16053583e-01
-1.91735505e-01]
[ -6.39360813e-02 -2.07902423e-01 5.92279687e-02 4.81472994e-02
-1.30203210e-01 -1.35946319e-01 -1.34773857e-02 -4.34515012e-02
4.54267633e-02 -3.95381424e-01 -3.42263815e-01 -2.55592897e-01
6.85836759e-02]
[ 4.89255073e-04 -2.65439956e-01 5.12978061e-02 -3.10413923e-01
-1.88855158e-01 -2.33796693e-01 -3.12819986e-01 -1.53053308e-02
-4.76383554e-02 3.51920293e-02 -2.01877506e-01 2.32076908e-01
2.86934006e-02]
[ 1.63228811e-01 5.61928289e-02 -1.08386112e-01 -3.09672977e-01
-5.71657448e-02 -1.03467628e-01 -2.21111949e-01 -3.04983815e-02
-2.09679507e-01 -2.66995186e-01 -2.24650321e-01 4.13966246e-01
-2.21454819e-02]
[ -1.80691199e-01 -1.77685905e-01 -1.17055207e-01 -2.93359515e-01
-4.86687564e-02 2.46834954e-02 -2.19221689e-01 -2.73313461e-01
-1.53989041e-01 -8.52966037e-02 -2.47424799e-01 2.94730335e-01
-1.11261696e-01]
[ -4.56362973e-02 -2.01386215e-01 -1.67596943e-01 -2.86493265e-01
-4.32426200e-02 4.11170033e-02 -9.76148456e-02 -1.13091982e-01
-2.56014800e-01 -3.45753537e-01 -5.43125031e-02 1.76882031e-01
-1.47166160e-02]
[ 1.03694668e-01 8.66012582e-02 -1.62754611e-02 -2.42784412e-01
-3.20664682e-01 5.60863367e-03 -2.02129834e-01 -3.28713947e-01
-3.31384364e-01 -3.14108209e-02 -1.37174532e-01 1.94410344e-01
-6.18341968e-03]
[ -6.17797969e-02 -1.06900999e-02 -2.84605317e-01 -4.28347545e-02
6.92686993e-02 1.55211299e-01 -2.45822672e-01 -1.85560163e-01
-5.37154981e-02 -5.70180185e-02 1.74333936e-01 6.67379138e-01
-1.00417268e-01]
[ 1.31486377e-01 3.34687676e-01 -1.96787632e-01 7.33217675e-01
1.14125637e-01 2.13576756e-03 -2.25362858e-01 -3.84903871e-01
-2.32149996e-01 -3.24151792e-01 7.35812078e-01 8.99272053e-01
-1.21587325e+00]
[ -1.00795182e-02 1.72079927e-01 5.40398972e-02 3.37190910e-01
-2.45726837e-03 -6.57327012e-02 -2.86433132e-01 -3.45569932e-01
-2.83494645e-01 -2.21179261e-01 5.61659732e-01 9.17043534e-01
-1.17534665e+00]
[ -3.52710092e-02 -1.36099426e-01 -1.50335699e-01 3.26453535e-01
-1.79324402e-01 2.36455898e-01 -5.85962691e-02 -1.95235295e-01
-2.37510335e-01 -3.85275970e-01 2.16852400e-01 5.65354578e-01
-5.97148694e-01]
[ 8.21310303e-02 -3.82808649e-01 -5.10129737e-02 1.06806459e-02
-1.15789870e-01 1.99765263e-01 7.45225985e-02 1.69242251e-01
-1.85111712e-01 -1.34473910e-02 -5.40766464e-02 3.30008420e-01
-3.27348379e-01]
[ 2.08416609e-01 -2.94550690e-01 -1.19375767e-01 -7.68962614e-02
-2.14831166e-01 1.22510110e-01 3.10703373e-02 -1.32168108e-01
-6.21117524e-02 -6.26375192e-02 -1.52473260e-01 -1.75739735e-01
-1.88193784e-01]
[ -1.35303380e-01 -7.81124332e-02 3.73440088e-02 -2.36463469e-01
-5.65777388e-02 -1.41535954e-01 3.32394293e-02 -1.57998595e-02
-1.03408300e-01 5.11486918e-03 -3.10685206e-01 -4.20123444e-01
-1.26420927e-01]
[ -1.41271294e-01 -1.36070516e-01 -6.84014034e-02 -2.81982762e-01
-3.46076239e-01 -2.88865207e-01 1.65279105e-01 1.48111665e-01
1.37499325e-02 1.25844627e-01 -2.73730301e-01 -8.57779026e-01
3.12745322e-02]
[ -1.36131313e-01 -2.52873767e-01 -3.01756750e-01 -7.90328248e-01
-3.02800312e-01 -2.07725176e-01 -1.86794492e-01 -2.87078157e-04
2.59631613e-02 -4.61474263e-01 -6.37198072e-01 -6.52440916e-01
-1.05548641e+00]
[ -1.24319294e-01 1.33575003e-01 1.38370168e-02 1.26153852e-01
-2.02512065e-01 -1.75822823e-01 -1.56751794e-01 9.70669394e-03
-1.40812004e-01 -1.51485485e-01 -1.22869013e-01 -3.86222411e-01
2.76766440e-02]
[ -3.63857242e-01 -1.16839304e-01 -2.73416616e-01 2.95230700e-01
-1.98228963e-01 -2.32514854e-01 -1.18882749e-01 -1.04160062e-01
1.26140146e-02 2.72834822e-02 1.01689619e-01 -3.29997788e-01
1.51860662e-01]
[ -1.33115643e-01 -4.56135301e-02 -2.55382078e-01 1.54592278e-01
-2.26017328e-01 -2.79882627e-01 -3.76055435e-01 -2.65279907e-02
9.99221352e-03 -1.16802528e-01 -2.08471701e-01 -2.94593122e-01
7.27187086e-02]
[ -2.45136192e-01 -5.29917793e-01 -3.40924395e-01 -9.98923124e-02
-3.18183106e-01 -2.32982332e-01 -1.14415134e-01 -2.54156511e-01
2.62691170e-02 -2.59932567e-01 -6.90079935e-02 -2.97296262e-01
5.04386494e-03]
[ -2.19887062e-01 -2.97780641e-01 -3.20119497e-01 -9.29134505e-02
-9.07831360e-02 -1.50485486e-01 -7.65492642e-02 2.68850314e-02
-1.94117360e-01 -4.98213959e-01 -2.39547481e-01 -2.51082975e-01
-5.55695469e-03]
[ -9.57421758e-02 -1.97195525e-02 -2.40768592e-01 -8.51722196e-01
-2.74491424e-01 -2.58547532e-01 5.76042311e-02 -4.48183303e-01
1.34673560e-01 -1.58212057e-01 -6.36290070e-01 -4.28881040e-01
-9.36959037e-01]]
Progress: 27.3% ... Training loss: 0.242 ... Validation loss: 0.396[[-0.20725782]
[ 0.27476938]
[-0.08390315]
[ 1.19743008]
[ 0.28891624]
[-0.02046453]
[-0.84458686]
[-0.79270818]
[-0.55964112]
[-0.84273825]
[ 1.30477471]
[ 3.05415716]
[-2.12213338]]
[[ -5.21824246e-01 -4.92966316e-01 -5.89870272e-01 -2.51499392e-02
-2.91901798e-01 -5.94338633e-01 -1.17494831e-02 -2.35110909e-01
-3.33380069e-01 -3.00961498e-01 2.64196702e-01 1.00677887e+00
2.73618351e-01]
[ 7.30196400e-03 -1.36187229e-01 4.82827061e-02 -7.66039567e-02
-4.02290218e-02 5.82476576e-02 -1.18077780e-01 1.90470840e-01
-1.48887116e-01 -1.89644565e-01 -9.71947012e-02 -1.16216685e-01
-1.43056979e-02]
[ -2.70075281e-01 1.41345639e-01 -3.42203082e-02 1.34405618e-01
8.29880619e-02 -1.32742287e-01 -7.38551517e-02 -1.91162608e-01
2.50560815e-01 -4.32902812e-01 1.84357645e-01 7.27042567e-01
7.48164232e-01]
[ 2.42467126e-01 -2.44540666e-01 -2.76021275e-01 8.43479289e-02
-2.78740139e-01 1.08846394e-02 3.85059194e-01 -5.06130047e-01
2.79440524e-01 -1.82108286e-01 -1.40700657e-01 -3.72884451e-01
-2.37506251e-01]
[ 1.35922350e-01 6.64344182e-04 1.15719726e-01 -1.30785743e-01
-3.17855545e-02 7.37697264e-02 -1.70478407e-01 -1.60760343e-01
7.67378044e-02 2.41923333e-01 4.90996555e-03 -5.13516447e-02
-1.52845737e-01]
[ -4.83816489e-01 -6.11708865e-01 -6.02838056e-01 -6.18094026e-01
-5.91300789e-01 -5.64920513e-01 -3.45513737e-01 -1.63085144e-01
-4.58566973e-01 -2.45404996e-01 -5.77501208e-01 -8.55236604e-01
-6.68170473e-01]
[ -4.13006629e-01 -5.94840599e-01 -3.24612030e-01 -4.20417380e-01
-4.18680882e-01 -5.63326028e-01 -4.12867451e-01 -4.82452513e-01
-2.98650542e-01 -1.01795710e-01 -4.70226421e-01 -4.59844100e-01
-5.34044619e-01]
[ -3.46952091e-01 -3.38715114e-01 -4.88085309e-01 -1.26165003e-01
-3.13166109e-01 -4.25909248e-01 -3.10484833e-01 -2.90521701e-01
-3.07538463e-01 -5.81654949e-01 -2.59957694e-01 -7.22582441e-01
-6.10854184e-01]
[ -4.67127008e-01 -3.44336371e-01 -3.83413513e-01 -2.06800955e-01
-3.35189978e-01 -2.17307951e-01 -4.51559249e-02 -4.45356485e-01
-2.56500725e-01 -4.55482152e-01 -1.73081809e-01 -2.67189587e-01
-2.27335308e-01]
[ -9.56526599e-01 -9.51047449e-01 -9.88356137e-01 -7.26927146e-01
-1.03941261e+00 -9.89447662e-01 -5.56731143e-01 -5.97861052e-01
-7.39922972e-01 -5.80069701e-01 -7.48887576e-01 -5.94626712e-01
-9.09049233e-01]
[ -5.16179650e-01 -2.64401383e-01 -4.74220338e-01 -3.44785664e-01
-3.43097451e-01 -3.64329095e-01 -6.20825147e-01 -6.23424131e-01
-6.70381136e-01 -1.10110151e-01 -5.21308135e-01 -7.75125817e-01
-6.22619853e-01]
[ -1.17053082e-01 2.41942042e-02 -3.42651131e-01 -4.53429299e-01
-1.04961165e-01 -7.43377742e-02 -1.94479893e-01 -4.02875932e-01
-1.70416539e-01 6.43728976e-02 -4.89641629e-01 -1.09475872e+00
-6.27640487e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57825703e-01 -1.20086087e-01 1.63159969e-01 -2.84873942e-01
-1.30806263e-01 1.13055837e-01 -1.31079199e-01 2.71217193e-03
-8.49277455e-02 5.75537579e-02 -1.93338022e-01 -3.94503407e-01
-5.28436097e-02]
[ -9.17927158e-02 -2.62918290e-01 -1.82096022e-01 -2.81052843e-01
-4.75748743e-01 -8.70609805e-02 -7.45588858e-02 -1.37343417e-02
-7.67241870e-02 -9.71666090e-03 -2.21903216e-01 -3.84638529e-01
-2.91861167e-01]
[ -6.51612652e-02 -2.73735101e-02 -2.28681419e-01 -2.72930722e-01
1.15550265e-01 -1.61371439e-01 -1.66981703e-01 1.24966031e-01
-1.13555578e-03 1.21695823e-01 -2.14743051e-01 -3.74912269e-02
-7.39264378e-02]
[ 3.95955239e-02 -1.69982381e-01 -1.47905508e-01 -1.01816616e-01
-1.27847275e-01 -1.06374981e-01 1.16924151e-01 -1.41252067e-01
-9.59651636e-03 3.84117972e-02 -4.50469712e-02 -1.49865259e-01
5.05526125e-03]
[ -2.92315618e-01 -1.39800686e-01 -7.86866656e-02 -1.08405920e-01
-2.99954804e-01 -2.75833178e-01 -3.80113301e-01 9.88723226e-03
-3.30248929e-01 -2.25567235e-01 1.68767258e-01 -9.37777720e-02
1.59354035e-01]
[ -2.29146104e-01 -1.21928992e-01 -9.39774925e-02 -3.14312796e-02
-8.17564629e-02 -1.19980900e-01 -8.43440923e-02 3.17034914e-03
-1.44883288e-01 -8.41288485e-02 1.97272211e-02 -1.68244352e-01
-1.31399325e-01]
[ -1.73965766e-01 -6.98265366e-02 -2.29819208e-01 -2.65586679e-01
-1.57409936e-01 -2.05304915e-01 -3.40465608e-01 -1.13230382e-01
1.30234557e-01 -2.32573184e-01 -3.66220010e-01 -3.53220606e-01
-3.48114896e-01]
[ -3.70948237e-01 -6.17236293e-02 -1.51312912e-01 -1.30147756e-01
-4.82162571e-02 -3.13418305e-01 3.47996862e-02 -8.52817558e-02
-1.20928569e-01 5.67106126e-02 1.17488791e-02 -3.38775340e-01
-3.37035731e-01]
[ -1.66856935e-01 -1.38156612e-01 -5.43086059e-02 -1.42848595e-01
-1.22875139e-01 -2.96111834e-01 5.31537434e-03 -1.57780127e-01
-2.21259165e-01 2.82414466e-02 2.44798548e-01 4.00796465e-02
-1.89217177e-01]
[ -1.29719569e-01 -1.72812196e-01 -1.13691676e-01 -2.91124380e-01
9.15222529e-02 -1.74372305e-02 -1.70117761e-01 -1.66022304e-01
1.18277380e-01 -9.21564568e-02 -1.29615237e-01 -6.77243235e-02
-3.21453893e-01]
[ -4.38340136e-02 -3.30272333e-02 -1.50447258e-01 -7.12044677e-02
-2.27932226e-01 6.24554370e-02 -6.96848429e-02 -4.99058687e-02
-2.31676489e-01 -9.69667609e-02 -1.04562566e-01 -3.62907559e-01
-2.10869694e-01]
[ -6.88045743e-02 2.24643849e-02 -1.28730073e-01 -3.31466828e-01
1.19427278e-01 2.04531372e-02 -1.99236196e-01 -1.45923938e-01
1.28611876e-01 -5.20372288e-02 -2.99991281e-01 -2.88695911e-01
-3.15421488e-01]
[ 7.55762121e-02 -3.06425754e-01 -8.57451379e-02 -4.55899545e-01
-2.20593064e-01 -9.00886711e-02 5.67813251e-02 8.79245578e-02
-2.04259296e-02 2.89620319e-01 -5.36085894e-01 -8.33024412e-01
4.40966536e-01]
[ -2.24807530e-01 -2.43168358e-01 -1.32487102e-01 -3.18396123e-01
-2.99975063e-01 -9.39837997e-02 2.05598694e-01 4.03025571e-02
2.85300488e-01 3.54452248e-02 -4.26680102e-01 -1.05168006e+00
6.61386771e-01]
[ -1.69135456e-02 -1.84818673e-01 2.02862418e-02 -3.20222972e-01
-1.69763745e-01 1.64853216e-01 2.02084233e-01 2.54695433e-01
-3.20312238e-02 2.30089279e-01 -2.44006550e-01 -1.12660993e+00
7.56042174e-01]
[ -1.75548154e-03 -4.32335393e-02 -1.26075169e-01 -1.41175017e-01
-1.78557805e-01 -4.77443228e-02 3.07263629e-01 1.66478335e-01
2.55726544e-01 3.66720723e-01 -5.06109830e-01 -1.06677014e+00
7.95743673e-01]
[ -8.42772947e-02 -2.79135469e-01 5.84005552e-02 -3.69810768e-01
-1.49419195e-01 1.16419941e-01 3.82360008e-01 1.43823989e-01
-6.23183803e-02 1.66619733e-01 -5.78277731e-01 -1.05356635e+00
8.92170333e-01]
[ 1.20561119e-01 -8.93786117e-02 1.55200543e-02 -1.84450197e-01
-8.31323013e-02 -1.86800950e-02 2.77528132e-01 3.84142390e-01
4.27723394e-01 2.71615137e-01 -5.75568754e-01 -9.87899800e-01
6.06892539e-01]
[ -2.37751892e-03 -1.38673651e-01 2.24308040e-02 1.82932141e-02
-9.24948182e-02 -2.83453426e-01 8.33359836e-02 3.58477961e-01
6.75738508e-03 1.25845867e-01 -2.70136412e-01 -8.21389659e-01
2.52636467e-01]
[ 9.09796522e-02 9.77785535e-02 7.20833566e-03 1.62345087e-01
-9.64560195e-02 -5.81351556e-02 -1.47128387e-01 -1.23516926e-01
-2.37959162e-01 -1.17832411e-01 -1.15173504e-01 1.93913702e-01
-3.54793686e-01]
[ 4.35936141e-02 -1.08595988e-01 1.46506852e-01 3.99584085e-01
2.45929714e-01 8.53529454e-03 -3.97474641e-01 -3.49194992e-01
-4.69466073e-02 -5.54786860e-01 2.80110395e-01 1.02540415e+00
-7.45691247e-01]
[ 2.92864946e-02 7.75608617e-02 -2.13688746e-01 8.43821278e-02
3.30076662e-02 -2.42995140e-03 -1.82286969e-01 -3.43327035e-01
-2.82298341e-01 -2.33556654e-01 -3.32466560e-02 -1.10198583e-01
-1.95243412e-01]
[ -6.45587009e-02 -2.07230846e-01 5.88662958e-02 5.08681004e-02
-1.29484141e-01 -1.36075187e-01 -1.64910426e-02 -4.57578674e-02
4.30880717e-02 -3.98453054e-01 -3.39322937e-01 -2.48232462e-01
6.35329233e-02]
[ 4.30361943e-04 -2.65407557e-01 5.12796428e-02 -3.10409809e-01
-1.88821445e-01 -2.33807121e-01 -3.12952846e-01 -1.53016061e-02
-4.77911150e-02 3.49918884e-02 -2.01906553e-01 2.31890428e-01
2.88500441e-02]
[ 1.63096419e-01 5.65116811e-02 -1.08529328e-01 -3.08265165e-01
-5.69039811e-02 -1.03496293e-01 -2.21788717e-01 -3.19520648e-02
-2.10327363e-01 -2.67546064e-01 -2.22966595e-01 4.19620502e-01
-2.58927593e-02]
[ -1.80690048e-01 -1.77648562e-01 -1.17064633e-01 -2.93149579e-01
-4.86210284e-02 2.46825003e-02 -2.19330871e-01 -2.73436185e-01
-1.54122691e-01 -8.53026383e-02 -2.47056471e-01 2.95833798e-01
-1.12182198e-01]
[ -4.58116958e-02 -2.01190950e-01 -1.67686330e-01 -2.85424558e-01
-4.29857286e-02 4.10760190e-02 -9.85823742e-02 -1.14269201e-01
-2.56697332e-01 -3.46406135e-01 -5.28213116e-02 1.80760631e-01
-1.80676772e-02]
[ 1.03226831e-01 8.74197176e-02 -1.66034209e-02 -2.40574281e-01
-3.20036717e-01 5.51069305e-03 -2.04186094e-01 -3.30620475e-01
-3.33323031e-01 -3.39867544e-02 -1.33851446e-01 2.05065278e-01
-1.39288521e-02]
[ -6.20053625e-02 -1.00316098e-02 -2.84840955e-01 -3.98022850e-02
7.00565734e-02 1.55144676e-01 -2.48533305e-01 -1.88672192e-01
-5.55319394e-02 -5.96217126e-02 1.80786347e-01 6.82420887e-01
-1.11632757e-01]
[ 1.31059554e-01 3.35222107e-01 -1.96962057e-01 7.36356749e-01
1.14593520e-01 2.05804354e-03 -2.26748270e-01 -3.86393293e-01
-2.33640114e-01 -3.25778342e-01 7.39295840e-01 9.07829147e-01
-1.21921418e+00]
[ -1.08557485e-02 1.74153779e-01 5.33851340e-02 3.52504829e-01
-4.96554482e-04 -6.59138299e-02 -2.94047906e-01 -3.52414573e-01
-2.89299303e-01 -2.26358902e-01 5.79917651e-01 9.57004643e-01
-1.19788281e+00]
[ -3.54100788e-02 -1.35802450e-01 -1.50461913e-01 3.28650897e-01
-1.79037011e-01 2.36421663e-01 -5.96507502e-02 -1.96835376e-01
-2.38133803e-01 -3.86395383e-01 2.19650649e-01 5.72148389e-01
-6.01471777e-01]
[ 8.21584547e-02 -3.82725037e-01 -5.10496098e-02 1.13428318e-02
-1.15684014e-01 1.99759991e-01 7.42892354e-02 1.68401797e-01
-1.85222000e-01 -1.38360812e-02 -5.34359358e-02 3.32656526e-01
-3.29035921e-01]
[ 2.08413526e-01 -2.94508209e-01 -1.19386461e-01 -7.65537877e-02
-2.14792671e-01 1.22509809e-01 3.09475485e-02 -1.32288232e-01
-6.22950980e-02 -6.26691198e-02 -1.52114178e-01 -1.74433598e-01
-1.89243782e-01]
[ -1.35341971e-01 -7.80654012e-02 3.73241348e-02 -2.36261436e-01
-5.65244891e-02 -1.41546689e-01 3.30480171e-02 -1.58912580e-02
-1.03544675e-01 4.93833763e-03 -3.10503377e-01 -4.19997549e-01
-1.26679917e-01]
[ -1.41279669e-01 -1.36062796e-01 -6.84217817e-02 -2.82044970e-01
-3.46040251e-01 -2.88874464e-01 1.65181903e-01 1.47697151e-01
1.38489585e-02 1.25565448e-01 -2.73720191e-01 -8.57864338e-01
3.13244634e-02]
[ -1.35880679e-01 -2.53175696e-01 -3.01647672e-01 -7.92082759e-01
-3.03129183e-01 -2.07680859e-01 -1.85102366e-01 1.24090841e-03
2.68309737e-02 -4.60317772e-01 -6.39330051e-01 -6.57377794e-01
-1.05420228e+00]
[ -1.25085500e-01 1.35411442e-01 1.31861659e-02 1.36701923e-01
-2.00898616e-01 -1.75999493e-01 -1.61737092e-01 3.25516517e-03
-1.45007553e-01 -1.55513029e-01 -1.10799686e-01 -3.54498435e-01
9.95344858e-03]
[ -3.64609810e-01 -1.15727415e-01 -2.73797604e-01 3.03829601e-01
-1.97081648e-01 -2.32653083e-01 -1.24482704e-01 -1.08492002e-01
8.73881887e-03 2.22448394e-02 1.10816182e-01 -3.11447229e-01
1.37146668e-01]
[ -1.33993711e-01 -4.41817852e-02 -2.55860588e-01 1.64980013e-01
-2.24585156e-01 -2.80055810e-01 -3.80636173e-01 -3.17167881e-02
5.83435970e-03 -1.20428585e-01 -1.97937655e-01 -2.68619282e-01
5.81384374e-02]
[ -2.45735202e-01 -5.29138265e-01 -3.41197888e-01 -9.26872335e-02
-3.17181617e-01 -2.33110604e-01 -1.19244005e-01 -2.56947054e-01
2.30814715e-02 -2.62133333e-01 -6.05340459e-02 -2.80154637e-01
-7.03204406e-03]
[ -2.20938649e-01 -2.96595075e-01 -3.20753595e-01 -8.55959764e-02
-8.92449832e-02 -1.50727231e-01 -8.15724238e-02 2.00379458e-02
-1.97795225e-01 -5.03974112e-01 -2.30145859e-01 -2.29699946e-01
-2.12420969e-02]
[ -9.71039838e-02 -1.78383784e-02 -2.41553246e-01 -8.46110413e-01
-2.72771182e-01 -2.58828660e-01 5.01512946e-02 -4.53139094e-01
1.29091299e-01 -1.65571549e-01 -6.27011693e-01 -4.04354287e-01
-9.52570520e-01]]
Progress: 27.4% ... Training loss: 0.276 ... Validation loss: 0.397[[-0.23039367]
[ 0.23956878]
[-0.10749605]
[ 1.1415335 ]
[ 0.25846297]
[-0.04275957]
[-0.89240436]
[-0.83837221]
[-0.60199647]
[-0.87765297]
[ 1.24851048]
[ 2.98159198]
[-2.18834266]]
[[ -5.20423689e-01 -4.96211468e-01 -5.89209823e-01 -4.92051742e-02
-2.95483762e-01 -5.94200297e-01 2.76771734e-03 -2.19708132e-01
-3.24032993e-01 -2.91262483e-01 2.37307361e-01 9.54920672e-01
3.22108737e-01]
[ 7.38212284e-03 -1.36370893e-01 4.83079750e-02 -7.76469332e-02
-4.04359392e-02 5.82598397e-02 -1.17614760e-01 1.91219359e-01
-1.48340323e-01 -1.89196975e-01 -9.82786236e-02 -1.15949063e-01
-1.29371139e-02]
[ -2.68805097e-01 1.35386814e-01 -3.30997816e-02 1.00914227e-01
7.73133597e-02 -1.32586408e-01 -6.03821045e-02 -1.74373793e-01
2.63453747e-01 -4.22887174e-01 1.45085412e-01 6.38389397e-01
8.17103732e-01]
[ 2.42959716e-01 -2.41482055e-01 -2.76677335e-01 9.49364075e-02
-2.75451119e-01 1.08690962e-02 3.89030638e-01 -5.17866026e-01
2.78930002e-01 -1.86806176e-01 -1.21662764e-01 -3.22579728e-01
-2.68293047e-01]
[ 1.35337424e-01 8.54424962e-04 1.15702833e-01 -1.21931541e-01
-3.10659095e-02 7.37273054e-02 -1.81810145e-01 -1.68741137e-01
7.27763306e-02 2.39171238e-01 1.20449485e-02 -2.94919650e-02
-1.72608925e-01]
[ -4.83641647e-01 -6.11876511e-01 -6.02782823e-01 -6.19963726e-01
-5.91634664e-01 -5.64905980e-01 -3.44919853e-01 -1.60874145e-01
-4.58192893e-01 -2.44282154e-01 -5.80071922e-01 -8.59517123e-01
-6.63844448e-01]
[ -4.12313680e-01 -5.96253099e-01 -3.24133401e-01 -4.30758579e-01
-4.20000353e-01 -5.63260667e-01 -4.07609950e-01 -4.75470621e-01
-2.95032430e-01 -9.52386787e-02 -4.80261106e-01 -4.83328984e-01
-5.09930024e-01]
[ -3.45422262e-01 -3.42812101e-01 -4.87334675e-01 -1.50242845e-01
-3.17178911e-01 -4.25750135e-01 -2.96482869e-01 -2.77811749e-01
-2.97608081e-01 -5.73301043e-01 -2.86937777e-01 -7.75490695e-01
-5.68257805e-01]
[ -4.65792388e-01 -3.45982851e-01 -3.83057292e-01 -2.16684852e-01
-3.36684730e-01 -2.17174465e-01 -3.74341042e-02 -4.41065950e-01
-2.52709556e-01 -4.49683823e-01 -1.83243951e-01 -2.83262273e-01
-2.17286385e-01]
[ -9.53823136e-01 -9.56596303e-01 -9.87127883e-01 -7.62886011e-01
-1.04501541e+00 -9.89187348e-01 -5.33641501e-01 -5.75603163e-01
-7.25709973e-01 -5.63058050e-01 -7.89696725e-01 -6.80340276e-01
-8.41440408e-01]
[ -5.15652685e-01 -2.65752856e-01 -4.73897096e-01 -3.52309481e-01
-3.44283203e-01 -3.64259632e-01 -6.18227631e-01 -6.19894123e-01
-6.68014346e-01 -1.07062438e-01 -5.27932523e-01 -7.84982835e-01
-6.08974615e-01]
[ -1.16551270e-01 2.37709175e-02 -3.42561910e-01 -4.56119254e-01
-1.05333516e-01 -7.42950567e-02 -1.92591881e-01 -4.02470450e-01
-1.69282584e-01 6.61456410e-02 -4.91955717e-01 -1.09593448e+00
-6.27808628e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57954437e-01 -1.19869998e-01 1.63101918e-01 -2.84410342e-01
-1.30635455e-01 1.13039449e-01 -1.32331389e-01 1.83377166e-03
-8.56117280e-02 5.59781313e-02 -1.92011163e-01 -3.87558895e-01
-5.42563216e-02]
[ -9.16145041e-02 -2.63135942e-01 -1.82027133e-01 -2.82383682e-01
-4.75970160e-01 -8.70427245e-02 -7.36387795e-02 -1.20681490e-02
-7.61425473e-02 -8.04343642e-03 -2.24043333e-01 -3.90778331e-01
-2.89235409e-01]
[ -6.52336871e-02 -2.73781582e-02 -2.28649231e-01 -2.73979751e-01
1.15452054e-01 -1.61369811e-01 -1.67089445e-01 1.26562457e-01
-1.29454338e-03 1.22150722e-01 -2.16203253e-01 -3.92282646e-02
-7.11551414e-02]
[ 3.98533770e-02 -1.70264252e-01 -1.47823353e-01 -1.03685204e-01
-1.28122458e-01 -1.06354461e-01 1.17937126e-01 -1.40462693e-01
-8.78141068e-03 3.97843799e-02 -4.62782256e-02 -1.51677483e-01
7.19935793e-03]
[ -2.92023121e-01 -1.40176401e-01 -7.85554150e-02 -1.11436797e-01
-3.00386171e-01 -2.75805206e-01 -3.77644400e-01 1.16169109e-02
-3.28600420e-01 -2.23145821e-01 1.65214867e-01 -1.02906260e-01
1.67811343e-01]
[ -2.28854197e-01 -1.22817693e-01 -9.37054523e-02 -3.65676209e-02
-8.25114693e-02 -1.19956792e-01 -8.18486470e-02 7.23008562e-03
-1.43192111e-01 -8.09664889e-02 1.43479508e-02 -1.83940592e-01
-1.17663309e-01]
[ -1.73652340e-01 -7.10702798e-02 -2.29629470e-01 -2.72571602e-01
-1.58683553e-01 -2.05261088e-01 -3.37952248e-01 -1.09652218e-01
1.32814080e-01 -2.30915814e-01 -3.73603106e-01 -3.67968119e-01
-3.33915257e-01]
[ -3.70329290e-01 -6.36479303e-02 -1.50962321e-01 -1.40526905e-01
-4.99844055e-02 -3.13355347e-01 4.08225158e-02 -7.97312920e-02
-1.16445238e-01 6.06790946e-02 -3.38656917e-04 -3.62051471e-01
-3.21650070e-01]
[ -1.66056361e-01 -1.39290175e-01 -5.40262084e-02 -1.51412081e-01
-1.24095393e-01 -2.96045295e-01 1.30277585e-02 -1.52587239e-01
-2.17518833e-01 3.24136780e-02 2.34440900e-01 1.90341875e-02
-1.73831331e-01]
[ -1.29483573e-01 -1.73262103e-01 -1.13625733e-01 -2.93415816e-01
9.11825545e-02 -1.74105890e-02 -1.69148355e-01 -1.65718073e-01
1.18722079e-01 -9.11680567e-02 -1.31637746e-01 -7.13518344e-02
-3.17433067e-01]
[ -4.33981548e-02 -3.34607126e-02 -1.50328203e-01 -7.43592005e-02
-2.28348896e-01 6.25042520e-02 -6.70436239e-02 -4.81705447e-02
-2.30460938e-01 -9.52656973e-02 -1.07416146e-01 -3.66776110e-01
-2.07858799e-01]
[ -6.82964467e-02 2.18782618e-02 -1.28625552e-01 -3.34313664e-01
1.18895144e-01 2.05007570e-02 -1.97057719e-01 -1.45054639e-01
1.29968724e-01 -5.02015208e-02 -3.02598161e-01 -2.91307811e-01
-3.14660194e-01]
[ 7.58907722e-02 -3.06800702e-01 -8.56142098e-02 -4.59083349e-01
-2.21026903e-01 -9.00632477e-02 5.91726763e-02 8.97901654e-02
-1.89738671e-02 2.92133592e-01 -5.39726679e-01 -8.41179407e-01
4.48860943e-01]
[ -2.24613180e-01 -2.43468785e-01 -1.32419116e-01 -3.20633911e-01
-3.00264746e-01 -9.39650734e-02 2.07539222e-01 4.15212880e-02
2.86419270e-01 3.65876197e-02 -4.28812290e-01 -1.05486549e+00
6.66141314e-01]
[ -1.67940150e-02 -1.85014338e-01 2.03299963e-02 -3.21661830e-01
-1.69939351e-01 1.64864346e-01 2.03231235e-01 2.55558952e-01
-3.15496805e-02 2.30662944e-01 -2.45487059e-01 -1.12859106e+00
7.58992138e-01]
[ -1.45134855e-03 -4.36777999e-02 -1.25990108e-01 -1.44588837e-01
-1.78997175e-01 -4.77190294e-02 3.10030842e-01 1.68108522e-01
2.57428960e-01 3.68314532e-01 -5.08779500e-01 -1.07216086e+00
8.02848619e-01]
[ -8.42906089e-02 -2.79125574e-01 5.83992434e-02 -3.69882916e-01
-1.49417484e-01 1.16419963e-01 3.82445672e-01 1.43883914e-01
-6.23102004e-02 1.66687181e-01 -5.78476863e-01 -1.05391311e+00
8.92337114e-01]
[ 1.20735577e-01 -8.96206972e-02 1.55809696e-02 -1.86409351e-01
-8.34217465e-02 -1.86677800e-02 2.79531092e-01 3.85687113e-01
4.28970498e-01 2.72835748e-01 -5.77414279e-01 -9.92693156e-01
6.11498042e-01]
[ -2.21569175e-03 -1.38856152e-01 2.24836725e-02 1.69623441e-02
-9.27075793e-02 -2.83441694e-01 8.49491091e-02 3.59707699e-01
7.44318540e-03 1.26769801e-01 -2.71769100e-01 -8.24386939e-01
2.54481547e-01]
[ 9.09358816e-02 9.78047640e-02 7.20410037e-03 1.63167068e-01
-9.64169236e-02 -5.81358753e-02 -1.47701170e-01 -1.23516550e-01
-2.38206634e-01 -1.17941911e-01 -1.14232222e-01 1.96878542e-01
-3.55903546e-01]
[ 4.36779895e-02 -1.08690571e-01 1.46517483e-01 3.99300356e-01
2.45861675e-01 8.54451785e-03 -3.97098341e-01 -3.49181458e-01
-4.67804645e-02 -5.54655393e-01 2.80088405e-01 1.02616060e+00
-7.45880003e-01]
[ 2.93320123e-02 7.75186296e-02 -2.13674623e-01 8.40234711e-02
3.29490312e-02 -2.42627493e-03 -1.82073691e-01 -3.43152760e-01
-2.82141913e-01 -2.33299371e-01 -3.36273162e-02 -1.11039164e-01
-1.94657613e-01]
[ -6.45278749e-02 -2.07530898e-01 5.88979191e-02 4.87764591e-02
-1.29751289e-01 -1.36071177e-01 -1.62512721e-02 -4.53880321e-02
4.35084931e-02 -3.98169132e-01 -3.41115511e-01 -2.51934268e-01
6.69486744e-02]
[ 4.25097521e-04 -2.65284879e-01 5.12698419e-02 -3.11489056e-01
-1.88825103e-01 -2.33807880e-01 -3.12557212e-01 -1.52150066e-02
-4.77819270e-02 3.53928753e-02 -2.03369755e-01 2.30848277e-01
3.14640219e-02]
[ 1.63345430e-01 5.58095032e-02 -1.08354168e-01 -3.11291101e-01
-5.76126558e-02 -1.03470753e-01 -2.20312109e-01 -2.92344877e-02
-2.09287710e-01 -2.65787929e-01 -2.26604378e-01 4.09638080e-01
-1.87111009e-02]
[ -1.80713002e-01 -1.77626214e-01 -1.17082128e-01 -2.94389717e-01
-4.86296013e-02 2.46734049e-02 -2.19566728e-01 -2.73893088e-01
-1.53918668e-01 -8.61772400e-02 -2.47797808e-01 2.93868090e-01
-1.09261230e-01]
[ -4.59996369e-02 -2.01391639e-01 -1.67656978e-01 -2.88168717e-01
-4.31353950e-02 4.10744226e-02 -9.91573763e-02 -1.12197343e-01
-2.56604046e-01 -3.47262243e-01 -5.59563200e-02 1.77877282e-01
-1.06924693e-02]
[ 1.03610059e-01 8.66505806e-02 -1.64191724e-02 -2.44152716e-01
-3.20701690e-01 5.55577676e-03 -2.02624963e-01 -3.29292437e-01
-3.32160982e-01 -3.22782731e-02 -1.37263272e-01 1.98196545e-01
-7.52237559e-03]
[ -6.21446892e-02 -1.00995595e-02 -2.84847807e-01 -4.09427224e-02
6.99981204e-02 1.55135174e-01 -2.48913631e-01 -1.87353244e-01
-5.55696954e-02 -5.94118396e-02 1.79195945e-01 6.79331285e-01
-1.08431658e-01]
[ 1.31794289e-01 3.33485576e-01 -1.96675556e-01 7.28520660e-01
1.13066185e-01 2.13385665e-03 -2.22826610e-01 -3.83497905e-01
-2.30618375e-01 -3.22164065e-01 7.30204573e-01 8.93560024e-01
-1.21398950e+00]
[ -1.07808454e-02 1.73940998e-01 5.34261707e-02 3.51767776e-01
-6.60947326e-04 -6.59067738e-02 -2.93521244e-01 -3.52095228e-01
-2.88880025e-01 -2.25997756e-01 5.78828901e-01 9.54076513e-01
-1.19751721e+00]
[ -3.52880210e-02 -1.35945389e-01 -1.50420874e-01 3.28434401e-01
-1.79142768e-01 2.36436108e-01 -5.93058407e-02 -1.96504113e-01
-2.37990043e-01 -3.85842890e-01 2.19561481e-01 5.71691606e-01
-6.02022312e-01]
[ 8.24309017e-02 -3.83067638e-01 -5.09421988e-02 9.25129729e-03
-1.16183323e-01 1.99785855e-01 7.62395400e-02 1.70053578e-01
-1.84199074e-01 -1.18121453e-02 -5.67286643e-02 3.23391385e-01
-3.25308658e-01]
[ 2.08776820e-01 -2.94977584e-01 -1.19283492e-01 -7.93459572e-02
-2.15241186e-01 1.22543169e-01 3.36755275e-02 -1.30583279e-01
-6.07494069e-02 -6.14322796e-02 -1.55177404e-01 -1.83009962e-01
-1.85438013e-01]
[ -1.35088775e-01 -7.84883237e-02 3.74594599e-02 -2.38423708e-01
-5.69396373e-02 -1.41522652e-01 3.46095610e-02 -1.43114121e-02
-1.02651479e-01 6.66905990e-03 -3.12914428e-01 -4.25899014e-01
-1.22573186e-01]
[ -1.41017309e-01 -1.36323684e-01 -6.83423019e-02 -2.84025152e-01
-3.46252977e-01 -2.88853047e-01 1.67277417e-01 1.49371385e-01
1.48542615e-02 1.26933067e-01 -2.75597628e-01 -8.59710937e-01
3.40073262e-02]
[ -1.36163160e-01 -2.52475132e-01 -3.01861811e-01 -7.91642452e-01
-3.02425336e-01 -2.07729786e-01 -1.84253914e-01 2.70142895e-04
2.59675727e-02 -4.61419501e-01 -6.38159075e-01 -6.50675398e-01
-1.05549868e+00]
[ -1.24225001e-01 1.33416877e-01 1.37412743e-02 1.28131133e-01
-2.02634762e-01 -1.75907178e-01 -1.56654962e-01 9.49114514e-03
-1.41516531e-01 -1.49460411e-01 -1.20520296e-01 -3.78217648e-01
2.88938902e-02]
[ -3.63836597e-01 -1.17474292e-01 -2.73402264e-01 2.92856120e-01
-1.98886642e-01 -2.32565931e-01 -1.18909792e-01 -1.03081361e-01
1.27015313e-02 2.77709781e-02 9.92503715e-02 -3.35482878e-01
1.54332874e-01]
[ -1.32681883e-01 -4.66355074e-02 -2.55390272e-01 1.50478985e-01
-2.26971398e-01 -2.79924964e-01 -3.72702970e-01 -2.40166856e-02
1.17675136e-02 -1.13712134e-01 -2.12916393e-01 -3.00762530e-01
8.33430509e-02]
[ -2.45086630e-01 -5.30000677e-01 -3.40909635e-01 -9.84405880e-02
-3.18307750e-01 -2.33044828e-01 -1.14638392e-01 -2.51684936e-01
2.61021081e-02 -2.57668355e-01 -6.87356008e-02 -2.98868090e-01
8.27078785e-03]
[ -2.20456012e-01 -2.97211655e-01 -3.20598197e-01 -8.98171955e-02
-8.99857880e-02 -1.50677751e-01 -7.79636251e-02 2.29694410e-02
-1.95885914e-01 -5.01757645e-01 -2.34430959e-01 -2.39436677e-01
-1.29567848e-02]
[ -9.71660102e-02 -1.81883981e-02 -2.41562805e-01 -8.48703484e-01
-2.72841610e-01 -2.58832807e-01 5.00753557e-02 -4.53515287e-01
1.29351609e-01 -1.67614366e-01 -6.29178480e-01 -3.99454733e-01
-9.55107601e-01]]
Progress: 27.4% ... Training loss: 0.216 ... Validation loss: 0.371[[-0.22055611]
[ 0.25475856]
[-0.09717512]
[ 1.17760228]
[ 0.2736654 ]
[-0.03391565]
[-0.86874292]
[-0.81648046]
[-0.57923538]
[-0.86082599]
[ 1.27954267]
[ 3.02435202]
[-2.16711479]]
[[ -5.21538552e-01 -4.94551312e-01 -5.89715771e-01 -3.32459978e-02
-2.93548944e-01 -5.94353952e-01 -6.08561152e-03 -2.28048380e-01
-3.29394020e-01 -2.98277731e-01 2.52820811e-01 9.92572604e-01
2.97851050e-01]
[ 7.33633482e-03 -1.36354339e-01 4.82921442e-02 -7.75598438e-02
-4.04149242e-02 5.82515316e-02 -1.17776745e-01 1.91087114e-01
-1.48399769e-01 -1.89380483e-01 -9.82274862e-02 -1.16093905e-01
-1.28973111e-02]
[ -2.69168683e-01 1.37345657e-01 -3.35763131e-02 1.13269165e-01
7.89453311e-02 -1.32688247e-01 -6.57624877e-02 -1.79541531e-01
2.57604271e-01 -4.25015047e-01 1.58726480e-01 6.73187762e-01
7.93544490e-01]
[ 2.42867651e-01 -2.42307146e-01 -2.76493224e-01 9.29981988e-02
-2.76256828e-01 1.08521319e-02 3.89653075e-01 -5.16770593e-01
2.80132971e-01 -1.85338512e-01 -1.27399166e-01 -3.36562431e-01
-2.64018570e-01]
[ 1.37012237e-01 -2.12200144e-05 1.16104907e-01 -1.27351239e-01
-3.23391692e-02 7.40261238e-02 -1.71954562e-01 -1.63380927e-01
7.81254426e-02 2.42918455e-01 5.52857380e-03 -5.30788122e-02
-1.56435245e-01]
[ -4.84138642e-01 -6.11584381e-01 -6.02859608e-01 -6.16775044e-01
-5.91192510e-01 -5.64960468e-01 -3.46611770e-01 -1.62199621e-01
-4.59290802e-01 -2.46437227e-01 -5.78180546e-01 -8.56156701e-01
-6.65792485e-01]
[ -4.12692386e-01 -5.95639923e-01 -3.24373993e-01 -4.24731225e-01
-4.19406609e-01 -5.63305489e-01 -4.09232664e-01 -4.78337910e-01
-2.96528683e-01 -9.90685354e-02 -4.76091250e-01 -4.76160007e-01
-5.21358093e-01]
[ -3.46194721e-01 -3.41293186e-01 -4.87750147e-01 -1.39165071e-01
-3.15665098e-01 -4.25889052e-01 -3.04075942e-01 -2.84262611e-01
-3.03279865e-01 -5.76250008e-01 -2.75363698e-01 -7.41009879e-01
-5.86506541e-01]
[ -4.66165235e-01 -3.45360149e-01 -3.83306599e-01 -2.11711099e-01
-3.35921507e-01 -2.17272455e-01 -4.11187003e-02 -4.44604239e-01
-2.54819276e-01 -4.52172190e-01 -1.77247878e-01 -2.70197446e-01
-2.25330905e-01]
[ -9.56058429e-01 -9.53194162e-01 -9.88205881e-01 -7.37672983e-01
-1.04145224e+00 -9.89563709e-01 -5.49147759e-01 -5.89682520e-01
-7.36545627e-01 -5.74890286e-01 -7.63554445e-01 -6.15408089e-01
-8.81170853e-01]
[ -5.15672534e-01 -2.65876044e-01 -4.73835855e-01 -3.51151046e-01
-3.44278935e-01 -3.64255670e-01 -6.18414578e-01 -6.20191060e-01
-6.68275124e-01 -1.07170219e-01 -5.28695243e-01 -7.87576085e-01
-6.10435076e-01]
[ -1.16317137e-01 2.35388882e-02 -3.42527308e-01 -4.57223154e-01
-1.05588013e-01 -7.42588763e-02 -1.91490978e-01 -4.02276071e-01
-1.68561818e-01 6.66633975e-02 -4.93703892e-01 -1.10019837e+00
-6.26287082e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57977200e-01 -1.19838518e-01 1.63092332e-01 -2.84168096e-01
-1.30609693e-01 1.13035276e-01 -1.32653422e-01 1.59026407e-03
-8.57363752e-02 5.57308020e-02 -1.91893088e-01 -3.87483740e-01
-5.48351903e-02]
[ -9.14343954e-02 -2.63342221e-01 -1.81929007e-01 -2.82851084e-01
-4.76125256e-01 -8.70066890e-02 -7.27291318e-02 -1.05836878e-02
-7.56167205e-02 -6.61396584e-03 -2.25218540e-01 -3.94749339e-01
-2.88334656e-01]
[ -6.56172954e-02 -2.71278401e-02 -2.28752013e-01 -2.71648187e-01
1.15807664e-01 -1.61414831e-01 -1.68522720e-01 1.24498888e-01
-2.16981062e-03 1.19886112e-01 -2.14030506e-01 -3.29701535e-02
-7.26208699e-02]
[ 3.97530087e-02 -1.70119049e-01 -1.47910346e-01 -1.01650321e-01
-1.27913616e-01 -1.06355985e-01 1.16322083e-01 -1.42140134e-01
-9.65002365e-03 3.81328882e-02 -4.46892692e-02 -1.44222378e-01
-1.55339722e-04]
[ -2.92067715e-01 -1.40162155e-01 -7.85415163e-02 -1.10564933e-01
-3.00469346e-01 -2.75804762e-01 -3.76807303e-01 1.18670363e-02
-3.28133208e-01 -2.23408960e-01 1.64303844e-01 -1.08179154e-01
1.68709401e-01]
[ -2.29067736e-01 -1.22497436e-01 -9.38251390e-02 -3.45060938e-02
-8.22092533e-02 -1.19987435e-01 -8.22624822e-02 6.64396377e-03
-1.43947386e-01 -8.25888043e-02 1.64195907e-02 -1.81803371e-01
-1.19876008e-01]
[ -1.74134475e-01 -7.02937555e-02 -2.29827902e-01 -2.68202899e-01
-1.57963754e-01 -2.05344131e-01 -3.41126120e-01 -1.12317486e-01
1.29928202e-01 -2.31964440e-01 -3.69724235e-01 -3.53978173e-01
-3.43165604e-01]
[ -3.70726979e-01 -6.27157598e-02 -1.51208253e-01 -1.34376987e-01
-4.90395153e-02 -3.13441453e-01 3.75819183e-02 -8.32716359e-02
-1.18870867e-01 5.82716373e-02 6.70474898e-03 -3.46485174e-01
-3.30229431e-01]
[ -1.65835323e-01 -1.39418361e-01 -5.40612711e-02 -1.50196787e-01
-1.24061276e-01 -2.96008828e-01 1.14261607e-02 -1.54595581e-01
-2.18145194e-01 3.23611248e-02 2.37010210e-01 3.05477403e-02
-1.78596915e-01]
[ -1.29599563e-01 -1.72959915e-01 -1.13714514e-01 -2.90191275e-01
9.15558979e-02 -1.74466819e-02 -1.71124038e-01 -1.67043247e-01
1.17539934e-01 -9.17806074e-02 -1.27845192e-01 -6.38225542e-02
-3.21568754e-01]
[ -4.34492255e-02 -3.34174442e-02 -1.50337375e-01 -7.37532459e-02
-2.28327440e-01 6.24940432e-02 -6.73186190e-02 -4.81661514e-02
-2.30618497e-01 -9.54003306e-02 -1.07133974e-01 -3.66935272e-01
-2.08698779e-01]
[ -6.89068451e-02 2.24439959e-02 -1.28823305e-01 -3.31685193e-01
1.19460313e-01 2.03884020e-02 -1.99345833e-01 -1.46865767e-01
1.28501394e-01 -5.27485456e-02 -3.00398278e-01 -2.88354372e-01
-3.16945415e-01]
[ 7.56575434e-02 -3.06596535e-01 -8.56882101e-02 -4.57976897e-01
-2.20793722e-01 -9.00970515e-02 5.74624756e-02 8.88317633e-02
-2.02312990e-02 2.91240575e-01 -5.38631245e-01 -8.37930979e-01
4.45045730e-01]
[ -2.24605572e-01 -2.43468196e-01 -1.32422061e-01 -3.20742477e-01
-3.00261686e-01 -9.39651771e-02 2.07597783e-01 4.15506873e-02
2.86462854e-01 3.65975410e-02 -4.28867118e-01 -1.05492384e+00
6.66403779e-01]
[ -1.68467071e-02 -1.84998174e-01 2.03188826e-02 -3.21560254e-01
-1.69921520e-01 1.64858735e-01 2.02827069e-01 2.55446537e-01
-3.17573483e-02 2.30392089e-01 -2.45324872e-01 -1.12827602e+00
7.58448909e-01]
[ -1.49978382e-03 -4.36593344e-02 -1.25995114e-01 -1.44643637e-01
-1.78983852e-01 -4.77252673e-02 3.10021432e-01 1.68056968e-01
2.57410942e-01 3.68147755e-01 -5.08876062e-01 -1.07263395e+00
8.03423665e-01]
[ -8.45460216e-02 -2.78932637e-01 5.83175880e-02 -3.68918021e-01
-1.49219624e-01 1.16373752e-01 3.81394774e-01 1.43260099e-01
-6.30584296e-02 1.65558986e-01 -5.77751570e-01 -1.05347028e+00
8.90385977e-01]
[ 1.20465730e-01 -8.94108461e-02 1.54930024e-02 -1.85012872e-01
-8.32233513e-02 -1.87117993e-02 2.78257252e-01 3.84603846e-01
4.28157869e-01 2.71555041e-01 -5.76498680e-01 -9.91973592e-01
6.08896849e-01]
[ -2.27832022e-03 -1.38779591e-01 2.24471617e-02 1.77148473e-02
-9.26144126e-02 -2.83453550e-01 8.48058005e-02 3.59561457e-01
7.47583172e-03 1.26297983e-01 -2.71059674e-01 -8.23878644e-01
2.53078120e-01]
[ 9.10329948e-02 9.76478040e-02 7.27551503e-03 1.63784657e-01
-9.65054761e-02 -5.81194589e-02 -1.47857720e-01 -1.23576076e-01
-2.37921880e-01 -1.17640956e-01 -1.14349615e-01 1.96790891e-01
-3.56584397e-01]
[ 4.31514459e-02 -1.08079105e-01 1.46318872e-01 4.05455681e-01
2.46679690e-01 8.46430743e-03 -3.99282616e-01 -3.52264960e-01
-4.85408353e-02 -5.57121411e-01 2.85435661e-01 1.03959487e+00
-7.52968522e-01]
[ 2.91925367e-02 7.76710204e-02 -2.13702627e-01 8.51814206e-02
3.31271822e-02 -2.45177078e-03 -1.82661735e-01 -3.43872509e-01
-2.82462279e-01 -2.34213252e-01 -3.28080805e-02 -1.09919527e-01
-1.95805656e-01]
[ -6.48577875e-02 -2.07103011e-01 5.87110506e-02 5.09393105e-02
-1.29292239e-01 -1.36125726e-01 -1.89280720e-02 -4.74068225e-02
4.18255355e-02 -3.99538427e-01 -3.38126939e-01 -2.42412387e-01
6.18476022e-02]
[ 1.75529927e-04 -2.65048895e-01 5.11318087e-02 -3.10590626e-01
-1.88521356e-01 -2.33835961e-01 -3.14197814e-01 -1.68460181e-02
-4.88559965e-02 3.31738621e-02 -2.01478265e-01 2.40007358e-01
2.76905547e-02]
[ 1.63401108e-01 5.57823406e-02 -1.08329236e-01 -3.12116971e-01
-5.77054408e-02 -1.03458152e-01 -2.20069580e-01 -2.94217956e-02
-2.09268741e-01 -2.65202078e-01 -2.27826708e-01 4.09298525e-01
-1.72980227e-02]
[ -1.80539810e-01 -1.77815697e-01 -1.17020797e-01 -2.95649771e-01
-4.88191412e-02 2.47074753e-02 -2.18650538e-01 -2.73469310e-01
-1.53336500e-01 -8.54396751e-02 -2.48980935e-01 2.92065825e-01
-1.07516502e-01]
[ -4.57411410e-02 -2.01661846e-01 -1.67566145e-01 -2.90183938e-01
-4.33966130e-02 4.11120474e-02 -9.79687585e-02 -1.11551886e-01
-2.55853486e-01 -3.46403845e-01 -5.80732731e-02 1.74052672e-01
-6.53390390e-03]
[ 1.03820215e-01 8.64061127e-02 -1.63131011e-02 -2.45309817e-01
-3.20911869e-01 5.59337438e-03 -2.01941536e-01 -3.28501262e-01
-3.31612888e-01 -3.10868362e-02 -1.38903485e-01 1.95095682e-01
-5.13197128e-03]
[ -6.18287450e-02 -1.01701825e-02 -2.84774073e-01 -4.11039322e-02
6.99164300e-02 1.55180514e-01 -2.48366678e-01 -1.87194017e-01
-5.50544916e-02 -5.77124733e-02 1.78700183e-01 6.78301217e-01
-1.09390922e-01]
[ 1.31333286e-01 3.34470410e-01 -1.96962400e-01 7.35619728e-01
1.13921926e-01 2.05863742e-03 -2.24527534e-01 -3.86122530e-01
-2.32793278e-01 -3.25912325e-01 7.37784064e-01 9.07365695e-01
-1.22298944e+00]
[ -1.11122755e-02 1.74547755e-01 5.32265685e-02 3.56526142e-01
-1.15229598e-05 -6.59841751e-02 -2.96265396e-01 -3.54079117e-01
-2.90817669e-01 -2.27697909e-01 5.84438428e-01 9.65769390e-01
-1.20377699e+00]
[ -3.53245163e-02 -1.35869570e-01 -1.50403241e-01 3.30813210e-01
-1.79045065e-01 2.36426360e-01 -6.05789196e-02 -1.96789628e-01
-2.38595939e-01 -3.85196149e-01 2.21399230e-01 5.74947185e-01
-6.05524548e-01]
[ 8.23230836e-02 -3.82935932e-01 -5.10003703e-02 9.93727499e-03
-1.16097535e-01 1.99766517e-01 7.56800294e-02 1.69605320e-01
-1.84557362e-01 -1.24082197e-02 -5.62511316e-02 3.24748522e-01
-3.26036273e-01]
[ 2.08821445e-01 -2.94996210e-01 -1.19275267e-01 -7.91619374e-02
-2.15268877e-01 1.22552218e-01 3.37568610e-02 -1.30524035e-01
-6.06767623e-02 -6.12144865e-02 -1.55160666e-01 -1.83166123e-01
-1.85990198e-01]
[ -1.35053740e-01 -7.85224103e-02 3.74730366e-02 -2.38631792e-01
-5.69859712e-02 -1.41517775e-01 3.49519599e-02 -1.39917676e-02
-1.02489011e-01 6.93338445e-03 -3.13174620e-01 -4.26716555e-01
-1.22084655e-01]
[ -1.41131674e-01 -1.36210723e-01 -6.83968754e-02 -2.83386974e-01
-3.46146488e-01 -2.88868958e-01 1.66740864e-01 1.48779414e-01
1.44259749e-02 1.26222519e-01 -2.74954414e-01 -8.58526032e-01
3.24123179e-02]
[ -1.35559318e-01 -2.52746809e-01 -3.01733633e-01 -7.94296660e-01
-3.02686341e-01 -2.07651405e-01 -1.82468938e-01 2.49717569e-05
2.70419729e-02 -4.58888872e-01 -6.41061835e-01 -6.51694181e-01
-1.05730656e+00]
[ -1.24581512e-01 1.33843042e-01 1.35992075e-02 1.31494478e-01
-2.02223115e-01 -1.75970253e-01 -1.58976319e-01 7.39115511e-03
-1.43069323e-01 -1.50605701e-01 -1.17903087e-01 -3.73256095e-01
2.48941861e-02]
[ -3.64432387e-01 -1.16662912e-01 -2.73711931e-01 2.98920762e-01
-1.98091373e-01 -2.32675029e-01 -1.22312254e-01 -1.05980052e-01
1.01687398e-02 2.44598925e-02 1.05158284e-01 -3.22496915e-01
1.47989308e-01]
[ -1.33960695e-01 -4.47428327e-02 -2.55980722e-01 1.65826533e-01
-2.24953018e-01 -2.80116090e-01 -3.79322347e-01 -3.15952338e-02
6.36015284e-03 -1.21496117e-01 -1.96545265e-01 -2.65893177e-01
6.37856922e-02]
[ -2.45192170e-01 -5.29938136e-01 -3.40928332e-01 -9.58356135e-02
-3.18133451e-01 -2.33071627e-01 -1.16709266e-01 -2.52004982e-01
2.52409799e-02 -2.57738865e-01 -6.63563047e-02 -2.92739286e-01
6.02720267e-03]
[ -2.20775098e-01 -2.97053786e-01 -3.20666809e-01 -8.80994310e-02
-8.97920480e-02 -1.50715223e-01 -7.97355135e-02 2.22061162e-02
-1.96705461e-01 -5.02916828e-01 -2.33449562e-01 -2.35639597e-01
-1.50364806e-02]
[ -9.71351227e-02 -1.82204286e-02 -2.41543646e-01 -8.49879988e-01
-2.72861006e-01 -2.58819835e-01 4.98840360e-02 -4.53791432e-01
1.29075160e-01 -1.68097204e-01 -6.30901278e-01 -4.03103661e-01
-9.58745179e-01]]
Progress: 27.4% ... Training loss: 0.214 ... Validation loss: 0.368[[-0.23321872]
[ 0.23582324]
[-0.11379214]
[ 1.15621539]
[ 0.25508838]
[-0.04505989]
[-0.89361868]
[-0.84765945]
[-0.60391188]
[-0.88407234]
[ 1.24509434]
[ 2.95590085]
[-2.20526714]]
[[ -5.19932292e-01 -4.97075918e-01 -5.88832562e-01 -4.82917590e-02
-2.96320864e-01 -5.94150040e-01 6.18851965e-03 -2.15541175e-01
-3.20922445e-01 -2.89938784e-01 2.29642791e-01 9.23290755e-01
3.30971324e-01]
[ 7.03387133e-03 -1.36263568e-01 4.83066219e-02 -7.72078347e-02
-4.02432097e-02 5.82048886e-02 -1.18767849e-01 1.90882508e-01
-1.49051714e-01 -1.89754805e-01 -9.92598052e-02 -1.18099229e-01
-1.32279194e-02]
[ -2.68015003e-01 1.34184490e-01 -3.25160996e-02 8.97765979e-02
7.55746950e-02 -1.32486808e-01 -5.40636920e-02 -1.66274621e-01
2.66442480e-01 -4.18200340e-01 1.30170521e-01 6.07039807e-01
8.43443422e-01]
[ 2.41722310e-01 -2.39675271e-01 -2.77463675e-01 1.09481791e-01
-2.73174405e-01 1.05850367e-02 3.84297023e-01 -5.30107430e-01
2.74926925e-01 -1.95785117e-01 -1.05730361e-01 -2.88126291e-01
-2.99863010e-01]
[ 1.38092653e-01 -1.12328633e-03 1.16562222e-01 -1.33616831e-01
-3.32398968e-02 7.42012671e-02 -1.70924118e-01 -1.61702843e-01
8.04858295e-02 2.50975785e-01 -1.96897882e-03 -6.34462599e-02
-1.43137814e-01]
[ -4.84003444e-01 -6.11870040e-01 -6.02808246e-01 -6.16488791e-01
-5.91439005e-01 -5.64937138e-01 -3.46008494e-01 -1.60059899e-01
-4.58946174e-01 -2.45042057e-01 -5.79247203e-01 -8.61956365e-01
-6.64276395e-01]
[ -4.11523071e-01 -5.97616665e-01 -3.23569070e-01 -4.37349393e-01
-4.21584928e-01 -5.63135827e-01 -4.02490386e-01 -4.69349253e-01
-2.91603892e-01 -9.17276377e-02 -4.92935302e-01 -5.18137885e-01
-5.01188406e-01]
[ -3.45365340e-01 -3.42651109e-01 -4.87382843e-01 -1.47701755e-01
-3.17084047e-01 -4.25798760e-01 -2.96276015e-01 -2.78055042e-01
-2.98035123e-01 -5.72157727e-01 -2.87664600e-01 -7.75396568e-01
-5.65351835e-01]
[ -4.65894163e-01 -3.45789072e-01 -3.83152167e-01 -2.13740558e-01
-3.36370599e-01 -2.17215357e-01 -3.95872042e-02 -4.43175274e-01
-2.53755571e-01 -4.50612676e-01 -1.79613953e-01 -2.76904696e-01
-2.21132506e-01]
[ -9.53569451e-01 -9.57273601e-01 -9.86823608e-01 -7.62623017e-01
-1.04579084e+00 -9.89202809e-01 -5.31652723e-01 -5.70100091e-01
-7.24760121e-01 -5.60985831e-01 -7.96988411e-01 -7.02904485e-01
-8.32754523e-01]
[ -5.15758926e-01 -2.65759914e-01 -4.73851382e-01 -3.49049154e-01
-3.44132355e-01 -3.64272506e-01 -6.19340393e-01 -6.21063013e-01
-6.68531951e-01 -1.06755745e-01 -5.27269197e-01 -7.86222170e-01
-6.11481786e-01]
[ -1.16314756e-01 2.34529482e-02 -3.42516034e-01 -4.57273071e-01
-1.05688854e-01 -7.42625575e-02 -1.91383220e-01 -4.02221634e-01
-1.68512632e-01 6.67323304e-02 -4.94273658e-01 -1.10292737e+00
-6.26617821e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.58352427e-01 -1.19636826e-01 1.62983746e-01 -2.81327860e-01
-1.30293266e-01 1.12982802e-01 -1.34268076e-01 4.68519809e-04
-8.63904925e-02 5.38441200e-02 -1.89652340e-01 -3.85942309e-01
-5.59420882e-02]
[ -9.11766934e-02 -2.63530627e-01 -1.81853730e-01 -2.83900843e-01
-4.76311591e-01 -8.69728144e-02 -7.16342070e-02 -9.05201302e-03
-7.52546646e-02 -5.09381427e-03 -2.26809816e-01 -3.98050840e-01
-2.87478845e-01]
[ -6.53303568e-02 -2.75973829e-02 -2.28611739e-01 -2.73712230e-01
1.15263882e-01 -1.61354950e-01 -1.67769232e-01 1.26546116e-01
-1.65817550e-03 1.22103821e-01 -2.16220432e-01 -3.69166182e-02
-7.11930032e-02]
[ 4.02029408e-02 -1.70520855e-01 -1.47758530e-01 -1.03783663e-01
-1.28324979e-01 -1.06297390e-01 1.17860227e-01 -1.41301740e-01
-8.45699171e-03 4.02321811e-02 -4.68843849e-02 -1.48620736e-01
2.43630100e-03]
[ -2.91553432e-01 -1.41367059e-01 -7.80084424e-02 -1.18022794e-01
-3.01819098e-01 -2.75728991e-01 -3.72993202e-01 1.82375569e-02
-3.25139734e-01 -2.19419798e-01 1.52378791e-01 -1.40162868e-01
1.83192609e-01]
[ -2.29002344e-01 -1.22802899e-01 -9.37319701e-02 -3.81060563e-02
-8.26944446e-02 -1.19973462e-01 -7.99291102e-02 9.37548742e-03
-1.42739241e-01 -8.19028375e-02 1.19430079e-02 -1.91983998e-01
-1.11730627e-01]
[ -1.74271587e-01 -7.04380930e-02 -2.29816856e-01 -2.69167643e-01
-1.58184271e-01 -2.05362869e-01 -3.40623979e-01 -1.10983162e-01
1.30703497e-01 -2.31580510e-01 -3.71574961e-01 -3.61285104e-01
-3.37552558e-01]
[ -3.70804065e-01 -6.25629888e-02 -1.51201276e-01 -1.32068192e-01
-4.88287742e-02 -3.13450402e-01 3.64515344e-02 -8.37013314e-02
-1.19173005e-01 5.81454707e-02 8.85431869e-03 -3.42545060e-01
-3.31600541e-01]
[ -1.64730774e-01 -1.40679553e-01 -5.37440656e-02 -1.59007177e-01
-1.25242936e-01 -2.95889630e-01 1.91244357e-02 -1.50756692e-01
-2.13803148e-01 3.61122517e-02 2.26463235e-01 3.49871002e-03
-1.65989393e-01]
[ -1.29500086e-01 -1.73157687e-01 -1.13634772e-01 -2.90834573e-01
9.13376848e-02 -1.74233369e-02 -1.70650840e-01 -1.66427623e-01
1.18074460e-01 -9.09720874e-02 -1.28848411e-01 -6.75149633e-02
-3.19581386e-01]
[ -4.33276621e-02 -3.36085951e-02 -1.50273131e-01 -7.49196218e-02
-2.28502178e-01 6.25197001e-02 -6.65293943e-02 -4.75042951e-02
-2.30202697e-01 -9.47348473e-02 -1.08249961e-01 -3.69378198e-01
-2.06725044e-01]
[ -6.88122930e-02 2.24048600e-02 -1.28809523e-01 -3.31842507e-01
1.19411842e-01 2.03986507e-02 -1.98920685e-01 -1.46519447e-01
1.28699505e-01 -5.24691789e-02 -3.00471422e-01 -2.88405436e-01
-3.17114103e-01]
[ 7.57220205e-02 -3.06687089e-01 -8.56596511e-02 -4.58539332e-01
-2.20886196e-01 -9.00867213e-02 5.78607848e-02 8.90695436e-02
-1.98652786e-02 2.91456030e-01 -5.39192422e-01 -8.39453981e-01
4.46698060e-01]
[ -2.24710097e-01 -2.43370030e-01 -1.32450591e-01 -3.20346279e-01
-3.00159164e-01 -9.39815860e-02 2.07142414e-01 4.12930136e-02
2.86168934e-01 3.61933621e-02 -4.28552193e-01 -1.05473954e+00
6.65584859e-01]
[ -1.68321115e-02 -1.85006158e-01 2.03229654e-02 -3.21608750e-01
-1.69929519e-01 1.64860898e-01 2.02908792e-01 2.55522342e-01
-3.17169359e-02 2.30469722e-01 -2.45376879e-01 -1.12830905e+00
7.58582970e-01]
[ -1.52560714e-03 -4.36364511e-02 -1.26001724e-01 -1.44601967e-01
-1.78959883e-01 -4.77289503e-02 3.09909978e-01 1.68005257e-01
2.57332300e-01 3.68051951e-01 -5.08849268e-01 -1.07258158e+00
8.03380734e-01]
[ -8.47200625e-02 -2.78803982e-01 5.82548585e-02 -3.68259258e-01
-1.49043583e-01 1.16342486e-01 3.80686402e-01 1.42686693e-01
-6.34803873e-02 1.64806948e-01 -5.77202399e-01 -1.05337246e+00
8.88980073e-01]
[ 1.20506167e-01 -8.94789792e-02 1.55113830e-02 -1.85338571e-01
-8.32928433e-02 -1.87083545e-02 2.78978788e-01 3.85139845e-01
4.28581656e-01 2.71858586e-01 -5.76774043e-01 -9.93492516e-01
6.10045331e-01]
[ -2.00027998e-03 -1.39087379e-01 2.25547950e-02 1.61147673e-02
-9.29566193e-02 -2.83422398e-01 8.65202718e-02 3.61525647e-01
8.55717374e-03 1.27641751e-01 -2.72680609e-01 -8.27232255e-01
2.56288565e-01]
[ 9.17531139e-02 9.71576705e-02 7.44314838e-03 1.61119186e-01
-9.69548282e-02 -5.80529026e-02 -1.43491806e-01 -1.21661451e-01
-2.35839701e-01 -1.15359956e-01 -1.18000690e-01 1.85614015e-01
-3.55971753e-01]
[ 4.31329359e-02 -1.08396651e-01 1.46451351e-01 4.04564263e-01
2.46282149e-01 8.45364964e-03 -3.98642735e-01 -3.50510062e-01
-4.74760805e-02 -5.57032777e-01 2.81694242e-01 1.02478454e+00
-7.49477014e-01]
[ 2.91193397e-02 7.77695836e-02 -2.13729557e-01 8.59363019e-02
3.32339371e-02 -2.46229910e-03 -1.83152910e-01 -3.44502139e-01
-2.82651793e-01 -2.34782212e-01 -3.20563927e-02 -1.08382024e-01
-1.96732903e-01]
[ -6.45205288e-02 -2.07655632e-01 5.88978592e-02 4.69811505e-02
-1.29853870e-01 -1.36075069e-01 -1.66422701e-02 -4.54504467e-02
4.35400919e-02 -3.98083871e-01 -3.41441533e-01 -2.51824441e-01
6.94435155e-02]
[ 2.84297292e-04 -2.65214426e-01 5.11758176e-02 -3.11847470e-01
-1.88682211e-01 -2.33816045e-01 -3.13803231e-01 -1.68319402e-02
-4.84715475e-02 3.33077918e-02 -2.02496846e-01 2.40004602e-01
2.95117669e-02]
[ 1.63492006e-01 5.55386811e-02 -1.08266826e-01 -3.13228331e-01
-5.79236828e-02 -1.03442907e-01 -2.19526235e-01 -2.86673728e-02
-2.08739216e-01 -2.64566089e-01 -2.29176593e-01 4.05744612e-01
-1.47808509e-02]
[ -1.80306248e-01 -1.78375407e-01 -1.16903854e-01 -2.98744545e-01
-4.93654935e-02 2.47571002e-02 -2.17422234e-01 -2.71720126e-01
-1.52151853e-01 -8.45028829e-02 -2.52087102e-01 2.86045786e-01
-1.01110825e-01]
[ -4.55127694e-02 -2.02219594e-01 -1.67402705e-01 -2.93745070e-01
-4.41056685e-02 4.11617538e-02 -9.60605571e-02 -1.08954983e-01
-2.54340722e-01 -3.45245063e-01 -6.27969963e-02 1.63675150e-01
1.98178795e-03]
[ 1.03989994e-01 8.60852646e-02 -1.62200375e-02 -2.47759797e-01
-3.21186488e-01 5.61622102e-03 -2.00700459e-01 -3.27462074e-01
-3.30920131e-01 -2.97560861e-02 -1.42399948e-01 1.87397157e-01
9.59638696e-04]
[ -6.13144539e-02 -1.07919852e-02 -2.84579181e-01 -4.45793754e-02
6.91468376e-02 1.55271094e-01 -2.46173847e-01 -1.84669166e-01
-5.34226427e-02 -5.43359376e-02 1.74275668e-01 6.68066079e-01
-1.03945223e-01]
[ 1.31063821e-01 3.34968260e-01 -1.97071521e-01 7.38811813e-01
1.14453150e-01 2.01306242e-03 -2.25712158e-01 -3.87143538e-01
-2.33819709e-01 -3.26983576e-01 7.41143006e-01 9.12868497e-01
-1.22666870e+00]
[ -1.07941038e-02 1.73814367e-01 5.35122217e-02 3.52928574e-01
-6.00060548e-04 -6.59327868e-02 -2.95069027e-01 -3.51141483e-01
-2.89720443e-01 -2.25629105e-01 5.79541972e-01 9.55808602e-01
-1.19747278e+00]
[ -3.52298001e-02 -1.35962998e-01 -1.50342445e-01 3.30601621e-01
-1.79199188e-01 2.36449119e-01 -6.02805052e-02 -1.95944577e-01
-2.38479793e-01 -3.83910937e-01 2.20831689e-01 5.73130354e-01
-6.05937172e-01]
[ 8.23924707e-02 -3.83015239e-01 -5.09621530e-02 9.17609860e-03
-1.16231120e-01 1.99779003e-01 7.61201285e-02 1.70276213e-01
-1.84305995e-01 -1.18811821e-02 -5.72557225e-02 3.22338726e-01
-3.24139440e-01]
[ 2.08694479e-01 -2.94668191e-01 -1.19369830e-01 -7.74766654e-02
-2.15020360e-01 1.22520838e-01 3.37676405e-02 -1.30969436e-01
-6.11665767e-02 -6.10231184e-02 -1.54682058e-01 -1.83034498e-01
-1.89149725e-01]
[ -1.34994454e-01 -7.86853607e-02 3.75240512e-02 -2.39543299e-01
-5.71504510e-02 -1.41507160e-01 3.59053537e-02 -1.30521315e-02
-1.02031477e-01 7.59685613e-03 -3.14353368e-01 -4.30517472e-01
-1.19822400e-01]
[ -1.41276339e-01 -1.36060976e-01 -6.84463894e-02 -2.82530770e-01
-3.45988233e-01 -2.88888545e-01 1.65753803e-01 1.48011645e-01
1.38728013e-02 1.25429348e-01 -2.74028987e-01 -8.57199875e-01
3.07918779e-02]
[ -1.34458410e-01 -2.53851898e-01 -3.01367911e-01 -8.02997539e-01
-3.03944730e-01 -2.07538747e-01 -1.74855694e-01 6.13454340e-03
3.13539178e-02 -4.55081334e-01 -6.51908277e-01 -6.82961637e-01
-1.04963124e+00]
[ -1.24468899e-01 1.32959260e-01 1.38910582e-02 1.26117326e-01
-2.02980430e-01 -1.75947811e-01 -1.56754636e-01 1.03021566e-02
-1.41115797e-01 -1.48763899e-01 -1.24749577e-01 -3.90992630e-01
3.83081260e-02]
[ -3.63820747e-01 -1.17856717e-01 -2.73387661e-01 2.93406517e-01
-1.99198554e-01 -2.32571510e-01 -1.19487532e-01 -1.02533837e-01
1.28693501e-02 2.85220460e-02 9.80896438e-02 -3.38837944e-01
1.60591491e-01]
[ -1.34018089e-01 -4.48454589e-02 -2.55904321e-01 1.66942699e-01
-2.25153562e-01 -2.80105812e-01 -3.80491603e-01 -3.10785513e-02
6.49361021e-03 -1.21216691e-01 -1.95887463e-01 -2.65454009e-01
6.57845681e-02]
[ -2.45401563e-01 -5.29804220e-01 -3.40927591e-01 -9.47895610e-02
-3.18052960e-01 -2.33088240e-01 -1.17551638e-01 -2.51280894e-01
2.47054287e-02 -2.58003991e-01 -6.69898365e-02 -2.95806116e-01
7.27562530e-03]
[ -2.20669619e-01 -2.97226186e-01 -3.20620643e-01 -8.91926693e-02
-9.00279017e-02 -1.50693274e-01 -7.82587046e-02 2.42047770e-02
-1.96163443e-01 -5.01866475e-01 -2.35154890e-01 -2.40856300e-01
-9.74116791e-03]
[ -9.63940097e-02 -1.89458895e-02 -2.41270774e-01 -8.54254748e-01
-2.73675068e-01 -2.58733688e-01 5.44361870e-02 -4.50732737e-01
1.31547020e-01 -1.64485489e-01 -6.37036334e-01 -4.18785756e-01
-9.53940352e-01]]
Progress: 27.5% ... Training loss: 0.240 ... Validation loss: 0.385[[-0.2179497 ]
[ 0.26461133]
[-0.09419878]
[ 1.19046107]
[ 0.2800195 ]
[-0.02797814]
[-0.86130417]
[-0.81571082]
[-0.56765189]
[-0.8553856 ]
[ 1.27997562]
[ 3.00408767]
[-2.16783753]]
[[ -5.21040529e-01 -4.95320669e-01 -5.89430556e-01 -3.90812777e-02
-2.94389662e-01 -5.94385695e-01 -2.88953455e-03 -2.23713457e-01
-3.25905379e-01 -2.97718822e-01 2.41875517e-01 9.57031958e-01
3.08288160e-01]
[ 6.96178711e-03 -1.36274909e-01 4.82806282e-02 -7.73394184e-02
-4.02067002e-02 5.81909035e-02 -1.19034520e-01 1.90963924e-01
-1.49277439e-01 -1.89791898e-01 -9.95919229e-02 -1.19334660e-01
-1.41983542e-02]
[ -2.71222261e-01 1.38911270e-01 -3.41034133e-02 1.14597353e-01
8.01971954e-02 -1.33124288e-01 -7.18519559e-02 -1.81576163e-01
2.50884226e-01 -4.29959678e-01 1.57043079e-01 6.75785442e-01
7.98450507e-01]
[ 2.43312000e-01 -2.41769849e-01 -2.76377628e-01 1.08117974e-01
-2.75323907e-01 1.08867240e-02 3.88059539e-01 -5.20236325e-01
2.80158448e-01 -1.84692463e-01 -1.13550899e-01 -3.26540495e-01
-2.90221197e-01]
[ 1.37977678e-01 -2.12085500e-05 1.15953766e-01 -1.35286416e-01
-3.26617840e-02 7.41119869e-02 -1.66088152e-01 -1.66291015e-01
8.01467707e-02 2.45364303e-01 1.82895576e-03 -4.72508918e-02
-1.42889514e-01]
[ -4.84297789e-01 -6.11482103e-01 -6.02986367e-01 -6.16468720e-01
-5.91093052e-01 -5.64993136e-01 -3.47749020e-01 -1.62213328e-01
-4.59960353e-01 -2.48027755e-01 -5.77861591e-01 -8.54932735e-01
-6.68644516e-01]
[ -4.11958647e-01 -5.96650825e-01 -3.24016228e-01 -4.31298529e-01
-4.20750315e-01 -5.63233984e-01 -4.05648304e-01 -4.74412282e-01
-2.93242749e-01 -9.68301255e-02 -4.86742411e-01 -5.04097174e-01
-5.14680847e-01]
[ -3.47890999e-01 -3.39026060e-01 -4.88557318e-01 -1.29619338e-01
-3.13542433e-01 -4.26272971e-01 -3.10606499e-01 -2.90376158e-01
-3.09891754e-01 -5.81640134e-01 -2.68106510e-01 -7.25881300e-01
-6.00432901e-01]
[ -4.65923048e-01 -3.45529914e-01 -3.83241060e-01 -2.11026900e-01
-3.35933086e-01 -2.17250199e-01 -4.09624121e-02 -4.44389146e-01
-2.54640844e-01 -4.51518556e-01 -1.76243615e-01 -2.69838033e-01
-2.27920303e-01]
[ -9.56105120e-01 -9.53415653e-01 -9.88359329e-01 -7.42621842e-01
-1.04194173e+00 -9.89685625e-01 -5.46327354e-01 -5.86418700e-01
-7.37218679e-01 -5.75298559e-01 -7.73084944e-01 -6.38403365e-01
-8.77089075e-01]
[ -5.16251103e-01 -2.64974371e-01 -4.74096012e-01 -3.43742495e-01
-3.43212181e-01 -3.64377966e-01 -6.23385614e-01 -6.24353773e-01
-6.70441098e-01 -1.09968811e-01 -5.22140038e-01 -7.72696830e-01
-6.23256888e-01]
[ -1.16571375e-01 2.40474435e-02 -3.42624330e-01 -4.55713895e-01
-1.05298445e-01 -7.43374885e-02 -1.93267504e-01 -4.03363713e-01
-1.69539867e-01 6.57816529e-02 -4.92799353e-01 -1.10330756e+00
-6.30237592e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.58505388e-01 -1.19365945e-01 1.62843179e-01 -2.81086038e-01
-1.29973472e-01 1.12933239e-01 -1.35231480e-01 -1.51470731e-03
-8.70227139e-02 5.18622421e-02 -1.88172256e-01 -3.80273823e-01
-5.85895710e-02]
[ -9.13328035e-02 -2.63584595e-01 -1.81823036e-01 -2.83580182e-01
-4.76309331e-01 -8.69914680e-02 -7.25407488e-02 -8.43743616e-03
-7.55681065e-02 -4.93762863e-03 -2.27166536e-01 -4.00349730e-01
-2.87440396e-01]
[ -6.52666422e-02 -2.75552672e-02 -2.28631549e-01 -2.74021355e-01
1.15268521e-01 -1.61340115e-01 -1.68030312e-01 1.25429801e-01
-1.57048191e-03 1.21489824e-01 -2.16017715e-01 -3.36506545e-02
-7.23913021e-02]
[ 4.03178553e-02 -1.70367513e-01 -1.47794630e-01 -1.03413692e-01
-1.28259005e-01 -1.06288323e-01 1.17889106e-01 -1.42277890e-01
-8.05247017e-03 3.96253803e-02 -4.66637487e-02 -1.47460824e-01
-5.53652306e-04]
[ -2.91841060e-01 -1.41104376e-01 -7.81615597e-02 -1.15439770e-01
-3.01576746e-01 -2.75775204e-01 -3.75030093e-01 1.63228212e-02
-3.26144441e-01 -2.21753975e-01 1.54983865e-01 -1.35901021e-01
1.75958055e-01]
[ -2.29182901e-01 -1.22358145e-01 -9.39506869e-02 -3.58292815e-02
-8.23280969e-02 -1.20018868e-01 -8.04274976e-02 8.00105545e-03
-1.43370729e-01 -8.35989985e-02 1.43006165e-02 -1.85242741e-01
-1.13720502e-01]
[ -1.75499974e-01 -6.86839984e-02 -2.30450364e-01 -2.60417781e-01
-1.56443049e-01 -2.05603624e-01 -3.46622187e-01 -1.18086243e-01
1.24291127e-01 -2.35509567e-01 -3.63301690e-01 -3.37276892e-01
-3.56561244e-01]
[ -3.71492734e-01 -6.15366527e-02 -1.51478828e-01 -1.26893117e-01
-4.78004937e-02 -3.13584551e-01 3.17359251e-02 -8.65867598e-02
-1.22057718e-01 5.53819372e-02 1.41186546e-02 -3.32207126e-01
-3.40438375e-01]
[ -1.65447937e-01 -1.39563147e-01 -5.41023586e-02 -1.53222120e-01
-1.24167758e-01 -2.96021768e-01 1.45607155e-02 -1.54386733e-01
-2.16995775e-01 3.23821261e-02 2.34797760e-01 2.26250538e-02
-1.77124577e-01]
[ -1.29667201e-01 -1.73017189e-01 -1.13702964e-01 -2.88137404e-01
9.16411387e-02 -1.74617024e-02 -1.72417583e-01 -1.66834777e-01
1.16909526e-01 -9.12577526e-02 -1.26205318e-01 -6.14326637e-02
-3.23341119e-01]
[ -4.29781153e-02 -3.38117271e-02 -1.50175540e-01 -7.63133996e-02
-2.28703337e-01 6.25786931e-02 -6.50636412e-02 -4.69530011e-02
-2.29221598e-01 -9.39682952e-02 -1.09552506e-01 -3.72204468e-01
-2.06330006e-01]
[ -6.90463435e-02 2.26888345e-02 -1.28920597e-01 -3.31472010e-01
1.19623193e-01 2.03577927e-02 -1.99308870e-01 -1.47046202e-01
1.28067753e-01 -5.39269928e-02 -2.99686569e-01 -2.86286259e-01
-3.18475414e-01]
[ 7.53612069e-02 -3.06326705e-01 -8.58269385e-02 -4.56548085e-01
-2.20562138e-01 -9.01400996e-02 5.56310131e-02 8.70712999e-02
-2.12761474e-02 2.89630093e-01 -5.37455570e-01 -8.36537486e-01
4.40499811e-01]
[ -2.24783655e-01 -2.43205260e-01 -1.32495693e-01 -3.19364523e-01
-2.99996968e-01 -9.40000124e-02 2.06461164e-01 4.04920942e-02
2.85576384e-01 3.58545373e-02 -4.27817315e-01 -1.05320471e+00
6.63273865e-01]
[ -1.69966398e-02 -1.84865523e-01 2.02642917e-02 -3.20910163e-01
-1.69797054e-01 1.64828559e-01 2.02044478e-01 2.54998712e-01
-3.21941906e-02 2.29703150e-01 -2.44700236e-01 -1.12774310e+00
7.57029853e-01]
[ -1.57589460e-03 -4.35706431e-02 -1.26031132e-01 -1.44274727e-01
-1.78885122e-01 -4.77369346e-02 3.09742345e-01 1.67658436e-01
2.57188408e-01 3.67639103e-01 -5.08549260e-01 -1.07190595e+00
8.02572064e-01]
[ -8.48210020e-02 -2.78690524e-01 5.82048610e-02 -3.67728347e-01
-1.48930075e-01 1.16322601e-01 3.80030695e-01 1.42164290e-01
-6.38804067e-02 1.64249867e-01 -5.76710723e-01 -1.05274798e+00
8.87234471e-01]
[ 1.20298610e-01 -8.92890844e-02 1.54339114e-02 -1.84158510e-01
-8.30950519e-02 -1.87412687e-02 2.77859596e-01 3.84252066e-01
4.27794001e-01 2.70933161e-01 -5.75952809e-01 -9.92615634e-01
6.07590088e-01]
[ -2.04798891e-03 -1.39003727e-01 2.25268364e-02 1.67873701e-02
-9.28736346e-02 -2.83430809e-01 8.60165684e-02 3.61090680e-01
8.24014485e-03 1.27325374e-01 -2.72117905e-01 -8.26698908e-01
2.55002524e-01]
[ 9.14065388e-02 9.76201442e-02 7.30127479e-03 1.64352510e-01
-9.65068677e-02 -5.81052117e-02 -1.45275936e-01 -1.22964413e-01
-2.36882512e-01 -1.16867429e-01 -1.15301889e-01 1.92147990e-01
-3.60656552e-01]
[ 4.38284658e-02 -1.08613515e-01 1.46587332e-01 4.05990666e-01
2.46164380e-01 8.53910425e-03 -3.97542544e-01 -3.50256456e-01
-4.70486974e-02 -5.55155438e-01 2.83121465e-01 1.02892755e+00
-7.55501546e-01]
[ 2.88329644e-02 7.79257824e-02 -2.13780985e-01 8.75967970e-02
3.34014663e-02 -2.50545847e-03 -1.84605942e-01 -3.45221836e-01
-2.83165157e-01 -2.35641400e-01 -3.09650901e-02 -1.07170373e-01
-1.97963586e-01]
[ -6.45964788e-02 -2.07599696e-01 5.88646903e-02 4.72416641e-02
-1.29774061e-01 -1.36091524e-01 -1.71168847e-02 -4.58463286e-02
4.32558636e-02 -3.98310017e-01 -3.41181480e-01 -2.51290513e-01
6.92381157e-02]
[ 1.25909537e-04 -2.64973851e-01 5.10645972e-02 -3.11764218e-01
-1.88460317e-01 -2.33847014e-01 -3.14134175e-01 -1.84418162e-02
-4.93506819e-02 3.29430369e-02 -2.02133219e-01 2.42831737e-01
2.81176880e-02]
[ 1.63510916e-01 5.56290123e-02 -1.08299260e-01 -3.13138812e-01
-5.78106574e-02 -1.03443008e-01 -2.19688937e-01 -2.89638093e-02
-2.08613636e-01 -2.64752997e-01 -2.28861510e-01 4.08146724e-01
-1.56486107e-02]
[ -1.80375021e-01 -1.78224578e-01 -1.16956837e-01 -2.97992525e-01
-4.91989648e-02 2.47384077e-02 -2.17872676e-01 -2.72397039e-01
-1.52600185e-01 -8.48562286e-02 -2.51343350e-01 2.88645155e-01
-1.03225740e-01]
[ -4.56020964e-02 -2.02117470e-01 -1.67477708e-01 -2.93551608e-01
-4.39563482e-02 4.11362929e-02 -9.65631245e-02 -1.10169477e-01
-2.54541143e-01 -3.46282414e-01 -6.20770117e-02 1.65938044e-01
1.28217273e-03]
[ 1.03635725e-01 8.65184172e-02 -1.63946410e-02 -2.47317929e-01
-3.20860668e-01 5.55986598e-03 -2.01849816e-01 -3.29358535e-01
-3.31849263e-01 -3.23886587e-02 -1.41061686e-01 1.93413104e-01
-1.07432588e-03]
[ -6.20770090e-02 -9.59562809e-03 -2.84937862e-01 -4.11586353e-02
7.03136114e-02 1.55104399e-01 -2.50744790e-01 -1.88141663e-01
-5.67295676e-02 -5.85226695e-02 1.81008961e-01 6.85808116e-01
-1.13642326e-01]
[ 1.30780612e-01 3.35488261e-01 -1.97242339e-01 7.41916945e-01
1.14918755e-01 1.96708037e-03 -2.27109115e-01 -3.88063668e-01
-2.35237565e-01 -3.28040133e-01 7.44474078e-01 9.21072635e-01
-1.23057392e+00]
[ -1.09213017e-02 1.74030562e-01 5.34049317e-02 3.54375730e-01
-3.91461714e-04 -6.59604398e-02 -2.95654758e-01 -3.51891064e-01
-2.90290716e-01 -2.26717732e-01 5.81241682e-01 9.59959196e-01
-1.19888286e+00]
[ -3.53746684e-02 -1.35642596e-01 -1.50449645e-01 3.32911822e-01
-1.78927754e-01 2.36409316e-01 -6.11382750e-02 -1.96601716e-01
-2.39299311e-01 -3.84230784e-01 2.22970216e-01 5.78718998e-01
-6.10061699e-01]
[ 8.22880128e-02 -3.82897898e-01 -5.10177322e-02 9.79259357e-03
-1.16107288e-01 1.99757740e-01 7.55868212e-02 1.69571944e-01
-1.84827624e-01 -1.22599691e-02 -5.65405675e-02 3.24832611e-01
-3.25553414e-01]
[ 2.08644482e-01 -2.94621317e-01 -1.19388929e-01 -7.71229212e-02
-2.14978680e-01 1.22513134e-01 3.34760423e-02 -1.31186315e-01
-6.13243121e-02 -6.11946970e-02 -1.54347177e-01 -1.82495096e-01
-1.89713681e-01]
[ -1.35060068e-01 -7.85770519e-02 3.74618819e-02 -2.38787259e-01
-5.70062223e-02 -1.41522312e-01 3.54819892e-02 -1.36184255e-02
-1.02450630e-01 6.98699456e-03 -3.13501086e-01 -4.28162755e-01
-1.22175102e-01]
[ -1.41352294e-01 -1.35941826e-01 -6.84615627e-02 -2.82196529e-01
-3.45892574e-01 -2.88896113e-01 1.65238506e-01 1.47920863e-01
1.35646805e-02 1.25198332e-01 -2.73609059e-01 -8.56884644e-01
3.01436738e-02]
[ -1.33328835e-01 -2.54201503e-01 -3.01158726e-01 -8.07196586e-01
-3.04446705e-01 -2.07386959e-01 -1.70668533e-01 5.49982847e-03
3.34282995e-02 -4.52984794e-01 -6.55229953e-01 -6.88052664e-01
-1.05239968e+00]
[ -1.25366538e-01 1.34176851e-01 1.33843513e-02 1.32942637e-01
-2.01939178e-01 -1.76107284e-01 -1.61135921e-01 5.93544837e-03
-1.44420540e-01 -1.52974567e-01 -1.18165176e-01 -3.77405124e-01
2.44132267e-02]
[ -3.64051097e-01 -1.17460337e-01 -2.73557457e-01 2.96868086e-01
-1.98807698e-01 -2.32617054e-01 -1.21003868e-01 -1.03881074e-01
1.16895079e-02 2.70299552e-02 1.01454095e-01 -3.32181781e-01
1.57090379e-01]
[ -1.34251220e-01 -4.45891132e-02 -2.55992909e-01 1.68936179e-01
-2.24911938e-01 -2.80148966e-01 -3.82023001e-01 -3.20674095e-02
5.46173949e-03 -1.22234957e-01 -1.94516401e-01 -2.63367618e-01
6.21413572e-02]
[ -2.46091739e-01 -5.29160152e-01 -3.41227866e-01 -8.86997135e-02
-3.17196612e-01 -2.33218135e-01 -1.21614777e-01 -2.53399100e-01
2.15250462e-02 -2.60183807e-01 -6.09726752e-02 -2.81228259e-01
-6.46807876e-04]
[ -2.21624999e-01 -2.96274950e-01 -3.20984734e-01 -8.21291103e-02
-8.88547363e-02 -1.50869809e-01 -8.34515727e-02 2.00247128e-02
-1.99364218e-01 -5.05071034e-01 -2.28651552e-01 -2.24173281e-01
-2.13056477e-02]
[ -9.78013732e-02 -1.68239205e-02 -2.41939148e-01 -8.48622460e-01
-2.71716646e-01 -2.58994081e-01 4.63299136e-02 -4.57848396e-01
1.25975313e-01 -1.72953101e-01 -6.27048141e-01 -3.89639395e-01
-9.70375198e-01]]
Progress: 27.6% ... Training loss: 0.213 ... Validation loss: 0.364[[-0.22930469]
[ 0.25996118]
[-0.09870044]
[ 1.17522272]
[ 0.27442979]
[-0.03630542]
[-0.88099195]
[-0.81775128]
[-0.58479691]
[-0.86603195]
[ 1.26811381]
[ 3.00042899]
[-2.18874653]]
[[ -5.19460857e-01 -4.96638388e-01 -5.89073813e-01 -5.12440461e-02
-2.95845970e-01 -5.94239785e-01 5.83313748e-03 -2.21151212e-01
-3.20077788e-01 -2.91906995e-01 2.31515147e-01 9.41310445e-01
3.27398275e-01]
[ 6.98447440e-03 -1.36257396e-01 4.82723311e-02 -7.71279341e-02
-4.01851407e-02 5.81924234e-02 -1.18973253e-01 1.90854368e-01
-1.49318891e-01 -1.89883308e-01 -9.89236611e-02 -1.17795257e-01
-1.50723744e-02]
[ -2.71061122e-01 1.38838124e-01 -3.38837877e-02 1.05867792e-01
7.95910319e-02 -1.33099717e-01 -7.00545886e-02 -1.78434754e-01
2.53635590e-01 -4.27315682e-01 1.50077402e-01 6.66927985e-01
8.15771699e-01]
[ 2.46215997e-01 -2.44720172e-01 -2.75712260e-01 9.03497269e-02
-2.78198106e-01 1.11952941e-02 4.05462633e-01 -5.10372167e-01
2.88604653e-01 -1.73238718e-01 -1.32432490e-01 -3.62547767e-01
-2.67315614e-01]
[ 1.40079551e-01 -3.03500573e-03 1.16795608e-01 -1.51990178e-01
-3.58125433e-02 7.43556519e-02 -1.55052071e-01 -1.56407202e-01
8.79813906e-02 2.54581402e-01 -1.84105380e-02 -1.08260635e-01
-1.19687885e-01]
[ -4.83880199e-01 -6.11677284e-01 -6.02964298e-01 -6.15808902e-01
-5.91154273e-01 -5.64964670e-01 -3.46548761e-01 -1.62777972e-01
-4.59327883e-01 -2.47411114e-01 -5.76963330e-01 -8.50416647e-01
-6.70481565e-01]
[ -4.11509205e-01 -5.96859684e-01 -3.23899849e-01 -4.35842462e-01
-4.21227439e-01 -5.63188191e-01 -4.03051259e-01 -4.73532665e-01
-2.91381716e-01 -9.44158442e-02 -4.91080486e-01 -5.15955106e-01
-5.08422383e-01]
[ -3.46825565e-01 -3.39999992e-01 -4.88302120e-01 -1.38977205e-01
-3.14433543e-01 -4.26173596e-01 -3.04047245e-01 -2.87932045e-01
-3.05553263e-01 -5.77197602e-01 -2.75803403e-01 -7.31527069e-01
-5.85127037e-01]
[ -4.66023474e-01 -3.45304635e-01 -3.83260407e-01 -2.11211057e-01
-3.35892706e-01 -2.17247937e-01 -4.15403149e-02 -4.44618449e-01
-2.54883025e-01 -4.51289260e-01 -1.76186347e-01 -2.67510873e-01
-2.28488847e-01]
[ -9.55562297e-01 -9.53457148e-01 -9.88266428e-01 -7.46559785e-01
-1.04221352e+00 -9.89640476e-01 -5.43369869e-01 -5.86375149e-01
-7.34514636e-01 -5.72931711e-01 -7.75101229e-01 -6.33198464e-01
-8.68680003e-01]
[ -5.15977596e-01 -2.65076203e-01 -4.74042461e-01 -3.46019935e-01
-3.43317409e-01 -3.64363566e-01 -6.21634245e-01 -6.23398520e-01
-6.69565074e-01 -1.08144588e-01 -5.23703962e-01 -7.72475816e-01
-6.20262763e-01]
[ -1.15555664e-01 2.30380760e-02 -3.42396483e-01 -4.62924651e-01
-1.06310501e-01 -7.42211436e-02 -1.88197702e-01 -4.01832733e-01
-1.66530120e-01 6.92933298e-02 -5.00298583e-01 -1.11939393e+00
-6.22482053e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.58437829e-01 -1.19437036e-01 1.62848561e-01 -2.81461094e-01
-1.30018048e-01 1.12941659e-01 -1.34863136e-01 -1.51036722e-03
-8.70219414e-02 5.19075541e-02 -1.88164824e-01 -3.79861262e-01
-5.89716882e-02]
[ -9.12912310e-02 -2.63529816e-01 -1.81847937e-01 -2.81778062e-01
-4.76182387e-01 -8.69924017e-02 -7.29889378e-02 -9.33515404e-03
-7.56441466e-02 -5.35017635e-03 -2.25360147e-01 -3.94858474e-01
-2.88262244e-01]
[ -6.51308727e-02 -2.75542640e-02 -2.28659331e-01 -2.74891529e-01
1.15223195e-01 -1.61332232e-01 -1.67123165e-01 1.25059286e-01
-1.16342108e-03 1.21673578e-01 -2.16817473e-01 -3.52611975e-02
-7.27084163e-02]
[ 4.03770209e-02 -1.70445995e-01 -1.47752741e-01 -1.03788581e-01
-1.28358549e-01 -1.06285725e-01 1.18289528e-01 -1.41717833e-01
-7.68880410e-03 4.05261977e-02 -4.76000118e-02 -1.50889048e-01
9.96002901e-04]
[ -2.91986871e-01 -1.40659562e-01 -7.82759058e-02 -1.14081756e-01
-3.01163194e-01 -2.75798890e-01 -3.76115781e-01 1.47247399e-02
-3.27197180e-01 -2.22871260e-01 1.57996312e-01 -1.27844617e-01
1.71044471e-01]
[ -2.28509122e-01 -1.23281054e-01 -9.36481217e-02 -4.29690872e-02
-8.35578668e-02 -1.19925928e-01 -7.62143951e-02 1.17989392e-02
-1.40183345e-01 -8.01916909e-02 5.54789417e-03 -2.05857286e-01
-9.98944388e-02]
[ -1.75321189e-01 -6.89391444e-02 -2.30378236e-01 -2.61818380e-01
-1.56729277e-01 -2.05587499e-01 -3.45482670e-01 -1.17159178e-01
1.25302274e-01 -2.34858129e-01 -3.64511559e-01 -3.40492142e-01
-3.52875946e-01]
[ -3.71261593e-01 -6.16865838e-02 -1.51440812e-01 -1.28548623e-01
-4.79011002e-02 -3.13563718e-01 3.29439470e-02 -8.62969228e-02
-1.21218128e-01 5.60710414e-02 1.35849660e-02 -3.30497280e-01
-3.39845869e-01]
[ -1.65131497e-01 -1.39541752e-01 -5.40979036e-02 -1.56488365e-01
-1.24012519e-01 -2.96007458e-01 1.62573185e-02 -1.55212299e-01
-2.15956896e-01 3.45204747e-02 2.32644036e-01 2.72444860e-02
-1.72609061e-01]
[ -1.29634670e-01 -1.73031519e-01 -1.13659525e-01 -2.88711576e-01
9.14996400e-02 -1.74452126e-02 -1.71601864e-01 -1.65676785e-01
1.17216494e-01 -9.10166032e-02 -1.26994329e-01 -6.43198183e-02
-3.20976893e-01]
[ -4.30494754e-02 -3.36422249e-02 -1.50249894e-01 -7.60522389e-02
-2.28531837e-01 6.25628812e-02 -6.58504939e-02 -4.85247434e-02
-2.29477126e-01 -9.45642260e-02 -1.08828459e-01 -3.68576353e-01
-2.08362415e-01]
[ -6.87338742e-02 2.23365349e-02 -1.28812790e-01 -3.32662998e-01
1.19314432e-01 2.03945201e-02 -1.97958360e-01 -1.45989973e-01
1.28886407e-01 -5.23557109e-02 -3.01141287e-01 -2.89108610e-01
-3.17382870e-01]
[ 7.53936542e-02 -3.06404782e-01 -8.58111035e-02 -4.57087615e-01
-2.20644963e-01 -9.01348047e-02 5.60541478e-02 8.74224458e-02
-2.10409516e-02 2.89937592e-01 -5.37975643e-01 -8.37234365e-01
4.41677863e-01]
[ -2.24733713e-01 -2.43256126e-01 -1.32485814e-01 -3.20268706e-01
-3.00067538e-01 -9.39939674e-02 2.07121128e-01 4.07360829e-02
2.85952537e-01 3.61146468e-02 -4.28722597e-01 -1.05472828e+00
6.64934077e-01]
[ -1.67253123e-02 -1.85133424e-01 2.03431009e-02 -3.23851749e-01
-1.70114349e-01 1.64861514e-01 2.04742407e-01 2.56665019e-01
-3.08983561e-02 2.30947901e-01 -2.47768964e-01 -1.13198009e+00
7.63780368e-01]
[ -1.52801766e-03 -4.36026440e-02 -1.26024314e-01 -1.44699496e-01
-1.78923774e-01 -4.77336006e-02 3.10242976e-01 1.67874085e-01
2.57450778e-01 3.68014920e-01 -5.08910766e-01 -1.07296776e+00
8.03882033e-01]
[ -8.48466927e-02 -2.78660781e-01 5.81813783e-02 -3.67573793e-01
-1.48895084e-01 1.16319044e-01 3.79951512e-01 1.41940281e-01
-6.39833868e-02 1.64044425e-01 -5.76534664e-01 -1.05258770e+00
8.86585388e-01]
[ 1.20521253e-01 -8.95464219e-02 1.54982169e-02 -1.85777210e-01
-8.33371920e-02 -1.87208432e-02 2.79329154e-01 3.85338119e-01
4.28700881e-01 2.71909158e-01 -5.77220513e-01 -9.94472472e-01
6.10528903e-01]
[ -1.89850870e-03 -1.39212447e-01 2.25639548e-02 1.60890108e-02
-9.30764985e-02 -2.83418573e-01 8.69712394e-02 3.61589976e-01
8.83781176e-03 1.27807664e-01 -2.72731577e-01 -8.28539635e-01
2.56102604e-01]
[ 9.16735574e-02 9.74542725e-02 7.36557735e-03 1.64565298e-01
-9.66263855e-02 -5.80806796e-02 -1.44780837e-01 -1.22668622e-01
-2.36391874e-01 -1.16062788e-01 -1.15130044e-01 1.92884343e-01
-3.61127134e-01]
[ 4.37110634e-02 -1.08475382e-01 1.46534641e-01 4.07793654e-01
2.46356082e-01 8.52356687e-03 -3.98557424e-01 -3.51661274e-01
-4.74303273e-02 -5.56143777e-01 2.84997031e-01 1.03409367e+00
-7.56641248e-01]
[ 2.91053263e-02 7.76808426e-02 -2.13731764e-01 8.69652423e-02
3.32110388e-02 -2.48157778e-03 -1.83427390e-01 -3.45111996e-01
-2.82222731e-01 -2.35166759e-01 -3.15053012e-02 -1.07385415e-01
-1.98316794e-01]
[ -6.45119111e-02 -2.07787995e-01 5.89209173e-02 4.55530711e-02
-1.30003361e-01 -1.36079958e-01 -1.62513506e-02 -4.50206994e-02
4.41294524e-02 -3.97902715e-01 -3.42980107e-01 -2.56619847e-01
7.32054092e-02]
[ 3.75958537e-05 -2.65215012e-01 5.11813288e-02 -3.14276910e-01
-1.88815733e-01 -2.33855804e-01 -3.14424480e-01 -1.74929669e-02
-4.86180167e-02 3.43075267e-02 -2.05559994e-01 2.33266979e-01
3.65296635e-02]
[ 1.63057260e-01 5.62273757e-02 -1.08448354e-01 -3.11493127e-01
-5.72349738e-02 -1.03496086e-01 -2.22103688e-01 -3.06491855e-02
-2.09971200e-01 -2.65731632e-01 -2.26999110e-01 4.14285354e-01
-1.80649001e-02]
[ -1.80660754e-01 -1.77563485e-01 -1.17131746e-01 -2.95209990e-01
-4.83779102e-02 2.46932257e-02 -2.20711192e-01 -2.75731249e-01
-1.54221486e-01 -8.66703731e-02 -2.46642446e-01 3.03924344e-01
-1.11952984e-01]
[ -4.55383850e-02 -2.02198087e-01 -1.67435250e-01 -2.94966416e-01
-4.41686473e-02 4.11572756e-02 -9.61382626e-02 -1.09264677e-01
-2.54296232e-01 -3.45985333e-01 -6.33123899e-02 1.64769233e-01
3.54629539e-03]
[ 1.03917448e-01 8.62574116e-02 -1.63603309e-02 -2.49215734e-01
-3.21063398e-01 5.57844446e-03 -2.00402409e-01 -3.29427361e-01
-3.30915216e-01 -3.13979376e-02 -1.43131540e-01 1.90472151e-01
1.28890136e-03]
[ -6.21807111e-02 -9.34528781e-03 -2.85016675e-01 -3.99842765e-02
7.05811153e-02 1.55087558e-01 -2.51304046e-01 -1.89220974e-01
-5.73908170e-02 -5.93884114e-02 1.83261740e-01 6.91170254e-01
-1.17589068e-01]
[ 1.30696083e-01 3.35815306e-01 -1.97316016e-01 7.43391530e-01
1.15216364e-01 1.94743708e-03 -2.27457773e-01 -3.88381996e-01
-2.35810729e-01 -3.28466581e-01 7.46021294e-01 9.25478670e-01
-1.23267323e+00]
[ -1.06535656e-02 1.73820998e-01 5.34609629e-02 3.53481786e-01
-6.76444367e-04 -6.59319976e-02 -2.94780990e-01 -3.51303112e-01
-2.89901592e-01 -2.25754195e-01 5.80189758e-01 9.58074477e-01
-1.19893534e+00]
[ -3.45773149e-02 -1.36374246e-01 -1.50220125e-01 3.27546071e-01
-1.79795002e-01 2.36521315e-01 -5.71593282e-02 -1.94805725e-01
-2.36835233e-01 -3.81517396e-01 2.17546318e-01 5.65689925e-01
-6.04789583e-01]
[ 8.23005510e-02 -3.82922221e-01 -5.10023318e-02 9.46443473e-03
-1.16143724e-01 1.99761379e-01 7.57397148e-02 1.70034808e-01
-1.84814187e-01 -1.19877367e-02 -5.69793266e-02 3.23879623e-01
-3.24827604e-01]
[ 2.08662209e-01 -2.94634822e-01 -1.19383529e-01 -7.72367450e-02
-2.14991464e-01 1.22515377e-01 3.35836459e-02 -1.31062770e-01
-6.12860706e-02 -6.10738002e-02 -1.54443889e-01 -1.82574089e-01
-1.89624398e-01]
[ -1.34937539e-01 -7.86441715e-02 3.74962585e-02 -2.38979039e-01
-5.70768498e-02 -1.41512415e-01 3.61474501e-02 -1.33796778e-02
-1.02135879e-01 7.68944125e-03 -3.13789681e-01 -4.28586657e-01
-1.22186873e-01]
[ -1.41322209e-01 -1.35976280e-01 -6.84513418e-02 -2.82704123e-01
-3.45934080e-01 -2.88893644e-01 1.65666697e-01 1.48209075e-01
1.37403751e-02 1.25421991e-01 -2.74167569e-01 -8.57988467e-01
3.11373495e-02]
[ -1.33717081e-01 -2.53184335e-01 -3.01445110e-01 -8.04353907e-01
-3.03332618e-01 -2.07451748e-01 -1.73817985e-01 8.11208548e-04
3.14206765e-02 -4.54418374e-01 -6.49658823e-01 -6.67626742e-01
-1.06370698e+00]
[ -1.25305617e-01 1.34149777e-01 1.34075281e-02 1.33022393e-01
-2.01952817e-01 -1.76099214e-01 -1.60882085e-01 6.08896223e-03
-1.44395089e-01 -1.52689327e-01 -1.17705469e-01 -3.75948377e-01
2.38890575e-02]
[ -3.63987970e-01 -1.17488096e-01 -2.73560958e-01 2.97154303e-01
-1.98777194e-01 -2.32622637e-01 -1.20572159e-01 -1.05323720e-01
1.24596985e-02 2.70300665e-02 1.00948848e-01 -3.31632490e-01
1.63490761e-01]
[ -1.33712241e-01 -4.53223715e-02 -2.55781890e-01 1.63875194e-01
-2.25624963e-01 -2.80090625e-01 -3.78841899e-01 -2.89085411e-02
7.65787368e-03 -1.19165505e-01 -1.99925013e-01 -2.73816984e-01
7.18350356e-02]
[ -2.45772341e-01 -5.29655003e-01 -3.41023280e-01 -9.22058573e-02
-3.17840964e-01 -2.33165532e-01 -1.19264651e-01 -2.50914847e-01
2.35285004e-02 -2.58290373e-01 -6.54241512e-02 -2.92890361e-01
8.45400623e-03]
[ -2.20700891e-01 -2.97111469e-01 -3.20752294e-01 -8.96863874e-02
-9.00349800e-02 -1.50759449e-01 -7.77255762e-02 2.29297883e-02
-1.96072317e-01 -5.02075274e-01 -2.36743176e-01 -2.42159622e-01
-1.15559906e-02]
[ -9.74876195e-02 -1.68743207e-02 -2.41946188e-01 -8.49132845e-01
-2.71699053e-01 -2.58977188e-01 4.73152522e-02 -4.57889059e-01
1.26285618e-01 -1.72060768e-01 -6.25701459e-01 -3.82633998e-01
-9.74329527e-01]]
Progress: 27.6% ... Training loss: 0.209 ... Validation loss: 0.364[[-0.22720941]
[ 0.25879323]
[-0.09936829]
[ 1.17408507]
[ 0.27095505]
[-0.03413305]
[-0.87734806]
[-0.82032367]
[-0.58500776]
[-0.86150518]
[ 1.26424892]
[ 2.98775749]
[-2.20624227]]
[[ -5.19423013e-01 -4.96892265e-01 -5.88984543e-01 -5.02628521e-02
-2.96281072e-01 -5.94222510e-01 6.67643762e-03 -2.21444415e-01
-3.18272220e-01 -2.93305675e-01 2.31505603e-01 9.36574373e-01
3.32519659e-01]
[ 6.90872170e-03 -1.36172696e-01 4.82325365e-02 -7.66934133e-02
-4.01002101e-02 5.81794382e-02 -1.19390813e-01 1.90038041e-01
-1.49448758e-01 -1.90510022e-01 -9.82068543e-02 -1.15871249e-01
-1.60830421e-02]
[ -2.70015549e-01 1.36887410e-01 -3.33242054e-02 8.88836011e-02
7.72878223e-02 -1.32882616e-01 -6.28900664e-02 -1.67817757e-01
2.59220580e-01 -4.21754602e-01 1.32527004e-01 6.30544063e-01
8.45412857e-01]
[ 2.45691342e-01 -2.42521019e-01 -2.76438683e-01 9.50891915e-02
-2.75659487e-01 1.09956002e-02 4.06024636e-01 -5.17424065e-01
2.86533338e-01 -1.78102653e-01 -1.24572259e-01 -3.36894647e-01
-2.81939089e-01]
[ 1.39976394e-01 -2.60624253e-03 1.16709389e-01 -1.49966986e-01
-3.54208883e-02 7.43443639e-02 -1.57612823e-01 -1.58865741e-01
8.62453082e-02 2.52754257e-01 -1.52927705e-02 -9.93692567e-02
-1.30259889e-01]
[ -4.83958722e-01 -6.11907354e-01 -6.02890766e-01 -6.13699740e-01
-5.91453135e-01 -5.64952889e-01 -3.48152452e-01 -1.64314111e-01
-4.59240201e-01 -2.48956188e-01 -5.76183042e-01 -8.49541775e-01
-6.72499847e-01]
[ -4.10990342e-01 -5.97399533e-01 -3.23760516e-01 -4.38117863e-01
-4.21650630e-01 -5.63135794e-01 -4.01155684e-01 -4.72516640e-01
-2.90181822e-01 -9.19008176e-02 -4.93379725e-01 -5.24493010e-01
-5.04670136e-01]
[ -3.47225540e-01 -3.39910862e-01 -4.88353173e-01 -1.41206732e-01
-3.14560623e-01 -4.26194205e-01 -3.05457483e-01 -2.86889684e-01
-3.05453954e-01 -5.79000199e-01 -2.77954073e-01 -7.35140813e-01
-5.78126020e-01]
[ -4.66476384e-01 -3.44757259e-01 -3.83440493e-01 -2.10115838e-01
-3.35304431e-01 -2.17338603e-01 -4.27644370e-02 -4.45431546e-01
-2.55714627e-01 -4.53177251e-01 -1.75453120e-01 -2.66779704e-01
-2.29236792e-01]
[ -9.55840562e-01 -9.53769317e-01 -9.88319545e-01 -7.47196825e-01
-1.04242121e+00 -9.89644564e-01 -5.43711692e-01 -5.86758860e-01
-7.33470217e-01 -5.75113633e-01 -7.76027296e-01 -6.39673361e-01
-8.63050647e-01]
[ -5.16729924e-01 -2.64191395e-01 -4.74310763e-01 -3.44802714e-01
-3.42617340e-01 -3.64496212e-01 -6.24785089e-01 -6.25387730e-01
-6.71057476e-01 -1.11970619e-01 -5.21739896e-01 -7.67231232e-01
-6.18793466e-01]
[ -1.14937616e-01 2.23320246e-02 -3.42093339e-01 -4.64805379e-01
-1.07063740e-01 -7.41315043e-02 -1.87047511e-01 -3.99750662e-01
-1.65526855e-01 7.25806490e-02 -5.04272976e-01 -1.12870922e+00
-6.21593669e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.58486084e-01 -1.19556572e-01 1.62871857e-01 -2.81191801e-01
-1.30094989e-01 1.12933842e-01 -1.35279662e-01 -1.45274945e-03
-8.70435626e-02 5.17530104e-02 -1.88665417e-01 -3.81865093e-01
-5.97035463e-02]
[ -9.17487490e-02 -2.63011117e-01 -1.82028245e-01 -2.78458207e-01
-4.75749328e-01 -8.70502538e-02 -7.48963331e-02 -1.26889923e-02
-7.64096043e-02 -8.93269183e-03 -2.21731190e-01 -3.85971199e-01
-2.91472655e-01]
[ -6.45570918e-02 -2.84131624e-02 -2.28365769e-01 -2.77600561e-01
1.14335586e-01 -1.61235223e-01 -1.65660284e-01 1.27773582e-01
1.14173474e-04 1.25063289e-01 -2.20448469e-01 -4.49907794e-02
-6.79230873e-02]
[ 4.03189395e-02 -1.70195451e-01 -1.47856371e-01 -1.00979293e-01
-1.28000100e-01 -1.06312508e-01 1.17634890e-01 -1.43182843e-01
-8.27807545e-03 3.95408034e-02 -4.46769727e-02 -1.48754681e-01
-4.98745548e-03]
[ -2.91455082e-01 -1.41351620e-01 -7.80459741e-02 -1.18148066e-01
-3.01850533e-01 -2.75721393e-01 -3.73647372e-01 1.69522006e-02
-3.25243353e-01 -2.20115240e-01 1.53534072e-01 -1.36873424e-01
1.79034961e-01]
[ -2.28400642e-01 -1.23721160e-01 -9.35317565e-02 -4.55479239e-02
-8.40731758e-02 -1.19895266e-01 -7.58950169e-02 1.27265349e-02
-1.39586930e-01 -7.95208287e-02 2.89550423e-03 -2.11167413e-01
-9.55100848e-02]
[ -1.75513412e-01 -6.90674840e-02 -2.30362588e-01 -2.61358430e-01
-1.56788599e-01 -2.05614567e-01 -3.46569864e-01 -1.16554615e-01
1.25142556e-01 -2.35453729e-01 -3.65078046e-01 -3.43031942e-01
-3.50102508e-01]
[ -3.71372080e-01 -6.14258078e-02 -1.51515966e-01 -1.29991834e-01
-4.77695820e-02 -3.13580410e-01 3.37841675e-02 -8.55026234e-02
-1.21174990e-01 5.53510396e-02 1.19341200e-02 -3.34768574e-01
-3.38155521e-01]
[ -1.65442715e-01 -1.39007124e-01 -5.42520738e-02 -1.54850674e-01
-1.23545468e-01 -2.96037248e-01 1.45048168e-02 -1.56792999e-01
-2.16727067e-01 3.29536429e-02 2.35686200e-01 3.57019637e-02
-1.75202164e-01]
[ -1.29663510e-01 -1.73046089e-01 -1.13666378e-01 -2.88820600e-01
9.15143044e-02 -1.74474799e-02 -1.71657510e-01 -1.65565943e-01
1.17196558e-01 -9.11154756e-02 -1.27299149e-01 -6.46845286e-02
-3.21313646e-01]
[ -4.32095177e-02 -3.33586890e-02 -1.50336048e-01 -7.56946946e-02
-2.28257346e-01 6.25239900e-02 -6.63700359e-02 -4.91395687e-02
-2.29879783e-01 -9.52902839e-02 -1.08341587e-01 -3.66906583e-01
-2.08756050e-01]
[ -6.89938034e-02 2.26084476e-02 -1.28903598e-01 -3.31910752e-01
1.19600862e-01 2.03494172e-02 -1.98998281e-01 -1.46703123e-01
1.28299546e-01 -5.34631218e-02 -3.00390341e-01 -2.87554955e-01
-3.17770576e-01]
[ 7.53183637e-02 -3.06305073e-01 -8.58383976e-02 -4.56877921e-01
-2.20558145e-01 -9.01453507e-02 5.57067583e-02 8.71563126e-02
-2.13443690e-02 2.89627946e-01 -5.37786220e-01 -8.36778076e-01
4.41037331e-01]
[ -2.24764261e-01 -2.43251294e-01 -1.32490298e-01 -3.20277086e-01
-3.00060767e-01 -9.39968678e-02 2.06943719e-01 4.06733039e-02
2.85850157e-01 3.60314867e-02 -4.28741273e-01 -1.05482889e+00
6.64981361e-01]
[ -1.68246588e-02 -1.85092742e-01 2.03228957e-02 -3.23780269e-01
-1.70077738e-01 1.64848413e-01 2.04627465e-01 2.56616056e-01
-3.09943696e-02 2.30626797e-01 -2.47952943e-01 -1.13251594e+00
7.64033183e-01]
[ -1.49905842e-03 -4.36302055e-02 -1.26018929e-01 -1.44925101e-01
-1.78948616e-01 -4.77309212e-02 3.10569535e-01 1.68005034e-01
2.57643568e-01 3.68096204e-01 -5.09152283e-01 -1.07348133e+00
8.04503097e-01]
[ -8.50585426e-02 -2.78498702e-01 5.81061842e-02 -3.66873951e-01
-1.48726203e-01 1.16285782e-01 3.79142341e-01 1.41208160e-01
-6.44735192e-02 1.63172771e-01 -5.75965696e-01 -1.05223423e+00
8.85159460e-01]
[ 1.20572770e-01 -8.95969557e-02 1.55115816e-02 -1.86030333e-01
-8.34002391e-02 -1.87142535e-02 2.79971178e-01 3.85896867e-01
4.28966898e-01 2.72126183e-01 -5.77643396e-01 -9.95780638e-01
6.11194749e-01]
[ -1.95461846e-03 -1.39143623e-01 2.25436020e-02 1.71248346e-02
-9.29839773e-02 -2.83427995e-01 8.63805095e-02 3.61249681e-01
8.52710008e-03 1.27381256e-01 -2.71693120e-01 -8.26906258e-01
2.53972296e-01]
[ 9.12259528e-02 9.79186214e-02 7.27714241e-03 1.71043163e-01
-9.62213637e-02 -5.81415695e-02 -1.48411094e-01 -1.24906961e-01
-2.38138117e-01 -1.17877175e-01 -1.09664620e-01 2.03878276e-01
-3.68229752e-01]
[ 4.39970164e-02 -1.09006454e-01 1.46736415e-01 4.06386651e-01
2.45782596e-01 8.58532751e-03 -3.98165573e-01 -3.50210143e-01
-4.67982242e-02 -5.54448822e-01 2.82696065e-01 1.02821498e+00
-7.54277810e-01]
[ 2.90377657e-02 7.76584983e-02 -2.13761613e-01 8.71659829e-02
3.32475033e-02 -2.49392539e-03 -1.83280897e-01 -3.45472358e-01
-2.81944502e-01 -2.35864200e-01 -3.14375455e-02 -1.09604944e-01
-1.97466570e-01]
[ -6.46792942e-02 -2.07539345e-01 5.88374362e-02 4.59917349e-02
-1.29796067e-01 -1.36101506e-01 -1.68228634e-02 -4.55563083e-02
4.35454199e-02 -3.98587657e-01 -3.42304144e-01 -2.54885289e-01
7.24953513e-02]
[ 1.50824641e-04 -2.65662195e-01 5.13069546e-02 -3.17287588e-01
-1.89274180e-01 -2.33836334e-01 -3.13435159e-01 -1.57630731e-02
-4.74366389e-02 3.49455822e-02 -2.09098976e-01 2.24644149e-01
4.36254688e-02]
[ 1.62896199e-01 5.63986478e-02 -1.08486796e-01 -3.11321807e-01
-5.70828027e-02 -1.03502336e-01 -2.23793288e-01 -3.14952290e-02
-2.10613105e-01 -2.66195912e-01 -2.25268680e-01 4.20690830e-01
-1.94597380e-02]
[ -1.81224708e-01 -1.76755512e-01 -1.17392499e-01 -2.93836220e-01
-4.75205118e-02 2.45757469e-02 -2.23465943e-01 -2.77829413e-01
-1.55979427e-01 -8.97742053e-02 -2.44228106e-01 3.10999363e-01
-1.14212291e-01]
[ -4.57120232e-02 -2.02154650e-01 -1.67495085e-01 -2.95732093e-01
-4.41546248e-02 4.11360380e-02 -9.67132087e-02 -1.10000859e-01
-2.54334234e-01 -3.46997000e-01 -6.41084539e-02 1.64011473e-01
5.90261528e-03]
[ 1.04042721e-01 8.60324737e-02 -1.62931291e-02 -2.50272024e-01
-3.21300914e-01 5.59701594e-03 -1.99829086e-01 -3.28313335e-01
-3.30601604e-01 -3.01482123e-02 -1.44399077e-01 1.86927508e-01
3.85152193e-03]
[ -6.18700178e-02 -1.00048537e-02 -2.84857640e-01 -4.41460225e-02
6.99174062e-02 1.55146261e-01 -2.49167978e-01 -1.86870886e-01
-5.56230619e-02 -5.76708398e-02 1.78452306e-01 6.80166353e-01
-1.10275267e-01]
[ 1.30763048e-01 3.35653878e-01 -1.97272753e-01 7.43007220e-01
1.15060201e-01 1.96309740e-03 -2.27164671e-01 -3.88121544e-01
-2.35518156e-01 -3.28154204e-01 7.45338179e-01 9.23722013e-01
-1.23239256e+00]
[ -1.06445737e-02 1.74056085e-01 5.33710233e-02 3.55962827e-01
-3.83483120e-04 -6.59315081e-02 -2.94885422e-01 -3.52624453e-01
-2.90067346e-01 -2.27085567e-01 5.83004440e-01 9.63853065e-01
-1.20312375e+00]
[ -3.44108657e-02 -1.36543377e-01 -1.50175509e-01 3.25998827e-01
-1.79964638e-01 2.36547277e-01 -5.56073589e-02 -1.94092702e-01
-2.35940237e-01 -3.80986996e-01 2.15721894e-01 5.60269083e-01
-6.03606338e-01]
[ 8.22861958e-02 -3.82769525e-01 -5.10099649e-02 1.07454241e-02
-1.16020182e-01 1.99747250e-01 7.54013653e-02 1.69589196e-01
-1.85183789e-01 -1.20417609e-02 -5.60746300e-02 3.25427739e-01
-3.26852354e-01]
[ 2.09146553e-01 -2.95019776e-01 -1.19257425e-01 -7.99061631e-02
-2.15380739e-01 1.22579043e-01 3.57096928e-02 -1.29889060e-01
-5.99543988e-02 -5.91591621e-02 -1.57043972e-01 -1.86805189e-01
-1.85593331e-01]
[ -1.34852588e-01 -7.86985647e-02 3.75173408e-02 -2.39287583e-01
-5.71533450e-02 -1.41502099e-01 3.64794495e-02 -1.31799656e-02
-1.01990954e-01 8.00269477e-03 -3.13986159e-01 -4.28873729e-01
-1.21949957e-01]
[ -1.41393379e-01 -1.35876179e-01 -6.84711709e-02 -2.82647881e-01
-3.45862799e-01 -2.88901493e-01 1.65518957e-01 1.48268438e-01
1.36057426e-02 1.25205991e-01 -2.74089962e-01 -8.58331687e-01
3.11400124e-02]
[ -1.33778015e-01 -2.53008014e-01 -3.01512583e-01 -8.05014318e-01
-3.03124785e-01 -2.07484771e-01 -1.73153056e-01 5.86629838e-04
3.16503807e-02 -4.54274829e-01 -6.50408311e-01 -6.67774868e-01
-1.06477801e+00]
[ -1.24954408e-01 1.33610531e-01 1.35696443e-02 1.29784646e-01
-2.02403946e-01 -1.76052501e-01 -1.58911325e-01 7.18745766e-03
-1.42679639e-01 -1.51349429e-01 -1.20891092e-01 -3.84351607e-01
3.08540200e-02]
[ -3.64524051e-01 -1.16893104e-01 -2.73744359e-01 3.03476825e-01
-1.98081068e-01 -2.32694356e-01 -1.25012677e-01 -1.08774588e-01
1.04603127e-02 2.34209673e-02 1.06977115e-01 -3.19734528e-01
1.56464422e-01]
[ -1.33613780e-01 -4.57121208e-02 -2.55732129e-01 1.61588480e-01
-2.26046561e-01 -2.80075583e-01 -3.77854072e-01 -2.85791670e-02
9.03199687e-03 -1.19727124e-01 -2.02201647e-01 -2.81830298e-01
7.86752102e-02]
[ -2.45565467e-01 -5.30363387e-01 -3.40790353e-01 -9.39406718e-02
-3.18659310e-01 -2.33089882e-01 -1.18905482e-01 -2.48566768e-01
2.43703586e-02 -2.56619752e-01 -6.91357812e-02 -3.00833822e-01
1.35658982e-02]
[ -2.20739600e-01 -2.97355531e-01 -3.20705765e-01 -9.10643022e-02
-9.03620166e-02 -1.50753271e-01 -7.74863648e-02 2.36277529e-02
-1.95605518e-01 -5.02459222e-01 -2.38426085e-01 -2.44948122e-01
-8.02636786e-03]
[ -9.79209852e-02 -1.58976036e-02 -2.42204922e-01 -8.47458312e-01
-2.70845760e-01 -2.59063125e-01 4.51913981e-02 -4.58978375e-01
1.24212352e-01 -1.73380800e-01 -6.23059834e-01 -3.77780935e-01
-9.80691774e-01]]
Progress: 27.6% ... Training loss: 0.210 ... Validation loss: 0.367[[-0.22334161]
[ 0.26837064]
[-0.09055454]
[ 1.18938555]
[ 0.28181831]
[-0.02798466]
[-0.8685152 ]
[-0.8064242 ]
[-0.56679289]
[-0.85184021]
[ 1.28598718]
[ 3.03173152]
[-2.17711937]]
[[ -5.20206032e-01 -4.95101094e-01 -5.89538070e-01 -3.72981833e-02
-2.94208346e-01 -5.94345300e-01 1.49326029e-04 -2.29724886e-01
-3.24064418e-01 -2.97685907e-01 2.48054970e-01 9.75132710e-01
2.98254046e-01]
[ 6.69847680e-03 -1.35776066e-01 4.80956306e-02 -7.35780721e-02
-3.96703765e-02 5.81467740e-02 -1.20852331e-01 1.87767430e-01
-1.50867787e-01 -1.91410406e-01 -9.45165652e-02 -1.04894590e-01
-2.50851144e-02]
[ -2.72983809e-01 1.40949662e-01 -3.46825226e-02 1.13372943e-01
8.16583201e-02 -1.33329289e-01 -7.97655765e-02 -1.88034107e-01
2.47184601e-01 -4.36290550e-01 1.64847416e-01 7.08633865e-01
7.97691213e-01]
[ 2.47289918e-01 -2.44824002e-01 -2.75630233e-01 8.52929882e-02
-2.78296435e-01 1.12771108e-02 4.13569090e-01 -5.09992659e-01
2.93228752e-01 -1.72187512e-01 -1.38904165e-01 -3.58699401e-01
-2.52176869e-01]
[ 1.37703837e-01 8.57976105e-04 1.15527647e-01 -1.35429522e-01
-3.15814867e-02 7.39761590e-02 -1.67607881e-01 -1.71543503e-01
7.75432381e-02 2.43298077e-01 4.81584318e-03 -4.91403171e-02
-1.60755892e-01]
[ -4.83402118e-01 -6.12269552e-01 -6.02762236e-01 -6.17617204e-01
-5.91818513e-01 -5.64881791e-01 -3.45348677e-01 -1.60824734e-01
-4.58618532e-01 -2.46036764e-01 -5.81149759e-01 -8.62779401e-01
-6.73798764e-01]
[ -4.11706944e-01 -5.96707288e-01 -3.24113389e-01 -4.30601828e-01
-4.20631580e-01 -5.63229490e-01 -4.06478820e-01 -4.77240863e-01
-2.93662402e-01 -9.70488295e-02 -4.84102226e-01 -5.01162254e-01
-5.25002580e-01]
[ -3.47834819e-01 -3.38670732e-01 -4.88695550e-01 -1.33904163e-01
-3.13250594e-01 -4.26306800e-01 -3.09864667e-01 -2.93160586e-01
-3.09854224e-01 -5.81978589e-01 -2.67320164e-01 -7.07744968e-01
-5.96585076e-01]
[ -4.66643959e-01 -3.44186027e-01 -3.83609314e-01 -2.08806751e-01
-3.34785200e-01 -2.17378566e-01 -4.30797057e-02 -4.46605961e-01
-2.56340094e-01 -4.54298114e-01 -1.73290663e-01 -2.63630929e-01
-2.31418649e-01]
[ -9.56622888e-01 -9.51911173e-01 -9.88914440e-01 -7.34654007e-01
-1.04028060e+00 -9.89758533e-01 -5.49864967e-01 -5.93794753e-01
-7.40134078e-01 -5.79520846e-01 -7.58448862e-01 -5.95313485e-01
-8.99149735e-01]
[ -5.16949895e-01 -2.64005026e-01 -4.74360944e-01 -3.44409623e-01
-3.42419435e-01 -3.64544319e-01 -6.26341969e-01 -6.26275840e-01
-6.72248772e-01 -1.13121015e-01 -5.21818542e-01 -7.67371118e-01
-6.20105397e-01]
[ -1.14872170e-01 2.24289201e-02 -3.42183804e-01 -4.65531060e-01
-1.06919316e-01 -7.41445859e-02 -1.86579171e-01 -4.00506822e-01
-1.65556345e-01 7.18104174e-02 -5.04665616e-01 -1.13229146e+00
-6.26454924e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57868600e-01 -1.20060035e-01 1.63095478e-01 -2.83803342e-01
-1.30636197e-01 1.13019581e-01 -1.32210192e-01 1.75785295e-03
-8.56366649e-02 5.52753556e-02 -1.92279669e-01 -3.90767250e-01
-5.83583154e-02]
[ -9.14382362e-02 -2.63244116e-01 -1.81951580e-01 -2.80128908e-01
-4.75999997e-01 -8.70093384e-02 -7.33793840e-02 -1.11136334e-02
-7.57982634e-02 -7.81139714e-03 -2.23495918e-01 -3.90146318e-01
-2.90924827e-01]
[ -6.44864872e-02 -2.87221585e-02 -2.28298734e-01 -2.78723075e-01
1.14068216e-01 -1.61223961e-01 -1.66018006e-01 1.28642878e-01
-1.35647692e-04 1.25991791e-01 -2.22452296e-01 -5.20682898e-02
-6.94350054e-02]
[ 3.97027532e-02 -1.69534402e-01 -1.48123465e-01 -9.68569099e-02
-1.27203452e-01 -1.06391297e-01 1.14328650e-01 -1.46085460e-01
-1.05351358e-02 3.56294666e-02 -3.95872787e-02 -1.34996344e-01
-1.16281016e-02]
[ -2.91503928e-01 -1.41201667e-01 -7.81374861e-02 -1.15893660e-01
-3.01685799e-01 -2.75730994e-01 -3.74565875e-01 1.53445405e-02
-3.25905054e-01 -2.21321680e-01 1.56937758e-01 -1.27039034e-01
1.70569871e-01]
[ -2.28719147e-01 -1.23186723e-01 -9.37433286e-02 -4.06869135e-02
-8.32358846e-02 -1.19966432e-01 -7.79955195e-02 9.78370030e-03
-1.41077989e-01 -8.15846427e-02 8.53024088e-03 -2.02305831e-01
-1.07741556e-01]
[ -1.75997507e-01 -6.83053481e-02 -2.30585278e-01 -2.56911144e-01
-1.56001165e-01 -2.05684265e-01 -3.49376484e-01 -1.20257847e-01
1.22215325e-01 -2.37087425e-01 -3.60815741e-01 -3.30523430e-01
-3.60648881e-01]
[ -3.71388837e-01 -6.14610984e-02 -1.51504007e-01 -1.30708143e-01
-4.78531688e-02 -3.13579419e-01 3.38406014e-02 -8.51322653e-02
-1.21250935e-01 5.55010109e-02 1.18498847e-02 -3.34460556e-01
-3.37234315e-01]
[ -1.65619956e-01 -1.38402943e-01 -5.43967267e-02 -1.52017178e-01
-1.22987208e-01 -2.96068675e-01 1.27855424e-02 -1.59133429e-01
-2.18063018e-01 3.15506431e-02 2.41030529e-01 4.72599015e-02
-1.80341536e-01]
[ -1.29455412e-01 -1.73290236e-01 -1.13573963e-01 -2.89994580e-01
9.12332711e-02 -1.74054620e-02 -1.70963054e-01 -1.64762136e-01
1.17692314e-01 -9.02093084e-02 -1.28523977e-01 -6.65852108e-02
-3.19442969e-01]
[ -4.33169322e-02 -3.30627108e-02 -1.50446609e-01 -7.53242855e-02
-2.27953400e-01 6.24868086e-02 -6.63978985e-02 -4.99142026e-02
-2.30169776e-01 -9.61387955e-02 -1.07417705e-01 -3.63913187e-01
-2.10168302e-01]
[ -6.93683091e-02 2.30670193e-02 -1.29062752e-01 -3.31294471e-01
1.20059346e-01 2.02911979e-02 -2.00340680e-01 -1.47941301e-01
1.27189666e-01 -5.53524454e-02 -2.99249957e-01 -2.84683909e-01
-3.18780668e-01]
[ 7.50354962e-02 -3.06007685e-01 -8.59504203e-02 -4.55740452e-01
-2.20206878e-01 -9.01858464e-02 5.42347812e-02 8.61771674e-02
-2.23808977e-02 2.88364280e-01 -5.36609434e-01 -8.34313123e-01
4.37291786e-01]
[ -2.24897447e-01 -2.42998674e-01 -1.32589756e-01 -3.19859944e-01
-2.99771335e-01 -9.40258693e-02 2.06572831e-01 4.00050665e-02
2.85470026e-01 3.52262630e-02 -4.27932108e-01 -1.05421089e+00
6.62741488e-01]
[ -1.68434012e-02 -1.85042272e-01 2.03094185e-02 -3.23989120e-01
-1.70020737e-01 1.64842420e-01 2.04560620e-01 2.56382843e-01
-3.11091076e-02 2.30504992e-01 -2.48066934e-01 -1.13245763e+00
7.64127143e-01]
[ -1.59742961e-03 -4.35523044e-02 -1.26041089e-01 -1.44502918e-01
-1.78875095e-01 -4.77436441e-02 3.10337905e-01 1.67740455e-01
2.57488540e-01 3.67776281e-01 -5.08838090e-01 -1.07375093e+00
8.04111501e-01]
[ -8.50973658e-02 -2.78469397e-01 5.80865490e-02 -3.66758708e-01
-1.48695349e-01 1.16278920e-01 3.79026051e-01 1.40963470e-01
-6.45458087e-02 1.62948840e-01 -5.75947319e-01 -1.05239819e+00
8.84838432e-01]
[ 1.20568435e-01 -8.95993003e-02 1.55105310e-02 -1.86071907e-01
-8.33992997e-02 -1.87145920e-02 2.79983830e-01 3.85890032e-01
4.28972023e-01 2.72084489e-01 -5.77672735e-01 -9.95797580e-01
6.11242955e-01]
[ -2.00831982e-03 -1.39087284e-01 2.25300683e-02 1.82006685e-02
-9.29068613e-02 -2.83431467e-01 8.58217573e-02 3.60905151e-01
8.11700713e-03 1.27134677e-01 -2.70934497e-01 -8.25778502e-01
2.51919636e-01]
[ 9.13784798e-02 9.76274539e-02 7.34925422e-03 1.71747825e-01
-9.63719508e-02 -5.81164035e-02 -1.48115204e-01 -1.24315497e-01
-2.37938587e-01 -1.17242816e-01 -1.08735986e-01 2.06409096e-01
-3.71072360e-01]
[ 4.43637558e-02 -1.09075941e-01 1.46741873e-01 4.07013707e-01
2.45765501e-01 8.62337741e-03 -3.96370058e-01 -3.49551796e-01
-4.63190920e-02 -5.54074657e-01 2.83615038e-01 1.03071950e+00
-7.57551255e-01]
[ 2.89764475e-02 7.77440339e-02 -2.13787663e-01 8.76649701e-02
3.33291752e-02 -2.50345913e-03 -1.83525195e-01 -3.45623931e-01
-2.82139758e-01 -2.36185657e-01 -3.09672793e-02 -1.08918213e-01
-1.98271935e-01]
[ -6.48790352e-02 -2.07441240e-01 5.88000948e-02 4.59272334e-02
-1.29665723e-01 -1.36121094e-01 -1.76889915e-02 -4.65016781e-02
4.29949701e-02 -3.99779736e-01 -3.42457465e-01 -2.54423753e-01
7.34137562e-02]
[ -1.74609901e-04 -2.65227507e-01 5.11494365e-02 -3.16623454e-01
-1.88864469e-01 -2.33883595e-01 -3.14360162e-01 -1.73730405e-02
-4.87924375e-02 3.37221689e-02 -2.08046370e-01 2.28863002e-01
4.16924516e-02]
[ 1.63013246e-01 5.63175042e-02 -1.08464675e-01 -3.11707427e-01
-5.71401684e-02 -1.03489648e-01 -2.23496409e-01 -3.14649202e-02
-2.10410017e-01 -2.65875943e-01 -2.25570505e-01 4.20449063e-01
-1.94509154e-02]
[ -1.81312730e-01 -1.76652463e-01 -1.17458195e-01 -2.94459167e-01
-4.74336073e-02 2.45490116e-02 -2.23270543e-01 -2.78070592e-01
-1.55854375e-01 -9.03229326e-02 -2.44488542e-01 3.10156413e-01
-1.12658548e-01]
[ -4.58932634e-02 -2.01862283e-01 -1.67602018e-01 -2.95265650e-01
-4.39072757e-02 4.11151635e-02 -9.78062697e-02 -1.11135272e-01
-2.55610393e-01 -3.48047405e-01 -6.19461057e-02 1.72348873e-01
1.00182207e-03]
[ 1.04109399e-01 8.58272628e-02 -1.62003021e-02 -2.51352141e-01
-3.21514170e-01 5.61976217e-03 -1.99934953e-01 -3.27262530e-01
-3.30273903e-01 -2.90910467e-02 -1.45556329e-01 1.84148687e-01
6.45647520e-03]
[ -6.21768220e-02 -9.40822690e-03 -2.85018968e-01 -4.24209245e-02
7.05659970e-02 1.55097991e-01 -2.50950445e-01 -1.89163985e-01
-5.71111694e-02 -5.97583569e-02 1.82222603e-01 6.91474311e-01
-1.15517919e-01]
[ 1.31110792e-01 3.35193433e-01 -1.97171802e-01 7.40947715e-01
1.14598380e-01 2.01427646e-03 -2.25641795e-01 -3.86059420e-01
-2.34865833e-01 -3.26606059e-01 7.42871674e-01 9.17229598e-01
-1.23206660e+00]
[ -1.05458313e-02 1.74085368e-01 5.34075855e-02 3.57902203e-01
-4.28867369e-04 -6.59181169e-02 -2.95584439e-01 -3.52596746e-01
-2.90521354e-01 -2.26648116e-01 5.84833229e-01 9.63539601e-01
-1.20781705e+00]
[ -3.46524059e-02 -1.35891248e-01 -1.50343978e-01 3.30243188e-01
-1.79332063e-01 2.36488770e-01 -5.73191879e-02 -1.96343685e-01
-2.37325378e-01 -3.82199589e-01 2.20458146e-01 5.69133617e-01
-6.11795717e-01]
[ 8.21739238e-02 -3.82526259e-01 -5.10756101e-02 1.33413388e-02
-1.15698472e-01 1.99727957e-01 7.42879501e-02 1.67939656e-01
-1.86202812e-01 -1.24774046e-02 -5.32969197e-02 3.33741208e-01
-3.32993840e-01]
[ 2.09257511e-01 -2.95085251e-01 -1.19228967e-01 -8.02618263e-02
-2.15472132e-01 1.22594506e-01 3.61595801e-02 -1.29381891e-01
-5.97208957e-02 -5.86626203e-02 -1.57381319e-01 -1.87274074e-01
-1.85256265e-01]
[ -1.34829653e-01 -7.86799324e-02 3.75165330e-02 -2.39283197e-01
-5.71288259e-02 -1.41500983e-01 3.65847076e-02 -1.32220180e-02
-1.01990632e-01 8.13257396e-03 -3.13970030e-01 -4.28553654e-01
-1.22224271e-01]
[ -1.41467200e-01 -1.35877199e-01 -6.84940762e-02 -2.82257164e-01
-3.45806472e-01 -2.88907503e-01 1.64960251e-01 1.47719756e-01
1.33880701e-02 1.24975131e-01 -2.73901948e-01 -8.57920051e-01
3.00236865e-02]
[ -1.34278161e-01 -2.51808921e-01 -3.01830958e-01 -8.02468537e-01
-3.01893989e-01 -2.07578370e-01 -1.75435526e-01 -3.36614631e-03
2.85706018e-02 -4.56925554e-01 -6.45335699e-01 -6.53037621e-01
-1.07747744e+00]
[ -1.24971186e-01 1.33811250e-01 1.34771213e-02 1.31602782e-01
-2.02148763e-01 -1.76057821e-01 -1.59385143e-01 6.08865280e-03
-1.43219749e-01 -1.51598833e-01 -1.18327502e-01 -3.76306947e-01
2.63675658e-02]
[ -3.64828860e-01 -1.16595236e-01 -2.73829898e-01 3.06121558e-01
-1.97743488e-01 -2.32736463e-01 -1.26247776e-01 -1.09030661e-01
9.27867683e-03 2.29524997e-02 1.08806598e-01 -3.15824819e-01
1.54292000e-01]
[ -1.33622558e-01 -4.54181816e-02 -2.55794690e-01 1.65151293e-01
-2.25732640e-01 -2.80083725e-01 -3.78880413e-01 -3.05326392e-02
8.17088762e-03 -1.19971007e-01 -1.98238778e-01 -2.77023879e-01
7.12047623e-02]
[ -2.46244057e-01 -5.29738862e-01 -3.41068803e-01 -8.79856538e-02
-3.17844221e-01 -2.33179244e-01 -1.22893450e-01 -2.51503491e-01
2.19161760e-02 -2.60099614e-01 -6.24440507e-02 -2.88789585e-01
3.68148769e-03]
[ -2.20365002e-01 -2.97646408e-01 -3.20676894e-01 -9.34422840e-02
-9.06787003e-02 -1.50704015e-01 -7.62639032e-02 2.44937574e-02
-1.95266127e-01 -5.01795728e-01 -2.40608727e-01 -2.48653809e-01
-1.13412171e-02]
[ -9.77233322e-02 -1.60814640e-02 -2.42131886e-01 -8.49396583e-01
-2.70998714e-01 -2.59049008e-01 4.57328180e-02 -4.58326693e-01
1.24105130e-01 -1.73279795e-01 -6.23890331e-01 -3.76979770e-01
-9.82936033e-01]]
Progress: 27.7% ... Training loss: 0.229 ... Validation loss: 0.371[[-0.23643285]
[ 0.25073068]
[-0.10273351]
[ 1.17075758]
[ 0.26531056]
[-0.04045014]
[-0.88766918]
[-0.82357319]
[-0.59199288]
[-0.86848751]
[ 1.26551558]
[ 3.0045623 ]
[-2.20089304]]
[[ -5.19561313e-01 -4.95818282e-01 -5.89315591e-01 -4.06800431e-02
-2.95262856e-01 -5.94279864e-01 5.61903774e-03 -2.26338863e-01
-3.19835192e-01 -2.93953058e-01 2.41071993e-01 9.49817294e-01
3.10449081e-01]
[ 6.73531900e-03 -1.35850879e-01 4.81232586e-02 -7.41319260e-02
-3.97144288e-02 5.81506123e-02 -1.20756439e-01 1.88014498e-01
-1.50856791e-01 -1.91265572e-01 -9.49439118e-02 -1.05610468e-01
-2.45882542e-02]
[ -2.71115369e-01 1.38489972e-01 -3.40480913e-02 1.00894461e-01
7.90910537e-02 -1.33122566e-01 -6.85551677e-02 -1.78187007e-01
2.55792258e-01 -4.28426854e-01 1.50939989e-01 6.68220037e-01
8.27804651e-01]
[ 2.48184385e-01 -2.44532139e-01 -2.76007940e-01 8.25240381e-02
-2.77684823e-01 1.13238076e-02 4.19744645e-01 -5.18268241e-01
2.95957007e-01 -1.74189786e-01 -1.37439538e-01 -3.36712137e-01
-2.61761478e-01]
[ 1.39056213e-01 -1.08999714e-03 1.16085739e-01 -1.48041635e-01
-3.38263413e-02 7.41342505e-02 -1.59937245e-01 -1.63931462e-01
8.33500822e-02 2.49493352e-01 -1.14359012e-02 -9.23482727e-02
-1.39593266e-01]
[ -4.83672543e-01 -6.12346435e-01 -6.02749224e-01 -6.17281747e-01
-5.91858456e-01 -5.64900153e-01 -3.46628950e-01 -1.61061591e-01
-4.59090963e-01 -2.46753518e-01 -5.82373893e-01 -8.68952120e-01
-6.73160801e-01]
[ -4.11146938e-01 -5.97426281e-01 -3.23814212e-01 -4.35515652e-01
-4.21647084e-01 -5.63165943e-01 -4.02450891e-01 -4.73245104e-01
-2.91082195e-01 -9.24602879e-02 -4.90405444e-01 -5.21095238e-01
-5.17511608e-01]
[ -3.46653846e-01 -3.40628401e-01 -4.88232170e-01 -1.42849269e-01
-3.15210927e-01 -4.26157212e-01 -3.03159777e-01 -2.87448764e-01
-3.04323279e-01 -5.76980928e-01 -2.78051090e-01 -7.33232945e-01
-5.76308235e-01]
[ -4.65954710e-01 -3.44969480e-01 -3.83476932e-01 -2.12576877e-01
-3.35418684e-01 -2.17297930e-01 -4.05181207e-02 -4.46056039e-01
-2.54565303e-01 -4.51998971e-01 -1.76449369e-01 -2.67287128e-01
-2.29786626e-01]
[ -9.55598451e-01 -9.53895821e-01 -9.88321074e-01 -7.43785974e-01
-1.04248051e+00 -9.89626717e-01 -5.43119971e-01 -5.85428284e-01
-7.34230306e-01 -5.71955358e-01 -7.71434001e-01 -6.35424953e-01
-8.77258353e-01]
[ -5.16355541e-01 -2.64722819e-01 -4.74163332e-01 -3.48294292e-01
-3.43116409e-01 -3.64470347e-01 -6.23194239e-01 -6.24446298e-01
-6.70403995e-01 -1.11055162e-01 -5.25618174e-01 -7.74679491e-01
-6.13956919e-01]
[ -1.14331160e-01 2.15943626e-02 -3.42066831e-01 -4.69808024e-01
-1.07671703e-01 -7.40749645e-02 -1.84457766e-01 -4.00682187e-01
-1.63891384e-01 7.33476659e-02 -5.09297830e-01 -1.14012150e+00
-6.24456985e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57999403e-01 -1.20071673e-01 1.63084332e-01 -2.83010231e-01
-1.30590428e-01 1.13008133e-01 -1.33208950e-01 1.26452280e-03
-8.59881745e-02 5.48173048e-02 -1.92308983e-01 -3.92217772e-01
-5.97826676e-02]
[ -9.16644409e-02 -2.63226243e-01 -1.81964041e-01 -2.80398461e-01
-4.75973421e-01 -8.70250952e-02 -7.41156469e-02 -1.11068897e-02
-7.61701811e-02 -8.32649296e-03 -2.24360751e-01 -3.94463574e-01
-2.89655323e-01]
[ -6.41986165e-02 -2.92618271e-02 -2.28124576e-01 -2.81241324e-01
1.13434928e-01 -1.61181124e-01 -1.64652598e-01 1.30945488e-01
7.75469153e-04 1.28291665e-01 -2.25573106e-01 -6.04121448e-02
-6.65215790e-02]
[ 3.96906434e-02 -1.69550505e-01 -1.48102784e-01 -9.71769777e-02
-1.27248757e-01 -1.06391199e-01 1.14034238e-01 -1.46169596e-01
-1.06737790e-02 3.59815581e-02 -3.99666998e-02 -1.35694971e-01
-1.12395947e-02]
[ -2.91446618e-01 -1.41214691e-01 -7.81012724e-02 -1.15695063e-01
-3.01750308e-01 -2.75726251e-01 -3.73423223e-01 1.63375717e-02
-3.25318894e-01 -2.20503710e-01 1.56562031e-01 -1.28857455e-01
1.73710252e-01]
[ -2.28376358e-01 -1.23499015e-01 -9.36273561e-02 -4.33574740e-02
-8.36674530e-02 -1.19937305e-01 -7.55032155e-02 1.11791755e-02
-1.39430252e-01 -7.99160734e-02 5.61073220e-03 -2.12762225e-01
-1.05018647e-01]
[ -1.75671070e-01 -6.90814044e-02 -2.30390403e-01 -2.59934804e-01
-1.56766370e-01 -2.05639590e-01 -3.47906553e-01 -1.17895470e-01
1.24265874e-01 -2.35768598e-01 -3.63805620e-01 -3.42363493e-01
-3.51108593e-01]
[ -3.71262477e-01 -6.16214198e-02 -1.51456397e-01 -1.32184427e-01
-4.81155048e-02 -3.13561678e-01 3.53799723e-02 -8.38468710e-02
-1.20229918e-01 5.67017137e-02 1.00627632e-02 -3.37951587e-01
-3.31765234e-01]
[ -1.65020436e-01 -1.39296665e-01 -5.42054451e-02 -1.54910234e-01
-1.23744503e-01 -2.95995341e-01 1.52427110e-02 -1.57485461e-01
-2.16207760e-01 3.37625771e-02 2.36554776e-01 3.98676121e-02
-1.77498686e-01]
[ -1.29154119e-01 -1.73645698e-01 -1.13513026e-01 -2.92205880e-01
9.08887222e-02 -1.73715989e-02 -1.69590461e-01 -1.64650172e-01
1.18636123e-01 -8.95230371e-02 -1.30756648e-01 -7.12043449e-02
-3.17179770e-01]
[ -4.33224506e-02 -3.30354576e-02 -1.50457316e-01 -7.56300897e-02
-2.27948494e-01 6.24860318e-02 -6.61958527e-02 -4.98287621e-02
-2.30147603e-01 -9.60741879e-02 -1.07519302e-01 -3.63679472e-01
-2.09851519e-01]
[ -6.88754524e-02 2.25631809e-02 -1.28962218e-01 -3.33891242e-01
1.19636884e-01 2.03481692e-02 -1.98338590e-01 -1.47534193e-01
1.28427427e-01 -5.38315556e-02 -3.01390306e-01 -2.85739911e-01
-3.18185444e-01]
[ 7.49801919e-02 -3.06119594e-01 -8.59449987e-02 -4.57266701e-01
-2.20294108e-01 -9.01927958e-02 5.46648201e-02 8.62636545e-02
-2.21036167e-02 2.88441511e-01 -5.37876554e-01 -8.36812776e-01
4.40864722e-01]
[ -2.24862034e-01 -2.43030048e-01 -1.32573569e-01 -3.20212295e-01
-2.99804539e-01 -9.40216683e-02 2.06834679e-01 4.01959236e-02
2.85645151e-01 3.55299960e-02 -4.28284131e-01 -1.05450462e+00
6.63628428e-01]
[ -1.68333318e-02 -1.85099195e-01 2.03146635e-02 -3.24661191e-01
-1.70099819e-01 1.64845049e-01 2.05060368e-01 2.56485142e-01
-3.08327225e-02 2.30722843e-01 -2.48823023e-01 -1.13351948e+00
7.65635949e-01]
[ -1.51842063e-03 -4.36419049e-02 -1.26019013e-01 -1.45425168e-01
-1.78970984e-01 -4.77336047e-02 3.11042573e-01 1.68138132e-01
2.57880835e-01 3.68250425e-01 -5.09495284e-01 -1.07488970e+00
8.05933429e-01]
[ -8.51500293e-02 -2.78423413e-01 5.80745137e-02 -3.66584891e-01
-1.48649424e-01 1.16271869e-01 3.78988059e-01 1.40882019e-01
-6.46225184e-02 1.62850475e-01 -5.75958634e-01 -1.05262229e+00
8.84685087e-01]
[ 1.20283305e-01 -8.94412803e-02 1.54353178e-02 -1.85250521e-01
-8.32071532e-02 -1.87503696e-02 2.79150933e-01 3.84969777e-01
4.28592707e-01 2.71020738e-01 -5.77325260e-01 -9.97916950e-01
6.10813231e-01]
[ -1.74253550e-03 -1.39324266e-01 2.25927579e-02 1.67568688e-02
-9.31200474e-02 -2.83413444e-01 8.77936472e-02 3.61657161e-01
9.18146357e-03 1.28276157e-01 -2.72371724e-01 -8.29332074e-01
2.54863843e-01]
[ 9.09998078e-02 9.81926996e-02 7.23829904e-03 1.76717512e-01
-9.58561814e-02 -5.81517709e-02 -1.51186210e-01 -1.26138409e-01
-2.39394099e-01 -1.18989505e-01 -1.04021914e-01 2.18935429e-01
-3.77629440e-01]
[ 4.44119300e-02 -1.09020229e-01 1.46763790e-01 4.08192363e-01
2.45762942e-01 8.62501929e-03 -3.96700630e-01 -3.49361147e-01
-4.60324345e-02 -5.53502378e-01 2.84288981e-01 1.02820262e+00
-7.59797309e-01]
[ 2.92562031e-02 7.73963138e-02 -2.13717064e-01 8.55296114e-02
3.29807664e-02 -2.47188588e-03 -1.82009692e-01 -3.45099520e-01
-2.81240696e-01 -2.35321197e-01 -3.31845344e-02 -1.11988389e-01
-1.95495619e-01]
[ -6.46995440e-02 -2.07878028e-01 5.89194466e-02 4.35862871e-02
-1.30119378e-01 -1.36094205e-01 -1.66687160e-02 -4.49313543e-02
4.41823384e-02 -3.99249347e-01 -3.44430430e-01 -2.61220872e-01
7.87485939e-02]
[ 5.33316866e-05 -2.65441860e-01 5.12095022e-02 -3.17828740e-01
-1.89124319e-01 -2.33856003e-01 -3.13410292e-01 -1.71811516e-02
-4.82125901e-02 3.46555608e-02 -2.09279767e-01 2.26537963e-01
4.35930948e-02]
[ 1.63145818e-01 5.60608031e-02 -1.08397643e-01 -3.13147980e-01
-5.74287379e-02 -1.03474977e-01 -2.22764592e-01 -3.03572415e-02
-2.09624740e-01 -2.65205235e-01 -2.27772213e-01 4.14649967e-01
-1.47256236e-02]
[ -1.81272086e-01 -1.77268730e-01 -1.17341952e-01 -2.97269981e-01
-4.80015149e-02 2.45646275e-02 -2.23057992e-01 -2.77168954e-01
-1.54944905e-01 -8.99516659e-02 -2.47180222e-01 3.02719888e-01
-1.05712285e-01]
[ -4.60011795e-02 -2.01851843e-01 -1.67614865e-01 -2.95421133e-01
-4.38766766e-02 4.11092441e-02 -9.81826249e-02 -1.10842246e-01
-2.55899469e-01 -3.47872553e-01 -6.23938595e-02 1.71131669e-01
1.90594632e-03]
[ 1.04109399e-01 8.58272628e-02 -1.62003021e-02 -2.51352141e-01
-3.21514170e-01 5.61976217e-03 -1.99934953e-01 -3.27262530e-01
-3.30273903e-01 -2.90910467e-02 -1.45556329e-01 1.84148687e-01
6.45647520e-03]
[ -6.21831087e-02 -9.49390150e-03 -2.85008265e-01 -4.31323864e-02
7.04849850e-02 1.55098134e-01 -2.50683448e-01 -1.88812496e-01
-5.68521530e-02 -5.95110576e-02 1.81112507e-01 6.89526398e-01
-1.13508213e-01]
[ 1.31628125e-01 3.34612540e-01 -1.97067247e-01 7.37706200e-01
1.14074077e-01 2.07344909e-03 -2.23162501e-01 -3.85363877e-01
-2.33382780e-01 -3.25018247e-01 7.39419726e-01 9.12122137e-01
-1.23154860e+00]
[ -1.02003838e-02 1.73727829e-01 5.35129035e-02 3.57622959e-01
-7.43518654e-04 -6.58759774e-02 -2.94654552e-01 -3.51605303e-01
-2.89756414e-01 -2.25235895e-01 5.83673073e-01 9.59215142e-01
-1.20986284e+00]
[ -3.43768045e-02 -1.36197174e-01 -1.50227695e-01 3.28996868e-01
-1.79669125e-01 2.36527666e-01 -5.65389695e-02 -1.95213438e-01
-2.37050019e-01 -3.80710053e-01 2.18961070e-01 5.64696600e-01
-6.11969987e-01]
[ 8.23567733e-02 -3.82716006e-01 -5.10064626e-02 1.21664623e-02
-1.15913242e-01 1.99752255e-01 7.54440886e-02 1.69021280e-01
-1.85672216e-01 -1.15153184e-02 -5.46568983e-02 3.29711601e-01
-3.31479807e-01]
[ 2.09552113e-01 -2.95355678e-01 -1.19143706e-01 -8.18506088e-02
-2.15808321e-01 1.22626782e-01 3.77415425e-02 -1.27992536e-01
-5.88399240e-02 -5.74409272e-02 -1.59491480e-01 -1.92502498e-01
-1.82996265e-01]
[ -1.34700042e-01 -7.88196727e-02 3.75587133e-02 -2.40193667e-01
-5.72882776e-02 -1.41486503e-01 3.75852927e-02 -1.26500751e-02
-1.01475800e-01 8.71264261e-03 -3.14863585e-01 -4.30692621e-01
-1.20776485e-01]
[ -1.41465726e-01 -1.35921035e-01 -6.84753491e-02 -2.82536477e-01
-3.45843196e-01 -2.88905310e-01 1.65129910e-01 1.48044431e-01
1.34601993e-02 1.25220024e-01 -2.74225726e-01 -8.58429319e-01
3.05959360e-02]
[ -1.34109384e-01 -2.52275467e-01 -3.01734501e-01 -8.07279666e-01
-3.02464337e-01 -2.07569001e-01 -1.73419490e-01 -2.46593350e-03
2.99971073e-02 -4.56905946e-01 -6.52017472e-01 -6.72928130e-01
-1.07647414e+00]
[ -1.25118836e-01 1.34035078e-01 1.34300852e-02 1.33751031e-01
-2.01975416e-01 -1.76067218e-01 -1.60261331e-01 5.70314909e-03
-1.43759417e-01 -1.52111535e-01 -1.15493299e-01 -3.71212363e-01
2.56421278e-02]
[ -3.63944513e-01 -1.17782320e-01 -2.73509534e-01 2.98691801e-01
-1.99024999e-01 -2.32621698e-01 -1.21401074e-01 -1.04844427e-01
1.24236783e-02 2.82667381e-02 1.00748533e-01 -3.29373938e-01
1.66043269e-01]
[ -1.32872566e-01 -4.67200594e-02 -2.55525366e-01 1.60703686e-01
-2.26932520e-01 -2.79970843e-01 -3.76590587e-01 -2.91730981e-02
1.08916736e-02 -1.17211568e-01 -2.03146734e-01 -2.84819410e-01
7.63733871e-02]
[ -2.46290170e-01 -5.29588127e-01 -3.41118173e-01 -8.59865928e-02
-3.17630041e-01 -2.33189684e-01 -1.23213036e-01 -2.52273773e-01
2.17933489e-02 -2.60627024e-01 -6.07631469e-02 -2.86461009e-01
3.91487346e-03]
[ -2.20343334e-01 -2.97984119e-01 -3.20555575e-01 -9.54517848e-02
-9.10756780e-02 -1.50696767e-01 -7.57749253e-02 2.70021825e-02
-1.94515764e-01 -5.00578744e-01 -2.43494987e-01 -2.60739841e-01
-4.38335555e-03]
[ -9.71945524e-02 -1.66998050e-02 -2.41934993e-01 -8.52139499e-01
-2.71586790e-01 -2.58998026e-01 4.93011793e-02 -4.56104674e-01
1.26138480e-01 -1.70381362e-01 -6.27288367e-01 -3.86331618e-01
-9.77287237e-01]]
Progress: 27.8% ... Training loss: 0.207 ... Validation loss: 0.363[[-0.22983945]
[ 0.25595622]
[-0.10200604]
[ 1.1704258 ]
[ 0.26864853]
[-0.03828211]
[-0.88504983]
[-0.83143834]
[-0.5814213 ]
[-0.86527446]
[ 1.26422795]
[ 3.00471067]
[-2.20372187]]
[[ -5.19204711e-01 -4.95677445e-01 -5.89112206e-01 -4.49087301e-02
-2.95160782e-01 -5.94216847e-01 7.35185820e-03 -2.23036629e-01
-3.19490026e-01 -2.91393311e-01 2.36658890e-01 9.44864384e-01
3.16464761e-01]
[ 7.05744759e-03 -1.36287268e-01 4.82981738e-02 -7.69066503e-02
-4.00925656e-02 5.82083443e-02 -1.19450059e-01 1.90609899e-01
-1.50509821e-01 -1.88661551e-01 -9.87786763e-02 -1.13789575e-01
-2.27716256e-02]
[ -2.72518992e-01 1.40232053e-01 -3.46088942e-02 1.07897979e-01
8.06191279e-02 -1.33360203e-01 -7.41154517e-02 -1.82671915e-01
2.52331027e-01 -4.36246720e-01 1.60374667e-01 6.93467856e-01
8.21819424e-01]
[ 2.46644508e-01 -2.42575914e-01 -2.76827766e-01 8.98047350e-02
-2.75919499e-01 1.10509291e-02 4.16562481e-01 -5.25447273e-01
2.92291968e-01 -1.83479954e-01 -1.29275242e-01 -3.15954990e-01
-2.78000566e-01]
[ 1.37239539e-01 8.57636196e-04 1.15502509e-01 -1.38238857e-01
-3.18463155e-02 7.38006377e-02 -1.66196029e-01 -1.66409589e-01
7.77602904e-02 2.44581483e-01 -2.11461067e-03 -8.40108558e-02
-1.48963583e-01]
[ -4.83065442e-01 -6.13050898e-01 -6.02419558e-01 -6.21986361e-01
-5.92498454e-01 -5.64782665e-01 -3.44098511e-01 -1.56849196e-01
-4.57892641e-01 -2.42215402e-01 -5.88129033e-01 -8.81064096e-01
-6.68193884e-01]
[ -4.12699212e-01 -5.95843787e-01 -3.24277246e-01 -4.29066013e-01
-4.20164268e-01 -5.63372460e-01 -4.09238644e-01 -4.77322900e-01
-2.95873192e-01 -9.85244743e-02 -4.84211678e-01 -5.08989153e-01
-5.27373178e-01]
[ -3.46681832e-01 -3.40382687e-01 -4.88238171e-01 -1.45543263e-01
-3.15106347e-01 -4.26155689e-01 -3.02289826e-01 -2.86240372e-01
-3.04086426e-01 -5.77072105e-01 -2.79491425e-01 -7.32838711e-01
-5.72126306e-01]
[ -4.65642586e-01 -3.45232756e-01 -3.83398868e-01 -2.14127462e-01
-3.35698461e-01 -2.17252248e-01 -3.85839032e-02 -4.45150483e-01
-2.53799933e-01 -4.51232004e-01 -1.77974105e-01 -2.69315571e-01
-2.31488767e-01]
[ -9.54899894e-01 -9.54413605e-01 -9.88009185e-01 -7.53268712e-01
-1.04304679e+00 -9.89477962e-01 -5.39088279e-01 -5.80492005e-01
-7.32425871e-01 -5.67561291e-01 -7.80125335e-01 -6.48534552e-01
-8.69102947e-01]
[ -5.16333934e-01 -2.64600877e-01 -4.74169930e-01 -3.47899804e-01
-3.43054781e-01 -3.64464254e-01 -6.23147356e-01 -6.24661037e-01
-6.70761334e-01 -1.11285976e-01 -5.25227841e-01 -7.71937841e-01
-6.15515830e-01]
[ -1.15712360e-01 2.28506742e-02 -3.42433425e-01 -4.63219329e-01
-1.06499425e-01 -7.42716360e-02 -1.89989486e-01 -4.03155180e-01
-1.67928931e-01 6.83341334e-02 -5.03523274e-01 -1.13139365e+00
-6.33468347e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57477549e-01 -1.20549844e-01 1.63327248e-01 -2.86248488e-01
-1.31099560e-01 1.13106319e-01 -1.30789414e-01 4.38740918e-03
-8.48197497e-02 5.84214623e-02 -1.96112167e-01 -3.99494209e-01
-5.63943323e-02]
[ -9.15052700e-02 -2.63435710e-01 -1.81883645e-01 -2.82036257e-01
-4.76139449e-01 -8.69977759e-02 -7.36089853e-02 -9.61658923e-03
-7.59377113e-02 -6.98476592e-03 -2.26572948e-01 -4.00107030e-01
-2.88518443e-01]
[ -6.48050768e-02 -2.89087972e-02 -2.28216325e-01 -2.79961975e-01
1.13886077e-01 -1.61244212e-01 -1.68124026e-01 1.28889656e-01
-1.05215326e-03 1.26219237e-01 -2.24199411e-01 -5.27184543e-02
-6.84897530e-02]
[ 3.94052568e-02 -1.68984713e-01 -1.48217489e-01 -9.46731481e-02
-1.26809783e-01 -1.06439513e-01 1.13663746e-01 -1.46216713e-01
-1.14369342e-02 3.49568593e-02 -3.75685008e-02 -1.34284096e-01
-1.22023365e-02]
[ -2.91972084e-01 -1.40753581e-01 -7.82790760e-02 -1.13913940e-01
-3.01343146e-01 -2.75795162e-01 -3.75765483e-01 1.47596820e-02
-3.27028597e-01 -2.22755698e-01 1.58358871e-01 -1.25439564e-01
1.68470327e-01]
[ -2.28409775e-01 -1.23563429e-01 -9.35916307e-02 -4.42222826e-02
-8.38234256e-02 -1.19937553e-01 -7.53034980e-02 1.22191631e-02
-1.39092786e-01 -7.99729785e-02 3.65399707e-03 -2.18507042e-01
-1.01596797e-01]
[ -1.75728194e-01 -6.89912298e-02 -2.30396471e-01 -2.58970264e-01
-1.56712266e-01 -2.05646011e-01 -3.48502062e-01 -1.17690198e-01
1.24058601e-01 -2.36033538e-01 -3.63035994e-01 -3.40953377e-01
-3.51698638e-01]
[ -3.71140431e-01 -6.14791090e-02 -1.51462705e-01 -1.33657759e-01
-4.79371883e-02 -3.13552729e-01 3.65460241e-02 -8.38680830e-02
-1.19783042e-01 5.65591591e-02 1.02031990e-02 -3.35933383e-01
-3.32528561e-01]
[ -1.65012965e-01 -1.39282244e-01 -5.42146372e-02 -1.56298950e-01
-1.23767458e-01 -2.95986051e-01 1.55552707e-02 -1.57362049e-01
-2.16476867e-01 3.40613049e-02 2.35817657e-01 4.11566896e-02
-1.74847682e-01]
[ -1.29268859e-01 -1.73555527e-01 -1.13558789e-01 -2.91465974e-01
9.10380309e-02 -1.73993476e-02 -1.70251650e-01 -1.65500389e-01
1.18020752e-01 -8.98452925e-02 -1.30118203e-01 -6.81459524e-02
-3.20339960e-01]
[ -4.33763793e-02 -3.30024071e-02 -1.50460802e-01 -7.57062171e-02
-2.27936742e-01 6.24820200e-02 -6.61313698e-02 -4.94250095e-02
-2.30205257e-01 -9.60512621e-02 -1.07809285e-01 -3.64844976e-01
-2.10194590e-01]
[ -6.86705053e-02 2.24256418e-02 -1.28927481e-01 -3.34980508e-01
1.19467830e-01 2.03813437e-02 -1.97019866e-01 -1.47118987e-01
1.29101624e-01 -5.38136034e-02 -3.02034772e-01 -2.87848044e-01
-3.18170905e-01]
[ 7.49279674e-02 -3.06123139e-01 -8.59580471e-02 -4.57677723e-01
-2.20291190e-01 -9.01987992e-02 5.47210922e-02 8.62483521e-02
-2.20350020e-02 2.88238848e-01 -5.38151930e-01 -8.38123736e-01
4.41963793e-01]
[ -2.24915123e-01 -2.42991781e-01 -1.32590690e-01 -3.20303848e-01
-2.99779528e-01 -9.40281152e-02 2.06707038e-01 4.03313556e-02
2.85479564e-01 3.54755571e-02 -4.28337098e-01 -1.05446624e+00
6.63628677e-01]
[ -1.68752472e-02 -1.85059029e-01 2.03004413e-02 -3.24499686e-01
-1.70065431e-01 1.64836790e-01 2.04868334e-01 2.56330990e-01
-3.09523627e-02 2.30521941e-01 -2.48715453e-01 -1.13353167e+00
7.65430576e-01]
[ -1.83054889e-03 -4.34094875e-02 -1.26104338e-01 -1.44930268e-01
-1.78758382e-01 -4.77786683e-02 3.10237294e-01 1.67577449e-01
2.57170651e-01 3.67339169e-01 -5.09333732e-01 -1.07563498e+00
8.05291012e-01]
[ -8.52942802e-02 -2.78311617e-01 5.80317613e-02 -3.66479035e-01
-1.48553664e-01 1.16243219e-01 3.78906620e-01 1.40743785e-01
-6.48017380e-02 1.62398649e-01 -5.76199536e-01 -1.05415786e+00
8.84882225e-01]
[ 1.20029468e-01 -8.92918261e-02 1.53659243e-02 -1.84506496e-01
-8.30236492e-02 -1.87861762e-02 2.78179698e-01 3.84264040e-01
4.27968319e-01 2.70066645e-01 -5.76852188e-01 -9.97717486e-01
6.09802972e-01]
[ -1.61158446e-03 -1.39456571e-01 2.26432633e-02 1.66663954e-02
-9.32205034e-02 -2.83393744e-01 8.83303329e-02 3.61950586e-01
9.55146346e-03 1.28764659e-01 -2.72531663e-01 -8.28986271e-01
2.54569162e-01]
[ 9.08234287e-02 9.85294560e-02 7.17592709e-03 1.78908984e-01
-9.55521921e-02 -5.81820012e-02 -1.52333694e-01 -1.26856071e-01
-2.40261095e-01 -1.19653969e-01 -1.02026884e-01 2.24302003e-01
-3.81374723e-01]
[ 4.46798721e-02 -1.09180042e-01 1.46826337e-01 4.07026603e-01
2.45538186e-01 8.66703674e-03 -3.95425831e-01 -3.48708446e-01
-4.52719322e-02 -5.53010007e-01 2.83365136e-01 1.02593710e+00
-7.59468168e-01]
[ 2.93961755e-02 7.72175474e-02 -2.13674061e-01 8.44172694e-02
3.28188076e-02 -2.45226686e-03 -1.81238878e-01 -3.44837518e-01
-2.80870832e-01 -2.34970870e-01 -3.43496510e-02 -1.14593293e-01
-1.93629799e-01]
[ -6.48510607e-02 -2.07684512e-01 5.88492014e-02 4.43378953e-02
-1.29953813e-01 -1.36113400e-01 -1.76365875e-02 -4.54395019e-02
4.34933847e-02 -3.99724013e-01 -3.43519852e-01 -2.58624587e-01
7.72837280e-02]
[ 1.71004238e-04 -2.65607289e-01 5.12836115e-02 -3.19584787e-01
-1.89420029e-01 -2.33841365e-01 -3.12586198e-01 -1.56253713e-02
-4.75547135e-02 3.57829434e-02 -2.11908228e-01 2.21597246e-01
4.74543832e-02]
[ 1.62672284e-01 5.65951246e-02 -1.08533587e-01 -3.11458370e-01
-5.68924085e-02 -1.03522045e-01 -2.25932339e-01 -3.24999560e-02
-2.11336320e-01 -2.67203927e-01 -2.25263351e-01 4.27834675e-01
-1.90463035e-02]
[ -1.81037741e-01 -1.77703955e-01 -1.17180074e-01 -2.98899999e-01
-4.84879254e-02 2.46274430e-02 -2.22114913e-01 -2.75477994e-01
-1.54193001e-01 -8.83034387e-02 -2.49242943e-01 2.97205596e-01
-1.01681281e-01]
[ -4.60395554e-02 -2.01516899e-01 -1.67688096e-01 -2.95203650e-01
-4.35378204e-02 4.10906654e-02 -9.86306801e-02 -1.11818002e-01
-2.56442659e-01 -3.48076677e-01 -6.09908362e-02 1.74557120e-01
-3.84298405e-04]
[ 1.04119795e-01 8.57511800e-02 -1.61845642e-02 -2.51804530e-01
-3.21572737e-01 5.62066286e-03 -1.99726078e-01 -3.26985035e-01
-3.30148541e-01 -2.88491185e-02 -1.46166316e-01 1.81955049e-01
8.05646160e-03]
[ -6.23822183e-02 -9.24489495e-03 -2.85065516e-01 -4.23454211e-02
7.08203105e-02 1.55056270e-01 -2.52313556e-01 -1.89476193e-01
-5.79372146e-02 -6.05387582e-02 1.83035256e-01 6.96542800e-01
-1.15715739e-01]
[ 1.31124192e-01 3.35187465e-01 -1.97221511e-01 7.40755038e-01
1.14665261e-01 2.00330152e-03 -2.24845912e-01 -3.85699997e-01
-2.34927060e-01 -3.26823146e-01 7.42242509e-01 9.15677489e-01
-1.23529879e+00]
[ -9.93174395e-03 1.73401160e-01 5.36540725e-02 3.56442229e-01
-1.04014725e-03 -6.58253613e-02 -2.93137194e-01 -3.50038209e-01
-2.89028319e-01 -2.23750688e-01 5.81556711e-01 9.53802469e-01
-1.20977645e+00]
[ -3.40407681e-02 -1.36478033e-01 -1.50125601e-01 3.25800768e-01
-1.79946284e-01 2.36584328e-01 -5.40162927e-02 -1.94032708e-01
-2.35602699e-01 -3.79639786e-01 2.15787963e-01 5.57591557e-01
-6.08706225e-01]
[ 8.25920375e-02 -3.82930340e-01 -5.08912189e-02 1.06960390e-02
-1.16203979e-01 1.99796186e-01 7.68993185e-02 1.70990842e-01
-1.85114871e-01 -9.85064620e-03 -5.64980687e-02 3.24841517e-01
-3.29229213e-01]
[ 2.09682426e-01 -2.95420550e-01 -1.19124648e-01 -8.24453774e-02
-2.15873226e-01 1.22647564e-01 3.83945514e-02 -1.27688506e-01
-5.85099552e-02 -5.69606517e-02 -1.59874392e-01 -1.92725447e-01
-1.82708758e-01]
[ -1.34784403e-01 -7.87989363e-02 3.75333395e-02 -2.40089518e-01
-5.72706964e-02 -1.41498770e-01 3.70158770e-02 -1.31991209e-02
-1.01659752e-01 8.16471833e-03 -3.14688325e-01 -4.31104123e-01
-1.20517320e-01]
[ -1.41513640e-01 -1.35838973e-01 -6.85014540e-02 -2.82180818e-01
-3.45761300e-01 -2.88909236e-01 1.64705593e-01 1.47871018e-01
1.31259293e-02 1.24818235e-01 -2.73599785e-01 -8.56652530e-01
2.89814814e-02]
[ -1.33990982e-01 -2.52189567e-01 -3.01762398e-01 -8.08346044e-01
-3.02395944e-01 -2.07560891e-01 -1.72708172e-01 -3.03360290e-03
2.99688773e-02 -4.57388171e-01 -6.52221242e-01 -6.72142806e-01
-1.07888348e+00]
[ -1.24409591e-01 1.33068520e-01 1.37712102e-02 1.27719533e-01
-2.02809658e-01 -1.75955248e-01 -1.56293088e-01 1.04529279e-02
-1.41972852e-01 -1.47266388e-01 -1.22693252e-01 -3.87113040e-01
3.45268993e-02]
[ -3.64301110e-01 -1.16894089e-01 -2.73688987e-01 3.03590279e-01
-1.98148592e-01 -2.32685824e-01 -1.23801438e-01 -1.06791869e-01
1.02912937e-02 2.61953686e-02 1.05745153e-01 -3.18191485e-01
1.56681155e-01]
[ -1.33336665e-01 -4.65053400e-02 -2.55577008e-01 1.61248942e-01
-2.26878163e-01 -2.80019760e-01 -3.77228126e-01 -2.71797726e-02
1.02959747e-02 -1.17491646e-01 -2.03359966e-01 -2.89870461e-01
7.86146472e-02]
[ -2.46076358e-01 -5.30039687e-01 -3.40946486e-01 -8.97832247e-02
-3.18205750e-01 -2.33130591e-01 -1.20888531e-01 -2.49893658e-01
2.34524018e-02 -2.59307609e-01 -6.58585887e-02 -2.98666548e-01
1.20474973e-02]
[ -2.20435198e-01 -2.97871220e-01 -3.20590318e-01 -9.53121506e-02
-9.09722717e-02 -1.50714981e-01 -7.58452941e-02 2.67237565e-02
-1.94665671e-01 -5.00788079e-01 -2.43301188e-01 -2.62164294e-01
-3.72281438e-03]
[ -9.79844868e-02 -1.57229676e-02 -2.42215372e-01 -8.49327914e-01
-2.70611779e-01 -2.59087764e-01 4.39522411e-02 -4.60185809e-01
1.23008630e-01 -1.74353195e-01 -6.22292835e-01 -3.65357775e-01
-9.87849840e-01]]
Progress: 27.8% ... Training loss: 0.206 ... Validation loss: 0.358[[-0.24059738]
[ 0.25046992]
[-0.10696337]
[ 1.15988837]
[ 0.26494257]
[-0.04501991]
[-0.89552485]
[-0.83203758]
[-0.58881939]
[-0.87383763]
[ 1.25510393]
[ 3.00746034]
[-2.20147698]]
[[ -5.18101198e-01 -4.96390239e-01 -5.89000619e-01 -5.17020478e-02
-2.95759225e-01 -5.94106309e-01 1.35239580e-02 -2.24717184e-01
-3.15785289e-01 -2.89823547e-01 2.31589417e-01 9.35716368e-01
3.17307922e-01]
[ 7.07380010e-03 -1.36230036e-01 4.82852559e-02 -7.65335975e-02
-4.00532645e-02 5.82123084e-02 -1.19413854e-01 1.90545680e-01
-1.50702764e-01 -1.88736459e-01 -9.80510863e-02 -1.12164996e-01
-2.43183937e-02]
[ -2.74075007e-01 1.42604786e-01 -3.54773908e-02 1.13824368e-01
8.31090735e-02 -1.33662315e-01 -7.91603556e-02 -1.93804608e-01
2.48523580e-01 -4.44976326e-01 1.70324157e-01 7.19008831e-01
8.08592514e-01]
[ 2.48398977e-01 -2.45206795e-01 -2.76011793e-01 7.33874696e-02
-2.78923346e-01 1.12579317e-02 4.29877295e-01 -5.18222013e-01
3.01289308e-01 -1.74535761e-01 -1.50162270e-01 -3.82365486e-01
-2.48943704e-01]
[ 1.38969735e-01 -1.07857731e-03 1.16182549e-01 -1.48269140e-01
-3.34206039e-02 7.40477758e-02 -1.60498246e-01 -1.59449620e-01
8.15343383e-02 2.52879644e-01 -1.11584576e-02 -1.09137838e-01
-1.34765217e-01]
[ -4.82642191e-01 -6.13409493e-01 -6.02211762e-01 -6.22553245e-01
-5.92944695e-01 -5.64712373e-01 -3.43913476e-01 -1.54702575e-01
-4.57539252e-01 -2.40151196e-01 -5.89516185e-01 -8.80553034e-01
-6.70102023e-01]
[ -4.12300448e-01 -5.95515750e-01 -3.24448567e-01 -4.30314848e-01
-4.19639041e-01 -5.63387701e-01 -4.08686490e-01 -4.80937895e-01
-2.95821991e-01 -1.00112941e-01 -4.82619320e-01 -5.05508775e-01
-5.38741024e-01]
[ -3.46407010e-01 -3.40491223e-01 -4.88215061e-01 -1.47417277e-01
-3.15241351e-01 -4.26142412e-01 -2.99613202e-01 -2.86712017e-01
-3.02618517e-01 -5.76347421e-01 -2.82046136e-01 -7.40317418e-01
-5.70726184e-01]
[ -4.64884556e-01 -3.46148691e-01 -3.83080196e-01 -2.19188434e-01
-3.36485336e-01 -2.17124162e-01 -3.57579055e-02 -4.42896227e-01
-2.52151754e-01 -4.47644513e-01 -1.83547812e-01 -2.77771924e-01
-2.25714864e-01]
[ -9.54607416e-01 -9.53918525e-01 -9.88143845e-01 -7.52840634e-01
-1.04246617e+00 -9.89475922e-01 -5.38250502e-01 -5.83622155e-01
-7.32489707e-01 -5.69159992e-01 -7.78663278e-01 -6.39651907e-01
-8.81560843e-01]
[ -5.14847283e-01 -2.65941048e-01 -4.73675340e-01 -3.55118172e-01
-3.44460516e-01 -3.64259373e-01 -6.18142925e-01 -6.21200482e-01
-6.67206256e-01 -1.05046779e-01 -5.32515342e-01 -7.87753911e-01
-6.10392836e-01]
[ -1.15636619e-01 2.26407360e-02 -3.42415099e-01 -4.65179741e-01
-1.06517201e-01 -7.42821442e-02 -1.89591882e-01 -4.03171348e-01
-1.67899495e-01 6.84815530e-02 -5.05621041e-01 -1.13640385e+00
-6.32235404e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57420629e-01 -1.20625363e-01 1.63378688e-01 -2.85336383e-01
-1.31149895e-01 1.13116284e-01 -1.30905147e-01 4.61886678e-03
-8.48150238e-02 5.87500602e-02 -1.95665235e-01 -3.98224517e-01
-5.72930455e-02]
[ -9.12768028e-02 -2.63647557e-01 -1.81801696e-01 -2.83143077e-01
-4.76327223e-01 -8.69657682e-02 -7.26996935e-02 -8.48960866e-03
-7.55065071e-02 -5.98585025e-03 -2.27946814e-01 -4.03142958e-01
-2.87815003e-01]
[ -6.41881873e-02 -2.93690201e-02 -2.28005031e-01 -2.82426025e-01
1.13114803e-01 -1.61169321e-01 -1.67050284e-01 1.30338730e-01
2.71294168e-04 1.29116770e-01 -2.27088903e-01 -6.03634772e-02
-6.87934051e-02]
[ 3.88425840e-02 -1.68112839e-01 -1.48572914e-01 -9.04364731e-02
-1.25760922e-01 -1.06522674e-01 1.10574942e-01 -1.50533649e-01
-1.36288719e-02 2.99428050e-02 -3.09772486e-02 -1.14449958e-01
-2.22337299e-02]
[ -2.91039374e-01 -1.41593360e-01 -7.80354483e-02 -1.18655881e-01
-3.01972724e-01 -2.75701110e-01 -3.71829081e-01 1.60486951e-02
-3.24440279e-01 -2.19604800e-01 1.53603440e-01 -1.40825781e-01
1.72232382e-01]
[ -2.29079576e-01 -1.22600701e-01 -9.38621365e-02 -4.11984280e-02
-8.28976672e-02 -1.20054862e-01 -7.85846416e-02 9.98922167e-03
-1.41615818e-01 -8.24818674e-02 7.52415945e-03 -2.06051433e-01
-1.09824883e-01]
[ -1.75759730e-01 -6.88418680e-02 -2.30441837e-01 -2.58479001e-01
-1.56591195e-01 -2.05651833e-01 -3.48769575e-01 -1.18560036e-01
1.23930919e-01 -2.36273214e-01 -3.62622334e-01 -3.40428556e-01
-3.52905767e-01]
[ -3.70983684e-01 -6.15669582e-02 -1.51458355e-01 -1.34775875e-01
-4.80408642e-02 -3.13545153e-01 3.84862197e-02 -8.42545427e-02
-1.18750773e-01 5.67366498e-02 8.95993059e-03 -3.41095348e-01
-3.33801614e-01]
[ -1.64640404e-01 -1.39813830e-01 -5.40410312e-02 -1.59924704e-01
-1.24268315e-01 -2.95930196e-01 1.83405209e-02 -1.55366973e-01
-2.14884643e-01 3.59959609e-02 2.31167196e-01 3.20523783e-02
-1.66589073e-01]
[ -1.29214777e-01 -1.73651219e-01 -1.13536962e-01 -2.92309339e-01
9.09705561e-02 -1.73943364e-02 -1.70045396e-01 -1.65544981e-01
1.18083109e-01 -8.94363426e-02 -1.30642568e-01 -6.73548386e-02
-3.18323541e-01]
[ -4.28421020e-02 -3.35787420e-02 -1.50249462e-01 -7.86254140e-02
-2.28424235e-01 6.25755364e-02 -6.48244748e-02 -4.82781002e-02
-2.29239958e-01 -9.39651956e-02 -1.10897584e-01 -3.69995773e-01
-2.08891471e-01]
[ -6.85042824e-02 2.22654802e-02 -1.28877363e-01 -3.35575865e-01
1.19327707e-01 2.04111751e-02 -1.96184893e-01 -1.46195497e-01
1.29465110e-01 -5.32461769e-02 -3.02754809e-01 -2.89182797e-01
-3.18374481e-01]
[ 7.47127520e-02 -3.06019658e-01 -8.60085975e-02 -4.57146409e-01
-2.20153899e-01 -9.02290665e-02 5.39269773e-02 8.55819962e-02
-2.25176200e-02 2.87308395e-01 -5.37653806e-01 -8.37741220e-01
4.40952949e-01]
[ -2.24957706e-01 -2.42971403e-01 -1.32613701e-01 -3.20585425e-01
-2.99805922e-01 -9.40332595e-02 2.07014598e-01 4.02819890e-02
2.85582990e-01 3.52567214e-02 -4.28783131e-01 -1.05641149e+00
6.64799889e-01]
[ -1.68081012e-02 -1.85121735e-01 2.03188231e-02 -3.25086707e-01
-1.70141141e-01 1.64848961e-01 2.05377035e-01 2.56620010e-01
-3.06863657e-02 2.30837216e-01 -2.49232472e-01 -1.13433856e+00
7.66739267e-01]
[ -1.85543620e-03 -4.33801163e-02 -1.26122750e-01 -1.45144954e-01
-1.78729889e-01 -4.77835794e-02 3.10475490e-01 1.67382590e-01
2.57310354e-01 3.67291564e-01 -5.09624602e-01 -1.07651772e+00
8.06117202e-01]
[ -8.52680378e-02 -2.78311333e-01 5.80332956e-02 -3.66297732e-01
-1.48576186e-01 1.16247203e-01 3.79067912e-01 1.40808150e-01
-6.46921142e-02 1.62576860e-01 -5.76166263e-01 -1.05432289e+00
8.84603704e-01]
[ 1.20011421e-01 -8.92752178e-02 1.53617007e-02 -1.84201752e-01
-8.30001098e-02 -1.87894655e-02 2.77985555e-01 3.84094525e-01
4.27897041e-01 2.69992071e-01 -5.76669388e-01 -9.97622636e-01
6.09241922e-01]
[ -1.59657957e-03 -1.39466497e-01 2.26481515e-02 1.68393698e-02
-9.32551826e-02 -2.83392479e-01 8.83249033e-02 3.62194972e-01
9.51092057e-03 1.28965563e-01 -2.72490612e-01 -8.29116530e-01
2.54240747e-01]
[ 9.14543008e-02 9.79176747e-02 7.42005461e-03 1.76447291e-01
-9.60317745e-02 -5.81004528e-02 -1.49541653e-01 -1.25055464e-01
-2.38475288e-01 -1.16939544e-01 -1.05028216e-01 2.16658990e-01
-3.78458614e-01]
[ 4.56641023e-02 -1.09958722e-01 1.47092249e-01 4.01944868e-01
2.44491527e-01 8.77871852e-03 -3.89919936e-01 -3.45747369e-01
-4.18932968e-02 -5.49736125e-01 2.77842786e-01 1.00722977e+00
-7.57169444e-01]
[ 2.94803947e-02 7.70766219e-02 -2.13635567e-01 8.36240334e-02
3.26742177e-02 -2.43689636e-03 -1.80630561e-01 -3.44409748e-01
-2.80522805e-01 -2.34542399e-01 -3.52837855e-02 -1.17243748e-01
-1.92028648e-01]
[ -6.47739165e-02 -2.07773791e-01 5.89017460e-02 4.36466222e-02
-1.30071786e-01 -1.36102049e-01 -1.72873354e-02 -4.48607022e-02
4.38519424e-02 -3.99114432e-01 -3.44418430e-01 -2.61369584e-01
7.92417572e-02]
[ 3.17263707e-04 -2.65777564e-01 5.13737734e-02 -3.20400571e-01
-1.89570475e-01 -2.33811762e-01 -3.12610953e-01 -1.56311836e-02
-4.74043992e-02 3.68076949e-02 -2.12635886e-01 2.21964495e-01
4.79823443e-02]
[ 1.62661193e-01 5.66821700e-02 -1.08554961e-01 -3.11472972e-01
-5.68792241e-02 -1.03524435e-01 -2.26318836e-01 -3.23325264e-02
-2.11614354e-01 -2.67013754e-01 -2.25563783e-01 4.28390755e-01
-1.85469630e-02]
[ -1.81377002e-01 -1.77237876e-01 -1.17405011e-01 -2.98112533e-01
-4.78188332e-02 2.45535147e-02 -2.24299051e-01 -2.78269033e-01
-1.55593853e-01 -9.13944170e-02 -2.46654006e-01 3.08498659e-01
-1.05074124e-01]
[ -4.61824268e-02 -2.01311710e-01 -1.67793237e-01 -2.94723170e-01
-4.32565777e-02 4.10655965e-02 -9.91721666e-02 -1.13099083e-01
-2.56947973e-01 -3.49349589e-01 -5.94982552e-02 1.79919727e-01
-2.93680797e-03]
[ 1.03925242e-01 8.59888084e-02 -1.62388372e-02 -2.51873232e-01
-3.21351120e-01 5.59693850e-03 -2.01267891e-01 -3.28393241e-01
-3.30929923e-01 -2.98902321e-02 -1.45840596e-01 1.88273365e-01
6.82773990e-03]
[ -6.28065134e-02 -8.78086515e-03 -2.85215461e-01 -4.11055879e-02
7.12740248e-02 1.54984430e-01 -2.53761607e-01 -1.90552532e-01
-5.91512993e-02 -6.21995267e-02 1.84809829e-01 7.00561379e-01
-1.17575253e-01]
[ 1.31579909e-01 3.34706042e-01 -1.97089472e-01 7.38387258e-01
1.14259248e-01 2.05385716e-03 -2.23341811e-01 -3.84634987e-01
-2.33896706e-01 -3.25002979e-01 7.39459428e-01 9.09051297e-01
-1.23382669e+00]
[ -9.38261818e-03 1.72942459e-01 5.38042590e-02 3.55331163e-01
-1.33402064e-03 -6.57299235e-02 -2.91560116e-01 -3.49656408e-01
-2.88117030e-01 -2.22437863e-01 5.80661147e-01 9.51224444e-01
-1.21307005e+00]
[ -3.39400610e-02 -1.36462004e-01 -1.50103664e-01 3.26363021e-01
-1.79980181e-01 2.36594641e-01 -5.38350722e-02 -1.93112908e-01
-2.35525222e-01 -3.78891947e-01 2.15906925e-01 5.57222106e-01
-6.09910300e-01]
[ 8.25816309e-02 -3.82846077e-01 -5.09164230e-02 1.17693437e-02
-1.16050729e-01 1.99789416e-01 7.62603113e-02 1.70235077e-01
-1.85441429e-01 -1.00815630e-02 -5.51798182e-02 3.27956988e-01
-3.31860731e-01]
[ 2.09793840e-01 -2.95488693e-01 -1.19070015e-01 -8.23827722e-02
-2.15977069e-01 1.22669418e-01 3.84788668e-02 -1.27319161e-01
-5.85056871e-02 -5.64470234e-02 -1.59987847e-01 -1.92215314e-01
-1.83323710e-01]
[ -1.34783379e-01 -7.86553904e-02 3.74941491e-02 -2.39375584e-01
-5.71005925e-02 -1.41505226e-01 3.69284273e-02 -1.40057657e-02
-1.01755421e-01 8.02506631e-03 -3.14156879e-01 -4.29491923e-01
-1.22693353e-01]
[ -1.41484667e-01 -1.35896094e-01 -6.84817775e-02 -2.82552579e-01
-3.45819539e-01 -2.88904168e-01 1.64974321e-01 1.48120827e-01
1.31794607e-02 1.24983824e-01 -2.73998205e-01 -8.56977577e-01
2.94326027e-02]
[ -1.33483422e-01 -2.52363332e-01 -3.01630255e-01 -8.10285047e-01
-3.02488923e-01 -2.07514497e-01 -1.71953909e-01 -1.64083755e-03
2.99844156e-02 -4.55957842e-01 -6.52619223e-01 -6.63198770e-01
-1.08648064e+00]
[ -1.24010784e-01 1.32641445e-01 1.38785170e-02 1.25696941e-01
-2.03124712e-01 -1.75911417e-01 -1.54810992e-01 1.10330366e-02
-1.41245547e-01 -1.45660298e-01 -1.25250739e-01 -3.93306090e-01
3.47137757e-02]
[ -3.64299173e-01 -1.16866538e-01 -2.73685282e-01 3.03544055e-01
-1.98110715e-01 -2.32691236e-01 -1.23962212e-01 -1.07158310e-01
1.01665501e-02 2.65356639e-02 1.05640146e-01 -3.18830788e-01
1.56631799e-01]
[ -1.33067998e-01 -4.69133912e-02 -2.55461581e-01 1.60358101e-01
-2.27196729e-01 -2.79958125e-01 -3.77137731e-01 -2.75258994e-02
1.09079170e-02 -1.16995422e-01 -2.04603790e-01 -2.93116250e-01
8.06840923e-02]
[ -2.45956546e-01 -5.30294021e-01 -3.40855549e-01 -9.11138511e-02
-3.18407987e-01 -2.33111014e-01 -1.20132991e-01 -2.49195208e-01
2.41809999e-02 -2.58336687e-01 -6.81781803e-02 -3.06013068e-01
1.68702240e-02]
[ -2.20458238e-01 -2.97625114e-01 -3.20671896e-01 -9.43243168e-02
-9.07192295e-02 -1.50727779e-01 -7.59854139e-02 2.57265739e-02
-1.94894089e-01 -5.01250395e-01 -2.42135871e-01 -2.60814459e-01
-5.09526480e-03]
[ -9.74033615e-02 -1.57884301e-02 -2.42205058e-01 -8.52837164e-01
-2.70816756e-01 -2.59044580e-01 4.74106520e-02 -4.60833147e-01
1.24799087e-01 -1.73946825e-01 -6.24757472e-01 -3.70170605e-01
-9.92011889e-01]]
Progress: 27.9% ... Training loss: 0.211 ... Validation loss: 0.365[[-0.22967221]
[ 0.24916634]
[-0.10416955]
[ 1.16337 ]
[ 0.26430093]
[-0.0368853 ]
[-0.88330016]
[-0.83425728]
[-0.581119 ]
[-0.86241833]
[ 1.24888511]
[ 2.98061195]
[-2.21322582]]
[[ -5.18087165e-01 -4.97519396e-01 -5.88756929e-01 -5.36269725e-02
-2.96733811e-01 -5.94074440e-01 1.47068253e-02 -2.21289449e-01
-3.14080377e-01 -2.89232852e-01 2.25858665e-01 9.27888096e-01
3.26784373e-01]
[ 6.96928165e-03 -1.36113176e-01 4.82304896e-02 -7.57485371e-02
-3.99101634e-02 5.81910950e-02 -1.19983531e-01 1.89898340e-01
-1.50986364e-01 -1.89303461e-01 -9.71938492e-02 -1.09495628e-01
-2.59351315e-02]
[ -2.72925856e-01 1.39296547e-01 -3.45226324e-02 9.61985679e-02
7.95689717e-02 -1.33361967e-01 -7.06191150e-02 -1.80286116e-01
2.56422516e-01 -4.38393417e-01 1.48200544e-01 6.74203259e-01
8.47991735e-01]
[ 2.45120278e-01 -2.39944530e-01 -2.77525458e-01 1.01920047e-01
-2.73435415e-01 1.06631078e-02 4.11269603e-01 -5.35628357e-01
2.88710676e-01 -1.88321009e-01 -1.18067189e-01 -3.22581515e-01
-2.94930023e-01]
[ 1.38270850e-01 6.93574419e-04 1.15833471e-01 -1.48199534e-01
-3.21488989e-02 7.37909149e-02 -1.59900694e-01 -1.62128973e-01
8.12204682e-02 2.49307568e-01 -7.72575862e-03 -1.08878443e-01
-1.31416023e-01]
[ -4.83541934e-01 -6.12883959e-01 -6.02422337e-01 -6.18011187e-01
-5.92227999e-01 -5.64849521e-01 -3.48043706e-01 -1.58143154e-01
-4.59999415e-01 -2.43338511e-01 -5.85929014e-01 -8.70822493e-01
-6.73609062e-01]
[ -4.12697883e-01 -5.95526464e-01 -3.24472912e-01 -4.27875971e-01
-4.19527666e-01 -5.63435356e-01 -4.11083903e-01 -4.81408033e-01
-2.96734705e-01 -1.01137025e-01 -4.80960273e-01 -5.07214020e-01
-5.39827398e-01]
[ -3.46421391e-01 -3.41552470e-01 -4.87996907e-01 -1.54252037e-01
-3.16436088e-01 -4.26100208e-01 -2.97333911e-01 -2.81834345e-01
-3.00235118e-01 -5.75352617e-01 -2.91589723e-01 -7.58574774e-01
-5.56699948e-01]
[ -4.65311743e-01 -3.45834080e-01 -3.83265611e-01 -2.17995351e-01
-3.36145797e-01 -2.17207179e-01 -3.68503634e-02 -4.43191413e-01
-2.53323787e-01 -4.49439318e-01 -1.82667209e-01 -2.78972644e-01
-2.31103183e-01]
[ -9.54160150e-01 -9.55889591e-01 -9.87697439e-01 -7.58807979e-01
-1.04411502e+00 -9.89320430e-01 -5.34441963e-01 -5.78597092e-01
-7.29060139e-01 -5.67496574e-01 -7.88611433e-01 -6.58714221e-01
-8.67180899e-01]
[ -5.16175793e-01 -2.64964776e-01 -4.74042527e-01 -3.51608835e-01
-3.43702123e-01 -3.64476345e-01 -6.23853329e-01 -6.23232091e-01
-6.70375982e-01 -1.08260776e-01 -5.30083715e-01 -7.85899248e-01
-6.13682420e-01]
[ -1.16494123e-01 2.34037149e-02 -3.42696499e-01 -4.61382475e-01
-1.05653873e-01 -7.44462806e-02 -1.93030829e-01 -4.05493032e-01
-1.70320848e-01 6.50207312e-02 -5.01521279e-01 -1.13062898e+00
-6.39281261e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57606998e-01 -1.20496043e-01 1.63302808e-01 -2.84551052e-01
-1.31032468e-01 1.13083592e-01 -1.31477905e-01 3.90472849e-03
-8.51833607e-02 5.78565765e-02 -1.94583307e-01 -3.96299604e-01
-5.73752760e-02]
[ -9.13064410e-02 -2.63724812e-01 -1.81779450e-01 -2.83338648e-01
-4.76371577e-01 -8.69677578e-02 -7.29628232e-02 -8.37814834e-03
-7.55684169e-02 -5.78703092e-03 -2.28614527e-01 -4.05541454e-01
-2.87475735e-01]
[ -6.47883592e-02 -2.90355200e-02 -2.28112288e-01 -2.79075477e-01
1.13561436e-01 -1.61242629e-01 -1.70249346e-01 1.28101374e-01
-1.65705583e-03 1.27145664e-01 -2.24678955e-01 -5.17637518e-02
-7.22942509e-02]
[ 3.88227614e-02 -1.68142059e-01 -1.48546872e-01 -8.96364430e-02
-1.25733054e-01 -1.06528844e-01 1.09949910e-01 -1.50801527e-01
-1.37344968e-02 2.97484184e-02 -3.04732800e-02 -1.12953874e-01
-2.36483018e-02]
[ -2.91520860e-01 -1.41198386e-01 -7.82005946e-02 -1.16236020e-01
-3.01568873e-01 -2.75780122e-01 -3.73599874e-01 1.53288715e-02
-3.25635239e-01 -2.20714692e-01 1.55467147e-01 -1.38818233e-01
1.71077958e-01]
[ -2.28847030e-01 -1.23901344e-01 -9.35928572e-02 -4.62300130e-02
-8.40899021e-02 -1.19975623e-01 -7.63571436e-02 1.34328664e-02
-1.39411237e-01 -8.11972287e-02 2.39675581e-04 -2.20065685e-01
-1.00104750e-01]
[ -1.75356252e-01 -6.94580314e-02 -2.30314939e-01 -2.62128020e-01
-1.57061837e-01 -2.05593956e-01 -3.45724752e-01 -1.16837121e-01
1.26187882e-01 -2.35307254e-01 -3.65610573e-01 -3.51135155e-01
-3.47387279e-01]
[ -3.71651231e-01 -6.08555424e-02 -1.51603874e-01 -1.32314269e-01
-4.75980794e-02 -3.13626698e-01 3.44760191e-02 -8.51611546e-02
-1.20935214e-01 5.51363759e-02 1.13349516e-02 -3.34018726e-01
-3.36989687e-01]
[ -1.64555108e-01 -1.39931396e-01 -5.39942535e-02 -1.60868646e-01
-1.24466834e-01 -2.95915785e-01 1.94617799e-02 -1.54238792e-01
-2.14396597e-01 3.64677851e-02 2.28972888e-01 2.49582698e-02
-1.63864902e-01]
[ -1.29543510e-01 -1.73401325e-01 -1.13653737e-01 -2.90681089e-01
9.13245793e-02 -1.74569041e-02 -1.71463945e-01 -1.66400092e-01
1.17263009e-01 -9.04685622e-02 -1.29010348e-01 -6.39886814e-02
-3.20283431e-01]
[ -4.32407935e-02 -3.30276050e-02 -1.50446068e-01 -7.69835116e-02
-2.27914538e-01 6.24761065e-02 -6.60688189e-02 -4.96608904e-02
-2.30223490e-01 -9.59101478e-02 -1.08883912e-01 -3.66261054e-01
-2.11808456e-01]
[ -6.82518921e-02 2.18042700e-02 -1.28763603e-01 -3.37504020e-01
1.18904047e-01 2.04707470e-02 -1.94815416e-01 -1.44846216e-01
1.30001264e-01 -5.24325049e-02 -3.04917295e-01 -2.94607888e-01
-3.18415016e-01]
[ 7.46215385e-02 -3.05994994e-01 -8.60165072e-02 -4.57308522e-01
-2.20129321e-01 -9.02437736e-02 5.39861763e-02 8.55415987e-02
-2.25355474e-02 2.87186300e-01 -5.38050164e-01 -8.39279057e-01
4.42138313e-01]
[ -2.25078746e-01 -2.42866904e-01 -1.32655241e-01 -3.20184100e-01
-2.99691175e-01 -9.40564255e-02 2.06451626e-01 3.97844178e-02
2.85203718e-01 3.47718582e-02 -4.28417768e-01 -1.05627597e+00
6.63903600e-01]
[ -1.70740556e-02 -1.84845805e-01 2.02069813e-02 -3.24171770e-01
-1.69884257e-01 1.64794866e-01 2.04280430e-01 2.55634555e-01
-3.13053122e-02 2.29949213e-01 -2.48315421e-01 -1.13396234e+00
7.64877701e-01]
[ -2.05731856e-03 -4.32363622e-02 -1.26169962e-01 -1.44515330e-01
-1.78586964e-01 -4.78162145e-02 3.09674638e-01 1.66766470e-01
2.56841206e-01 3.66504594e-01 -5.09240414e-01 -1.07629914e+00
8.05032181e-01]
[ -8.53907070e-02 -2.78245184e-01 5.79964162e-02 -3.65850363e-01
-1.48490212e-01 1.16223899e-01 3.78442700e-01 1.40171297e-01
-6.49655557e-02 1.61952615e-01 -5.75746130e-01 -1.05407582e+00
8.83391024e-01]
[ 1.19714235e-01 -8.90145584e-02 1.52656413e-02 -1.82617683e-01
-8.27591897e-02 -1.88360007e-02 2.76491852e-01 3.83022556e-01
4.26923840e-01 2.68812682e-01 -5.75540568e-01 -9.96372693e-01
6.06076673e-01]
[ -1.68620734e-03 -1.39385354e-01 2.26170032e-02 1.74418206e-02
-9.31886215e-02 -2.83403470e-01 8.78539762e-02 3.61904955e-01
9.25490700e-03 1.28666789e-01 -2.72069991e-01 -8.28798491e-01
2.53245919e-01]
[ 9.14550254e-02 9.80413602e-02 7.37070992e-03 1.77822976e-01
-9.58695334e-02 -5.81179106e-02 -1.49566574e-01 -1.25565993e-01
-2.38275280e-01 -1.17119439e-01 -1.03904995e-01 2.16178270e-01
-3.81050248e-01]
[ 4.50248776e-02 -1.09547661e-01 1.46913674e-01 4.06993281e-01
2.45159678e-01 8.68552853e-03 -3.93325145e-01 -3.47811823e-01
-4.38694475e-02 -5.51539667e-01 2.82159627e-01 1.02020307e+00
-7.61266803e-01]
[ 2.92780242e-02 7.72073639e-02 -2.13714642e-01 8.46706395e-02
3.28780259e-02 -2.47504014e-03 -1.81424630e-01 -3.45149069e-01
-2.80753271e-01 -2.36347634e-01 -3.37029304e-02 -1.15018499e-01
-1.93277826e-01]
[ -6.47286392e-02 -2.07852254e-01 5.89505709e-02 4.31849530e-02
-1.30167646e-01 -1.36091871e-01 -1.71355644e-02 -4.44346208e-02
4.40728123e-02 -3.98686545e-01 -3.45148404e-01 -2.63288796e-01
8.07147813e-02]
[ 3.87543091e-04 -2.66017627e-01 5.14379099e-02 -3.21766885e-01
-1.89870606e-01 -2.33798890e-01 -3.12203608e-01 -1.50915764e-02
-4.68636701e-02 3.73048088e-02 -2.14369628e-01 2.17479771e-01
5.16486830e-02]
[ 1.62297708e-01 5.71408628e-02 -1.08632234e-01 -3.11066111e-01
-5.65825814e-02 -1.03574231e-01 -2.28255912e-01 -3.21028556e-02
-2.12982744e-01 -2.67558726e-01 -2.25249871e-01 4.30168282e-01
-1.78935539e-02]
[ -1.81485897e-01 -1.77205477e-01 -1.17468313e-01 -2.99423772e-01
-4.77973909e-02 2.45220641e-02 -2.24137644e-01 -2.78486665e-01
-1.55286859e-01 -9.19048646e-02 -2.47449058e-01 3.06562918e-01
-1.02379710e-01]
[ -4.61512657e-02 -2.01625908e-01 -1.67684438e-01 -2.96498942e-01
-4.36328728e-02 4.10937995e-02 -9.86146215e-02 -1.11243425e-01
-2.56352410e-01 -3.48334764e-01 -6.19780920e-02 1.73046362e-01
1.80558466e-03]
[ 1.04112604e-01 8.57173353e-02 -1.61626328e-02 -2.53267741e-01
-3.21546342e-01 5.63278055e-03 -2.00364216e-01 -3.27826575e-01
-3.30298101e-01 -2.93916096e-02 -1.47113274e-01 1.85342631e-01
9.93515968e-03]
[ -6.30236145e-02 -8.61946182e-03 -2.85257246e-01 -4.09743285e-02
7.13885256e-02 1.54952575e-01 -2.54185508e-01 -1.90744606e-01
-5.96012801e-02 -6.29862665e-02 1.85003242e-01 7.03737649e-01
-1.18047105e-01]
[ 1.32037493e-01 3.33413562e-01 -1.96818300e-01 7.33460405e-01
1.13017590e-01 2.16912474e-03 -2.20341541e-01 -3.81119102e-01
-2.32050216e-01 -3.23421500e-01 7.33171772e-01 8.99193043e-01
-1.22885432e+00]
[ -9.37470877e-03 1.73000031e-01 5.37769954e-02 3.56718414e-01
-1.21808726e-03 -6.57345184e-02 -2.92006521e-01 -3.50108854e-01
-2.88475628e-01 -2.22526844e-01 5.82224548e-01 9.52913561e-01
-1.21600297e+00]
[ -3.37724825e-02 -1.36764458e-01 -1.50022346e-01 3.24467730e-01
-1.80272405e-01 2.36636031e-01 -5.23178614e-02 -1.92146659e-01
-2.34586991e-01 -3.78333790e-01 2.13316443e-01 5.51659063e-01
-6.06492407e-01]
[ 8.25222147e-02 -3.82793556e-01 -5.09422677e-02 1.20833546e-02
-1.15979613e-01 1.99777282e-01 7.60097006e-02 1.70004255e-01
-1.85581461e-01 -1.03577146e-02 -5.48360510e-02 3.28586372e-01
-3.32267499e-01]
[ 2.09856481e-01 -2.95573911e-01 -1.19027509e-01 -8.26434195e-02
-2.16067934e-01 1.22680716e-01 3.85891882e-02 -1.26918078e-01
-5.84316883e-02 -5.59897529e-02 -1.60260627e-01 -1.92778853e-01
-1.82969404e-01]
[ -1.34788238e-01 -7.86450576e-02 3.75052339e-02 -2.38636563e-01
-5.70873960e-02 -1.41504636e-01 3.66574753e-02 -1.37976493e-02
-1.01963677e-01 8.23767256e-03 -3.13788655e-01 -4.28849761e-01
-1.24238466e-01]
[ -1.41469007e-01 -1.35938768e-01 -6.84729496e-02 -2.82687794e-01
-3.45854034e-01 -2.88901368e-01 1.65368184e-01 1.48629239e-01
1.33830672e-02 1.25104766e-01 -2.74296223e-01 -8.57921563e-01
2.97206269e-02]
[ -1.33747244e-01 -2.52173836e-01 -3.01778009e-01 -8.10636430e-01
-3.02330990e-01 -2.07574434e-01 -1.71845897e-01 -1.92017917e-03
2.95499752e-02 -4.57377981e-01 -6.52969944e-01 -6.65272715e-01
-1.08809537e+00]
[ -1.24555078e-01 1.33246719e-01 1.36890506e-02 1.29308625e-01
-2.02556336e-01 -1.76005485e-01 -1.57546095e-01 9.68701855e-03
-1.43041145e-01 -1.47641884e-01 -1.21582692e-01 -3.86453954e-01
2.80584771e-02]
[ -3.64437946e-01 -1.16944423e-01 -2.73666350e-01 3.03765649e-01
-1.98186184e-01 -2.32694656e-01 -1.24345083e-01 -1.06548617e-01
1.05318514e-02 2.58384156e-02 1.05823963e-01 -3.20886212e-01
1.59321917e-01]
[ -1.33326388e-01 -4.70687933e-02 -2.55401850e-01 1.61832627e-01
-2.27277730e-01 -2.79971563e-01 -3.79276079e-01 -2.82518593e-02
1.02516756e-02 -1.17416696e-01 -2.04467766e-01 -2.91791408e-01
8.28182630e-02]
[ -2.46596580e-01 -5.29904179e-01 -3.41057804e-01 -8.70357959e-02
-3.17875226e-01 -2.33220640e-01 -1.23287477e-01 -2.50316014e-01
2.22119751e-02 -2.60287828e-01 -6.50649785e-02 -3.01145076e-01
1.36884451e-02]
[ -2.20456660e-01 -2.97981701e-01 -3.20578321e-01 -9.67390289e-02
-9.10907715e-02 -1.50710860e-01 -7.51815356e-02 2.64588250e-02
-1.94314940e-01 -5.01380810e-01 -2.45065912e-01 -2.68859085e-01
-1.82058408e-04]
[ -9.72983734e-02 -1.66149822e-02 -2.42040000e-01 -8.58117671e-01
-2.71574942e-01 -2.59006625e-01 4.95687606e-02 -4.58031194e-01
1.26548430e-01 -1.72356421e-01 -6.31994567e-01 -3.82474360e-01
-9.86253073e-01]]
Progress: 27.9% ... Training loss: 0.211 ... Validation loss: 0.368[[-0.23133251]
[ 0.24830063]
[-0.1034636 ]
[ 1.16247921]
[ 0.26518759]
[-0.03773504]
[-0.88427962]
[-0.82022066]
[-0.57578128]
[-0.85833735]
[ 1.2471478 ]
[ 2.98312236]
[-2.20452123]]
[[ -5.17837690e-01 -4.97259647e-01 -5.88799721e-01 -5.51582464e-02
-2.96397961e-01 -5.94068638e-01 1.71828176e-02 -2.24020863e-01
-3.13368290e-01 -2.89974564e-01 2.25470195e-01 9.25883125e-01
3.17614448e-01]
[ 7.22421206e-03 -1.36341397e-01 4.83191348e-02 -7.69156916e-02
-4.01120156e-02 5.82291964e-02 -1.19115712e-01 1.90617333e-01
-1.50469167e-01 -1.88464501e-01 -9.82606483e-02 -1.10574852e-01
-2.47000076e-02]
[ -2.73749908e-01 1.39593468e-01 -3.46930561e-02 9.61785731e-02
7.98886060e-02 -1.33475849e-01 -7.67995198e-02 -1.85659660e-01
2.53320548e-01 -4.41397045e-01 1.49065615e-01 6.80373894e-01
8.39603243e-01]
[ 2.46477324e-01 -2.41711577e-01 -2.76878409e-01 9.54119850e-02
-2.75074382e-01 1.08381901e-02 4.21241862e-01 -5.27623440e-01
2.93437315e-01 -1.81412779e-01 -1.31723228e-01 -3.63420008e-01
-2.79401942e-01]
[ 1.39403877e-01 -1.19747884e-03 1.16399672e-01 -1.59328801e-01
-3.42750950e-02 7.39977451e-02 -1.52198052e-01 -1.56228462e-01
8.70202130e-02 2.52519843e-01 -1.90975288e-02 -1.44122870e-01
-1.14465349e-01]
[ -4.83511989e-01 -6.12636359e-01 -6.02462594e-01 -6.16767910e-01
-5.92069012e-01 -5.64840767e-01 -3.47880167e-01 -1.59514116e-01
-4.60204030e-01 -2.43799360e-01 -5.84558324e-01 -8.68969665e-01
-6.76690268e-01]
[ -4.13380160e-01 -5.95150453e-01 -3.24664703e-01 -4.25516311e-01
-4.18895707e-01 -5.63518693e-01 -4.15373463e-01 -4.84853056e-01
-2.99752171e-01 -1.04047982e-01 -4.78201881e-01 -4.96210753e-01
-5.47960898e-01]
[ -3.46261939e-01 -3.41673993e-01 -4.88019675e-01 -1.56485974e-01
-3.16553813e-01 -4.26107505e-01 -2.96637115e-01 -2.85123392e-01
-3.00175316e-01 -5.75976013e-01 -2.95136949e-01 -7.70764746e-01
-5.64512982e-01]
[ -4.64750944e-01 -3.46168621e-01 -3.83121794e-01 -2.20100594e-01
-3.36392352e-01 -2.17130428e-01 -3.44319465e-02 -4.41890363e-01
-2.51795628e-01 -4.47456588e-01 -1.83942633e-01 -2.79735171e-01
-2.30646652e-01]
[ -9.54330453e-01 -9.54981438e-01 -9.88070508e-01 -7.55328303e-01
-1.04296275e+00 -9.89395993e-01 -5.36545380e-01 -5.86455432e-01
-7.31699653e-01 -5.71106241e-01 -7.83693495e-01 -6.45079082e-01
-8.88748195e-01]
[ -5.15704969e-01 -2.65910138e-01 -4.73743454e-01 -3.56712311e-01
-3.44597817e-01 -3.64395651e-01 -6.21462176e-01 -6.21353019e-01
-6.68370823e-01 -1.06009394e-01 -5.36210221e-01 -8.01125540e-01
-6.07434432e-01]
[ -1.16726724e-01 2.36084692e-02 -3.42733503e-01 -4.60494919e-01
-1.05483781e-01 -7.44565388e-02 -1.94329373e-01 -4.06317745e-01
-1.71320613e-01 6.43665445e-02 -5.01006278e-01 -1.12913423e+00
-6.42533161e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57495144e-01 -1.20576838e-01 1.63318268e-01 -2.84694817e-01
-1.31097837e-01 1.13099478e-01 -1.31200881e-01 3.51277815e-03
-8.49312018e-02 5.79413787e-02 -1.94808964e-01 -3.96958619e-01
-5.78459936e-02]
[ -9.12957145e-02 -2.63712580e-01 -1.81788027e-01 -2.83696397e-01
-4.76376077e-01 -8.69617177e-02 -7.24481901e-02 -8.06474321e-03
-7.56220207e-02 -5.52938167e-03 -2.29186096e-01 -4.07613661e-01
-2.87372813e-01]
[ -6.55236294e-02 -2.82742599e-02 -2.28311239e-01 -2.75124301e-01
1.14428505e-01 -1.61335246e-01 -1.74345451e-01 1.24666221e-01
-4.13451912e-03 1.23542448e-01 -2.19958708e-01 -3.67360426e-02
-7.71394050e-02]
[ 3.85345626e-02 -1.67944315e-01 -1.48650650e-01 -8.87312490e-02
-1.25496068e-01 -1.06562357e-01 1.08430196e-01 -1.51808668e-01
-1.48485902e-02 2.85580654e-02 -2.93920334e-02 -1.08931372e-01
-2.59401185e-02]
[ -2.91607581e-01 -1.41026701e-01 -7.82962511e-02 -1.15355062e-01
-3.01346169e-01 -2.75799986e-01 -3.73806203e-01 1.39674707e-02
-3.26156849e-01 -2.21330245e-01 1.56621343e-01 -1.38449461e-01
1.66917022e-01]
[ -2.29152266e-01 -1.23583328e-01 -9.37006375e-02 -4.33855002e-02
-8.36761620e-02 -1.20021743e-01 -7.97715317e-02 1.03922946e-02
-1.41497433e-01 -8.21231271e-02 2.94939796e-03 -2.11590591e-01
-1.09841797e-01]
[ -1.75924929e-01 -6.89994094e-02 -2.30456615e-01 -2.59598743e-01
-1.56593560e-01 -2.05664560e-01 -3.49466290e-01 -1.19257045e-01
1.23797836e-01 -2.36900563e-01 -3.63885218e-01 -3.46523358e-01
-3.53678599e-01]
[ -3.71253701e-01 -6.15999342e-02 -1.51408766e-01 -1.36219460e-01
-4.84382163e-02 -3.13567288e-01 3.71000844e-02 -8.37014204e-02
-1.19021016e-01 5.70055190e-02 6.71941863e-03 -3.47175125e-01
-3.31429735e-01]
[ -1.63761110e-01 -1.40308524e-01 -5.38676547e-02 -1.66508406e-01
-1.24873270e-01 -2.95836950e-01 2.48513381e-02 -1.52555687e-01
-2.11547565e-01 3.75000061e-02 2.24334507e-01 1.19948113e-02
-1.61225396e-01]
[ -1.29257921e-01 -1.73655401e-01 -1.13575222e-01 -2.91635843e-01
9.11001404e-02 -1.74129130e-02 -1.70084341e-01 -1.66097468e-01
1.18147969e-01 -8.93008329e-02 -1.30093893e-01 -6.48876997e-02
-3.19312752e-01]
[ -4.30460012e-02 -3.31545571e-02 -1.50398411e-01 -7.76423607e-02
-2.27985437e-01 6.25023758e-02 -6.50769043e-02 -4.90670514e-02
-2.29727420e-01 -9.53364789e-02 -1.09347939e-01 -3.67048925e-01
-2.11438380e-01]
[ -6.79943573e-02 2.16356022e-02 -1.28681523e-01 -3.37691315e-01
1.18733716e-01 2.04979055e-02 -1.94024947e-01 -1.44346766e-01
1.30613738e-01 -5.15018630e-02 -3.05402919e-01 -2.96672199e-01
-3.18832370e-01]
[ 7.44741289e-02 -3.05873971e-01 -8.60704036e-02 -4.57067957e-01
-2.19998232e-01 -9.02636617e-02 5.33338746e-02 8.46937006e-02
-2.29630136e-02 2.86588227e-01 -5.37754670e-01 -8.38723211e-01
4.41268156e-01]
[ -2.25196637e-01 -2.42742455e-01 -1.32702108e-01 -3.20266008e-01
-2.99572278e-01 -9.40718100e-02 2.06024289e-01 3.94468379e-02
2.84856792e-01 3.41832777e-02 -4.28263249e-01 -1.05600562e+00
6.63616778e-01]
[ -1.70941012e-02 -1.84830707e-01 2.01958408e-02 -3.24099772e-01
-1.69866428e-01 1.64791227e-01 2.04190440e-01 2.55474273e-01
-3.13348646e-02 2.29792910e-01 -2.48210167e-01 -1.13390612e+00
7.64717144e-01]
[ -2.04142334e-03 -4.32534554e-02 -1.26164094e-01 -1.44564280e-01
-1.78603239e-01 -4.78135166e-02 3.09780525e-01 1.66835436e-01
2.56905156e-01 3.66594962e-01 -5.09290724e-01 -1.07638242e+00
8.05149833e-01]
[ -8.53377876e-02 -2.78255958e-01 5.80076946e-02 -3.65800948e-01
-1.48518751e-01 1.16231971e-01 3.78841931e-01 1.40185746e-01
-6.47967624e-02 1.62235158e-01 -5.75877667e-01 -1.05481301e+00
8.83658375e-01]
[ 1.19697491e-01 -8.90473378e-02 1.52707352e-02 -1.82385641e-01
-8.28109670e-02 -1.88369954e-02 2.77114553e-01 3.83379732e-01
4.27184945e-01 2.68941256e-01 -5.75848137e-01 -9.98065291e-01
6.05951756e-01]
[ -1.90664387e-03 -1.39141142e-01 2.25220658e-02 1.93378557e-02
-9.29226069e-02 -2.83432033e-01 8.64531339e-02 3.60357893e-01
8.49864571e-03 1.27379235e-01 -2.70469994e-01 -8.26791584e-01
2.50024117e-01]
[ 9.24768882e-02 9.71849901e-02 7.64085457e-03 1.72669784e-01
-9.65591843e-02 -5.80140153e-02 -1.42819255e-01 -1.22266468e-01
-2.35091857e-01 -1.13459950e-01 -1.09912489e-01 1.96913288e-01
-3.76510476e-01]
[ 4.59411633e-02 -1.10538947e-01 1.47242781e-01 4.01856714e-01
2.43982065e-01 8.79703498e-03 -3.88274469e-01 -3.45831163e-01
-4.04309304e-02 -5.48501165e-01 2.75416033e-01 1.00066570e+00
-7.57876122e-01]
[ 2.91256528e-02 7.73638111e-02 -2.13755887e-01 8.57685443e-02
3.30493862e-02 -2.50299763e-03 -1.82280147e-01 -3.45681255e-01
-2.81187983e-01 -2.37070159e-01 -3.26646049e-02 -1.13991602e-01
-1.94200411e-01]
[ -6.52101618e-02 -2.07219369e-01 5.87681097e-02 4.60961937e-02
-1.29525205e-01 -1.36155486e-01 -2.04331512e-02 -4.69439738e-02
4.18447740e-02 -3.99852152e-01 -3.42397903e-01 -2.54875382e-01
7.46487265e-02]
[ -5.19990362e-05 -2.65382606e-01 5.11456598e-02 -3.20043455e-01
-1.89235434e-01 -2.33850748e-01 -3.14690464e-01 -1.83001074e-02
-4.88792778e-02 3.42481962e-02 -2.10511844e-01 2.32142217e-01
4.44769730e-02]
[ 1.62276849e-01 5.69791329e-02 -1.08619827e-01 -3.12496463e-01
-5.67366157e-02 -1.03571282e-01 -2.28033356e-01 -3.25354597e-02
-2.12667740e-01 -2.67891115e-01 -2.26422901e-01 4.27338760e-01
-1.52794430e-02]
[ -1.81740862e-01 -1.77170810e-01 -1.17494100e-01 -2.99506540e-01
-4.76419346e-02 2.44944261e-02 -2.25366308e-01 -2.78561741e-01
-1.56005942e-01 -9.27573066e-02 -2.47442392e-01 3.08955693e-01
-1.01179402e-01]
[ -4.63009195e-02 -2.01266785e-01 -1.67795100e-01 -2.96582867e-01
-4.32603262e-02 4.10605483e-02 -1.00363424e-01 -1.12556515e-01
-2.57152237e-01 -3.49405440e-01 -6.01132949e-02 1.80569831e-01
-1.29961329e-03]
[ 1.04109652e-01 8.57227104e-02 -1.61644675e-02 -2.53250857e-01
-3.21540056e-01 5.63226803e-03 -2.00378715e-01 -3.27864854e-01
-3.30304891e-01 -2.94240643e-02 -1.47080313e-01 1.85477206e-01
9.85201005e-03]
[ -6.31790917e-02 -8.46368417e-03 -2.85289846e-01 -3.99664117e-02
7.16268951e-02 1.54931749e-01 -2.55612323e-01 -1.91708155e-01
-6.04126820e-02 -6.37014662e-02 1.86307320e-01 7.09701060e-01
-1.19741385e-01]
[ 1.32182859e-01 3.33398849e-01 -1.96749079e-01 7.34351906e-01
1.12963209e-01 2.20439292e-03 -2.20354801e-01 -3.81941161e-01
-2.31781871e-01 -3.23080047e-01 7.34251906e-01 9.02518242e-01
-1.23079893e+00]
[ -9.05386568e-03 1.72480119e-01 5.39531232e-02 3.54803784e-01
-1.69375860e-03 -6.56797865e-02 -2.90850614e-01 -3.48687973e-01
-2.87396892e-01 -2.21048402e-01 5.79513441e-01 9.46886876e-01
-1.21318008e+00]
[ -3.37273615e-02 -1.36759013e-01 -1.50038520e-01 3.25089809e-01
-1.80225136e-01 2.36641252e-01 -5.23678069e-02 -1.92409638e-01
-2.34672233e-01 -3.78252126e-01 2.14255148e-01 5.52988117e-01
-6.08851494e-01]
[ 8.26958453e-02 -3.82863468e-01 -5.08964669e-02 1.20264737e-02
-1.16058648e-01 1.99798342e-01 7.71546395e-02 1.70791254e-01
-1.85505911e-01 -9.45006405e-03 -5.56796472e-02 3.27236690e-01
-3.33081182e-01]
[ 2.09705223e-01 -2.95492588e-01 -1.19065092e-01 -8.15828382e-02
-2.15957197e-01 1.22661419e-01 3.76061114e-02 -1.27353690e-01
-5.90284529e-02 -5.64602552e-02 -1.59262271e-01 -1.90592881e-01
-1.84849503e-01]
[ -1.34816892e-01 -7.86137040e-02 3.74939072e-02 -2.38507896e-01
-5.70582127e-02 -1.41507886e-01 3.64769683e-02 -1.38664289e-02
-1.02070224e-01 8.08211459e-03 -3.13618452e-01 -4.28361770e-01
-1.24528399e-01]
[ -1.41733228e-01 -1.35698849e-01 -6.85502313e-02 -2.81385124e-01
-3.45643038e-01 -2.88935223e-01 1.63764157e-01 1.47451521e-01
1.22597421e-02 1.24288084e-01 -2.73219329e-01 -8.56831179e-01
2.71913002e-02]
[ -1.34310163e-01 -2.51363751e-01 -3.02073758e-01 -8.08407928e-01
-3.01283106e-01 -2.07659335e-01 -1.74641589e-01 -5.53574316e-03
2.62583830e-02 -4.59920624e-01 -6.50618421e-01 -6.50846855e-01
-1.09803674e+00]
[ -1.24245354e-01 1.32975211e-01 1.38424690e-02 1.28686311e-01
-2.02779629e-01 -1.75950060e-01 -1.56664329e-01 1.01226969e-02
-1.42331135e-01 -1.46707304e-01 -1.21884857e-01 -3.86358826e-01
3.10788072e-02]
[ -3.64545301e-01 -1.17089732e-01 -2.73650901e-01 3.03468289e-01
-1.98348634e-01 -2.32704571e-01 -1.24654788e-01 -1.06683219e-01
1.06440488e-02 2.55536536e-02 1.04529247e-01 -3.26194349e-01
1.62163001e-01]
[ -1.33555343e-01 -4.70288259e-02 -2.55436776e-01 1.62386665e-01
-2.27243946e-01 -2.79993443e-01 -3.80100641e-01 -2.85450923e-02
9.86051389e-03 -1.18491445e-01 -2.04506969e-01 -2.94468218e-01
8.33087908e-02]
[ -2.46973361e-01 -5.29521833e-01 -3.41209507e-01 -8.35049338e-02
-3.17443188e-01 -2.33283124e-01 -1.25736878e-01 -2.52679265e-01
2.04995019e-02 -2.61648611e-01 -6.14406624e-02 -2.94662829e-01
6.52514853e-03]
[ -2.20553175e-01 -2.98075113e-01 -3.20566854e-01 -9.68490275e-02
-9.11502971e-02 -1.50719479e-01 -7.58199731e-02 2.63596598e-02
-1.94347707e-01 -5.01775608e-01 -2.45710160e-01 -2.71167905e-01
-2.23127320e-05]
[ -9.61676528e-02 -1.71696055e-02 -2.41848956e-01 -8.64137645e-01
-2.72216711e-01 -2.58879378e-01 5.46939830e-02 -4.58765040e-01
1.29520098e-01 -1.69645739e-01 -6.36383641e-01 -3.93280231e-01
-9.94231303e-01]]
Progress: 27.9% ... Training loss: 0.209 ... Validation loss: 0.372[[-0.23304344]
[ 0.2523409 ]
[-0.10214424]
[ 1.16443455]
[ 0.26785965]
[-0.03947928]
[-0.88478449]
[-0.81213859]
[-0.57364178]
[-0.85660808]
[ 1.24772041]
[ 2.99810957]
[-2.20044235]]
[[ -5.17731800e-01 -4.96785825e-01 -5.88952520e-01 -5.52487124e-02
-2.95849646e-01 -5.94096184e-01 1.79713306e-02 -2.28105079e-01
-3.13204511e-01 -2.91534642e-01 2.26290466e-01 9.39131556e-01
3.11310968e-01]
[ 7.62939825e-03 -1.36605949e-01 4.84795131e-02 -7.98009457e-02
-4.05055138e-02 5.83083147e-02 -1.17125827e-01 1.92409181e-01
-1.49569344e-01 -1.87207724e-01 -1.01029467e-01 -1.16733931e-01
-2.29351755e-02]
[ -2.74518685e-01 1.40926620e-01 -3.52438747e-02 9.94608548e-02
8.13035800e-02 -1.33635354e-01 -8.01682342e-02 -1.93205161e-01
2.49734472e-01 -4.46337024e-01 1.55721332e-01 7.15513633e-01
8.26586800e-01]
[ 2.47602386e-01 -2.43466308e-01 -2.76439328e-01 8.72630775e-02
-2.76980389e-01 1.09841050e-02 4.26762806e-01 -5.24194729e-01
2.98090456e-01 -1.74792227e-01 -1.43973841e-01 -3.95780161e-01
-2.58697009e-01]
[ 1.41237186e-01 -1.80436381e-03 1.16644027e-01 -1.64254076e-01
-3.49092995e-02 7.41910850e-02 -1.45559490e-01 -1.55212167e-01
9.17864681e-02 2.57464959e-01 -2.32012856e-02 -1.64159016e-01
-1.12198967e-01]
[ -4.83713552e-01 -6.12170403e-01 -6.02529293e-01 -6.14649609e-01
-5.91642246e-01 -5.64877645e-01 -3.48965627e-01 -1.61196176e-01
-4.60920110e-01 -2.44695940e-01 -5.82776711e-01 -8.67818040e-01
-6.82581372e-01]
[ -4.13577845e-01 -5.94516045e-01 -3.24911726e-01 -4.23857086e-01
-4.18006528e-01 -5.63569821e-01 -4.17331714e-01 -4.89107269e-01
-3.01344374e-01 -1.06812347e-01 -4.73945237e-01 -4.76872775e-01
-5.56292786e-01]
[ -3.46445407e-01 -3.41420513e-01 -4.88100445e-01 -1.56529890e-01
-3.16510667e-01 -4.26138486e-01 -2.96545888e-01 -2.86254311e-01
-3.00706763e-01 -5.75825623e-01 -2.96691893e-01 -7.67816783e-01
-5.64461223e-01]
[ -4.64057224e-01 -3.46703409e-01 -3.82870070e-01 -2.23001470e-01
-3.37084321e-01 -2.16998085e-01 -3.18977813e-02 -4.39522306e-01
-2.50279600e-01 -4.45098719e-01 -1.86872137e-01 -2.86244128e-01
-2.27423109e-01]
[ -9.54752840e-01 -9.53646540e-01 -9.88355412e-01 -7.51370205e-01
-1.04162806e+00 -9.89450562e-01 -5.39875691e-01 -5.90070214e-01
-7.34806933e-01 -5.73997443e-01 -7.77458613e-01 -6.21511318e-01
-9.01996925e-01]
[ -5.15603526e-01 -2.66268070e-01 -4.73623606e-01 -3.58220714e-01
-3.45006210e-01 -3.64384069e-01 -6.20777007e-01 -6.21793673e-01
-6.67911578e-01 -1.04973336e-01 -5.38935630e-01 -8.03802209e-01
-6.06829246e-01]
[ -1.16294777e-01 2.34505599e-02 -3.42711216e-01 -4.62111880e-01
-1.05742954e-01 -7.44001961e-02 -1.92102548e-01 -4.06961446e-01
-1.69996280e-01 6.50690016e-02 -5.02961944e-01 -1.13309671e+00
-6.40837308e-01]
[ -1.85324530e-02 2.04145799e-01 1.01929548e-01 7.13794754e-02
8.38778454e-02 2.59366055e-02 9.56210773e-02 -8.80917752e-02
-1.62596176e-01 -2.57703955e-01 -2.49253233e-01 2.03857751e-01
1.05921105e-01]
[ -2.57419449e-01 -1.20615508e-01 1.63348777e-01 -2.84898103e-01
-1.31184884e-01 1.13109439e-01 -1.30781537e-01 3.94802614e-03
-8.48027307e-02 5.84176543e-02 -1.95186641e-01 -3.98497726e-01
-5.83678332e-02]
[ -9.13523518e-02 -2.63715098e-01 -1.81781758e-01 -2.84358097e-01
-4.76404405e-01 -8.69728639e-02 -7.26361264e-02 -7.86174832e-03
-7.56207436e-02 -5.37690087e-03 -2.30515752e-01 -4.11770672e-01
-2.87239904e-01]
[ -6.59030253e-02 -2.76491869e-02 -2.28443268e-01 -2.71444029e-01
1.15140222e-01 -1.61390471e-01 -1.76898961e-01 1.21494629e-01
-5.63900263e-03 1.21404238e-01 -2.15686237e-01 -2.60634745e-02
-8.32897772e-02]
[ 3.85215697e-02 -1.67895702e-01 -1.48674442e-01 -8.96993773e-02
-1.25371330e-01 -1.06567492e-01 1.07875471e-01 -1.52155828e-01
-1.52652036e-02 2.74661021e-02 -2.92355117e-02 -1.03819595e-01
-2.81139137e-02]
[ -2.91736283e-01 -1.40811076e-01 -7.84093211e-02 -1.13928219e-01
-3.00963347e-01 -2.75827931e-01 -3.74728140e-01 1.21410663e-02
-3.26793221e-01 -2.21772556e-01 1.59293846e-01 -1.29447625e-01
1.63838871e-01]
[ -2.28988161e-01 -1.23620418e-01 -9.37142906e-02 -4.44769135e-02
-8.37746991e-02 -1.20000842e-01 -7.84233818e-02 1.03793695e-02
-1.40880783e-01 -8.23897187e-02 1.69741823e-03 -2.13423502e-01
-1.09295578e-01]
[ -1.76293638e-01 -6.84003825e-02 -2.30616269e-01 -2.56564550e-01
-1.55947134e-01 -2.05726966e-01 -3.51445800e-01 -1.21170977e-01
1.22027508e-01 -2.37712894e-01 -3.61489026e-01 -3.39612855e-01
-3.59171379e-01]
[ -3.71312770e-01 -6.12703741e-02 -1.51490932e-01 -1.34963027e-01
-4.82116473e-02 -3.13578113e-01 3.64603915e-02 -8.44334715e-02
-1.19651847e-01 5.63626027e-02 9.30204270e-03 -3.38533043e-01
-3.33111040e-01]
[ -1.63589015e-01 -1.40686543e-01 -5.37769827e-02 -1.69201550e-01
-1.25386572e-01 -2.95815256e-01 2.69093913e-02 -1.52295386e-01
-2.10214997e-01 3.87054854e-02 2.19728012e-01 2.65046395e-03
-1.57041863e-01]
[ -1.29197052e-01 -1.73675799e-01 -1.13567388e-01 -2.91514933e-01
9.10874868e-02 -1.74124330e-02 -1.70200150e-01 -1.66116199e-01
1.18272107e-01 -8.91720671e-02 -1.29887084e-01 -6.43887777e-02
-3.19228234e-01]
[ -4.24896669e-02 -3.35439752e-02 -1.50187090e-01 -8.14720617e-02
-2.28493652e-01 6.26148923e-02 -6.24050113e-02 -4.67501959e-02
-2.28441437e-01 -9.34217010e-02 -1.12932036e-01 -3.74655863e-01
-2.08547562e-01]
[ -6.79069458e-02 2.15028735e-02 -1.28646533e-01 -3.36929857e-01
1.18556649e-01 2.05183897e-02 -1.93987585e-01 -1.44238506e-01
1.30759575e-01 -5.11380046e-02 -3.04986327e-01 -2.96100964e-01
-3.18519815e-01]
[ 7.45264150e-02 -3.05911386e-01 -8.60558586e-02 -4.57420929e-01
-2.20039112e-01 -9.02576217e-02 5.37557678e-02 8.49985601e-02
-2.27434514e-02 2.86872363e-01 -5.38062702e-01 -8.39387369e-01
4.42203613e-01]
[ -2.25172608e-01 -2.42724330e-01 -1.32707699e-01 -3.20630199e-01
-2.99574321e-01 -9.40713902e-02 2.06475629e-01 3.95183298e-02
2.85043098e-01 3.43043022e-02 -4.28614615e-01 -1.05659560e+00
6.64544907e-01]
[ -1.72687242e-02 -1.84709146e-01 2.01487742e-02 -3.23852971e-01
-1.69777296e-01 1.64765608e-01 2.03621263e-01 2.55188934e-01
-3.17751171e-02 2.29086224e-01 -2.47985783e-01 -1.13429256e+00
7.64661084e-01]
[ -2.05526268e-03 -4.32544661e-02 -1.26165515e-01 -1.44809492e-01
-1.78615814e-01 -4.78171173e-02 3.10009228e-01 1.66870914e-01
2.57083137e-01 3.66631837e-01 -5.09534531e-01 -1.07707695e+00
8.06166138e-01]
[ -8.53529148e-02 -2.78245688e-01 5.80029698e-02 -3.65740350e-01
-1.48507659e-01 1.16229632e-01 3.78809269e-01 1.40174303e-01
-6.48284578e-02 1.62190963e-01 -5.75828903e-01 -1.05483913e+00
8.83564872e-01]
[ 1.19444306e-01 -8.88108407e-02 1.51560111e-02 -1.81328626e-01
-8.25539316e-02 -1.88738214e-02 2.75920622e-01 3.81963191e-01
4.26407893e-01 2.67533714e-01 -5.74961431e-01 -9.96929546e-01
6.03613234e-01]
[ -1.89357544e-03 -1.39199143e-01 2.25357760e-02 1.91948597e-02
-9.30077814e-02 -2.83431450e-01 8.68616344e-02 3.60840841e-01
8.58079261e-03 1.27730319e-01 -2.70870306e-01 -8.27851675e-01
2.50074754e-01]
[ 9.25328682e-02 9.71909218e-02 7.66401699e-03 1.73479570e-01
-9.65558021e-02 -5.80063323e-02 -1.43136703e-01 -1.22466231e-01
-2.35182195e-01 -1.13170784e-01 -1.09181821e-01 1.98337391e-01
-3.77661985e-01]
[ 4.65103817e-02 -1.10969541e-01 1.47442498e-01 4.00422168e-01
2.43466162e-01 8.88891836e-03 -3.85394873e-01 -3.44433350e-01
-3.90361275e-02 -5.46318353e-01 2.72828114e-01 9.92519309e-01
-7.59396397e-01]
[ 2.88825437e-02 7.75530371e-02 -2.13830356e-01 8.74212405e-02
3.33459556e-02 -2.53356350e-03 -1.83758591e-01 -3.46980193e-01
-2.81811504e-01 -2.38571091e-01 -3.06830470e-02 -1.08373507e-01
-1.96989058e-01]
[ -6.53261794e-02 -2.07034832e-01 5.87433442e-02 4.72135189e-02
-1.29320724e-01 -1.36173741e-01 -2.14221692e-02 -4.75251184e-02
4.11569043e-02 -3.99760430e-01 -3.41765114e-01 -2.52124684e-01
7.30410228e-02]
[ 2.09829358e-04 -2.65613780e-01 5.12921464e-02 -3.22438647e-01
-1.89578045e-01 -2.33816205e-01 -3.13898402e-01 -1.62724946e-02
-4.81533282e-02 3.62348054e-02 -2.13397020e-01 2.25533326e-01
5.05106801e-02]
[ 1.62250723e-01 5.70384685e-02 -1.08633246e-01 -3.12500706e-01
-5.66975056e-02 -1.03567813e-01 -2.28458461e-01 -3.30948049e-02
-2.12866529e-01 -2.67735877e-01 -2.26053252e-01 4.29827239e-01
-1.57086350e-02]
[ -1.81886347e-01 -1.76902812e-01 -1.17607438e-01 -2.98961810e-01
-4.73086177e-02 2.44765479e-02 -2.26496790e-01 -2.79741732e-01
-1.56878935e-01 -9.46593555e-02 -2.45767132e-01 3.16872230e-01
-1.04826650e-01]
[ -4.62413902e-02 -2.01238745e-01 -1.67801878e-01 -2.97036077e-01
-4.32057118e-02 4.10667710e-02 -1.00399288e-01 -1.13023887e-01
-2.57260190e-01 -3.49027648e-01 -5.98551831e-02 1.83549085e-01
-2.51911136e-03]
[ 1.03805399e-01 8.61337827e-02 -1.62969613e-02 -2.52016461e-01
-3.21148473e-01 5.58408914e-03 -2.01697974e-01 -3.29749954e-01
-3.30998552e-01 -3.12541179e-02 -1.44719226e-01 1.90062055e-01
6.46422457e-03]
[ -6.31157895e-02 -8.64985122e-03 -2.85287964e-01 -4.16412840e-02
7.14409925e-02 1.54948831e-01 -2.55297912e-01 -1.91887519e-01
-6.03556696e-02 -6.36393776e-02 1.84892237e-01 7.13040892e-01
-1.17902554e-01]
[ 1.32299664e-01 3.33517314e-01 -1.96726167e-01 7.34485743e-01
1.13101892e-01 2.21399521e-03 -2.19911431e-01 -3.82419643e-01
-2.31551525e-01 -3.22720320e-01 7.34468428e-01 9.01444717e-01
-1.23262105e+00]
[ -9.08371363e-03 1.72737006e-01 5.38482995e-02 3.56213630e-01
-1.57168828e-03 -6.56984223e-02 -2.90033873e-01 -3.49903942e-01
-2.87553216e-01 -2.22308805e-01 5.80202467e-01 9.50373210e-01
-1.21407308e+00]
[ -3.35927841e-02 -1.36844974e-01 -1.49989142e-01 3.24727009e-01
-1.80256099e-01 2.36663418e-01 -5.21683259e-02 -1.91795923e-01
-2.34451308e-01 -3.77409494e-01 2.13836510e-01 5.52469653e-01
-6.09174523e-01]
[ 8.26611757e-02 -3.82818221e-01 -5.09114097e-02 1.25069703e-02
-1.15997435e-01 1.99794114e-01 7.67808721e-02 1.70411945e-01
-1.85712653e-01 -9.60273008e-03 -5.51783299e-02 3.28793837e-01
-3.34092457e-01]
[ 2.09800897e-01 -2.95561307e-01 -1.19033887e-01 -8.18317870e-02
-2.16042003e-01 1.22677383e-01 3.79503030e-02 -1.26985215e-01
-5.88412534e-02 -5.60836130e-02 -1.59484920e-01 -1.90778247e-01
-1.84749816e-01]
[ -1.34797209e-01 -7.86445419e-02 3.75055134e-02 -2.38707192e-01
-5.70906387e-02 -1.41504788e-01 3.66179594e-02 -1.37784734e-02
-1.01994255e-01 8.20977895e-03 -3.13800119e-01 -4.28811599e-01
-1.24120667e-01]
[ -1.41731924e-01 -1.35703109e-01 -6.85490493e-02 -2.81421439e-01
-3.45644912e-01 -2.88934499e-01 1.63769719e-01 1.47500138e-01
1.22650328e-02 1.24294711e-01 -2.73226712e-01 -8.56779856e-01
2.72224931e-02]
[ -1.35102573e-01 -2.50414929e-01 -3.02369457e-01 -8.04729340e-01
-3.00296765e-01 -2.07775947e-01 -1.79001712e-01 -9.84926622e-03
2.30118659e-02 -4.62618936e-01 -6.45286151e-01 -6.28757146e-01
-1.10870627e+00]
[ -1.24736486e-01 1.33330372e-01 1.36860736e-02 1.31147626e-01
-2.02373010e-01 -1.76034379e-01 -1.58566058e-01 8.92189899e-03
-1.43240220e-01 -1.48481116e-01 -1.19771832e-01 -3.83108515e-01
3.10455143e-02]
[ -3.64347594e-01 -1.17170415e-01 -2.73626794e-01 3.02982551e-01
-1.98512793e-01 -2.32674511e-01 -1.24110183e-01 -1.06539212e-01
1.10536699e-02 2.66939919e-02 1.03514844e-01 -3.28666014e-01
1.64195934e-01]
[ -1.33694576e-01 -4.63259945e-02 -2.55594991e-01 1.65623276e-01
-2.26528606e-01 -2.80018020e-01 -3.80616330e-01 -3.05840777e-02
9.10487553e-03 -1.20067288e-01 -2.00508790e-01 -2.87420393e-01
8.19651368e-02]
[ -2.46374631e-01 -5.30151024e-01 -3.40898457e-01 -8.87640894e-02
-3.18277332e-01 -2.33166430e-01 -1.22595253e-01 -2.48984783e-01
2.22208144e-02 -2.58845922e-01 -6.77719373e-02 -3.09476421e-01
1.32339410e-02]
[ -2.20496797e-01 -2.97787487e-01 -3.20680196e-01 -9.55859321e-02
-9.08050508e-02 -1.50723945e-01 -7.54486050e-02 2.43168716e-02
-1.93988702e-01 -5.02212926e-01 -2.43817103e-01 -2.64799043e-01
-4.54269172e-03]
[ -9.54866891e-02 -1.79351160e-02 -2.41603231e-01 -8.68199626e-01
-2.73004832e-01 -2.58782805e-01 5.69956083e-02 -4.57706570e-01
1.30617697e-01 -1.68256168e-01 -6.40820686e-01 -3.97823073e-01
-9.97353855e-01]]
Progress: 28.0% ... Training loss: 0.211 ... Validation loss: 0.372[[-0.23414812]
[ 0.25024622]
[-0.10499249]
[ 1.15549482]
[ 0.26374886]
[-0.0420038 ]
[-0.88659809]
[-0.81620835]
[-0.57714846]
[-0.85719646]
[ 1.23992029]
[ 2.97912963]
[-2.21644594]]
[[ -5.18100668e-01 -4.96182781e-01 -5.89090374e-01 -5.78384391e-02
-2.95426885e-01 -5.94146844e-01 1.82794883e-02 -2.29855422e-01
-3.12632468e-01 -2.94197970e-01 2.26129956e-01 9.42525891e-01
3.17451532e-01]
[ 7.67858892e-03 -1.36688428e-01 4.84986557e-02 -8.05328545e-02
-4.05910306e-02 5.83131859e-02 -1.16677542e-01 1.92431687e-01
-1.49134371e-01 -1.87114853e-01 -1.01655680e-01 -1.17232237e-01
-2.08755573e-02]
[ -2.74511372e-01 1.39771727e-01 -3.48892231e-02 8.96879978e-02
7.95607900e-02 -1.33580417e-01 -7.75836331e-02 -1.87238399e-01
2.55159387e-01 -4.47403969e-01 1.45776943e-01 6.80758266e-01
8.55964659e-01]
[ 2.47607151e-01 -2.43260149e-01 -2.76624040e-01 9.15269881e-02
-2.76325950e-01 1.09571124e-02 4.27970900e-01 -5.25566512e-01
2.96589889e-01 -1.73904051e-01 -1.41170536e-01 -3.92892941e-01
-2.65219268e-01]
[ 1.40413063e-01 3.34226053e-04 1.16159592e-01 -1.58480604e-01
-3.29629444e-02 7.40354349e-02 -1.50723883e-01 -1.60787563e-01
8.79976697e-02 2.53431484e-01 -1.44976296e-02 -1.40341900e-01
-1.31343002e-01]
[ -4.83922223e-01 -6.12106282e-01 -6.02579061e-01 -6.14398673e-01
-5.91387984e-01 -5.64888906e-01 -3.50183883e-01 -1.62181772e-01
-4.61900152e-01 -2.44992148e-01 -5.82018543e-01 -8.61469368e-01
-6.84044679e-01]
[ -4.13082990e-01 -5.95057092e-01 -3.24675951e-01 -4.26361616e-01
-4.18693859e-01 -5.63489182e-01 -4.16379437e-01 -4.87811852e-01
-2.99933998e-01 -1.05377534e-01 -4.76982937e-01 -4.88040476e-01
-5.54913291e-01]
[ -3.46575981e-01 -3.41458848e-01 -4.88040496e-01 -1.61209095e-01
-3.16983996e-01 -4.26140512e-01 -2.94061977e-01 -2.82837637e-01
-2.98597363e-01 -5.76582905e-01 -3.01612304e-01 -7.84339940e-01
-5.53599875e-01]
[ -4.63915246e-01 -3.46858334e-01 -3.82861073e-01 -2.24457317e-01
-3.37125360e-01 -2.16976267e-01 -3.20899796e-02 -4.40326780e-01
-2.50546289e-01 -4.44414567e-01 -1.87817885e-01 -2.85129861e-01
-2.27039380e-01]
[ -9.54191656e-01 -9.54740738e-01 -9.88026890e-01 -7.59972907e-01
-1.04301943e+00 -9.89345197e-01 -5.36541102e-01 -5.85896229e-01
-7.31391108e-01 -5.71774987e-01 -7.86654574e-01 -6.43697411e-01
-8.86192142e-01]
[ -5.14218006e-01 -2.67561389e-01 -4.73197753e-01 -3.65854926e-01
-3.46374599e-01 -3.64161244e-01 -6.14730779e-01 -6.17981631e-01
-6.64164419e-01 -1.00151059e-01 -5.46750995e-01 -8.22087023e-01
-6.00702093e-01]
[ -1.17836840e-01 2.51041963e-02 -3.43179430e-01 -4.54494832e-01
-1.03991019e-01 -7.46234889e-02 -1.99019876e-01 -4.11712018e-01
-1.74615120e-01 5.95404109e-02 -4.94311056e-01 -1.11305632e+00
-6.51279771e-01]
[ -1.86395054e-02 2.04209494e-01 1.01898342e-01 7.16106952e-02
8.39382218e-02 2.59208789e-02 9.51833218e-02 -8.84052085e-02
-1.62867275e-01 -2.58154623e-01 -2.49038486e-01 2.04060344e-01
1.05592898e-01]
[ -2.57413641e-01 -1.20610225e-01 1.63324948e-01 -2.85546987e-01
-1.31187416e-01 1.13111509e-01 -1.30635646e-01 3.89385265e-03
-8.49294105e-02 5.83838725e-02 -1.95834055e-01 -3.98356012e-01
-5.89984584e-02]
[ -9.17476329e-02 -2.63414983e-01 -1.81881307e-01 -2.81715336e-01
-4.75978337e-01 -8.70215571e-02 -7.44232665e-02 -9.16159477e-03
-7.68129758e-02 -6.36339096e-03 -2.27965146e-01 -4.05797107e-01
-2.88979410e-01]
[ -6.59143519e-02 -2.77272523e-02 -2.28435730e-01 -2.72222488e-01
1.15167087e-01 -1.61386567e-01 -1.77308363e-01 1.20921045e-01
-5.72745731e-03 1.21202590e-01 -2.15784546e-01 -2.37274859e-02
-8.26567790e-02]
[ 3.88314143e-02 -1.68007170e-01 -1.48553454e-01 -9.07991762e-02
-1.25651263e-01 -1.06533388e-01 1.09286009e-01 -1.50872093e-01
-1.43804639e-02 2.90977086e-02 -3.13059051e-02 -1.11476484e-01
-2.77610166e-02]
[ -2.91679211e-01 -1.40956549e-01 -7.83835588e-02 -1.14003265e-01
-3.01035569e-01 -2.75817740e-01 -3.74741098e-01 1.22225077e-02
-3.26668611e-01 -2.21424356e-01 1.59088404e-01 -1.31950616e-01
1.65403063e-01]
[ -2.29014757e-01 -1.23674732e-01 -9.36903013e-02 -4.46826209e-02
-8.38788739e-02 -1.20003267e-01 -7.93031646e-02 9.91177585e-03
-1.40916394e-01 -8.33615971e-02 2.03368723e-03 -2.12973181e-01
-1.11409472e-01]
[ -1.76026353e-01 -6.88327600e-02 -2.30461536e-01 -2.59837871e-01
-1.56680046e-01 -2.05675439e-01 -3.49109618e-01 -1.18614119e-01
1.24543759e-01 -2.37075158e-01 -3.65365585e-01 -3.52818635e-01
-3.51123148e-01]
[ -3.71639246e-01 -6.09984422e-02 -1.51542735e-01 -1.36143998e-01
-4.80733573e-02 -3.13604433e-01 3.58391169e-02 -8.37684527e-02
-1.20205751e-01 5.51219873e-02 8.51529347e-03 -3.40447500e-01
-3.31878481e-01]
[ -1.63442892e-01 -1.40802391e-01 -5.37366807e-02 -1.71383199e-01
-1.25501310e-01 -2.95799652e-01 2.83600627e-02 -1.51882133e-01
-2.09491783e-01 3.95481094e-02 2.18368874e-01 1.66919810e-03
-1.53273528e-01]
[ -1.29440923e-01 -1.73462839e-01 -1.13655060e-01 -2.90228760e-01
9.13277099e-02 -1.74514029e-02 -1.71897575e-01 -1.67222763e-01
1.17159359e-01 -8.99976710e-02 -1.28853539e-01 -6.20502636e-02
-3.20468790e-01]
[ -4.21928092e-02 -3.38706808e-02 -1.50107554e-01 -8.31958268e-02
-2.28755579e-01 6.26652472e-02 -6.12951083e-02 -4.61787004e-02
-2.27828002e-01 -9.24682053e-02 -1.14816575e-01 -3.77794759e-01
-2.07980592e-01]
[ -6.76887974e-02 2.13066482e-02 -1.28581576e-01 -3.38079838e-01
1.18346204e-01 2.05562141e-02 -1.93007056e-01 -1.43386525e-01
1.31280002e-01 -5.02261752e-02 -3.06123895e-01 -2.98168706e-01
-3.17800150e-01]
[ 7.45138154e-02 -3.05935350e-01 -8.60469865e-02 -4.57676971e-01
-2.20045794e-01 -9.02610070e-02 5.39424039e-02 8.51826794e-02
-2.27284793e-02 2.87130270e-01 -5.38487659e-01 -8.40583770e-01
4.43369333e-01]
[ -2.25249665e-01 -2.42668858e-01 -1.32733971e-01 -3.20594596e-01
-2.99522147e-01 -9.40832546e-02 2.06210152e-01 3.93341855e-02
2.84821601e-01 3.39925540e-02 -4.28497373e-01 -1.05646925e+00
6.64506432e-01]
[ -1.73685452e-02 -1.84595620e-01 2.01153154e-02 -3.23658896e-01
-1.69679105e-01 1.64749632e-01 2.03330857e-01 2.54951372e-01
-3.20559440e-02 2.28695945e-01 -2.47850574e-01 -1.13448507e+00
7.63954419e-01]
[ -2.04753748e-03 -4.32650053e-02 -1.26164326e-01 -1.44868121e-01
-1.78630592e-01 -4.78156153e-02 3.10055668e-01 1.66877760e-01
2.57129421e-01 3.66630113e-01 -5.09581668e-01 -1.07722753e+00
8.06266078e-01]
[ -8.54820351e-02 -2.78170278e-01 5.79552981e-02 -3.65606989e-01
-1.48437299e-01 1.16213074e-01 3.78833738e-01 1.40168161e-01
-6.50470769e-02 1.61866421e-01 -5.76014020e-01 -1.05584805e+00
8.83093164e-01]
[ 1.19515140e-01 -8.88784193e-02 1.51625522e-02 -1.81890361e-01
-8.26121662e-02 -1.88672579e-02 2.76563588e-01 3.82150571e-01
4.26720359e-01 2.67584291e-01 -5.75394552e-01 -9.98059382e-01
6.04830323e-01]
[ -1.94979491e-03 -1.39123114e-01 2.25162600e-02 1.99013884e-02
-9.29144395e-02 -2.83439299e-01 8.64849962e-02 3.60697228e-01
8.27809412e-03 1.27546549e-01 -2.70315145e-01 -8.26678164e-01
2.48649803e-01]
[ 9.24698850e-02 9.71864633e-02 7.64963926e-03 1.74001333e-01
-9.65364567e-02 -5.80132157e-02 -1.43579758e-01 -1.22702864e-01
-2.35391988e-01 -1.13373974e-01 -1.08832629e-01 1.98972033e-01
-3.77877708e-01]
[ 4.67214552e-02 -1.11701625e-01 1.47762857e-01 3.98339633e-01
2.42396562e-01 8.93259503e-03 -3.84373001e-01 -3.41896109e-01
-3.68711542e-02 -5.44733315e-01 2.68253001e-01 9.74939463e-01
-7.54848623e-01]
[ 2.87647552e-02 7.75504486e-02 -2.13856121e-01 8.78372560e-02
3.33698732e-02 -2.54886080e-03 -1.83493230e-01 -3.47002679e-01
-2.81491822e-01 -2.39159853e-01 -3.11376887e-02 -1.11664358e-01
-1.96559737e-01]
[ -6.55017903e-02 -2.06886688e-01 5.86705132e-02 4.75925201e-02
-1.29119265e-01 -1.36210371e-01 -2.26043662e-02 -4.82535415e-02
4.04673854e-02 -4.00082525e-01 -3.41381637e-01 -2.50744609e-01
7.30033342e-02]
[ 1.38432459e-04 -2.65662542e-01 5.12690242e-02 -3.23355565e-01
-1.89605303e-01 -2.33819064e-01 -3.14173267e-01 -1.67029661e-02
-4.82467634e-02 3.53124295e-02 -2.13890448e-01 2.27253572e-01
5.23555096e-02]
[ 1.61942391e-01 5.76223256e-02 -1.08766411e-01 -3.12569115e-01
-5.62253069e-02 -1.03601805e-01 -2.29579149e-01 -3.38385873e-02
-2.13752241e-01 -2.69473032e-01 -2.24719928e-01 4.34167983e-01
-1.66966062e-02]
[ -1.81851273e-01 -1.77114478e-01 -1.17535611e-01 -3.00868106e-01
-4.75261864e-02 2.44957728e-02 -2.26412537e-01 -2.79064674e-01
-1.56298760e-01 -9.43783547e-02 -2.47394121e-01 3.15085124e-01
-1.00480073e-01]
[ -4.64701912e-02 -2.01024612e-01 -1.67899787e-01 -2.97085480e-01
-4.29139576e-02 4.10315263e-02 -1.01752422e-01 -1.15413598e-01
-2.57791113e-01 -3.51128986e-01 -5.78940676e-02 1.92885372e-01
-4.23527733e-03]
[ 1.03960143e-01 8.59035956e-02 -1.62343105e-02 -2.53305762e-01
-3.21334597e-01 5.60871334e-03 -2.00913816e-01 -3.29073300e-01
-3.30413912e-01 -3.05526709e-02 -1.46222758e-01 1.86062192e-01
9.75668128e-03]
[ -6.29981235e-02 -8.92865054e-03 -2.85187978e-01 -4.29366181e-02
7.11580205e-02 1.54975985e-01 -2.54958861e-01 -1.90801874e-01
-5.99621243e-02 -6.22648085e-02 1.82987485e-01 7.07936857e-01
-1.14121640e-01]
[ 1.32562417e-01 3.33541651e-01 -1.96680601e-01 7.34504378e-01
1.13057375e-01 2.26335528e-03 -2.18999196e-01 -3.81998032e-01
-2.31602037e-01 -3.21565447e-01 7.34574114e-01 9.03938272e-01
-1.23466586e+00]
[ -8.95195608e-03 1.72704077e-01 5.38434515e-02 3.56851938e-01
-1.56831807e-03 -6.56762085e-02 -2.89930325e-01 -3.49851320e-01
-2.87639970e-01 -2.22380154e-01 5.81350864e-01 9.50496695e-01
-1.21714032e+00]
[ -3.31971282e-02 -1.37141919e-01 -1.49883988e-01 3.22380258e-01
-1.80547121e-01 2.36730696e-01 -5.03036414e-02 -1.90051444e-01
-2.33544820e-01 -3.75648480e-01 2.11720340e-01 5.48057840e-01
-6.07755745e-01]
[ 8.26574274e-02 -3.82662621e-01 -5.09695069e-02 1.27399911e-02
-1.15866521e-01 1.99776618e-01 7.69355972e-02 1.70123984e-01
-1.85675522e-01 -9.76188587e-03 -5.48139676e-02 3.28568003e-01
-3.35216978e-01]
[ 2.09977105e-01 -2.95699719e-01 -1.18966589e-01 -8.22637418e-02
-2.16202564e-01 1.22701880e-01 3.83642316e-02 -1.26481805e-01
-5.85366723e-02 -5.53306145e-02 -1.59968691e-01 -1.91586157e-01
-1.84248075e-01]
[ -1.34712836e-01 -7.86974594e-02 3.75324128e-02 -2.39183465e-01
-5.71484629e-02 -1.41496523e-01 3.71403382e-02 -1.34760591e-02
-1.01774563e-01 8.70317844e-03 -3.14215267e-01 -4.29610839e-01
-1.23577881e-01]
[ -1.41738720e-01 -1.35687972e-01 -6.85534039e-02 -2.81346817e-01
-3.45632238e-01 -2.88935651e-01 1.63735206e-01 1.47453608e-01
1.22237354e-02 1.24264844e-01 -2.73161695e-01 -8.56651928e-01
2.70317546e-02]
[ -1.34283295e-01 -2.51305038e-01 -3.02095407e-01 -8.10696420e-01
-3.01313601e-01 -2.07665233e-01 -1.76514427e-01 -8.68458942e-03
2.61196194e-02 -4.61130511e-01 -6.50462790e-01 -6.37681566e-01
-1.10538977e+00]
[ -1.24678478e-01 1.33434341e-01 1.37052637e-02 1.31279048e-01
-2.02351820e-01 -1.76038402e-01 -1.57592158e-01 9.02651297e-03
-1.42848327e-01 -1.47843116e-01 -1.19443757e-01 -3.83291826e-01
3.48762367e-02]
[ -3.64301993e-01 -1.17170273e-01 -2.73646280e-01 3.01958578e-01
-1.98554038e-01 -2.32675832e-01 -1.23009383e-01 -1.06154375e-01
1.17025087e-02 2.73494337e-02 1.02047151e-01 -3.35950895e-01
1.68546790e-01]
[ -1.33838215e-01 -4.66724712e-02 -2.55503946e-01 1.64998613e-01
-2.26724929e-01 -2.80001261e-01 -3.81175120e-01 -2.94278144e-02
9.07686676e-03 -1.19303812e-01 -2.02477551e-01 -2.94780811e-01
8.48020501e-02]
[ -2.46269712e-01 -5.30763673e-01 -3.40729061e-01 -9.11943177e-02
-3.18980005e-01 -2.33102291e-01 -1.21205497e-01 -2.46027907e-01
2.30972139e-02 -2.57480341e-01 -7.14699087e-02 -3.20151568e-01
2.05847915e-02]
[ -2.20478692e-01 -2.97818081e-01 -3.20679253e-01 -9.55461114e-02
-9.07925281e-02 -1.50723618e-01 -7.54854325e-02 2.43662360e-02
-1.94012514e-01 -5.02181122e-01 -2.43867613e-01 -2.65081659e-01
-5.41560918e-03]
[ -9.60913722e-02 -1.68295833e-02 -2.41883415e-01 -8.66713572e-01
-2.72028907e-01 -2.58880227e-01 5.36652186e-02 -4.60601180e-01
1.27917678e-01 -1.72133423e-01 -6.36932878e-01 -3.83340198e-01
-1.00700552e+00]]
Progress: 28.1% ... Training loss: 0.209 ... Validation loss: 0.374[[-0.22094413]
[ 0.26287989]
[-0.09381714]
[ 1.16812141]
[ 0.27352448]
[-0.03082887]
[-0.86839395]
[-0.81181092]
[-0.56023412]
[-0.83842949]
[ 1.25011587]
[ 2.98672417]
[-2.2109495 ]]
[[ -5.18960819e-01 -4.95595941e-01 -5.89291672e-01 -5.69753417e-02
-2.94935427e-01 -5.94251580e-01 1.58432560e-02 -2.30045669e-01
-3.14183387e-01 -2.98011645e-01 2.26469939e-01 9.44213540e-01
3.17065585e-01]
[ 7.68469750e-03 -1.36695337e-01 4.85024645e-02 -8.05765312e-02
-4.06017682e-02 5.83156003e-02 -1.16652297e-01 1.92472419e-01
-1.49116914e-01 -1.87100886e-01 -1.01676254e-01 -1.17443754e-01
-2.08831461e-02]
[ -2.74957853e-01 1.39546927e-01 -3.50244288e-02 8.79020408e-02
7.94529228e-02 -1.33632703e-01 -7.84215145e-02 -1.83244516e-01
2.54634553e-01 -4.49344780e-01 1.45627811e-01 6.80002363e-01
8.55874645e-01]
[ 2.46553425e-01 -2.41567353e-01 -2.76962654e-01 1.07524370e-01
-2.74250837e-01 1.07331498e-02 4.19483430e-01 -5.31693825e-01
2.91146567e-01 -1.76867276e-01 -1.27163535e-01 -3.70188045e-01
-2.89201284e-01]
[ 1.40029615e-01 1.82032497e-03 1.15717228e-01 -1.52996503e-01
-3.08726464e-02 7.38801180e-02 -1.52889527e-01 -1.67226615e-01
8.56733356e-02 2.49498105e-01 -5.18628908e-03 -1.17011453e-01
-1.48583116e-01]
[ -4.84127605e-01 -6.12080831e-01 -6.02608500e-01 -6.14144389e-01
-5.91473155e-01 -5.64898881e-01 -3.50884090e-01 -1.62088628e-01
-4.62159430e-01 -2.45952269e-01 -5.82897077e-01 -8.65385015e-01
-6.82668479e-01]
[ -4.14138632e-01 -5.93461772e-01 -3.25293669e-01 -4.19668903e-01
-4.16935441e-01 -5.63684115e-01 -4.21230755e-01 -4.93415650e-01
-3.03991315e-01 -1.11410742e-01 -4.67695737e-01 -4.58935243e-01
-5.74291237e-01]
[ -3.46951870e-01 -3.41695959e-01 -4.88043605e-01 -1.61996203e-01
-3.17244626e-01 -4.26165524e-01 -2.95212951e-01 -2.81230193e-01
-2.98697746e-01 -5.77924540e-01 -3.03268262e-01 -7.93973461e-01
-5.50516965e-01]
[ -4.64707461e-01 -3.45871827e-01 -3.83145576e-01 -2.21830561e-01
-3.36468906e-01 -2.17119433e-01 -3.52049434e-02 -4.40922416e-01
-2.52573423e-01 -4.46842932e-01 -1.85187416e-01 -2.78386131e-01
-2.26983376e-01]
[ -9.54653451e-01 -9.54620051e-01 -9.88206406e-01 -7.61646142e-01
-1.04314439e+00 -9.89395461e-01 -5.37357102e-01 -5.85450389e-01
-7.31934260e-01 -5.73526033e-01 -7.88451076e-01 -6.43225003e-01
-8.82717838e-01]
[ -5.15491869e-01 -2.66013781e-01 -4.73770719e-01 -3.58813730e-01
-3.44902575e-01 -3.64382264e-01 -6.20419694e-01 -6.21083295e-01
-6.67861375e-01 -1.07006489e-01 -5.38838940e-01 -8.05774020e-01
-6.12389140e-01]
[ -1.18530310e-01 2.58060674e-02 -3.43361716e-01 -4.51076148e-01
-1.03269005e-01 -7.47252914e-02 -2.02332426e-01 -4.13555041e-01
-1.76819125e-01 5.73835589e-02 -4.91043433e-01 -1.10754193e+00
-6.57929860e-01]
[ -1.86395054e-02 2.04209494e-01 1.01898342e-01 7.16106952e-02
8.39382218e-02 2.59208789e-02 9.51833218e-02 -8.84052085e-02
-1.62867275e-01 -2.58154623e-01 -2.49038486e-01 2.04060344e-01
1.05592898e-01]
[ -2.57678737e-01 -1.20395062e-01 1.63226653e-01 -2.84005454e-01
-1.30960936e-01 1.13064521e-01 -1.31940659e-01 2.66253805e-03
-8.53435527e-02 5.67997266e-02 -1.94631896e-01 -3.97195832e-01
-6.02123622e-02]
[ -9.15817744e-02 -2.63576759e-01 -1.81813724e-01 -2.82940882e-01
-4.76195055e-01 -8.69842950e-02 -7.32964530e-02 -7.92302129e-03
-7.64558084e-02 -5.40802869e-03 -2.29501778e-01 -4.09742362e-01
-2.86329625e-01]
[ -6.59339599e-02 -2.78037305e-02 -2.28406146e-01 -2.72749844e-01
1.15004406e-01 -1.61373751e-01 -1.77471775e-01 1.21293768e-01
-5.68862219e-03 1.21293322e-01 -2.16726191e-01 -2.55544846e-02
-8.19593226e-02]
[ 3.81605680e-02 -1.67117333e-01 -1.48891864e-01 -8.85930915e-02
-1.24711504e-01 -1.06636113e-01 1.06541098e-01 -1.53674274e-01
-1.67411465e-02 2.52545405e-02 -2.72618763e-02 -9.61581181e-02
-3.64187085e-02]
[ -2.91940086e-01 -1.40499797e-01 -7.85595647e-02 -1.10293234e-01
-3.00490498e-01 -2.75880547e-01 -3.75860702e-01 1.06228295e-02
-3.27635082e-01 -2.22996959e-01 1.63086505e-01 -1.22821394e-01
1.57643976e-01]
[ -2.29346841e-01 -1.23139652e-01 -9.39108872e-02 -4.18497003e-02
-8.32810090e-02 -1.20069063e-01 -8.13703906e-02 7.19758459e-03
-1.42462106e-01 -8.51687353e-02 5.39460943e-03 -2.03920841e-01
-1.18250843e-01]
[ -1.75984048e-01 -6.92705013e-02 -2.30316111e-01 -2.61497243e-01
-1.57164773e-01 -2.05637752e-01 -3.49177807e-01 -1.16712819e-01
1.25468194e-01 -2.36665650e-01 -3.67233880e-01 -3.59934952e-01
-3.46353326e-01]
[ -3.71750562e-01 -6.12213857e-02 -1.51519995e-01 -1.37384795e-01
-4.82951864e-02 -3.13612960e-01 3.57897924e-02 -8.25586416e-02
-1.20246756e-01 5.48302029e-02 6.37058705e-03 -3.46531770e-01
-3.29784445e-01]
[ -1.63960728e-01 -1.40320423e-01 -5.38941442e-02 -1.69968221e-01
-1.25118208e-01 -2.95879389e-01 2.66045310e-02 -1.51707128e-01
-2.10805676e-01 3.87605686e-02 2.19232168e-01 2.73868931e-03
-1.52651664e-01]
[ -1.29634530e-01 -1.73181649e-01 -1.13722501e-01 -2.89340888e-01
9.15229098e-02 -1.74878611e-02 -1.72411793e-01 -1.67081164e-01
1.16637646e-01 -9.08635244e-02 -1.27793976e-01 -6.07227185e-02
-3.19794842e-01]
[ -4.24628230e-02 -3.34585590e-02 -1.50250754e-01 -8.23373724e-02
-2.28485071e-01 6.26067715e-02 -6.24675618e-02 -4.73889607e-02
-2.28439066e-01 -9.39570094e-02 -1.13459142e-01 -3.73573225e-01
-2.09904826e-01]
[ -6.76848059e-02 2.13036416e-02 -1.28580274e-01 -3.38091993e-01
1.18343248e-01 2.05568747e-02 -1.92991451e-01 -1.43366756e-01
1.31290134e-01 -5.02040673e-02 -3.06134940e-01 -2.98174749e-01
-3.17773605e-01]
[ 7.44260020e-02 -3.05837436e-01 -8.60761084e-02 -4.57380055e-01
-2.19946271e-01 -9.02778544e-02 5.35806813e-02 8.48934548e-02
-2.30003929e-02 2.86847627e-01 -5.38314619e-01 -8.40289722e-01
4.42881736e-01]
[ -2.25245879e-01 -2.42660466e-01 -1.32738416e-01 -3.20609265e-01
-2.99515794e-01 -9.40837644e-02 2.06282200e-01 3.93218502e-02
2.84848387e-01 3.40208451e-02 -4.28516008e-01 -1.05662737e+00
6.64667513e-01]
[ -1.73103056e-02 -1.84640051e-01 2.01301885e-02 -3.24157614e-01
-1.69723632e-01 1.64755814e-01 2.03753096e-01 2.55225871e-01
-3.18762116e-02 2.29002686e-01 -2.48347782e-01 -1.13513709e+00
7.65115811e-01]
[ -2.28893343e-03 -4.30137815e-02 -1.26238107e-01 -1.43687728e-01
-1.78409661e-01 -4.78515437e-02 3.08893870e-01 1.65726838e-01
2.56317218e-01 3.65424103e-01 -5.08712287e-01 -1.07620490e+00
8.04131352e-01]
[ -8.56569316e-02 -2.78011106e-01 5.79030268e-02 -3.64661893e-01
-1.48257108e-01 1.16183245e-01 3.77958537e-01 1.39812385e-01
-6.56238027e-02 1.61337681e-01 -5.75328551e-01 -1.05524304e+00
8.80871900e-01]
[ 1.19203188e-01 -8.86395927e-02 1.50775772e-02 -1.80572701e-01
-8.23666686e-02 -1.89139293e-02 2.75206550e-01 3.81310145e-01
4.25886548e-01 2.66416930e-01 -5.74462575e-01 -9.97468671e-01
6.02610057e-01]
[ -1.98715355e-03 -1.39076091e-01 2.24788052e-02 2.06750401e-02
-9.28289702e-02 -2.83443589e-01 8.60636550e-02 3.59745231e-01
8.18318763e-03 1.26663332e-01 -2.69386671e-01 -8.24866918e-01
2.46712378e-01]
[ 9.28183620e-02 9.69715166e-02 7.70982540e-03 1.73551907e-01
-9.66968718e-02 -5.79830876e-02 -1.41738279e-01 -1.21870707e-01
-2.34049296e-01 -1.12824118e-01 -1.09405439e-01 1.96500101e-01
-3.78201339e-01]
[ 4.65765485e-02 -1.11569827e-01 1.47691152e-01 3.99849020e-01
2.42598034e-01 8.91020650e-03 -3.85089068e-01 -3.42627489e-01
-3.74461466e-02 -5.45503257e-01 2.69959416e-01 9.78551189e-01
-7.57058971e-01]
[ 2.86529087e-02 7.75438776e-02 -2.13867172e-01 8.83370834e-02
3.33704535e-02 -2.56550023e-03 -1.83979292e-01 -3.46916028e-01
-2.81510622e-01 -2.39775420e-01 -3.08194174e-02 -1.12734969e-01
-1.96138950e-01]
[ -6.55194137e-02 -2.07056456e-01 5.87067880e-02 4.60733581e-02
-1.29332118e-01 -1.36203355e-01 -2.23359387e-02 -4.74370921e-02
4.09839562e-02 -3.99900312e-01 -3.42699928e-01 -2.56180002e-01
7.70467343e-02]
[ -2.81452997e-04 -2.65465066e-01 5.11896979e-02 -3.23695304e-01
-1.89474937e-01 -2.33867893e-01 -3.15712944e-01 -1.61370239e-02
-4.92359206e-02 3.49817904e-02 -2.14621909e-01 2.26605291e-01
5.46084293e-02]
[ 1.61676089e-01 5.78318308e-02 -1.08839483e-01 -3.12569478e-01
-5.59867111e-02 -1.03627718e-01 -2.30548047e-01 -3.45055118e-02
-2.14426637e-01 -2.70714577e-01 -2.24276393e-01 4.38910273e-01
-1.78286250e-02]
[ -1.82074062e-01 -1.76879274e-01 -1.17633104e-01 -3.00016413e-01
-4.72235386e-02 2.44569697e-02 -2.27448184e-01 -2.80235005e-01
-1.56995410e-01 -9.58783411e-02 -2.46265069e-01 3.19902911e-01
-1.02536462e-01]
[ -4.64545549e-02 -2.00968976e-01 -1.67940936e-01 -2.97443763e-01
-4.28687353e-02 4.10332667e-02 -1.01551482e-01 -1.15462178e-01
-2.58103429e-01 -3.51040546e-01 -5.80371576e-02 1.93777589e-01
-3.94782921e-03]
[ 1.03659399e-01 8.65014206e-02 -1.64262637e-02 -2.52185048e-01
-3.20880007e-01 5.54373452e-03 -2.02450629e-01 -3.31430251e-01
-3.31198598e-01 -3.28498499e-02 -1.43957768e-01 1.95176238e-01
6.07872367e-03]
[ -6.31147113e-02 -8.75297122e-03 -2.85279425e-01 -4.26685481e-02
7.13153427e-02 1.54953451e-01 -2.54992160e-01 -1.90187880e-01
-6.02691502e-02 -6.30032832e-02 1.83881030e-01 7.09323840e-01
-1.16237438e-01]
[ 1.32490812e-01 3.33450630e-01 -1.96670498e-01 7.34144490e-01
1.12945666e-01 2.25513262e-03 -2.18902101e-01 -3.81385331e-01
-2.31607609e-01 -3.21582858e-01 7.33736428e-01 9.03478516e-01
-1.23369702e+00]
[ -9.34705114e-03 1.73313180e-01 5.36504042e-02 3.60530257e-01
-1.02865645e-03 -6.57550075e-02 -2.92037332e-01 -3.50646109e-01
-2.89093395e-01 -2.23563195e-01 5.85111402e-01 9.58832084e-01
-1.22094836e+00]
[ -3.31726332e-02 -1.37289557e-01 -1.49839610e-01 3.21902682e-01
-1.80748826e-01 2.36750464e-01 -5.03331255e-02 -1.89599932e-01
-2.33418571e-01 -3.75537852e-01 2.11119701e-01 5.46478981e-01
-6.06243476e-01]
[ 8.27932545e-02 -3.82799137e-01 -5.08949289e-02 1.18749057e-02
-1.16071720e-01 1.99812832e-01 7.77156474e-02 1.71071468e-01
-1.85265191e-01 -9.07374958e-03 -5.58202341e-02 3.25529148e-01
-3.33666817e-01]
[ 2.10025601e-01 -2.95696917e-01 -1.18967132e-01 -8.21268646e-02
-2.16224493e-01 1.22708927e-01 3.83053426e-02 -1.26718430e-01
-5.85132194e-02 -5.51906327e-02 -1.59721191e-01 -1.90499912e-01
-1.85151823e-01]
[ -1.34694542e-01 -7.87604504e-02 3.75472045e-02 -2.39175537e-01
-5.72302099e-02 -1.41493246e-01 3.75033877e-02 -1.28366161e-02
-1.01675066e-01 9.26847540e-03 -3.14507937e-01 -4.31772491e-01
-1.23256086e-01]
[ -1.41900299e-01 -1.35461503e-01 -6.86105187e-02 -2.80263793e-01
-3.45431505e-01 -2.88958926e-01 1.62561356e-01 1.46720192e-01
1.14608925e-02 1.23603690e-01 -2.72111950e-01 -8.54986985e-01
2.47180349e-02]
[ -1.34185115e-01 -2.51831725e-01 -3.02083878e-01 -8.13166659e-01
-3.01720560e-01 -2.07648716e-01 -1.75853499e-01 -7.29989761e-03
2.65673067e-02 -4.61138997e-01 -6.52867687e-01 -6.41521217e-01
-1.10425605e+00]
[ -1.25273830e-01 1.34077795e-01 1.34949396e-02 1.35851225e-01
-2.01856489e-01 -1.76132557e-01 -1.60697696e-01 7.36885050e-03
-1.44381076e-01 -1.49990275e-01 -1.16123307e-01 -3.77196786e-01
3.06814061e-02]
[ -3.64462890e-01 -1.17205161e-01 -2.73611845e-01 3.02232024e-01
-1.98601055e-01 -2.32704242e-01 -1.23232653e-01 -1.04557971e-01
1.16601939e-02 2.78975465e-02 1.01436702e-01 -3.40098898e-01
1.72694745e-01]
[ -1.34288261e-01 -4.61777933e-02 -2.55661077e-01 1.67389641e-01
-2.26293664e-01 -2.80063397e-01 -3.82889454e-01 -3.09584122e-02
7.93618462e-03 -1.21249100e-01 -2.00420598e-01 -2.91556619e-01
8.17646947e-02]
[ -2.46334481e-01 -5.30790244e-01 -3.40760768e-01 -9.11601170e-02
-3.19054777e-01 -2.33106598e-01 -1.21072675e-01 -2.45770046e-01
2.30649158e-02 -2.57308434e-01 -7.19295549e-02 -3.22957406e-01
2.20693186e-02]
[ -2.20696046e-01 -2.97578212e-01 -3.20739602e-01 -9.50431583e-02
-9.06036323e-02 -1.50734863e-01 -7.57332682e-02 2.50541462e-02
-1.94854049e-01 -5.02989393e-01 -2.43199351e-01 -2.65130935e-01
-7.98801217e-03]
[ -9.71302633e-02 -1.52492715e-02 -2.42404638e-01 -8.63230490e-01
-2.70546578e-01 -2.59069578e-01 4.83449817e-02 -4.65838634e-01
1.24615456e-01 -1.78707565e-01 -6.30120374e-01 -3.59516867e-01
-1.01882996e+00]]
Progress: 28.1% ... Training loss: 0.206 ... Validation loss: 0.366[[-0.23175032]
[ 0.25397948]
[-0.10067854]
[ 1.15766819]
[ 0.26551919]
[-0.04033158]
[-0.88495471]
[-0.82299385]
[-0.57012043]
[-0.85199021]
[ 1.23621613]
[ 2.97468165]
[-2.22060087]]
[[ -5.18387370e-01 -4.95619658e-01 -5.89144905e-01 -5.86374145e-02
-2.95212263e-01 -5.94198565e-01 1.92006699e-02 -2.26658628e-01
-3.13570718e-01 -2.93680121e-01 2.23103003e-01 9.46674604e-01
3.18344187e-01]
[ 7.68028076e-03 -1.36742097e-01 4.85099772e-02 -8.10999655e-02
-4.06497596e-02 5.83153709e-02 -1.16490764e-01 1.92700102e-01
-1.49051594e-01 -1.87095063e-01 -1.02250223e-01 -1.19352846e-01
-1.95109036e-02]
[ -2.76109216e-01 1.39686231e-01 -3.52538804e-02 9.06900858e-02
7.99692794e-02 -1.33769683e-01 -8.06525201e-02 -1.84260869e-01
2.53491781e-01 -4.54667643e-01 1.45656096e-01 6.87975925e-01
8.55660672e-01]
[ 2.48082676e-01 -2.41474768e-01 -2.76817794e-01 1.06156589e-01
-2.73818750e-01 1.08463769e-02 4.24981567e-01 -5.31977630e-01
2.93871462e-01 -1.72632162e-01 -1.24969782e-01 -3.58647978e-01
-2.97180352e-01]
[ 1.40265710e-01 1.60555136e-03 1.15674752e-01 -1.53516859e-01
-3.10860992e-02 7.39406910e-02 -1.54081147e-01 -1.71252519e-01
8.54445844e-02 2.49719677e-01 -5.19844333e-03 -1.16263429e-01
-1.52319988e-01]
[ -4.83820156e-01 -6.12145407e-01 -6.02575483e-01 -6.16205359e-01
-5.91543217e-01 -5.64863423e-01 -3.49754580e-01 -1.62263989e-01
-4.62195032e-01 -2.45085914e-01 -5.84445281e-01 -8.64901681e-01
-6.82908357e-01]
[ -4.13834444e-01 -5.93838763e-01 -3.25159820e-01 -4.25462103e-01
-4.17540981e-01 -5.63639267e-01 -4.19765566e-01 -4.90907378e-01
-3.03315708e-01 -1.08566535e-01 -4.72520672e-01 -4.65604127e-01
-5.61814227e-01]
[ -3.46544803e-01 -3.42154199e-01 -4.87921102e-01 -1.62342793e-01
-3.17492746e-01 -4.26131086e-01 -2.92165365e-01 -2.79516976e-01
-2.97633361e-01 -5.76909082e-01 -3.05791684e-01 -7.90293458e-01
-5.55386320e-01]
[ -4.64029430e-01 -3.46690660e-01 -3.82901432e-01 -2.25045350e-01
-3.37237316e-01 -2.17019732e-01 -3.14986352e-02 -4.38249221e-01
-2.50432417e-01 -4.44022074e-01 -1.88915397e-01 -2.87375432e-01
-2.24089181e-01]
[ -9.54121790e-01 -9.56063794e-01 -9.87959131e-01 -7.71475562e-01
-1.04448742e+00 -9.89307543e-01 -5.30179780e-01 -5.80730219e-01
-7.28801560e-01 -5.71576136e-01 -7.99136569e-01 -6.60202533e-01
-8.66790365e-01]
[ -5.14726205e-01 -2.65934365e-01 -4.73577281e-01 -3.59062529e-01
-3.44980858e-01 -3.64305528e-01 -6.19444679e-01 -6.19147685e-01
-6.68092439e-01 -1.02886145e-01 -5.38988368e-01 -7.98130056e-01
-6.19070453e-01]
[ -1.18130901e-01 2.54517549e-02 -3.43268918e-01 -4.52413478e-01
-1.03539829e-01 -7.46755001e-02 -2.01136169e-01 -4.13491498e-01
-1.75875363e-01 5.88601951e-02 -4.92833052e-01 -1.10970322e+00
-6.56914046e-01]
[ -1.86395054e-02 2.04209494e-01 1.01898342e-01 7.16106952e-02
8.39382218e-02 2.59208789e-02 9.51833218e-02 -8.84052085e-02
-1.62867275e-01 -2.58154623e-01 -2.49038486e-01 2.04060344e-01
1.05592898e-01]
[ -2.57259469e-01 -1.20668245e-01 1.63347167e-01 -2.86108212e-01
-1.31311661e-01 1.13120063e-01 -1.30236228e-01 3.95927911e-03
-8.45755980e-02 5.87279729e-02 -1.96804783e-01 -3.99890421e-01
-5.98111443e-02]
[ -9.13257917e-02 -2.63727908e-01 -1.81777329e-01 -2.83678186e-01
-4.76310806e-01 -8.69597505e-02 -7.26026401e-02 -7.61557452e-03
-7.62579399e-02 -4.42476119e-03 -2.30189490e-01 -4.09704609e-01
-2.85821998e-01]
[ -6.59080357e-02 -2.79223648e-02 -2.28373774e-01 -2.73494963e-01
1.14866223e-01 -1.61365984e-01 -1.77481300e-01 1.21313246e-01
-5.73932036e-03 1.21414222e-01 -2.17515451e-01 -2.76388268e-02
-8.15666689e-02]
[ 3.79247392e-02 -1.66994124e-01 -1.48956976e-01 -9.02824053e-02
-1.24694834e-01 -1.06660274e-01 1.05794374e-01 -1.53059358e-01
-1.72658959e-02 2.52648018e-02 -2.83244107e-02 -9.60176953e-02
-3.24836172e-02]
[ -2.91657097e-01 -1.40753485e-01 -7.84733146e-02 -1.13495010e-01
-3.00762481e-01 -2.75847124e-01 -3.74597095e-01 1.12394990e-02
-3.27032828e-01 -2.21664101e-01 1.60647924e-01 -1.24887572e-01
1.64385753e-01]
[ -2.29205526e-01 -1.23789743e-01 -9.38002651e-02 -4.42095415e-02
-8.38357615e-02 -1.20040861e-01 -7.96451765e-02 9.04430931e-03
-1.41325550e-01 -8.43466403e-02 1.96810968e-03 -2.10386377e-01
-1.12989901e-01]
[ -1.76524954e-01 -6.79548175e-02 -2.30545592e-01 -2.55465866e-01
-1.55978545e-01 -2.05713293e-01 -3.52531708e-01 -1.19895176e-01
1.22435310e-01 -2.38586440e-01 -3.60848111e-01 -3.40910149e-01
-3.58095047e-01]
[ -3.71419910e-01 -6.17716446e-02 -1.51419542e-01 -1.39246254e-01
-4.87928316e-02 -3.13575235e-01 3.78110788e-02 -8.10140359e-02
-1.18803079e-01 5.58453407e-02 3.16304693e-03 -3.52549665e-01
-3.28329690e-01]
[ -1.63318550e-01 -1.41020234e-01 -5.36974012e-02 -1.72691026e-01
-1.25668866e-01 -2.95813537e-01 3.08625396e-02 -1.49304286e-01
-2.08497829e-01 4.06211731e-02 2.16039892e-01 -4.25272242e-03
-1.50363867e-01]
[ -1.29403258e-01 -1.73439302e-01 -1.13634178e-01 -2.90245501e-01
9.12555642e-02 -1.74535261e-02 -1.71214258e-01 -1.65989881e-01
1.17350723e-01 -8.99282838e-02 -1.28793566e-01 -6.34887302e-02
-3.19191519e-01]
[ -4.22954397e-02 -3.36253247e-02 -1.50206632e-01 -8.31973445e-02
-2.28609836e-01 6.26302644e-02 -6.18315988e-02 -4.71389870e-02
-2.28028455e-01 -9.33927790e-02 -1.14216993e-01 -3.74323728e-01
-2.09390587e-01]
[ -6.77083027e-02 2.12673435e-02 -1.28567964e-01 -3.38353960e-01
1.18320024e-01 2.05601392e-02 -1.93032564e-01 -1.43455757e-01
1.31164018e-01 -5.03092412e-02 -3.06410519e-01 -2.99036109e-01
-3.17869335e-01]
[ 7.45064219e-02 -3.05862491e-01 -8.60571826e-02 -4.57779019e-01
-2.19988487e-01 -9.02714110e-02 5.41418946e-02 8.53011519e-02
-2.27481802e-02 2.87468780e-01 -5.38727812e-01 -8.41108368e-01
4.44096880e-01]
[ -2.25232190e-01 -2.42683004e-01 -1.32729009e-01 -3.20768165e-01
-2.99542474e-01 -9.40816812e-02 2.06444171e-01 3.95424019e-02
2.84909883e-01 3.41530105e-02 -4.28715243e-01 -1.05675652e+00
6.65086033e-01]
[ -1.72767723e-02 -1.84686411e-01 2.01406658e-02 -3.24613972e-01
-1.69767845e-01 1.64759552e-01 2.04101964e-01 2.55419475e-01
-3.16764876e-02 2.29194039e-01 -2.48769863e-01 -1.13577903e+00
7.66202635e-01]
[ -2.27875905e-03 -4.30151846e-02 -1.26240047e-01 -1.43829129e-01
-1.78418181e-01 -4.78514099e-02 3.09070499e-01 1.65817921e-01
2.56387320e-01 3.65540066e-01 -5.08808962e-01 -1.07670796e+00
8.04604679e-01]
[ -8.55510915e-02 -2.78107162e-01 5.79452510e-02 -3.65286014e-01
-1.48370894e-01 1.16197223e-01 3.79007488e-01 1.40615852e-01
-6.51448301e-02 1.61987937e-01 -5.76036274e-01 -1.05679164e+00
8.83284689e-01]
[ 1.19231857e-01 -8.86710335e-02 1.50848726e-02 -1.80808149e-01
-8.24144712e-02 -1.89101952e-02 2.75750658e-01 3.81642102e-01
4.26147524e-01 2.66513853e-01 -5.74825399e-01 -9.98605516e-01
6.03421133e-01]
[ -1.74233274e-03 -1.39222656e-01 2.25305123e-02 1.96555715e-02
-9.29852877e-02 -2.83426394e-01 8.76524458e-02 3.60630471e-01
9.04772929e-03 1.27617839e-01 -2.70256556e-01 -8.25966911e-01
2.47702355e-01]
[ 9.34864047e-02 9.67681054e-02 7.84455942e-03 1.74189050e-01
-9.68144571e-02 -5.79239635e-02 -1.38757752e-01 -1.20220222e-01
-2.32977194e-01 -1.10779655e-01 -1.09229459e-01 1.97647608e-01
-3.84173180e-01]
[ 4.68188818e-02 -1.11710485e-01 1.47765369e-01 3.99009938e-01
2.42382229e-01 8.94130388e-03 -3.84192246e-01 -3.41831748e-01
-3.70233572e-02 -5.44418459e-01 2.69023546e-01 9.76931663e-01
-7.56925650e-01]
[ 2.85937883e-02 7.75552862e-02 -2.13879242e-01 8.82176259e-02
3.34282084e-02 -2.57212370e-03 -1.84021224e-01 -3.47149982e-01
-2.81593909e-01 -2.40218145e-01 -3.08624348e-02 -1.13664886e-01
-1.95453727e-01]
[ -6.56747551e-02 -2.06925849e-01 5.86560655e-02 4.63539918e-02
-1.29212310e-01 -1.36216822e-01 -2.34301341e-02 -4.82644519e-02
4.05159630e-02 -4.00672635e-01 -3.42190278e-01 -2.53892010e-01
7.64790327e-02]
[ -3.85841676e-04 -2.65427865e-01 5.11447415e-02 -3.24584547e-01
-1.89460047e-01 -2.33875089e-01 -3.16251649e-01 -1.69522169e-02
-4.98131353e-02 3.46012510e-02 -2.14590356e-01 2.29633546e-01
5.57608338e-02]
[ 1.61755111e-01 5.77191162e-02 -1.08775691e-01 -3.14002105e-01
-5.61591469e-02 -1.03618534e-01 -2.29794017e-01 -3.36617553e-02
-2.14182127e-01 -2.69727533e-01 -2.26512308e-01 4.34100381e-01
-1.33121254e-02]
[ -1.82149093e-01 -1.76614237e-01 -1.17632190e-01 -2.99498687e-01
-4.70405542e-02 2.44482230e-02 -2.28676577e-01 -2.80747307e-01
-1.57800257e-01 -9.58581902e-02 -2.45628207e-01 3.24840508e-01
-1.04278032e-01]
[ -4.72504841e-02 -2.00173494e-01 -1.68227386e-01 -2.95762732e-01
-4.20520379e-02 4.09428022e-02 -1.05235097e-01 -1.18002833e-01
-2.60610300e-01 -3.54921813e-01 -5.48834764e-02 2.05615327e-01
-7.92011171e-03]
[ 1.03731811e-01 8.62851437e-02 -1.63774040e-02 -2.53134670e-01
-3.21039798e-01 5.55767960e-03 -2.01932367e-01 -3.30699513e-01
-3.30860808e-01 -3.24428990e-02 -1.44865217e-01 1.92626979e-01
7.45049536e-03]
[ -6.27472735e-02 -9.33556424e-03 -2.85153283e-01 -4.45446894e-02
7.07733945e-02 1.55005315e-01 -2.53475135e-01 -1.89166038e-01
-5.89595558e-02 -6.12496373e-02 1.81639454e-01 7.04261097e-01
-1.12619183e-01]
[ 1.33029727e-01 3.32063704e-01 -1.96411159e-01 7.28340295e-01
1.11694665e-01 2.33492233e-03 -2.15716011e-01 -3.77982041e-01
-2.29361023e-01 -3.19379675e-01 7.25833998e-01 8.90912561e-01
-1.22750084e+00]
[ -9.28271407e-03 1.73663100e-01 5.36086775e-02 3.62706583e-01
-7.17716313e-04 -6.57487683e-02 -2.91755714e-01 -3.51623203e-01
-2.89656920e-01 -2.23333421e-01 5.87677508e-01 9.62271623e-01
-1.22666815e+00]
[ -3.30037239e-02 -1.37428564e-01 -1.49802836e-01 3.21087618e-01
-1.80855956e-01 2.36773857e-01 -4.96775857e-02 -1.89382232e-01
-2.33039218e-01 -3.75008949e-01 2.10488522e-01 5.46222509e-01
-6.05928337e-01]
[ 8.28660589e-02 -3.82905299e-01 -5.08461039e-02 1.10965086e-02
-1.16240867e-01 1.99825547e-01 7.83039076e-02 1.71968122e-01
-1.84973632e-01 -8.54532675e-03 -5.69444283e-02 3.22299650e-01
-3.31713654e-01]
[ 2.10231029e-01 -2.95829098e-01 -1.18915046e-01 -8.27989035e-02
-2.16333342e-01 1.22728925e-01 3.89029456e-02 -1.26514455e-01
-5.79807533e-02 -5.44833884e-02 -1.60536011e-01 -1.91048183e-01
-1.84052810e-01]
[ -1.34767476e-01 -7.86862007e-02 3.75393608e-02 -2.38519299e-01
-5.71300017e-02 -1.41500684e-01 3.70372642e-02 -1.28968476e-02
-1.01887350e-01 9.09617029e-03 -3.14030311e-01 -4.31637689e-01
-1.24337087e-01]
[ -1.41937607e-01 -1.35454699e-01 -6.86170190e-02 -2.80417910e-01
-3.45443693e-01 -2.88965201e-01 1.62556607e-01 1.46708524e-01
1.14975360e-02 1.23542828e-01 -2.72379881e-01 -8.55845498e-01
2.55855658e-02]
[ -1.33359405e-01 -2.52595945e-01 -3.01898391e-01 -8.18704535e-01
-3.02552234e-01 -2.07550246e-01 -1.69653786e-01 -4.43042854e-03
2.88123910e-02 -4.58360527e-01 -6.57809942e-01 -6.46104547e-01
-1.10294452e+00]
[ -1.25176789e-01 1.33850647e-01 1.35433284e-02 1.34502447e-01
-2.02032561e-01 -1.76121658e-01 -1.59971116e-01 8.11654280e-03
-1.43882597e-01 -1.49696166e-01 -1.17426011e-01 -3.81031573e-01
3.38800083e-02]
[ -3.64345347e-01 -1.17195453e-01 -2.73535784e-01 3.01897114e-01
-1.98680918e-01 -2.32686577e-01 -1.23062858e-01 -1.03553195e-01
1.16404975e-02 2.93785969e-02 1.00078555e-01 -3.41649590e-01
1.73702851e-01]
[ -1.34069596e-01 -4.59115054e-02 -2.55649039e-01 1.68578042e-01
-2.26113264e-01 -2.80040186e-01 -3.82175276e-01 -3.17059263e-02
8.20450557e-03 -1.20208569e-01 -1.98387180e-01 -2.88156837e-01
8.12492744e-02]
[ -2.46044787e-01 -5.31012265e-01 -3.40643460e-01 -9.28167565e-02
-3.19334183e-01 -2.33073381e-01 -1.19198987e-01 -2.44357084e-01
2.41989882e-02 -2.55433444e-01 -7.44622272e-02 -3.30782070e-01
2.72127072e-02]
[ -2.20410747e-01 -2.97909421e-01 -3.20587405e-01 -9.64246712e-02
-9.10059812e-02 -1.50691401e-01 -7.52231671e-02 2.70220508e-02
-1.94544535e-01 -5.01230197e-01 -2.45024663e-01 -2.69427607e-01
-6.54799618e-03]
[ -9.72674806e-02 -1.56993095e-02 -2.42462605e-01 -8.65574725e-01
-2.70649745e-01 -2.59082057e-01 4.74995219e-02 -4.66374600e-01
1.24025081e-01 -1.80389035e-01 -6.32817242e-01 -3.52321353e-01
-1.02015421e+00]]
Progress: 28.1% ... Training loss: 0.208 ... Validation loss: 0.369[[-0.22594968]
[ 0.26285651]
[-0.09401356]
[ 1.16802592]
[ 0.27577074]
[-0.03223361]
[-0.87611505]
[-0.8125371 ]
[-0.55596152]
[-0.84902479]
[ 1.24962153]
[ 3.00094191]
[-2.20294325]]
[[ -5.18980320e-01 -4.94814488e-01 -5.89384153e-01 -5.04081286e-02
-2.94059263e-01 -5.94341027e-01 1.39150971e-02 -2.32329084e-01
-3.17394254e-01 -2.94680795e-01 2.32368767e-01 9.79969060e-01
2.90624057e-01]
[ 7.59506817e-03 -1.36676352e-01 4.84714746e-02 -8.05538584e-02
-4.05300538e-02 5.82956601e-02 -1.17088959e-01 1.92289260e-01
-1.49298760e-01 -1.87737567e-01 -1.01649407e-01 -1.17057669e-01
-2.10773782e-02]
[ -2.78034761e-01 1.41928056e-01 -3.62393531e-02 9.72831851e-02
8.22593393e-02 -1.34098267e-01 -9.09860978e-02 -1.96538593e-01
2.46394672e-01 -4.65266387e-01 1.58049836e-01 7.47757148e-01
8.27575999e-01]
[ 2.47926324e-01 -2.42082856e-01 -2.76616200e-01 1.06921426e-01
-2.74273126e-01 1.09336344e-02 4.26627583e-01 -5.29736220e-01
2.96241382e-01 -1.72840943e-01 -1.25520237e-01 -3.78094364e-01
-2.82309264e-01]
[ 1.39472236e-01 3.70271811e-03 1.15042734e-01 -1.48419982e-01
-2.90838248e-02 7.36630166e-02 -1.57609059e-01 -1.74944465e-01
8.22385954e-02 2.45462794e-01 6.25319023e-04 -1.11876688e-01
-1.67167540e-01]
[ -4.83580447e-01 -6.12414189e-01 -6.02410900e-01 -6.15862662e-01
-5.91740300e-01 -5.64826150e-01 -3.49771223e-01 -1.60747879e-01
-4.62094446e-01 -2.43229445e-01 -5.85271631e-01 -8.68139905e-01
-6.85596751e-01]
[ -4.13962427e-01 -5.93571045e-01 -3.25241724e-01 -4.22185447e-01
-4.17099539e-01 -5.63669063e-01 -4.19975676e-01 -4.92439863e-01
-3.04149651e-01 -1.07854168e-01 -4.68995173e-01 -4.56962637e-01
-5.69158033e-01]
[ -3.47173436e-01 -3.41394305e-01 -4.88157659e-01 -1.58379206e-01
-3.16798749e-01 -4.26249063e-01 -2.96384782e-01 -2.82860736e-01
-3.00698843e-01 -5.79205565e-01 -3.01082267e-01 -7.66909013e-01
-5.70819175e-01]
[ -4.64541697e-01 -3.45765278e-01 -3.83295775e-01 -2.24817145e-01
-3.36070421e-01 -2.17164877e-01 -3.31538760e-02 -4.42002454e-01
-2.52197856e-01 -4.47601793e-01 -1.84904004e-01 -2.71244577e-01
-2.30650835e-01]
[ -9.54271161e-01 -9.54965999e-01 -9.88269989e-01 -7.66619970e-01
-1.04322088e+00 -9.89425164e-01 -5.32929574e-01 -5.86273155e-01
-7.31800194e-01 -5.72091753e-01 -7.92037490e-01 -6.24411144e-01
-8.93844959e-01]
[ -5.14223120e-01 -2.66701868e-01 -4.73364553e-01 -3.63496137e-01
-3.45607075e-01 -3.64226726e-01 -6.16894860e-01 -6.17564208e-01
-6.66410012e-01 -1.00722080e-01 -5.42971201e-01 -8.05293482e-01
-6.12234202e-01]
[ -1.19513790e-01 2.68056739e-02 -3.43719006e-01 -4.45024317e-01
-1.02074894e-01 -7.48923272e-02 -2.07037604e-01 -4.16645405e-01
-1.80123434e-01 5.39043827e-02 -4.84529341e-01 -1.09341261e+00
-6.68722413e-01]
[ -1.86395054e-02 2.04209494e-01 1.01898342e-01 7.16106952e-02
8.39382218e-02 2.59208789e-02 9.51833218e-02 -8.84052085e-02
-1.62867275e-01 -2.58154623e-01 -2.49038486e-01 2.04060344e-01
1.05592898e-01]
[ -2.57044562e-01 -1.20826311e-01 1.63441949e-01 -2.86505817e-01
-1.31463179e-01 1.13155152e-01 -1.29521178e-01 5.03135174e-03
-8.41841191e-02 5.98002041e-02 -1.97388391e-01 -4.00642225e-01
-6.01779947e-02]
[ -9.11993105e-02 -2.63884388e-01 -1.81701222e-01 -2.83859401e-01
-4.76422174e-01 -8.69418273e-02 -7.23779269e-02 -6.86326119e-03
-7.60552723e-02 -3.35489146e-03 -2.31210409e-01 -4.12913758e-01
-2.85808991e-01]
[ -6.61661562e-02 -2.77228610e-02 -2.28452021e-01 -2.70770098e-01
1.15178613e-01 -1.61397464e-01 -1.79272745e-01 1.20157585e-01
-6.81811576e-03 1.20181584e-01 -2.14918877e-01 -2.07217008e-02
-8.55514771e-02]
[ 3.82866628e-02 -1.67316454e-01 -1.48767892e-01 -9.11772345e-02
-1.25185964e-01 -1.06615245e-01 1.07042727e-01 -1.51541553e-01
-1.64770178e-02 2.74714901e-02 -3.04585014e-02 -1.03861179e-01
-3.28415586e-02]
[ -2.91899754e-01 -1.40755521e-01 -7.85238958e-02 -1.12089631e-01
-3.00577644e-01 -2.75882655e-01 -3.74484723e-01 1.19002779e-02
-3.27566701e-01 -2.21652391e-01 1.61806667e-01 -1.25432844e-01
1.64085204e-01]
[ -2.29382358e-01 -1.23627081e-01 -9.39417554e-02 -4.43541643e-02
-8.35275998e-02 -1.20079651e-01 -7.99037102e-02 7.10158927e-03
-1.41606702e-01 -8.50868999e-02 2.61732950e-03 -1.99895644e-01
-1.15712875e-01]
[ -1.76779055e-01 -6.72001292e-02 -2.30698739e-01 -2.52498476e-01
-1.55411822e-01 -2.05774784e-01 -3.55625042e-01 -1.23811213e-01
1.20051888e-01 -2.39961901e-01 -3.56579179e-01 -3.22452001e-01
-3.73481191e-01]
[ -3.71448332e-01 -6.17901740e-02 -1.51434917e-01 -1.38345550e-01
-4.87360791e-02 -3.13581624e-01 3.76669598e-02 -8.07707125e-02
-1.18940334e-01 5.58571207e-02 3.95110846e-03 -3.50579394e-01
-3.28117942e-01]
[ -1.63728640e-01 -1.40427753e-01 -5.38755539e-02 -1.70420136e-01
-1.25048198e-01 -2.95884306e-01 2.78949068e-02 -1.51522417e-01
-2.10006063e-01 3.88513629e-02 2.20404294e-01 6.59762495e-03
-1.57380776e-01]
[ -1.30070813e-01 -1.72505540e-01 -1.14000084e-01 -2.88729029e-01
9.23016523e-02 -1.76188431e-02 -1.72898913e-01 -1.68773338e-01
1.15550244e-01 -9.32678652e-02 -1.25834988e-01 -5.29803697e-02
-3.24075564e-01]
[ -4.19490946e-02 -3.40167141e-02 -1.50096147e-01 -8.52260230e-02
-2.28929430e-01 6.26966600e-02 -6.02499886e-02 -4.61374264e-02
-2.27185999e-01 -9.22314664e-02 -1.15941394e-01 -3.77474059e-01
-2.06985248e-01]
[ -6.77493564e-02 2.13572883e-02 -1.28603742e-01 -3.38681565e-01
1.18403264e-01 2.05498241e-02 -1.93076355e-01 -1.43800971e-01
1.31097470e-01 -5.06924476e-02 -3.06312051e-01 -2.97812489e-01
-3.17505917e-01]
[ 7.44855707e-02 -3.05828433e-01 -8.60648980e-02 -4.57903090e-01
-2.19963653e-01 -9.02751110e-02 5.41144428e-02 8.52723189e-02
-2.28878779e-02 2.87607171e-01 -5.38814208e-01 -8.41019327e-01
4.44185218e-01]
[ -2.25161455e-01 -2.42728573e-01 -1.32700871e-01 -3.21234658e-01
-2.99602105e-01 -9.40703195e-02 2.06953211e-01 3.99023302e-02
2.85196501e-01 3.46862223e-02 -4.29205985e-01 -1.05747474e+00
6.66293495e-01]
[ -1.73952905e-02 -1.84573278e-01 2.01100413e-02 -3.24044964e-01
-1.69653593e-01 1.64742484e-01 2.03496621e-01 2.54933104e-01
-3.20525842e-02 2.28537524e-01 -2.48110713e-01 -1.13540757e+00
7.64376954e-01]
[ -2.24949354e-03 -4.30374132e-02 -1.26231772e-01 -1.43952073e-01
-1.78443318e-01 -4.78480495e-02 3.09228169e-01 1.65946342e-01
2.56463147e-01 3.65655017e-01 -5.08913824e-01 -1.07677252e+00
8.04799661e-01]
[ -8.56560094e-02 -2.78016745e-01 5.79218599e-02 -3.64852081e-01
-1.48283943e-01 1.16177975e-01 3.78832463e-01 1.40672825e-01
-6.53570469e-02 1.61727072e-01 -5.75886943e-01 -1.05731515e+00
8.82923310e-01]
[ 1.19176424e-01 -8.86397159e-02 1.50724027e-02 -1.80686973e-01
-8.23933883e-02 -1.89190300e-02 2.75917338e-01 3.81802481e-01
4.26252261e-01 2.66361291e-01 -5.74821899e-01 -9.99467427e-01
6.03804676e-01]
[ -1.40625459e-03 -1.39602646e-01 2.26384022e-02 1.84215452e-02
-9.33481382e-02 -2.83382492e-01 8.99191701e-02 3.61755509e-01
1.04833039e-02 1.29033075e-01 -2.71383088e-01 -8.29361635e-01
2.49720475e-01]
[ 9.37249144e-02 9.65713803e-02 7.90265367e-03 1.73340700e-01
-9.69395024e-02 -5.78965245e-02 -1.37300859e-01 -1.19639903e-01
-2.32404446e-01 -1.10023018e-01 -1.10138464e-01 1.93582112e-01
-3.84192302e-01]
[ 4.66708910e-02 -1.11692734e-01 1.47753272e-01 4.03049620e-01
2.42575610e-01 8.91916485e-03 -3.85200628e-01 -3.41720654e-01
-3.75359626e-02 -5.44286162e-01 2.72088174e-01 9.79047702e-01
-7.62415361e-01]
[ 2.86547311e-02 7.74922322e-02 -2.13857864e-01 8.79641491e-02
3.33678340e-02 -2.56267416e-03 -1.83821521e-01 -3.46977584e-01
-2.81466884e-01 -2.39997100e-01 -3.11158387e-02 -1.14003230e-01
-1.95231724e-01]
[ -6.56288210e-02 -2.06967743e-01 5.86739160e-02 4.60251320e-02
-1.29261592e-01 -1.36209143e-01 -2.32251850e-02 -4.80977777e-02
4.06685271e-02 -4.00462609e-01 -3.42463298e-01 -2.54354211e-01
7.69723840e-02]
[ -2.78049750e-04 -2.65544297e-01 5.11825791e-02 -3.25225243e-01
-1.89562623e-01 -2.33856555e-01 -3.15778328e-01 -1.66378938e-02
-4.95014150e-02 3.50145765e-02 -2.15156257e-01 2.28590866e-01
5.69045750e-02]
[ 1.61370152e-01 5.81912466e-02 -1.08925352e-01 -3.13092335e-01
-5.56567546e-02 -1.03684558e-01 -2.31733382e-01 -3.58665635e-02
-2.15413295e-01 -2.71080613e-01 -2.24974442e-01 4.42829454e-01
-1.62856140e-02]
[ -1.82357052e-01 -1.76243804e-01 -1.17776555e-01 -2.98748671e-01
-4.65513084e-02 2.43848768e-02 -2.29822121e-01 -2.82247078e-01
-1.58831506e-01 -9.72526598e-02 -2.43934218e-01 3.32247870e-01
-1.07195839e-01]
[ -4.80267514e-02 -1.98923274e-01 -1.68657889e-01 -2.92780489e-01
-4.06753226e-02 4.07812694e-02 -1.10528843e-01 -1.23464971e-01
-2.64278211e-01 -3.58719532e-01 -4.77387915e-02 2.32959356e-01
-2.04859647e-02]
[ 1.03280501e-01 8.70713581e-02 -1.65741813e-02 -2.50857915e-01
-3.20444435e-01 5.48690953e-03 -2.04575592e-01 -3.32667860e-01
-3.32902570e-01 -3.42183772e-02 -1.41128676e-01 2.06277291e-01
-7.42419549e-04]
[ -6.27146860e-02 -9.40068434e-03 -2.85136804e-01 -4.52525649e-02
7.06961880e-02 1.55011511e-01 -2.53164270e-01 -1.88995238e-01
-5.86206059e-02 -6.09958482e-02 1.80845391e-01 7.02777343e-01
-1.11117507e-01]
[ 1.33146598e-01 3.31456738e-01 -1.96341299e-01 7.25594702e-01
1.11197069e-01 2.35970597e-03 -2.14293377e-01 -3.76499052e-01
-2.28329033e-01 -3.19170751e-01 7.21848576e-01 8.86189321e-01
-1.22319016e+00]
[ -9.01687406e-03 1.73512158e-01 5.36999128e-02 3.62653726e-01
-7.67056946e-04 -6.57130546e-02 -2.91015741e-01 -3.50852075e-01
-2.89237091e-01 -2.21688055e-01 5.86971465e-01 9.57959237e-01
-1.22856102e+00]
[ -3.30947444e-02 -1.37149950e-01 -1.49862855e-01 3.23217259e-01
-1.80637083e-01 2.36750712e-01 -5.06806400e-02 -1.90537811e-01
-2.33748725e-01 -3.75359251e-01 2.12638527e-01 5.52619943e-01
-6.10010296e-01]
[ 8.28372278e-02 -3.82882679e-01 -5.08507775e-02 1.15617945e-02
-1.16209982e-01 1.99821989e-01 7.80685485e-02 1.71790263e-01
-1.85038165e-01 -8.68441361e-03 -5.65089105e-02 3.23347738e-01
-3.32325331e-01]
[ 2.10378699e-01 -2.95952177e-01 -1.18865444e-01 -8.25254205e-02
-2.16445275e-01 1.22753953e-01 3.94004489e-02 -1.26435072e-01
-5.79158110e-02 -5.40853285e-02 -1.60547995e-01 -1.90721022e-01
-1.86016135e-01]
[ -1.34673305e-01 -7.88674053e-02 3.76130816e-02 -2.38977809e-01
-5.73279890e-02 -1.41484984e-01 3.74444281e-02 -1.20500449e-02
-1.01616112e-01 9.99444984e-03 -3.14806688e-01 -4.34403954e-01
-1.22946003e-01]
[ -1.42125122e-01 -1.35244192e-01 -6.86733036e-02 -2.79574008e-01
-3.45273459e-01 -2.88990627e-01 1.61718571e-01 1.46052211e-01
1.07262419e-02 1.22776003e-01 -2.71451384e-01 -8.53649635e-01
2.34996665e-02]
[ -1.34065036e-01 -2.51218017e-01 -3.02258688e-01 -8.14756848e-01
-3.01007948e-01 -2.07694994e-01 -1.75184433e-01 -1.01911240e-02
2.48190390e-02 -4.60859676e-01 -6.50096092e-01 -6.12360395e-01
-1.12009419e+00]
[ -1.25443541e-01 1.34291578e-01 1.33851192e-02 1.38567384e-01
-2.01521786e-01 -1.76164545e-01 -1.61572511e-01 5.95938650e-03
-1.45242885e-01 -1.51182896e-01 -1.13270516e-01 -3.67869604e-01
2.94227041e-02]
[ -3.64817196e-01 -1.16581036e-01 -2.73720084e-01 3.04676071e-01
-1.98089938e-01 -2.32763368e-01 -1.25037416e-01 -1.05380777e-01
1.02412141e-02 2.72249187e-02 1.03230101e-01 -3.33782537e-01
1.67577618e-01]
[ -1.34060642e-01 -4.59104170e-02 -2.55649883e-01 1.68778081e-01
-2.26090979e-01 -2.80040397e-01 -3.82442340e-01 -3.21529695e-02
8.00653496e-03 -1.20398044e-01 -1.98071163e-01 -2.87565263e-01
7.98198109e-02]
[ -2.46551063e-01 -5.30854552e-01 -3.40764704e-01 -8.88403509e-02
-3.18852467e-01 -2.33131268e-01 -1.22220594e-01 -2.45477270e-01
2.24727514e-02 -2.57017455e-01 -7.02940984e-02 -3.19825290e-01
2.23821496e-02]
[ -2.20442047e-01 -2.97818292e-01 -3.20651790e-01 -9.57012923e-02
-9.08538741e-02 -1.50703739e-01 -7.53230301e-02 2.65098265e-02
-1.94605223e-01 -5.01660380e-01 -2.43937163e-01 -2.68298149e-01
-7.48666259e-03]
[ -9.63238013e-02 -1.66983051e-02 -2.42121546e-01 -8.73454985e-01
-2.71846646e-01 -2.59002841e-01 5.38932433e-02 -4.61663080e-01
1.27198621e-01 -1.75353173e-01 -6.41989822e-01 -3.74853772e-01
-1.01725003e+00]]
Progress: 28.2% ... Training loss: 0.210 ... Validation loss: 0.359[[-0.22597709]
[ 0.24867728]
[-0.09921627]
[ 1.15472934]
[ 0.2681517 ]
[-0.03365481]
[-0.88225883]
[-0.8224138 ]
[-0.56284083]
[-0.85001087]
[ 1.23280803]
[ 2.97032185]
[-2.2370609 ]]
[[ -5.19014370e-01 -4.95715006e-01 -5.89335713e-01 -5.49376272e-02
-2.94629866e-01 -5.94308894e-01 1.79314811e-02 -2.29587579e-01
-3.14730099e-01 -2.95700043e-01 2.26925476e-01 9.72302188e-01
3.07042230e-01]
[ 8.07286357e-03 -1.37709413e-01 4.87452212e-02 -8.75622353e-02
-4.13398073e-02 5.83555799e-02 -1.13584041e-01 1.95550223e-01
-1.47429402e-01 -1.86243276e-01 -1.08708353e-01 -1.34106552e-01
-9.35689890e-03]
[ -2.76177464e-01 1.36202748e-01 -3.47817430e-02 6.72325994e-02
7.66557935e-02 -1.33778084e-01 -7.76170734e-02 -1.75923093e-01
2.57942764e-01 -4.53712882e-01 1.22187094e-01 6.59746434e-01
8.93199004e-01]
[ 2.47253485e-01 -2.38926126e-01 -2.77427363e-01 1.20197057e-01
-2.71201298e-01 1.07804006e-02 4.25380043e-01 -5.38762793e-01
2.91174955e-01 -1.75978401e-01 -1.08456306e-01 -3.47485932e-01
-3.10680764e-01]
[ 1.39096562e-01 3.88916608e-03 1.15008133e-01 -1.44102718e-01
-2.85508478e-02 7.35860700e-02 -1.63137636e-01 -1.77458604e-01
8.05003834e-02 2.43575656e-01 3.70369658e-03 -9.66473340e-02
-1.77938773e-01]
[ -4.83153135e-01 -6.12942647e-01 -6.02277758e-01 -6.17441653e-01
-5.92183893e-01 -5.64766868e-01 -3.48193441e-01 -1.59741309e-01
-4.60994868e-01 -2.41172926e-01 -5.87135336e-01 -8.72920392e-01
-6.83622010e-01]
[ -4.14710161e-01 -5.93724449e-01 -3.25333018e-01 -4.21065260e-01
-4.16774059e-01 -5.63732410e-01 -4.23354928e-01 -4.93147772e-01
-3.05902293e-01 -1.11219656e-01 -4.67342951e-01 -4.37174171e-01
-5.68126300e-01]
[ -3.46283355e-01 -3.43696968e-01 -4.87636341e-01 -1.70194897e-01
-3.18937473e-01 -4.26112348e-01 -2.89149134e-01 -2.75688134e-01
-2.95236871e-01 -5.74993347e-01 -3.15288727e-01 -8.08555650e-01
-5.43052047e-01]
[ -4.65111768e-01 -3.45261676e-01 -3.83488664e-01 -2.24486473e-01
-3.35452234e-01 -2.17246738e-01 -3.48427649e-02 -4.43683505e-01
-2.53743307e-01 -4.49726835e-01 -1.83508959e-01 -2.66352090e-01
-2.30972139e-01]
[ -9.54272609e-01 -9.57205172e-01 -9.87900467e-01 -7.79116670e-01
-1.04497700e+00 -9.89378975e-01 -5.29450720e-01 -5.80977064e-01
-7.28317201e-01 -5.71802822e-01 -8.05343644e-01 -6.48843245e-01
-8.64269441e-01]
[ -5.14239551e-01 -2.66910534e-01 -4.73383590e-01 -3.62267155e-01
-3.45513879e-01 -3.64222341e-01 -6.16520121e-01 -6.17070814e-01
-6.66517360e-01 -1.00354598e-01 -5.42098642e-01 -8.01174519e-01
-6.10289628e-01]
[ -1.19625601e-01 2.68816614e-02 -3.43738929e-01 -4.45139007e-01
-1.01949035e-01 -7.49102528e-02 -2.07627910e-01 -4.16973428e-01
-1.80530334e-01 5.35407199e-02 -4.84684630e-01 -1.09434125e+00
-6.70145481e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56952988e-01 -1.20941313e-01 1.63469835e-01 -2.87111544e-01
-1.31558896e-01 1.13170669e-01 -1.29047622e-01 5.06710610e-03
-8.38272455e-02 6.00926867e-02 -1.97799276e-01 -4.01683322e-01
-5.95511158e-02]
[ -9.11266651e-02 -2.64009644e-01 -1.81681068e-01 -2.84138454e-01
-4.76516349e-01 -8.69253595e-02 -7.23580567e-02 -7.18337996e-03
-7.59626251e-02 -3.21076999e-03 -2.31784615e-01 -4.14419823e-01
-2.85557058e-01]
[ -6.58264729e-02 -2.82661258e-02 -2.28296883e-01 -2.72158305e-01
1.14738133e-01 -1.61355798e-01 -1.78534768e-01 1.21768038e-01
-6.11059208e-03 1.22156274e-01 -2.16531006e-01 -2.37658604e-02
-8.45310783e-02]
[ 3.81430472e-02 -1.67361349e-01 -1.48773214e-01 -9.07702595e-02
-1.25107394e-01 -1.06625176e-01 1.06666555e-01 -1.51929402e-01
-1.66092983e-02 2.64099429e-02 -3.08309184e-02 -9.96906221e-02
-3.24187922e-02]
[ -2.92459218e-01 -1.40401118e-01 -7.87127007e-02 -1.10451892e-01
-3.00022741e-01 -2.75942207e-01 -3.77273798e-01 9.71842113e-03
-3.29525690e-01 -2.24022172e-01 1.65011650e-01 -1.09019073e-01
1.58914594e-01]
[ -2.29506741e-01 -1.23853415e-01 -9.39142445e-02 -4.45701745e-02
-8.36342474e-02 -1.20087364e-01 -7.96486749e-02 8.63144348e-03
-1.41248395e-01 -8.53660095e-02 2.26515009e-03 -2.00002770e-01
-1.09502276e-01]
[ -1.76380875e-01 -6.83648296e-02 -2.30448052e-01 -2.57823313e-01
-1.56506738e-01 -2.05709946e-01 -3.52761962e-01 -1.19510795e-01
1.23075111e-01 -2.38268379e-01 -3.62594096e-01 -3.41345170e-01
-3.59340313e-01]
[ -3.71396505e-01 -6.22317128e-02 -1.51309939e-01 -1.39664371e-01
-4.91715429e-02 -3.13562014e-01 3.80035789e-02 -7.93965547e-02
-1.18342909e-01 5.67082795e-02 1.54876437e-03 -3.57319011e-01
-3.23669429e-01]
[ -1.63306731e-01 -1.41089478e-01 -5.37306570e-02 -1.75568499e-01
-1.25655096e-01 -2.95835167e-01 3.16922895e-02 -1.50094202e-01
-2.08304551e-01 4.03942770e-02 2.14556187e-01 -9.25721109e-03
-1.48638345e-01]
[ -1.30591696e-01 -1.72031283e-01 -1.14174439e-01 -2.88448708e-01
9.28565998e-02 -1.76945911e-02 -1.74815187e-01 -1.70728744e-01
1.14162973e-01 -9.49510924e-02 -1.24431714e-01 -4.72154282e-02
-3.24528850e-01]
[ -4.19511836e-02 -3.40943167e-02 -1.50084899e-01 -8.57674102e-02
-2.29001475e-01 6.27013035e-02 -5.99033315e-02 -4.57112472e-02
-2.27132871e-01 -9.23939648e-02 -1.16587762e-01 -3.79962097e-01
-2.06291231e-01]
[ -6.77751505e-02 2.14480229e-02 -1.28627485e-01 -3.38128016e-01
1.18522537e-01 2.05416755e-02 -1.93079722e-01 -1.43870562e-01
1.30948828e-01 -5.08569666e-02 -3.05709655e-01 -2.96233823e-01
-3.17988136e-01]
[ 7.43570816e-02 -3.05748378e-01 -8.60978659e-02 -4.57729138e-01
-2.19871380e-01 -9.02928273e-02 5.36434111e-02 8.50032079e-02
-2.31658852e-02 2.87105114e-01 -5.38623564e-01 -8.41015164e-01
4.44151333e-01]
[ -2.25118269e-01 -2.42805128e-01 -1.32676583e-01 -3.22198309e-01
-2.99692483e-01 -9.40635739e-02 2.07690555e-01 4.04289032e-02
2.85631865e-01 3.51004548e-02 -4.30210672e-01 -1.06015779e+00
6.68614697e-01]
[ -1.73810145e-02 -1.84582513e-01 2.01146692e-02 -3.24088219e-01
-1.69662739e-01 1.64744186e-01 2.03579953e-01 2.55004514e-01
-3.20108142e-02 2.28604744e-01 -2.48162306e-01 -1.13544668e+00
7.64471972e-01]
[ -2.28847873e-03 -4.30508347e-02 -1.26246694e-01 -1.44269776e-01
-1.78464779e-01 -4.78528864e-02 3.09439756e-01 1.65799912e-01
2.56628130e-01 3.65536607e-01 -5.09160603e-01 -1.07781669e+00
8.06019850e-01]
[ -8.56414560e-02 -2.78009593e-01 5.79313123e-02 -3.64796832e-01
-1.48290116e-01 1.16175535e-01 3.79256746e-01 1.40889553e-01
-6.52169901e-02 1.61945079e-01 -5.75996078e-01 -1.05777305e+00
8.83048441e-01]
[ 1.19052287e-01 -8.85751777e-02 1.50466687e-02 -1.80372530e-01
-8.23261235e-02 -1.89322850e-02 2.75357621e-01 3.81351241e-01
4.25935969e-01 2.65849864e-01 -5.74604809e-01 -9.99353054e-01
6.03398144e-01]
[ -1.45465093e-03 -1.39538627e-01 2.26187546e-02 1.90022714e-02
-9.32799248e-02 -2.83387383e-01 8.95323093e-02 3.61259865e-01
1.02914535e-02 1.28637643e-01 -2.70856132e-01 -8.28317440e-01
2.48660087e-01]
[ 9.40657955e-02 9.61260913e-02 8.01324770e-03 1.70884607e-01
-9.71834206e-02 -5.78642531e-02 -1.35178388e-01 -1.18227727e-01
-2.31524016e-01 -1.08918551e-01 -1.12438012e-01 1.87609793e-01
-3.80778153e-01]
[ 4.58845475e-02 -1.10855664e-01 1.47432173e-01 4.11213896e-01
2.43833442e-01 8.82134833e-03 -3.89064253e-01 -3.44502848e-01
-4.00987985e-02 -5.48141444e-01 2.80290893e-01 1.00087288e+00
-7.70731500e-01]
[ 2.85889917e-02 7.73970883e-02 -2.13857414e-01 8.70057279e-02
3.32747372e-02 -2.57241216e-03 -1.83537616e-01 -3.46897257e-01
-2.81023750e-01 -2.40570959e-01 -3.19371415e-02 -1.18336240e-01
-1.92244010e-01]
[ -6.56327932e-02 -2.06965598e-01 5.86808594e-02 4.55190067e-02
-1.29291405e-01 -1.36208656e-01 -2.37521932e-02 -4.85571711e-02
4.06765173e-02 -4.00230722e-01 -3.42669486e-01 -2.54763617e-01
7.82851521e-02]
[ -3.23216377e-04 -2.65729357e-01 5.12166703e-02 -3.26990064e-01
-1.89793913e-01 -2.33851128e-01 -3.15695186e-01 -1.59203362e-02
-4.92729667e-02 3.49598054e-02 -2.16472130e-01 2.25876667e-01
6.06356269e-02]
[ 1.61047855e-01 5.84347976e-02 -1.09024728e-01 -3.12821369e-01
-5.53277033e-02 -1.03724241e-01 -2.33203619e-01 -3.71208100e-02
-2.16167091e-01 -2.72802976e-01 -2.23910153e-01 4.48454350e-01
-1.55566744e-02]
[ -1.82462765e-01 -1.76190088e-01 -1.17870740e-01 -3.00538904e-01
-4.65420925e-02 2.43705681e-02 -2.28899792e-01 -2.82786893e-01
-1.58510517e-01 -9.81419486e-02 -2.45458649e-01 3.29325011e-01
-1.02794965e-01]
[ -4.77388269e-02 -1.99773459e-01 -1.68442706e-01 -2.96502499e-01
-4.13775902e-02 4.08364489e-02 -1.08928260e-01 -1.20999086e-01
-2.63215548e-01 -3.56958807e-01 -5.17789337e-02 2.24881509e-01
-1.23070245e-02]
[ 1.03087939e-01 8.70582721e-02 -1.66209888e-02 -2.50865752e-01
-3.20461252e-01 5.47105200e-03 -2.05574177e-01 -3.32818993e-01
-3.33349078e-01 -3.48479567e-02 -1.40539143e-01 2.08711912e-01
-9.64026430e-04]
[ -6.24526204e-02 -9.79381100e-03 -2.85035142e-01 -4.73973013e-02
7.02914477e-02 1.55051693e-01 -2.51897391e-01 -1.87509913e-01
-5.77039308e-02 -5.94785201e-02 1.78282835e-01 7.00068851e-01
-1.08069299e-01]
[ 1.33559934e-01 3.30505845e-01 -1.96077838e-01 7.21130811e-01
1.10440389e-01 2.42006281e-03 -2.13076937e-01 -3.74297576e-01
-2.27027691e-01 -3.17505332e-01 7.17177503e-01 8.76577075e-01
-1.21680773e+00]
[ -8.73010192e-03 1.72959006e-01 5.38716512e-02 3.60915676e-01
-1.32515636e-03 -6.56788101e-02 -2.89477111e-01 -3.48922298e-01
-2.88130452e-01 -2.19873958e-01 5.82920917e-01 9.49274081e-01
-1.22706826e+00]
[ -3.31130405e-02 -1.37134085e-01 -1.49857813e-01 3.23874813e-01
-1.80651238e-01 2.36756402e-01 -5.09395223e-02 -1.90645252e-01
-2.33857917e-01 -3.75283014e-01 2.13120921e-01 5.54037350e-01
-6.10876372e-01]
[ 8.29843243e-02 -3.82970329e-01 -5.08070168e-02 1.12013166e-02
-1.16326699e-01 1.99840858e-01 7.88349268e-02 1.72427653e-01
-1.84749163e-01 -7.93171751e-03 -5.70643421e-02 3.21878001e-01
-3.32175808e-01]
[ 2.10292285e-01 -2.95902514e-01 -1.18893467e-01 -8.21365426e-02
-2.16381365e-01 1.22744554e-01 3.90353474e-02 -1.26721682e-01
-5.81351296e-02 -5.45107552e-02 -1.60134764e-01 -1.89845806e-01
-1.86653065e-01]
[ -1.34534961e-01 -7.90771361e-02 3.76699371e-02 -2.40172630e-01
-5.75421895e-02 -1.41467106e-01 3.86846218e-02 -1.12217883e-02
-1.00872927e-01 1.06462654e-02 -3.15918515e-01 -4.38202867e-01
-1.20710112e-01]
[ -1.42107457e-01 -1.35260362e-01 -6.86684155e-02 -2.79691749e-01
-3.45290916e-01 -2.88988929e-01 1.61867410e-01 1.46212803e-01
1.07848278e-02 1.22957971e-01 -2.71590023e-01 -8.53807447e-01
2.36687321e-02]
[ -1.35401150e-01 -2.50138710e-01 -3.02720812e-01 -8.11724646e-01
-2.99917218e-01 -2.07877175e-01 -1.80804461e-01 -1.47285400e-02
2.10258408e-02 -4.65815332e-01 -6.46764521e-01 -5.97243453e-01
-1.12613949e+00]
[ -1.24072556e-01 1.31798434e-01 1.41185390e-02 1.25514949e-01
-2.03683805e-01 -1.75976086e-01 -1.54359545e-01 1.36966257e-02
-1.40807917e-01 -1.45030559e-01 -1.27087058e-01 -4.03464233e-01
5.43229658e-02]
[ -3.64898989e-01 -1.16946963e-01 -2.73673979e-01 3.03570391e-01
-1.98286812e-01 -2.32760222e-01 -1.24400175e-01 -1.03621050e-01
1.11906962e-02 2.72918264e-02 1.01214397e-01 -3.39999168e-01
1.75492100e-01]
[ -1.33988777e-01 -4.65195949e-02 -2.55551749e-01 1.68170471e-01
-2.26492391e-01 -2.80005084e-01 -3.82120454e-01 -3.05993159e-02
8.86332268e-03 -1.19925393e-01 -1.98747549e-01 -2.84661428e-01
8.35788867e-02]
[ -2.46544234e-01 -5.31037460e-01 -3.40721615e-01 -9.06371644e-02
-3.19155404e-01 -2.33117891e-01 -1.21180675e-01 -2.45161695e-01
2.32315103e-02 -2.56936129e-01 -7.23475351e-02 -3.25904664e-01
2.83545450e-02]
[ -2.20942286e-01 -2.97322499e-01 -3.20821144e-01 -9.25245658e-02
-9.02592612e-02 -1.50771548e-01 -7.75470057e-02 2.51695880e-02
-1.95759211e-01 -5.03904404e-01 -2.40803349e-01 -2.61559192e-01
-1.15636927e-02]
[ -9.58557453e-02 -1.71031711e-02 -2.42040540e-01 -8.75045198e-01
-2.72107395e-01 -2.58942357e-01 5.62705233e-02 -4.61361409e-01
1.28409266e-01 -1.74148509e-01 -6.42916033e-01 -3.73469044e-01
-1.01922162e+00]]
Progress: 28.2% ... Training loss: 0.212 ... Validation loss: 0.364[[-0.22643449]
[ 0.25480703]
[-0.09583701]
[ 1.16089636]
[ 0.27254344]
[-0.03359813]
[-0.87747893]
[-0.81211421]
[-0.55787691]
[-0.84774149]
[ 1.24074068]
[ 2.98564198]
[-2.21816854]]
[[ -5.19136749e-01 -4.94835628e-01 -5.89416744e-01 -4.99676586e-02
-2.93812857e-01 -5.94332126e-01 1.60342042e-02 -2.31110038e-01
-3.15979918e-01 -2.95873478e-01 2.32433056e-01 9.77409604e-01
2.92404300e-01]
[ 7.86630828e-03 -1.37326679e-01 4.86519104e-02 -8.67735394e-02
-4.10344302e-02 5.83164109e-02 -1.14421870e-01 1.95217364e-01
-1.47988310e-01 -1.86992540e-01 -1.07760132e-01 -1.32006013e-01
-1.30321577e-02]
[ -2.77262045e-01 1.38386515e-01 -3.54222613e-02 8.20364672e-02
7.88583032e-02 -1.33933921e-01 -8.59570165e-02 -1.85700747e-01
2.52196365e-01 -4.59412654e-01 1.38675883e-01 6.93089788e-01
8.64098797e-01]
[ 2.49380954e-01 -2.41921392e-01 -2.76570936e-01 1.03630779e-01
-2.74318996e-01 1.11153764e-02 4.35246895e-01 -5.30730064e-01
2.97859084e-01 -1.67319008e-01 -1.26350041e-01 -3.77956346e-01
-2.84935611e-01]
[ 1.37967786e-01 5.07692151e-03 1.14613019e-01 -1.42941132e-01
-2.76261112e-02 7.34461289e-02 -1.64548962e-01 -1.77514411e-01
7.73762338e-02 2.40226950e-01 6.10161898e-03 -8.93946468e-02
-1.76382422e-01]
[ -4.82684631e-01 -6.13377444e-01 -6.02099468e-01 -6.19964577e-01
-5.92677885e-01 -5.64702149e-01 -3.45861952e-01 -1.57376717e-01
-4.59847280e-01 -2.38590622e-01 -5.91251583e-01 -8.83452631e-01
-6.84490439e-01]
[ -4.14064019e-01 -5.94260124e-01 -3.25145511e-01 -4.24593729e-01
-4.17482811e-01 -5.63656501e-01 -4.19611725e-01 -4.91300711e-01
-3.03867870e-01 -1.08830173e-01 -4.70621758e-01 -4.50292726e-01
-5.63566871e-01]
[ -3.47190525e-01 -3.41930003e-01 -4.88110647e-01 -1.58227794e-01
-3.17087553e-01 -4.26254378e-01 -2.96934182e-01 -2.83155380e-01
-3.00239252e-01 -5.78926532e-01 -3.03326445e-01 -7.82188483e-01
-5.68979236e-01]
[ -4.65411416e-01 -3.44847824e-01 -3.83660358e-01 -2.25008752e-01
-3.35066655e-01 -2.17276593e-01 -3.62116824e-02 -4.45637425e-01
-2.54351770e-01 -4.51701961e-01 -1.82061472e-01 -2.59448323e-01
-2.33500891e-01]
[ -9.55076954e-01 -9.55464146e-01 -9.88321021e-01 -7.69518512e-01
-1.04330031e+00 -9.89508407e-01 -5.35167769e-01 -5.86260318e-01
-7.32727078e-01 -5.74412259e-01 -7.94531335e-01 -6.29635109e-01
-8.88773438e-01]
[ -5.14364679e-01 -2.66587321e-01 -4.73475576e-01 -3.61056822e-01
-3.45222308e-01 -3.64240772e-01 -6.17668714e-01 -6.18289790e-01
-6.67144249e-01 -1.01453882e-01 -5.41494531e-01 -8.01395429e-01
-6.13086063e-01]
[ -1.18788301e-01 2.60277693e-02 -3.43506592e-01 -4.50554068e-01
-1.02884538e-01 -7.47936458e-02 -2.03841541e-01 -4.15680711e-01
-1.77922400e-01 5.63129155e-02 -4.90086334e-01 -1.10370834e+00
-6.67609991e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56528727e-01 -1.21285388e-01 1.63635671e-01 -2.89098006e-01
-1.31964828e-01 1.13229883e-01 -1.26781952e-01 7.02513731e-03
-8.27730274e-02 6.23218953e-02 -2.00593564e-01 -4.08772435e-01
-5.88661115e-02]
[ -9.11704544e-02 -2.63912898e-01 -1.81711435e-01 -2.83905808e-01
-4.76439811e-01 -8.69357807e-02 -7.23489473e-02 -7.14599643e-03
-7.60113823e-02 -3.28212910e-03 -2.31935106e-01 -4.15658133e-01
-2.86115716e-01]
[ -6.59180201e-02 -2.83700400e-02 -2.28258517e-01 -2.72494759e-01
1.14601683e-01 -1.61356341e-01 -1.79109901e-01 1.22529719e-01
-6.25650982e-03 1.22473292e-01 -2.17504744e-01 -2.83460897e-02
-8.37905453e-02]
[ 3.82083200e-02 -1.67162450e-01 -1.48802539e-01 -8.99640208e-02
-1.24932688e-01 -1.06625786e-01 1.07024333e-01 -1.52649580e-01
-1.65619338e-02 2.59693864e-02 -2.96039893e-02 -9.83552727e-02
-3.31799085e-02]
[ -2.92099459e-01 -1.40703617e-01 -7.86166178e-02 -1.12485441e-01
-3.00378300e-01 -2.75908088e-01 -3.75310196e-01 1.08288753e-02
-3.28676777e-01 -2.22894045e-01 1.63327013e-01 -1.14877231e-01
1.58367379e-01]
[ -2.29666905e-01 -1.23605167e-01 -9.40249083e-02 -4.23831043e-02
-8.33417633e-02 -1.20116536e-01 -8.10910780e-02 6.28921808e-03
-1.42059831e-01 -8.58830857e-02 4.09870867e-03 -1.97437113e-01
-1.14831318e-01]
[ -1.76694747e-01 -6.75946421e-02 -2.30615715e-01 -2.54118128e-01
-1.55768235e-01 -2.05765397e-01 -3.54252705e-01 -1.21786085e-01
1.21327207e-01 -2.39552969e-01 -3.58580533e-01 -3.33765542e-01
-3.67434075e-01]
[ -3.71710932e-01 -6.17045373e-02 -1.51448439e-01 -1.36604676e-01
-4.86743434e-02 -3.13605569e-01 3.56192850e-02 -8.08844062e-02
-1.19726303e-01 5.52853097e-02 4.40449990e-03 -3.52169628e-01
-3.29397807e-01]
[ -1.63382189e-01 -1.40881217e-01 -5.37919901e-02 -1.73761190e-01
-1.25432276e-01 -2.95837193e-01 2.92479731e-02 -1.51662327e-01
-2.09075255e-01 3.97532423e-02 2.17497965e-01 1.71082923e-03
-1.55015698e-01]
[ -1.30913502e-01 -1.71724185e-01 -1.14297238e-01 -2.88098163e-01
9.31416700e-02 -1.77344023e-02 -1.75665476e-01 -1.71922013e-01
1.13747865e-01 -9.64005516e-02 -1.23666646e-01 -4.53092739e-02
-3.24736955e-01]
[ -4.16777531e-02 -3.43444418e-02 -1.50024533e-01 -8.70412984e-02
-2.29209773e-01 6.27407649e-02 -5.88223841e-02 -4.51982694e-02
-2.26468738e-01 -9.15843476e-02 -1.17627547e-01 -3.80865813e-01
-2.05103866e-01]
[ -6.76689827e-02 2.13023669e-02 -1.28607685e-01 -3.39252920e-01
1.18374209e-01 2.05592159e-02 -1.92648923e-01 -1.43873662e-01
1.31228586e-01 -5.04504182e-02 -3.06688631e-01 -2.96448367e-01
-3.17762351e-01]
[ 7.43533311e-02 -3.05746579e-01 -8.60985977e-02 -4.57721034e-01
-2.19868853e-01 -9.02931885e-02 5.36268921e-02 8.49941478e-02
-2.31750462e-02 2.87089976e-01 -5.38614795e-01 -8.41003652e-01
4.44139500e-01]
[ -2.25166604e-01 -2.42772365e-01 -1.32676902e-01 -3.22119522e-01
-2.99661902e-01 -9.40683117e-02 2.07561769e-01 4.03498653e-02
2.85504625e-01 3.49841481e-02 -4.30181566e-01 -1.06036951e+00
6.68602132e-01]
[ -1.73828954e-02 -1.84556578e-01 2.01215822e-02 -3.24275668e-01
-1.69634269e-01 1.64743998e-01 2.03644734e-01 2.55055920e-01
-3.20808118e-02 2.28729591e-01 -2.48265853e-01 -1.13555871e+00
7.64546486e-01]
[ -2.60969042e-03 -4.28352295e-02 -1.26322892e-01 -1.43473339e-01
-1.78292146e-01 -4.78939542e-02 3.08314503e-01 1.65141215e-01
2.55899101e-01 3.64395446e-01 -5.08788040e-01 -1.07823061e+00
8.05846920e-01]
[ -8.56990600e-02 -2.77915697e-01 5.79005077e-02 -3.64469155e-01
-1.48204282e-01 1.16164542e-01 3.79092118e-01 1.40760161e-01
-6.54696260e-02 1.61799785e-01 -5.75723084e-01 -1.05749561e+00
8.82193481e-01]
[ 1.18829155e-01 -8.83211373e-02 1.49547542e-02 -1.79093128e-01
-8.20751377e-02 -1.89658837e-02 2.74310609e-01 3.80490177e-01
4.25322752e-01 2.64843129e-01 -5.73833443e-01 -9.98689842e-01
6.00565849e-01]
[ -1.64465941e-03 -1.39300807e-01 2.25410659e-02 2.07998682e-02
-9.30268549e-02 -2.83409046e-01 8.81878265e-02 3.60128472e-01
9.46735477e-03 1.27745487e-01 -2.69354149e-01 -8.26188353e-01
2.45021762e-01]
[ 9.39181309e-02 9.62475457e-02 7.99216859e-03 1.73107948e-01
-9.70009707e-02 -5.78863810e-02 -1.36636091e-01 -1.18472885e-01
-2.31966877e-01 -1.09249291e-01 -1.10820321e-01 1.88931494e-01
-3.83682109e-01]
[ 4.65053999e-02 -1.11302222e-01 1.47639669e-01 4.08187804e-01
2.43293916e-01 8.89607141e-03 -3.86005507e-01 -3.42522095e-01
-3.86425453e-02 -5.45822658e-01 2.77339403e-01 9.93661457e-01
-7.69737627e-01]
[ 2.83402995e-02 7.77928098e-02 -2.13957693e-01 8.97005157e-02
3.37098522e-02 -2.61037381e-03 -1.85254785e-01 -3.48081305e-01
-2.82074849e-01 -2.41869393e-01 -2.91199313e-02 -1.11963105e-01
-1.97427543e-01]
[ -6.57490527e-02 -2.06805330e-01 5.86303472e-02 4.57300390e-02
-1.29159542e-01 -1.36224795e-01 -2.41749772e-02 -4.86396070e-02
4.03245124e-02 -4.00573822e-01 -3.42413185e-01 -2.54568899e-01
7.81581225e-02]
[ -1.60173506e-04 -2.65898055e-01 5.12860388e-02 -3.28072943e-01
-1.89969046e-01 -2.33832412e-01 -3.14923149e-01 -1.51396886e-02
-4.86874736e-02 3.57119912e-02 -2.17593474e-01 2.23169190e-01
6.28912794e-02]
[ 1.60957573e-01 5.87247349e-02 -1.09129637e-01 -3.13480450e-01
-5.50256740e-02 -1.03740375e-01 -2.34376870e-01 -3.89872987e-02
-2.16664221e-01 -2.73876478e-01 -2.22459040e-01 4.55009886e-01
-1.72337725e-02]
[ -1.82176663e-01 -1.76519470e-01 -1.17770578e-01 -3.02924033e-01
-4.69442080e-02 2.44155934e-02 -2.26936843e-01 -2.81766276e-01
-1.57218323e-01 -9.64383965e-02 -2.47952185e-01 3.22408691e-01
-9.76958109e-02]
[ -4.76727708e-02 -1.99895715e-01 -1.68399692e-01 -2.97242638e-01
-4.15366606e-02 4.08518714e-02 -1.08415267e-01 -1.20382353e-01
-2.62877070e-01 -3.56507910e-01 -5.27341069e-02 2.22271187e-01
-1.03052410e-02]
[ 1.02682864e-01 8.75438563e-02 -1.67925819e-02 -2.49278962e-01
-3.20066825e-01 5.41269186e-03 -2.07160260e-01 -3.34179769e-01
-3.34380018e-01 -3.64476285e-02 -1.38435866e-01 2.15131056e-01
-4.61668349e-03]
[ -6.22629216e-02 -9.87201302e-03 -2.84986360e-01 -4.77314954e-02
7.01710995e-02 1.55077545e-01 -2.51245537e-01 -1.87382407e-01
-5.75487519e-02 -5.83986897e-02 1.78028267e-01 6.99587888e-01
-1.08813182e-01]
[ 1.33602553e-01 3.30820688e-01 -1.96158267e-01 7.23265446e-01
1.10768794e-01 2.41980110e-03 -2.13065017e-01 -3.75642510e-01
-2.27439582e-01 -3.17953545e-01 7.19623421e-01 8.81870947e-01
-1.22232419e+00]
[ -8.45256114e-03 1.72575485e-01 5.39998856e-02 3.59825398e-01
-1.71750189e-03 -6.56351155e-02 -2.88275389e-01 -3.47331518e-01
-2.87365761e-01 -2.18272781e-01 5.80742540e-01 9.43538567e-01
-1.22643171e+00]
[ -3.29023265e-02 -1.37374219e-01 -1.49787251e-01 3.22350668e-01
-1.80906953e-01 2.36795194e-01 -4.99063567e-02 -1.90090706e-01
-2.33161437e-01 -3.74633196e-01 2.11643557e-01 5.50309322e-01
-6.08948506e-01]
[ 8.29255438e-02 -3.82879628e-01 -5.08623100e-02 1.22463610e-02
-1.16179397e-01 1.99829291e-01 7.82960872e-02 1.71588322e-01
-1.85157813e-01 -8.59274526e-03 -5.56183610e-02 3.25809652e-01
-3.35356335e-01]
[ 2.10218959e-01 -2.95699252e-01 -1.18979290e-01 -8.05846467e-02
-2.16135103e-01 1.22724232e-01 3.81343393e-02 -1.28094596e-01
-5.87329231e-02 -5.51145317e-02 -1.58476455e-01 -1.85398002e-01
-1.90760614e-01]
[ -1.34268519e-01 -7.93145376e-02 3.77497790e-02 -2.41370658e-01
-5.77656688e-02 -1.41435160e-01 3.97114336e-02 -1.06416521e-02
-1.00197406e-01 1.15441534e-02 -3.16869106e-01 -4.38731915e-01
-1.19472115e-01]
[ -1.42336695e-01 -1.34967493e-01 -6.87554188e-02 -2.77806436e-01
-3.44982384e-01 -2.89018874e-01 1.60114677e-01 1.44864891e-01
9.80945581e-03 1.22117722e-01 -2.69841902e-01 -8.51149352e-01
1.92919921e-02]
[ -1.35246802e-01 -2.50454037e-01 -3.02633825e-01 -8.13835902e-01
-3.00278578e-01 -2.07856413e-01 -1.79213361e-01 -1.30361203e-02
2.16340325e-02 -4.64318618e-01 -6.50045770e-01 -6.05433170e-01
-1.12554028e+00]
[ -1.24376374e-01 1.32514476e-01 1.39793343e-02 1.27985107e-01
-2.03102868e-01 -1.76031646e-01 -1.55990551e-01 1.30036954e-02
-1.42098658e-01 -1.45923532e-01 -1.24527897e-01 -3.97968739e-01
4.77959822e-02]
[ -3.64146503e-01 -1.17516147e-01 -2.73541819e-01 3.01046245e-01
-1.98863928e-01 -2.32650340e-01 -1.21486381e-01 -1.03290261e-01
1.32448821e-02 2.95281048e-02 9.89219133e-02 -3.44627772e-01
1.77461306e-01]
[ -1.33858944e-01 -4.65512625e-02 -2.55522501e-01 1.67507586e-01
-2.26565940e-01 -2.79986347e-01 -3.81237458e-01 -3.07333571e-02
9.08666024e-03 -1.19599702e-01 -1.99354213e-01 -2.86820700e-01
8.38370631e-02]
[ -2.46903283e-01 -5.30562019e-01 -3.40890244e-01 -8.54268753e-02
-3.18517857e-01 -2.33175701e-01 -1.24959285e-01 -2.48495836e-01
2.13575358e-02 -2.58499047e-01 -6.70092468e-02 -3.13266276e-01
1.79028104e-02]
[ -2.21210863e-01 -2.96818463e-01 -3.20934400e-01 -8.95075384e-02
-8.97513061e-02 -1.50809057e-01 -7.95968115e-02 2.31469178e-02
-1.97064506e-01 -5.04852878e-01 -2.37850400e-01 -2.57136411e-01
-1.75205708e-02]
[ -9.60531404e-02 -1.66721658e-02 -2.42148048e-01 -8.75050954e-01
-2.71789055e-01 -2.58972114e-01 5.52627815e-02 -4.62410347e-01
1.27564730e-01 -1.75739352e-01 -6.41571320e-01 -3.71427973e-01
-1.02387755e+00]]
Progress: 28.3% ... Training loss: 0.205 ... Validation loss: 0.362[[-0.21964805]
[ 0.25931958]
[-0.09315567]
[ 1.1681587 ]
[ 0.27527199]
[-0.02871183]
[-0.8717508 ]
[-0.81265068]
[-0.5528701 ]
[-0.84604541]
[ 1.2411451 ]
[ 2.98175719]
[-2.22462991]]
[[ -5.18829936e-01 -4.95366120e-01 -5.89141569e-01 -5.12223404e-02
-2.94450799e-01 -5.94279785e-01 1.81259660e-02 -2.28365594e-01
-3.13619395e-01 -2.92953922e-01 2.28050590e-01 9.69740985e-01
3.03262184e-01]
[ 7.77782187e-03 -1.37274285e-01 4.85994203e-02 -8.68246946e-02
-4.09459071e-02 5.82963866e-02 -1.14395803e-01 1.94607788e-01
-1.48015463e-01 -1.87521923e-01 -1.07725338e-01 -1.31890381e-01
-1.25454994e-02]
[ -2.76668778e-01 1.37937301e-01 -3.52040696e-02 8.00771541e-02
7.83996696e-02 -1.33877668e-01 -8.21275476e-02 -1.82478223e-01
2.54587077e-01 -4.55208914e-01 1.33586251e-01 6.84101804e-01
8.73259466e-01]
[ 2.48161020e-01 -2.40136390e-01 -2.77242622e-01 1.13518937e-01
-2.72038466e-01 1.08633608e-02 4.31408852e-01 -5.36713398e-01
2.94714347e-01 -1.74717032e-01 -1.13537488e-01 -3.50971659e-01
-3.03835250e-01]
[ 1.37660626e-01 4.74773644e-03 1.14698402e-01 -1.47425160e-01
-2.79674370e-02 7.34643543e-02 -1.65512882e-01 -1.74722624e-01
7.74764239e-02 2.42698855e-01 -2.90773168e-03 -1.17680773e-01
-1.60547942e-01]
[ -4.82788537e-01 -6.13551889e-01 -6.01991494e-01 -6.18334043e-01
-5.92873109e-01 -5.64696304e-01 -3.47405181e-01 -1.56819563e-01
-4.60005238e-01 -2.38024316e-01 -5.91932830e-01 -8.88349388e-01
-6.83704887e-01]
[ -4.14111078e-01 -5.94246624e-01 -3.25171404e-01 -4.26354826e-01
-4.17599260e-01 -5.63667717e-01 -4.18023074e-01 -4.90343837e-01
-3.03354464e-01 -1.08253522e-01 -4.73360962e-01 -4.54892077e-01
-5.58829115e-01]
[ -3.47523808e-01 -3.41486275e-01 -4.88188619e-01 -1.54814534e-01
-3.16652355e-01 -4.26305985e-01 -2.98674581e-01 -2.83440721e-01
-3.00980382e-01 -5.79553506e-01 -3.00921463e-01 -7.75004474e-01
-5.69705109e-01]
[ -4.65937460e-01 -3.44273478e-01 -3.83880490e-01 -2.24703752e-01
-3.34539752e-01 -2.17352073e-01 -3.81958469e-02 -4.47879176e-01
-2.55558628e-01 -4.54075972e-01 -1.80376271e-01 -2.54474595e-01
-2.34950160e-01]
[ -9.55611689e-01 -9.54878999e-01 -9.88478947e-01 -7.69389416e-01
-1.04299619e+00 -9.89574942e-01 -5.36971662e-01 -5.87540288e-01
-7.33194637e-01 -5.75116976e-01 -7.95131281e-01 -6.32230293e-01
-8.82041412e-01]
[ -5.14724365e-01 -2.66339398e-01 -4.73526503e-01 -3.58141581e-01
-3.44913997e-01 -3.64296443e-01 -6.18909686e-01 -6.18650954e-01
-6.67897763e-01 -1.02026135e-01 -5.40090561e-01 -7.93705505e-01
-6.15931148e-01]
[ -1.18904171e-01 2.60518281e-02 -3.43513762e-01 -4.50010706e-01
-1.02846541e-01 -7.48038983e-02 -2.04475816e-01 -4.15052641e-01
-1.78293867e-01 5.57318596e-02 -4.90220627e-01 -1.10614145e+00
-6.68148765e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56701000e-01 -1.21221380e-01 1.63621020e-01 -2.88028995e-01
-1.31862777e-01 1.13208188e-01 -1.28058002e-01 6.57740002e-03
-8.31646818e-02 6.14793824e-02 -1.99971740e-01 -4.08978962e-01
-5.91504774e-02]
[ -9.13665135e-02 -2.63698337e-01 -1.81771546e-01 -2.82656638e-01
-4.76271965e-01 -8.69608483e-02 -7.32631553e-02 -8.20104057e-03
-7.64991681e-02 -4.23336827e-03 -2.30713982e-01 -4.12555659e-01
-2.87530115e-01]
[ -6.55098279e-02 -2.90139387e-02 -2.27988142e-01 -2.73894755e-01
1.13913673e-01 -1.61281704e-01 -1.78284857e-01 1.25482040e-01
-5.23213000e-03 1.25819664e-01 -2.20899477e-01 -3.81396500e-02
-7.98092129e-02]
[ 3.81701903e-02 -1.67124451e-01 -1.48795838e-01 -9.19126031e-02
-1.25019169e-01 -1.06622179e-01 1.07568665e-01 -1.52047075e-01
-1.62248282e-02 2.60965339e-02 -3.13501780e-02 -1.02701184e-01
-2.85140924e-02]
[ -2.92028175e-01 -1.40910303e-01 -7.85983267e-02 -1.12713730e-01
-3.00543002e-01 -2.75907171e-01 -3.73900769e-01 1.15380831e-02
-3.28123695e-01 -2.22233675e-01 1.61826796e-01 -1.17174105e-01
1.59809727e-01]
[ -2.29877969e-01 -1.23289848e-01 -9.41285641e-02 -4.14689848e-02
-8.30824928e-02 -1.20151588e-01 -8.17574926e-02 5.65829285e-03
-1.42579155e-01 -8.67281265e-02 4.87920092e-03 -1.95364738e-01
-1.16172618e-01]
[ -1.76944357e-01 -6.73253913e-02 -2.30676066e-01 -2.52581859e-01
-1.55435328e-01 -2.05804241e-01 -3.55383084e-01 -1.22305312e-01
1.20568549e-01 -2.39928693e-01 -3.57674623e-01 -3.33607617e-01
-3.68070878e-01]
[ -3.71739286e-01 -6.16303595e-02 -1.51436648e-01 -1.35268306e-01
-4.86059204e-02 -3.13614174e-01 3.56926664e-02 -8.01371079e-02
-1.19636075e-01 5.52906261e-02 5.34480975e-03 -3.49180829e-01
-3.30576544e-01]
[ -1.63547233e-01 -1.40606051e-01 -5.38774227e-02 -1.72981482e-01
-1.25239861e-01 -2.95854866e-01 2.77812591e-02 -1.52821308e-01
-2.09607121e-01 3.88547417e-02 2.18950718e-01 8.54913207e-03
-1.55785748e-01]
[ -1.30932144e-01 -1.71716160e-01 -1.14302635e-01 -2.88504807e-01
9.31162649e-02 -1.77312942e-02 -1.75533625e-01 -1.71964102e-01
1.13731025e-01 -9.64646120e-02 -1.23945656e-01 -4.58051210e-02
-3.23951749e-01]
[ -4.18394906e-02 -3.41817877e-02 -1.50108898e-01 -8.68363523e-02
-2.29001920e-01 6.27084265e-02 -5.95544863e-02 -4.63910547e-02
-2.26780650e-01 -9.22748056e-02 -1.16869416e-01 -3.78942028e-01
-2.06028741e-01]
[ -6.79178382e-02 2.15889223e-02 -1.28716902e-01 -3.38771306e-01
1.18658470e-01 2.05237622e-02 -1.93126232e-01 -1.44851270e-01
1.30649292e-01 -5.17801137e-02 -3.05779294e-01 -2.93731678e-01
-3.18738358e-01]
[ 7.44520342e-02 -3.05817979e-01 -8.60748197e-02 -4.58352673e-01
-2.19931667e-01 -9.02847925e-02 5.40965188e-02 8.52429108e-02
-2.29014437e-02 2.87615042e-01 -5.39077560e-01 -8.41749197e-01
4.45477227e-01]
[ -2.25218860e-01 -2.42683494e-01 -1.32700613e-01 -3.21898389e-01
-2.99576759e-01 -9.40755862e-02 2.07190482e-01 3.99539100e-02
2.85163420e-01 3.48456306e-02 -4.29988694e-01 -1.05969251e+00
6.67459299e-01]
[ -1.73920227e-02 -1.84563790e-01 2.01216606e-02 -3.24376893e-01
-1.69636160e-01 1.64742536e-01 2.03621517e-01 2.55168375e-01
-3.20752229e-02 2.28828622e-01 -2.48420421e-01 -1.13605279e+00
7.64869882e-01]
[ -2.75348350e-03 -4.27630247e-02 -1.26350524e-01 -1.42852791e-01
-1.78230682e-01 -4.79130548e-02 3.07766133e-01 1.64621512e-01
2.55585456e-01 3.63871215e-01 -5.08552479e-01 -1.07888515e+00
8.05532737e-01]
[ -8.57127546e-02 -2.77932950e-01 5.79041474e-02 -3.64404552e-01
-1.48254810e-01 1.16161210e-01 3.79567309e-01 1.41296444e-01
-6.53293867e-02 1.61951665e-01 -5.75849890e-01 -1.05907855e+00
8.83025339e-01]
[ 1.18853874e-01 -8.83557222e-02 1.49628888e-02 -1.79382717e-01
-8.21261157e-02 -1.89606228e-02 2.74512034e-01 3.80549425e-01
4.25451683e-01 2.65013776e-01 -5.74107643e-01 -9.99059133e-01
6.01181612e-01]
[ -1.48989644e-03 -1.39526401e-01 2.25768032e-02 1.98983956e-02
-9.32686314e-02 -2.83392514e-01 8.94668570e-02 3.60828232e-01
1.01587121e-02 1.28112574e-01 -2.70079445e-01 -8.27252876e-01
2.45933702e-01]
[ 9.37136446e-02 9.66217327e-02 7.91967474e-03 1.76912723e-01
-9.66325523e-02 -5.79156483e-02 -1.38865013e-01 -1.19698867e-01
-2.32817018e-01 -1.10071549e-01 -1.07657941e-01 1.96470192e-01
-3.89424370e-01]
[ 4.61512859e-02 -1.10891356e-01 1.47502112e-01 4.10623412e-01
2.43770055e-01 8.84542996e-03 -3.87221450e-01 -3.43238680e-01
-3.97753981e-02 -5.46790034e-01 2.79642117e-01 9.98989793e-01
-7.72534535e-01]
[ 2.77653461e-02 7.84625121e-02 -2.14122758e-01 9.38797716e-02
3.44418531e-02 -2.69958459e-03 -1.88289594e-01 -3.49686108e-01
-2.83635391e-01 -2.44353419e-01 -2.52152682e-02 -1.05831893e-01
-2.02927400e-01]
[ -6.58159765e-02 -2.06724905e-01 5.85678906e-02 4.48695933e-02
-1.29156963e-01 -1.36235726e-01 -2.40175808e-02 -4.88943213e-02
4.02855613e-02 -4.01221770e-01 -3.42690920e-01 -2.54734257e-01
7.96641335e-02]
[ -1.71664554e-04 -2.66033725e-01 5.13018581e-02 -3.29168518e-01
-1.90101095e-01 -2.33832959e-01 -3.14509393e-01 -1.46562809e-02
-4.83945171e-02 3.55266240e-02 -2.18671030e-01 2.19824803e-01
6.62776848e-02]
[ 1.60502702e-01 5.93164771e-02 -1.09323656e-01 -3.13283856e-01
-5.44731447e-02 -1.03789533e-01 -2.36344763e-01 -4.08247171e-02
-2.17607708e-01 -2.76949139e-01 -2.20310884e-01 4.64337572e-01
-1.89061436e-02]
[ -1.82170179e-01 -1.76580764e-01 -1.17747076e-01 -3.03470224e-01
-4.70089747e-02 2.44209160e-02 -2.26640198e-01 -2.81675863e-01
-1.56958826e-01 -9.61455136e-02 -2.48654983e-01 3.19957467e-01
-9.58298436e-02]
[ -4.79298244e-02 -1.99801333e-01 -1.68426561e-01 -2.98448962e-01
-4.15618901e-02 4.08156452e-02 -1.08964641e-01 -1.20190124e-01
-2.63050683e-01 -3.56560435e-01 -5.47347077e-02 2.16923142e-01
-4.56853432e-03]
[ 1.02782020e-01 8.74471207e-02 -1.67544342e-02 -2.49856502e-01
-3.20145967e-01 5.42253228e-03 -2.06891276e-01 -3.33490754e-01
-3.33933084e-01 -3.53880900e-02 -1.39831481e-01 2.10725567e-01
-1.87261696e-03]
[ -6.23515603e-02 -9.63314365e-03 -2.85041332e-01 -4.66196918e-02
7.04186271e-02 1.55060166e-01 -2.51761691e-01 -1.88394414e-01
-5.81064691e-02 -5.89770899e-02 1.79568317e-01 7.03555854e-01
-1.11605220e-01]
[ 1.33711733e-01 3.30705396e-01 -1.96126304e-01 7.22735463e-01
1.10661098e-01 2.43233506e-03 -2.12638418e-01 -3.75405826e-01
-2.27111590e-01 -3.17599121e-01 7.18961218e-01 8.79989055e-01
-1.22212712e+00]
[ -8.55465394e-03 1.72602547e-01 5.39696406e-02 3.60675716e-01
-1.72149819e-03 -6.56487576e-02 -2.88388823e-01 -3.47816266e-01
-2.87395930e-01 -2.18577634e-01 5.80872540e-01 9.45875269e-01
-1.22656011e+00]
[ -3.22663742e-02 -1.38247878e-01 -1.49486018e-01 3.19365511e-01
-1.81802498e-01 2.36910224e-01 -4.79982600e-02 -1.87410760e-01
-2.31681232e-01 -3.71583756e-01 2.07423829e-01 5.41032586e-01
-6.05135296e-01]
[ 8.29927738e-02 -3.82874108e-01 -5.08557905e-02 1.28624063e-02
-1.16163459e-01 1.99837114e-01 7.83251063e-02 1.71581931e-01
-1.85218495e-01 -8.15599398e-03 -5.48836105e-02 3.27639047e-01
-3.37242562e-01]
[ 2.10139187e-01 -2.95637877e-01 -1.18971234e-01 -8.00642767e-02
-2.16101348e-01 1.22715484e-01 3.75830074e-02 -1.28146548e-01
-5.91890191e-02 -5.50076469e-02 -1.58133302e-01 -1.84213856e-01
-1.91824999e-01]
[ -1.34209361e-01 -7.93241817e-02 3.77721521e-02 -2.40879189e-01
-5.77960271e-02 -1.41427498e-01 3.97056411e-02 -1.03695668e-02
-1.00180417e-01 1.19869119e-02 -3.16784680e-01 -4.38741439e-01
-1.20519425e-01]
[ -1.42189064e-01 -1.35177231e-01 -6.86954025e-02 -2.79606116e-01
-3.45160678e-01 -2.89002812e-01 1.61636294e-01 1.45661799e-01
1.06117232e-02 1.22981466e-01 -2.71871022e-01 -8.55015289e-01
2.34568169e-02]
[ -1.35083122e-01 -2.50497731e-01 -3.02657316e-01 -8.15613408e-01
-3.00418803e-01 -2.07875035e-01 -1.77427343e-01 -1.31054408e-02
2.23490270e-02 -4.63760192e-01 -6.51471638e-01 -6.07343240e-01
-1.12433616e+00]
[ -1.24530335e-01 1.32816610e-01 1.38905193e-02 1.30065712e-01
-2.02889821e-01 -1.76051676e-01 -1.56948482e-01 1.23406581e-02
-1.42432439e-01 -1.46420439e-01 -1.22355643e-01 -3.92295137e-01
4.68135861e-02]
[ -3.64283811e-01 -1.17446471e-01 -2.73535151e-01 3.01237338e-01
-1.98834989e-01 -2.32664132e-01 -1.21287128e-01 -1.02455141e-01
1.32738679e-02 3.00610613e-02 9.85257276e-02 -3.47933682e-01
1.80351979e-01]
[ -1.34077453e-01 -4.62776380e-02 -2.55586663e-01 1.69561757e-01
-2.26263352e-01 -2.80011142e-01 -3.82468477e-01 -3.24238221e-02
8.31830478e-03 -1.20860386e-01 -1.97890288e-01 -2.82302337e-01
8.18528141e-02]
[ -2.46626049e-01 -5.31128960e-01 -3.40650655e-01 -8.60399841e-02
-3.19149325e-01 -2.33123203e-01 -1.24889290e-01 -2.45336943e-01
2.24848341e-02 -2.56199189e-01 -7.06654632e-02 -3.27216001e-01
2.53227259e-02]
[ -2.21625119e-01 -2.96345785e-01 -3.21065840e-01 -8.73586018e-02
-8.92228055e-02 -1.50866988e-01 -8.11107886e-02 2.17225862e-02
-1.98136803e-01 -5.06374441e-01 -2.36042429e-01 -2.52398241e-01
-2.09057476e-02]
[ -9.65803140e-02 -1.63225144e-02 -2.42302420e-01 -8.75547448e-01
-2.71440008e-01 -2.59021901e-01 5.32313026e-02 -4.63570270e-01
1.26275345e-01 -1.77709464e-01 -6.40867469e-01 -3.64530773e-01
-1.02569228e+00]]
Progress: 28.4% ... Training loss: 0.204 ... Validation loss: 0.361[[-0.22483425]
[ 0.2513245 ]
[-0.10004952]
[ 1.15454074]
[ 0.26569073]
[-0.03461116]
[-0.88433668]
[-0.82669764]
[-0.56648192]
[-0.85510906]
[ 1.22913999]
[ 2.96640178]
[-2.24622603]]
[[ -5.18394937e-01 -4.96049970e-01 -5.88830299e-01 -5.81132054e-02
-2.95561394e-01 -5.94211496e-01 2.24072266e-02 -2.22609766e-01
-3.10819555e-01 -2.89850555e-01 2.21323967e-01 9.55455059e-01
3.19763920e-01]
[ 7.75191283e-03 -1.37242226e-01 4.85793584e-02 -8.69124962e-02
-4.09218239e-02 5.82922408e-02 -1.14204305e-01 1.94559223e-01
-1.47962675e-01 -1.87610258e-01 -1.07634019e-01 -1.31818048e-01
-1.22197151e-02]
[ -2.76307297e-01 1.37138271e-01 -3.49231450e-02 7.19013360e-02
7.74409782e-02 -1.33820019e-01 -7.89607801e-02 -1.77739673e-01
2.57352080e-01 -4.54603074e-01 1.25469291e-01 6.65260785e-01
8.85080539e-01]
[ 2.48442991e-01 -2.39970993e-01 -2.77466877e-01 1.14680226e-01
-2.71595986e-01 1.08850207e-02 4.33732945e-01 -5.40804761e-01
2.95414291e-01 -1.78084033e-01 -1.09235247e-01 -3.34478173e-01
-3.16918331e-01]
[ 1.36716267e-01 5.55509913e-03 1.14419959e-01 -1.38942330e-01
-2.70348972e-02 7.33553977e-02 -1.71299997e-01 -1.75385148e-01
7.45910648e-02 2.40926558e-01 1.65890412e-03 -1.19179160e-01
-1.64086949e-01]
[ -4.82974510e-01 -6.13261884e-01 -6.02026883e-01 -6.17295854e-01
-5.92586577e-01 -5.64715574e-01 -3.49171765e-01 -1.57830302e-01
-4.60915489e-01 -2.38620866e-01 -5.90362824e-01 -8.82872914e-01
-6.85805740e-01]
[ -4.13904107e-01 -5.94462881e-01 -3.25023357e-01 -4.28737275e-01
-4.17936548e-01 -5.63642209e-01 -4.16304149e-01 -4.86896497e-01
-3.02352485e-01 -1.06039071e-01 -4.75634938e-01 -4.61425361e-01
-5.49706026e-01]
[ -3.47035076e-01 -3.42534332e-01 -4.87910149e-01 -1.62082199e-01
-3.17969415e-01 -4.26236722e-01 -2.94173438e-01 -2.78628379e-01
-2.97592542e-01 -5.77673857e-01 -3.08473949e-01 -7.95324582e-01
-5.59744049e-01]
[ -4.65474277e-01 -3.44992126e-01 -3.83715642e-01 -2.28837062e-01
-3.35257952e-01 -2.17285792e-01 -3.52324880e-02 -4.46846456e-01
-2.53678111e-01 -4.51871949e-01 -1.84708247e-01 -2.63943165e-01
-2.28035200e-01]
[ -9.55020900e-01 -9.56043232e-01 -9.88025168e-01 -7.78622503e-01
-1.04434487e+00 -9.89486806e-01 -5.32609351e-01 -5.80886697e-01
-7.29291053e-01 -5.69566609e-01 -8.05200235e-01 -6.55318066e-01
-8.56580834e-01]
[ -5.14273186e-01 -2.66954016e-01 -4.73358560e-01 -3.61585268e-01
-3.45790724e-01 -3.64239177e-01 -6.15490481e-01 -6.16464984e-01
-6.66058553e-01 -1.01131371e-01 -5.43464315e-01 -8.03571763e-01
-6.13953718e-01]
[ -1.18973227e-01 2.61377223e-02 -3.43579508e-01 -4.50079169e-01
-1.02707149e-01 -7.48075177e-02 -2.04840490e-01 -4.15610539e-01
-1.78676574e-01 5.49883011e-02 -4.89366351e-01 -1.10403291e+00
-6.71688518e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56689016e-01 -1.21227803e-01 1.63626441e-01 -2.87690273e-01
-1.31867653e-01 1.13210449e-01 -1.28158880e-01 6.64826550e-03
-8.32124269e-02 6.15461323e-02 -1.99525236e-01 -4.07582239e-01
-5.92851296e-02]
[ -9.14536105e-02 -2.63664638e-01 -1.81794138e-01 -2.82835084e-01
-4.76251546e-01 -8.69692662e-02 -7.33261005e-02 -8.16678355e-03
-7.65079565e-02 -4.23152986e-03 -2.31135722e-01 -4.14603726e-01
-2.86508274e-01]
[ -6.55550682e-02 -2.88084887e-02 -2.27979242e-01 -2.73590548e-01
1.14061860e-01 -1.61287577e-01 -1.79393144e-01 1.25011580e-01
-5.90641180e-03 1.25753192e-01 -2.19845199e-01 -3.33968862e-02
-8.15608129e-02]
[ 3.84593715e-02 -1.67422498e-01 -1.48678931e-01 -9.32195729e-02
-1.25350690e-01 -1.06587479e-01 1.08594702e-01 -1.50737818e-01
-1.54016983e-02 2.80658276e-02 -3.26350979e-02 -1.06290927e-01
-2.49537874e-02]
[ -2.92071605e-01 -1.40693433e-01 -7.86197653e-02 -1.13149958e-01
-3.00372301e-01 -2.75915284e-01 -3.73684343e-01 1.21071622e-02
-3.28223365e-01 -2.22920488e-01 1.61678626e-01 -1.17134128e-01
1.61313502e-01]
[ -2.30056087e-01 -1.23372413e-01 -9.41096160e-02 -4.15967959e-02
-8.31668699e-02 -1.20165086e-01 -8.16574872e-02 6.86864203e-03
-1.42422679e-01 -8.67498087e-02 4.22536744e-03 -1.99517830e-01
-1.12442544e-01]
[ -1.76811358e-01 -6.74826551e-02 -2.30623113e-01 -2.54145709e-01
-1.55658201e-01 -2.05793457e-01 -3.54667495e-01 -1.21064711e-01
1.21416544e-01 -2.39504311e-01 -3.59037672e-01 -3.35902714e-01
-3.66964893e-01]
[ -3.71245405e-01 -6.24812990e-02 -1.51224118e-01 -1.41307692e-01
-4.96981888e-02 -3.13544899e-01 3.96528355e-02 -7.74265649e-02
-1.17122627e-01 5.68514274e-02 -9.48681924e-04 -3.66085330e-01
-3.24204747e-01]
[ -1.63595834e-01 -1.40790715e-01 -5.38158813e-02 -1.73351108e-01
-1.25316319e-01 -2.95853888e-01 2.80340218e-02 -1.51812022e-01
-2.09418010e-01 3.96107154e-02 2.17978220e-01 7.02336066e-03
-1.51264874e-01]
[ -1.30404559e-01 -1.72358204e-01 -1.14134526e-01 -2.92045209e-01
9.24204189e-02 -1.76549093e-02 -1.72654632e-01 -1.70559300e-01
1.15450775e-01 -9.43081990e-02 -1.27565227e-01 -5.41393945e-02
-3.19801172e-01]
[ -4.20310312e-02 -3.39834866e-02 -1.50185593e-01 -8.63677567e-02
-2.28775574e-01 6.26755505e-02 -6.04259781e-02 -4.75292160e-02
-2.27177279e-01 -9.30619140e-02 -1.15885957e-01 -3.76220971e-01
-2.06807429e-01]
[ -6.78065284e-02 2.14635889e-02 -1.28685512e-01 -3.39065349e-01
1.18515021e-01 2.05399388e-02 -1.92715769e-01 -1.44520025e-01
1.30986583e-01 -5.14519164e-02 -3.06094695e-01 -2.94627145e-01
-3.18140390e-01]
[ 7.43526551e-02 -3.05680568e-01 -8.61159570e-02 -4.57999787e-01
-2.19817974e-01 -9.02986915e-02 5.39492697e-02 8.50276846e-02
-2.31161917e-02 2.87375131e-01 -5.38818638e-01 -8.42313836e-01
4.45033933e-01]
[ -2.25191639e-01 -2.42733785e-01 -1.32682814e-01 -3.22504742e-01
-2.99617880e-01 -9.40714274e-02 2.07704722e-01 4.02989305e-02
2.85364179e-01 3.51193507e-02 -4.30610394e-01 -1.06096264e+00
6.68950175e-01]
[ -1.74365947e-02 -1.84517404e-01 2.01092095e-02 -3.24248009e-01
-1.69592154e-01 1.64736806e-01 2.03365864e-01 2.55024622e-01
-3.22185081e-02 2.28619091e-01 -2.48256171e-01 -1.13590906e+00
7.64592209e-01]
[ -2.54130708e-03 -4.29341152e-02 -1.26293922e-01 -1.44578108e-01
-1.78432785e-01 -4.78904030e-02 3.09684716e-01 1.65770782e-01
2.56558474e-01 3.65137764e-01 -5.09909435e-01 -1.08149942e+00
8.09687200e-01]
[ -8.57299726e-02 -2.77922327e-01 5.78966875e-02 -3.64386163e-01
-1.48243182e-01 1.16158394e-01 3.79651424e-01 1.41329297e-01
-6.53275606e-02 1.61963209e-01 -5.75853783e-01 -1.05921838e+00
8.83116833e-01]
[ 1.18867325e-01 -8.83882862e-02 1.49676868e-02 -1.79631560e-01
-8.21765799e-02 -1.89588560e-02 2.74780610e-01 3.80787073e-01
4.25586979e-01 2.65098811e-01 -5.74272748e-01 -9.99613200e-01
6.01910940e-01]
[ -1.40898167e-03 -1.39638464e-01 2.25832186e-02 1.93089083e-02
-9.33795098e-02 -2.83386738e-01 9.00679292e-02 3.61088031e-01
1.05998576e-02 1.28114087e-01 -2.70434449e-01 -8.28068838e-01
2.46636986e-01]
[ 9.33408214e-02 9.69544645e-02 7.82637362e-03 1.80481626e-01
-9.62463708e-02 -5.79536307e-02 -1.41807399e-01 -1.21310598e-01
-2.33929176e-01 -1.11490596e-01 -1.04626823e-01 2.04846637e-01
-3.93085500e-01]
[ 4.62679615e-02 -1.11255283e-01 1.47568739e-01 4.08294201e-01
2.43228728e-01 8.86602966e-03 -3.85679375e-01 -3.42053302e-01
-3.88988523e-02 -5.46644783e-01 2.77137748e-01 9.90236110e-01
-7.70958602e-01]
[ 2.76104435e-02 7.86408575e-02 -2.14157275e-01 9.47188683e-02
3.46317635e-02 -2.71814939e-03 -1.89081032e-01 -3.50293970e-01
-2.83992647e-01 -2.44931332e-01 -2.45108782e-02 -1.04365141e-01
-2.03747130e-01]
[ -6.54990202e-02 -2.07152239e-01 5.87391660e-02 4.19502282e-02
-1.29607267e-01 -1.36198951e-01 -2.21620930e-02 -4.70948584e-02
4.15064777e-02 -3.99556228e-01 -3.45651938e-01 -2.62040876e-01
8.58414294e-02]
[ -9.30358025e-05 -2.66363105e-01 5.13699111e-02 -3.31093448e-01
-1.90402615e-01 -2.33823663e-01 -3.13584459e-01 -1.34129252e-02
-4.74081063e-02 3.59151665e-02 -2.20715720e-01 2.13015132e-01
7.16274976e-02]
[ 1.60417383e-01 5.94137745e-02 -1.09357686e-01 -3.13140118e-01
-5.43955467e-02 -1.03799476e-01 -2.36652822e-01 -4.14375363e-02
-2.17746155e-01 -2.77467249e-01 -2.20053733e-01 4.65083241e-01
-1.90498232e-02]
[ -1.81909076e-01 -1.76929348e-01 -1.17659553e-01 -3.05489918e-01
-4.74222901e-02 2.44643105e-02 -2.25103648e-01 -2.80872230e-01
-1.56020137e-01 -9.48683664e-02 -2.50572907e-01 3.15562471e-01
-9.24768596e-02]
[ -4.81612550e-02 -1.99596060e-01 -1.68478694e-01 -2.98816339e-01
-4.14547538e-02 4.07835728e-02 -1.09990070e-01 -1.19857225e-01
-2.63585287e-01 -3.56702636e-01 -5.48406540e-02 2.15711508e-01
-2.51801494e-03]
[ 1.02717159e-01 8.75951075e-02 -1.67586246e-02 -2.49813468e-01
-3.20074956e-01 5.41853698e-03 -2.07379879e-01 -3.33620056e-01
-3.34460140e-01 -3.51851443e-02 -1.39851290e-01 2.13851041e-01
-2.99727780e-03]
[ -6.21468825e-02 -9.77017234e-03 -2.84935506e-01 -4.79423207e-02
7.03015481e-02 1.55084710e-01 -2.52243256e-01 -1.88103623e-01
-5.78517007e-02 -5.76534434e-02 1.78437288e-01 7.02048796e-01
-1.10676315e-01]
[ 1.33600372e-01 3.30857417e-01 -1.96171868e-01 7.24056839e-01
1.10829590e-01 2.42097608e-03 -2.13249218e-01 -3.75713170e-01
-2.27353118e-01 -3.18497503e-01 7.20284058e-01 8.83042070e-01
-1.22382762e+00]
[ -8.16200033e-03 1.72266409e-01 5.40481217e-02 3.59688797e-01
-2.01997421e-03 -6.56043829e-02 -2.87131019e-01 -3.47503662e-01
-2.86619189e-01 -2.18159726e-01 5.80115384e-01 9.45430077e-01
-1.22781708e+00]
[ -3.20545967e-02 -1.38438436e-01 -1.49431282e-01 3.17455357e-01
-1.82013770e-01 2.36941429e-01 -4.63298085e-02 -1.86627194e-01
-2.30793900e-01 -3.71183920e-01 2.05611549e-01 5.36886364e-01
-6.03309232e-01]
[ 8.29939789e-02 -3.82875318e-01 -5.08558172e-02 1.28623310e-02
-1.16164716e-01 1.99837240e-01 7.83339597e-02 1.71579844e-01
-1.85213041e-01 -8.15415536e-03 -5.48842530e-02 3.27640466e-01
-3.37256958e-01]
[ 2.10019818e-01 -2.95600111e-01 -1.18983805e-01 -7.92592634e-02
-2.16051971e-01 1.22704849e-01 3.70955954e-02 -1.27835566e-01
-5.95566309e-02 -5.51310382e-02 -1.57532194e-01 -1.83919856e-01
-1.93173044e-01]
[ -1.33958862e-01 -7.96886952e-02 3.79047755e-02 -2.42845606e-01
-5.82286613e-02 -1.41396475e-01 4.16495932e-02 -8.25547960e-03
-9.92248835e-02 1.38660264e-02 -3.19008325e-01 -4.44996615e-01
-1.16160894e-01]
[ -1.42082856e-01 -1.35351349e-01 -6.86528014e-02 -2.80655903e-01
-3.45293974e-01 -2.88989725e-01 1.62467036e-01 1.46372236e-01
1.09540674e-02 1.23471392e-01 -2.72818065e-01 -8.56278135e-01
2.53556655e-02]
[ -1.34502080e-01 -2.51464863e-01 -3.02437452e-01 -8.21630771e-01
-3.01582630e-01 -2.07810390e-01 -1.73454435e-01 -1.06245899e-02
2.52374120e-02 -4.62274016e-01 -6.57202740e-01 -6.22576003e-01
-1.11922420e+00]
[ -1.24243733e-01 1.32234543e-01 1.40942624e-02 1.26220514e-01
-2.03414564e-01 -1.76015955e-01 -1.54118593e-01 1.51708837e-02
-1.40855751e-01 -1.44334142e-01 -1.26541412e-01 -4.03203603e-01
5.66543456e-02]
[ -3.64505856e-01 -1.17249720e-01 -2.73580893e-01 3.02640639e-01
-1.98720541e-01 -2.32681693e-01 -1.21322236e-01 -1.01868984e-01
1.31034570e-02 2.95198445e-02 9.96032214e-02 -3.48475374e-01
1.83146543e-01]
[ -1.33137691e-01 -4.75063734e-02 -2.55246654e-01 1.62755163e-01
-2.27524354e-01 -2.79891297e-01 -3.77962172e-01 -2.80669898e-02
1.14786866e-02 -1.16109949e-01 -2.05312429e-01 -3.01419740e-01
9.41061858e-02]
[ -2.46727208e-01 -5.31184524e-01 -3.40644051e-01 -8.70599564e-02
-3.19222510e-01 -2.33129273e-01 -1.24332078e-01 -2.44731909e-01
2.28877747e-02 -2.56307966e-01 -7.17651058e-02 -3.31050506e-01
2.85932687e-02]
[ -2.21706570e-01 -2.96316595e-01 -3.21066312e-01 -8.62530078e-02
-8.92577677e-02 -1.50870569e-01 -8.19309509e-02 2.21064591e-02
-1.98205247e-01 -5.05902069e-01 -2.35785445e-01 -2.51193151e-01
-1.97012681e-02]
[ -9.70101495e-02 -1.54079141e-02 -2.42470451e-01 -8.73112451e-01
-2.70582753e-01 -2.59073117e-01 4.96371011e-02 -4.66531580e-01
1.23845889e-01 -1.80153180e-01 -6.36351724e-01 -3.46946523e-01
-1.03626969e+00]]
Progress: 28.4% ... Training loss: 0.214 ... Validation loss: 0.366[[-0.21465983]
[ 0.26668806]
[-0.08890438]
[ 1.17373954]
[ 0.28371867]
[-0.02341662]
[-0.86526452]
[-0.80304736]
[-0.54088682]
[-0.836379 ]
[ 1.25540745]
[ 3.01996209]
[-2.21717987]]
[[ -5.19944713e-01 -4.93435160e-01 -5.89509689e-01 -4.34577359e-02
-2.92406803e-01 -5.94459871e-01 1.08321373e-02 -2.35536939e-01
-3.18789464e-01 -2.98765571e-01 2.41306314e-01 1.01784150e+00
2.83322641e-01]
[ 7.73491651e-03 -1.37248721e-01 4.85740622e-02 -8.69656558e-02
-4.09157247e-02 5.82883271e-02 -1.14247084e-01 1.94501723e-01
-1.47957120e-01 -1.87742149e-01 -1.07638079e-01 -1.31887949e-01
-1.21733294e-02]
[ -2.78013454e-01 1.40835878e-01 -3.58827614e-02 8.73799327e-02
8.14087786e-02 -1.34139195e-01 -9.16456186e-02 -1.88936150e-01
2.45754717e-01 -4.62389148e-01 1.48860881e-01 7.39313144e-01
8.30978004e-01]
[ 2.48683756e-01 -2.40708328e-01 -2.77285147e-01 1.13195243e-01
-2.72619933e-01 1.09326699e-02 4.37446207e-01 -5.34377313e-01
2.97875333e-01 -1.76876477e-01 -1.14343046e-01 -3.58345382e-01
-2.96833251e-01]
[ 1.35672849e-01 7.30899721e-03 1.14032726e-01 -1.30215103e-01
-2.57334078e-02 7.32160979e-02 -1.73431824e-01 -1.78245395e-01
7.00553362e-02 2.35551804e-01 1.14818002e-02 -1.04048071e-01
-1.80031720e-01]
[ -4.83613853e-01 -6.12754638e-01 -6.02221385e-01 -6.13467301e-01
-5.91933955e-01 -5.64796144e-01 -3.52198065e-01 -1.61530266e-01
-4.62278429e-01 -2.43065144e-01 -5.86086432e-01 -8.73168476e-01
-6.89759063e-01]
[ -4.14551984e-01 -5.93710638e-01 -3.25356239e-01 -4.26029139e-01
-4.16989373e-01 -5.63729772e-01 -4.20123319e-01 -4.91817106e-01
-3.05176296e-01 -1.09010971e-01 -4.70875733e-01 -4.43340251e-01
-5.63312780e-01]
[ -3.47828985e-01 -3.40507934e-01 -4.88370555e-01 -1.51200311e-01
-3.15725951e-01 -4.26402434e-01 -3.01386007e-01 -2.85418724e-01
-3.03791190e-01 -5.82364367e-01 -2.94402560e-01 -7.55060250e-01
-5.90629083e-01]
[ -4.65398371e-01 -3.44992376e-01 -3.83700093e-01 -2.29386052e-01
-3.35158416e-01 -2.17288333e-01 -3.50732565e-02 -4.46263114e-01
-2.53839837e-01 -4.51374091e-01 -1.84877956e-01 -2.61790484e-01
-2.28389136e-01]
[ -9.56045264e-01 -9.53924327e-01 -9.88577066e-01 -7.67651548e-01
-1.04181864e+00 -9.89654029e-01 -5.41779471e-01 -5.92127484e-01
-7.36501194e-01 -5.76540299e-01 -7.89026450e-01 -6.03259783e-01
-8.93374757e-01]
[ -5.14973448e-01 -2.66266036e-01 -4.73655040e-01 -3.57538217e-01
-3.44849813e-01 -3.64354608e-01 -6.19061178e-01 -6.18999612e-01
-6.68218782e-01 -1.04379614e-01 -5.38754191e-01 -7.89305018e-01
-6.21387612e-01]
[ -1.19253823e-01 2.66164745e-02 -3.43703372e-01 -4.48227588e-01
-1.02231491e-01 -7.48612519e-02 -2.05998481e-01 -4.16662701e-01
-1.79853330e-01 5.36014048e-02 -4.87312983e-01 -1.10015138e+00
-6.76259747e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56975737e-01 -1.21023573e-01 1.63518807e-01 -2.85939960e-01
-1.31554460e-01 1.13163421e-01 -1.29633958e-01 5.24042952e-03
-8.38286341e-02 5.99447358e-02 -1.97823645e-01 -4.04387516e-01
-6.01711588e-02]
[ -9.14912773e-02 -2.63658482e-01 -1.81793916e-01 -2.82625326e-01
-4.76213717e-01 -8.69706387e-02 -7.37470075e-02 -8.67911236e-03
-7.65299027e-02 -4.55089441e-03 -2.30573505e-01 -4.13173732e-01
-2.86559032e-01]
[ -6.62831309e-02 -2.82797811e-02 -2.28169002e-01 -2.69012243e-01
1.14760471e-01 -1.61366800e-01 -1.83066431e-01 1.21966967e-01
-8.22820727e-03 1.21743334e-01 -2.14759488e-01 -2.27466599e-02
-8.77090270e-02]
[ 3.85822704e-02 -1.67455475e-01 -1.48667139e-01 -9.37735849e-02
-1.25269942e-01 -1.06577689e-01 1.08462739e-01 -1.51760701e-01
-1.53227781e-02 2.87814771e-02 -3.27326546e-02 -1.03302883e-01
-2.73447994e-02]
[ -2.92478417e-01 -1.40418551e-01 -7.88231928e-02 -1.12010384e-01
-3.00087971e-01 -2.75966081e-01 -3.74962184e-01 1.03182719e-02
-3.29572792e-01 -2.24961799e-01 1.63271859e-01 -1.09806566e-01
1.55764614e-01]
[ -2.30295063e-01 -1.22682392e-01 -9.42824648e-02 -4.06834000e-02
-8.24839105e-02 -1.20209757e-01 -8.36123021e-02 4.04244802e-03
-1.43736607e-01 -8.79520040e-02 7.08087742e-03 -1.89731436e-01
-1.21052931e-01]
[ -1.77124668e-01 -6.68631794e-02 -2.30752747e-01 -2.50647211e-01
-1.54944587e-01 -2.05846220e-01 -3.57215923e-01 -1.23514621e-01
1.18916805e-01 -2.40714432e-01 -3.54529440e-01 -3.20931786e-01
-3.77293546e-01]
[ -3.71747307e-01 -6.12455923e-02 -1.51507647e-01 -1.33910585e-01
-4.83760218e-02 -3.13647285e-01 3.52556073e-02 -8.08909580e-02
-1.20397088e-01 5.36392396e-02 7.76520907e-03 -3.44154872e-01
-3.40470160e-01]
[ -1.63624490e-01 -1.40724312e-01 -5.38229676e-02 -1.73646089e-01
-1.25268043e-01 -2.95869989e-01 2.79845076e-02 -1.51375012e-01
-2.09535889e-01 3.94348419e-02 2.17736345e-01 7.38821253e-03
-1.51011326e-01]
[ -1.30426185e-01 -1.72350751e-01 -1.14142906e-01 -2.92442040e-01
9.25038298e-02 -1.76630642e-02 -1.72672601e-01 -1.70686112e-01
1.15277234e-01 -9.43081590e-02 -1.27872783e-01 -5.38921263e-02
-3.19057498e-01]
[ -4.18758729e-02 -3.40782084e-02 -1.50152424e-01 -8.70456500e-02
-2.28845718e-01 6.26941261e-02 -5.94761795e-02 -4.69841240e-02
-2.26744507e-01 -9.25664567e-02 -1.16307004e-01 -3.76244394e-01
-2.06209826e-01]
[ -6.75260752e-02 2.12438914e-02 -1.28600637e-01 -3.39758994e-01
1.18262824e-01 2.05776828e-02 -1.91617346e-01 -1.43685844e-01
1.31616689e-01 -5.04995872e-02 -3.07109767e-01 -2.97287609e-01
-3.18304908e-01]
[ 7.44525082e-02 -3.05765091e-01 -8.60924988e-02 -4.58625068e-01
-2.19919230e-01 -9.02843042e-02 5.45032299e-02 8.52906081e-02
-2.28112581e-02 2.87794891e-01 -5.39298256e-01 -8.43245081e-01
4.46328107e-01]
[ -2.25316186e-01 -2.42571678e-01 -1.32737928e-01 -3.21572746e-01
-2.99457223e-01 -9.40918599e-02 2.06813422e-01 3.96477970e-02
2.84739552e-01 3.44935149e-02 -4.29846406e-01 -1.06018118e+00
6.66446771e-01]
[ -1.74512598e-02 -1.84485089e-01 2.00998026e-02 -3.24069957e-01
-1.69568144e-01 1.64734643e-01 2.03200821e-01 2.54812342e-01
-3.23057456e-02 2.28512735e-01 -2.48119313e-01 -1.13589675e+00
7.64133550e-01]
[ -2.65225357e-03 -4.28701796e-02 -1.26319906e-01 -1.44200149e-01
-1.78349460e-01 -4.79048945e-02 3.09275692e-01 1.65547201e-01
2.56283562e-01 3.64765746e-01 -5.09675636e-01 -1.08144944e+00
8.09287110e-01]
[ -8.57211398e-02 -2.77913291e-01 5.78965284e-02 -3.64230828e-01
-1.48223060e-01 1.16158470e-01 3.79596749e-01 1.41361523e-01
-6.53914891e-02 1.62016646e-01 -5.75714015e-01 -1.05899575e+00
8.82695127e-01]
[ 1.18760025e-01 -8.82942403e-02 1.49230525e-02 -1.79086551e-01
-8.20754928e-02 -1.89742729e-02 2.74260817e-01 3.80211087e-01
4.25293846e-01 2.64446263e-01 -5.73890056e-01 -9.99215764e-01
6.00792001e-01]
[ -1.31286898e-03 -1.39723578e-01 2.26079860e-02 1.90434439e-02
-9.34418258e-02 -2.83376621e-01 9.05129775e-02 3.61365165e-01
1.08642745e-02 1.28343470e-01 -2.70718794e-01 -8.28099664e-01
2.46801902e-01]
[ 9.30817765e-02 9.71212031e-02 7.77128820e-03 1.81637935e-01
-9.60812696e-02 -5.79742783e-02 -1.42691149e-01 -1.22476948e-01
-2.34418926e-01 -1.13082668e-01 -1.03546948e-01 2.07657142e-01
-3.93858425e-01]
[ 4.63362683e-02 -1.11267754e-01 1.47562990e-01 4.09066780e-01
2.43264261e-01 8.86534477e-03 -3.85780667e-01 -3.42087672e-01
-3.87241362e-02 -5.46766328e-01 2.77859891e-01 9.91764870e-01
-7.71425176e-01]
[ 2.73810993e-02 7.87617826e-02 -2.14201577e-01 9.55959458e-02
3.47911085e-02 -2.74746782e-03 -1.90144864e-01 -3.51360947e-01
-2.84389018e-01 -2.46154662e-01 -2.36659007e-02 -1.03192595e-01
-2.03976096e-01]
[ -6.53586162e-02 -2.07311620e-01 5.88088099e-02 4.03290997e-02
-1.29802235e-01 -1.36180683e-01 -2.11095605e-02 -4.61690558e-02
4.22803707e-02 -3.98824736e-01 -3.47036242e-01 -2.66476766e-01
8.90984346e-02]
[ -4.31288938e-04 -2.66063743e-01 5.12171611e-02 -3.30138213e-01
-1.90107131e-01 -2.33861985e-01 -3.14633161e-01 -1.44844199e-02
-4.85540423e-02 3.44641508e-02 -2.19149063e-01 2.18679694e-01
6.84699166e-02]
[ 1.60215230e-01 5.97770747e-02 -1.09483354e-01 -3.12357770e-01
-5.40325384e-02 -1.03827349e-01 -2.38126755e-01 -4.30999409e-02
-2.18757774e-01 -2.78295020e-01 -2.18396511e-01 4.73686734e-01
-2.57729123e-02]
[ -1.82212077e-01 -1.76303296e-01 -1.17854419e-01 -3.04000867e-01
-4.67157172e-02 2.43972278e-02 -2.27206919e-01 -2.83095327e-01
-1.58065413e-01 -9.65233185e-02 -2.47605024e-01 3.27884196e-01
-9.91026617e-02]
[ -4.83888387e-02 -1.99079613e-01 -1.68641546e-01 -2.97265518e-01
-4.07543927e-02 4.07443630e-02 -1.12389172e-01 -1.23438217e-01
-2.64818360e-01 -3.58316831e-01 -5.10972858e-02 2.30351769e-01
-1.12796585e-02]
[ 1.02632308e-01 8.76365492e-02 -1.67975138e-02 -2.49437693e-01
-3.20024703e-01 5.40594519e-03 -2.07417901e-01 -3.33603811e-01
-3.34548273e-01 -3.57337138e-02 -1.39358208e-01 2.13672833e-01
-3.28461031e-03]
[ -6.27347100e-02 -8.63194654e-03 -2.85175115e-01 -4.28250926e-02
7.14830769e-02 1.54970352e-01 -2.56521699e-01 -1.91467758e-01
-6.10806200e-02 -6.06677951e-02 1.85143249e-01 7.22127076e-01
-1.21886533e-01]
[ 1.33887475e-01 3.30347807e-01 -1.96033565e-01 7.22758117e-01
1.10415938e-01 2.46319513e-03 -2.12135525e-01 -3.74888848e-01
-2.26770977e-01 -3.17082078e-01 7.18497445e-01 8.78499268e-01
-1.22401013e+00]
[ -8.44846754e-03 1.72772445e-01 5.39107536e-02 3.63754232e-01
-1.36716638e-03 -6.56478406e-02 -2.89398640e-01 -3.49002787e-01
-2.88072113e-01 -2.19765788e-01 5.84809060e-01 9.55681332e-01
-1.23365693e+00]
[ -3.18332354e-02 -1.38539069e-01 -1.49362756e-01 3.18243041e-01
-1.82129034e-01 2.36976211e-01 -4.58065963e-02 -1.86320663e-01
-2.30755747e-01 -3.70219393e-01 2.06161098e-01 5.38501090e-01
-6.06423979e-01]
[ 8.29375899e-02 -3.82863998e-01 -5.08545311e-02 1.30463720e-02
-1.16142371e-01 1.99829895e-01 7.82467398e-02 1.71768585e-01
-1.85397115e-01 -8.33576504e-03 -5.46886948e-02 3.27942594e-01
-3.37493562e-01]
[ 2.10055159e-01 -2.95648174e-01 -1.18973093e-01 -7.94717436e-02
-2.16094853e-01 1.22708849e-01 3.75247232e-02 -1.27733412e-01
-5.93215141e-02 -5.50922164e-02 -1.57865707e-01 -1.85502911e-01
-1.92660450e-01]
[ -1.34051772e-01 -7.94733020e-02 3.78459495e-02 -2.41649759e-01
-5.80034457e-02 -1.41414602e-01 4.07492111e-02 -9.27950317e-03
-9.98431859e-02 1.33804988e-02 -3.17942454e-01 -4.42009004e-01
-1.19114688e-01]
[ -1.42020108e-01 -1.35432600e-01 -6.86104767e-02 -2.81261021e-01
-3.45367596e-01 -2.88978439e-01 1.63136060e-01 1.46964530e-01
1.12717869e-02 1.24087478e-01 -2.73555324e-01 -8.57809209e-01
2.67923660e-02]
[ -1.35184648e-01 -2.50207951e-01 -3.02886991e-01 -8.17940635e-01
-3.00060620e-01 -2.07939286e-01 -1.78234812e-01 -1.74539233e-02
2.12205530e-02 -4.66455255e-01 -6.49872352e-01 -5.88782793e-01
-1.13736155e+00]
[ -1.23983544e-01 1.31867364e-01 1.42196462e-02 1.24002542e-01
-2.03752292e-01 -1.75970297e-01 -1.52444334e-01 1.66670924e-02
-1.40026150e-01 -1.43120073e-01 -1.28851439e-01 -4.08913532e-01
6.04337658e-02]
[ -3.64840881e-01 -1.16702145e-01 -2.73739174e-01 3.05560443e-01
-1.98210668e-01 -2.32744005e-01 -1.23209885e-01 -1.02916076e-01
1.15110967e-02 2.75214654e-02 1.02893903e-01 -3.42017142e-01
1.75919620e-01]
[ -1.33467481e-01 -4.71478736e-02 -2.55329985e-01 1.65324204e-01
-2.27213877e-01 -2.79925554e-01 -3.79769395e-01 -3.01504154e-02
1.04564936e-02 -1.18335624e-01 -2.02592115e-01 -2.94976838e-01
9.05053219e-02]
[ -2.47560622e-01 -5.30347459e-01 -3.40935733e-01 -7.98642847e-02
-3.18098002e-01 -2.33251628e-01 -1.29101787e-01 -2.48296416e-01
1.96141641e-02 -2.60424351e-01 -6.37639831e-02 -3.16538372e-01
1.76127944e-02]
[ -2.21969254e-01 -2.95701619e-01 -3.21199132e-01 -8.29104864e-02
-8.85769830e-02 -1.50919070e-01 -8.38275148e-02 2.00064519e-02
-1.99243040e-01 -5.07077812e-01 -2.32122600e-01 -2.41053966e-01
-2.47130383e-02]
[ -9.68320805e-02 -1.53701249e-02 -2.42452421e-01 -8.73742066e-01
-2.70449881e-01 -2.59058841e-01 4.92055561e-02 -4.67230999e-01
1.23411979e-01 -1.79278657e-01 -6.36109770e-01 -3.42375696e-01
-1.04389078e+00]]
Progress: 28.4% ... Training loss: 0.217 ... Validation loss: 0.360[[-0.22422982]
[ 0.25252341]
[-0.10154136]
[ 1.1621398 ]
[ 0.27139939]
[-0.03489813]
[-0.87559714]
[-0.82235807]
[-0.55644296]
[-0.85530217]
[ 1.24053936]
[ 3.00478292]
[-2.24325674]]
[[ -5.20011741e-01 -4.93544877e-01 -5.89404646e-01 -4.36768054e-02
-2.92430470e-01 -5.94460736e-01 9.45590825e-03 -2.33883326e-01
-3.18648158e-01 -2.97326525e-01 2.41923608e-01 1.02715217e+00
2.89001566e-01]
[ 7.82275516e-03 -1.37374010e-01 4.86130886e-02 -8.74473211e-02
-4.10389732e-02 5.82990925e-02 -1.13894263e-01 1.95109632e-01
-1.47722068e-01 -1.87157559e-01 -1.08203118e-01 -1.33197721e-01
-1.12642385e-02]
[ -2.77756719e-01 1.38412795e-01 -3.52925234e-02 7.44680581e-02
7.88949335e-02 -1.34062229e-01 -8.78436615e-02 -1.82355896e-01
2.51608143e-01 -4.59737661e-01 1.34127373e-01 7.09428627e-01
8.68944620e-01]
[ 2.47880217e-01 -2.38243150e-01 -2.78067984e-01 1.26065416e-01
-2.69586200e-01 1.07884463e-02 4.34305909e-01 -5.46790368e-01
2.93837938e-01 -1.85460655e-01 -9.82837236e-02 -3.13344599e-01
-3.20599103e-01]
[ 1.37324541e-01 5.49814760e-03 1.14589773e-01 -1.44341236e-01
-2.79393992e-02 7.33704919e-02 -1.63100247e-01 -1.68693375e-01
7.48488561e-02 2.44204751e-01 -4.73686971e-03 -1.39762195e-01
-1.62301569e-01]
[ -4.83224743e-01 -6.13497855e-01 -6.01948610e-01 -6.16141549e-01
-5.92693111e-01 -5.64739505e-01 -3.50583658e-01 -1.56725355e-01
-4.61453475e-01 -2.39108907e-01 -5.90621797e-01 -8.87067313e-01
-6.86088915e-01]
[ -4.13722294e-01 -5.94820222e-01 -3.24890143e-01 -4.30397792e-01
-4.18080325e-01 -5.63647314e-01 -4.16113983e-01 -4.87239427e-01
-3.01957538e-01 -1.03984898e-01 -4.77549929e-01 -4.60675873e-01
-5.49400860e-01]
[ -3.47641504e-01 -3.41564855e-01 -4.88180250e-01 -1.55360223e-01
-3.16738976e-01 -4.26357406e-01 -3.00217798e-01 -2.83004881e-01
-3.01804246e-01 -5.80692612e-01 -2.98458836e-01 -7.57653194e-01
-5.79677869e-01]
[ -4.65237021e-01 -3.44884376e-01 -3.83706944e-01 -2.30432805e-01
-3.34974658e-01 -2.17268236e-01 -3.55045985e-02 -4.47428769e-01
-2.53819935e-01 -4.51157672e-01 -1.83504265e-01 -2.52194157e-01
-2.30450353e-01]
[ -9.54871949e-01 -9.56016389e-01 -9.87867118e-01 -7.76515022e-01
-1.04380424e+00 -9.89503582e-01 -5.36880857e-01 -5.83967228e-01
-7.31417838e-01 -5.67444498e-01 -7.99943673e-01 -6.24415627e-01
-8.72267790e-01]
[ -5.15306683e-01 -2.66139969e-01 -4.73642252e-01 -3.56665520e-01
-3.44693168e-01 -3.64377112e-01 -6.20966802e-01 -6.17550207e-01
-6.69268373e-01 -1.05064753e-01 -5.37059554e-01 -7.85138655e-01
-6.20624089e-01]
[ -1.18526273e-01 2.57807468e-02 -3.43503783e-01 -4.52486376e-01
-1.03081911e-01 -7.47849729e-02 -2.02630860e-01 -4.15641583e-01
-1.77836538e-01 5.60612269e-02 -4.91982543e-01 -1.10739297e+00
-6.71658172e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56768529e-01 -1.21355321e-01 1.63642515e-01 -2.86620578e-01
-1.31900119e-01 1.13193184e-01 -1.28614475e-01 7.19464351e-03
-8.34079149e-02 6.19767708e-02 -1.99282675e-01 -4.10227039e-01
-6.01807190e-02]
[ -9.14452896e-02 -2.63866845e-01 -1.81700900e-01 -2.83839050e-01
-4.76444979e-01 -8.69561886e-02 -7.35834880e-02 -6.57131310e-03
-7.63246260e-02 -3.48890983e-03 -2.32605919e-01 -4.18838932e-01
-2.83504427e-01]
[ -6.62943962e-02 -2.83329767e-02 -2.28137076e-01 -2.69415764e-01
1.14768192e-01 -1.61367573e-01 -1.83418626e-01 1.22411579e-01
-8.48206746e-03 1.22000030e-01 -2.15458353e-01 -2.25479056e-02
-8.73628194e-02]
[ 3.89891327e-02 -1.67795621e-01 -1.48535641e-01 -9.53412100e-02
-1.25665682e-01 -1.06546323e-01 1.10261816e-01 -1.50416756e-01
-1.43048179e-02 3.08523218e-02 -3.45293090e-02 -1.07938199e-01
-2.56921923e-02]
[ -2.92100430e-01 -1.40817409e-01 -7.86451081e-02 -1.14252668e-01
-3.00467217e-01 -2.75932415e-01 -3.72307234e-01 1.19879369e-02
-3.27823838e-01 -2.22969692e-01 1.59819748e-01 -1.19941688e-01
1.62984710e-01]
[ -2.30170054e-01 -1.23105026e-01 -9.41321004e-02 -4.13234436e-02
-8.28898489e-02 -1.20188049e-01 -8.34553272e-02 5.43651759e-03
-1.42975021e-01 -8.68364816e-02 5.70493043e-03 -1.94001599e-01
-1.16133685e-01]
[ -1.76817114e-01 -6.78902100e-02 -2.30544030e-01 -2.55291848e-01
-1.55928378e-01 -2.05800637e-01 -3.55210378e-01 -1.20567738e-01
1.20925140e-01 -2.39160607e-01 -3.59454225e-01 -3.32402970e-01
-3.67764614e-01]
[ -3.71376852e-01 -6.20288328e-02 -1.51334979e-01 -1.38061049e-01
-4.91674659e-02 -3.13605676e-01 3.81459199e-02 -7.87193110e-02
-1.18599885e-01 5.55044203e-02 3.29737092e-03 -3.51787424e-01
-3.32246837e-01]
[ -1.64253733e-01 -1.39677221e-01 -5.40797839e-02 -1.68406626e-01
-1.24204031e-01 -2.95923657e-01 2.27244622e-02 -1.55949554e-01
-2.11854166e-01 3.70943480e-02 2.25171717e-01 3.09176406e-02
-1.60679296e-01]
[ -1.30334167e-01 -1.72357968e-01 -1.14126245e-01 -2.92774996e-01
9.25304348e-02 -1.76551904e-02 -1.72576407e-01 -1.70335128e-01
1.15288781e-01 -9.40683417e-02 -1.27470938e-01 -5.04160108e-02
-3.19477291e-01]
[ -4.16002739e-02 -3.43525766e-02 -1.50088175e-01 -8.86036503e-02
-2.29087603e-01 6.27271868e-02 -5.82035280e-02 -4.62820294e-02
-2.26041785e-01 -9.16331874e-02 -1.17792774e-01 -3.77987441e-01
-2.04794328e-01]
[ -6.75266150e-02 2.12418783e-02 -1.28592386e-01 -3.39814150e-01
1.18260078e-01 2.05772659e-02 -1.91703204e-01 -1.43566435e-01
1.31565077e-01 -5.04098900e-02 -3.07145717e-01 -2.97330876e-01
-3.18096036e-01]
[ 7.46053491e-02 -3.05932571e-01 -8.60468546e-02 -4.59928106e-01
-2.20078434e-01 -9.02705006e-02 5.56297399e-02 8.60973856e-02
-2.22816795e-02 2.88490342e-01 -5.40238485e-01 -8.44328405e-01
4.48992429e-01]
[ -2.25299690e-01 -2.42614932e-01 -1.32719442e-01 -3.22182074e-01
-2.99510458e-01 -9.40885909e-02 2.07132609e-01 3.98546790e-02
2.84928994e-01 3.46054415e-02 -4.30324884e-01 -1.06139170e+00
6.67998314e-01]
[ -1.73855123e-02 -1.84569920e-01 2.01331223e-02 -3.24477747e-01
-1.69668911e-01 1.64741410e-01 2.03777309e-01 2.55370494e-01
-3.19446024e-02 2.29069601e-01 -2.48891477e-01 -1.13779539e+00
7.66179334e-01]
[ -2.73280128e-03 -4.28159746e-02 -1.26351538e-01 -1.44426932e-01
-1.78295251e-01 -4.79135683e-02 3.09315024e-01 1.65349563e-01
2.56247552e-01 3.64422449e-01 -5.09813744e-01 -1.08205793e+00
8.09704361e-01]
[ -8.57243666e-02 -2.77840410e-01 5.78836270e-02 -3.63909248e-01
-1.48146524e-01 1.16154323e-01 3.79886303e-01 1.41125740e-01
-6.53318029e-02 1.62040096e-01 -5.75701985e-01 -1.06006557e+00
8.82959634e-01]
[ 1.18782847e-01 -8.83313900e-02 1.49206073e-02 -1.79678146e-01
-8.21456939e-02 -1.89732432e-02 2.74688001e-01 3.80360443e-01
4.25584494e-01 2.64565305e-01 -5.74365350e-01 -1.00055784e+00
6.02324240e-01]
[ -1.18452952e-03 -1.39806594e-01 2.26412431e-02 1.83870121e-02
-9.35372497e-02 -2.83368730e-01 9.10892570e-02 3.61737815e-01
1.11249773e-02 1.28951648e-01 -2.71230298e-01 -8.28537565e-01
2.47451537e-01]
[ 9.32599557e-02 9.68930717e-02 7.84446710e-03 1.82422879e-01
-9.62116215e-02 -5.79534242e-02 -1.42595306e-01 -1.21651342e-01
-2.34041574e-01 -1.12140653e-01 -1.02552262e-01 2.09852565e-01
-3.96337516e-01]
[ 4.60020735e-02 -1.10974546e-01 1.47469259e-01 4.12268494e-01
2.43692872e-01 8.83756440e-03 -3.87880354e-01 -3.42944908e-01
-3.99064067e-02 -5.47637922e-01 2.80960032e-01 9.99147033e-01
-7.74038052e-01]
[ 2.75322205e-02 7.86285308e-02 -2.14192059e-01 9.55777879e-02
3.46944439e-02 -2.73806905e-03 -1.89775781e-01 -3.52006799e-01
-2.83843911e-01 -2.46497512e-01 -2.38951911e-02 -1.02870006e-01
-2.03958397e-01]
[ -6.53389830e-02 -2.07263154e-01 5.88058918e-02 4.02117293e-02
-1.29775494e-01 -1.36178411e-01 -2.12703883e-02 -4.61960831e-02
4.21604055e-02 -3.98708417e-01 -3.46717749e-01 -2.64584068e-01
8.87551525e-02]
[ -3.79114515e-04 -2.66325839e-01 5.13135752e-02 -3.31782211e-01
-1.90414013e-01 -2.33851634e-01 -3.14289216e-01 -1.37372932e-02
-4.80201045e-02 3.51242365e-02 -2.20955105e-01 2.14808168e-01
7.26283437e-02]
[ 1.59919216e-01 6.03529903e-02 -1.09606847e-01 -3.10837446e-01
-5.34561268e-02 -1.03852527e-01 -2.40757255e-01 -4.58281270e-02
-2.19895937e-01 -2.79234005e-01 -2.14923834e-01 4.85100953e-01
-3.09632313e-02]
[ -1.82198041e-01 -1.76980219e-01 -1.17702568e-01 -3.06577424e-01
-4.73713356e-02 2.44216138e-02 -2.27027375e-01 -2.81205465e-01
-1.56947027e-01 -9.61525120e-02 -2.51050722e-01 3.21770254e-01
-9.15195235e-02]
[ -4.84286987e-02 -1.98945031e-01 -1.68637840e-01 -2.97455925e-01
-4.06141356e-02 4.07370494e-02 -1.12686653e-01 -1.22199355e-01
-2.65188658e-01 -3.57904551e-01 -5.11794224e-02 2.31334906e-01
-1.05936357e-02]
[ 1.02722065e-01 8.74424450e-02 -1.67364876e-02 -2.50747859e-01
-3.20239581e-01 5.41819254e-03 -2.06754172e-01 -3.32796598e-01
-3.34092179e-01 -3.51516782e-02 -1.41165443e-01 2.09173884e-01
7.28049579e-04]
[ -6.25020883e-02 -8.85477309e-03 -2.85106023e-01 -4.44209429e-02
7.12418054e-02 1.54994889e-01 -2.55514285e-01 -1.90907376e-01
-6.06308909e-02 -5.95332729e-02 1.83478517e-01 7.20288298e-01
-1.20113293e-01]
[ 1.33931806e-01 3.30280939e-01 -1.96007832e-01 7.23800303e-01
1.10376054e-01 2.46889922e-03 -2.12416540e-01 -3.74329505e-01
-2.26870903e-01 -3.16667070e-01 7.19354663e-01 8.78358389e-01
-1.22610430e+00]
[ -8.05212547e-03 1.71912273e-01 5.41570031e-02 3.59403527e-01
-2.16429294e-03 -6.56030296e-02 -2.87237202e-01 -3.46478185e-01
-2.86449623e-01 -2.17579959e-01 5.79288620e-01 9.45616501e-01
-1.22707535e+00]
[ -3.14883821e-02 -1.39005118e-01 -1.49239245e-01 3.15939761e-01
-1.82578816e-01 2.37021146e-01 -4.45663135e-02 -1.84841308e-01
-2.29757215e-01 -3.68768279e-01 2.03799497e-01 5.33798736e-01
-6.03754080e-01]
[ 8.31135707e-02 -3.82977079e-01 -5.07818342e-02 1.32461198e-02
-1.16297583e-01 1.99852846e-01 7.89200752e-02 1.72661501e-01
-1.85132842e-01 -7.09905727e-03 -5.49573250e-02 3.26765268e-01
-3.38494310e-01]
[ 2.10150045e-01 -2.95782226e-01 -1.18933268e-01 -8.00199552e-02
-2.16232799e-01 1.22717989e-01 3.80675950e-02 -1.27378068e-01
-5.90126912e-02 -5.45502072e-02 -1.58674139e-01 -1.88319468e-01
-1.91315687e-01]
[ -1.33884707e-01 -7.97077861e-02 3.79350465e-02 -2.42670221e-01
-5.83017030e-02 -1.41399183e-01 4.20508965e-02 -7.92851391e-03
-9.91273492e-02 1.46634752e-02 -3.19390558e-01 -4.47595640e-01
-1.16703517e-01]
[ -1.42045862e-01 -1.35405807e-01 -6.86136365e-02 -2.81110951e-01
-3.45347031e-01 -2.88980892e-01 1.63032475e-01 1.46961612e-01
1.11872148e-02 1.24008065e-01 -2.73444598e-01 -8.57767986e-01
2.66210377e-02]
[ -1.35483920e-01 -2.49593231e-01 -3.02957876e-01 -8.16734604e-01
-2.99407063e-01 -2.07963771e-01 -1.80188904e-01 -1.94239939e-02
1.96547481e-02 -4.67019913e-01 -6.46764205e-01 -5.75900308e-01
-1.14348738e+00]
[ -1.23394748e-01 1.31107446e-01 1.44227442e-02 1.19874439e-01
-2.04517860e-01 -1.75916644e-01 -1.49550370e-01 1.91280609e-02
-1.38240113e-01 -1.40176068e-01 -1.33155803e-01 -4.18446790e-01
6.75740207e-02]
[ -3.64657418e-01 -1.17285873e-01 -2.73584407e-01 3.03827709e-01
-1.98758999e-01 -2.32704727e-01 -1.22680299e-01 -1.01193526e-01
1.29008678e-02 2.85094961e-02 1.00554187e-01 -3.44088162e-01
1.80360878e-01]
[ -1.33584097e-01 -4.70515343e-02 -2.55340866e-01 1.66031136e-01
-2.27072059e-01 -2.79935680e-01 -3.80355654e-01 -2.97574295e-02
1.00533308e-02 -1.17833650e-01 -2.02022637e-01 -2.93783352e-01
9.05023226e-02]
[ -2.47008720e-01 -5.31171619e-01 -3.40642538e-01 -8.30281739e-02
-3.18995779e-01 -2.33188763e-01 -1.26938209e-01 -2.44521910e-01
2.20306127e-02 -2.56941810e-01 -6.92889554e-02 -3.31390427e-01
2.98079494e-02]
[ -2.21603125e-01 -2.96619762e-01 -3.20946274e-01 -8.63732669e-02
-8.95659882e-02 -1.50858683e-01 -8.21918644e-02 2.30487410e-02
-1.97708687e-01 -5.04757909e-01 -2.36422018e-01 -2.50131590e-01
-1.60541441e-02]
[ -9.65388520e-02 -1.57969582e-02 -2.42352249e-01 -8.75417088e-01
-2.70723949e-01 -2.59036192e-01 5.08837403e-02 -4.66023450e-01
1.24304895e-01 -1.78079968e-01 -6.37211072e-01 -3.45148789e-01
-1.04372545e+00]]
Progress: 28.5% ... Training loss: 0.204 ... Validation loss: 0.357[[-0.22164292]
[ 0.26290322]
[-0.09332814]
[ 1.17429047]
[ 0.28004151]
[-0.03047928]
[-0.87018698]
[-0.80858173]
[-0.55459242]
[-0.84367316]
[ 1.25698106]
[ 3.0420839 ]
[-2.23778445]]
[[ -5.20568028e-01 -4.91619960e-01 -5.90012707e-01 -3.66055953e-02
-2.90608640e-01 -5.94556820e-01 5.81896214e-03 -2.41591587e-01
-3.20194701e-01 -3.03840347e-01 2.53769511e-01 1.05036299e+00
2.75714010e-01]
[ 7.69033178e-03 -1.37079830e-01 4.85017836e-02 -8.62048239e-02
-4.07221936e-02 5.82646470e-02 -1.14805964e-01 1.93914362e-01
-1.48269602e-01 -1.87832247e-01 -1.06885102e-01 -1.29636447e-01
-1.47177685e-02]
[ -2.77567128e-01 1.39571195e-01 -3.55834017e-02 7.77651847e-02
8.01640943e-02 -1.34046228e-01 -8.89639398e-02 -1.86939293e-01
2.51350589e-01 -4.62763208e-01 1.41403715e-01 7.15945103e-01
8.56742173e-01]
[ 2.49528953e-01 -2.41634712e-01 -2.76975065e-01 1.13955173e-01
-2.72766175e-01 1.09936938e-02 4.44198864e-01 -5.34940610e-01
3.01122924e-01 -1.72711393e-01 -1.19033101e-01 -3.61350932e-01
-2.80937330e-01]
[ 1.37311594e-01 5.14339205e-03 1.14458481e-01 -1.48774127e-01
-2.84940850e-02 7.33613575e-02 -1.60942536e-01 -1.68082110e-01
7.64606250e-02 2.41047602e-01 -7.09820961e-03 -1.40515001e-01
-1.47339869e-01]
[ -4.83743393e-01 -6.12658155e-01 -6.02198329e-01 -6.10659978e-01
-5.91858180e-01 -5.64819262e-01 -3.53742863e-01 -1.61120197e-01
-4.62998490e-01 -2.42553142e-01 -5.84181399e-01 -8.75273293e-01
-6.94297607e-01]
[ -4.13940418e-01 -5.93822824e-01 -3.25232590e-01 -4.28137611e-01
-4.17169091e-01 -5.63694400e-01 -4.16891312e-01 -4.90217333e-01
-3.03231773e-01 -1.06979795e-01 -4.72119377e-01 -4.46833436e-01
-5.59912664e-01]
[ -3.47307982e-01 -3.41567520e-01 -4.88173056e-01 -1.57124280e-01
-3.16868610e-01 -4.26313733e-01 -2.99492530e-01 -2.82506411e-01
-3.00095416e-01 -5.80438848e-01 -3.00048950e-01 -7.66569447e-01
-5.76320608e-01]
[ -4.65351306e-01 -3.44732295e-01 -3.83791984e-01 -2.29571917e-01
-3.34720904e-01 -2.17302095e-01 -3.62083050e-02 -4.48560938e-01
-2.54342601e-01 -4.51333267e-01 -1.82625876e-01 -2.49932076e-01
-2.31197045e-01]
[ -9.55127769e-01 -9.54560527e-01 -9.88323563e-01 -7.71465860e-01
-1.04241035e+00 -9.89555815e-01 -5.40283876e-01 -5.90332194e-01
-7.32986603e-01 -5.72697844e-01 -7.90332420e-01 -6.08686015e-01
-8.87544558e-01]
[ -5.15609986e-01 -2.65509760e-01 -4.73819502e-01 -3.53533936e-01
-3.44161735e-01 -3.64426150e-01 -6.22007207e-01 -6.18758548e-01
-6.69742527e-01 -1.06278678e-01 -5.33718018e-01 -7.77473410e-01
-6.24156348e-01]
[ -1.18484687e-01 2.56811904e-02 -3.43540098e-01 -4.53828539e-01
-1.03136950e-01 -7.48007294e-02 -2.02102409e-01 -4.16074723e-01
-1.77426704e-01 5.61675333e-02 -4.93776108e-01 -1.11180554e+00
-6.68959072e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.57215135e-01 -1.20950090e-01 1.63451530e-01 -2.84732673e-01
-1.31468645e-01 1.13121972e-01 -1.30805238e-01 4.54724743e-03
-8.44343272e-02 5.91624462e-02 -1.96936115e-01 -4.05360251e-01
-6.21660927e-02]
[ -9.15161469e-02 -2.63861381e-01 -1.81728182e-01 -2.84016283e-01
-4.76421582e-01 -8.69648249e-02 -7.31919926e-02 -6.31408136e-03
-7.63543461e-02 -3.49321905e-03 -2.32799035e-01 -4.20066832e-01
-2.82790222e-01]
[ -6.62473216e-02 -2.79342587e-02 -2.28148742e-01 -2.66200094e-01
1.15083839e-01 -1.61365085e-01 -1.84581432e-01 1.20553031e-01
-8.77996257e-03 1.21740703e-01 -2.11625650e-01 -1.58497753e-02
-9.28877690e-02]
[ 3.88751042e-02 -1.67537640e-01 -1.48622198e-01 -9.57537176e-02
-1.25564690e-01 -1.06554631e-01 1.10011973e-01 -1.50754840e-01
-1.45611000e-02 2.95452307e-02 -3.42541939e-02 -1.05417913e-01
-2.59736239e-02]
[ -2.92180601e-01 -1.40432021e-01 -7.87810737e-02 -1.14067063e-01
-3.00055755e-01 -2.75963891e-01 -3.71528571e-01 1.11600692e-02
-3.27958878e-01 -2.23381812e-01 1.61366404e-01 -1.13872678e-01
1.61783806e-01]
[ -2.30390082e-01 -1.22522125e-01 -9.43343817e-02 -3.91458428e-02
-8.22760907e-02 -1.20215422e-01 -8.55395788e-02 2.86914132e-03
-1.44495698e-01 -8.91271233e-02 9.43501562e-03 -1.85086989e-01
-1.26200193e-01]
[ -1.76408770e-01 -6.86217005e-02 -2.30362387e-01 -2.58338474e-01
-1.56721667e-01 -2.05740747e-01 -3.52767117e-01 -1.17568598e-01
1.23482739e-01 -2.38228341e-01 -3.63046139e-01 -3.50800789e-01
-3.61172320e-01]
[ -3.71542257e-01 -6.15683536e-02 -1.51445534e-01 -1.36371882e-01
-4.86810789e-02 -3.13626090e-01 3.62647243e-02 -8.06984124e-02
-1.19762793e-01 5.45669681e-02 5.77232282e-03 -3.44606071e-01
-3.36967214e-01]
[ -1.63976786e-01 -1.39703360e-01 -5.40574042e-02 -1.68854563e-01
-1.24222019e-01 -2.95897291e-01 2.40278919e-02 -1.55849393e-01
-2.10808885e-01 3.81001612e-02 2.24086320e-01 2.82676393e-02
-1.56976449e-01]
[ -1.30712383e-01 -1.71894739e-01 -1.14310829e-01 -2.90571549e-01
9.30653577e-02 -1.77247967e-02 -1.74820665e-01 -1.72480363e-01
1.13813145e-01 -9.56464215e-02 -1.25069887e-01 -4.24791669e-02
-3.23308390e-01]
[ -4.17506548e-02 -3.42356797e-02 -1.50129457e-01 -8.77408212e-02
-2.28945755e-01 6.27039909e-02 -5.89431198e-02 -4.64475070e-02
-2.26360271e-01 -9.18220193e-02 -1.17073968e-01 -3.77115337e-01
-2.04779729e-01]
[ -6.71508255e-02 2.09097358e-02 -1.28475261e-01 -3.41113488e-01
1.17881749e-01 2.06317169e-02 -1.89982315e-01 -1.42400330e-01
1.32552170e-01 -4.89167566e-02 -3.08441993e-01 -3.01131996e-01
-3.17619263e-01]
[ 7.46521750e-02 -3.05979197e-01 -8.60232060e-02 -4.60850459e-01
-2.20146015e-01 -9.02656751e-02 5.62242476e-02 8.65942060e-02
-2.20310077e-02 2.89118220e-01 -5.41304918e-01 -8.46776366e-01
4.51841090e-01]
[ -2.25342637e-01 -2.42587318e-01 -1.32729772e-01 -3.22403626e-01
-2.99494407e-01 -9.40966054e-02 2.07330826e-01 4.00609062e-02
2.84992703e-01 3.46066113e-02 -4.30584585e-01 -1.06262147e+00
6.69178888e-01]
[ -1.72863356e-02 -1.84665258e-01 2.01698613e-02 -3.25111526e-01
-1.69773952e-01 1.64753960e-01 2.04734457e-01 2.55853179e-01
-3.14546535e-02 2.29699498e-01 -2.49851689e-01 -1.14011371e+00
7.68624021e-01]
[ -2.70073165e-03 -4.28483412e-02 -1.26353122e-01 -1.44814243e-01
-1.78324649e-01 -4.79088494e-02 3.09697138e-01 1.65408198e-01
2.56437021e-01 3.64574215e-01 -5.10200956e-01 -1.08315829e+00
8.10255866e-01]
[ -8.59348397e-02 -2.77617508e-01 5.77797552e-02 -3.63257391e-01
-1.47915699e-01 1.16118529e-01 3.78903225e-01 1.40206570e-01
-6.58209417e-02 1.61118649e-01 -5.75059273e-01 -1.05950395e+00
8.81290037e-01]
[ 1.18692013e-01 -8.82671860e-02 1.48882466e-02 -1.79347255e-01
-8.20733061e-02 -1.89862692e-02 2.74326153e-01 3.79933785e-01
4.25376076e-01 2.64222312e-01 -5.74128638e-01 -1.00039980e+00
6.01799333e-01]
[ -1.17138282e-03 -1.39836312e-01 2.26450118e-02 1.82459620e-02
-9.35614565e-02 -2.83366959e-01 9.11409450e-02 3.61715883e-01
1.11576885e-02 1.29035369e-01 -2.71393918e-01 -8.28632566e-01
2.47758475e-01]
[ 9.32559180e-02 9.69154750e-02 7.83735057e-03 1.82646202e-01
-9.61897829e-02 -5.79571583e-02 -1.42785606e-01 -1.21759126e-01
-2.34140828e-01 -1.12134386e-01 -1.02305180e-01 2.10810452e-01
-3.96709106e-01]
[ 4.63688299e-02 -1.11233178e-01 1.47576778e-01 4.12212728e-01
2.43295950e-01 8.87601633e-03 -3.86613525e-01 -3.41296985e-01
-3.84329307e-02 -5.46495015e-01 2.80240565e-01 9.91253756e-01
-7.75792631e-01]
[ 2.74785614e-02 7.84106714e-02 -2.14164682e-01 9.51106866e-02
3.44998840e-02 -2.73532717e-03 -1.89951984e-01 -3.51906982e-01
-2.83271892e-01 -2.47076626e-01 -2.49522652e-02 -1.07794513e-01
-1.99981922e-01]
[ -6.54628755e-02 -2.07053582e-01 5.87282716e-02 4.10402352e-02
-1.29545988e-01 -1.36197924e-01 -2.22599991e-02 -4.71586922e-02
4.16059306e-02 -3.99416030e-01 -3.45618547e-01 -2.61046180e-01
8.66351969e-02]
[ -5.86287683e-04 -2.65858365e-01 5.11228852e-02 -3.30863399e-01
-1.89866799e-01 -2.33887298e-01 -3.16447613e-01 -1.66437474e-02
-4.95554793e-02 3.33442347e-02 -2.18062098e-01 2.26430718e-01
6.51485639e-02]
[ 1.60137254e-01 6.04934481e-02 -1.09631871e-01 -3.11960451e-01
-5.33543910e-02 -1.03836743e-01 -2.40304556e-01 -4.67721210e-02
-2.19761354e-01 -2.78680750e-01 -2.15338275e-01 4.87313910e-01
-3.19750271e-02]
[ -1.82324340e-01 -1.76746875e-01 -1.17796955e-01 -3.05829794e-01
-4.71181962e-02 2.43869030e-02 -2.27712005e-01 -2.81852531e-01
-1.57340286e-01 -9.64126247e-02 -2.50288576e-01 3.23773956e-01
-9.34358272e-02]
[ -4.81971999e-02 -1.99355407e-01 -1.68508700e-01 -2.99398916e-01
-4.10452672e-02 4.07785233e-02 -1.11482346e-01 -1.20949120e-01
-2.64137959e-01 -3.56940663e-01 -5.33795427e-02 2.24958502e-01
-5.27338457e-03]
[ 1.02693782e-01 8.74149046e-02 -1.67899464e-02 -2.52498529e-01
-3.20205797e-01 5.42306082e-03 -2.06382078e-01 -3.32965614e-01
-3.33887089e-01 -3.62530320e-02 -1.41933720e-01 2.10454480e-01
2.77622490e-03]
[ -6.25000857e-02 -8.79269063e-03 -2.85128589e-01 -4.40150906e-02
7.13238439e-02 1.54992276e-01 -2.55618534e-01 -1.91210311e-01
-6.08283015e-02 -5.95626148e-02 1.84319060e-01 7.22354694e-01
-1.22110206e-01]
[ 1.33221425e-01 3.31625649e-01 -1.96336387e-01 7.31473129e-01
1.11635884e-01 2.36775834e-03 -2.15788043e-01 -3.77993992e-01
-2.29033938e-01 -3.20281285e-01 7.28071254e-01 8.97654717e-01
-1.23516250e+00]
[ -8.08715364e-03 1.72339954e-01 5.40538909e-02 3.62298779e-01
-1.73281990e-03 -6.56075862e-02 -2.87623434e-01 -3.48612073e-01
-2.87127008e-01 -2.19107632e-01 5.83395828e-01 9.49485060e-01
-1.23507927e+00]
[ -3.14676596e-02 -1.39076272e-01 -1.49213853e-01 3.15856108e-01
-1.82649227e-01 2.37027643e-01 -4.45055754e-02 -1.84445496e-01
-2.29771210e-01 -3.68661611e-01 2.03683676e-01 5.33444504e-01
-6.03706964e-01]
[ 8.31211616e-02 -3.82962896e-01 -5.07794998e-02 1.32567340e-02
-1.16296181e-01 1.99852628e-01 7.89168861e-02 1.72534807e-01
-1.85136913e-01 -7.07140546e-03 -5.49256993e-02 3.27028118e-01
-3.38731215e-01]
[ 2.10240956e-01 -2.95934113e-01 -1.18884186e-01 -8.09064144e-02
-2.16456088e-01 1.22731988e-01 3.87189999e-02 -1.26334895e-01
-5.84855749e-02 -5.40913793e-02 -1.59920573e-01 -1.93698668e-01
-1.88022128e-01]
[ -1.33982361e-01 -7.95848562e-02 3.78864243e-02 -2.41434594e-01
-5.81309660e-02 -1.41413310e-01 4.09725879e-02 -8.56812051e-03
-9.96534763e-02 1.40246034e-02 -3.18081618e-01 -4.44057729e-01
-1.19347451e-01]
[ -1.41961476e-01 -1.35437354e-01 -6.85893500e-02 -2.81577868e-01
-3.45386169e-01 -2.88972489e-01 1.63413307e-01 1.47246131e-01
1.14265813e-02 1.24395941e-01 -2.73812330e-01 -8.58033944e-01
2.72815442e-02]
[ -1.34860646e-01 -2.50623847e-01 -3.02690979e-01 -8.22208753e-01
-3.00572547e-01 -2.07879125e-01 -1.77106014e-01 -1.60440035e-02
2.27333507e-02 -4.65576949e-01 -6.52620298e-01 -5.97097059e-01
-1.13763460e+00]
[ -1.24247490e-01 1.32521335e-01 1.40313782e-02 1.27774043e-01
-2.03173711e-01 -1.76047863e-01 -1.54200762e-01 1.51089390e-02
-1.40581907e-01 -1.44103790e-01 -1.24799416e-01 -3.99444999e-01
5.80041716e-02]
[ -3.64074998e-01 -1.17866120e-01 -2.73409236e-01 3.00666845e-01
-1.99273310e-01 -2.32642210e-01 -1.19809756e-01 -9.94592211e-02
1.45180049e-02 3.16306539e-02 9.66700532e-02 -3.50958495e-01
1.87868038e-01]
[ -1.33542274e-01 -4.70013309e-02 -2.55338249e-01 1.67194816e-01
-2.26910020e-01 -2.79932202e-01 -3.79946478e-01 -3.07474836e-02
1.04843574e-02 -1.17861572e-01 -2.00743325e-01 -2.99749129e-01
9.36598169e-02]
[ -2.47107572e-01 -5.30999661e-01 -3.40719372e-01 -8.21381735e-02
-3.18860333e-01 -2.33205220e-01 -1.26951960e-01 -2.45237887e-01
2.18478758e-02 -2.57845019e-01 -6.81587001e-02 -3.29953115e-01
2.99587907e-02]
[ -2.21909864e-01 -2.96263489e-01 -3.21060250e-01 -8.41497436e-02
-8.90986425e-02 -1.50904134e-01 -8.38540469e-02 2.20085239e-02
-1.98802391e-01 -5.05893821e-01 -2.34194876e-01 -2.46146547e-01
-1.84385847e-02]
[ -9.70455738e-02 -1.41919025e-02 -2.42884768e-01 -8.72120300e-01
-2.69282848e-01 -2.59110734e-01 4.69324830e-02 -4.72378822e-01
1.21163277e-01 -1.83010292e-01 -6.29304717e-01 -3.16557787e-01
-1.06454936e+00]]
Progress: 28.6% ... Training loss: 0.212 ... Validation loss: 0.369[[-0.22873311]
[ 0.2517066 ]
[-0.10084775]
[ 1.15524738]
[ 0.26752398]
[-0.03724121]
[-0.88830485]
[-0.82354537]
[-0.57572862]
[-0.8500979 ]
[ 1.23657503]
[ 2.99457028]
[-2.26781514]]
[[ -5.19810189e-01 -4.93096163e-01 -5.89618134e-01 -4.59325770e-02
-2.92321906e-01 -5.94444359e-01 1.36758356e-02 -2.36159222e-01
-3.14409325e-01 -2.99637571e-01 2.41697661e-01 1.00994856e+00
3.08395275e-01]
[ 8.03604224e-03 -1.37587648e-01 4.86765723e-02 -8.99156819e-02
-4.11830102e-02 5.83136075e-02 -1.12886745e-01 1.95888730e-01
-1.47219663e-01 -1.86399876e-01 -1.11016794e-01 -1.35756691e-01
-8.81734401e-03]
[ -2.74558578e-01 1.35876460e-01 -3.42763587e-02 5.44048647e-02
7.63219751e-02 -1.33687842e-01 -7.14160948e-02 -1.68444143e-01
2.61401669e-01 -4.48124576e-01 1.16285997e-01 6.44555925e-01
8.91047095e-01]
[ 2.50862953e-01 -2.42526291e-01 -2.76658454e-01 1.10301801e-01
-2.73484782e-01 1.11280656e-02 4.48923410e-01 -5.37271123e-01
3.04000804e-01 -1.71332339e-01 -1.21342804e-01 -3.52732483e-01
-2.85566957e-01]
[ 1.36202514e-01 7.71252303e-03 1.13887512e-01 -1.33964052e-01
-2.58855410e-02 7.31899363e-02 -1.70643640e-01 -1.79469290e-01
6.93602596e-02 2.36959753e-01 3.86270027e-03 -9.19952153e-02
-1.75860284e-01]
[ -4.83941037e-01 -6.12967708e-01 -6.02249571e-01 -6.10667723e-01
-5.92243196e-01 -5.64823105e-01 -3.54903224e-01 -1.61614969e-01
-4.62628424e-01 -2.43008159e-01 -5.84926048e-01 -8.81750298e-01
-6.91069392e-01]
[ -4.12849921e-01 -5.95293338e-01 -3.24722236e-01 -4.39094418e-01
-4.18771452e-01 -5.63565198e-01 -4.09126115e-01 -4.82843118e-01
-2.98101111e-01 -1.00578723e-01 -4.85121947e-01 -4.80802926e-01
-5.33850443e-01]
[ -3.46717098e-01 -3.42306066e-01 -4.87970664e-01 -1.61497223e-01
-3.17794278e-01 -4.26240355e-01 -2.95572923e-01 -2.79989093e-01
-2.97364142e-01 -5.79607088e-01 -3.03418690e-01 -7.83827413e-01
-5.72859856e-01]
[ -4.65471383e-01 -3.44806448e-01 -3.83787144e-01 -2.32199217e-01
-3.34853404e-01 -2.17305145e-01 -3.52067089e-02 -4.47835456e-01
-2.54094500e-01 -4.50887282e-01 -1.85089953e-01 -2.55225416e-01
-2.24897371e-01]
[ -9.54361837e-01 -9.56681681e-01 -9.87762337e-01 -7.85168313e-01
-1.04496014e+00 -9.89419585e-01 -5.32312662e-01 -5.81291473e-01
-7.26369058e-01 -5.67611814e-01 -8.06495522e-01 -6.64368052e-01
-8.50443149e-01]
[ -5.15187969e-01 -2.66078084e-01 -4.73658045e-01 -3.56694870e-01
-3.44737872e-01 -3.64364317e-01 -6.19743498e-01 -6.16746727e-01
-6.68528072e-01 -1.04114337e-01 -5.36446590e-01 -7.81854330e-01
-6.18939551e-01]
[ -1.18308976e-01 2.57779022e-02 -3.43596437e-01 -4.54929947e-01
-1.03056570e-01 -7.48031060e-02 -2.00811292e-01 -4.17005021e-01
-1.76778603e-01 5.61409642e-02 -4.94465469e-01 -1.11474039e+00
-6.72226416e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.57131713e-01 -1.21080630e-01 1.63456420e-01 -2.85913979e-01
-1.31530766e-01 1.13125144e-01 -1.30732996e-01 4.08143734e-03
-8.41818832e-02 5.91122529e-02 -1.97875254e-01 -4.05958597e-01
-6.22107810e-02]
[ -9.22988299e-02 -2.63434000e-01 -1.81924908e-01 -2.79308890e-01
-4.76001723e-01 -8.70332697e-02 -7.71716203e-02 -1.04289503e-02
-7.75742914e-02 -7.89950990e-03 -2.28594979e-01 -4.12528719e-01
-2.83708603e-01]
[ -6.57143739e-02 -2.85568226e-02 -2.28000421e-01 -2.69735560e-01
1.14307578e-01 -1.61302071e-01 -1.81912801e-01 1.24553263e-01
-7.36844292e-03 1.25901834e-01 -2.15731521e-01 -2.97786581e-02
-8.87246195e-02]
[ 3.90207156e-02 -1.67439677e-01 -1.48620586e-01 -9.55657284e-02
-1.25597741e-01 -1.06539990e-01 1.11636128e-01 -1.49905524e-01
-1.38319536e-02 3.03286277e-02 -3.43234577e-02 -1.08765965e-01
-2.44472532e-02]
[ -2.91624560e-01 -1.41278724e-01 -7.84899058e-02 -1.20643698e-01
-3.00817837e-01 -2.75900567e-01 -3.67969747e-01 1.41616132e-02
-3.25514992e-01 -2.20421357e-01 1.53118576e-01 -1.31236053e-01
1.74917728e-01]
[ -2.30080342e-01 -1.23202322e-01 -9.41320035e-02 -4.34516890e-02
-8.30271133e-02 -1.20171909e-01 -8.32501655e-02 6.20391348e-03
-1.42714606e-01 -8.68155089e-02 4.92908896e-03 -1.98165614e-01
-1.15085168e-01]
[ -1.76109605e-01 -6.90136554e-02 -2.30270311e-01 -2.61082101e-01
-1.57232707e-01 -2.05706504e-01 -3.49679702e-01 -1.15353680e-01
1.25481081e-01 -2.38201928e-01 -3.64528393e-01 -3.65716585e-01
-3.57618974e-01]
[ -3.71129102e-01 -6.20591613e-02 -1.51309987e-01 -1.38131580e-01
-4.92339962e-02 -3.13574454e-01 3.78600093e-02 -7.98855073e-02
-1.18458126e-01 5.55555820e-02 3.57341034e-03 -3.48089342e-01
-3.36038309e-01]
[ -1.64034884e-01 -1.39650959e-01 -5.40547974e-02 -1.69409083e-01
-1.24165377e-01 -2.95901046e-01 2.40110137e-02 -1.55910436e-01
-2.10949964e-01 3.84842841e-02 2.23555361e-01 2.76035570e-02
-1.55719437e-01]
[ -1.30715818e-01 -1.72048618e-01 -1.14274526e-01 -2.91810280e-01
9.28859948e-02 -1.77183439e-02 -1.74168965e-01 -1.71804591e-01
1.14165166e-01 -9.52984450e-02 -1.26322619e-01 -4.66175074e-02
-3.19919856e-01]
[ -4.16808895e-02 -3.42827409e-02 -1.50115505e-01 -8.86226538e-02
-2.29027550e-01 6.27143943e-02 -5.84581454e-02 -4.62793996e-02
-2.26309816e-01 -9.15975818e-02 -1.17696764e-01 -3.77156784e-01
-2.04130971e-01]
[ -6.73527992e-02 2.11029286e-02 -1.28541045e-01 -3.41196001e-01
1.18069357e-01 2.06092030e-02 -1.90492409e-01 -1.42693931e-01
1.32069722e-01 -4.94246319e-02 -3.08271404e-01 -3.00107693e-01
-3.17320354e-01]
[ 7.46608599e-02 -3.05979178e-01 -8.60186364e-02 -4.60933343e-01
-2.20156781e-01 -9.02646121e-02 5.63112927e-02 8.66928836e-02
-2.20191479e-02 2.89220124e-01 -5.41385768e-01 -8.46888811e-01
4.52030399e-01]
[ -2.25407616e-01 -2.42522327e-01 -1.32737537e-01 -3.22376868e-01
-2.99438321e-01 -9.41052753e-02 2.07404422e-01 4.01121682e-02
2.85004768e-01 3.48065460e-02 -4.30908367e-01 -1.06443099e+00
6.69795282e-01]
[ -1.74445814e-02 -1.84368425e-01 2.00549891e-02 -3.24988902e-01
-1.69421635e-01 1.64718921e-01 2.04621554e-01 2.55243094e-01
-3.16652096e-02 2.29109061e-01 -2.49085875e-01 -1.14047703e+00
7.67025006e-01]
[ -2.72530644e-03 -4.28727165e-02 -1.26349576e-01 -1.45559751e-01
-1.78376354e-01 -4.79103891e-02 3.10167981e-01 1.65534233e-01
2.56701169e-01 3.64592126e-01 -5.10779219e-01 -1.08494625e+00
8.12498636e-01]
[ -8.59265177e-02 -2.77624284e-01 5.77746301e-02 -3.63523536e-01
-1.47945191e-01 1.16118774e-01 3.79233823e-01 1.40339019e-01
-6.56769057e-02 1.61118661e-01 -5.75292887e-01 -1.06034826e+00
8.82206810e-01]
[ 1.18691983e-01 -8.82576248e-02 1.48777128e-02 -1.79083634e-01
-8.20741925e-02 -1.89866036e-02 2.74318917e-01 3.79797968e-01
4.25441970e-01 2.64195145e-01 -5.74014492e-01 -1.00049964e+00
6.01427901e-01]
[ -1.19317548e-03 -1.39822196e-01 2.26377935e-02 1.83394765e-02
-9.35447413e-02 -2.83369400e-01 9.10541440e-02 3.61616156e-01
1.11178881e-02 1.28948378e-01 -2.71312160e-01 -8.28570969e-01
2.47665641e-01]
[ 9.33102586e-02 9.65893414e-02 7.86433429e-03 1.81177753e-01
-9.64915953e-02 -5.79464539e-02 -1.41303999e-01 -1.20693556e-01
-2.32962527e-01 -1.12951197e-01 -1.03491219e-01 2.02138589e-01
-3.92997839e-01]
[ 4.66786498e-02 -1.11910688e-01 1.47694131e-01 4.10708385e-01
2.42536879e-01 8.92664175e-03 -3.85423286e-01 -3.41767266e-01
-3.61840798e-02 -5.47713844e-01 2.79001932e-01 9.85539611e-01
-7.73770855e-01]
[ 2.76681490e-02 7.80783205e-02 -2.14083500e-01 9.34872075e-02
3.41587628e-02 -2.70109346e-03 -1.89110304e-01 -3.51409155e-01
-2.82563514e-01 -2.46650475e-01 -2.66432774e-02 -1.11445582e-01
-1.96608485e-01]
[ -6.55304290e-02 -2.07046996e-01 5.87348523e-02 4.08652512e-02
-1.29546342e-01 -1.36205221e-01 -2.27313450e-02 -4.72178564e-02
4.13389183e-02 -3.99371690e-01 -3.45813672e-01 -2.61305022e-01
8.74444936e-02]
[ -4.43777463e-04 -2.66135155e-01 5.12319832e-02 -3.33130129e-01
-1.90232509e-01 -2.33869390e-01 -3.15252152e-01 -1.48011793e-02
-4.85907282e-02 3.45781485e-02 -2.21002863e-01 2.17233958e-01
7.23528395e-02]
[ 1.60030640e-01 6.05592550e-02 -1.09648435e-01 -3.12804667e-01
-5.33210642e-02 -1.03848859e-01 -2.40661286e-01 -4.66454588e-02
-2.19840433e-01 -2.78831404e-01 -2.15533272e-01 4.87692117e-01
-3.01816040e-02]
[ -1.82411417e-01 -1.76713474e-01 -1.17829821e-01 -3.05952125e-01
-4.70950917e-02 2.43702708e-02 -2.28313449e-01 -2.82482972e-01
-1.57546606e-01 -9.68969694e-02 -2.50087734e-01 3.24340568e-01
-9.22733765e-02]
[ -4.84598469e-02 -1.99225945e-01 -1.68562142e-01 -2.99220873e-01
-4.09282024e-02 4.07465159e-02 -1.12491722e-01 -1.21192229e-01
-2.64709661e-01 -3.57738033e-01 -5.33864060e-02 2.23820216e-01
-4.07648925e-03]
[ 1.02568031e-01 8.74207615e-02 -1.67972024e-02 -2.52779285e-01
-3.20204027e-01 5.41138906e-03 -2.06743375e-01 -3.32883559e-01
-3.34133057e-01 -3.64865890e-02 -1.42264813e-01 2.09028301e-01
4.19169813e-03]
[ -6.22910937e-02 -9.29599251e-03 -2.84992322e-01 -4.64042564e-02
7.07601708e-02 1.55033973e-01 -2.54500146e-01 -1.88638492e-01
-5.99014268e-02 -5.72439289e-02 1.80709976e-01 7.13591866e-01
-1.16600962e-01]
[ 1.33160830e-01 3.31934110e-01 -1.96363984e-01 7.33652195e-01
1.11877186e-01 2.35853286e-03 -2.16497357e-01 -3.78487557e-01
-2.29849471e-01 -3.20224380e-01 7.30336974e-01 9.01425734e-01
-1.23885525e+00]
[ -7.94067268e-03 1.72103761e-01 5.41324818e-02 3.59971411e-01
-1.85184626e-03 -6.55871184e-02 -2.86236042e-01 -3.47752454e-01
-2.86316222e-01 -2.18494401e-01 5.80508341e-01 9.46111292e-01
-1.23122245e+00]
[ -3.12067590e-02 -1.39434409e-01 -1.49121266e-01 3.13643076e-01
-1.82991817e-01 2.37064716e-01 -4.29920627e-02 -1.83254452e-01
-2.28742527e-01 -3.67313294e-01 2.01084849e-01 5.26516556e-01
-6.00319752e-01]
[ 8.34540062e-02 -3.83162729e-01 -5.07012649e-02 1.20398488e-02
-1.16591524e-01 1.99890665e-01 8.05204571e-02 1.73377848e-01
-1.84301852e-01 -5.45893973e-03 -5.63778269e-02 3.22868275e-01
-3.37670538e-01]
[ 2.10626378e-01 -2.96230616e-01 -1.18750859e-01 -8.23206548e-02
-2.16846391e-01 1.22776382e-01 4.04753505e-02 -1.24272957e-01
-5.77221897e-02 -5.18766214e-02 -1.61750832e-01 -2.00261787e-01
-1.86233008e-01]
[ -1.33877511e-01 -7.97084401e-02 3.79200667e-02 -2.42188321e-01
-5.82624888e-02 -1.41396465e-01 4.18581558e-02 -8.17722402e-03
-9.92994900e-02 1.45196746e-02 -3.18795252e-01 -4.45860477e-01
-1.18284482e-01]
[ -1.41770712e-01 -1.35603728e-01 -6.85417276e-02 -2.82712046e-01
-3.45570025e-01 -2.88953123e-01 1.64719940e-01 1.48169100e-01
1.20255927e-02 1.25342304e-01 -2.74729191e-01 -8.59144387e-01
2.87688558e-02]
[ -1.34506866e-01 -2.51387438e-01 -3.02537930e-01 -8.27950229e-01
-3.01439800e-01 -2.07853821e-01 -1.74365975e-01 -1.39984508e-02
2.54610699e-02 -4.65462566e-01 -6.57682636e-01 -6.17634950e-01
-1.13258219e+00]
[ -1.24421396e-01 1.32087971e-01 1.41028717e-02 1.27146802e-01
-2.03487509e-01 -1.76048790e-01 -1.55026520e-01 1.40385690e-02
-1.39978212e-01 -1.45499692e-01 -1.26857829e-01 -4.03275300e-01
6.67122460e-02]
[ -3.63962091e-01 -1.17918985e-01 -2.73342887e-01 3.00312067e-01
-1.99446572e-01 -2.32612541e-01 -1.19131320e-01 -9.86318029e-02
1.46446284e-02 3.31863276e-02 9.57919817e-02 -3.54957811e-01
1.88957236e-01]
[ -1.33261816e-01 -4.77197280e-02 -2.55167366e-01 1.61991315e-01
-2.27699102e-01 -2.79881287e-01 -3.76465346e-01 -2.68687402e-02
1.26937926e-02 -1.15336784e-01 -2.06225296e-01 -3.15346052e-01
1.07799337e-01]
[ -2.46884581e-01 -5.31124130e-01 -3.40665478e-01 -8.50195502e-02
-3.19094050e-01 -2.33180500e-01 -1.24696221e-01 -2.43430206e-01
2.29989124e-02 -2.56448532e-01 -7.10403753e-02 -3.38071654e-01
3.54462973e-02]
[ -2.21690649e-01 -2.96524778e-01 -3.20974008e-01 -8.57971735e-02
-8.94968119e-02 -1.50876503e-01 -8.25365589e-02 2.41290824e-02
-1.98255019e-01 -5.04244556e-01 -2.36017709e-01 -2.53087091e-01
-1.51007531e-02]
[ -9.66973589e-02 -1.44306964e-02 -2.42820335e-01 -8.73629292e-01
-2.69553114e-01 -2.59072360e-01 4.88114483e-02 -4.71866163e-01
1.22277498e-01 -1.81631184e-01 -6.30700452e-01 -3.20532074e-01
-1.06331303e+00]]
Progress: 28.6% ... Training loss: 0.211 ... Validation loss: 0.359[[-0.22597962]
[ 0.25742699]
[-0.09766789]
[ 1.17534581]
[ 0.27216403]
[-0.03522535]
[-0.87272922]
[-0.81671038]
[-0.56039921]
[-0.84505341]
[ 1.25436159]
[ 3.02086293]
[-2.23792623]]
[[ -5.20286450e-01 -4.92099783e-01 -5.89893679e-01 -3.59740936e-02
-2.91127749e-01 -5.94557522e-01 9.45456452e-03 -2.40611773e-01
-3.15986124e-01 -3.04346651e-01 2.52196046e-01 1.03126716e+00
2.88371100e-01]
[ 8.10559784e-03 -1.37658995e-01 4.86968049e-02 -9.03101587e-02
-4.12435394e-02 5.83244249e-02 -1.12582393e-01 1.96034689e-01
-1.47035894e-01 -1.86278215e-01 -1.11390996e-01 -1.36240206e-01
-8.36225303e-03]
[ -2.77562961e-01 1.39651125e-01 -3.56372816e-02 7.39377186e-02
8.03299751e-02 -1.34218688e-01 -8.40530538e-02 -1.82592818e-01
2.52774701e-01 -4.63559985e-01 1.35848733e-01 6.87644131e-01
8.55047901e-01]
[ 2.50054837e-01 -2.41009823e-01 -2.77296708e-01 1.10758805e-01
-2.72184108e-01 1.08954382e-02 4.48266183e-01 -5.41577862e-01
3.03351578e-01 -1.76349218e-01 -1.18734247e-01 -3.56684245e-01
-2.84675318e-01]
[ 1.37217483e-01 6.36569948e-03 1.14195979e-01 -1.39733010e-01
-2.74508185e-02 7.33535689e-02 -1.65236986e-01 -1.75341813e-01
7.37996173e-02 2.38851796e-01 -8.59192545e-04 -1.06285153e-01
-1.69954467e-01]
[ -4.83666818e-01 -6.13595007e-01 -6.01951628e-01 -6.11610582e-01
-5.92860555e-01 -5.64746233e-01 -3.55918704e-01 -1.59200755e-01
-4.62728733e-01 -2.40781370e-01 -5.87965954e-01 -8.87034788e-01
-6.90456916e-01]
[ -4.13931046e-01 -5.93810010e-01 -3.25391116e-01 -4.30101803e-01
-4.17096721e-01 -5.63750724e-01 -4.15715866e-01 -4.89147408e-01
-3.02873954e-01 -1.08057635e-01 -4.73170780e-01 -4.50674642e-01
-5.59599262e-01]
[ -3.47241994e-01 -3.41380938e-01 -4.88185529e-01 -1.54529019e-01
-3.16925598e-01 -4.26337543e-01 -2.99162851e-01 -2.84219620e-01
-2.99657399e-01 -5.81979303e-01 -2.99071159e-01 -7.77390679e-01
-5.88921752e-01]
[ -4.64982181e-01 -3.45154339e-01 -3.83619673e-01 -2.32795203e-01
-3.35163894e-01 -2.17231208e-01 -3.41904219e-02 -4.47198820e-01
-2.53242819e-01 -4.49409494e-01 -1.85634586e-01 -2.54949477e-01
-2.25416622e-01]
[ -9.55528009e-01 -9.55238653e-01 -9.88320429e-01 -7.73535423e-01
-1.04322182e+00 -9.89583577e-01 -5.40091048e-01 -5.88857246e-01
-7.31574422e-01 -5.74367827e-01 -7.95597770e-01 -6.33277683e-01
-8.79092717e-01]
[ -5.15174283e-01 -2.65565961e-01 -4.73720839e-01 -3.52387323e-01
-3.44355024e-01 -3.64406367e-01 -6.22228895e-01 -6.17828923e-01
-6.70010838e-01 -1.04889104e-01 -5.32417050e-01 -7.77566953e-01
-6.32348596e-01]
[ -1.17999089e-01 2.52560177e-02 -3.43393882e-01 -4.56448410e-01
-1.03562179e-01 -7.47289701e-02 -2.00726381e-01 -4.15841019e-01
-1.76405199e-01 5.75251944e-02 -4.96678601e-01 -1.11856167e+00
-6.71885294e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56964785e-01 -1.21414942e-01 1.63590873e-01 -2.86691009e-01
-1.31844414e-01 1.13161551e-01 -1.30786669e-01 5.91561341e-03
-8.40588074e-02 6.08530936e-02 -1.99961076e-01 -4.11235578e-01
-6.23298939e-02]
[ -9.22425277e-02 -2.63448865e-01 -1.81894564e-01 -2.78964637e-01
-4.76022081e-01 -8.70230829e-02 -7.70949293e-02 -1.02979229e-02
-7.75554442e-02 -7.77482564e-03 -2.28245095e-01 -4.10841439e-01
-2.83882771e-01]
[ -6.51345621e-02 -2.91804166e-02 -2.27708554e-01 -2.72637449e-01
1.13439459e-01 -1.61205434e-01 -1.81148362e-01 1.26126036e-01
-6.35539803e-03 1.28335033e-01 -2.19320438e-01 -3.89128717e-02
-8.58904201e-02]
[ 3.83062985e-02 -1.66719157e-01 -1.49003253e-01 -9.07075821e-02
-1.24605206e-01 -1.06643389e-01 1.08387285e-01 -1.53824043e-01
-1.59778281e-02 2.54713222e-02 -2.75858580e-02 -9.10255514e-02
-3.48457337e-02]
[ -2.92208402e-01 -1.40633664e-01 -7.87444903e-02 -1.17915986e-01
-3.00176908e-01 -2.75994628e-01 -3.70625484e-01 1.25242705e-02
-3.27724915e-01 -2.23382302e-01 1.56223274e-01 -1.25003367e-01
1.66908826e-01]
[ -2.30529867e-01 -1.22804974e-01 -9.43369704e-02 -3.95106091e-02
-8.24492638e-02 -1.20243725e-01 -8.62982335e-02 4.17375181e-03
-1.44671330e-01 -8.90276123e-02 8.80244452e-03 -1.85075897e-01
-1.24815581e-01]
[ -1.76475726e-01 -6.84120409e-02 -2.30442888e-01 -2.57370063e-01
-1.56568672e-01 -2.05775810e-01 -3.51965015e-01 -1.18230246e-01
1.23490287e-01 -2.39274303e-01 -3.61589043e-01 -3.57651873e-01
-3.65578488e-01]
[ -3.71259342e-01 -6.15807002e-02 -1.51365210e-01 -1.34547518e-01
-4.88924588e-02 -3.13603335e-01 3.68593821e-02 -8.14469655e-02
-1.18633918e-01 5.44883539e-02 5.88390049e-03 -3.48916139e-01
-3.43832436e-01]
[ -1.63997801e-01 -1.39705364e-01 -5.40438028e-02 -1.69810942e-01
-1.24209476e-01 -2.95892493e-01 2.39628030e-02 -1.55925268e-01
-2.10941797e-01 3.84087695e-02 2.23305679e-01 2.75804680e-02
-1.55531254e-01]
[ -1.30841081e-01 -1.71735488e-01 -1.14328580e-01 -2.89706477e-01
9.32429263e-02 -1.77504699e-02 -1.75282899e-01 -1.72435548e-01
1.13579044e-01 -9.60643875e-02 -1.24086790e-01 -4.11508125e-02
-3.21884510e-01]
[ -4.14037553e-02 -3.45426536e-02 -1.50047587e-01 -9.00960955e-02
-2.29238010e-01 6.27618768e-02 -5.72160164e-02 -4.56550748e-02
-2.25573517e-01 -9.06933059e-02 -1.19091296e-01 -3.78524975e-01
-2.02860297e-01]
[ -6.69432492e-02 2.06671505e-02 -1.28370881e-01 -3.42490901e-01
1.17567786e-01 2.06776193e-02 -1.89300134e-01 -1.41670362e-01
1.32920793e-01 -4.77627678e-02 -3.09789497e-01 -3.04203457e-01
-3.17181530e-01]
[ 7.45186730e-02 -3.05884421e-01 -8.60417398e-02 -4.60578716e-01
-2.20056907e-01 -9.02794693e-02 5.55910269e-02 8.63869571e-02
-2.24508633e-02 2.88821330e-01 -5.41090586e-01 -8.46594575e-01
4.51343945e-01]
[ -2.25590926e-01 -2.42167958e-01 -1.32835056e-01 -3.20520063e-01
-2.99113039e-01 -9.41402276e-02 2.05783812e-01 3.85660029e-02
2.83669919e-01 3.38847521e-02 -4.29333463e-01 -1.06137116e+00
6.64574958e-01]
[ -1.75278941e-02 -1.84293373e-01 2.00248152e-02 -3.24619156e-01
-1.69346553e-01 1.64704587e-01 2.04190453e-01 2.54909325e-01
-3.19300763e-02 2.28714586e-01 -2.48726957e-01 -1.14025278e+00
7.66277710e-01]
[ -2.74695041e-03 -4.28421490e-02 -1.26359000e-01 -1.45296889e-01
-1.78337888e-01 -4.79153750e-02 3.10011659e-01 1.65320245e-01
2.56622019e-01 3.64534777e-01 -5.10667476e-01 -1.08497630e+00
8.11915110e-01]
[ -8.61298200e-02 -2.77488975e-01 5.77012439e-02 -3.62667558e-01
-1.47800032e-01 1.16086507e-01 3.78354441e-01 1.40076934e-01
-6.62662114e-02 1.60270337e-01 -5.74613192e-01 -1.06002601e+00
8.80159659e-01]
[ 1.18550580e-01 -8.81312278e-02 1.48236034e-02 -1.78189090e-01
-8.19198369e-02 -1.90118279e-02 2.73792996e-01 3.79518512e-01
4.25040724e-01 2.63672235e-01 -5.73522393e-01 -1.00048913e+00
5.99958239e-01]
[ -1.05136132e-03 -1.40022417e-01 2.26912945e-02 1.74305685e-02
-9.37384754e-02 -2.83352646e-01 9.22813057e-02 3.62330741e-01
1.19914936e-02 1.29425672e-01 -2.72135108e-01 -8.31470014e-01
2.50244696e-01]
[ 9.32318144e-02 9.66982378e-02 7.83787447e-03 1.81805009e-01
-9.63804037e-02 -5.79589697e-02 -1.41761038e-01 -1.20943216e-01
-2.33209832e-01 -1.13149200e-01 -1.03005530e-01 2.02997367e-01
-3.93826151e-01]
[ 4.77269236e-02 -1.13037784e-01 1.48080012e-01 4.07549401e-01
2.41225041e-01 9.08928018e-03 -3.82036893e-01 -3.39771964e-01
-3.31195273e-02 -5.44097889e-01 2.74221709e-01 9.70550288e-01
-7.73201532e-01]
[ 2.75668791e-02 7.81602470e-02 -2.14104712e-01 9.46873298e-02
3.43065674e-02 -2.71378759e-03 -1.90201428e-01 -3.52130390e-01
-2.83044813e-01 -2.47192499e-01 -2.54221933e-02 -1.07274854e-01
-1.99273389e-01]
[ -6.55813538e-02 -2.06999187e-01 5.86993901e-02 4.05120010e-02
-1.29523790e-01 -1.36210746e-01 -2.30052907e-02 -4.76099431e-02
4.11765785e-02 -3.99689979e-01 -3.45931942e-01 -2.61418362e-01
8.82024355e-02]
[ -5.27394181e-04 -2.66039664e-01 5.11893634e-02 -3.33027553e-01
-1.90138853e-01 -2.33879337e-01 -3.15445241e-01 -1.52805678e-02
-4.88241823e-02 3.40189493e-02 -2.20734483e-01 2.18403038e-01
7.20209138e-02]
[ 1.59873622e-01 6.07950022e-02 -1.09718044e-01 -3.12179553e-01
-5.31156725e-02 -1.03868873e-01 -2.41713582e-01 -4.73076594e-02
-2.20572331e-01 -2.79391094e-01 -2.14721139e-01 4.92265966e-01
-3.24865744e-02]
[ -1.82492959e-01 -1.76601351e-01 -1.17865857e-01 -3.05850903e-01
-4.69389132e-02 2.43549698e-02 -2.28697220e-01 -2.83250483e-01
-1.57844315e-01 -9.75328384e-02 -2.49809226e-01 3.26137476e-01
-9.26001746e-02]
[ -4.83769559e-02 -1.99466779e-01 -1.68484664e-01 -3.00057933e-01
-4.11831982e-02 4.07661734e-02 -1.12073683e-01 -1.19912028e-01
-2.64289609e-01 -3.56895158e-01 -5.47961345e-02 2.20273926e-01
-1.42946792e-03]
[ 1.02407556e-01 8.76568160e-02 -1.69047333e-02 -2.51732706e-01
-3.19921583e-01 5.38599246e-03 -2.07512950e-01 -3.34352681e-01
-3.34517706e-01 -3.79486829e-02 -1.40386075e-01 2.15389007e-01
-1.75939457e-04]
[ -6.22329035e-02 -9.21978988e-03 -2.85009619e-01 -4.59403487e-02
7.08661977e-02 1.55038517e-01 -2.54316378e-01 -1.88422973e-01
-6.01267982e-02 -5.70082429e-02 1.81246050e-01 7.16440696e-01
-1.19580430e-01]
[ 1.32955820e-01 3.32488616e-01 -1.96441408e-01 7.38221090e-01
1.12478735e-01 2.31863602e-03 -2.18346949e-01 -3.79974425e-01
-2.30853033e-01 -3.22016384e-01 7.34927917e-01 9.12316587e-01
-1.24404737e+00]
[ -7.93039214e-03 1.72132506e-01 5.41841669e-02 3.61030909e-01
-1.80884038e-03 -6.55781635e-02 -2.86362996e-01 -3.46284066e-01
-2.86845028e-01 -2.17549515e-01 5.80628558e-01 9.45676112e-01
-1.23367264e+00]
[ -3.09732441e-02 -1.39659453e-01 -1.49063729e-01 3.12357575e-01
-1.83177504e-01 2.37104576e-01 -4.20176948e-02 -1.82845777e-01
-2.28124059e-01 -3.66734607e-01 1.99880113e-01 5.25303371e-01
-5.99155939e-01]
[ 8.31827672e-02 -3.82938272e-01 -5.08112033e-02 1.44261430e-02
-1.16291101e-01 1.99844855e-01 7.82534708e-02 1.71711073e-01
-1.85673452e-01 -7.14360323e-03 -5.33789888e-02 3.30815181e-01
-3.43494561e-01]
[ 2.10510004e-01 -2.96005464e-01 -1.18812734e-01 -8.02194080e-02
-2.16575144e-01 1.22752781e-01 3.91402175e-02 -1.25242364e-01
-5.87097814e-02 -5.22179579e-02 -1.59567000e-01 -1.93759674e-01
-1.91962788e-01]
[ -1.33970160e-01 -7.96087152e-02 3.78870061e-02 -2.41655878e-01
-5.81574246e-02 -1.41411455e-01 4.13568165e-02 -8.45872913e-03
-9.97092780e-02 1.42488220e-02 -3.18376096e-01 -4.45125427e-01
-1.19534718e-01]
[ -1.42014554e-01 -1.35320552e-01 -6.86599008e-02 -2.81156083e-01
-3.45292960e-01 -2.88985123e-01 1.62985784e-01 1.46689613e-01
1.09006949e-02 1.24008040e-01 -2.72985255e-01 -8.56126373e-01
2.43389881e-02]
[ -1.33722316e-01 -2.52221583e-01 -3.02206026e-01 -8.33317874e-01
-3.02549087e-01 -2.07755303e-01 -1.70396721e-01 -1.05607604e-02
2.83974844e-02 -4.62408857e-01 -6.65118697e-01 -6.40594789e-01
-1.12895544e+00]
[ -1.24288221e-01 1.31930951e-01 1.41283802e-02 1.27066346e-01
-2.03562063e-01 -1.76026078e-01 -1.54699324e-01 1.41925584e-02
-1.39654356e-01 -1.45092402e-01 -1.26968691e-01 -4.03754372e-01
6.74482982e-02]
[ -3.64268440e-01 -1.17414057e-01 -2.73445921e-01 3.04141992e-01
-1.98896890e-01 -2.32669350e-01 -1.21449432e-01 -9.96424158e-02
1.31981604e-02 3.10561265e-02 9.98676706e-02 -3.45265684e-01
1.83254090e-01]
[ -1.33458129e-01 -4.70147953e-02 -2.55258743e-01 1.66653282e-01
-2.27165421e-01 -2.79906880e-01 -3.78464949e-01 -2.85332868e-02
1.09719851e-02 -1.15509509e-01 -2.02473861e-01 -3.09108071e-01
1.01048996e-01]
[ -2.47570452e-01 -5.30844073e-01 -3.40894615e-01 -7.88208633e-02
-3.18413655e-01 -2.33266544e-01 -1.31140472e-01 -2.47088101e-01
1.94394394e-02 -2.60433354e-01 -6.48811740e-02 -3.21797801e-01
2.01452943e-02]
[ -2.22337928e-01 -2.95334841e-01 -3.21339581e-01 -7.91663758e-02
-8.81330824e-02 -1.50994738e-01 -8.63972911e-02 1.95284615e-02
-2.01139665e-01 -5.07505328e-01 -2.28195563e-01 -2.31175326e-01
-3.21689455e-02]
[ -9.66218722e-02 -1.46861188e-02 -2.42806956e-01 -8.75080594e-01
-2.69881197e-01 -2.59038814e-01 4.89588233e-02 -4.72008134e-01
1.22314895e-01 -1.81690212e-01 -6.32247839e-01 -3.19652421e-01
-1.06457065e+00]]
Progress: 28.6% ... Training loss: 0.204 ... Validation loss: 0.359[[-0.23563051]
[ 0.24279036]
[-0.11433688]
[ 1.16612529]
[ 0.2561008 ]
[-0.04576846]
[-0.8896845 ]
[-0.84476341]
[-0.57860455]
[-0.86841787]
[ 1.23415529]
[ 2.97853447]
[-2.26199328]]
[[ -5.19521307e-01 -4.93148780e-01 -5.89312219e-01 -4.06437047e-02
-2.92628451e-01 -5.94414148e-01 1.49738259e-02 -2.30988399e-01
-3.13224369e-01 -2.96685915e-01 2.41517184e-01 1.00057332e+00
3.06198823e-01]
[ 8.04380463e-03 -1.37569677e-01 4.86887220e-02 -8.95059510e-02
-4.11323474e-02 5.83242503e-02 -1.12866606e-01 1.96650451e-01
-1.47436081e-01 -1.85969872e-01 -1.10653047e-01 -1.33769119e-01
-1.03296457e-02]
[ -2.77074982e-01 1.38007236e-01 -3.52066167e-02 6.96626072e-02
7.86038235e-02 -1.34114817e-01 -8.12810123e-02 -1.80755434e-01
2.58084130e-01 -4.62773890e-01 1.27698792e-01 6.58797055e-01
8.72114361e-01]
[ 2.48146746e-01 -2.37555090e-01 -2.78757670e-01 1.28800468e-01
-2.67713335e-01 1.05087831e-02 4.39906119e-01 -5.63117586e-01
2.96820651e-01 -1.95555404e-01 -9.12921299e-02 -2.81299249e-01
-3.31561571e-01]
[ 1.37841551e-01 5.05991245e-03 1.14872681e-01 -1.47063552e-01
-2.91167778e-02 7.34884177e-02 -1.63662554e-01 -1.66694341e-01
7.70245669e-02 2.48283296e-01 -1.26226872e-02 -1.36928493e-01
-1.41223537e-01]
[ -4.83609134e-01 -6.13759112e-01 -6.01809732e-01 -6.11606178e-01
-5.93090180e-01 -5.64719540e-01 -3.56350582e-01 -1.57367891e-01
-4.63158748e-01 -2.39644052e-01 -5.89221131e-01 -8.90924387e-01
-6.91837064e-01]
[ -4.12321275e-01 -5.96190605e-01 -3.24402116e-01 -4.40907905e-01
-4.19795367e-01 -5.63508910e-01 -4.08389596e-01 -4.79523136e-01
-2.96887081e-01 -9.73593929e-02 -4.88559308e-01 -4.95754226e-01
-5.33982524e-01]
[ -3.47433742e-01 -3.41305937e-01 -4.88186220e-01 -1.53106605e-01
-3.16874119e-01 -4.26355395e-01 -2.99557962e-01 -2.83268220e-01
-2.99453411e-01 -5.82408672e-01 -2.99023992e-01 -7.77692893e-01
-5.88304649e-01]
[ -4.64497861e-01 -3.45843222e-01 -3.83421997e-01 -2.36493098e-01
-3.35883056e-01 -2.17145719e-01 -2.94723346e-02 -4.44012034e-01
-2.51305243e-01 -4.47180793e-01 -1.90541263e-01 -2.69953434e-01
-2.17445163e-01]
[ -9.53517816e-01 -9.58290072e-01 -9.87100468e-01 -7.87569138e-01
-1.04671822e+00 -9.89256585e-01 -5.29581570e-01 -5.73972225e-01
-7.23976122e-01 -5.61290840e-01 -8.17146726e-01 -6.96996173e-01
-8.47859635e-01]
[ -5.15509919e-01 -2.65398341e-01 -4.73693749e-01 -3.49458423e-01
-3.44101413e-01 -3.64420730e-01 -6.23299635e-01 -6.16957046e-01
-6.70887921e-01 -1.04746325e-01 -5.30226756e-01 -7.71319978e-01
-6.32041569e-01]
[ -1.17713619e-01 2.49812344e-02 -3.43313053e-01 -4.58420773e-01
-1.03915340e-01 -7.47054557e-02 -1.98947752e-01 -4.16002596e-01
-1.75427995e-01 5.79403193e-02 -4.98823157e-01 -1.12536550e+00
-6.70600250e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56527639e-01 -1.21849046e-01 1.63800062e-01 -2.88300578e-01
-1.32317336e-01 1.13231570e-01 -1.29744233e-01 8.35477373e-03
-8.35926960e-02 6.35677298e-02 -2.02270910e-01 -4.15990697e-01
-6.18107262e-02]
[ -9.25012006e-02 -2.63294932e-01 -1.81940665e-01 -2.78238570e-01
-4.75895154e-01 -8.70550748e-02 -7.78466038e-02 -1.05141629e-02
-7.80980508e-02 -8.64281251e-03 -2.28103920e-01 -4.12408789e-01
-2.84959651e-01]
[ -6.55172074e-02 -2.89032615e-02 -2.27783471e-01 -2.70551547e-01
1.13837661e-01 -1.61244655e-01 -1.83249169e-01 1.25146487e-01
-7.53881667e-03 1.26264167e-01 -2.16699997e-01 -3.16358005e-02
-8.74976372e-02]
[ 3.87964501e-02 -1.67454136e-01 -1.48640481e-01 -9.47276903e-02
-1.25593643e-01 -1.06567313e-01 1.10633646e-01 -1.48574162e-01
-1.43996435e-02 3.15388747e-02 -3.40855777e-02 -1.09374916e-01
-2.11530028e-02]
[ -2.91631095e-01 -1.41207946e-01 -7.85219985e-02 -1.19719976e-01
-3.00705464e-01 -2.75928100e-01 -3.68455722e-01 1.38001621e-02
-3.26085200e-01 -2.21301130e-01 1.53143143e-01 -1.34032400e-01
1.67325962e-01]
[ -2.29691258e-01 -1.24146659e-01 -9.38427955e-02 -4.66417788e-02
-8.40561307e-02 -1.20108937e-01 -8.15866387e-02 8.52754194e-03
-1.40794949e-01 -8.47739943e-02 2.37407106e-04 -2.10649011e-01
-1.10433135e-01]
[ -1.76585493e-01 -6.81739916e-02 -2.30491883e-01 -2.55899364e-01
-1.56275890e-01 -2.05796460e-01 -3.52455904e-01 -1.18974932e-01
1.23081725e-01 -2.39944344e-01 -3.60256755e-01 -3.55591471e-01
-3.68197784e-01]
[ -3.71159064e-01 -6.20999208e-02 -1.51258210e-01 -1.35641122e-01
-4.93895099e-02 -3.13577543e-01 3.73287500e-02 -7.98529073e-02
-1.17878271e-01 5.52024388e-02 3.38241279e-03 -3.53571362e-01
-3.41372942e-01]
[ -1.63838445e-01 -1.39588329e-01 -5.40379402e-02 -1.70418900e-01
-1.24167741e-01 -2.95876435e-01 2.61555727e-02 -1.55077703e-01
-2.10176966e-01 3.87023417e-02 2.22590916e-01 2.34312186e-02
-1.54541761e-01]
[ -1.30522156e-01 -1.72220784e-01 -1.14170369e-01 -2.92118531e-01
9.26594302e-02 -1.76819265e-02 -1.73150167e-01 -1.70780723e-01
1.14833591e-01 -9.44567423e-02 -1.26988282e-01 -4.78458235e-02
-3.16312672e-01]
[ -4.14862322e-02 -3.44886875e-02 -1.50058189e-01 -8.97383374e-02
-2.29201697e-01 6.27516183e-02 -5.74718161e-02 -4.56595503e-02
-2.25774111e-01 -9.09341721e-02 -1.18973442e-01 -3.79177158e-01
-2.03241862e-01]
[ -6.70714312e-02 2.07579972e-02 -1.28422088e-01 -3.41530055e-01
1.17753202e-01 2.06580819e-02 -1.89448620e-01 -1.41545263e-01
1.32618979e-01 -4.80103972e-02 -3.08932007e-01 -3.02390638e-01
-3.16703726e-01]
[ 7.45873888e-02 -3.05927988e-01 -8.60244544e-02 -4.60951403e-01
-2.20097145e-01 -9.02732651e-02 5.59377153e-02 8.66167813e-02
-2.22644299e-02 2.89076415e-01 -5.41328751e-01 -8.46742677e-01
4.51967489e-01]
[ -2.25480517e-01 -2.42264480e-01 -1.32807234e-01 -3.21415752e-01
-2.99225317e-01 -9.41223979e-02 2.06590226e-01 3.89948588e-02
2.84168038e-01 3.44532558e-02 -4.30011750e-01 -1.06221079e+00
6.66447050e-01]
[ -1.75014243e-02 -1.84335600e-01 2.00377156e-02 -3.24889962e-01
-1.69387869e-01 1.64710655e-01 2.04743084e-01 2.55118624e-01
-3.16303847e-02 2.29002743e-01 -2.49208923e-01 -1.14177011e+00
7.67543321e-01]
[ -2.73784838e-03 -4.28381875e-02 -1.26363769e-01 -1.45433457e-01
-1.78353477e-01 -4.79172283e-02 3.10191117e-01 1.65344329e-01
2.56689872e-01 3.64699757e-01 -5.10848675e-01 -1.08563309e+00
8.12475604e-01]
[ -8.63621859e-02 -2.77326296e-01 5.76478884e-02 -3.61950101e-01
-1.47668852e-01 1.16052321e-01 3.77585147e-01 1.39620985e-01
-6.68271243e-02 1.59414299e-01 -5.74124539e-01 -1.05992288e+00
8.79134815e-01]
[ 1.18525441e-01 -8.80979593e-02 1.48203752e-02 -1.77891804e-01
-8.19180104e-02 -1.90159354e-02 2.73639658e-01 3.79673015e-01
4.24913509e-01 2.63819425e-01 -5.73480539e-01 -1.00129415e+00
5.99706240e-01]
[ -9.39651159e-04 -1.40119157e-01 2.27453156e-02 1.71292690e-02
-9.38658669e-02 -2.83340210e-01 9.28969770e-02 3.62659894e-01
1.22953117e-02 1.29863744e-01 -2.72463428e-01 -8.32582835e-01
2.50439570e-01]
[ 9.35600148e-02 9.64071574e-02 7.93315477e-03 1.79766078e-01
-9.66691487e-02 -5.79182705e-02 -1.39043131e-01 -1.19280363e-01
-2.32267131e-01 -1.11895120e-01 -1.05426225e-01 1.94939254e-01
-3.92285680e-01]
[ 4.80736268e-02 -1.13561827e-01 1.48280638e-01 4.05861452e-01
2.40746605e-01 9.13035191e-03 -3.79919889e-01 -3.38090384e-01
-3.15143073e-02 -5.42794281e-01 2.71946847e-01 9.62001742e-01
-7.71796938e-01]
[ 2.72527702e-02 7.84847242e-02 -2.14179304e-01 9.75838407e-02
3.46805137e-02 -2.75613996e-03 -1.92190420e-01 -3.53696446e-01
-2.83948115e-01 -2.49056190e-01 -2.27123123e-02 -1.01570956e-01
-2.03341959e-01]
[ -6.53448320e-02 -2.07334596e-01 5.88423356e-02 3.83245026e-02
-1.29938823e-01 -1.36171201e-01 -2.16722375e-02 -4.60442858e-02
4.20862338e-02 -3.98270348e-01 -3.48171642e-01 -2.67692917e-01
9.26577912e-02]
[ -5.71325559e-04 -2.66008175e-01 5.11725977e-02 -3.32971433e-01
-1.90110236e-01 -2.33885315e-01 -3.15566006e-01 -1.53889342e-02
-4.89041406e-02 3.38541882e-02 -2.20654237e-01 2.18474778e-01
7.19891413e-02]
[ 1.60269638e-01 6.02766850e-02 -1.09586120e-01 -3.14776363e-01
-5.36205245e-02 -1.03818004e-01 -2.39710002e-01 -4.60579754e-02
-2.19214367e-01 -2.77646626e-01 -2.17577349e-01 4.84265772e-01
-2.68625144e-02]
[ -1.82564216e-01 -1.76652975e-01 -1.17825108e-01 -3.06096879e-01
-4.69534988e-02 2.43563970e-02 -2.29170473e-01 -2.82794542e-01
-1.57986673e-01 -9.74752723e-02 -2.50168826e-01 3.25824018e-01
-9.10671133e-02]
[ -4.79579376e-02 -2.00493824e-01 -1.68099256e-01 -3.05094834e-01
-4.24911365e-02 4.08713539e-02 -1.09937365e-01 -1.15049136e-01
-2.62594768e-01 -3.52487430e-01 -6.26528701e-02 2.00674793e-01
1.45545164e-02]
[ 1.02577226e-01 8.73306805e-02 -1.68160481e-02 -2.52913515e-01
-3.20194622e-01 5.41745077e-03 -2.06788462e-01 -3.33460451e-01
-3.33775449e-01 -3.73121959e-02 -1.41769545e-01 2.10630595e-01
3.26060476e-03]
[ -6.23135962e-02 -9.15230194e-03 -2.85022846e-01 -4.57644758e-02
7.09002747e-02 1.55028856e-01 -2.54377820e-01 -1.88257647e-01
-6.01384744e-02 -5.73417708e-02 1.81209110e-01 7.15884339e-01
-1.19381848e-01]
[ 1.32955312e-01 3.32476173e-01 -1.96408901e-01 7.39168136e-01
1.12430729e-01 2.32635571e-03 -2.18684935e-01 -3.78546699e-01
-2.30824236e-01 -3.21408627e-01 7.34407468e-01 9.11430631e-01
-1.24663176e+00]
[ -7.82087624e-03 1.71967084e-01 5.42432014e-02 3.60619602e-01
-1.86520045e-03 -6.55635165e-02 -2.85979394e-01 -3.46116492e-01
-2.86543325e-01 -2.17307265e-01 5.80091039e-01 9.43393761e-01
-1.23377746e+00]
[ -3.09293873e-02 -1.39647180e-01 -1.49066470e-01 3.12629577e-01
-1.83154107e-01 2.37109724e-01 -4.19482316e-02 -1.82961856e-01
-2.28153610e-01 -3.66583208e-01 2.00282522e-01 5.26430467e-01
-6.00227261e-01]
[ 8.33420355e-02 -3.83135015e-01 -5.07085384e-02 1.31666180e-02
-1.16609286e-01 1.99872731e-01 7.88417416e-02 1.72976725e-01
-1.85221217e-01 -5.73736207e-03 -5.53026668e-02 3.25305335e-01
-3.40432825e-01]
[ 2.10526702e-01 -2.95912943e-01 -1.18787744e-01 -7.94927850e-02
-2.16553813e-01 1.22756697e-01 3.86811116e-02 -1.25023071e-01
-5.89955663e-02 -5.16252453e-02 -1.59530957e-01 -1.93793244e-01
-1.92583808e-01]
[ -1.33817152e-01 -7.97234288e-02 3.79588728e-02 -2.41772427e-01
-5.82908153e-02 -1.41390903e-01 4.19897424e-02 -7.81727703e-03
-9.94629264e-02 1.52658067e-02 -3.18914104e-01 -4.45461440e-01
-1.19738667e-01]
[ -1.41991408e-01 -1.35365259e-01 -6.86520528e-02 -2.81582875e-01
-3.45327905e-01 -2.88983490e-01 1.63359852e-01 1.46897804e-01
1.11022329e-02 1.24158050e-01 -2.73391756e-01 -8.57171403e-01
2.53718209e-02]
[ -1.33231738e-01 -2.53255543e-01 -3.01920498e-01 -8.38299657e-01
-3.03495325e-01 -2.07674931e-01 -1.66664980e-01 -5.81670117e-03
3.02727455e-02 -4.59745333e-01 -6.72323133e-01 -6.56006484e-01
-1.12373827e+00]
[ -1.24453064e-01 1.32172787e-01 1.41553102e-02 1.28574746e-01
-2.03440185e-01 -1.76026151e-01 -1.55049847e-01 1.55918799e-02
-1.40326648e-01 -1.44484694e-01 -1.25589037e-01 -3.99467747e-01
6.71886118e-02]
[ -3.64005957e-01 -1.17823505e-01 -2.73227226e-01 3.03143498e-01
-1.99453297e-01 -2.32618442e-01 -1.21129286e-01 -9.83449007e-02
1.39350040e-02 3.32385147e-02 9.75096288e-02 -3.54887479e-01
1.87004423e-01]
[ -1.33199923e-01 -4.74506114e-02 -2.55063252e-01 1.65386549e-01
-2.27713493e-01 -2.79865363e-01 -3.78044024e-01 -2.66688531e-02
1.17744226e-02 -1.13343498e-01 -2.05306749e-01 -3.17531950e-01
1.06931341e-01]
[ -2.47599948e-01 -5.30959319e-01 -3.40808124e-01 -7.95271443e-02
-3.18634861e-01 -2.33253990e-01 -1.30270985e-01 -2.44500476e-01
1.99452377e-02 -2.58843974e-01 -6.77555765e-02 -3.32698080e-01
2.92723972e-02]
[ -2.22093911e-01 -2.95609149e-01 -3.21222736e-01 -8.06116578e-02
-8.84145158e-02 -1.50959906e-01 -8.49823610e-02 2.11130798e-02
-2.00178015e-01 -5.06070564e-01 -2.29901123e-01 -2.37109261e-01
-2.80778447e-02]
[ -9.57227895e-02 -1.58177583e-02 -2.42409057e-01 -8.80267600e-01
-2.71045672e-01 -2.58922781e-01 5.37694851e-02 -4.69890386e-01
1.25803618e-01 -1.78699095e-01 -6.38155383e-01 -3.37922817e-01
-1.05955386e+00]]
Progress: 28.7% ... Training loss: 0.221 ... Validation loss: 0.367[[-0.22470764]
[ 0.25487454]
[-0.09905639]
[ 1.18080213]
[ 0.27008505]
[-0.03314309]
[-0.88432962]
[-0.82113751]
[-0.56846055]
[-0.84002488]
[ 1.24511791]
[ 2.98063265]
[-2.24492841]]
[[ -5.19028908e-01 -4.94414847e-01 -5.89081693e-01 -4.40281496e-02
-2.93531623e-01 -5.94350343e-01 2.19152693e-02 -2.28727632e-01
-3.08634627e-01 -2.96990882e-01 2.34740503e-01 9.82460862e-01
3.13731241e-01]
[ 7.79261017e-03 -1.37272934e-01 4.85612798e-02 -8.82871051e-02
-4.08222398e-02 5.82629081e-02 -1.13877375e-01 1.95533072e-01
-1.47982473e-01 -1.87111432e-01 -1.09353996e-01 -1.31125145e-01
-1.25835199e-02]
[ -2.75909243e-01 1.37033625e-01 -3.49355375e-02 6.39194784e-02
7.75209704e-02 -1.33982410e-01 -7.59187461e-02 -1.76876892e-01
2.59991470e-01 -4.57521635e-01 1.19466132e-01 6.56113812e-01
8.65976420e-01]
[ 2.50382168e-01 -2.40127994e-01 -2.77262395e-01 1.20002047e-01
-2.70577108e-01 1.09388013e-02 4.49258832e-01 -5.50734925e-01
3.05030257e-01 -1.81799701e-01 -1.02691753e-01 -3.32322420e-01
-3.11447294e-01]
[ 1.36365668e-01 6.74286495e-03 1.13942044e-01 -1.41449521e-01
-2.74254449e-02 7.32138632e-02 -1.67857600e-01 -1.76543197e-01
7.36423116e-02 2.37992744e-01 -5.01570432e-03 -1.18107971e-01
-1.52367652e-01]
[ -4.84513577e-01 -6.13165588e-01 -6.02112621e-01 -6.07697352e-01
-5.92354822e-01 -5.64863168e-01 -3.59835616e-01 -1.60302086e-01
-4.64984721e-01 -2.43334313e-01 -5.85978686e-01 -8.84740071e-01
-6.96062615e-01]
[ -4.13520944e-01 -5.94609928e-01 -3.25252258e-01 -4.32618355e-01
-4.17938778e-01 -5.63746794e-01 -4.12600848e-01 -4.87343044e-01
-3.00642550e-01 -1.05761772e-01 -4.78698101e-01 -4.68470911e-01
-5.50447537e-01]
[ -3.47166833e-01 -3.41515327e-01 -4.88284540e-01 -1.54445030e-01
-3.16950513e-01 -4.26376683e-01 -2.97263661e-01 -2.84900533e-01
-2.98635609e-01 -5.82543000e-01 -3.02510041e-01 -7.80400100e-01
-5.94228582e-01]
[ -4.64724894e-01 -3.45450938e-01 -3.83530644e-01 -2.36616253e-01
-3.35614004e-01 -2.17207431e-01 -2.87545007e-02 -4.44640498e-01
-2.51243462e-01 -4.48726519e-01 -1.90653642e-01 -2.71211890e-01
-2.17259179e-01]
[ -9.54625545e-01 -9.56613774e-01 -9.88048774e-01 -7.81539993e-01
-1.04489864e+00 -9.89522384e-01 -5.31280298e-01 -5.83314969e-01
-7.27026889e-01 -5.70775475e-01 -8.11997397e-01 -6.75798497e-01
-8.66740701e-01]
[ -5.16315823e-01 -2.64798925e-01 -4.74060026e-01 -3.45999498e-01
-3.43224736e-01 -3.64578446e-01 -6.25673961e-01 -6.20126481e-01
-6.72139985e-01 -1.08395079e-01 -5.26465921e-01 -7.63545355e-01
-6.36025716e-01]
[ -1.17864222e-01 2.50626150e-02 -3.43358468e-01 -4.57172048e-01
-1.03826997e-01 -7.47464504e-02 -1.99558849e-01 -4.16505298e-01
-1.75827023e-01 5.73010142e-02 -4.98228095e-01 -1.12483584e+00
-6.74163551e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56874456e-01 -1.21568121e-01 1.63630712e-01 -2.87055548e-01
-1.32062958e-01 1.13166857e-01 -1.30919889e-01 6.75235179e-03
-8.42061878e-02 6.18377555e-02 -2.01076507e-01 -4.15006764e-01
-6.34643587e-02]
[ -9.26884924e-02 -2.63165048e-01 -1.82004790e-01 -2.77953801e-01
-4.75762164e-01 -8.70873378e-02 -7.84124593e-02 -1.10013418e-02
-7.84318442e-02 -9.40033357e-03 -2.27832008e-01 -4.12336935e-01
-2.85418829e-01]
[ -6.64119331e-02 -2.82747699e-02 -2.28091976e-01 -2.64694681e-01
1.14853789e-01 -1.61372362e-01 -1.86765296e-01 1.21597867e-01
-9.70991261e-03 1.21721436e-01 -2.11316521e-01 -1.77663563e-02
-9.22088517e-02]
[ 3.87779014e-02 -1.67376172e-01 -1.48722110e-01 -9.44892721e-02
-1.25511042e-01 -1.06573040e-01 1.10666694e-01 -1.49432460e-01
-1.45573987e-02 3.09134521e-02 -3.36106203e-02 -1.08231286e-01
-2.24573146e-02]
[ -2.92121647e-01 -1.40442253e-01 -7.88705977e-02 -1.16876280e-01
-3.00000310e-01 -2.76031661e-01 -3.69713106e-01 1.16104286e-02
-3.27447571e-01 -2.24261033e-01 1.56880180e-01 -1.22540432e-01
1.60455560e-01]
[ -2.29804256e-01 -1.24445036e-01 -9.39281372e-02 -4.72017036e-02
-8.41477371e-02 -1.20137567e-01 -8.16893987e-02 8.04986042e-03
-1.40773263e-01 -8.59093949e-02 -1.67487037e-03 -2.10859075e-01
-1.11306877e-01]
[ -1.76453882e-01 -6.79742066e-02 -2.30622920e-01 -2.56225733e-01
-1.56007798e-01 -2.05811226e-01 -3.51675370e-01 -1.20705091e-01
1.22766381e-01 -2.40086432e-01 -3.59994266e-01 -3.49970874e-01
-3.73770961e-01]
[ -3.71227952e-01 -6.18608308e-02 -1.51379175e-01 -1.33551926e-01
-4.91190260e-02 -3.13614168e-01 3.64743794e-02 -8.17021602e-02
-1.18450073e-01 5.43197521e-02 4.85293120e-03 -3.50989935e-01
-3.47724203e-01]
[ -1.63660019e-01 -1.39737387e-01 -5.39426296e-02 -1.71492405e-01
-1.24407771e-01 -2.95857801e-01 2.81255498e-02 -1.53942006e-01
-2.09263874e-01 3.95157640e-02 2.20617051e-01 1.53680111e-02
-1.52334235e-01]
[ -1.30522001e-01 -1.72062939e-01 -1.14188014e-01 -2.92132644e-01
9.27521519e-02 -1.76996262e-02 -1.72358766e-01 -1.71161143e-01
1.15340639e-01 -9.47728000e-02 -1.27201386e-01 -4.93115061e-02
-3.16796125e-01]
[ -4.14792324e-02 -3.44863621e-02 -1.50058718e-01 -8.97996517e-02
-2.29198838e-01 6.27526506e-02 -5.74497862e-02 -4.56482795e-02
-2.25749658e-01 -9.09073985e-02 -1.18995321e-01 -3.79102730e-01
-2.03106974e-01]
[ -6.73330386e-02 2.10805250e-02 -1.28549668e-01 -3.41316009e-01
1.18044037e-01 2.06055949e-02 -1.90257607e-01 -1.42583344e-01
1.31976492e-01 -4.95315019e-02 -3.08100449e-01 -2.98986997e-01
-3.17194283e-01]
[ 7.45140617e-02 -3.05955323e-01 -8.60354447e-02 -4.61256708e-01
-2.20103794e-01 -9.02839166e-02 5.58603256e-02 8.64309358e-02
-2.23244622e-02 2.88822078e-01 -5.41588991e-01 -8.47382124e-01
4.52940007e-01]
[ -2.25526312e-01 -2.42185792e-01 -1.32854601e-01 -3.21010672e-01
-2.99122666e-01 -9.41334465e-02 2.06134343e-01 3.85032266e-02
2.83801483e-01 3.40560431e-02 -4.29464155e-01 -1.06082181e+00
6.65133253e-01]
[ -1.76049896e-02 -1.84234053e-01 1.99936491e-02 -3.24382381e-01
-1.69298246e-01 1.64690144e-01 2.04110179e-01 2.54727420e-01
-3.20209950e-02 2.28537135e-01 -2.48680168e-01 -1.14118313e+00
7.66237902e-01]
[ -3.05923531e-03 -4.25580354e-02 -1.26493912e-01 -1.44161504e-01
-1.78109895e-01 -4.79738265e-02 3.08891374e-01 1.64094696e-01
2.55983588e-01 3.63161115e-01 -5.09972838e-01 -1.08506531e+00
8.09748742e-01]
[ -8.64307142e-02 -2.77287311e-01 5.76228157e-02 -3.61680064e-01
-1.47620330e-01 1.16039395e-01 3.77216799e-01 1.39245687e-01
-6.69747973e-02 1.59057924e-01 -5.73909680e-01 -1.05962301e+00
8.78458751e-01]
[ 1.18447022e-01 -8.80277202e-02 1.47880457e-02 -1.77657107e-01
-8.18618291e-02 -1.90347912e-02 2.73487393e-01 3.79475188e-01
4.24793482e-01 2.63618191e-01 -5.73418590e-01 -1.00152056e+00
5.99771709e-01]
[ -8.56984447e-04 -1.40259670e-01 2.27910747e-02 1.65652261e-02
-9.39829905e-02 -2.83329379e-01 9.38081091e-02 3.63581520e-01
1.28964720e-02 1.30301050e-01 -2.73201248e-01 -8.35222349e-01
2.52656528e-01]
[ 9.38388373e-02 9.62680055e-02 7.93717979e-03 1.79541941e-01
-9.67430642e-02 -5.78930770e-02 -1.38130761e-01 -1.19898156e-01
-2.31561893e-01 -1.11878987e-01 -1.05328021e-01 1.92921706e-01
-3.93501214e-01]
[ 4.80340142e-02 -1.13544991e-01 1.48229424e-01 4.07190327e-01
2.40965214e-01 9.11800536e-03 -3.78195732e-01 -3.40023407e-01
-3.04499536e-02 -5.44599873e-01 2.71861917e-01 9.60469300e-01
-7.73112317e-01]
[ 2.70791064e-02 7.86215939e-02 -2.14222095e-01 9.84390707e-02
3.48173922e-02 -2.78126268e-03 -1.92800186e-01 -3.54035199e-01
-2.84317948e-01 -2.49717222e-01 -2.20389831e-02 -1.00425547e-01
-2.04202146e-01]
[ -6.55920199e-02 -2.07169666e-01 5.87227477e-02 3.83429872e-02
-1.29765760e-01 -1.36207938e-01 -2.23354276e-02 -4.67436506e-02
4.14922379e-02 -3.99372923e-01 -3.47934190e-01 -2.67292252e-01
9.32340678e-02]
[ -7.85118274e-04 -2.65567501e-01 5.09899737e-02 -3.31946582e-01
-1.89711874e-01 -2.33924416e-01 -3.16446096e-01 -1.73647086e-02
-5.01266887e-02 3.25039674e-02 -2.19021193e-01 2.26075218e-01
6.69868896e-02]
[ 1.59975872e-01 6.05285488e-02 -1.09712142e-01 -3.14725849e-01
-5.34032910e-02 -1.03869885e-01 -2.40289736e-01 -4.66009903e-02
-2.19773724e-01 -2.78915526e-01 -2.17268878e-01 4.86096742e-01
-2.69282239e-02]
[ -1.82738735e-01 -1.76064998e-01 -1.18082136e-01 -3.05741077e-01
-4.64944630e-02 2.43014185e-02 -2.29639173e-01 -2.84810626e-01
-1.59086678e-01 -9.91824700e-02 -2.48761625e-01 3.34742792e-01
-9.56127886e-02]
[ -4.79734289e-02 -2.00457180e-01 -1.68109363e-01 -3.04863650e-01
-4.24452138e-02 4.08668615e-02 -1.10130863e-01 -1.15231639e-01
-2.62695120e-01 -3.52525463e-01 -6.24126457e-02 2.01416037e-01
1.39468788e-02]
[ 1.02530344e-01 8.73756055e-02 -1.68411010e-02 -2.52684669e-01
-3.20140490e-01 5.40743199e-03 -2.06980362e-01 -3.33718048e-01
-3.33879054e-01 -3.75843323e-02 -1.41366975e-01 2.11639326e-01
2.59136621e-03]
[ -6.25910656e-02 -8.75390833e-03 -2.85149170e-01 -4.43227850e-02
7.13189955e-02 1.54958789e-01 -2.55843259e-01 -1.89677148e-01
-6.11195152e-02 -5.87552542e-02 1.83166328e-01 7.21727545e-01
-1.22025541e-01]
[ 1.32650314e-01 3.32537657e-01 -1.96508937e-01 7.40353541e-01
1.12545239e-01 2.28188746e-03 -2.19217206e-01 -3.79077050e-01
-2.31089391e-01 -3.22701625e-01 7.35447459e-01 9.17072756e-01
-1.24531242e+00]
[ -7.63724173e-03 1.71614135e-01 5.43483749e-02 3.60180478e-01
-2.13386186e-03 -6.55384725e-02 -2.85189137e-01 -3.45195738e-01
-2.85878399e-01 -2.16649994e-01 5.78740297e-01 9.40821401e-01
-1.23426644e+00]
[ -3.07261179e-02 -1.39901840e-01 -1.48966573e-01 3.11934694e-01
-1.83375126e-01 2.37155984e-01 -4.08290295e-02 -1.81443342e-01
-2.27535343e-01 -3.65295049e-01 1.98879398e-01 5.22576772e-01
-5.98826986e-01]
[ 8.33547456e-02 -3.83063224e-01 -5.07546114e-02 1.35612028e-02
-1.16509517e-01 1.99863315e-01 7.90793667e-02 1.72311403e-01
-1.85180622e-01 -6.09438762e-03 -5.49452729e-02 3.27070964e-01
-3.42543879e-01]
[ 2.10253633e-01 -2.95589390e-01 -1.18945411e-01 -7.70843033e-02
-2.16168409e-01 1.22697552e-01 3.69486137e-02 -1.26669233e-01
-6.01623942e-02 -5.30952306e-02 -1.56950767e-01 -1.87545178e-01
-1.98277664e-01]
[ -1.33934626e-01 -7.94800953e-02 3.78615965e-02 -2.40280762e-01
-5.80013413e-02 -1.41422993e-01 4.13315104e-02 -8.67900201e-03
-1.00014623e-01 1.47769858e-02 -3.18015027e-01 -4.44573713e-01
-1.23144272e-01]
[ -1.41947798e-01 -1.35442442e-01 -6.86351331e-02 -2.82323550e-01
-3.45407604e-01 -2.88974874e-01 1.63942809e-01 1.47100439e-01
1.15114326e-02 1.24427894e-01 -2.74113036e-01 -8.59064602e-01
2.70394093e-02]
[ -1.32833946e-01 -2.53723484e-01 -3.01800130e-01 -8.40895607e-01
-3.04019938e-01 -2.07602284e-01 -1.63011363e-01 -3.79618036e-03
3.19792357e-02 -4.58302560e-01 -6.75678241e-01 -6.66695830e-01
-1.12031579e+00]
[ -1.24788583e-01 1.32623352e-01 1.39690793e-02 1.30975810e-01
-2.02984425e-01 -1.76104202e-01 -1.56658567e-01 1.36148176e-02
-1.41325062e-01 -1.46071289e-01 -1.22972451e-01 -3.93101360e-01
6.28353921e-02]
[ -3.64535609e-01 -1.17229096e-01 -2.73500193e-01 3.07666105e-01
-1.98666776e-01 -2.32712581e-01 -1.23587006e-01 -1.01215510e-01
1.23024635e-02 2.96498055e-02 1.02552641e-01 -3.41843741e-01
1.83646660e-01]
[ -1.33642450e-01 -4.71238082e-02 -2.55199930e-01 1.67356481e-01
-2.27404622e-01 -2.79928819e-01 -3.79522809e-01 -2.79391838e-02
1.06944637e-02 -1.15252928e-01 -2.03793049e-01 -3.15972833e-01
1.03969563e-01]
[ -2.48256563e-01 -5.30308664e-01 -3.41134406e-01 -7.51422368e-02
-3.17844354e-01 -2.33387702e-01 -1.33614015e-01 -2.47527850e-01
1.77375493e-02 -2.61973734e-01 -6.31830023e-02 -3.23380778e-01
2.11536361e-02]
[ -2.22870176e-01 -2.94527326e-01 -3.21656919e-01 -7.38928169e-02
-8.70696353e-02 -1.51120084e-01 -8.91203310e-02 1.59837461e-02
-2.02744366e-01 -5.09505502e-01 -2.22787822e-01 -2.15722500e-01
-3.99249952e-02]
[ -9.54442394e-02 -1.60969782e-02 -2.42533082e-01 -8.86932205e-01
-2.71422994e-01 -2.58930403e-01 5.84579417e-02 -4.70651076e-01
1.27880222e-01 -1.80265132e-01 -6.46154223e-01 -3.49404807e-01
-1.05876618e+00]]
Progress: 28.8% ... Training loss: 0.206 ... Validation loss: 0.360[[-0.22075188]
[ 0.25692012]
[-0.0952349 ]
[ 1.19214384]
[ 0.27383881]
[-0.02695862]
[-0.87277354]
[-0.81300728]
[-0.56313801]
[-0.83544164]
[ 1.25169693]
[ 2.97639229]
[-2.23992173]]
[[ -5.18900812e-01 -4.94701711e-01 -5.88922073e-01 -4.28477623e-02
-2.93663751e-01 -5.94338979e-01 2.18864143e-02 -2.26524676e-01
-3.08411130e-01 -2.95430613e-01 2.34002597e-01 9.80347452e-01
3.12317273e-01]
[ 7.87230019e-03 -1.37367534e-01 4.85960260e-02 -8.88305283e-02
-4.09188163e-02 5.82757011e-02 -1.13394488e-01 1.95883622e-01
-1.47752606e-01 -1.86679994e-01 -1.09921351e-01 -1.31914520e-01
-1.17301587e-02]
[ -2.75014471e-01 1.34865358e-01 -3.43706998e-02 5.54722620e-02
7.51975493e-02 -1.33795401e-01 -7.14537211e-02 -1.71685423e-01
2.64867180e-01 -4.55567785e-01 1.10117382e-01 6.26174522e-01
8.70834020e-01]
[ 2.50513769e-01 -2.39842714e-01 -2.77107182e-01 1.27860788e-01
-2.70450978e-01 1.09918161e-02 4.46939179e-01 -5.50879872e-01
3.03948178e-01 -1.80102818e-01 -9.61005282e-02 -3.27327851e-01
-3.17271332e-01]
[ 1.37808960e-01 5.25691714e-03 1.14357700e-01 -1.49804967e-01
-2.87115405e-02 7.34026141e-02 -1.59770617e-01 -1.71664717e-01
7.76705863e-02 2.44145405e-01 -1.30726343e-02 -1.26426501e-01
-1.38762112e-01]
[ -4.84179783e-01 -6.13465940e-01 -6.02019567e-01 -6.08677409e-01
-5.92630004e-01 -5.64819402e-01 -3.58473549e-01 -1.59115912e-01
-4.64242410e-01 -2.41582712e-01 -5.87547128e-01 -8.87244312e-01
-6.95808968e-01]
[ -4.13097503e-01 -5.94852257e-01 -3.25105591e-01 -4.33979784e-01
-4.18292338e-01 -5.63719845e-01 -4.09606346e-01 -4.85120253e-01
-2.98900264e-01 -1.03580027e-01 -4.81344509e-01 -4.84352720e-01
-5.51760912e-01]
[ -3.47232406e-01 -3.42013932e-01 -4.88263142e-01 -1.54667516e-01
-3.17354870e-01 -4.26360552e-01 -2.99249009e-01 -2.86046798e-01
-2.98821478e-01 -5.83897988e-01 -3.02674968e-01 -7.79365536e-01
-5.98173979e-01]
[ -4.66295559e-01 -3.43835866e-01 -3.84096940e-01 -2.27461803e-01
-3.33688197e-01 -2.17462043e-01 -3.70844717e-02 -4.51081705e-01
-2.56133657e-01 -4.55277425e-01 -1.81336169e-01 -2.44448532e-01
-2.22989111e-01]
[ -9.55837031e-01 -9.55760557e-01 -9.88438645e-01 -7.74573062e-01
-1.04390749e+00 -9.89732609e-01 -5.38300434e-01 -5.87537448e-01
-7.30214138e-01 -5.76198317e-01 -8.06707802e-01 -6.67926335e-01
-8.76312111e-01]
[ -5.16129375e-01 -2.64938188e-01 -4.74023800e-01 -3.46393280e-01
-3.43279549e-01 -3.64553403e-01 -6.25109190e-01 -6.20329450e-01
-6.71752117e-01 -1.07689309e-01 -5.26779662e-01 -7.62040757e-01
-6.38593954e-01]
[ -1.17718189e-01 2.49224466e-02 -3.43309999e-01 -4.57154718e-01
-1.03870618e-01 -7.47290351e-02 -1.99062233e-01 -4.16258355e-01
-1.75619109e-01 5.80455379e-02 -4.98266253e-01 -1.12480072e+00
-6.72758960e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56884683e-01 -1.21598809e-01 1.63631182e-01 -2.87242929e-01
-1.32103984e-01 1.13169584e-01 -1.31071497e-01 6.65636885e-03
-8.42378378e-02 6.18033471e-02 -2.01332711e-01 -4.15489301e-01
-6.32747879e-02]
[ -9.24409506e-02 -2.63372261e-01 -1.81948341e-01 -2.78773862e-01
-4.75920149e-01 -8.70602339e-02 -7.72333384e-02 -1.03183529e-02
-7.79125641e-02 -8.27437867e-03 -2.28972822e-01 -4.14257305e-01
-2.85061361e-01]
[ -6.61067046e-02 -2.84950978e-02 -2.28022361e-01 -2.66091921e-01
1.14579191e-01 -1.61333624e-01 -1.85924930e-01 1.22104417e-01
-9.09727883e-03 1.23176261e-01 -2.12808874e-01 -1.95396723e-02
-9.23629153e-02]
[ 3.89715057e-02 -1.67483768e-01 -1.48669106e-01 -9.50728882e-02
-1.25633725e-01 -1.06557898e-01 1.11955799e-01 -1.48190759e-01
-1.40914005e-02 3.19002305e-02 -3.45258212e-02 -1.11264302e-01
-2.23727127e-02]
[ -2.92376448e-01 -1.40245883e-01 -7.88845969e-02 -1.14831376e-01
-2.99812537e-01 -2.76069213e-01 -3.70271490e-01 1.22668786e-02
-3.27616661e-01 -2.24383939e-01 1.57637178e-01 -1.27863991e-01
1.59377730e-01]
[ -2.29699252e-01 -1.24614520e-01 -9.38940477e-02 -4.76068611e-02
-8.42621630e-02 -1.20140198e-01 -8.08731604e-02 7.49419312e-03
-1.40183120e-01 -8.59574039e-02 -2.58202639e-03 -2.14397999e-01
-1.14239034e-01]
[ -1.76235405e-01 -6.85835636e-02 -2.30530460e-01 -2.59840229e-01
-1.56701090e-01 -2.05767859e-01 -3.50219992e-01 -1.18908216e-01
1.24285504e-01 -2.39868173e-01 -3.63856673e-01 -3.59447116e-01
-3.68992589e-01]
[ -3.71264376e-01 -6.19541697e-02 -1.51331359e-01 -1.32194777e-01
-4.91741213e-02 -3.13607056e-01 3.53059854e-02 -8.21806000e-02
-1.18871231e-01 5.39578698e-02 6.05291114e-03 -3.50920297e-01
-3.51030318e-01]
[ -1.63851377e-01 -1.39495492e-01 -5.40426418e-02 -1.70163057e-01
-1.24118998e-01 -2.95878534e-01 2.62264755e-02 -1.55775714e-01
-2.10379604e-01 3.84953958e-02 2.22913946e-01 2.36072114e-02
-1.55819013e-01]
[ -1.31120937e-01 -1.71437490e-01 -1.14353514e-01 -2.87033637e-01
9.34825639e-02 -1.77902518e-02 -1.76368175e-01 -1.73245422e-01
1.13033849e-01 -9.67268239e-02 -1.22365024e-01 -3.48580606e-02
-3.19793474e-01]
[ -4.15053696e-02 -3.44609220e-02 -1.50070727e-01 -8.91097891e-02
-2.29175259e-01 6.27447616e-02 -5.79650498e-02 -4.62067976e-02
-2.25824546e-01 -9.11833215e-02 -1.18547083e-01 -3.77766826e-01
-2.03063101e-01]
[ -6.81640161e-02 2.20031600e-02 -1.28917231e-01 -3.38237849e-01
1.19165314e-01 2.04630716e-02 -1.93494432e-01 -1.46039820e-01
1.29797154e-01 -5.34723485e-02 -3.04127090e-01 -2.88125348e-01
-3.19430931e-01]
[ 7.42400504e-02 -3.05720791e-01 -8.61101661e-02 -4.60162002e-01
-2.19857439e-01 -9.03188753e-02 5.40635215e-02 8.53896960e-02
-2.33995644e-02 2.87865511e-01 -5.40711120e-01 -8.45983799e-01
4.50800147e-01]
[ -2.25654495e-01 -2.41966262e-01 -1.32924677e-01 -3.20084799e-01
-2.98920979e-01 -9.41544278e-02 2.05341706e-01 3.77722420e-02
2.83093978e-01 3.33954983e-02 -4.28620266e-01 -1.05936696e+00
6.62404976e-01]
[ -1.75440648e-02 -1.84279771e-01 2.00110927e-02 -3.24656334e-01
-1.69338688e-01 1.64695446e-01 2.04680976e-01 2.54990245e-01
-3.17561401e-02 2.28930191e-01 -2.49139093e-01 -1.14248136e+00
7.67450259e-01]
[ -3.05760972e-03 -4.25671412e-02 -1.26492666e-01 -1.44187736e-01
-1.78117035e-01 -4.79735888e-02 3.08934399e-01 1.64133445e-01
2.56011905e-01 3.63178924e-01 -5.09999728e-01 -1.08515300e+00
8.09882593e-01]
[ -8.64301487e-02 -2.77287784e-01 5.76216550e-02 -3.61689355e-01
-1.47617084e-01 1.16039952e-01 3.77202833e-01 1.39242991e-01
-6.69774941e-02 1.59048253e-01 -5.73896128e-01 -1.05951585e+00
8.78371264e-01]
[ 1.18441100e-01 -8.80381310e-02 1.47811562e-02 -1.77712847e-01
-8.18625480e-02 -1.90367133e-02 2.73412312e-01 3.79277644e-01
4.24776904e-01 2.63493695e-01 -5.73436505e-01 -1.00148319e+00
5.99844825e-01]
[ -8.22938143e-04 -1.40304784e-01 2.28226606e-02 1.69811281e-02
-9.40441129e-02 -2.83326756e-01 9.38606779e-02 3.63994930e-01
1.29109383e-02 1.30813183e-01 -2.73055241e-01 -8.36156831e-01
2.52279695e-01]
[ 9.35565727e-02 9.66111644e-02 7.86898964e-03 1.82805747e-01
-9.65152012e-02 -5.79397920e-02 -1.39581802e-01 -1.20486467e-01
-2.32519522e-01 -1.12734110e-01 -1.03293811e-01 1.94895565e-01
-3.96712812e-01]
[ 4.79771826e-02 -1.13863436e-01 1.48293404e-01 4.07851211e-01
2.40827627e-01 9.09724416e-03 -3.77377233e-01 -3.39546027e-01
-2.97516977e-02 -5.45162075e-01 2.71763829e-01 9.52625950e-01
-7.73784693e-01]
[ 2.70853606e-02 7.86162964e-02 -2.14217072e-01 9.88937085e-02
3.48069003e-02 -2.78001532e-03 -1.92761275e-01 -3.53730514e-01
-2.84319854e-01 -2.49622951e-01 -2.18175949e-02 -9.97781527e-02
-2.05107018e-01]
[ -6.56248711e-02 -2.07227964e-01 5.87098007e-02 3.78359411e-02
-1.29785429e-01 -1.36207275e-01 -2.29011156e-02 -4.66795725e-02
4.15728655e-02 -3.99901463e-01 -3.48071102e-01 -2.66094895e-01
9.38956555e-02]
[ -1.12454665e-03 -2.65133191e-01 5.08158219e-02 -3.31159096e-01
-1.89220561e-01 -2.33968589e-01 -3.18091072e-01 -1.96281551e-02
-5.12974681e-02 3.08330196e-02 -2.16844224e-01 2.33958101e-01
6.42413985e-02]
[ 1.60222703e-01 6.02329478e-02 -1.09642492e-01 -3.16717085e-01
-5.36319979e-02 -1.03836892e-01 -2.39305234e-01 -4.64215268e-02
-2.18805625e-01 -2.78210743e-01 -2.19386681e-01 4.83714671e-01
-2.29976808e-02]
[ -1.82734574e-01 -1.76029316e-01 -1.18105820e-01 -3.06202951e-01
-4.64939460e-02 2.42965036e-02 -2.29678646e-01 -2.84935718e-01
-1.59038701e-01 -9.94887339e-02 -2.49000945e-01 3.34542983e-01
-9.45242417e-02]
[ -4.78782454e-02 -2.00526989e-01 -1.68080167e-01 -3.05088691e-01
-4.25182561e-02 4.08779116e-02 -1.09815067e-01 -1.14983598e-01
-2.62503960e-01 -3.52129885e-01 -6.27538255e-02 2.00940212e-01
1.41996054e-02]
[ 1.02565518e-01 8.74095946e-02 -1.68391416e-02 -2.52776526e-01
-3.20134483e-01 5.41293251e-03 -2.06926184e-01 -3.33875819e-01
-3.33895665e-01 -3.74372394e-02 -1.41442517e-01 2.12222765e-01
2.20381308e-03]
[ -6.26438612e-02 -8.61951128e-03 -2.85177451e-01 -4.47152775e-02
7.14775424e-02 1.54939647e-01 -2.56344178e-01 -1.90206987e-01
-6.14283164e-02 -5.89431045e-02 1.83531686e-01 7.24584773e-01
-1.22150731e-01]
[ 1.32388348e-01 3.32612482e-01 -1.96578039e-01 7.41197490e-01
1.12594807e-01 2.24710796e-03 -2.20564766e-01 -3.78968110e-01
-2.31250139e-01 -3.23625781e-01 7.36570874e-01 9.18431388e-01
-1.24353433e+00]
[ -7.32730248e-03 1.71170247e-01 5.44813924e-02 3.59282840e-01
-2.49892149e-03 -6.54989472e-02 -2.83800346e-01 -3.43821611e-01
-2.85074750e-01 -2.15083750e-01 5.76356308e-01 9.36849032e-01
-1.23343985e+00]
[ -3.06337350e-02 -1.40007112e-01 -1.48935312e-01 3.11352325e-01
-1.83475133e-01 2.37171168e-01 -4.04237406e-02 -1.81099375e-01
-2.27251584e-01 -3.65049101e-01 1.98380513e-01 5.21232592e-01
-5.98404230e-01]
[ 8.32464459e-02 -3.83002145e-01 -5.07879649e-02 1.40790643e-02
-1.16426999e-01 1.99847542e-01 7.86130138e-02 1.72045131e-01
-1.85446231e-01 -6.48791999e-03 -5.45001717e-02 3.27527895e-01
-3.42982995e-01]
[ 2.09999167e-01 -2.95223530e-01 -1.19078833e-01 -7.42854629e-02
-2.15750047e-01 1.22654795e-01 3.51705612e-02 -1.28637076e-01
-6.14508513e-02 -5.41360276e-02 -1.54077217e-01 -1.79513512e-01
-2.05162741e-01]
[ -1.33968994e-01 -7.93834740e-02 3.78349984e-02 -2.39624808e-01
-5.79047348e-02 -1.41429137e-01 4.08047749e-02 -9.07164128e-03
-1.00224634e-01 1.44323887e-02 -3.17396133e-01 -4.43675300e-01
-1.24264016e-01]
[ -1.41882504e-01 -1.35495205e-01 -6.86020962e-02 -2.82638204e-01
-3.45453501e-01 -2.88964501e-01 1.64310989e-01 1.47369945e-01
1.17212338e-02 1.24943718e-01 -2.74520095e-01 -8.60000237e-01
2.77476634e-02]
[ -1.32890819e-01 -2.53471865e-01 -3.01840185e-01 -8.42708442e-01
-3.03757175e-01 -2.07649898e-01 -1.62595809e-01 -4.42476925e-03
3.21017401e-02 -4.59050104e-01 -6.76920617e-01 -6.72848081e-01
-1.12239828e+00]
[ -1.25016925e-01 1.33041040e-01 1.38876874e-02 1.33828200e-01
-2.02657103e-01 -1.76139014e-01 -1.58287743e-01 1.26273158e-02
-1.42454015e-01 -1.46478556e-01 -1.20512863e-01 -3.85645258e-01
5.97793992e-02]
[ -3.64627756e-01 -1.17170069e-01 -2.73529217e-01 3.09507297e-01
-1.98602447e-01 -2.32724173e-01 -1.24912540e-01 -1.01886021e-01
1.18778100e-02 2.90317618e-02 1.03761837e-01 -3.40203975e-01
1.83015981e-01]
[ -1.33966769e-01 -4.67848571e-02 -2.55263825e-01 1.70705479e-01
-2.27005679e-01 -2.79966078e-01 -3.81851249e-01 -2.83171326e-02
9.41189155e-03 -1.16032873e-01 -2.01352846e-01 -3.08875945e-01
1.01578831e-01]
[ -2.48621497e-01 -5.30018108e-01 -3.41387650e-01 -7.09327710e-02
-3.17232748e-01 -2.33455159e-01 -1.36137302e-01 -2.50232725e-01
1.60911759e-02 -2.63622484e-01 -5.86872517e-02 -3.11607557e-01
1.49786696e-02]
[ -2.23164051e-01 -2.94524878e-01 -3.21712378e-01 -7.33212592e-02
-8.70237825e-02 -1.51145008e-01 -9.04183571e-02 1.60287046e-02
-2.03016616e-01 -5.10653022e-01 -2.21876501e-01 -2.15993390e-01
-3.91416879e-02]
[ -9.49627524e-02 -1.68834820e-02 -2.42315188e-01 -8.91352494e-01
-2.72241102e-01 -2.58874511e-01 6.11881014e-02 -4.69505115e-01
1.29921053e-01 -1.78888610e-01 -6.51490208e-01 -3.61535772e-01
-1.05594969e+00]]
Progress: 28.8% ... Training loss: 0.208 ... Validation loss: 0.365[[-0.23278286]
[ 0.25074503]
[-0.10150512]
[ 1.19196074]
[ 0.2688076 ]
[-0.03759872]
[-0.89087806]
[-0.8211742 ]
[-0.57575067]
[-0.84712209]
[ 1.24946212]
[ 2.96905458]
[-2.24552954]]
[[ -5.18901732e-01 -4.94385819e-01 -5.88941649e-01 -3.85526977e-02
-2.93268356e-01 -5.94348384e-01 2.33256774e-02 -2.26588689e-01
-3.07741163e-01 -2.96363687e-01 2.36388120e-01 9.85220661e-01
3.07210297e-01]
[ 8.25690929e-03 -1.37777727e-01 4.87430875e-02 -9.20852954e-02
-4.11970836e-02 5.83239103e-02 -1.11229087e-01 1.97141732e-01
-1.47502811e-01 -1.85059075e-01 -1.13445868e-01 -1.37085355e-01
-1.40455964e-02]
[ -2.76882674e-01 1.36690902e-01 -3.49554549e-02 6.36291959e-02
7.69451149e-02 -1.34044288e-01 -7.86538529e-02 -1.78390915e-01
2.60778122e-01 -4.64065810e-01 1.16567016e-01 6.38529166e-01
8.58439900e-01]
[ 2.52117202e-01 -2.40898154e-01 -2.76818381e-01 1.23061792e-01
-2.71590131e-01 1.11792165e-02 4.55447329e-01 -5.48346689e-01
3.08923658e-01 -1.75696500e-01 -1.01636778e-01 -3.42871792e-01
-3.14707669e-01]
[ 1.36442235e-01 7.54859634e-03 1.13686936e-01 -1.33505274e-01
-2.58752535e-02 7.31670049e-02 -1.69732172e-01 -1.81861478e-01
7.21445779e-02 2.38883691e-01 5.36636020e-03 -7.96194568e-02
-1.65414601e-01]
[ -4.83352494e-01 -6.14225734e-01 -6.01727091e-01 -6.10834878e-01
-5.93336753e-01 -5.64735286e-01 -3.55473682e-01 -1.55571729e-01
-4.62548477e-01 -2.37045188e-01 -5.90938332e-01 -8.94969955e-01
-6.95128091e-01]
[ -4.13111359e-01 -5.94932136e-01 -3.25094144e-01 -4.33262755e-01
-4.18278646e-01 -5.63725407e-01 -4.09370222e-01 -4.85864380e-01
-2.98541787e-01 -1.03770673e-01 -4.79809145e-01 -4.78771395e-01
-5.51018142e-01]
[ -3.47705693e-01 -3.41106151e-01 -4.88496255e-01 -1.48903069e-01
-3.16419714e-01 -4.26438181e-01 -3.01491070e-01 -2.88971626e-01
-3.00168059e-01 -5.87298321e-01 -2.98791100e-01 -7.73206017e-01
-6.11767032e-01]
[ -4.64823522e-01 -3.45191119e-01 -3.83675831e-01 -2.36860658e-01
-3.35143312e-01 -2.17265224e-01 -2.92122267e-02 -4.46089823e-01
-2.52035576e-01 -4.50353960e-01 -1.90045984e-01 -2.63643000e-01
-2.15104416e-01]
[ -9.54396565e-01 -9.56973554e-01 -9.88034460e-01 -7.82723839e-01
-1.04525487e+00 -9.89588910e-01 -5.29523710e-01 -5.83621058e-01
-7.25433237e-01 -5.72900212e-01 -8.15988025e-01 -6.90567736e-01
-8.78035271e-01]
[ -5.16685054e-01 -2.64070896e-01 -4.74161410e-01 -3.38826758e-01
-3.42290959e-01 -3.64612384e-01 -6.29022397e-01 -6.21065724e-01
-6.74082308e-01 -1.08369841e-01 -5.19813149e-01 -7.48200548e-01
-6.45710053e-01]
[ -1.16790791e-01 2.39810073e-02 -3.43084656e-01 -4.61645311e-01
-1.04724846e-01 -7.46160084e-02 -1.95059577e-01 -4.14571361e-01
-1.73265909e-01 6.12979751e-02 -5.02634331e-01 -1.13117880e+00
-6.68204410e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56751951e-01 -1.21693135e-01 1.63663309e-01 -2.87790149e-01
-1.32217130e-01 1.13184332e-01 -1.30049882e-01 7.41727071e-03
-8.39364458e-02 6.27012915e-02 -2.02069966e-01 -4.17102505e-01
-6.28906496e-02]
[ -9.20377849e-02 -2.63748247e-01 -1.81799970e-01 -2.80119762e-01
-4.76185634e-01 -8.70203176e-02 -7.58007697e-02 -8.50135115e-03
-7.72599536e-02 -6.06200764e-03 -2.30883455e-01 -4.17721475e-01
-2.84011595e-01]
[ -6.60657418e-02 -2.83823497e-02 -2.28014843e-01 -2.63576125e-01
1.14691573e-01 -1.61332160e-01 -1.86786122e-01 1.21076000e-01
-9.25603524e-03 1.22831227e-01 -2.10464633e-01 -1.43203872e-02
-9.61359523e-02]
[ 3.89775070e-02 -1.67500966e-01 -1.48681342e-01 -9.55234403e-02
-1.25603255e-01 -1.06563320e-01 1.11864255e-01 -1.48433372e-01
-1.39889926e-02 3.18011791e-02 -3.46679487e-02 -1.10394980e-01
-2.11262686e-02]
[ -2.92586505e-01 -1.39964381e-01 -7.89984346e-02 -1.13637067e-01
-2.99550647e-01 -2.76094010e-01 -3.71197915e-01 1.13956722e-02
-3.28423154e-01 -2.25278338e-01 1.59298777e-01 -1.20532405e-01
1.55840813e-01]
[ -2.29048289e-01 -1.25779558e-01 -9.35365733e-02 -5.39039293e-02
-8.55476642e-02 -1.20064419e-01 -7.59776812e-02 1.09763372e-02
-1.36556567e-01 -8.29538332e-02 -1.02354407e-02 -2.37968485e-01
-1.03552271e-01]
[ -1.76561709e-01 -6.82931058e-02 -2.30633918e-01 -2.56623271e-01
-1.56226359e-01 -2.05807043e-01 -3.51568701e-01 -1.20025061e-01
1.22824686e-01 -2.40513814e-01 -3.60963179e-01 -3.50795126e-01
-3.74186176e-01]
[ -3.71662099e-01 -6.09536240e-02 -1.51558010e-01 -1.26624658e-01
-4.81268763e-02 -3.13666216e-01 3.14583452e-02 -8.48994451e-02
-1.21276329e-01 5.17827057e-02 1.19347578e-02 -3.35748173e-01
-3.61630802e-01]
[ -1.64089680e-01 -1.38988058e-01 -5.41659229e-02 -1.67045978e-01
-1.23636832e-01 -2.95917044e-01 2.54021200e-02 -1.56727442e-01
-2.10480780e-01 3.60246105e-02 2.25419981e-01 2.44727478e-02
-1.61190453e-01]
[ -1.30412230e-01 -1.72192130e-01 -1.14158338e-01 -2.91876007e-01
9.25723206e-02 -1.76999491e-02 -1.72284607e-01 -1.71602589e-01
1.15329680e-01 -9.39715012e-02 -1.26968300e-01 -4.55607664e-02
-3.13175440e-01]
[ -4.04948725e-02 -3.55132909e-02 -1.49748397e-01 -9.65246403e-02
-2.30179514e-01 6.28838771e-02 -5.27557535e-02 -4.25087170e-02
-2.23174983e-01 -8.78250978e-02 -1.25511956e-01 -3.91418191e-01
-1.98650725e-01]
[ -6.81324730e-02 2.19828841e-02 -1.28908844e-01 -3.38028996e-01
1.19122043e-01 2.04665611e-02 -1.93370921e-01 -1.45644018e-01
1.29905048e-01 -5.31996940e-02 -3.04084515e-01 -2.88412531e-01
-3.19637698e-01]
[ 7.42751401e-02 -3.05718268e-01 -8.61039047e-02 -4.60567224e-01
-2.19849549e-01 -9.03180304e-02 5.41212649e-02 8.51620283e-02
-2.33708421e-02 2.88130925e-01 -5.40970600e-01 -8.46437898e-01
4.51455839e-01]
[ -2.25712316e-01 -2.41879810e-01 -1.32946220e-01 -3.19940356e-01
-2.98855752e-01 -9.41616598e-02 2.05309836e-01 3.77277425e-02
2.82890143e-01 3.32958303e-02 -4.28548486e-01 -1.05934751e+00
6.62078366e-01]
[ -1.75587639e-02 -1.84264816e-01 1.99983361e-02 -3.24770695e-01
-1.69319558e-01 1.64692680e-01 2.04771277e-01 2.54876974e-01
-3.17030544e-02 2.28774717e-01 -2.49147303e-01 -1.14257175e+00
7.67445222e-01]
[ -3.01733368e-03 -4.25665975e-02 -1.26486976e-01 -1.44243881e-01
-1.78125776e-01 -4.79708161e-02 3.09193873e-01 1.64306254e-01
2.56092915e-01 3.63484820e-01 -5.10124345e-01 -1.08532441e+00
8.09906446e-01]
[ -8.64695925e-02 -2.77247853e-01 5.75961317e-02 -3.61505710e-01
-1.47566544e-01 1.16035145e-01 3.76939873e-01 1.38936241e-01
-6.71011493e-02 1.58699989e-01 -5.73730770e-01 -1.05929854e+00
8.77648575e-01]
[ 1.18508824e-01 -8.80932340e-02 1.48021320e-02 -1.77963132e-01
-8.19267649e-02 -1.90298471e-02 2.73835041e-01 3.79578661e-01
4.25005350e-01 2.63886849e-01 -5.73659911e-01 -1.00186360e+00
6.00320200e-01]
[ -9.29168954e-04 -1.40241634e-01 2.28134902e-02 1.80844331e-02
-9.39193801e-02 -2.83340389e-01 9.34652403e-02 3.63887369e-01
1.26933605e-02 1.30629295e-01 -2.72180387e-01 -8.35750257e-01
2.50744878e-01]
[ 9.34968688e-02 9.68111946e-02 7.88315897e-03 1.87715124e-01
-9.62053697e-02 -5.79399001e-02 -1.41712054e-01 -1.21161930e-01
-2.33144792e-01 -1.13274409e-01 -9.84898209e-02 2.03603353e-01
-4.03296487e-01]
[ 4.87754373e-02 -1.14627911e-01 1.48562936e-01 4.03626363e-01
2.39950861e-01 9.17021133e-03 -3.71834835e-01 -3.36434677e-01
-2.66484432e-02 -5.42698931e-01 2.66137797e-01 9.33208597e-01
-7.72791205e-01]
[ 2.71513123e-02 7.85273004e-02 -2.14198477e-01 9.85251597e-02
3.47229921e-02 -2.77238412e-03 -1.92469465e-01 -3.53574137e-01
-2.84131160e-01 -2.49431215e-01 -2.21567777e-02 -1.00018749e-01
-2.04740984e-01]
[ -6.56328896e-02 -2.07239835e-01 5.87085208e-02 3.74544609e-02
-1.29824318e-01 -1.36205968e-01 -2.26194405e-02 -4.65949049e-02
4.17024565e-02 -4.00066966e-01 -3.48374957e-01 -2.67193078e-01
9.48731947e-02]
[ -9.03003961e-04 -2.65596962e-01 5.09431382e-02 -3.33968995e-01
-1.89754402e-01 -2.33936273e-01 -3.16680316e-01 -1.79075768e-02
-5.00976536e-02 3.22553852e-02 -2.19735341e-01 2.26119095e-01
6.94008991e-02]
[ 1.60987687e-01 5.91338080e-02 -1.09355682e-01 -3.22479739e-01
-5.47918964e-02 -1.03744965e-01 -2.35592064e-01 -4.25013752e-02
-2.16355944e-01 -2.74593525e-01 -2.25573609e-01 4.68687062e-01
-1.09587199e-02]
[ -1.82471935e-01 -1.76137769e-01 -1.18049645e-01 -3.07701234e-01
-4.66321368e-02 2.43293874e-02 -2.29091671e-01 -2.84876229e-01
-1.58846229e-01 -9.82582860e-02 -2.50043702e-01 3.36060341e-01
-9.41724231e-02]
[ -4.80479603e-02 -2.00402988e-01 -1.68173589e-01 -3.05675221e-01
-4.23645720e-02 4.08566670e-02 -1.10053099e-01 -1.15685976e-01
-2.62604320e-01 -3.53288895e-01 -6.28371851e-02 2.04628714e-01
1.28598788e-02]
[ 1.02544427e-01 8.75849412e-02 -1.69101941e-02 -2.53071830e-01
-3.19980584e-01 5.39952365e-03 -2.06833738e-01 -3.34344312e-01
-3.34187721e-01 -3.76908677e-02 -1.41177827e-01 2.15047784e-01
1.50217864e-03]
[ -6.22649138e-02 -9.04459542e-03 -2.85055234e-01 -4.65740049e-02
7.09663612e-02 1.54996729e-01 -2.54588698e-01 -1.88884657e-01
-6.02369181e-02 -5.71522754e-02 1.81226526e-01 7.19097861e-01
-1.19454542e-01]
[ 1.31946970e-01 3.33475315e-01 -1.96802552e-01 7.46024646e-01
1.13598235e-01 2.18494417e-03 -2.22438737e-01 -3.80965302e-01
-2.32539107e-01 -3.26410372e-01 7.41777411e-01 9.29056488e-01
-1.24936979e+00]
[ -6.81409773e-03 1.70502424e-01 5.47431244e-02 3.55819026e-01
-3.07479988e-03 -6.54218370e-02 -2.81418277e-01 -3.40777461e-01
-2.83965387e-01 -2.12553328e-01 5.71984128e-01 9.26106142e-01
-1.23192502e+00]
[ -3.08648118e-02 -1.39684399e-01 -1.49029672e-01 3.13650215e-01
-1.83124020e-01 2.37141505e-01 -4.20652205e-02 -1.82559157e-01
-2.28166454e-01 -3.66239620e-01 2.00559104e-01 5.28312946e-01
-6.01741550e-01]
[ 8.30276644e-02 -3.82596533e-01 -5.09242808e-02 1.70069660e-02
-1.15953287e-01 1.99816392e-01 7.73575295e-02 1.69228746e-01
-1.86709601e-01 -8.02847999e-03 -5.13983712e-02 3.38115879e-01
-3.50990536e-01]
[ 2.10084714e-01 -2.95225656e-01 -1.19061657e-01 -7.43125011e-02
-2.15778761e-01 1.22662356e-01 3.54359723e-02 -1.28381238e-01
-6.12986629e-02 -5.37272301e-02 -1.54186527e-01 -1.79994449e-01
-2.05378966e-01]
[ -1.33999729e-01 -7.93029477e-02 3.78150211e-02 -2.39083524e-01
-5.78296222e-02 -1.41433469e-01 4.04076117e-02 -9.41853566e-03
-1.00454092e-01 1.41813001e-02 -3.16924711e-01 -4.43055053e-01
-1.25165875e-01]
[ -1.41905787e-01 -1.35474129e-01 -6.86069126e-02 -2.82544911e-01
-3.45434592e-01 -2.88967517e-01 1.64251376e-01 1.47354633e-01
1.16768432e-02 1.24866798e-01 -2.74465310e-01 -8.60045395e-01
2.77222626e-02]
[ -1.32435178e-01 -2.53523782e-01 -3.01824097e-01 -8.46463155e-01
-3.04009132e-01 -2.07621657e-01 -1.59022934e-01 -3.77169237e-03
3.35264064e-02 -4.58701014e-01 -6.80335888e-01 -6.81239149e-01
-1.12430853e+00]
[ -1.24673863e-01 1.32591664e-01 1.40395394e-02 1.31415946e-01
-2.03059555e-01 -1.76093641e-01 -1.56415393e-01 1.40548420e-02
-1.41598413e-01 -1.45175553e-01 -1.22824100e-01 -3.89908203e-01
6.44285225e-02]
[ -3.64348912e-01 -1.17492388e-01 -2.73425218e-01 3.09377147e-01
-1.99001894e-01 -2.32673113e-01 -1.25175277e-01 -1.01057061e-01
1.28226242e-02 3.02828884e-02 1.03006399e-01 -3.42486019e-01
1.86281276e-01]
[ -1.33984147e-01 -4.67907547e-02 -2.55288484e-01 1.72629681e-01
-2.26915237e-01 -2.79975627e-01 -3.82687012e-01 -3.02622451e-02
8.79936479e-03 -1.16569989e-01 -1.99638863e-01 -3.02573243e-01
9.68068753e-02]
[ -2.48514545e-01 -5.30188707e-01 -3.41285256e-01 -7.04849237e-02
-3.17356844e-01 -2.33412422e-01 -1.35233741e-01 -2.46919142e-01
1.58129190e-02 -2.62416135e-01 -5.98706242e-02 -3.14708319e-01
1.56114319e-02]
[ -2.23682292e-01 -2.93596691e-01 -3.21970891e-01 -6.89656617e-02
-8.59256978e-02 -1.51214410e-01 -9.25553485e-02 1.33093753e-02
-2.04397811e-01 -5.13259718e-01 -2.16272735e-01 -2.02961355e-01
-4.67238437e-02]
[ -9.37994497e-02 -1.80987043e-02 -2.41914434e-01 -8.96857874e-01
-2.73464694e-01 -2.58765227e-01 6.69409815e-02 -4.66196710e-01
1.33771859e-01 -1.73984356e-01 -6.57824427e-01 -3.78012958e-01
-1.05451721e+00]]
Progress: 28.9% ... Training loss: 0.205 ... Validation loss: 0.359[[-0.2374793 ]
[ 0.24763872]
[-0.10372332]
[ 1.18996359]
[ 0.26446857]
[-0.03954017]
[-0.89518957]
[-0.82487658]
[-0.57773039]
[-0.85468114]
[ 1.24605533]
[ 2.97021871]
[-2.24591881]]
[[ -5.17692158e-01 -4.95208855e-01 -5.88580575e-01 -4.21618421e-02
-2.94322681e-01 -5.94207005e-01 2.85487100e-02 -2.22964067e-01
-3.05367764e-01 -2.90875789e-01 2.31784114e-01 9.73953959e-01
3.09230806e-01]
[ 8.44184658e-03 -1.38000392e-01 4.88436181e-02 -9.34099699e-02
-4.13960091e-02 5.83558346e-02 -1.10584534e-01 1.98507694e-01
-1.47236313e-01 -1.83651715e-01 -1.15173038e-01 -1.40550247e-01
-1.34783291e-02]
[ -2.77365711e-01 1.37554862e-01 -3.54250273e-02 6.70938254e-02
7.83004098e-02 -1.34145265e-01 -8.34129842e-02 -1.88984446e-01
2.57769225e-01 -4.69962258e-01 1.23123345e-01 6.61036505e-01
8.43154577e-01]
[ 2.52535537e-01 -2.42290671e-01 -2.76716154e-01 1.18674541e-01
-2.72837182e-01 1.12490317e-02 4.58632550e-01 -5.47800312e-01
3.11934242e-01 -1.75724139e-01 -1.07228747e-01 -3.56722885e-01
-3.00396800e-01]
[ 1.36108938e-01 7.84720407e-03 1.13556155e-01 -1.35358421e-01
-2.53316371e-02 7.31279120e-02 -1.73866596e-01 -1.84289531e-01
7.03258970e-02 2.37267873e-01 6.45875705e-03 -6.93123063e-02
-1.68600020e-01]
[ -4.82661378e-01 -6.14859334e-01 -6.01461339e-01 -6.13428789e-01
-5.94145690e-01 -5.64621985e-01 -3.53350091e-01 -1.51940193e-01
-4.61563806e-01 -2.33235863e-01 -5.94041840e-01 -8.99409451e-01
-6.95112107e-01]
[ -4.11978049e-01 -5.96605845e-01 -3.24560350e-01 -4.41192924e-01
-4.20122618e-01 -5.63577110e-01 -4.02632770e-01 -4.80038321e-01
-2.94150746e-01 -9.84291367e-02 -4.90081411e-01 -5.08072826e-01
-5.37217374e-01]
[ -3.47680066e-01 -3.40416248e-01 -4.88733420e-01 -1.46255207e-01
-3.15536313e-01 -4.26467758e-01 -3.03060319e-01 -2.93332145e-01
-3.02256185e-01 -5.88065960e-01 -2.94371721e-01 -7.58345597e-01
-6.24428777e-01]
[ -4.65771547e-01 -3.43997570e-01 -3.84051180e-01 -2.31815314e-01
-3.34192620e-01 -2.17434367e-01 -3.39291047e-02 -4.49526175e-01
-2.54714121e-01 -4.54388761e-01 -1.84290570e-01 -2.48872551e-01
-2.21307696e-01]
[ -9.54798265e-01 -9.55839857e-01 -9.88201845e-01 -7.77276733e-01
-1.04442822e+00 -9.89705085e-01 -5.33524578e-01 -5.85297289e-01
-7.28658004e-01 -5.73885853e-01 -8.09945744e-01 -6.72006499e-01
-8.94773154e-01]
[ -5.16353695e-01 -2.64447081e-01 -4.74051675e-01 -3.40526904e-01
-3.42580406e-01 -3.64566998e-01 -6.27537888e-01 -6.19663692e-01
-6.73401816e-01 -1.06217183e-01 -5.21493177e-01 -7.52154395e-01
-6.43617453e-01]
[ -1.15818422e-01 2.27996398e-02 -3.42839973e-01 -4.68223146e-01
-1.06080867e-01 -7.44823423e-02 -1.89968301e-01 -4.12636439e-01
-1.70112593e-01 6.44793797e-02 -5.10197565e-01 -1.14989624e+00
-6.58607402e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56463770e-01 -1.22022907e-01 1.63822882e-01 -2.89793300e-01
-1.32589948e-01 1.13235507e-01 -1.28705756e-01 9.97134762e-03
-8.33647561e-02 6.50303811e-02 -2.04669676e-01 -4.23184027e-01
-6.19509272e-02]
[ -9.19539271e-02 -2.63746494e-01 -1.81760017e-01 -2.80279829e-01
-4.76261458e-01 -8.70044099e-02 -7.54626842e-02 -7.65441102e-03
-7.71415103e-02 -5.35721762e-03 -2.31224777e-01 -4.18810691e-01
-2.83477032e-01]
[ -6.59799816e-02 -2.85783219e-02 -2.27983035e-01 -2.63252369e-01
1.14469427e-01 -1.61318620e-01 -1.87294116e-01 1.21028573e-01
-9.54161790e-03 1.22903558e-01 -2.10157887e-01 -1.18498302e-02
-9.72275888e-02]
[ 3.92472200e-02 -1.67777564e-01 -1.48572191e-01 -9.62585249e-02
-1.25932808e-01 -1.06533358e-01 1.13020284e-01 -1.47097896e-01
-1.33032308e-02 3.34121901e-02 -3.57254530e-02 -1.15008218e-01
-1.90978122e-02]
[ -2.92182656e-01 -1.40589044e-01 -7.87546479e-02 -1.17889355e-01
-3.00279112e-01 -2.76043501e-01 -3.68197893e-01 1.41923160e-02
-3.26654227e-01 -2.22962128e-01 1.53549985e-01 -1.34512183e-01
1.61961974e-01]
[ -2.28653151e-01 -1.26065594e-01 -9.35072348e-02 -5.49424295e-02
-8.57864603e-02 -1.20018597e-01 -7.44112341e-02 9.94598859e-03
-1.35617271e-01 -8.24296933e-02 -1.03721110e-02 -2.39371978e-01
-1.06072773e-01]
[ -1.76848749e-01 -6.77430847e-02 -2.30775007e-01 -2.54014327e-01
-1.55614485e-01 -2.05856304e-01 -3.53111370e-01 -1.21721217e-01
1.21382868e-01 -2.41203598e-01 -3.58457020e-01 -3.44115969e-01
-3.79185944e-01]
[ -3.71606573e-01 -6.09010238e-02 -1.51579956e-01 -1.26064309e-01
-4.80643363e-02 -3.13660272e-01 3.15571649e-02 -8.54469659e-02
-1.21324007e-01 5.13091292e-02 1.25744255e-02 -3.33192413e-01
-3.63419790e-01]
[ -1.63872076e-01 -1.39186558e-01 -5.41478707e-02 -1.68610851e-01
-1.23797855e-01 -2.95900186e-01 2.56171720e-02 -1.56691293e-01
-2.10488819e-01 3.68236411e-02 2.24342854e-01 2.30087952e-02
-1.61328148e-01]
[ -1.30667215e-01 -1.71787148e-01 -1.14286197e-01 -2.90734570e-01
9.29098691e-02 -1.77490480e-02 -1.73490891e-01 -1.72604862e-01
1.14462112e-01 -9.52126011e-02 -1.25293713e-01 -3.98836625e-02
-3.14892679e-01]
[ -4.10964007e-02 -3.48247827e-02 -1.49963923e-01 -9.35743743e-02
-2.29671472e-01 6.27807314e-02 -5.57091246e-02 -4.48694590e-02
-2.24608434e-01 -9.04412618e-02 -1.22546697e-01 -3.84360208e-01
-2.01962052e-01]
[ -6.78865195e-02 2.17727057e-02 -1.28847055e-01 -3.38690657e-01
1.18911847e-01 2.05012290e-02 -1.92304266e-01 -1.44868112e-01
1.30514107e-01 -5.21872503e-02 -3.04416791e-01 -2.88331947e-01
-3.18742719e-01]
[ 7.40405456e-02 -3.05546594e-01 -8.61893023e-02 -4.60222113e-01
-2.19664602e-01 -9.03477068e-02 5.30669385e-02 8.39805368e-02
-2.39793459e-02 2.87026273e-01 -5.40287843e-01 -8.44654454e-01
4.49959426e-01]
[ -2.25745634e-01 -2.41808038e-01 -1.32965813e-01 -3.19971309e-01
-2.98818975e-01 -9.41672097e-02 2.05266774e-01 3.76182768e-02
2.82793113e-01 3.33105356e-02 -4.28518619e-01 -1.05951817e+00
6.61773273e-01]
[ -1.75607100e-02 -1.84257354e-01 1.99981151e-02 -3.24714363e-01
-1.69317155e-01 1.64691703e-01 2.04770168e-01 2.54913491e-01
-3.17249582e-02 2.28783588e-01 -2.49119060e-01 -1.14270923e+00
7.67434493e-01]
[ -3.05972253e-03 -4.25455721e-02 -1.26494453e-01 -1.44188068e-01
-1.78097076e-01 -4.79750574e-02 3.08901347e-01 1.64009136e-01
2.55980804e-01 3.63175499e-01 -5.10048705e-01 -1.08524144e+00
8.09820516e-01]
[ -8.64731794e-02 -2.77242952e-01 5.75956069e-02 -3.61446459e-01
-1.47559342e-01 1.16034545e-01 3.76905544e-01 1.38941558e-01
-6.71320956e-02 1.58692771e-01 -5.73689624e-01 -1.05917601e+00
8.77522697e-01]
[ 1.18687421e-01 -8.82201643e-02 1.48498616e-02 -1.78719866e-01
-8.20652874e-02 -1.90112039e-02 2.75394259e-01 3.80414230e-01
4.25852351e-01 2.64829104e-01 -5.74404809e-01 -1.00387688e+00
6.02199208e-01]
[ -6.69917731e-04 -1.40470905e-01 2.29124084e-02 1.71613872e-02
-9.41618420e-02 -2.83312810e-01 9.49644287e-02 3.65094037e-01
1.34178430e-02 1.32134181e-01 -2.73176407e-01 -8.37947718e-01
2.52123752e-01]
[ 9.33053670e-02 9.69527136e-02 7.84936927e-03 1.90264357e-01
-9.60106368e-02 -5.79883830e-02 -1.42720584e-01 -1.21831224e-01
-2.33578830e-01 -1.14063889e-01 -9.67412294e-02 2.05024719e-01
-4.05940799e-01]
[ 4.91657872e-02 -1.14850330e-01 1.48762327e-01 4.02500630e-01
2.39633543e-01 9.21442847e-03 -3.69592330e-01 -3.33319704e-01
-2.58076705e-02 -5.39907614e-01 2.63291623e-01 9.23635330e-01
-7.73077331e-01]
[ 2.70520219e-02 7.85963063e-02 -2.14221165e-01 9.90290559e-02
3.47921454e-02 -2.78152032e-03 -1.92716877e-01 -3.53472446e-01
-2.84296897e-01 -2.49745783e-01 -2.17094427e-02 -9.92913370e-02
-2.05108030e-01]
[ -6.57945283e-02 -2.07067403e-01 5.86457424e-02 3.83883428e-02
-1.29652318e-01 -1.36225767e-01 -2.38193843e-02 -4.73158717e-02
4.09288216e-02 -4.00336200e-01 -3.47488749e-01 -2.65079134e-01
9.32928214e-02]
[ -9.53504747e-04 -2.65437307e-01 5.08946451e-02 -3.33574149e-01
-1.89553304e-01 -2.33946764e-01 -3.17304367e-01 -1.92525843e-02
-5.06018889e-02 3.21265815e-02 -2.18788694e-01 2.30720346e-01
6.64577416e-02]
[ 1.61120848e-01 5.90748706e-02 -1.09365401e-01 -3.24435672e-01
-5.49434505e-02 -1.03739059e-01 -2.35013200e-01 -4.29153934e-02
-2.15958898e-01 -2.74320219e-01 -2.27267766e-01 4.67542743e-01
-7.97282211e-03]
[ -1.82269300e-01 -1.76408472e-01 -1.17971126e-01 -3.09201208e-01
-4.69180964e-02 2.43648253e-02 -2.28112567e-01 -2.84098502e-01
-1.58061093e-01 -9.73811545e-02 -2.51483681e-01 3.33071744e-01
-9.15690534e-02]
[ -4.79281289e-02 -2.00385279e-01 -1.68175844e-01 -3.06881367e-01
-4.24495214e-02 4.08705769e-02 -1.09631727e-01 -1.15165906e-01
-2.62647826e-01 -3.52912650e-01 -6.30549981e-02 2.05543740e-01
1.34524163e-02]
[ 1.02445615e-01 8.75999500e-02 -1.69285534e-02 -2.53929629e-01
-3.19964796e-01 5.37732254e-03 -2.07274693e-01 -3.34415459e-01
-3.34182776e-01 -3.80058533e-02 -1.41726357e-01 2.14529709e-01
3.58327575e-03]
[ -6.22631159e-02 -8.92403770e-03 -2.85108029e-01 -4.65367066e-02
7.09893111e-02 1.54990312e-01 -2.54461776e-01 -1.88996863e-01
-6.04689334e-02 -5.72801994e-02 1.81688126e-01 7.20352112e-01
-1.20411702e-01]
[ 1.33202094e-01 3.31743704e-01 -1.96354570e-01 7.36810804e-01
1.11827027e-01 2.37021298e-03 -2.16855044e-01 -3.76749067e-01
-2.28853853e-01 -3.21673422e-01 7.30975019e-01 9.06864738e-01
-1.24267743e+00]
[ -7.33991045e-03 1.71618210e-01 5.44093363e-02 3.62987124e-01
-1.92546092e-03 -6.55136018e-02 -2.84619705e-01 -3.44863172e-01
-2.86161126e-01 -2.16217219e-01 5.80422576e-01 9.43748084e-01
-1.24062084e+00]
[ -3.09576361e-02 -1.39531723e-01 -1.49062029e-01 3.15889557e-01
-1.82912525e-01 2.37124421e-01 -4.36073487e-02 -1.83626952e-01
-2.28918965e-01 -3.67082987e-01 2.02857659e-01 5.35775705e-01
-6.05389999e-01]
[ 8.29121740e-02 -3.82522072e-01 -5.09582053e-02 1.77178668e-02
-1.15826730e-01 1.99798889e-01 7.67084363e-02 1.68676820e-01
-1.87106423e-01 -8.63840716e-03 -5.06632994e-02 3.40064546e-01
-3.52253969e-01]
[ 2.10050628e-01 -2.95312375e-01 -1.19020404e-01 -7.42660298e-02
-2.15904680e-01 1.22667150e-01 3.53135261e-02 -1.27790832e-01
-6.13923972e-02 -5.33454958e-02 -1.54468530e-01 -1.82050556e-01
-2.04312959e-01]
[ -1.33787526e-01 -7.95205240e-02 3.79068405e-02 -2.40137237e-01
-5.81084588e-02 -1.41404050e-01 4.14920464e-02 -8.12453539e-03
-9.99701269e-02 1.56706937e-02 -3.17984144e-01 -4.45742427e-01
-1.23509386e-01]
[ -1.42070918e-01 -1.35269461e-01 -6.86613336e-02 -2.81852388e-01
-3.45279822e-01 -2.88985892e-01 1.63212332e-01 1.46942331e-01
1.09797490e-02 1.24301796e-01 -2.73855003e-01 -8.58552633e-01
2.61482758e-02]
[ -1.32425796e-01 -2.53511840e-01 -3.01810372e-01 -8.47198624e-01
-3.04050515e-01 -2.07620137e-01 -1.59664169e-01 -3.60726697e-03
3.27657322e-02 -4.57896183e-01 -6.81531264e-01 -6.81161247e-01
-1.12920072e+00]
[ -1.24580271e-01 1.32386406e-01 1.41314091e-02 1.30684948e-01
-2.03283809e-01 -1.76076088e-01 -1.56171992e-01 1.53114042e-02
-1.41348113e-01 -1.44166606e-01 -1.23820616e-01 -3.92646001e-01
6.58637201e-02]
[ -3.64108106e-01 -1.17707795e-01 -2.73400015e-01 3.11118829e-01
-1.99146181e-01 -2.32656233e-01 -1.26014694e-01 -1.02484588e-01
1.30311706e-02 3.02855013e-02 1.04283685e-01 -3.38845297e-01
1.86008730e-01]
[ -1.33995394e-01 -4.66622861e-02 -2.55286170e-01 1.73340771e-01
-2.26847731e-01 -2.79977711e-01 -3.82762034e-01 -3.02326037e-02
8.60350765e-03 -1.16539000e-01 -1.98796083e-01 -3.02350815e-01
9.85443350e-02]
[ -2.48818307e-01 -5.29857522e-01 -3.41400941e-01 -6.80488925e-02
-3.16991111e-01 -2.33461257e-01 -1.36278850e-01 -2.47787684e-01
1.49911209e-02 -2.63671440e-01 -5.77753868e-02 -3.10983456e-01
1.45855825e-02]
[ -2.23199552e-01 -2.93974979e-01 -3.21886672e-01 -7.11959217e-02
-8.63793511e-02 -1.51148273e-01 -9.02831121e-02 1.45494546e-02
-2.03300194e-01 -5.11066512e-01 -2.18805079e-01 -2.08997118e-01
-4.63055762e-02]
[ -9.34089316e-02 -1.81952029e-02 -2.41829045e-01 -9.00880823e-01
-2.73853171e-01 -2.58753520e-01 6.96010437e-02 -4.64930626e-01
1.34602765e-01 -1.72421216e-01 -6.60516476e-01 -3.81015368e-01
-1.05696583e+00]]
Progress: 28.9% ... Training loss: 0.204 ... Validation loss: 0.358[[-0.23165225]
[ 0.2546681 ]
[-0.09718643]
[ 1.20246034]
[ 0.27063012]
[-0.03608077]
[-0.88817305]
[-0.81357741]
[-0.5655648 ]
[-0.84552163]
[ 1.25892659]
[ 2.99417338]
[-2.23253569]]
[[ -5.18238305e-01 -4.94406870e-01 -5.88800843e-01 -3.63472767e-02
-2.93513864e-01 -5.94283874e-01 2.59621144e-02 -2.26424076e-01
-3.07907149e-01 -2.94440370e-01 2.39815252e-01 9.97758848e-01
2.99087578e-01]
[ 8.63321921e-03 -1.37908869e-01 4.87809826e-02 -9.39381173e-02
-4.13684870e-02 5.83869151e-02 -1.09278788e-01 1.97860350e-01
-1.47092620e-01 -1.83605047e-01 -1.14468095e-01 -1.35824473e-01
-1.74552073e-02]
[ -2.78140953e-01 1.39164794e-01 -3.60250041e-02 7.71516948e-02
7.95311658e-02 -1.34296096e-01 -8.90485231e-02 -1.97517869e-01
2.53588075e-01 -4.74730235e-01 1.34831492e-01 6.94498125e-01
8.18236397e-01]
[ 2.52655443e-01 -2.43213689e-01 -2.76460661e-01 1.17050712e-01
-2.73404596e-01 1.12671441e-02 4.59269008e-01 -5.44586432e-01
3.13511212e-01 -1.74030503e-01 -1.09198964e-01 -3.64375392e-01
-2.88814872e-01]
[ 1.34858709e-01 8.84646723e-03 1.13273923e-01 -1.29213325e-01
-2.41425431e-02 7.29391989e-02 -1.79823520e-01 -1.87746800e-01
6.69153234e-02 2.32052482e-01 1.64602747e-02 -4.35289985e-02
-1.74487070e-01]
[ -4.83145267e-01 -6.14575200e-01 -6.01587978e-01 -6.12141224e-01
-5.93717452e-01 -5.64673446e-01 -3.55392997e-01 -1.53900346e-01
-4.62992529e-01 -2.35685323e-01 -5.91964943e-01 -8.90294180e-01
-6.96504534e-01]
[ -4.13037723e-01 -5.94872345e-01 -3.25248661e-01 -4.31876998e-01
-4.18211592e-01 -5.63762696e-01 -4.09454252e-01 -4.87417915e-01
-2.99205810e-01 -1.03612011e-01 -4.78535317e-01 -4.74099783e-01
-5.59653243e-01]
[ -3.48066123e-01 -3.40012708e-01 -4.88818844e-01 -1.43608520e-01
-3.15454467e-01 -4.26509630e-01 -3.04448560e-01 -2.94964216e-01
-3.03387123e-01 -5.89571266e-01 -2.92299850e-01 -7.53540518e-01
-6.25894437e-01]
[ -4.65028410e-01 -3.44897382e-01 -3.83732188e-01 -2.36515089e-01
-3.35085082e-01 -2.17288563e-01 -2.95764681e-02 -4.45815332e-01
-2.52736703e-01 -4.51726155e-01 -1.89041664e-01 -2.61494378e-01
-2.16539567e-01]
[ -9.55913651e-01 -9.54008508e-01 -9.88848983e-01 -7.65963621e-01
-1.04259499e+00 -9.89833279e-01 -5.39278265e-01 -5.92421292e-01
-7.34784062e-01 -5.80068921e-01 -7.96265209e-01 -6.31150210e-01
-9.20053001e-01]
[ -5.16134950e-01 -2.65164110e-01 -4.73865149e-01 -3.44161570e-01
-3.43247525e-01 -3.64526360e-01 -6.26333093e-01 -6.18705107e-01
-6.72010528e-01 -1.05517892e-01 -5.25884483e-01 -7.61997771e-01
-6.35292828e-01]
[ -1.16108265e-01 2.32066787e-02 -3.42960742e-01 -4.67351190e-01
-1.05718326e-01 -7.45279016e-02 -1.91319402e-01 -4.13731996e-01
-1.71015131e-01 6.34881211e-02 -5.08543025e-01 -1.14563759e+00
-6.62178006e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56395876e-01 -1.22061297e-01 1.63839585e-01 -2.90834955e-01
-1.32660676e-01 1.13247364e-01 -1.28494264e-01 1.02322633e-02
-8.32217889e-02 6.52884303e-02 -2.05323858e-01 -4.23653000e-01
-6.17513044e-02]
[ -9.19958698e-02 -2.63716235e-01 -1.81782815e-01 -2.80435849e-01
-4.76207332e-01 -8.70167153e-02 -7.57783759e-02 -8.19522253e-03
-7.73183592e-02 -5.65033206e-03 -2.31319546e-01 -4.19156126e-01
-2.83492034e-01]
[ -6.65525666e-02 -2.82316241e-02 -2.28117805e-01 -2.60507705e-01
1.14967931e-01 -1.61379034e-01 -1.89401182e-01 1.19264316e-01
-1.10553263e-02 1.20262222e-01 -2.07049003e-01 -1.38408994e-03
-9.84734748e-02]
[ 3.93595573e-02 -1.67932298e-01 -1.48499699e-01 -9.72188099e-02
-1.26059360e-01 -1.06522105e-01 1.13122649e-01 -1.46715809e-01
-1.30715926e-02 3.44463996e-02 -3.67249081e-02 -1.16490095e-01
-1.67947514e-02]
[ -2.92873056e-01 -1.39689753e-01 -7.91531726e-02 -1.12853426e-01
-2.99302364e-01 -2.76154519e-01 -3.72533898e-01 9.82019344e-03
-3.29694376e-01 -2.26079466e-01 1.60167485e-01 -1.15240087e-01
1.45432171e-01]
[ -2.29258120e-01 -1.25053053e-01 -9.39009066e-02 -4.86517831e-02
-8.46298601e-02 -1.20123854e-01 -7.80838428e-02 5.81857182e-03
-1.38448164e-01 -8.59041325e-02 -3.50523425e-03 -2.21178230e-01
-1.16373945e-01]
[ -1.76978937e-01 -6.73084975e-02 -2.30844158e-01 -2.51365283e-01
-1.55320706e-01 -2.05875210e-01 -3.53897443e-01 -1.22762155e-01
1.20714761e-01 -2.41732597e-01 -3.55694461e-01 -3.40054010e-01
-3.82291600e-01]
[ -3.71798446e-01 -6.06366693e-02 -1.51649174e-01 -1.23866100e-01
-4.78632433e-02 -3.13683994e-01 3.09425992e-02 -8.58870550e-02
-1.21955027e-01 5.09970064e-02 1.40289793e-02 -3.29314854e-01
-3.63373272e-01]
[ -1.63717405e-01 -1.39624914e-01 -5.40290031e-02 -1.72671958e-01
-1.24415669e-01 -2.95864365e-01 2.71888205e-02 -1.56057496e-01
-2.09404535e-01 3.68666197e-02 2.20405186e-01 1.58975800e-02
-1.56682483e-01]
[ -1.30436974e-01 -1.71974745e-01 -1.14206334e-01 -2.92585355e-01
9.26943496e-02 -1.77103325e-02 -1.72091435e-01 -1.71823869e-01
1.15192870e-01 -9.48157133e-02 -1.26578722e-01 -4.30205600e-02
-3.13282126e-01]
[ -4.09247116e-02 -3.52426935e-02 -1.49829846e-01 -9.47808320e-02
-2.30052171e-01 6.28312336e-02 -5.46144770e-02 -4.29602977e-02
-2.24294865e-01 -8.94710328e-02 -1.24477945e-01 -3.90319506e-01
-2.00564248e-01]
[ -6.75778797e-02 2.15433229e-02 -1.28762305e-01 -3.39782438e-01
1.18670958e-01 2.05515855e-02 -1.90751860e-01 -1.43810408e-01
1.31234311e-01 -5.09972899e-02 -3.05381065e-01 -2.90427787e-01
-3.18274249e-01]
[ 7.40570612e-02 -3.05549250e-01 -8.61741344e-02 -4.60351836e-01
-2.19689882e-01 -9.03459659e-02 5.31745225e-02 8.43179546e-02
-2.39321690e-02 2.87429230e-01 -5.40469136e-01 -8.45106067e-01
4.50387674e-01]
[ -2.25762438e-01 -2.41794301e-01 -1.32972185e-01 -3.19840956e-01
-2.98809698e-01 -9.41691984e-02 2.05138775e-01 3.75384999e-02
2.82724835e-01 3.32372442e-02 -4.28434165e-01 -1.05946057e+00
6.61496412e-01]
[ -1.75069868e-02 -1.84328363e-01 2.00198083e-02 -3.25262140e-01
-1.69383803e-01 1.64700254e-01 2.05316435e-01 2.55245104e-01
-3.14563300e-02 2.29058613e-01 -2.49695947e-01 -1.14355025e+00
7.68700718e-01]
[ -3.16141458e-03 -4.24438844e-02 -1.26530612e-01 -1.43551489e-01
-1.77994960e-01 -4.79904655e-02 3.08272732e-01 1.63303129e-01
2.55571546e-01 3.62649064e-01 -5.09593401e-01 -1.08459399e+00
8.08380767e-01]
[ -8.64350856e-02 -2.77279590e-01 5.76124530e-02 -3.61726247e-01
-1.47605159e-01 1.16039749e-01 3.77182283e-01 1.39213081e-01
-6.69813378e-02 1.58974630e-01 -5.73927588e-01 -1.05982314e+00
8.78421077e-01]
[ 1.18629810e-01 -8.82167518e-02 1.48285979e-02 -1.78664032e-01
-8.20598483e-02 -1.90201748e-02 2.75333581e-01 3.80336801e-01
4.25918886e-01 2.64427402e-01 -5.74390896e-01 -1.00474446e+00
6.02769446e-01]
[ -6.89890671e-04 -1.40436820e-01 2.29022369e-02 1.74155199e-02
-9.41163868e-02 -2.83316353e-01 9.48072897e-02 3.64935286e-01
1.33323257e-02 1.32050114e-01 -2.72945629e-01 -8.37430285e-01
2.51608131e-01]
[ 9.36241332e-02 9.67944469e-02 7.93043947e-03 1.89520656e-01
-9.61491479e-02 -5.79395718e-02 -1.41462932e-01 -1.21169191e-01
-2.33092159e-01 -1.12914337e-01 -9.72094802e-02 2.04600510e-01
-4.06186651e-01]
[ 4.88823599e-02 -1.15097641e-01 1.48784413e-01 4.04757226e-01
2.39529182e-01 9.18524250e-03 -3.70734991e-01 -3.34381665e-01
-2.62990357e-02 -5.41887886e-01 2.64207941e-01 9.28834097e-01
-7.73091612e-01]
[ 2.70116544e-02 7.86135431e-02 -2.14226840e-01 9.93504128e-02
3.48297727e-02 -2.78441746e-03 -1.92817433e-01 -3.53699617e-01
-2.84439817e-01 -2.50100674e-01 -2.13457039e-02 -9.76718667e-02
-2.05792528e-01]
[ -6.59052266e-02 -2.06845343e-01 5.85426718e-02 3.91426093e-02
-1.29419995e-01 -1.36244789e-01 -2.46937562e-02 -4.83309524e-02
4.02988213e-02 -4.01000989e-01 -3.46745668e-01 -2.61181495e-01
9.08664826e-02]
[ -1.03781624e-03 -2.65233170e-01 5.08066611e-02 -3.33755722e-01
-1.89462164e-01 -2.33957860e-01 -3.17673785e-01 -2.02528807e-02
-5.07588179e-02 3.23864769e-02 -2.18796338e-01 2.31486162e-01
6.78799129e-02]
[ 1.60896683e-01 5.94375263e-02 -1.09497290e-01 -3.24087737e-01
-5.45896695e-02 -1.03771155e-01 -2.35841042e-01 -4.44513602e-02
-2.16609574e-01 -2.75741001e-01 -2.26235973e-01 4.73517206e-01
-1.00864196e-02]
[ -1.82248723e-01 -1.76512214e-01 -1.17976946e-01 -3.10255550e-01
-4.69734408e-02 2.43699291e-02 -2.28197058e-01 -2.85010085e-01
-1.57835338e-01 -9.80083212e-02 -2.51945205e-01 3.33363626e-01
-9.00024823e-02]
[ -4.84344680e-02 -1.99712807e-01 -1.68430841e-01 -3.04992931e-01
-4.18362018e-02 4.07995735e-02 -1.12643177e-01 -1.16747936e-01
-2.64854130e-01 -3.55072529e-01 -5.84095569e-02 2.21723446e-01
3.97795323e-03]
[ 1.02402873e-01 8.75792964e-02 -1.69315460e-02 -2.54292310e-01
-3.19983299e-01 5.37150947e-03 -2.07421028e-01 -3.34524960e-01
-3.34202706e-01 -3.82039756e-02 -1.42080463e-01 2.13279197e-01
4.64630067e-03]
[ -6.23205802e-02 -8.84416834e-03 -2.85121344e-01 -4.63907430e-02
7.10656968e-02 1.54978335e-01 -2.54762391e-01 -1.89176111e-01
-6.06960876e-02 -5.73387587e-02 1.81907623e-01 7.21381904e-01
-1.20586145e-01]
[ 1.33100975e-01 3.32286607e-01 -1.96458306e-01 7.42102521e-01
1.12394207e-01 2.35187579e-03 -2.17747015e-01 -3.78844497e-01
-2.29929899e-01 -3.22665703e-01 7.36191244e-01 9.13249497e-01
-1.25156754e+00]
[ -7.17371979e-03 1.71342690e-01 5.45166207e-02 3.61294836e-01
-2.25194375e-03 -6.54638875e-02 -2.83641666e-01 -3.43334229e-01
-2.85855100e-01 -2.15435181e-01 5.78364746e-01 9.38095573e-01
-1.23901082e+00]
[ -3.10602646e-02 -1.39341384e-01 -1.49124330e-01 3.16887575e-01
-1.82755906e-01 2.37106557e-01 -4.38835009e-02 -1.84009418e-01
-2.29389561e-01 -3.67508480e-01 2.03969949e-01 5.38372043e-01
-6.07187598e-01]
[ 8.27714688e-02 -3.82480766e-01 -5.09940308e-02 1.86299609e-02
-1.15760580e-01 1.99775976e-01 7.59829604e-02 1.68496953e-01
-1.87664815e-01 -8.92454875e-03 -4.99790454e-02 3.41058393e-01
-3.53337056e-01]
[ 2.10226763e-01 -2.95438330e-01 -1.18967163e-01 -7.54334600e-02
-2.16046961e-01 1.22692296e-01 3.63304751e-02 -1.27033827e-01
-6.09276571e-02 -5.26922403e-02 -1.55587799e-01 -1.84472359e-01
-2.02446692e-01]
[ -1.33743106e-01 -7.95098470e-02 3.79148673e-02 -2.39765221e-01
-5.80736094e-02 -1.41392833e-01 4.15231073e-02 -8.00837512e-03
-1.00172119e-01 1.57381943e-02 -3.17414750e-01 -4.43074265e-01
-1.25524384e-01]
[ -1.42201777e-01 -1.35202927e-01 -6.86865563e-02 -2.81507981e-01
-3.45219605e-01 -2.89002380e-01 1.62823817e-01 1.46979226e-01
1.07215110e-02 1.24208552e-01 -2.73732949e-01 -8.59547840e-01
2.60827952e-02]
[ -1.32635298e-01 -2.53295931e-01 -3.01922992e-01 -8.46795505e-01
-3.03785770e-01 -2.07660711e-01 -1.60378430e-01 -5.05931242e-03
3.22669814e-02 -4.59403130e-01 -6.80553061e-01 -6.77944279e-01
-1.13041322e+00]
[ -1.24491079e-01 1.32894436e-01 1.40165565e-02 1.32711089e-01
-2.02933183e-01 -1.76068782e-01 -1.55625814e-01 1.35120440e-02
-1.41951385e-01 -1.43862268e-01 -1.20582450e-01 -3.84295160e-01
6.04967278e-02]
[ -3.64169962e-01 -1.17720252e-01 -2.73408798e-01 3.12300861e-01
-1.99055760e-01 -2.32675279e-01 -1.26226282e-01 -1.02241923e-01
1.30117277e-02 3.05678694e-02 1.04959496e-01 -3.37156989e-01
1.88168007e-01]
[ -1.34202473e-01 -4.61210080e-02 -2.55398586e-01 1.77854914e-01
-2.26384729e-01 -2.80004385e-01 -3.84522595e-01 -3.20013147e-02
7.30348835e-03 -1.17582580e-01 -1.94370064e-01 -2.94108399e-01
9.53450018e-02]
[ -2.49271780e-01 -5.29457133e-01 -3.41532716e-01 -6.31460652e-02
-3.16421684e-01 -2.33518175e-01 -1.39474005e-01 -2.49777611e-01
1.27245317e-02 -2.65518392e-01 -5.24943255e-02 -2.95727026e-01
7.45259640e-03]
[ -2.23108026e-01 -2.94402157e-01 -3.21770833e-01 -7.37368252e-02
-8.68429292e-02 -1.51093535e-01 -8.90090224e-02 1.68207762e-02
-2.02961073e-01 -5.10558278e-01 -2.22098303e-01 -2.18742743e-01
-4.39420841e-02]
[ -9.38442231e-02 -1.78998140e-02 -2.42045820e-01 -9.02817779e-01
-2.73599165e-01 -2.58805466e-01 6.77623463e-02 -4.67695543e-01
1.33314411e-01 -1.75593711e-01 -6.60878743e-01 -3.72753140e-01
-1.06510262e+00]]
Progress: 28.9% ... Training loss: 0.207 ... Validation loss: 0.355[[-0.23565106]
[ 0.24459347]
[-0.10518103]
[ 1.18958491]
[ 0.26007223]
[-0.04137277]
[-0.89291415]
[-0.82738318]
[-0.5783396 ]
[-0.85068532]
[ 1.24332883]
[ 2.97016666]
[-2.26230443]]
[[ -5.18158018e-01 -4.94583517e-01 -5.88730648e-01 -4.01900218e-02
-2.93576717e-01 -5.94285881e-01 2.64620377e-02 -2.27003172e-01
-3.06951056e-01 -2.94822058e-01 2.36810905e-01 1.00120869e+00
3.07049932e-01]
[ 8.73826613e-03 -1.38051084e-01 4.88352830e-02 -9.53303661e-02
-4.15082143e-02 5.83973970e-02 -1.08429251e-01 1.98711278e-01
-1.46532902e-01 -1.83111353e-01 -1.15806985e-01 -1.39647378e-01
-1.38033766e-02]
[ -2.76537975e-01 1.35586706e-01 -3.51633716e-02 5.76381377e-02
7.65982758e-02 -1.34014004e-01 -7.98132333e-02 -1.86811813e-01
2.62224788e-01 -4.67037298e-01 1.15830875e-01 6.53758546e-01
8.63989066e-01]
[ 2.51565052e-01 -2.41107220e-01 -2.77210580e-01 1.30575812e-01
-2.70893265e-01 1.10205809e-02 4.56645510e-01 -5.52628053e-01
3.09494640e-01 -1.80957989e-01 -9.43808336e-02 -3.33717542e-01
-3.19453916e-01]
[ 1.35459416e-01 8.84092245e-03 1.13404343e-01 -1.31302360e-01
-2.40731007e-02 7.30512390e-02 -1.78450418e-01 -1.88459498e-01
6.83257461e-02 2.35835986e-01 1.34861831e-02 -5.62550355e-02
-1.64606823e-01]
[ -4.83631762e-01 -6.13928256e-01 -6.01749597e-01 -6.10019467e-01
-5.93118876e-01 -5.64741041e-01 -3.59390542e-01 -1.57366687e-01
-4.64964456e-01 -2.38999787e-01 -5.88587028e-01 -8.73653958e-01
-7.01525717e-01]
[ -4.12392852e-01 -5.95728292e-01 -3.24877331e-01 -4.37331667e-01
-4.19327435e-01 -5.63671153e-01 -4.06460810e-01 -4.82401253e-01
-2.97138643e-01 -9.92009255e-02 -4.86081761e-01 -4.97392042e-01
-5.48459555e-01]
[ -3.47122482e-01 -3.41966825e-01 -4.88366013e-01 -1.54112991e-01
-3.17248354e-01 -4.26351794e-01 -2.98218012e-01 -2.88653789e-01
-2.98020537e-01 -5.85882439e-01 -3.02442990e-01 -7.78560499e-01
-6.01264655e-01]
[ -4.65117904e-01 -3.44751019e-01 -3.83734542e-01 -2.35686586e-01
-3.35019406e-01 -2.17293552e-01 -3.00511230e-02 -4.45634997e-01
-2.52712730e-01 -4.51770627e-01 -1.89435103e-01 -2.63294768e-01
-2.12992372e-01]
[ -9.54651758e-01 -9.56026026e-01 -9.88161588e-01 -7.77717787e-01
-1.04479750e+00 -9.89635405e-01 -5.33469028e-01 -5.84645507e-01
-7.28697926e-01 -5.74092712e-01 -8.09648455e-01 -6.58944779e-01
-8.88589669e-01]
[ -5.15882029e-01 -2.65565216e-01 -4.73745335e-01 -3.47468823e-01
-3.43717779e-01 -3.64477089e-01 -6.25210187e-01 -6.17129468e-01
-6.71228667e-01 -1.04619544e-01 -5.28869393e-01 -7.69726541e-01
-6.29022686e-01]
[ -1.16610556e-01 2.36085469e-02 -3.43107765e-01 -4.65298650e-01
-1.05291043e-01 -7.45982511e-02 -1.93499752e-01 -4.15042337e-01
-1.72397328e-01 6.13545418e-02 -5.06879978e-01 -1.14358666e+00
-6.65561999e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56392082e-01 -1.22077213e-01 1.63851642e-01 -2.90884122e-01
-1.32686506e-01 1.13247647e-01 -1.28771039e-01 1.02981023e-02
-8.32292769e-02 6.52663921e-02 -2.05542533e-01 -4.24640169e-01
-6.16973982e-02]
[ -9.19787029e-02 -2.63679329e-01 -1.81797069e-01 -2.80753118e-01
-4.76211272e-01 -8.70152287e-02 -7.56614611e-02 -8.44684496e-03
-7.73505586e-02 -5.70996846e-03 -2.31676682e-01 -4.19348168e-01
-2.83457018e-01]
[ -6.66621000e-02 -2.79380659e-02 -2.28123496e-01 -2.58905808e-01
1.15229613e-01 -1.61398368e-01 -1.92288548e-01 1.17448416e-01
-1.22395370e-02 1.19044724e-01 -2.04393569e-01 1.20899353e-02
-1.03026128e-01]
[ 3.98011004e-02 -1.68503166e-01 -1.48273249e-01 -1.01011025e-01
-1.26778797e-01 -1.06448799e-01 1.15261430e-01 -1.43797539e-01
-1.13448471e-02 3.75508400e-02 -4.15865130e-02 -1.32044531e-01
-6.46386910e-03]
[ -2.92552308e-01 -1.40221200e-01 -7.89457862e-02 -1.15777092e-01
-2.99905921e-01 -2.76116304e-01 -3.69841466e-01 1.27311922e-02
-3.28248982e-01 -2.24278210e-01 1.56139563e-01 -1.27312056e-01
1.51746158e-01]
[ -2.29514140e-01 -1.25037162e-01 -9.39709866e-02 -4.89253729e-02
-8.45954066e-02 -1.20149087e-01 -7.96268500e-02 5.41348086e-03
-1.39381216e-01 -8.71701442e-02 -3.69733030e-03 -2.16263064e-01
-1.17692562e-01]
[ -1.76472114e-01 -6.84672482e-02 -2.30574047e-01 -2.57207895e-01
-1.56390635e-01 -2.05784677e-01 -3.50471824e-01 -1.18508500e-01
1.23965641e-01 -2.39653567e-01 -3.61511337e-01 -3.57848362e-01
-3.66606426e-01]
[ -3.71362665e-01 -6.12647244e-02 -1.51477903e-01 -1.27550340e-01
-4.83987810e-02 -3.13628703e-01 3.38366474e-02 -8.39626585e-02
-1.19773318e-01 5.26959909e-02 1.05455893e-02 -3.39326479e-01
-3.56711574e-01]
[ -1.63644056e-01 -1.39622627e-01 -5.40173972e-02 -1.72007345e-01
-1.24400782e-01 -2.95840863e-01 2.69372516e-02 -1.56655318e-01
-2.09357926e-01 3.74542307e-02 2.20225326e-01 1.59569874e-02
-1.54998963e-01]
[ -1.30295510e-01 -1.71981886e-01 -1.14186267e-01 -2.93434743e-01
9.26867739e-02 -1.76982788e-02 -1.71487035e-01 -1.71571986e-01
1.15486935e-01 -9.43238670e-02 -1.26950088e-01 -4.27415002e-02
-3.13323006e-01]
[ -4.11365147e-02 -3.51896343e-02 -1.49843668e-01 -9.30615974e-02
-2.29975823e-01 6.28134594e-02 -5.57348343e-02 -4.30819407e-02
-2.24814139e-01 -8.95669580e-02 -1.23720693e-01 -3.89431014e-01
-1.99977368e-01]
[ -6.79286697e-02 2.20370417e-02 -1.28917218e-01 -3.39044916e-01
1.19003915e-01 2.04960519e-02 -1.91793188e-01 -1.44902287e-01
1.30450932e-01 -5.33583722e-02 -3.03989932e-01 -2.86904753e-01
-3.19363682e-01]
[ 7.38888447e-02 -3.05482571e-01 -8.62078220e-02 -4.60467516e-01
-2.19601339e-01 -9.03671267e-02 5.25785756e-02 8.40828965e-02
-2.41884587e-02 2.86850630e-01 -5.40614258e-01 -8.46228868e-01
4.51231831e-01]
[ -2.25729418e-01 -2.41826712e-01 -1.32955693e-01 -3.20081834e-01
-2.98842921e-01 -9.41649680e-02 2.05386972e-01 3.77250770e-02
2.82889201e-01 3.34760967e-02 -4.28706014e-01 -1.06018340e+00
6.62355042e-01]
[ -1.74772639e-02 -1.84385020e-01 2.00304891e-02 -3.26083339e-01
-1.69440561e-01 1.64704370e-01 2.06008730e-01 2.55539063e-01
-3.10715175e-02 2.29276735e-01 -2.50521904e-01 -1.14498403e+00
7.70741105e-01]
[ -3.26637899e-03 -4.23775349e-02 -1.26559590e-01 -1.43131234e-01
-1.77918812e-01 -4.80032018e-02 3.07719240e-01 1.62926332e-01
2.55327599e-01 3.61977350e-01 -5.09247953e-01 -1.08430501e+00
8.07566450e-01]
[ -8.66384633e-02 -2.77098633e-01 5.75435748e-02 -3.60863782e-01
-1.47433332e-01 1.16008447e-01 3.76282793e-01 1.38829013e-01
-6.75327243e-02 1.58274028e-01 -5.73379256e-01 -1.05971522e+00
8.76523471e-01]
[ 1.18740649e-01 -8.83524814e-02 1.48779454e-02 -1.78870359e-01
-8.22017507e-02 -1.90100921e-02 2.76247758e-01 3.80801712e-01
4.26458153e-01 2.65040315e-01 -5.74806809e-01 -1.00599841e+00
6.04021149e-01]
[ -5.58002644e-04 -1.40587470e-01 2.29458553e-02 1.59072981e-02
-9.42673228e-02 -2.83304457e-01 9.63026920e-02 3.66055718e-01
1.41964350e-02 1.32452191e-01 -2.74254066e-01 -8.41325918e-01
2.55114348e-01]
[ 9.40604100e-02 9.63771090e-02 8.05292537e-03 1.87613155e-01
-9.64843619e-02 -5.78827631e-02 -1.39058790e-01 -1.19860684e-01
-2.31751406e-01 -1.11711407e-01 -9.87447956e-02 2.01010176e-01
-4.05667292e-01]
[ 4.90957470e-02 -1.15400928e-01 1.48933732e-01 4.04421625e-01
2.39001870e-01 9.20749661e-03 -3.69488634e-01 -3.32249072e-01
-2.55058527e-02 -5.40388058e-01 2.62232707e-01 9.21588345e-01
-7.71689094e-01]
[ 2.70805849e-02 7.84604082e-02 -2.14194440e-01 9.85325166e-02
3.46877729e-02 -2.77205222e-03 -1.92335341e-01 -3.53271641e-01
-2.84130184e-01 -2.49966590e-01 -2.20844337e-02 -9.98705288e-02
-2.04136584e-01]
[ -6.59500605e-02 -2.06713798e-01 5.84845081e-02 3.96524835e-02
-1.29220841e-01 -1.36250222e-01 -2.61783132e-02 -4.98814195e-02
3.96655572e-02 -4.01427323e-01 -3.45287629e-01 -2.53583354e-01
8.87497451e-02]
[ -1.14791145e-03 -2.65301025e-01 5.08180480e-02 -3.34729274e-01
-1.89536383e-01 -2.33958704e-01 -3.17991597e-01 -1.95948417e-02
-5.08166899e-02 3.21279739e-02 -2.19469239e-01 2.29599918e-01
7.01187143e-02]
[ 1.61151935e-01 5.90489335e-02 -1.09360997e-01 -3.25562839e-01
-5.49944666e-02 -1.03734831e-01 -2.34968534e-01 -4.25274457e-02
-2.15816049e-01 -2.74188549e-01 -2.28335915e-01 4.66401099e-01
-5.68773033e-03]
[ -1.82187488e-01 -1.76703388e-01 -1.17926514e-01 -3.11308968e-01
-4.72037952e-02 2.43869429e-02 -2.27672606e-01 -2.84163534e-01
-1.57268047e-01 -9.77383095e-02 -2.53025765e-01 3.29380685e-01
-8.70241892e-02]
[ -4.85233566e-02 -1.99431597e-01 -1.68461913e-01 -3.05513976e-01
-4.15250735e-02 4.07830409e-02 -1.14645696e-01 -1.18372977e-01
-2.65673160e-01 -3.55822794e-01 -5.78356579e-02 2.30459742e-01
2.82161505e-03]
[ 1.02374630e-01 8.72358382e-02 -1.68746089e-02 -2.58126539e-01
-3.20261598e-01 5.37850786e-03 -2.06592700e-01 -3.34389269e-01
-3.33040940e-01 -3.82889525e-02 -1.46119111e-01 2.03223830e-01
1.53691358e-02]
[ -6.17043327e-02 -9.68314914e-03 -2.84793625e-01 -5.04374971e-02
7.00720289e-02 1.55099024e-01 -2.52369919e-01 -1.85472862e-01
-5.86833666e-02 -5.31391092e-02 1.75913384e-01 7.05747805e-01
-1.11073553e-01]
[ 1.33173116e-01 3.32230004e-01 -1.96443945e-01 7.41623182e-01
1.12325581e-01 2.36320363e-03 -2.17451066e-01 -3.78725318e-01
-2.29777409e-01 -3.22667522e-01 7.35856491e-01 9.12007568e-01
-1.25110621e+00]
[ -7.43194227e-03 1.71717895e-01 5.43906124e-02 3.63535476e-01
-1.99545031e-03 -6.55043460e-02 -2.84936893e-01 -3.43978803e-01
-2.86725076e-01 -2.17021151e-01 5.80754835e-01 9.44971956e-01
-1.23980315e+00]
[ -3.11655766e-02 -1.39205415e-01 -1.49164893e-01 3.18885370e-01
-1.82574226e-01 2.37089861e-01 -4.50670017e-02 -1.85105916e-01
-2.29987474e-01 -3.68522239e-01 2.06197311e-01 5.44869697e-01
-6.10314477e-01]
[ 8.27029229e-02 -3.82410483e-01 -5.10120391e-02 1.89250780e-02
-1.15685330e-01 1.99766488e-01 7.56275257e-02 1.68320200e-01
-1.87908579e-01 -9.15091073e-03 -4.96174265e-02 3.42072237e-01
-3.53620800e-01]
[ 2.10361504e-01 -2.95525807e-01 -1.18947547e-01 -7.59405486e-02
-2.16135098e-01 1.22708840e-01 3.68352926e-02 -1.26677360e-01
-6.06158827e-02 -5.23367818e-02 -1.55933492e-01 -1.84823960e-01
-2.01855931e-01]
[ -1.33744756e-01 -7.95159786e-02 3.79200571e-02 -2.39692940e-01
-5.80825910e-02 -1.41394137e-01 4.15067226e-02 -7.91204877e-03
-1.00166954e-01 1.57875871e-02 -3.17431127e-01 -4.43366079e-01
-1.25539588e-01]
[ -1.42170584e-01 -1.35298401e-01 -6.86672902e-02 -2.82071456e-01
-3.45290880e-01 -2.89000280e-01 1.63378783e-01 1.47335191e-01
1.10798945e-02 1.24512662e-01 -2.74543173e-01 -8.62115607e-01
2.76532255e-02]
[ -1.32029720e-01 -2.53552294e-01 -3.01858444e-01 -8.49212087e-01
-3.04049282e-01 -2.07592358e-01 -1.57538818e-01 -5.16489307e-03
3.40517169e-02 -4.58899004e-01 -6.80813394e-01 -6.73318834e-01
-1.13270622e+00]
[ -1.24338019e-01 1.32543332e-01 1.41307234e-02 1.30386213e-01
-2.03280128e-01 -1.76039238e-01 -1.54291292e-01 1.53680031e-02
-1.41172618e-01 -1.42669990e-01 -1.23312267e-01 -3.93211139e-01
6.68483313e-02]
[ -3.64413863e-01 -1.17794463e-01 -2.73402312e-01 3.14099274e-01
-1.98941024e-01 -2.32704581e-01 -1.27973321e-01 -1.02742931e-01
1.26598726e-02 2.95620854e-02 1.05533027e-01 -3.37234726e-01
1.91735444e-01]
[ -1.34027471e-01 -4.66696411e-02 -2.55243651e-01 1.76118141e-01
-2.26852193e-01 -2.79986195e-01 -3.84011062e-01 -3.00909954e-02
8.62537742e-03 -1.15752434e-01 -1.96501950e-01 -3.03179002e-01
1.05376117e-01]
[ -2.48525890e-01 -5.30665336e-01 -3.41110165e-01 -6.88441188e-02
-3.17892291e-01 -2.33368082e-01 -1.35665202e-01 -2.44389925e-01
1.59690951e-02 -2.60862758e-01 -6.08420849e-02 -3.20391308e-01
2.55142920e-02]
[ -2.22635578e-01 -2.94998686e-01 -3.21581618e-01 -7.71690447e-02
-8.75769832e-02 -1.51016401e-01 -8.72495102e-02 1.93441371e-02
-2.01895484e-01 -5.08556929e-01 -2.25886963e-01 -2.25967539e-01
-3.97772537e-02]
[ -9.47397774e-02 -1.68815288e-02 -2.42337533e-01 -9.02016568e-01
-2.72676798e-01 -2.58942683e-01 6.40071969e-02 -4.70725198e-01
1.30956522e-01 -1.80030483e-01 -6.58898928e-01 -3.60897596e-01
-1.07063681e+00]]
Progress: 29.0% ... Training loss: 0.205 ... Validation loss: 0.357[[-0.23892312]
[ 0.23514937]
[-0.11094811]
[ 1.1789523 ]
[ 0.2513165 ]
[-0.04462768]
[-0.90146483]
[-0.84063381]
[-0.58607852]
[-0.85848448]
[ 1.22597311]
[ 2.93960476]
[-2.27578867]]
[[ -5.17171877e-01 -4.95873518e-01 -5.88261664e-01 -4.60903285e-02
-2.95072767e-01 -5.94144660e-01 3.35133353e-02 -2.21752309e-01
-3.02264582e-01 -2.88708466e-01 2.26801424e-01 9.72566453e-01
3.20993428e-01]
[ 8.46718097e-03 -1.37521403e-01 4.86720728e-02 -9.26844861e-02
-4.09413210e-02 5.83362292e-02 -1.09734766e-01 1.96488103e-01
-1.47616244e-01 -1.84224814e-01 -1.12736933e-01 -1.30530456e-01
-2.11378626e-02]
[ -2.75482371e-01 1.33297170e-01 -3.44838975e-02 4.71804337e-02
7.44534446e-02 -1.33806772e-01 -7.35155655e-02 -1.79967503e-01
2.67866730e-01 -4.62053378e-01 1.00264339e-01 6.15456150e-01
8.80515990e-01]
[ 2.51419603e-01 -2.39627196e-01 -2.77928365e-01 1.32489790e-01
-2.69333269e-01 1.08858643e-02 4.56340021e-01 -5.62090741e-01
3.07357212e-01 -1.88599634e-01 -8.77228167e-02 -3.09786292e-01
-3.36082063e-01]
[ 1.35127442e-01 8.89807903e-03 1.13497095e-01 -1.29487914e-01
-2.38951399e-02 7.30428265e-02 -1.78346656e-01 -1.86290015e-01
6.82774215e-02 2.38410409e-01 1.36981869e-02 -6.19231021e-02
-1.56940417e-01]
[ -4.83022018e-01 -6.14671725e-01 -6.01429801e-01 -6.13166939e-01
-5.93895932e-01 -5.64615905e-01 -3.56988272e-01 -1.53418321e-01
-4.63615781e-01 -2.34930425e-01 -5.93099882e-01 -8.85472009e-01
-6.97403549e-01]
[ -4.12011990e-01 -5.96554185e-01 -3.24530867e-01 -4.41836992e-01
-4.20341128e-01 -5.63605825e-01 -4.03394270e-01 -4.78598316e-01
-2.94533560e-01 -9.63778687e-02 -4.93157299e-01 -5.22966160e-01
-5.40011320e-01]
[ -3.46989372e-01 -3.42604365e-01 -4.88224429e-01 -1.55363657e-01
-3.17762304e-01 -4.26326397e-01 -2.95865956e-01 -2.86372010e-01
-2.96556512e-01 -5.84370429e-01 -3.06819508e-01 -7.88071799e-01
-5.97681810e-01]
[ -4.65436379e-01 -3.44323341e-01 -3.84004637e-01 -2.35240679e-01
-3.34525791e-01 -2.17373595e-01 -3.22424293e-02 -4.48577686e-01
-2.54060462e-01 -4.54627793e-01 -1.88294623e-01 -2.55687355e-01
-2.17160650e-01]
[ -9.54097753e-01 -9.57284311e-01 -9.87683537e-01 -7.83014436e-01
-1.04604685e+00 -9.89540683e-01 -5.29388079e-01 -5.77703031e-01
-7.25724515e-01 -5.68996098e-01 -8.19916703e-01 -6.86043925e-01
-8.78481326e-01]
[ -5.15503622e-01 -2.66181305e-01 -4.73645913e-01 -3.50890699e-01
-3.44353582e-01 -3.64415275e-01 -6.23220605e-01 -6.16756348e-01
-6.69688825e-01 -1.03797360e-01 -5.33681980e-01 -7.82338033e-01
-6.26060174e-01]
[ -1.16737727e-01 2.37036970e-02 -3.43147489e-01 -4.65037681e-01
-1.05216973e-01 -7.46189693e-02 -1.93940726e-01 -4.15267539e-01
-1.72840530e-01 6.09830058e-02 -5.06623572e-01 -1.14317208e+00
-6.66647883e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56116398e-01 -1.22329666e-01 1.63966155e-01 -2.92413043e-01
-1.32960155e-01 1.13299698e-01 -1.27480117e-01 1.14891255e-02
-8.27034187e-02 6.69491151e-02 -2.07396962e-01 -4.28120183e-01
-6.07450770e-02]
[ -9.19117266e-02 -2.63866861e-01 -1.81711605e-01 -2.81522619e-01
-4.76397694e-01 -8.69906771e-02 -7.54427830e-02 -7.04455952e-03
-7.70636017e-02 -4.78849997e-03 -2.33284171e-01 -4.25533299e-01
-2.81500322e-01]
[ -6.60661476e-02 -2.85466882e-02 -2.27884792e-01 -2.62154808e-01
1.14404980e-01 -1.61312008e-01 -1.89843979e-01 1.19897046e-01
-1.06702162e-02 1.22417142e-01 -2.08163866e-01 2.72961990e-04
-9.88290579e-02]
[ 3.91986928e-02 -1.68152147e-01 -1.48447968e-01 -9.85879035e-02
-1.26366884e-01 -1.06511503e-01 1.12836938e-01 -1.44890314e-01
-1.26572152e-02 3.50958104e-02 -3.95154746e-02 -1.26720158e-01
-6.45195710e-03]
[ -2.92060233e-01 -1.40847364e-01 -7.86371572e-02 -1.19785957e-01
-3.00594593e-01 -2.76058285e-01 -3.66574203e-01 1.58051329e-02
-3.25822681e-01 -2.21967792e-01 1.50338139e-01 -1.46905790e-01
1.56723247e-01]
[ -2.29557073e-01 -1.25079293e-01 -9.39427553e-02 -4.80997942e-02
-8.46427511e-02 -1.20146848e-01 -8.00297415e-02 5.29305204e-03
-1.39489034e-01 -8.70302036e-02 -3.27868968e-03 -2.17330833e-01
-1.18793248e-01]
[ -1.76690153e-01 -6.83302139e-02 -2.30641552e-01 -2.55031551e-01
-1.56143656e-01 -2.05818064e-01 -3.51083650e-01 -1.19219080e-01
1.23180275e-01 -2.40108873e-01 -3.60512167e-01 -3.53587307e-01
-3.71064475e-01]
[ -3.71140574e-01 -6.18570446e-02 -1.51330321e-01 -1.30230057e-01
-4.89479616e-02 -3.13584246e-01 3.56501507e-02 -8.20285757e-02
-1.18172026e-01 5.38289101e-02 6.81019382e-03 -3.47077596e-01
-3.52212797e-01]
[ -1.63034879e-01 -1.40214525e-01 -5.38967204e-02 -1.76564017e-01
-1.25019976e-01 -2.95757993e-01 2.95646410e-02 -1.55429795e-01
-2.07948363e-01 3.85863726e-02 2.15177524e-01 6.89118243e-03
-1.50283817e-01]
[ -1.30852418e-01 -1.71375814e-01 -1.14434771e-01 -2.91305388e-01
9.33734129e-02 -1.78106581e-02 -1.73965672e-01 -1.74046298e-01
1.14027981e-01 -9.64624045e-02 -1.24239987e-01 -3.40055174e-02
-3.17467000e-01]
[ -4.10770479e-02 -3.52517060e-02 -1.49821500e-01 -9.34560662e-02
-2.30032268e-01 6.28267509e-02 -5.54013970e-02 -4.28381581e-02
-2.24634862e-01 -8.92874324e-02 -1.24061128e-01 -3.90003053e-01
-1.99351944e-01]
[ -6.80245619e-02 2.21268854e-02 -1.28954709e-01 -3.37869728e-01
1.19092841e-01 2.04765007e-02 -1.92241545e-01 -1.44933065e-01
1.30186921e-01 -5.37337906e-02 -3.02856041e-01 -2.84989637e-01
-3.19610420e-01]
[ 7.39103691e-02 -3.05526245e-01 -8.62034673e-02 -4.61348587e-01
-2.19635547e-01 -9.03700043e-02 5.30744993e-02 8.42335373e-02
-2.38389181e-02 2.86960225e-01 -5.41566565e-01 -8.48707495e-01
4.53884526e-01]
[ -2.25720582e-01 -2.41832192e-01 -1.32954483e-01 -3.20174744e-01
-2.98848956e-01 -9.41629795e-02 2.05452200e-01 3.77703418e-02
2.82921753e-01 3.34859880e-02 -4.28735302e-01 -1.06016573e+00
6.62483818e-01]
[ -1.74705002e-02 -1.84410656e-01 2.00335896e-02 -3.26272886e-01
-1.69465293e-01 1.64705954e-01 2.06151676e-01 2.55575211e-01
-3.10058222e-02 2.29320176e-01 -2.50677499e-01 -1.14523411e+00
7.71117868e-01]
[ -3.37268501e-03 -4.23211104e-02 -1.26573669e-01 -1.42764233e-01
-1.77898079e-01 -4.80189862e-02 3.07359013e-01 1.62812493e-01
2.55108629e-01 3.61749022e-01 -5.09148660e-01 -1.08491570e+00
8.07591173e-01]
[ -8.67141838e-02 -2.77034275e-01 5.75181782e-02 -3.60612314e-01
-1.47370682e-01 1.15996948e-01 3.75951746e-01 1.38749654e-01
-6.77575340e-02 1.58036605e-01 -5.73171275e-01 -1.05952698e+00
8.75990592e-01]
[ 1.18757936e-01 -8.83597535e-02 1.48809754e-02 -1.78925332e-01
-8.22109932e-02 -1.90079147e-02 2.76332433e-01 3.80859127e-01
4.26508861e-01 2.65104160e-01 -5.74835442e-01 -1.00602224e+00
6.04089103e-01]
[ -4.62138528e-04 -1.40660524e-01 2.29544588e-02 1.54141970e-02
-9.43360724e-02 -2.83300225e-01 9.75079221e-02 3.66409279e-01
1.48786445e-02 1.32728363e-01 -2.74833669e-01 -8.43151454e-01
2.55829624e-01]
[ 9.38154791e-02 9.65986492e-02 7.98007766e-03 1.90127111e-01
-9.61969492e-02 -5.79293537e-02 -1.40374992e-01 -1.20608033e-01
-2.32325065e-01 -1.12603572e-01 -9.68384368e-02 2.04272990e-01
-4.08566661e-01]
[ 4.94177444e-02 -1.15680947e-01 1.49094388e-01 4.04048360e-01
2.38658880e-01 9.24103815e-03 -3.67539663e-01 -3.31391909e-01
-2.44258998e-02 -5.38943159e-01 2.60075794e-01 9.13337853e-01
-7.71460412e-01]
[ 2.71163228e-02 7.84361678e-02 -2.14186799e-01 9.83562096e-02
3.46537857e-02 -2.76517791e-03 -1.92163305e-01 -3.53239551e-01
-2.84047729e-01 -2.49887596e-01 -2.22284367e-02 -1.00099504e-01
-2.04012927e-01]
[ -6.58340010e-02 -2.06797361e-01 5.85308582e-02 3.88921841e-02
-1.29314495e-01 -1.36232662e-01 -2.56147614e-02 -4.94447308e-02
3.99711237e-02 -4.00770749e-01 -3.45858022e-01 -2.54546006e-01
8.97870621e-02]
[ -1.40550596e-03 -2.65203918e-01 5.07712656e-02 -3.34906398e-01
-1.89442171e-01 -2.33986223e-01 -3.18720861e-01 -1.95154046e-02
-5.11426896e-02 3.14745642e-02 -2.19987876e-01 2.28062917e-01
7.19767537e-02]
[ 1.60799611e-01 5.95424445e-02 -1.09514573e-01 -3.24100715e-01
-5.45218262e-02 -1.03797314e-01 -2.36236801e-01 -4.46770082e-02
-2.17220611e-01 -2.75326535e-01 -2.26489811e-01 4.74077358e-01
-9.45209408e-03]
[ -1.82661394e-01 -1.76389875e-01 -1.18030139e-01 -3.11282229e-01
-4.69871516e-02 2.43209815e-02 -2.30356265e-01 -2.84133055e-01
-1.58796405e-01 -9.87551814e-02 -2.52999444e-01 3.34703588e-01
-8.69900890e-02]
[ -4.84600259e-02 -1.99736308e-01 -1.68381699e-01 -3.06489944e-01
-4.18593299e-02 4.07914638e-02 -1.14345784e-01 -1.16506430e-01
-2.64956832e-01 -3.54645961e-01 -5.97540272e-02 2.24143260e-01
8.04911885e-03]
[ 1.02530158e-01 8.69100528e-02 -1.67657526e-02 -2.59672623e-01
-3.20543700e-01 5.41137336e-03 -2.05866813e-01 -3.33582231e-01
-3.32390314e-01 -3.74335458e-02 -1.47859548e-01 1.98744935e-01
1.86927477e-02]
[ -6.16406064e-02 -9.75621425e-03 -2.84767934e-01 -5.04315225e-02
6.99960977e-02 1.55111750e-01 -2.52168443e-01 -1.85139175e-01
-5.85517487e-02 -5.26639993e-02 1.75747565e-01 7.05257993e-01
-1.11220448e-01]
[ 1.34046051e-01 3.31040036e-01 -1.96178331e-01 7.34828931e-01
1.11168388e-01 2.51603064e-03 -2.12817532e-01 -3.76036393e-01
-2.26971221e-01 -3.20643881e-01 7.27691843e-01 8.93579669e-01
-1.24575625e+00]
[ -7.15438469e-03 1.71354616e-01 5.45082508e-02 3.63077808e-01
-2.28169336e-03 -6.54588115e-02 -2.84076061e-01 -3.42747721e-01
-2.85815752e-01 -2.16138442e-01 5.79899966e-01 9.38597572e-01
-1.24118480e+00]
[ -3.09999104e-02 -1.39424269e-01 -1.49064203e-01 3.18335177e-01
-1.82750731e-01 2.37127504e-01 -4.43804919e-02 -1.84194724e-01
-2.29408784e-01 -3.67611498e-01 2.05100165e-01 5.40733493e-01
-6.09236977e-01]
[ 8.26680790e-02 -3.82308074e-01 -5.10447346e-02 1.99200740e-02
-1.15608831e-01 1.99759940e-01 7.50386965e-02 1.67857938e-01
-1.88225122e-01 -9.22320543e-03 -4.87354084e-02 3.44529865e-01
-3.55810063e-01]
[ 2.10394570e-01 -2.95515669e-01 -1.18949904e-01 -7.58781622e-02
-2.16115086e-01 1.22710874e-01 3.69281424e-02 -1.26746987e-01
-6.06053936e-02 -5.22712833e-02 -1.55869801e-01 -1.84726918e-01
-2.02194018e-01]
[ -1.33621211e-01 -7.96805651e-02 3.79862934e-02 -2.40627902e-01
-5.82492337e-02 -1.41375070e-01 4.25058859e-02 -6.90735913e-03
-9.97679083e-02 1.65800128e-02 -3.18434502e-01 -4.45984515e-01
-1.23745935e-01]
[ -1.42199142e-01 -1.35253440e-01 -6.86780672e-02 -2.81755935e-01
-3.45260295e-01 -2.89004275e-01 1.63107113e-01 1.47125539e-01
1.08918600e-02 1.24432629e-01 -2.74319334e-01 -8.61424231e-01
2.68704863e-02]
[ -1.31656045e-01 -2.54482340e-01 -3.01596642e-01 -8.54258033e-01
-3.04926823e-01 -2.07532936e-01 -1.54797521e-01 -1.91220398e-03
3.66893391e-02 -4.57796450e-01 -6.87153163e-01 -6.89506637e-01
-1.12785992e+00]
[ -1.24615929e-01 1.32902602e-01 1.39801901e-02 1.32713011e-01
-2.02883810e-01 -1.76102055e-01 -1.55440938e-01 1.39335634e-02
-1.41761124e-01 -1.43832383e-01 -1.20871667e-01 -3.86491666e-01
6.38125021e-02]
[ -3.64398705e-01 -1.18086399e-01 -2.73272024e-01 3.12345104e-01
-1.99351526e-01 -2.32696352e-01 -1.27506787e-01 -1.00743430e-01
1.31549004e-02 3.14093572e-02 1.02579317e-01 -3.46700025e-01
1.97790693e-01]
[ -1.34133378e-01 -4.66095988e-02 -2.55264187e-01 1.77538525e-01
-2.26726615e-01 -2.79982658e-01 -3.84128643e-01 -3.08803275e-02
8.38223626e-03 -1.15825575e-01 -1.95603532e-01 -3.00293816e-01
1.06126285e-01]
[ -2.48562377e-01 -5.30729916e-01 -3.41082357e-01 -6.82822043e-02
-3.17985903e-01 -2.33367104e-01 -1.35968443e-01 -2.44138202e-01
1.59129762e-02 -2.60663396e-01 -6.07902328e-02 -3.22526881e-01
2.60939268e-02]
[ -2.22100628e-01 -2.95553921e-01 -3.21449082e-01 -8.00148389e-02
-8.80388111e-02 -1.50910633e-01 -8.44441567e-02 2.10618125e-02
-2.00920560e-01 -5.06778855e-01 -2.30315417e-01 -2.34720327e-01
-3.77134204e-02]
[ -9.44380147e-02 -1.72382659e-02 -2.42181149e-01 -9.05137312e-01
-2.73166293e-01 -2.58921982e-01 6.51940381e-02 -4.68632620e-01
1.31806765e-01 -1.78174950e-01 -6.63392293e-01 -3.73256847e-01
-1.06991120e+00]]
Progress: 29.1% ... Training loss: 0.230 ... Validation loss: 0.370[[-0.22382103]
[ 0.26188129]
[-0.09034383]
[ 1.21407622]
[ 0.27673365]
[-0.02739778]
[-0.86870605]
[-0.80567489]
[-0.55299855]
[-0.82968347]
[ 1.26443391]
[ 2.99394411]
[-2.23495497]]
[[ -5.18192833e-01 -4.93509175e-01 -5.89051609e-01 -3.16980641e-02
-2.92526548e-01 -5.94382114e-01 2.26768550e-02 -2.32748285e-01
-3.09134880e-01 -2.96251636e-01 2.44617233e-01 1.02051002e+00
2.85859177e-01]
[ 8.55669183e-03 -1.37639226e-01 4.87389295e-02 -9.34062543e-02
-4.10428717e-02 5.83561397e-02 -1.09551571e-01 1.97402807e-01
-1.47577942e-01 -1.83276346e-01 -1.13908746e-01 -1.33387871e-01
-2.13449563e-02]
[ -2.77677863e-01 1.37941993e-01 -3.57065550e-02 7.32136542e-02
7.92045395e-02 -1.34268634e-01 -9.11655171e-02 -1.94148543e-01
2.54947317e-01 -4.70745188e-01 1.29516493e-01 6.92630357e-01
8.18612857e-01]
[ 2.53377420e-01 -2.42424629e-01 -2.76708367e-01 1.22216161e-01
-2.72473901e-01 1.11893690e-02 4.68193550e-01 -5.46378770e-01
3.15038749e-01 -1.75515885e-01 -1.03510022e-01 -3.67219177e-01
-3.06443034e-01]
[ 1.34655978e-01 8.61058981e-03 1.13483950e-01 -1.32833080e-01
-2.40941921e-02 7.30371124e-02 -1.76233893e-01 -1.83811311e-01
6.85136347e-02 2.36501065e-01 1.12954638e-02 -7.01796679e-02
-1.46157024e-01]
[ -4.83381491e-01 -6.14490888e-01 -6.01596236e-01 -6.12141824e-01
-5.93763227e-01 -5.64686670e-01 -3.59906185e-01 -1.55713181e-01
-4.64883145e-01 -2.37801156e-01 -5.92008490e-01 -8.83478810e-01
-7.00000010e-01]
[ -4.12746122e-01 -5.95411036e-01 -3.25242971e-01 -4.37812271e-01
-4.19129990e-01 -5.63760471e-01 -4.06717251e-01 -4.85628968e-01
-2.97287954e-01 -1.02914388e-01 -4.86247600e-01 -4.98927943e-01
-5.58160154e-01]
[ -3.48869948e-01 -3.39194001e-01 -4.89202791e-01 -1.34550589e-01
-3.14175038e-01 -4.26722488e-01 -3.10403836e-01 -2.98348852e-01
-3.06319237e-01 -5.92530267e-01 -2.84646307e-01 -7.35019856e-01
-6.39969397e-01]
[ -4.65605404e-01 -3.44167230e-01 -3.84079381e-01 -2.33701345e-01
-3.34362174e-01 -2.17403552e-01 -3.32149152e-02 -4.48987308e-01
-2.54630101e-01 -4.54982304e-01 -1.86848698e-01 -2.52004481e-01
-2.18430942e-01]
[ -9.56421002e-01 -9.53872948e-01 -9.89136086e-01 -7.64441579e-01
-1.04241559e+00 -9.89995359e-01 -5.46268075e-01 -5.95878891e-01
-7.36468426e-01 -5.84280645e-01 -7.97166418e-01 -6.19084275e-01
-9.28618292e-01]
[ -5.15528770e-01 -2.65909413e-01 -4.73773309e-01 -3.48503965e-01
-3.44132051e-01 -3.64454413e-01 -6.23645846e-01 -6.16959414e-01
-6.69897771e-01 -1.03396558e-01 -5.31142735e-01 -7.79053804e-01
-6.29100962e-01]
[ -1.17532537e-01 2.49109030e-02 -3.43499189e-01 -4.58595034e-01
-1.03975042e-01 -7.47766137e-02 -1.98386749e-01 -4.18600591e-01
-1.76241795e-01 5.79451517e-02 -5.00292886e-01 -1.13064973e+00
-6.77773303e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56341902e-01 -1.22224575e-01 1.63876515e-01 -2.92023658e-01
-1.32785837e-01 1.13252893e-01 -1.29153571e-01 1.06915506e-02
-8.35057445e-02 6.53826179e-02 -2.07116446e-01 -4.27232636e-01
-6.14822228e-02]
[ -9.23870332e-02 -2.63527267e-01 -1.81873862e-01 -2.79271389e-01
-4.76107913e-01 -8.70641626e-02 -7.79623358e-02 -1.00006111e-02
-7.80106213e-02 -7.64563736e-03 -2.30920450e-01 -4.20500134e-01
-2.83211266e-01]
[ -6.54272026e-02 -2.90158920e-02 -2.27737455e-01 -2.64747319e-01
1.13866371e-01 -1.61230198e-01 -1.87247675e-01 1.21822820e-01
-9.55067171e-03 1.25218890e-01 -2.10464602e-01 -6.35149746e-03
-9.88049669e-02]
[ 3.83323260e-02 -1.67254237e-01 -1.48950515e-01 -9.56693317e-02
-1.25417891e-01 -1.06642687e-01 1.09004317e-01 -1.49724506e-01
-1.51853365e-02 2.94327720e-02 -3.52934099e-02 -1.08883115e-01
-1.57230944e-02]
[ -2.92124055e-01 -1.40615595e-01 -7.87996810e-02 -1.18742798e-01
-3.00347578e-01 -2.76088061e-01 -3.66544731e-01 1.40784028e-02
-3.26117094e-01 -2.23556082e-01 1.52803559e-01 -1.41909712e-01
1.50312876e-01]
[ -2.30111699e-01 -1.24264105e-01 -9.42632446e-02 -4.42876425e-02
-8.38130027e-02 -1.20274733e-01 -8.35194113e-02 2.19301948e-03
-1.41984363e-01 -8.94952850e-02 8.08527771e-04 -2.06434017e-01
-1.29570623e-01]
[ -1.76829288e-01 -6.81060218e-02 -2.30692561e-01 -2.53713166e-01
-1.55912166e-01 -2.05849426e-01 -3.52299150e-01 -1.20086946e-01
1.22285618e-01 -2.40589657e-01 -3.59513529e-01 -3.50914310e-01
-3.75749141e-01]
[ -3.72321703e-01 -5.93799261e-02 -1.52001234e-01 -1.14253749e-01
-4.63071193e-02 -3.13830240e-01 2.56275281e-02 -9.04306698e-02
-1.24756660e-01 4.85183402e-02 2.41604583e-02 -3.05124609e-01
-3.80226639e-01]
[ -1.63348212e-01 -1.39880241e-01 -5.40135775e-02 -1.74437189e-01
-1.24739225e-01 -2.95809710e-01 2.78533428e-02 -1.56327362e-01
-2.08905738e-01 3.76269745e-02 2.17085713e-01 1.05614433e-02
-1.53796850e-01]
[ -1.30804273e-01 -1.71448256e-01 -1.14431126e-01 -2.91209696e-01
9.33532012e-02 -1.78026512e-02 -1.73831986e-01 -1.74027326e-01
1.14074697e-01 -9.62192664e-02 -1.24075509e-01 -3.27169754e-02
-3.16607126e-01]
[ -4.10881369e-02 -3.52442650e-02 -1.49827853e-01 -9.33893730e-02
-2.30020910e-01 6.28235681e-02 -5.54456033e-02 -4.29101055e-02
-2.24650595e-01 -8.93619919e-02 -1.23977703e-01 -3.89833892e-01
-1.99428961e-01]
[ -6.80245463e-02 2.21264045e-02 -1.28954748e-01 -3.37873381e-01
1.19092089e-01 2.04766163e-02 -1.92243343e-01 -1.44935733e-01
1.30186145e-01 -5.37349210e-02 -3.02859021e-01 -2.85003542e-01
-3.19602024e-01]
[ 7.37315397e-02 -3.05424999e-01 -8.62673700e-02 -4.60498875e-01
-2.19514871e-01 -9.03946137e-02 5.21215598e-02 8.36857030e-02
-2.44803326e-02 2.86008737e-01 -5.40755597e-01 -8.47462035e-01
4.51279006e-01]
[ -2.25751461e-01 -2.41790141e-01 -1.32964842e-01 -3.19911682e-01
-2.98816067e-01 -9.41675685e-02 2.05075595e-01 3.75273104e-02
2.82692766e-01 3.34012168e-02 -4.28516191e-01 -1.05966114e+00
6.61957993e-01]
[ -1.75498354e-02 -1.84322947e-01 2.00055437e-02 -3.25875810e-01
-1.69377886e-01 1.64690526e-01 2.05603149e-01 2.55147616e-01
-3.13006671e-02 2.29070510e-01 -2.50359301e-01 -1.14499209e+00
7.70185217e-01]
[ -3.34560624e-03 -4.23406818e-02 -1.26566442e-01 -1.42915679e-01
-1.77921196e-01 -4.80144391e-02 3.07571495e-01 1.62935520e-01
2.55227504e-01 3.61852941e-01 -5.09273273e-01 -1.08512344e+00
8.07954833e-01]
[ -8.68544174e-02 -2.76952652e-01 5.74841600e-02 -3.60016733e-01
-1.47304923e-01 1.15973699e-01 3.75333223e-01 1.38332254e-01
-6.81779266e-02 1.57640034e-01 -5.72953209e-01 -1.05947895e+00
8.75104373e-01]
[ 1.18660288e-01 -8.82331782e-02 1.48378589e-02 -1.77890782e-01
-8.20611687e-02 -1.90278942e-02 2.75792056e-01 3.80348087e-01
4.26170956e-01 2.64590906e-01 -5.74035628e-01 -1.00503905e+00
6.01986149e-01]
[ -4.24464354e-04 -1.40667570e-01 2.29490829e-02 1.56433711e-02
-9.43546716e-02 -2.83301133e-01 9.77934109e-02 3.66648073e-01
1.50004744e-02 1.32780774e-01 -2.74622367e-01 -8.43354753e-01
2.55160118e-01]
[ 9.42087045e-02 9.64432319e-02 8.04239464e-03 1.89350710e-01
-9.63787659e-02 -5.78979062e-02 -1.38307984e-01 -1.20054503e-01
-2.31059889e-01 -1.11499443e-01 -9.73036282e-02 2.01171113e-01
-4.09266249e-01]
[ 4.90310005e-02 -1.15404307e-01 1.48919050e-01 4.06465152e-01
2.39089785e-01 9.16358225e-03 -3.68989010e-01 -3.32675922e-01
-2.53657870e-02 -5.40463926e-01 2.62304192e-01 9.18056633e-01
-7.72737286e-01]
[ 2.70386458e-02 7.85519427e-02 -2.14215963e-01 9.92869227e-02
3.47703767e-02 -2.77943614e-03 -1.92729210e-01 -3.53511709e-01
-2.84329197e-01 -2.50362546e-01 -2.13201507e-02 -9.83304360e-02
-2.05532171e-01]
[ -6.61208911e-02 -2.06309800e-01 5.82922406e-02 4.04215217e-02
-1.28804865e-01 -1.36282857e-01 -2.83357706e-02 -5.18758319e-02
3.82249346e-02 -4.02710589e-01 -3.43871096e-01 -2.43974914e-01
8.39960008e-02]
[ -1.53270059e-03 -2.65128893e-01 5.07044024e-02 -3.34808235e-01
-1.89311546e-01 -2.33998907e-01 -3.19204761e-01 -2.04254378e-02
-5.14752315e-02 3.05530274e-02 -2.19459220e-01 2.31655228e-01
7.05775992e-02]
[ 1.60903483e-01 5.94814627e-02 -1.09487843e-01 -3.24496816e-01
-5.45767281e-02 -1.03782514e-01 -2.35837273e-01 -4.43623023e-02
-2.16998464e-01 -2.74828255e-01 -2.26827349e-01 4.73521761e-01
-8.94211939e-03]
[ -1.82828009e-01 -1.76100762e-01 -1.18148543e-01 -3.10952089e-01
-4.66723091e-02 2.42805519e-02 -2.32073024e-01 -2.86019822e-01
-1.59748143e-01 -1.00477440e-01 -2.51431997e-01 3.41649703e-01
-9.04123671e-02]
[ -4.83422879e-02 -1.99825760e-01 -1.68351162e-01 -3.06760299e-01
-4.19288753e-02 4.08127813e-02 -1.14089364e-01 -1.16678110e-01
-2.64703484e-01 -3.54321979e-01 -5.98315827e-02 2.24448286e-01
7.87929934e-03]
[ 1.01842385e-01 8.77191997e-02 -1.71311085e-02 -2.57550683e-01
-3.19934796e-01 5.30458194e-03 -2.08891036e-01 -3.36394156e-01
-3.34544065e-01 -4.08994912e-02 -1.44650817e-01 2.11948565e-01
1.10919579e-02]
[ -6.18527216e-02 -9.23846219e-03 -2.84906080e-01 -4.87047277e-02
7.05096034e-02 1.55056349e-01 -2.53349064e-01 -1.87256120e-01
-5.98299051e-02 -5.41297145e-02 1.78259385e-01 7.13335190e-01
-1.16530408e-01]
[ 1.34138195e-01 3.31041741e-01 -1.96152301e-01 7.35545815e-01
1.11209813e-01 2.53126727e-03 -2.12988892e-01 -3.75560105e-01
-2.27152270e-01 -3.19875455e-01 7.28114804e-01 8.94413250e-01
-1.24762570e+00]
[ -7.63249841e-03 1.72401318e-01 5.42186123e-02 3.69051250e-01
-1.23719774e-03 -6.55527421e-02 -2.87216931e-01 -3.45885738e-01
-2.87974099e-01 -2.18700698e-01 5.86829363e-01 9.55086967e-01
-1.24877948e+00]
[ -3.10957815e-02 -1.39189378e-01 -1.49148451e-01 3.21546900e-01
-1.82440580e-01 2.37093986e-01 -4.58561740e-02 -1.85314840e-01
-2.30232733e-01 -3.67815365e-01 2.08324522e-01 5.46576572e-01
-6.15963737e-01]
[ 8.24986155e-02 -3.82031885e-01 -5.11479990e-02 2.14763792e-02
-1.15348150e-01 1.99710983e-01 7.42160390e-02 1.67311684e-01
-1.88936338e-01 -9.75708898e-03 -4.72270006e-02 3.45426720e-01
-3.59053739e-01]
[ 2.10098067e-01 -2.95251336e-01 -1.19044628e-01 -7.30945751e-02
-2.15819281e-01 1.22660506e-01 3.47056781e-02 -1.28331481e-01
-6.19698686e-02 -5.35002826e-02 -1.53373175e-01 -1.78541208e-01
-2.07919451e-01]
[ -1.33832526e-01 -7.95260046e-02 3.79020298e-02 -2.39652125e-01
-5.80785103e-02 -1.41407742e-01 4.10989161e-02 -8.33030957e-03
-1.00377358e-01 1.52404159e-02 -3.17443715e-01 -4.44521130e-01
-1.25175777e-01]
[ -1.42390881e-01 -1.35019108e-01 -6.87897098e-02 -2.80500146e-01
-3.45022429e-01 -2.89037661e-01 1.61553666e-01 1.45550570e-01
1.00121226e-02 1.23235248e-01 -2.72784478e-01 -8.58508011e-01
2.31949619e-02]
[ -1.31446147e-01 -2.54502323e-01 -3.01660458e-01 -8.56072656e-01
-3.04952767e-01 -2.07522360e-01 -1.53167558e-01 -2.51706492e-03
3.74630424e-02 -4.58631030e-01 -6.87333103e-01 -6.86555392e-01
-1.13006260e+00]
[ -1.24870086e-01 1.33124616e-01 1.39214610e-02 1.34468741e-01
-2.02767820e-01 -1.76135792e-01 -1.57026353e-01 1.34133265e-02
-1.42429950e-01 -1.44356261e-01 -1.19539037e-01 -3.84091750e-01
6.19636608e-02]
[ -3.65263287e-01 -1.17122346e-01 -2.73617872e-01 3.20093102e-01
-1.98287585e-01 -2.32870128e-01 -1.33236852e-01 -1.05126710e-01
9.70977241e-03 2.72057148e-02 1.09616937e-01 -3.34786085e-01
1.83743052e-01]
[ -1.34362897e-01 -4.60732490e-02 -2.55394862e-01 1.80767235e-01
-2.26237094e-01 -2.80022473e-01 -3.85977228e-01 -3.22039256e-02
6.92048474e-03 -1.16764172e-01 -1.92356100e-01 -2.92153487e-01
1.01656644e-01]
[ -2.49307533e-01 -5.29892395e-01 -3.41471441e-01 -6.10597240e-02
-3.16912684e-01 -2.33514187e-01 -1.40784415e-01 -2.48803863e-01
1.26497077e-02 -2.64327557e-01 -5.29050607e-02 -3.04891182e-01
1.22356042e-02]
[ -2.22643683e-01 -2.94630826e-01 -3.21773957e-01 -7.41404524e-02
-8.70093657e-02 -1.51019258e-01 -8.80641238e-02 1.75076389e-02
-2.03189285e-01 -5.09049014e-01 -2.23761862e-01 -2.20323345e-01
-4.87789237e-02]
[ -9.51546530e-02 -1.58108563e-02 -2.42799768e-01 -9.01749754e-01
-2.71817741e-01 -2.59080981e-01 5.94128189e-02 -4.75292787e-01
1.27786639e-01 -1.83661531e-01 -6.57648546e-01 -3.47928728e-01
-1.08672174e+00]]
Progress: 29.1% ... Training loss: 0.212 ... Validation loss: 0.363[[-0.2373423 ]
[ 0.24924716]
[-0.10073286]
[ 1.20269813]
[ 0.26522349]
[-0.03961136]
[-0.88655673]
[-0.82346671]
[-0.56616608]
[-0.85616607]
[ 1.25534021]
[ 2.98650858]
[-2.25341471]]
[[ -5.17852967e-01 -4.93824832e-01 -5.88893529e-01 -3.04642320e-02
-2.92477350e-01 -5.94375584e-01 2.50063096e-02 -2.30539396e-01
-3.08404029e-01 -2.92015014e-01 2.45263585e-01 1.01270496e+00
2.88752450e-01]
[ 8.44287459e-03 -1.37394571e-01 4.86644819e-02 -9.20669159e-02
-4.08475472e-02 5.83444894e-02 -1.10198866e-01 1.96379548e-01
-1.48007725e-01 -1.83719886e-01 -1.12241027e-01 -1.28589833e-01
-2.52215461e-02]
[ -2.79049926e-01 1.38753808e-01 -3.59247508e-02 7.44267527e-02
7.99144363e-02 -1.34414947e-01 -9.70118511e-02 -1.96430159e-01
2.52806648e-01 -4.75227567e-01 1.34220092e-01 7.02705633e-01
8.24747053e-01]
[ 2.53632900e-01 -2.41198553e-01 -2.77326255e-01 1.28103434e-01
-2.71065269e-01 1.11707476e-02 4.74086169e-01 -5.51521322e-01
3.16251868e-01 -1.79645376e-01 -9.35669892e-02 -3.29351605e-01
-3.19738545e-01]
[ 1.36875181e-01 5.30532091e-03 1.14733240e-01 -1.43694370e-01
-2.75958844e-02 7.33334801e-02 -1.70237350e-01 -1.74509051e-01
7.49098750e-02 2.50737640e-01 -9.95414851e-03 -1.29492011e-01
-1.26093019e-01]
[ -4.82666930e-01 -6.15380614e-01 -6.01380123e-01 -6.15495149e-01
-5.94526492e-01 -5.64601517e-01 -3.57663277e-01 -1.53161665e-01
-4.63582660e-01 -2.34024492e-01 -5.95691788e-01 -8.90481124e-01
-6.98143114e-01]
[ -4.12416676e-01 -5.96140910e-01 -3.25014579e-01 -4.40889559e-01
-4.19830105e-01 -5.63722213e-01 -4.05059833e-01 -4.81675157e-01
-2.96046543e-01 -9.83706607e-02 -4.89314014e-01 -5.09770852e-01
-5.50486190e-01]
[ -3.48481392e-01 -3.39772558e-01 -4.89063150e-01 -1.37489105e-01
-3.14604304e-01 -4.26683159e-01 -3.08365344e-01 -2.96817224e-01
-3.05032830e-01 -5.90508414e-01 -2.86568114e-01 -7.32744430e-01
-6.32537869e-01]
[ -4.64944258e-01 -3.44469193e-01 -3.83917373e-01 -2.36633828e-01
-3.34864073e-01 -2.17330273e-01 -3.01571009e-02 -4.47421128e-01
-2.53211511e-01 -4.52445060e-01 -1.90215844e-01 -2.57772712e-01
-2.17800795e-01]
[ -9.55372870e-01 -9.55310398e-01 -9.88637133e-01 -7.73057420e-01
-1.04378497e+00 -9.89886677e-01 -5.40365255e-01 -5.89672591e-01
-7.33045630e-01 -5.77319942e-01 -8.05828586e-01 -6.42189461e-01
-9.14902874e-01]
[ -5.14797745e-01 -2.66798966e-01 -4.73523051e-01 -3.52930437e-01
-3.45107361e-01 -3.64371154e-01 -6.21278100e-01 -6.14006197e-01
-6.68082223e-01 -9.84135959e-02 -5.36047960e-01 -7.87780400e-01
-6.23512497e-01]
[ -1.17217983e-01 2.47377859e-02 -3.43502245e-01 -4.57854334e-01
-1.04024893e-01 -7.47325366e-02 -1.97660683e-01 -4.18156973e-01
-1.76233247e-01 5.88809758e-02 -4.98764158e-01 -1.12015597e+00
-6.79484653e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56326290e-01 -1.22316693e-01 1.63891174e-01 -2.91673567e-01
-1.32810324e-01 1.13259627e-01 -1.29259688e-01 1.05448630e-02
-8.34259759e-02 6.54837634e-02 -2.06916864e-01 -4.26008559e-01
-6.11353350e-02]
[ -9.20462646e-02 -2.63872309e-01 -1.81752110e-01 -2.80876857e-01
-4.76390808e-01 -8.70312252e-02 -7.67521274e-02 -8.22832045e-03
-7.73536046e-02 -5.23498819e-03 -2.33310915e-01 -4.27138448e-01
-2.82341482e-01]
[ -6.47643050e-02 -2.97313643e-02 -2.27551013e-01 -2.67639736e-01
1.13092305e-01 -1.61159553e-01 -1.85135075e-01 1.24107103e-01
-8.23036207e-03 1.28059644e-01 -2.12600441e-01 -1.15168516e-02
-9.56338280e-02]
[ 3.87783569e-02 -1.67939247e-01 -1.48672033e-01 -9.87104836e-02
-1.26078820e-01 -1.06590174e-01 1.09987859e-01 -1.47201002e-01
-1.40909769e-02 3.24549622e-02 -3.90992416e-02 -1.19427685e-01
-9.89833143e-03]
[ -2.92890849e-01 -1.39848017e-01 -7.90812387e-02 -1.13478801e-01
-2.99389119e-01 -2.76170183e-01 -3.69894163e-01 1.17461067e-02
-3.28371484e-01 -2.25403746e-01 1.58635917e-01 -1.24888287e-01
1.43122113e-01]
[ -2.29774558e-01 -1.24752483e-01 -9.41152204e-02 -4.84509163e-02
-8.44014415e-02 -1.20234410e-01 -8.06848640e-02 4.47950321e-03
-1.40391199e-01 -8.75831824e-02 -3.06441138e-03 -2.20367540e-01
-1.23060897e-01]
[ -1.77195909e-01 -6.75604659e-02 -2.30784267e-01 -2.52545243e-01
-1.55551869e-01 -2.05890117e-01 -3.53870129e-01 -1.20364695e-01
1.21303518e-01 -2.41601376e-01 -3.57636482e-01 -3.44651438e-01
-3.73975685e-01]
[ -3.71935222e-01 -6.01554554e-02 -1.51853021e-01 -1.17467012e-01
-4.68382295e-02 -3.13794134e-01 2.82558101e-02 -8.90886309e-02
-1.23094705e-01 5.03290853e-02 2.00556310e-02 -3.12412429e-01
-3.76474183e-01]
[ -1.62962507e-01 -1.40089096e-01 -5.39310277e-02 -1.75759828e-01
-1.25113961e-01 -2.95775372e-01 3.02320560e-02 -1.55116877e-01
-2.07645149e-01 3.90436519e-02 2.15566114e-01 8.99875169e-03
-1.52406057e-01]
[ -1.30744987e-01 -1.71362144e-01 -1.14413391e-01 -2.89981456e-01
9.34353629e-02 -1.77960483e-02 -1.74391961e-01 -1.74262535e-01
1.13651929e-01 -9.58730089e-02 -1.22587435e-01 -3.09306496e-02
-3.17664952e-01]
[ -4.05303477e-02 -3.57348997e-02 -1.49695028e-01 -9.64150058e-02
-2.30492890e-01 6.28937552e-02 -5.30197604e-02 -4.15130651e-02
-2.23397666e-01 -8.73612543e-02 -1.26758403e-01 -3.92620532e-01
-1.97094064e-01]
[ -6.79891353e-02 2.20280785e-02 -1.28966012e-01 -3.38921398e-01
1.19005270e-01 2.04850618e-02 -1.92233941e-01 -1.45156783e-01
1.30172204e-01 -5.38573077e-02 -3.03684546e-01 -2.84717356e-01
-3.19734804e-01]
[ 7.40789758e-02 -3.05723598e-01 -8.61760914e-02 -4.63062223e-01
-2.19850581e-01 -9.03598863e-02 5.41547256e-02 8.49226886e-02
-2.33910725e-02 2.87656605e-01 -5.42704701e-01 -8.50139210e-01
4.56371631e-01]
[ -2.25712870e-01 -2.41811987e-01 -1.32960770e-01 -3.20086709e-01
-2.98846680e-01 -9.41644218e-02 2.05264970e-01 3.75651444e-02
2.82803512e-01 3.35489282e-02 -4.28648687e-01 -1.05979441e+00
6.62300222e-01]
[ -1.74810037e-02 -1.84403963e-01 2.00300426e-02 -3.26607179e-01
-1.69460726e-01 1.64698366e-01 2.06301070e-01 2.55569281e-01
-3.09261439e-02 2.29462931e-01 -2.51046744e-01 -1.14636028e+00
7.72073996e-01]
[ -3.37091084e-03 -4.23330431e-02 -1.26568635e-01 -1.42842665e-01
-1.77914647e-01 -4.80166193e-02 3.07442620e-01 1.62860115e-01
2.55151965e-01 3.61794533e-01 -5.09248396e-01 -1.08529952e+00
8.07846779e-01]
[ -8.68718014e-02 -2.76889419e-01 5.74670650e-02 -3.59658077e-01
-1.47249335e-01 1.15969213e-01 3.75414332e-01 1.38390870e-01
-6.81981229e-02 1.57543469e-01 -5.72867988e-01 -1.05956036e+00
8.74160480e-01]
[ 1.18706130e-01 -8.82811402e-02 1.48457318e-02 -1.78106059e-01
-8.20984617e-02 -1.90240696e-02 2.76141868e-01 3.80488124e-01
4.26389738e-01 2.64655594e-01 -5.74174344e-01 -1.00516085e+00
6.02215984e-01]
[ -5.04528268e-05 -1.41012667e-01 2.30602022e-02 1.36356960e-02
-9.47452280e-02 -2.83272055e-01 1.00211726e-01 3.68685555e-01
1.63969141e-02 1.34462351e-01 -2.76583756e-01 -8.46977652e-01
2.58223405e-01]
[ 9.44383420e-02 9.62261880e-02 8.11317844e-03 1.87679227e-01
-9.66261765e-02 -5.78774990e-02 -1.36409200e-01 -1.18777612e-01
-2.30202076e-01 -1.10494479e-01 -9.89044793e-02 1.94468100e-01
-4.07957848e-01]
[ 4.84316025e-02 -1.15148948e-01 1.48764264e-01 4.11185928e-01
2.39651060e-01 9.10307283e-03 -3.70909235e-01 -3.34277662e-01
-2.66844710e-02 -5.42213997e-01 2.65646797e-01 9.24447041e-01
-7.76245186e-01]
[ 2.70495899e-02 7.85209688e-02 -2.14211375e-01 9.92646722e-02
3.47490151e-02 -2.77864930e-03 -1.92581681e-01 -3.53425125e-01
-2.84254472e-01 -2.50232855e-01 -2.14997483e-02 -9.93120462e-02
-2.05340538e-01]
[ -6.61827570e-02 -2.06320932e-01 5.82926124e-02 4.02182210e-02
-1.28752318e-01 -1.36290192e-01 -2.92418946e-02 -5.17215274e-02
3.82879960e-02 -4.02806099e-01 -3.44054939e-01 -2.44985634e-01
8.55139459e-02]
[ -1.55649410e-03 -2.65069346e-01 5.06928424e-02 -3.35894688e-01
-1.89295653e-01 -2.33999082e-01 -3.18993723e-01 -2.06574139e-02
-5.16622038e-02 3.06133087e-02 -2.20257865e-01 2.30771976e-01
7.22519827e-02]
[ 1.61124822e-01 5.92727668e-02 -1.09412179e-01 -3.24968002e-01
-5.48779356e-02 -1.03759473e-01 -2.35633121e-01 -4.35739484e-02
-2.16669193e-01 -2.73459760e-01 -2.27445638e-01 4.71197740e-01
-8.60869803e-03]
[ -1.82374568e-01 -1.76605941e-01 -1.18015670e-01 -3.14491672e-01
-4.72218568e-02 2.43322119e-02 -2.29703444e-01 -2.84467090e-01
-1.58390620e-01 -9.86444976e-02 -2.54023419e-01 3.36323665e-01
-8.51369318e-02]
[ -4.80473435e-02 -2.00046288e-01 -1.68277315e-01 -3.08296939e-01
-4.22056449e-02 4.08571949e-02 -1.13260617e-01 -1.16486448e-01
-2.64085466e-01 -3.53263276e-01 -6.12603929e-02 2.24304936e-01
8.90408777e-03]
[ 1.01182493e-01 8.86734411e-02 -1.74048131e-02 -2.56035784e-01
-3.19243552e-01 5.21933922e-03 -2.11440289e-01 -3.37988904e-01
-3.36492673e-01 -4.33804694e-02 -1.42071328e-01 2.22731910e-01
7.23026717e-03]
[ -6.15847631e-02 -9.79111887e-03 -2.84743184e-01 -5.15371129e-02
7.00085921e-02 1.55099335e-01 -2.52929639e-01 -1.86162451e-01
-5.90066019e-02 -5.26159315e-02 1.75519282e-01 7.09984062e-01
-1.11353793e-01]
[ 1.34624008e-01 3.30507554e-01 -1.96047209e-01 7.34006538e-01
1.10788240e-01 2.58279563e-03 -2.11843706e-01 -3.74324549e-01
-2.26437743e-01 -3.18085800e-01 7.26740212e-01 8.91228138e-01
-1.24867078e+00]
[ -7.63707442e-03 1.72382427e-01 5.43142326e-02 3.72243257e-01
-1.03950538e-03 -6.55564157e-02 -2.88537712e-01 -3.45687377e-01
-2.89046446e-01 -2.17428804e-01 5.89137216e-01 9.56386456e-01
-1.25368147e+00]
[ -3.07138919e-02 -1.39666583e-01 -1.48997288e-01 3.19434784e-01
-1.82921496e-01 2.37151136e-01 -4.44838667e-02 -1.83731900e-01
-2.29279931e-01 -3.65870552e-01 2.06033668e-01 5.41806747e-01
-6.13756035e-01]
[ 8.25751527e-02 -3.82026602e-01 -5.11218132e-02 2.18501624e-02
-1.15357358e-01 1.99720707e-01 7.40732151e-02 1.67478909e-01
-1.89058328e-01 -9.28720572e-03 -4.68240105e-02 3.46685980e-01
-3.60187204e-01]
[ 2.10028988e-01 -2.95148931e-01 -1.19076461e-01 -7.25011484e-02
-2.15702886e-01 1.22650707e-01 3.43706890e-02 -1.28838396e-01
-6.22465730e-02 -5.37616991e-02 -1.52875027e-01 -1.76939476e-01
-2.09130069e-01]
[ -1.33620979e-01 -7.97809668e-02 3.79737532e-02 -2.41097813e-01
-5.83692589e-02 -1.41384910e-01 4.22541650e-02 -7.69440563e-03
-9.94419933e-02 1.60502792e-02 -3.19046765e-01 -4.48161180e-01
-1.22163183e-01]
[ -1.42344643e-01 -1.35140959e-01 -6.87620316e-02 -2.81475261e-01
-3.45137391e-01 -2.89031387e-01 1.62331675e-01 1.46267688e-01
1.03638954e-02 1.23668451e-01 -2.73785122e-01 -8.60681308e-01
2.51605218e-02]
[ -1.31202171e-01 -2.54076753e-01 -3.01715581e-01 -8.56224621e-01
-3.04506757e-01 -2.07534026e-01 -1.51242430e-01 -3.24685663e-03
3.74510990e-02 -4.57736617e-01 -6.86119553e-01 -6.78265077e-01
-1.13525892e+00]
[ -1.24630752e-01 1.32326643e-01 1.41465361e-02 1.31807994e-01
-2.03502082e-01 -1.76091010e-01 -1.56141693e-01 1.53309950e-02
-1.41335355e-01 -1.41975391e-01 -1.23636645e-01 -3.94823956e-01
6.75674159e-02]
[ -3.64908752e-01 -1.17418237e-01 -2.73485042e-01 3.17532421e-01
-1.98634455e-01 -2.32818836e-01 -1.31413074e-01 -1.03248908e-01
1.05954693e-02 2.96968518e-02 1.06904914e-01 -3.35929322e-01
1.89868828e-01]
[ -1.33066428e-01 -4.78329317e-02 -2.54945757e-01 1.70926416e-01
-2.28009059e-01 -2.79878596e-01 -3.80382185e-01 -2.58860157e-02
1.13113991e-02 -1.10889709e-01 -2.00731776e-01 -3.11570443e-01
1.18284401e-01]
[ -2.49657621e-01 -5.29566502e-01 -3.41583844e-01 -5.40400807e-02
-3.16266478e-01 -2.33541971e-01 -1.44037817e-01 -2.49886501e-01
1.06738632e-02 -2.65185230e-01 -4.53828551e-02 -2.92379511e-01
8.14923855e-03]
[ -2.22425246e-01 -2.95135957e-01 -3.21663096e-01 -7.60648501e-02
-8.75445808e-02 -1.50982485e-01 -8.69681915e-02 1.91661655e-02
-2.02252838e-01 -5.07751498e-01 -2.26040041e-01 -2.26398640e-01
-4.33632404e-02]
[ -9.50636044e-02 -1.57037608e-02 -2.42803959e-01 -9.03932400e-01
-2.71916190e-01 -2.59082238e-01 6.03383137e-02 -4.75649129e-01
1.27713666e-01 -1.82862768e-01 -6.60959481e-01 -3.52701046e-01
-1.09361950e+00]]
Progress: 29.1% ... Training loss: 0.204 ... Validation loss: 0.355[[-0.23093678]
[ 0.2566544 ]
[-0.09598119]
[ 1.21036578]
[ 0.26944739]
[-0.03770259]
[-0.88931869]
[-0.82225683]
[-0.55840546]
[-0.84573699]
[ 1.26676071]
[ 3.00898277]
[-2.26224858]]
[[ -5.18085257e-01 -4.93478617e-01 -5.88913414e-01 -2.94234539e-02
-2.92278768e-01 -5.94361979e-01 2.67496352e-02 -2.29145642e-01
-3.08620043e-01 -2.93595020e-01 2.46918392e-01 1.01486878e+00
2.99734462e-01]
[ 8.36804212e-03 -1.37386708e-01 4.86393669e-02 -9.20684311e-02
-4.08454130e-02 5.83360864e-02 -1.10457418e-01 1.96049699e-01
-1.47988367e-01 -1.84210475e-01 -1.12214137e-01 -1.28361517e-01
-2.49199052e-02]
[ -2.79830613e-01 1.40990452e-01 -3.63885344e-02 8.21619015e-02
8.16410840e-02 -1.34546568e-01 -1.00888669e-01 -2.00715440e-01
2.48417152e-01 -4.77214553e-01 1.43389182e-01 7.31523142e-01
8.14159441e-01]
[ 2.54216235e-01 -2.42307383e-01 -2.77106587e-01 1.22223854e-01
-2.72210786e-01 1.12765777e-02 4.80449040e-01 -5.48313507e-01
3.19705236e-01 -1.78396747e-01 -9.97491392e-02 -3.41045692e-01
-3.06783110e-01]
[ 1.32456798e-01 9.04475681e-03 1.13476477e-01 -1.19402528e-01
-2.29731054e-02 7.26958491e-02 -1.90737995e-01 -1.84879108e-01
6.09147550e-02 2.34061449e-01 1.68790609e-02 -5.29475335e-02
-1.57457611e-01]
[ -4.82520923e-01 -6.15598847e-01 -6.01249021e-01 -6.16649584e-01
-5.94851552e-01 -5.64564551e-01 -3.57060695e-01 -1.51652663e-01
-4.63059103e-01 -2.32975373e-01 -5.97493331e-01 -8.97083728e-01
-6.96161786e-01]
[ -4.13522449e-01 -5.95309094e-01 -3.25421399e-01 -4.36794268e-01
-4.18716253e-01 -5.63858206e-01 -4.09181647e-01 -4.84944208e-01
-2.99474120e-01 -1.04167492e-01 -4.84169663e-01 -4.91056252e-01
-5.56307548e-01]
[ -3.49526055e-01 -3.37991326e-01 -4.89436938e-01 -1.29892309e-01
-3.13098224e-01 -4.26835124e-01 -3.12234384e-01 -2.99563407e-01
-3.08947767e-01 -5.92901052e-01 -2.77641053e-01 -7.09166669e-01
-6.37569199e-01]
[ -4.64110749e-01 -3.45429112e-01 -3.83689015e-01 -2.43090297e-01
-3.36058491e-01 -2.17165838e-01 -2.43228129e-02 -4.44452118e-01
-2.50121067e-01 -4.49754978e-01 -1.96420307e-01 -2.72720910e-01
-2.06692742e-01]
[ -9.56601782e-01 -9.53745862e-01 -9.89182416e-01 -7.66509204e-01
-1.04236110e+00 -9.90020421e-01 -5.43277091e-01 -5.92100670e-01
-7.37050165e-01 -5.81562358e-01 -7.97463881e-01 -6.14904205e-01
-9.19665567e-01]
[ -5.15330308e-01 -2.66249846e-01 -4.73585598e-01 -3.50238707e-01
-3.44491307e-01 -3.64429489e-01 -6.23736842e-01 -6.14385896e-01
-6.70236587e-01 -1.00015977e-01 -5.33076474e-01 -7.81150672e-01
-6.21725534e-01]
[ -1.16627428e-01 2.40590252e-02 -3.43315563e-01 -4.63013096e-01
-1.04964362e-01 -7.46270133e-02 -1.93844088e-01 -4.16886415e-01
-1.73802860e-01 6.02755027e-02 -5.04034943e-01 -1.13332940e+00
-6.74272229e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56149269e-01 -1.22445740e-01 1.63951532e-01 -2.92042358e-01
-1.33003960e-01 1.13295139e-01 -1.28684997e-01 1.10076634e-02
-8.29331677e-02 6.56931417e-02 -2.07367089e-01 -4.26490444e-01
-6.14118452e-02]
[ -9.20242509e-02 -2.63902051e-01 -1.81702591e-01 -2.81396656e-01
-4.76461907e-01 -8.70312277e-02 -7.64312370e-02 -7.17946885e-03
-7.72779557e-02 -4.37238314e-03 -2.34143556e-01 -4.31398335e-01
-2.81493184e-01]
[ -6.52185100e-02 -2.94127483e-02 -2.27633928e-01 -2.66981670e-01
1.13394932e-01 -1.61210632e-01 -1.86754271e-01 1.23507780e-01
-9.28686614e-03 1.26340782e-01 -2.11758872e-01 -9.21444693e-03
-9.43631064e-02]
[ 3.79204681e-02 -1.67407657e-01 -1.48954988e-01 -9.52422956e-02
-1.25434254e-01 -1.06666258e-01 1.06402993e-01 -1.49656087e-01
-1.67325465e-02 2.78802674e-02 -3.47059565e-02 -1.02242396e-01
-1.43804720e-02]
[ -2.92577017e-01 -1.40084899e-01 -7.90280626e-02 -1.15014748e-01
-2.99520565e-01 -2.76149652e-01 -3.68361034e-01 1.19878561e-02
-3.27649619e-01 -2.24428836e-01 1.56978961e-01 -1.29563809e-01
1.43518057e-01]
[ -2.30021451e-01 -1.24364878e-01 -9.42466752e-02 -4.66470839e-02
-8.39838843e-02 -1.20282521e-01 -8.18653230e-02 3.13990202e-03
-1.41183749e-01 -8.83279171e-02 -1.24094222e-03 -2.14608114e-01
-1.26537313e-01]
[ -1.77945436e-01 -6.67624128e-02 -2.30960356e-01 -2.47942991e-01
-1.54900984e-01 -2.05989664e-01 -3.56695629e-01 -1.21559164e-01
1.18720698e-01 -2.43057993e-01 -3.53505320e-01 -3.31476177e-01
-3.77416508e-01]
[ -3.72073299e-01 -5.97804306e-02 -1.51911338e-01 -1.15151700e-01
-4.62769168e-02 -3.13816970e-01 2.75452686e-02 -8.92826068e-02
-1.23923504e-01 4.98627869e-02 2.28206230e-02 -3.08610521e-01
-3.77347786e-01]
[ -1.63056377e-01 -1.39716541e-01 -5.40122242e-02 -1.75583437e-01
-1.25013196e-01 -2.95792424e-01 3.07670813e-02 -1.55149952e-01
-2.07704813e-01 3.92294304e-02 2.16339912e-01 9.00057219e-03
-1.49916309e-01]
[ -1.30123357e-01 -1.72112305e-01 -1.14252793e-01 -2.94898669e-01
9.24668864e-02 -1.76715469e-02 -1.70329466e-01 -1.72724832e-01
1.15979613e-01 -9.44832313e-02 -1.27041965e-01 -4.08905876e-02
-3.09839514e-01]
[ -4.03337684e-02 -3.58939425e-02 -1.49641226e-01 -9.76686830e-02
-2.30647347e-01 6.29308649e-02 -5.19593619e-02 -4.07596701e-02
-2.22922235e-01 -8.66823079e-02 -1.27710170e-01 -3.93961631e-01
-1.95505388e-01]
[ -6.79506690e-02 2.19844053e-02 -1.28951686e-01 -3.39268829e-01
1.18947124e-01 2.04955620e-02 -1.91953993e-01 -1.44922973e-01
1.30312162e-01 -5.36477668e-02 -3.04001295e-01 -2.85483576e-01
-3.19367443e-01]
[ 7.40290886e-02 -3.05725666e-01 -8.61895924e-02 -4.63307534e-01
-2.19840995e-01 -9.03647945e-02 5.41509856e-02 8.48081741e-02
-2.34453079e-02 2.87647351e-01 -5.43108835e-01 -8.51690920e-01
4.57250068e-01]
[ -2.25679250e-01 -2.41806727e-01 -1.32960384e-01 -3.20518889e-01
-2.98836208e-01 -9.41606586e-02 2.05639199e-01 3.76206155e-02
2.83014973e-01 3.36111484e-02 -4.28901544e-01 -1.06042003e+00
6.63124959e-01]
[ -1.76806516e-02 -1.84271170e-01 1.99659187e-02 -3.26875224e-01
-1.69299812e-01 1.64667558e-01 2.06121483e-01 2.55052341e-01
-3.10390705e-02 2.28931118e-01 -2.51269954e-01 -1.14714730e+00
7.72833941e-01]
[ -3.27394590e-03 -4.24516583e-02 -1.26535807e-01 -1.43576090e-01
-1.78029718e-01 -4.80034793e-02 3.08106796e-01 1.63341073e-01
2.55509555e-01 3.62369671e-01 -5.09981726e-01 -1.08657705e+00
8.09538659e-01]
[ -8.69058632e-02 -2.76856492e-01 5.74532452e-02 -3.59412504e-01
-1.47210520e-01 1.15962028e-01 3.75286619e-01 1.38458767e-01
-6.83323238e-02 1.57486510e-01 -5.72640892e-01 -1.05936552e+00
8.73620889e-01]
[ 1.18736036e-01 -8.82833586e-02 1.48372873e-02 -1.78365170e-01
-8.21225309e-02 -1.90212014e-02 2.76701440e-01 3.80527613e-01
4.26648693e-01 2.64802421e-01 -5.74394947e-01 -1.00621365e+00
6.02862072e-01]
[ -1.44994431e-04 -1.40921256e-01 2.30218442e-02 1.44007188e-02
-9.46328248e-02 -2.83285725e-01 9.96517791e-02 3.68326095e-01
1.60265625e-02 1.34023158e-01 -2.76039986e-01 -8.46233654e-01
2.56802652e-01]
[ 9.46842059e-02 9.59861546e-02 8.19057381e-03 1.87660654e-01
-9.67806193e-02 -5.78573409e-02 -1.35511182e-01 -1.18595515e-01
-2.29296674e-01 -1.10145508e-01 -9.95484150e-02 1.91836312e-01
-4.07598977e-01]
[ 4.85589089e-02 -1.15518144e-01 1.48780582e-01 4.11631342e-01
2.39390628e-01 9.15324524e-03 -3.69795430e-01 -3.33550825e-01
-2.61613667e-02 -5.42232108e-01 2.65945532e-01 9.26418119e-01
-7.74867812e-01]
[ 2.70553136e-02 7.84999629e-02 -2.14210257e-01 9.90535109e-02
3.47304005e-02 -2.77750957e-03 -1.92434269e-01 -3.53386893e-01
-2.84188806e-01 -2.50202820e-01 -2.16744956e-02 -9.96523523e-02
-2.05115836e-01]
[ -6.61620549e-02 -2.06347284e-01 5.82933268e-02 3.93494411e-02
-1.28811785e-01 -1.36287711e-01 -2.90476738e-02 -5.12771065e-02
3.82922109e-02 -4.02604315e-01 -3.44732384e-01 -2.46314923e-01
8.67294400e-02]
[ -1.83843919e-03 -2.64803891e-01 5.05884088e-02 -3.35471134e-01
-1.89040685e-01 -2.34021956e-01 -3.20760441e-01 -2.07454844e-02
-5.30781778e-02 2.90069978e-02 -2.18635024e-01 2.39470302e-01
6.98075468e-02]
[ 1.60738400e-01 5.95230633e-02 -1.09556059e-01 -3.25139278e-01
-5.46638925e-02 -1.03799708e-01 -2.36502276e-01 -4.47859787e-02
-2.17420235e-01 -2.75492574e-01 -2.26971605e-01 4.74847368e-01
-8.57081595e-03]
[ -1.82165995e-01 -1.76972272e-01 -1.17900753e-01 -3.17738509e-01
-4.77570903e-02 2.43759596e-02 -2.27888920e-01 -2.83087284e-01
-1.57334551e-01 -9.73820196e-02 -2.57615498e-01 3.26442215e-01
-7.79305304e-02]
[ -4.74952584e-02 -2.00830743e-01 -1.68025360e-01 -3.13454154e-01
-4.30930760e-02 4.09645541e-02 -1.10236715e-01 -1.13534797e-01
-2.62246954e-01 -3.50608195e-01 -6.68400652e-02 2.10320938e-01
1.97818261e-02]
[ 1.00780244e-01 8.93958558e-02 -1.76015544e-02 -2.54637750e-01
-3.18754551e-01 5.15478588e-03 -2.13398220e-01 -3.39845007e-01
-3.38098686e-01 -4.43131102e-02 -1.39819336e-01 2.33008106e-01
2.79321175e-03]
[ -6.19969730e-02 -9.38429632e-03 -2.84850994e-01 -5.08041044e-02
7.04592806e-02 1.55039255e-01 -2.54446992e-01 -1.86866750e-01
-6.01323890e-02 -5.47613976e-02 1.77247949e-01 7.16796203e-01
-1.12622639e-01]
[ 1.33951118e-01 3.31935029e-01 -1.96322879e-01 7.43355764e-01
1.12275109e-01 2.46973227e-03 -2.15710068e-01 -3.77799430e-01
-2.29328204e-01 -3.21004967e-01 7.36666206e-01 9.09678627e-01
-1.26019283e+00]
[ -7.65666476e-03 1.72457827e-01 5.43320626e-02 3.74332099e-01
-1.03853876e-03 -6.55517244e-02 -2.89130420e-01 -3.45802256e-01
-2.89779484e-01 -2.16928442e-01 5.90823674e-01 9.60853502e-01
-1.25615163e+00]
[ -3.07704625e-02 -1.39543183e-01 -1.49019555e-01 3.20848611e-01
-1.82798807e-01 2.37146337e-01 -4.49257175e-02 -1.84179835e-01
-2.29498010e-01 -3.66091617e-01 2.07438060e-01 5.44820540e-01
-6.15893294e-01]
[ 8.24814608e-02 -3.81949639e-01 -5.11361439e-02 2.26389580e-02
-1.15303018e-01 1.99713058e-01 7.37108206e-02 1.67353844e-01
-1.89496029e-01 -9.28040295e-03 -4.64199720e-02 3.48259167e-01
-3.61265125e-01]
[ 2.10203726e-01 -2.95295545e-01 -1.19028721e-01 -7.37925862e-02
-2.15863220e-01 1.22679090e-01 3.57077727e-02 -1.28065219e-01
-6.16998285e-02 -5.31910766e-02 -1.54215383e-01 -1.80624320e-01
-2.07157627e-01]
[ -1.33560924e-01 -7.98815622e-02 3.80009804e-02 -2.41900025e-01
-5.84637739e-02 -1.41376046e-01 4.28657458e-02 -7.34688185e-03
-9.90700435e-02 1.62900601e-02 -3.19787464e-01 -4.50035057e-01
-1.20600693e-01]
[ -1.42367393e-01 -1.35139196e-01 -6.87682293e-02 -2.81339812e-01
-3.45133084e-01 -2.89034885e-01 1.62284627e-01 1.46257086e-01
1.03455263e-02 1.23530874e-01 -2.73704661e-01 -8.60770243e-01
2.50808045e-02]
[ -1.30982384e-01 -2.53956992e-01 -3.01703079e-01 -8.56968215e-01
-3.04506356e-01 -2.07509511e-01 -1.50305145e-01 -3.70744844e-03
3.76316744e-02 -4.56959484e-01 -6.86726423e-01 -6.76331735e-01
-1.13851427e+00]
[ -1.24448453e-01 1.31809362e-01 1.42896011e-02 1.29076559e-01
-2.04020571e-01 -1.76051017e-01 -1.54838879e-01 1.67397229e-02
-1.40484860e-01 -1.41086354e-01 -1.26981146e-01 -4.04335396e-01
7.51135946e-02]
[ -3.64480541e-01 -1.17905288e-01 -2.73327437e-01 3.13466325e-01
-1.99393153e-01 -2.32716768e-01 -1.28000102e-01 -1.01568474e-01
1.30389526e-02 3.06434923e-02 1.02082109e-01 -3.50301886e-01
1.99354243e-01]
[ -1.32907761e-01 -4.79609416e-02 -2.54878075e-01 1.70886911e-01
-2.28301239e-01 -2.79836358e-01 -3.79224013e-01 -2.48734628e-02
1.16982736e-02 -1.09504506e-01 -2.00748465e-01 -3.12452255e-01
1.24358094e-01]
[ -2.50361538e-01 -5.28976724e-01 -3.41836078e-01 -4.71841352e-02
-3.15377459e-01 -2.33636604e-01 -1.47291884e-01 -2.52064442e-01
8.27214864e-03 -2.67790329e-01 -3.84471782e-02 -2.79792997e-01
4.90213309e-03]
[ -2.22777788e-01 -2.94694421e-01 -3.21768751e-01 -7.38853581e-02
-8.71215252e-02 -1.51032340e-01 -8.73935888e-02 1.96308443e-02
-2.03410551e-01 -5.07973837e-01 -2.23533254e-01 -2.20200852e-01
-4.57426592e-02]
[ -9.61670278e-02 -1.42875988e-02 -2.43248071e-01 -9.01306025e-01
-2.70558845e-01 -2.59233119e-01 5.56525517e-02 -4.79114210e-01
1.23683154e-01 -1.88483612e-01 -6.55545674e-01 -3.27911318e-01
-1.10560622e+00]]
Progress: 29.2% ... Training loss: 0.212 ... Validation loss: 0.349[[-0.23968763]
[ 0.24297119]
[-0.10656586]
[ 1.20198931]
[ 0.25505471]
[-0.04622033]
[-0.90182537]
[-0.83796535]
[-0.57771024]
[-0.86040598]
[ 1.25532513]
[ 2.98996756]
[-2.28367537]]
[[ -5.17642725e-01 -4.93754966e-01 -5.88803442e-01 -2.90199600e-02
-2.92625833e-01 -5.94318774e-01 3.03637496e-02 -2.26622842e-01
-3.05579167e-01 -2.89872065e-01 2.45146203e-01 1.00983506e+00
3.09653110e-01]
[ 8.35260807e-03 -1.37367735e-01 4.86235683e-02 -9.23670261e-02
-4.07159223e-02 5.83214653e-02 -1.10251119e-01 1.96067982e-01
-1.47934602e-01 -1.84419874e-01 -1.12363045e-01 -1.28415323e-01
-2.58639261e-02]
[ -2.78534908e-01 1.38612256e-01 -3.58154333e-02 7.00521521e-02
7.94424605e-02 -1.34320834e-01 -9.31646408e-02 -1.92346945e-01
2.55455300e-01 -4.71726401e-01 1.31856505e-01 7.07380794e-01
8.37302054e-01]
[ 2.53297210e-01 -2.39789728e-01 -2.77997671e-01 1.27921993e-01
-2.69507092e-01 1.10395422e-02 4.81199441e-01 -5.55531456e-01
3.17160613e-01 -1.86418893e-01 -8.88937101e-02 -3.07612971e-01
-3.24592566e-01]
[ 1.33971474e-01 6.91440048e-03 1.14371113e-01 -1.28230537e-01
-2.55114980e-02 7.29685715e-02 -1.84023062e-01 -1.78030578e-01
6.57056087e-02 2.44252711e-01 1.22322283e-03 -9.73528794e-02
-1.41466951e-01]
[ -4.82201442e-01 -6.16168222e-01 -6.01057591e-01 -6.18228223e-01
-5.95473187e-01 -5.64506674e-01 -3.57038754e-01 -1.50167324e-01
-4.62475295e-01 -2.31334207e-01 -6.00302352e-01 -9.06215866e-01
-6.93546022e-01]
[ -4.13667837e-01 -5.94995358e-01 -3.25450710e-01 -4.36289977e-01
-4.18684458e-01 -5.63881187e-01 -4.09084022e-01 -4.84282153e-01
-2.99727925e-01 -1.03242019e-01 -4.84616807e-01 -4.89638671e-01
-5.56896078e-01]
[ -3.47929805e-01 -3.40144327e-01 -4.88856436e-01 -1.40269530e-01
-3.15032193e-01 -4.26597558e-01 -3.03877735e-01 -2.93230239e-01
-3.01967461e-01 -5.87467071e-01 -2.87884523e-01 -7.33681481e-01
-6.15342943e-01]
[ -4.64172333e-01 -3.45552174e-01 -3.83657385e-01 -2.42180997e-01
-3.36213584e-01 -2.17171147e-01 -2.51537433e-02 -4.44726168e-01
-2.49839620e-01 -4.49338806e-01 -1.96719369e-01 -2.76463854e-01
-2.05484067e-01]
[ -9.55392212e-01 -9.55430038e-01 -9.88651155e-01 -7.74631438e-01
-1.04422599e+00 -9.89853597e-01 -5.35360999e-01 -5.84777613e-01
-7.30505082e-01 -5.75958251e-01 -8.07285812e-01 -6.46233721e-01
-8.94103717e-01]
[ -5.15245832e-01 -2.66584825e-01 -4.73520967e-01 -3.49303130e-01
-3.44533353e-01 -3.64415090e-01 -6.24686448e-01 -6.15107005e-01
-6.69994122e-01 -9.82515925e-02 -5.34066502e-01 -7.82831257e-01
-6.22483612e-01]
[ -1.16212716e-01 2.35464789e-02 -3.43137205e-01 -4.66368707e-01
-1.05736332e-01 -7.45410830e-02 -1.93165289e-01 -4.15281852e-01
-1.72998652e-01 6.13238042e-02 -5.07021680e-01 -1.13629161e+00
-6.73613837e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56370758e-01 -1.22266821e-01 1.63848937e-01 -2.90995201e-01
-1.32775605e-01 1.13252474e-01 -1.29973164e-01 9.06411905e-03
-8.33636411e-02 6.37261113e-02 -2.06093848e-01 -4.24751208e-01
-6.23971874e-02]
[ -9.18957782e-02 -2.64007526e-01 -1.81661462e-01 -2.82079866e-01
-4.76570888e-01 -8.70141622e-02 -7.58544796e-02 -6.35760621e-03
-7.70228705e-02 -3.47274176e-03 -2.35002391e-01 -4.33419434e-01
-2.80490225e-01]
[ -6.47425076e-02 -3.01204691e-02 -2.27364521e-01 -2.69363167e-01
1.12586614e-01 -1.61121772e-01 -1.85580526e-01 1.26443898e-01
-8.25099184e-03 1.29459696e-01 -2.15405676e-01 -1.95873234e-02
-9.06987009e-02]
[ 3.80988563e-02 -1.67790604e-01 -1.48799589e-01 -9.67263050e-02
-1.25921044e-01 -1.06631495e-01 1.07052038e-01 -1.48227035e-01
-1.61049051e-02 2.99910152e-02 -3.81408218e-02 -1.09844514e-01
-1.03959093e-02]
[ -2.92857735e-01 -1.39678643e-01 -7.91038351e-02 -1.14697784e-01
-2.99273654e-01 -2.76182990e-01 -3.69436008e-01 1.19437706e-02
-3.28345562e-01 -2.25062736e-01 1.58006664e-01 -1.25800305e-01
1.41871341e-01]
[ -2.30174739e-01 -1.23914946e-01 -9.44090355e-02 -4.48022299e-02
-8.36028478e-02 -1.20325657e-01 -8.19880827e-02 1.65015771e-03
-1.41751809e-01 -8.94694413e-02 9.37635967e-04 -2.07953928e-01
-1.31353575e-01]
[ -1.77209052e-01 -6.85063013e-02 -2.30575855e-01 -2.55822600e-01
-1.56568015e-01 -2.05855428e-01 -3.52676783e-01 -1.16391031e-01
1.23075907e-01 -2.40671830e-01 -3.61831949e-01 -3.54166880e-01
-3.63989821e-01]
[ -3.72115841e-01 -5.94496525e-02 -1.51957587e-01 -1.11553503e-01
-4.57846186e-02 -3.13826699e-01 2.58369993e-02 -9.04467241e-02
-1.24430216e-01 4.98302731e-02 2.67135563e-02 -2.99323417e-01
-3.78674879e-01]
[ -1.62017791e-01 -1.40712229e-01 -5.36923847e-02 -1.81110759e-01
-1.25930913e-01 -2.95650805e-01 3.73006823e-02 -1.51980512e-01
-2.04033093e-01 4.32169918e-02 2.10705349e-01 -2.71796771e-03
-1.38242099e-01]
[ -1.30131550e-01 -1.72169429e-01 -1.14226048e-01 -2.95248800e-01
9.24300704e-02 -1.76713587e-02 -1.70611541e-01 -1.72787610e-01
1.16043807e-01 -9.39407851e-02 -1.27796857e-01 -4.33994309e-02
-3.07614344e-01]
[ -4.07260032e-02 -3.55542534e-02 -1.49745018e-01 -9.54201517e-02
-2.30352445e-01 6.28698659e-02 -5.37742123e-02 -4.18069139e-02
-2.23742916e-01 -8.80098282e-02 -1.26069008e-01 -3.92353544e-01
-1.97332403e-01]
[ -6.77012790e-02 2.17399730e-02 -1.28883688e-01 -3.40561025e-01
1.18650373e-01 2.05358516e-02 -1.90969607e-01 -1.44489554e-01
1.30916063e-01 -5.31739591e-02 -3.05157022e-01 -2.87593827e-01
-3.19280845e-01]
[ 7.40691109e-02 -3.05795482e-01 -8.61761646e-02 -4.64215228e-01
-2.19914094e-01 -9.03619669e-02 5.46557443e-02 8.50396387e-02
-2.30918041e-02 2.87904517e-01 -5.44064818e-01 -8.54743776e-01
4.59919393e-01]
[ -2.25798689e-01 -2.41749921e-01 -1.32984237e-01 -3.20492676e-01
-2.98783845e-01 -9.41784432e-02 2.05215758e-01 3.73032894e-02
2.82763810e-01 3.32453947e-02 -4.28864670e-01 -1.06069327e+00
6.63343089e-01]
[ -1.77391235e-02 -1.84174278e-01 1.99356768e-02 -3.26454562e-01
-1.69194265e-01 1.64654380e-01 2.05663487e-01 2.54542361e-01
-3.12470224e-02 2.28620580e-01 -2.50792630e-01 -1.14628358e+00
7.71611452e-01]
[ -3.22409880e-03 -4.24824054e-02 -1.26520931e-01 -1.44735333e-01
-1.78100959e-01 -4.80029209e-02 3.09458559e-01 1.64282334e-01
2.56052782e-01 3.62888488e-01 -5.11080489e-01 -1.08896434e+00
8.12348155e-01]
[ -8.66753813e-02 -2.77045666e-01 5.75248058e-02 -3.60634203e-01
-1.47448786e-01 1.15994634e-01 3.77561290e-01 1.39804833e-01
-6.72175691e-02 1.58532597e-01 -5.73949424e-01 -1.06278935e+00
8.77508443e-01]
[ 1.18811502e-01 -8.83898566e-02 1.48722878e-02 -1.78702820e-01
-8.22231466e-02 -1.90110668e-02 2.77665126e-01 3.81007627e-01
4.27125646e-01 2.65406656e-01 -5.75136829e-01 -1.00893711e+00
6.04420649e-01]
[ -1.66133693e-04 -1.40860550e-01 2.30036728e-02 1.44234905e-02
-9.45894577e-02 -2.83297010e-01 1.00033784e-01 3.68439222e-01
1.61638327e-02 1.34003785e-01 -2.76002294e-01 -8.47054638e-01
2.56555863e-01]
[ 9.44016391e-02 9.62477530e-02 8.12366817e-03 1.91308981e-01
-9.64212205e-02 -5.79045942e-02 -1.38268633e-01 -1.19629123e-01
-2.30533934e-01 -1.11708660e-01 -9.63200514e-02 1.99983128e-01
-4.12622967e-01]
[ 4.92794135e-02 -1.16323681e-01 1.49073330e-01 4.09243789e-01
2.38601210e-01 9.27295126e-03 -3.68676312e-01 -3.31514268e-01
-2.43636294e-02 -5.39847592e-01 2.63403316e-01 9.18814276e-01
-7.73850072e-01]
[ 2.69504586e-02 7.84733228e-02 -2.14227633e-01 9.96468027e-02
3.47118054e-02 -2.79085233e-03 -1.92857761e-01 -3.53183198e-01
-2.84262927e-01 -2.50898172e-01 -2.12988401e-02 -1.00644951e-01
-2.05060014e-01]
[ -6.63515340e-02 -2.06265583e-01 5.82464981e-02 3.93093361e-02
-1.28632215e-01 -1.36317431e-01 -3.02381267e-02 -5.15390912e-02
3.78600755e-02 -4.03277632e-01 -3.44615471e-01 -2.44430534e-01
8.78985371e-02]
[ -1.78958332e-03 -2.64827582e-01 5.05968705e-02 -3.35780778e-01
-1.89076571e-01 -2.34015583e-01 -3.20402008e-01 -2.06233097e-02
-5.29200988e-02 2.91902159e-02 -2.18891422e-01 2.38749722e-01
7.03503451e-02]
[ 1.60684820e-01 5.95851800e-02 -1.09573040e-01 -3.24632199e-01
-5.46318524e-02 -1.03803613e-01 -2.36732573e-01 -4.47604383e-02
-2.17395188e-01 -2.75322728e-01 -2.26672323e-01 4.74535515e-01
-8.93180824e-03]
[ -1.81821927e-01 -1.77760412e-01 -1.17688808e-01 -3.21322043e-01
-4.85309693e-02 2.44515025e-02 -2.26684391e-01 -2.81486723e-01
-1.55610872e-01 -9.58325319e-02 -2.61460388e-01 3.14791214e-01
-6.91776938e-02]
[ -4.70073568e-02 -2.01334333e-01 -1.67850133e-01 -3.16190992e-01
-4.36779696e-02 4.10431682e-02 -1.08248603e-01 -1.11794434e-01
-2.61008363e-01 -3.48262287e-01 -7.04382826e-02 2.03811507e-01
2.51894265e-02]
[ 1.00523371e-01 8.97948780e-02 -1.77097983e-02 -2.54633518e-01
-3.18504079e-01 5.12721322e-03 -2.14807536e-01 -3.40951377e-01
-3.39004991e-01 -4.51473688e-02 -1.38500407e-01 2.40424805e-01
3.02488598e-04]
[ -6.19476753e-02 -9.62636922e-03 -2.84811958e-01 -5.26340626e-02
7.02426358e-02 1.55046778e-01 -2.53949056e-01 -1.85994658e-01
-5.97419126e-02 -5.43140832e-02 1.75403922e-01 7.14850425e-01
-1.08724015e-01]
[ 1.33763899e-01 3.32337750e-01 -1.96408219e-01 7.47038208e-01
1.12628137e-01 2.44738410e-03 -2.16980714e-01 -3.79238564e-01
-2.29725078e-01 -3.22211989e-01 7.40123136e-01 9.17014627e-01
-1.26315494e+00]
[ -7.30848891e-03 1.71968737e-01 5.45063810e-02 3.72687030e-01
-1.51376147e-03 -6.55040653e-02 -2.88262350e-01 -3.44736590e-01
-2.88906874e-01 -2.14748329e-01 5.87860895e-01 9.55142197e-01
-1.25492539e+00]
[ -3.07368639e-02 -1.39519785e-01 -1.49048248e-01 3.21612510e-01
-1.82744583e-01 2.37148351e-01 -4.46892949e-02 -1.84852871e-01
-2.29552731e-01 -3.66504398e-01 2.08449717e-01 5.46403380e-01
-6.18565480e-01]
[ 8.26939483e-02 -3.82144338e-01 -5.10824883e-02 2.14457176e-02
-1.15541579e-01 1.99742296e-01 7.47986260e-02 1.68377193e-01
-1.88866764e-01 -8.45861186e-03 -4.76824023e-02 3.44923643e-01
-3.59676516e-01]
[ 2.10331644e-01 -2.95424928e-01 -1.19006897e-01 -7.44315731e-02
-2.15981324e-01 1.22691270e-01 3.66063225e-02 -1.27976185e-01
-6.11892809e-02 -5.29088578e-02 -1.55122455e-01 -1.83812324e-01
-2.06801870e-01]
[ -1.33366817e-01 -8.01630052e-02 3.80859809e-02 -2.43962814e-01
-5.87485621e-02 -1.41348334e-01 4.45466197e-02 -6.21498287e-03
-9.80808528e-02 1.75901901e-02 -3.22041679e-01 -4.55553774e-01
-1.16373102e-01]
[ -1.42347741e-01 -1.35235340e-01 -6.87484255e-02 -2.81496995e-01
-3.45222781e-01 -2.89034032e-01 1.62676267e-01 1.46782170e-01
1.05368814e-02 1.23938365e-01 -2.74285576e-01 -8.63802725e-01
2.61364514e-02]
[ -1.30881801e-01 -2.53747748e-01 -3.01782606e-01 -8.57595245e-01
-3.04352990e-01 -2.07533460e-01 -1.49267382e-01 -4.20001992e-03
3.82375985e-02 -4.57526987e-01 -6.86795791e-01 -6.76774038e-01
-1.13974180e+00]
[ -1.24495717e-01 1.31864197e-01 1.42950595e-02 1.29941140e-01
-2.03944141e-01 -1.76061531e-01 -1.55293380e-01 1.67794188e-02
-1.40512160e-01 -1.41421769e-01 -1.25795625e-01 -4.02771418e-01
7.61106920e-02]
[ -3.64127240e-01 -1.18413391e-01 -2.73206736e-01 3.09986144e-01
-1.99939976e-01 -2.32657454e-01 -1.25554669e-01 -1.00040091e-01
1.45781260e-02 3.24625129e-02 9.78061135e-02 -3.57218268e-01
2.06198093e-01]
[ -1.32098387e-01 -4.91628271e-02 -2.54544570e-01 1.65846644e-01
-2.29479121e-01 -2.79698089e-01 -3.75396295e-01 -2.17538734e-02
1.50384403e-02 -1.06903788e-01 -2.05563681e-01 -3.29409775e-01
1.37730969e-01]
[ -2.50140370e-01 -5.29433223e-01 -3.41597408e-01 -4.70033318e-02
-3.16022042e-01 -2.33575286e-01 -1.48697660e-01 -2.50392542e-01
8.65472021e-03 -2.65443249e-01 -4.03618371e-02 -2.86451313e-01
7.54639481e-03]
[ -2.22863854e-01 -2.94480684e-01 -3.21802894e-01 -7.25564656e-02
-8.68241795e-02 -1.51052350e-01 -8.77370271e-02 1.98705001e-02
-2.03575402e-01 -5.07675522e-01 -2.22184564e-01 -2.18061281e-01
-4.54409670e-02]
[ -9.58093648e-02 -1.51306273e-02 -2.43058487e-01 -9.05075092e-01
-2.71395600e-01 -2.59170394e-01 5.81906362e-02 -4.77014352e-01
1.25599224e-01 -1.86229036e-01 -6.60803343e-01 -3.36612658e-01
-1.10307630e+00]]
Progress: 29.2% ... Training loss: 0.201 ... Validation loss: 0.353[[-0.23773753]
[ 0.23923205]
[-0.10564215]
[ 1.20648579]
[ 0.25479277]
[-0.04395982]
[-0.89852139]
[-0.83060581]
[-0.57513647]
[-0.84732233]
[ 1.25490688]
[ 2.98879597]
[-2.28724769]]
[[ -5.17967602e-01 -4.93579223e-01 -5.88962060e-01 -2.15792923e-02
-2.91957919e-01 -5.94448513e-01 2.77445706e-02 -2.29330713e-01
-3.06844303e-01 -2.93040391e-01 2.51116720e-01 1.01727080e+00
3.04283406e-01]
[ 8.50820242e-03 -1.37174070e-01 4.85896130e-02 -9.28827026e-02
-4.05556566e-02 5.83103577e-02 -1.09972789e-01 1.93682887e-01
-1.47938900e-01 -1.85148427e-01 -1.12368607e-01 -1.24611259e-01
-3.07094954e-02]
[ -2.75842108e-01 1.36524280e-01 -3.47263184e-02 6.23118381e-02
7.73200056e-02 -1.33876980e-01 -8.07762402e-02 -1.80913902e-01
2.61629139e-01 -4.58054216e-01 1.21417170e-01 6.87279796e-01
8.51387405e-01]
[ 2.53034631e-01 -2.39164540e-01 -2.78137515e-01 1.34817295e-01
-2.68626824e-01 1.09158391e-02 4.78123372e-01 -5.57289939e-01
3.15871059e-01 -1.88017326e-01 -8.18533484e-02 -2.94764497e-01
-3.27175083e-01]
[ 1.33195272e-01 7.37782725e-03 1.14383515e-01 -1.29729328e-01
-2.54967305e-02 7.28538072e-02 -1.84445094e-01 -1.77580320e-01
6.61870360e-02 2.43085713e-01 -1.56878421e-03 -1.13680391e-01
-1.28158701e-01]
[ -4.83258231e-01 -6.15598945e-01 -6.01403838e-01 -6.12313310e-01
-5.94685134e-01 -5.64677150e-01 -3.63006369e-01 -1.54814049e-01
-4.64843924e-01 -2.37540795e-01 -5.94925541e-01 -8.96447979e-01
-6.98587364e-01]
[ -4.13483404e-01 -5.95067081e-01 -3.25455790e-01 -4.36193401e-01
-4.18672640e-01 -5.63874866e-01 -4.08653470e-01 -4.84649634e-01
-2.99373909e-01 -1.02772796e-01 -4.84707946e-01 -4.89989794e-01
-5.56809147e-01]
[ -3.46845030e-01 -3.41312401e-01 -4.88374951e-01 -1.43606999e-01
-3.16078197e-01 -4.26441869e-01 -2.98649573e-01 -2.90118864e-01
-2.99236958e-01 -5.84326099e-01 -2.93672419e-01 -7.51105267e-01
-6.10217881e-01]
[ -4.64692009e-01 -3.45329309e-01 -3.83872183e-01 -2.42790219e-01
-3.35893395e-01 -2.17245310e-01 -2.69272171e-02 -4.45652740e-01
-2.51434432e-01 -4.51620691e-01 -1.97012520e-01 -2.76378650e-01
-2.08191355e-01]
[ -9.55847470e-01 -9.55348367e-01 -9.88838530e-01 -7.70937560e-01
-1.04379539e+00 -9.89939641e-01 -5.36789083e-01 -5.88609939e-01
-7.31382020e-01 -5.80467725e-01 -8.06427100e-01 -6.48920981e-01
-8.96101270e-01]
[ -5.14901509e-01 -2.67259153e-01 -4.73311492e-01 -3.50842126e-01
-3.45060995e-01 -3.64368301e-01 -6.24456735e-01 -6.13554545e-01
-6.69440489e-01 -9.77324521e-02 -5.35526824e-01 -7.89375462e-01
-6.20659962e-01]
[ -1.16409036e-01 2.36914807e-02 -3.43243944e-01 -4.66458793e-01
-1.05565233e-01 -7.45844567e-02 -1.94049293e-01 -4.15831390e-01
-1.73554269e-01 6.04358597e-02 -5.07215445e-01 -1.13498196e+00
-6.75976572e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.57202127e-01 -1.21759528e-01 1.63534719e-01 -2.85909933e-01
-1.32199909e-01 1.13092866e-01 -1.34608674e-01 5.59382696e-03
-8.53646731e-02 5.89243132e-02 -2.01347943e-01 -4.17278860e-01
-6.60462386e-02]
[ -9.18944109e-02 -2.64119690e-01 -1.81599621e-01 -2.82153970e-01
-4.76604491e-01 -8.70001793e-02 -7.63975295e-02 -5.86455244e-03
-7.69868616e-02 -3.46522400e-03 -2.35253271e-01 -4.34372573e-01
-2.81018719e-01]
[ -6.50357266e-02 -2.98731777e-02 -2.27464236e-01 -2.67731205e-01
1.12889566e-01 -1.61164206e-01 -1.86887671e-01 1.24538171e-01
-8.86047962e-03 1.27768545e-01 -2.13907142e-01 -1.63581752e-02
-9.13190997e-02]
[ 3.82071219e-02 -1.67974889e-01 -1.48780355e-01 -9.77762603e-02
-1.26075048e-01 -1.06620682e-01 1.07423886e-01 -1.48383809e-01
-1.60912568e-02 3.04715920e-02 -3.94245736e-02 -1.11966111e-01
-1.21670230e-02]
[ -2.92831478e-01 -1.39631807e-01 -7.91156344e-02 -1.14539622e-01
-2.99238511e-01 -2.76184440e-01 -3.69106081e-01 1.19811215e-02
-3.28230792e-01 -2.25107417e-01 1.58278385e-01 -1.25099946e-01
1.42070895e-01]
[ -2.30124031e-01 -1.23946486e-01 -9.44059196e-02 -4.41027810e-02
-8.35445287e-02 -1.20320228e-01 -8.22745590e-02 1.51883670e-03
-1.41506803e-01 -8.94594446e-02 1.37057409e-03 -2.07274987e-01
-1.30175762e-01]
[ -1.77422942e-01 -6.81116934e-02 -2.30670428e-01 -2.51023318e-01
-1.56188693e-01 -2.05898919e-01 -3.54085316e-01 -1.17830144e-01
1.21415839e-01 -2.41225187e-01 -3.57384374e-01 -3.41679917e-01
-3.70929444e-01]
[ -3.72217456e-01 -5.95683727e-02 -1.51919391e-01 -1.10089560e-01
-4.57235893e-02 -3.13835190e-01 2.48805880e-02 -9.00201955e-02
-1.24755322e-01 4.97478136e-02 2.76848793e-02 -2.99055622e-01
-3.76724173e-01]
[ -1.61002337e-01 -1.41719783e-01 -5.33003377e-02 -1.88406505e-01
-1.27041407e-01 -2.95519142e-01 4.32811386e-02 -1.48691185e-01
-2.00406319e-01 4.58284876e-02 2.01828695e-01 -2.85304504e-02
-1.31200332e-01]
[ -1.30444450e-01 -1.71787435e-01 -1.14403123e-01 -2.94362024e-01
9.28854280e-02 -1.77445360e-02 -1.71974412e-01 -1.74465408e-01
1.15063568e-01 -9.51970408e-02 -1.26316294e-01 -3.85427504e-02
-3.09715695e-01]
[ -4.01758274e-02 -3.63836239e-02 -1.49538526e-01 -1.00520001e-01
-2.31126361e-01 6.30157688e-02 -5.07220530e-02 -3.90008644e-02
-2.22343136e-01 -8.61811208e-02 -1.31325158e-01 -4.03452712e-01
-1.93681937e-01]
[ -6.80077680e-02 2.19979293e-02 -1.28991873e-01 -3.39701414e-01
1.18928628e-01 2.04740846e-02 -1.92286377e-01 -1.45590243e-01
1.30177086e-01 -5.45608294e-02 -3.04133520e-01 -2.85221492e-01
-3.20227757e-01]
[ 7.39786689e-02 -3.05739415e-01 -8.62020870e-02 -4.64067693e-01
-2.19859318e-01 -9.03771288e-02 5.41989992e-02 8.46041620e-02
-2.32904238e-02 2.87478949e-01 -5.43934623e-01 -8.54650250e-01
4.59772054e-01]
[ -2.25754627e-01 -2.41807857e-01 -1.32976890e-01 -3.21384076e-01
-2.98842359e-01 -9.41755875e-02 2.06048339e-01 3.76425276e-02
2.83183388e-01 3.35380593e-02 -4.29664762e-01 -1.06249153e+00
6.65657787e-01]
[ -1.78396467e-02 -1.84127609e-01 1.99038677e-02 -3.26383178e-01
-1.69143367e-01 1.64633527e-01 2.05360096e-01 2.54065790e-01
-3.13602258e-02 2.28117737e-01 -2.50813797e-01 -1.14671556e+00
7.71855870e-01]
[ -3.42997507e-03 -4.23087103e-02 -1.26590567e-01 -1.44130565e-01
-1.77945144e-01 -4.80387458e-02 3.08564797e-01 1.63765747e-01
2.55526751e-01 3.62046139e-01 -5.10592128e-01 -1.08860119e+00
8.11233691e-01]
[ -8.67240608e-02 -2.77016889e-01 5.75104983e-02 -3.60503195e-01
-1.47419966e-01 1.15986563e-01 3.77355571e-01 1.39716897e-01
-6.73307266e-02 1.58346629e-01 -5.73866870e-01 -1.06273216e+00
8.77329275e-01]
[ 1.18809274e-01 -8.83736880e-02 1.48689119e-02 -1.78506885e-01
-8.22009531e-02 -1.90134726e-02 2.77588158e-01 3.80875705e-01
4.27080202e-01 2.65388511e-01 -5.75045273e-01 -1.00884103e+00
6.04065940e-01]
[ -1.88966293e-04 -1.40872728e-01 2.29754326e-02 1.47578304e-02
-9.45978172e-02 -2.83307305e-01 1.00074355e-01 3.68082884e-01
1.63162063e-02 1.33534686e-01 -2.75676699e-01 -8.48097434e-01
2.55963469e-01]
[ 9.46015772e-02 9.59696804e-02 8.17894131e-03 1.89965292e-01
-9.66284025e-02 -5.78898368e-02 -1.36077862e-01 -1.18839349e-01
-2.29558848e-01 -1.11125213e-01 -9.82221506e-02 1.91640492e-01
-4.11133182e-01]
[ 4.90740167e-02 -1.16150011e-01 1.49053156e-01 4.15610057e-01
2.39107838e-01 9.22207139e-03 -3.72249139e-01 -3.33386009e-01
-2.62074628e-02 -5.42231185e-01 2.68317354e-01 9.28875118e-01
-7.80516595e-01]
[ 2.67698262e-02 7.85238956e-02 -2.14258784e-01 1.00091779e-01
3.47722006e-02 -2.82041710e-03 -1.93630917e-01 -3.53510488e-01
-2.84668901e-01 -2.51549903e-01 -2.08832767e-02 -9.98874227e-02
-2.04979164e-01]
[ -6.63145644e-02 -2.06385396e-01 5.82788899e-02 3.81677121e-02
-1.28755362e-01 -1.36313629e-01 -2.97344077e-02 -5.09740989e-02
3.83434547e-02 -4.02988299e-01 -3.45589491e-01 -2.47863007e-01
9.06406221e-02]
[ -2.06880375e-03 -2.64638397e-01 5.04626805e-02 -3.35478232e-01
-1.88886887e-01 -2.34061824e-01 -3.21261657e-01 -2.22576429e-02
-5.35799701e-02 2.75496958e-02 -2.18158506e-01 2.40230419e-01
7.01517397e-02]
[ 1.60414806e-01 5.99394876e-02 -1.09707726e-01 -3.24452494e-01
-5.43342106e-02 -1.03875938e-01 -2.37151433e-01 -4.58189290e-02
-2.17727881e-01 -2.75805201e-01 -2.26535482e-01 4.78072396e-01
-9.49611346e-03]
[ -1.81928324e-01 -1.77562600e-01 -1.17778828e-01 -3.20621442e-01
-4.82536990e-02 2.44249709e-02 -2.27309392e-01 -2.82813467e-01
-1.56055491e-01 -9.68996112e-02 -2.60266972e-01 3.19829172e-01
-7.20512430e-02]
[ -4.70505164e-02 -2.01618229e-01 -1.67734494e-01 -3.17676186e-01
-4.40157248e-02 4.10626389e-02 -1.08306269e-01 -1.10764445e-01
-2.60446121e-01 -3.48294442e-01 -7.23487234e-02 1.97632185e-01
3.07951664e-02]
[ 1.00646264e-01 8.94766302e-02 -1.76395554e-02 -2.57063814e-01
-3.18791220e-01 5.15963508e-03 -2.13910016e-01 -3.40367703e-01
-3.38175450e-01 -4.47466379e-02 -1.40910469e-01 2.33532042e-01
6.31454490e-03]
[ -6.21215834e-02 -9.23462598e-03 -2.84917712e-01 -5.10547166e-02
7.06024599e-02 1.54998134e-01 -2.55144665e-01 -1.87587415e-01
-6.03996614e-02 -5.53217441e-02 1.77023572e-01 7.20431781e-01
-1.11974105e-01]
[ 1.34668482e-01 3.31143660e-01 -1.96074853e-01 7.42245250e-01
1.11536266e-01 2.64350113e-03 -2.13124282e-01 -3.75589636e-01
-2.28193624e-01 -3.19027373e-01 7.34544965e-01 9.03625693e-01
-1.26234292e+00]
[ -7.23075119e-03 1.71992742e-01 5.45059266e-02 3.73774413e-01
-1.48151795e-03 -6.54941868e-02 -2.88543027e-01 -3.44688603e-01
-2.88967200e-01 -2.14663895e-01 5.88609377e-01 9.56883589e-01
-1.25682253e+00]
[ -3.06970768e-02 -1.39445798e-01 -1.49046114e-01 3.22163936e-01
-1.82637461e-01 2.37148352e-01 -4.47321170e-02 -1.84207625e-01
-2.29740558e-01 -3.65946773e-01 2.09253912e-01 5.48900179e-01
-6.20648152e-01]
[ 8.26154349e-02 -3.82021561e-01 -5.11248805e-02 2.28968169e-02
-1.15422000e-01 1.99732636e-01 7.38590517e-02 1.67469295e-01
-1.89401240e-01 -9.35768559e-03 -4.62672441e-02 3.48710423e-01
-3.61932222e-01]
[ 2.10448166e-01 -2.95544112e-01 -1.18957971e-01 -7.48743306e-02
-2.16095450e-01 1.22712507e-01 3.73064596e-02 -1.27394827e-01
-6.07543679e-02 -5.23120037e-02 -1.55904520e-01 -1.86307186e-01
-2.05710241e-01]
[ -1.33408743e-01 -8.01266799e-02 3.80681343e-02 -2.43518416e-01
-5.87092998e-02 -1.41355045e-01 4.41449425e-02 -6.55148582e-03
-9.82245177e-02 1.73304642e-02 -3.21557459e-01 -4.54561750e-01
-1.17126357e-01]
[ -1.42347741e-01 -1.35235340e-01 -6.87484255e-02 -2.81496995e-01
-3.45222781e-01 -2.89034032e-01 1.62676267e-01 1.46782170e-01
1.05368814e-02 1.23938365e-01 -2.74285576e-01 -8.63802725e-01
2.61364514e-02]
[ -1.30702286e-01 -2.53894969e-01 -3.01734237e-01 -8.60392152e-01
-3.04554937e-01 -2.07504762e-01 -1.47424155e-01 -3.76590914e-03
3.84904368e-02 -4.57293189e-01 -6.89989024e-01 -6.82428118e-01
-1.14189694e+00]
[ -1.24472534e-01 1.31947943e-01 1.42582457e-02 1.30374491e-01
-2.03821519e-01 -1.76072072e-01 -1.56116873e-01 1.37408393e-02
-1.40722156e-01 -1.43301414e-01 -1.25480384e-01 -3.98321371e-01
7.19337124e-02]
[ -3.64860550e-01 -1.17361280e-01 -2.73573388e-01 3.21499398e-01
-1.98595944e-01 -2.32808429e-01 -1.31769739e-01 -1.04998429e-01
1.07373848e-02 2.79847001e-02 1.08633188e-01 -3.33442246e-01
1.94342792e-01]
[ -1.32151096e-01 -4.92115118e-02 -2.54561942e-01 1.65010253e-01
-2.29551581e-01 -2.79716967e-01 -3.74732219e-01 -2.12343475e-02
1.54811363e-02 -1.06851713e-01 -2.06508564e-01 -3.32272015e-01
1.42694613e-01]
[ -2.50222043e-01 -5.29549382e-01 -3.41549581e-01 -4.70530524e-02
-3.16188764e-01 -2.33583263e-01 -1.49019714e-01 -2.49925813e-01
8.92309676e-03 -2.65552763e-01 -4.11850439e-02 -2.90672848e-01
1.13372311e-02]
[ -2.22658626e-01 -2.95133852e-01 -3.21646579e-01 -7.44232618e-02
-8.72870986e-02 -1.50963443e-01 -8.71526414e-02 2.23253784e-02
-2.03151480e-01 -5.06475912e-01 -2.24446003e-01 -2.24864411e-01
-4.20815778e-02]
[ -9.56568547e-02 -1.57489076e-02 -2.42974799e-01 -9.09407085e-01
-2.71884149e-01 -2.59182256e-01 6.03771892e-02 -4.75722082e-01
1.27383207e-01 -1.86125825e-01 -6.65518272e-01 -3.53219560e-01
-1.09953938e+00]]
Progress: 29.3% ... Training loss: 0.201 ... Validation loss: 0.355[[-0.24174258]
[ 0.2380078 ]
[-0.10548675]
[ 1.20540827]
[ 0.2512173 ]
[-0.04522126]
[-0.9026005 ]
[-0.82821341]
[-0.57973497]
[-0.84554382]
[ 1.25496698]
[ 2.98570262]
[-2.28519491]]
[[ -5.17808687e-01 -4.93822780e-01 -5.88918678e-01 -2.42049250e-02
-2.92398673e-01 -5.94420431e-01 2.96677931e-02 -2.28370146e-01
-3.05458985e-01 -2.93813199e-01 2.50032921e-01 1.01471955e+00
3.07644529e-01]
[ 8.12696765e-03 -1.36834877e-01 4.84281925e-02 -9.08775042e-02
-4.02199591e-02 5.82384949e-02 -1.11765220e-01 1.92248233e-01
-1.49072061e-01 -1.86191004e-01 -1.11233618e-01 -1.22883921e-01
-3.42363882e-02]
[ -2.75768154e-01 1.36440211e-01 -3.47279171e-02 5.86172223e-02
7.70713732e-02 -1.33854552e-01 -7.96236877e-02 -1.80424340e-01
2.62234126e-01 -4.59597060e-01 1.19371835e-01 6.86962541e-01
8.47070737e-01]
[ 2.54065282e-01 -2.40491091e-01 -2.77656896e-01 1.28840978e-01
-2.69644174e-01 1.10729078e-02 4.83463219e-01 -5.52396456e-01
3.19388423e-01 -1.83931131e-01 -8.74301354e-02 -3.14265081e-01
-3.21579446e-01]
[ 1.33053938e-01 8.33007023e-03 1.14083180e-01 -1.25463280e-01
-2.43731675e-02 7.27860887e-02 -1.88854909e-01 -1.82772698e-01
6.31443112e-02 2.41074404e-01 4.94849106e-03 -8.32490919e-02
-1.45552208e-01]
[ -4.83602061e-01 -6.15331938e-01 -6.01551582e-01 -6.09572537e-01
-5.94440496e-01 -5.64739425e-01 -3.64837504e-01 -1.57298622e-01
-4.65679513e-01 -2.40040760e-01 -5.92482148e-01 -8.91541483e-01
-6.99921018e-01]
[ -4.12996074e-01 -5.95609304e-01 -3.25226704e-01 -4.39692956e-01
-4.19169423e-01 -5.63806396e-01 -4.07155481e-01 -4.83021231e-01
-2.98284535e-01 -1.00297662e-01 -4.87798309e-01 -4.94752597e-01
-5.53440694e-01]
[ -3.46106518e-01 -3.41713085e-01 -4.88272933e-01 -1.47108796e-01
-3.16802882e-01 -4.26339952e-01 -2.94809633e-01 -2.88987616e-01
-2.96850609e-01 -5.84531082e-01 -2.95642864e-01 -7.55019926e-01
-6.13531513e-01]
[ -4.64971057e-01 -3.44933022e-01 -3.84052083e-01 -2.40867010e-01
-3.35461220e-01 -2.17306895e-01 -2.77726183e-02 -4.46954951e-01
-2.52485388e-01 -4.52669847e-01 -1.95167001e-01 -2.71892959e-01
-2.12843716e-01]
[ -9.56125232e-01 -9.54637772e-01 -9.89126630e-01 -7.68459053e-01
-1.04323995e+00 -9.90022934e-01 -5.37552522e-01 -5.91677391e-01
-7.32550422e-01 -5.83405571e-01 -8.02860591e-01 -6.35970276e-01
-9.03389994e-01]
[ -5.14155370e-01 -2.68153811e-01 -4.73089045e-01 -3.56850241e-01
-3.46017521e-01 -3.64258178e-01 -6.20807337e-01 -6.11611446e-01
-6.66622087e-01 -9.65293709e-02 -5.40315753e-01 -8.02885370e-01
-6.17159038e-01]
[ -1.16274449e-01 2.35959297e-02 -3.43174833e-01 -4.65266553e-01
-1.05708796e-01 -7.45647601e-02 -1.94273859e-01 -4.15734168e-01
-1.73615091e-01 6.08916558e-02 -5.06764920e-01 -1.13370804e+00
-6.78119963e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.57347608e-01 -1.21561637e-01 1.63401800e-01 -2.84629184e-01
-1.31960953e-01 1.13048457e-01 -1.35266480e-01 4.03726284e-03
-8.56589112e-02 5.73026036e-02 -1.99569351e-01 -4.13072477e-01
-6.72695312e-02]
[ -9.21780762e-02 -2.63894564e-01 -1.81676548e-01 -2.80360208e-01
-4.76419722e-01 -8.70444363e-02 -7.77260310e-02 -7.26054804e-03
-7.76517710e-02 -4.89621270e-03 -2.33801937e-01 -4.31625786e-01
-2.81956938e-01]
[ -6.48345781e-02 -3.01328952e-02 -2.27357410e-01 -2.68999245e-01
1.12593063e-01 -1.61120435e-01 -1.86545256e-01 1.25208396e-01
-8.60437134e-03 1.28727124e-01 -2.15314545e-01 -1.93725509e-02
-8.95042487e-02]
[ 3.84188622e-02 -1.68188463e-01 -1.48673828e-01 -9.85033034e-02
-1.26281229e-01 -1.06591394e-01 1.07820464e-01 -1.47441840e-01
-1.57729813e-02 3.17702920e-02 -4.04335207e-02 -1.13268983e-01
-1.16249551e-02]
[ -2.92605472e-01 -1.39876889e-01 -7.90181708e-02 -1.16484762e-01
-2.99427312e-01 -2.76153946e-01 -3.67661758e-01 1.25306538e-02
-3.27198821e-01 -2.24213528e-01 1.56676433e-01 -1.27813362e-01
1.44675794e-01]
[ -2.30227243e-01 -1.23913271e-01 -9.44343751e-02 -4.41774376e-02
-8.35193776e-02 -1.20338509e-01 -8.24297293e-02 2.01743677e-03
-1.41813890e-01 -8.97432505e-02 1.27586116e-03 -2.07510359e-01
-1.29268044e-01]
[ -1.76852691e-01 -6.89035856e-02 -2.30470805e-01 -2.54696790e-01
-1.57030737e-01 -2.05798352e-01 -3.51542187e-01 -1.16273486e-01
1.23557580e-01 -2.40432690e-01 -3.60738308e-01 -3.52950910e-01
-3.70980659e-01]
[ -3.71901969e-01 -5.93869493e-02 -1.51934439e-01 -1.09994502e-01
-4.58164701e-02 -3.13805606e-01 2.63457781e-02 -9.09550002e-02
-1.23870094e-01 4.93587861e-02 2.76906841e-02 -2.96229983e-01
-3.78964975e-01]
[ -1.61154291e-01 -1.41472373e-01 -5.33928862e-02 -1.88189789e-01
-1.26792480e-01 -2.95545109e-01 4.25559663e-02 -1.49050768e-01
-2.01180466e-01 4.51170428e-02 2.03379304e-01 -2.37933458e-02
-1.33557682e-01]
[ -1.30811224e-01 -1.71318500e-01 -1.14612952e-01 -2.91756199e-01
9.34044385e-02 -1.78237523e-02 -1.73406700e-01 -1.76116227e-01
1.13711341e-01 -9.66354158e-02 -1.23802431e-01 -3.23844929e-02
-3.15299069e-01]
[ -4.01295286e-02 -3.64085883e-02 -1.49531816e-01 -1.00886610e-01
-2.31153985e-01 6.30224697e-02 -5.04030593e-02 -3.89291469e-02
-2.22223212e-01 -8.61009872e-02 -1.31553532e-01 -4.03870817e-01
-1.93639206e-01]
[ -6.79246494e-02 2.18995439e-02 -1.28949836e-01 -3.39975932e-01
1.18821193e-01 2.04923356e-02 -1.91836673e-01 -1.45008310e-01
1.30405625e-01 -5.39882449e-02 -3.04510297e-01 -2.86225806e-01
-3.19676964e-01]
[ 7.37016702e-02 -3.05535363e-01 -8.62813571e-02 -4.62642623e-01
-2.19638115e-01 -9.04186268e-02 5.26139881e-02 8.36377318e-02
-2.43719433e-02 2.86664243e-01 -5.42847738e-01 -8.52500652e-01
4.56220637e-01]
[ -2.25759248e-01 -2.41839161e-01 -1.32966117e-01 -3.21866266e-01
-2.98891665e-01 -9.41732554e-02 2.06305863e-01 3.79307191e-02
2.83332978e-01 3.37142119e-02 -4.30144514e-01 -1.06353360e+00
6.67051467e-01]
[ -1.80299080e-02 -1.83985165e-01 1.98445376e-02 -3.25662288e-01
-1.69017995e-01 1.64600149e-01 2.04568615e-01 2.53440182e-01
-3.18382131e-02 2.27386218e-01 -2.50275474e-01 -1.14671438e+00
7.70524301e-01]
[ -3.42935818e-03 -4.23099236e-02 -1.26596939e-01 -1.44774044e-01
-1.77941062e-01 -4.80404041e-02 3.08981632e-01 1.63879230e-01
2.55699428e-01 3.62110252e-01 -5.11053994e-01 -1.08936183e+00
8.12302439e-01]
[ -8.66972540e-02 -2.77065383e-01 5.75263760e-02 -3.60695942e-01
-1.47472913e-01 1.15991913e-01 3.77724926e-01 1.39935448e-01
-6.71107988e-02 1.58499942e-01 -5.74162293e-01 -1.06358027e+00
8.78264571e-01]
[ 1.18700318e-01 -8.82904015e-02 1.48157043e-02 -1.78299298e-01
-8.21098248e-02 -1.90357814e-02 2.77383146e-01 3.80435133e-01
4.27014985e-01 2.64864748e-01 -5.74979344e-01 -1.00932248e+00
6.04044989e-01]
[ 1.10648698e-04 -1.41186477e-01 2.30947391e-02 1.34456842e-02
-9.48926711e-02 -2.83267313e-01 1.01688299e-01 3.69080202e-01
1.72413524e-02 1.34603756e-01 -2.76857980e-01 -8.49429068e-01
2.57805280e-01]
[ 9.56040203e-02 9.52613467e-02 8.44601164e-03 1.86499376e-01
-9.72854958e-02 -5.77438372e-02 -1.32250903e-01 -1.16307791e-01
-2.27276723e-01 -1.07880845e-01 -1.00900748e-01 1.86768994e-01
-4.09766591e-01]
[ 4.98761618e-02 -1.16961897e-01 1.49310375e-01 4.10755457e-01
2.38125404e-01 9.35319840e-03 -3.68695356e-01 -3.31585667e-01
-2.34975517e-02 -5.40737130e-01 2.63913622e-01 9.17258964e-01
-7.78312919e-01]
[ 2.67049538e-02 7.85891251e-02 -2.14270642e-01 1.01000159e-01
3.48400164e-02 -2.82658290e-03 -1.93582071e-01 -3.53793065e-01
-2.84742289e-01 -2.51984482e-01 -2.01359841e-02 -9.85032781e-02
-2.06192792e-01]
[ -6.66274627e-02 -2.06085828e-01 5.81381278e-02 3.95261078e-02
-1.28458139e-01 -1.36367956e-01 -3.11869175e-02 -5.18876669e-02
3.74128205e-02 -4.03917520e-01 -3.44459513e-01 -2.45753281e-01
8.87415224e-02]
[ -2.33400454e-03 -2.64322165e-01 5.03168188e-02 -3.34672166e-01
-1.88532702e-01 -2.34120529e-01 -3.22221778e-01 -2.35138493e-02
-5.45052327e-02 2.64351763e-02 -2.17033597e-01 2.44137275e-01
6.80960561e-02]
[ 1.60721163e-01 5.96227370e-02 -1.09600502e-01 -3.25550614e-01
-5.46462638e-02 -1.03827642e-01 -2.36024778e-01 -4.48907319e-02
-2.17075994e-01 -2.74617030e-01 -2.27678062e-01 4.75456492e-01
-7.83442803e-03]
[ -1.81956600e-01 -1.77603833e-01 -1.17768508e-01 -3.21254481e-01
-4.83382790e-02 2.44233669e-02 -2.27276017e-01 -2.82690605e-01
-1.55925477e-01 -9.68232773e-02 -2.61075048e-01 3.17191946e-01
-6.98417213e-02]
[ -4.73458876e-02 -2.01404866e-01 -1.67858946e-01 -3.18361886e-01
-4.38420050e-02 4.10128858e-02 -1.09247307e-01 -1.11385153e-01
-2.61060290e-01 -3.50079495e-01 -7.19159190e-02 2.00282171e-01
3.10955402e-02]
[ 1.00490121e-01 9.01742484e-02 -1.78730607e-02 -2.54155710e-01
-3.18226639e-01 5.10790536e-03 -2.14716884e-01 -3.43215033e-01
-3.39009222e-01 -4.69745601e-02 -1.37068876e-01 2.43112621e-01
-1.91577922e-03]
[ -6.20106544e-02 -9.42767470e-03 -2.84835039e-01 -5.17090800e-02
7.03945291e-02 1.55030073e-01 -2.55121719e-01 -1.86905459e-01
-6.02835599e-02 -5.45557565e-02 1.76044402e-01 7.19021777e-01
-1.09997154e-01]
[ 1.34588887e-01 3.31230792e-01 -1.96095636e-01 7.43757565e-01
1.11617057e-01 2.62391352e-03 -2.14171838e-01 -3.76259261e-01
-2.28529591e-01 -3.19477868e-01 7.35908384e-01 9.07632108e-01
-1.26275655e+00]
[ -7.45759431e-03 1.72083675e-01 5.44843526e-02 3.74759487e-01
-1.34781871e-03 -6.55281389e-02 -2.89396404e-01 -3.45125235e-01
-2.89206975e-01 -2.15483411e-01 5.89408296e-01 9.57937776e-01
-1.25657455e+00]
[ -3.06929722e-02 -1.39452362e-01 -1.49043741e-01 3.22135876e-01
-1.82644666e-01 2.37149269e-01 -4.47092276e-02 -1.84187627e-01
-2.29727609e-01 -3.65920372e-01 2.09215063e-01 5.48785756e-01
-6.20599994e-01]
[ 8.27092473e-02 -3.82125262e-01 -5.10769461e-02 2.25505110e-02
-1.15550656e-01 1.99756614e-01 7.44714605e-02 1.68003818e-01
-1.89063683e-01 -8.88726408e-03 -4.67789192e-02 3.46513828e-01
-3.61427845e-01]
[ 2.10434955e-01 -2.95464494e-01 -1.18980680e-01 -7.41864437e-02
-2.16021793e-01 1.22707451e-01 3.70986520e-02 -1.27731826e-01
-6.09992583e-02 -5.24521439e-02 -1.55247733e-01 -1.83953852e-01
-2.07795612e-01]
[ -1.33427907e-01 -8.01049818e-02 3.80581802e-02 -2.42867462e-01
-5.86710545e-02 -1.41357668e-01 4.38069047e-02 -6.62166903e-03
-9.85046510e-02 1.71924408e-02 -3.20902942e-01 -4.52502604e-01
-1.18737701e-01]
[ -1.42349195e-01 -1.35239852e-01 -6.87360991e-02 -2.81608425e-01
-3.45216080e-01 -2.89035089e-01 1.62620959e-01 1.46984495e-01
1.05208885e-02 1.24040469e-01 -2.74517825e-01 -8.64417448e-01
2.68594307e-02]
[ -1.29528482e-01 -2.54862445e-01 -3.01499672e-01 -8.67161853e-01
-3.05564062e-01 -2.07354829e-01 -1.42446268e-01 -2.24879382e-03
4.15928408e-02 -4.55779070e-01 -6.94789409e-01 -6.91541714e-01
-1.14210732e+00]
[ -1.24810192e-01 1.32127599e-01 1.41501373e-02 1.31215395e-01
-2.03665001e-01 -1.76140520e-01 -1.57078986e-01 1.32118985e-02
-1.41360185e-01 -1.43919344e-01 -1.25469959e-01 -4.00123146e-01
7.27058814e-02]
[ -3.65328406e-01 -1.16434174e-01 -2.73861548e-01 3.26329981e-01
-1.97837815e-01 -2.32916153e-01 -1.34402469e-01 -1.08433113e-01
8.91775236e-03 2.49706589e-02 1.13775092e-01 -3.20357897e-01
1.86015424e-01]
[ -1.32553716e-01 -4.87117338e-02 -2.54693987e-01 1.68519804e-01
-2.29092914e-01 -2.79778867e-01 -3.76948040e-01 -2.29677130e-02
1.41286679e-02 -1.08493275e-01 -2.03057961e-01 -3.24325866e-01
1.38727578e-01]
[ -2.49812654e-01 -5.30183004e-01 -3.41297497e-01 -5.05303425e-02
-3.16920586e-01 -2.33486405e-01 -1.46867346e-01 -2.46991904e-01
1.05547431e-02 -2.63134197e-01 -4.60823341e-02 -3.02281283e-01
2.00865300e-02]
[ -2.22657566e-01 -2.95075176e-01 -3.21683738e-01 -7.41416550e-02
-8.72071261e-02 -1.50967020e-01 -8.71270317e-02 2.16846550e-02
-2.03196728e-01 -5.06951408e-01 -2.23626194e-01 -2.23125666e-01
-4.38228432e-02]
[ -9.54300119e-02 -1.60926394e-02 -2.42892517e-01 -9.10960108e-01
-2.72141142e-01 -2.59140871e-01 6.16933806e-02 -4.74862524e-01
1.28093712e-01 -1.85588450e-01 -6.66015234e-01 -3.52750272e-01
-1.10074599e+00]]
Progress: 29.4% ... Training loss: 0.199 ... Validation loss: 0.353[[-0.24036102]
[ 0.23883361]
[-0.10774519]
[ 1.21114235]
[ 0.24975538]
[-0.0452387 ]
[-0.89275039]
[-0.82725972]
[-0.57783543]
[-0.83977074]
[ 1.25832387]
[ 2.99027898]
[-2.28970953]]
[[ -5.19186418e-01 -4.92477895e-01 -5.89272563e-01 -1.60257169e-02
-2.91317564e-01 -5.94610697e-01 2.23029081e-02 -2.32197397e-01
-3.08681562e-01 -2.99838955e-01 2.58548735e-01 1.03558214e+00
3.00082299e-01]
[ 8.12915242e-03 -1.36870444e-01 4.84622899e-02 -9.07485131e-02
-4.02630415e-02 5.82452627e-02 -1.12064432e-01 1.92674048e-01
-1.49232048e-01 -1.85778958e-01 -1.11180553e-01 -1.22980925e-01
-3.45797955e-02]
[ -2.75031283e-01 1.35972874e-01 -3.45722560e-02 5.18806992e-02
7.61633767e-02 -1.33689134e-01 -7.79149493e-02 -1.74155550e-01
2.62670301e-01 -4.57721356e-01 1.15582442e-01 6.88641217e-01
8.51256492e-01]
[ 2.52989707e-01 -2.39655704e-01 -2.77993378e-01 1.36799082e-01
-2.68399492e-01 1.08637760e-02 4.79861696e-01 -5.58364530e-01
3.16978993e-01 -1.86825762e-01 -8.01464066e-02 -3.02502392e-01
-3.30856909e-01]
[ 1.35209658e-01 7.09881191e-03 1.14785796e-01 -1.32745086e-01
-2.62001508e-02 7.31752528e-02 -1.83144555e-01 -1.77181321e-01
6.74734888e-02 2.48223596e-01 -1.07616906e-03 -9.93776945e-02
-1.45758225e-01]
[ -4.84337894e-01 -6.15025861e-01 -6.01642221e-01 -6.05700234e-01
-5.94052910e-01 -5.64831615e-01 -3.68385125e-01 -1.60248482e-01
-4.66765287e-01 -2.42948770e-01 -5.89237050e-01 -8.84823176e-01
-7.01824232e-01]
[ -4.12645737e-01 -5.95609310e-01 -3.25106873e-01 -4.38393833e-01
-4.19310533e-01 -5.63756702e-01 -4.07689598e-01 -4.82164052e-01
-2.98256568e-01 -9.92840801e-02 -4.88150156e-01 -4.99744521e-01
-5.57778376e-01]
[ -3.45972450e-01 -3.41909801e-01 -4.88205897e-01 -1.50784546e-01
-3.17248703e-01 -4.26285141e-01 -2.94331345e-01 -2.87296542e-01
-2.96275424e-01 -5.84959079e-01 -2.97265774e-01 -7.53290373e-01
-6.12964148e-01]
[ -4.65111912e-01 -3.44718509e-01 -3.84023353e-01 -2.40877541e-01
-3.35379282e-01 -2.17331133e-01 -2.88450706e-02 -4.47810306e-01
-2.52749145e-01 -4.53173530e-01 -1.95215745e-01 -2.73119775e-01
-2.11486285e-01]
[ -9.55931633e-01 -9.54457033e-01 -9.89036045e-01 -7.69088630e-01
-1.04346632e+00 -9.89968637e-01 -5.38692095e-01 -5.90764686e-01
-7.32529841e-01 -5.83970986e-01 -8.02428417e-01 -6.31062769e-01
-9.07374642e-01]
[ -5.14608766e-01 -2.68091858e-01 -4.73074086e-01 -3.55424093e-01
-3.46087882e-01 -3.64302227e-01 -6.23017470e-01 -6.13594294e-01
-6.66712305e-01 -9.90398908e-02 -5.39881143e-01 -8.06147759e-01
-6.18487656e-01]
[ -1.16406937e-01 2.36771092e-02 -3.43155419e-01 -4.64577980e-01
-1.05529473e-01 -7.45869305e-02 -1.95600056e-01 -4.15920989e-01
-1.74291834e-01 6.11414829e-02 -5.06410108e-01 -1.13312403e+00
-6.77122798e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.57407959e-01 -1.21514927e-01 1.63380206e-01 -2.84595526e-01
-1.31941058e-01 1.13039517e-01 -1.35198735e-01 3.94032668e-03
-8.57169474e-02 5.71718231e-02 -1.99611560e-01 -4.13485079e-01
-6.73478608e-02]
[ -9.27945874e-02 -2.63736630e-01 -1.81728249e-01 -2.76997964e-01
-4.76163984e-01 -8.71200582e-02 -8.09533850e-02 -9.34146012e-03
-7.86009102e-02 -7.13461156e-03 -2.30985703e-01 -4.26242606e-01
-2.82708707e-01]
[ -6.50358014e-02 -2.99301850e-02 -2.27404749e-01 -2.67815710e-01
1.12823206e-01 -1.61148257e-01 -1.87475822e-01 1.23916964e-01
-8.98304310e-03 1.27620172e-01 -2.14423871e-01 -1.79166371e-02
-9.11633015e-02]
[ 3.90198037e-02 -1.68659119e-01 -1.48373511e-01 -1.00652562e-01
-1.26931352e-01 -1.06488747e-01 1.09450287e-01 -1.44466711e-01
-1.44561632e-02 3.48643787e-02 -4.40143837e-02 -1.25808526e-01
-9.07469199e-03]
[ -2.92296688e-01 -1.40325209e-01 -7.88434352e-02 -1.18836231e-01
-2.99852434e-01 -2.76093816e-01 -3.66558506e-01 1.39675763e-02
-3.26081802e-01 -2.22315621e-01 1.53384070e-01 -1.36566713e-01
1.51088294e-01]
[ -2.30419650e-01 -1.23454296e-01 -9.46151278e-02 -4.15227331e-02
-8.31841696e-02 -1.20378363e-01 -8.37712743e-02 7.57802396e-04
-1.42737733e-01 -9.27497615e-02 4.60780116e-03 -1.98668790e-01
-1.39031251e-01]
[ -1.76760268e-01 -6.94501479e-02 -2.30358021e-01 -2.57988530e-01
-1.57542883e-01 -2.05760953e-01 -3.51004856e-01 -1.14860932e-01
1.24385919e-01 -2.39817985e-01 -3.64297494e-01 -3.60005443e-01
-3.63774869e-01]
[ -3.71891166e-01 -5.91015433e-02 -1.51999259e-01 -1.08620924e-01
-4.54907483e-02 -3.13813523e-01 2.58907563e-02 -9.19717380e-02
-1.24581501e-01 4.89339369e-02 3.00126600e-02 -2.88754049e-01
-3.84466290e-01]
[ -1.61555893e-01 -1.40897496e-01 -5.35601563e-02 -1.86679238e-01
-1.26436026e-01 -2.95603189e-01 4.07233000e-02 -1.49925506e-01
-2.02508749e-01 4.34727224e-02 2.06624165e-01 -1.37331550e-02
-1.38318866e-01]
[ -1.30333061e-01 -1.71744787e-01 -1.14356070e-01 -2.93625406e-01
9.28764997e-02 -1.77244868e-02 -1.71814737e-01 -1.75136458e-01
1.15089468e-01 -9.46410814e-02 -1.26013020e-01 -3.84835733e-02
-3.11761583e-01]
[ -4.02250736e-02 -3.62352708e-02 -1.49583354e-01 -1.00450742e-01
-2.30999994e-01 6.29921689e-02 -5.12051197e-02 -3.95268491e-02
-2.22567972e-01 -8.66062082e-02 -1.31016899e-01 -4.01426554e-01
-1.94437179e-01]
[ -6.82404091e-02 2.22153103e-02 -1.29084582e-01 -3.39383250e-01
1.19141966e-01 2.04295075e-02 -1.92853478e-01 -1.45851555e-01
1.29713083e-01 -5.53583527e-02 -3.03745807e-01 -2.84798626e-01
-3.20386274e-01]
[ 7.34885814e-02 -3.05373480e-01 -8.63397666e-02 -4.62114605e-01
-2.19475150e-01 -9.04542672e-02 5.16839108e-02 8.31465729e-02
-2.49225623e-02 2.85866342e-01 -5.42371400e-01 -8.51865411e-01
4.55331503e-01]
[ -2.25691125e-01 -2.41912383e-01 -1.32940773e-01 -3.22429007e-01
-2.98956256e-01 -9.41609272e-02 2.06831344e-01 3.82821626e-02
2.83625250e-01 3.40255444e-02 -4.30597898e-01 -1.06394190e+00
6.68228333e-01]
[ -1.82845638e-02 -1.83802333e-01 1.97713252e-02 -3.24987893e-01
-1.68841247e-01 1.64554116e-01 2.03474635e-01 2.52960115e-01
-3.25459718e-02 2.26553943e-01 -2.49502663e-01 -1.14619677e+00
7.69227157e-01]
[ -3.38831681e-03 -4.23677032e-02 -1.26584883e-01 -1.45227879e-01
-1.77991854e-01 -4.80349286e-02 3.09450606e-01 1.64200351e-01
2.56000499e-01 3.62330605e-01 -5.11401630e-01 -1.09022262e+00
8.13447625e-01]
[ -8.66972540e-02 -2.77065383e-01 5.75263760e-02 -3.60695942e-01
-1.47472913e-01 1.15991913e-01 3.77724926e-01 1.39935448e-01
-6.71107988e-02 1.58499942e-01 -5.74162293e-01 -1.06358027e+00
8.78264571e-01]
[ 1.18441922e-01 -8.81066771e-02 1.47245846e-02 -1.77240770e-01
-8.19112802e-02 -1.90810954e-02 2.76507207e-01 3.79633751e-01
4.26474216e-01 2.63850297e-01 -5.74441915e-01 -1.00941324e+00
6.02610323e-01]
[ 1.01097263e-04 -1.41174479e-01 2.30905380e-02 1.35322568e-02
-9.48827260e-02 -2.83268582e-01 1.01619507e-01 3.69023436e-01
1.72048467e-02 1.34562035e-01 -2.76795927e-01 -8.49378064e-01
2.57685858e-01]
[ 9.60183540e-02 9.47769808e-02 8.60620856e-03 1.86024519e-01
-9.76319338e-02 -5.76759828e-02 -1.30451461e-01 -1.14994604e-01
-2.26349215e-01 -1.06676326e-01 -1.01306019e-01 1.86161336e-01
-4.11825178e-01]
[ 5.09019797e-02 -1.17841925e-01 1.49735684e-01 4.07449292e-01
2.37064977e-01 9.53036199e-03 -3.65731319e-01 -3.29826530e-01
-2.05046602e-02 -5.37764248e-01 2.60182785e-01 9.06336620e-01
-7.76908258e-01]
[ 2.61724951e-02 7.87635239e-02 -2.14319949e-01 1.03700128e-01
3.50832799e-02 -2.89536035e-03 -1.95946093e-01 -3.54747466e-01
-2.85406084e-01 -2.53709290e-01 -1.85558888e-02 -9.79350768e-02
-2.06697309e-01]
[ -6.66345946e-02 -2.05977283e-01 5.81255456e-02 3.95655975e-02
-1.28380917e-01 -1.36361636e-01 -3.21789823e-02 -5.22952123e-02
3.69472172e-02 -4.03943949e-01 -3.44204496e-01 -2.42139625e-01
8.84191526e-02]
[ -2.63134173e-03 -2.64033997e-01 5.02211453e-02 -3.35121245e-01
-1.88324309e-01 -2.34160121e-01 -3.23084327e-01 -2.46900056e-02
-5.54651549e-02 2.58043028e-02 -2.17281859e-01 2.45296336e-01
6.95052718e-02]
[ 1.60712086e-01 5.96083706e-02 -1.09596650e-01 -3.26678682e-01
-5.46850698e-02 -1.03823442e-01 -2.36027607e-01 -4.46348443e-02
-2.16983686e-01 -2.74690100e-01 -2.28420078e-01 4.75508504e-01
-5.52740979e-03]
[ -1.81969795e-01 -1.77534656e-01 -1.17774958e-01 -3.21385510e-01
-4.82943997e-02 2.44123809e-02 -2.27642052e-01 -2.82800905e-01
-1.56022954e-01 -9.66904271e-02 -2.61212969e-01 3.17601285e-01
-6.94820119e-02]
[ -4.71970757e-02 -2.01711926e-01 -1.67758807e-01 -3.20023996e-01
-4.41834155e-02 4.10524629e-02 -1.08283418e-01 -1.09951227e-01
-2.60296298e-01 -3.49447502e-01 -7.40754083e-02 1.94794594e-01
3.57525396e-02]
[ 9.98630841e-02 9.10360419e-02 -1.81690950e-02 -2.52273378e-01
-3.17615381e-01 5.01278258e-03 -2.17740319e-01 -3.46027409e-01
-3.40773308e-01 -5.06521127e-02 -1.32469709e-01 2.56518979e-01
-8.75757033e-03]
[ -6.17407116e-02 -9.76714864e-03 -2.84731982e-01 -5.33120873e-02
7.00884035e-02 1.55074830e-01 -2.54020446e-01 -1.86266751e-01
-5.94076359e-02 -5.34475426e-02 1.73969131e-01 7.13623742e-01
-1.06155370e-01]
[ 1.34188774e-01 3.31788749e-01 -1.96182948e-01 7.48036092e-01
1.12149118e-01 2.55401460e-03 -2.17021529e-01 -3.77317680e-01
-2.30071697e-01 -3.20989461e-01 7.40349757e-01 9.16863804e-01
-1.26675451e+00]
[ -7.17528013e-03 1.71714235e-01 5.45997234e-02 3.73267850e-01
-1.70680894e-03 -6.54778930e-02 -2.88091445e-01 -3.44134828e-01
-2.88332389e-01 -2.14334683e-01 5.87137849e-01 9.53664393e-01
-1.25554819e+00]
[ -3.06413952e-02 -1.39414070e-01 -1.49046596e-01 3.23191597e-01
-1.82625497e-01 2.37154845e-01 -4.45290585e-02 -1.84122605e-01
-2.29781800e-01 -3.65863923e-01 2.09854973e-01 5.48526751e-01
-6.23263821e-01]
[ 8.28913899e-02 -3.82196623e-01 -5.10155613e-02 2.18466050e-02
-1.15679709e-01 1.99789439e-01 7.51984985e-02 1.68850196e-01
-1.88783919e-01 -8.01082469e-03 -4.73761468e-02 3.45407042e-01
-3.61283346e-01]
[ 2.10415822e-01 -2.95450888e-01 -1.18988868e-01 -7.40719099e-02
-2.16017225e-01 1.22704159e-01 3.70603663e-02 -1.27899437e-01
-6.10138028e-02 -5.26121918e-02 -1.55117750e-01 -1.83800915e-01
-2.08030499e-01]
[ -1.33706870e-01 -7.98107986e-02 3.79457753e-02 -2.41564213e-01
-5.83505679e-02 -1.41405501e-01 4.22764804e-02 -7.56676049e-03
-9.93918573e-02 1.59454056e-02 -3.19695355e-01 -4.50458643e-01
-1.20500738e-01]
[ -1.42305447e-01 -1.35265439e-01 -6.87201009e-02 -2.81878178e-01
-3.45245356e-01 -2.89029578e-01 1.62907919e-01 1.47213589e-01
1.06587777e-02 1.24288357e-01 -2.74830229e-01 -8.64614766e-01
2.71983727e-02]
[ -1.29405735e-01 -2.55095962e-01 -3.01309072e-01 -8.69472117e-01
-3.06061407e-01 -2.07322529e-01 -1.42168195e-01 -4.23948183e-04
4.21074748e-02 -4.54787545e-01 -6.98132991e-01 -7.01610375e-01
-1.14208407e+00]
[ -1.24387865e-01 1.31419930e-01 1.43849110e-02 1.28097434e-01
-2.04278428e-01 -1.76049147e-01 -1.55275449e-01 1.53460030e-02
-1.39894892e-01 -1.41677751e-01 -1.29116917e-01 -4.10251145e-01
8.00492646e-02]
[ -3.65731935e-01 -1.16031106e-01 -2.73956294e-01 3.29354054e-01
-1.97418017e-01 -2.32986943e-01 -1.36777915e-01 -1.08731562e-01
7.65324208e-03 2.33125256e-02 1.16550693e-01 -3.15318563e-01
1.84287938e-01]
[ -1.33051271e-01 -4.79696633e-02 -2.54906094e-01 1.74137305e-01
-2.28376760e-01 -2.79861996e-01 -3.78993939e-01 -2.59917334e-02
1.26907520e-02 -1.11332245e-01 -1.97276399e-01 -3.14826191e-01
1.32271404e-01]
[ -2.49637150e-01 -5.30418330e-01 -3.41181010e-01 -5.25751960e-02
-3.17233714e-01 -2.33448455e-01 -1.45578623e-01 -2.45875036e-01
1.15850314e-02 -2.62103339e-01 -4.88931714e-02 -3.09446975e-01
2.60372644e-02]
[ -2.22927488e-01 -2.95327300e-01 -3.21607362e-01 -7.35197612e-02
-8.74344489e-02 -1.50979690e-01 -8.88033155e-02 2.18974607e-02
-2.03035852e-01 -5.07723196e-01 -2.24200462e-01 -2.24724869e-01
-3.98912875e-02]
[ -9.53718680e-02 -1.54852710e-02 -2.43078942e-01 -9.11265352e-01
-2.71743280e-01 -2.59147829e-01 5.97447742e-02 -4.78085642e-01
1.26878667e-01 -1.87409642e-01 -6.62975155e-01 -3.36098607e-01
-1.11412736e+00]]
Progress: 29.4% ... Training loss: 0.199 ... Validation loss: 0.354[[-0.2442971 ]
[ 0.23837857]
[-0.10943443]
[ 1.20961317]
[ 0.24987398]
[-0.04788988]
[-0.90050476]
[-0.83072563]
[-0.58094636]
[-0.84733713]
[ 1.25716003]
[ 2.99075815]
[-2.28968825]]
[[ -5.17694479e-01 -4.93324987e-01 -5.88815140e-01 -2.24856433e-02
-2.92097349e-01 -5.94396645e-01 2.94125552e-02 -2.28724470e-01
-3.04767613e-01 -2.92147568e-01 2.52116239e-01 1.01748647e+00
3.03547515e-01]
[ 8.10707465e-03 -1.36878571e-01 4.84572083e-02 -9.08610587e-02
-4.02682941e-02 5.82419895e-02 -1.12118787e-01 1.92697132e-01
-1.49198100e-01 -1.85861703e-01 -1.11317657e-01 -1.23499420e-01
-3.41118431e-02]
[ -2.75830538e-01 1.37293620e-01 -3.50348997e-02 5.99662585e-02
7.76821881e-02 -1.33858660e-01 -8.37845195e-02 -1.81553844e-01
2.60169544e-01 -4.63330308e-01 1.26466836e-01 7.09866164e-01
8.38244807e-01]
[ 2.53721890e-01 -2.40893279e-01 -2.77732697e-01 1.28191811e-01
-2.69708053e-01 1.09898081e-02 4.89459414e-01 -5.55107437e-01
3.21452331e-01 -1.86274993e-01 -8.88952387e-02 -3.33593787e-01
-3.07783134e-01]
[ 1.35446703e-01 6.71017302e-03 1.14932227e-01 -1.29533107e-01
-2.63797561e-02 7.32107558e-02 -1.86537215e-01 -1.74491685e-01
6.57071580e-02 2.49872050e-01 -1.72052387e-03 -9.71255016e-02
-1.48339658e-01]
[ -4.83783927e-01 -6.15618255e-01 -6.01374994e-01 -6.08881400e-01
-5.94615107e-01 -5.64725567e-01 -3.65859879e-01 -1.56238446e-01
-4.65823871e-01 -2.38765919e-01 -5.94055091e-01 -8.97651327e-01
-6.98480087e-01]
[ -4.11978785e-01 -5.96360635e-01 -3.24813160e-01 -4.43496599e-01
-4.19969909e-01 -5.63681154e-01 -4.02975702e-01 -4.79176162e-01
-2.95252637e-01 -9.62481718e-02 -4.95756281e-01 -5.25732846e-01
-5.51449699e-01]
[ -3.46322743e-01 -3.40876471e-01 -4.88531232e-01 -1.44930958e-01
-3.16185201e-01 -4.26349779e-01 -2.97486027e-01 -2.91872935e-01
-2.98396716e-01 -5.87178837e-01 -2.88192492e-01 -7.30079739e-01
-6.25223049e-01]
[ -4.64967593e-01 -3.44682302e-01 -3.84064585e-01 -2.41802030e-01
-3.35335022e-01 -2.17326960e-01 -2.79879104e-02 -4.48249776e-01
-2.52606974e-01 -4.53306082e-01 -1.96112082e-01 -2.72873239e-01
-2.13226081e-01]
[ -9.55333413e-01 -9.54228630e-01 -9.89015494e-01 -7.66842294e-01
-1.04298479e+00 -9.89924643e-01 -5.36798142e-01 -5.90930786e-01
-7.32013603e-01 -5.81093401e-01 -8.00388518e-01 -6.31696525e-01
-9.18813032e-01]
[ -5.13608502e-01 -2.69058420e-01 -4.72717194e-01 -3.63305345e-01
-3.47133784e-01 -3.64123287e-01 -6.17927659e-01 -6.09690772e-01
-6.63887944e-01 -9.49711212e-02 -5.47592102e-01 -8.21382267e-01
-6.08523301e-01]
[ -1.16990476e-01 2.41410833e-02 -3.43338488e-01 -4.62297897e-01
-1.05078920e-01 -7.46887344e-02 -1.97642199e-01 -4.17676346e-01
-1.75666206e-01 5.90615772e-02 -5.04986269e-01 -1.13261507e+00
-6.79974637e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56972966e-01 -1.21819832e-01 1.63510480e-01 -2.86600856e-01
-1.32258212e-01 1.13115671e-01 -1.33222651e-01 5.79665097e-03
-8.49930358e-02 5.93620615e-02 -2.01649083e-01 -4.17151637e-01
-6.58086898e-02]
[ -9.26919426e-02 -2.63966052e-01 -1.81618789e-01 -2.77984702e-01
-4.76353579e-01 -8.70963446e-02 -8.03278915e-02 -7.60335973e-03
-7.84124440e-02 -5.57170271e-03 -2.33172833e-01 -4.32744838e-01
-2.81788831e-01]
[ -6.48333207e-02 -3.01213553e-02 -2.27313954e-01 -2.68885003e-01
1.12576817e-01 -1.61114947e-01 -1.86596433e-01 1.25340304e-01
-8.38034220e-03 1.29163247e-01 -2.16027595e-01 -2.39609853e-02
-8.85112704e-02]
[ 3.89493601e-02 -1.68603594e-01 -1.48395067e-01 -1.00050107e-01
-1.26826707e-01 -1.06509383e-01 1.09239982e-01 -1.44836383e-01
-1.43722645e-02 3.45646854e-02 -4.42813462e-02 -1.24941734e-01
-1.30573905e-02]
[ -2.91497222e-01 -1.41168017e-01 -7.85107857e-02 -1.24698271e-01
-3.00596434e-01 -2.75982705e-01 -3.61455461e-01 1.70188877e-02
-3.22996464e-01 -2.19169633e-01 1.46329190e-01 -1.59342764e-01
1.61058123e-01]
[ -2.30607520e-01 -1.23325755e-01 -9.46817291e-02 -4.06699976e-02
-8.30591090e-02 -1.20409540e-01 -8.46546067e-02 2.14478941e-04
-1.43315342e-01 -9.34665643e-02 5.20713386e-03 -1.99409633e-01
-1.40163222e-01]
[ -1.76506805e-01 -6.96698716e-02 -2.30310637e-01 -2.59323764e-01
-1.57740762e-01 -2.05719346e-01 -3.49560575e-01 -1.14164082e-01
1.25400429e-01 -2.39514419e-01 -3.65030687e-01 -3.63403206e-01
-3.62499782e-01]
[ -3.72345596e-01 -5.81877807e-02 -1.52287592e-01 -1.03066226e-01
-4.46447813e-02 -3.13897546e-01 2.31906838e-02 -9.45116697e-02
-1.26926716e-01 4.68599648e-02 3.67951953e-02 -2.72011081e-01
-3.91828185e-01]
[ -1.61705864e-01 -1.40557626e-01 -5.36447227e-02 -1.85039945e-01
-1.26020018e-01 -2.95625525e-01 3.88196984e-02 -1.52661642e-01
-2.03302178e-01 4.30215487e-02 2.09651337e-01 -3.86365854e-03
-1.44502501e-01]
[ -1.30452188e-01 -1.71480703e-01 -1.14476635e-01 -2.93532111e-01
9.31398135e-02 -1.77695523e-02 -1.71868203e-01 -1.76097572e-01
1.14648064e-01 -9.55188034e-02 -1.25591744e-01 -3.56806227e-02
-3.12542503e-01]
[ -4.01547534e-02 -3.63188900e-02 -1.49552699e-01 -1.00886348e-01
-2.31099965e-01 6.30106406e-02 -5.12149301e-02 -3.94576854e-02
-2.22426294e-01 -8.65375161e-02 -1.31886976e-01 -4.03096332e-01
-1.95611898e-01]
[ -6.81069903e-02 2.21109932e-02 -1.29049804e-01 -3.39786319e-01
1.19068149e-01 2.04495076e-02 -1.92179561e-01 -1.45554404e-01
1.29996461e-01 -5.48870079e-02 -3.04069856e-01 -2.85642567e-01
-3.20452300e-01]
[ 7.33856952e-02 -3.05298677e-01 -8.63741853e-02 -4.61937936e-01
-2.19373000e-01 -9.04701864e-02 5.12706935e-02 8.27215904e-02
-2.52146691e-02 2.85444658e-01 -5.42247156e-01 -8.51591299e-01
4.54803437e-01]
[ -2.25701453e-01 -2.41913010e-01 -1.32939909e-01 -3.22598331e-01
-2.98949396e-01 -9.41621470e-02 2.06932108e-01 3.83504171e-02
2.83662596e-01 3.40396143e-02 -4.30709784e-01 -1.06408333e+00
6.68514767e-01]
[ -1.82845638e-02 -1.83802333e-01 1.97713252e-02 -3.24987893e-01
-1.68841247e-01 1.64554116e-01 2.03474635e-01 2.52960115e-01
-3.25459718e-02 2.26553943e-01 -2.49502663e-01 -1.14619677e+00
7.69227157e-01]
[ -3.33574655e-03 -4.24588332e-02 -1.26567784e-01 -1.45680679e-01
-1.78059247e-01 -4.80264743e-02 3.10096585e-01 1.64462977e-01
2.56435226e-01 3.62527870e-01 -5.11757943e-01 -1.09162789e+00
8.14985680e-01]
[ -8.66660340e-02 -2.77051782e-01 5.75307312e-02 -3.60697874e-01
-1.47466568e-01 1.15992052e-01 3.77917470e-01 1.40072467e-01
-6.70829532e-02 1.58702940e-01 -5.74215086e-01 -1.06384677e+00
8.78441627e-01]
[ 1.18102358e-01 -8.78622751e-02 1.46287749e-02 -1.76363768e-01
-8.17108336e-02 -1.91390352e-02 2.75557854e-01 3.78778753e-01
4.25776912e-01 2.62606208e-01 -5.74021794e-01 -1.00972439e+00
6.01548193e-01]
[ -1.84119716e-05 -1.41167876e-01 2.30599840e-02 1.39839267e-02
-9.49160819e-02 -2.83285322e-01 1.01637837e-01 3.68815784e-01
1.70523689e-02 1.34106780e-01 -2.76844007e-01 -8.50321317e-01
2.57344569e-01]
[ 9.65936651e-02 9.43801689e-02 8.75051784e-03 1.84510920e-01
-9.79416244e-02 -5.76064849e-02 -1.27288234e-01 -1.13381097e-01
-2.24783397e-01 -1.04932564e-01 -1.02816890e-01 1.79268739e-01
-4.11397334e-01]
[ 5.09019797e-02 -1.17841925e-01 1.49735684e-01 4.07449292e-01
2.37064977e-01 9.53036199e-03 -3.65731319e-01 -3.29826530e-01
-2.05046602e-02 -5.37764248e-01 2.60182785e-01 9.06336620e-01
-7.76908258e-01]
[ 2.59879192e-02 7.88499448e-02 -2.14369798e-01 1.04379824e-01
3.52268764e-02 -2.92504669e-03 -1.96552974e-01 -3.55193860e-01
-2.85514344e-01 -2.54504974e-01 -1.80362938e-02 -9.83467071e-02
-2.06808249e-01]
[ -6.64859138e-02 -2.06087374e-01 5.81935664e-02 3.83652760e-02
-1.28547347e-01 -1.36335738e-01 -3.14266750e-02 -5.16895398e-02
3.74759393e-02 -4.03056024e-01 -3.45378411e-01 -2.45022372e-01
9.04243469e-02]
[ -2.78078996e-03 -2.63822414e-01 5.01720129e-02 -3.34966672e-01
-1.88179031e-01 -2.34182222e-01 -3.24138058e-01 -2.44902021e-02
-5.63863933e-02 2.58349505e-02 -2.16670741e-01 2.48076779e-01
6.95612848e-02]
[ 1.60676671e-01 5.98506361e-02 -1.09635961e-01 -3.26250898e-01
-5.43838927e-02 -1.03833408e-01 -2.37552994e-01 -4.69439641e-02
-2.17544243e-01 -2.74598733e-01 -2.26698733e-01 4.82614424e-01
-8.72259497e-03]
[ -1.82094137e-01 -1.77319281e-01 -1.17885490e-01 -3.21195037e-01
-4.80180033e-02 2.43661575e-02 -2.28154216e-01 -2.83909949e-01
-1.56698633e-01 -9.75727313e-02 -2.60399656e-01 3.22250656e-01
-7.09984253e-02]
[ -4.68953116e-02 -2.02029418e-01 -1.67608889e-01 -3.22050493e-01
-4.45423076e-02 4.11196016e-02 -1.07220665e-01 -1.08425692e-01
-2.59670882e-01 -3.47874832e-01 -7.61500237e-02 1.90533137e-01
3.92210428e-02]
[ 9.97497420e-02 9.13612267e-02 -1.83127089e-02 -2.51286714e-01
-3.17287592e-01 4.96917374e-03 -2.18321320e-01 -3.47418079e-01
-3.40975138e-01 -5.17000574e-02 -1.30805471e-01 2.62341184e-01
-1.29463707e-02]
[ -6.17349976e-02 -9.77680594e-03 -2.84719944e-01 -5.34439163e-02
7.00664357e-02 1.55078625e-01 -2.54015542e-01 -1.85902276e-01
-5.94195862e-02 -5.32502615e-02 1.73723474e-01 7.13095262e-01
-1.05676307e-01]
[ 1.34423880e-01 3.31839622e-01 -1.96157505e-01 7.49733584e-01
1.12317728e-01 2.58060815e-03 -2.16745904e-01 -3.77554430e-01
-2.30123624e-01 -3.20172881e-01 7.41550744e-01 9.16446256e-01
-1.27181921e+00]
[ -6.77302345e-03 1.71251944e-01 5.48144352e-02 3.72653276e-01
-2.13644394e-03 -6.53990880e-02 -2.86709986e-01 -3.41660245e-01
-2.87648448e-01 -2.11620940e-01 5.84115054e-01 9.45349799e-01
-1.25530673e+00]
[ -3.04464427e-02 -1.39592178e-01 -1.48984646e-01 3.22603665e-01
-1.82759004e-01 2.37191595e-01 -4.36630437e-02 -1.83463777e-01
-2.29246524e-01 -3.65307351e-01 2.09303540e-01 5.45876699e-01
-6.23460339e-01]
[ 8.29379210e-02 -3.82292582e-01 -5.09736411e-02 2.10621874e-02
-1.15820182e-01 1.99804411e-01 7.55095594e-02 1.69455288e-01
-1.88496965e-01 -7.71379749e-03 -4.82793123e-02 3.42818249e-01
-3.59371816e-01]
[ 2.10598201e-01 -2.95531898e-01 -1.18968416e-01 -7.47345958e-02
-2.16130391e-01 1.22728199e-01 3.83911123e-02 -1.27429354e-01
-6.02278868e-02 -5.22605340e-02 -1.55836097e-01 -1.87244330e-01
-2.07425103e-01]
[ -1.33684468e-01 -7.98109833e-02 3.79387059e-02 -2.41637586e-01
-5.83338305e-02 -1.41400718e-01 4.23360651e-02 -7.67549006e-03
-9.94151179e-02 1.59339169e-02 -3.19593390e-01 -4.49722027e-01
-1.21161185e-01]
[ -1.42309979e-01 -1.35267373e-01 -6.87265154e-02 -2.82655751e-01
-3.45280042e-01 -2.89025909e-01 1.63325974e-01 1.47298514e-01
1.08096334e-02 1.24339691e-01 -2.75484507e-01 -8.65883820e-01
2.85404304e-02]
[ -1.28104409e-01 -2.56062545e-01 -3.00940090e-01 -8.75466576e-01
-3.06836797e-01 -2.07123447e-01 -1.37626207e-01 2.05845716e-03
4.49245406e-02 -4.50201066e-01 -7.03993710e-01 -7.05771547e-01
-1.14507740e+00]
[ -1.24496721e-01 1.31630875e-01 1.43136950e-02 1.29184259e-01
-2.04134752e-01 -1.76075967e-01 -1.56002931e-01 1.43991695e-02
-1.40302960e-01 -1.42101919e-01 -1.28521456e-01 -4.10718111e-01
8.07524390e-02]
[ -3.65630394e-01 -1.16154899e-01 -2.73897262e-01 3.28152463e-01
-1.97610876e-01 -2.32968426e-01 -1.35922974e-01 -1.07707611e-01
8.08153208e-03 2.44557186e-02 1.15092269e-01 -3.18813857e-01
1.87154645e-01]
[ -1.32861875e-01 -4.83771644e-02 -2.54756488e-01 1.71869816e-01
-2.28766415e-01 -2.79813467e-01 -3.78101124e-01 -2.38903705e-02
1.34418772e-02 -1.09720093e-01 -2.00123978e-01 -3.24094332e-01
1.38754333e-01]
[ -2.49812877e-01 -5.29858210e-01 -3.41325794e-01 -4.79682869e-02
-3.16675530e-01 -2.33486897e-01 -1.47161702e-01 -2.47676278e-01
1.01239031e-02 -2.62853395e-01 -4.39468472e-02 -3.01250869e-01
2.03032707e-02]
[ -2.23337168e-01 -2.94874663e-01 -3.21769540e-01 -7.09879924e-02
-8.69482364e-02 -1.51042030e-01 -9.04572383e-02 2.04484615e-02
-2.03981999e-01 -5.09558976e-01 -2.21227055e-01 -2.18950620e-01
-4.49522959e-02]
[ -9.52549234e-02 -1.54852808e-02 -2.43084011e-01 -9.13382151e-01
-2.71687260e-01 -2.59165224e-01 6.23611341e-02 -4.77514223e-01
1.27663756e-01 -1.86875014e-01 -6.65570847e-01 -3.48036694e-01
-1.11471771e+00]]
Progress: 29.4% ... Training loss: 0.201 ... Validation loss: 0.353[[-0.24405024]
[ 0.23896482]
[-0.10645545]
[ 1.21912962]
[ 0.25270929]
[-0.04504446]
[-0.89904622]
[-0.83138174]
[-0.57727286]
[-0.84657789]
[ 1.26684181]
[ 3.00471654]
[-2.29512411]]
[[ -5.17619496e-01 -4.93663454e-01 -5.88737433e-01 -1.86116311e-02
-2.92294289e-01 -5.94359192e-01 2.94350512e-02 -2.26362157e-01
-3.04903998e-01 -2.91799261e-01 2.54819161e-01 1.02495907e+00
3.07843121e-01]
[ 8.11564516e-03 -1.36889260e-01 4.84632836e-02 -9.09309554e-02
-4.02783008e-02 5.82433557e-02 -1.12056108e-01 1.92767703e-01
-1.49156533e-01 -1.85792874e-01 -1.11404688e-01 -1.23770151e-01
-3.38493451e-02]
[ -2.76550241e-01 1.37453476e-01 -3.51909848e-02 6.63473863e-02
7.76269593e-02 -1.33964368e-01 -8.71906569e-02 -1.82244986e-01
2.59528609e-01 -4.67651204e-01 1.31622439e-01 7.20488465e-01
8.45300766e-01]
[ 2.54312685e-01 -2.40727510e-01 -2.77815667e-01 1.30993807e-01
-2.69457143e-01 1.10903902e-02 4.89821612e-01 -5.58294078e-01
3.21309011e-01 -1.86867419e-01 -8.38868609e-02 -3.25544284e-01
-3.19096550e-01]
[ 1.34707632e-01 8.00706015e-03 1.14595003e-01 -1.22589077e-01
-2.46564304e-02 7.29797134e-02 -1.94005573e-01 -1.79486397e-01
6.18893072e-02 2.47644750e-01 6.83154120e-03 -8.34195787e-02
-1.62775947e-01]
[ -4.83823518e-01 -6.15544701e-01 -6.01350142e-01 -6.08198308e-01
-5.94495414e-01 -5.64699323e-01 -3.66662371e-01 -1.55805914e-01
-4.66602441e-01 -2.38309633e-01 -5.93725464e-01 -8.95810443e-01
-7.02126525e-01]
[ -4.11990890e-01 -5.96280445e-01 -3.24957813e-01 -4.39727537e-01
-4.19565013e-01 -5.63738609e-01 -4.04059157e-01 -4.80000825e-01
-2.95746771e-01 -9.67172557e-02 -4.91989774e-01 -5.19903510e-01
-5.53992053e-01]
[ -3.46001165e-01 -3.41474561e-01 -4.88355943e-01 -1.45171981e-01
-3.16833462e-01 -4.26281338e-01 -2.95447018e-01 -2.88697586e-01
-2.97048125e-01 -5.85763796e-01 -2.89824026e-01 -7.35219952e-01
-6.18035921e-01]
[ -4.65428354e-01 -3.44067204e-01 -3.84355549e-01 -2.40758427e-01
-3.34674442e-01 -2.17460706e-01 -2.99796343e-02 -4.51435807e-01
-2.54274672e-01 -4.55596210e-01 -1.93420625e-01 -2.58593509e-01
-2.17411471e-01]
[ -9.55730521e-01 -9.53549766e-01 -9.89234934e-01 -7.58499790e-01
-1.04216158e+00 -9.90044895e-01 -5.41003275e-01 -5.91265943e-01
-7.34456605e-01 -5.82026806e-01 -7.91943855e-01 -6.09455414e-01
-9.23211299e-01]
[ -5.13570565e-01 -2.69327112e-01 -4.72745591e-01 -3.64011156e-01
-3.47311051e-01 -3.64123719e-01 -6.16186056e-01 -6.09871071e-01
-6.63435312e-01 -9.54257925e-02 -5.48665892e-01 -8.22414395e-01
-6.08596472e-01]
[ -1.16822183e-01 2.39016652e-02 -3.43326127e-01 -4.64679856e-01
-1.05187948e-01 -7.46645666e-02 -1.97017331e-01 -4.17563704e-01
-1.75267646e-01 5.95617683e-02 -5.07201085e-01 -1.13701432e+00
-6.78690254e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.57099533e-01 -1.21809292e-01 1.63484805e-01 -2.86712751e-01
-1.32206527e-01 1.13102495e-01 -1.33448112e-01 5.64047944e-03
-8.52709714e-02 5.92130874e-02 -2.01858969e-01 -4.18642664e-01
-6.61448659e-02]
[ -9.23300209e-02 -2.64286300e-01 -1.81485849e-01 -2.79603389e-01
-4.76599151e-01 -8.70384439e-02 -7.91661582e-02 -5.88888945e-03
-7.78122367e-02 -3.40353432e-03 -2.35669704e-01 -4.38639254e-01
-2.81275731e-01]
[ -6.49572322e-02 -2.98122727e-02 -2.27383175e-01 -2.67022215e-01
1.12806647e-01 -1.61131299e-01 -1.87465393e-01 1.24103017e-01
-9.09117726e-03 1.28162594e-01 -2.13338382e-01 -1.71014155e-02
-9.22770112e-02]
[ 3.86308908e-02 -1.68400644e-01 -1.48525145e-01 -9.65120402e-02
-1.26373254e-01 -1.06582496e-01 1.07181725e-01 -1.45981005e-01
-1.52679339e-02 3.30199331e-02 -4.05704705e-02 -1.16883715e-01
-1.55894491e-02]
[ -2.91301093e-01 -1.41247098e-01 -7.84956934e-02 -1.24840641e-01
-3.00627654e-01 -2.75964617e-01 -3.60997081e-01 1.73493470e-02
-3.22574431e-01 -2.18587111e-01 1.46184277e-01 -1.59797989e-01
1.62623070e-01]
[ -2.30925115e-01 -1.22979171e-01 -9.48347456e-02 -3.85431612e-02
-8.27092363e-02 -1.20467357e-01 -8.60975162e-02 -9.20642634e-04
-1.44507244e-01 -9.45830837e-02 6.95255034e-03 -1.95958274e-01
-1.43906943e-01]
[ -1.76230350e-01 -7.03633692e-02 -2.30145155e-01 -2.62930802e-01
-1.58433530e-01 -2.05653390e-01 -3.47476408e-01 -1.11470751e-01
1.27439609e-01 -2.38582994e-01 -3.69106215e-01 -3.70898688e-01
-3.54436549e-01]
[ -3.72399876e-01 -5.79540676e-02 -1.52321255e-01 -9.98775763e-02
-4.43839236e-02 -3.13916477e-01 2.21934728e-02 -9.49247799e-02
-1.27722921e-01 4.67458617e-02 3.99818600e-02 -2.66271713e-01
-3.94871932e-01]
[ -1.61605348e-01 -1.40849058e-01 -5.35710880e-02 -1.85624361e-01
-1.26414157e-01 -2.95591782e-01 3.95334587e-02 -1.51175611e-01
-2.03138656e-01 4.35425058e-02 2.08222669e-01 -6.93877622e-03
-1.41075581e-01]
[ -1.30823708e-01 -1.71040744e-01 -1.14679019e-01 -2.92155815e-01
9.36599641e-02 -1.78712411e-02 -1.73020584e-01 -1.77896616e-01
1.13544270e-01 -9.68035735e-02 -1.23561552e-01 -2.88612124e-02
-3.15216700e-01]
[ -4.00556173e-02 -3.62306629e-02 -1.49590642e-01 -1.01373517e-01
-2.30993646e-01 6.30001057e-02 -5.09073543e-02 -4.05899900e-02
-2.22399436e-01 -8.68178049e-02 -1.31386934e-01 -3.98342476e-01
-1.96343750e-01]
[ -6.80196840e-02 2.20349499e-02 -1.29020450e-01 -3.40072648e-01
1.18996587e-01 2.04689160e-02 -1.91998660e-01 -1.45163847e-01
1.30129193e-01 -5.44879057e-02 -3.04420336e-01 -2.86103143e-01
-3.20380065e-01]
[ 7.31993383e-02 -3.05195012e-01 -8.64121838e-02 -4.61449204e-01
-2.19256799e-01 -9.04979513e-02 5.05337239e-02 8.24435086e-02
-2.56499343e-02 2.84821663e-01 -5.41837619e-01 -8.51560583e-01
4.53980317e-01]
[ -2.25712543e-01 -2.41910751e-01 -1.32937717e-01 -3.22710094e-01
-2.98956510e-01 -9.41649104e-02 2.06976441e-01 3.84488179e-02
2.83678221e-01 3.41443797e-02 -4.30871792e-01 -1.06454531e+00
6.69029190e-01]
[ -1.82521557e-02 -1.83876523e-01 1.97973318e-02 -3.25844848e-01
-1.68955492e-01 1.64566825e-01 2.04242935e-01 2.53614202e-01
-3.22621370e-02 2.26907446e-01 -2.50561918e-01 -1.14843717e+00
7.71806180e-01]
[ -3.44266964e-03 -4.23412572e-02 -1.26612991e-01 -1.45402146e-01
-1.77977899e-01 -4.80490271e-02 3.09600662e-01 1.63983064e-01
2.56154431e-01 3.62092960e-01 -5.11604474e-01 -1.09166685e+00
8.14624029e-01]
[ -8.69396671e-02 -2.76876631e-01 5.74322658e-02 -3.59629631e-01
-1.47274176e-01 1.15940555e-01 3.76814288e-01 1.39585670e-01
-6.77619501e-02 1.57686806e-01 -5.73353746e-01 -1.06347043e+00
8.76089481e-01]
[ 1.18110939e-01 -8.78600221e-02 1.46293786e-02 -1.76344244e-01
-8.17129334e-02 -1.91382765e-02 2.75576507e-01 3.78785792e-01
4.25782982e-01 2.62649679e-01 -5.74014603e-01 -1.00971675e+00
6.01470476e-01]
[ 2.33438897e-04 -1.41387264e-01 2.31142532e-02 1.32087181e-02
-9.51296061e-02 -2.83257486e-01 1.03304343e-01 3.69758875e-01
1.79954960e-02 1.34883348e-01 -2.77577776e-01 -8.52204246e-01
2.57447012e-01]
[ 9.65944008e-02 9.44853604e-02 8.70491959e-03 1.86311507e-01
-9.78238590e-02 -5.76202721e-02 -1.27487518e-01 -1.13883477e-01
-2.25138495e-01 -1.04836040e-01 -1.01342404e-01 1.82251583e-01
-4.14923132e-01]
[ 5.03471585e-02 -1.17389954e-01 1.49508640e-01 4.13511910e-01
2.37760920e-01 9.44039537e-03 -3.69136374e-01 -3.31809346e-01
-2.25340163e-02 -5.40326089e-01 2.66164318e-01 9.21512823e-01
-7.82336842e-01]
[ 2.60541667e-02 7.85662988e-02 -2.14322181e-01 1.03415970e-01
3.49467055e-02 -2.90483649e-03 -1.95738396e-01 -3.54872650e-01
-2.84976635e-01 -2.54531314e-01 -1.94338529e-02 -1.02872822e-01
-2.03894201e-01]
[ -6.65639824e-02 -2.05998480e-01 5.81570404e-02 3.83344840e-02
-1.28463998e-01 -1.36343136e-01 -3.24571513e-02 -5.20741310e-02
3.70181522e-02 -4.03530708e-01 -3.44785085e-01 -2.41092206e-01
8.98699301e-02]
[ -2.97563239e-03 -2.63822271e-01 5.01509456e-02 -3.35439094e-01
-1.88201869e-01 -2.34208727e-01 -3.24585869e-01 -2.44307496e-02
-5.65113169e-02 2.52379616e-02 -2.17334648e-01 2.45823397e-01
7.17456708e-02]
[ 1.61045925e-01 5.96475335e-02 -1.09539364e-01 -3.28500095e-01
-5.45388500e-02 -1.03785146e-01 -2.36484943e-01 -4.62455668e-02
-2.16536905e-01 -2.73354730e-01 -2.28507076e-01 4.79839774e-01
-4.45233414e-03]
[ -1.82071780e-01 -1.77477434e-01 -1.17846955e-01 -3.22080758e-01
-4.81794605e-02 2.43781171e-02 -2.27862363e-01 -2.83244350e-01
-1.56348124e-01 -9.73616450e-02 -2.61446506e-01 3.20413478e-01
-6.90413945e-02]
[ -4.67331140e-02 -2.02212356e-01 -1.67565197e-01 -3.24573968e-01
-4.47228579e-02 4.11422967e-02 -1.06032650e-01 -1.07917744e-01
-2.59212105e-01 -3.47104730e-01 -7.82127035e-02 1.89123139e-01
4.29712173e-02]
[ 9.98781284e-02 9.13057300e-02 -1.82590953e-02 -2.51720761e-01
-3.17352337e-01 4.99167631e-03 -2.18145626e-01 -3.47293092e-01
-3.40946238e-01 -5.07306887e-02 -1.31317777e-01 2.62720820e-01
-1.29637368e-02]
[ -6.21501022e-02 -9.19709996e-03 -2.84938652e-01 -5.14034363e-02
7.06984413e-02 1.54963508e-01 -2.55604176e-01 -1.88579530e-01
-6.06249465e-02 -5.57487762e-02 1.77086530e-01 7.22053591e-01
-1.10628869e-01]
[ 1.34535207e-01 3.31932682e-01 -1.96174280e-01 7.50867412e-01
1.12433445e-01 2.58712493e-03 -2.16979203e-01 -3.77408009e-01
-2.30502261e-01 -3.19524310e-01 7.42774412e-01 9.18499951e-01
-1.27477509e+00]
[ -6.84689233e-03 1.71597962e-01 5.47686412e-02 3.76717932e-01
-1.79527547e-03 -6.54068468e-02 -2.88649236e-01 -3.42873588e-01
-2.88802615e-01 -2.12095190e-01 5.88210931e-01 9.54091880e-01
-1.26083133e+00]
[ -3.02484710e-02 -1.40020092e-01 -1.48883713e-01 3.22781334e-01
-1.83061221e-01 2.37242506e-01 -4.30948978e-02 -1.82023575e-01
-2.28618122e-01 -3.64396297e-01 2.08897124e-01 5.45737568e-01
-6.23170476e-01]
[ 8.31797028e-02 -3.82491262e-01 -5.09193972e-02 1.93396955e-02
-1.16060222e-01 1.99831426e-01 7.75546358e-02 1.70845176e-01
-1.87596398e-01 -6.56915023e-03 -5.05920925e-02 3.36081827e-01
-3.55955667e-01]
[ 2.10665657e-01 -2.95565569e-01 -1.18949340e-01 -7.50580626e-02
-2.16171873e-01 1.22739226e-01 3.86492841e-02 -1.27310066e-01
-6.00816234e-02 -5.19824957e-02 -1.56101319e-01 -1.87521719e-01
-2.07105388e-01]
[ -1.33679696e-01 -7.98149407e-02 3.79407689e-02 -2.41670724e-01
-5.83389313e-02 -1.41399800e-01 4.23802338e-02 -7.62097528e-03
-9.94029265e-02 1.59727617e-02 -3.19630082e-01 -4.49813865e-01
-1.21102431e-01]
[ -1.42271475e-01 -1.35321369e-01 -6.87082508e-02 -2.83153356e-01
-3.45328481e-01 -2.89020635e-01 1.63715650e-01 1.47670350e-01
1.09988946e-02 1.24567916e-01 -2.76024143e-01 -8.67041370e-01
2.95709586e-02]
[ -1.28673382e-01 -2.55300457e-01 -3.01257508e-01 -8.74300608e-01
-3.06073894e-01 -2.07296728e-01 -1.39420226e-01 -8.15339709e-04
4.32253687e-02 -4.52718567e-01 -7.00778361e-01 -6.93869340e-01
-1.15034839e+00]
[ -1.25019875e-01 1.32339810e-01 1.40721953e-02 1.33615084e-01
-2.03478975e-01 -1.76167718e-01 -1.58405469e-01 1.13148879e-02
-1.41891206e-01 -1.44915040e-01 -1.23586301e-01 -3.98574854e-01
7.53825677e-02]
[ -3.65714658e-01 -1.16298644e-01 -2.73891087e-01 3.31366154e-01
-1.97566307e-01 -2.32941681e-01 -1.37867720e-01 -1.06614468e-01
7.21254917e-03 2.45556839e-02 1.17810132e-01 -3.09673026e-01
1.85897708e-01]
[ -1.32039333e-01 -4.89709726e-02 -2.54513046e-01 1.67916948e-01
-2.29324919e-01 -2.79711467e-01 -3.75352947e-01 -2.15969026e-02
1.56342025e-02 -1.06399089e-01 -2.04375502e-01 -3.35936225e-01
1.46674233e-01]
[ -2.50268697e-01 -5.29411885e-01 -3.41519426e-01 -4.28770051e-02
-3.16144559e-01 -2.33575975e-01 -1.49949150e-01 -2.49539750e-01
8.24415379e-03 -2.64901992e-01 -3.94200961e-02 -2.92444838e-01
1.31594541e-02]
[ -2.23430123e-01 -2.94797431e-01 -3.21821906e-01 -7.06183435e-02
-8.68557785e-02 -1.51055215e-01 -9.01580563e-02 2.08793329e-02
-2.04118380e-01 -5.09959164e-01 -2.20601181e-01 -2.18325619e-01
-4.40508435e-02]
[ -9.45431776e-02 -1.65715521e-02 -2.42764188e-01 -9.18445962e-01
-2.72678527e-01 -2.59023190e-01 6.64038655e-02 -4.73912968e-01
1.30052153e-01 -1.83404462e-01 -6.72184256e-01 -3.62002389e-01
-1.10768451e+00]]
Progress: 29.5% ... Training loss: 0.201 ... Validation loss: 0.350[[-0.25496022]
[ 0.23013647]
[-0.11328465]
[ 1.20769654]
[ 0.24406574]
[-0.05156535]
[-0.91328049]
[-0.83769616]
[-0.59318115]
[-0.8607758 ]
[ 1.24967204]
[ 2.9759015 ]
[-2.30928989]]
[[ -5.16074140e-01 -4.95133052e-01 -5.88145033e-01 -2.81173906e-02
-2.94041662e-01 -5.94130134e-01 3.91424953e-02 -2.21810163e-01
-2.98810066e-01 -2.85909706e-01 2.40826538e-01 9.87370130e-01
3.15773903e-01]
[ 7.99649140e-03 -1.36790667e-01 4.84130718e-02 -9.05833128e-02
-4.01791753e-02 5.82191527e-02 -1.12335050e-01 1.92222332e-01
-1.49303837e-01 -1.86274469e-01 -1.10927866e-01 -1.22539045e-01
-3.44691129e-02]
[ -2.76213826e-01 1.36849784e-01 -3.50205287e-02 5.99967076e-02
7.71390704e-02 -1.33936234e-01 -8.09030468e-02 -1.82191779e-01
2.63871977e-01 -4.69002171e-01 1.22586417e-01 6.99225104e-01
8.56025648e-01]
[ 2.56013223e-01 -2.42114378e-01 -2.77421790e-01 1.25070132e-01
-2.70937586e-01 1.12844796e-02 4.98546624e-01 -5.58435260e-01
3.27501058e-01 -1.85197701e-01 -8.99399683e-02 -3.44005043e-01
-3.20770443e-01]
[ 1.36364533e-01 6.92580374e-03 1.15128306e-01 -1.29952566e-01
-2.57186772e-02 7.32228609e-02 -1.89473859e-01 -1.78120200e-01
6.57052537e-02 2.54135285e-01 -8.15217944e-05 -9.65325548e-02
-1.54506766e-01]
[ -4.83125638e-01 -6.16451331e-01 -6.01009735e-01 -6.11971693e-01
-5.95438967e-01 -5.64542007e-01 -3.64447109e-01 -1.51232749e-01
-4.65362775e-01 -2.34061249e-01 -5.99226295e-01 -9.09434704e-01
-6.99609879e-01]
[ -4.11322039e-01 -5.96653607e-01 -3.24751581e-01 -4.44261171e-01
-4.20066756e-01 -5.63656961e-01 -4.01342954e-01 -4.78317931e-01
-2.94060420e-01 -9.27777708e-02 -4.97387609e-01 -5.32451111e-01
-5.49433267e-01]
[ -3.44794070e-01 -3.42536837e-01 -4.88012313e-01 -1.52723277e-01
-3.17921750e-01 -4.26136656e-01 -2.87364725e-01 -2.87712679e-01
-2.91874886e-01 -5.83693330e-01 -2.98969927e-01 -7.59004796e-01
-6.14061072e-01]
[ -4.66134631e-01 -3.43437778e-01 -3.84611627e-01 -2.38060785e-01
-3.34002612e-01 -2.17612247e-01 -3.36234909e-02 -4.54615225e-01
-2.56131809e-01 -4.58415249e-01 -1.89709982e-01 -2.46402259e-01
-2.19675064e-01]
[ -9.55196899e-01 -9.53977413e-01 -9.89010119e-01 -7.64398748e-01
-1.04277400e+00 -9.90027702e-01 -5.36733913e-01 -5.89874196e-01
-7.31499026e-01 -5.80221765e-01 -8.00760354e-01 -6.33076295e-01
-9.17322522e-01]
[ -5.12538543e-01 -2.70304504e-01 -4.72416205e-01 -3.70083771e-01
-3.48325147e-01 -3.63958100e-01 -6.11920417e-01 -6.07235999e-01
-6.60874702e-01 -9.08237293e-02 -5.55053904e-01 -8.35419084e-01
-6.06432798e-01]
[ -1.16520278e-01 2.35940608e-02 -3.43246137e-01 -4.65868955e-01
-1.05423191e-01 -7.46152737e-02 -1.96182430e-01 -4.17528975e-01
-1.74543717e-01 6.05939604e-02 -5.08330499e-01 -1.13815421e+00
-6.77956016e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56583017e-01 -1.22459528e-01 1.63730092e-01 -2.89877849e-01
-1.32909459e-01 1.13214826e-01 -1.31298750e-01 8.88628058e-03
-8.41878313e-02 6.23831464e-02 -2.06272621e-01 -4.30423213e-01
-6.42007762e-02]
[ -9.23668386e-02 -2.64334609e-01 -1.81462352e-01 -2.79376351e-01
-4.76624237e-01 -8.70398011e-02 -7.94279683e-02 -5.52674113e-03
-7.78542968e-02 -3.30467513e-03 -2.35762470e-01 -4.39833876e-01
-2.80398353e-01]
[ -6.44173052e-02 -3.02464660e-02 -2.27237898e-01 -2.70169866e-01
1.12305204e-01 -1.61050122e-01 -1.85994031e-01 1.25166106e-01
-8.21086421e-03 1.30788776e-01 -2.16447729e-01 -2.34823776e-02
-9.12804837e-02]
[ 3.90300836e-02 -1.68707803e-01 -1.48377782e-01 -9.82453819e-02
-1.26698543e-01 -1.06522891e-01 1.08361626e-01 -1.45164852e-01
-1.43355191e-02 3.47508512e-02 -4.24115022e-02 -1.21034129e-01
-1.25475684e-02]
[ -2.91336622e-01 -1.41322400e-01 -7.84524772e-02 -1.25584994e-01
-3.00712029e-01 -2.75968170e-01 -3.60801619e-01 1.80318796e-02
-3.22237290e-01 -2.18395346e-01 1.44365814e-01 -1.65777147e-01
1.65012241e-01]
[ -2.31257801e-01 -1.22474714e-01 -9.50031420e-02 -3.66217632e-02
-8.22443816e-02 -1.20526453e-01 -8.70619744e-02 -2.19303774e-03
-1.45526474e-01 -9.57730710e-02 8.56773997e-03 -1.90463478e-01
-1.47510275e-01]
[ -1.76127677e-01 -7.05298959e-02 -2.30106078e-01 -2.62563554e-01
-1.58439856e-01 -2.05641732e-01 -3.47498713e-01 -1.11436736e-01
1.27459192e-01 -2.38126762e-01 -3.68925315e-01 -3.71271080e-01
-3.54217955e-01]
[ -3.72046632e-01 -5.83230132e-02 -1.52197608e-01 -1.01628531e-01
-4.48632134e-02 -3.13859810e-01 2.48796326e-02 -9.44198302e-02
-1.25902343e-01 4.71338402e-02 3.77338206e-02 -2.71412524e-01
-3.96138872e-01]
[ -1.60925193e-01 -1.41376422e-01 -5.33863952e-02 -1.91154915e-01
-1.26998213e-01 -2.95527799e-01 4.39542774e-02 -1.50758705e-01
-2.00091566e-01 4.44884707e-02 2.02166122e-01 -2.17389354e-02
-1.36269130e-01]
[ -1.31014551e-01 -1.70839703e-01 -1.14761989e-01 -2.92158334e-01
9.38581341e-02 -1.79164700e-02 -1.73581980e-01 -1.78728391e-01
1.13022205e-01 -9.74105647e-02 -1.23051473e-01 -2.54404026e-02
-3.14117944e-01]
[ -4.04163075e-02 -3.59139519e-02 -1.49727429e-01 -1.00534581e-01
-2.30695677e-01 6.29201352e-02 -5.25408502e-02 -4.21997353e-02
-2.23243762e-01 -8.80161477e-02 -1.29888387e-01 -3.94014212e-01
-1.98131240e-01]
[ -6.77872772e-02 2.18781312e-02 -1.28950160e-01 -3.40513470e-01
1.18882635e-01 2.05048074e-02 -1.91288359e-01 -1.44513979e-01
1.30678734e-01 -5.36612462e-02 -3.04979129e-01 -2.87313403e-01
-3.20308463e-01]
[ 7.31920233e-02 -3.05217875e-01 -8.64027992e-02 -4.61697988e-01
-2.19304287e-01 -9.04972092e-02 5.05916973e-02 8.26238910e-02
-2.55989428e-02 2.84992046e-01 -5.42129453e-01 -8.52687254e-01
4.54531074e-01]
[ -2.25797518e-01 -2.41844620e-01 -1.32967863e-01 -3.22762199e-01
-2.98911089e-01 -9.41781128e-02 2.06544947e-01 3.79984242e-02
2.83363901e-01 3.38421142e-02 -4.30902348e-01 -1.06470462e+00
6.68892272e-01]
[ -1.83825450e-02 -1.83772132e-01 1.97455958e-02 -3.25988873e-01
-1.68840993e-01 1.64543155e-01 2.04116726e-01 2.53214375e-01
-3.23733699e-02 2.26549065e-01 -2.50674024e-01 -1.14912734e+00
7.72551627e-01]
[ -3.44266964e-03 -4.23412572e-02 -1.26612991e-01 -1.45402146e-01
-1.77977899e-01 -4.80490271e-02 3.09600662e-01 1.63983064e-01
2.56154431e-01 3.62092960e-01 -5.11604474e-01 -1.09166685e+00
8.14624029e-01]
[ -8.69792291e-02 -2.76856968e-01 5.74176058e-02 -3.59468512e-01
-1.47252474e-01 1.15932217e-01 3.76559175e-01 1.39340522e-01
-6.78419412e-02 1.57440877e-01 -5.73261262e-01 -1.06353005e+00
8.75880813e-01]
[ 1.18085492e-01 -8.78413480e-02 1.46175515e-02 -1.76173121e-01
-8.16877558e-02 -1.91425143e-02 2.75413333e-01 3.78645505e-01
4.25664313e-01 2.62503124e-01 -5.73879373e-01 -1.00948832e+00
6.00998933e-01]
[ 8.81300098e-05 -1.41328838e-01 2.30631381e-02 1.41492299e-02
-9.50300211e-02 -2.83281030e-01 1.02614450e-01 3.69077407e-01
1.77031407e-02 1.34159723e-01 -2.77014763e-01 -8.51775663e-01
2.56315085e-01]
[ 9.66310633e-02 9.46462649e-02 8.67232916e-03 1.89911806e-01
-9.76951796e-02 -5.76278566e-02 -1.28959939e-01 -1.14723405e-01
-2.25819415e-01 -1.05295167e-01 -9.75831621e-02 1.91432281e-01
-4.21277987e-01]
[ 5.13636271e-02 -1.18305442e-01 1.49848327e-01 4.06101428e-01
2.36623390e-01 9.56517061e-03 -3.61050348e-01 -3.29054867e-01
-1.78445124e-02 -5.37607749e-01 2.56325782e-01 8.92122227e-01
-7.78946009e-01]
[ 2.58812291e-02 7.87092034e-02 -2.14381289e-01 1.04250372e-01
3.51333996e-02 -2.94317539e-03 -1.96187431e-01 -3.55198417e-01
-2.85225408e-01 -2.55282312e-01 -1.86618080e-02 -1.02237453e-01
-2.04779794e-01]
[ -6.64676311e-02 -2.06083445e-01 5.82048669e-02 3.68501463e-02
-1.28583529e-01 -1.36320792e-01 -3.16250209e-02 -5.18822621e-02
3.75590308e-02 -4.03454509e-01 -3.45942924e-01 -2.43376811e-01
9.27361940e-02]
[ -2.74260358e-03 -2.64093017e-01 5.02577258e-02 -3.37442240e-01
-1.88493891e-01 -2.34174144e-01 -3.23435134e-01 -2.36229038e-02
-5.56355113e-02 2.65070969e-02 -2.19602308e-01 2.40139623e-01
7.59064508e-02]
[ 1.61086197e-01 5.98097884e-02 -1.09589853e-01 -3.29176474e-01
-5.43590888e-02 -1.03790770e-01 -2.36434110e-01 -4.71101689e-02
-2.16658064e-01 -2.73208762e-01 -2.28456892e-01 4.83251738e-01
-5.80612535e-03]
[ -1.82360706e-01 -1.77021576e-01 -1.18025098e-01 -3.21044302e-01
-4.76252780e-02 2.43025737e-02 -2.30007495e-01 -2.85987444e-01
-1.57701807e-01 -9.88659335e-02 -2.58816807e-01 3.32415590e-01
-7.24971982e-02]
[ -4.68054132e-02 -2.02205419e-01 -1.67542922e-01 -3.25250815e-01
-4.48261954e-02 4.11196402e-02 -1.06549597e-01 -1.07414914e-01
-2.59356229e-01 -3.46326953e-01 -7.94027989e-02 1.86271049e-01
4.57515638e-02]
[ 1.00396080e-01 9.03074383e-02 -1.79534425e-02 -2.57166182e-01
-3.18165235e-01 5.09842995e-03 -2.15297253e-01 -3.43647486e-01
-3.38598794e-01 -4.83939640e-02 -1.37954798e-01 2.47315132e-01
2.40507506e-04]
[ -6.20501901e-02 -9.23097428e-03 -2.84918708e-01 -5.20491154e-02
7.06197980e-02 1.54983837e-01 -2.55164494e-01 -1.88118192e-01
-6.04920038e-02 -5.53415734e-02 1.76563868e-01 7.21908481e-01
-1.10119339e-01]
[ 1.34915073e-01 3.31399642e-01 -1.96008902e-01 7.48320599e-01
1.11893798e-01 2.66850164e-03 -2.15638653e-01 -3.75139927e-01
-2.29737212e-01 -3.17292765e-01 7.39481127e-01 9.10998024e-01
-1.27384591e+00]
[ -6.70337499e-03 1.71707149e-01 5.47675009e-02 3.77274046e-01
-1.73178107e-03 -6.53926247e-02 -2.88122031e-01 -3.43339433e-01
-2.88652787e-01 -2.11747770e-01 5.88566350e-01 9.52981074e-01
-1.26351691e+00]
[ -3.00222494e-02 -1.40077100e-01 -1.48829554e-01 3.23023854e-01
-1.83125567e-01 2.37277877e-01 -4.28291372e-02 -1.82134956e-01
-2.28356831e-01 -3.63450879e-01 2.09178935e-01 5.47468272e-01
-6.25495813e-01]
[ 8.32140297e-02 -3.82573010e-01 -5.08884550e-02 1.94530545e-02
-1.16130454e-01 1.99840827e-01 7.75993695e-02 1.71073629e-01
-1.87453676e-01 -6.42451380e-03 -5.05469849e-02 3.35722585e-01
-3.55879699e-01]
[ 2.10682488e-01 -2.95535734e-01 -1.18948981e-01 -7.40193352e-02
-2.16120338e-01 1.22740712e-01 3.81475491e-02 -1.27310873e-01
-6.04022445e-02 -5.18445611e-02 -1.55140325e-01 -1.84467745e-01
-2.09627347e-01]
[ -1.33627779e-01 -7.98851326e-02 3.79637248e-02 -2.42278134e-01
-5.84324464e-02 -1.41386378e-01 4.28526712e-02 -7.39150898e-03
-9.91640505e-02 1.63067020e-02 -3.20217621e-01 -4.51081800e-01
-1.20070600e-01]
[ -1.42330092e-01 -1.35300964e-01 -6.87184490e-02 -2.83067232e-01
-3.45301777e-01 -2.89030596e-01 1.63720265e-01 1.47730094e-01
1.08315274e-02 1.24455757e-01 -2.76074164e-01 -8.67441102e-01
2.96444311e-02]
[ -1.28611916e-01 -2.55219396e-01 -3.01381552e-01 -8.78292978e-01
-3.05903624e-01 -2.07346921e-01 -1.38384094e-01 -2.78729426e-03
4.35279894e-02 -4.53382485e-01 -7.03757105e-01 -6.95982639e-01
-1.15656234e+00]
[ -1.24835708e-01 1.32117163e-01 1.41720922e-02 1.32703634e-01
-2.03635636e-01 -1.76139015e-01 -1.57675381e-01 1.20254102e-02
-1.41327135e-01 -1.43982170e-01 -1.24888899e-01 -4.02124803e-01
7.86968850e-02]
[ -3.65256304e-01 -1.17030993e-01 -2.73606642e-01 3.28223681e-01
-1.98386116e-01 -2.32844203e-01 -1.37047467e-01 -1.03941620e-01
8.55707638e-03 2.75875216e-02 1.13846596e-01 -3.19012257e-01
1.93873660e-01]
[ -1.31839133e-01 -4.87441065e-02 -2.54538683e-01 1.70405017e-01
-2.29080463e-01 -2.79683459e-01 -3.75523212e-01 -2.30448192e-02
1.55229048e-02 -1.06170721e-01 -2.01830550e-01 -3.30835866e-01
1.41711455e-01]
[ -2.50134583e-01 -5.29822900e-01 -3.41353582e-01 -4.53252537e-02
-3.16607434e-01 -2.33535941e-01 -1.48912515e-01 -2.47279446e-01
9.26604080e-03 -2.63789841e-01 -4.36187870e-02 -3.01659332e-01
2.08016026e-02]
[ -2.23510487e-01 -2.94740230e-01 -3.21824509e-01 -6.94910902e-02
-8.67858489e-02 -1.51065708e-01 -9.06987681e-02 2.12012213e-02
-2.04595774e-01 -5.09412600e-01 -2.19831512e-01 -2.16745836e-01
-4.50717331e-02]
[ -9.36335651e-02 -1.72833146e-02 -2.42527899e-01 -9.24727415e-01
-2.73585591e-01 -2.58924622e-01 7.28616363e-02 -4.72397112e-01
1.33649856e-01 -1.81153038e-01 -6.79389233e-01 -3.82231014e-01
-1.10563262e+00]]
Progress: 29.6% ... Training loss: 0.205 ... Validation loss: 0.358[[-0.24294196]
[ 0.24347267]
[-0.10313975]
[ 1.2216157 ]
[ 0.2557215 ]
[-0.0406381 ]
[-0.89211333]
[-0.82171814]
[-0.57058689]
[-0.84297437]
[ 1.26326376]
[ 3.00189184]
[-2.29554091]]
[[ -5.17634711e-01 -4.93777766e-01 -5.88601652e-01 -2.01172234e-02
-2.92671883e-01 -5.94373260e-01 3.11088163e-02 -2.26947892e-01
-3.04043614e-01 -2.91554839e-01 2.49559210e-01 1.01605104e+00
3.00134753e-01]
[ 7.77696136e-03 -1.36622437e-01 4.83359067e-02 -8.95924496e-02
-4.00563916e-02 5.81849674e-02 -1.13376570e-01 1.91389119e-01
-1.50010314e-01 -1.86888837e-01 -1.10472878e-01 -1.22295594e-01
-3.71790426e-02]
[ -2.77317083e-01 1.38324337e-01 -3.54509155e-02 6.70530561e-02
7.85000661e-02 -1.34139114e-01 -8.78314430e-02 -1.84975598e-01
2.58580030e-01 -4.72102963e-01 1.31278346e-01 7.32150647e-01
8.39813422e-01]
[ 2.55747823e-01 -2.42090565e-01 -2.77393625e-01 1.27751589e-01
-2.70785654e-01 1.12763509e-02 4.93417817e-01 -5.59565207e-01
3.25417638e-01 -1.84319932e-01 -8.76013670e-02 -3.42447848e-01
-3.23014890e-01]
[ 1.35395801e-01 7.82460428e-03 1.14635364e-01 -1.28353494e-01
-2.48105565e-02 7.30405730e-02 -1.88547045e-01 -1.82221759e-01
6.42263919e-02 2.47528914e-01 4.82912341e-03 -8.62306320e-02
-1.56851006e-01]
[ -4.84227474e-01 -6.15762156e-01 -6.01386261e-01 -6.08544233e-01
-5.94687957e-01 -5.64740169e-01 -3.68399224e-01 -1.56059464e-01
-4.67593789e-01 -2.39502039e-01 -5.95725129e-01 -9.01177196e-01
-7.05137137e-01]
[ -4.11362949e-01 -5.96349143e-01 -3.24891089e-01 -4.43590699e-01
-4.19733080e-01 -5.63692678e-01 -4.02436761e-01 -4.79989941e-01
-2.95184907e-01 -9.37528401e-02 -4.95222512e-01 -5.26315131e-01
-5.57117909e-01]
[ -3.46185195e-01 -3.41326274e-01 -4.88391272e-01 -1.44626856e-01
-3.16769734e-01 -4.26362832e-01 -2.94737641e-01 -2.91702429e-01
-2.96418685e-01 -5.86748331e-01 -2.92169894e-01 -7.38801308e-01
-6.26648529e-01]
[ -4.66118239e-01 -3.43184725e-01 -3.84684126e-01 -2.37678875e-01
-3.33858435e-01 -2.17625160e-01 -3.44243750e-02 -4.54490335e-01
-2.57166719e-01 -4.59217206e-01 -1.89104935e-01 -2.41299182e-01
-2.24554444e-01]
[ -9.56356075e-01 -9.52720294e-01 -9.89519902e-01 -7.57037502e-01
-1.04157950e+00 -9.90255820e-01 -5.43313750e-01 -5.95388427e-01
-7.36661590e-01 -5.86019638e-01 -7.92747176e-01 -6.06459733e-01
-9.37996786e-01]
[ -5.13141021e-01 -2.69642635e-01 -4.72719159e-01 -3.66672248e-01
-3.47632487e-01 -3.64103966e-01 -6.15466761e-01 -6.10741121e-01
-6.62649990e-01 -9.34398617e-02 -5.51724040e-01 -8.27878201e-01
-6.13688612e-01]
[ -1.17276103e-01 2.41323290e-02 -3.43400890e-01 -4.64065463e-01
-1.04929468e-01 -7.47142578e-02 -1.99275972e-01 -4.18873206e-01
-1.76540074e-01 5.87351484e-02 -5.06602197e-01 -1.13261160e+00
-6.80704675e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56843198e-01 -1.22353290e-01 1.63647586e-01 -2.88759612e-01
-1.32748084e-01 1.13150842e-01 -1.32278605e-01 8.49154462e-03
-8.45894839e-02 6.17795348e-02 -2.05770707e-01 -4.30911176e-01
-6.51670723e-02]
[ -9.27722087e-02 -2.64122369e-01 -1.81574270e-01 -2.77905159e-01
-4.76418593e-01 -8.71042851e-02 -8.10516230e-02 -7.24440812e-03
-7.86653657e-02 -5.27538219e-03 -2.34514085e-01 -4.38870852e-01
-2.82087494e-01]
[ -6.45205764e-02 -3.00364714e-02 -2.27332284e-01 -2.70880626e-01
1.12496723e-01 -1.61071942e-01 -1.86538936e-01 1.23030135e-01
-8.60532605e-03 1.29221498e-01 -2.16002468e-01 -1.75857588e-02
-9.35013024e-02]
[ 3.90372266e-02 -1.68622757e-01 -1.48370341e-01 -9.77229773e-02
-1.26586011e-01 -1.06533984e-01 1.08181343e-01 -1.45409834e-01
-1.44104472e-02 3.48346727e-02 -4.16106095e-02 -1.20428377e-01
-1.47150537e-02]
[ -2.91527977e-01 -1.41105982e-01 -7.85691326e-02 -1.25102584e-01
-3.00534761e-01 -2.76002220e-01 -3.61722504e-01 1.71712901e-02
-3.23186799e-01 -2.19581774e-01 1.45674353e-01 -1.61859931e-01
1.62073162e-01]
[ -2.31553952e-01 -1.22102042e-01 -9.51951774e-02 -3.41236644e-02
-8.18231345e-02 -1.20591119e-01 -8.85333974e-02 -4.19157083e-03
-1.46696532e-01 -9.74747137e-02 1.12320776e-02 -1.84167417e-01
-1.53537930e-01]
[ -1.77068720e-01 -6.95728137e-02 -2.30360425e-01 -2.58164941e-01
-1.57613050e-01 -2.05798425e-01 -3.51848690e-01 -1.14229024e-01
1.24280082e-01 -2.40231957e-01 -3.64971760e-01 -3.60234288e-01
-3.61671332e-01]
[ -3.71962069e-01 -5.85435045e-02 -1.52135977e-01 -1.02918436e-01
-4.50803524e-02 -3.13841195e-01 2.57543427e-02 -9.33470610e-02
-1.25336065e-01 4.75916906e-02 3.60683994e-02 -2.74581208e-01
-3.94127231e-01]
[ -1.61179910e-01 -1.41237253e-01 -5.34027972e-02 -1.88350861e-01
-1.26840093e-01 -2.95551145e-01 4.20209255e-02 -1.50741076e-01
-2.00945203e-01 4.47280564e-02 2.03631750e-01 -1.76845440e-02
-1.38227281e-01]
[ -1.31494945e-01 -1.70228793e-01 -1.15000598e-01 -2.89810025e-01
9.44144882e-02 -1.80260589e-02 -1.77078556e-01 -1.80386198e-01
1.10621149e-01 -9.98964589e-02 -1.19743864e-01 -1.28615786e-02
-3.20846899e-01]
[ -4.02524373e-02 -3.60296174e-02 -1.49690078e-01 -1.01193104e-01
-2.30789689e-01 6.29499464e-02 -5.21461020e-02 -4.19409227e-02
-2.22979156e-01 -8.76564432e-02 -1.30511223e-01 -3.94644557e-01
-1.98089118e-01]
[ -6.76278495e-02 2.17617752e-02 -1.28917215e-01 -3.40921337e-01
1.18763800e-01 2.05331365e-02 -1.90276629e-01 -1.44424200e-01
1.31149122e-01 -5.34542697e-02 -3.05315650e-01 -2.88675036e-01
-3.20890004e-01]
[ 7.30191860e-02 -3.05090722e-01 -8.64572286e-02 -4.61029927e-01
-2.19193465e-01 -9.05247752e-02 4.97403605e-02 8.18965876e-02
-2.61880914e-02 2.84686974e-01 -5.41840526e-01 -8.52261347e-01
4.52873470e-01]
[ -2.26062805e-01 -2.41612432e-01 -1.33056994e-01 -3.21826333e-01
-2.98700841e-01 -9.42326146e-02 2.05274207e-01 3.71689382e-02
2.82318621e-01 3.30662101e-02 -4.30354698e-01 -1.06471396e+00
6.66858924e-01]
[ -1.84030803e-02 -1.83749416e-01 1.97359570e-02 -3.25820476e-01
-1.68819074e-01 1.64537948e-01 2.03932306e-01 2.53083844e-01
-3.24736579e-02 2.26415456e-01 -2.50548279e-01 -1.14906453e+00
7.72222789e-01]
[ -3.43255917e-03 -4.23569462e-02 -1.26608724e-01 -1.45570379e-01
-1.77994205e-01 -4.80469861e-02 3.09765158e-01 1.64065777e-01
2.56218928e-01 3.62194723e-01 -5.11755129e-01 -1.09187779e+00
8.14940245e-01]
[ -8.70988803e-02 -2.76802352e-01 5.73747380e-02 -3.59029800e-01
-1.47189875e-01 1.15906864e-01 3.76089960e-01 1.38773475e-01
-6.79979445e-02 1.56900969e-01 -5.73045300e-01 -1.06372360e+00
8.75431797e-01]
[ 1.17742488e-01 -8.76609805e-02 1.45355907e-02 -1.75035395e-01
-8.15143146e-02 -1.91975465e-02 2.74095003e-01 3.77779274e-01
4.24858321e-01 2.61314130e-01 -5.73240099e-01 -1.00921324e+00
5.99590765e-01]
[ -1.52864725e-05 -1.41248955e-01 2.30285695e-02 1.59717963e-02
-9.49167854e-02 -2.83303209e-01 1.01681580e-01 3.68018780e-01
1.73893726e-02 1.33248825e-01 -2.75725854e-01 -8.50482975e-01
2.53484021e-01]
[ 9.64083197e-02 9.48375304e-02 8.57662613e-03 1.93310934e-01
-9.74536071e-02 -5.76646030e-02 -1.30919594e-01 -1.15836838e-01
-2.26601843e-01 -1.06502435e-01 -9.41938342e-02 1.99703123e-01
-4.25633609e-01]
[ 5.14046454e-02 -1.18275881e-01 1.49811254e-01 4.06867677e-01
2.36707885e-01 9.56409683e-03 -3.60612669e-01 -3.29637441e-01
-1.78248423e-02 -5.37611410e-01 2.56960154e-01 8.93485096e-01
-7.80468232e-01]
[ 2.58148357e-02 7.86958091e-02 -2.14400113e-01 1.04363622e-01
3.51312879e-02 -2.95764935e-03 -1.96191335e-01 -3.55198296e-01
-2.85157258e-01 -2.55547413e-01 -1.86464803e-02 -1.03317542e-01
-2.04432982e-01]
[ -6.65692377e-02 -2.05978146e-01 5.81903113e-02 3.72135542e-02
-1.28469807e-01 -1.36336148e-01 -3.25563793e-02 -5.20412924e-02
3.73225712e-02 -4.03351922e-01 -3.45708647e-01 -2.42886828e-01
9.27817124e-02]
[ -3.15798762e-03 -2.63873999e-01 5.01650824e-02 -3.37678955e-01
-1.88297007e-01 -2.34234615e-01 -3.25224430e-01 -2.37072975e-02
-5.70250394e-02 2.51200825e-02 -2.19371737e-01 2.43906465e-01
7.67416388e-02]
[ 1.60662771e-01 6.02229750e-02 -1.09677917e-01 -3.28448398e-01
-5.39986625e-02 -1.03835037e-01 -2.38242110e-01 -4.77681839e-02
-2.17972018e-01 -2.74029770e-01 -2.27248117e-01 4.89499226e-01
-7.68015730e-03]
[ -1.82334177e-01 -1.77100410e-01 -1.18009210e-01 -3.22137652e-01
-4.77238986e-02 2.43149356e-02 -2.30373392e-01 -2.85866463e-01
-1.57871019e-01 -9.86024924e-02 -2.59194401e-01 3.34945321e-01
-7.29962772e-02]
[ -4.67304027e-02 -2.02261979e-01 -1.67517049e-01 -3.25559814e-01
-4.48940211e-02 4.11336179e-02 -1.06334417e-01 -1.07173593e-01
-2.59224462e-01 -3.46001789e-01 -7.96591699e-02 1.85883171e-01
4.61254622e-02]
[ 9.98921679e-02 9.10760685e-02 -1.82595515e-02 -2.55362367e-01
-3.17500309e-01 4.97937746e-03 -2.17449705e-01 -3.47334870e-01
-3.39972944e-01 -5.15303362e-02 -1.34933203e-01 2.60684130e-01
-6.14035520e-03]
[ -6.23583924e-02 -8.87229418e-03 -2.85045746e-01 -5.00678989e-02
7.10329250e-02 1.54910851e-01 -2.56769770e-01 -1.89758893e-01
-6.16344144e-02 -5.70491845e-02 1.79215848e-01 7.28702088e-01
-1.14898672e-01]
[ 1.35111262e-01 3.31186096e-01 -1.95911803e-01 7.47219060e-01
1.11687202e-01 2.71359545e-03 -2.15046819e-01 -3.73823272e-01
-2.29435947e-01 -3.16043496e-01 7.37958482e-01 9.07537284e-01
-1.27352795e+00]
[ -6.41571292e-03 1.71487559e-01 5.48272382e-02 3.76183466e-01
-1.97072509e-03 -6.53493786e-02 -2.87035000e-01 -3.42514215e-01
-2.88151708e-01 -2.11109860e-01 5.87620085e-01 9.51415087e-01
-1.26463868e+00]
[ -3.02034789e-02 -1.39829981e-01 -1.48912779e-01 3.25293360e-01
-1.82862433e-01 2.37224433e-01 -4.39840540e-02 -1.83191852e-01
-2.29220231e-01 -3.64196889e-01 2.11433172e-01 5.52263421e-01
-6.28967720e-01]
[ 8.32554682e-02 -3.82560402e-01 -5.08758600e-02 1.98996277e-02
-1.16146456e-01 1.99851361e-01 7.81433347e-02 1.71312933e-01
-1.87359550e-01 -6.24990053e-03 -5.04892892e-02 3.34673174e-01
-3.56863714e-01]
[ 2.10811216e-01 -2.95646919e-01 -1.18899758e-01 -7.49414745e-02
-2.16232805e-01 1.22762137e-01 3.90509374e-02 -1.26781464e-01
-5.99442344e-02 -5.13815136e-02 -1.56159941e-01 -1.87677825e-01
-2.07410890e-01]
[ -1.33620860e-01 -7.98604843e-02 3.79501405e-02 -2.42325539e-01
-5.83947872e-02 -1.41387917e-01 4.31461512e-02 -7.47027571e-03
-9.90663505e-02 1.63216726e-02 -3.20276560e-01 -4.51491060e-01
-1.20072104e-01]
[ -1.42413547e-01 -1.35201849e-01 -6.87612069e-02 -2.82564557e-01
-3.45230238e-01 -2.89042995e-01 1.63061158e-01 1.47251207e-01
1.04430786e-02 1.23978603e-01 -2.75475360e-01 -8.65845758e-01
2.82120248e-02]
[ -1.28766781e-01 -2.55150865e-01 -3.01424917e-01 -8.78362186e-01
-3.05863427e-01 -2.07353200e-01 -1.39236620e-01 -3.10956702e-03
4.25939436e-02 -4.54120531e-01 -7.04307947e-01 -6.92639912e-01
-1.16228080e+00]
[ -1.25149947e-01 1.32437515e-01 1.40337335e-02 1.34272756e-01
-2.03384720e-01 -1.76200304e-01 -1.58709540e-01 1.07350480e-02
-1.42135766e-01 -1.44924718e-01 -1.23758274e-01 -4.00750583e-01
7.54503161e-02]
[ -3.65491341e-01 -1.16840844e-01 -2.73694050e-01 3.30555906e-01
-1.98217426e-01 -2.32896765e-01 -1.38548451e-01 -1.04921676e-01
7.68090768e-03 2.61456474e-02 1.15595462e-01 -3.18692855e-01
1.91442571e-01]
[ -1.31765515e-01 -4.87788162e-02 -2.54527389e-01 1.70277687e-01
-2.29126813e-01 -2.79672826e-01 -3.75765937e-01 -2.35147799e-02
1.54164078e-02 -1.05902195e-01 -2.02051499e-01 -3.31377170e-01
1.39193512e-01]
[ -2.50459258e-01 -5.29641680e-01 -3.41429357e-01 -4.23416979e-02
-3.16382247e-01 -2.33594033e-01 -1.51334482e-01 -2.48375937e-01
8.57626235e-03 -2.64878724e-01 -4.07754957e-02 -2.95949394e-01
1.92044006e-02]
[ -2.24105545e-01 -2.94239390e-01 -3.22081084e-01 -6.61631822e-02
-8.61053390e-02 -1.51191497e-01 -9.28535758e-02 1.82786204e-02
-2.06072484e-01 -5.12161336e-01 -2.16526171e-01 -2.09224444e-01
-5.01839997e-02]
[ -9.46007879e-02 -1.60524393e-02 -2.42905202e-01 -9.22167427e-01
-2.72523862e-01 -2.59104211e-01 6.78490819e-02 -4.75678952e-01
1.29607477e-01 -1.84734294e-01 -6.74574221e-01 -3.60257339e-01
-1.11568782e+00]]
Progress: 29.6% ... Training loss: 0.202 ... Validation loss: 0.353[[-0.24003495]
[ 0.2345916 ]
[-0.10661885]
[ 1.22112185]
[ 0.25150797]
[-0.03938373]
[-0.892741 ]
[-0.83089157]
[-0.57168984]
[-0.84445756]
[ 1.25056116]
[ 2.96639768]
[-2.31313763]]
[[ -5.17745132e-01 -4.95207374e-01 -5.88287446e-01 -2.47329237e-02
-2.93641430e-01 -5.94356140e-01 3.48302672e-02 -2.20830301e-01
-3.01363032e-01 -2.90705451e-01 2.40053440e-01 9.97660378e-01
3.21316105e-01]
[ 8.05932914e-03 -1.36967585e-01 4.84088024e-02 -9.35955229e-02
-4.03405454e-02 5.82118558e-02 -1.10480110e-01 1.92885417e-01
-1.48815780e-01 -1.86283460e-01 -1.14072206e-01 -1.33340725e-01
-3.15362583e-02]
[ -2.75891111e-01 1.34426306e-01 -3.44534475e-02 4.68855707e-02
7.47706231e-02 -1.33880362e-01 -7.30942144e-02 -1.70751570e-01
2.66686230e-01 -4.66053409e-01 1.05160371e-01 6.73925361e-01
8.79427524e-01]
[ 2.53131171e-01 -2.38188848e-01 -2.78571039e-01 1.48899894e-01
-2.66208708e-01 1.07940991e-02 4.82482240e-01 -5.71755484e-01
3.15730558e-01 -1.95860835e-01 -6.15744390e-02 -2.93869204e-01
-3.63517456e-01]
[ 1.36969653e-01 8.13478750e-03 1.14979754e-01 -1.30003715e-01
-2.52917961e-02 7.32791910e-02 -1.88462433e-01 -1.80379830e-01
6.57386974e-02 2.56161031e-01 5.72180933e-03 -9.65930703e-02
-1.60726973e-01]
[ -4.84230944e-01 -6.15699020e-01 -6.01417730e-01 -6.08655430e-01
-5.94577115e-01 -5.64749024e-01 -3.68557574e-01 -1.56226127e-01
-4.67571505e-01 -2.39082682e-01 -5.95894142e-01 -9.00972001e-01
-7.05560864e-01]
[ -4.11963061e-01 -5.96160578e-01 -3.24941409e-01 -4.38186780e-01
-4.19159360e-01 -5.63760891e-01 -4.06175400e-01 -4.80450443e-01
-2.96775893e-01 -9.46622326e-02 -4.92454354e-01 -5.19718019e-01
-5.57951759e-01]
[ -3.45083286e-01 -3.43770248e-01 -4.87803883e-01 -1.59625633e-01
-3.19059807e-01 -4.26185327e-01 -2.84258037e-01 -2.83955093e-01
-2.90398332e-01 -5.82996355e-01 -3.09985138e-01 -7.75511763e-01
-6.00298486e-01]
[ -4.66951011e-01 -3.42511975e-01 -3.84860237e-01 -2.33043022e-01
-3.33146385e-01 -2.17743502e-01 -3.82180377e-02 -4.55457370e-01
-2.59748868e-01 -4.61289113e-01 -1.85807120e-01 -2.36792883e-01
-2.32276166e-01]
[ -9.55100525e-01 -9.54977610e-01 -9.88839724e-01 -7.69557589e-01
-1.04363861e+00 -9.90054456e-01 -5.33683372e-01 -5.86666213e-01
-7.30038354e-01 -5.80673851e-01 -8.09670250e-01 -6.47344632e-01
-9.09229560e-01]
[ -5.14364765e-01 -2.69200243e-01 -4.72999124e-01 -3.59897969e-01
-3.46710603e-01 -3.64277057e-01 -6.20751467e-01 -6.12414358e-01
-6.66336989e-01 -9.64577673e-02 -5.47406451e-01 -8.14118810e-01
-6.23306008e-01]
[ -1.17642355e-01 2.44277281e-02 -3.43471615e-01 -4.63389856e-01
-1.04685707e-01 -7.47604357e-02 -2.00832692e-01 -4.19769047e-01
-1.77606809e-01 5.75972999e-02 -5.05914997e-01 -1.13088794e+00
-6.82483762e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.57006507e-01 -1.22178729e-01 1.63545234e-01 -2.88407813e-01
-1.32541401e-01 1.13114950e-01 -1.33135858e-01 6.93670480e-03
-8.49259393e-02 6.07775188e-02 -2.05011875e-01 -4.28395412e-01
-6.66292339e-02]
[ -9.25627128e-02 -2.64245378e-01 -1.81504963e-01 -2.78698950e-01
-4.76546130e-01 -8.70702619e-02 -8.00310786e-02 -5.98332560e-03
-7.81967130e-02 -4.04739306e-03 -2.35428642e-01 -4.40608339e-01
-2.81014639e-01]
[ -6.50122377e-02 -2.97098917e-02 -2.27446564e-01 -2.67411834e-01
1.13057605e-01 -1.61135669e-01 -1.88885089e-01 1.22170585e-01
-1.00185581e-02 1.28142097e-01 -2.13589097e-01 -1.01746090e-02
-9.66784878e-02]
[ 3.88210906e-02 -1.68672876e-01 -1.48357369e-01 -9.59982235e-02
-1.26504546e-01 -1.06551070e-01 1.06007868e-01 -1.45899368e-01
-1.50127596e-02 3.42983483e-02 -4.09244236e-02 -1.17814160e-01
-1.50802709e-02]
[ -2.91471840e-01 -1.41228425e-01 -7.85564156e-02 -1.25160453e-01
-3.00586987e-01 -2.75996655e-01 -3.61262198e-01 1.76561542e-02
-3.23054321e-01 -2.19110694e-01 1.45242908e-01 -1.62017723e-01
1.62721774e-01]
[ -2.30985015e-01 -1.23106949e-01 -9.49035367e-02 -4.02595338e-02
-8.28939229e-02 -1.20502441e-01 -8.36466465e-02 -3.28199800e-04
-1.43499013e-01 -9.54189902e-02 3.27180657e-03 -2.03092096e-01
-1.42737440e-01]
[ -1.77056625e-01 -6.98186423e-02 -2.30328156e-01 -2.58936187e-01
-1.57775376e-01 -2.05798105e-01 -3.51440482e-01 -1.13711384e-01
1.24762050e-01 -2.40123349e-01 -3.66576379e-01 -3.64032983e-01
-3.59898798e-01]
[ -3.72141999e-01 -5.84991046e-02 -1.52113397e-01 -1.03163318e-01
-4.50921918e-02 -3.13850779e-01 2.60139791e-02 -9.19817179e-02
-1.25399602e-01 4.76441625e-02 3.58078582e-02 -2.77121234e-01
-3.87492551e-01]
[ -1.60882976e-01 -1.42057353e-01 -5.32292951e-02 -1.93676746e-01
-1.27649736e-01 -2.95516489e-01 4.55514576e-02 -1.49110481e-01
-1.99481501e-01 4.54578475e-02 1.96998692e-01 -3.19302499e-02
-1.33453150e-01]
[ -1.31493114e-01 -1.70246155e-01 -1.14957259e-01 -2.88194762e-01
9.45279757e-02 -1.80078537e-02 -1.77294878e-01 -1.79256060e-01
1.10414169e-01 -9.92513129e-02 -1.18721848e-01 -1.20657566e-02
-3.23281429e-01]
[ -4.01798451e-02 -3.60820438e-02 -1.49664584e-01 -1.01440021e-01
-2.30846536e-01 6.29643623e-02 -5.19114287e-02 -4.17590072e-02
-2.22828936e-01 -8.73786020e-02 -1.30772455e-01 -3.95003971e-01
-1.97750263e-01]
[ -6.81292798e-02 2.21329056e-02 -1.29054917e-01 -3.39575687e-01
1.19199027e-01 2.04456565e-02 -1.92695125e-01 -1.45802091e-01
1.29746599e-01 -5.52151460e-02 -3.04048617e-01 -2.85650039e-01
-3.22122324e-01]
[ 7.28732743e-02 -3.04970152e-01 -8.65070282e-02 -4.60945572e-01
-2.19081927e-01 -9.05520335e-02 4.92716916e-02 8.17109789e-02
-2.64344011e-02 2.84240557e-01 -5.41762593e-01 -8.52442838e-01
4.53111340e-01]
[ -2.26201945e-01 -2.41458060e-01 -1.33099707e-01 -3.21339366e-01
-2.98561785e-01 -9.42573512e-02 2.04814314e-01 3.68366262e-02
2.81864217e-01 3.27836235e-02 -4.30173919e-01 -1.06464752e+00
6.65851627e-01]
[ -1.84684266e-02 -1.83666809e-01 1.96879647e-02 -3.25823119e-01
-1.68752317e-01 1.64522883e-01 2.03988513e-01 2.52963818e-01
-3.24340091e-02 2.26237986e-01 -2.50452828e-01 -1.14901915e+00
7.71849586e-01]
[ -3.72676585e-03 -4.21214868e-02 -1.26676241e-01 -1.44558793e-01
-1.77764858e-01 -4.80935824e-02 3.08882668e-01 1.63471262e-01
2.55517454e-01 3.61408148e-01 -5.10919479e-01 -1.09158734e+00
8.12978576e-01]
[ -8.70122820e-02 -2.76851229e-01 5.73939291e-02 -3.59575651e-01
-1.47250253e-01 1.15920797e-01 3.76825377e-01 1.39210741e-01
-6.76701222e-02 1.57197674e-01 -5.73419499e-01 -1.06459202e+00
8.76718102e-01]
[ 1.17573571e-01 -8.75025199e-02 1.44900075e-02 -1.74020244e-01
-8.13630971e-02 -1.92207266e-02 2.73451669e-01 3.77424956e-01
4.24420316e-01 2.60860861e-01 -5.72703213e-01 -1.00884579e+00
5.97917987e-01]
[ -1.45836110e-05 -1.41231701e-01 2.30270726e-02 1.61675848e-02
-9.49028481e-02 -2.83302990e-01 1.01602006e-01 3.68064764e-01
1.73247571e-02 1.33258035e-01 -2.75495621e-01 -8.50051245e-01
2.52984075e-01]
[ 9.62581636e-02 9.48675413e-02 8.53919844e-03 1.94016092e-01
-9.73245550e-02 -5.76832672e-02 -1.31254117e-01 -1.16462795e-01
-2.26971895e-01 -1.07651294e-01 -9.35949352e-02 2.00995905e-01
-4.24914250e-01]
[ 5.06489276e-02 -1.17733091e-01 1.49560670e-01 4.13863549e-01
2.37764680e-01 9.44292517e-03 -3.63970523e-01 -3.31627179e-01
-1.99948350e-02 -5.40181901e-01 2.62930022e-01 9.08503540e-01
-7.89039158e-01]
[ 2.60386250e-02 7.83569063e-02 -2.14310982e-01 1.02711024e-01
3.48428211e-02 -2.92604967e-03 -1.95159960e-01 -3.54657067e-01
-2.84325585e-01 -2.54751731e-01 -2.05446953e-02 -1.08609589e-01
-2.01391991e-01]
[ -6.65516679e-02 -2.05991606e-01 5.81995758e-02 3.71106439e-02
-1.28486463e-01 -1.36333300e-01 -3.24801360e-02 -5.19429755e-02
3.73705533e-02 -4.03273358e-01 -3.45797276e-01 -2.43078614e-01
9.29768183e-02]
[ -3.05151207e-03 -2.64028907e-01 5.02556282e-02 -3.39019136e-01
-1.88480836e-01 -2.34219890e-01 -3.24401312e-01 -2.26758179e-02
-5.63801274e-02 2.59308224e-02 -2.21223323e-01 2.38057920e-01
8.11003360e-02]
[ 1.60678764e-01 6.02045212e-02 -1.09672023e-01 -3.28519665e-01
-5.40175635e-02 -1.03832532e-01 -2.38203679e-01 -4.76943714e-02
-2.17944999e-01 -2.73951864e-01 -2.27317448e-01 4.89372960e-01
-7.56580188e-03]
[ -1.82511878e-01 -1.77050086e-01 -1.18012186e-01 -3.22809840e-01
-4.76897029e-02 2.42856864e-02 -2.31143209e-01 -2.85392264e-01
-1.58345002e-01 -9.86883332e-02 -2.60455225e-01 3.33912184e-01
-7.01967108e-02]
[ -4.66837050e-02 -2.02485106e-01 -1.67462811e-01 -3.27294743e-01
-4.51826958e-02 4.11499976e-02 -1.05771947e-01 -1.06992097e-01
-2.58815659e-01 -3.45871102e-01 -8.16384364e-02 1.82935159e-01
4.98795536e-02]
[ 9.95101254e-02 9.12805639e-02 -1.83193429e-02 -2.55754747e-01
-3.17368014e-01 4.93655607e-03 -2.18720797e-01 -3.47228957e-01
-3.40758194e-01 -5.21152475e-02 -1.34981901e-01 2.60565349e-01
-3.00768128e-03]
[ -6.23054563e-02 -9.04174890e-03 -2.84984193e-01 -5.08880306e-02
7.08511243e-02 1.54930942e-01 -2.56749719e-01 -1.88779283e-01
-6.14336693e-02 -5.62852333e-02 1.78006315e-01 7.26567527e-01
-1.12854498e-01]
[ 1.35407403e-01 3.30903794e-01 -1.95822962e-01 7.47337657e-01
1.11456067e-01 2.75171216e-03 -2.14291286e-01 -3.73631096e-01
-2.29198916e-01 -3.15476506e-01 7.37662300e-01 9.06404038e-01
-1.27566263e+00]
[ -6.07600348e-03 1.70359759e-01 5.50991103e-02 3.71746534e-01
-2.93842098e-03 -6.52865822e-02 -2.84428766e-01 -3.39025300e-01
-2.86036297e-01 -2.09676285e-01 5.80664937e-01 9.40231125e-01
-1.25744781e+00]
[ -2.97434836e-02 -1.40262659e-01 -1.48749917e-01 3.23861966e-01
-1.83297323e-01 2.37317374e-01 -4.20005802e-02 -1.81661937e-01
-2.27808808e-01 -3.62646170e-01 2.09403752e-01 5.45359545e-01
-6.28657891e-01]
[ 8.31861940e-02 -3.82480328e-01 -5.09055938e-02 2.04680324e-02
-1.16042583e-01 1.99836794e-01 7.78134417e-02 1.70825914e-01
-1.87642458e-01 -6.43154253e-03 -5.00014283e-02 3.36527155e-01
-3.57904784e-01]
[ 2.11034523e-01 -2.95827162e-01 -1.18847014e-01 -7.61182393e-02
-2.16401590e-01 1.22792099e-01 3.99606914e-02 -1.26315017e-01
-5.93989574e-02 -5.08011133e-02 -1.57180788e-01 -1.88791037e-01
-2.05839325e-01]
[ -1.33522391e-01 -7.99643536e-02 3.79821044e-02 -2.43209149e-01
-5.85237370e-02 -1.41374245e-01 4.42344279e-02 -6.83885887e-03
-9.85035468e-02 1.67880469e-02 -3.21183423e-01 -4.54207241e-01
-1.18619020e-01]
[ -1.42367964e-01 -1.35303713e-01 -6.87342049e-02 -2.83552860e-01
-3.45321600e-01 -2.89037378e-01 1.63760666e-01 1.47815660e-01
1.08990239e-02 1.24325193e-01 -2.76418462e-01 -8.68820758e-01
3.06358137e-02]
[ -1.29470644e-01 -2.54626724e-01 -3.01580876e-01 -8.77326424e-01
-3.05426262e-01 -2.07444450e-01 -1.42210297e-01 -4.36064063e-03
4.09704098e-02 -4.56512645e-01 -7.03173196e-01 -6.90616975e-01
-1.16679987e+00]
[ -1.24764172e-01 1.31950135e-01 1.41406624e-02 1.29430485e-01
-2.03781986e-01 -1.76165143e-01 -1.55327484e-01 1.27502925e-02
-1.40389377e-01 -1.44054766e-01 -1.27914808e-01 -4.14484731e-01
8.31640302e-02]
[ -3.65331876e-01 -1.16908003e-01 -2.73621296e-01 3.32200412e-01
-1.98255851e-01 -2.32863856e-01 -1.39149073e-01 -1.04570256e-01
7.54859756e-03 2.66962142e-02 1.16703807e-01 -3.15991025e-01
1.90875961e-01]
[ -1.32125241e-01 -4.87484924e-02 -2.54552617e-01 1.72183946e-01
-2.28838486e-01 -2.79722893e-01 -3.77512289e-01 -2.31203701e-02
1.45881342e-02 -1.06221228e-01 -2.01535628e-01 -3.30254988e-01
1.40279039e-01]
[ -2.50618913e-01 -5.29663326e-01 -3.41395860e-01 -4.11919422e-02
-3.16516431e-01 -2.33590837e-01 -1.51569750e-01 -2.46866745e-01
8.34063622e-03 -2.63664629e-01 -4.16261796e-02 -2.95109373e-01
2.46609188e-02]
[ -2.24739913e-01 -2.93785398e-01 -3.22222169e-01 -6.17108120e-02
-8.53966419e-02 -1.51282890e-01 -9.55650116e-02 1.70419397e-02
-2.07775092e-01 -5.13605444e-01 -2.13044983e-01 -2.01269014e-01
-5.29318147e-02]
[ -9.36228610e-02 -1.80042356e-02 -2.42466621e-01 -9.32584010e-01
-2.74281636e-01 -2.58960673e-01 7.55233319e-02 -4.71308328e-01
1.34252942e-01 -1.82023620e-01 -6.87725443e-01 -3.86567437e-01
-1.10473934e+00]]
Progress: 29.6% ... Training loss: 0.208 ... Validation loss: 0.357[[-0.24069 ]
[ 0.23976612]
[-0.10223592]
[ 1.23532801]
[ 0.26053019]
[-0.03732201]
[-0.88496374]
[-0.81819971]
[-0.56452871]
[-0.83994109]
[ 1.2717929 ]
[ 3.01491115]
[-2.2954228 ]]
[[ -5.18500940e-01 -4.93859983e-01 -5.88818556e-01 -9.81129550e-03
-2.91646091e-01 -5.94514770e-01 2.76063405e-02 -2.27894228e-01
-3.06040445e-01 -2.95051365e-01 2.58312883e-01 1.04053373e+00
2.91781122e-01]
[ 7.94264002e-03 -1.36742058e-01 4.82931740e-02 -9.18724830e-02
-4.01139506e-02 5.81887417e-02 -1.11373330e-01 1.91873679e-01
-1.49637430e-01 -1.87025518e-01 -1.11715121e-01 -1.25431184e-01
-3.78455243e-02]
[ -2.76745161e-01 1.36270554e-01 -3.51644033e-02 6.27356183e-02
7.71827071e-02 -1.34053441e-01 -8.26385995e-02 -1.81057666e-01
2.60070999e-01 -4.70906955e-01 1.25794221e-01 7.29878927e-01
8.43226437e-01]
[ 2.55001861e-01 -2.40469864e-01 -2.77792228e-01 1.39357885e-01
-2.68303408e-01 1.11100517e-02 4.88553126e-01 -5.63728018e-01
3.21909605e-01 -1.90105668e-01 -7.10770999e-02 -3.15679550e-01
-3.44992963e-01]
[ 1.37251902e-01 7.68989328e-03 1.15006899e-01 -1.35030970e-01
-2.56805807e-02 7.33167805e-02 -1.84610474e-01 -1.79982499e-01
6.67327256e-02 2.56292591e-01 1.15331564e-03 -1.05090711e-01
-1.54664126e-01]
[ -4.83990157e-01 -6.15914798e-01 -6.01267783e-01 -6.08164111e-01
-5.94704131e-01 -5.64711533e-01 -3.68535778e-01 -1.55003400e-01
-4.67484795e-01 -2.37643763e-01 -5.95300012e-01 -8.98822699e-01
-7.04903485e-01]
[ -4.12395024e-01 -5.95328414e-01 -3.25325607e-01 -4.32029079e-01
-4.18135447e-01 -5.63855895e-01 -4.09882301e-01 -4.85622756e-01
-2.99631163e-01 -9.82479221e-02 -4.83328937e-01 -4.91665535e-01
-5.77267937e-01]
[ -3.45079940e-01 -3.43315366e-01 -4.87983321e-01 -1.53636392e-01
-3.18166698e-01 -4.26222453e-01 -2.86300501e-01 -2.87194458e-01
-2.91815580e-01 -5.83883692e-01 -3.02617833e-01 -7.60619795e-01
-6.13013194e-01]
[ -4.66953989e-01 -3.42424032e-01 -3.84889208e-01 -2.34225238e-01
-3.33003023e-01 -2.17748846e-01 -3.86337033e-02 -4.56297615e-01
-2.59637834e-01 -4.61209741e-01 -1.85923076e-01 -2.34987964e-01
-2.30694002e-01]
[ -9.56084356e-01 -9.53210335e-01 -9.89513426e-01 -7.53005317e-01
-1.04126301e+00 -9.90262676e-01 -5.41385429e-01 -5.95267850e-01
-7.35935541e-01 -5.85001905e-01 -7.89655265e-01 -5.97528592e-01
-9.40680096e-01]
[ -5.13886505e-01 -2.69577452e-01 -4.72830105e-01 -3.63329881e-01
-3.46904725e-01 -3.64207675e-01 -6.20518041e-01 -6.12365708e-01
-6.65357112e-01 -9.57832541e-02 -5.48933554e-01 -8.14235780e-01
-6.23509689e-01]
[ -1.17327590e-01 2.41968743e-02 -3.43409593e-01 -4.65054171e-01
-1.04933814e-01 -7.47215806e-02 -1.99507295e-01 -4.19245258e-01
-1.76764275e-01 5.82961054e-02 -5.07431983e-01 -1.13368834e+00
-6.80620888e-01]
[ -1.85102255e-02 2.04100422e-01 1.01938055e-01 7.10492800e-02
8.38366306e-02 2.59390199e-02 9.56653223e-02 -8.80764591e-02
-1.62572565e-01 -2.57669167e-01 -2.49472498e-01 2.03555953e-01
1.05948172e-01]
[ -2.56860811e-01 -1.22279794e-01 1.63605345e-01 -2.89253577e-01
-1.32646812e-01 1.13138608e-01 -1.32324929e-01 7.53219177e-03
-8.47391954e-02 6.15712934e-02 -2.05876565e-01 -4.30351310e-01
-6.67557218e-02]
[ -9.24182264e-02 -2.64390685e-01 -1.81452107e-01 -2.79994699e-01
-4.76622673e-01 -8.70546477e-02 -7.96684340e-02 -5.54364178e-03
-7.77924425e-02 -3.47764956e-03 -2.36327603e-01 -4.41815301e-01
-2.78683976e-01]
[ -6.52192667e-02 -2.95819406e-02 -2.27465945e-01 -2.64149768e-01
1.13229690e-01 -1.61157993e-01 -1.90753224e-01 1.21725522e-01
-1.09209160e-02 1.27392496e-01 -2.10691069e-01 -4.52183439e-03
-9.81205760e-02]
[ 3.87882440e-02 -1.68636836e-01 -1.48364089e-01 -9.48159285e-02
-1.26466010e-01 -1.06556310e-01 1.05858954e-01 -1.45821965e-01
-1.50025164e-02 3.40569985e-02 -3.98894922e-02 -1.16977637e-01
-1.58724390e-02]
[ -2.91497677e-01 -1.40919274e-01 -7.86773857e-02 -1.23139232e-01
-3.00344515e-01 -2.76014081e-01 -3.62889332e-01 1.57044848e-02
-3.24320342e-01 -2.20280197e-01 1.48751627e-01 -1.49907652e-01
1.50733970e-01]
[ -2.31441672e-01 -1.22310456e-01 -9.52248615e-02 -3.47901157e-02
-8.18305206e-02 -1.20594155e-01 -8.64874621e-02 -4.91306535e-03
-1.45763324e-01 -9.78549795e-02 1.01160716e-02 -1.84722877e-01
-1.54950362e-01]
[ -1.76516138e-01 -7.00666880e-02 -2.30286326e-01 -2.61568738e-01
-1.57924047e-01 -2.05757534e-01 -3.47934694e-01 -1.13961786e-01
1.26344963e-01 -2.39468590e-01 -3.67602663e-01 -3.68226185e-01
-3.61068830e-01]
[ -3.72487498e-01 -5.81798806e-02 -1.52207690e-01 -9.89383616e-02
-4.45785977e-02 -3.13893038e-01 2.25478171e-02 -9.29523257e-02
-1.27206872e-01 4.67846524e-02 4.00019126e-02 -2.65582976e-01
-3.91988056e-01]
[ -1.61208369e-01 -1.41690437e-01 -5.33537289e-02 -1.90856627e-01
-1.27199121e-01 -2.95567535e-01 4.30041838e-02 -1.50341963e-01
-2.00697089e-01 4.49997674e-02 1.99892199e-01 -2.36463916e-02
-1.37482169e-01]
[ -1.31209118e-01 -1.70513067e-01 -1.14868760e-01 -2.90080439e-01
9.42706419e-02 -1.79606475e-02 -1.76259006e-01 -1.78936225e-01
1.11257903e-01 -9.83472231e-02 -1.20200130e-01 -1.48212610e-02
-3.20098061e-01]
[ -3.99689871e-02 -3.62425718e-02 -1.49607970e-01 -1.02677319e-01
-2.30967848e-01 6.29963753e-02 -5.09838011e-02 -4.13803632e-02
-2.22259560e-01 -8.68098074e-02 -1.31577661e-01 -3.96068631e-01
-1.96246165e-01]
[ -6.82523509e-02 2.22581995e-02 -1.29110365e-01 -3.39202680e-01
1.19360962e-01 2.04166217e-02 -1.92982786e-01 -1.46208250e-01
1.29530092e-01 -5.57470093e-02 -3.03377802e-01 -2.84365845e-01
-3.22675770e-01]
[ 7.28775607e-02 -3.04974599e-01 -8.65070158e-02 -4.61286634e-01
-2.19093356e-01 -9.05510928e-02 4.95311198e-02 8.19684889e-02
-2.63225369e-02 2.84393734e-01 -5.42094799e-01 -8.53227574e-01
4.54059222e-01]
[ -2.26245594e-01 -2.41444836e-01 -1.33102323e-01 -3.21335310e-01
-2.98553966e-01 -9.42605802e-02 2.04703176e-01 3.69438337e-02
2.81741468e-01 3.27138379e-02 -4.30207666e-01 -1.06487385e+00
6.66186634e-01]
[ -1.85730992e-02 -1.83569621e-01 1.96509046e-02 -3.25582123e-01
-1.68649626e-01 1.64504505e-01 2.03496450e-01 2.52675417e-01
-3.27096977e-02 2.25823985e-01 -2.50144817e-01 -1.14886534e+00
7.71470127e-01]
[ -3.73030125e-03 -4.21140034e-02 -1.26683508e-01 -1.44664103e-01
-1.77755853e-01 -4.80954704e-02 3.08904235e-01 1.63360514e-01
2.55550242e-01 3.61291947e-01 -5.10951449e-01 -1.09175958e+00
8.13141953e-01]
[ -8.70829054e-02 -2.76820699e-01 5.73706283e-02 -3.59510736e-01
-1.47222270e-01 1.15910966e-01 3.76674760e-01 1.39049312e-01
-6.77645315e-02 1.56921842e-01 -5.73349154e-01 -1.06457180e+00
8.76542339e-01]
[ 1.17458012e-01 -8.74232064e-02 1.44581963e-02 -1.73461166e-01
-8.12817551e-02 -1.92374253e-02 2.73067158e-01 3.77204460e-01
4.24135021e-01 2.60399464e-01 -5.72337809e-01 -1.00873916e+00
5.97013606e-01]
[ 1.13864338e-05 -1.41240545e-01 2.30402831e-02 1.62045436e-02
-9.49328591e-02 -2.83302262e-01 1.02132757e-01 3.68193079e-01
1.75476807e-02 1.33586632e-01 -2.75732824e-01 -8.51707271e-01
2.53182374e-01]
[ 9.67206649e-02 9.43947320e-02 8.63533216e-03 1.92793513e-01
-9.76136007e-02 -5.76312049e-02 -1.29368551e-01 -1.15932333e-01
-2.25319541e-01 -1.06998821e-01 -9.42614334e-02 1.95935076e-01
-4.25194724e-01]
[ 5.06306691e-02 -1.17591679e-01 1.49545508e-01 4.18735087e-01
2.38158787e-01 9.43912147e-03 -3.66445065e-01 -3.32345465e-01
-2.14695081e-02 -5.39816274e-01 2.67717602e-01 9.20415441e-01
-7.96348566e-01]
[ 2.55912729e-02 7.88123750e-02 -2.14469247e-01 1.06022752e-01
3.53706813e-02 -2.99950019e-03 -1.97126763e-01 -3.56319697e-01
-2.85338130e-01 -2.56642468e-01 -1.74442205e-02 -1.02821298e-01
-2.05961454e-01]
[ -6.62696508e-02 -2.06233353e-01 5.82848146e-02 3.52248144e-02
-1.28722104e-01 -1.36292824e-01 -3.12006669e-02 -5.11928633e-02
3.81640268e-02 -4.02374388e-01 -3.46992784e-01 -2.45101693e-01
9.56951864e-02]
[ -3.20339644e-03 -2.63774569e-01 5.01751202e-02 -3.38184538e-01
-1.88225412e-01 -2.34240788e-01 -3.25335357e-01 -2.32234806e-02
-5.71088195e-02 2.50862150e-02 -2.19931879e-01 2.42671135e-01
7.87710701e-02]
[ 1.60671011e-01 6.01922834e-02 -1.09636444e-01 -3.28719916e-01
-5.40010001e-02 -1.03833778e-01 -2.39031547e-01 -4.73644006e-02
-2.18080582e-01 -2.73189329e-01 -2.27326405e-01 4.89946291e-01
-6.53027548e-03]
[ -1.82854948e-01 -1.76749905e-01 -1.18178843e-01 -3.21216741e-01
-4.73765681e-02 2.42304288e-02 -2.33096713e-01 -2.87098091e-01
-1.59610698e-01 -1.00520169e-01 -2.57908659e-01 3.42731946e-01
-7.62439697e-02]
[ -4.65577367e-02 -2.02557898e-01 -1.67491873e-01 -3.28530318e-01
-4.51598146e-02 4.11667627e-02 -1.05599082e-01 -1.08371030e-01
-2.58787685e-01 -3.46303490e-01 -8.14314664e-02 1.89235964e-01
4.81630260e-02]
[ 9.96256008e-02 9.12166877e-02 -1.82939077e-02 -2.57024208e-01
-3.17402622e-01 4.95325467e-03 -2.18224330e-01 -3.47290795e-01
-3.40502335e-01 -5.15450759e-02 -1.35910872e-01 2.60255134e-01
-1.74580488e-03]
[ -6.25790938e-02 -8.50722414e-03 -2.85141281e-01 -4.89668497e-02
7.13958769e-02 1.54872328e-01 -2.57904699e-01 -1.91317047e-01
-6.29294268e-02 -5.76512113e-02 1.80832134e-01 7.35706647e-01
-1.18239213e-01]
[ 1.35169084e-01 3.31347945e-01 -1.95918008e-01 7.51796842e-01
1.11942817e-01 2.71569094e-03 -2.16546534e-01 -3.75637220e-01
-2.30580213e-01 -3.16839815e-01 7.42543416e-01 9.16960621e-01
-1.28062581e+00]
[ -6.08712562e-03 1.70409567e-01 5.50744642e-02 3.72658759e-01
-2.86101298e-03 -6.52890306e-02 -2.84802138e-01 -3.39280997e-01
-2.86317237e-01 -2.09734795e-01 5.81873538e-01 9.42373405e-01
-1.25965754e+00]
[ -2.98459590e-02 -1.40170516e-01 -1.48802020e-01 3.25291191e-01
-1.83145957e-01 2.37297889e-01 -4.29067716e-02 -1.82504464e-01
-2.28257763e-01 -3.63330653e-01 2.11045758e-01 5.49645955e-01
-6.31495585e-01]
[ 8.32248942e-02 -3.82533171e-01 -5.08734960e-02 2.02208030e-02
-1.16133737e-01 1.99843329e-01 7.81822483e-02 1.71480630e-01
-1.87467509e-01 -6.05364123e-03 -5.04825383e-02 3.33965391e-01
-3.56841260e-01]
[ 2.11572907e-01 -2.96181276e-01 -1.18717870e-01 -7.84254882e-02
-2.16770875e-01 1.22863515e-01 4.23493667e-02 -1.24913737e-01
-5.79989639e-02 -4.86762456e-02 -1.59637354e-01 -1.94473334e-01
-2.02830062e-01]
[ -1.33409477e-01 -8.00262148e-02 3.79937584e-02 -2.43443421e-01
-5.85853942e-02 -1.41361094e-01 4.48625716e-02 -6.40272944e-03
-9.81811368e-02 1.71599624e-02 -3.21335612e-01 -4.54408721e-01
-1.18955184e-01]
[ -1.42333076e-01 -1.35298698e-01 -6.87247780e-02 -2.83286777e-01
-3.45284489e-01 -2.89034884e-01 1.63570574e-01 1.47689126e-01
1.08319383e-02 1.24573290e-01 -2.76156978e-01 -8.67655434e-01
2.95548163e-02]
[ -1.29941830e-01 -2.53771101e-01 -3.01879554e-01 -8.76198319e-01
-3.04523096e-01 -2.07564342e-01 -1.44346857e-01 -8.58069895e-03
3.93492069e-02 -4.59895614e-01 -6.98889628e-01 -6.75304312e-01
-1.17686532e+00]
[ -1.24506328e-01 1.31650351e-01 1.42038587e-02 1.28502605e-01
-2.04013727e-01 -1.76124681e-01 -1.54502301e-01 1.34178806e-02
-1.39977285e-01 -1.43244863e-01 -1.28190346e-01 -4.12752390e-01
8.29214082e-02]
[ -3.65305948e-01 -1.16985355e-01 -2.73568539e-01 3.32920096e-01
-1.98262575e-01 -2.32839846e-01 -1.39146755e-01 -1.04358980e-01
7.38429707e-03 2.69750129e-02 1.17368261e-01 -3.13535308e-01
1.92430790e-01]
[ -1.31487123e-01 -4.92132250e-02 -2.54398627e-01 1.69005621e-01
-2.29217678e-01 -2.79629002e-01 -3.74829124e-01 -2.22982218e-02
1.63038728e-02 -1.04600661e-01 -2.03628120e-01 -3.36260466e-01
1.44452555e-01]
[ -2.51314224e-01 -5.28829611e-01 -3.41698113e-01 -3.10866980e-02
-3.15381133e-01 -2.33705796e-01 -1.57391362e-01 -2.51271831e-01
5.02323892e-03 -2.66683321e-01 -3.13006053e-02 -2.72942962e-01
9.82627658e-03]
[ -2.25040324e-01 -2.93370125e-01 -3.22350746e-01 -5.64735610e-02
-8.47610203e-02 -1.51331357e-01 -9.88571395e-02 1.51482289e-02
-2.09498581e-01 -5.14055581e-01 -2.08106334e-01 -1.88193712e-01
-6.01736443e-02]
[ -9.32686501e-02 -1.81077676e-02 -2.42449717e-01 -9.34212043e-01
-2.74404696e-01 -2.58935701e-01 7.71197315e-02 -4.70519683e-01
1.34876726e-01 -1.80835825e-01 -6.88598762e-01 -3.88405722e-01
-1.10787449e+00]]
Progress: 29.7% ... Training loss: 0.204 ... Validation loss: 0.359[[-0.24145261]
[ 0.24180325]
[-0.10382993]
[ 1.22148885]
[ 0.2592359 ]
[-0.03971804]
[-0.89780064]
[-0.82141198]
[-0.56964629]
[-0.84074129]
[ 1.2599 ]
[ 3.01196191]
[-2.31563683]]
[[ -5.18433897e-01 -4.93950575e-01 -5.88758786e-01 -1.77224542e-02
-2.91865187e-01 -5.94474016e-01 3.29901821e-02 -2.26380038e-01
-3.03924178e-01 -2.94510677e-01 2.52545787e-01 1.03482579e+00
3.07965493e-01]
[ 8.40984845e-03 -1.37002024e-01 4.84370146e-02 -9.46349746e-02
-4.04391415e-02 5.82653757e-02 -1.09094562e-01 1.93527390e-01
-1.48602418e-01 -1.85345543e-01 -1.14271288e-01 -1.30497475e-01
-3.46321323e-02]
[ -2.76884596e-01 1.36265115e-01 -3.50870677e-02 5.76276022e-02
7.67602027e-02 -1.34044215e-01 -8.02068340e-02 -1.79253512e-01
2.61829831e-01 -4.69693941e-01 1.20251606e-01 7.17784347e-01
8.62075127e-01]
[ 2.56421479e-01 -2.41617764e-01 -2.77383675e-01 1.37371660e-01
-2.69410051e-01 1.12925668e-02 4.96989663e-01 -5.58141536e-01
3.26919254e-01 -1.85183653e-01 -7.44764767e-02 -3.38066391e-01
-3.37476781e-01]
[ 1.35707357e-01 9.07247775e-03 1.14626254e-01 -1.33531521e-01
-2.45475638e-02 7.31591232e-02 -1.91591576e-01 -1.85695549e-01
6.29050648e-02 2.49869886e-01 3.06796945e-03 -9.51587904e-02
-1.52154467e-01]
[ -4.84306161e-01 -6.15630224e-01 -6.01400165e-01 -6.08917531e-01
-5.94385319e-01 -5.64739706e-01 -3.68726702e-01 -1.56934407e-01
-4.68225249e-01 -2.40024927e-01 -5.95191211e-01 -8.94280999e-01
-7.06759719e-01]
[ -4.11990469e-01 -5.95749610e-01 -3.25073571e-01 -4.35992694e-01
-4.18671355e-01 -5.63789557e-01 -4.07623382e-01 -4.82970232e-01
-2.98413738e-01 -9.55283416e-02 -4.85853663e-01 -4.97189023e-01
-5.69265101e-01]
[ -3.44589326e-01 -3.43757899e-01 -4.87789715e-01 -1.61033872e-01
-3.18897900e-01 -4.26133856e-01 -2.80826820e-01 -2.84360761e-01
-2.88877355e-01 -5.81938632e-01 -3.09676564e-01 -7.73560847e-01
-5.97584343e-01]
[ -4.67254747e-01 -3.41777800e-01 -3.85063881e-01 -2.34598174e-01
-3.32420659e-01 -2.17795359e-01 -3.95656978e-02 -4.57466346e-01
-2.60594142e-01 -4.61828569e-01 -1.86200684e-01 -2.29295867e-01
-2.31013991e-01]
[ -9.55616188e-01 -9.53473982e-01 -9.89364306e-01 -7.61491317e-01
-1.04175817e+00 -9.90173723e-01 -5.34455152e-01 -5.92591315e-01
-7.33005528e-01 -5.82212225e-01 -7.97672964e-01 -6.05775354e-01
-9.22045584e-01]
[ -5.13364859e-01 -2.70191356e-01 -4.72595954e-01 -3.68982996e-01
-3.47595940e-01 -3.64123508e-01 -6.18230095e-01 -6.10616581e-01
-6.63658489e-01 -9.37926119e-02 -5.53644780e-01 -8.22578858e-01
-6.16228993e-01]
[ -1.17957684e-01 2.50968571e-02 -3.43631441e-01 -4.63598485e-01
-1.04156925e-01 -7.48035710e-02 -2.01803250e-01 -4.21062715e-01
-1.78738114e-01 5.55045263e-02 -5.04629573e-01 -1.12549459e+00
-6.85086764e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56956290e-01 -1.22259130e-01 1.63582096e-01 -2.88673868e-01
-1.32623988e-01 1.13128156e-01 -1.32526607e-01 7.27600798e-03
-8.49264169e-02 6.11764995e-02 -2.05643751e-01 -4.30740400e-01
-6.69421957e-02]
[ -9.22134155e-02 -2.64501400e-01 -1.81408968e-01 -2.81732673e-01
-4.76698877e-01 -8.70209256e-02 -7.83771392e-02 -4.97479901e-03
-7.73572438e-02 -3.00987022e-03 -2.37573701e-01 -4.42123015e-01
-2.78566721e-01]
[ -6.55357469e-02 -2.93858041e-02 -2.27549307e-01 -2.64447426e-01
1.13412215e-01 -1.61192048e-01 -1.91709983e-01 1.20333549e-01
-1.17280859e-02 1.25780106e-01 -2.10456901e-01 -1.87395642e-03
-9.85720920e-02]
[ 3.86223752e-02 -1.68420735e-01 -1.48424455e-01 -9.49079787e-02
-1.26255795e-01 -1.06572748e-01 1.05015986e-01 -1.46417350e-01
-1.56326741e-02 3.34230299e-02 -3.89704035e-02 -1.10554843e-01
-1.78702583e-02]
[ -2.91385458e-01 -1.40948903e-01 -7.86226681e-02 -1.23533302e-01
-3.00430069e-01 -2.75999846e-01 -3.62149686e-01 1.64398062e-02
-3.24044266e-01 -2.19833029e-01 1.48707920e-01 -1.52260331e-01
1.53249867e-01]
[ -2.30874849e-01 -1.23163875e-01 -9.49047092e-02 -4.06974358e-02
-8.27971632e-02 -1.20499496e-01 -8.21614012e-02 -1.19644125e-03
-1.42919892e-01 -9.48158401e-02 4.05711254e-03 -2.02187921e-01
-1.42027108e-01]
[ -1.76461837e-01 -7.00408839e-02 -2.30322079e-01 -2.63128202e-01
-1.57977745e-01 -2.05750727e-01 -3.46134705e-01 -1.14100120e-01
1.26986308e-01 -2.39096098e-01 -3.68798617e-01 -3.70604604e-01
-3.57919234e-01]
[ -3.72838591e-01 -5.76102466e-02 -1.52320180e-01 -9.68339162e-02
-4.40318611e-02 -3.13932754e-01 2.02948340e-02 -9.41740738e-02
-1.28723128e-01 4.52928497e-02 4.35698738e-02 -2.53745734e-01
-3.95781078e-01]
[ -1.60804129e-01 -1.42208689e-01 -5.31817587e-02 -1.95346403e-01
-1.27850582e-01 -2.95509879e-01 4.59929621e-02 -1.48290732e-01
-1.98739899e-01 4.71339847e-02 1.93532955e-01 -3.63429524e-02
-1.27260363e-01]
[ -1.31330029e-01 -1.70255495e-01 -1.14953243e-01 -2.90525954e-01
9.45724347e-02 -1.79804063e-02 -1.76605339e-01 -1.80016307e-01
1.10862701e-01 -9.86704851e-02 -1.20057516e-01 -1.06960189e-02
-3.21389107e-01]
[ -3.97721078e-02 -3.61714352e-02 -1.49610618e-01 -1.04349225e-01
-2.30964629e-01 6.30235577e-02 -4.98893795e-02 -4.09758092e-02
-2.21875558e-01 -8.66066659e-02 -1.32672913e-01 -3.95696937e-01
-1.95108846e-01]
[ -6.84633848e-02 2.24802442e-02 -1.29159404e-01 -3.37778551e-01
1.19561276e-01 2.03830298e-02 -1.94012575e-01 -1.46614634e-01
1.28987744e-01 -5.62900816e-02 -3.02227498e-01 -2.82411930e-01
-3.23765555e-01]
[ 7.29412040e-02 -3.05032097e-01 -8.64878737e-02 -4.61943249e-01
-2.19161278e-01 -9.05407312e-02 5.00917813e-02 8.21832860e-02
-2.59796312e-02 2.84658256e-01 -5.42594717e-01 -8.53956860e-01
4.55451907e-01]
[ -2.26005930e-01 -2.41705638e-01 -1.33028131e-01 -3.23812533e-01
-2.98781981e-01 -9.42242034e-02 2.06846325e-01 3.80622010e-02
2.82996586e-01 3.37745127e-02 -4.32112869e-01 -1.06723880e+00
6.71063459e-01]
[ -1.87162473e-02 -1.83487452e-01 1.96155655e-02 -3.25582525e-01
-1.68567866e-01 1.64488319e-01 2.03140086e-01 2.52338712e-01
-3.29921948e-02 2.25220654e-01 -2.49929688e-01 -1.14902485e+00
7.71570646e-01]
[ -3.53164817e-03 -4.23194915e-02 -1.26627660e-01 -1.46390438e-01
-1.77970873e-01 -4.80715748e-02 3.10897197e-01 1.64416908e-01
2.56620425e-01 3.62237146e-01 -5.12375515e-01 -1.09568509e+00
8.17020229e-01]
[ -8.69386713e-02 -2.76956405e-01 5.74144748e-02 -3.60452840e-01
-1.47382509e-01 1.15931252e-01 3.78040090e-01 1.39589772e-01
-6.69865760e-02 1.57404905e-01 -5.74145481e-01 -1.06731153e+00
8.79483469e-01]
[ 1.17229424e-01 -8.72123814e-02 1.43953795e-02 -1.72063216e-01
-8.10796433e-02 -1.92686139e-02 2.72193468e-01 3.76402879e-01
4.23437486e-01 2.59541473e-01 -5.71462943e-01 -1.00793243e+00
5.94168339e-01]
[ -5.44859619e-05 -1.41201694e-01 2.30255721e-02 1.66154141e-02
-9.48922751e-02 -2.83310325e-01 1.01794093e-01 3.68079307e-01
1.73669672e-02 1.33382094e-01 -2.75442176e-01 -8.51464277e-01
2.52699988e-01]
[ 9.65135985e-02 9.45551647e-02 8.58091036e-03 1.94815383e-01
-9.74566889e-02 -5.76557658e-02 -1.30237094e-01 -1.16375795e-01
-2.25948522e-01 -1.07623720e-01 -9.27860645e-02 1.98417052e-01
-4.26970276e-01]
[ 5.12109991e-02 -1.17995009e-01 1.49714281e-01 4.16575493e-01
2.37672553e-01 9.51389356e-03 -3.64596534e-01 -3.31582256e-01
-2.02811669e-02 -5.38736239e-01 2.65982219e-01 9.17339596e-01
-7.96689766e-01]
[ 2.57404979e-02 7.86556886e-02 -2.14426711e-01 1.05210238e-01
3.52155358e-02 -2.98191589e-03 -1.96524122e-01 -3.55948965e-01
-2.84986985e-01 -2.56046296e-01 -1.81491011e-02 -1.04359901e-01
-2.05186606e-01]
[ -6.63720535e-02 -2.06160113e-01 5.82847205e-02 3.43686368e-02
-1.28684693e-01 -1.36308103e-01 -3.17307324e-02 -5.11084901e-02
3.77417146e-02 -4.01718362e-01 -3.47914851e-01 -2.47189726e-01
9.80617679e-02]
[ -3.41570711e-03 -2.63621001e-01 5.01154254e-02 -3.37965833e-01
-1.88005450e-01 -2.34269785e-01 -3.26282746e-01 -2.42854387e-02
-5.75968638e-02 2.39543322e-02 -2.19326257e-01 2.45627458e-01
7.88721583e-02]
[ 1.59746619e-01 6.12904691e-02 -1.09958004e-01 -3.27553637e-01
-5.28948863e-02 -1.03951543e-01 -2.43141912e-01 -5.11500514e-02
-2.20770994e-01 -2.76845307e-01 -2.23740242e-01 5.07088114e-01
-1.07094469e-02]
[ -1.83005776e-01 -1.76509582e-01 -1.18277884e-01 -3.20851199e-01
-4.71685580e-02 2.41933938e-02 -2.33748000e-01 -2.88005431e-01
-1.59913600e-01 -1.01668006e-01 -2.57159740e-01 3.45630185e-01
-7.69574331e-02]
[ -4.63795218e-02 -2.02893821e-01 -1.67366574e-01 -3.31363912e-01
-4.55485540e-02 4.11992172e-02 -1.04124358e-01 -1.07112386e-01
-2.57844837e-01 -3.44657941e-01 -8.56339029e-02 1.81175039e-01
5.55894314e-02]
[ 9.95128421e-02 9.14967831e-02 -1.83727330e-02 -2.57131425e-01
-3.17179228e-01 4.93527654e-03 -2.18673277e-01 -3.48388206e-01
-3.41040352e-01 -5.25937571e-02 -1.35174161e-01 2.65176264e-01
-3.69620203e-03]
[ -6.25493703e-02 -8.62012324e-03 -2.85105967e-01 -4.98259598e-02
7.12738143e-02 1.54887294e-01 -2.57917932e-01 -1.91213448e-01
-6.26396898e-02 -5.78037149e-02 1.80134824e-01 7.35121872e-01
-1.15870911e-01]
[ 1.34931415e-01 3.31582152e-01 -1.95993941e-01 7.52729594e-01
1.12123851e-01 2.68523499e-03 -2.17116315e-01 -3.75643766e-01
-2.31144164e-01 -3.17286745e-01 7.43392754e-01 9.17108518e-01
-1.28087901e+00]
[ -6.06530168e-03 1.70328572e-01 5.50986633e-02 3.72606498e-01
-2.96520561e-03 -6.52793386e-02 -2.84776376e-01 -3.38888459e-01
-2.86313353e-01 -2.09499267e-01 5.81679187e-01 9.42066970e-01
-1.25977842e+00]
[ -2.95522115e-02 -1.40249862e-01 -1.48719315e-01 3.25562036e-01
-1.83258381e-01 2.37348495e-01 -4.21402083e-02 -1.81222549e-01
-2.28141333e-01 -3.61912026e-01 2.11105073e-01 5.50845540e-01
-6.33650272e-01]
[ 8.35506941e-02 -3.82780628e-01 -5.07657659e-02 1.79349127e-02
-1.16447526e-01 1.99902659e-01 8.05832586e-02 1.73151058e-01
-1.86319751e-01 -5.01485453e-03 -5.30286026e-02 3.28109211e-01
-3.53404215e-01]
[ 2.11752913e-01 -2.96314112e-01 -1.18655539e-01 -7.96487803e-02
-2.16929160e-01 1.22891376e-01 4.32204270e-02 -1.24362223e-01
-5.75380161e-02 -4.80091614e-02 -1.60882842e-01 -1.97555693e-01
-2.00762594e-01]
[ -1.33301267e-01 -8.01936297e-02 3.80536661e-02 -2.44511523e-01
-5.87835951e-02 -1.41345568e-01 4.59171511e-02 -5.41400453e-03
-9.74937596e-02 1.78975115e-02 -3.22545117e-01 -4.58968241e-01
-1.16372318e-01]
[ -1.42182908e-01 -1.35427135e-01 -6.86855779e-02 -2.84498613e-01
-3.45397447e-01 -2.89020841e-01 1.64781610e-01 1.48234338e-01
1.14515629e-02 1.25283696e-01 -2.77268322e-01 -8.69611231e-01
3.13124480e-02]
[ -1.30508846e-01 -2.52907787e-01 -3.02141909e-01 -8.75385340e-01
-3.03653425e-01 -2.07644473e-01 -1.46006218e-01 -1.26657519e-02
3.76277369e-02 -4.62985162e-01 -6.96144569e-01 -6.62440022e-01
-1.18414080e+00]
[ -1.23920727e-01 1.31080081e-01 1.44749730e-02 1.24704988e-01
-2.04563298e-01 -1.76040826e-01 -1.51721750e-01 1.59689980e-02
-1.38270606e-01 -1.40309117e-01 -1.31476867e-01 -4.19610851e-01
9.09116773e-02]
[ -3.64725541e-01 -1.18032346e-01 -2.73199550e-01 3.24248735e-01
-1.99457142e-01 -2.32738732e-01 -1.34320141e-01 -9.95045634e-02
1.07597559e-02 3.16382981e-02 1.06649241e-01 -3.38726208e-01
2.13315354e-01]
[ -1.31685682e-01 -4.89926235e-02 -2.54437920e-01 1.72041687e-01
-2.29026950e-01 -2.79653041e-01 -3.76597691e-01 -2.31278196e-02
1.52796643e-02 -1.05076662e-01 -2.01240895e-01 -3.31237046e-01
1.42083972e-01]
[ -2.50796228e-01 -5.29277864e-01 -3.41550354e-01 -3.35834044e-02
-3.15886032e-01 -2.33613142e-01 -1.55232403e-01 -2.49813123e-01
6.32441277e-03 -2.65432594e-01 -3.37917135e-02 -2.78171342e-01
1.26936866e-02]
[ -2.24794455e-01 -2.93615704e-01 -3.22282399e-01 -5.88830143e-02
-8.50684376e-02 -1.51292928e-01 -9.69734272e-02 1.63208218e-02
-2.08552654e-01 -5.13267744e-01 -2.10108166e-01 -1.92770700e-01
-5.59013103e-02]
[ -9.41545424e-02 -1.68135139e-02 -2.42865690e-01 -9.33173403e-01
-2.73274575e-01 -2.59067333e-01 7.55075058e-02 -4.73255383e-01
1.32752055e-01 -1.85243224e-01 -6.84984829e-01 -3.72669445e-01
-1.11298953e+00]]
Progress: 29.8% ... Training loss: 0.198 ... Validation loss: 0.352[[-0.24215733]
[ 0.23443391]
[-0.1087079 ]
[ 1.21707371]
[ 0.25134606]
[-0.04021562]
[-0.89581723]
[-0.83870391]
[-0.57351554]
[-0.84278328]
[ 1.25268326]
[ 2.98975505]
[-2.34740934]]
[[ -5.17939567e-01 -4.94531695e-01 -5.88534578e-01 -2.00178702e-02
-2.92557091e-01 -5.94401839e-01 3.47727581e-02 -2.22598865e-01
-3.02594342e-01 -2.92626930e-01 2.49621122e-01 1.02291573e+00
3.17171741e-01]
[ 8.79815345e-03 -1.37704827e-01 4.87267460e-02 -9.96817205e-02
-4.10466635e-02 5.83271257e-02 -1.06577733e-01 1.96552117e-01
-1.46989405e-01 -1.83892692e-01 -1.19650159e-01 -1.42515732e-01
-2.44046481e-02]
[ -2.75848644e-01 1.32946847e-01 -3.40685628e-02 3.73029913e-02
7.32783634e-02 -1.33772126e-01 -7.40804341e-02 -1.63139590e-01
2.69617856e-01 -4.65646248e-01 9.90858987e-02 6.66368957e-01
9.13800021e-01]
[ 2.54617636e-01 -2.38475826e-01 -2.78720779e-01 1.54463920e-01
-2.65502756e-01 1.09161364e-02 4.87945428e-01 -5.72976910e-01
3.18655225e-01 -1.95390263e-01 -5.27552164e-02 -2.75234543e-01
-3.76963791e-01]
[ 1.36167179e-01 8.91518844e-03 1.14690043e-01 -1.30760483e-01
-2.49731788e-02 7.32642835e-02 -1.91324764e-01 -1.87144163e-01
6.34670940e-02 2.49948495e-01 3.44359244e-03 -9.29681616e-02
-1.54555857e-01]
[ -4.84174694e-01 -6.15707833e-01 -6.01354455e-01 -6.09200088e-01
-5.94470801e-01 -5.64718366e-01 -3.68200826e-01 -1.56386843e-01
-4.67914456e-01 -2.39496706e-01 -5.95745937e-01 -8.96591669e-01
-7.06066125e-01]
[ -4.12086283e-01 -5.96344211e-01 -3.24797938e-01 -4.38522200e-01
-4.19486619e-01 -5.63771502e-01 -4.08566970e-01 -4.78266501e-01
-2.98043785e-01 -9.48609642e-02 -4.90521026e-01 -5.06398171e-01
-5.61168372e-01]
[ -3.43248855e-01 -3.45556814e-01 -4.87272988e-01 -1.71173622e-01
-3.20822129e-01 -4.25917481e-01 -2.72668756e-01 -2.76913560e-01
-2.83013575e-01 -5.77759759e-01 -3.19580094e-01 -8.06537123e-01
-5.72961659e-01]
[ -4.68488500e-01 -3.40641618e-01 -3.85475226e-01 -2.27377141e-01
-3.31175392e-01 -2.18004555e-01 -4.71736449e-02 -4.60683460e-01
-2.65143370e-01 -4.65422021e-01 -1.78868173e-01 -2.11879905e-01
-2.41743752e-01]
[ -9.55214993e-01 -9.55125832e-01 -9.88748966e-01 -7.67247519e-01
-1.04364766e+00 -9.90058609e-01 -5.33377928e-01 -5.81641867e-01
-7.30285874e-01 -5.78984107e-01 -8.05429425e-01 -6.30933382e-01
-8.94003953e-01]
[ -5.14091062e-01 -2.69504341e-01 -4.72897075e-01 -3.66236842e-01
-3.46911289e-01 -3.64241927e-01 -6.21616223e-01 -6.12647601e-01
-6.65887496e-01 -9.63328965e-02 -5.50723311e-01 -8.17382999e-01
-6.23413824e-01]
[ -1.17490306e-01 2.47267501e-02 -3.43518935e-01 -4.66319215e-01
-1.04531790e-01 -7.47536918e-02 -1.99361943e-01 -4.20499762e-01
-1.77233463e-01 5.65977122e-02 -5.07587690e-01 -1.13261255e+00
-6.83260317e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56883676e-01 -1.22280369e-01 1.63594817e-01 -2.89111198e-01
-1.32655007e-01 1.13138486e-01 -1.32089156e-01 7.47094233e-03
-8.47023731e-02 6.14908109e-02 -2.06198625e-01 -4.31595838e-01
-6.67366125e-02]
[ -9.21568017e-02 -2.64526179e-01 -1.81388549e-01 -2.81378808e-01
-4.76720858e-01 -8.70107638e-02 -7.83589540e-02 -5.07940226e-03
-7.72086119e-02 -3.09792757e-03 -2.37239059e-01 -4.41851887e-01
-2.78671443e-01]
[ -6.54634731e-02 -2.94889027e-02 -2.27510490e-01 -2.65022062e-01
1.13333213e-01 -1.61182649e-01 -1.91267958e-01 1.20963934e-01
-1.15426289e-02 1.26425622e-01 -2.11136103e-01 -4.67472012e-03
-9.68235518e-02]
[ 3.89813212e-02 -1.68689889e-01 -1.48226153e-01 -9.65105822e-02
-1.26678214e-01 -1.06536502e-01 1.05515626e-01 -1.44263815e-01
-1.52242032e-02 3.56189558e-02 -4.12246584e-02 -1.17847002e-01
-1.81825000e-02]
[ -2.91647936e-01 -1.41160810e-01 -7.85623484e-02 -1.25186865e-01
-3.00600199e-01 -2.76014719e-01 -3.63312033e-01 1.78241172e-02
-3.24336606e-01 -2.20229696e-01 1.46704218e-01 -1.53756081e-01
1.57806247e-01]
[ -2.30999374e-01 -1.23573702e-01 -9.47906801e-02 -4.16758442e-02
-8.34426645e-02 -1.20476271e-01 -8.18446873e-02 1.74516641e-03
-1.42019041e-01 -9.55755151e-02 1.21265720e-03 -2.08079573e-01
-1.33354562e-01]
[ -1.75956765e-01 -7.08566837e-02 -2.30113080e-01 -2.67605507e-01
-1.58847125e-01 -2.05659915e-01 -3.42805834e-01 -1.10693863e-01
1.29700331e-01 -2.37579596e-01 -3.73043498e-01 -3.84445899e-01
-3.47244155e-01]
[ -3.72321088e-01 -5.81975417e-02 -1.52170434e-01 -9.91419867e-02
-4.45308641e-02 -3.13858364e-01 2.28414358e-02 -9.28352640e-02
-1.27064363e-01 4.68137251e-02 4.17703734e-02 -2.61412927e-01
-3.92785851e-01]
[ -1.61061468e-01 -1.41701269e-01 -5.33367503e-02 -1.94808013e-01
-1.27422424e-01 -2.95568574e-01 4.41981587e-02 -1.48879782e-01
-1.99912514e-01 4.60736086e-02 1.95059676e-01 -3.17209214e-02
-1.26719357e-01]
[ -1.31845691e-01 -1.69892039e-01 -1.15102173e-01 -2.86972530e-01
9.51182361e-02 -1.80703377e-02 -1.80200218e-01 -1.81520724e-01
1.08656457e-01 -9.99329273e-02 -1.16761618e-01 -4.51138549e-03
-3.26550661e-01]
[ -4.00226798e-02 -3.59596733e-02 -1.49682733e-01 -1.02808169e-01
-2.30787714e-01 6.29801890e-02 -5.07083973e-02 -4.14313498e-02
-2.22360175e-01 -8.73886078e-02 -1.31404257e-01 -3.94087166e-01
-1.96088973e-01]
[ -6.84934615e-02 2.25057618e-02 -1.29159994e-01 -3.37464149e-01
1.19569130e-01 2.03819065e-02 -1.94098611e-01 -1.46529480e-01
1.28898614e-01 -5.63530323e-02 -3.02065654e-01 -2.82335375e-01
-3.23918027e-01]
[ 7.30053083e-02 -3.05100463e-01 -8.64640574e-02 -4.62900940e-01
-2.19233061e-01 -9.05338020e-02 5.08881286e-02 8.27519609e-02
-2.55649872e-02 2.85163910e-01 -5.43397741e-01 -8.56326237e-01
4.57946886e-01]
[ -2.26129110e-01 -2.41562240e-01 -1.33070606e-01 -3.23446446e-01
-2.98635934e-01 -9.42477215e-02 2.06536563e-01 3.77893232e-02
2.82716530e-01 3.33937959e-02 -4.31752305e-01 -1.06708284e+00
6.69915581e-01]
[ -1.87246300e-02 -1.83471654e-01 1.96110957e-02 -3.25454865e-01
-1.68552373e-01 1.64486397e-01 2.03036855e-01 2.52258157e-01
-3.30472733e-02 2.25170678e-01 -2.49819111e-01 -1.14891614e+00
7.71296498e-01]
[ -3.54322583e-03 -4.23249025e-02 -1.26626912e-01 -1.46684135e-01
-1.77978808e-01 -4.80765510e-02 3.11277460e-01 1.64622902e-01
2.56758297e-01 3.62301589e-01 -5.12605269e-01 -1.09648218e+00
8.17873035e-01]
[ -8.71240116e-02 -2.76849609e-01 5.73587918e-02 -3.59491858e-01
-1.47223517e-01 1.15900192e-01 3.77381616e-01 1.39442513e-01
-6.75287810e-02 1.56825444e-01 -5.73395830e-01 -1.06673529e+00
8.77015779e-01]
[ 1.17233448e-01 -8.72328526e-02 1.43994749e-02 -1.72296009e-01
-8.11114626e-02 -1.92671723e-02 2.72387183e-01 3.76575766e-01
4.23541077e-01 2.59550269e-01 -5.71668961e-01 -1.00872673e+00
5.94817671e-01]
[ 2.31100829e-05 -1.41309814e-01 2.30376165e-02 1.56714113e-02
-9.49937374e-02 -2.83303898e-01 1.02754455e-01 3.68548995e-01
1.79379572e-02 1.32972574e-01 -2.76107030e-01 -8.52927641e-01
2.54768627e-01]
[ 9.67067752e-02 9.42078357e-02 8.66827318e-03 1.95514934e-01
-9.77637634e-02 -5.76200963e-02 -1.29704859e-01 -1.15561055e-01
-2.25525718e-01 -1.07777090e-01 -9.23298158e-02 1.99456538e-01
-4.27357038e-01]
[ 5.11141868e-02 -1.17935233e-01 1.49692372e-01 4.20230860e-01
2.37786094e-01 9.48959882e-03 -3.66118962e-01 -3.31315082e-01
-2.14108381e-02 -5.37756309e-01 2.68614323e-01 9.19876852e-01
-8.01090239e-01]
[ 2.55600154e-02 7.86679582e-02 -2.14449750e-01 1.05650699e-01
3.51844729e-02 -3.00098525e-03 -1.97163095e-01 -3.56346999e-01
-2.85095391e-01 -2.57132343e-01 -1.79730215e-02 -1.05883718e-01
-2.03809425e-01]
[ -6.66185917e-02 -2.05993313e-01 5.82100449e-02 3.49297759e-02
-1.28490587e-01 -1.36349686e-01 -3.31757572e-02 -5.17428073e-02
3.69737788e-02 -4.02325706e-01 -3.47414975e-01 -2.46253911e-01
9.78860995e-02]
[ -3.13659978e-03 -2.63777657e-01 5.02152476e-02 -3.40136558e-01
-1.88261498e-01 -2.34247701e-01 -3.25049171e-01 -2.29319890e-02
-5.67825383e-02 2.53918473e-02 -2.21774420e-01 2.39404918e-01
8.41792717e-02]
[ 1.60018925e-01 6.06044185e-02 -1.09768995e-01 -3.30391164e-01
-5.35573908e-02 -1.03896596e-01 -2.41821725e-01 -4.86229101e-02
-2.19256368e-01 -2.75839973e-01 -2.26903968e-01 4.96150841e-01
-2.15763590e-03]
[ -1.83297452e-01 -1.76268581e-01 -1.18356759e-01 -3.20554774e-01
-4.69714237e-02 2.41580535e-02 -2.36515418e-01 -2.88020797e-01
-1.61304582e-01 -1.02935499e-01 -2.56362881e-01 3.54905700e-01
-7.87276524e-02]
[ -4.61972420e-02 -2.03331230e-01 -1.67140221e-01 -3.33846455e-01
-4.61312030e-02 4.12501892e-02 -1.03246016e-01 -1.04625506e-01
-2.56456575e-01 -3.43114389e-01 -8.93540497e-02 1.69984967e-01
6.41522925e-02]
[ 9.93419493e-02 9.18566270e-02 -1.85193352e-02 -2.56948984e-01
-3.16968653e-01 4.90360953e-03 -2.19482560e-01 -3.48971035e-01
-3.41920721e-01 -5.32543523e-02 -1.34284301e-01 2.70870218e-01
-6.33668739e-03]
[ -6.24644122e-02 -8.93892956e-03 -2.85013443e-01 -5.17436821e-02
7.09378347e-02 1.54912969e-01 -2.57305514e-01 -1.89862693e-01
-6.18852147e-02 -5.70253501e-02 1.77769774e-01 7.31473893e-01
-1.12233423e-01]
[ 1.34922782e-01 3.31596269e-01 -1.95997744e-01 7.52809458e-01
1.12133660e-01 2.68353811e-03 -2.17158592e-01 -3.75679662e-01
-2.31165540e-01 -3.17315548e-01 7.43472729e-01 9.17303847e-01
-1.28094098e+00]
[ -6.04094307e-03 1.70298665e-01 5.51837149e-02 3.73782991e-01
-2.84427867e-03 -6.52716020e-02 -2.85546989e-01 -3.38686938e-01
-2.86622936e-01 -2.09395784e-01 5.83147369e-01 9.42608483e-01
-1.26009215e+00]
[ -2.94306805e-02 -1.40399593e-01 -1.48690417e-01 3.24160447e-01
-1.83408297e-01 2.37365300e-01 -4.09040271e-02 -1.80968668e-01
-2.27540342e-01 -3.61700848e-01 2.09600609e-01 5.46381127e-01
-6.32098913e-01]
[ 8.37909978e-02 -3.83097656e-01 -5.06867483e-02 1.62211624e-02
-1.16788681e-01 1.99940993e-01 8.20104844e-02 1.74261351e-01
-1.85154920e-01 -4.31015652e-03 -5.47313945e-02 3.22056599e-01
-3.50054503e-01]
[ 2.11772280e-01 -2.96283607e-01 -1.18660831e-01 -7.96018710e-02
-2.16916665e-01 1.22893521e-01 4.32417182e-02 -1.24413620e-01
-5.75315360e-02 -4.79992341e-02 -1.60896412e-01 -1.97688319e-01
-2.00913766e-01]
[ -1.33198503e-01 -8.02672981e-02 3.80932776e-02 -2.44623318e-01
-5.88710402e-02 -1.41326230e-01 4.62909400e-02 -5.06233320e-03
-9.73529401e-02 1.83281766e-02 -3.22613843e-01 -4.58345840e-01
-1.16738448e-01]
[ -1.42382899e-01 -1.35193429e-01 -6.87703822e-02 -2.83758935e-01
-3.45189439e-01 -2.89047642e-01 1.64015564e-01 1.47799501e-01
1.08978117e-02 1.24504500e-01 -2.76391121e-01 -8.68778069e-01
2.97487443e-02]
[ -1.30645956e-01 -2.52709331e-01 -3.02262175e-01 -8.74752316e-01
-3.03405598e-01 -2.07682841e-01 -1.46617884e-01 -1.30526176e-02
3.70650735e-02 -4.63361691e-01 -6.94920269e-01 -6.55976899e-01
-1.18751599e+00]
[ -1.23670251e-01 1.30526392e-01 1.46894042e-02 1.20645138e-01
-2.05017853e-01 -1.76005592e-01 -1.49344075e-01 1.86800808e-02
-1.36913532e-01 -1.39007456e-01 -1.36168225e-01 -4.30647617e-01
1.02750732e-01]
[ -3.64868549e-01 -1.18196012e-01 -2.73207758e-01 3.25445246e-01
-1.99591109e-01 -2.32742880e-01 -1.35216642e-01 -9.90927736e-02
1.09245983e-02 3.05877975e-02 1.07120208e-01 -3.38490817e-01
2.15719961e-01]
[ -1.31739171e-01 -4.92062032e-02 -2.54350804e-01 1.71329183e-01
-2.29271058e-01 -2.79654195e-01 -3.76948304e-01 -2.19456695e-02
1.56657922e-02 -1.04681632e-01 -2.02703922e-01 -3.36201316e-01
1.46838872e-01]
[ -2.50760321e-01 -5.29533574e-01 -3.41430711e-01 -3.35239952e-02
-3.16233164e-01 -2.33602067e-01 -1.55111907e-01 -2.48115350e-01
7.03421475e-03 -2.64784752e-01 -3.54767223e-02 -2.88172694e-01
1.83847994e-02]
[ -2.24506646e-01 -2.94242112e-01 -3.22098111e-01 -6.12041895e-02
-8.57191747e-02 -1.51228343e-01 -9.55528240e-02 1.97464059e-02
-2.07317465e-01 -5.12030779e-01 -2.12389420e-01 -2.04174839e-01
-4.65489184e-02]
[ -9.42527571e-02 -1.65338592e-02 -2.42915970e-01 -9.33699596e-01
-2.73271612e-01 -2.59087985e-01 7.35799150e-02 -4.72815516e-01
1.31456979e-01 -1.85616672e-01 -6.84352557e-01 -3.69041564e-01
-1.12097317e+00]]
Progress: 29.8% ... Training loss: 0.216 ... Validation loss: 0.356[[-0.24480183]
[ 0.23222451]
[-0.10720044]
[ 1.22659787]
[ 0.25259572]
[-0.04131073]
[-0.88936935]
[-0.82121185]
[-0.57280657]
[-0.83513695]
[ 1.2605898 ]
[ 3.00845225]
[-2.32341859]]
[[ -5.18775014e-01 -4.93320990e-01 -5.89119230e-01 -3.08651031e-03
-2.90938850e-01 -5.94541504e-01 2.79875436e-02 -2.32315699e-01
-3.06785715e-01 -2.99054059e-01 2.65416584e-01 1.06486713e+00
2.85344623e-01]
[ 8.90278683e-03 -1.37604175e-01 4.86964283e-02 -9.92191563e-02
-4.09396868e-02 5.83464213e-02 -1.06634501e-01 1.95715069e-01
-1.47229688e-01 -1.83529836e-01 -1.18470957e-01 -1.36308796e-01
-2.92088879e-02]
[ -2.75160188e-01 1.31891834e-01 -3.37257882e-02 3.67669882e-02
7.23463393e-02 -1.33688334e-01 -7.46560346e-02 -1.64912670e-01
2.71011777e-01 -4.63090269e-01 9.53192691e-02 6.55980891e-01
8.91940035e-01]
[ 2.57232516e-01 -2.40578747e-01 -2.77601916e-01 1.39743801e-01
-2.67867454e-01 1.13017443e-02 4.98240630e-01 -5.61909007e-01
3.25071517e-01 -1.82689787e-01 -6.77337991e-02 -3.05299757e-01
-3.52474040e-01]
[ 1.37582871e-01 6.96686207e-03 1.15307740e-01 -1.40210139e-01
-2.67022552e-02 7.34859983e-02 -1.81538650e-01 -1.80676260e-01
6.96858160e-02 2.53338503e-01 -6.23697916e-03 -1.25946109e-01
-1.32031258e-01]
[ -4.84078711e-01 -6.15664213e-01 -6.01431169e-01 -6.07947015e-01
-5.94288450e-01 -5.64728692e-01 -3.68060216e-01 -1.58229529e-01
-4.67988742e-01 -2.40763730e-01 -5.93419006e-01 -8.89173843e-01
-7.09721329e-01]
[ -4.11892260e-01 -5.96385073e-01 -3.24938916e-01 -4.34445827e-01
-4.19150339e-01 -5.63741567e-01 -4.10303976e-01 -4.82941356e-01
-2.98065209e-01 -9.77993395e-02 -4.85953615e-01 -4.96426598e-01
-5.78472879e-01]
[ -3.43255203e-01 -3.45825494e-01 -4.87197812e-01 -1.67693662e-01
-3.21000480e-01 -4.25918489e-01 -2.74402549e-01 -2.79228309e-01
-2.83511493e-01 -5.78014386e-01 -3.19240674e-01 -8.04749322e-01
-5.84942644e-01]
[ -4.68547481e-01 -3.40494738e-01 -3.85500905e-01 -2.27723948e-01
-3.31105961e-01 -2.18012741e-01 -4.78518614e-02 -4.60476538e-01
-2.65403734e-01 -4.65379691e-01 -1.79044298e-01 -2.09287438e-01
-2.40638947e-01]
[ -9.56460107e-01 -9.54006792e-01 -9.89384396e-01 -7.50912173e-01
-1.04216354e+00 -9.90235921e-01 -5.43029702e-01 -5.91697186e-01
-7.34998430e-01 -5.87802994e-01 -7.90491966e-01 -5.91632351e-01
-9.27492134e-01]
[ -5.12512698e-01 -2.70999724e-01 -4.72338373e-01 -3.75149238e-01
-3.48281034e-01 -3.64020749e-01 -6.15250680e-01 -6.10463997e-01
-6.61412148e-01 -9.16778004e-02 -5.59536501e-01 -8.36983830e-01
-6.17965791e-01]
[ -1.17598878e-01 2.49840511e-02 -3.43610404e-01 -4.65279569e-01
-1.04236463e-01 -7.47871443e-02 -2.00084115e-01 -4.21253415e-01
-1.77850247e-01 5.63438076e-02 -5.06654321e-01 -1.13054308e+00
-6.87056061e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56884885e-01 -1.22215277e-01 1.63565100e-01 -2.88915734e-01
-1.32627144e-01 1.13127107e-01 -1.31723419e-01 7.32261397e-03
-8.47015870e-02 6.09232013e-02 -2.05796073e-01 -4.31823963e-01
-6.74377424e-02]
[ -9.21762046e-02 -2.64404954e-01 -1.81453281e-01 -2.79724757e-01
-4.76505778e-01 -8.70200346e-02 -7.89120617e-02 -6.95174474e-03
-7.74590604e-02 -4.21577977e-03 -2.34710353e-01 -4.33304156e-01
-2.81015024e-01]
[ -6.55719395e-02 -2.94475051e-02 -2.27566906e-01 -2.64679101e-01
1.13438359e-01 -1.61202817e-01 -1.91641948e-01 1.20471576e-01
-1.18918508e-02 1.25834982e-01 -2.10988286e-01 -4.11237037e-03
-9.89598322e-02]
[ 3.83701188e-02 -1.68215831e-01 -1.48511961e-01 -9.14398757e-02
-1.26036206e-01 -1.06611713e-01 1.02307012e-01 -1.47424691e-01
-1.69726680e-02 3.13523236e-02 -3.60569007e-02 -1.03804465e-01
-2.49967031e-02]
[ -2.91117352e-01 -1.41496073e-01 -7.84244698e-02 -1.25407034e-01
-3.00814360e-01 -2.75941836e-01 -3.63060877e-01 1.69885660e-02
-3.23336782e-01 -2.18849475e-01 1.47067298e-01 -1.54585981e-01
1.50577416e-01]
[ -2.30679419e-01 -1.23832595e-01 -9.47412300e-02 -4.27357339e-02
-8.36112670e-02 -1.20436981e-01 -8.04838653e-02 1.63466952e-03
-1.41187368e-01 -9.51314743e-02 -3.00220507e-04 -2.13620463e-01
-1.35352582e-01]
[ -1.76016412e-01 -7.09240222e-02 -2.30095474e-01 -2.65448107e-01
-1.58914719e-01 -2.05673873e-01 -3.43257856e-01 -1.11956415e-01
1.29643895e-01 -2.38437046e-01 -3.72096237e-01 -3.83229638e-01
-3.55154739e-01]
[ -3.72351820e-01 -5.82568050e-02 -1.52172701e-01 -9.68558254e-02
-4.45037042e-02 -3.13861185e-01 2.09621002e-02 -9.43602719e-02
-1.27852817e-01 4.68693959e-02 4.25974175e-02 -2.56896966e-01
-3.98962144e-01]
[ -1.61019342e-01 -1.41728283e-01 -5.33221270e-02 -1.95877701e-01
-1.27450420e-01 -2.95568812e-01 4.40083906e-02 -1.48769643e-01
-1.99971806e-01 4.63342181e-02 1.94198931e-01 -3.06865092e-02
-1.26043824e-01]
[ -1.31772969e-01 -1.69948681e-01 -1.15064120e-01 -2.86965202e-01
9.50537524e-02 -1.80531155e-02 -1.79743250e-01 -1.80947514e-01
1.08951763e-01 -9.94684282e-02 -1.17199553e-01 -6.70063004e-03
-3.24949805e-01]
[ -4.01702202e-02 -3.57637052e-02 -1.49749358e-01 -1.02755666e-01
-2.30650836e-01 6.29553031e-02 -5.12224164e-02 -4.19912651e-02
-2.22635902e-01 -8.79828529e-02 -1.30980245e-01 -3.91433964e-01
-1.96334104e-01]
[ -6.82559708e-02 2.22933934e-02 -1.29080237e-01 -3.38418378e-01
1.19367543e-01 2.04208576e-02 -1.93370841e-01 -1.45870771e-01
1.29445077e-01 -5.53813414e-02 -3.03004688e-01 -2.84350001e-01
-3.22476251e-01]
[ 7.30386240e-02 -3.05126441e-01 -8.64532277e-02 -4.63143222e-01
-2.19261137e-01 -9.05286806e-02 5.11121513e-02 8.28735339e-02
-2.54461032e-02 2.85292383e-01 -5.43578159e-01 -8.56665800e-01
4.58463014e-01]
[ -2.26137233e-01 -2.41542991e-01 -1.33078014e-01 -3.23396912e-01
-2.98618191e-01 -9.42499691e-02 2.06418203e-01 3.76365825e-02
2.82600182e-01 3.33406471e-02 -4.31695103e-01 -1.06678488e+00
6.69658837e-01]
[ -1.86828817e-02 -1.83496185e-01 1.96243927e-02 -3.25852398e-01
-1.68593846e-01 1.64492990e-01 2.03486940e-01 2.52508385e-01
-3.28539176e-02 2.25368287e-01 -2.50193008e-01 -1.14972423e+00
7.72413739e-01]
[ -3.69600665e-03 -4.21893014e-02 -1.26676281e-01 -1.45955152e-01
-1.77855736e-01 -4.80962698e-02 3.10683546e-01 1.64108855e-01
2.56399857e-01 3.61696988e-01 -5.12106778e-01 -1.09620108e+00
8.16470167e-01]
[ -8.72237334e-02 -2.76729807e-01 5.73079348e-02 -3.58878165e-01
-1.47091188e-01 1.15880155e-01 3.76793504e-01 1.38944957e-01
-6.78824317e-02 1.56325738e-01 -5.72893808e-01 -1.06615935e+00
8.75234565e-01]
[ 1.17185230e-01 -8.71633400e-02 1.43582222e-02 -1.71778800e-01
-8.10227335e-02 -1.92730987e-02 2.72047696e-01 3.76038348e-01
4.23336608e-01 2.59034294e-01 -5.71195345e-01 -1.00725460e+00
5.92942558e-01]
[ 4.43379163e-05 -1.41308754e-01 2.30148182e-02 1.60837057e-02
-9.49830376e-02 -2.83302927e-01 1.02984120e-01 3.68608490e-01
1.82035264e-02 1.32564360e-01 -2.75705590e-01 -8.52357625e-01
2.53458855e-01]
[ 9.67213041e-02 9.42713188e-02 8.68837587e-03 1.97654042e-01
-9.77381315e-02 -5.76139707e-02 -1.30397244e-01 -1.15881643e-01
-2.25699263e-01 -1.08103035e-01 -9.09209514e-02 2.01221925e-01
-4.30558208e-01]
[ 5.11194668e-02 -1.18243020e-01 1.49726985e-01 4.24397887e-01
2.37726640e-01 9.49752768e-03 -3.67291201e-01 -3.32702886e-01
-2.09718521e-02 -5.39616943e-01 2.72466391e-01 9.24840812e-01
-8.04218465e-01]
[ 2.55664392e-02 7.86682498e-02 -2.14447575e-01 1.06085739e-01
3.52050546e-02 -3.00234278e-03 -1.97129783e-01 -3.56293363e-01
-2.84996611e-01 -2.57212221e-01 -1.76800203e-02 -1.05421479e-01
-2.04620090e-01]
[ -6.67749732e-02 -2.05717824e-01 5.81022836e-02 3.63100981e-02
-1.28210490e-01 -1.36371809e-01 -3.50654883e-02 -5.31599978e-02
3.58970672e-02 -4.03110192e-01 -3.45710114e-01 -2.38035350e-01
9.34733665e-02]
[ -2.99219448e-03 -2.63835377e-01 5.02303446e-02 -3.41207648e-01
-1.88290531e-01 -2.34232169e-01 -3.24437455e-01 -2.29734988e-02
-5.63732805e-02 2.57729113e-02 -2.22712352e-01 2.38098026e-01
8.57593684e-02]
[ 1.59723890e-01 6.10406671e-02 -1.09929593e-01 -3.28748920e-01
-5.32423089e-02 -1.03937927e-01 -2.43436708e-01 -5.05004115e-02
-2.20200524e-01 -2.76831128e-01 -2.24651026e-01 5.04581120e-01
-7.82977708e-03]
[ -1.83377218e-01 -1.76140221e-01 -1.18409083e-01 -3.20733722e-01
-4.68294015e-02 2.41354772e-02 -2.37980417e-01 -2.88870800e-01
-1.61850514e-01 -1.03432321e-01 -2.55847741e-01 3.60247841e-01
-7.96813332e-02]
[ -4.62596664e-02 -2.03218375e-01 -1.67174451e-01 -3.33488383e-01
-4.60431565e-02 4.12373524e-02 -1.03485786e-01 -1.05159087e-01
-2.56674647e-01 -3.43301383e-01 -8.90034391e-02 1.71762532e-01
6.27017907e-02]
[ 9.96493378e-02 9.13896264e-02 -1.83767120e-02 -2.58919496e-01
-3.17330074e-01 4.95136870e-03 -2.18202384e-01 -3.47766103e-01
-3.40843963e-01 -5.18766530e-02 -1.36776614e-01 2.64665872e-01
-1.91690160e-03]
[ -6.24110157e-02 -9.00239810e-03 -2.84980209e-01 -5.22373643e-02
7.09031389e-02 1.54920809e-01 -2.57040315e-01 -1.89839330e-01
-6.17995808e-02 -5.67830422e-02 1.77340378e-01 7.30394195e-01
-1.11706317e-01]
[ 1.35491675e-01 3.30755436e-01 -1.95794802e-01 7.48928753e-01
1.11406626e-01 2.77281685e-03 -2.14849835e-01 -3.74307435e-01
-2.29133874e-01 -3.16174271e-01 7.39929944e-01 9.04703131e-01
-1.27803733e+00]
[ -5.73195636e-03 1.69805872e-01 5.53126118e-02 3.71745002e-01
-3.28980930e-03 -6.52298077e-02 -2.83663336e-01 -3.38003660e-01
-2.85356970e-01 -2.08624036e-01 5.80577566e-01 9.35029430e-01
-1.25916119e+00]
[ -2.92060424e-02 -1.40517231e-01 -1.48622923e-01 3.23449153e-01
-1.83479513e-01 2.37403749e-01 -4.00901794e-02 -1.80546402e-01
-2.27135050e-01 -3.61113801e-01 2.09112052e-01 5.46008456e-01
-6.32652635e-01]
[ 8.34581988e-02 -3.82689286e-01 -5.08429306e-02 2.04902802e-02
-1.16274124e-01 1.99884535e-01 7.94697034e-02 1.71306709e-01
-1.86947459e-01 -6.02211966e-03 -5.06965291e-02 3.35368931e-01
-3.59783298e-01]
[ 2.11466049e-01 -2.95797976e-01 -1.18813617e-01 -7.68404229e-02
-2.16491315e-01 1.22840112e-01 4.20037777e-02 -1.26105644e-01
-5.90574737e-02 -4.86996152e-02 -1.59116914e-01 -1.93063579e-01
-2.07743389e-01]
[ -1.33140837e-01 -8.02814483e-02 3.80968634e-02 -2.44801816e-01
-5.88767153e-02 -1.41320461e-01 4.66874436e-02 -5.07597553e-03
-9.71933940e-02 1.83337338e-02 -3.22662238e-01 -4.58168677e-01
-1.16966616e-01]
[ -1.42404639e-01 -1.35156528e-01 -6.87779018e-02 -2.83607896e-01
-3.45160061e-01 -2.89052368e-01 1.64002927e-01 1.47773383e-01
1.08039286e-02 1.24473924e-01 -2.76394609e-01 -8.68988879e-01
2.95130258e-02]
[ -1.29812623e-01 -2.53452005e-01 -3.01939460e-01 -8.80098884e-01
-3.04139399e-01 -2.07578764e-01 -1.42243300e-01 -1.09640225e-02
4.03973610e-02 -4.61697718e-01 -7.00379170e-01 -6.73843589e-01
-1.18326870e+00]
[ -1.23892576e-01 1.31144935e-01 1.44329906e-02 1.25291618e-01
-2.04338962e-01 -1.76031367e-01 -1.51899191e-01 1.47779016e-02
-1.38538703e-01 -1.40496903e-01 -1.31464394e-01 -4.14397402e-01
9.03074276e-02]
[ -3.65314507e-01 -1.17812479e-01 -2.73404294e-01 3.31456444e-01
-1.99051310e-01 -2.32801661e-01 -1.38333428e-01 -1.01749863e-01
9.09436154e-03 2.71656038e-02 1.13066809e-01 -3.22304699e-01
2.10656493e-01]
[ -1.31836402e-01 -4.89389611e-02 -2.54388283e-01 1.74860469e-01
-2.28880969e-01 -2.79683687e-01 -3.79360123e-01 -2.42328333e-02
1.38425396e-02 -1.04618680e-01 -2.00508085e-01 -3.26992850e-01
1.35084206e-01]
[ -2.51187665e-01 -5.29197770e-01 -3.41644620e-01 -2.90570416e-02
-3.15724320e-01 -2.33666664e-01 -1.57195637e-01 -2.51575993e-01
5.73244197e-03 -2.67769026e-01 -3.06043459e-02 -2.79279672e-01
1.06564852e-02]
[ -2.24323866e-01 -2.94578983e-01 -3.22046407e-01 -6.31410350e-02
-8.60502320e-02 -1.51192295e-01 -9.44564424e-02 2.08012109e-02
-2.06424530e-01 -5.11549775e-01 -2.14132363e-01 -2.07754684e-01
-4.36267457e-02]
[ -9.38513333e-02 -1.71784796e-02 -2.42754247e-01 -9.36609502e-01
-2.73914666e-01 -2.59039050e-01 7.42679973e-02 -4.72277209e-01
1.32958198e-01 -1.84346384e-01 -6.87811722e-01 -3.76363183e-01
-1.12298877e+00]]
Progress: 29.9% ... Training loss: 0.203 ... Validation loss: 0.376[[-0.24796262]
[ 0.23609804]
[-0.10309945]
[ 1.22976889]
[ 0.25427363]
[-0.04230709]
[-0.89757843]
[-0.81474489]
[-0.57488329]
[-0.83759548]
[ 1.26397034]
[ 3.01562292]
[-2.30698843]]
[[ -5.18010554e-01 -4.93733402e-01 -5.89137868e-01 -8.67123614e-03
-2.91554567e-01 -5.94460925e-01 3.37559742e-02 -2.32730435e-01
-3.03090731e-01 -2.98282654e-01 2.59731118e-01 1.05442910e+00
2.80448562e-01]
[ 8.79682732e-03 -1.37330045e-01 4.86165496e-02 -9.67050462e-02
-4.06354904e-02 5.83260282e-02 -1.07631640e-01 1.93818395e-01
-1.48223665e-01 -1.83802808e-01 -1.16771417e-01 -1.28752163e-01
-3.46595160e-02]
[ -2.76978887e-01 1.33804455e-01 -3.47033337e-02 4.91869134e-02
7.41702598e-02 -1.34007057e-01 -8.10453865e-02 -1.73981795e-01
2.66857593e-01 -4.71478902e-01 1.04377427e-01 6.71329880e-01
8.62293569e-01]
[ 2.59062936e-01 -2.42719246e-01 -2.76675474e-01 1.25755289e-01
-2.70231065e-01 1.16074712e-02 5.09667917e-01 -5.50802600e-01
3.31944597e-01 -1.73120481e-01 -8.35534134e-02 -3.47091826e-01
-3.21471832e-01]
[ 1.38268828e-01 6.57085588e-03 1.15440100e-01 -1.42789694e-01
-2.70749988e-02 7.35770680e-02 -1.78704831e-01 -1.80280980e-01
7.22449573e-02 2.54897438e-01 -6.49545124e-03 -1.32590130e-01
-1.22014657e-01]
[ -4.83619781e-01 -6.16238832e-01 -6.01256842e-01 -6.11858797e-01
-5.94874528e-01 -5.64641913e-01 -3.66290057e-01 -1.55492238e-01
-4.66998225e-01 -2.38343098e-01 -5.96830602e-01 -8.95602497e-01
-7.04917736e-01]
[ -4.12180312e-01 -5.95424043e-01 -3.25310848e-01 -4.28853110e-01
-4.18271382e-01 -5.63818103e-01 -4.12512546e-01 -4.87763314e-01
-2.99884886e-01 -1.00719438e-01 -4.79098408e-01 -4.80299490e-01
-5.96708025e-01]
[ -3.42894669e-01 -3.45975134e-01 -4.87264149e-01 -1.69675856e-01
-3.21345207e-01 -4.25880754e-01 -2.70877654e-01 -2.80035484e-01
-2.81526327e-01 -5.77184285e-01 -3.22818834e-01 -8.09047477e-01
-5.89175952e-01]
[ -4.68643876e-01 -3.40163700e-01 -3.85586171e-01 -2.26678410e-01
-3.30752335e-01 -2.18040659e-01 -4.76415381e-02 -4.60766037e-01
-2.65821272e-01 -4.65623451e-01 -1.77424106e-01 -2.04030389e-01
-2.42441804e-01]
[ -9.56374767e-01 -9.53320989e-01 -9.89773646e-01 -7.49134729e-01
-1.04167244e+00 -9.90260005e-01 -5.40293455e-01 -5.95513700e-01
-7.34462461e-01 -5.89460282e-01 -7.87892402e-01 -5.78532917e-01
-9.45504471e-01]
[ -5.12288109e-01 -2.71087681e-01 -4.72253419e-01 -3.75308075e-01
-3.48404900e-01 -3.63985644e-01 -6.15321913e-01 -6.09694765e-01
-6.61507131e-01 -9.03422592e-02 -5.59612680e-01 -8.37012420e-01
-6.20179884e-01]
[ -1.17473790e-01 2.49540135e-02 -3.43655316e-01 -4.66153896e-01
-1.04301911e-01 -7.47781039e-02 -1.99452324e-01 -4.21387474e-01
-1.77552765e-01 5.67524275e-02 -5.07692062e-01 -1.13295658e+00
-6.86297349e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56872073e-01 -1.22234897e-01 1.63565877e-01 -2.89649256e-01
-1.32650604e-01 1.13136499e-01 -1.31964053e-01 7.09809175e-03
-8.48281291e-02 6.06370449e-02 -2.05944433e-01 -4.30092437e-01
-6.69235138e-02]
[ -9.20472421e-02 -2.64514017e-01 -1.81412275e-01 -2.80060839e-01
-4.76574760e-01 -8.70073353e-02 -7.82858234e-02 -6.20070296e-03
-7.71266721e-02 -3.24950342e-03 -2.35289695e-01 -4.35358777e-01
-2.79617647e-01]
[ -6.51111408e-02 -2.99983095e-02 -2.27363607e-01 -2.67858612e-01
1.12802664e-01 -1.61123458e-01 -1.90322061e-01 1.22655365e-01
-1.09196809e-02 1.27989566e-01 -2.13959103e-01 -1.07305813e-02
-9.59739358e-02]
[ 3.85243258e-02 -1.68229520e-01 -1.48509481e-01 -9.18220548e-02
-1.26037352e-01 -1.06596309e-01 1.03046890e-01 -1.47751498e-01
-1.65300592e-02 3.14261725e-02 -3.56201065e-02 -1.00816974e-01
-2.66437524e-02]
[ -2.91336431e-01 -1.41132519e-01 -7.85882028e-02 -1.23202404e-01
-3.00494389e-01 -2.75986140e-01 -3.63119065e-01 1.55931963e-02
-3.23933275e-01 -2.19645860e-01 1.49360961e-01 -1.49732987e-01
1.48565008e-01]
[ -2.31433416e-01 -1.22619718e-01 -9.52282947e-02 -3.50940706e-02
-8.23899489e-02 -1.20577332e-01 -8.54716439e-02 -3.83201807e-03
-1.44588894e-01 -9.94893592e-02 7.80012490e-03 -1.95311531e-01
-1.56718253e-01]
[ -1.75970975e-01 -7.10180292e-02 -2.30104280e-01 -2.66145576e-01
-1.59133397e-01 -2.05663409e-01 -3.43010647e-01 -1.12509457e-01
1.30064597e-01 -2.38618694e-01 -3.73947510e-01 -3.83122549e-01
-3.61529363e-01]
[ -3.72129256e-01 -5.84014536e-02 -1.52142322e-01 -9.82015223e-02
-4.46960504e-02 -3.13832485e-01 2.33958064e-02 -9.37401946e-02
-1.26447786e-01 4.75473795e-02 4.09611835e-02 -2.62780847e-01
-3.95828502e-01]
[ -1.60992624e-01 -1.41757590e-01 -5.33378066e-02 -1.96798674e-01
-1.27570553e-01 -2.95561996e-01 4.52694406e-02 -1.47874377e-01
-1.99483347e-01 4.69658723e-02 1.92631489e-01 -3.53128193e-02
-1.22082230e-01]
[ -1.31858375e-01 -1.69762230e-01 -1.15111348e-01 -2.86454806e-01
9.52781026e-02 -1.80805674e-02 -1.79926648e-01 -1.81608249e-01
1.08672466e-01 -9.97082129e-02 -1.16222597e-01 -2.86125005e-03
-3.25572394e-01]
[ -3.99236439e-02 -3.58994166e-02 -1.49697328e-01 -1.03593709e-01
-2.30748618e-01 6.29905330e-02 -5.01228400e-02 -4.15139604e-02
-2.22105875e-01 -8.73890567e-02 -1.31630386e-01 -3.92515380e-01
-1.96126820e-01]
[ -6.80605485e-02 2.21951693e-02 -1.29036906e-01 -3.39597312e-01
1.19261903e-01 2.04549614e-02 -1.92331582e-01 -1.45352426e-01
1.29996018e-01 -5.45307529e-02 -3.03923195e-01 -2.85255628e-01
-3.22121650e-01]
[ 7.29021902e-02 -3.05061022e-01 -8.64838933e-02 -4.63191742e-01
-2.19194415e-01 -9.05481694e-02 5.09003373e-02 8.27639621e-02
-2.56652988e-02 2.85097001e-01 -5.43703457e-01 -8.57488045e-01
4.59121221e-01]
[ -2.26240277e-01 -2.41358221e-01 -1.33166379e-01 -3.22870954e-01
-2.98420565e-01 -9.42752127e-02 2.06081721e-01 3.69869223e-02
2.82152395e-01 3.27856245e-02 -4.31187798e-01 -1.06607193e+00
6.67202006e-01]
[ -1.86681295e-02 -1.83491545e-01 1.96218550e-02 -3.25915721e-01
-1.68584860e-01 1.64492475e-01 2.03629888e-01 2.52488911e-01
-3.27581662e-02 2.25381881e-01 -2.50247909e-01 -1.14967521e+00
7.72281218e-01]
[ -3.70172309e-03 -4.21738313e-02 -1.26683671e-01 -1.45858593e-01
-1.77842373e-01 -4.80977450e-02 3.10656026e-01 1.64056893e-01
2.56377631e-01 3.61603143e-01 -5.12009917e-01 -1.09600877e+00
8.16171547e-01]
[ -8.69477589e-02 -2.76928476e-01 5.74065623e-02 -3.60175845e-01
-1.47332244e-01 1.15924589e-01 3.78763315e-01 1.40084317e-01
-6.68904309e-02 1.57454382e-01 -5.74058212e-01 -1.06821603e+00
8.78669396e-01]
[ 1.17248457e-01 -8.71991958e-02 1.43810256e-02 -1.72122883e-01
-8.10634194e-02 -1.92664969e-02 2.72388798e-01 3.76333079e-01
4.23526076e-01 2.59402427e-01 -5.71476113e-01 -1.00775402e+00
5.93681612e-01]
[ 1.27037759e-04 -1.41297089e-01 2.30177928e-02 1.61454609e-02
-9.49575048e-02 -2.83303825e-01 1.04029924e-01 3.68892023e-01
1.86320864e-02 1.33046596e-01 -2.76141074e-01 -8.54673144e-01
2.53315039e-01]
[ 9.71413834e-02 9.39510663e-02 8.75969396e-03 1.96176071e-01
-9.80205011e-02 -5.75574276e-02 -1.27899511e-01 -1.14897026e-01
-2.24242087e-01 -1.07300377e-01 -9.25034854e-02 1.96514976e-01
-4.30681178e-01]
[ 5.17266001e-02 -1.18902711e-01 1.50013627e-01 4.19106806e-01
2.36722220e-01 9.58897893e-03 -3.63525856e-01 -3.29466860e-01
-1.78804812e-02 -5.37923897e-01 2.66732144e-01 9.04691246e-01
-8.00062001e-01]
[ 2.55431752e-02 7.87003983e-02 -2.14458221e-01 1.06274106e-01
3.52630595e-02 -3.00671186e-03 -1.96897142e-01 -3.56571231e-01
-2.85100873e-01 -2.57464326e-01 -1.76197660e-02 -1.05073443e-01
-2.05383720e-01]
[ -6.69668691e-02 -2.05231552e-01 5.79325322e-02 3.97168046e-02
-1.27654821e-01 -1.36404600e-01 -3.75716273e-02 -5.67282623e-02
3.39626136e-02 -4.03554516e-01 -3.42762165e-01 -2.23065482e-01
8.42768299e-02]
[ -3.06449898e-03 -2.63770710e-01 5.01837520e-02 -3.41267218e-01
-1.88219829e-01 -2.34242499e-01 -3.25049334e-01 -2.36192967e-02
-5.66663767e-02 2.50151001e-02 -2.22450775e-01 2.40500241e-01
8.55258015e-02]
[ 1.59697083e-01 6.12050302e-02 -1.09980457e-01 -3.28389333e-01
-5.30784978e-02 -1.03943182e-01 -2.43984497e-01 -5.13655334e-02
-2.20586395e-01 -2.77216498e-01 -2.23745215e-01 5.08619966e-01
-1.06726046e-02]
[ -1.83311206e-01 -1.76274574e-01 -1.18360699e-01 -3.21628838e-01
-4.69734049e-02 2.41523985e-02 -2.37529262e-01 -2.88231223e-01
-1.61477113e-01 -1.02749592e-01 -2.56978672e-01 3.57512435e-01
-7.76589236e-02]
[ -4.62205261e-02 -2.03285814e-01 -1.67150745e-01 -3.34009154e-01
-4.61211980e-02 4.12445227e-02 -1.03166587e-01 -1.04900648e-01
-2.56426796e-01 -3.43055110e-01 -8.97932988e-02 1.69855901e-01
6.42179088e-02]
[ 9.93629663e-02 9.18078123e-02 -1.85145043e-02 -2.57067121e-01
-3.16918808e-01 4.90901275e-03 -2.20309844e-01 -3.50017425e-01
-3.42299730e-01 -5.31658216e-02 -1.33947513e-01 2.78128594e-01
-8.44140247e-03]
[ -6.20125973e-02 -9.30410465e-03 -2.84909140e-01 -5.46316119e-02
7.05625126e-02 1.54972639e-01 -2.55565361e-01 -1.89336383e-01
-6.08932835e-02 -5.52136158e-02 1.74962884e-01 7.26649486e-01
-1.08488985e-01]
[ 1.35395888e-01 3.30649209e-01 -1.95851260e-01 7.48886985e-01
1.11275504e-01 2.76080573e-03 -2.14312363e-01 -3.73320538e-01
-2.28716162e-01 -3.16747100e-01 7.39610201e-01 9.02333627e-01
-1.27790617e+00]
[ -6.24331999e-03 1.70540644e-01 5.50404474e-02 3.76916139e-01
-2.54648837e-03 -6.53155829e-02 -2.86124516e-01 -3.40148712e-01
-2.87243823e-01 -2.10821228e-01 5.86443485e-01 9.46216344e-01
-1.26568631e+00]
[ -2.90017894e-02 -1.40662352e-01 -1.48574559e-01 3.22375462e-01
-1.83601231e-01 2.37435371e-01 -3.91722400e-02 -1.80108830e-01
-2.26538895e-01 -3.60339944e-01 2.08298096e-01 5.44714163e-01
-6.32249717e-01]
[ 8.33808764e-02 -3.82557134e-01 -5.09134174e-02 2.14441680e-02
-1.16133920e-01 1.99867041e-01 7.92361598e-02 1.70552244e-01
-1.87185430e-01 -6.63800678e-03 -4.95582562e-02 3.38283158e-01
-3.62096614e-01]
[ 2.11423466e-01 -2.95782346e-01 -1.18822707e-01 -7.65156195e-02
-2.16473748e-01 1.22834738e-01 4.17482192e-02 -1.26033285e-01
-5.93169477e-02 -4.85920737e-02 -1.58807484e-01 -1.92282144e-01
-2.08643592e-01]
[ -1.33214146e-01 -8.01823782e-02 3.80650462e-02 -2.44336408e-01
-5.87706564e-02 -1.41329953e-01 4.64114182e-02 -5.15132032e-03
-9.74651821e-02 1.82883408e-02 -3.22198185e-01 -4.58008910e-01
-1.17961736e-01]
[ -1.42495111e-01 -1.35048627e-01 -6.88163769e-02 -2.82762337e-01
-3.45053074e-01 -2.89066014e-01 1.63179020e-01 1.47169889e-01
1.02653950e-02 1.24096991e-01 -2.75485880e-01 -8.66948928e-01
2.72163927e-02]
[ -1.29105368e-01 -2.54262151e-01 -3.01738850e-01 -8.88280204e-01
-3.05186223e-01 -2.07493509e-01 -1.36742184e-01 -8.07415895e-03
4.42098975e-02 -4.60518402e-01 -7.08802221e-01 -6.95630137e-01
-1.18076808e+00]
[ -1.23736236e-01 1.31329615e-01 1.43732621e-02 1.26750936e-01
-2.04203651e-01 -1.76020738e-01 -1.52270548e-01 1.34191733e-02
-1.38829438e-01 -1.40726553e-01 -1.29291120e-01 -4.06076119e-01
8.48479944e-02]
[ -3.64382249e-01 -1.18690350e-01 -2.73107289e-01 3.23856575e-01
-2.00032553e-01 -2.32648510e-01 -1.32824625e-01 -9.82324846e-02
1.24472084e-02 3.17950644e-02 1.05380905e-01 -3.37932823e-01
2.22227592e-01]
[ -1.32581673e-01 -4.78181097e-02 -2.54722112e-01 1.82581427e-01
-2.27807796e-01 -2.79800639e-01 -3.82902746e-01 -2.77088355e-02
1.06596556e-02 -1.06605865e-01 -1.93998797e-01 -3.09037367e-01
1.24691929e-01]
[ -2.51769332e-01 -5.28672422e-01 -3.41875762e-01 -2.29917660e-02
-3.15090052e-01 -2.33745133e-01 -1.60549889e-01 -2.53935877e-01
3.44732720e-03 -2.69873600e-01 -2.41644634e-02 -2.68079134e-01
2.72086726e-03]
[ -2.24385214e-01 -2.94309751e-01 -3.22199567e-01 -6.17957700e-02
-8.57336488e-02 -1.51222072e-01 -9.51349863e-02 1.93881319e-02
-2.07066740e-01 -5.12493425e-01 -2.12318604e-01 -2.01437169e-01
-5.09872406e-02]
[ -9.38238843e-02 -1.70227630e-02 -2.42823211e-01 -9.36674849e-01
-2.73744155e-01 -2.59042825e-01 7.45016592e-02 -4.73258098e-01
1.32932226e-01 -1.84803226e-01 -6.87153327e-01 -3.72085982e-01
-1.12538038e+00]]
Progress: 29.9% ... Training loss: 0.202 ... Validation loss: 0.380[[-0.2441416 ]
[ 0.24465802]
[-0.10062156]
[ 1.23447242]
[ 0.25812692]
[-0.04001641]
[-0.89512152]
[-0.81840121]
[-0.56432637]
[-0.84014917]
[ 1.2704921 ]
[ 3.02894508]
[-2.30901275]]
[[ -5.18512560e-01 -4.93103833e-01 -5.89072025e-01 -7.19072222e-03
-2.91172280e-01 -5.94471537e-01 3.26690829e-02 -2.29267133e-01
-3.05193246e-01 -2.94373454e-01 2.60864547e-01 1.06391376e+00
2.86854160e-01]
[ 8.70084542e-03 -1.37121248e-01 4.85129567e-02 -9.57125946e-02
-4.04257930e-02 5.82985814e-02 -1.08069110e-01 1.92584973e-01
-1.48564893e-01 -1.84221973e-01 -1.15620330e-01 -1.25883251e-01
-3.67782698e-02]
[ -2.79363138e-01 1.36255446e-01 -3.55044842e-02 6.56072527e-02
7.65184789e-02 -1.34325807e-01 -9.36209528e-02 -1.83163514e-01
2.59886213e-01 -4.80363420e-01 1.21315803e-01 7.14878040e-01
8.43124710e-01]
[ 2.58511059e-01 -2.41442412e-01 -2.76728218e-01 1.29119289e-01
-2.68813253e-01 1.15212884e-02 5.05672293e-01 -5.55847532e-01
3.28951421e-01 -1.75459459e-01 -7.61991227e-02 -3.22264332e-01
-3.34965303e-01]
[ 1.36042185e-01 8.74956409e-03 1.14496503e-01 -1.36123097e-01
-2.50244886e-02 7.32229888e-02 -1.84797881e-01 -1.85125890e-01
6.66086755e-02 2.45166435e-01 2.25324804e-03 -1.14641531e-01
-1.33866283e-01]
[ -4.83549271e-01 -6.16386551e-01 -6.01152449e-01 -6.11765065e-01
-5.94945745e-01 -5.64606579e-01 -3.66774805e-01 -1.53920269e-01
-4.67463301e-01 -2.36760945e-01 -5.97310329e-01 -8.92284842e-01
-7.03213677e-01]
[ -4.11215678e-01 -5.95683435e-01 -3.25182630e-01 -4.32707220e-01
-4.18903531e-01 -5.63701865e-01 -4.07496174e-01 -4.86079112e-01
-2.97892935e-01 -9.73161563e-02 -4.81627010e-01 -4.86229123e-01
-5.97440139e-01]
[ -3.44494819e-01 -3.44112758e-01 -4.87681221e-01 -1.62124531e-01
-3.19635528e-01 -4.26099036e-01 -2.78650043e-01 -2.83506357e-01
-2.86606786e-01 -5.80542035e-01 -3.14795973e-01 -7.83166502e-01
-5.97317261e-01]
[ -4.68821570e-01 -3.40213491e-01 -3.85604522e-01 -2.28607748e-01
-3.30900895e-01 -2.18054349e-01 -4.65572408e-02 -4.59624092e-01
-2.65809183e-01 -4.65936391e-01 -1.79753522e-01 -2.10484701e-01
-2.37962542e-01]
[ -9.56502441e-01 -9.52889575e-01 -9.89975748e-01 -7.47345882e-01
-1.04138887e+00 -9.90319444e-01 -5.38933418e-01 -5.94586031e-01
-7.35019170e-01 -5.87983712e-01 -7.86537554e-01 -5.69939579e-01
-9.43058609e-01]
[ -5.12101817e-01 -2.70974131e-01 -4.72130302e-01 -3.76825829e-01
-3.48492806e-01 -3.63919029e-01 -6.15328856e-01 -6.08409093e-01
-6.61981326e-01 -8.85132102e-02 -5.61051239e-01 -8.38125611e-01
-6.19452260e-01]
[ -1.18275109e-01 2.58145246e-02 -3.43779143e-01 -4.64563380e-01
-1.03639825e-01 -7.48656801e-02 -2.02961884e-01 -4.22673572e-01
-1.80063357e-01 5.47615545e-02 -5.04923234e-01 -1.12362204e+00
-6.92160938e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56578653e-01 -1.22433618e-01 1.63661648e-01 -2.91345986e-01
-1.32883633e-01 1.13187858e-01 -1.30688109e-01 8.30376938e-03
-8.42525502e-02 6.20249872e-02 -2.07434125e-01 -4.31214773e-01
-6.55822976e-02]
[ -9.17018195e-02 -2.64812096e-01 -1.81285850e-01 -2.81804995e-01
-4.76833448e-01 -8.69542406e-02 -7.68928928e-02 -4.17616122e-03
-7.65188091e-02 -1.12322663e-03 -2.37155240e-01 -4.39563187e-01
-2.77069520e-01]
[ -6.53559849e-02 -3.00286511e-02 -2.27357726e-01 -2.66686345e-01
1.12798780e-01 -1.61134505e-01 -1.92015865e-01 1.23026012e-01
-1.18643967e-02 1.27825148e-01 -2.13147804e-01 -7.51554517e-03
-9.49493600e-02]
[ 3.93068067e-02 -1.68526396e-01 -1.48357111e-01 -9.61676698e-02
-1.26598835e-01 -1.06510456e-01 1.07648725e-01 -1.45326839e-01
-1.44076382e-02 3.46733085e-02 -3.98536755e-02 -1.11014059e-01
-2.30809023e-02]
[ -2.91499829e-01 -1.40744937e-01 -7.87373287e-02 -1.21334988e-01
-3.00159930e-01 -2.76012353e-01 -3.64136089e-01 1.38458394e-02
-3.25064852e-01 -2.20544309e-01 1.52373031e-01 -1.40939560e-01
1.42654671e-01]
[ -2.31099304e-01 -1.23050528e-01 -9.50832894e-02 -3.67851540e-02
-8.28189447e-02 -1.20520925e-01 -8.39563298e-02 -2.78158177e-03
-1.43328612e-01 -9.88071018e-02 6.23827109e-03 -2.00854187e-01
-1.53475579e-01]
[ -1.76923989e-01 -7.03069799e-02 -2.30276774e-01 -2.62608228e-01
-1.58540476e-01 -2.05779072e-01 -3.48046675e-01 -1.14018449e-01
1.26992394e-01 -2.40429765e-01 -3.71302562e-01 -3.69738668e-01
-3.64025187e-01]
[ -3.72825258e-01 -5.71577322e-02 -1.52424618e-01 -9.28227177e-02
-4.35049278e-02 -3.13948203e-01 2.03798280e-02 -9.63408603e-02
-1.28647794e-01 4.54100021e-02 4.73205632e-02 -2.49734014e-01
-4.03878400e-01]
[ -1.60896843e-01 -1.41836037e-01 -5.32969187e-02 -1.97617785e-01
-1.27618666e-01 -2.95543388e-01 4.61920825e-02 -1.47158618e-01
-1.99361778e-01 4.80716714e-02 1.91564843e-01 -3.66439171e-02
-1.20650672e-01]
[ -1.31678599e-01 -1.69985337e-01 -1.15045395e-01 -2.89224400e-01
9.49213300e-02 -1.80358779e-02 -1.78570573e-01 -1.80394757e-01
1.09212789e-01 -9.90361160e-02 -1.18326860e-01 -4.45421409e-03
-3.20720394e-01]
[ -4.00005620e-02 -3.58400715e-02 -1.49742261e-01 -1.03229135e-01
-2.30672847e-01 6.29792905e-02 -5.00567251e-02 -4.17182342e-02
-2.22122507e-01 -8.78480804e-02 -1.31384309e-01 -3.93137061e-01
-1.96949195e-01]
[ -6.87000644e-02 2.27553287e-02 -1.29223161e-01 -3.36989824e-01
1.19816347e-01 2.03444329e-02 -1.94856069e-01 -1.47369108e-01
1.28591620e-01 -5.69671755e-02 -3.01990282e-01 -2.82267890e-01
-3.25536320e-01]
[ 7.25227684e-02 -3.04842266e-01 -8.65679205e-02 -4.63046786e-01
-2.18965767e-01 -9.05990460e-02 5.00005699e-02 8.24526962e-02
-2.63673070e-02 2.84086021e-01 -5.43902427e-01 -8.58900363e-01
4.59869503e-01]
[ -2.26270349e-01 -2.41329416e-01 -1.33174176e-01 -3.23082735e-01
-2.98400965e-01 -9.42803327e-02 2.06027617e-01 3.68462730e-02
2.82087289e-01 3.28130634e-02 -4.31355858e-01 -1.06681028e+00
6.67654360e-01]
[ -1.86932341e-02 -1.83430004e-01 1.96070445e-02 -3.26042960e-01
-1.68533173e-01 1.64481948e-01 2.03667606e-01 2.52296981e-01
-3.28209182e-02 2.25544243e-01 -2.50408955e-01 -1.15005506e+00
7.72583482e-01]
[ -3.60597994e-03 -4.22460465e-02 -1.26664141e-01 -1.46576658e-01
-1.77926379e-01 -4.80822978e-02 3.11321477e-01 1.64490750e-01
2.56691338e-01 3.62104120e-01 -5.12522289e-01 -1.09688473e+00
8.17519513e-01]
[ -8.70851339e-02 -2.76813469e-01 5.73708502e-02 -3.59996264e-01
-1.47241413e-01 1.15899841e-01 3.78614515e-01 1.40020649e-01
-6.70932142e-02 1.57059527e-01 -5.74064204e-01 -1.06921393e+00
8.78530693e-01]
[ 1.17288754e-01 -8.72314367e-02 1.43909695e-02 -1.72696363e-01
-8.11103437e-02 -1.92612863e-02 2.72882967e-01 3.76603427e-01
4.23815780e-01 2.59554854e-01 -5.71914926e-01 -1.00868449e+00
5.94830196e-01]
[ 4.91251448e-04 -1.41528275e-01 2.31131946e-02 1.48156709e-02
-9.52128053e-02 -2.83267213e-01 1.06611811e-01 3.70344955e-01
1.99605725e-02 1.34707299e-01 -2.77525560e-01 -8.58127502e-01
2.54501254e-01]
[ 9.72278062e-02 9.39481185e-02 8.79731139e-03 1.96214697e-01
-9.80453993e-02 -5.75513783e-02 -1.27466009e-01 -1.14399153e-01
-2.24075997e-01 -1.06893587e-01 -9.28122392e-02 1.95193504e-01
-4.30682255e-01]
[ 5.20106178e-02 -1.19205703e-01 1.50141736e-01 4.20046710e-01
2.36480290e-01 9.64422942e-03 -3.63706641e-01 -3.29605637e-01
-1.75479602e-02 -5.37598345e-01 2.67865983e-01 9.08922543e-01
-8.01418305e-01]
[ 2.56253625e-02 7.85968775e-02 -2.14437385e-01 1.05911612e-01
3.51201877e-02 -3.00017127e-03 -1.96253710e-01 -3.56208641e-01
-2.84553013e-01 -2.57173304e-01 -1.85161482e-02 -1.08744472e-01
-2.04280644e-01]
[ -6.70247880e-02 -2.05242436e-01 5.78854111e-02 3.85738464e-02
-1.27646734e-01 -1.36421707e-01 -3.72341526e-02 -5.67861762e-02
3.39460359e-02 -4.04166638e-01 -3.43242070e-01 -2.23426394e-01
8.61969576e-02]
[ -3.02426172e-03 -2.63676877e-01 5.01727093e-02 -3.41261138e-01
-1.88110704e-01 -2.34231397e-01 -3.25830879e-01 -2.43926624e-02
-5.70499805e-02 2.54811689e-02 -2.21620257e-01 2.46099379e-01
8.35713464e-02]
[ 1.58540514e-01 6.23955839e-02 -1.10219485e-01 -3.25177601e-01
-5.20020907e-02 -1.04078955e-01 -2.49190355e-01 -5.30745107e-02
-2.24325910e-01 -2.79402584e-01 -2.19180292e-01 5.23605800e-01
-1.64747715e-02]
[ -1.83247179e-01 -1.76399507e-01 -1.18326348e-01 -3.22526479e-01
-4.71022485e-02 2.41662582e-02 -2.37327028e-01 -2.87670504e-01
-1.61246399e-01 -1.02394373e-01 -2.57797659e-01 3.56010133e-01
-7.58262015e-02]
[ -4.59397145e-02 -2.03538032e-01 -1.67078080e-01 -3.35404567e-01
-4.64561760e-02 4.13038576e-02 -1.01666132e-01 -1.04068028e-01
-2.55760900e-01 -3.41822434e-01 -9.12954726e-02 1.67888675e-01
6.63658367e-02]
[ 9.88281929e-02 9.23760037e-02 -1.87687079e-02 -2.56391392e-01
-3.16416550e-01 4.82036875e-03 -2.22010113e-01 -3.52300315e-01
-3.43688077e-01 -5.55458381e-02 -1.32071336e-01 2.87157507e-01
-1.12471819e-02]
[ -6.18370355e-02 -9.73546421e-03 -2.84814297e-01 -5.59106624e-02
7.01303255e-02 1.55011249e-01 -2.54777754e-01 -1.87857919e-01
-5.98719922e-02 -5.44115552e-02 1.72733093e-01 7.23708497e-01
-1.03727870e-01]
[ 1.35252402e-01 3.31155852e-01 -1.95973033e-01 7.52414534e-01
1.11714955e-01 2.73220343e-03 -2.15283839e-01 -3.74818587e-01
-2.29594272e-01 -3.17776475e-01 7.43354086e-01 9.07613810e-01
-1.28365580e+00]
[ -6.24647494e-03 1.70793585e-01 5.50084585e-02 3.78522402e-01
-2.30567335e-03 -6.53210830e-02 -2.86857160e-01 -3.40241841e-01
-2.87857460e-01 -2.10977829e-01 5.88051720e-01 9.50024278e-01
-1.26880079e+00]
[ -2.89273454e-02 -1.40745235e-01 -1.48504712e-01 3.22914308e-01
-1.83706803e-01 2.37456394e-01 -3.95748044e-02 -1.79452806e-01
-2.27021032e-01 -3.59187480e-01 2.08327084e-01 5.46071175e-01
-6.33132523e-01]
[ 8.33450325e-02 -3.82507386e-01 -5.09213902e-02 2.12998463e-02
-1.16111319e-01 1.99861726e-01 7.91303571e-02 1.70537749e-01
-1.87363336e-01 -6.72683221e-03 -4.96706791e-02 3.38430850e-01
-3.61722215e-01]
[ 2.11636259e-01 -2.95950224e-01 -1.18739258e-01 -7.76004837e-02
-2.16716543e-01 1.22863593e-01 4.31550450e-02 -1.24424744e-01
-5.87592516e-02 -4.73603838e-02 -1.60568779e-01 -1.99870325e-01
-2.06140324e-01]
[ -1.33255475e-01 -8.00837190e-02 3.80441376e-02 -2.43768749e-01
-5.86623665e-02 -1.41337383e-01 4.58740172e-02 -5.56862401e-03
-9.77450252e-02 1.82400202e-02 -3.21753523e-01 -4.56551391e-01
-1.19133014e-01]
[ -1.42493520e-01 -1.35012570e-01 -6.88093983e-02 -2.83070559e-01
-3.45052816e-01 -2.89064664e-01 1.63652815e-01 1.47635576e-01
1.02622612e-02 1.24551467e-01 -2.76052539e-01 -8.67888445e-01
2.76746634e-02]
[ -1.28986630e-01 -2.53900012e-01 -3.01743663e-01 -8.89243984e-01
-3.05137527e-01 -2.07456283e-01 -1.36528627e-01 -8.16404072e-03
4.32453641e-02 -4.60002467e-01 -7.07413038e-01 -6.84624068e-01
-1.18899030e+00]
[ -1.23590069e-01 1.31281612e-01 1.44431545e-02 1.26156637e-01
-2.04337534e-01 -1.75984962e-01 -1.51235685e-01 1.40448589e-02
-1.38468463e-01 -1.39658166e-01 -1.30156891e-01 -4.11340950e-01
8.80647311e-02]
[ -3.64370346e-01 -1.18375015e-01 -2.73139544e-01 3.25091220e-01
-1.99820172e-01 -2.32652734e-01 -1.32322579e-01 -9.75152024e-02
1.19327673e-02 3.24922641e-02 1.06380831e-01 -3.36810412e-01
2.20932645e-01]
[ -1.32361676e-01 -4.80740525e-02 -2.54615735e-01 1.80664243e-01
-2.28095907e-01 -2.79759780e-01 -3.81642836e-01 -2.61815170e-02
1.15507210e-02 -1.05154799e-01 -1.96043062e-01 -3.13838601e-01
1.29519480e-01]
[ -2.51866976e-01 -5.28648604e-01 -3.41877287e-01 -2.15888035e-02
-3.15006881e-01 -2.33754259e-01 -1.61317625e-01 -2.54134659e-01
3.11823033e-03 -2.69802227e-01 -2.28325011e-02 -2.63411125e-01
3.99465387e-03]
[ -2.24353772e-01 -2.94117616e-01 -3.22259441e-01 -6.07060307e-02
-8.54891701e-02 -1.51238178e-01 -9.54955260e-02 1.88698446e-02
-2.07525792e-01 -5.11928003e-01 -2.11414966e-01 -1.99719588e-01
-5.38623311e-02]
[ -9.49971871e-02 -1.62067710e-02 -2.43103825e-01 -9.35065324e-01
-2.73053136e-01 -2.59207632e-01 7.04630935e-02 -4.74394190e-01
1.30405814e-01 -1.87857864e-01 -6.86182883e-01 -3.63719303e-01
-1.12499631e+00]]
Progress: 29.9% ... Training loss: 0.205 ... Validation loss: 0.370[[-0.26274794]
[ 0.21770446]
[-0.11891202]
[ 1.20253016]
[ 0.23422203]
[-0.05614792]
[-0.93365332]
[-0.85477815]
[-0.60115994]
[-0.86692573]
[ 1.23333719]
[ 2.9634525 ]
[-2.35549345]]
[[ -5.17000171e-01 -4.94752511e-01 -5.88529448e-01 -1.73198685e-02
-2.92895258e-01 -5.94283846e-01 4.39728325e-02 -2.19871354e-01
-2.98664820e-01 -2.86132371e-01 2.46982357e-01 1.02279099e+00
3.18439812e-01]
[ 9.30059241e-03 -1.37727755e-01 4.87254363e-02 -1.00575703e-01
-4.09352884e-02 5.83705096e-02 -1.04658419e-01 1.94507673e-01
-1.46816459e-01 -1.82874045e-01 -1.20253250e-01 -1.36647218e-01
-3.22659878e-02]
[ -2.76748301e-01 1.31213848e-01 -3.40255291e-02 3.86365437e-02
7.16375816e-02 -1.33870033e-01 -7.79988717e-02 -1.67133182e-01
2.74106466e-01 -4.71541125e-01 8.88620406e-02 6.23089689e-01
8.95591648e-01]
[ 2.58661027e-01 -2.39981969e-01 -2.77289936e-01 1.31457768e-01
-2.66872075e-01 1.14133756e-02 5.09237415e-01 -5.64029482e-01
3.27340268e-01 -1.80772287e-01 -7.00813454e-02 -2.95169489e-01
-3.60603792e-01]
[ 1.35325368e-01 9.60129726e-03 1.14372454e-01 -1.29031433e-01
-2.43666716e-02 7.31344277e-02 -1.89843173e-01 -1.86002579e-01
6.45845237e-02 2.45607191e-01 6.58421296e-03 -1.05678823e-01
-1.36102317e-01]
[ -4.83414820e-01 -6.16773042e-01 -6.01056776e-01 -6.11515537e-01
-5.95204604e-01 -5.64584686e-01 -3.66932451e-01 -1.51771998e-01
-4.67110739e-01 -2.35001769e-01 -5.97757951e-01 -8.96223198e-01
-6.99105063e-01]
[ -4.09803492e-01 -5.97286485e-01 -3.24653583e-01 -4.43292168e-01
-4.20554264e-01 -5.63512879e-01 -3.99265773e-01 -4.78956482e-01
-2.93010272e-01 -9.02759496e-02 -4.93481820e-01 -5.23431500e-01
-5.79506091e-01]
[ -3.42836121e-01 -3.46668518e-01 -4.86928358e-01 -1.76150722e-01
-3.21935885e-01 -4.25848252e-01 -2.68769874e-01 -2.74719483e-01
-2.79037933e-01 -5.75306734e-01 -3.31090101e-01 -8.24117855e-01
-5.70960288e-01]
[ -4.68167896e-01 -3.40829323e-01 -3.85366145e-01 -2.34501401e-01
-3.31763511e-01 -2.17933162e-01 -4.15176320e-02 -4.56427240e-01
-2.62939156e-01 -4.62638112e-01 -1.86404481e-01 -2.26049554e-01
-2.23629821e-01]
[ -9.53019331e-01 -9.57245301e-01 -9.88463354e-01 -7.75924830e-01
-1.04593543e+00 -9.89784616e-01 -5.17364541e-01 -5.74315470e-01
-7.20471312e-01 -5.71999871e-01 -8.19458726e-01 -6.60595842e-01
-8.87233833e-01]
[ -5.12022291e-01 -2.71310730e-01 -4.72100357e-01 -3.76473677e-01
-3.48601249e-01 -3.63892321e-01 -6.14846515e-01 -6.08397724e-01
-6.61719330e-01 -8.82028502e-02 -5.60968405e-01 -8.38517044e-01
-6.15563128e-01]
[ -1.17978735e-01 2.53457154e-02 -3.43705522e-01 -4.66591848e-01
-1.04057386e-01 -7.48443659e-02 -2.02020570e-01 -4.21700874e-01
-1.79199106e-01 5.58003150e-02 -5.07332417e-01 -1.13023128e+00
-6.89142489e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56977829e-01 -1.22274532e-01 1.63551053e-01 -2.88837999e-01
-1.32543341e-01 1.13121449e-01 -1.32945216e-01 7.23403092e-03
-8.51705465e-02 6.04622376e-02 -2.05246257e-01 -4.27212343e-01
-6.65714145e-02]
[ -9.14760936e-02 -2.64919294e-01 -1.81229060e-01 -2.82390639e-01
-4.76923379e-01 -8.69230218e-02 -7.60687083e-02 -3.26751532e-03
-7.60941589e-02 -3.43536038e-05 -2.37748861e-01 -4.40423326e-01
-2.76433413e-01]
[ -6.50510100e-02 -3.04979537e-02 -2.27190969e-01 -2.68925926e-01
1.12227028e-01 -1.61074203e-01 -1.90511476e-01 1.25723941e-01
-1.09374711e-02 1.30458431e-01 -2.15758103e-01 -1.62506291e-02
-8.92748235e-02]
[ 3.98462001e-02 -1.68988432e-01 -1.48155526e-01 -9.93667170e-02
-1.27157939e-01 -1.06437606e-01 1.10043826e-01 -1.43006917e-01
-1.29799780e-02 3.75852374e-02 -4.35193573e-02 -1.19287814e-01
-1.64807380e-02]
[ -2.90876326e-01 -1.41585305e-01 -7.85365529e-02 -1.26470969e-01
-3.00887696e-01 -2.75935455e-01 -3.60175790e-01 1.69044387e-02
-3.22701001e-01 -2.17777294e-01 1.46672960e-01 -1.62483725e-01
1.51192323e-01]
[ -2.30860170e-01 -1.23321041e-01 -9.49709043e-02 -3.84671533e-02
-8.31201960e-02 -1.20485765e-01 -8.24147085e-02 -1.46847340e-03
-1.42378921e-01 -9.78837371e-02 4.32483028e-03 -2.06570094e-01
-1.51748617e-01]
[ -1.76625619e-01 -7.14032875e-02 -2.29978577e-01 -2.65364972e-01
-1.59424964e-01 -2.05709586e-01 -3.46512403e-01 -1.10545634e-01
1.29578103e-01 -2.39077953e-01 -3.75733945e-01 -3.85423907e-01
-3.54263546e-01]
[ -3.72619317e-01 -5.75060774e-02 -1.52319136e-01 -9.64139450e-02
-4.39262623e-02 -3.13906707e-01 2.23074315e-02 -9.45114375e-02
-1.27307529e-01 4.60764261e-02 4.35091511e-02 -2.57521778e-01
-3.97200899e-01]
[ -1.59515333e-01 -1.43250949e-01 -5.28337357e-02 -2.06895682e-01
-1.28894603e-01 -2.95373586e-01 5.41451790e-02 -1.42661655e-01
-1.94875651e-01 5.27722219e-02 1.81260496e-01 -5.96736920e-02
-1.07237801e-01]
[ -1.31166286e-01 -1.70363873e-01 -1.14884217e-01 -2.93934641e-01
9.42635787e-02 -1.79333417e-02 -1.75023199e-01 -1.78416210e-01
1.11339703e-01 -9.70642947e-02 -1.23383425e-01 -1.48180571e-02
-3.10497505e-01]
[ -4.02301906e-02 -3.56280105e-02 -1.49833199e-01 -1.02077393e-01
-2.30422354e-01 6.29382673e-02 -5.06723985e-02 -4.21282613e-02
-2.22544990e-01 -8.86390373e-02 -1.30086342e-01 -3.91368943e-01
-1.97290782e-01]
[ -6.85431149e-02 2.26105660e-02 -1.29172002e-01 -3.37726454e-01
1.19642312e-01 2.03749652e-02 -1.94178697e-01 -1.46710667e-01
1.28974413e-01 -5.62955795e-02 -3.02636818e-01 -2.83699704e-01
-3.24723584e-01]
[ 7.24753079e-02 -3.04792889e-01 -8.65829005e-02 -4.63166417e-01
-2.18921672e-01 -9.06065128e-02 4.98219271e-02 8.23555110e-02
-2.65252092e-02 2.84087669e-01 -5.44023370e-01 -8.59090233e-01
4.60201552e-01]
[ -2.26314040e-01 -2.41291490e-01 -1.33189855e-01 -3.22861496e-01
-2.98374062e-01 -9.42880059e-02 2.05679542e-01 3.66538122e-02
2.81917250e-01 3.25731707e-02 -4.31194479e-01 -1.06659550e+00
6.67259800e-01]
[ -1.86340434e-02 -1.83448057e-01 1.96239767e-02 -3.26512200e-01
-1.68596012e-01 1.64488285e-01 2.04161354e-01 2.52764806e-01
-3.26572322e-02 2.25994761e-01 -2.51049406e-01 -1.15108720e+00
7.73929611e-01]
[ -3.57742895e-03 -4.22820728e-02 -1.26654892e-01 -1.46763033e-01
-1.77958806e-01 -4.80781258e-02 3.11529396e-01 1.64634991e-01
2.56814729e-01 3.62215849e-01 -5.12654969e-01 -1.09709451e+00
8.17948271e-01]
[ -8.69373428e-02 -2.76905336e-01 5.74112732e-02 -3.61037626e-01
-1.47359035e-01 1.15919021e-01 3.80084628e-01 1.40591341e-01
-6.63821078e-02 1.57679029e-01 -5.75209679e-01 -1.07171810e+00
8.81614642e-01]
[ 1.17682663e-01 -8.74643632e-02 1.44780985e-02 -1.74607539e-01
-8.13717329e-02 -1.92161720e-02 2.75413026e-01 3.77941116e-01
4.25270545e-01 2.61195886e-01 -5.73611663e-01 -1.01182365e+00
5.98275542e-01]
[ 7.38553867e-04 -1.41837739e-01 2.32166368e-02 1.32474699e-02
-9.55184128e-02 -2.83236645e-01 1.08549121e-01 3.72045086e-01
2.11903778e-02 1.35536964e-01 -2.78819985e-01 -8.62334968e-01
2.57923842e-01]
[ 9.78280936e-02 9.33784163e-02 8.98870924e-03 1.93100947e-01
-9.85310517e-02 -5.74754398e-02 -1.24191329e-01 -1.12603709e-01
-2.22361070e-01 -1.04830210e-01 -9.62446699e-02 1.83617460e-01
-4.28027474e-01]
[ 5.10707925e-02 -1.18468046e-01 1.49829305e-01 4.27280793e-01
2.37519370e-01 9.49645803e-03 -3.67713734e-01 -3.32305243e-01
-2.00773271e-02 -5.40800654e-01 2.74612364e-01 9.23427983e-01
-8.06677778e-01]
[ 2.56207789e-02 7.85963300e-02 -2.14434542e-01 1.06148670e-01
3.51404891e-02 -3.00386203e-03 -1.96349245e-01 -3.56215948e-01
-2.84536033e-01 -2.57102097e-01 -1.84430682e-02 -1.09121195e-01
-2.04468861e-01]
[ -6.71348948e-02 -2.05076214e-01 5.78439134e-02 3.86972941e-02
-1.27521154e-01 -1.36436013e-01 -3.76565900e-02 -5.69556423e-02
3.33526618e-02 -4.03894866e-01 -3.43283859e-01 -2.23190246e-01
8.58686106e-02]
[ -2.70043364e-03 -2.64222442e-01 5.03872775e-02 -3.44655981e-01
-1.88722985e-01 -2.34175235e-01 -3.24021656e-01 -2.16774946e-02
-5.53397457e-02 2.75817813e-02 -2.25868394e-01 2.32883559e-01
9.37295340e-02]
[ 1.58889533e-01 6.18003428e-02 -1.10029674e-01 -3.28799803e-01
-5.26450511e-02 -1.04027332e-01 -2.47334138e-01 -5.04322975e-02
-2.22843968e-01 -2.77450592e-01 -2.23875567e-01 5.12724900e-01
-6.27322941e-03]
[ -1.83016948e-01 -1.76939193e-01 -1.18130497e-01 -3.24791405e-01
-4.76754416e-02 2.42268754e-02 -2.36443122e-01 -2.85661124e-01
-1.60267281e-01 -1.00629512e-01 -2.60488887e-01 3.48495320e-01
-7.02236380e-02]
[ -4.54651852e-02 -2.04181229e-01 -1.66879192e-01 -3.39434996e-01
-4.72336251e-02 4.14056918e-02 -9.88741103e-02 -1.01741158e-01
-2.53594593e-01 -3.40284048e-01 -9.58858301e-02 1.55418489e-01
7.69285249e-02]
[ 9.88158172e-02 9.25303165e-02 -1.87984085e-02 -2.56672574e-01
-3.16315487e-01 4.81407393e-03 -2.22254785e-01 -3.52415018e-01
-3.43886403e-01 -5.56067717e-02 -1.32123833e-01 2.88825585e-01
-1.14349370e-02]
[ -6.15556993e-02 -1.02093006e-02 -2.84686947e-01 -5.82177163e-02
6.96836403e-02 1.55063559e-01 -2.53692507e-01 -1.86009567e-01
-5.88721199e-02 -5.27478556e-02 1.70150773e-01 7.16659141e-01
-9.90185411e-02]
[ 1.35906681e-01 3.30404881e-01 -1.95793448e-01 7.47823494e-01
1.11027703e-01 2.81703723e-03 -2.12806389e-01 -3.73408663e-01
-2.27839938e-01 -3.15654393e-01 7.38810413e-01 8.98779186e-01
-1.27931269e+00]
[ -5.50558888e-03 1.69594266e-01 5.53094633e-02 3.73551741e-01
-3.17696919e-03 -6.52177374e-02 -2.82735428e-01 -3.38041574e-01
-2.84717570e-01 -2.09872662e-01 5.82522047e-01 9.31559830e-01
-1.26683092e+00]
[ -2.89564055e-02 -1.40609224e-01 -1.48521365e-01 3.22672086e-01
-1.83611116e-01 2.37450408e-01 -3.92611389e-02 -1.79103942e-01
-2.26977736e-01 -3.59262409e-01 2.08241412e-01 5.45653169e-01
-6.34277923e-01]
[ 8.34450447e-02 -3.82599642e-01 -5.08678910e-02 2.04015203e-02
-1.16284083e-01 1.99880655e-01 7.97374248e-02 1.71451491e-01
-1.87033552e-01 -6.00676282e-03 -5.08085565e-02 3.35262855e-01
-3.59670887e-01]
[ 2.12012745e-01 -2.96267325e-01 -1.18626038e-01 -7.98456072e-02
-2.17101875e-01 1.22919485e-01 4.49901725e-02 -1.22950181e-01
-5.76749523e-02 -4.59584968e-02 -1.63200503e-01 -2.06737022e-01
-2.02201562e-01]
[ -1.33261115e-01 -8.00578000e-02 3.80454994e-02 -2.43840614e-01
-5.86654822e-02 -1.41337942e-01 4.57807553e-02 -5.37291411e-03
-9.79010013e-02 1.84823531e-02 -3.21750835e-01 -4.56032207e-01
-1.19287033e-01]
[ -1.42449403e-01 -1.35065370e-01 -6.87890501e-02 -2.83812042e-01
-3.45140222e-01 -2.89054925e-01 1.64339576e-01 1.48069858e-01
1.06376116e-02 1.24790955e-01 -2.76990224e-01 -8.70570808e-01
2.98138147e-02]
[ -1.28531744e-01 -2.54283595e-01 -3.01610625e-01 -8.92273048e-01
-3.05508539e-01 -2.07400548e-01 -1.32602857e-01 -5.26593604e-03
4.51608082e-02 -4.57863618e-01 -7.11329822e-01 -6.99594624e-01
-1.18497702e+00]
[ -1.22877038e-01 1.30495883e-01 1.47013969e-02 1.20449699e-01
-2.04997564e-01 -1.75894901e-01 -1.47258098e-01 1.66641136e-02
-1.36455133e-01 -1.37413852e-01 -1.35645845e-01 -4.24006085e-01
9.38395423e-02]
[ -3.64142491e-01 -1.18795909e-01 -2.72926705e-01 3.22604854e-01
-2.00331604e-01 -2.32608862e-01 -1.30977523e-01 -9.49523746e-02
1.31241294e-02 3.51557123e-02 1.02683400e-01 -3.45604004e-01
2.30346631e-01]
[ -1.31553977e-01 -4.93802299e-02 -2.54268321e-01 1.73977219e-01
-2.29277610e-01 -2.79623734e-01 -3.78294596e-01 -2.13332162e-02
1.42115444e-02 -1.01078673e-01 -2.02892291e-01 -3.32216170e-01
1.42581026e-01]
[ -2.51403630e-01 -5.29449745e-01 -3.41640403e-01 -2.69349117e-02
-3.15941266e-01 -2.33656405e-01 -1.56318249e-01 -2.50025914e-01
6.78356110e-03 -2.67685093e-01 -3.01008317e-02 -2.86894298e-01
2.47602401e-02]
[ -2.23850651e-01 -2.94553838e-01 -3.22075267e-01 -6.33266285e-02
-8.60530401e-02 -1.51158031e-01 -9.31500201e-02 2.14644779e-02
-2.06108946e-01 -5.09494172e-01 -2.14334752e-01 -2.07048849e-01
-4.80231993e-02]
[ -9.43081159e-02 -1.72341580e-02 -2.42860456e-01 -9.39444492e-01
-2.73903268e-01 -2.59128496e-01 7.35140898e-02 -4.72771429e-01
1.33216783e-01 -1.86198604e-01 -6.91289889e-01 -3.75756956e-01
-1.12113228e+00]]
Progress: 30.0% ... Training loss: 0.241 ... Validation loss: 0.359[[-0.23292998]
[ 0.25033168]
[-0.09247397]
[ 1.24686346]
[ 0.2660682 ]
[-0.03068323]
[-0.88293883]
[-0.8153698 ]
[-0.54863673]
[-0.82635327]
[ 1.27119324]
[ 3.0232045 ]
[-2.30425284]]
[[ -5.19296715e-01 -4.92532074e-01 -5.89516417e-01 -4.05858829e-04
-2.90175696e-01 -5.94718280e-01 3.15678471e-02 -2.30899719e-01
-3.07934778e-01 -2.96775186e-01 2.65276862e-01 1.07873412e+00
2.83477037e-01]
[ 8.80349830e-03 -1.37238392e-01 4.85376590e-02 -9.76868960e-02
-4.05443007e-02 5.82908284e-02 -1.07328903e-01 1.93297641e-01
-1.48540922e-01 -1.83489086e-01 -1.17565722e-01 -1.31276401e-01
-4.08762829e-02]
[ -2.78733882e-01 1.34748816e-01 -3.53156635e-02 6.03355229e-02
7.51283500e-02 -1.34406645e-01 -9.64329648e-02 -1.83602536e-01
2.59601258e-01 -4.78301555e-01 1.12957009e-01 7.02820001e-01
8.24871162e-01]
[ 2.56908810e-01 -2.39551375e-01 -2.77384835e-01 1.38666413e-01
-2.66706260e-01 1.11490168e-02 5.01803219e-01 -5.61755162e-01
3.24701353e-01 -1.83492065e-01 -6.69765873e-02 -3.06184937e-01
-3.59549471e-01]
[ 1.34469954e-01 9.65509878e-03 1.14212340e-01 -1.33264589e-01
-2.40414965e-02 7.30369954e-02 -1.87419000e-01 -1.86005388e-01
6.56667247e-02 2.39742383e-01 6.65222051e-03 -1.04635896e-01
-1.21645031e-01]
[ -4.84195173e-01 -6.16404666e-01 -6.01339113e-01 -6.08026592e-01
-5.94660979e-01 -5.64702380e-01 -3.69758754e-01 -1.55440670e-01
-4.68754800e-01 -2.38999166e-01 -5.94698605e-01 -8.89468902e-01
-7.03055966e-01]
[ -4.11871560e-01 -5.95480562e-01 -3.25565883e-01 -4.33233816e-01
-4.18633252e-01 -5.63902306e-01 -4.08686623e-01 -4.85972587e-01
-2.99679005e-01 -9.91588767e-02 -4.83019773e-01 -4.88675710e-01
-6.01568362e-01]
[ -3.45226543e-01 -3.43827967e-01 -4.88025166e-01 -1.55961839e-01
-3.19097960e-01 -4.26356122e-01 -2.83758747e-01 -2.87433456e-01
-2.90015120e-01 -5.83145919e-01 -3.11797747e-01 -7.75671230e-01
-6.17299472e-01]
[ -4.69073293e-01 -3.40053462e-01 -3.85732462e-01 -2.31189930e-01
-3.30959983e-01 -2.18122172e-01 -4.62379115e-02 -4.59617282e-01
-2.65853647e-01 -4.66051343e-01 -1.82979543e-01 -2.18648667e-01
-2.32482311e-01]
[ -9.56065283e-01 -9.53719579e-01 -9.89991355e-01 -7.53455676e-01
-1.04238746e+00 -9.90414552e-01 -5.38401976e-01 -5.93051965e-01
-7.35476111e-01 -5.84811460e-01 -7.96123555e-01 -5.89393167e-01
-9.47690484e-01]
[ -5.14185464e-01 -2.69620593e-01 -4.73013919e-01 -3.64085599e-01
-3.46547642e-01 -3.64320804e-01 -6.22427892e-01 -6.14861360e-01
-6.66585762e-01 -9.66624696e-02 -5.50201389e-01 -8.16282667e-01
-6.32771463e-01]
[ -1.18913849e-01 2.59205688e-02 -3.43921720e-01 -4.64401430e-01
-1.03552874e-01 -7.49899486e-02 -2.05358063e-01 -4.23089535e-01
-1.81532347e-01 5.29387829e-02 -5.05195918e-01 -1.12631074e+00
-6.92682351e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56865488e-01 -1.22514142e-01 1.63623643e-01 -2.89793743e-01
-1.32721562e-01 1.13167465e-01 -1.32464009e-01 8.53394551e-03
-8.49346791e-02 6.15862470e-02 -2.07063562e-01 -4.32180770e-01
-6.58596345e-02]
[ -9.18818345e-02 -2.64599544e-01 -1.81416388e-01 -2.80233954e-01
-4.76627737e-01 -8.70088973e-02 -7.75346150e-02 -6.07624683e-03
-7.68659326e-02 -2.85358819e-03 -2.35163079e-01 -4.34604003e-01
-2.78271078e-01]
[ -6.59943919e-02 -2.98911391e-02 -2.27475535e-01 -2.65957550e-01
1.12889979e-01 -1.61209300e-01 -1.93540151e-01 1.23506317e-01
-1.30478322e-02 1.26726367e-01 -2.12621673e-01 -8.54918702e-03
-9.32853576e-02]
[ 3.90538104e-02 -1.68500444e-01 -1.48422613e-01 -9.50850188e-02
-1.26562770e-01 -1.06572456e-01 1.07387606e-01 -1.44341194e-01
-1.49172900e-02 3.48755838e-02 -3.98190576e-02 -1.11021784e-01
-2.19971599e-02]
[ -2.91069934e-01 -1.41234264e-01 -7.87083044e-02 -1.24604548e-01
-3.00542153e-01 -2.75991210e-01 -3.61504855e-01 1.49626606e-02
-3.23585124e-01 -2.18787956e-01 1.48738729e-01 -1.52847981e-01
1.45223459e-01]
[ -2.31473879e-01 -1.22604350e-01 -9.53343443e-02 -3.42569254e-02
-8.23099645e-02 -1.20630420e-01 -8.71379525e-02 -5.29965776e-03
-1.45485842e-01 -1.01352802e-01 8.95418464e-03 -1.89764636e-01
-1.63200209e-01]
[ -1.77493083e-01 -7.01540124e-02 -2.30398083e-01 -2.56185398e-01
-1.58155825e-01 -2.05907874e-01 -3.52125141e-01 -1.16894570e-01
1.24308046e-01 -2.41838764e-01 -3.67554031e-01 -3.62227882e-01
-3.77755864e-01]
[ -3.73102776e-01 -5.68978091e-02 -1.52589455e-01 -9.19140287e-02
-4.32256072e-02 -3.14019948e-01 1.83589464e-02 -9.74726164e-02
-1.29894286e-01 4.36630041e-02 4.83391591e-02 -2.43302526e-01
-4.07080668e-01]
[ -1.60802546e-01 -1.42138023e-01 -5.33235115e-02 -2.00287310e-01
-1.27892779e-01 -2.95619447e-01 4.79824907e-02 -1.46649148e-01
-1.98507886e-01 4.92560370e-02 1.87847459e-01 -4.88245521e-02
-1.21056881e-01]
[ -1.31310504e-01 -1.70172347e-01 -1.14955000e-01 -2.93076299e-01
9.44566394e-02 -1.79566705e-02 -1.76612407e-01 -1.79197403e-01
1.10429721e-01 -9.77725476e-02 -1.22136653e-01 -1.00000793e-02
-3.14021853e-01]
[ -4.02711830e-02 -3.56236649e-02 -1.49831647e-01 -1.01818840e-01
-2.30425795e-01 6.29336276e-02 -5.09787847e-02 -4.21696051e-02
-2.22698544e-01 -8.87612195e-02 -1.30028630e-01 -3.91858488e-01
-1.97286199e-01]
[ -6.90275196e-02 2.29922617e-02 -1.29379347e-01 -3.36611224e-01
1.20055850e-01 2.02665397e-02 -1.95793593e-01 -1.48345632e-01
1.27897149e-01 -5.82907979e-02 -3.01599831e-01 -2.82194526e-01
-3.27144204e-01]
[ 7.23844654e-02 -3.04681176e-01 -8.66279334e-02 -4.62897971e-01
-2.18818544e-01 -9.06255784e-02 4.93242915e-02 8.17931147e-02
-2.69276623e-02 2.83702324e-01 -5.43741280e-01 -8.58226335e-01
4.58811839e-01]
[ -2.26376068e-01 -2.41236369e-01 -1.33216869e-01 -3.22612255e-01
-2.98325087e-01 -9.43000601e-02 2.05119631e-01 3.64343563e-02
2.81557219e-01 3.23106221e-02 -4.30966593e-01 -1.06601825e+00
6.66308982e-01]
[ -1.86798791e-02 -1.83409209e-01 1.96020239e-02 -3.26271341e-01
-1.68553782e-01 1.64477185e-01 2.03926495e-01 2.52506603e-01
-3.28644646e-02 2.25782678e-01 -2.50795295e-01 -1.15078349e+00
7.73020451e-01]
[ -4.07036684e-03 -4.19257574e-02 -1.26788913e-01 -1.44891017e-01
-1.77628280e-01 -4.81672744e-02 3.09699479e-01 1.63171113e-01
2.55394128e-01 3.60708005e-01 -5.11345654e-01 -1.09564676e+00
8.13790458e-01]
[ -8.72432893e-02 -2.76645465e-01 5.72790029e-02 -3.59134961e-01
-1.47065359e-01 1.15844667e-01 3.78083695e-01 1.39209169e-01
-6.75175002e-02 1.56340264e-01 -5.73972356e-01 -1.07003578e+00
8.76469070e-01]
[ 1.17284912e-01 -8.72593000e-02 1.43657858e-02 -1.73001367e-01
-8.11612573e-02 -1.92893033e-02 2.73705345e-01 3.76638043e-01
4.24287676e-01 2.59702560e-01 -5.72766530e-01 -1.01124225e+00
5.96401043e-01]
[ 7.25677102e-04 -1.41783557e-01 2.31980812e-02 1.40312775e-02
-9.54238551e-02 -2.83243086e-01 1.08461169e-01 3.71486682e-01
2.11641218e-02 1.35268615e-01 -2.78357745e-01 -8.61716784e-01
2.56109790e-01]
[ 9.73947041e-02 9.37996275e-02 8.82815958e-03 1.96724142e-01
-9.81534271e-02 -5.75687506e-02 -1.25929259e-01 -1.13411211e-01
-2.23554825e-01 -1.05984135e-01 -9.34755839e-02 1.85390880e-01
-4.32362794e-01]
[ 4.99689244e-02 -1.17600032e-01 1.49345234e-01 4.35750196e-01
2.38796050e-01 9.28466259e-03 -3.71857536e-01 -3.36755212e-01
-2.28843000e-02 -5.45635112e-01 2.82625427e-01 9.44643977e-01
-8.15053087e-01]
[ 2.52887446e-02 7.89830109e-02 -2.14572225e-01 1.09127781e-01
3.55325839e-02 -3.07130283e-03 -1.98236662e-01 -3.58375861e-01
-2.85769197e-01 -2.58688775e-01 -1.58228280e-02 -1.02317170e-01
-2.10120802e-01]
[ -6.71532215e-02 -2.05015593e-01 5.78070074e-02 3.92829479e-02
-1.27445955e-01 -1.36443709e-01 -3.79241106e-02 -5.74872194e-02
3.31093293e-02 -4.04098852e-01 -3.42752647e-01 -2.21282782e-01
8.42929762e-02]
[ -3.27219804e-03 -2.63609918e-01 5.00939139e-02 -3.42832097e-01
-1.88081561e-01 -2.34297338e-01 -3.27410329e-01 -2.42500720e-02
-5.75513332e-02 2.51107491e-02 -2.23072528e-01 2.44664150e-01
8.85615405e-02]
[ 1.58856934e-01 6.18503985e-02 -1.10045410e-01 -3.28469935e-01
-5.26056859e-02 -1.04029474e-01 -2.47529385e-01 -5.06059275e-02
-2.22988888e-01 -2.77537777e-01 -2.23604126e-01 5.13742622e-01
-7.20077957e-03]
[ -1.83450805e-01 -1.76272028e-01 -1.18492217e-01 -3.22946924e-01
-4.69579894e-02 2.41111100e-02 -2.39251550e-01 -2.89355457e-01
-1.62378738e-01 -1.04162838e-01 -2.57116969e-01 3.65463524e-01
-7.90783790e-02]
[ -4.59547007e-02 -2.03584960e-01 -1.67144910e-01 -3.36657076e-01
-4.66143049e-02 4.12927986e-02 -1.01929112e-01 -1.05335916e-01
-2.55735960e-01 -3.41785485e-01 -9.20840444e-02 1.67721415e-01
6.61697075e-02]
[ 9.78516376e-02 9.32060030e-02 -1.90950327e-02 -2.54405014e-01
-3.15755561e-01 4.66157637e-03 -2.25773804e-01 -3.53712373e-01
-3.46293947e-01 -5.84145531e-02 -1.29306042e-01 2.96711372e-01
-1.64538774e-02]
[ -6.13686399e-02 -1.03751898e-02 -2.84600827e-01 -5.91534039e-02
6.94615188e-02 1.55111807e-01 -2.53016525e-01 -1.84846923e-01
-5.84526315e-02 -5.15017265e-02 1.69023991e-01 7.13445204e-01
-9.73302266e-02]
[ 1.36154357e-01 3.30069947e-01 -1.95669375e-01 7.46249235e-01
1.10678378e-01 2.88825489e-03 -2.11681445e-01 -3.71752836e-01
-2.27297614e-01 -3.14252964e-01 7.36734607e-01 8.93078556e-01
-1.27886103e+00]
[ -5.53899462e-03 1.69658214e-01 5.52883649e-02 3.74492482e-01
-3.12566733e-03 -6.52263544e-02 -2.83107576e-01 -3.38850663e-01
-2.84850688e-01 -2.10574615e-01 5.83662342e-01 9.34678023e-01
-1.26761697e+00]
[ -2.90526070e-02 -1.40477642e-01 -1.48506611e-01 3.24877735e-01
-1.83506910e-01 2.37455826e-01 -4.03407977e-02 -1.79511075e-01
-2.28042053e-01 -3.59066851e-01 2.09867844e-01 5.51299895e-01
-6.39144433e-01]
[ 8.33221522e-02 -3.82335092e-01 -5.09897786e-02 2.24081171e-02
-1.15999629e-01 1.99830937e-01 7.87547684e-02 1.70403611e-01
-1.87896623e-01 -6.77157198e-03 -4.85857498e-02 3.40045329e-01
-3.64408110e-01]
[ 2.11969035e-01 -2.96255554e-01 -1.18635354e-01 -7.97120105e-02
-2.17089197e-01 1.22911528e-01 4.48452094e-02 -1.23016470e-01
-5.77573737e-02 -4.61077079e-02 -1.63091770e-01 -2.06686978e-01
-2.02268751e-01]
[ -1.33399867e-01 -7.99500752e-02 3.79898626e-02 -2.42869693e-01
-5.85389352e-02 -1.41366649e-01 4.46293516e-02 -5.96699128e-03
-9.85225798e-02 1.80290482e-02 -3.20772764e-01 -4.53785208e-01
-1.21314096e-01]
[ -1.42807667e-01 -1.34772752e-01 -6.89202918e-02 -2.82136232e-01
-3.44864528e-01 -2.89117871e-01 1.62235101e-01 1.46616261e-01
9.26476903e-03 1.23532445e-01 -2.75235787e-01 -8.67873727e-01
2.58609026e-02]
[ -1.29042048e-01 -2.53837219e-01 -3.01827190e-01 -8.91875176e-01
-3.05118255e-01 -2.07513144e-01 -1.34267728e-01 -7.55339588e-03
4.28951555e-02 -4.59290377e-01 -7.10188641e-01 -6.96016500e-01
-1.19345297e+00]
[ -1.23745195e-01 1.31302728e-01 1.43106910e-02 1.25775332e-01
-2.04220683e-01 -1.76063563e-01 -1.51363536e-01 1.35498290e-02
-1.38701041e-01 -1.40003110e-01 -1.30641476e-01 -4.13544356e-01
8.35418573e-02]
[ -3.65022413e-01 -1.17788941e-01 -2.73331796e-01 3.31479601e-01
-1.99287542e-01 -2.32809225e-01 -1.36378630e-01 -9.95857572e-02
9.49645671e-03 3.10624448e-02 1.10874121e-01 -3.27712562e-01
2.16913212e-01]
[ -1.32948631e-01 -4.82700590e-02 -2.54739033e-01 1.84303041e-01
-2.28037470e-01 -2.79863147e-01 -3.84613573e-01 -2.70132672e-02
9.78620894e-03 -1.06219996e-01 -1.95157545e-01 -3.12524114e-01
1.26407057e-01]
[ -2.51792172e-01 -5.29167542e-01 -3.41766075e-01 -2.32810239e-02
-3.15609972e-01 -2.33723307e-01 -1.59615812e-01 -2.51594211e-01
4.70935653e-03 -2.68539937e-01 -2.72105018e-02 -2.81899028e-01
1.77568635e-02]
[ -2.24632272e-01 -2.93856333e-01 -3.22433919e-01 -5.86910685e-02
-8.52260010e-02 -1.51305419e-01 -9.64302913e-02 1.83189837e-02
-2.08280428e-01 -5.12535332e-01 -2.09677599e-01 -1.97400924e-01
-5.77147669e-02]
[ -9.56291569e-02 -1.57935135e-02 -2.43550820e-01 -9.35610364e-01
-2.72406880e-01 -2.59397174e-01 6.56260114e-02 -4.78931251e-01
1.27822566e-01 -1.93184732e-01 -6.84669703e-01 -3.44665905e-01
-1.13726117e+00]]
Progress: 30.1% ... Training loss: 0.209 ... Validation loss: 0.372[[-0.24054186]
[ 0.24629174]
[-0.09523894]
[ 1.23128161]
[ 0.26115621]
[-0.03468768]
[-0.90255116]
[-0.82288037]
[-0.56103778]
[-0.83719813]
[ 1.25863995]
[ 3.01916768]
[-2.32223834]]
[[ -5.18007847e-01 -4.93483920e-01 -5.89107650e-01 -1.27700875e-02
-2.91262334e-01 -5.94612417e-01 4.09294926e-02 -2.24995587e-01
-3.03106855e-01 -2.90041349e-01 2.53614732e-01 1.04796385e+00
3.04186491e-01]
[ 8.87863603e-03 -1.37438605e-01 4.85830928e-02 -9.95130271e-02
-4.07174030e-02 5.82991287e-02 -1.06454128e-01 1.93755868e-01
-1.48089003e-01 -1.83392041e-01 -1.19515946e-01 -1.35329925e-01
-3.85595049e-02]
[ -2.79098858e-01 1.35423233e-01 -3.54621084e-02 5.85504032e-02
7.57462723e-02 -1.34480113e-01 -9.71398111e-02 -1.83510620e-01
2.58648645e-01 -4.79774853e-01 1.11961794e-01 7.01416042e-01
8.29310572e-01]
[ 2.59512405e-01 -2.41986278e-01 -2.76628063e-01 1.29563750e-01
-2.69308937e-01 1.14431511e-02 5.13862293e-01 -5.54817671e-01
3.31983309e-01 -1.75376971e-01 -7.64120872e-02 -3.20659364e-01
-3.43122641e-01]
[ 1.33183832e-01 1.10831510e-02 1.13783527e-01 -1.27958624e-01
-2.28168978e-02 7.28497385e-02 -1.91200632e-01 -1.91224087e-01
6.30752996e-02 2.34987427e-01 1.18515580e-02 -8.29602621e-02
-1.28228584e-01]
[ -4.83547510e-01 -6.17039629e-01 -6.01185268e-01 -6.11875235e-01
-5.95325273e-01 -5.64626306e-01 -3.66201671e-01 -1.53265127e-01
-4.66781557e-01 -2.35619725e-01 -5.98996687e-01 -8.98742151e-01
-6.99759347e-01]
[ -4.11306758e-01 -5.96056437e-01 -3.25375721e-01 -4.40147860e-01
-4.19361695e-01 -5.63831483e-01 -4.05181602e-01 -4.84414664e-01
-2.97794707e-01 -9.67233734e-02 -4.89002632e-01 -5.01503935e-01
-5.96323835e-01]
[ -3.45003581e-01 -3.43769881e-01 -4.87991322e-01 -1.60398410e-01
-3.19258966e-01 -4.26348555e-01 -2.80169619e-01 -2.85062755e-01
-2.88450640e-01 -5.82119947e-01 -3.14897503e-01 -7.79234870e-01
-6.05049728e-01]
[ -4.69286076e-01 -3.39681802e-01 -3.85848053e-01 -2.30495343e-01
-3.30462132e-01 -2.18166974e-01 -4.70450851e-02 -4.60731112e-01
-2.66562321e-01 -4.66534255e-01 -1.80928015e-01 -2.13328546e-01
-2.33467790e-01]
[ -9.55938945e-01 -9.53790711e-01 -9.89982638e-01 -7.58702059e-01
-1.04245520e+00 -9.90397957e-01 -5.34600581e-01 -5.89930598e-01
-7.33811522e-01 -5.82243534e-01 -8.00211945e-01 -5.97954374e-01
-9.31923486e-01]
[ -5.13529431e-01 -2.69757670e-01 -4.72916165e-01 -3.70229366e-01
-3.46964024e-01 -3.64279672e-01 -6.18207172e-01 -6.14087196e-01
-6.64843855e-01 -9.46017264e-02 -5.54835375e-01 -8.25145939e-01
-6.30741124e-01]
[ -1.18473578e-01 2.53476856e-02 -3.43765931e-01 -4.67515949e-01
-1.04124648e-01 -7.49380135e-02 -2.03536121e-01 -4.21994729e-01
-1.80225494e-01 5.46681195e-02 -5.07802711e-01 -1.12923125e+00
-6.90674277e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56835489e-01 -1.22507716e-01 1.63616631e-01 -2.90512776e-01
-1.32736781e-01 1.13174956e-01 -1.31891445e-01 8.17490261e-03
-8.45930923e-02 6.15472438e-02 -2.07377206e-01 -4.31867444e-01
-6.53227147e-02]
[ -9.18818580e-02 -2.64766430e-01 -1.81368193e-01 -2.80686627e-01
-4.76774538e-01 -8.70043930e-02 -7.70658509e-02 -4.75452222e-03
-7.66820833e-02 -1.60300535e-03 -2.36864891e-01 -4.41851671e-01
-2.76229864e-01]
[ -6.55191923e-02 -3.02212795e-02 -2.27369009e-01 -2.67632946e-01
1.12537128e-01 -1.61162523e-01 -1.91718804e-01 1.24340798e-01
-1.19857992e-02 1.28343731e-01 -2.13826327e-01 -9.55788293e-03
-9.27637139e-02]
[ 3.87940446e-02 -1.68246425e-01 -1.48510067e-01 -9.50937208e-02
-1.26416820e-01 -1.06594863e-01 1.07526991e-01 -1.43961128e-01
-1.55003481e-02 3.42828075e-02 -3.93353568e-02 -1.08306433e-01
-1.96189732e-02]
[ -2.90417277e-01 -1.41807091e-01 -7.84940111e-02 -1.29800268e-01
-3.01185171e-01 -2.75922939e-01 -3.58574954e-01 1.61000506e-02
-3.21426748e-01 -2.16648588e-01 1.44174713e-01 -1.65794141e-01
1.48360785e-01]
[ -2.31387778e-01 -1.22794662e-01 -9.53020510e-02 -3.59279419e-02
-8.25168944e-02 -1.20613744e-01 -8.65133305e-02 -5.04661791e-03
-1.45203375e-01 -1.00693694e-01 6.88094317e-03 -1.94037788e-01
-1.61950915e-01]
[ -1.77620969e-01 -6.98693516e-02 -2.30442526e-01 -2.55698975e-01
-1.57917079e-01 -2.05928363e-01 -3.51660983e-01 -1.16699462e-01
1.24090675e-01 -2.42215104e-01 -3.66662166e-01 -3.60296520e-01
-3.76305215e-01]
[ -3.72895081e-01 -5.69862861e-02 -1.52544735e-01 -9.46194091e-02
-4.33880377e-02 -3.14001001e-01 1.92365461e-02 -9.64996662e-02
-1.29320472e-01 4.40790386e-02 4.67535726e-02 -2.43844937e-01
-4.02817504e-01]
[ -1.60845617e-01 -1.42111413e-01 -5.33245337e-02 -2.01428627e-01
-1.27999486e-01 -2.95633963e-01 4.92880973e-02 -1.45784564e-01
-1.97874760e-01 4.98689143e-02 1.86326880e-01 -5.21211946e-02
-1.16064410e-01]
[ -1.31340598e-01 -1.70116260e-01 -1.14949732e-01 -2.91964817e-01
9.46513285e-02 -1.79636969e-02 -1.77474939e-01 -1.79416289e-01
1.10053256e-01 -9.75687084e-02 -1.20756275e-01 -7.41345527e-03
-3.14428711e-01]
[ -4.04586487e-02 -3.51974476e-02 -1.49995085e-01 -1.01925598e-01
-2.29990112e-01 6.28886826e-02 -5.11317863e-02 -4.37012961e-02
-2.23031291e-01 -8.99951420e-02 -1.28868895e-01 -3.87373671e-01
-1.99448296e-01]
[ -6.86082230e-02 2.25057932e-02 -1.29265015e-01 -3.39037804e-01
1.19618848e-01 2.03229189e-02 -1.94137950e-01 -1.47205020e-01
1.28884887e-01 -5.65899236e-02 -3.03881145e-01 -2.85256271e-01
-3.25340703e-01]
[ 7.24188018e-02 -3.04784626e-01 -8.66038095e-02 -4.64459019e-01
-2.19003430e-01 -9.06173673e-02 5.02939237e-02 8.27718950e-02
-2.65519919e-02 2.84200626e-01 -5.45239593e-01 -8.62844320e-01
4.62954283e-01]
[ -2.26272423e-01 -2.41317652e-01 -1.33186238e-01 -3.23372110e-01
-2.98421865e-01 -9.42883533e-02 2.06083846e-01 3.71063651e-02
2.82007767e-01 3.30068118e-02 -4.31637217e-01 -1.06725062e+00
6.67962349e-01]
[ -1.86022862e-02 -1.83449470e-01 1.96154983e-02 -3.26700357e-01
-1.68615399e-01 1.64488067e-01 2.04348265e-01 2.52735042e-01
-3.26407164e-02 2.25954312e-01 -2.51081410e-01 -1.15105015e+00
7.73633837e-01]
[ -3.93563408e-03 -4.20461790e-02 -1.26747932e-01 -1.45549928e-01
-1.77732354e-01 -4.81517871e-02 3.10495715e-01 1.63731361e-01
2.55860273e-01 3.61389678e-01 -5.11874061e-01 -1.09622929e+00
8.15211651e-01]
[ -8.70940430e-02 -2.76834227e-01 5.73308283e-02 -3.60465865e-01
-1.47255691e-01 1.15863138e-01 3.79782245e-01 1.40069512e-01
-6.66627465e-02 1.57052132e-01 -5.75164890e-01 -1.07329842e+00
8.80310402e-01]
[ 1.17630914e-01 -8.75705910e-02 1.44552022e-02 -1.74225813e-01
-8.14363012e-02 -1.92610912e-02 2.75606458e-01 3.77367530e-01
4.25557158e-01 2.61179905e-01 -5.74240364e-01 -1.01470080e+00
5.99203264e-01]
[ 9.26948805e-04 -1.41929836e-01 2.32399168e-02 1.28548865e-02
-9.55916866e-02 -2.83226573e-01 1.09676407e-01 3.72241490e-01
2.17795071e-02 1.36055941e-01 -2.79256997e-01 -8.62826470e-01
2.57460064e-01]
[ 9.75028113e-02 9.36787332e-02 8.86471104e-03 1.96571763e-01
-9.82537754e-02 -5.75537995e-02 -1.25706789e-01 -1.13319935e-01
-2.23362435e-01 -1.05757002e-01 -9.33710259e-02 1.86749467e-01
-4.32704765e-01]
[ 5.03458443e-02 -1.17767820e-01 1.49410464e-01 4.35632951e-01
2.38649188e-01 9.31034551e-03 -3.70933172e-01 -3.37078134e-01
-2.21142224e-02 -5.44620541e-01 2.82252069e-01 9.40287355e-01
-8.16968814e-01]
[ 2.53802375e-02 7.88410384e-02 -2.14536959e-01 1.08272709e-01
3.53961749e-02 -3.05837940e-03 -1.97701356e-01 -3.57995296e-01
-2.85484093e-01 -2.58394510e-01 -1.65989760e-02 -1.04160738e-01
-2.08743355e-01]
[ -6.70880628e-02 -2.05074247e-01 5.78297031e-02 3.89173096e-02
-1.27507431e-01 -1.36436676e-01 -3.76717545e-02 -5.73465633e-02
3.32940262e-02 -4.03814275e-01 -3.43148593e-01 -2.21890077e-01
8.49178341e-02]
[ -3.22081876e-03 -2.63680164e-01 5.01224978e-02 -3.44681038e-01
-1.88167632e-01 -2.34294543e-01 -3.27045782e-01 -2.34857200e-02
-5.73200355e-02 2.57123817e-02 -2.24872205e-01 2.40657797e-01
9.24032164e-02]
[ 1.58474317e-01 6.21028346e-02 -1.10183441e-01 -3.28887481e-01
-5.24183340e-02 -1.04064317e-01 -2.48170881e-01 -5.18369051e-02
-2.23420024e-01 -2.79775851e-01 -2.23679459e-01 5.16954186e-01
-5.43721770e-03]
[ -1.83598121e-01 -1.75732532e-01 -1.18610972e-01 -3.21431449e-01
-4.63923407e-02 2.40838496e-02 -2.41049473e-01 -2.91157083e-01
-1.63581165e-01 -1.05402154e-01 -2.54260096e-01 3.75481312e-01
-8.44738639e-02]
[ -4.62255425e-02 -2.03111721e-01 -1.67318928e-01 -3.37563699e-01
-4.61513403e-02 4.12413042e-02 -1.02431380e-01 -1.06802653e-01
-2.56021457e-01 -3.42887342e-01 -9.15781195e-02 1.69645901e-01
6.40268709e-02]
[ 9.76173701e-02 9.34077363e-02 -1.91537485e-02 -2.54368379e-01
-3.15639003e-01 4.64282957e-03 -2.26575499e-01 -3.53786980e-01
-3.46687136e-01 -5.90584433e-02 -1.28990915e-01 2.96938669e-01
-1.54990632e-02]
[ -6.16652212e-02 -1.00635207e-02 -2.84637657e-01 -5.84562301e-02
6.97632926e-02 1.55076354e-01 -2.54290425e-01 -1.84993091e-01
-5.94372095e-02 -5.21630935e-02 1.70061899e-01 7.18286172e-01
-9.70603518e-02]
[ 1.36735267e-01 3.29292870e-01 -1.95452974e-01 7.42857207e-01
1.09911246e-01 2.96722647e-03 -2.09742948e-01 -3.70283350e-01
-2.25792956e-01 -3.11864169e-01 7.33060081e-01 8.85169380e-01
-1.27767470e+00]
[ -5.56621928e-03 1.69630798e-01 5.52728816e-02 3.74883821e-01
-3.10005228e-03 -6.52305916e-02 -2.82624079e-01 -3.38227098e-01
-2.85087275e-01 -2.10416657e-01 5.83383658e-01 9.33237686e-01
-1.26807263e+00]
[ -2.92335806e-02 -1.40239909e-01 -1.48554836e-01 3.26417262e-01
-1.83321062e-01 2.37433623e-01 -4.13412083e-02 -1.79674240e-01
-2.28703593e-01 -3.59409875e-01 2.11255894e-01 5.53732714e-01
-6.41292218e-01]
[ 8.32642400e-02 -3.82261221e-01 -5.10122597e-02 2.30604679e-02
-1.15910789e-01 1.99822582e-01 7.82823112e-02 1.69948303e-01
-1.88163901e-01 -7.04375379e-03 -4.78863022e-02 3.42122183e-01
-3.65399704e-01]
[ 2.12176728e-01 -2.96410512e-01 -1.18596234e-01 -8.08619307e-02
-2.17231904e-01 1.22936921e-01 4.59552641e-02 -1.22708944e-01
-5.71446682e-02 -4.53249394e-02 -1.64039435e-01 -2.08791760e-01
-2.01392029e-01]
[ -1.33039208e-01 -8.03867720e-02 3.81483679e-02 -2.45777889e-01
-5.90658675e-02 -1.41323209e-01 4.73309177e-02 -3.80201536e-03
-9.73010274e-02 2.03204821e-02 -3.24005431e-01 -4.62456772e-01
-1.15529624e-01]
[ -1.42876436e-01 -1.34696573e-01 -6.89401339e-02 -2.82219242e-01
-3.44806518e-01 -2.89126291e-01 1.62069898e-01 1.46541592e-01
9.18213131e-03 1.23322689e-01 -2.75369761e-01 -8.68838983e-01
2.65533925e-02]
[ -1.29374962e-01 -2.53194205e-01 -3.02064138e-01 -8.93015112e-01
-3.04555540e-01 -2.07595298e-01 -1.34225593e-01 -1.03622185e-02
4.23450634e-02 -4.61886215e-01 -7.09891484e-01 -6.94785729e-01
-1.19757408e+00]
[ -1.23413359e-01 1.30774598e-01 1.44802224e-02 1.22911706e-01
-2.04733613e-01 -1.76020514e-01 -1.49439626e-01 1.50822996e-02
-1.37589936e-01 -1.38369140e-01 -1.33479343e-01 -4.19524606e-01
8.98884474e-02]
[ -3.64339148e-01 -1.18557978e-01 -2.73106999e-01 3.25985153e-01
-2.00118131e-01 -2.32713494e-01 -1.32461698e-01 -9.63097055e-02
1.17389510e-02 3.47652489e-02 1.04865349e-01 -3.39470203e-01
2.27165205e-01]
[ -1.32979523e-01 -4.82770641e-02 -2.54728428e-01 1.83530480e-01
-2.28057736e-01 -2.79872538e-01 -3.84108070e-01 -2.60173154e-02
1.01045386e-02 -1.05754019e-01 -1.95891616e-01 -3.16195656e-01
1.29875447e-01]
[ -2.51549008e-01 -5.29581166e-01 -3.41670179e-01 -2.62484527e-02
-3.16135240e-01 -2.33684378e-01 -1.57378879e-01 -2.49255865e-01
5.97903023e-03 -2.67196654e-01 -3.03837030e-02 -2.88476447e-01
2.60144267e-02]
[ -2.24381779e-01 -2.94113062e-01 -3.22342833e-01 -5.96783067e-02
-8.54684160e-02 -1.51275295e-01 -9.49524520e-02 1.98791130e-02
-2.07659453e-01 -5.10847823e-01 -2.10888766e-01 -2.02334166e-01
-5.28412610e-02]
[ -9.55514648e-02 -1.52430955e-02 -2.43643529e-01 -9.35889797e-01
-2.71894018e-01 -2.59403800e-01 6.53668168e-02 -4.80835041e-01
1.27523429e-01 -1.93064432e-01 -6.82330950e-01 -3.33321574e-01
-1.14653269e+00]]
Progress: 30.1% ... Training loss: 0.199 ... Validation loss: 0.353[[-0.24412249]
[ 0.24547186]
[-0.09583585]
[ 1.22491423]
[ 0.25986037]
[-0.03553948]
[-0.91024414]
[-0.81999195]
[-0.56482835]
[-0.83323216]
[ 1.24972395]
[ 3.00693062]
[-2.3234057 ]]
[[ -5.17814804e-01 -4.93489888e-01 -5.89009862e-01 -1.35897495e-02
-2.91478064e-01 -5.94618086e-01 4.29180074e-02 -2.25135024e-01
-3.01789519e-01 -2.89726794e-01 2.51524785e-01 1.03276572e+00
3.06741715e-01]
[ 9.56886565e-03 -1.38184639e-01 4.87562509e-02 -1.03873466e-01
-4.13368121e-02 5.83831361e-02 -1.03338147e-01 1.95159878e-01
-1.46584762e-01 -1.82220498e-01 -1.23733402e-01 -1.42701452e-01
-3.64061810e-02]
[ -2.78436853e-01 1.35190052e-01 -3.52517538e-02 5.59624200e-02
7.54519787e-02 -1.34426473e-01 -9.23535044e-02 -1.81776576e-01
2.59866213e-01 -4.75243336e-01 1.07869865e-01 6.84875571e-01
8.28850124e-01]
[ 2.61069066e-01 -2.44439424e-01 -2.76018312e-01 1.20525171e-01
-2.71344135e-01 1.16805232e-02 5.20240597e-01 -5.49207851e-01
3.36476050e-01 -1.71068137e-01 -8.50398585e-02 -3.44924716e-01
-3.29476993e-01]
[ 1.32510024e-01 1.11980143e-02 1.13502235e-01 -1.29840536e-01
-2.27939046e-02 7.27778900e-02 -1.92831583e-01 -1.91776681e-01
6.26166366e-02 2.31891685e-01 1.03759488e-02 -7.48434882e-02
-1.24898285e-01]
[ -4.84320926e-01 -6.16332989e-01 -6.01446932e-01 -6.09199953e-01
-5.94569255e-01 -5.64712000e-01 -3.69455906e-01 -1.56879786e-01
-4.68652495e-01 -2.40785815e-01 -5.95359794e-01 -8.89444309e-01
-7.05071663e-01]
[ -4.10492119e-01 -5.97062863e-01 -3.25045778e-01 -4.47549660e-01
-4.20513525e-01 -5.63757112e-01 -4.00388424e-01 -4.79459831e-01
-2.94762342e-01 -9.28159378e-02 -4.97934240e-01 -5.29812196e-01
-5.88038445e-01]
[ -3.44532960e-01 -3.43928207e-01 -4.87874347e-01 -1.61120111e-01
-3.19346462e-01 -4.26306584e-01 -2.77240318e-01 -2.85461792e-01
-2.87901448e-01 -5.80379910e-01 -3.16530961e-01 -7.83741433e-01
-6.06440190e-01]
[ -4.69246357e-01 -3.39440681e-01 -3.85946172e-01 -2.30503324e-01
-3.30333893e-01 -2.18179072e-01 -4.73386342e-02 -4.62065942e-01
-2.66593992e-01 -4.67254825e-01 -1.80907617e-01 -2.09695489e-01
-2.34370774e-01]
[ -9.55421415e-01 -9.54018715e-01 -9.89828686e-01 -7.63191047e-01
-1.04291198e+00 -9.90363225e-01 -5.29827103e-01 -5.88045456e-01
-7.31829104e-01 -5.80259087e-01 -8.06257066e-01 -6.14406050e-01
-9.25868257e-01]
[ -5.13720946e-01 -2.69712639e-01 -4.72997388e-01 -3.70808073e-01
-3.46817423e-01 -3.64317841e-01 -6.19260018e-01 -6.15696690e-01
-6.65305353e-01 -9.72853701e-02 -5.55416616e-01 -8.26864684e-01
-6.32600730e-01]
[ -1.18248029e-01 2.53136662e-02 -3.43751524e-01 -4.67904455e-01
-1.04169537e-01 -7.49160262e-02 -2.03082055e-01 -4.22664070e-01
-1.80067467e-01 5.51281275e-02 -5.08084124e-01 -1.13094475e+00
-6.94190272e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56788958e-01 -1.22558206e-01 1.63626318e-01 -2.89926760e-01
-1.32722117e-01 1.13186464e-01 -1.32547894e-01 7.60301039e-03
-8.47616275e-02 6.09024822e-02 -2.06654901e-01 -4.28147009e-01
-6.61551866e-02]
[ -9.23214368e-02 -2.64448162e-01 -1.81496434e-01 -2.79251793e-01
-4.76463478e-01 -8.70571041e-02 -7.88138264e-02 -6.29734024e-03
-7.74540938e-02 -3.83723242e-03 -2.35285108e-01 -4.38800325e-01
-2.77689441e-01]
[ -6.60957279e-02 -2.96680232e-02 -2.27547707e-01 -2.66454273e-01
1.13056649e-01 -1.61235002e-01 -1.93457252e-01 1.22442333e-01
-1.32186397e-02 1.25678355e-01 -2.12143423e-01 -7.14274307e-03
-9.45453091e-02]
[ 3.94203777e-02 -1.68782820e-01 -1.48322427e-01 -9.79607224e-02
-1.27108557e-01 -1.06529416e-01 1.10122004e-01 -1.41773425e-01
-1.38711919e-02 3.68269373e-02 -4.34821614e-02 -1.19367500e-01
-1.76915018e-02]
[ -2.90237123e-01 -1.42145079e-01 -7.84037516e-02 -1.33174147e-01
-3.01456780e-01 -2.75919019e-01 -3.56849562e-01 1.77379126e-02
-3.20361318e-01 -2.15689734e-01 1.40392326e-01 -1.79000066e-01
1.50839983e-01]
[ -2.31301477e-01 -1.22962840e-01 -9.52346813e-02 -3.69837082e-02
-8.27281136e-02 -1.20599115e-01 -8.58097571e-02 -4.05344544e-03
-1.44696432e-01 -1.00226681e-01 5.81390177e-03 -1.98104406e-01
-1.58686442e-01]
[ -1.78023814e-01 -6.87866254e-02 -2.30658311e-01 -2.49556913e-01
-1.56955364e-01 -2.05992764e-01 -3.53622925e-01 -1.20816410e-01
1.21962919e-01 -2.43668122e-01 -3.60914163e-01 -3.48666089e-01
-3.88286314e-01]
[ -3.72721144e-01 -5.72604690e-02 -1.52472941e-01 -9.57162063e-02
-4.36055409e-02 -3.13980547e-01 2.05729736e-02 -9.53143728e-02
-1.28450649e-01 4.49591591e-02 4.57512275e-02 -2.47557849e-01
-3.98246621e-01]
[ -1.59910394e-01 -1.43258146e-01 -5.30149479e-02 -2.08333735e-01
-1.29050787e-01 -2.95512641e-01 5.37801931e-02 -1.43028460e-01
-1.95435378e-01 5.26120690e-02 1.78905045e-01 -6.62876824e-02
-1.08592949e-01]
[ -1.31324129e-01 -1.70055742e-01 -1.14967351e-01 -2.92177177e-01
9.47037961e-02 -1.79634026e-02 -1.77485515e-01 -1.79800697e-01
1.10014203e-01 -9.76226329e-02 -1.20711638e-01 -6.14005816e-03
-3.14963585e-01]
[ -4.05628579e-02 -3.49048711e-02 -1.50112502e-01 -1.01443803e-01
-2.29712502e-01 6.28513940e-02 -5.17900269e-02 -4.48576632e-02
-2.23436381e-01 -9.09887515e-02 -1.28100172e-01 -3.82831166e-01
-2.01776078e-01]
[ -6.85984375e-02 2.24954234e-02 -1.29256454e-01 -3.38806473e-01
1.19570110e-01 2.03307742e-02 -1.94042123e-01 -1.46687949e-01
1.28798386e-01 -5.63774682e-02 -3.03914864e-01 -2.85560441e-01
-3.25457163e-01]
[ 7.24535275e-02 -3.04847740e-01 -8.65902014e-02 -4.64940568e-01
-2.19061724e-01 -9.06154262e-02 5.07221248e-02 8.30754152e-02
-2.63519081e-02 2.84381496e-01 -5.45833545e-01 -8.64714453e-01
4.64459485e-01]
[ -2.26384016e-01 -2.41235026e-01 -1.33212874e-01 -3.22946918e-01
-2.98336274e-01 -9.43043062e-02 2.05519369e-01 3.67495492e-02
2.81681382e-01 3.25462937e-02 -4.31262176e-01 -1.06697769e+00
6.67146343e-01]
[ -1.89005685e-02 -1.83171167e-01 1.95204000e-02 -3.25466816e-01
-1.68282208e-01 1.64443558e-01 2.02992408e-01 2.51419506e-01
-3.33985613e-02 2.24426401e-01 -2.49726521e-01 -1.14991277e+00
7.70658021e-01]
[ -3.93772594e-03 -4.19960305e-02 -1.26763398e-01 -1.45709410e-01
-1.77716113e-01 -4.81561750e-02 3.10782091e-01 1.63844321e-01
2.55945445e-01 3.61430162e-01 -5.12001541e-01 -1.09725007e+00
8.15918417e-01]
[ -8.70520715e-02 -2.76883096e-01 5.73463079e-02 -3.61025694e-01
-1.47329420e-01 1.15869904e-01 3.80386423e-01 1.40417743e-01
-6.64173738e-02 1.57245865e-01 -5.75654514e-01 -1.07453462e+00
8.81838487e-01]
[ 1.17670983e-01 -8.76270236e-02 1.44634399e-02 -1.74465977e-01
-8.14836452e-02 -1.92565818e-02 2.76221060e-01 3.77578199e-01
4.25970133e-01 2.61233363e-01 -5.74570194e-01 -1.01589593e+00
5.99820839e-01]
[ 7.02853412e-04 -1.41728963e-01 2.31608547e-02 1.41710364e-02
-9.53821717e-02 -2.83251956e-01 1.08874273e-01 3.71379079e-01
2.10753021e-02 1.35155001e-01 -2.78247646e-01 -8.61640154e-01
2.54877519e-01]
[ 9.72905606e-02 9.38602304e-02 8.81733201e-03 1.97993366e-01
-9.81192102e-02 -5.75795027e-02 -1.26779892e-01 -1.13723604e-01
-2.23904888e-01 -1.06338546e-01 -9.24413501e-02 1.88341757e-01
-4.33518777e-01]
[ 5.03971149e-02 -1.17504316e-01 1.49325679e-01 4.38895918e-01
2.38938771e-01 9.27789043e-03 -3.70125411e-01 -3.38613806e-01
-2.18661298e-02 -5.45671415e-01 2.84526537e-01 9.40661991e-01
-8.21189869e-01]
[ 2.55648638e-02 7.85908077e-02 -2.14461691e-01 1.07118392e-01
3.51619664e-02 -3.03137386e-03 -1.96978970e-01 -3.57482240e-01
-2.84908418e-01 -2.57731935e-01 -1.77838843e-02 -1.06771071e-01
-2.06911476e-01]
[ -6.70323723e-02 -2.05151356e-01 5.78552695e-02 3.83851838e-02
-1.27584241e-01 -1.36430096e-01 -3.73908720e-02 -5.69635697e-02
3.35289274e-02 -4.03512190e-01 -3.43562689e-01 -2.23049423e-01
8.59171315e-02]
[ -3.06410190e-03 -2.63941535e-01 5.02289789e-02 -3.47436600e-01
-1.88497427e-01 -2.34272486e-01 -3.26279017e-01 -2.22605072e-02
-5.65252254e-02 2.63123560e-02 -2.27285189e-01 2.34543824e-01
9.93799009e-02]
[ 1.58489834e-01 6.21538052e-02 -1.10193577e-01 -3.28965902e-01
-5.23804541e-02 -1.04064925e-01 -2.48268915e-01 -5.19684161e-02
-2.23495345e-01 -2.79744501e-01 -2.23664856e-01 5.17844914e-01
-5.80335200e-03]
[ -1.83473293e-01 -1.75709462e-01 -1.18640120e-01 -3.22534364e-01
-4.64818024e-02 2.40911941e-02 -2.40374741e-01 -2.91336119e-01
-1.63163966e-01 -1.05616170e-01 -2.55064759e-01 3.74448169e-01
-8.26514451e-02]
[ -4.68103249e-02 -2.02712938e-01 -1.67405158e-01 -3.36605341e-01
-4.57330669e-02 4.11768187e-02 -1.05425026e-01 -1.07575098e-01
-2.57536067e-01 -3.44261797e-01 -8.98334107e-02 1.74650744e-01
6.25311160e-02]
[ 9.74036093e-02 9.38814727e-02 -1.92913190e-02 -2.53613341e-01
-3.15260614e-01 4.60936031e-03 -2.27004731e-01 -3.55441149e-01
-3.47322314e-01 -6.03224716e-02 -1.27711786e-01 3.03366887e-01
-1.87549397e-02]
[ -6.16245476e-02 -1.01018197e-02 -2.84620968e-01 -5.86280324e-02
6.97224755e-02 1.55083671e-01 -2.54187515e-01 -1.84737008e-01
-5.93608933e-02 -5.19166027e-02 1.69789607e-01 7.17763364e-01
-9.68495272e-02]
[ 1.37911341e-01 3.28085623e-01 -1.95080069e-01 7.36284905e-01
1.08849960e-01 3.11072473e-03 -2.04930484e-01 -3.67685441e-01
-2.23233113e-01 -3.08245211e-01 7.25151643e-01 8.66912757e-01
-1.27583526e+00]
[ -5.48875424e-03 1.69556297e-01 5.53110249e-02 3.74384598e-01
-3.18550079e-03 -6.52164236e-02 -2.82244924e-01 -3.37715584e-01
-2.84989378e-01 -2.09952938e-01 5.82903012e-01 9.32737963e-01
-1.26807345e+00]
[ -2.91108943e-02 -1.40306646e-01 -1.48524880e-01 3.25751572e-01
-1.83368208e-01 2.37452018e-01 -4.07322866e-02 -1.78966053e-01
-2.28506634e-01 -3.58848310e-01 2.10907609e-01 5.53462374e-01
-6.41400201e-01]
[ 8.34119215e-02 -3.82441561e-01 -5.09675692e-02 2.30007367e-02
-1.16114294e-01 1.99841765e-01 7.91657175e-02 1.70150932e-01
-1.87788087e-01 -6.48379083e-03 -4.87790043e-02 3.39652315e-01
-3.64843851e-01]
[ 2.12088910e-01 -2.96341918e-01 -1.18622702e-01 -8.04683458e-02
-2.17173806e-01 1.22926626e-01 4.54270202e-02 -1.22917201e-01
-5.74934218e-02 -4.54912202e-02 -1.63598877e-01 -2.07570869e-01
-2.02183556e-01]
[ -1.32996004e-01 -8.03691702e-02 3.81376589e-02 -2.45994022e-01
-5.90532632e-02 -1.41322268e-01 4.75913881e-02 -3.91366942e-03
-9.71832784e-02 2.02852742e-02 -3.24126294e-01 -4.61979108e-01
-1.15966483e-01]
[ -1.42903397e-01 -1.34679022e-01 -6.89513332e-02 -2.82192630e-01
-3.44787675e-01 -2.89130194e-01 1.61856112e-01 1.46306109e-01
9.12697425e-03 1.23144051e-01 -2.75319201e-01 -8.69050391e-01
2.65033902e-02]
[ -1.29104565e-01 -2.53430808e-01 -3.01953462e-01 -8.95217887e-01
-3.04879382e-01 -2.07578038e-01 -1.33382649e-01 -9.16907419e-03
4.30992346e-02 -4.60232323e-01 -7.12499341e-01 -7.00586387e-01
-1.19894166e+00]
[ -1.22824369e-01 1.30000232e-01 1.46698373e-02 1.18755148e-01
-2.05396778e-01 -1.75951548e-01 -1.46735840e-01 1.67080085e-02
-1.36110176e-01 -1.37114855e-01 -1.38254019e-01 -4.29375674e-01
9.45257182e-02]
[ -3.64929375e-01 -1.18074735e-01 -2.73281363e-01 3.30570812e-01
-1.99528392e-01 -2.32796393e-01 -1.35498201e-01 -9.75801749e-02
1.00140656e-02 3.25362522e-02 1.08589326e-01 -3.32075283e-01
2.24206871e-01]
[ -1.32805381e-01 -4.81322005e-02 -2.54675097e-01 1.83833972e-01
-2.27879790e-01 -2.79863698e-01 -3.83327490e-01 -2.66281598e-02
1.02045642e-02 -1.04426260e-01 -1.95897403e-01 -3.20643849e-01
1.28833506e-01]
[ -2.51548084e-01 -5.29657535e-01 -3.41677116e-01 -2.54825640e-02
-3.16088808e-01 -2.33677870e-01 -1.57978293e-01 -2.49706560e-01
5.55323292e-03 -2.67252546e-01 -2.98502757e-02 -2.87065567e-01
2.37311355e-02]
[ -2.24001496e-01 -2.94310370e-01 -3.22282422e-01 -6.26827211e-02
-8.58806076e-02 -1.51224328e-01 -9.18548136e-02 2.13109646e-02
-2.06357616e-01 -5.09587224e-01 -2.13668321e-01 -2.10866888e-01
-4.78721610e-02]
[ -9.58244106e-02 -1.48035471e-02 -2.43789123e-01 -9.37637287e-01
-2.71664005e-01 -2.59454892e-01 6.57524827e-02 -4.83147431e-01
1.27717266e-01 -1.96515268e-01 -6.83328256e-01 -3.33378659e-01
-1.14780829e+00]]
Progress: 30.1% ... Training loss: 0.198 ... Validation loss: 0.353[[-0.23753427]
[ 0.25544204]
[-0.08964492]
[ 1.24047366]
[ 0.26869184]
[-0.02947835]
[-0.89730532]
[-0.81110176]
[-0.55023565]
[-0.82858668]
[ 1.26183726]
[ 3.02676176]
[-2.31422635]]
[[ -5.18786327e-01 -4.92524597e-01 -5.89307013e-01 -5.65071691e-03
-2.90372242e-01 -5.94728871e-01 3.67937281e-02 -2.28629891e-01
-3.04961562e-01 -2.92937793e-01 2.58720715e-01 1.05978351e+00
2.97499000e-01]
[ 9.39972854e-03 -1.37927586e-01 4.86830844e-02 -1.02988174e-01
-4.11177124e-02 5.83515031e-02 -1.04192682e-01 1.94380709e-01
-1.46997100e-01 -1.82935426e-01 -1.22557631e-01 -1.39358699e-01
-3.90688938e-02]
[ -2.79436078e-01 1.36226866e-01 -3.56381052e-02 6.49900604e-02
7.63889381e-02 -1.34554271e-01 -9.85768783e-02 -1.84524018e-01
2.57128789e-01 -4.78250514e-01 1.13286597e-01 7.04907906e-01
8.16791933e-01]
[ 2.60690280e-01 -2.43724968e-01 -2.76217606e-01 1.22000243e-01
-2.70505582e-01 1.16266070e-02 5.18688598e-01 -5.54195530e-01
3.34337174e-01 -1.73623759e-01 -8.14465256e-02 -3.34808880e-01
-3.39894810e-01]
[ 1.33474185e-01 9.28813835e-03 1.13924254e-01 -1.42355188e-01
-2.47185229e-02 7.29242549e-02 -1.85306132e-01 -1.83238185e-01
6.68913496e-02 2.37065135e-01 -3.62623926e-03 -1.02905917e-01
-1.05040120e-01]
[ -4.84190950e-01 -6.16502759e-01 -6.01410680e-01 -6.09112276e-01
-5.94719648e-01 -5.64697526e-01 -3.69604952e-01 -1.56814903e-01
-4.68553224e-01 -2.40110420e-01 -5.95986366e-01 -8.91178123e-01
-7.03563959e-01]
[ -4.10669010e-01 -5.97010957e-01 -3.25037828e-01 -4.46843708e-01
-4.20462239e-01 -5.63761188e-01 -4.01508429e-01 -4.79472534e-01
-2.95708713e-01 -9.35802512e-02 -4.97097603e-01 -5.24405803e-01
-5.91134113e-01]
[ -3.44884187e-01 -3.43258012e-01 -4.88054627e-01 -1.55378884e-01
-3.18717626e-01 -4.26355924e-01 -2.79984758e-01 -2.88265123e-01
-2.89610089e-01 -5.80800847e-01 -3.13061864e-01 -7.68960040e-01
-6.13092490e-01]
[ -4.70197903e-01 -3.38237871e-01 -3.86323005e-01 -2.25722061e-01
-3.29084080e-01 -2.18326343e-01 -5.25978539e-02 -4.65384850e-01
-2.70006873e-01 -4.70928690e-01 -1.74299893e-01 -1.89911662e-01
-2.43376290e-01]
[ -9.56187825e-01 -9.53173990e-01 -9.90105588e-01 -7.56154132e-01
-1.04221729e+00 -9.90465390e-01 -5.35666374e-01 -5.90692191e-01
-7.35851566e-01 -5.82239988e-01 -8.00532241e-01 -5.92141911e-01
-9.33239191e-01]
[ -5.14083536e-01 -2.68990959e-01 -4.73154626e-01 -3.66668729e-01
-3.45966988e-01 -3.64368708e-01 -6.22413350e-01 -6.18091452e-01
-6.67113998e-01 -9.85838731e-02 -5.51181786e-01 -8.13655031e-01
-6.41883895e-01]
[ -1.18468717e-01 2.55024024e-02 -3.43830296e-01 -4.67764595e-01
-1.03935120e-01 -7.49492074e-02 -2.03362164e-01 -4.23692633e-01
-1.80204983e-01 5.42238127e-02 -5.07756893e-01 -1.12818075e+00
-6.94781953e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56813110e-01 -1.22605005e-01 1.63647726e-01 -2.90178132e-01
-1.32783967e-01 1.13189956e-01 -1.32877378e-01 7.84270030e-03
-8.49328274e-02 6.11237677e-02 -2.07135977e-01 -4.29697747e-01
-6.54313012e-02]
[ -9.23369115e-02 -2.64397543e-01 -1.81530300e-01 -2.78361371e-01
-4.76372337e-01 -8.70671363e-02 -7.92721997e-02 -7.30769935e-03
-7.75959164e-02 -4.37616142e-03 -2.34617578e-01 -4.36622816e-01
-2.77866207e-01]
[ -6.62118977e-02 -2.96020882e-02 -2.27560544e-01 -2.65105958e-01
1.13222602e-01 -1.61253548e-01 -1.94380110e-01 1.22271620e-01
-1.36861769e-02 1.25617328e-01 -2.11121976e-01 -4.91609851e-03
-9.63915093e-02]
[ 3.96034637e-02 -1.69093516e-01 -1.48203975e-01 -9.98640542e-02
-1.27456690e-01 -1.06481547e-01 1.10472919e-01 -1.40465712e-01
-1.38212260e-02 3.73942268e-02 -4.48996735e-02 -1.19651815e-01
-1.73893132e-02]
[ -2.90322600e-01 -1.42007740e-01 -7.84598246e-02 -1.32414562e-01
-3.01384990e-01 -2.75932935e-01 -3.56834020e-01 1.73357684e-02
-3.20534567e-01 -2.16059653e-01 1.40903299e-01 -1.77490108e-01
1.50102761e-01]
[ -2.31312940e-01 -1.22975064e-01 -9.52371784e-02 -3.68157843e-02
-8.27546469e-02 -1.20601177e-01 -8.51873172e-02 -3.87784890e-03
-1.44452416e-01 -1.00317838e-01 5.39288932e-03 -2.00397618e-01
-1.58434519e-01]
[ -1.78519212e-01 -6.81464775e-02 -2.30821611e-01 -2.44007517e-01
-1.56421401e-01 -2.06055306e-01 -3.57161492e-01 -1.22738327e-01
1.19874651e-01 -2.45090712e-01 -3.56638850e-01 -3.35803098e-01
-3.95621204e-01]
[ -3.72844620e-01 -5.71587346e-02 -1.52516982e-01 -9.49546341e-02
-4.34745273e-02 -3.13997034e-01 2.04327473e-02 -9.55363961e-02
-1.28570991e-01 4.49656011e-02 4.56385940e-02 -2.48654138e-01
-3.97402666e-01]
[ -1.59932186e-01 -1.42949216e-01 -5.30780063e-02 -2.06424623e-01
-1.28666621e-01 -2.95525344e-01 5.19219242e-02 -1.44725966e-01
-1.96223475e-01 5.26269892e-02 1.81674383e-01 -5.47594126e-02
-1.13933568e-01]
[ -1.31994661e-01 -1.69123513e-01 -1.15278619e-01 -2.88987628e-01
9.56174107e-02 -1.80810385e-02 -1.80717419e-01 -1.82744678e-01
1.07924552e-01 -1.00403603e-01 -1.16463633e-01 8.57872183e-03
-3.20224460e-01]
[ -4.02417218e-02 -3.51743859e-02 -1.50011545e-01 -1.03236651e-01
-2.29968497e-01 6.29025660e-02 -5.02407704e-02 -4.35410509e-02
-2.22839591e-01 -8.98225235e-02 -1.29594344e-01 -3.85954722e-01
-1.99746532e-01]
[ -6.88884149e-02 2.26528628e-02 -1.29323242e-01 -3.38118678e-01
1.19750519e-01 2.02959521e-02 -1.95373308e-01 -1.47428977e-01
1.27979156e-01 -5.72727595e-02 -3.03194178e-01 -2.83998683e-01
-3.26157870e-01]
[ 7.23527988e-02 -3.04774514e-01 -8.66072485e-02 -4.64697817e-01
-2.18988908e-01 -9.06276857e-02 5.03417499e-02 8.28893697e-02
-2.65534380e-02 2.84123248e-01 -5.45806048e-01 -8.65119336e-01
4.64288202e-01]
[ -2.26469336e-01 -2.41186614e-01 -1.33239953e-01 -3.22614021e-01
-2.98284630e-01 -9.43169745e-02 2.05110581e-01 3.65103901e-02
2.81445807e-01 3.21772933e-02 -4.30907335e-01 -1.06674789e+00
6.66388113e-01]
[ -1.88784267e-02 -1.83195784e-01 1.95279870e-02 -3.25706463e-01
-1.68305598e-01 1.64446272e-01 2.03227648e-01 2.51589684e-01
-3.33161881e-02 2.24530863e-01 -2.49966407e-01 -1.15024557e+00
7.71243952e-01]
[ -4.15395581e-03 -4.17750216e-02 -1.26829763e-01 -1.44582322e-01
-1.77528352e-01 -4.81874938e-02 3.09542142e-01 1.62814396e-01
2.55141227e-01 3.60520844e-01 -5.11203882e-01 -1.09636382e+00
8.13548941e-01]
[ -8.68260802e-02 -2.77067323e-01 5.74285433e-02 -3.61626526e-01
-1.47526660e-01 1.15898249e-01 3.81938844e-01 1.41355258e-01
-6.58768866e-02 1.58757418e-01 -5.76622293e-01 -1.07668414e+00
8.83858885e-01]
[ 1.17643435e-01 -8.76048561e-02 1.44567559e-02 -1.74318170e-01
-8.14622566e-02 -1.92605449e-02 2.76169664e-01 3.77506503e-01
4.25927685e-01 2.61182123e-01 -5.74519062e-01 -1.01596574e+00
5.99646479e-01]
[ 7.54007598e-04 -1.41719508e-01 2.31636244e-02 1.42634271e-02
-9.53668634e-02 -2.83250157e-01 1.09146296e-01 3.71305138e-01
2.12188474e-02 1.35307800e-01 -2.78168819e-01 -8.61570927e-01
2.54461476e-01]
[ 9.72832454e-02 9.41538061e-02 8.77135164e-03 1.99628152e-01
-9.78703206e-02 -5.75798993e-02 -1.27225990e-01 -1.14154121e-01
-2.24667136e-01 -1.06618531e-01 -9.08027983e-02 1.94319253e-01
-4.38448082e-01]
[ 5.04476146e-02 -1.17404641e-01 1.49297000e-01 4.40886529e-01
2.39082105e-01 9.26822510e-03 -3.70197994e-01 -3.39982275e-01
-2.20571795e-02 -5.46019513e-01 2.86432400e-01 9.45827797e-01
-8.23116810e-01]
[ 2.53338277e-02 7.87633171e-02 -2.14498894e-01 1.09340884e-01
3.53659495e-02 -3.06577763e-03 -1.98638850e-01 -3.57875207e-01
-2.85514336e-01 -2.58263309e-01 -1.59714542e-02 -1.03377235e-01
-2.09727220e-01]
[ -6.71240355e-02 -2.04954846e-01 5.78032843e-02 3.90167309e-02
-1.27397578e-01 -1.36440062e-01 -3.88560113e-02 -5.79813591e-02
3.27307531e-02 -4.03506380e-01 -3.42480951e-01 -2.18334613e-01
8.43407364e-02]
[ -4.10388649e-03 -2.63265920e-01 4.99219521e-02 -3.44984492e-01
-1.87653625e-01 -2.34375609e-01 -3.31773675e-01 -2.53457576e-02
-5.98376421e-02 2.17244238e-02 -2.23613020e-01 2.51959282e-01
9.44117624e-02]
[ 1.58524921e-01 6.21224139e-02 -1.10182425e-01 -3.29377436e-01
-5.24058077e-02 -1.04057176e-01 -2.48010391e-01 -5.17690565e-02
-2.23458642e-01 -2.79530655e-01 -2.24017094e-01 5.17245530e-01
-5.21836197e-03]
[ -1.83232270e-01 -1.75922947e-01 -1.18570242e-01 -3.24198255e-01
-4.67183634e-02 2.41280671e-02 -2.39424305e-01 -2.90517757e-01
-1.62370140e-01 -1.04803648e-01 -2.56339219e-01 3.71981339e-01
-8.03854662e-02]
[ -4.69180151e-02 -2.02516832e-01 -1.67471106e-01 -3.36618197e-01
-4.55260846e-02 4.11519280e-02 -1.05746715e-01 -1.07603733e-01
-2.58049370e-01 -3.44528018e-01 -8.94040604e-02 1.77357262e-01
6.19985455e-02]
[ 9.73210764e-02 9.38660749e-02 -1.93082635e-02 -2.54090081e-01
-3.15264454e-01 4.59977310e-03 -2.27046461e-01 -3.55414175e-01
-3.47180371e-01 -6.04045041e-02 -1.28236316e-01 3.02819634e-01
-1.75238472e-02]
[ -6.15172023e-02 -1.02247866e-02 -2.84571378e-01 -5.97731735e-02
6.96161639e-02 1.55101365e-01 -2.53765012e-01 -1.84422700e-01
-5.89466249e-02 -5.13412192e-02 1.68550053e-01 7.15946398e-01
-9.44554273e-02]
[ 1.37744814e-01 3.28202025e-01 -1.95157878e-01 7.37195778e-01
1.08972571e-01 3.07762576e-03 -2.05863488e-01 -3.67334651e-01
-2.23306056e-01 -3.08824072e-01 7.25462585e-01 8.69425292e-01
-1.27540101e+00]
[ -5.45540435e-03 1.69882706e-01 5.52939873e-02 3.76937094e-01
-2.99073271e-03 -6.52159447e-02 -2.82983456e-01 -3.38687708e-01
-2.85573046e-01 -2.09619714e-01 5.85269100e-01 9.36352358e-01
-1.27233872e+00]
[ -2.92216179e-02 -1.40186980e-01 -1.48559427e-01 3.27368993e-01
-1.83206050e-01 2.37435644e-01 -4.18941145e-02 -1.79629234e-01
-2.29188407e-01 -3.59288912e-01 2.12525132e-01 5.58135599e-01
-6.44096641e-01]
[ 8.35140418e-02 -3.82671549e-01 -5.09104879e-02 2.21021264e-02
-1.16385229e-01 1.99859899e-01 8.08573838e-02 1.71110754e-01
-1.86972305e-01 -5.83455902e-03 -5.06665627e-02 3.34158008e-01
-3.61901529e-01]
[ 2.12153461e-01 -2.96354316e-01 -1.18596808e-01 -7.98537642e-02
-2.17224082e-01 1.22932006e-01 4.53445226e-02 -1.22938873e-01
-5.75336215e-02 -4.51169333e-02 -1.63260363e-01 -2.07318026e-01
-2.03448223e-01]
[ -1.32989188e-01 -8.03753448e-02 3.81393472e-02 -2.45927333e-01
-5.90575689e-02 -1.41321605e-01 4.76016558e-02 -3.94498220e-03
-9.71587244e-02 2.03119642e-02 -3.24059018e-01 -4.61902835e-01
-1.16218798e-01]
[ -1.42926065e-01 -1.34653973e-01 -6.89717863e-02 -2.82063797e-01
-3.44752031e-01 -2.89134523e-01 1.61688464e-01 1.46071428e-01
9.01033004e-03 1.22903436e-01 -2.75096707e-01 -8.68619313e-01
2.59157206e-02]
[ -1.29952952e-01 -2.53257986e-01 -3.02114040e-01 -8.93243871e-01
-3.04485501e-01 -2.07662503e-01 -1.39047292e-01 -1.16706682e-02
4.06981829e-02 -4.63104964e-01 -7.11397360e-01 -6.92068488e-01
-1.20268264e+00]
[ -1.23612696e-01 1.31408155e-01 1.43070405e-02 1.26400614e-01
-2.04190142e-01 -1.76075694e-01 -1.50439925e-01 1.29725694e-02
-1.38739893e-01 -1.39796751e-01 -1.30424390e-01 -4.11904485e-01
8.51337201e-02]
[ -3.64507956e-01 -1.18391288e-01 -2.73171699e-01 3.30727078e-01
-1.99806932e-01 -2.32740470e-01 -1.34842883e-01 -9.81136422e-02
1.08093423e-02 3.37372328e-02 1.08078672e-01 -3.28465511e-01
2.26421801e-01]
[ -1.33119973e-01 -4.78214577e-02 -2.54784728e-01 1.85767894e-01
-2.27596225e-01 -2.79905579e-01 -3.84762874e-01 -2.75321181e-02
9.13246341e-03 -1.05145022e-01 -1.94752136e-01 -3.18468582e-01
1.24786787e-01]
[ -2.51552160e-01 -5.29697956e-01 -3.41667956e-01 -2.49053946e-02
-3.16086993e-01 -2.33674956e-01 -1.58327125e-01 -2.49429034e-01
5.39692356e-03 -2.67126606e-01 -2.97019752e-02 -2.87573441e-01
2.44973388e-02]
[ -2.24020134e-01 -2.94191878e-01 -3.22268747e-01 -6.23689705e-02
-8.57069158e-02 -1.51228360e-01 -9.23105722e-02 2.18430737e-02
-2.06861159e-01 -5.09377516e-01 -2.12989566e-01 -2.09087926e-01
-5.05404935e-02]
[ -9.56214979e-02 -1.47014126e-02 -2.43801527e-01 -9.38921759e-01
-2.71665513e-01 -2.59445417e-01 6.74331554e-02 -4.82352666e-01
1.27716089e-01 -1.95962316e-01 -6.83434648e-01 -3.28186072e-01
-1.14818717e+00]]
Progress: 30.2% ... Training loss: 0.205 ... Validation loss: 0.371[[-0.25418385]
[ 0.23779409]
[-0.10216611]
[ 1.21235719]
[ 0.25064024]
[-0.04640738]
[-0.92647405]
[-0.82783387]
[-0.58117893]
[-0.84385595]
[ 1.2382979 ]
[ 2.98776202]
[-2.35353204]]
[[ -5.18518100e-01 -4.93571344e-01 -5.89119105e-01 -1.58192374e-02
-2.91596301e-01 -5.94660855e-01 4.31625773e-02 -2.25649307e-01
-3.00275370e-01 -2.92356428e-01 2.50458563e-01 1.03088083e+00
3.22659704e-01]
[ 9.39972854e-03 -1.37927586e-01 4.86830844e-02 -1.02988174e-01
-4.11177124e-02 5.83515031e-02 -1.04192682e-01 1.94380709e-01
-1.46997100e-01 -1.82935426e-01 -1.22557631e-01 -1.39358699e-01
-3.90688938e-02]
[ -2.78275699e-01 1.33172584e-01 -3.48304878e-02 4.36572821e-02
7.27734312e-02 -1.34404707e-01 -8.89211669e-02 -1.70002769e-01
2.66752749e-01 -4.72931745e-01 9.21957469e-02 6.24231574e-01
8.66275585e-01]
[ 2.62845930e-01 -2.45161104e-01 -2.75876098e-01 1.14082549e-01
-2.71611277e-01 1.18314766e-02 5.27282962e-01 -5.55009262e-01
3.38640742e-01 -1.66552965e-01 -8.82501079e-02 -3.35008734e-01
-3.49896302e-01]
[ 1.32849467e-01 1.10800171e-02 1.13507573e-01 -1.33728760e-01
-2.28930033e-02 7.28262728e-02 -1.89460510e-01 -1.89126498e-01
6.36996623e-02 2.35606557e-01 5.99477571e-03 -6.77848249e-02
-1.22194326e-01]
[ -4.85221575e-01 -6.15600791e-01 -6.01692943e-01 -6.05320536e-01
-5.93690400e-01 -5.64793619e-01 -3.74290250e-01 -1.61762940e-01
-4.70971555e-01 -2.44995493e-01 -5.90928897e-01 -8.74053710e-01
-7.07845665e-01]
[ -4.09312605e-01 -5.98238859e-01 -3.24626426e-01 -4.53889252e-01
-4.21647478e-01 -5.63618386e-01 -3.94770455e-01 -4.75211399e-01
-2.91757616e-01 -8.69259447e-02 -5.03858649e-01 -5.40413822e-01
-5.77721732e-01]
[ -3.43851710e-01 -3.45242790e-01 -4.87580960e-01 -1.68649080e-01
-3.20971030e-01 -4.26219931e-01 -2.72687808e-01 -2.80696170e-01
-2.83360363e-01 -5.77639589e-01 -3.25561176e-01 -8.12770829e-01
-5.87915261e-01]
[ -4.68849672e-01 -3.39585517e-01 -3.85955893e-01 -2.34472684e-01
-3.30590042e-01 -2.18136618e-01 -4.51062066e-02 -4.61078724e-01
-2.66229882e-01 -4.65865977e-01 -1.83100363e-01 -2.07112295e-01
-2.32428662e-01]
[ -9.55138040e-01 -9.54945407e-01 -9.89621093e-01 -7.68595993e-01
-1.04420213e+00 -9.90317136e-01 -5.27303788e-01 -5.82985614e-01
-7.29586780e-01 -5.77749009e-01 -8.12803003e-01 -6.33815712e-01
-8.99322417e-01]
[ -5.12990140e-01 -2.70538208e-01 -4.72767978e-01 -3.76496718e-01
-3.47446876e-01 -3.64219561e-01 -6.16705514e-01 -6.15017046e-01
-6.63294964e-01 -9.53611473e-02 -5.59357940e-01 -8.29989963e-01
-6.31952783e-01]
[ -1.17905412e-01 2.51627114e-02 -3.43731522e-01 -4.70769368e-01
-1.04385746e-01 -7.48741821e-02 -2.00591312e-01 -4.23285438e-01
-1.78729320e-01 5.65033112e-02 -5.10313337e-01 -1.13006704e+00
-6.93374308e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56667659e-01 -1.22692291e-01 1.63643574e-01 -2.91434952e-01
-1.32835592e-01 1.13205908e-01 -1.32359070e-01 7.33027798e-03
-8.47516823e-02 6.10458390e-02 -2.07793918e-01 -4.28234064e-01
-6.58916997e-02]
[ -9.25213337e-02 -2.64346953e-01 -1.81548357e-01 -2.76281717e-01
-4.76288878e-01 -8.70765550e-02 -8.08115437e-02 -8.27082288e-03
-7.80923211e-02 -5.37520146e-03 -2.33141611e-01 -4.32625654e-01
-2.78270281e-01]
[ -6.69949691e-02 -2.88896123e-02 -2.27747467e-01 -2.62447754e-01
1.14051315e-01 -1.61333523e-01 -1.97576632e-01 1.19446898e-01
-1.53393883e-02 1.22903251e-01 -2.07414006e-01 4.99859394e-03
-9.92500165e-02]
[ 4.03762867e-02 -1.69678945e-01 -1.48005534e-01 -1.01711489e-01
-1.27962569e-01 -1.06401972e-01 1.13132407e-01 -1.38952725e-01
-1.21530396e-02 4.09912757e-02 -4.70818056e-02 -1.22202384e-01
-1.32935292e-02]
[ -2.90085274e-01 -1.42187175e-01 -7.84007743e-02 -1.34733651e-01
-3.01600149e-01 -2.75909422e-01 -3.55057728e-01 1.84439487e-02
-3.19826228e-01 -2.14586588e-01 1.38732123e-01 -1.82480564e-01
1.54872280e-01]
[ -2.30835400e-01 -1.23834052e-01 -9.49752210e-02 -4.17908881e-02
-8.37035452e-02 -1.20536537e-01 -8.22461578e-02 -8.45224194e-04
-1.42131789e-01 -9.79554479e-02 4.36746223e-04 -2.14023406e-01
-1.49492694e-01]
[ -1.77818854e-01 -6.94659095e-02 -2.30514626e-01 -2.52800910e-01
-1.57942999e-01 -2.05968155e-01 -3.51991419e-01 -1.17556312e-01
1.24440062e-01 -2.43484191e-01 -3.64332702e-01 -3.67435001e-01
-3.80267388e-01]
[ -3.72625235e-01 -5.75149504e-02 -1.52443482e-01 -9.76035969e-02
-4.38409086e-02 -3.13966168e-01 2.19705972e-02 -9.45422278e-02
-1.27695640e-01 4.57635251e-02 4.29585761e-02 -2.55775351e-01
-3.93549003e-01]
[ -1.59876161e-01 -1.42949340e-01 -5.30649061e-02 -2.06681326e-01
-1.28654958e-01 -2.95524242e-01 5.30540497e-02 -1.44038660e-01
-1.95781284e-01 5.29809865e-02 1.81216505e-01 -5.80078252e-02
-1.11710147e-01]
[ -1.31467950e-01 -1.69704654e-01 -1.15116078e-01 -2.93095139e-01
9.48716028e-02 -1.79991536e-02 -1.77361244e-01 -1.80677415e-01
1.09834186e-01 -9.84052556e-02 -1.20459082e-01 -1.03293251e-03
-3.11924255e-01]
[ -4.00134089e-02 -3.53567854e-02 -1.49944172e-01 -1.04880406e-01
-2.30146944e-01 6.29371947e-02 -4.94148187e-02 -4.27611379e-02
-2.22623877e-01 -8.88399693e-02 -1.31070078e-01 -3.87297395e-01
-1.98904330e-01]
[ -6.85783655e-02 2.23818903e-02 -1.29287141e-01 -3.40282386e-01
1.19445126e-01 2.03384595e-02 -1.93713589e-01 -1.47304990e-01
1.28801657e-01 -5.66603579e-02 -3.05111149e-01 -2.85146579e-01
-3.25559794e-01]
[ 7.24196608e-02 -3.04825823e-01 -8.65858237e-02 -4.65202959e-01
-2.19064150e-01 -9.06196652e-02 5.08378326e-02 8.33066816e-02
-2.63582293e-02 2.84532681e-01 -5.46314233e-01 -8.66407264e-01
4.65630801e-01]
[ -2.26455470e-01 -2.41204512e-01 -1.33235647e-01 -3.22711178e-01
-2.98303963e-01 -9.43152629e-02 2.05243007e-01 3.65450593e-02
2.81524471e-01 3.22547483e-02 -4.31001537e-01 -1.06699782e+00
6.66627647e-01]
[ -1.88358508e-02 -1.83256208e-01 1.95332904e-02 -3.26464820e-01
-1.68374580e-01 1.64451824e-01 2.03715260e-01 2.51679290e-01
-3.30445263e-02 2.24679588e-01 -2.50538360e-01 -1.15135229e+00
7.72949278e-01]
[ -3.97700328e-03 -4.19381818e-02 -1.26774608e-01 -1.45950783e-01
-1.77706877e-01 -4.81692639e-02 3.10960870e-01 1.63917659e-01
2.55923317e-01 3.61627341e-01 -5.12404464e-01 -1.09930336e+00
8.17190224e-01]
[ -8.67898907e-02 -2.77094606e-01 5.74473212e-02 -3.61678340e-01
-1.47573314e-01 1.15905343e-01 3.82272178e-01 1.41681250e-01
-6.57560028e-02 1.59044056e-01 -5.76777647e-01 -1.07701461e+00
8.84109424e-01]
[ 1.17689048e-01 -8.76260211e-02 1.44628485e-02 -1.74691476e-01
-8.15084950e-02 -1.92593168e-02 2.76869139e-01 3.77740251e-01
4.26314542e-01 2.61406945e-01 -5.74908550e-01 -1.01737720e+00
6.00885745e-01]
[ 7.49044723e-04 -1.41717960e-01 2.31625845e-02 1.42852596e-02
-9.53645716e-02 -2.83250486e-01 1.09123290e-01 3.71292575e-01
2.12068227e-02 1.35286483e-01 -2.78152850e-01 -8.61560889e-01
2.54442526e-01]
[ 9.80916209e-02 9.33052843e-02 9.00340278e-03 1.96445201e-01
-9.86038780e-02 -5.75026254e-02 -1.23681524e-01 -1.12868633e-01
-2.22188716e-01 -1.04198329e-01 -9.36973323e-02 1.83913401e-01
-4.36301024e-01]
[ 5.02712964e-02 -1.17472890e-01 1.49250978e-01 4.42395538e-01
2.39048986e-01 9.26091224e-03 -3.70838486e-01 -3.40742007e-01
-2.18764459e-02 -5.48029480e-01 2.88025048e-01 9.47201785e-01
-8.24420450e-01]
[ 2.53093762e-02 7.87779281e-02 -2.14509203e-01 1.09152905e-01
3.53756084e-02 -3.06687277e-03 -1.98276682e-01 -3.57667958e-01
-2.85490758e-01 -2.58598263e-01 -1.60665414e-02 -1.03841113e-01
-2.09420721e-01]
[ -6.73437595e-02 -2.04861911e-01 5.77679422e-02 3.85549009e-02
-1.27323636e-01 -1.36456573e-01 -4.03096173e-02 -5.80357987e-02
3.19427029e-02 -4.03742670e-01 -3.42624322e-01 -2.17813682e-01
8.68691260e-02]
[ -3.55231222e-03 -2.64262346e-01 5.01986228e-02 -3.51723807e-01
-1.88798536e-01 -2.34306681e-01 -3.28483601e-01 -2.17880074e-02
-5.65991945e-02 2.35975966e-02 -2.30099538e-01 2.32860963e-01
1.10338357e-01]
[ 1.58776833e-01 6.18545651e-02 -1.10109801e-01 -3.30903993e-01
-5.26635932e-02 -1.04030171e-01 -2.47502656e-01 -5.12620744e-02
-2.23014836e-01 -2.78734932e-01 -2.25040636e-01 5.15732549e-01
-3.76109466e-03]
[ -1.83344140e-01 -1.75790559e-01 -1.18609187e-01 -3.23839973e-01
-4.65915546e-02 2.41075767e-02 -2.40073865e-01 -2.91076757e-01
-1.62705773e-01 -1.05222165e-01 -2.55856866e-01 3.73734680e-01
-8.08035200e-02]
[ -4.70949084e-02 -2.02666454e-01 -1.67401961e-01 -3.38043321e-01
-4.56647507e-02 4.11554993e-02 -1.06603727e-01 -1.07046367e-01
-2.57906583e-01 -3.44824206e-01 -9.11429771e-02 1.73644674e-01
6.77447536e-02]
[ 9.70101035e-02 9.41190009e-02 -1.93435256e-02 -2.54279764e-01
-3.15108642e-01 4.57721384e-03 -2.28165914e-01 -3.55490359e-01
-3.47953425e-01 -6.12478520e-02 -1.28185310e-01 3.04615687e-01
-1.61102000e-02]
[ -6.11726323e-02 -1.05327250e-02 -2.84486163e-01 -6.13036388e-02
6.92760482e-02 1.55139474e-01 -2.52440435e-01 -1.83697780e-01
-5.80077468e-02 -4.97980116e-02 1.66481923e-01 7.11287654e-01
-9.18241576e-02]
[ 1.38417537e-01 3.27759330e-01 -1.95049814e-01 7.34519127e-01
1.08604052e-01 3.15771860e-03 -2.03488234e-01 -3.66937379e-01
-2.22044129e-01 -3.06780748e-01 7.23426159e-01 8.69300032e-01
-1.27622942e+00]
[ -5.78014533e-03 1.70196134e-01 5.51931181e-02 3.78263198e-01
-2.66914919e-03 -6.52479041e-02 -2.83451583e-01 -3.39772414e-01
-2.85979095e-01 -2.10630929e-01 5.87080060e-01 9.38600455e-01
-1.27358155e+00]
[ -2.87071846e-02 -1.40662120e-01 -1.48431553e-01 3.24186669e-01
-1.83700570e-01 2.37506878e-01 -3.90596065e-02 -1.78003581e-01
-2.27927091e-01 -3.57270525e-01 2.09393986e-01 5.49990607e-01
-6.43078507e-01]
[ 8.36126735e-02 -3.82772639e-01 -5.08771562e-02 2.10858217e-02
-1.16535915e-01 1.99874389e-01 8.15708602e-02 1.71834639e-01
-1.86601591e-01 -5.48135392e-03 -5.15501616e-02 3.31731208e-01
-3.60077353e-01]
[ 2.12355783e-01 -2.96557036e-01 -1.18545865e-01 -8.12733772e-02
-2.17464977e-01 1.22958610e-01 4.65391579e-02 -1.22597966e-01
-5.68582894e-02 -4.43678856e-02 -1.64787739e-01 -2.11350215e-01
-2.00686890e-01]
[ -1.32816499e-01 -8.05425906e-02 3.81915438e-02 -2.47222567e-01
-5.92623952e-02 -1.41303511e-01 4.95441416e-02 -2.71388585e-03
-9.64604433e-02 2.12657935e-02 -3.25614202e-01 -4.66937344e-01
-1.14237664e-01]
[ -1.42868935e-01 -1.34751429e-01 -6.89532519e-02 -2.82565381e-01
-3.44814909e-01 -2.89129079e-01 1.62083956e-01 1.46443069e-01
9.33503843e-03 1.23064765e-01 -2.75549407e-01 -8.69274620e-01
2.68228899e-02]
[ -1.29681072e-01 -2.53585730e-01 -3.02081996e-01 -8.95831052e-01
-3.04779214e-01 -2.07637384e-01 -1.38375452e-01 -1.28920387e-02
4.17309977e-02 -4.63385065e-01 -7.13078798e-01 -6.93209262e-01
-1.20421752e+00]
[ -1.23711611e-01 1.31424426e-01 1.42813221e-02 1.25680085e-01
-2.04178206e-01 -1.76085837e-01 -1.49943632e-01 1.28635434e-02
-1.38396799e-01 -1.39861986e-01 -1.30378952e-01 -4.13618091e-01
8.93187829e-02]
[ -3.63815396e-01 -1.19109742e-01 -2.72929629e-01 3.26536100e-01
-2.00521834e-01 -2.32662346e-01 -1.32053361e-01 -9.61928027e-02
1.27781851e-02 3.71180039e-02 1.03919614e-01 -3.35617262e-01
2.34599195e-01]
[ -1.32844409e-01 -4.85265735e-02 -2.54677396e-01 1.81836457e-01
-2.28188751e-01 -2.79845246e-01 -3.81890563e-01 -2.57419234e-02
1.09895913e-02 -1.04397249e-01 -1.98865891e-01 -3.26677070e-01
1.35075708e-01]
[ -2.50925968e-01 -5.30504748e-01 -3.41411864e-01 -2.98914577e-02
-3.17009364e-01 -2.33578014e-01 -1.54890296e-01 -2.46200732e-01
7.92109994e-03 -2.64497579e-01 -3.53657499e-02 -3.02565088e-01
3.52776010e-02]
[ -2.23408313e-01 -2.95116291e-01 -3.21977827e-01 -6.83946567e-02
-8.68341280e-02 -1.51138480e-01 -8.85637557e-02 2.68138773e-02
-2.04321736e-01 -5.06876460e-01 -2.18586114e-01 -2.28791999e-01
-3.67768602e-02]
[ -9.52941114e-02 -1.48935221e-02 -2.43734350e-01 -9.41754507e-01
-2.71942082e-01 -2.59413247e-01 7.02608167e-02 -4.81744233e-01
1.29010092e-01 -1.94882403e-01 -6.85268871e-01 -3.35170763e-01
-1.14859203e+00]]
Progress: 30.2% ... Training loss: 0.210 ... Validation loss: 0.350[[-0.23747853]
[ 0.26147193]
[-0.08460065]
[ 1.24454272]
[ 0.26940943]
[-0.03197227]
[-0.89718462]
[-0.80281252]
[-0.55200352]
[-0.82143813]
[ 1.26940114]
[ 3.03583929]
[-2.32329203]]
[[ -5.19576096e-01 -4.91822840e-01 -5.89617729e-01 1.04377501e-03
-2.89866317e-01 -5.94831222e-01 3.57910870e-02 -2.32024427e-01
-3.04978334e-01 -2.98614295e-01 2.66790754e-01 1.06214950e+00
2.94030563e-01]
[ 8.86891659e-03 -1.37057722e-01 4.84014119e-02 -9.93391257e-02
-4.03193010e-02 5.82373020e-02 -1.05894692e-01 1.91350970e-01
-1.48466381e-01 -1.84145785e-01 -1.19867440e-01 -1.30874131e-01
-4.75798084e-02]
[ -2.81053729e-01 1.36845599e-01 -3.60037091e-02 6.79739608e-02
7.63636592e-02 -1.34853094e-01 -1.01944553e-01 -1.85462664e-01
2.56957555e-01 -4.84323082e-01 1.15816147e-01 6.86337976e-01
8.22482139e-01]
[ 2.62595759e-01 -2.46715618e-01 -2.75516790e-01 1.05133719e-01
-2.72739786e-01 1.18612232e-02 5.26025323e-01 -5.51028490e-01
3.38762304e-01 -1.65135891e-01 -9.93556387e-02 -3.55992633e-01
-3.38062029e-01]
[ 1.32318354e-01 1.15952066e-02 1.13278191e-01 -1.33372081e-01
-2.23343981e-02 7.27678207e-02 -1.90037345e-01 -1.88453351e-01
6.19927446e-02 2.32541140e-01 1.14585144e-02 -5.23628832e-02
-1.14157256e-01]
[ -4.85093514e-01 -6.15787353e-01 -6.01635335e-01 -6.06032921e-01
-5.93837122e-01 -5.64777367e-01 -3.74118441e-01 -1.60226686e-01
-4.70654958e-01 -2.43176119e-01 -5.92655459e-01 -8.80961034e-01
-7.04731233e-01]
[ -4.11460477e-01 -5.95890896e-01 -3.25523280e-01 -4.37996482e-01
-4.19341801e-01 -5.63949668e-01 -4.05343066e-01 -4.83917133e-01
-2.98526131e-01 -9.81360004e-02 -4.85952933e-01 -5.07303407e-01
-6.05929390e-01]
[ -3.45155842e-01 -3.43412638e-01 -4.88128690e-01 -1.57439261e-01
-3.19317166e-01 -4.26447489e-01 -2.79572421e-01 -2.88344796e-01
-2.88590085e-01 -5.81694743e-01 -3.16915127e-01 -7.86450643e-01
-6.14095761e-01]
[ -4.68945281e-01 -3.39274136e-01 -3.86058316e-01 -2.33887907e-01
-3.30448428e-01 -2.18162500e-01 -4.59554463e-02 -4.62055137e-01
-2.66668079e-01 -4.66932037e-01 -1.81781000e-01 -2.01057981e-01
-2.35469810e-01]
[ -9.57494240e-01 -9.51672639e-01 -9.90695809e-01 -7.46531434e-01
-1.04127579e+00 -9.90694891e-01 -5.41307751e-01 -5.94924316e-01
-7.38658001e-01 -5.89150723e-01 -7.89503716e-01 -5.82419921e-01
-9.39399545e-01]
[ -5.13629570e-01 -2.69521400e-01 -4.73125636e-01 -3.72225467e-01
-3.46431714e-01 -3.64361606e-01 -6.19560446e-01 -6.18694791e-01
-6.65463252e-01 -9.69037232e-02 -5.56234377e-01 -8.19560431e-01
-6.43393214e-01]
[ -1.18329333e-01 2.51760684e-02 -3.43788545e-01 -4.70130196e-01
-1.04372816e-01 -7.49228516e-02 -2.01867073e-01 -4.23463510e-01
-1.79609647e-01 5.49357052e-02 -5.10591621e-01 -1.13331477e+00
-6.96171623e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57069889e-01 -1.22431621e-01 1.63513844e-01 -2.89719448e-01
-1.32555878e-01 1.13130830e-01 -1.34362946e-01 5.73394089e-03
-8.53842430e-02 5.95080310e-02 -2.06686293e-01 -4.29055503e-01
-6.69433478e-02]
[ -9.21287832e-02 -2.64638235e-01 -1.81430393e-01 -2.78247297e-01
-4.76529900e-01 -8.70123310e-02 -7.90396721e-02 -5.98158062e-03
-7.74063879e-02 -2.94578698e-03 -2.35245995e-01 -4.37018199e-01
-2.75543472e-01]
[ -6.66661323e-02 -2.90922106e-02 -2.27680315e-01 -2.63258297e-01
1.13848017e-01 -1.61285161e-01 -1.96259491e-01 1.20082624e-01
-1.46562343e-02 1.24053469e-01 -2.07752758e-01 4.52106695e-03
-9.76713569e-02]
[ 3.89169120e-02 -1.68505106e-01 -1.48444243e-01 -9.44848172e-02
-1.26840970e-01 -1.06607107e-01 1.06346127e-01 -1.42400285e-01
-1.63660284e-02 3.47953955e-02 -3.91125492e-02 -1.09530321e-01
-2.60247182e-02]
[ -2.90336169e-01 -1.42043500e-01 -7.84654017e-02 -1.33484708e-01
-3.01460282e-01 -2.75943554e-01 -3.56464414e-01 1.77234052e-02
-3.20532870e-01 -2.15545083e-01 1.39826993e-01 -1.80857671e-01
1.51656524e-01]
[ -2.31578149e-01 -1.22673254e-01 -9.54304705e-02 -3.31731544e-02
-8.25225003e-02 -1.20678638e-01 -8.59127817e-02 -5.56477858e-03
-1.44751014e-01 -1.02644270e-01 9.53522272e-03 -1.93988895e-01
-1.63551696e-01]
[ -1.78729205e-01 -6.80751794e-02 -2.30889991e-01 -2.45139353e-01
-1.56754614e-01 -2.06125670e-01 -3.55961347e-01 -1.21926645e-01
1.21002903e-01 -2.45732460e-01 -3.58649449e-01 -3.50861711e-01
-3.95265783e-01]
[ -3.72596317e-01 -5.74019734e-02 -1.52458103e-01 -9.60939861e-02
-4.37502755e-02 -3.13961525e-01 2.12317905e-02 -9.62341797e-02
-1.27959958e-01 4.52244266e-02 4.39307495e-02 -2.50812858e-01
-3.99330533e-01]
[ -1.60277269e-01 -1.42629134e-01 -5.31875785e-02 -2.04506968e-01
-1.28322169e-01 -2.95583930e-01 5.03484561e-02 -1.45655277e-01
-1.97405778e-01 5.16245390e-02 1.83483197e-01 -5.41765538e-02
-1.17492825e-01]
[ -1.31600925e-01 -1.69551515e-01 -1.15180517e-01 -2.92837534e-01
9.49931089e-02 -1.80244330e-02 -1.77797473e-01 -1.81042990e-01
1.09480196e-01 -9.87233800e-02 -1.19861905e-01 2.68978701e-03
-3.12390658e-01]
[ -4.01402852e-02 -3.51521135e-02 -1.50006510e-01 -1.04542233e-01
-2.30032301e-01 6.29079231e-02 -5.01889573e-02 -4.35277758e-02
-2.22923687e-01 -8.95646897e-02 -1.30540629e-01 -3.84800405e-01
-1.99582169e-01]
[ -6.83216634e-02 2.22579995e-02 -1.29233904e-01 -3.41281439e-01
1.19273696e-01 2.03809608e-02 -1.92449096e-01 -1.46729367e-01
1.29463921e-01 -5.61842218e-02 -3.05842419e-01 -2.86793709e-01
-3.25415695e-01]
[ 7.22158756e-02 -3.04666660e-01 -8.66339160e-02 -4.64684913e-01
-2.18929705e-01 -9.06459624e-02 5.00691032e-02 8.29788972e-02
-2.68478053e-02 2.83908875e-01 -5.45788083e-01 -8.65921462e-01
4.64457624e-01]
[ -2.26566734e-01 -2.41105721e-01 -1.33274009e-01 -3.22245497e-01
-2.98209492e-01 -9.43379500e-02 2.04741456e-01 3.62497285e-02
2.81177830e-01 3.19066475e-02 -4.30657338e-01 -1.06674259e+00
6.65353840e-01]
[ -1.91522633e-02 -1.82988971e-01 1.93984593e-02 -3.24970654e-01
-1.68101300e-01 1.64390138e-01 2.02319468e-01 2.50280639e-01
-3.38410237e-02 2.23181093e-01 -2.49088449e-01 -1.15007329e+00
7.69179117e-01]
[ -4.06428949e-03 -4.18149545e-02 -1.26811265e-01 -1.45123512e-01
-1.77601576e-01 -4.81862595e-02 3.10312417e-01 1.63358002e-01
2.55506454e-01 3.61295036e-01 -5.11817627e-01 -1.09908345e+00
8.15590194e-01]
[ -8.69588499e-02 -2.77029966e-01 5.74146284e-02 -3.61259440e-01
-1.47513691e-01 1.15879734e-01 3.81918319e-01 1.41815729e-01
-6.61614877e-02 1.58750697e-01 -5.76561022e-01 -1.07738521e+00
8.83757144e-01]
[ 1.17562676e-01 -8.75369182e-02 1.44196057e-02 -1.74282552e-01
-8.14251456e-02 -1.92791893e-02 2.76341650e-01 3.77270023e-01
4.26038199e-01 2.60885909e-01 -5.74606038e-01 -1.01722797e+00
6.00234025e-01]
[ 4.58334354e-04 -1.41502545e-01 2.30699331e-02 1.65631512e-02
-9.51314975e-02 -2.83289221e-01 1.07140326e-01 3.69940450e-01
2.01489278e-02 1.34015435e-01 -2.76353756e-01 -8.59392684e-01
2.50620576e-01]
[ 9.77848436e-02 9.39169535e-02 8.85359302e-03 2.02472806e-01
-9.80574819e-02 -5.75486344e-02 -1.26931687e-01 -1.15243698e-01
-2.24220322e-01 -1.05468070e-01 -8.88628557e-02 2.02025307e-01
-4.46917202e-01]
[ 5.07397247e-02 -1.17860559e-01 1.49478934e-01 4.40033125e-01
2.38407423e-01 9.33327830e-03 -3.68720727e-01 -3.37534471e-01
-2.05774546e-02 -5.45845405e-01 2.84812296e-01 9.34651987e-01
-8.23093004e-01]
[ 2.51006922e-02 7.88296310e-02 -2.14543825e-01 1.10532677e-01
3.55012025e-02 -3.09617615e-03 -1.99578971e-01 -3.58411747e-01
-2.85853078e-01 -2.59729725e-01 -1.48426175e-02 -1.01354608e-01
-2.10136912e-01]
[ -6.73232028e-02 -2.04874555e-01 5.77802724e-02 3.82504572e-02
-1.27357378e-01 -1.36451187e-01 -4.01401006e-02 -5.78398626e-02
3.20056281e-02 -4.03554912e-01 -3.42883493e-01 -2.18281855e-01
8.73707338e-02]
[ -3.58891533e-03 -2.64184025e-01 5.01696871e-02 -3.51710944e-01
-1.88725076e-01 -2.34312551e-01 -3.28595690e-01 -2.18799262e-02
-5.66605003e-02 2.34167337e-02 -2.30053457e-01 2.33627530e-01
1.10194085e-01]
[ 1.58234272e-01 6.28362258e-02 -1.10391098e-01 -3.26912347e-01
-5.17491192e-02 -1.04139580e-01 -2.49668373e-01 -5.48520443e-02
-2.24887980e-01 -2.79969427e-01 -2.21597250e-01 5.28240167e-01
-1.38980318e-02]
[ -1.83286850e-01 -1.75917431e-01 -1.18554526e-01 -3.24458698e-01
-4.67042452e-02 2.41247311e-02 -2.39783960e-01 -2.90459381e-01
-1.62379918e-01 -1.04662950e-01 -2.56666088e-01 3.71082233e-01
-7.95501238e-02]
[ -4.79481979e-02 -2.02351952e-01 -1.67591616e-01 -3.37642801e-01
-4.53863122e-02 4.10552614e-02 -1.10271521e-01 -1.07820347e-01
-2.59929688e-01 -3.47465118e-01 -9.01190957e-02 1.77997330e-01
6.76985598e-02]
[ 9.68896409e-02 9.43761389e-02 -1.94376216e-02 -2.54758920e-01
-3.14911048e-01 4.53758222e-03 -2.28487862e-01 -3.56154403e-01
-3.48324979e-01 -6.14115918e-02 -1.28325712e-01 3.06959309e-01
-1.55328663e-02]
[ -6.09653184e-02 -1.07070291e-02 -2.84415978e-01 -6.22933247e-02
6.90887137e-02 1.55186209e-01 -2.51803603e-01 -1.82861372e-01
-5.75954739e-02 -4.86647757e-02 1.65532070e-01 7.09276272e-01
-9.10012157e-02]
[ 1.37989968e-01 3.28889473e-01 -1.95396409e-01 7.41387146e-01
1.09626883e-01 3.07137621e-03 -2.05321311e-01 -3.70615461e-01
-2.24129482e-01 -3.09634310e-01 7.31583199e-01 8.87209350e-01
-1.28692134e+00]
[ -5.88316688e-03 1.70439885e-01 5.50116730e-02 3.82171118e-01
-2.22738896e-03 -6.52735364e-02 -2.84074467e-01 -3.42607621e-01
-2.86417222e-01 -2.13530559e-01 5.91983446e-01 9.46017111e-01
-1.28148147e+00]
[ -2.87100387e-02 -1.40654316e-01 -1.48425212e-01 3.24273124e-01
-1.83715285e-01 2.37507845e-01 -3.90466347e-02 -1.77727417e-01
-2.27964534e-01 -3.57290772e-01 2.09499471e-01 5.49911938e-01
-6.43223384e-01]
[ 8.34909015e-02 -3.82624572e-01 -5.09515940e-02 2.22500252e-02
-1.16334431e-01 1.99841302e-01 8.09555118e-02 1.70830931e-01
-1.87061337e-01 -6.04594863e-03 -5.03342454e-02 3.35026572e-01
-3.62682797e-01]
[ 2.12319950e-01 -2.96503500e-01 -1.18560045e-01 -8.07406352e-02
-2.17407053e-01 1.22952578e-01 4.62005583e-02 -1.22926857e-01
-5.70462575e-02 -4.45493417e-02 -1.64296257e-01 -2.09860339e-01
-2.01808622e-01]
[ -1.32822117e-01 -8.05390015e-02 3.81896651e-02 -2.47143231e-01
-5.92582445e-02 -1.41302567e-01 4.94422571e-02 -2.69805248e-03
-9.65523392e-02 2.13671459e-02 -3.25561247e-01 -4.66553504e-01
-1.14629552e-01]
[ -1.42972240e-01 -1.34646465e-01 -6.89906434e-02 -2.81697939e-01
-3.44718080e-01 -2.89147665e-01 1.61232947e-01 1.45853247e-01
8.92802885e-03 1.22416086e-01 -2.74756784e-01 -8.68187265e-01
2.51839608e-02]
[ -1.29591383e-01 -2.53534529e-01 -3.02070110e-01 -8.97949102e-01
-3.04989885e-01 -2.07638089e-01 -1.37997982e-01 -1.24114982e-02
4.14604455e-02 -4.62852152e-01 -7.14639553e-01 -6.97454893e-01
-1.20943373e+00]
[ -1.24970342e-01 1.33298393e-01 1.36437774e-02 1.35863619e-01
-2.02525112e-01 -1.76312480e-01 -1.54583915e-01 6.60019168e-03
-1.41989629e-01 -1.44787345e-01 -1.21153836e-01 -3.90126893e-01
7.19698827e-02]
[ -3.63972967e-01 -1.18812925e-01 -2.73039025e-01 3.30114759e-01
-2.00177705e-01 -2.32681630e-01 -1.33881368e-01 -9.76184657e-02
1.16834836e-02 3.57789387e-02 1.06911515e-01 -3.33811696e-01
2.29085937e-01]
[ -1.33311751e-01 -4.78709932e-02 -2.54828725e-01 1.87491660e-01
-2.27625378e-01 -2.79910623e-01 -3.85327677e-01 -2.83192253e-02
8.76405730e-03 -1.06042594e-01 -1.94315405e-01 -3.12905904e-01
1.24873245e-01]
[ -2.51210828e-01 -5.30136200e-01 -3.41580699e-01 -2.51051781e-02
-3.16447729e-01 -2.33632541e-01 -1.57805311e-01 -2.48879611e-01
6.14446412e-03 -2.66274309e-01 -3.02111977e-02 -2.91924286e-01
2.64214625e-02]
[ -2.23624889e-01 -2.94897552e-01 -3.22064823e-01 -6.55667225e-02
-8.65116748e-02 -1.51167648e-01 -9.01746859e-02 2.55257672e-02
-2.04865157e-01 -5.08290609e-01 -2.15611927e-01 -2.24257992e-01
-4.08099930e-02]
[ -9.64182733e-02 -1.40554409e-02 -2.44081533e-01 -9.39693087e-01
-2.71221662e-01 -2.59586013e-01 6.61800414e-02 -4.83785987e-01
1.26393932e-01 -1.98826565e-01 -6.82459793e-01 -3.26590280e-01
-1.15173681e+00]]
Progress: 30.3% ... Training loss: 0.208 ... Validation loss: 0.375[[-0.24483567]
[ 0.2513459 ]
[-0.09098548]
[ 1.2374719 ]
[ 0.26152415]
[-0.04046017]
[-0.91735389]
[-0.81913541]
[-0.56502742]
[-0.83592552]
[ 1.25858574]
[ 3.02003187]
[-2.344755 ]]
[[ -5.19012348e-01 -4.92696753e-01 -5.89424907e-01 -1.56478260e-03
-2.90511574e-01 -5.94760505e-01 4.22811851e-02 -2.26934890e-01
-3.01666868e-01 -2.95271576e-01 2.62551517e-01 1.04664855e+00
3.12336907e-01]
[ 9.12199280e-03 -1.37271463e-01 4.84767779e-02 -1.00560504e-01
-4.05226873e-02 5.82660690e-02 -1.04730446e-01 1.92668623e-01
-1.48093632e-01 -1.82978103e-01 -1.20467500e-01 -1.31902146e-01
-4.74316341e-02]
[ -2.82021627e-01 1.36918987e-01 -3.61814004e-02 6.47956517e-02
7.62282993e-02 -1.34930330e-01 -1.01106327e-01 -1.86284082e-01
2.59028368e-01 -4.89821933e-01 1.14387400e-01 6.71320890e-01
8.48369798e-01]
[ 2.62035584e-01 -2.45277268e-01 -2.75939172e-01 1.08803710e-01
-2.71419292e-01 1.17442362e-02 5.25270550e-01 -5.56829807e-01
3.37386865e-01 -1.67822810e-01 -9.40544335e-02 -3.37839938e-01
-3.47969048e-01]
[ 1.32042351e-01 1.20328552e-02 1.13275003e-01 -1.29374232e-01
-2.21080609e-02 7.27154592e-02 -1.93676733e-01 -1.87084712e-01
5.96705538e-02 2.33697997e-01 1.30399425e-02 -4.81243657e-02
-1.20346092e-01]
[ -4.84688671e-01 -6.16323244e-01 -6.01464271e-01 -6.05930578e-01
-5.94350403e-01 -5.64744517e-01 -3.72528815e-01 -1.56542613e-01
-4.69860352e-01 -2.39450557e-01 -5.95078041e-01 -8.90896706e-01
-7.04015826e-01]
[ -4.11756412e-01 -5.95532429e-01 -3.25669982e-01 -4.37563470e-01
-4.18790884e-01 -5.63983657e-01 -4.05924064e-01 -4.85613824e-01
-2.99430690e-01 -9.98598033e-02 -4.84219930e-01 -4.98981506e-01
-6.03722782e-01]
[ -3.45020760e-01 -3.43890955e-01 -4.88032911e-01 -1.60643878e-01
-3.19945139e-01 -4.26406295e-01 -2.75912425e-01 -2.85444363e-01
-2.86081854e-01 -5.80745278e-01 -3.20682901e-01 -8.02520959e-01
-5.98563868e-01]
[ -4.67734321e-01 -3.40769704e-01 -3.85696193e-01 -2.41325217e-01
-3.31713810e-01 -2.17981920e-01 -3.92103023e-02 -4.57410295e-01
-2.63402572e-01 -4.61886236e-01 -1.89894156e-01 -2.18619857e-01
-2.26730958e-01]
[ -9.55499970e-01 -9.54251540e-01 -9.90034077e-01 -7.61206400e-01
-1.04381218e+00 -9.90408055e-01 -5.27608249e-01 -5.83374801e-01
-7.31313703e-01 -5.79657905e-01 -8.05109071e-01 -6.26559726e-01
-9.08739720e-01]
[ -5.14397082e-01 -2.68797945e-01 -4.73346288e-01 -3.66444188e-01
-3.45539386e-01 -3.64459749e-01 -6.22741836e-01 -6.21050425e-01
-6.67613571e-01 -9.91012359e-02 -5.51882230e-01 -8.08129635e-01
-6.47530375e-01]
[ -1.18101141e-01 2.48802052e-02 -3.43747362e-01 -4.71343083e-01
-1.04584470e-01 -7.48909101e-02 -2.00971417e-01 -4.23124734e-01
-1.79139843e-01 5.56374243e-02 -5.11908922e-01 -1.13585173e+00
-6.95501526e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56799283e-01 -1.22651529e-01 1.63582593e-01 -2.90652689e-01
-1.32732976e-01 1.13161605e-01 -1.33502281e-01 6.56285152e-03
-8.49645453e-02 6.08848807e-02 -2.08083732e-01 -4.31429164e-01
-6.65530345e-02]
[ -9.28949658e-02 -2.64232993e-01 -1.81548442e-01 -2.74171026e-01
-4.76069557e-01 -8.70925551e-02 -8.17851837e-02 -7.19687875e-03
-7.87343764e-02 -5.08213426e-03 -2.32425581e-01 -4.31939611e-01
-2.76887816e-01]
[ -6.63615028e-02 -2.91257766e-02 -2.27668616e-01 -2.63428142e-01
1.13911690e-01 -1.61268699e-01 -1.94973350e-01 1.21415248e-01
-1.43875397e-02 1.24967729e-01 -2.07989519e-01 5.14316063e-03
-9.96801229e-02]
[ 3.93229887e-02 -1.68754500e-01 -1.48388746e-01 -9.68277040e-02
-1.27148370e-01 -1.06561599e-01 1.08415096e-01 -1.42009021e-01
-1.53326994e-02 3.62354886e-02 -4.05958439e-02 -1.10822183e-01
-2.09311679e-02]
[ -2.90492779e-01 -1.41958207e-01 -7.85065143e-02 -1.33357333e-01
-3.01365233e-01 -2.75964293e-01 -3.56946715e-01 1.74648771e-02
-3.20921457e-01 -2.16048278e-01 1.39945063e-01 -1.82711398e-01
1.50959039e-01]
[ -2.31617159e-01 -1.22715929e-01 -9.54261949e-02 -3.37616950e-02
-8.25480215e-02 -1.20680540e-01 -8.59252222e-02 -5.66317052e-03
-1.44797887e-01 -1.02452670e-01 8.88262896e-03 -1.96210946e-01
-1.61187227e-01]
[ -1.78739441e-01 -6.83958587e-02 -2.30836965e-01 -2.45164674e-01
-1.57056065e-01 -2.06115748e-01 -3.54549109e-01 -1.19643408e-01
1.22316237e-01 -2.45162806e-01 -3.59959146e-01 -3.59463464e-01
-3.86866682e-01]
[ -3.72485093e-01 -5.74132253e-02 -1.52438246e-01 -9.65979253e-02
-4.38666516e-02 -3.13941915e-01 2.25132205e-02 -9.58939392e-02
-1.27297420e-01 4.52956344e-02 4.36077909e-02 -2.53849211e-01
-3.98115477e-01]
[ -1.60242146e-01 -1.42854236e-01 -5.31452462e-02 -2.06944473e-01
-1.28582260e-01 -2.95568372e-01 5.18425912e-02 -1.44531988e-01
-1.96896657e-01 5.22292090e-02 1.80592990e-01 -6.14443961e-02
-1.12110475e-01]
[ -1.31337418e-01 -1.69800803e-01 -1.15103408e-01 -2.94845256e-01
9.47000707e-02 -1.79866422e-02 -1.75721207e-01 -1.79846165e-01
1.10502329e-01 -9.75152339e-02 -1.21663552e-01 -7.75572624e-04
-3.08915804e-01]
[ -3.94725711e-02 -3.59184179e-02 -1.49836999e-01 -1.08230539e-01
-2.30580319e-01 6.30059904e-02 -4.70248029e-02 -4.15644108e-02
-2.21330644e-01 -8.71462141e-02 -1.34080205e-01 -3.90870721e-01
-1.95502460e-01]
[ -6.79535539e-02 2.17343225e-02 -1.29094536e-01 -3.42894351e-01
1.18827908e-01 2.04307668e-02 -1.91439074e-01 -1.45084247e-01
1.30069263e-01 -5.43426111e-02 -3.07717240e-01 -2.91557428e-01
-3.24571742e-01]
[ 7.21510322e-02 -3.04619953e-01 -8.66496498e-02 -4.64582418e-01
-2.18896032e-01 -9.06537291e-02 4.97452471e-02 8.28658549e-02
-2.70459999e-02 2.83718640e-01 -5.45722682e-01 -8.66101357e-01
4.64488337e-01]
[ -2.26578974e-01 -2.41073330e-01 -1.33272386e-01 -3.22024731e-01
-2.98183508e-01 -9.43387890e-02 2.04676458e-01 3.61996871e-02
2.81129106e-01 3.19549356e-02 -4.30600237e-01 -1.06687134e+00
6.65156462e-01]
[ -1.92040190e-02 -1.82939322e-01 1.93844242e-02 -3.24924466e-01
-1.68065411e-01 1.64383491e-01 2.02327419e-01 2.50277944e-01
-3.38871965e-02 2.23089449e-01 -2.49135220e-01 -1.15055820e+00
7.69302872e-01]
[ -4.16437331e-03 -4.17503000e-02 -1.26827737e-01 -1.44744329e-01
-1.77578377e-01 -4.81971440e-02 3.10222508e-01 1.63279135e-01
2.55355505e-01 3.61064772e-01 -5.11689125e-01 -1.09962046e+00
8.15340529e-01]
[ -8.67743972e-02 -2.77234378e-01 5.74670600e-02 -3.62999494e-01
-1.47729469e-01 1.15900589e-01 3.84265307e-01 1.43058686e-01
-6.50342626e-02 1.59787344e-01 -5.78132531e-01 -1.08224997e+00
8.88659102e-01]
[ 1.17509543e-01 -8.74941978e-02 1.44019111e-02 -1.74149588e-01
-8.13900431e-02 -1.92867739e-02 2.76274893e-01 3.77179267e-01
4.26053870e-01 2.60637193e-01 -5.74490878e-01 -1.01763094e+00
6.00260545e-01]
[ 5.03431358e-04 -1.41536623e-01 2.30878742e-02 1.61235920e-02
-9.51961947e-02 -2.83284230e-01 1.07623948e-01 3.70452481e-01
2.02850284e-02 1.34238897e-01 -2.76822171e-01 -8.60682369e-01
2.51477881e-01]
[ 9.80791645e-02 9.37122779e-02 8.91527702e-03 2.02121263e-01
-9.82346939e-02 -5.75224359e-02 -1.25923092e-01 -1.14302528e-01
-2.23888366e-01 -1.03924456e-01 -8.92785236e-02 2.01282350e-01
-4.47655759e-01]
[ 5.00792187e-02 -1.17162602e-01 1.49279843e-01 4.45687808e-01
2.39173507e-01 9.25533916e-03 -3.70854707e-01 -3.38686004e-01
-2.24289782e-02 -5.48094693e-01 2.89672557e-01 9.45368021e-01
-8.28009530e-01]
[ 2.49276536e-02 7.87336319e-02 -2.14542378e-01 1.10951450e-01
3.54346752e-02 -3.11048482e-03 -2.00063297e-01 -3.58374523e-01
-2.85547566e-01 -2.60458044e-01 -1.49603417e-02 -1.05532417e-01
-2.07980886e-01]
[ -6.72982258e-02 -2.05037989e-01 5.78214752e-02 3.66038530e-02
-1.27527664e-01 -1.36444772e-01 -3.97336981e-02 -5.69392539e-02
3.24110777e-02 -4.03335417e-01 -3.44577939e-01 -2.23720940e-01
9.21360748e-02]
[ -3.71981286e-03 -2.63932204e-01 5.00976139e-02 -3.51049345e-01
-1.88448867e-01 -2.34324604e-01 -3.30256946e-01 -2.37239079e-02
-5.77098280e-02 2.30515678e-02 -2.28386396e-01 2.42779496e-01
1.06842027e-01]
[ 1.58519859e-01 6.25671632e-02 -1.10310286e-01 -3.28172534e-01
-5.20066459e-02 -1.04108138e-01 -2.48694822e-01 -5.40456608e-02
-2.24214441e-01 -2.78808529e-01 -2.22806196e-01 5.25117537e-01
-1.15505373e-02]
[ -1.83189916e-01 -1.76127292e-01 -1.18513923e-01 -3.26160827e-01
-4.69224023e-02 2.41374947e-02 -2.38786275e-01 -2.89763447e-01
-1.61694177e-01 -1.04219918e-01 -2.58554229e-01 3.66293731e-01
-7.52944502e-02]
[ -4.80139471e-02 -2.02555728e-01 -1.67536946e-01 -3.39058157e-01
-4.55053879e-02 4.10671979e-02 -1.10322834e-01 -1.06786733e-01
-2.59832833e-01 -3.47618395e-01 -9.15938216e-02 1.77568761e-01
7.22306325e-02]
[ 9.72373737e-02 9.39406275e-02 -1.93691989e-02 -2.58294162e-01
-3.15236683e-01 4.59123746e-03 -2.26525862e-01 -3.55014184e-01
-3.47391207e-01 -6.02624158e-02 -1.31286157e-01 3.03172853e-01
-1.01109039e-02]
[ -6.05873143e-02 -1.10333766e-02 -2.84353846e-01 -6.53171485e-02
6.86713826e-02 1.55236239e-01 -2.49386763e-01 -1.81912259e-01
-5.62127552e-02 -4.75358107e-02 1.63023729e-01 7.03571526e-01
-8.79411840e-02]
[ 1.38351539e-01 3.28582129e-01 -1.95307921e-01 7.40713994e-01
1.09373141e-01 3.11593314e-03 -2.04222922e-01 -3.69937988e-01
-2.23660507e-01 -3.07982006e-01 7.30281810e-01 8.83524845e-01
-1.28797291e+00]
[ -5.68115848e-03 1.70395626e-01 5.50528367e-02 3.83943582e-01
-2.22289974e-03 -6.52497645e-02 -2.83839442e-01 -3.42244489e-01
-2.86475217e-01 -2.12577059e-01 5.92865813e-01 9.43652841e-01
-1.28451707e+00]
[ -2.86781445e-02 -1.40736579e-01 -1.48394252e-01 3.23790915e-01
-1.83814557e-01 2.37517979e-01 -3.85099489e-02 -1.76973059e-01
-2.27847781e-01 -3.56931343e-01 2.08476039e-01 5.47165048e-01
-6.42568953e-01]
[ 8.34447226e-02 -3.82555802e-01 -5.09756659e-02 2.29277682e-02
-1.16238493e-01 1.99832969e-01 8.07329330e-02 1.70383130e-01
-1.87216952e-01 -6.43952718e-03 -4.96276289e-02 3.37043913e-01
-3.64028210e-01]
[ 2.12476506e-01 -2.96888752e-01 -1.18486464e-01 -8.19039085e-02
-2.17749153e-01 1.22974733e-01 4.72654695e-02 -1.21723076e-01
-5.59951793e-02 -4.39619926e-02 -1.65961044e-01 -2.16528186e-01
-1.97343934e-01]
[ -1.32642677e-01 -8.07419900e-02 3.82549310e-02 -2.48145059e-01
-5.94800744e-02 -1.41281079e-01 5.05950660e-02 -1.77370916e-03
-9.59755354e-02 2.23260868e-02 -3.26666704e-01 -4.69738905e-01
-1.12783979e-01]
[ -1.42747438e-01 -1.34883183e-01 -6.89316359e-02 -2.83436409e-01
-3.44921196e-01 -2.89121067e-01 1.63054236e-01 1.46982282e-01
9.84216332e-03 1.23598500e-01 -2.76359568e-01 -8.70590914e-01
2.78199417e-02]
[ -1.29558511e-01 -2.53491708e-01 -3.02163853e-01 -8.99194751e-01
-3.05039047e-01 -2.07637391e-01 -1.36401829e-01 -1.18955009e-02
4.15251220e-02 -4.62446610e-01 -7.16177983e-01 -6.99975155e-01
-1.21145647e+00]
[ -1.25008954e-01 1.33283968e-01 1.37181885e-02 1.36293049e-01
-2.02548214e-01 -1.76314280e-01 -1.54112864e-01 8.42860185e-03
-1.42284089e-01 -1.43238915e-01 -1.21165454e-01 -3.92411446e-01
7.48768161e-02]
[ -3.63294470e-01 -1.19434937e-01 -2.72862687e-01 3.26594621e-01
-2.00655626e-01 -2.32588058e-01 -1.31030595e-01 -9.56253627e-02
1.33236198e-02 3.86795436e-02 1.03274453e-01 -3.40750070e-01
2.34419534e-01]
[ -1.33396042e-01 -4.77114827e-02 -2.54878794e-01 1.88235705e-01
-2.27436038e-01 -2.79920570e-01 -3.84287413e-01 -2.87708686e-02
8.93474606e-03 -1.06655376e-01 -1.93588529e-01 -3.11981295e-01
1.29661980e-01]
[ -2.50929997e-01 -5.30511951e-01 -3.41489681e-01 -2.79185807e-02
-3.16824572e-01 -2.33590840e-01 -1.55499119e-01 -2.47262725e-01
7.73114460e-03 -2.65202302e-01 -3.29070701e-02 -3.01201319e-01
3.30014485e-02]
[ -2.23802856e-01 -2.95055331e-01 -3.22022383e-01 -6.53464868e-02
-8.67239485e-02 -1.51177130e-01 -9.08237399e-02 2.62087221e-02
-2.04683541e-01 -5.08525413e-01 -2.16165406e-01 -2.28011516e-01
-3.70439650e-02]
[ -9.56546510e-02 -1.52391151e-02 -2.43839666e-01 -9.43614181e-01
-2.72127418e-01 -2.59480119e-01 6.99784287e-02 -4.80439036e-01
1.28708377e-01 -1.95908538e-01 -6.87320717e-01 -3.37987106e-01
-1.14589658e+00]]
Progress: 30.4% ... Training loss: 0.196 ... Validation loss: 0.346[[-0.24296173]
[ 0.25384359]
[-0.08784767]
[ 1.24351493]
[ 0.26344359]
[-0.03743992]
[-0.91574521]
[-0.82160866]
[-0.56121138]
[-0.83563301]
[ 1.26257965]
[ 3.02198036]
[-2.34724437]]
[[ -5.18715501e-01 -4.93068936e-01 -5.89359549e-01 -3.22431854e-03
-2.90832397e-01 -5.94724840e-01 4.54434608e-02 -2.25055133e-01
-2.99493768e-01 -2.93937237e-01 2.61937514e-01 1.04433176e+00
3.21275322e-01]
[ 9.00678557e-03 -1.37086760e-01 4.84278454e-02 -9.96616613e-02
-4.03827375e-02 5.82469667e-02 -1.05311712e-01 1.92110631e-01
-1.48517893e-01 -1.83299146e-01 -1.19885728e-01 -1.31247816e-01
-4.92578138e-02]
[ -2.83163580e-01 1.38003551e-01 -3.64993467e-02 7.18484744e-02
7.75084529e-02 -1.35116235e-01 -1.06407282e-01 -1.88948001e-01
2.55692905e-01 -4.93414261e-01 1.20221491e-01 6.88881174e-01
8.43163166e-01]
[ 2.62199277e-01 -2.44750369e-01 -2.76195411e-01 1.13116602e-01
-2.70688223e-01 1.16928151e-02 5.26949612e-01 -5.61042070e-01
3.37714671e-01 -1.71055796e-01 -8.98008050e-02 -3.29583100e-01
-3.58937796e-01]
[ 1.30010739e-01 1.37289306e-02 1.12783109e-01 -1.21182892e-01
-2.03393558e-02 7.24669087e-02 -2.00967570e-01 -1.92790531e-01
5.50882751e-02 2.27123430e-01 2.20020099e-02 -3.16050901e-02
-1.27884562e-01]
[ -4.84295723e-01 -6.16793923e-01 -6.01402699e-01 -6.07301458e-01
-5.94883261e-01 -5.64701734e-01 -3.71072769e-01 -1.55332103e-01
-4.68870367e-01 -2.37707824e-01 -5.96362409e-01 -8.97555268e-01
-7.02802169e-01]
[ -4.11462864e-01 -5.95887932e-01 -3.25546769e-01 -4.39922767e-01
-4.19318248e-01 -5.63938154e-01 -4.04757906e-01 -4.83571142e-01
-2.98928246e-01 -9.77992323e-02 -4.86712754e-01 -5.05781995e-01
-6.03608651e-01]
[ -3.46216999e-01 -3.42485109e-01 -4.88482757e-01 -1.51559099e-01
-3.18252594e-01 -4.26622278e-01 -2.82188283e-01 -2.89587683e-01
-2.89585363e-01 -5.84246199e-01 -3.11646909e-01 -7.81429305e-01
-6.07853990e-01]
[ -4.67524838e-01 -3.40936348e-01 -3.85644783e-01 -2.43476945e-01
-3.31944535e-01 -2.17941655e-01 -3.77372571e-02 -4.56199521e-01
-2.62609235e-01 -4.61008392e-01 -1.92132261e-01 -2.22355752e-01
-2.24903461e-01]
[ -9.55416835e-01 -9.54382215e-01 -9.90041093e-01 -7.59811481e-01
-1.04378773e+00 -9.90404980e-01 -5.28403225e-01 -5.81566730e-01
-7.31645282e-01 -5.77363269e-01 -8.03461961e-01 -6.18568564e-01
-9.08657647e-01]
[ -5.14384358e-01 -2.68588961e-01 -4.73387755e-01 -3.66026608e-01
-3.45458379e-01 -3.64488778e-01 -6.23190938e-01 -6.21259218e-01
-6.67798742e-01 -9.86336833e-02 -5.52193645e-01 -8.12552318e-01
-6.51175468e-01]
[ -1.18497259e-01 2.52149171e-02 -3.43912530e-01 -4.69952708e-01
-1.04288327e-01 -7.49523861e-02 -2.01907947e-01 -4.24403366e-01
-1.79840835e-01 5.40554644e-02 -5.10223922e-01 -1.13552350e+00
-6.98073344e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56979765e-01 -1.22520762e-01 1.63524722e-01 -2.89741562e-01
-1.32584026e-01 1.13125943e-01 -1.34447878e-01 5.77534324e-03
-8.54534116e-02 6.01107117e-02 -2.07248284e-01 -4.29909527e-01
-6.72248962e-02]
[ -9.28875963e-02 -2.64280569e-01 -1.81544757e-01 -2.74209756e-01
-4.76122414e-01 -8.70906796e-02 -8.17827593e-02 -7.36958165e-03
-7.87587894e-02 -5.17515437e-03 -2.32518511e-01 -4.32596406e-01
-2.77183686e-01]
[ -6.55446373e-02 -3.00305324e-02 -2.27442350e-01 -2.67634045e-01
1.12857252e-01 -1.61146795e-01 -1.91961617e-01 1.24914213e-01
-1.23499477e-02 1.29255256e-01 -2.12110155e-01 -7.31181032e-03
-9.57864836e-02]
[ 3.93023548e-02 -1.68792280e-01 -1.48352238e-01 -9.67390860e-02
-1.27173809e-01 -1.06558625e-01 1.08404600e-01 -1.41394902e-01
-1.53029948e-02 3.65859036e-02 -4.05943575e-02 -1.11136772e-01
-1.92514019e-02]
[ -2.90322301e-01 -1.41911799e-01 -7.85202586e-02 -1.33723563e-01
-3.01433893e-01 -2.75952743e-01 -3.56233770e-01 1.72166922e-02
-3.20820795e-01 -2.16027556e-01 1.39859084e-01 -1.81904609e-01
1.47264274e-01]
[ -2.32029298e-01 -1.22377337e-01 -9.55508936e-02 -3.07095544e-02
-8.21473405e-02 -1.20759974e-01 -8.77197300e-02 -7.11772760e-03
-1.45973492e-01 -1.03390370e-01 1.15959428e-02 -1.91788675e-01
-1.64994981e-01]
[ -1.78830035e-01 -6.82714258e-02 -2.30880684e-01 -2.44079774e-01
-1.56986825e-01 -2.06133460e-01 -3.54759010e-01 -1.19877066e-01
1.22078422e-01 -2.45459895e-01 -3.59494063e-01 -3.60639656e-01
-3.88427970e-01]
[ -3.72563411e-01 -5.71695871e-02 -1.52503481e-01 -9.57640628e-02
-4.34840440e-02 -3.13971066e-01 2.23197201e-02 -9.59281749e-02
-1.27499191e-01 4.47107059e-02 4.50090507e-02 -2.48389940e-01
-3.98244816e-01]
[ -1.60957962e-01 -1.42275334e-01 -5.33381129e-02 -2.03663695e-01
-1.27911661e-01 -2.95660930e-01 4.81171229e-02 -1.46296253e-01
-1.98713750e-01 5.06835184e-02 1.83618813e-01 -5.33797074e-02
-1.13469279e-01]
[ -1.31269112e-01 -1.69799301e-01 -1.15111951e-01 -2.95118765e-01
9.47224657e-02 -1.79838103e-02 -1.75077770e-01 -1.79452252e-01
1.10652207e-01 -9.72566554e-02 -1.21854302e-01 -1.40886241e-03
-3.09173639e-01]
[ -3.94746623e-02 -3.58482206e-02 -1.49848302e-01 -1.08599641e-01
-2.30512919e-01 6.30058404e-02 -4.73038479e-02 -4.17369781e-02
-2.21244858e-01 -8.72711606e-02 -1.34205691e-01 -3.90255676e-01
-1.96098510e-01]
[ -6.78167576e-02 2.16030143e-02 -1.29056664e-01 -3.43689428e-01
1.18669026e-01 2.04568697e-02 -1.90831704e-01 -1.44402919e-01
1.30393461e-01 -5.37220825e-02 -3.08523177e-01 -2.93312585e-01
-3.23906421e-01]
[ 7.20578845e-02 -3.04587993e-01 -8.66566693e-02 -4.64819623e-01
-2.18891101e-01 -9.06668552e-02 4.97387088e-02 8.31154637e-02
-2.70785474e-02 2.83829780e-01 -5.46082600e-01 -8.68152334e-01
4.66122556e-01]
[ -2.26482655e-01 -2.41188685e-01 -1.33245116e-01 -3.23225732e-01
-2.98285656e-01 -9.43248426e-02 2.05862867e-01 3.67582450e-02
2.81763474e-01 3.24143207e-02 -4.31581589e-01 -1.06876145e+00
6.67916771e-01]
[ -1.92109345e-02 -1.82949466e-01 1.93856757e-02 -3.25341598e-01
-1.68088528e-01 1.64382244e-01 2.02575978e-01 2.50330529e-01
-3.37323002e-02 2.23134843e-01 -2.49472806e-01 -1.15139822e+00
7.70506402e-01]
[ -4.07807488e-03 -4.18734911e-02 -1.26794086e-01 -1.45292589e-01
-1.77688625e-01 -4.81854664e-02 3.11160564e-01 1.63962270e-01
2.55854424e-01 3.61703084e-01 -5.12343093e-01 -1.10169093e+00
8.17472415e-01]
[ -8.67681939e-02 -2.77244371e-01 5.74718161e-02 -3.63132226e-01
-1.47756719e-01 1.15901711e-01 3.84425309e-01 1.43216173e-01
-6.50085788e-02 1.59935048e-01 -5.78368955e-01 -1.08302660e+00
8.89272087e-01]
[ 1.17429020e-01 -8.74864524e-02 1.43726985e-02 -1.74146002e-01
-8.13792208e-02 -1.93003275e-02 2.76211650e-01 3.76710010e-01
4.25998390e-01 2.60208572e-01 -5.74463611e-01 -1.01846718e+00
6.00555221e-01]
[ 5.86230655e-04 -1.41585707e-01 2.30983123e-02 1.60351732e-02
-9.52345919e-02 -2.83278704e-01 1.08522505e-01 3.70761609e-01
2.08020405e-02 1.34325508e-01 -2.76942146e-01 -8.60861721e-01
2.51146297e-01]
[ 9.81394332e-02 9.37056895e-02 8.90678762e-03 2.02857024e-01
-9.82378205e-02 -5.75097699e-02 -1.25712340e-01 -1.14190631e-01
-2.23940669e-01 -1.04058915e-01 -8.82346416e-02 2.04875096e-01
-4.50191620e-01]
[ 5.05504591e-02 -1.17337625e-01 1.49339655e-01 4.46853201e-01
2.39099154e-01 9.30144424e-03 -3.70184384e-01 -3.38618011e-01
-2.18202497e-02 -5.46775533e-01 2.90934606e-01 9.46713859e-01
-8.31592820e-01]
[ 2.47265163e-02 7.89307498e-02 -2.14598927e-01 1.12957646e-01
3.57073104e-02 -3.13837345e-03 -2.01444802e-01 -3.59390395e-01
-2.86224354e-01 -2.61517686e-01 -1.28845343e-02 -9.97204829e-02
-2.11188493e-01]
[ -6.77881919e-02 -2.04569108e-01 5.76440047e-02 3.81427590e-02
-1.27078163e-01 -1.36516333e-01 -4.24580185e-02 -5.85856747e-02
3.06529488e-02 -4.04421238e-01 -3.43050222e-01 -2.19479724e-01
8.98524820e-02]
[ -3.58372114e-03 -2.64118057e-01 5.01632105e-02 -3.51995479e-01
-1.88619345e-01 -2.34303731e-01 -3.29762133e-01 -2.29749634e-02
-5.72287098e-02 2.38081121e-02 -2.29390275e-01 2.39991836e-01
1.09104130e-01]
[ 1.58713301e-01 6.22740579e-02 -1.10235401e-01 -3.29769100e-01
-5.23209249e-02 -1.04080718e-01 -2.47742470e-01 -5.24656116e-02
-2.23558145e-01 -2.77811634e-01 -2.24745056e-01 5.20531866e-01
-7.58067250e-03]
[ -1.83517247e-01 -1.75639183e-01 -1.18642413e-01 -3.25703250e-01
-4.64679891e-02 2.40817672e-02 -2.40743673e-01 -2.90826247e-01
-1.62799159e-01 -1.05813898e-01 -2.57113837e-01 3.71411115e-01
-7.57696808e-02]
[ -4.83008781e-02 -2.02171468e-01 -1.67650131e-01 -3.38366341e-01
-4.51891325e-02 4.10078420e-02 -1.11602982e-01 -1.08308265e-01
-2.60385878e-01 -3.48691944e-01 -9.06408193e-02 1.82273775e-01
6.99264658e-02]
[ 9.74793320e-02 9.37504495e-02 -1.93097140e-02 -2.59011230e-01
-3.15377838e-01 4.61864779e-03 -2.25274051e-01 -3.54428088e-01
-3.46653195e-01 -5.95271230e-02 -1.32184254e-01 3.00709080e-01
-9.37684035e-03]
[ -6.03527128e-02 -1.11930505e-02 -2.84302052e-01 -6.63735994e-02
6.84450208e-02 1.55276495e-01 -2.48780866e-01 -1.81359633e-01
-5.59330173e-02 -4.65325404e-02 1.62189070e-01 7.03066305e-01
-8.76786354e-02]
[ 1.38719811e-01 3.28091505e-01 -1.95188106e-01 7.38174605e-01
1.08877148e-01 3.17606696e-03 -2.02916985e-01 -3.68243132e-01
-2.22831273e-01 -3.06063283e-01 7.27716783e-01 8.78094836e-01
-1.28673569e+00]
[ -5.74884872e-03 1.70411172e-01 5.50367836e-02 3.84311737e-01
-2.20694608e-03 -6.52551936e-02 -2.83783091e-01 -3.42407250e-01
-2.86447866e-01 -2.12542016e-01 5.93418057e-01 9.43784448e-01
-1.28461969e+00]
[ -2.86558527e-02 -1.40821578e-01 -1.48369130e-01 3.24247816e-01
-1.83845413e-01 2.37527910e-01 -3.86480786e-02 -1.76537347e-01
-2.27919723e-01 -3.56614159e-01 2.08543316e-01 5.46198027e-01
-6.43587906e-01]
[ 8.32804166e-02 -3.82404398e-01 -5.10300892e-02 2.46914603e-02
-1.16057970e-01 1.99800664e-01 7.96334880e-02 1.69690076e-01
-1.87974854e-01 -6.84816836e-03 -4.81281938e-02 3.40665404e-01
-3.66840878e-01]
[ 2.12134665e-01 -2.96561215e-01 -1.18587891e-01 -7.96372237e-02
-2.17422053e-01 1.22922718e-01 4.56487479e-02 -1.22638267e-01
-5.70503651e-02 -4.49923777e-02 -1.64062463e-01 -2.13714711e-01
-2.00885646e-01]
[ -1.32613621e-01 -8.08585017e-02 3.82910628e-02 -2.48267645e-01
-5.96255525e-02 -1.41273093e-01 5.10336432e-02 -8.88089682e-04
-9.56625461e-02 2.26209738e-02 -3.27152298e-01 -4.72911737e-01
-1.11446217e-01]
[ -1.43016752e-01 -1.34532401e-01 -6.90229749e-02 -2.82085258e-01
-3.44648492e-01 -2.89161343e-01 1.61722681e-01 1.46115519e-01
8.97837796e-03 1.22728279e-01 -2.75271188e-01 -8.69518929e-01
2.54412171e-02]
[ -1.28829894e-01 -2.54191107e-01 -3.01974239e-01 -9.03613430e-01
-3.05724443e-01 -2.07540167e-01 -1.32232449e-01 -9.02694564e-03
4.37729982e-02 -4.60051796e-01 -7.20868025e-01 -7.13903876e-01
-1.20841931e+00]
[ -1.25414408e-01 1.33707883e-01 1.35805630e-02 1.37564134e-01
-2.02166831e-01 -1.76368593e-01 -1.54720991e-01 7.30888991e-03
-1.42908377e-01 -1.44368432e-01 -1.19597003e-01 -3.89832615e-01
7.41332918e-02]
[ -3.63412214e-01 -1.19507482e-01 -2.72840649e-01 3.26099995e-01
-2.00795368e-01 -2.32602894e-01 -1.31547008e-01 -9.49142536e-02
1.29876187e-02 3.93218424e-02 1.02306010e-01 -3.45845127e-01
2.34844793e-01]
[ -1.33352679e-01 -4.79127509e-02 -2.54835221e-01 1.86992795e-01
-2.27686162e-01 -2.79914560e-01 -3.83382688e-01 -2.74575055e-02
9.56259252e-03 -1.05827107e-01 -1.95408662e-01 -3.19442268e-01
1.35246449e-01]
[ -2.51226962e-01 -5.30390207e-01 -3.41558169e-01 -2.41259825e-02
-3.16628475e-01 -2.33630530e-01 -1.58018268e-01 -2.47763665e-01
6.38595289e-03 -2.65841494e-01 -2.99902461e-02 -2.92074073e-01
2.89939943e-02]
[ -2.24159653e-01 -2.94658003e-01 -3.22139186e-01 -6.09405416e-02
-8.61039873e-02 -1.51231596e-01 -9.36578524e-02 2.46147846e-02
-2.06023936e-01 -5.09181558e-01 -2.11684335e-01 -2.16365278e-01
-4.25974594e-02]
[ -9.55499311e-02 -1.47958693e-02 -2.43985626e-01 -9.43724720e-01
-2.71848000e-01 -2.59507479e-01 6.92015184e-02 -4.81796829e-01
1.28260787e-01 -1.96168837e-01 -6.85787749e-01 -3.30957960e-01
-1.15077383e+00]]
Progress: 30.4% ... Training loss: 0.197 ... Validation loss: 0.344[[-0.23513414]
[ 0.26052539]
[-0.08417487]
[ 1.25988345]
[ 0.26784832]
[-0.03240975]
[-0.90087332]
[-0.81340834]
[-0.54657391]
[-0.82966002]
[ 1.27576691]
[ 3.03297377]
[-2.3451005 ]]
[[ -5.19190291e-01 -4.92611189e-01 -5.89405622e-01 -5.45251908e-06
-2.90557740e-01 -5.94752398e-01 4.33672943e-02 -2.26161167e-01
-3.00074749e-01 -2.95924760e-01 2.65489288e-01 1.04991425e+00
3.23247129e-01]
[ 8.69730267e-03 -1.36498040e-01 4.82452699e-02 -9.73001577e-02
-3.98428790e-02 5.81891187e-02 -1.06115131e-01 1.90145251e-01
-1.49528280e-01 -1.84423386e-01 -1.18033920e-01 -1.25293515e-01
-5.54302793e-02]
[ -2.84411463e-01 1.39422164e-01 -3.69481787e-02 7.68638559e-02
7.87364765e-02 -1.35277284e-01 -1.11084648e-01 -1.92177819e-01
2.52851660e-01 -4.97492926e-01 1.25942798e-01 6.96880765e-01
8.41570996e-01]
[ 2.60371390e-01 -2.42535283e-01 -2.76844086e-01 1.22486402e-01
-2.68367338e-01 1.13930338e-02 5.20117634e-01 -5.67639747e-01
3.32862282e-01 -1.77847903e-01 -8.09517844e-02 -3.05829342e-01
-3.74145860e-01]
[ 1.31024137e-01 1.31244455e-02 1.13007292e-01 -1.23927299e-01
-2.07208397e-02 7.25872559e-02 -1.96735245e-01 -1.89146515e-01
5.71806492e-02 2.31229608e-01 2.07702664e-02 -3.50804687e-02
-1.20409996e-01]
[ -4.84942076e-01 -6.16387166e-01 -6.01472855e-01 -6.03970805e-01
-5.94420927e-01 -5.64773709e-01 -3.75305732e-01 -1.58242301e-01
-4.70652589e-01 -2.40507332e-01 -5.93475258e-01 -8.88377476e-01
-7.04284553e-01]
[ -4.11805243e-01 -5.95803472e-01 -3.25596971e-01 -4.38710545e-01
-4.19198444e-01 -5.63967218e-01 -4.06895241e-01 -4.84273400e-01
-3.00508589e-01 -9.85906848e-02 -4.85621014e-01 -5.05156789e-01
-6.06817867e-01]
[ -3.46730175e-01 -3.41699975e-01 -4.88646141e-01 -1.46886429e-01
-3.17760705e-01 -4.26678339e-01 -2.84752245e-01 -2.90907517e-01
-2.91035828e-01 -5.85816013e-01 -3.08071573e-01 -7.77369536e-01
-6.11690812e-01]
[ -4.67629527e-01 -3.40674596e-01 -3.85701906e-01 -2.41439776e-01
-3.31764838e-01 -2.17958135e-01 -3.80401685e-02 -4.56708502e-01
-2.63176384e-01 -4.61452378e-01 -1.89792396e-01 -2.15732033e-01
-2.28921891e-01]
[ -9.56447652e-01 -9.52883296e-01 -9.90409253e-01 -7.51979873e-01
-1.04241306e+00 -9.90551515e-01 -5.34186327e-01 -5.87064768e-01
-7.35307505e-01 -5.81869032e-01 -7.94619455e-01 -5.95045911e-01
-9.18309161e-01]
[ -5.14523955e-01 -2.68930148e-01 -4.73245211e-01 -3.65493492e-01
-3.45957055e-01 -3.64457840e-01 -6.24813194e-01 -6.20202864e-01
-6.68241560e-01 -9.83006653e-02 -5.53719244e-01 -8.19390078e-01
-6.49994477e-01]
[ -1.18933443e-01 2.55952874e-02 -3.44027779e-01 -4.67064717e-01
-1.03910602e-01 -7.50103698e-02 -2.03739762e-01 -4.25402953e-01
-1.81115973e-01 5.26234477e-02 -5.07646736e-01 -1.13172191e+00
-7.02149672e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56693820e-01 -1.22789313e-01 1.63643664e-01 -2.90828844e-01
-1.32845209e-01 1.13179119e-01 -1.33205780e-01 7.54220272e-03
-8.48955107e-02 6.19858573e-02 -2.08980771e-01 -4.33524612e-01
-6.57055026e-02]
[ -9.37369959e-02 -2.63609907e-01 -1.81743596e-01 -2.70252390e-01
-4.75529080e-01 -8.71998865e-02 -8.57737289e-02 -1.10940814e-02
-8.03675474e-02 -9.72319524e-03 -2.28643004e-01 -4.25341482e-01
-2.80272968e-01]
[ -6.53384020e-02 -3.04323858e-02 -2.27285761e-01 -2.68553402e-01
1.12505503e-01 -1.61111435e-01 -1.92899101e-01 1.25667139e-01
-1.26143527e-02 1.30832100e-01 -2.13248056e-01 -7.81306701e-03
-9.46224616e-02]
[ 3.89314999e-02 -1.68414295e-01 -1.48476790e-01 -9.54502494e-02
-1.26801371e-01 -1.06605540e-01 1.06941802e-01 -1.42531859e-01
-1.65350564e-02 3.50358310e-02 -3.89709760e-02 -1.07102977e-01
-2.21136570e-02]
[ -2.90716688e-01 -1.41657882e-01 -7.86303898e-02 -1.31944788e-01
-3.01123739e-01 -2.75995485e-01 -3.58100503e-01 1.58621556e-02
-3.22034293e-01 -2.17239188e-01 1.41361466e-01 -1.79126462e-01
1.45380535e-01]
[ -2.31940437e-01 -1.22525395e-01 -9.55031151e-02 -3.14891196e-02
-8.22975195e-02 -1.20746079e-01 -8.72500028e-02 -6.65493959e-03
-1.45556473e-01 -1.03011746e-01 1.08806809e-02 -1.94273532e-01
-1.63252835e-01]
[ -1.78986921e-01 -6.82463695e-02 -2.30920579e-01 -2.43965432e-01
-1.57044970e-01 -2.06141641e-01 -3.54691561e-01 -1.19516477e-01
1.22127266e-01 -2.45703320e-01 -3.60518973e-01 -3.64855496e-01
-3.88018780e-01]
[ -3.72896243e-01 -5.64087770e-02 -1.52625400e-01 -9.14779778e-02
-4.29220136e-02 -3.14020598e-01 1.99961700e-02 -9.75171897e-02
-1.28903893e-01 4.33792926e-02 4.95123256e-02 -2.40133371e-01
-4.02388702e-01]
[ -1.61136392e-01 -1.42034835e-01 -5.34314026e-02 -2.02601162e-01
-1.27638037e-01 -2.95685957e-01 4.67086773e-02 -1.47858826e-01
-1.99520523e-01 4.97707036e-02 1.85613058e-01 -4.67155592e-02
-1.17260823e-01]
[ -1.31301200e-01 -1.69671224e-01 -1.15117260e-01 -2.93686340e-01
9.47517360e-02 -1.79857154e-02 -1.74585344e-01 -1.78892043e-01
1.10614159e-01 -9.71868358e-02 -1.20944841e-01 -2.73141704e-04
-3.09008051e-01]
[ -3.95762703e-02 -3.57253681e-02 -1.49878059e-01 -1.07734898e-01
-2.30399841e-01 6.29827727e-02 -4.75969206e-02 -4.20119761e-02
-2.21460216e-01 -8.76589309e-02 -1.33535050e-01 -3.88888910e-01
-1.97623759e-01]
[ -6.75879117e-02 2.13797213e-02 -1.28997146e-01 -3.44435616e-01
1.18490077e-01 2.04874359e-02 -1.90057525e-01 -1.44104982e-01
1.30773123e-01 -5.30421064e-02 -3.09097416e-01 -2.93499129e-01
-3.24157654e-01]
[ 7.19632970e-02 -3.04537657e-01 -8.66706010e-02 -4.64637687e-01
-2.18840373e-01 -9.06781196e-02 4.94511556e-02 8.29338222e-02
-2.72562890e-02 2.83553661e-01 -5.45998773e-01 -8.68205452e-01
4.66075979e-01]
[ -2.26605388e-01 -2.41065853e-01 -1.33276404e-01 -3.22669682e-01
-2.98186332e-01 -9.43438026e-02 2.05279451e-01 3.63126994e-02
2.81363760e-01 3.20949720e-02 -4.31273264e-01 -1.06848001e+00
6.66305487e-01]
[ -1.91559268e-02 -1.83023315e-01 1.94038697e-02 -3.25977547e-01
-1.68158488e-01 1.64390303e-01 2.03130584e-01 2.50761126e-01
-3.34677552e-02 2.23456257e-01 -2.50031588e-01 -1.15218079e+00
7.72010202e-01]
[ -4.08745622e-03 -4.18537456e-02 -1.26794790e-01 -1.44997293e-01
-1.77699284e-01 -4.81833312e-02 3.11008869e-01 1.63838717e-01
2.55718202e-01 3.61787584e-01 -5.12262221e-01 -1.10186022e+00
8.16829459e-01]
[ -8.67765142e-02 -2.77243679e-01 5.74671556e-02 -3.62742211e-01
-1.47804749e-01 1.15903894e-01 3.84565775e-01 1.43168865e-01
-6.49572101e-02 1.59927477e-01 -5.78394227e-01 -1.08384263e+00
8.88712169e-01]
[ 1.17427612e-01 -8.74791570e-02 1.43751680e-02 -1.73850244e-01
-8.13751904e-02 -1.92967258e-02 2.76147383e-01 3.76758750e-01
4.25923949e-01 2.60258228e-01 -5.74294845e-01 -1.01822850e+00
5.99772668e-01]
[ 3.79957097e-04 -1.41411860e-01 2.30480427e-02 1.74148951e-02
-9.50522813e-02 -2.83302330e-01 1.07436555e-01 3.69986111e-01
2.02004508e-02 1.33441312e-01 -2.75877714e-01 -8.59474740e-01
2.48715788e-01]
[ 9.76655717e-02 9.42055505e-02 8.76414480e-03 2.07196568e-01
-9.77630864e-02 -5.75815876e-02 -1.28443619e-01 -1.16173900e-01
-2.25258581e-01 -1.06465223e-01 -8.45833054e-02 2.11798977e-01
-4.54224322e-01]
[ 5.02544644e-02 -1.17041013e-01 1.49240331e-01 4.48885466e-01
2.39416278e-01 9.26115683e-03 -3.71382257e-01 -3.39182723e-01
-2.26885505e-02 -5.47639641e-01 2.92865516e-01 9.50514848e-01
-8.33585849e-01]
[ 2.45756198e-02 7.90408725e-02 -2.14626094e-01 1.13970369e-01
3.58165925e-02 -3.15714553e-03 -2.01932750e-01 -3.60030902e-01
-2.86396981e-01 -2.62262422e-01 -1.21582412e-02 -9.88346417e-02
-2.12104983e-01]
[ -6.76104978e-02 -2.04860979e-01 5.77370181e-02 3.64346896e-02
-1.27348197e-01 -1.36487734e-01 -4.15633968e-02 -5.77097209e-02
3.13312342e-02 -4.03794116e-01 -3.44292275e-01 -2.22604402e-01
9.31941375e-02]
[ -4.04638857e-03 -2.63480204e-01 4.99314236e-02 -3.50076817e-01
-1.88037687e-01 -2.34372562e-01 -3.31835684e-01 -2.56798478e-02
-5.87944103e-02 2.22108673e-02 -2.26941766e-01 2.49538346e-01
1.02494053e-01]
[ 1.58703399e-01 6.22842087e-02 -1.10246191e-01 -3.29905056e-01
-5.23262189e-02 -1.04081221e-01 -2.47856312e-01 -5.28937506e-02
-2.23542114e-01 -2.77928510e-01 -2.24743321e-01 5.21132632e-01
-7.60223770e-03]
[ -1.83734098e-01 -1.75521357e-01 -1.18682984e-01 -3.25637638e-01
-4.63628091e-02 2.40500242e-02 -2.41702592e-01 -2.91159848e-01
-1.63154276e-01 -1.06783450e-01 -2.56786020e-01 3.71957128e-01
-7.49974445e-02]
[ -4.84263241e-02 -2.02078515e-01 -1.67691509e-01 -3.38425920e-01
-4.50720621e-02 4.09942956e-02 -1.12238411e-01 -1.08618360e-01
-2.61065165e-01 -3.48838398e-01 -9.03617845e-02 1.85595174e-01
6.89503921e-02]
[ 9.77518320e-02 9.34753942e-02 -1.91955325e-02 -2.60516822e-01
-3.15628014e-01 4.66199122e-03 -2.24783769e-01 -3.53241357e-01
-3.46143710e-01 -5.77202289e-02 -1.33919823e-01 2.95924004e-01
-6.02810254e-03]
[ -6.06752197e-02 -1.09588361e-02 -2.84354047e-01 -6.54898522e-02
6.87752764e-02 1.55231008e-01 -2.51026596e-01 -1.83609959e-01
-5.70044609e-02 -4.81336630e-02 1.63672326e-01 7.10858656e-01
-8.87551880e-02]
[ 1.38431418e-01 3.28923725e-01 -1.95336632e-01 7.43996198e-01
1.09599263e-01 3.12469081e-03 -2.04877757e-01 -3.70572567e-01
-2.24265841e-01 -3.08153368e-01 7.33745467e-01 8.90874527e-01
-1.29296612e+00]
[ -5.42412660e-03 1.69947719e-01 5.51922504e-02 3.83349696e-01
-2.68902044e-03 -6.51997910e-02 -2.83171647e-01 -3.40953512e-01
-2.86154073e-01 -2.10861507e-01 5.92010956e-01 9.38670673e-01
-1.28519692e+00]
[ -2.85729133e-02 -1.41027066e-01 -1.48297369e-01 3.23312838e-01
-1.84102977e-01 2.37559046e-01 -3.81121292e-02 -1.74967045e-01
-2.27604244e-01 -3.55953193e-01 2.07344623e-01 5.40966576e-01
-6.41652127e-01]
[ 8.34212884e-02 -3.82720558e-01 -5.09593267e-02 2.31408750e-02
-1.16409290e-01 1.99830526e-01 8.10077161e-02 1.71173453e-01
-1.86935241e-01 -6.30209989e-03 -5.01164436e-02 3.34671824e-01
-3.61913604e-01]
[ 2.12229367e-01 -2.96604509e-01 -1.18567688e-01 -7.96501063e-02
-2.17483820e-01 1.22931328e-01 4.57556116e-02 -1.22590258e-01
-5.69214503e-02 -4.46562957e-02 -1.64024826e-01 -2.13607556e-01
-2.01278564e-01]
[ -1.32549798e-01 -8.08830847e-02 3.83017312e-02 -2.48318528e-01
-5.96761491e-02 -1.41264873e-01 5.15480406e-02 -6.32924224e-04
-9.54126040e-02 2.28955349e-02 -3.27340107e-01 -4.73939460e-01
-1.11692872e-01]
[ -1.43046389e-01 -1.34507103e-01 -6.90255251e-02 -2.82448951e-01
-3.44631105e-01 -2.89159858e-01 1.61840873e-01 1.46440153e-01
8.90540710e-03 1.22759466e-01 -2.75655000e-01 -8.70146863e-01
2.62124080e-02]
[ -1.29292149e-01 -2.53657631e-01 -3.02146052e-01 -9.02139550e-01
-3.05184302e-01 -2.07581173e-01 -1.35082801e-01 -1.27159706e-02
4.15729684e-02 -4.61852373e-01 -7.17708521e-01 -6.97180248e-01
-1.21592758e+00]
[ -1.25657553e-01 1.34321527e-01 1.34626212e-02 1.40787069e-01
-2.01670469e-01 -1.76406336e-01 -1.55936570e-01 5.58467203e-03
-1.44040126e-01 -1.44792361e-01 -1.16874290e-01 -3.85041381e-01
6.89176942e-02]
[ -3.64095289e-01 -1.18608106e-01 -2.73071532e-01 3.32783495e-01
-1.99959676e-01 -2.32714814e-01 -1.34889575e-01 -9.68194074e-02
1.10165113e-02 3.65059589e-02 1.08213334e-01 -3.34717147e-01
2.30759428e-01]
[ -1.33744351e-01 -4.76121121e-02 -2.54892529e-01 1.89101285e-01
-2.27429895e-01 -2.79967601e-01 -3.85049416e-01 -2.82404337e-02
8.72002090e-03 -1.06700939e-01 -1.94417051e-01 -3.20802536e-01
1.34437810e-01]
[ -2.51248101e-01 -5.30448056e-01 -3.41518011e-01 -2.34717296e-02
-3.16663840e-01 -2.33621084e-01 -1.58556116e-01 -2.47815508e-01
6.29392005e-03 -2.65843924e-01 -2.97805977e-02 -2.93665419e-01
2.94082058e-02]
[ -2.24075199e-01 -2.94969457e-01 -3.22067925e-01 -6.26830395e-02
-8.64253030e-02 -1.51204739e-01 -9.32183871e-02 2.53836173e-02
-2.05638328e-01 -5.09177671e-01 -2.13320256e-01 -2.21317131e-01
-4.00841422e-02]
[ -9.54396986e-02 -1.52355972e-02 -2.43859963e-01 -9.44872564e-01
-2.72366057e-01 -2.59473652e-01 6.91379553e-02 -4.79853765e-01
1.28732491e-01 -1.95860834e-01 -6.87248537e-01 -3.35210851e-01
-1.14863034e+00]]
Progress: 30.4% ... Training loss: 0.200 ... Validation loss: 0.349[[-0.2388306 ]
[ 0.26005053]
[-0.08588792]
[ 1.25241311]
[ 0.26531621]
[-0.03618352]
[-0.90640008]
[-0.81503623]
[-0.55140849]
[-0.8387887 ]
[ 1.27093094]
[ 3.03500077]
[-2.35636837]]
[[ -5.18523256e-01 -4.92628564e-01 -5.89311160e-01 -5.03102992e-03
-2.90913488e-01 -5.94680325e-01 4.76474657e-02 -2.25896758e-01
-2.97456977e-01 -2.92559158e-01 2.61905668e-01 1.04680769e+00
3.32466156e-01]
[ 8.82753210e-03 -1.36457088e-01 4.82217946e-02 -9.77454696e-02
-3.98288168e-02 5.82005762e-02 -1.05149990e-01 1.89890594e-01
-1.49297535e-01 -1.84052829e-01 -1.18100181e-01 -1.22420276e-01
-5.55184910e-02]
[ -2.84948849e-01 1.40319536e-01 -3.70915290e-02 7.27297986e-02
7.92408884e-02 -1.35324841e-01 -1.12517250e-01 -1.93148763e-01
2.51323959e-01 -4.96837893e-01 1.26317715e-01 7.09908435e-01
8.42528682e-01]
[ 2.60683513e-01 -2.43166649e-01 -2.76773275e-01 1.16501599e-01
-2.69007636e-01 1.14019753e-02 5.24279070e-01 -5.63851935e-01
3.35164576e-01 -1.75643686e-01 -8.61239303e-02 -3.12798548e-01
-3.61753853e-01]
[ 1.33308912e-01 1.09485851e-02 1.13716545e-01 -1.32016237e-01
-2.29784477e-02 7.28649884e-02 -1.89043098e-01 -1.80634129e-01
6.21921986e-02 2.41470090e-01 1.11432835e-02 -6.16053106e-02
-1.08107116e-01]
[ -4.85027882e-01 -6.16377820e-01 -6.01488790e-01 -6.03458392e-01
-5.94423322e-01 -5.64787558e-01 -3.76374205e-01 -1.58796376e-01
-4.70816571e-01 -2.41043333e-01 -5.93611429e-01 -8.88288008e-01
-7.02945702e-01]
[ -4.10953567e-01 -5.96683517e-01 -3.25365536e-01 -4.46508409e-01
-4.20362757e-01 -5.63862211e-01 -4.01919092e-01 -4.80813801e-01
-2.97291007e-01 -9.43405661e-02 -4.92911139e-01 -5.20568789e-01
-5.93502842e-01]
[ -3.46875031e-01 -3.41032647e-01 -4.88769528e-01 -1.46501048e-01
-3.17122863e-01 -4.26705049e-01 -2.85481474e-01 -2.93832315e-01
-2.92129418e-01 -5.85468277e-01 -3.04947953e-01 -7.60157434e-01
-6.16108476e-01]
[ -4.67581940e-01 -3.40678542e-01 -3.85667891e-01 -2.42222125e-01
-3.31839579e-01 -2.17923674e-01 -3.75433471e-02 -4.54734966e-01
-2.63065857e-01 -4.60796595e-01 -1.90582187e-01 -2.17438398e-01
-2.28897258e-01]
[ -9.56000089e-01 -9.53049920e-01 -9.90334711e-01 -7.57413509e-01
-1.04281043e+00 -9.90465110e-01 -5.32250684e-01 -5.85446082e-01
-7.34582280e-01 -5.79393438e-01 -7.97764000e-01 -5.92258930e-01
-9.11968151e-01]
[ -5.14389086e-01 -2.69078170e-01 -4.73165973e-01 -3.68017465e-01
-3.46206785e-01 -3.64453694e-01 -6.23349564e-01 -6.19696505e-01
-6.66899877e-01 -9.63518897e-02 -5.55609568e-01 -8.21057129e-01
-6.42947415e-01]
[ -1.18847274e-01 2.57026166e-02 -3.44055431e-01 -4.66789527e-01
-1.03867108e-01 -7.50020125e-02 -2.03463765e-01 -4.25573736e-01
-1.81112343e-01 5.29167155e-02 -5.07704335e-01 -1.13265863e+00
-7.05276898e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56874298e-01 -1.22687557e-01 1.63595948e-01 -2.90231972e-01
-1.32731947e-01 1.13157458e-01 -1.34228209e-01 6.74055905e-03
-8.53091155e-02 6.11250226e-02 -2.08391831e-01 -4.32418745e-01
-6.57826841e-02]
[ -9.38973292e-02 -2.63492616e-01 -1.81773667e-01 -2.69175086e-01
-4.75381589e-01 -8.72222173e-02 -8.68255182e-02 -1.21896449e-02
-8.06744138e-02 -1.08311758e-02 -2.28027861e-01 -4.22837133e-01
-2.80749513e-01]
[ -6.50626005e-02 -3.05314389e-02 -2.27237096e-01 -2.69180711e-01
1.12395990e-01 -1.61082823e-01 -1.92109104e-01 1.26568254e-01
-1.22184272e-02 1.31948273e-01 -2.13478096e-01 -7.96845252e-03
-9.45955886e-02]
[ 3.94794303e-02 -1.68777892e-01 -1.48364236e-01 -9.75723080e-02
-1.27260357e-01 -1.06548112e-01 1.09308451e-01 -1.41347785e-01
-1.50190622e-02 3.72977528e-02 -4.20180575e-02 -1.14509565e-01
-2.01276211e-02]
[ -2.90927157e-01 -1.41307180e-01 -7.87742838e-02 -1.31815249e-01
-3.00923076e-01 -2.76023234e-01 -3.58350683e-01 1.46189231e-02
-3.22802429e-01 -2.17812445e-01 1.42281535e-01 -1.72290437e-01
1.43620580e-01]
[ -2.31436802e-01 -1.23576937e-01 -9.52179830e-02 -3.75724969e-02
-8.33820047e-02 -1.20673931e-01 -8.39659343e-02 -2.37113777e-03
-1.42844280e-01 -9.98656958e-02 4.94773821e-03 -2.11147110e-01
-1.48794275e-01]
[ -1.79283629e-01 -6.73365090e-02 -2.31074539e-01 -2.39411035e-01
-1.56245611e-01 -2.06188164e-01 -3.56305984e-01 -1.22878198e-01
1.20412211e-01 -2.46708225e-01 -3.56071570e-01 -3.53957697e-01
-3.96963921e-01]
[ -3.72554032e-01 -5.71695730e-02 -1.52481707e-01 -9.69380472e-02
-4.36704351e-02 -3.13963925e-01 2.29238981e-02 -9.51229772e-02
-1.27082525e-01 4.53832986e-02 4.48307457e-02 -2.48616464e-01
-3.92893820e-01]
[ -1.61825826e-01 -1.40831205e-01 -5.36845928e-02 -1.99611562e-01
-1.26530794e-01 -2.95776205e-01 4.13816587e-02 -1.51030532e-01
-2.02459793e-01 4.74801209e-02 1.90828173e-01 -2.55161817e-02
-1.25900482e-01]
[ -1.30881522e-01 -1.70051258e-01 -1.15003892e-01 -2.96707086e-01
9.42979736e-02 -1.79134113e-02 -1.71470038e-01 -1.76825198e-01
1.12052010e-01 -9.58824510e-02 -1.23708877e-01 -7.84887809e-03
-3.05449099e-01]
[ -3.95936738e-02 -3.58403504e-02 -1.49870128e-01 -1.06935586e-01
-2.30375026e-01 6.29810727e-02 -4.76390897e-02 -4.15979529e-02
-2.21470092e-01 -8.76035530e-02 -1.33189652e-01 -3.89687058e-01
-1.97571517e-01]
[ -6.74537406e-02 2.12591703e-02 -1.28953531e-01 -3.44951498e-01
1.18348805e-01 2.05093903e-02 -1.89557996e-01 -1.43720925e-01
1.31113138e-01 -5.23748243e-02 -3.09666273e-01 -2.94566815e-01
-3.23575873e-01]
[ 7.20297472e-02 -3.04561637e-01 -8.66448457e-02 -4.64983203e-01
-2.18922801e-01 -9.06691678e-02 4.98988459e-02 8.33745975e-02
-2.70229435e-02 2.84180179e-01 -5.46639301e-01 -8.70362848e-01
4.67642865e-01]
[ -2.26558491e-01 -2.41127598e-01 -1.33263820e-01 -3.23359134e-01
-2.98248148e-01 -9.43378353e-02 2.05706450e-01 3.64936986e-02
2.81591327e-01 3.24281660e-02 -4.31828807e-01 -1.06902918e+00
6.67374852e-01]
[ -1.90595148e-02 -1.83121860e-01 1.94288070e-02 -3.26800552e-01
-1.68263674e-01 1.64405400e-01 2.03999384e-01 2.51224963e-01
-3.30712983e-02 2.23926848e-01 -2.50821210e-01 -1.15320693e+00
7.73701056e-01]
[ -3.97719188e-03 -4.19641436e-02 -1.26773317e-01 -1.46306293e-01
-1.77809424e-01 -4.81725004e-02 3.12399353e-01 1.64448184e-01
2.56461819e-01 3.62291694e-01 -5.13280699e-01 -1.10412740e+00
8.19873571e-01]
[ -8.68137931e-02 -2.77211035e-01 5.74567811e-02 -3.62465777e-01
-1.47763304e-01 1.15898713e-01 3.84331105e-01 1.43055725e-01
-6.50862039e-02 1.59720308e-01 -5.78165422e-01 -1.08361961e+00
8.88122719e-01]
[ 1.17557986e-01 -8.76556312e-02 1.44127858e-02 -1.75518536e-01
-8.15445231e-02 -1.92837815e-02 2.77476688e-01 3.77482297e-01
4.26688471e-01 2.60936241e-01 -5.75666012e-01 -1.02048380e+00
6.03214403e-01]
[ 5.33399126e-04 -1.41551512e-01 2.31152992e-02 1.71155015e-02
-9.52075257e-02 -2.83290738e-01 1.08382059e-01 3.70971259e-01
2.07189320e-02 1.34319458e-01 -2.76388424e-01 -8.61091162e-01
2.49311692e-01]
[ 9.75662268e-02 9.43469719e-02 8.72947110e-03 2.08456910e-01
-9.76657723e-02 -5.75903318e-02 -1.28442582e-01 -1.16718503e-01
-2.25230811e-01 -1.07386039e-01 -8.36058996e-02 2.12919101e-01
-4.55834951e-01]
[ 4.99004150e-02 -1.16821249e-01 1.49157408e-01 4.51128702e-01
2.39712231e-01 9.21076690e-03 -3.72990073e-01 -3.39899206e-01
-2.34756389e-02 -5.48565853e-01 2.94766748e-01 9.53384423e-01
-8.34396836e-01]
[ 2.48980714e-02 7.85059380e-02 -2.14510817e-01 1.11913571e-01
3.53371468e-02 -3.11344222e-03 -2.00527695e-01 -3.58603394e-01
-2.85379452e-01 -2.60883468e-01 -1.43677120e-02 -1.04666244e-01
-2.08969122e-01]
[ -6.77930581e-02 -2.04608356e-01 5.76608663e-02 3.73983205e-02
-1.27097541e-01 -1.36506256e-01 -4.36918135e-02 -5.94472962e-02
3.03660099e-02 -4.04364954e-01 -3.42792100e-01 -2.15914110e-01
9.07172830e-02]
[ -4.01164588e-03 -2.63367149e-01 4.98779341e-02 -3.50038676e-01
-1.87988177e-01 -2.34376161e-01 -3.31612444e-01 -2.61047704e-02
-5.88456134e-02 2.24776791e-02 -2.26883096e-01 2.50745384e-01
1.01765238e-01]
[ 1.58563189e-01 6.23935933e-02 -1.10235980e-01 -3.30496207e-01
-5.23014006e-02 -1.04097555e-01 -2.48998449e-01 -5.27045384e-02
-2.24046033e-01 -2.77637731e-01 -2.24871855e-01 5.23022470e-01
-6.30014346e-03]
[ -1.83824951e-01 -1.75470818e-01 -1.18692026e-01 -3.27792036e-01
-4.64476238e-02 2.40468394e-02 -2.43789706e-01 -2.91756767e-01
-1.63705411e-01 -1.07103137e-01 -2.57216545e-01 3.78782749e-01
-7.28356288e-02]
[ -4.85785375e-02 -2.01689349e-01 -1.67769327e-01 -3.37574696e-01
-4.46956185e-02 4.09650667e-02 -1.13221974e-01 -1.09576294e-01
-2.61816592e-01 -3.49303017e-01 -8.91044735e-02 1.90838614e-01
6.64169197e-02]
[ 9.75947864e-02 9.37761035e-02 -1.92633974e-02 -2.59770819e-01
-3.15295691e-01 4.64425447e-03 -2.25569369e-01 -3.53889915e-01
-3.46855563e-01 -5.83639285e-02 -1.32519698e-01 3.01183323e-01
-8.83543017e-03]
[ -6.03998660e-02 -1.11593553e-02 -2.84301842e-01 -6.63560612e-02
6.85596053e-02 1.55261087e-01 -2.49926844e-01 -1.83089523e-01
-5.61967745e-02 -4.68820067e-02 1.62341646e-01 7.07687712e-01
-8.77485859e-02]
[ 1.38490798e-01 3.28837629e-01 -1.95308944e-01 7.43396807e-01
1.09528783e-01 3.13622671e-03 -2.04640449e-01 -3.69953847e-01
-2.24169750e-01 -3.07923950e-01 7.33267172e-01 8.90407753e-01
-1.29252859e+00]
[ -5.48792528e-03 1.70416986e-01 5.51062717e-02 3.86729396e-01
-2.27092552e-03 -6.52117068e-02 -2.83357409e-01 -3.42592795e-01
-2.86724890e-01 -2.11680131e-01 5.95206310e-01 9.42902248e-01
-1.29073589e+00]
[ -2.80681144e-02 -1.41721472e-01 -1.48109799e-01 3.18555273e-01
-1.84887333e-01 2.37654669e-01 -3.45744987e-02 -1.72051730e-01
-2.25797366e-01 -3.54076899e-01 2.02360360e-01 5.26604124e-01
-6.35886834e-01]
[ 8.33575181e-02 -3.82646662e-01 -5.09783166e-02 2.37171448e-02
-1.16339413e-01 1.99820476e-01 8.06171282e-02 1.70904946e-01
-1.87170104e-01 -6.51300638e-03 -4.96763864e-02 3.35764429e-01
-3.62715337e-01]
[ 2.12291236e-01 -2.96648155e-01 -1.18552923e-01 -7.97877746e-02
-2.17540507e-01 1.22939389e-01 4.58748774e-02 -1.22376214e-01
-5.68696345e-02 -4.44035918e-02 -1.64112763e-01 -2.13511210e-01
-2.01284498e-01]
[ -1.32399127e-01 -8.10765015e-02 3.83492148e-02 -2.50055732e-01
-5.98631545e-02 -1.41245069e-01 5.27507561e-02 -2.93798629e-04
-9.47687821e-02 2.36847057e-02 -3.28872288e-01 -4.76816628e-01
-1.08710587e-01]
[ -1.43049769e-01 -1.34503077e-01 -6.90269140e-02 -2.82431310e-01
-3.44628540e-01 -2.89160254e-01 1.61827025e-01 1.46414201e-01
8.89688804e-03 1.22733316e-01 -2.75638667e-01 -8.70131891e-01
2.61770898e-02]
[ -1.28663309e-01 -2.53788904e-01 -3.02098379e-01 -9.04413363e-01
-3.05416088e-01 -2.07508719e-01 -1.32912080e-01 -1.31849133e-02
4.23280398e-02 -4.59560520e-01 -7.19782574e-01 -6.94236240e-01
-1.22112653e+00]
[ -1.25202774e-01 1.33857428e-01 1.35668939e-02 1.38003321e-01
-2.02050679e-01 -1.76350774e-01 -1.53566338e-01 6.90936633e-03
-1.42856595e-01 -1.42996743e-01 -1.19093223e-01 -3.87839993e-01
7.28368802e-02]
[ -3.63904484e-01 -1.18864770e-01 -2.73020580e-01 3.29993793e-01
-2.00283590e-01 -2.32692905e-01 -1.32927507e-01 -9.59667123e-02
1.20513138e-02 3.79169082e-02 1.05814515e-01 -3.37954516e-01
2.36320414e-01]
[ -1.33584049e-01 -4.78982579e-02 -2.54791084e-01 1.87566128e-01
-2.27847694e-01 -2.79934080e-01 -3.83521939e-01 -2.77951752e-02
1.01311591e-02 -1.05826124e-01 -1.96190022e-01 -3.31384834e-01
1.40929817e-01]
[ -2.51201870e-01 -5.30614353e-01 -3.41462425e-01 -2.40081837e-02
-3.16867329e-01 -2.33618575e-01 -1.57728930e-01 -2.46494728e-01
6.99789457e-03 -2.64250410e-01 -3.12779223e-02 -2.99904340e-01
3.66178178e-02]
[ -2.23953828e-01 -2.95040817e-01 -3.22015127e-01 -6.39851550e-02
-8.65287952e-02 -1.51175198e-01 -9.22997830e-02 2.62804310e-02
-2.05144350e-01 -5.08880460e-01 -2.14480243e-01 -2.24064178e-01
-3.90738095e-02]
[ -9.63734247e-02 -1.40670752e-02 -2.44146561e-01 -9.41333994e-01
-2.71308973e-01 -2.59590240e-01 6.30369363e-02 -4.82270802e-01
1.25220533e-01 -1.99407156e-01 -6.81218915e-01 -3.12367407e-01
-1.15736267e+00]]
Progress: 30.5% ... Training loss: 0.198 ... Validation loss: 0.342[[-0.2559148 ]
[ 0.24950663]
[-0.0953752 ]
[ 1.24338108]
[ 0.25325385]
[-0.04872625]
[-0.93933199]
[-0.83537922]
[-0.57551174]
[-0.86225718]
[ 1.26001581]
[ 3.02073921]
[-2.3711514 ]]
[[ -5.17174230e-01 -4.93329132e-01 -5.89022503e-01 -8.16810754e-03
-2.91935204e-01 -5.94545768e-01 5.76839739e-02 -2.17421960e-01
-2.93067171e-01 -2.84156231e-01 2.56585826e-01 1.02758595e+00
3.46212472e-01]
[ 8.46893891e-03 -1.36123007e-01 4.80930456e-02 -9.52923720e-02
-3.94853420e-02 5.81550414e-02 -1.06674801e-01 1.88335263e-01
-1.50032690e-01 -1.85716697e-01 -1.15625661e-01 -1.15236755e-01
-5.87795426e-02]
[ -2.86178706e-01 1.41076165e-01 -3.72228284e-02 7.82834186e-02
8.02027389e-02 -1.35439053e-01 -1.15191169e-01 -1.96317185e-01
2.50630316e-01 -5.02395913e-01 1.32362333e-01 7.18642274e-01
8.47912330e-01]
[ 2.63278957e-01 -2.44705880e-01 -2.76605733e-01 1.11541698e-01
-2.69723293e-01 1.16784950e-02 5.38196303e-01 -5.60494911e-01
3.41650919e-01 -1.72574473e-01 -8.63146457e-02 -3.13430166e-01
-3.64514010e-01]
[ 1.31835651e-01 1.28578004e-02 1.13422446e-01 -1.22105089e-01
-2.10126813e-02 7.26859603e-02 -2.00783697e-01 -1.86875968e-01
5.56887883e-02 2.37975874e-01 1.95810819e-02 -3.49514486e-02
-1.24339568e-01]
[ -4.83386290e-01 -6.17496800e-01 -6.01193036e-01 -6.09932026e-01
-5.95718773e-01 -5.64604802e-01 -3.69139901e-01 -1.53204427e-01
-4.67521458e-01 -2.34466923e-01 -6.00879035e-01 -9.04771828e-01
-7.02583689e-01]
[ -4.10139168e-01 -5.98126043e-01 -3.24926274e-01 -4.53262795e-01
-4.21725870e-01 -5.63761223e-01 -3.96906743e-01 -4.74520311e-01
-2.93930073e-01 -8.76706840e-02 -5.02757455e-01 -5.47750760e-01
-5.78879617e-01]
[ -3.46642541e-01 -3.40654554e-01 -4.88787397e-01 -1.46187241e-01
-3.17100534e-01 -4.26674766e-01 -2.82002344e-01 -2.92573483e-01
-2.90517913e-01 -5.85326001e-01 -3.02997716e-01 -7.58302646e-01
-6.10889400e-01]
[ -4.67292295e-01 -3.40827185e-01 -3.85674938e-01 -2.43230032e-01
-3.31864487e-01 -2.17887141e-01 -3.65611978e-02 -4.55248947e-01
-2.62302206e-01 -4.60781574e-01 -1.90652719e-01 -2.14647344e-01
-2.28196403e-01]
[ -9.54254157e-01 -9.54526835e-01 -9.89769417e-01 -7.69142271e-01
-1.04474409e+00 -9.90268126e-01 -5.20257261e-01 -5.75886651e-01
-7.27992579e-01 -5.70057346e-01 -8.11175723e-01 -6.32592546e-01
-8.94782064e-01]
[ -5.15113704e-01 -2.68164507e-01 -4.73385894e-01 -3.60015660e-01
-3.45306537e-01 -3.64563556e-01 -6.26850228e-01 -6.20229980e-01
-6.69013624e-01 -9.79499841e-02 -5.48135771e-01 -8.03923644e-01
-6.46662051e-01]
[ -1.16890462e-01 2.39338131e-02 -3.43690705e-01 -4.76984690e-01
-1.05494835e-01 -7.47385743e-02 -1.95248593e-01 -4.21969402e-01
-1.76557094e-01 5.85823076e-02 -5.17000624e-01 -1.14847845e+00
-6.97843181e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56422491e-01 -1.22988742e-01 1.63704321e-01 -2.91568809e-01
-1.33003658e-01 1.13217508e-01 -1.32037930e-01 8.31624546e-03
-8.44235021e-02 6.33619993e-02 -2.10049380e-01 -4.35354145e-01
-6.51436308e-02]
[ -9.37315220e-02 -2.63537396e-01 -1.81801444e-01 -2.69726801e-01
-4.75403225e-01 -8.72142778e-02 -8.61935364e-02 -1.28723279e-02
-8.03470892e-02 -1.06834916e-02 -2.28747080e-01 -4.22833749e-01
-2.82199092e-01]
[ -6.39498443e-02 -3.15263834e-02 -2.26955636e-01 -2.75091970e-01
1.11061545e-01 -1.60961095e-01 -1.86929213e-01 1.32378778e-01
-9.65420911e-03 1.37677190e-01 -2.19817393e-01 -2.63931267e-02
-8.94452280e-02]
[ 3.93831941e-02 -1.68882638e-01 -1.48329999e-01 -9.81255479e-02
-1.27350070e-01 -1.06549115e-01 1.09234633e-01 -1.40389509e-01
-1.49920570e-02 3.87541129e-02 -4.35979373e-02 -1.17695872e-01
-1.44347765e-02]
[ -2.90342487e-01 -1.41863168e-01 -7.85899981e-02 -1.35142347e-01
-3.01306386e-01 -2.75971009e-01 -3.55070460e-01 1.63326580e-02
-3.20893479e-01 -2.15645952e-01 1.38531912e-01 -1.86872946e-01
1.45886951e-01]
[ -2.31429530e-01 -1.23923232e-01 -9.51307130e-02 -3.82478415e-02
-8.37179569e-02 -1.20662859e-01 -8.32148136e-02 -6.96817105e-04
-1.42184777e-01 -9.94680422e-02 2.98422733e-03 -2.13505273e-01
-1.44984810e-01]
[ -1.79128322e-01 -6.74975152e-02 -2.31044178e-01 -2.40607043e-01
-1.56394736e-01 -2.06173938e-01 -3.54667491e-01 -1.21686142e-01
1.21458631e-01 -2.46299470e-01 -3.56736293e-01 -3.56027178e-01
-3.93719814e-01]
[ -3.72608016e-01 -5.65842091e-02 -1.52571127e-01 -9.53597846e-02
-4.33876676e-02 -3.13969151e-01 2.34798101e-02 -9.57567086e-02
-1.26862471e-01 4.46778360e-02 4.75345050e-02 -2.43806079e-01
-3.92331389e-01]
[ -1.61640473e-01 -1.40921818e-01 -5.36313216e-02 -1.99824725e-01
-1.26670532e-01 -2.95750883e-01 4.25293460e-02 -1.50603391e-01
-2.02066032e-01 4.80088666e-02 1.90654094e-01 -2.68421641e-02
-1.24685089e-01]
[ -1.30586735e-01 -1.70285357e-01 -1.14940629e-01 -2.96881355e-01
9.42422715e-02 -1.78685983e-02 -1.70201799e-01 -1.76056406e-01
1.12530682e-01 -9.49004791e-02 -1.23865861e-01 -8.52577946e-03
-3.06952065e-01]
[ -3.98094050e-02 -3.55863824e-02 -1.49976462e-01 -1.06332482e-01
-2.30195308e-01 6.29459851e-02 -4.88368024e-02 -4.28880363e-02
-2.21725977e-01 -8.90087635e-02 -1.32212582e-01 -3.85289379e-01
-1.97526194e-01]
[ -6.70674242e-02 2.09214382e-02 -1.28862420e-01 -3.47116052e-01
1.18006509e-01 2.05638903e-02 -1.88222360e-01 -1.42604668e-01
1.31888704e-01 -5.09141187e-02 -3.11576452e-01 -2.97238793e-01
-3.22343508e-01]
[ 7.20923827e-02 -3.04653160e-01 -8.66256790e-02 -4.65588328e-01
-2.19024797e-01 -9.06606362e-02 5.04175883e-02 8.37085803e-02
-2.67404413e-02 2.84477419e-01 -5.47154813e-01 -8.71754578e-01
4.69149121e-01]
[ -2.26669215e-01 -2.41068159e-01 -1.33284967e-01 -3.24026681e-01
-2.98214036e-01 -9.43507902e-02 2.05793756e-01 3.64696052e-02
2.81644033e-01 3.21295235e-02 -4.32272873e-01 -1.07077010e+00
6.69067627e-01]
[ -1.90257295e-02 -1.83145622e-01 1.94400169e-02 -3.26938869e-01
-1.68293535e-01 1.64411386e-01 2.04173173e-01 2.51390502e-01
-3.29885879e-02 2.24111471e-01 -2.50979698e-01 -1.15330875e+00
7.74038704e-01]
[ -3.94924743e-03 -4.19832844e-02 -1.26767914e-01 -1.46458267e-01
-1.77827133e-01 -4.81681186e-02 3.12555165e-01 1.64564168e-01
2.56526931e-01 3.62406430e-01 -5.13369556e-01 -1.10418828e+00
8.20092910e-01]
[ -8.67562375e-02 -2.77309261e-01 5.74817526e-02 -3.63282143e-01
-1.47875124e-01 1.15909657e-01 3.85160606e-01 1.43557291e-01
-6.47596623e-02 1.60009543e-01 -5.78936091e-01 -1.08527305e+00
8.90452150e-01]
[ 1.17695770e-01 -8.78059508e-02 1.44457933e-02 -1.76677055e-01
-8.17195013e-02 -1.92681534e-02 2.79018601e-01 3.78517748e-01
4.27564693e-01 2.61549223e-01 -5.76600424e-01 -1.02327506e+00
6.05821820e-01]
[ 1.04297273e-03 -1.41992911e-01 2.32252448e-02 1.44959173e-02
-9.56987481e-02 -2.83240652e-01 1.11797213e-01 3.72780069e-01
2.26386341e-02 1.36166719e-01 -2.78472223e-01 -8.66089758e-01
2.52780483e-01]
[ 9.78777532e-02 9.42671331e-02 8.78111149e-03 2.09062887e-01
-9.76921098e-02 -5.75904015e-02 -1.25895043e-01 -1.15482874e-01
-2.24081968e-01 -1.06184856e-01 -8.41540362e-02 2.05122848e-01
-4.57043248e-01]
[ 4.98238081e-02 -1.16641323e-01 1.49121966e-01 4.53725966e-01
2.39935199e-01 9.18520512e-03 -3.73495652e-01 -3.38286467e-01
-2.41265924e-02 -5.47933663e-01 2.96786473e-01 9.57069292e-01
-8.38521775e-01]
[ 2.51249757e-02 7.83164894e-02 -2.14470171e-01 1.10953632e-01
3.51761155e-02 -3.08109761e-03 -1.99649693e-01 -3.58367147e-01
-2.84892119e-01 -2.60325867e-01 -1.51372646e-02 -1.05115101e-01
-2.08198197e-01]
[ -6.76952830e-02 -2.04752273e-01 5.76814228e-02 3.52205579e-02
-1.27297124e-01 -1.36492303e-01 -4.27423056e-02 -5.88637444e-02
3.09425726e-02 -4.04232164e-01 -3.44386213e-01 -2.19604774e-01
9.48388497e-02]
[ -3.82255324e-03 -2.63541395e-01 4.99444205e-02 -3.50950736e-01
-1.88195975e-01 -2.34353074e-01 -3.30954700e-01 -2.52535142e-02
-5.83911930e-02 2.34633403e-02 -2.27844069e-01 2.48145993e-01
1.03623975e-01]
[ 1.58327725e-01 6.27033978e-02 -1.10351305e-01 -3.30490683e-01
-5.20327892e-02 -1.04128434e-01 -2.49692453e-01 -5.42259624e-02
-2.24474446e-01 -2.79103276e-01 -2.24046071e-01 5.28400746e-01
-7.16799916e-03]
[ -1.83764710e-01 -1.75750884e-01 -1.18603794e-01 -3.29351067e-01
-4.67850390e-02 2.40666024e-02 -2.43475321e-01 -2.90833961e-01
-1.63262480e-01 -1.06178998e-01 -2.59100035e-01 3.73271857e-01
-6.78818272e-02]
[ -4.86071093e-02 -2.01628441e-01 -1.67794597e-01 -3.38251862e-01
-4.46271835e-02 4.09558932e-02 -1.13097720e-01 -1.09451435e-01
-2.61743559e-01 -3.49399730e-01 -8.95683988e-02 1.90174583e-01
6.80373546e-02]
[ 9.79495324e-02 9.35160632e-02 -1.91774197e-02 -2.61434315e-01
-3.15566128e-01 4.69452376e-03 -2.24129814e-01 -3.53639375e-01
-3.45939258e-01 -5.65552811e-02 -1.34305802e-01 2.95543753e-01
-5.11273411e-03]
[ -6.04613073e-02 -1.11203182e-02 -2.84317895e-01 -6.68436558e-02
6.85874384e-02 1.55244880e-01 -2.50112180e-01 -1.82797501e-01
-5.65200280e-02 -4.66189876e-02 1.62134819e-01 7.08579559e-01
-8.64928109e-02]
[ 1.38481526e-01 3.29179189e-01 -1.95378480e-01 7.45838243e-01
1.09724596e-01 3.13125034e-03 -2.05030453e-01 -3.70758149e-01
-2.24717547e-01 -3.08248992e-01 7.35801961e-01 8.94855837e-01
-1.29679938e+00]
[ -4.52079370e-03 1.69470629e-01 5.54411785e-02 3.83264688e-01
-3.17304148e-03 -6.50786825e-02 -2.80251232e-01 -3.38497078e-01
-2.84643190e-01 -2.06976851e-01 5.89631932e-01 9.33060416e-01
-1.28870002e+00]
[ -2.77887216e-02 -1.42037757e-01 -1.48006064e-01 3.17679669e-01
-1.85213181e-01 2.37714860e-01 -3.34157888e-02 -1.70801136e-01
-2.24936735e-01 -3.52984295e-01 2.00945145e-01 5.21396650e-01
-6.35420976e-01]
[ 8.36301201e-02 -3.82924430e-01 -5.08994809e-02 2.19579849e-02
-1.16688262e-01 1.99864125e-01 8.19424639e-02 1.71838721e-01
-1.86421018e-01 -5.52572233e-03 -5.13613312e-02 3.32283664e-01
-3.60665916e-01]
[ 2.12185826e-01 -2.96586308e-01 -1.18582163e-01 -7.92120570e-02
-2.17455456e-01 1.22925548e-01 4.53361658e-02 -1.22945186e-01
-5.71187185e-02 -4.49679767e-02 -1.63497009e-01 -2.11943885e-01
-2.02324633e-01]
[ -1.32422504e-01 -8.09632618e-02 3.83121771e-02 -2.49568995e-01
-5.97566305e-02 -1.41252707e-01 5.25114797e-02 -7.89460538e-04
-9.49612565e-02 2.32706376e-02 -3.28281828e-01 -4.74801982e-01
-1.10567442e-01]
[ -1.43009466e-01 -1.34508557e-01 -6.90424882e-02 -2.82372131e-01
-3.44592028e-01 -2.89160231e-01 1.61864440e-01 1.46107878e-01
8.92372517e-03 1.22666826e-01 -2.75575933e-01 -8.69518520e-01
2.54343878e-02]
[ -1.27479334e-01 -2.54570137e-01 -3.01860776e-01 -9.11071291e-01
-3.06352003e-01 -2.07384943e-01 -1.24480427e-01 -7.67063588e-03
4.61730493e-02 -4.55526857e-01 -7.26268937e-01 -7.14504960e-01
-1.21658195e+00]
[ -1.25962964e-01 1.34800189e-01 1.33466319e-02 1.44058925e-01
-2.01227178e-01 -1.76446633e-01 -1.57213143e-01 4.79124581e-03
-1.44636232e-01 -1.45971964e-01 -1.12934797e-01 -3.72458105e-01
6.96499790e-02]
[ -3.63456758e-01 -1.19585792e-01 -2.72807548e-01 3.25563021e-01
-2.01145371e-01 -2.32608734e-01 -1.30227597e-01 -9.22821282e-02
1.37694240e-02 4.17979272e-02 1.00281365e-01 -3.50873604e-01
2.46808125e-01]
[ -1.32804561e-01 -4.84786326e-02 -2.54600736e-01 1.86729876e-01
-2.28123827e-01 -2.79829841e-01 -3.82008685e-01 -2.66493182e-02
1.13592692e-02 -1.02934571e-01 -1.96548270e-01 -3.33675647e-01
1.42004636e-01]
[ -2.51265376e-01 -5.30686614e-01 -3.41433191e-01 -2.46569283e-02
-3.17035734e-01 -2.33627097e-01 -1.57382033e-01 -2.45430053e-01
7.39003731e-03 -2.63778761e-01 -3.25230210e-02 -3.05890967e-01
4.15461001e-02]
[ -2.23155003e-01 -2.95561406e-01 -3.21897521e-01 -6.77926439e-02
-8.72119850e-02 -1.51073098e-01 -8.90042856e-02 2.78649914e-02
-2.03603913e-01 -5.06496331e-01 -2.17768239e-01 -2.30918113e-01
-3.95791392e-02]
[ -9.57816163e-02 -1.46664118e-02 -2.44004024e-01 -9.44930533e-01
-2.71868193e-01 -2.59549585e-01 6.71044622e-02 -4.80516345e-01
1.27307565e-01 -1.96690359e-01 -6.85700701e-01 -3.18450059e-01
-1.15380066e+00]]
Progress: 30.6% ... Training loss: 0.200 ... Validation loss: 0.335[[-0.25505135]
[ 0.2579855 ]
[-0.09052105]
[ 1.25858307]
[ 0.26080644]
[-0.04600866]
[-0.93519838]
[-0.82152025]
[-0.56992346]
[-0.85414302]
[ 1.2722401 ]
[ 3.03893979]
[-2.36080033]]
[[ -5.17505361e-01 -4.91788180e-01 -5.89339124e-01 -1.02427741e-03
-2.90659476e-01 -5.94663045e-01 5.64862386e-02 -2.21755492e-01
-2.94869489e-01 -2.87661728e-01 2.64430574e-01 1.04019712e+00
3.23053286e-01]
[ 8.17497780e-03 -1.35705890e-01 4.79305607e-02 -9.30121481e-02
-3.90536479e-02 5.80775192e-02 -1.08652152e-01 1.86283892e-01
-1.51204788e-01 -1.86883900e-01 -1.13490688e-01 -1.08198849e-01
-6.48422597e-02]
[ -2.86769792e-01 1.42881157e-01 -3.75776386e-02 8.37555584e-02
8.22579010e-02 -1.35605882e-01 -1.20735480e-01 -2.00098673e-01
2.47746692e-01 -5.04313284e-01 1.41473256e-01 7.53864571e-01
8.31049996e-01]
[ 2.64796745e-01 -2.46290187e-01 -2.76131987e-01 1.04821378e-01
-2.71386123e-01 1.19682503e-02 5.45675543e-01 -5.55067455e-01
3.44957667e-01 -1.67378334e-01 -9.73962905e-02 -3.42493564e-01
-3.48324295e-01]
[ 1.33409161e-01 1.19045368e-02 1.13936732e-01 -1.27362837e-01
-2.22611057e-02 7.29964924e-02 -1.95881113e-01 -1.83435189e-01
6.00924383e-02 2.42083705e-01 1.43726640e-02 -4.47164505e-02
-1.18624811e-01]
[ -4.84094234e-01 -6.17080938e-01 -6.01351113e-01 -6.07985729e-01
-5.95469770e-01 -5.64706224e-01 -3.71459295e-01 -1.55521004e-01
-4.68836389e-01 -2.37404600e-01 -5.99592839e-01 -9.05583037e-01
-7.04728229e-01]
[ -4.09987215e-01 -5.97913126e-01 -3.24980414e-01 -4.52706849e-01
-4.21413405e-01 -5.63784028e-01 -3.95681127e-01 -4.75382895e-01
-2.93537386e-01 -8.73211175e-02 -5.01754753e-01 -5.48917972e-01
-5.82237759e-01]
[ -3.46843660e-01 -3.39763348e-01 -4.88937570e-01 -1.41896470e-01
-3.16162218e-01 -4.26742367e-01 -2.84272603e-01 -2.95520587e-01
-2.92244028e-01 -5.86740838e-01 -2.98506719e-01 -7.42702852e-01
-6.21614544e-01]
[ -4.67020275e-01 -3.40711338e-01 -3.85723926e-01 -2.42576039e-01
-3.31951194e-01 -2.17853262e-01 -3.71527623e-02 -4.56859229e-01
-2.62584431e-01 -4.61292727e-01 -1.90067785e-01 -2.12243086e-01
-2.40299796e-01]
[ -9.54741387e-01 -9.53820909e-01 -9.89993332e-01 -7.67476390e-01
-1.04419852e+00 -9.90402480e-01 -5.22906508e-01 -5.80122092e-01
-7.29310272e-01 -5.72711126e-01 -8.09109921e-01 -6.31912816e-01
-9.08670080e-01]
[ -5.15702847e-01 -2.67007518e-01 -4.73713090e-01 -3.52254430e-01
-3.44167638e-01 -3.64695462e-01 -6.29907047e-01 -6.23712628e-01
-6.71562679e-01 -1.00548722e-01 -5.40606970e-01 -7.86465398e-01
-6.59350237e-01]
[ -1.16299178e-01 2.37067281e-02 -3.43550971e-01 -4.78964793e-01
-1.05766236e-01 -7.46302629e-02 -1.93498129e-01 -4.21987862e-01
-1.75620930e-01 5.93207235e-02 -5.19230399e-01 -1.15059079e+00
-6.99598196e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56482959e-01 -1.23039278e-01 1.63691476e-01 -2.91978338e-01
-1.33044352e-01 1.13213527e-01 -1.31935586e-01 8.35944438e-03
-8.43566629e-02 6.31326725e-02 -2.10688575e-01 -4.38933720e-01
-6.47347491e-02]
[ -9.44440703e-02 -2.63053452e-01 -1.81954999e-01 -2.67136375e-01
-4.75043687e-01 -8.73206863e-02 -8.90261319e-02 -1.57076888e-02
-8.17647783e-02 -1.38709641e-02 -2.26438167e-01 -4.18706405e-01
-2.84834968e-01]
[ -6.37626603e-02 -3.16263706e-02 -2.26916832e-01 -2.75917455e-01
1.10883087e-01 -1.60932715e-01 -1.85962970e-01 1.33269002e-01
-9.28028350e-03 1.38667566e-01 -2.20677111e-01 -2.88666155e-02
-8.83703435e-02]
[ 3.95633636e-02 -1.68943279e-01 -1.48312175e-01 -9.76251299e-02
-1.27353814e-01 -1.06544786e-01 1.10346988e-01 -1.40447471e-01
-1.45509925e-02 3.92819254e-02 -4.31124298e-02 -1.21112047e-01
-1.53433769e-02]
[ -2.90287587e-01 -1.41906045e-01 -7.85745641e-02 -1.35372057e-01
-3.01347584e-01 -2.75962690e-01 -3.54745039e-01 1.64918473e-02
-3.20721369e-01 -2.15430736e-01 1.38265799e-01 -1.87447972e-01
1.46461829e-01]
[ -2.31604973e-01 -1.23476278e-01 -9.52556944e-02 -3.70307957e-02
-8.32488351e-02 -1.20718157e-01 -8.39877441e-02 -2.14824701e-03
-1.42747269e-01 -1.00195317e-01 4.59284591e-03 -2.08288415e-01
-1.49506812e-01]
[ -1.79319994e-01 -6.71951150e-02 -2.31107169e-01 -2.39069841e-01
-1.56135545e-01 -2.06219248e-01 -3.55534639e-01 -1.22783840e-01
1.20911183e-01 -2.47007317e-01 -3.55519947e-01 -3.52214450e-01
-3.96724139e-01]
[ -3.72925210e-01 -5.59337076e-02 -1.52682081e-01 -9.17006284e-02
-4.26086890e-02 -3.14030285e-01 2.06344885e-02 -9.76650925e-02
-1.28697514e-01 4.36215190e-02 5.20520116e-02 -2.29036791e-01
-3.98834967e-01]
[ -1.61332547e-01 -1.40765506e-01 -5.36490437e-02 -2.01539433e-01
-1.26734100e-01 -2.95711255e-01 4.31784806e-02 -1.51317788e-01
-2.01674802e-01 4.72286078e-02 1.89849110e-01 -2.69708309e-02
-1.32149509e-01]
[ -1.29872438e-01 -1.70729205e-01 -1.14831159e-01 -2.98510831e-01
9.37808581e-02 -1.77459619e-02 -1.67439393e-01 -1.75348776e-01
1.13982320e-01 -9.32158798e-02 -1.26219389e-01 -1.40597433e-02
-3.09374572e-01]
[ -4.00629987e-02 -3.53012811e-02 -1.50068724e-01 -1.04627440e-01
-2.29924661e-01 6.28851863e-02 -4.99626476e-02 -4.36864699e-02
-2.22371497e-01 -8.99160864e-02 -1.30614584e-01 -3.81802186e-01
-1.99749014e-01]
[ -6.72860710e-02 2.09299462e-02 -1.28880022e-01 -3.46069426e-01
1.18071183e-01 2.05355788e-02 -1.89652023e-01 -1.43277793e-01
1.31069504e-01 -5.12504030e-02 -3.11022976e-01 -2.96919678e-01
-3.23049243e-01]
[ 7.20135132e-02 -3.04594124e-01 -8.66479361e-02 -4.65306444e-01
-2.18955243e-01 -9.06732500e-02 4.97646372e-02 8.32143615e-02
-2.70083975e-02 2.84128939e-01 -5.46755006e-01 -8.71024241e-01
4.68382072e-01]
[ -2.26733806e-01 -2.40979382e-01 -1.33308737e-01 -3.23634640e-01
-2.98143824e-01 -9.43649791e-02 2.05277520e-01 3.61180963e-02
2.81289016e-01 3.19291607e-02 -4.31977477e-01 -1.07012222e+00
6.67881014e-01]
[ -1.90880480e-02 -1.83117956e-01 1.94148861e-02 -3.26923440e-01
-1.68263833e-01 1.64397756e-01 2.04094315e-01 2.51080901e-01
-3.30219404e-02 2.23859486e-01 -2.50946077e-01 -1.15351165e+00
7.74188717e-01]
[ -4.03777553e-03 -4.19217677e-02 -1.26791607e-01 -1.45924676e-01
-1.77759478e-01 -4.81816965e-02 3.12014291e-01 1.64131200e-01
2.56272308e-01 3.61885964e-01 -5.12986102e-01 -1.10356209e+00
8.19032399e-01]
[ -8.67936186e-02 -2.77281089e-01 5.74638938e-02 -3.63192471e-01
-1.47835929e-01 1.15901825e-01 3.85038431e-01 1.43379351e-01
-6.48240485e-02 1.59827348e-01 -5.78835068e-01 -1.08516022e+00
8.90115573e-01]
[ 1.17568136e-01 -8.77941339e-02 1.44389094e-02 -1.75711517e-01
-8.16953776e-02 -1.92897910e-02 2.78356026e-01 3.78014867e-01
4.27195490e-01 2.61113462e-01 -5.76083623e-01 -1.02360697e+00
6.04400769e-01]
[ 9.50241605e-04 -1.41954328e-01 2.32089516e-02 1.52662438e-02
-9.56739885e-02 -2.83252236e-01 1.11179616e-01 3.72583494e-01
2.23415112e-02 1.35814744e-01 -2.78038666e-01 -8.65754405e-01
2.52041963e-01]
[ 9.83779043e-02 9.38759055e-02 8.91290207e-03 2.08347393e-01
-9.80830945e-02 -5.75249822e-02 -1.22654859e-01 -1.14276019e-01
-2.22735951e-01 -1.05041552e-01 -8.52797919e-02 1.98163397e-01
-4.57075942e-01]
[ 4.97680746e-02 -1.16351636e-01 1.49102974e-01 4.55706289e-01
2.40164490e-01 9.15568816e-03 -3.73579279e-01 -3.38232235e-01
-2.43944606e-02 -5.47831199e-01 2.97106824e-01 9.56135225e-01
-8.41730399e-01]
[ 2.52160585e-02 7.82803061e-02 -2.14447572e-01 1.10994455e-01
3.51390981e-02 -3.06786915e-03 -1.99337208e-01 -3.58202902e-01
-2.84814171e-01 -2.59961515e-01 -1.51437610e-02 -1.04628547e-01
-2.08742722e-01]
[ -6.79284872e-02 -2.04645336e-01 5.76404652e-02 3.55769376e-02
-1.27195590e-01 -1.36528166e-01 -4.38389445e-02 -5.93493261e-02
3.03496204e-02 -4.04755393e-01 -3.44188262e-01 -2.19665390e-01
9.52423749e-02]
[ -4.15774340e-03 -2.63311751e-01 4.98131824e-02 -3.50953684e-01
-1.87973974e-01 -2.34413685e-01 -3.33136593e-01 -2.58692295e-02
-5.90301300e-02 2.17164192e-02 -2.26611430e-01 2.52854192e-01
1.02353566e-01]
[ 1.58379228e-01 6.27550388e-02 -1.10348244e-01 -3.30857713e-01
-5.19850534e-02 -1.04126640e-01 -2.49857700e-01 -5.45010869e-02
-2.24520767e-01 -2.78576567e-01 -2.24463800e-01 5.29037868e-01
-6.75271919e-03]
[ -1.83835499e-01 -1.75578020e-01 -1.18680549e-01 -3.28937915e-01
-4.66064209e-02 2.40348139e-02 -2.43995590e-01 -2.91889004e-01
-1.63596845e-01 -1.06658989e-01 -2.58499920e-01 3.76028540e-01
-6.97078543e-02]
[ -4.86429941e-02 -2.01428438e-01 -1.67837582e-01 -3.37582219e-01
-4.43651406e-02 4.09449675e-02 -1.13936615e-01 -1.10730549e-01
-2.62316818e-01 -3.49567692e-01 -8.78923950e-02 1.96742603e-01
6.42946465e-02]
[ 9.76969310e-02 9.36590092e-02 -1.92722815e-02 -2.62944731e-01
-3.15477963e-01 4.64993821e-03 -2.25319720e-01 -3.55184202e-01
-3.46198105e-01 -5.79472706e-02 -1.33853729e-01 2.98693466e-01
-5.67231662e-03]
[ -6.06929351e-02 -1.09255028e-02 -2.84373677e-01 -6.61691866e-02
6.88049816e-02 1.55195993e-01 -2.51049320e-01 -1.83407396e-01
-5.70490136e-02 -4.75089749e-02 1.63221881e-01 7.10862273e-01
-8.77078402e-02]
[ 1.38005797e-01 3.30150974e-01 -1.95587596e-01 7.51311876e-01
1.10660857e-01 3.03484055e-03 -2.07396613e-01 -3.72879023e-01
-2.26472056e-01 -3.10773806e-01 7.41491530e-01 9.05966273e-01
-1.30485101e+00]
[ -3.98411089e-03 1.69003650e-01 5.55792581e-02 3.81330226e-01
-3.66399456e-03 -6.49777154e-02 -2.77979329e-01 -3.37445609e-01
-2.83225259e-01 -2.05352039e-01 5.86695124e-01 9.25320802e-01
-1.28822578e+00]
[ -2.72093540e-02 -1.42438248e-01 -1.47861120e-01 3.15224600e-01
-1.85669316e-01 2.37834149e-01 -3.06752726e-02 -1.69410875e-01
-2.23576659e-01 -3.51276960e-01 1.98023664e-01 5.15603640e-01
-6.34252767e-01]
[ 8.36565289e-02 -3.82725860e-01 -5.09440882e-02 2.33730871e-02
-1.16517470e-01 1.99858257e-01 8.19241293e-02 1.70683750e-01
-1.86906608e-01 -5.55592085e-03 -5.00200873e-02 3.36808962e-01
-3.65155669e-01]
[ 2.12133055e-01 -2.96542512e-01 -1.18581217e-01 -7.89203536e-02
-2.17447529e-01 1.22925352e-01 4.50485550e-02 -1.22918879e-01
-5.72593363e-02 -4.50433200e-02 -1.63468401e-01 -2.12056136e-01
-2.02459499e-01]
[ -1.32376582e-01 -8.09918461e-02 3.83275405e-02 -2.49716385e-01
-5.97974159e-02 -1.41249316e-01 5.29483597e-02 -5.32597629e-04
-9.47572303e-02 2.36850065e-02 -3.28564671e-01 -4.76197639e-01
-1.10106161e-01]
[ -1.43030089e-01 -1.34467517e-01 -6.90594654e-02 -2.82156025e-01
-3.44550190e-01 -2.89162554e-01 1.61783855e-01 1.45827934e-01
8.85105475e-03 1.22391039e-01 -2.75309266e-01 -8.68640732e-01
2.46167974e-02]
[ -1.27234777e-01 -2.54066476e-01 -3.01982914e-01 -9.12362381e-01
-3.06151450e-01 -2.07388840e-01 -1.23468802e-01 -1.04905331e-02
4.61875216e-02 -4.55608730e-01 -7.27623682e-01 -7.13362369e-01
-1.22927396e+00]
[ -1.26300286e-01 1.35490469e-01 1.31174809e-02 1.48225481e-01
-2.00541992e-01 -1.76542459e-01 -1.59510854e-01 1.88697470e-03
-1.46212280e-01 -1.47715053e-01 -1.08931086e-01 -3.61967969e-01
6.01210011e-02]
[ -3.64306806e-01 -1.18668864e-01 -2.73010598e-01 3.32414484e-01
-2.00215046e-01 -2.32770184e-01 -1.35546419e-01 -9.42435636e-02
1.10070299e-02 3.88966722e-02 1.06035026e-01 -3.40544445e-01
2.41061104e-01]
[ -1.33093989e-01 -4.83568960e-02 -2.54619376e-01 1.89263650e-01
-2.27902699e-01 -2.79860300e-01 -3.83034766e-01 -2.76705982e-02
1.09584541e-02 -1.04038154e-01 -1.94478156e-01 -3.30102334e-01
1.41177126e-01]
[ -2.51016365e-01 -5.30937928e-01 -3.41350898e-01 -2.65081924e-02
-3.17263991e-01 -2.33579781e-01 -1.56473382e-01 -2.45353758e-01
8.29656228e-03 -2.63649238e-01 -3.48092985e-02 -3.12028300e-01
4.39602992e-02]
[ -2.22918154e-01 -2.95668400e-01 -3.21881901e-01 -6.90004458e-02
-8.73365787e-02 -1.51026399e-01 -8.75630656e-02 2.80202130e-02
-2.02967080e-01 -5.06375987e-01 -2.18216613e-01 -2.32101743e-01
-3.96861278e-02]
[ -9.55203239e-02 -1.49048796e-02 -2.43940336e-01 -9.46685162e-01
-2.72139459e-01 -2.59509917e-01 6.84299771e-02 -4.79777526e-01
1.27558406e-01 -1.95624528e-01 -6.86073964e-01 -3.20638665e-01
-1.15564358e+00]]
Progress: 30.6% ... Training loss: 0.202 ... Validation loss: 0.335[[-0.25628422]
[ 0.24966696]
[-0.09610923]
[ 1.24955955]
[ 0.25282736]
[-0.04971541]
[-0.93758357]
[-0.8274585 ]
[-0.57595193]
[-0.85593653]
[ 1.25951467]
[ 3.01452794]
[-2.37959055]]
[[ -5.17289560e-01 -4.92430174e-01 -5.89165896e-01 -3.70735503e-03
-2.91314477e-01 -5.94605113e-01 5.78308848e-02 -2.20810150e-01
-2.93287688e-01 -2.86007831e-01 2.60423775e-01 1.02775355e+00
3.35809608e-01]
[ 8.94598060e-03 -1.36232705e-01 4.81507671e-02 -9.72611590e-02
-3.96074907e-02 5.82106102e-02 -1.05515908e-01 1.88417225e-01
-1.49852147e-01 -1.84768544e-01 -1.16698220e-01 -1.12391344e-01
-6.28437090e-02]
[ -2.84775825e-01 1.39340427e-01 -3.67013127e-02 6.48370316e-02
7.87865292e-02 -1.35207424e-01 -1.10044807e-01 -1.88018700e-01
2.54856201e-01 -4.95107775e-01 1.21414105e-01 7.15259150e-01
8.63014143e-01]
[ 2.64314082e-01 -2.44863632e-01 -2.76430966e-01 1.12070704e-01
-2.69983192e-01 1.18645495e-02 5.43519727e-01 -5.59748019e-01
3.42291925e-01 -1.69545674e-01 -9.04625384e-02 -3.28629948e-01
-3.62721230e-01]
[ 1.34027222e-01 1.17039121e-02 1.14166937e-01 -1.29996683e-01
-2.25736613e-02 7.30624969e-02 -1.91595700e-01 -1.80093818e-01
6.30751884e-02 2.46555281e-01 1.17952432e-02 -6.47686305e-02
-1.03999325e-01]
[ -4.84243651e-01 -6.17120818e-01 -6.01358767e-01 -6.07203615e-01
-5.95427446e-01 -5.64725188e-01 -3.72654373e-01 -1.56433213e-01
-4.68871889e-01 -2.38008654e-01 -5.99082217e-01 -9.05466370e-01
-7.01961792e-01]
[ -4.10115396e-01 -5.97558745e-01 -3.25051691e-01 -4.50673323e-01
-4.21092122e-01 -5.63810021e-01 -3.96748073e-01 -4.76739164e-01
-2.94037553e-01 -8.72396722e-02 -4.99718817e-01 -5.49442982e-01
-5.80320909e-01]
[ -3.46292493e-01 -3.41356920e-01 -4.88551772e-01 -1.49984626e-01
-3.17699092e-01 -4.26602817e-01 -2.81469641e-01 -2.91082559e-01
-2.89608870e-01 -5.84738087e-01 -3.07429085e-01 -7.56837761e-01
-6.07937738e-01]
[ -4.66847924e-01 -3.40989538e-01 -3.85606598e-01 -2.46328993e-01
-3.32353971e-01 -2.17788221e-01 -3.47811415e-02 -4.55330321e-01
-2.61448843e-01 -4.60610983e-01 -1.94529527e-01 -2.26475128e-01
-2.35132374e-01]
[ -9.54614313e-01 -9.54416081e-01 -9.89798938e-01 -7.71315295e-01
-1.04494967e+00 -9.90324335e-01 -5.22784429e-01 -5.78498383e-01
-7.27766957e-01 -5.72305118e-01 -8.13850262e-01 -6.49476010e-01
-8.94776731e-01]
[ -5.14981733e-01 -2.68178603e-01 -4.73413934e-01 -3.58158507e-01
-3.45190899e-01 -3.64555442e-01 -6.25661849e-01 -6.21280033e-01
-6.69043606e-01 -9.76467368e-02 -5.47229310e-01 -7.97827155e-01
-6.49539977e-01]
[ -1.16701447e-01 2.39157154e-02 -3.43620326e-01 -4.78247282e-01
-1.05567862e-01 -7.46887932e-02 -1.94952846e-01 -4.22345706e-01
-1.76448239e-01 5.81746166e-02 -5.18705269e-01 -1.15044114e+00
-6.99774294e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56628701e-01 -1.23002087e-01 1.63685094e-01 -2.91290998e-01
-1.32983422e-01 1.13193561e-01 -1.33121102e-01 7.68599888e-03
-8.45873878e-02 6.23563040e-02 -2.10283866e-01 -4.39412695e-01
-6.48088429e-02]
[ -9.44841985e-02 -2.63111769e-01 -1.81966141e-01 -2.66533651e-01
-4.74991923e-01 -8.73201387e-02 -8.95711633e-02 -1.66280227e-02
-8.18294013e-02 -1.42210042e-02 -2.25602556e-01 -4.15322365e-01
-2.84538504e-01]
[ -6.37913666e-02 -3.16124196e-02 -2.26903891e-01 -2.76475608e-01
1.10809483e-01 -1.60934762e-01 -1.85359724e-01 1.34324973e-01
-9.09571028e-03 1.39381640e-01 -2.21704027e-01 -3.30953683e-02
-8.45482106e-02]
[ 3.94966408e-02 -1.68860670e-01 -1.48318845e-01 -9.61541564e-02
-1.27213006e-01 -1.06554442e-01 1.09674663e-01 -1.40719034e-01
-1.47774636e-02 3.93315733e-02 -4.17300713e-02 -1.20649644e-01
-1.49735651e-02]
[ -2.90190942e-01 -1.41908754e-01 -7.85802786e-02 -1.35634024e-01
-3.01304361e-01 -2.75955394e-01 -3.54263699e-01 1.58671178e-02
-3.20583230e-01 -2.15400124e-01 1.38752181e-01 -1.89115115e-01
1.44745186e-01]
[ -2.31555041e-01 -1.23683888e-01 -9.52092831e-02 -3.84637838e-02
-8.35410429e-02 -1.20695635e-01 -8.40125672e-02 -1.18897965e-03
-1.42329077e-01 -9.94496084e-02 2.54349301e-03 -2.11226717e-01
-1.41998441e-01]
[ -1.79182916e-01 -6.78162519e-02 -2.30973836e-01 -2.42146345e-01
-1.56730954e-01 -2.06176472e-01 -3.55167527e-01 -1.20970364e-01
1.21769501e-01 -2.46676286e-01 -3.58972354e-01 -3.59627037e-01
-3.91639711e-01]
[ -3.72894955e-01 -5.58934327e-02 -1.52672663e-01 -9.19365268e-02
-4.25713590e-02 -3.14021678e-01 2.02109539e-02 -9.79905355e-02
-1.28713370e-01 4.35341697e-02 5.22708074e-02 -2.27991293e-01
-4.01051835e-01]
[ -1.60904558e-01 -1.41696934e-01 -5.34068310e-02 -2.06025528e-01
-1.27654631e-01 -2.95613140e-01 4.64010655e-02 -1.49184904e-01
-1.99864109e-01 4.93343172e-02 1.84077268e-01 -3.56114780e-02
-1.21985063e-01]
[ -1.29872456e-01 -1.70788670e-01 -1.14813301e-01 -2.99019005e-01
9.36970620e-02 -1.77335339e-02 -1.66693212e-01 -1.74770744e-01
1.14344586e-01 -9.30268440e-02 -1.27143073e-01 -1.93434749e-02
-3.08209395e-01]
[ -3.98717230e-02 -3.53210805e-02 -1.50017736e-01 -1.06499599e-01
-2.30044778e-01 6.29221699e-02 -4.88008824e-02 -4.28837545e-02
-2.21909888e-01 -8.97631820e-02 -1.32027763e-01 -3.85334300e-01
-1.99685423e-01]
[ -6.74920072e-02 2.10991150e-02 -1.28939080e-01 -3.45423996e-01
1.18246752e-01 2.04976079e-02 -1.90470465e-01 -1.44106165e-01
1.30608470e-01 -5.21934832e-02 -3.10551002e-01 -2.96404661e-01
-3.23988547e-01]
[ 7.19210597e-02 -3.04571775e-01 -8.66604133e-02 -4.65404380e-01
-2.18967899e-01 -9.06857998e-02 4.95355874e-02 8.32354869e-02
-2.71112174e-02 2.83969826e-01 -5.47011696e-01 -8.72682714e-01
4.69575800e-01]
[ -2.26752573e-01 -2.40965458e-01 -1.33314284e-01 -3.23528935e-01
-2.98126678e-01 -9.43680912e-02 2.05168448e-01 3.60216631e-02
2.81227793e-01 3.18112009e-02 -4.31879122e-01 -1.06998787e+00
6.67647693e-01]
[ -1.91080365e-02 -1.83130328e-01 1.94155355e-02 -3.27382572e-01
-1.68305534e-01 1.64392635e-01 2.04371105e-01 2.51364812e-01
-3.29762002e-02 2.23927090e-01 -2.51382324e-01 -1.15470740e+00
7.75881669e-01]
[ -4.08513610e-03 -4.19429896e-02 -1.26787510e-01 -1.46461828e-01
-1.77769628e-01 -4.81864848e-02 3.12235198e-01 1.64368220e-01
2.56343906e-01 3.61901476e-01 -5.13427767e-01 -1.10497487e+00
8.20633391e-01]
[ -8.69138369e-02 -2.77184734e-01 5.74315239e-02 -3.62440212e-01
-1.47740706e-01 1.15879404e-01 3.84327106e-01 1.43012558e-01
-6.52539716e-02 1.59354959e-01 -5.78353390e-01 -1.08461992e+00
8.88689935e-01]
[ 1.17398037e-01 -8.76629573e-02 1.43974384e-02 -1.74734145e-01
-8.15630461e-02 -1.93163541e-02 2.77447377e-01 3.77314469e-01
4.26651751e-01 2.60401670e-01 -5.75491728e-01 -1.02288237e+00
6.02568339e-01]
[ 9.84275466e-04 -1.42035113e-01 2.32295456e-02 1.48198538e-02
-9.57307714e-02 -2.83245444e-01 1.11518457e-01 3.72799757e-01
2.24871545e-02 1.35827798e-01 -2.78498641e-01 -8.66259199e-01
2.53130105e-01]
[ 9.82191946e-02 9.40110989e-02 8.86908326e-03 2.09646481e-01
-9.79682536e-02 -5.75436537e-02 -1.23638837e-01 -1.14943103e-01
-2.23202720e-01 -1.05661263e-01 -8.40888923e-02 2.00141327e-01
-4.58280823e-01]
[ 4.99237909e-02 -1.16463971e-01 1.49163022e-01 4.54590080e-01
2.40022516e-01 9.20243621e-03 -3.72949117e-01 -3.38157923e-01
-2.40130340e-02 -5.47894003e-01 2.96314934e-01 9.55661259e-01
-8.41141255e-01]
[ 2.48584498e-02 7.85338300e-02 -2.14524226e-01 1.12934530e-01
3.54536646e-02 -3.13793218e-03 -2.01430544e-01 -3.59616038e-01
-2.85415052e-01 -2.61676288e-01 -1.33342445e-02 -1.02408352e-01
-2.10043588e-01]
[ -6.79106800e-02 -2.04636088e-01 5.76471588e-02 3.51569301e-02
-1.27178286e-01 -1.36524515e-01 -4.43136410e-02 -5.99474659e-02
3.03955895e-02 -4.04542285e-01 -3.44682791e-01 -2.18803422e-01
9.65394362e-02]
[ -4.11830168e-03 -2.63451762e-01 4.98717452e-02 -3.52055269e-01
-1.88209433e-01 -2.34404373e-01 -3.32710927e-01 -2.42278412e-02
-5.86298159e-02 2.25823236e-02 -2.28223723e-01 2.46708331e-01
1.06890638e-01]
[ 1.58518207e-01 6.27404302e-02 -1.10301595e-01 -3.31911178e-01
-5.20630434e-02 -1.04109848e-01 -2.49617548e-01 -5.39524546e-02
-2.24266616e-01 -2.77726306e-01 -2.25362272e-01 5.26059440e-01
-3.67936579e-03]
[ -1.83605857e-01 -1.75856675e-01 -1.18602708e-01 -3.30529997e-01
-4.68779847e-02 2.40879562e-02 -2.42694493e-01 -2.91460132e-01
-1.62859943e-01 -1.05635393e-01 -2.60060315e-01 3.72440978e-01
-6.70007592e-02]
[ -4.84165805e-02 -2.01756398e-01 -1.67735400e-01 -3.39662344e-01
-4.47335098e-02 4.09978615e-02 -1.12490863e-01 -1.09325063e-01
-2.61442524e-01 -3.48249212e-01 -9.06746726e-02 1.90584451e-01
6.95884659e-02]
[ 9.78407992e-02 9.34732178e-02 -1.92186620e-02 -2.63868951e-01
-3.15619298e-01 4.68001889e-03 -2.24659168e-01 -3.54602323e-01
-3.45756961e-01 -5.72121055e-02 -1.34855675e-01 2.95947578e-01
-3.60893508e-03]
[ -6.07281348e-02 -1.08488888e-02 -2.84421087e-01 -6.61941848e-02
6.89406703e-02 1.55183600e-01 -2.51271950e-01 -1.84606579e-01
-5.73168749e-02 -4.80427665e-02 1.64440794e-01 7.14075933e-01
-9.04184762e-02]
[ 1.37693788e-01 3.30485399e-01 -1.95675258e-01 7.54300623e-01
1.11035919e-01 2.99303676e-03 -2.08866100e-01 -3.73752728e-01
-2.27153013e-01 -3.11901127e-01 7.44502780e-01 9.11292811e-01
-1.30818447e+00]
[ -3.70382835e-03 1.67831266e-01 5.57917893e-02 3.76000495e-01
-4.76119062e-03 -6.48988758e-02 -2.75748507e-01 -3.34437171e-01
-2.81499842e-01 -2.04764425e-01 5.80622826e-01 9.15522067e-01
-1.27972936e+00]
[ -2.71422624e-02 -1.42459576e-01 -1.47851251e-01 3.14937905e-01
-1.85676708e-01 2.37842789e-01 -3.03851088e-02 -1.69456830e-01
-2.23445054e-01 -3.50985410e-01 1.97797789e-01 5.14915191e-01
-6.34220370e-01]
[ 8.39180683e-02 -3.82842540e-01 -5.08834099e-02 2.22344873e-02
-1.16711472e-01 1.99901900e-01 8.37383076e-02 1.71703968e-01
-1.86015011e-01 -4.55724035e-03 -5.17715143e-02 3.30261810e-01
-3.63513460e-01]
[ 2.12200857e-01 -2.96582617e-01 -1.18566009e-01 -7.92128719e-02
-2.17492714e-01 1.22936403e-01 4.53345005e-02 -1.22757288e-01
-5.71160973e-02 -4.47937400e-02 -1.63694664e-01 -2.12278900e-01
-2.02208992e-01]
[ -1.32214310e-01 -8.11160734e-02 3.83781640e-02 -2.50014763e-01
-5.98783583e-02 -1.41226520e-01 5.31296371e-02 -4.86491554e-04
-9.45410861e-02 2.42287143e-02 -3.28866584e-01 -4.75577472e-01
-1.10159183e-01]
[ -1.43076645e-01 -1.34449133e-01 -6.90677049e-02 -2.82045519e-01
-3.44545696e-01 -2.89169815e-01 1.61556331e-01 1.45811978e-01
8.73512052e-03 1.22298760e-01 -2.75235166e-01 -8.68917004e-01
2.46802783e-02]
[ -1.27650958e-01 -2.53829093e-01 -3.02084769e-01 -9.11384085e-01
-3.05854282e-01 -2.07449661e-01 -1.25745519e-01 -1.21354379e-02
4.49904599e-02 -4.57247028e-01 -7.27028996e-01 -7.12833085e-01
-1.23301276e+00]
[ -1.26197925e-01 1.35552412e-01 1.31073843e-02 1.48383670e-01
-2.00466947e-01 -1.76533593e-01 -1.59110059e-01 1.68035061e-03
-1.46105703e-01 -1.47520012e-01 -1.08183236e-01 -3.58536609e-01
6.11795987e-02]
[ -3.63986108e-01 -1.19252192e-01 -2.72835599e-01 3.29517496e-01
-2.00799518e-01 -2.32679317e-01 -1.33942912e-01 -9.25777151e-02
1.21816159e-02 4.10281262e-02 1.02197819e-01 -3.50637485e-01
2.48950876e-01]
[ -1.33190004e-01 -4.84836803e-02 -2.54601158e-01 1.88973540e-01
-2.27990932e-01 -2.79867067e-01 -3.83636675e-01 -2.70390137e-02
1.08887325e-02 -1.03869425e-01 -1.95646358e-01 -3.33195780e-01
1.43643175e-01]
[ -2.50692090e-01 -5.31109873e-01 -3.41233124e-01 -2.90729296e-02
-3.17605385e-01 -2.33514524e-01 -1.54644092e-01 -2.43822167e-01
9.34783990e-03 -2.62574742e-01 -3.73046407e-02 -3.20166821e-01
4.83578913e-02]
[ -2.22931481e-01 -2.96313383e-01 -3.21734234e-01 -7.10848524e-02
-8.79516892e-02 -1.51003307e-01 -8.70855935e-02 2.98595709e-02
-2.01437585e-01 -5.06659239e-01 -2.20655155e-01 -2.42132164e-01
-2.84986788e-02]
[ -9.52962147e-02 -1.52344353e-02 -2.43862846e-01 -9.49010876e-01
-2.72458504e-01 -2.59470776e-01 6.99100984e-02 -4.79895920e-01
1.28198333e-01 -1.95110812e-01 -6.88314756e-01 -3.22019175e-01
-1.15537672e+00]]
Progress: 30.6% ... Training loss: 0.198 ... Validation loss: 0.335[[-0.25057504]
[ 0.2519672 ]
[-0.09624228]
[ 1.25521712]
[ 0.2538309 ]
[-0.0469581 ]
[-0.93058399]
[-0.82765618]
[-0.57020776]
[-0.85139156]
[ 1.26117855]
[ 3.00963741]
[-2.38606754]]
[[ -5.17456386e-01 -4.91980440e-01 -5.89296441e-01 -2.77761731e-03
-2.90865345e-01 -5.94657451e-01 5.74861983e-02 -2.22583906e-01
-2.93643918e-01 -2.87496725e-01 2.61196697e-01 1.02575126e+00
3.33842317e-01]
[ 8.72887350e-03 -1.35849760e-01 4.80166523e-02 -9.56317209e-02
-3.92605930e-02 5.81440015e-02 -1.06447237e-01 1.87215087e-01
-1.50465532e-01 -1.85660543e-01 -1.15107349e-01 -1.07873251e-01
-6.66970941e-02]
[ -2.84387146e-01 1.38682540e-01 -3.63855544e-02 5.83324520e-02
7.78911339e-02 -1.35074688e-01 -1.07608574e-01 -1.84661527e-01
2.57475993e-01 -4.93191034e-01 1.14213718e-01 6.95944040e-01
8.72897151e-01]
[ 2.62745795e-01 -2.43904708e-01 -2.76847154e-01 1.17534982e-01
-2.69140454e-01 1.15840089e-02 5.39132772e-01 -5.66653609e-01
3.38109318e-01 -1.76921539e-01 -8.61106854e-02 -3.24913174e-01
-3.74766525e-01]
[ 1.34809301e-01 1.14442849e-02 1.14421171e-01 -1.25282517e-01
-2.27634073e-02 7.32371935e-02 -1.91531107e-01 -1.78724807e-01
6.53952964e-02 2.50083737e-01 1.51990791e-02 -6.16362309e-02
-1.05502418e-01]
[ -4.84235934e-01 -6.17303694e-01 -6.01291363e-01 -6.06066182e-01
-5.95464115e-01 -5.64730915e-01 -3.73541608e-01 -1.55733782e-01
-4.69125886e-01 -2.37628127e-01 -5.98672542e-01 -9.06698775e-01
-7.03585096e-01]
[ -4.11239863e-01 -5.96782257e-01 -3.25255122e-01 -4.47573289e-01
-4.20376358e-01 -5.63969404e-01 -3.99843864e-01 -4.77492705e-01
-2.96214146e-01 -9.07593482e-02 -4.97828262e-01 -5.49412503e-01
-5.81472682e-01]
[ -3.46085738e-01 -3.41789523e-01 -4.88393945e-01 -1.53401443e-01
-3.18212223e-01 -4.26534661e-01 -2.80973923e-01 -2.90748809e-01
-2.88789778e-01 -5.84047442e-01 -3.10525588e-01 -7.66163265e-01
-6.06989854e-01]
[ -4.66707395e-01 -3.40864448e-01 -3.85636379e-01 -2.45681901e-01
-3.32314352e-01 -2.17781050e-01 -3.42930677e-02 -4.55967806e-01
-2.61148166e-01 -4.60434372e-01 -1.94289473e-01 -2.25426572e-01
-2.36870632e-01]
[ -9.54642866e-01 -9.54695826e-01 -9.89663760e-01 -7.73787888e-01
-1.04529720e+00 -9.90282467e-01 -5.23701294e-01 -5.76094361e-01
-7.28054482e-01 -5.71276934e-01 -8.16652774e-01 -6.57980954e-01
-8.90375726e-01]
[ -5.14802111e-01 -2.68440962e-01 -4.73373454e-01 -3.59634254e-01
-3.45274205e-01 -3.64539042e-01 -6.24246837e-01 -6.22681049e-01
-6.68197008e-01 -9.86866160e-02 -5.49038853e-01 -8.04113826e-01
-6.54523531e-01]
[ -1.17621982e-01 2.47439197e-02 -3.43803964e-01 -4.72831200e-01
-1.04931442e-01 -7.48368435e-02 -1.98450227e-01 -4.23706558e-01
-1.78318134e-01 5.59144193e-02 -5.14649432e-01 -1.14512840e+00
-7.02757194e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56962856e-01 -1.22775210e-01 1.63594885e-01 -2.89690623e-01
-1.32797505e-01 1.13128750e-01 -1.34652242e-01 6.52013806e-03
-8.51775635e-02 6.08261502e-02 -2.09088173e-01 -4.38569892e-01
-6.63638278e-02]
[ -9.40563844e-02 -2.63568863e-01 -1.81799157e-01 -2.67376061e-01
-4.75271102e-01 -8.72494434e-02 -8.84247286e-02 -1.45636381e-02
-8.12863967e-02 -1.20068304e-02 -2.26625975e-01 -4.18067493e-01
-2.84232282e-01]
[ -6.40269774e-02 -3.13905826e-02 -2.26948626e-01 -2.74778827e-01
1.11087746e-01 -1.60969786e-01 -1.86349448e-01 1.33724049e-01
-9.52801920e-03 1.38424839e-01 -2.20113273e-01 -2.87203272e-02
-8.53850651e-02]
[ 3.85249294e-02 -1.68079670e-01 -1.48554787e-01 -9.25960329e-02
-1.26543675e-01 -1.06701660e-01 1.06426535e-01 -1.41826588e-01
-1.70198425e-02 3.63192481e-02 -3.86237712e-02 -1.14347284e-01
-1.75847432e-02]
[ -2.90322142e-01 -1.41885569e-01 -7.86042868e-02 -1.36345526e-01
-3.01262564e-01 -2.75984822e-01 -3.54512047e-01 1.55624191e-02
-3.21121997e-01 -2.15884588e-01 1.38049023e-01 -1.91342126e-01
1.42950874e-01]
[ -2.31006597e-01 -1.24289369e-01 -9.50027262e-02 -4.27928859e-02
-8.41801187e-02 -1.20591184e-01 -8.02813516e-02 8.91988372e-04
-1.39750041e-01 -9.79131081e-02 -2.45009242e-03 -2.29503068e-01
-1.35548028e-01]
[ -1.79344405e-01 -6.76304163e-02 -2.30984901e-01 -2.40869102e-01
-1.56598620e-01 -2.06199633e-01 -3.57707215e-01 -1.21394962e-01
1.20550355e-01 -2.46689391e-01 -3.58871650e-01 -3.55803259e-01
-3.93289529e-01]
[ -3.72235045e-01 -5.69956706e-02 -1.52393654e-01 -9.68906448e-02
-4.35725423e-02 -3.13889426e-01 2.39745608e-02 -9.57498360e-02
-1.26140016e-01 4.58002562e-02 4.72258926e-02 -2.42718874e-01
-3.93329563e-01]
[ -1.61202645e-01 -1.41176261e-01 -5.35142404e-02 -2.04301812e-01
-1.27184910e-01 -2.95644403e-01 4.47297775e-02 -1.50847700e-01
-2.01055652e-01 4.80460258e-02 1.87223479e-01 -2.75093456e-02
-1.27709826e-01]
[ -1.30341380e-01 -1.70161377e-01 -1.15006704e-01 -2.95712983e-01
9.42451259e-02 -1.78433995e-02 -1.69064047e-01 -1.76721743e-01
1.13029254e-01 -9.43522005e-02 -1.23962866e-01 -1.10438634e-02
-3.11849281e-01]
[ -3.98975140e-02 -3.52933368e-02 -1.50027943e-01 -1.06429336e-01
-2.30024076e-01 6.29168018e-02 -4.89241582e-02 -4.30825580e-02
-2.21983040e-01 -8.99860066e-02 -1.31992923e-01 -3.85425921e-01
-2.00034262e-01]
[ -6.72706734e-02 2.09355838e-02 -1.28882630e-01 -3.46351645e-01
1.18025643e-01 2.05465673e-02 -1.89388528e-01 -1.43433830e-01
1.31205054e-01 -5.16488147e-02 -3.11696852e-01 -2.99561567e-01
-3.23872266e-01]
[ 7.17821066e-02 -3.04478257e-01 -8.66851027e-02 -4.64757430e-01
-2.18874489e-01 -9.07045913e-02 4.85022354e-02 8.27822813e-02
-2.77281323e-02 2.83613918e-01 -5.46512348e-01 -8.71473736e-01
4.68216415e-01]
[ -2.27185017e-01 -2.40599009e-01 -1.33427432e-01 -3.21847183e-01
-2.97823610e-01 -9.44431553e-02 2.02717481e-01 3.46776508e-02
2.79719784e-01 3.03543521e-02 -4.30520748e-01 -1.06803731e+00
6.63978035e-01]
[ -1.90989476e-02 -1.83145281e-01 1.94184460e-02 -3.27490799e-01
-1.68317008e-01 1.64394426e-01 2.04451650e-01 2.51438816e-01
-3.29361713e-02 2.23971697e-01 -2.51436599e-01 -1.15474242e+00
7.76054747e-01]
[ -4.09143977e-03 -4.19458542e-02 -1.26789767e-01 -1.46688825e-01
-1.77779995e-01 -4.81892148e-02 3.12442468e-01 1.64385747e-01
2.56476815e-01 3.61940590e-01 -5.13703766e-01 -1.10560190e+00
8.21313213e-01]
[ -8.68755965e-02 -2.77221147e-01 5.74401183e-02 -3.62834140e-01
-1.47793016e-01 1.15886312e-01 3.84792225e-01 1.43253600e-01
-6.50553847e-02 1.59540184e-01 -5.78713221e-01 -1.08546322e+00
8.89779592e-01]
[ 1.16966714e-01 -8.73346865e-02 1.42803592e-02 -1.72663970e-01
-8.12586734e-02 -1.93926219e-02 2.75414423e-01 3.75757048e-01
4.25613152e-01 2.58559819e-01 -5.74315673e-01 -1.02192580e+00
5.99061072e-01]
[ 1.00113469e-03 -1.42101828e-01 2.32451363e-02 1.44514541e-02
-9.57894631e-02 -2.83240532e-01 1.11885872e-01 3.73243699e-01
2.27534711e-02 1.35781383e-01 -2.78731669e-01 -8.66874259e-01
2.54003374e-01]
[ 9.89832643e-02 9.33552912e-02 9.10132589e-03 2.07304157e-01
-9.84436178e-02 -5.74239082e-02 -1.20729709e-01 -1.12406612e-01
-2.21667048e-01 -1.02450782e-01 -8.67273737e-02 1.93319805e-01
-4.56573638e-01]
[ 5.06504585e-02 -1.17246573e-01 1.49380500e-01 4.51528769e-01
2.39250130e-01 9.32667547e-03 -3.69050941e-01 -3.37297477e-01
-2.16883681e-02 -5.46737970e-01 2.93524540e-01 9.44092436e-01
-8.42044411e-01]
[ 2.50178804e-02 7.83414589e-02 -2.14480496e-01 1.11977161e-01
3.52688883e-02 -3.10831554e-03 -2.00575902e-01 -3.59155616e-01
-2.84894358e-01 -2.61135035e-01 -1.43237955e-02 -1.04934122e-01
-2.08652828e-01]
[ -6.79892545e-02 -2.04454671e-01 5.76074927e-02 3.59987353e-02
-1.26948053e-01 -1.36546922e-01 -4.54370450e-02 -6.06813766e-02
2.96495665e-02 -4.04378310e-01 -3.44096026e-01 -2.15194180e-01
9.52345312e-02]
[ -4.09339696e-03 -2.63560349e-01 4.99047203e-02 -3.52859655e-01
-1.88310774e-01 -2.34396627e-01 -3.32766910e-01 -2.37337087e-02
-5.85281872e-02 2.27958387e-02 -2.28864147e-01 2.45232869e-01
1.08664793e-01]
[ 1.58484325e-01 6.29330936e-02 -1.10351202e-01 -3.32349337e-01
-5.19280111e-02 -1.04106971e-01 -2.49904481e-01 -5.43548963e-02
-2.24453748e-01 -2.78174399e-01 -2.24416646e-01 5.30171907e-01
-5.11058824e-03]
[ -1.83813120e-01 -1.75783483e-01 -1.18621309e-01 -3.30196472e-01
-4.67981145e-02 2.40745650e-02 -2.44265316e-01 -2.91711341e-01
-1.63655946e-01 -1.05947627e-01 -2.59626523e-01 3.74803218e-01
-6.80344421e-02]
[ -4.82200716e-02 -2.01873002e-01 -1.67686758e-01 -3.42494961e-01
-4.50330760e-02 4.10387401e-02 -1.10741727e-01 -1.08337012e-01
-2.60665552e-01 -3.47122060e-01 -9.38780258e-02 1.84989580e-01
7.61066105e-02]
[ 9.77240522e-02 9.34347913e-02 -1.92311709e-02 -2.64471578e-01
-3.15588627e-01 4.64376215e-03 -2.24722328e-01 -3.54485688e-01
-3.45246617e-01 -5.76235913e-02 -1.35999334e-01 2.92890990e-01
-1.50168648e-03]
[ -6.05942811e-02 -1.11154230e-02 -2.84345029e-01 -6.74988752e-02
6.86714083e-02 1.55224067e-01 -2.50659952e-01 -1.83596035e-01
-5.67184766e-02 -4.71974793e-02 1.62917597e-01 7.09768352e-01
-8.74027365e-02]
[ 1.36262321e-01 3.32202196e-01 -1.96112628e-01 7.64167143e-01
1.12612314e-01 2.74462964e-03 -2.14047656e-01 -3.76917629e-01
-2.30671066e-01 -3.16844805e-01 7.54198835e-01 9.31156688e-01
-1.31654336e+00]
[ -3.07691219e-03 1.67088430e-01 5.60287623e-02 3.72042879e-01
-5.38710269e-03 -6.47888171e-02 -2.73299809e-01 -3.32985851e-01
-2.80012655e-01 -2.02792010e-01 5.76415364e-01 9.06394186e-01
-1.27660897e+00]
[ -2.74172973e-02 -1.42343558e-01 -1.47864090e-01 3.16309610e-01
-1.85608622e-01 2.37806997e-01 -3.12293638e-02 -1.69092831e-01
-2.23858629e-01 -3.51379774e-01 1.98456189e-01 5.12686196e-01
-6.34406185e-01]
[ 8.38736352e-02 -3.82808751e-01 -5.09010959e-02 2.27130538e-02
-1.16666858e-01 1.99890573e-01 8.33300626e-02 1.71231341e-01
-1.86138301e-01 -5.00136975e-03 -5.12949244e-02 3.31446701e-01
-3.64129786e-01]
[ 2.12035466e-01 -2.96457449e-01 -1.18615117e-01 -7.85319443e-02
-2.17381408e-01 1.22910336e-01 4.47153916e-02 -1.23346251e-01
-5.75259838e-02 -4.55072990e-02 -1.63055380e-01 -2.10677008e-01
-2.03625804e-01]
[ -1.32232488e-01 -8.10808641e-02 3.83633162e-02 -2.49859518e-01
-5.98461553e-02 -1.41230609e-01 5.30769342e-02 -6.27219515e-04
-9.45678956e-02 2.40508849e-02 -3.28678068e-01 -4.75105042e-01
-1.10588383e-01]
[ -1.43162656e-01 -1.34400812e-01 -6.90814752e-02 -2.81306296e-01
-3.44487925e-01 -2.89178245e-01 1.60688416e-01 1.45504998e-01
8.31519205e-03 1.22074206e-01 -2.74390537e-01 -8.66891100e-01
2.28817030e-02]
[ -1.27311611e-01 -2.54256471e-01 -3.01953034e-01 -9.12360374e-01
-3.06152449e-01 -2.07373405e-01 -1.26293501e-01 -1.20146633e-02
4.51540399e-02 -4.56391374e-01 -7.28916037e-01 -7.14729670e-01
-1.23428134e+00]
[ -1.26634756e-01 1.36153060e-01 1.29257659e-02 1.51091585e-01
-1.99892048e-01 -1.76653919e-01 -1.60557535e-01 -1.28453151e-04
-1.47226100e-01 -1.49408216e-01 -1.05947785e-01 -3.56632251e-01
5.64326422e-02]
[ -3.63906244e-01 -1.19272223e-01 -2.72839009e-01 3.30554777e-01
-2.00842094e-01 -2.32663466e-01 -1.33986703e-01 -9.32879555e-02
1.21672064e-02 4.08106906e-02 1.03253124e-01 -3.47389377e-01
2.48807346e-01]
[ -1.34225163e-01 -4.77800513e-02 -2.54794918e-01 1.92879722e-01
-2.27361009e-01 -2.80026118e-01 -3.86934614e-01 -2.75308298e-02
8.93132576e-03 -1.06383297e-01 -1.92413550e-01 -3.30305914e-01
1.44111850e-01]
[ -2.50318584e-01 -5.31878669e-01 -3.40966285e-01 -3.30124897e-02
-3.18417496e-01 -2.33403832e-01 -1.52398606e-01 -2.39909382e-01
1.13619148e-02 -2.59854793e-01 -4.28288626e-02 -3.36462633e-01
6.16913179e-02]
[ -2.23424421e-01 -2.95888277e-01 -3.21869167e-01 -6.84686496e-02
-8.74819570e-02 -1.51084971e-01 -8.89532595e-02 2.84953321e-02
-2.02448591e-01 -5.08762622e-01 -2.18122031e-01 -2.35948036e-01
-3.19231906e-02]
[ -9.48934683e-02 -1.54615127e-02 -2.43755679e-01 -9.52894864e-01
-2.72774623e-01 -2.59402316e-01 7.18702327e-02 -4.79912226e-01
1.28813075e-01 -1.94235412e-01 -6.90516399e-01 -3.27532114e-01
-1.16316069e+00]]
Progress: 30.7% ... Training loss: 0.199 ... Validation loss: 0.337[[-0.23301796]
[ 0.26440111]
[-0.08550571]
[ 1.27961009]
[ 0.26623609]
[-0.03470573]
[-0.89968059]
[-0.81016908]
[-0.5456717 ]
[-0.82764917]
[ 1.28007262]
[ 3.03001433]
[-2.37254872]]
[[ -5.19427300e-01 -4.90456876e-01 -5.89783442e-01 1.07593135e-02
-2.89120869e-01 -5.94924906e-01 4.52167507e-02 -2.30556995e-01
-3.00276624e-01 -2.95999415e-01 2.72581136e-01 1.05857733e+00
3.13359674e-01]
[ 9.14147837e-03 -1.36282798e-01 4.82192215e-02 -9.83282201e-02
-3.96421857e-02 5.82235292e-02 -1.05304229e-01 1.89458567e-01
-1.49883579e-01 -1.83391072e-01 -1.17776875e-01 -1.12936167e-01
-6.56421633e-02]
[ -2.84031323e-01 1.38853816e-01 -3.64549460e-02 6.15853269e-02
7.80196996e-02 -1.35044075e-01 -1.08208814e-01 -1.84187215e-01
2.56232395e-01 -4.91719029e-01 1.17182529e-01 7.16603004e-01
8.65868264e-01]
[ 2.60372210e-01 -2.42017878e-01 -2.77307780e-01 1.33465242e-01
-2.67545840e-01 1.12969682e-02 5.27585478e-01 -5.71472812e-01
3.31819053e-01 -1.83619299e-01 -7.32626048e-02 -3.08423933e-01
-3.84785675e-01]
[ 1.35916378e-01 1.06883893e-02 1.14627647e-01 -1.36686489e-01
-2.38710097e-02 7.33652587e-02 -1.83366486e-01 -1.73272007e-01
6.87744621e-02 2.53506956e-01 6.04199603e-03 -7.95529188e-02
-9.61869957e-02]
[ -4.85515838e-01 -6.16626918e-01 -6.01468535e-01 -6.02425344e-01
-5.94737583e-01 -5.64900086e-01 -3.79798814e-01 -1.58893799e-01
-4.72287918e-01 -2.41910256e-01 -5.96388587e-01 -9.04030642e-01
-7.06351125e-01]
[ -4.12772211e-01 -5.95238450e-01 -3.25821268e-01 -4.39183445e-01
-4.18857253e-01 -5.64227299e-01 -4.07155397e-01 -4.84338750e-01
-3.00525894e-01 -9.85915237e-02 -4.88667869e-01 -5.24901700e-01
-5.99372380e-01]
[ -3.46652173e-01 -3.41474491e-01 -4.88504705e-01 -1.46918084e-01
-3.17794537e-01 -4.26593881e-01 -2.85739891e-01 -2.92302413e-01
-2.91562655e-01 -5.85459146e-01 -3.05567677e-01 -7.50390906e-01
-6.13316700e-01]
[ -4.66577900e-01 -3.40686826e-01 -3.85687548e-01 -2.44866857e-01
-3.32251399e-01 -2.17776416e-01 -3.37317606e-02 -4.56269233e-01
-2.61140359e-01 -4.60533492e-01 -1.93382527e-01 -2.22987043e-01
-2.39546603e-01]
[ -9.55622387e-01 -9.53681459e-01 -9.89976665e-01 -7.63302176e-01
-1.04440135e+00 -9.90419945e-01 -5.31174018e-01 -5.81897921e-01
-7.32487799e-01 -5.75853751e-01 -8.07725358e-01 -6.30768762e-01
-9.10441561e-01]
[ -5.15981085e-01 -2.67481860e-01 -4.73725469e-01 -3.53925925e-01
-3.44065232e-01 -3.64712262e-01 -6.30387191e-01 -6.26752774e-01
-6.71520768e-01 -1.04170376e-01 -5.43192466e-01 -7.87978584e-01
-6.61522450e-01]
[ -1.18712679e-01 2.54836865e-02 -3.44044292e-01 -4.69696156e-01
-1.04309995e-01 -7.50077978e-02 -2.02610550e-01 -4.25692366e-01
-1.80799906e-01 5.23498672e-02 -5.12114030e-01 -1.14308501e+00
-7.05360985e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57185243e-01 -1.22636686e-01 1.63543566e-01 -2.88452171e-01
-1.32594925e-01 1.13090586e-01 -1.35631115e-01 5.70850550e-03
-8.55179343e-02 5.98969086e-02 -2.08570971e-01 -4.38934634e-01
-6.69424641e-02]
[ -9.45281110e-02 -2.63404211e-01 -1.81829023e-01 -2.66838423e-01
-4.75138212e-01 -8.73046934e-02 -9.05498864e-02 -1.56170258e-02
-8.24198803e-02 -1.37993084e-02 -2.25853100e-01 -4.15871513e-01
-2.84779950e-01]
[ -6.44105116e-02 -3.12047943e-02 -2.26975623e-01 -2.73591554e-01
1.11237686e-01 -1.61010595e-01 -1.88825842e-01 1.33222350e-01
-1.08519768e-02 1.37550656e-01 -2.19635388e-01 -2.97491364e-02
-8.68723320e-02]
[ 3.75103185e-02 -1.67279547e-01 -1.48913134e-01 -8.99294837e-02
-1.25587092e-01 -1.06858595e-01 1.02488969e-01 -1.45736161e-01
-1.91897605e-02 3.14978263e-02 -3.50908837e-02 -1.03141581e-01
-2.15801832e-02]
[ -2.91025838e-01 -1.41152579e-01 -7.88398115e-02 -1.30054477e-01
-3.00648794e-01 -2.76095702e-01 -3.58121914e-01 1.29779063e-02
-3.23478780e-01 -2.18694505e-01 1.43956522e-01 -1.77915652e-01
1.33960464e-01]
[ -2.30944674e-01 -1.24247262e-01 -9.49968987e-02 -4.33522411e-02
-8.41802224e-02 -1.20597142e-01 -8.05924845e-02 5.80801211e-04
-1.39697932e-01 -9.84359806e-02 -3.11233722e-03 -2.29630038e-01
-1.39032119e-01]
[ -1.79464794e-01 -6.74278627e-02 -2.31046986e-01 -2.38258007e-01
-1.56381074e-01 -2.06214739e-01 -3.59340726e-01 -1.22811337e-01
1.19245604e-01 -2.47250329e-01 -3.56302711e-01 -3.45206889e-01
-3.98906443e-01]
[ -3.72229726e-01 -5.71807203e-02 -1.52343561e-01 -9.74411028e-02
-4.37171214e-02 -3.13879279e-01 2.41300809e-02 -9.49582876e-02
-1.25999802e-01 4.60656487e-02 4.59979551e-02 -2.45812641e-01
-3.90594320e-01]
[ -1.61813323e-01 -1.40665711e-01 -5.36778879e-02 -1.98476386e-01
-1.26637646e-01 -2.95728577e-01 4.06893240e-02 -1.52543382e-01
-2.03158813e-01 4.64184949e-02 1.92304819e-01 -1.66840257e-02
-1.33504268e-01]
[ -1.30503936e-01 -1.69809910e-01 -1.15122376e-01 -2.95013575e-01
9.45105612e-02 -1.78861937e-02 -1.69747461e-01 -1.77604169e-01
1.12482311e-01 -9.53740315e-02 -1.22862650e-01 -7.30102446e-03
-3.12427787e-01]
[ -3.98405467e-02 -3.53043233e-02 -1.50037050e-01 -1.06829952e-01
-2.30020331e-01 6.29210039e-02 -4.84930866e-02 -4.30028346e-02
-2.21851276e-01 -9.00103680e-02 -1.32097778e-01 -3.85024061e-01
-2.00350994e-01]
[ -6.69544969e-02 2.07161015e-02 -1.28791234e-01 -3.46569022e-01
1.17806848e-01 2.06006354e-02 -1.87952152e-01 -1.42999718e-01
1.31921486e-01 -5.05545609e-02 -3.12351453e-01 -3.01951003e-01
-3.24885949e-01]
[ 7.16932139e-02 -3.04442643e-01 -8.67018431e-02 -4.64493748e-01
-2.18825071e-01 -9.07185130e-02 4.82376051e-02 8.26530269e-02
-2.79103247e-02 2.83325654e-01 -5.46369247e-01 -8.71474810e-01
4.68102323e-01]
[ -2.27223782e-01 -2.40539777e-01 -1.33438756e-01 -3.21747812e-01
-2.97774088e-01 -9.44501871e-02 2.02409061e-01 3.46339985e-02
2.79492844e-01 3.02800434e-02 -4.30326713e-01 -1.06730592e+00
6.63420952e-01]
[ -1.91138480e-02 -1.83123463e-01 1.94055703e-02 -3.27467494e-01
-1.68291315e-01 1.64390143e-01 2.04321562e-01 2.51210051e-01
-3.29884384e-02 2.23830334e-01 -2.51317250e-01 -1.15434148e+00
7.75543550e-01]
[ -4.18338937e-03 -4.17904207e-02 -1.26819881e-01 -1.45830292e-01
-1.77665943e-01 -4.82080059e-02 3.11915474e-01 1.64144734e-01
2.56090293e-01 3.61649697e-01 -5.13065257e-01 -1.10476274e+00
8.19554973e-01]
[ -8.68815036e-02 -2.77198224e-01 5.74324685e-02 -3.62541412e-01
-1.47758883e-01 1.15880182e-01 3.84881440e-01 1.43414126e-01
-6.50741177e-02 1.59481255e-01 -5.78492926e-01 -1.08529142e+00
8.89277516e-01]
[ 1.16967439e-01 -8.73422283e-02 1.42767897e-02 -1.72651618e-01
-8.12631055e-02 -1.93925147e-02 2.75365151e-01 3.75562874e-01
4.25604815e-01 2.58333170e-01 -5.74196587e-01 -1.02175214e+00
5.98831161e-01]
[ 9.61735477e-04 -1.42062306e-01 2.32395122e-02 1.51688150e-02
-9.57428203e-02 -2.83238607e-01 1.11255731e-01 3.72864522e-01
2.23620330e-02 1.35500311e-01 -2.78235503e-01 -8.65505633e-01
2.52289351e-01]
[ 9.84169852e-02 9.39325501e-02 8.94580514e-03 2.13322937e-01
-9.79641723e-02 -5.74969454e-02 -1.24156007e-01 -1.14543567e-01
-2.23798670e-01 -1.03973644e-01 -8.22695411e-02 2.04867530e-01
-4.64157960e-01]
[ 5.10772921e-02 -1.17552970e-01 1.49551751e-01 4.52688325e-01
2.38901822e-01 9.39049003e-03 -3.68515451e-01 -3.36128185e-01
-2.06345548e-02 -5.45025645e-01 2.93949839e-01 9.38831064e-01
-8.44385143e-01]
[ 2.49515393e-02 7.83974888e-02 -2.14508174e-01 1.12663214e-01
3.53507131e-02 -3.11791873e-03 -2.00826909e-01 -3.59779792e-01
-2.85002254e-01 -2.61912160e-01 -1.35904333e-02 -1.03287509e-01
-2.09646201e-01]
[ -6.87225179e-02 -2.04100602e-01 5.75065616e-02 3.79455106e-02
-1.26563812e-01 -1.36634820e-01 -4.89236027e-02 -6.24522607e-02
2.78717304e-02 -4.06665796e-01 -3.42701255e-01 -2.12654400e-01
9.45670168e-02]
[ -4.75314597e-03 -2.63159338e-01 4.97034579e-02 -3.51096757e-01
-1.87803265e-01 -2.34480685e-01 -3.35278538e-01 -2.58429050e-02
-5.99729304e-02 1.97265501e-02 -2.26597308e-01 2.52664630e-01
1.06025040e-01]
[ 1.58373456e-01 6.29597112e-02 -1.10359075e-01 -3.32258675e-01
-5.18964073e-02 -1.04123988e-01 -2.50300886e-01 -5.44103876e-02
-2.24526568e-01 -2.78517618e-01 -2.24699778e-01 5.30181242e-01
-4.78998979e-03]
[ -1.84242768e-01 -1.75293291e-01 -1.18809439e-01 -3.28219565e-01
-4.61856125e-02 2.39875635e-02 -2.46677818e-01 -2.94286626e-01
-1.65209298e-01 -1.08516354e-01 -2.56810204e-01 3.87273777e-01
-7.38000972e-02]
[ -4.88071225e-02 -2.01357608e-01 -1.67907006e-01 -3.41972636e-01
-4.45355353e-02 4.09351147e-02 -1.12706856e-01 -1.10504582e-01
-2.61862804e-01 -3.49715925e-01 -9.26205240e-02 1.88106476e-01
7.58236533e-02]
[ 9.78070246e-02 9.32655864e-02 -1.92171551e-02 -2.66723958e-01
-3.15727533e-01 4.65371768e-03 -2.23589882e-01 -3.54115714e-01
-3.44840505e-01 -5.73417604e-02 -1.38090622e-01 2.89960324e-01
2.62109662e-03]
[ -6.02979994e-02 -1.15408792e-02 -2.84250349e-01 -6.98281581e-02
6.82432142e-02 1.55281874e-01 -2.49351200e-01 -1.82683644e-01
-5.55606041e-02 -4.62712147e-02 1.60591952e-01 7.03512116e-01
-8.30073597e-02]
[ 1.36200688e-01 3.32243508e-01 -1.96123406e-01 7.65431402e-01
1.12615312e-01 2.74539755e-03 -2.14450287e-01 -3.77149913e-01
-2.31005166e-01 -3.17314188e-01 7.55484414e-01 9.34199726e-01
-1.31763466e+00]
[ -3.22708445e-03 1.67254360e-01 5.60337509e-02 3.73492740e-01
-5.23008614e-03 -6.48151506e-02 -2.74454396e-01 -3.32185537e-01
-2.80809639e-01 -2.02571717e-01 5.77280699e-01 9.08300419e-01
-1.27793064e+00]
[ -2.77534927e-02 -1.41947991e-01 -1.47975753e-01 3.19182910e-01
-1.85268702e-01 2.37742308e-01 -3.27355404e-02 -1.70180200e-01
-2.24979149e-01 -3.52528033e-01 2.01017602e-01 5.18271840e-01
-6.38716036e-01]
[ 8.39949183e-02 -3.82856934e-01 -5.08656144e-02 2.19450787e-02
-1.16799279e-01 1.99916380e-01 8.40049524e-02 1.71899620e-01
-1.85891798e-01 -4.12846342e-03 -5.22702463e-02 3.28336815e-01
-3.62714678e-01]
[ 2.11982300e-01 -2.96398874e-01 -1.18627007e-01 -7.80435439e-02
-2.17333133e-01 1.22905858e-01 4.40592382e-02 -1.23656623e-01
-5.78798592e-02 -4.57075012e-02 -1.62494735e-01 -2.08236046e-01
-2.04714346e-01]
[ -1.32350546e-01 -8.08685057e-02 3.82750332e-02 -2.47945789e-01
-5.95783250e-02 -1.41259868e-01 5.18175457e-02 -2.06232448e-03
-9.53664928e-02 2.29567927e-02 -3.26602927e-01 -4.68493341e-01
-1.16100856e-01]
[ -1.43187707e-01 -1.34359649e-01 -6.90949811e-02 -2.81048409e-01
-3.44439554e-01 -2.89182924e-01 1.60512231e-01 1.45283851e-01
8.16806877e-03 1.21871448e-01 -2.74036523e-01 -8.65976867e-01
2.19440589e-02]
[ -1.28216039e-01 -2.53343239e-01 -3.02319631e-01 -9.10057079e-01
-3.05149890e-01 -2.07529541e-01 -1.30619536e-01 -1.75581972e-02
4.27472222e-02 -4.61309828e-01 -7.25680319e-01 -7.00075276e-01
-1.24331894e+00]
[ -1.26395431e-01 1.35729208e-01 1.30924152e-02 1.49598604e-01
-2.00168358e-01 -1.76604067e-01 -1.60431015e-01 1.79318894e-03
-1.46848208e-01 -1.47881324e-01 -1.08243276e-01 -3.61759420e-01
5.86534550e-02]
[ -3.64429958e-01 -1.18568642e-01 -2.73067103e-01 3.36749818e-01
-2.00085692e-01 -2.32771896e-01 -1.37570686e-01 -9.55573795e-02
1.00003199e-02 3.83650174e-02 1.09329530e-01 -3.33479375e-01
2.41293933e-01]
[ -1.35399402e-01 -4.67059570e-02 -2.55114665e-01 2.02527264e-01
-2.26500322e-01 -2.80185010e-01 -3.93026634e-01 -3.16452141e-02
5.66920381e-03 -1.10829647e-01 -1.84715559e-01 -3.15010832e-01
1.34976603e-01]
[ -2.50405219e-01 -5.31699632e-01 -3.41013875e-01 -3.09010255e-02
-3.18175940e-01 -2.33403768e-01 -1.53447043e-01 -2.41234937e-01
1.04940407e-02 -2.60504006e-01 -4.10740625e-02 -3.28945125e-01
5.73305599e-02]
[ -2.23542153e-01 -2.95986043e-01 -3.21883837e-01 -6.85953700e-02
-8.75698003e-02 -1.51097261e-01 -8.92219248e-02 2.88318853e-02
-2.02558062e-01 -5.08951896e-01 -2.18509991e-01 -2.37238026e-01
-3.14006430e-02]
[ -9.55752378e-02 -1.50966026e-02 -2.43850877e-01 -9.52203422e-01
-2.72545398e-01 -2.59498135e-01 6.92894523e-02 -4.80778617e-01
1.27009505e-01 -1.96738468e-01 -6.89288659e-01 -3.27101115e-01
-1.16552558e+00]]
Progress: 30.8% ... Training loss: 0.198 ... Validation loss: 0.347[[-0.24271412]
[ 0.25739128]
[-0.09017499]
[ 1.27310341]
[ 0.26018569]
[-0.0405116 ]
[-0.92315901]
[-0.81630993]
[-0.56365566]
[-0.83462853]
[ 1.27586649]
[ 3.02399896]
[-2.38563913]]
[[ -5.18220690e-01 -4.91594909e-01 -5.89520684e-01 6.85370020e-03
-2.89815185e-01 -5.94821506e-01 5.51553539e-02 -2.26119170e-01
-2.95856281e-01 -2.90666021e-01 2.68875100e-01 1.03739563e+00
3.26834924e-01]
[ 9.12145471e-03 -1.36269644e-01 4.82132792e-02 -9.82528683e-02
-3.96290143e-02 5.82205565e-02 -1.05380891e-01 1.89391373e-01
-1.49914071e-01 -1.83461637e-01 -1.17725482e-01 -1.12920387e-01
-6.56612803e-02]
[ -2.83379207e-01 1.38258855e-01 -3.62540003e-02 5.72082844e-02
7.73547671e-02 -1.34972710e-01 -1.06393847e-01 -1.82776590e-01
2.58294950e-01 -4.90508093e-01 1.14505546e-01 7.09807707e-01
8.74612806e-01]
[ 2.63144179e-01 -2.44826891e-01 -2.76707550e-01 1.16668074e-01
-2.70194006e-01 1.16383678e-02 5.43071136e-01 -5.67060857e-01
3.40657747e-01 -1.77691469e-01 -8.61800916e-02 -3.43341595e-01
-3.76511972e-01]
[ 1.34931980e-01 1.21170115e-02 1.14267083e-01 -1.31433133e-01
-2.20987080e-02 7.31919654e-02 -1.90622708e-01 -1.79206973e-01
6.48661536e-02 2.47522048e-01 1.49311785e-02 -4.98642857e-02
-1.05157001e-01]
[ -4.85722676e-01 -6.16575929e-01 -6.01520087e-01 -5.99946948e-01
-5.94571452e-01 -5.64912073e-01 -3.79642656e-01 -1.59511882e-01
-4.72649292e-01 -2.42676765e-01 -5.94499274e-01 -8.99421237e-01
-7.07405433e-01]
[ -4.12229358e-01 -5.95878074e-01 -3.25616572e-01 -4.41772222e-01
-4.19612855e-01 -5.64174345e-01 -4.02086963e-01 -4.80683146e-01
-2.97943879e-01 -9.44161192e-02 -4.93516556e-01 -5.43806703e-01
-5.89893467e-01]
[ -3.45552077e-01 -3.42348397e-01 -4.88326962e-01 -1.52036505e-01
-3.18428473e-01 -4.26505073e-01 -2.80664304e-01 -2.91497082e-01
-2.88823125e-01 -5.83740286e-01 -3.07533336e-01 -7.58008944e-01
-6.12702961e-01]
[ -4.66187837e-01 -3.40808557e-01 -3.85651891e-01 -2.47982153e-01
-3.32464229e-01 -2.17728564e-01 -3.09511169e-02 -4.55801505e-01
-2.59605833e-01 -4.59960999e-01 -1.95483388e-01 -2.25133019e-01
-2.36515486e-01]
[ -9.54981652e-01 -9.53944401e-01 -9.89883933e-01 -7.63196159e-01
-1.04471628e+00 -9.90370731e-01 -5.24910341e-01 -5.79582448e-01
-7.30265069e-01 -5.72180864e-01 -8.09362019e-01 -6.40177729e-01
-9.04432734e-01]
[ -5.14248290e-01 -2.69401785e-01 -4.73329030e-01 -3.64548872e-01
-3.45809229e-01 -3.64504527e-01 -6.21098561e-01 -6.23800192e-01
-6.65447049e-01 -1.00244595e-01 -5.51223464e-01 -8.09391780e-01
-6.52934284e-01]
[ -1.19260034e-01 2.60822823e-02 -3.44166919e-01 -4.67523323e-01
-1.03687307e-01 -7.50871217e-02 -2.05082034e-01 -4.26649839e-01
-1.82601658e-01 5.04514478e-02 -5.09472265e-01 -1.13632245e+00
-7.07888517e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57110666e-01 -1.22743641e-01 1.63577433e-01 -2.89199627e-01
-1.32683387e-01 1.13105224e-01 -1.34456914e-01 6.82414844e-03
-8.53548418e-02 6.06343721e-02 -2.09421297e-01 -4.42325560e-01
-6.62602481e-02]
[ -9.49453727e-02 -2.63190424e-01 -1.81908267e-01 -2.63146912e-01
-4.74917124e-01 -8.73457418e-02 -9.28407576e-02 -1.74042273e-02
-8.34480194e-02 -1.55429910e-02 -2.23245725e-01 -4.09233600e-01
-2.86783030e-01]
[ -6.42358591e-02 -3.12980878e-02 -2.26958906e-01 -2.74416545e-01
1.11176451e-01 -1.60994710e-01 -1.87259007e-01 1.33632308e-01
-1.01107552e-02 1.38320073e-01 -2.19948501e-01 -3.07462578e-02
-8.43818233e-02]
[ 3.75897417e-02 -1.67397729e-01 -1.48874468e-01 -9.01525189e-02
-1.25730926e-01 -1.06854886e-01 1.03728277e-01 -1.44638647e-01
-1.88479063e-02 3.26156498e-02 -3.63554704e-02 -1.09936763e-01
-2.00421802e-02]
[ -2.90769184e-01 -1.41398330e-01 -7.87687005e-02 -1.30990168e-01
-3.00923679e-01 -2.76072974e-01 -3.56247668e-01 1.40730240e-02
-3.22440772e-01 -2.17519094e-01 1.42475862e-01 -1.82971645e-01
1.36045799e-01]
[ -2.30748895e-01 -1.24613534e-01 -9.48958151e-02 -4.53141064e-02
-8.45454320e-02 -1.20566949e-01 -7.85767399e-02 2.06999409e-03
-1.38422680e-01 -9.69417102e-02 -5.85685927e-03 -2.37277748e-01
-1.32944180e-01]
[ -1.78528875e-01 -6.85350700e-02 -2.30879567e-01 -2.42648129e-01
-1.57195532e-01 -2.06128105e-01 -3.54711235e-01 -1.21713846e-01
1.22256235e-01 -2.45048768e-01 -3.59497039e-01 -3.55110945e-01
-3.96246220e-01]
[ -3.72258206e-01 -5.67473213e-02 -1.52379761e-01 -9.55977037e-02
-4.33164117e-02 -3.13895000e-01 2.25445561e-02 -9.65479180e-02
-1.27038429e-01 4.47675494e-02 4.95164782e-02 -2.36076307e-01
-3.96811600e-01]
[ -1.61677677e-01 -1.40743918e-01 -5.36642513e-02 -2.00053880e-01
-1.26720759e-01 -2.95721340e-01 4.23757332e-02 -1.51832758e-01
-2.02703635e-01 4.68354738e-02 1.91021137e-01 -2.19079044e-02
-1.31934658e-01]
[ -1.30227754e-01 -1.69971355e-01 -1.15074506e-01 -2.97253859e-01
9.42352473e-02 -1.78379892e-02 -1.67475944e-01 -1.76777709e-01
1.13710338e-01 -9.46887252e-02 -1.24778277e-01 -1.05540728e-02
-3.08293509e-01]
[ -3.98403616e-02 -3.51321901e-02 -1.50084974e-01 -1.06960021e-01
-2.29843760e-01 6.29034480e-02 -4.87611684e-02 -4.38312194e-02
-2.21886346e-01 -9.05406203e-02 -1.31606782e-01 -3.82480445e-01
-2.01931929e-01]
[ -6.68115990e-02 2.05898221e-02 -1.28751692e-01 -3.47417022e-01
1.17678752e-01 2.06233587e-02 -1.87184603e-01 -1.42325922e-01
1.32264756e-01 -4.98805097e-02 -3.12947397e-01 -3.02660559e-01
-3.24263304e-01]
[ 7.17369003e-02 -3.04531906e-01 -8.66830931e-02 -4.65510234e-01
-2.18935951e-01 -9.07154225e-02 4.92251100e-02 8.31254748e-02
-2.74541407e-02 2.83708739e-01 -5.47343173e-01 -8.74839128e-01
4.71242612e-01]
[ -2.27222272e-01 -2.40560227e-01 -1.33448563e-01 -3.22399982e-01
-2.97862537e-01 -9.44432567e-02 2.02652715e-01 3.44822925e-02
2.79720993e-01 3.02530801e-02 -4.30860862e-01 -1.06887719e+00
6.64479227e-01]
[ -1.90650995e-02 -1.83168547e-01 1.94158397e-02 -3.28115911e-01
-1.68348819e-01 1.64397626e-01 2.04783121e-01 2.51454914e-01
-3.27405557e-02 2.23940029e-01 -2.51833795e-01 -1.15530459e+00
7.76894472e-01]
[ -4.10893136e-03 -4.18686246e-02 -1.26802645e-01 -1.46494352e-01
-1.77726027e-01 -4.82023102e-02 3.12900770e-01 1.64514008e-01
2.56629786e-01 3.62202010e-01 -5.13498692e-01 -1.10666711e+00
8.21257782e-01]
[ -8.69608359e-02 -2.77148124e-01 5.74180767e-02 -3.62391099e-01
-1.47706461e-01 1.15870850e-01 3.84739054e-01 1.43347617e-01
-6.52668099e-02 1.59228222e-01 -5.78397982e-01 -1.08523959e+00
8.89165014e-01]
[ 1.17084456e-01 -8.74236835e-02 1.43014344e-02 -1.73193997e-01
-8.13388124e-02 -1.93827858e-02 2.76373039e-01 3.76072731e-01
4.26139849e-01 2.58927721e-01 -5.74701543e-01 -1.02333442e+00
6.00096147e-01]
[ 1.14948426e-03 -1.42314180e-01 2.32975432e-02 1.43513912e-02
-9.59787898e-02 -2.83216669e-01 1.12118128e-01 3.73577225e-01
2.30493280e-02 1.36019027e-01 -2.78984076e-01 -8.66644366e-01
2.53849645e-01]
[ 1.00047365e-01 9.23538776e-02 9.27033874e-03 2.05288809e-01
-9.92088069e-02 -5.73327174e-02 -1.14671378e-01 -1.10453965e-01
-2.19326188e-01 -9.87303097e-02 -8.94721460e-02 1.79897526e-01
-4.60951422e-01]
[ 5.12080813e-02 -1.17803758e-01 1.49563583e-01 4.53744463e-01
2.38782305e-01 9.41526202e-03 -3.68012138e-01 -3.38105759e-01
-1.97803531e-02 -5.46436873e-01 2.95164298e-01 9.44664548e-01
-8.45769845e-01]
[ 2.49151179e-02 7.84207909e-02 -2.14528221e-01 1.12978228e-01
3.53915844e-02 -3.12148609e-03 -2.00733747e-01 -3.59937430e-01
-2.84889511e-01 -2.62424279e-01 -1.31444510e-02 -1.03107060e-01
-2.10382633e-01]
[ -6.86149994e-02 -2.04175284e-01 5.75461136e-02 3.74590786e-02
-1.26660722e-01 -1.36620136e-01 -4.90368722e-02 -6.22386660e-02
2.79336274e-02 -4.06228208e-01 -3.42959543e-01 -2.11592777e-01
9.51651505e-02]
[ -4.68670390e-03 -2.63225065e-01 4.97224897e-02 -3.51260427e-01
-1.87860414e-01 -2.34473096e-01 -3.35028035e-01 -2.57254997e-02
-5.98143321e-02 1.99794201e-02 -2.26830199e-01 2.52240312e-01
1.06235074e-01]
[ 1.58458800e-01 6.28152693e-02 -1.10319490e-01 -3.33016858e-01
-5.20503168e-02 -1.04114574e-01 -2.49924465e-01 -5.36583717e-02
-2.24272038e-01 -2.77911330e-01 -2.25698173e-01 5.27201969e-01
-2.23505332e-03]
[ -1.84655684e-01 -1.74807614e-01 -1.18887475e-01 -3.27130488e-01
-4.57420003e-02 2.39329488e-02 -2.48857860e-01 -2.94578917e-01
-1.66627250e-01 -1.09507507e-01 -2.55165198e-01 3.91297855e-01
-7.37325764e-02]
[ -4.88502970e-02 -2.01198778e-01 -1.67935246e-01 -3.42889366e-01
-4.45109792e-02 4.09229026e-02 -1.12809456e-01 -1.10949571e-01
-2.61608957e-01 -3.49933236e-01 -9.34666732e-02 1.86895185e-01
7.82638485e-02]
[ 9.75995568e-02 9.32821772e-02 -1.92353421e-02 -2.68292238e-01
-3.15748274e-01 4.63305513e-03 -2.24039996e-01 -3.53592415e-01
-3.44852324e-01 -5.76368839e-02 -1.39849944e-01 2.87088154e-01
7.82939651e-03]
[ -6.03972959e-02 -1.14014108e-02 -2.84294035e-01 -6.95847562e-02
6.83763610e-02 1.55262827e-01 -2.49864605e-01 -1.83421272e-01
-5.58842417e-02 -4.73064989e-02 1.61355118e-01 7.07074456e-01
-8.36129762e-02]
[ 1.36221068e-01 3.32237248e-01 -1.96123562e-01 7.65445666e-01
1.12610472e-01 2.74700332e-03 -2.14365609e-01 -3.77010022e-01
-2.30964488e-01 -3.17233278e-01 7.55393291e-01 9.33768727e-01
-1.31774544e+00]
[ -3.27960634e-03 1.67625450e-01 5.59858905e-02 3.77079514e-01
-4.87092324e-03 -6.48266943e-02 -2.75292987e-01 -3.33231812e-01
-2.81524519e-01 -2.02842919e-01 5.80913214e-01 9.12904828e-01
-1.28296764e+00]
[ -2.76307273e-02 -1.41994844e-01 -1.47934551e-01 3.19564489e-01
-1.85329061e-01 2.37764168e-01 -3.17545510e-02 -1.69258033e-01
-2.25093170e-01 -3.51313756e-01 2.01070816e-01 5.16977095e-01
-6.40708903e-01]
[ 8.37997825e-02 -3.82524154e-01 -5.09584884e-02 2.49356372e-02
-1.16460602e-01 1.99882192e-01 8.25735086e-02 1.70175467e-01
-1.86941150e-01 -5.02372859e-03 -4.97994182e-02 3.35435196e-01
-3.68629589e-01]
[ 2.11987413e-01 -2.96388344e-01 -1.18631705e-01 -7.80260738e-02
-2.17341152e-01 1.22906938e-01 4.39582979e-02 -1.23953579e-01
-5.79230949e-02 -4.57768990e-02 -1.62415606e-01 -2.07164095e-01
-2.05391174e-01]
[ -1.32133576e-01 -8.11643059e-02 3.83604807e-02 -2.49157922e-01
-5.98655473e-02 -1.41228156e-01 5.31226500e-02 -9.96219710e-04
-9.46729415e-02 2.40521391e-02 -3.27900272e-01 -4.71655367e-01
-1.14066812e-01]
[ -1.43094133e-01 -1.34502733e-01 -6.90605713e-02 -2.81756606e-01
-3.44586346e-01 -2.89171943e-01 1.61838747e-01 1.46356928e-01
8.93378864e-03 1.22460803e-01 -2.75063957e-01 -8.69656124e-01
2.41878830e-02]
[ -1.27240163e-01 -2.54336425e-01 -3.02043697e-01 -9.17319430e-01
-3.06156155e-01 -2.07418256e-01 -1.24326794e-01 -1.31389614e-02
4.59112057e-02 -4.58703211e-01 -7.31513955e-01 -7.14539129e-01
-1.23871590e+00]
[ -1.26497343e-01 1.35787428e-01 1.30420438e-02 1.50372271e-01
-2.00086504e-01 -1.76612930e-01 -1.60534472e-01 1.22799914e-03
-1.47031291e-01 -1.48492501e-01 -1.07538912e-01 -3.60284708e-01
5.81165837e-02]
[ -3.64351863e-01 -1.18707213e-01 -2.73017822e-01 3.35946502e-01
-2.00283950e-01 -2.32752910e-01 -1.37213504e-01 -9.48678856e-02
1.03445840e-02 3.90487416e-02 1.08262270e-01 -3.35240288e-01
2.43906733e-01]
[ -1.35861405e-01 -4.62551629e-02 -2.55247144e-01 2.07833230e-01
-2.25999694e-01 -2.80244016e-01 -3.95357133e-01 -3.43680933e-02
4.44420851e-03 -1.13085974e-01 -1.80336528e-01 -3.04974345e-01
1.33973477e-01]
[ -2.50080852e-01 -5.32085389e-01 -3.40874440e-01 -3.28803416e-02
-3.18650230e-01 -2.33349157e-01 -1.51508073e-01 -2.39837847e-01
1.19300261e-02 -2.58620933e-01 -4.38518662e-02 -3.36922429e-01
6.41902760e-02]
[ -2.23721954e-01 -2.95705553e-01 -3.21974093e-01 -6.67592112e-02
-8.71905302e-02 -1.51118767e-01 -8.95489072e-02 2.80436413e-02
-2.02971907e-01 -5.09950838e-01 -2.16100682e-01 -2.32122273e-01
-3.27882047e-02]
[ -9.43836849e-02 -1.59528654e-02 -2.43675878e-01 -9.58418327e-01
-2.73264576e-01 -2.59416018e-01 7.65423190e-02 -4.78897543e-01
1.30381894e-01 -1.92345189e-01 -6.94128558e-01 -3.43585609e-01
-1.16460411e+00]]
Progress: 30.8% ... Training loss: 0.193 ... Validation loss: 0.338[[-0.23605292]
[ 0.2635739 ]
[-0.08458935]
[ 1.28349058]
[ 0.26604212]
[-0.03453904]
[-0.91920291]
[-0.80882034]
[-0.55588338]
[-0.82855771]
[ 1.28143842]
[ 3.03076505]
[-2.37480554]]
[[ -5.18341517e-01 -4.91799203e-01 -5.89514781e-01 9.24615126e-03
-2.89775210e-01 -5.94833379e-01 5.74700263e-02 -2.25353757e-01
-2.94776387e-01 -2.91095483e-01 2.68889198e-01 1.04008692e+00
3.29629143e-01]
[ 8.67407071e-03 -1.35249438e-01 4.79606531e-02 -9.24475806e-02
-3.86163256e-02 5.81225441e-02 -1.07817564e-01 1.86037847e-01
-1.51996911e-01 -1.84720531e-01 -1.12088844e-01 -9.72695408e-02
-7.86892160e-02]
[ -2.83860008e-01 1.39826097e-01 -3.66815576e-02 6.12264004e-02
7.86395478e-02 -1.35183258e-01 -1.07062487e-01 -1.86983117e-01
2.55212800e-01 -4.90779487e-01 1.16511978e-01 7.19196557e-01
8.49311841e-01]
[ 2.62774975e-01 -2.44566800e-01 -2.76867342e-01 1.17611626e-01
-2.69752445e-01 1.15526326e-02 5.43018712e-01 -5.67057364e-01
3.41487217e-01 -1.80884592e-01 -8.29668661e-02 -3.47599483e-01
-3.77185714e-01]
[ 1.34994899e-01 1.19757093e-02 1.14393597e-01 -1.33926166e-01
-2.25812057e-02 7.32135262e-02 -1.89147490e-01 -1.75886732e-01
6.61500917e-02 2.49527140e-01 1.21900101e-02 -6.54486162e-02
-9.73060812e-02]
[ -4.85643219e-01 -6.16731331e-01 -6.01494982e-01 -5.99371331e-01
-5.94631425e-01 -5.64863393e-01 -3.79207032e-01 -1.59845906e-01
-4.72554490e-01 -2.42828867e-01 -5.93912645e-01 -8.95085873e-01
-7.05082765e-01]
[ -4.13031772e-01 -5.95286342e-01 -3.25785376e-01 -4.36118648e-01
-4.18932783e-01 -5.64281665e-01 -4.06918083e-01 -4.82816818e-01
-3.00320268e-01 -9.69718406e-02 -4.89645114e-01 -5.35038629e-01
-5.95203790e-01]
[ -3.46043645e-01 -3.41476173e-01 -4.88631860e-01 -1.48129907e-01
-3.17576913e-01 -4.26641672e-01 -2.80773312e-01 -2.94575520e-01
-2.90278834e-01 -5.85717313e-01 -3.04807464e-01 -7.49152737e-01
-6.26837663e-01]
[ -4.66182550e-01 -3.40895586e-01 -3.85623703e-01 -2.49619177e-01
-3.32675859e-01 -2.17729589e-01 -3.02111660e-02 -4.54674830e-01
-2.59061902e-01 -4.59040318e-01 -1.97492928e-01 -2.31089043e-01
-2.34260857e-01]
[ -9.55317190e-01 -9.53830557e-01 -9.90016302e-01 -7.59424936e-01
-1.04445325e+00 -9.90431692e-01 -5.24122871e-01 -5.82609293e-01
-7.30629815e-01 -5.74087003e-01 -8.08817491e-01 -6.34881873e-01
-9.08462663e-01]
[ -5.14935755e-01 -2.68444510e-01 -4.73566251e-01 -3.60104037e-01
-3.45006333e-01 -3.64610093e-01 -6.25008158e-01 -6.24883343e-01
-6.67805705e-01 -1.01615454e-01 -5.47268826e-01 -7.99564402e-01
-6.63438721e-01]
[ -1.19446268e-01 2.62326873e-02 -3.44217738e-01 -4.67240617e-01
-1.03493202e-01 -7.51168590e-02 -2.05724460e-01 -4.26959304e-01
-1.83071622e-01 4.99642777e-02 -5.08797028e-01 -1.13544207e+00
-7.08221878e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56905502e-01 -1.22914588e-01 1.63639681e-01 -2.90279491e-01
-1.32850505e-01 1.13146457e-01 -1.33554072e-01 7.51723974e-03
-8.49722837e-02 6.15693290e-02 -2.10325673e-01 -4.43268114e-01
-6.58656853e-02]
[ -9.49141751e-02 -2.63287672e-01 -1.81901564e-01 -2.63614986e-01
-4.75028084e-01 -8.73253081e-02 -9.21784291e-02 -1.70753402e-02
-8.32691991e-02 -1.53384612e-02 -2.23751538e-01 -4.09748629e-01
-2.84151300e-01]
[ -6.47400194e-02 -3.09605813e-02 -2.27062985e-01 -2.69331362e-01
1.11744242e-01 -1.61059345e-01 -1.90864861e-01 1.31107635e-01
-1.17794866e-02 1.35699410e-01 -2.15372794e-01 -1.91786602e-02
-8.90003628e-02]
[ 3.73157611e-02 -1.67222017e-01 -1.48928307e-01 -8.82301122e-02
-1.25542537e-01 -1.06883871e-01 1.02631431e-01 -1.44943833e-01
-1.92945972e-02 3.16669370e-02 -3.50851761e-02 -1.06248069e-01
-1.98733654e-02]
[ -2.90992966e-01 -1.41230841e-01 -7.88241939e-02 -1.29059781e-01
-3.00764986e-01 -2.76102670e-01 -3.57950027e-01 1.34079920e-02
-3.23295531e-01 -2.18408018e-01 1.43884691e-01 -1.81707312e-01
1.32814204e-01]
[ -2.30736310e-01 -1.24511018e-01 -9.49223087e-02 -4.62860234e-02
-8.45031696e-02 -1.20578882e-01 -7.79449672e-02 1.61981309e-03
-1.38285138e-01 -9.66345952e-02 -7.15890039e-03 -2.40269658e-01
-1.31973259e-01]
[ -1.79077021e-01 -6.75750926e-02 -2.31133147e-01 -2.35725761e-01
-1.56169625e-01 -2.06246886e-01 -3.58043866e-01 -1.26301196e-01
1.19197195e-01 -2.46633853e-01 -3.53653234e-01 -3.35952451e-01
-4.10644657e-01]
[ -3.71982071e-01 -5.72641983e-02 -1.52266268e-01 -1.01166250e-01
-4.39272442e-02 -3.13858475e-01 2.67394328e-02 -9.40701219e-02
-1.24632261e-01 4.57663237e-02 4.37843709e-02 -2.52143578e-01
-3.90038772e-01]
[ -1.61886325e-01 -1.40415533e-01 -5.37836898e-02 -1.97878116e-01
-1.26362519e-01 -2.95768967e-01 4.19239064e-02 -1.51558509e-01
-2.03208939e-01 4.63823480e-02 1.92782995e-01 -1.79785316e-02
-1.35801971e-01]
[ -1.30128187e-01 -1.70091728e-01 -1.15033002e-01 -2.97874421e-01
9.40923551e-02 -1.78156409e-02 -1.67071017e-01 -1.76341638e-01
1.13947967e-01 -9.42990797e-02 -1.25459951e-01 -1.23897450e-02
-3.07624295e-01]
[ -4.01732907e-02 -3.47557047e-02 -1.50193772e-01 -1.06122335e-01
-2.29577678e-01 6.28383423e-02 -5.00958227e-02 -4.45843035e-02
-2.22513704e-01 -9.15737563e-02 -1.30491167e-01 -3.80113534e-01
-2.03285116e-01]
[ -6.65538392e-02 2.02687227e-02 -1.28674325e-01 -3.49083087e-01
1.17363219e-01 2.06733162e-02 -1.86221731e-01 -1.41669970e-01
1.32890556e-01 -4.89500532e-02 -3.14623089e-01 -3.06279906e-01
-3.23270031e-01]
[ 7.16977135e-02 -3.04527103e-01 -8.66916021e-02 -4.65867651e-01
-2.18924176e-01 -9.07215284e-02 4.91772296e-02 8.30914233e-02
-2.74030984e-02 2.83624217e-01 -5.47683055e-01 -8.76048551e-01
4.72498711e-01]
[ -2.27097998e-01 -2.40713332e-01 -1.33404471e-01 -3.23902272e-01
-2.98018617e-01 -9.44246478e-02 2.04034815e-01 3.53062057e-02
2.80454807e-01 3.09606352e-02 -4.32186413e-01 -1.07179545e+00
6.68167866e-01]
[ -1.90317850e-02 -1.83190525e-01 1.94239069e-02 -3.28340991e-01
-1.68371832e-01 1.64402454e-01 2.05021787e-01 2.51565755e-01
-3.26268083e-02 2.24048902e-01 -2.52015435e-01 -1.15540807e+00
7.77308022e-01]
[ -4.08139135e-03 -4.19033907e-02 -1.26810187e-01 -1.47052794e-01
-1.77736084e-01 -4.81996382e-02 3.13390769e-01 1.64687014e-01
2.56827005e-01 3.62298671e-01 -5.13883283e-01 -1.10737082e+00
8.22009556e-01]
[ -8.71580340e-02 -2.76981177e-01 5.73510644e-02 -3.61220082e-01
-1.47530413e-01 1.15832833e-01 3.83631825e-01 1.42781906e-01
-6.58866899e-02 1.58496884e-01 -5.77513658e-01 -1.08470656e+00
8.86249390e-01]
[ 1.17080717e-01 -8.74411491e-02 1.43074554e-02 -1.72760215e-01
-8.13836514e-02 -1.93811248e-02 2.76523933e-01 3.76316273e-01
4.26126057e-01 2.59098450e-01 -5.74815798e-01 -1.02442224e+00
5.99637017e-01]
[ 1.40708734e-03 -1.42516014e-01 2.33557801e-02 1.32312939e-02
-9.61537875e-02 -2.83193003e-01 1.13825485e-01 3.74394870e-01
2.40598581e-02 1.36820531e-01 -2.79924398e-01 -8.68709974e-01
2.55233552e-01]
[ 9.99685749e-02 9.24683495e-02 9.22208950e-03 2.06284625e-01
-9.90755402e-02 -5.73440436e-02 -1.15054115e-01 -1.11037279e-01
-2.19594071e-01 -9.94755728e-02 -8.83983891e-02 1.82912162e-01
-4.63092746e-01]
[ 5.08647469e-02 -1.17715776e-01 1.49469378e-01 4.56415229e-01
2.38989482e-01 9.37576504e-03 -3.68785558e-01 -3.40478275e-01
-1.94756846e-02 -5.49363094e-01 2.97083848e-01 9.47830277e-01
-8.46630529e-01]
[ 2.45940736e-02 7.85741443e-02 -2.14578809e-01 1.14887145e-01
3.56350059e-02 -3.15893020e-03 -2.02169840e-01 -3.60191682e-01
-2.85570751e-01 -2.63701662e-01 -1.16099366e-02 -1.01032240e-01
-2.11984327e-01]
[ -6.87824149e-02 -2.03824893e-01 5.74611665e-02 3.86086996e-02
-1.26344247e-01 -1.36647585e-01 -5.01852352e-02 -6.31861954e-02
2.68851057e-02 -4.06511214e-01 -3.41813761e-01 -2.06795747e-01
9.19827211e-02]
[ -4.47596815e-03 -2.63418436e-01 4.98074672e-02 -3.52726722e-01
-1.88096747e-01 -2.34445877e-01 -3.34202148e-01 -2.48753758e-02
-5.91387610e-02 2.11386661e-02 -2.28484871e-01 2.47541150e-01
1.09944990e-01]
[ 1.58468501e-01 6.26535035e-02 -1.10315086e-01 -3.35264242e-01
-5.22133961e-02 -1.04114572e-01 -2.49021060e-01 -5.32277005e-02
-2.23841270e-01 -2.77830845e-01 -2.28025746e-01 5.23909927e-01
2.59013096e-03]
[ -1.84875380e-01 -1.74437689e-01 -1.18987722e-01 -3.25183576e-01
-4.53823891e-02 2.38916305e-02 -2.50047175e-01 -2.95492856e-01
-1.67356860e-01 -1.10317872e-01 -2.52991706e-01 3.96899494e-01
-7.80765929e-02]
[ -4.89254082e-02 -2.00829144e-01 -1.67993094e-01 -3.41879551e-01
-4.41825142e-02 4.09073539e-02 -1.12789232e-01 -1.11846086e-01
-2.62484553e-01 -3.49770266e-01 -9.21085623e-02 1.89250635e-01
7.61345096e-02]
[ 9.72218538e-02 9.37136177e-02 -1.93492180e-02 -2.67101739e-01
-3.15455094e-01 4.56245335e-03 -2.25535530e-01 -3.54474610e-01
-3.45604601e-01 -5.87734073e-02 -1.38562341e-01 2.89990537e-01
6.21098440e-03]
[ -6.03240399e-02 -1.14925617e-02 -2.84264905e-01 -6.98858069e-02
6.82891011e-02 1.55277546e-01 -2.49684326e-01 -1.82975859e-01
-5.57424397e-02 -4.68712583e-02 1.60999046e-01 7.06252921e-01
-8.31878645e-02]
[ 1.36534764e-01 3.31755970e-01 -1.96027825e-01 7.62304127e-01
1.12147381e-01 2.79955715e-03 -2.12413422e-01 -3.75830088e-01
-2.29817154e-01 -3.16317577e-01 7.51795946e-01 9.25981109e-01
-1.31596553e+00]
[ -3.32337138e-03 1.67485556e-01 5.60313149e-02 3.77935787e-01
-5.01770505e-03 -6.48186705e-02 -2.76285455e-01 -3.32499060e-01
-2.81950200e-01 -2.02515537e-01 5.81340207e-01 9.14579804e-01
-1.28371408e+00]
[ -2.73498491e-02 -1.42217322e-01 -1.47855899e-01 3.19039874e-01
-1.85488636e-01 2.37819257e-01 -3.12273457e-02 -1.68321032e-01
-2.24863290e-01 -3.50015474e-01 2.00604724e-01 5.17725540e-01
-6.42114368e-01]
[ 8.33606784e-02 -3.81934828e-01 -5.11287596e-02 2.93273707e-02
-1.15843667e-01 1.99793746e-01 8.01812421e-02 1.67803060e-01
-1.88649957e-01 -6.42183015e-03 -4.63142909e-02 3.45059682e-01
-3.76209534e-01]
[ 2.11819894e-01 -2.96159720e-01 -1.18677592e-01 -7.57764022e-02
-2.17147549e-01 1.22883700e-01 4.27970359e-02 -1.24903742e-01
-5.88682932e-02 -4.63608822e-02 -1.60585863e-01 -2.01905292e-01
-2.09887689e-01]
[ -1.32126278e-01 -8.11829924e-02 3.83571783e-02 -2.49408282e-01
-5.98894808e-02 -1.41225815e-01 5.33813549e-02 -9.37542187e-04
-9.46306992e-02 2.40119989e-02 -3.28051786e-01 -4.71941781e-01
-1.13763427e-01]
[ -1.43168062e-01 -1.34410332e-01 -6.90832380e-02 -2.81538097e-01
-3.44517235e-01 -2.89180597e-01 1.61563855e-01 1.45906541e-01
8.73029015e-03 1.22448851e-01 -2.75169042e-01 -8.70428864e-01
2.42636984e-02]
[ -1.27584173e-01 -2.54016942e-01 -3.02151246e-01 -9.19817660e-01
-3.06073318e-01 -2.07491970e-01 -1.23244767e-01 -1.32820671e-02
4.61526797e-02 -4.59415017e-01 -7.35268547e-01 -7.22195434e-01
-1.24109374e+00]
[ -1.26831156e-01 1.36092043e-01 1.28952231e-02 1.53071692e-01
-1.99668457e-01 -1.76672373e-01 -1.61608869e-01 4.96182067e-04
-1.47656861e-01 -1.49667975e-01 -1.05186315e-01 -3.52625663e-01
5.56552485e-02]
[ -3.64841464e-01 -1.18257634e-01 -2.73142289e-01 3.41559619e-01
-1.99716012e-01 -2.32819838e-01 -1.40268989e-01 -9.73326125e-02
8.50108868e-03 3.65672545e-02 1.12681310e-01 -3.24386857e-01
2.37540843e-01]
[ -1.35849056e-01 -4.59461273e-02 -2.55307455e-01 2.08883073e-01
-2.25680388e-01 -2.80257500e-01 -3.94894437e-01 -3.63326334e-02
3.97484447e-03 -1.12965583e-01 -1.78948985e-01 -2.99819158e-01
1.31115757e-01]
[ -2.50486271e-01 -5.31824715e-01 -3.40964722e-01 -2.87626159e-02
-3.18281519e-01 -2.33404590e-01 -1.54773257e-01 -2.40939136e-01
1.04222093e-02 -2.59813010e-01 -4.00658972e-02 -3.31286433e-01
5.89348416e-02]
[ -2.23451775e-01 -2.96138900e-01 -3.21851657e-01 -6.89322307e-02
-8.77230744e-02 -1.51051805e-01 -8.80412590e-02 3.00037365e-02
-2.02332794e-01 -5.08337193e-01 -2.19240200e-01 -2.39042209e-01
-2.73413333e-02]
[ -9.43026078e-02 -1.59413806e-02 -2.43689293e-01 -9.58728421e-01
-2.73228839e-01 -2.59410242e-01 7.71204622e-02 -4.78871620e-01
1.30754187e-01 -1.92282550e-01 -6.94005192e-01 -3.42309404e-01
-1.16560050e+00]]
Progress: 30.9% ... Training loss: 0.195 ... Validation loss: 0.340[[-0.24358816]
[ 0.26365801]
[-0.08262145]
[ 1.27769684]
[ 0.26671892]
[-0.03800011]
[-0.93633509]
[-0.8010842 ]
[-0.56227805]
[-0.8345994 ]
[ 1.28028368]
[ 3.04798754]
[-2.3734259 ]]
[[ -5.17181878e-01 -4.91545768e-01 -5.89582781e-01 6.20680228e-03
-2.89556298e-01 -5.94747924e-01 6.45575304e-02 -2.27587107e-01
-2.92530450e-01 -2.88010553e-01 2.68496197e-01 1.04276043e+00
3.19126316e-01]
[ 8.52947706e-03 -1.35093420e-01 4.78989295e-02 -9.17718010e-02
-3.84482705e-02 5.80939607e-02 -1.08345756e-01 1.85235395e-01
-1.52259345e-01 -1.85431833e-01 -1.11188570e-01 -9.53605869e-02
-8.04181892e-02]
[ -2.85196932e-01 1.41759496e-01 -3.71769936e-02 6.85434703e-02
8.03922529e-02 -1.35320621e-01 -1.15460194e-01 -1.95327226e-01
2.50090083e-01 -4.97779156e-01 1.27188198e-01 7.53642917e-01
8.32308506e-01]
[ 2.65368493e-01 -2.47572868e-01 -2.76149732e-01 1.02625766e-01
-2.73047723e-01 1.19334973e-02 5.59475428e-01 -5.55010171e-01
3.50848584e-01 -1.70035399e-01 -1.03039520e-01 -4.08854918e-01
-3.44398236e-01]
[ 1.35362961e-01 1.17778927e-02 1.14411328e-01 -1.34007823e-01
-2.26525994e-02 7.31895081e-02 -1.87910904e-01 -1.77634878e-01
6.68362695e-02 2.51498124e-01 1.11062853e-02 -7.06349788e-02
-1.00818335e-01]
[ -4.85385939e-01 -6.16756749e-01 -6.01456272e-01 -6.00490726e-01
-5.94704131e-01 -5.64851845e-01 -3.77699367e-01 -1.59107446e-01
-4.71960579e-01 -2.41776362e-01 -5.95235506e-01 -8.98964678e-01
-7.05358577e-01]
[ -4.12837064e-01 -5.95024332e-01 -3.25854054e-01 -4.35992796e-01
-4.18741734e-01 -5.64275955e-01 -4.05959762e-01 -4.84201648e-01
-3.00325970e-01 -9.65895470e-02 -4.88274305e-01 -5.32654543e-01
-6.01945673e-01]
[ -3.45834463e-01 -3.41171871e-01 -4.88689172e-01 -1.48704634e-01
-3.17415801e-01 -4.26614674e-01 -2.79106638e-01 -2.95668871e-01
-2.90367995e-01 -5.85322235e-01 -3.04613215e-01 -7.46384119e-01
-6.29523175e-01]
[ -4.65667363e-01 -3.41220594e-01 -3.85665317e-01 -2.54393530e-01
-3.32729063e-01 -2.17693241e-01 -2.79858435e-02 -4.56450415e-01
-2.57909357e-01 -4.57619866e-01 -1.99633687e-01 -2.29246505e-01
-2.35977989e-01]
[ -9.54841002e-01 -9.53065877e-01 -9.90184262e-01 -7.61068254e-01
-1.04364161e+00 -9.90450722e-01 -5.20668474e-01 -5.86038519e-01
-7.30714097e-01 -5.72256322e-01 -8.06474374e-01 -6.22806308e-01
-9.20162869e-01]
[ -5.14929159e-01 -2.68298554e-01 -4.73584630e-01 -3.59833941e-01
-3.44872769e-01 -3.64606705e-01 -6.25502400e-01 -6.25469946e-01
-6.68096828e-01 -1.01968765e-01 -5.46814007e-01 -7.99192810e-01
-6.66234377e-01]
[ -1.18752697e-01 2.55379378e-02 -3.44160294e-01 -4.72210018e-01
-1.04212152e-01 -7.50206121e-02 -2.02326632e-01 -4.26458780e-01
-1.81044623e-01 5.17372352e-02 -5.13493526e-01 -1.14477279e+00
-7.05146354e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57079454e-01 -1.22754412e-01 1.63586999e-01 -2.89867655e-01
-1.32702841e-01 1.13118382e-01 -1.34591754e-01 6.26438069e-03
-8.54093560e-02 6.03666712e-02 -2.09629426e-01 -4.40541875e-01
-6.72171170e-02]
[ -9.44694417e-02 -2.63491369e-01 -1.81808402e-01 -2.65020600e-01
-4.75264873e-01 -8.72836218e-02 -8.96725240e-02 -1.51703938e-02
-8.22023955e-02 -1.30729704e-02 -2.25715447e-01 -4.15922003e-01
-2.83139993e-01]
[ -6.47714738e-02 -3.09227782e-02 -2.27071672e-01 -2.69251781e-01
1.11781008e-01 -1.61065235e-01 -1.90958414e-01 1.31075033e-01
-1.18769090e-02 1.35602770e-01 -2.15389449e-01 -2.01054127e-02
-8.94459668e-02]
[ 3.82633420e-02 -1.68093341e-01 -1.48670753e-01 -9.37542549e-02
-1.26364273e-01 -1.06788162e-01 1.07665659e-01 -1.42270430e-01
-1.67430588e-02 3.61133841e-02 -4.02856841e-02 -1.21618428e-01
-1.35347573e-02]
[ -2.91719950e-01 -1.40373582e-01 -7.90532690e-02 -1.24682677e-01
-3.00026931e-01 -2.76184301e-01 -3.61506249e-01 1.12215216e-02
-3.25333407e-01 -2.21068785e-01 1.48648980e-01 -1.67920162e-01
1.25376874e-01]
[ -2.30777629e-01 -1.24276503e-01 -9.50227760e-02 -4.56168537e-02
-8.42524930e-02 -1.20585628e-01 -7.87051993e-02 -6.51075904e-04
-1.39031195e-01 -9.82477520e-02 -5.40113003e-03 -2.34645569e-01
-1.38118590e-01]
[ -1.79073114e-01 -6.74614359e-02 -2.31145756e-01 -2.35720375e-01
-1.56115796e-01 -2.06248492e-01 -3.58074476e-01 -1.26526059e-01
1.19070073e-01 -2.46717721e-01 -3.53408973e-01 -3.34325620e-01
-4.11835894e-01]
[ -3.72043586e-01 -5.69120370e-02 -1.52341491e-01 -9.89945415e-02
-4.35498676e-02 -3.13872084e-01 2.67109317e-02 -9.46867937e-02
-1.25180143e-01 4.54826971e-02 4.60203256e-02 -2.49844500e-01
-3.92500801e-01]
[ -1.61628028e-01 -1.40431426e-01 -5.37817993e-02 -2.00557856e-01
-1.26413660e-01 -2.95740105e-01 4.36543792e-02 -1.52468030e-01
-2.02400188e-01 4.75583962e-02 1.91387316e-01 -1.64453022e-02
-1.35161406e-01]
[ -1.30089416e-01 -1.70069187e-01 -1.15116040e-01 -2.99889014e-01
9.42340480e-02 -1.78349281e-02 -1.66877758e-01 -1.77732411e-01
1.13796322e-01 -9.46531089e-02 -1.26624583e-01 -1.26884653e-02
-3.09523980e-01]
[ -4.00001475e-02 -3.49071024e-02 -1.50196229e-01 -1.07312604e-01
-2.29685887e-01 6.28595982e-02 -4.92763694e-02 -4.47921948e-02
-2.21939525e-01 -9.12679776e-02 -1.31281142e-01 -3.80052962e-01
-2.02923151e-01]
[ -6.62086903e-02 1.99488083e-02 -1.28591589e-01 -3.50326138e-01
1.17061287e-01 2.07232516e-02 -1.84640267e-01 -1.40671083e-01
1.33685953e-01 -4.75987452e-02 -3.15688816e-01 -3.08051452e-01
-3.22110167e-01]
[ 7.16822241e-02 -3.04511249e-01 -8.66900753e-02 -4.66093975e-01
-2.18929750e-01 -9.07217861e-02 4.93012901e-02 8.32269456e-02
-2.74368002e-02 2.83769948e-01 -5.48066183e-01 -8.77382427e-01
4.73673004e-01]
[ -2.27098840e-01 -2.40685239e-01 -1.33412414e-01 -3.23731536e-01
-2.97997232e-01 -9.44249417e-02 2.04089055e-01 3.55025403e-02
2.80393126e-01 3.10008251e-02 -4.31944784e-01 -1.07145972e+00
6.67549359e-01]
[ -1.89261874e-02 -1.83276372e-01 1.94424508e-02 -3.30023628e-01
-1.68487125e-01 1.64412910e-01 2.06330235e-01 2.52189364e-01
-3.19431123e-02 2.24498663e-01 -2.53567443e-01 -1.15853244e+00
7.81139037e-01]
[ -4.09073702e-03 -4.19446327e-02 -1.26811077e-01 -1.47936338e-01
-1.77770729e-01 -4.82027961e-02 3.13793969e-01 1.64729660e-01
2.57013987e-01 3.62325299e-01 -5.14579132e-01 -1.10890851e+00
8.23731323e-01]
[ -8.71984791e-02 -2.76895621e-01 5.73107837e-02 -3.60877406e-01
-1.47420386e-01 1.15821394e-01 3.83538761e-01 1.42440097e-01
-6.60551914e-02 1.58110899e-01 -5.77251116e-01 -1.08420010e+00
8.85038856e-01]
[ 1.17067932e-01 -8.74263070e-02 1.43019481e-02 -1.72638099e-01
-8.13629292e-02 -1.93831609e-02 2.76425566e-01 3.76220774e-01
4.26070949e-01 2.58997699e-01 -5.74711328e-01 -1.02420876e+00
5.99347098e-01]
[ 1.33243883e-03 -1.42447061e-01 2.33345005e-02 1.38993843e-02
-9.60727247e-02 -2.83201088e-01 1.13340698e-01 3.74043790e-01
2.38352312e-02 1.36369265e-01 -2.79424289e-01 -8.68019921e-01
2.54221094e-01]
[ 1.00548945e-01 9.21134378e-02 9.34332962e-03 2.05172335e-01
-9.94217285e-02 -5.73023968e-02 -1.11740143e-01 -1.09961230e-01
-2.18246458e-01 -9.67789250e-02 -9.01069631e-02 1.73281601e-01
-4.63005110e-01]
[ 5.11677600e-02 -1.17771488e-01 1.49530350e-01 4.56075331e-01
2.38970461e-01 9.40104394e-03 -3.67508686e-01 -3.39313925e-01
-1.90147264e-02 -5.47843825e-01 2.96588998e-01 9.43607529e-01
-8.48279909e-01]
[ 2.48092192e-02 7.82149844e-02 -2.14520374e-01 1.13119974e-01
3.53213295e-02 -3.12714469e-03 -2.00956585e-01 -3.59438114e-01
-2.84797055e-01 -2.62943412e-01 -1.31987523e-02 -1.04768369e-01
-2.09627676e-01]
[ -6.86914458e-02 -2.03848401e-01 5.74857130e-02 3.78723790e-02
-1.26396050e-01 -1.36637648e-01 -4.98889241e-02 -6.26483567e-02
2.69817874e-02 -4.05750266e-01 -3.42302651e-01 -2.06933154e-01
9.26842390e-02]
[ -4.74913627e-03 -2.62842363e-01 4.96147998e-02 -3.50904270e-01
-1.87439777e-01 -2.34482450e-01 -3.36133885e-01 -2.83272937e-02
-6.05943949e-02 1.88084529e-02 -2.25093258e-01 2.61417422e-01
1.00869400e-01]
[ 1.58100679e-01 6.31323493e-02 -1.10421877e-01 -3.34275205e-01
-5.17973207e-02 -1.04150815e-01 -2.50984728e-01 -5.48134656e-02
-2.25127535e-01 -2.78828778e-01 -2.25962032e-01 5.34004805e-01
-7.81226964e-04]
[ -1.84826155e-01 -1.74506289e-01 -1.18965887e-01 -3.25414564e-01
-4.54453910e-02 2.39010329e-02 -2.49863370e-01 -2.95268272e-01
-1.67236702e-01 -1.10029119e-01 -2.53241634e-01 3.96241419e-01
-7.77102785e-02]
[ -4.97439334e-02 -1.99904239e-01 -1.68261825e-01 -3.40546301e-01
-4.30740253e-02 4.07599567e-02 -1.17011219e-01 -1.15795448e-01
-2.64792840e-01 -3.52811580e-01 -8.78039692e-02 2.02795686e-01
6.91894121e-02]
[ 9.70804760e-02 9.38693689e-02 -1.94140004e-02 -2.66975414e-01
-3.15339651e-01 4.53816427e-03 -2.26103999e-01 -3.55665203e-01
-3.45846541e-01 -5.98464748e-02 -1.38100524e-01 2.92391209e-01
5.98487676e-03]
[ -5.97571291e-02 -1.20966949e-02 -2.84160448e-01 -7.32002915e-02
6.77095288e-02 1.55361345e-01 -2.47119544e-01 -1.81878027e-01
-5.41153295e-02 -4.50784506e-02 1.57532330e-01 7.01601028e-01
-7.99617285e-02]
[ 1.37147296e-01 3.31381205e-01 -1.95941330e-01 7.62003137e-01
1.11775269e-01 2.88087539e-03 -2.10786747e-01 -3.75963251e-01
-2.28901707e-01 -3.14941891e-01 7.51209304e-01 9.23379260e-01
-1.31866993e+00]
[ -3.50038327e-03 1.67705142e-01 5.59837599e-02 3.79413489e-01
-4.85443219e-03 -6.48375775e-02 -2.77028872e-01 -3.32485460e-01
-2.82479738e-01 -2.02827969e-01 5.82596684e-01 9.16636335e-01
-1.28465107e+00]
[ -2.73367321e-02 -1.42219377e-01 -1.47843777e-01 3.18758001e-01
-1.85536259e-01 2.37824792e-01 -3.10554069e-02 -1.68159755e-01
-2.24802512e-01 -3.49878706e-01 2.00318148e-01 5.16802767e-01
-6.41374019e-01]
[ 8.36775923e-02 -3.82164957e-01 -5.10801400e-02 2.77297826e-02
-1.16131983e-01 1.99831236e-01 8.23596750e-02 1.68337155e-01
-1.87660004e-01 -5.90635333e-03 -4.81011708e-02 3.39284520e-01
-3.75535001e-01]
[ 2.11837254e-01 -2.96168893e-01 -1.18673929e-01 -7.55377653e-02
-2.17155103e-01 1.22889466e-01 4.28164984e-02 -1.24869756e-01
-5.88644058e-02 -4.63306274e-02 -1.60278925e-01 -2.00924680e-01
-2.10452767e-01]
[ -1.31910826e-01 -8.13461078e-02 3.84172913e-02 -2.50392059e-01
-6.01325681e-02 -1.41199157e-01 5.45862881e-02 -2.40424175e-04
-9.40217278e-02 2.49448638e-02 -3.28966541e-01 -4.73230544e-01
-1.12489399e-01]
[ -1.43146853e-01 -1.34390555e-01 -6.90782747e-02 -2.81713852e-01
-3.44496965e-01 -2.89180387e-01 1.62086944e-01 1.46198015e-01
8.87123726e-03 1.22922105e-01 -2.75757895e-01 -8.72390864e-01
2.52945261e-02]
[ -1.28152392e-01 -2.52769074e-01 -3.02549679e-01 -9.18590439e-01
-3.04819255e-01 -2.07610631e-01 -1.26541137e-01 -2.02211993e-02
4.37825131e-02 -4.62701480e-01 -7.30365463e-01 -6.99446374e-01
-1.25693794e+00]
[ -1.26731318e-01 1.35899165e-01 1.29547356e-02 1.51802197e-01
-1.99911786e-01 -1.76653615e-01 -1.60742443e-01 2.03281210e-03
-1.47258603e-01 -1.48843288e-01 -1.05980741e-01 -3.56445143e-01
5.96418605e-02]
[ -3.64679427e-01 -1.18478879e-01 -2.73098989e-01 3.40892648e-01
-1.99913702e-01 -2.32790765e-01 -1.39847205e-01 -9.71220913e-02
8.90392629e-03 3.70205405e-02 1.10833429e-01 -3.28433504e-01
2.38590721e-01]
[ -1.35437036e-01 -4.62669236e-02 -2.55251344e-01 2.08316489e-01
-2.25892678e-01 -2.80197409e-01 -3.93650834e-01 -3.65513210e-02
4.77191982e-03 -1.11967270e-01 -1.78721203e-01 -2.97811562e-01
1.30870719e-01]
[ -2.50248314e-01 -5.31833083e-01 -3.40932405e-01 -2.98851167e-02
-3.18387053e-01 -2.33377472e-01 -1.52728603e-01 -2.39776618e-01
1.11506191e-02 -2.58763743e-01 -4.13773127e-02 -3.34284871e-01
6.28763612e-02]
[ -2.23354404e-01 -2.96269244e-01 -3.21831506e-01 -7.05131503e-02
-8.79134223e-02 -1.51041314e-01 -8.68369793e-02 3.03780087e-02
-2.01572817e-01 -5.08077460e-01 -2.20440852e-01 -2.42371820e-01
-2.47820909e-02]
[ -9.35672560e-02 -1.60997301e-02 -2.43631146e-01 -9.61091795e-01
-2.73307459e-01 -2.59356507e-01 8.09940685e-02 -4.78513047e-01
1.31689389e-01 -1.89331045e-01 -6.95880246e-01 -3.49755450e-01
-1.17246885e+00]]
Progress: 30.9% ... Training loss: 0.204 ... Validation loss: 0.343[[-0.24880641]
[ 0.25494265]
[-0.08792086]
[ 1.27066054]
[ 0.25829731]
[-0.0443646 ]
[-0.94485407]
[-0.80872559]
[-0.57122064]
[-0.84284286]
[ 1.26890392]
[ 3.02997294]
[-2.39084049]]
[[ -5.17026558e-01 -4.92346955e-01 -5.89472215e-01 4.26946819e-03
-2.90251696e-01 -5.94701464e-01 6.71075073e-02 -2.25997988e-01
-2.90581063e-01 -2.86435024e-01 2.64895023e-01 1.04053161e+00
3.31144834e-01]
[ 8.58067918e-03 -1.34933614e-01 4.78574908e-02 -9.07971518e-02
-3.82684808e-02 5.80892682e-02 -1.08282455e-01 1.84867191e-01
-1.52541308e-01 -1.85022549e-01 -1.10171963e-01 -8.99022886e-02
-8.48229916e-02]
[ -2.84413708e-01 1.39926036e-01 -3.68150380e-02 6.39816091e-02
7.84332738e-02 -1.35164480e-01 -1.10586448e-01 -1.91144646e-01
2.54551631e-01 -4.93741128e-01 1.17282163e-01 7.43975133e-01
8.53504833e-01]
[ 2.65539852e-01 -2.46387945e-01 -2.76353724e-01 1.04114013e-01
-2.71714705e-01 1.18745384e-02 5.61090898e-01 -5.59109417e-01
3.49939420e-01 -1.72066397e-01 -9.73560917e-02 -3.92457494e-01
-3.62371653e-01]
[ 1.37085017e-01 1.02022008e-02 1.15077875e-01 -1.41750863e-01
-2.44474655e-02 7.34596443e-02 -1.82740838e-01 -1.71507821e-01
7.13735237e-02 2.60394609e-01 2.06967349e-03 -9.79075528e-02
-7.64906381e-02]
[ -4.85186377e-01 -6.17162666e-01 -6.01373667e-01 -6.03073215e-01
-5.95069591e-01 -5.64820856e-01 -3.77412195e-01 -1.57790085e-01
-4.71467981e-01 -2.40340176e-01 -5.98257501e-01 -9.07447505e-01
-7.02573862e-01]
[ -4.12483755e-01 -5.95588192e-01 -3.25713266e-01 -4.37314397e-01
-4.19202457e-01 -5.64216014e-01 -4.05476571e-01 -4.83766646e-01
-2.99461073e-01 -9.51728131e-02 -4.91044256e-01 -5.35219159e-01
-6.00218452e-01]
[ -3.45985503e-01 -3.41201668e-01 -4.88730250e-01 -1.48627135e-01
-3.17533405e-01 -4.26626159e-01 -2.77173287e-01 -2.94819333e-01
-2.89632053e-01 -5.84992881e-01 -3.05797555e-01 -7.45011505e-01
-6.21297604e-01]
[ -4.65064918e-01 -3.41894991e-01 -3.85476981e-01 -2.59368244e-01
-3.33448231e-01 -2.17577211e-01 -2.54666093e-02 -4.54419641e-01
-2.56304082e-01 -4.55413732e-01 -2.04220124e-01 -2.39688106e-01
-2.27502245e-01]
[ -9.53969211e-01 -9.54175661e-01 -9.89877148e-01 -7.66101045e-01
-1.04481558e+00 -9.90273231e-01 -5.16652738e-01 -5.80244033e-01
-7.27953028e-01 -5.67428338e-01 -8.11823107e-01 -6.32402633e-01
-9.03296668e-01]
[ -5.15020042e-01 -2.68550739e-01 -4.73587575e-01 -3.62134437e-01
-3.45039320e-01 -3.64627921e-01 -6.24711622e-01 -6.26696615e-01
-6.67692674e-01 -1.01796488e-01 -5.51362396e-01 -8.05765853e-01
-6.62268793e-01]
[ -1.18529328e-01 2.52259348e-02 -3.44093811e-01 -4.73678037e-01
-1.04534586e-01 -7.49814126e-02 -2.01910198e-01 -4.26393923e-01
-1.80511134e-01 5.21253828e-02 -5.15159128e-01 -1.14871985e+00
-7.04764888e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57096099e-01 -1.22741958e-01 1.63581762e-01 -2.89883794e-01
-1.32695280e-01 1.13114106e-01 -1.34830224e-01 6.26163445e-03
-8.54199405e-02 6.03650916e-02 -2.09728590e-01 -4.40900746e-01
-6.74666398e-02]
[ -9.45855607e-02 -2.63503536e-01 -1.81832804e-01 -2.65102995e-01
-4.75199832e-01 -8.73019288e-02 -8.99960215e-02 -1.53301998e-02
-8.23319944e-02 -1.33314983e-02 -2.26229585e-01 -4.19198796e-01
-2.82486536e-01]
[ -6.49416821e-02 -3.07967369e-02 -2.27088535e-01 -2.69042257e-01
1.11831666e-01 -1.61074111e-01 -1.91928720e-01 1.30580660e-01
-1.22837852e-02 1.34985574e-01 -2.15130756e-01 -1.83834588e-02
-8.81359127e-02]
[ 3.83382629e-02 -1.68130571e-01 -1.48649176e-01 -9.43334202e-02
-1.26439666e-01 -1.06779669e-01 1.07903753e-01 -1.42074571e-01
-1.65221386e-02 3.65986982e-02 -4.12564514e-02 -1.25719337e-01
-1.18053544e-02]
[ -2.91097803e-01 -1.41364337e-01 -7.88239830e-02 -1.28391900e-01
-3.00874557e-01 -2.76096556e-01 -3.59097581e-01 1.27502212e-02
-3.23383829e-01 -2.18549564e-01 1.43496123e-01 -1.76776186e-01
1.29504545e-01]
[ -2.31068022e-01 -1.23792266e-01 -9.51408814e-02 -4.20003002e-02
-8.37743381e-02 -1.20624263e-01 -8.08116491e-02 -2.24936463e-03
-1.40352329e-01 -9.93803152e-02 -1.80566645e-03 -2.25596840e-01
-1.44270867e-01]
[ -1.79083441e-01 -6.76660897e-02 -2.31161423e-01 -2.36284670e-01
-1.56313436e-01 -2.06250784e-01 -3.57254700e-01 -1.25947654e-01
1.19730781e-01 -2.46696189e-01 -3.54943362e-01 -3.33130306e-01
-4.08554176e-01]
[ -3.72075877e-01 -5.68774306e-02 -1.52331976e-01 -1.00858142e-01
-4.36754736e-02 -3.13866864e-01 2.81747150e-02 -9.33442746e-02
-1.24769021e-01 4.56363037e-02 4.43501055e-02 -2.53704224e-01
-3.86960380e-01]
[ -1.61671547e-01 -1.40383744e-01 -5.38023239e-02 -1.99508984e-01
-1.26281232e-01 -2.95747133e-01 4.35556504e-02 -1.53472573e-01
-2.02422264e-01 4.78363645e-02 1.92884911e-01 -1.03764356e-02
-1.34430618e-01]
[ -1.29524483e-01 -1.70811775e-01 -1.14910680e-01 -3.03871087e-01
9.34461042e-02 -1.77240012e-02 -1.64302821e-01 -1.75619732e-01
1.15647703e-01 -9.24324667e-02 -1.31412408e-01 -2.64102253e-02
-3.00177104e-01]
[ -3.97853727e-02 -3.50385992e-02 -1.50149983e-01 -1.08554655e-01
-2.29828867e-01 6.28949143e-02 -4.81447173e-02 -4.38697739e-02
-2.21603727e-01 -9.05597721e-02 -1.32101771e-01 -3.81439658e-01
-2.02236073e-01]
[ -6.60016889e-02 1.96887057e-02 -1.28532123e-01 -3.51963450e-01
1.16841678e-01 2.07504396e-02 -1.84316777e-01 -1.39459236e-01
1.33845429e-01 -4.65869583e-02 -3.17053303e-01 -3.10641969e-01
-3.21902583e-01]
[ 7.15889514e-02 -3.04445844e-01 -8.67102048e-02 -4.66058277e-01
-2.18866107e-01 -9.07320616e-02 4.89953544e-02 8.30810931e-02
-2.77071868e-02 2.83479829e-01 -5.47982269e-01 -8.77177398e-01
4.73652924e-01]
[ -2.27127946e-01 -2.40646482e-01 -1.33423577e-01 -3.23637268e-01
-2.97962258e-01 -9.44301450e-02 2.03912107e-01 3.52957109e-02
2.80289058e-01 3.07826148e-02 -4.31790989e-01 -1.07116935e+00
6.67255920e-01]
[ -1.89186460e-02 -1.83321675e-01 1.94505061e-02 -3.30660363e-01
-1.68531718e-01 1.64415585e-01 2.06879647e-01 2.52480989e-01
-3.16773508e-02 2.24671792e-01 -2.54155861e-01 -1.15978759e+00
7.82733878e-01]
[ -3.94215116e-03 -4.20927520e-02 -1.26776024e-01 -1.49072987e-01
-1.77896972e-01 -4.81854707e-02 3.15098447e-01 1.65460757e-01
2.57651617e-01 3.63178044e-01 -5.15543138e-01 -1.11067692e+00
8.26174598e-01]
[ -8.72128720e-02 -2.76962907e-01 5.73134149e-02 -3.60795618e-01
-1.47485277e-01 1.15816928e-01 3.83677553e-01 1.42189342e-01
-6.58927807e-02 1.58124666e-01 -5.77545938e-01 -1.08562819e+00
8.85759364e-01]
[ 1.16958210e-01 -8.73476842e-02 1.42740030e-02 -1.72260348e-01
-8.12762793e-02 -1.93982867e-02 2.76133996e-01 3.76054879e-01
4.25858849e-01 2.58607867e-01 -5.74526458e-01 -1.02439390e+00
5.98893825e-01]
[ 1.43078968e-03 -1.42515919e-01 2.33524225e-02 1.33727891e-02
-9.61147878e-02 -2.83191895e-01 1.13796425e-01 3.74281961e-01
2.41375003e-02 1.36478808e-01 -2.79610444e-01 -8.67956727e-01
2.54657704e-01]
[ 1.01108558e-01 9.16650459e-02 9.49111528e-03 2.03295363e-01
-9.97628926e-02 -5.72241891e-02 -1.09952799e-01 -1.08177327e-01
-2.17383876e-01 -9.49367415e-02 -9.14026977e-02 1.72874156e-01
-4.63429265e-01]
[ 5.09377522e-02 -1.17521443e-01 1.49457872e-01 4.58918154e-01
2.39295594e-01 9.37761957e-03 -3.68727021e-01 -3.40371795e-01
-1.97924527e-02 -5.48681063e-01 2.99555149e-01 9.50684517e-01
-8.50804828e-01]
[ 2.46784473e-02 7.83327784e-02 -2.14542173e-01 1.13999570e-01
3.54188097e-02 -3.14637209e-03 -2.01587212e-01 -3.59890981e-01
-2.85048154e-01 -2.63419545e-01 -1.26381552e-02 -1.04424054e-01
-2.10073552e-01]
[ -6.89988381e-02 -2.03499259e-01 5.73749029e-02 3.89807576e-02
-1.26107722e-01 -1.36681955e-01 -5.15828759e-02 -6.35780153e-02
2.60648266e-02 -4.06966039e-01 -3.41345911e-01 -2.03283906e-01
9.11974096e-02]
[ -4.96921615e-03 -2.62479648e-01 4.95227677e-02 -3.51096109e-01
-1.87188949e-01 -2.34525364e-01 -3.36306531e-01 -2.99096862e-02
-6.06736972e-02 1.85251629e-02 -2.26104773e-01 2.59109631e-01
1.03030491e-01]
[ 1.58597983e-01 6.23800095e-02 -1.10220369e-01 -3.37675914e-01
-5.25127441e-02 -1.04070394e-01 -2.48776150e-01 -5.18091265e-02
-2.23671725e-01 -2.76130128e-01 -2.30231958e-01 5.22050272e-01
7.99809049e-03]
[ -1.84714439e-01 -1.74684685e-01 -1.18905306e-01 -3.26335883e-01
-4.56562669e-02 2.39215516e-02 -2.49316318e-01 -2.94314185e-01
-1.66870602e-01 -1.09227264e-01 -2.54537965e-01 3.92757195e-01
-7.47366466e-02]
[ -4.97341785e-02 -1.99914105e-01 -1.68239142e-01 -3.40907357e-01
-4.31286514e-02 4.07709654e-02 -1.17661937e-01 -1.15840612e-01
-2.64874823e-01 -3.52709197e-01 -8.76563970e-02 2.02747015e-01
7.02347728e-02]
[ 9.68894524e-02 9.44195974e-02 -1.95499489e-02 -2.66787474e-01
-3.14966777e-01 4.50955796e-03 -2.26635609e-01 -3.58337289e-01
-3.46474075e-01 -6.16287199e-02 -1.36602812e-01 3.01158569e-01
3.61139787e-03]
[ -5.95909953e-02 -1.29524307e-02 -2.84020108e-01 -7.57385387e-02
6.69329036e-02 1.55409771e-01 -2.46226075e-01 -1.79194381e-01
-5.27023336e-02 -4.35773797e-02 1.53597736e-01 6.95071326e-01
-7.10472941e-02]
[ 1.37580218e-01 3.30832475e-01 -1.95825424e-01 7.59718331e-01
1.11282136e-01 2.95001419e-03 -2.09331286e-01 -3.75059579e-01
-2.28031870e-01 -3.13800468e-01 7.48531278e-01 9.19644799e-01
-1.31824746e+00]
[ -3.29016173e-03 1.67567536e-01 5.60314152e-02 3.80021864e-01
-4.90989424e-03 -6.48083859e-02 -2.76608025e-01 -3.32267991e-01
-2.82285124e-01 -2.01986568e-01 5.82951761e-01 9.14989130e-01
-1.28668683e+00]
[ -2.72496199e-02 -1.42455797e-01 -1.47791796e-01 3.17462050e-01
-1.85748435e-01 2.37844415e-01 -3.02635254e-02 -1.67270996e-01
-2.24280952e-01 -3.49426122e-01 1.98669062e-01 5.12295026e-01
-6.39142258e-01]
[ 8.37176276e-02 -3.82183866e-01 -5.10740694e-02 2.76585098e-02
-1.16156310e-01 1.99839402e-01 8.25305975e-02 1.68482865e-01
-1.87662595e-01 -5.79668510e-03 -4.81263010e-02 3.39412787e-01
-3.75833169e-01]
[ 2.11788387e-01 -2.96057843e-01 -1.18682469e-01 -7.42573367e-02
-2.17065230e-01 1.22882836e-01 4.20991638e-02 -1.25121216e-01
-5.93086453e-02 -4.63061930e-02 -1.59340842e-01 -1.98397093e-01
-2.12700894e-01]
[ -1.31832930e-01 -8.14365959e-02 3.84349674e-02 -2.51274086e-01
-6.02569351e-02 -1.41187746e-01 5.51805186e-02 -4.69086907e-05
-9.36654926e-02 2.51320121e-02 -3.29670461e-01 -4.74449195e-01
-1.11174431e-01]
[ -1.43215128e-01 -1.34381837e-01 -6.90826256e-02 -2.81888024e-01
-3.44483730e-01 -2.89190040e-01 1.62381374e-01 1.46555527e-01
8.93013193e-03 1.22951368e-01 -2.76267466e-01 -8.75082438e-01
2.60736249e-02]
[ -1.28777370e-01 -2.51804472e-01 -3.02833599e-01 -9.17721439e-01
-3.03898777e-01 -2.07726833e-01 -1.28184841e-01 -2.45080826e-02
4.25162074e-02 -4.66451457e-01 -7.27124445e-01 -6.86906668e-01
-1.26214453e+00]
[ -1.26449647e-01 1.35409746e-01 1.30478682e-02 1.49957702e-01
-2.00311309e-01 -1.76608526e-01 -1.59175053e-01 3.95756662e-03
-1.46309555e-01 -1.46945197e-01 -1.08239369e-01 -3.61056924e-01
6.35048069e-02]
[ -3.64473345e-01 -1.18636924e-01 -2.73036177e-01 3.40100775e-01
-2.00094296e-01 -2.32763775e-01 -1.38854427e-01 -9.62274164e-02
9.55423123e-03 3.85403358e-02 1.09123567e-01 -3.36148430e-01
2.42592489e-01]
[ -1.35730245e-01 -4.58713424e-02 -2.55336826e-01 2.13066371e-01
-2.25450541e-01 -2.80223046e-01 -3.96202709e-01 -3.78910512e-02
3.36249241e-03 -1.12812120e-01 -1.74506282e-01 -2.85982452e-01
1.24500577e-01]
[ -2.49629577e-01 -5.32487576e-01 -3.40724669e-01 -3.33471467e-02
-3.19132524e-01 -2.33281746e-01 -1.49923501e-01 -2.38209990e-01
1.31957545e-02 -2.56080283e-01 -4.58358714e-02 -3.46304244e-01
7.13132941e-02]
[ -2.22534071e-01 -2.97217920e-01 -3.21566127e-01 -7.65148640e-02
-8.90119456e-02 -1.50894336e-01 -8.25246570e-02 3.45097816e-02
-1.99342233e-01 -5.04944085e-01 -2.26444336e-01 -2.59636432e-01
-1.49808788e-02]
[ -9.35716156e-02 -1.68832541e-02 -2.43520152e-01 -9.63411869e-01
-2.73908919e-01 -2.59333978e-01 8.07350026e-02 -4.76771588e-01
1.32188762e-01 -1.88582530e-01 -7.00468378e-01 -3.52630003e-01
-1.16578173e+00]]
Progress: 30.9% ... Training loss: 0.196 ... Validation loss: 0.338[[-0.25715424]
[ 0.25174168]
[-0.09072899]
[ 1.25900357]
[ 0.25575313]
[-0.04990041]
[-0.96503038]
[-0.81110156]
[-0.58217445]
[-0.84163421]
[ 1.2671701 ]
[ 3.03545531]
[-2.39568726]]
[[ -5.16415663e-01 -4.91897926e-01 -5.89493159e-01 3.89010600e-03
-2.89901988e-01 -5.94689505e-01 7.09078637e-02 -2.28039629e-01
-2.89149844e-01 -2.87282520e-01 2.68260057e-01 1.03810848e+00
3.25938837e-01]
[ 8.93609517e-03 -1.35135155e-01 4.79433966e-02 -9.28405203e-02
-3.84749702e-02 5.81506174e-02 -1.06950371e-01 1.85898677e-01
-1.51961680e-01 -1.83909781e-01 -1.11700473e-01 -9.18723702e-02
-8.45275595e-02]
[ -2.84397997e-01 1.39809528e-01 -3.68754750e-02 6.61672716e-02
7.86783826e-02 -1.35172319e-01 -1.09343273e-01 -1.90128627e-01
2.54858204e-01 -4.94855942e-01 1.24656905e-01 7.46944919e-01
8.50919494e-01]
[ 2.68022556e-01 -2.48970090e-01 -2.75675744e-01 8.64434684e-02
-2.74244508e-01 1.22336582e-02 5.76537330e-01 -5.51268977e-01
3.57938564e-01 -1.63330218e-01 -1.18489237e-01 -4.33366654e-01
-3.43185263e-01]
[ 1.35186815e-01 1.31975311e-02 1.14297403e-01 -1.24904674e-01
-2.17675448e-02 7.30969011e-02 -1.95152573e-01 -1.79887163e-01
6.26650479e-02 2.52491924e-01 2.15543248e-02 -4.37599915e-02
-9.87118520e-02]
[ -4.85751971e-01 -6.16561024e-01 -6.01528065e-01 -6.00715434e-01
-5.94483749e-01 -5.64905701e-01 -3.80780258e-01 -1.60419553e-01
-4.72735090e-01 -2.43948660e-01 -5.95510607e-01 -9.02034654e-01
-7.05253303e-01]
[ -4.11510466e-01 -5.95874764e-01 -3.25489233e-01 -4.42970037e-01
-4.19805322e-01 -5.64126866e-01 -3.99034204e-01 -4.80618256e-01
-2.96533944e-01 -9.18163796e-02 -4.96988049e-01 -5.59701333e-01
-5.95246467e-01]
[ -3.45672058e-01 -3.41539489e-01 -4.88718060e-01 -1.49834962e-01
-3.17601740e-01 -4.26594159e-01 -2.75302305e-01 -2.94932742e-01
-2.88634667e-01 -5.85911872e-01 -3.03232605e-01 -7.46147270e-01
-6.24907937e-01]
[ -4.64184710e-01 -3.42578587e-01 -3.85331657e-01 -2.64125330e-01
-3.34006339e-01 -2.17423372e-01 -2.11138726e-02 -4.52476869e-01
-2.54212677e-01 -4.53187843e-01 -2.08394626e-01 -2.45774244e-01
-2.23650825e-01]
[ -9.52677098e-01 -9.54841231e-01 -9.89686481e-01 -7.70229463e-01
-1.04539500e+00 -9.90112435e-01 -5.08010195e-01 -5.77118228e-01
-7.24206095e-01 -5.65190001e-01 -8.12643405e-01 -6.53079967e-01
-9.04298575e-01]
[ -5.15305829e-01 -2.68163517e-01 -4.73679704e-01 -3.62115992e-01
-3.44687978e-01 -3.64668986e-01 -6.26692456e-01 -6.28502529e-01
-6.68162706e-01 -1.04635361e-01 -5.50418519e-01 -8.02043215e-01
-6.62989676e-01]
[ -1.17934308e-01 2.47979382e-02 -3.43965199e-01 -4.78830835e-01
-1.04949978e-01 -7.49110012e-02 -1.99273884e-01 -4.25365529e-01
-1.79039225e-01 5.37807659e-02 -5.20089158e-01 -1.15805638e+00
-7.00508470e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57326145e-01 -1.22573910e-01 1.63507175e-01 -2.88837501e-01
-1.32510201e-01 1.13074640e-01 -1.35858068e-01 5.19891542e-03
-8.57409819e-02 5.93039820e-02 -2.08838872e-01 -4.40194664e-01
-6.79980353e-02]
[ -9.46359799e-02 -2.63572634e-01 -1.81785711e-01 -2.66267389e-01
-4.75274934e-01 -8.72961349e-02 -9.14128666e-02 -1.50165952e-02
-8.26505536e-02 -1.40044846e-02 -2.27044323e-01 -4.20048741e-01
-2.81305477e-01]
[ -6.52167001e-02 -3.03000327e-02 -2.27212952e-01 -2.66595843e-01
1.12299295e-01 -1.61123666e-01 -1.92805704e-01 1.28736779e-01
-1.28898042e-02 1.33163094e-01 -2.12492194e-01 -1.29077891e-02
-9.14261179e-02]
[ 3.87881411e-02 -1.68447998e-01 -1.48505771e-01 -9.71841917e-02
-1.26892651e-01 -1.06717151e-01 1.10512997e-01 -1.40396427e-01
-1.52701050e-02 3.86499622e-02 -4.46082177e-02 -1.37260198e-01
-8.67718983e-03]
[ -2.90101840e-01 -1.41973204e-01 -7.85687216e-02 -1.34024174e-01
-3.01765184e-01 -2.75973719e-01 -3.53049216e-01 1.62172252e-02
-3.20113222e-01 -2.15188663e-01 1.36946011e-01 -1.96145667e-01
1.36162482e-01]
[ -2.31536412e-01 -1.23214960e-01 -9.53129892e-02 -3.90439764e-02
-8.30520167e-02 -1.20715511e-01 -8.28792646e-02 -4.10871839e-03
-1.41885117e-01 -1.01624512e-01 2.37135343e-03 -2.19418049e-01
-1.47936524e-01]
[ -1.79016963e-01 -6.79714239e-02 -2.31102798e-01 -2.34724763e-01
-1.56501747e-01 -2.06233066e-01 -3.57077707e-01 -1.25104584e-01
1.20095196e-01 -2.46826292e-01 -3.53358142e-01 -3.37248210e-01
-4.07759771e-01]
[ -3.71639462e-01 -5.76579184e-02 -1.52206108e-01 -1.06113725e-01
-4.43603714e-02 -3.13797527e-01 3.23967836e-02 -9.17804725e-02
-1.22484475e-01 4.70825575e-02 3.91921379e-02 -2.68777089e-01
-3.82262859e-01]
[ -1.61797849e-01 -1.39631937e-01 -5.39624350e-02 -1.97486140e-01
-1.25521173e-01 -2.95796141e-01 4.11368137e-02 -1.56027547e-01
-2.03949665e-01 4.58875307e-02 1.98527008e-01 7.65497650e-03
-1.44072250e-01]
[ -1.29579855e-01 -1.70753080e-01 -1.14936295e-01 -3.04059083e-01
9.35354917e-02 -1.77393657e-02 -1.64329363e-01 -1.75688888e-01
1.15499673e-01 -9.27526542e-02 -1.31392814e-01 -2.58638758e-02
-2.99796013e-01]
[ -3.90174927e-02 -3.56058362e-02 -1.50035730e-01 -1.12316814e-01
-2.30267624e-01 6.30288312e-02 -4.44330918e-02 -4.25224511e-02
-2.19836772e-01 -8.86896219e-02 -1.35383422e-01 -3.85725084e-01
-2.00561263e-01]
[ -6.59114067e-02 1.95782498e-02 -1.28492640e-01 -3.52404826e-01
1.16704415e-01 2.07731030e-02 -1.83952383e-01 -1.38933812e-01
1.34109521e-01 -4.60607837e-02 -3.17655730e-01 -3.12635016e-01
-3.20755052e-01]
[ 7.16227005e-02 -3.04460738e-01 -8.67027478e-02 -4.66470429e-01
-2.18906249e-01 -9.07279976e-02 4.94189621e-02 8.33928361e-02
-2.76249268e-02 2.83650158e-01 -5.48396339e-01 -8.78135461e-01
4.74689523e-01]
[ -2.27224446e-01 -2.40525649e-01 -1.33480174e-01 -3.23204959e-01
-2.97827040e-01 -9.44504271e-02 2.03310076e-01 3.42598857e-02
2.79873958e-01 2.99464086e-02 -4.31126025e-01 -1.07003966e+00
6.65538262e-01]
[ -1.89552808e-02 -1.83265365e-01 1.94372374e-02 -3.30360275e-01
-1.68474535e-01 1.64405594e-01 2.06702750e-01 2.52260033e-01
-3.18290912e-02 2.24574069e-01 -2.53962308e-01 -1.15950614e+00
7.82135620e-01]
[ -3.96218401e-03 -4.20700143e-02 -1.26781912e-01 -1.48878509e-01
-1.77876180e-01 -4.81894466e-02 3.14941141e-01 1.65307590e-01
2.57601047e-01 3.63017723e-01 -5.15409056e-01 -1.11058035e+00
8.25812949e-01]
[ -8.70845669e-02 -2.77068643e-01 5.73440272e-02 -3.61204262e-01
-1.47590735e-01 1.15832657e-01 3.85138755e-01 1.42631237e-01
-6.51256300e-02 1.58780740e-01 -5.78124560e-01 -1.08819426e+00
8.87778054e-01]
[ 1.16797109e-01 -8.72018533e-02 1.42312766e-02 -1.71500607e-01
-8.11358888e-02 -1.94254156e-02 2.75599035e-01 3.75711320e-01
4.25473708e-01 2.58075615e-01 -5.74189080e-01 -1.02427805e+00
5.98036895e-01]
[ 1.43961276e-03 -1.42500140e-01 2.33446032e-02 1.33596560e-02
-9.61091967e-02 -2.83196557e-01 1.14352682e-01 3.74327198e-01
2.43772915e-02 1.36542843e-01 -2.79879330e-01 -8.69342945e-01
2.54989757e-01]
[ 1.01810279e-01 9.05802323e-02 9.70087905e-03 1.98894401e-01
-1.00521149e-01 -5.71195159e-02 -1.04865937e-01 -1.05523154e-01
-2.14266376e-01 -9.31152023e-02 -9.53425066e-02 1.55344760e-01
-4.58864112e-01]
[ 5.24054634e-02 -1.18583400e-01 1.49892285e-01 4.51468379e-01
2.38032903e-01 9.56661126e-03 -3.62224297e-01 -3.36307639e-01
-1.60413583e-02 -5.44226923e-01 2.91238790e-01 9.26874114e-01
-8.47234464e-01]
[ 2.46490142e-02 7.83144026e-02 -2.14547542e-01 1.14076962e-01
3.54281462e-02 -3.15367499e-03 -2.01667486e-01 -3.60061847e-01
-2.84972147e-01 -2.63780602e-01 -1.27023326e-02 -1.05475054e-01
-2.09397481e-01]
[ -6.89868163e-02 -2.03589959e-01 5.73897708e-02 3.80858703e-02
-1.26222836e-01 -1.36681643e-01 -5.12066769e-02 -6.35317848e-02
2.65755953e-02 -4.07178230e-01 -3.42042157e-01 -2.06153187e-01
9.36232928e-02]
[ -5.10965608e-03 -2.62530578e-01 4.95254104e-02 -3.51550121e-01
-1.87241067e-01 -2.34536443e-01 -3.36990896e-01 -2.98836481e-02
-6.06626656e-02 1.79173238e-02 -2.26470500e-01 2.57108080e-01
1.05203712e-01]
[ 1.58656338e-01 6.23188972e-02 -1.10198892e-01 -3.38015291e-01
-5.25888358e-02 -1.04058659e-01 -2.48545815e-01 -5.15176203e-02
-2.23526515e-01 -2.75844603e-01 -2.30647500e-01 5.20813358e-01
8.86393001e-03]
[ -1.85428391e-01 -1.73878641e-01 -1.19148362e-01 -3.25356152e-01
-4.49190065e-02 2.38076439e-02 -2.53291596e-01 -2.96476484e-01
-1.69141291e-01 -1.12892300e-01 -2.51205749e-01 4.05503195e-01
-7.98300363e-02]
[ -4.96555445e-02 -1.99795885e-01 -1.68272732e-01 -3.41177951e-01
-4.29459095e-02 4.07814208e-02 -1.17985110e-01 -1.16862964e-01
-2.65006747e-01 -3.52600543e-01 -8.65157591e-02 2.08092612e-01
6.81669634e-02]
[ 9.71221037e-02 9.40780124e-02 -1.94359028e-02 -2.68420073e-01
-3.15244459e-01 4.55803201e-03 -2.25721898e-01 -3.57212005e-01
-3.45777632e-01 -6.01311453e-02 -1.38579788e-01 2.96367391e-01
7.87840189e-03]
[ -5.99974487e-02 -1.26490378e-02 -2.84098041e-01 -7.52872921e-02
6.72840988e-02 1.55342729e-01 -2.48090609e-01 -1.79749326e-01
-5.36503004e-02 -4.48264335e-02 1.54897607e-01 6.97571689e-01
-7.08509144e-02]
[ 1.37942718e-01 3.30547828e-01 -1.95807227e-01 7.57373384e-01
1.11016512e-01 3.00930182e-03 -2.07057312e-01 -3.74884444e-01
-2.26798933e-01 -3.13331217e-01 7.46218028e-01 9.16489362e-01
-1.31788947e+00]
[ -3.93995891e-03 1.68929859e-01 5.56834009e-02 3.90808607e-01
-3.60682110e-03 -6.49268282e-02 -2.80804650e-01 -3.36356030e-01
-2.85602276e-01 -2.06019458e-01 5.95087172e-01 9.39152229e-01
-1.30101898e+00]
[ -2.70311729e-02 -1.42690902e-01 -1.47719707e-01 3.15538085e-01
-1.86012849e-01 2.37887890e-01 -2.88560892e-02 -1.66275669e-01
-2.23557388e-01 -3.48652628e-01 1.96666777e-01 5.06500189e-01
-6.36880391e-01]
[ 8.43150408e-02 -3.82562349e-01 -5.08995573e-02 2.46008812e-02
-1.16617556e-01 1.99939411e-01 8.52089428e-02 1.70878673e-01
-1.86434890e-01 -3.10012424e-03 -5.14045983e-02 3.31770844e-01
-3.71462366e-01]
[ 2.11742264e-01 -2.96001181e-01 -1.18705117e-01 -7.34838223e-02
-2.16984632e-01 1.22874132e-01 4.16290189e-02 -1.25523080e-01
-5.96030774e-02 -4.65947717e-02 -1.58391747e-01 -1.95669373e-01
-2.14811642e-01]
[ -1.31821531e-01 -8.14100100e-02 3.84325387e-02 -2.51142656e-01
-6.02296797e-02 -1.41186973e-01 5.52053936e-02 -1.08740608e-04
-9.37570121e-02 2.52468052e-02 -3.29558950e-01 -4.73918395e-01
-1.11754223e-01]
[ -1.43225042e-01 -1.34394564e-01 -6.90962146e-02 -2.82434794e-01
-3.44498995e-01 -2.89195357e-01 1.62809461e-01 1.46546980e-01
9.15371404e-03 1.22937392e-01 -2.76742391e-01 -8.76218503e-01
2.72077210e-02]
[ -1.28431301e-01 -2.51798259e-01 -3.02752654e-01 -9.20908201e-01
-3.03921516e-01 -2.07708275e-01 -1.25809364e-01 -2.42088669e-02
4.37609121e-02 -4.66294958e-01 -7.29096586e-01 -6.92656365e-01
-1.26440894e+00]
[ -1.26096538e-01 1.35432072e-01 1.30770141e-02 1.48892447e-01
-2.00382649e-01 -1.76566303e-01 -1.57614304e-01 3.66401949e-03
-1.45475937e-01 -1.46757253e-01 -1.08647476e-01 -3.61156074e-01
6.31567229e-02]
[ -3.64309793e-01 -1.18628515e-01 -2.73054032e-01 3.42593249e-01
-2.00068531e-01 -2.32729117e-01 -1.39086756e-01 -9.70416262e-02
8.96712740e-03 3.84917406e-02 1.11561015e-01 -3.28819518e-01
2.39863964e-01]
[ -1.35202879e-01 -4.64165451e-02 -2.55180902e-01 2.08760247e-01
-2.25953562e-01 -2.80139621e-01 -3.93508053e-01 -3.58256853e-02
5.12025958e-03 -1.10507699e-01 -1.79046625e-01 -2.98074326e-01
1.33450492e-01]
[ -2.49378808e-01 -5.32603731e-01 -3.40689641e-01 -3.28781638e-02
-3.19199148e-01 -2.33219765e-01 -1.49163337e-01 -2.37526928e-01
1.35258326e-02 -2.55749220e-01 -4.45770877e-02 -3.48889248e-01
6.93252957e-02]
[ -2.22530869e-01 -2.97296619e-01 -3.21570083e-01 -7.73510178e-02
-8.91383405e-02 -1.50901608e-01 -8.23300363e-02 3.47968399e-02
-1.99124448e-01 -5.04984609e-01 -2.27736728e-01 -2.63616148e-01
-1.22492819e-02]
[ -9.36143367e-02 -1.68864884e-02 -2.43572234e-01 -9.66241803e-01
-2.73788032e-01 -2.59377405e-01 8.26796876e-02 -4.76650248e-01
1.33140724e-01 -1.90418491e-01 -7.00758077e-01 -3.61744698e-01
-1.16760059e+00]]
Progress: 31.0% ... Training loss: 0.202 ... Validation loss: 0.346[[-0.24743982]
[ 0.24961999]
[-0.08804629]
[ 1.26226884]
[ 0.25396509]
[-0.04242724]
[-0.94760369]
[-0.81079979]
[-0.57265926]
[-0.8302963 ]
[ 1.25996311]
[ 3.00321535]
[-2.41212427]]
[[ -5.15841477e-01 -4.93677656e-01 -5.89123450e-01 -2.12083714e-03
-2.91443505e-01 -5.94558629e-01 7.42270363e-02 -2.23126886e-01
-2.86346230e-01 -2.85265642e-01 2.58387905e-01 1.02319516e+00
3.41587725e-01]
[ 8.56869657e-03 -1.34753404e-01 4.77930877e-02 -9.13258871e-02
-3.81654612e-02 5.80682527e-02 -1.08051770e-01 1.84422953e-01
-1.52535207e-01 -1.85296758e-01 -1.10625209e-01 -9.09543610e-02
-8.71098011e-02]
[ -2.83313445e-01 1.36408771e-01 -3.61505254e-02 5.22766541e-02
7.55731905e-02 -1.34862404e-01 -1.03428693e-01 -1.76903797e-01
2.61984224e-01 -4.89762941e-01 1.06537072e-01 7.14078482e-01
8.95187166e-01]
[ 2.65162603e-01 -2.44951628e-01 -2.76713282e-01 1.12492036e-01
-2.70170644e-01 1.16993130e-02 5.60933182e-01 -5.66908171e-01
3.46560337e-01 -1.73995028e-01 -9.08896308e-02 -3.91503085e-01
-3.89496377e-01]
[ 1.35361728e-01 1.40430074e-02 1.14230074e-01 -1.23660824e-01
-2.10477389e-02 7.30968137e-02 -1.93339174e-01 -1.78763564e-01
6.26026232e-02 2.53305544e-01 2.45440000e-02 -4.35836134e-02
-1.08640472e-01]
[ -4.86251394e-01 -6.16318209e-01 -6.01643986e-01 -5.99647976e-01
-5.94238194e-01 -5.64988063e-01 -3.83389823e-01 -1.61774213e-01
-4.73894567e-01 -2.46039860e-01 -5.95624056e-01 -9.03861592e-01
-7.07766829e-01]
[ -4.12131928e-01 -5.95500368e-01 -3.25613472e-01 -4.39582371e-01
-4.19410171e-01 -5.64222063e-01 -4.02180841e-01 -4.81209111e-01
-2.98704356e-01 -9.31378708e-02 -4.95156988e-01 -5.57437289e-01
-6.01824469e-01]
[ -3.45532284e-01 -3.42961226e-01 -4.88464429e-01 -1.55221231e-01
-3.18828953e-01 -4.26543494e-01 -2.75643942e-01 -2.90586472e-01
-2.86982241e-01 -5.84433276e-01 -3.12031699e-01 -7.63466203e-01
-6.07751875e-01]
[ -4.64905301e-01 -3.42074493e-01 -3.85520147e-01 -2.63510057e-01
-3.33649365e-01 -2.17555523e-01 -2.41196906e-02 -4.54817175e-01
-2.55749123e-01 -4.56313684e-01 -2.07281927e-01 -2.44058517e-01
-2.23481242e-01]
[ -9.53400648e-01 -9.55556064e-01 -9.89622568e-01 -7.73268122e-01
-1.04595673e+00 -9.90183537e-01 -5.13695014e-01 -5.75016991e-01
-7.25171265e-01 -5.66636739e-01 -8.18563160e-01 -6.58856532e-01
-8.87622684e-01]
[ -5.15970777e-01 -2.67949459e-01 -4.73834428e-01 -3.60931889e-01
-3.44477198e-01 -3.64804940e-01 -6.29535373e-01 -6.29405051e-01
-6.69845069e-01 -1.06817843e-01 -5.50622993e-01 -8.09199303e-01
-6.67035594e-01]
[ -1.18247510e-01 2.49982790e-02 -3.44049407e-01 -4.77292151e-01
-1.04828562e-01 -7.49629906e-02 -1.99849806e-01 -4.26503795e-01
-1.79605599e-01 5.23500503e-02 -5.19933712e-01 -1.16028983e+00
-7.04904324e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57429594e-01 -1.22538195e-01 1.63469663e-01 -2.88132562e-01
-1.32406379e-01 1.13043357e-01 -1.37300621e-01 4.33099218e-03
-8.62964599e-02 5.85064930e-02 -2.08552178e-01 -4.38107324e-01
-7.07947341e-02]
[ -9.49746538e-02 -2.63346096e-01 -1.81862084e-01 -2.65004175e-01
-4.75122742e-01 -8.73524994e-02 -9.23285743e-02 -1.57993591e-02
-8.33164781e-02 -1.49472265e-02 -2.26361083e-01 -4.20290062e-01
-2.82792302e-01]
[ -6.51821257e-02 -3.03043855e-02 -2.27184009e-01 -2.66436674e-01
1.12277997e-01 -1.61093505e-01 -1.93055678e-01 1.29237983e-01
-1.27892359e-02 1.33273100e-01 -2.12501065e-01 -1.38523727e-02
-8.99862271e-02]
[ 3.89688403e-02 -1.68974154e-01 -1.48387352e-01 -9.89959033e-02
-1.27336132e-01 -1.06684541e-01 1.10793723e-01 -1.38883634e-01
-1.51268984e-02 4.02221693e-02 -4.75479983e-02 -1.48270732e-01
-8.54259770e-03]
[ -2.90436054e-01 -1.41702852e-01 -7.86328733e-02 -1.32207646e-01
-3.01548394e-01 -2.76015517e-01 -3.54300324e-01 1.60967305e-02
-3.20917923e-01 -2.16282161e-01 1.38347296e-01 -1.93260690e-01
1.34448352e-01]
[ -2.31891790e-01 -1.22986693e-01 -9.54109632e-02 -3.85146413e-02
-8.28708499e-02 -1.20780195e-01 -8.44474165e-02 -4.77765749e-03
-1.42661977e-01 -1.02818165e-01 2.49945750e-03 -2.16271114e-01
-1.49588784e-01]
[ -1.78524866e-01 -6.94651430e-02 -2.30844895e-01 -2.40947697e-01
-1.57719351e-01 -2.06129694e-01 -3.54636947e-01 -1.21332011e-01
1.23281104e-01 -2.45403134e-01 -3.60882910e-01 -3.52166211e-01
-3.93445600e-01]
[ -3.72082865e-01 -5.71057213e-02 -1.52311551e-01 -1.02692046e-01
-4.38589071e-02 -3.13865065e-01 2.96278645e-02 -9.22562173e-02
-1.24363474e-01 4.58664659e-02 4.21623140e-02 -2.61851883e-01
-3.83804675e-01]
[ -1.61673897e-01 -1.39950347e-01 -5.39084610e-02 -1.99265513e-01
-1.25802526e-01 -2.95783140e-01 4.14007865e-02 -1.55746214e-01
-2.03810415e-01 4.70019878e-02 1.95664516e-01 8.71590056e-04
-1.40969083e-01]
[ -1.29621888e-01 -1.70825454e-01 -1.14929105e-01 -3.04629007e-01
9.34386543e-02 -1.77396345e-02 -1.64056990e-01 -1.75619673e-01
1.15659721e-01 -9.28990358e-02 -1.32100692e-01 -2.93305010e-02
-2.98000394e-01]
[ -3.93617464e-02 -3.51366223e-02 -1.50165707e-01 -1.11465960e-01
-2.29959717e-01 6.29462979e-02 -4.60815961e-02 -4.40164860e-02
-2.20587537e-01 -9.04600030e-02 -1.33983084e-01 -3.80607694e-01
-2.02210455e-01]
[ -6.64830281e-02 1.99105456e-02 -1.28622659e-01 -3.51082474e-01
1.17072114e-01 2.06793838e-02 -1.86468954e-01 -1.40600583e-01
1.32599360e-01 -4.81803122e-02 -3.16450559e-01 -3.10598515e-01
-3.22467453e-01]
[ 7.16351885e-02 -3.04492152e-01 -8.66943984e-02 -4.66541600e-01
-2.18926408e-01 -9.07260814e-02 4.95419934e-02 8.34815376e-02
-2.75471084e-02 2.83721211e-01 -5.48546996e-01 -8.78784216e-01
4.75096767e-01]
[ -2.27335975e-01 -2.40443393e-01 -1.33503996e-01 -3.23114266e-01
-2.97771348e-01 -9.44708400e-02 2.02922244e-01 3.40177451e-02
2.79658141e-01 2.97338275e-02 -4.31245435e-01 -1.07078216e+00
6.65871863e-01]
[ -1.91788617e-02 -1.83054557e-01 1.93809273e-02 -3.29250990e-01
-1.68255332e-01 1.64361451e-01 2.05376579e-01 2.51437144e-01
-3.25819681e-02 2.23797169e-01 -2.52979258e-01 -1.15836339e+00
7.79380579e-01]
[ -4.47710804e-03 -4.16412182e-02 -1.26939200e-01 -1.46896296e-01
-1.77529525e-01 -4.82905266e-02 3.13187963e-01 1.63463316e-01
2.56661669e-01 3.61046000e-01 -5.14208362e-01 -1.11019931e+00
8.22637743e-01]
[ -8.74768966e-02 -2.76820104e-01 5.72279860e-02 -3.59167186e-01
-1.47277467e-01 1.15755172e-01 3.83048245e-01 1.41800918e-01
-6.63095686e-02 1.57281977e-01 -5.76709082e-01 -1.08718484e+00
8.82786283e-01]
[ 1.16624206e-01 -8.70933082e-02 1.41895003e-02 -1.70942724e-01
-8.10261917e-02 -1.94544492e-02 2.74841979e-01 3.75074417e-01
4.25067477e-01 2.57380546e-01 -5.73876363e-01 -1.02397521e+00
5.97258709e-01]
[ 1.16640970e-03 -1.42316381e-01 2.32601951e-02 1.46463336e-02
-9.58935126e-02 -2.83239889e-01 1.13278053e-01 3.73498770e-01
2.36842435e-02 1.35467627e-01 -2.78809541e-01 -8.68506072e-01
2.52949876e-01]
[ 1.01555722e-01 9.08963991e-02 9.65195291e-03 2.01671191e-01
-1.00267401e-01 -5.71494206e-02 -1.06394360e-01 -1.05873422e-01
-2.15293618e-01 -9.37968616e-02 -9.29373963e-02 1.61255120e-01
-4.63821722e-01]
[ 5.22414441e-02 -1.18361875e-01 1.49841127e-01 4.54192237e-01
2.38312973e-01 9.54205103e-03 -3.63839203e-01 -3.37136692e-01
-1.69884434e-02 -5.44656601e-01 2.93699243e-01 9.33277466e-01
-8.49831904e-01]
[ 2.45362266e-02 7.83246415e-02 -2.14557358e-01 1.13817583e-01
3.54636976e-02 -3.17138372e-03 -2.02174040e-01 -3.59892474e-01
-2.85103206e-01 -2.64049339e-01 -1.29015440e-02 -1.06727769e-01
-2.08080079e-01]
[ -6.90092428e-02 -2.03550516e-01 5.73764798e-02 3.71125614e-02
-1.26210005e-01 -1.36678291e-01 -5.15724648e-02 -6.37846938e-02
2.63762388e-02 -4.06992659e-01 -3.42821218e-01 -2.07441516e-01
9.57223221e-02]
[ -5.25964494e-03 -2.62827489e-01 4.95708970e-02 -3.53895318e-01
-1.87607520e-01 -2.34537625e-01 -3.37674436e-01 -3.00229452e-02
-6.06500376e-02 1.71551691e-02 -2.28721820e-01 2.53562768e-01
1.10453165e-01]
[ 1.58775936e-01 6.18669323e-02 -1.10119965e-01 -3.42750438e-01
-5.30205870e-02 -1.04030951e-01 -2.47912170e-01 -4.97507221e-02
-2.22570512e-01 -2.75105045e-01 -2.35205754e-01 5.11806752e-01
2.18889414e-02]
[ -1.85396781e-01 -1.73912980e-01 -1.19133109e-01 -3.25760865e-01
-4.49746622e-02 2.38143640e-02 -2.53091697e-01 -2.96444414e-01
-1.69050183e-01 -1.12778577e-01 -2.51503235e-01 4.04830041e-01
-7.90410796e-02]
[ -4.96926482e-02 -1.99846807e-01 -1.68261344e-01 -3.42315998e-01
-4.30089826e-02 4.07825701e-02 -1.17713698e-01 -1.16676833e-01
-2.64802632e-01 -3.53243495e-01 -8.73943310e-02 2.07367527e-01
7.09026670e-02]
[ 9.69623525e-02 9.42757524e-02 -1.94893833e-02 -2.68375624e-01
-3.15150357e-01 4.51985538e-03 -2.26415350e-01 -3.57729342e-01
-3.45985816e-01 -6.06832936e-02 -1.38414324e-01 2.98172994e-01
8.24717762e-03]
[ -5.99854882e-02 -1.27274614e-02 -2.84096249e-01 -7.61495064e-02
6.71842869e-02 1.55341176e-01 -2.48168536e-01 -1.79380794e-01
-5.33049935e-02 -4.49236797e-02 1.54419882e-01 6.96110401e-01
-6.86119970e-02]
[ 1.38185140e-01 3.30453758e-01 -1.95716455e-01 7.58419019e-01
1.10937715e-01 3.05842593e-03 -2.06798879e-01 -3.74204707e-01
-2.27119080e-01 -3.11991686e-01 7.46489936e-01 9.16236495e-01
-1.32154497e+00]
[ -3.32338512e-03 1.67603677e-01 5.59317174e-02 3.85675587e-01
-4.69582665e-03 -6.48216306e-02 -2.77284587e-01 -3.33314968e-01
-2.82871770e-01 -2.04099342e-01 5.87478839e-01 9.27733603e-01
-1.29431460e+00]
[ -2.67295519e-02 -1.43020609e-01 -1.47627383e-01 3.14336773e-01
-1.86367131e-01 2.37955622e-01 -2.76719684e-02 -1.64327971e-01
-2.22823014e-01 -3.47279329e-01 1.95224333e-01 5.00936497e-01
-6.34848011e-01]
[ 8.43565541e-02 -3.82538623e-01 -5.08943374e-02 2.51626388e-02
-1.16581136e-01 1.99941922e-01 8.50080573e-02 1.70800243e-01
-1.86484450e-01 -2.83942004e-03 -5.11272039e-02 3.32673044e-01
-3.72324098e-01]
[ 2.11286945e-01 -2.95747042e-01 -1.18806596e-01 -7.10491308e-02
-2.16676434e-01 1.22787289e-01 3.94313793e-02 -1.26483014e-01
-6.08233238e-02 -4.79065619e-02 -1.56291847e-01 -1.92975624e-01
-2.17960046e-01]
[ -1.31907360e-01 -8.13152794e-02 3.84076809e-02 -2.50832158e-01
-6.01534393e-02 -1.41201227e-01 5.47641055e-02 -2.07392016e-04
-9.40300319e-02 2.49344206e-02 -3.29259828e-01 -4.73529090e-01
-1.12056516e-01]
[ -1.43174279e-01 -1.34421476e-01 -6.90864091e-02 -2.82588665e-01
-3.44526898e-01 -2.89190146e-01 1.63214974e-01 1.46758061e-01
9.35513697e-03 1.23162903e-01 -2.76909779e-01 -8.76583169e-01
2.74040511e-02]
[ -1.29258915e-01 -2.51025174e-01 -3.02986707e-01 -9.18116492e-01
-3.03134196e-01 -2.07835297e-01 -1.31061369e-01 -2.73479863e-02
4.07092180e-02 -4.68105388e-01 -7.26400460e-01 -6.82067370e-01
-1.27043114e+00]
[ -1.25895621e-01 1.35056344e-01 1.31437817e-02 1.46609095e-01
-2.00707431e-01 -1.76551759e-01 -1.56599904e-01 4.25977594e-03
-1.44660529e-01 -1.45992604e-01 -1.11253674e-01 -3.69060466e-01
6.77215012e-02]
[ -3.64520197e-01 -1.18583001e-01 -2.73074543e-01 3.42878838e-01
-2.00062414e-01 -2.32759557e-01 -1.39831099e-01 -9.72608800e-02
8.63964818e-03 3.79243772e-02 1.10903559e-01 -3.32161980e-01
2.40163804e-01]
[ -1.35828527e-01 -4.59344893e-02 -2.55296923e-01 2.13699883e-01
-2.25422888e-01 -2.80218133e-01 -3.96904252e-01 -3.60523600e-02
3.31429187e-03 -1.12803489e-01 -1.74804095e-01 -2.92312683e-01
1.33144898e-01]
[ -2.49708030e-01 -5.32905033e-01 -3.40679373e-01 -3.28932166e-02
-3.19483898e-01 -2.33263366e-01 -1.50554688e-01 -2.35963341e-01
1.34250518e-02 -2.56511006e-01 -4.60790982e-02 -3.59322679e-01
7.46240432e-02]
[ -2.22628452e-01 -2.97526337e-01 -3.21504940e-01 -7.85311599e-02
-8.94527712e-02 -1.50891673e-01 -8.28160878e-02 3.57360558e-02
-1.99117745e-01 -5.04985878e-01 -2.29661278e-01 -2.69809339e-01
-9.95845259e-03]
[ -9.34264836e-02 -1.75808313e-02 -2.43518846e-01 -9.71096063e-01
-2.74417712e-01 -2.59381356e-01 8.38315797e-02 -4.76103312e-01
1.34390625e-01 -1.90806437e-01 -7.06975301e-01 -3.65387962e-01
-1.16549287e+00]]
Progress: 31.1% ... Training loss: 0.198 ... Validation loss: 0.343[[-0.23366083]
[ 0.25898682]
[-0.08060498]
[ 1.26628268]
[ 0.26321336]
[-0.0339097 ]
[-0.92207326]
[-0.79487357]
[-0.54936883]
[-0.80951277]
[ 1.26154771]
[ 3.0114326 ]
[-2.4077729 ]]
[[ -5.16100625e-01 -4.93240378e-01 -5.89336727e-01 -7.49887926e-04
-2.90804689e-01 -5.94598852e-01 7.55501456e-02 -2.27695911e-01
-2.86477647e-01 -2.90100523e-01 2.59851236e-01 1.03411937e+00
3.40682436e-01]
[ 9.36692270e-03 -1.35591763e-01 4.80784194e-02 -9.74500002e-02
-3.89133299e-02 5.82325107e-02 -1.05674729e-01 1.88250283e-01
-1.51580849e-01 -1.81956791e-01 -1.16473544e-01 -1.00134149e-01
-8.62574276e-02]
[ -2.83242052e-01 1.36857403e-01 -3.62019493e-02 5.34177687e-02
7.56818593e-02 -1.34873421e-01 -1.03101674e-01 -1.76868100e-01
2.62159532e-01 -4.87745489e-01 1.05691272e-01 7.16565968e-01
8.96757259e-01]
[ 2.62807496e-01 -2.44080482e-01 -2.76808722e-01 1.20720172e-01
-2.69648469e-01 1.13184072e-02 5.51903373e-01 -5.64427118e-01
3.41305986e-01 -1.74429333e-01 -8.87660893e-02 -4.12922522e-01
-3.89059468e-01]
[ 1.37916292e-01 1.20075483e-02 1.14746493e-01 -1.36693355e-01
-2.31427102e-02 7.35339595e-02 -1.80831925e-01 -1.75217255e-01
7.01219642e-02 2.59452961e-01 1.41656880e-02 -5.88779598e-02
-8.62294754e-02]
[ -4.86497897e-01 -6.16094731e-01 -6.01704515e-01 -5.99575649e-01
-5.93982340e-01 -5.65020069e-01 -3.85267806e-01 -1.64982991e-01
-4.75291220e-01 -2.48574170e-01 -5.94799478e-01 -8.96060937e-01
-7.12478441e-01]
[ -4.14325803e-01 -5.93391149e-01 -3.26333522e-01 -4.28884903e-01
-4.17249635e-01 -5.64522325e-01 -4.12223776e-01 -4.88698077e-01
-3.04586816e-01 -1.03677664e-01 -4.83367433e-01 -5.29971437e-01
-6.17182404e-01]
[ -3.45363417e-01 -3.42997001e-01 -4.88423206e-01 -1.57829874e-01
-3.19030042e-01 -4.26524002e-01 -2.74758499e-01 -2.90670892e-01
-2.87074189e-01 -5.83476755e-01 -3.15584254e-01 -7.65443658e-01
-6.05414889e-01]
[ -4.64896196e-01 -3.42391562e-01 -3.85391208e-01 -2.66701148e-01
-3.33907920e-01 -2.17546291e-01 -2.31768425e-02 -4.52986423e-01
-2.55912525e-01 -4.55299654e-01 -2.12841163e-01 -2.60442346e-01
-2.22413226e-01]
[ -9.54473966e-01 -9.54115160e-01 -9.90125342e-01 -7.69139320e-01
-1.04455861e+00 -9.90348347e-01 -5.17851400e-01 -5.82619478e-01
-7.29035731e-01 -5.74401828e-01 -8.14726057e-01 -6.40084384e-01
-9.00700090e-01]
[ -5.15596559e-01 -2.68453004e-01 -4.73645615e-01 -3.65013222e-01
-3.44967467e-01 -3.64722331e-01 -6.28926508e-01 -6.27678666e-01
-6.69439787e-01 -1.05008796e-01 -5.55511254e-01 -8.17427675e-01
-6.64157571e-01]
[ -1.19810818e-01 2.60407732e-02 -3.44345863e-01 -4.72369561e-01
-1.03779666e-01 -7.51843332e-02 -2.06394911e-01 -4.29579104e-01
-1.83680879e-01 4.72025397e-02 -5.15380211e-01 -1.15392838e+00
-7.11369487e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57239854e-01 -1.22629655e-01 1.63492790e-01 -2.89239295e-01
-1.32506288e-01 1.13066036e-01 -1.37080148e-01 3.48262032e-03
-8.61559494e-02 5.83023574e-02 -2.09041339e-01 -4.36900609e-01
-7.19855369e-02]
[ -9.51507389e-02 -2.63229098e-01 -1.81889683e-01 -2.64639713e-01
-4.74988635e-01 -8.73784563e-02 -9.30618657e-02 -1.67408314e-02
-8.40396674e-02 -1.59123323e-02 -2.26020764e-01 -4.18049729e-01
-2.84316840e-01]
[ -6.55414772e-02 -2.99846009e-02 -2.27292227e-01 -2.64459464e-01
1.12687691e-01 -1.61135995e-01 -1.94917238e-01 1.26913103e-01
-1.39844877e-02 1.30868591e-01 -2.09853868e-01 -5.88627301e-03
-9.35981677e-02]
[ 3.77436440e-02 -1.67768784e-01 -1.48809335e-01 -9.36430138e-02
-1.25980603e-01 -1.06867992e-01 1.05831175e-01 -1.43316303e-01
-1.83572207e-02 3.40351678e-02 -4.19222339e-02 -1.31028130e-01
-1.95348688e-02]
[ -2.91102737e-01 -1.41182270e-01 -7.87657405e-02 -1.30346412e-01
-3.01158997e-01 -2.76095842e-01 -3.57074500e-01 1.52186932e-02
-3.22468211e-01 -2.17928804e-01 1.40117052e-01 -1.92944620e-01
1.33276171e-01]
[ -2.31997516e-01 -1.22973087e-01 -9.54521041e-02 -3.78078735e-02
-8.29144636e-02 -1.20770929e-01 -8.64405464e-02 -5.44737110e-03
-1.43155023e-01 -1.03964747e-01 2.93142363e-03 -2.13958002e-01
-1.48559036e-01]
[ -1.78827043e-01 -6.87982610e-02 -2.30991645e-01 -2.38938847e-01
-1.57194386e-01 -2.06196076e-01 -3.56708170e-01 -1.23756797e-01
1.21335227e-01 -2.46310250e-01 -3.58811539e-01 -3.43177812e-01
-4.01613508e-01]
[ -3.71915938e-01 -5.72909493e-02 -1.52274371e-01 -1.04612209e-01
-4.40450255e-02 -3.13837757e-01 3.13697668e-02 -9.16295033e-02
-1.23653933e-01 4.63971344e-02 4.03757303e-02 -2.65451542e-01
-3.80199447e-01]
[ -1.61026883e-01 -1.40718707e-01 -5.36587509e-02 -2.04014568e-01
-1.26631160e-01 -2.95695056e-01 4.65907337e-02 -1.53023616e-01
-2.01055602e-01 4.99723954e-02 1.88908836e-01 -1.59655567e-02
-1.30244055e-01]
[ -1.30500767e-01 -1.69923376e-01 -1.15173935e-01 -2.99709226e-01
9.44074947e-02 -1.79093179e-02 -1.68549622e-01 -1.78201524e-01
1.12804589e-01 -9.58067692e-02 -1.27610633e-01 -2.04195678e-02
-3.07432576e-01]
[ -3.89137349e-02 -3.58570203e-02 -1.49962752e-01 -1.15911143e-01
-2.30627228e-01 6.30637040e-02 -4.44379851e-02 -4.12154275e-02
-2.19733757e-01 -8.86958050e-02 -1.38825751e-01 -3.92449928e-01
-1.98143180e-01]
[ -6.64830281e-02 1.99105456e-02 -1.28622659e-01 -3.51082474e-01
1.17072114e-01 2.06793838e-02 -1.86468954e-01 -1.40600583e-01
1.32599360e-01 -4.81803122e-02 -3.16450559e-01 -3.10598515e-01
-3.22467453e-01]
[ 7.15091903e-02 -3.04441651e-01 -8.67272196e-02 -4.66213974e-01
-2.18845531e-01 -9.07503329e-02 4.90306032e-02 8.30246242e-02
-2.77857646e-02 2.83207849e-01 -5.48322346e-01 -8.78761794e-01
4.74602872e-01]
[ -2.27702405e-01 -2.40126297e-01 -1.33599092e-01 -3.22152836e-01
-2.97478659e-01 -9.45350513e-02 2.01100287e-01 3.30863435e-02
2.78525885e-01 2.84057629e-02 -4.30273169e-01 -1.06977765e+00
6.63983777e-01]
[ -1.92692571e-02 -1.82856375e-01 1.93355654e-02 -3.28662986e-01
-1.68092943e-01 1.64340610e-01 2.04813598e-01 2.50576931e-01
-3.30952630e-02 2.23500114e-01 -2.52579844e-01 -1.15710634e+00
7.77306066e-01]
[ -4.68352262e-03 -4.14699536e-02 -1.26990579e-01 -1.45769675e-01
-1.77385953e-01 -4.83197084e-02 3.12325411e-01 1.63126138e-01
2.56082211e-01 3.60227433e-01 -5.13559897e-01 -1.10975667e+00
8.20379968e-01]
[ -8.76635442e-02 -2.76659614e-01 5.71638654e-02 -3.58508132e-01
-1.47123040e-01 1.15716296e-01 3.82796022e-01 1.41583897e-01
-6.67440901e-02 1.56619785e-01 -5.76590382e-01 -1.08735663e+00
8.81544420e-01]
[ 1.16225447e-01 -8.68818078e-02 1.41325443e-02 -1.69498527e-01
-8.08380008e-02 -1.95125599e-02 2.73444767e-01 3.74205747e-01
4.24062745e-01 2.56141588e-01 -5.73070097e-01 -1.02379387e+00
5.95532352e-01]
[ 8.67188464e-04 -1.42039960e-01 2.31929013e-02 1.70945784e-02
-9.55706451e-02 -2.83286060e-01 1.11302009e-01 3.72390472e-01
2.26054806e-02 1.34308551e-01 -2.76782373e-01 -8.65583768e-01
2.48695856e-01]
[ 1.01494544e-01 9.09469344e-02 9.63878849e-03 2.02138068e-01
-1.00218550e-01 -5.71568608e-02 -1.06792530e-01 -1.06060046e-01
-2.15470748e-01 -9.39121365e-02 -9.25773188e-02 1.62007454e-01
-4.64266844e-01]
[ 5.28675764e-02 -1.18747894e-01 1.50022111e-01 4.51819394e-01
2.37880441e-01 9.63775537e-03 -3.60254796e-01 -3.35976839e-01
-1.55616958e-02 -5.42439946e-01 2.90398535e-01 9.26612183e-01
-8.50582350e-01]
[ 2.42763384e-02 7.85401244e-02 -2.14630726e-01 1.15431931e-01
3.57032690e-02 -3.21500092e-03 -2.03303304e-01 -3.60806479e-01
-2.85603521e-01 -2.65338065e-01 -1.14544258e-02 -1.04241862e-01
-2.10006948e-01]
[ -6.90457568e-02 -2.03564214e-01 5.73531269e-02 3.60163229e-02
-1.26177142e-01 -1.36674887e-01 -5.17935714e-02 -6.42274913e-02
2.61311991e-02 -4.07522021e-01 -3.43424329e-01 -2.04684644e-01
9.74096131e-02]
[ -5.33087974e-03 -2.62891363e-01 4.95633064e-02 -3.54953175e-01
-1.87639190e-01 -2.34546839e-01 -3.38004674e-01 -3.05454259e-02
-6.05354458e-02 1.64192654e-02 -2.29567091e-01 2.52420762e-01
1.13132285e-01]
[ 1.58143441e-01 6.24898239e-02 -1.10298838e-01 -3.41474649e-01
-5.24927210e-02 -1.04126061e-01 -2.49907148e-01 -5.10252485e-02
-2.23970773e-01 -2.76783614e-01 -2.34067457e-01 5.16201303e-01
2.02626810e-02]
[ -1.85552062e-01 -1.73775239e-01 -1.19198549e-01 -3.26338162e-01
-4.47894473e-02 2.37957154e-02 -2.54379719e-01 -2.97506772e-01
-1.69482416e-01 -1.14142889e-01 -2.51423665e-01 4.08818718e-01
-7.87217091e-02]
[ -4.97387115e-02 -1.99696092e-01 -1.68291213e-01 -3.42389758e-01
-4.29065621e-02 4.07714051e-02 -1.17787562e-01 -1.17016830e-01
-2.65076135e-01 -3.53335244e-01 -8.74338605e-02 2.08890319e-01
7.00875714e-02]
[ 9.69961378e-02 9.41814019e-02 -1.94440461e-02 -2.69685706e-01
-3.15291886e-01 4.53404868e-03 -2.26186101e-01 -3.57157128e-01
-3.46036410e-01 -6.00188267e-02 -1.40218366e-01 2.97268735e-01
1.02210810e-02]
[ -6.00599457e-02 -1.26309970e-02 -2.84119206e-01 -7.58817061e-02
6.72728330e-02 1.55328417e-01 -2.48386937e-01 -1.79734003e-01
-5.35477575e-02 -4.53341619e-02 1.54800019e-01 6.97591311e-01
-6.92035369e-02]
[ 1.38817778e-01 3.29728504e-01 -1.95491523e-01 7.53449236e-01
1.10318340e-01 3.19886455e-03 -2.04687835e-01 -3.71045318e-01
-2.26312254e-01 -3.09651799e-01 7.41724246e-01 9.07047614e-01
-1.31853067e+00]
[ -3.54121438e-03 1.68099285e-01 5.57498078e-02 3.89671135e-01
-4.19414380e-03 -6.48588215e-02 -2.78446119e-01 -3.36188766e-01
-2.83532145e-01 -2.06886742e-01 5.92929409e-01 9.38105258e-01
-1.29940311e+00]
[ -2.65911705e-02 -1.43294498e-01 -1.47550545e-01 3.12723494e-01
-1.86642800e-01 2.37986319e-01 -2.71608404e-02 -1.63658340e-01
-2.22550010e-01 -3.46560199e-01 1.93572226e-01 4.97484808e-01
-6.32176922e-01]
[ 8.42180718e-02 -3.82384703e-01 -5.09441319e-02 2.69005143e-02
-1.16402038e-01 1.99913097e-01 8.37541462e-02 1.69760976e-01
-1.86974633e-01 -3.61499092e-03 -4.94685399e-02 3.36617758e-01
-3.75029835e-01]
[ 2.11185015e-01 -2.95636255e-01 -1.18840132e-01 -7.00977019e-02
-2.16543405e-01 1.22771264e-01 3.87423939e-02 -1.27312729e-01
-6.12215759e-02 -4.85602133e-02 -1.55373935e-01 -1.89739882e-01
-2.20334330e-01]
[ -1.32068578e-01 -8.11803510e-02 3.83618321e-02 -2.50114627e-01
-6.00279349e-02 -1.41223603e-01 5.40054667e-02 -5.13028492e-04
-9.44912302e-02 2.43322916e-02 -3.28735146e-01 -4.72739535e-01
-1.13081564e-01]
[ -1.43237186e-01 -1.34439063e-01 -6.90861832e-02 -2.83129843e-01
-3.44579038e-01 -2.89194113e-01 1.63587989e-01 1.47169673e-01
9.51303395e-03 1.23169618e-01 -2.77550934e-01 -8.79708018e-01
2.96798452e-02]
[ -1.29712054e-01 -2.50487564e-01 -3.03170540e-01 -9.17055975e-01
-3.02655079e-01 -2.07911781e-01 -1.31662704e-01 -2.96650274e-02
3.97419496e-02 -4.70549286e-01 -7.24578607e-01 -6.74321189e-01
-1.27102578e+00]
[ -1.25451401e-01 1.34962632e-01 1.31486495e-02 1.45007331e-01
-2.00770884e-01 -1.76491929e-01 -1.55024168e-01 4.40272154e-03
-1.44306870e-01 -1.45090114e-01 -1.11568373e-01 -3.65950224e-01
6.44915278e-02]
[ -3.65051181e-01 -1.18020134e-01 -2.73188258e-01 3.47699309e-01
-1.99429249e-01 -2.32860542e-01 -1.43219101e-01 -9.89715033e-02
6.65697426e-03 3.59222710e-02 1.14869975e-01 -3.25618710e-01
2.33189839e-01]
[ -1.35899162e-01 -4.60578983e-02 -2.55277869e-01 2.13609654e-01
-2.25505053e-01 -2.80218404e-01 -3.96855840e-01 -3.68155952e-02
3.58821671e-03 -1.13371495e-01 -1.75723536e-01 -2.94456737e-01
1.35382361e-01]
[ -2.49358277e-01 -5.33785914e-01 -3.40434083e-01 -3.79368396e-02
-3.20282731e-01 -2.33145062e-01 -1.48881535e-01 -2.32397658e-01
1.42610977e-02 -2.55180742e-01 -5.23934084e-02 -3.75061654e-01
8.24703164e-02]
[ -2.22977128e-01 -2.97304368e-01 -3.21601461e-01 -7.65762629e-02
-8.91787048e-02 -1.50940512e-01 -8.50897289e-02 3.37704496e-02
-1.99966859e-01 -5.06313176e-01 -2.28244649e-01 -2.68764507e-01
-1.26919071e-02]
[ -9.50794290e-02 -1.58254199e-02 -2.44004406e-01 -9.67226272e-01
-2.72902864e-01 -2.59636455e-01 7.67046293e-02 -4.82006846e-01
1.29191590e-01 -1.97801436e-01 -7.03129406e-01 -3.49044235e-01
-1.17870913e+00]]
Progress: 31.1% ... Training loss: 0.193 ... Validation loss: 0.342[[-0.23237075]
[ 0.25845017]
[-0.07875712]
[ 1.27303856]
[ 0.26241402]
[-0.03093773]
[-0.92537027]
[-0.79207503]
[-0.55537854]
[-0.803778 ]
[ 1.26623515]
[ 2.99928258]
[-2.40857368]]
[[ -5.15107558e-01 -4.94200997e-01 -5.89181718e-01 -6.26096319e-03
-2.91847289e-01 -5.94516943e-01 8.15752740e-02 -2.26554176e-01
-2.81252336e-01 -2.89543750e-01 2.55408654e-01 1.01904220e+00
3.43398022e-01]
[ 9.63787307e-03 -1.36027982e-01 4.81719158e-02 -1.02363768e-01
-3.94619357e-02 5.82656668e-02 -1.04054570e-01 1.90229504e-01
-1.49903440e-01 -1.81443964e-01 -1.20378719e-01 -1.11875578e-01
-7.95112885e-02]
[ -2.82230268e-01 1.35106251e-01 -3.57480635e-02 4.26318036e-02
7.37129412e-02 -1.34751781e-01 -9.89716381e-02 -1.71659048e-01
2.66828133e-01 -4.83405662e-01 9.55872859e-02 6.86411776e-01
9.03187488e-01]
[ 2.63401226e-01 -2.44298152e-01 -2.76812694e-01 1.19818999e-01
-2.69535670e-01 1.13326554e-02 5.58308328e-01 -5.62658925e-01
3.43389977e-01 -1.71501082e-01 -9.14779480e-02 -4.27723662e-01
-3.85836280e-01]
[ 1.38135787e-01 1.22092001e-02 1.14774265e-01 -1.38705095e-01
-2.33178827e-02 7.35354606e-02 -1.79104963e-01 -1.75900989e-01
7.07863393e-02 2.61947284e-01 1.18515304e-02 -5.84744069e-02
-7.97878744e-02]
[ -4.86621593e-01 -6.15951023e-01 -6.01761103e-01 -5.98007465e-01
-5.93852526e-01 -5.65039385e-01 -3.85458809e-01 -1.65938905e-01
-4.75391423e-01 -2.49485410e-01 -5.93921091e-01 -8.95311339e-01
-7.14771598e-01]
[ -4.14771489e-01 -5.93543414e-01 -3.26359765e-01 -4.24979635e-01
-4.17109273e-01 -5.64565346e-01 -4.15292306e-01 -4.89931661e-01
-3.05458243e-01 -1.04081275e-01 -4.81608796e-01 -5.27695078e-01
-6.16039656e-01]
[ -3.44577301e-01 -3.43781360e-01 -4.88285745e-01 -1.62832756e-01
-3.19937181e-01 -4.26463765e-01 -2.68793628e-01 -2.88565154e-01
-2.83006061e-01 -5.82166550e-01 -3.20444600e-01 -7.83198724e-01
-6.04493380e-01]
[ -4.65286799e-01 -3.41656362e-01 -3.85559802e-01 -2.65059623e-01
-3.33375980e-01 -2.17611345e-01 -2.55736142e-02 -4.54278092e-01
-2.57168687e-01 -4.58151902e-01 -2.09531623e-01 -2.52107445e-01
-2.28924562e-01]
[ -9.54238722e-01 -9.54297847e-01 -9.90172806e-01 -7.71053192e-01
-1.04487786e+00 -9.90351460e-01 -5.15841563e-01 -5.83597414e-01
-7.26660302e-01 -5.77138836e-01 -8.15831989e-01 -6.46416391e-01
-9.05583129e-01]
[ -5.16071570e-01 -2.68409878e-01 -4.73686678e-01 -3.61307542e-01
-3.44786466e-01 -3.64785743e-01 -6.31243112e-01 -6.27783837e-01
-6.70304010e-01 -1.05586361e-01 -5.53454747e-01 -8.16689708e-01
-6.66988774e-01]
[ -1.19744919e-01 2.61226199e-02 -3.44371301e-01 -4.72049271e-01
-1.03746435e-01 -7.51849614e-02 -2.05779578e-01 -4.29871427e-01
-1.83351749e-01 4.76602182e-02 -5.15244567e-01 -1.15472855e+00
-7.10395480e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57120709e-01 -1.22723547e-01 1.63509720e-01 -2.89642628e-01
-1.32583804e-01 1.13079911e-01 -1.36536502e-01 3.94304972e-03
-8.58933506e-02 5.88562436e-02 -2.09698155e-01 -4.38178532e-01
-7.22094370e-02]
[ -9.53865884e-02 -2.63038376e-01 -1.81947910e-01 -2.62960847e-01
-4.74831216e-01 -8.74071461e-02 -9.37663949e-02 -1.76944765e-02
-8.43481481e-02 -1.71722339e-02 -2.24806661e-01 -4.17499394e-01
-2.85100314e-01]
[ -6.52122946e-02 -3.02593783e-02 -2.27239832e-01 -2.65264861e-01
1.12394039e-01 -1.61104710e-01 -1.93539991e-01 1.27223461e-01
-1.32138923e-02 1.32040042e-01 -2.11007107e-01 -9.12978002e-03
-9.45884533e-02]
[ 3.74264919e-02 -1.67526235e-01 -1.48906721e-01 -9.01708579e-02
-1.25536647e-01 -1.06902337e-01 1.03836486e-01 -1.45345525e-01
-1.91220487e-02 3.22118461e-02 -3.90073448e-02 -1.20366539e-01
-2.09596328e-02]
[ -2.91792192e-01 -1.40683012e-01 -7.89075683e-02 -1.26517506e-01
-3.00581159e-01 -2.76180155e-01 -3.59795929e-01 1.43861899e-02
-3.23994824e-01 -2.19284990e-01 1.43333576e-01 -1.89826427e-01
1.33203121e-01]
[ -2.31964475e-01 -1.23266184e-01 -9.53888627e-02 -3.75745484e-02
-8.31866991e-02 -1.20764079e-01 -8.75302575e-02 -5.70160270e-03
-1.43345822e-01 -1.03438837e-01 2.35366866e-03 -2.14152523e-01
-1.52104012e-01]
[ -1.78324888e-01 -6.97084605e-02 -2.30826055e-01 -2.46486064e-01
-1.58258711e-01 -2.06139663e-01 -3.52420876e-01 -1.21207817e-01
1.25033460e-01 -2.45612876e-01 -3.66377893e-01 -3.65373141e-01
-3.94032245e-01]
[ -3.71888529e-01 -5.71213759e-02 -1.52301109e-01 -1.02311597e-01
-4.38192610e-02 -3.13841645e-01 3.10300204e-02 -9.23126507e-02
-1.24093373e-01 4.62313836e-02 4.34789681e-02 -2.61584048e-01
-3.85191800e-01]
[ -1.60837099e-01 -1.40606431e-01 -5.36790942e-02 -2.05280893e-01
-1.26668364e-01 -2.95689144e-01 4.79853519e-02 -1.52519707e-01
-2.00360863e-01 5.01460529e-02 1.88519295e-01 -1.52558990e-02
-1.30661994e-01]
[ -1.30571755e-01 -1.69773221e-01 -1.15203141e-01 -2.98539831e-01
9.45597422e-02 -1.79272649e-02 -1.68968994e-01 -1.78353674e-01
1.12582475e-01 -9.61478890e-02 -1.26692238e-01 -1.92263668e-02
-3.08837574e-01]
[ -3.86414415e-02 -3.60937092e-02 -1.49894907e-01 -1.17242229e-01
-2.30868715e-01 6.31040105e-02 -4.32787903e-02 -4.04265997e-02
-2.19136438e-01 -8.82066481e-02 -1.39905504e-01 -3.94983169e-01
-1.97664535e-01]
[ -6.68164636e-02 2.02969514e-02 -1.28728896e-01 -3.50300281e-01
1.17396282e-01 2.06267717e-02 -1.87652912e-01 -1.41683618e-01
1.31868485e-01 -4.97023616e-02 -3.15308032e-01 -3.07648673e-01
-3.23411856e-01]
[ 7.14994544e-02 -3.04423683e-01 -8.67324752e-02 -4.66332429e-01
-2.18847176e-01 -9.07535375e-02 4.91731614e-02 8.30465132e-02
-2.76695195e-02 2.83332571e-01 -5.48554444e-01 -8.79788793e-01
4.75479813e-01]
[ -2.27728218e-01 -2.40100014e-01 -1.33604836e-01 -3.22164657e-01
-2.97461562e-01 -9.45394457e-02 2.00903341e-01 3.29964858e-02
2.78448026e-01 2.83597173e-02 -4.30311433e-01 -1.06992259e+00
6.64184766e-01]
[ -1.93175446e-02 -1.82789336e-01 1.93182239e-02 -3.28254395e-01
-1.68021047e-01 1.64331950e-01 2.04445256e-01 2.50197595e-01
-3.33512671e-02 2.23292705e-01 -2.52215187e-01 -1.15655276e+00
7.76090950e-01]
[ -4.70605147e-03 -4.14401269e-02 -1.27000969e-01 -1.45598660e-01
-1.77351313e-01 -4.83233635e-02 3.12174616e-01 1.62952217e-01
2.55993901e-01 3.60066014e-01 -5.13429229e-01 -1.10952521e+00
8.19832575e-01]
[ -8.77290120e-02 -2.76615472e-01 5.71389574e-02 -3.58159446e-01
-1.47087221e-01 1.15706422e-01 3.82771480e-01 1.41568884e-01
-6.67239748e-02 1.56236650e-01 -5.76379396e-01 -1.08761640e+00
8.81108874e-01]
[ 1.16311261e-01 -8.69571452e-02 1.41574985e-02 -1.69498692e-01
-8.08987511e-02 -1.95070716e-02 2.73968260e-01 3.74358984e-01
4.24430281e-01 2.56765295e-01 -5.73566088e-01 -1.02546492e+00
5.96190918e-01]
[ 9.57757917e-04 -1.42193642e-01 2.32136257e-02 1.65874409e-02
-9.57480806e-02 -2.83279344e-01 1.12255082e-01 3.73014678e-01
2.30736593e-02 1.34790257e-01 -2.77361160e-01 -8.66987641e-01
2.49128186e-01]
[ 1.01381909e-01 9.12063828e-02 9.57670873e-03 2.03867432e-01
-9.99913252e-02 -5.71856674e-02 -1.06596775e-01 -1.06722907e-01
-2.15716976e-01 -9.49008918e-02 -9.16644220e-02 1.63044187e-01
-4.67319620e-01]
[ 5.30577371e-02 -1.19445650e-01 1.50071047e-01 4.47670255e-01
2.37240692e-01 9.66609963e-03 -3.56934613e-01 -3.33953593e-01
-1.26402476e-02 -5.43368204e-01 2.86722955e-01 9.12615166e-01
-8.43178249e-01]
[ 2.41526888e-02 7.86674245e-02 -2.14667858e-01 1.16465069e-01
3.58458812e-02 -3.23404685e-03 -2.03785249e-01 -3.61685094e-01
-2.85608251e-01 -2.66558284e-01 -1.08298957e-02 -1.02924560e-01
-2.10397996e-01]
[ -6.89434269e-02 -2.03665249e-01 5.73734572e-02 3.52330052e-02
-1.26261234e-01 -1.36659529e-01 -5.13141248e-02 -6.40022634e-02
2.63976915e-02 -4.07342654e-01 -3.43858767e-01 -2.05026057e-01
9.82880431e-02]
[ -5.40940606e-03 -2.62873184e-01 4.95458638e-02 -3.54829907e-01
-1.87574680e-01 -2.34552822e-01 -3.38738187e-01 -3.11518948e-02
-6.07658400e-02 1.59851125e-02 -2.29249362e-01 2.55046657e-01
1.13006553e-01]
[ 1.58453582e-01 6.20126051e-02 -1.10162293e-01 -3.43766576e-01
-5.29722726e-02 -1.04086671e-01 -2.48707434e-01 -4.88720423e-02
-2.23013724e-01 -2.74890371e-01 -2.37108438e-01 5.08591189e-01
2.71508070e-02]
[ -1.85474335e-01 -1.73750350e-01 -1.19190322e-01 -3.26510320e-01
-4.47828835e-02 2.38075383e-02 -2.54070077e-01 -2.97284309e-01
-1.69572104e-01 -1.13636831e-01 -2.51346166e-01 4.09320499e-01
-7.97120399e-02]
[ -4.98002429e-02 -1.99826324e-01 -1.68275325e-01 -3.43559210e-01
-4.30748562e-02 4.07671913e-02 -1.17514954e-01 -1.16347942e-01
-2.64920432e-01 -3.53538768e-01 -8.89973940e-02 2.06596852e-01
7.29399162e-02]
[ 9.66783819e-02 9.48320910e-02 -1.95969870e-02 -2.68660794e-01
-3.14848339e-01 4.48272556e-03 -2.28406366e-01 -3.58711569e-01
-3.47032246e-01 -6.21497373e-02 -1.37309050e-01 3.06361316e-01
5.20077170e-03]
[ -5.99453860e-02 -1.26715281e-02 -2.84107619e-01 -7.60732890e-02
6.72287990e-02 1.55338708e-01 -2.48095708e-01 -1.79831069e-01
-5.35703749e-02 -4.47237940e-02 1.54593181e-01 6.99272295e-01
-7.03872868e-02]
[ 1.38542278e-01 3.29698854e-01 -1.95436122e-01 7.55341277e-01
1.10324941e-01 3.18641766e-03 -2.06497010e-01 -3.70369926e-01
-2.26952802e-01 -3.09278399e-01 7.43060567e-01 9.06371105e-01
-1.31893961e+00]
[ -3.22390996e-03 1.68007548e-01 5.57514138e-02 3.90377119e-01
-4.17853828e-03 -6.48394574e-02 -2.77129369e-01 -3.37162057e-01
-2.82715362e-01 -2.06186279e-01 5.93456665e-01 9.34433169e-01
-1.30365642e+00]
[ -2.66792149e-02 -1.43068590e-01 -1.47609747e-01 3.14061986e-01
-1.86448355e-01 2.37967162e-01 -2.75733604e-02 -1.64474976e-01
-2.22889790e-01 -3.47135947e-01 1.95091412e-01 5.00340012e-01
-6.35017057e-01]
[ 8.42223918e-02 -3.82420209e-01 -5.09393957e-02 2.68568699e-02
-1.16446464e-01 1.99915141e-01 8.36617740e-02 1.69771907e-01
-1.86913953e-01 -3.59492262e-03 -4.95754662e-02 3.36572128e-01
-3.74843357e-01]
[ 2.11106849e-01 -2.95522970e-01 -1.18871358e-01 -6.86353055e-02
-2.16387612e-01 1.22757584e-01 3.77531880e-02 -1.28395944e-01
-6.17495109e-02 -4.91644480e-02 -1.53790731e-01 -1.84418558e-01
-2.24206724e-01]
[ -1.32126147e-01 -8.11934813e-02 3.83613218e-02 -2.50178599e-01
-6.00330244e-02 -1.41230815e-01 5.38998207e-02 -6.39542212e-04
-9.46833555e-02 2.42868704e-02 -3.28937054e-01 -4.73642518e-01
-1.12728755e-01]
[ -1.43338767e-01 -1.34255922e-01 -6.91249116e-02 -2.81752859e-01
-3.44395348e-01 -2.89208428e-01 1.62477372e-01 1.46472790e-01
8.91519388e-03 1.22728853e-01 -2.76403622e-01 -8.77273217e-01
2.65452791e-02]
[ -1.29163062e-01 -2.50926884e-01 -3.03072078e-01 -9.20413576e-01
-3.03054093e-01 -2.07850446e-01 -1.28069806e-01 -2.79076761e-02
4.09657984e-02 -4.69283281e-01 -7.26966389e-01 -6.76335267e-01
-1.27181439e+00]
[ -1.25411924e-01 1.34914198e-01 1.31501614e-02 1.44633129e-01
-2.00831243e-01 -1.76495506e-01 -1.54420042e-01 4.33778436e-03
-1.44115089e-01 -1.44945146e-01 -1.12010762e-01 -3.67971479e-01
6.55354186e-02]
[ -3.65291097e-01 -1.17862922e-01 -2.73241463e-01 3.49349201e-01
-1.99252233e-01 -2.32900676e-01 -1.44377375e-01 -9.96738869e-02
6.25568856e-03 3.50026654e-02 1.15666979e-01 -3.24940951e-01
2.34304775e-01]
[ -1.36388160e-01 -4.58361864e-02 -2.55367323e-01 2.13854544e-01
-2.25371924e-01 -2.80261932e-01 -3.98384488e-01 -3.74165232e-02
3.48370583e-03 -1.16302397e-01 -1.75325151e-01 -2.94511354e-01
1.37456578e-01]
[ -2.49703695e-01 -5.33123282e-01 -3.40585534e-01 -3.06781968e-02
-3.19472620e-01 -2.33203846e-01 -1.52511148e-01 -2.34739582e-01
1.22518686e-02 -2.56023965e-01 -4.59608373e-02 -3.65039747e-01
7.30804698e-02]
[ -2.23671436e-01 -2.96806891e-01 -3.21731556e-01 -7.25345495e-02
-8.86919826e-02 -1.51019650e-01 -8.83602840e-02 3.25349798e-02
-2.01594555e-01 -5.08267085e-01 -2.25340186e-01 -2.63514456e-01
-1.58035152e-02]
[ -9.40731245e-02 -1.69344128e-02 -2.43794140e-01 -9.74577511e-01
-2.74155495e-01 -2.59539782e-01 8.24032632e-02 -4.80193984e-01
1.33759017e-01 -1.95421664e-01 -7.09745440e-01 -3.67298211e-01
-1.17639233e+00]]
Progress: 31.1% ... Training loss: 0.195 ... Validation loss: 0.346[[-0.22829521]
[ 0.26565745]
[-0.07352392]
[ 1.28390431]
[ 0.26919833]
[-0.02553926]
[-0.91724645]
[-0.7815857 ]
[-0.54303941]
[-0.79754131]
[ 1.28072753]
[ 3.02862363]
[-2.39506539]]
[[ -5.15373257e-01 -4.93352825e-01 -5.89289924e-01 -3.10627878e-04
-2.91184155e-01 -5.94567168e-01 7.98418247e-02 -2.28689467e-01
-2.83216986e-01 -2.91283287e-01 2.62918209e-01 1.03230223e+00
3.26431140e-01]
[ 9.70952686e-03 -1.36074281e-01 4.81890149e-02 -1.02791709e-01
-3.95086079e-02 5.82743193e-02 -1.03566889e-01 1.90533662e-01
-1.49681757e-01 -1.81116526e-01 -1.20718551e-01 -1.12250822e-01
-7.88285682e-02]
[ -2.83437523e-01 1.36938269e-01 -3.61214210e-02 5.54095553e-02
7.54400576e-02 -1.34922670e-01 -1.06316490e-01 -1.78028004e-01
2.61032562e-01 -4.89392673e-01 1.09080781e-01 7.07368167e-01
8.72605283e-01]
[ 2.64091294e-01 -2.45431991e-01 -2.76500611e-01 1.13746338e-01
-2.70882078e-01 1.14396204e-02 5.61565814e-01 -5.58774907e-01
3.45991323e-01 -1.67680867e-01 -9.87996759e-02 -4.41220679e-01
-3.77748611e-01]
[ 1.38063660e-01 1.26019868e-02 1.14737619e-01 -1.31122407e-01
-2.25665253e-02 7.35372247e-02 -1.78943608e-01 -1.76225950e-01
6.89025669e-02 2.61947164e-01 1.99764620e-02 -4.74575241e-02
-8.89028110e-02]
[ -4.86816178e-01 -6.15685231e-01 -6.01805301e-01 -5.96689301e-01
-5.93596341e-01 -5.65062774e-01 -3.87476232e-01 -1.67538873e-01
-4.76406274e-01 -2.50271855e-01 -5.91992374e-01 -8.85039686e-01
-7.19094326e-01]
[ -4.14887510e-01 -5.93160543e-01 -3.26482267e-01 -4.23496093e-01
-4.16729937e-01 -5.64581129e-01 -4.15413320e-01 -4.91655197e-01
-3.06102865e-01 -1.05437832e-01 -4.78663230e-01 -5.16874489e-01
-6.23272592e-01]
[ -3.44709690e-01 -3.43629526e-01 -4.88296770e-01 -1.61136306e-01
-3.19943310e-01 -4.26476590e-01 -2.69010674e-01 -2.88950517e-01
-2.83659218e-01 -5.82816157e-01 -3.19325679e-01 -7.91308335e-01
-6.10550448e-01]
[ -4.65861932e-01 -3.40769305e-01 -3.85756843e-01 -2.60819536e-01
-3.32444260e-01 -2.17710934e-01 -2.95427450e-02 -4.57061602e-01
-2.59793054e-01 -4.60338218e-01 -2.04521741e-01 -2.35360028e-01
-2.38033232e-01]
[ -9.55667022e-01 -9.52276084e-01 -9.90658402e-01 -7.59650626e-01
-1.04285892e+00 -9.90546859e-01 -5.25171722e-01 -5.91378261e-01
-7.32818801e-01 -5.83635740e-01 -8.02455448e-01 -6.09017008e-01
-9.31183233e-01]
[ -5.15632747e-01 -2.68667172e-01 -4.73627504e-01 -3.64161265e-01
-3.45196469e-01 -3.64735952e-01 -6.27691539e-01 -6.26436043e-01
-6.68705205e-01 -1.04627375e-01 -5.55920431e-01 -8.24387370e-01
-6.67286461e-01]
[ -1.19773570e-01 2.60457041e-02 -3.44319646e-01 -4.71859873e-01
-1.03794262e-01 -7.51909409e-02 -2.06325607e-01 -4.29930750e-01
-1.83729052e-01 4.82192135e-02 -5.15152338e-01 -1.15470022e+00
-7.11219092e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57098672e-01 -1.22728829e-01 1.63510374e-01 -2.89689063e-01
-1.32608572e-01 1.13082268e-01 -1.36265992e-01 4.23545215e-03
-8.58098242e-02 5.91214704e-02 -2.09886701e-01 -4.38820159e-01
-7.22190103e-02]
[ -9.53381750e-02 -2.63109992e-01 -1.81926778e-01 -2.63294569e-01
-4.74900556e-01 -8.74029149e-02 -9.37010441e-02 -1.72347188e-02
-8.42781896e-02 -1.66722865e-02 -2.25219809e-01 -4.19081464e-01
-2.84187859e-01]
[ -6.53384822e-02 -3.00494652e-02 -2.27261297e-01 -2.64340469e-01
1.12617163e-01 -1.61118071e-01 -1.95456648e-01 1.25153436e-01
-1.40551440e-02 1.30985181e-01 -2.09112123e-01 2.32095216e-03
-9.89226008e-02]
[ 3.71370132e-02 -1.67264794e-01 -1.49003140e-01 -8.90973197e-02
-1.25185244e-01 -1.06934929e-01 1.02983290e-01 -1.46615299e-01
-1.97461990e-02 3.07232741e-02 -3.75920784e-02 -1.15126875e-01
-2.28215625e-02]
[ -2.92048753e-01 -1.40316609e-01 -7.90196354e-02 -1.23807688e-01
-3.00253476e-01 -2.76207227e-01 -3.61229416e-01 1.31455232e-02
-3.25056044e-01 -2.20535538e-01 1.46298636e-01 -1.83556775e-01
1.27641204e-01]
[ -2.31724641e-01 -1.23271038e-01 -9.53540979e-02 -3.88101530e-02
-8.33036595e-02 -1.20747686e-01 -8.59107049e-02 -5.39071748e-03
-1.42626114e-01 -1.02802560e-01 1.99641532e-03 -2.16042447e-01
-1.53069098e-01]
[ -1.78535523e-01 -6.93767464e-02 -2.30882776e-01 -2.44311612e-01
-1.58069143e-01 -2.06166690e-01 -3.53667156e-01 -1.22442075e-01
1.23773378e-01 -2.46586082e-01 -3.64098052e-01 -3.62718827e-01
-4.02165575e-01]
[ -3.72297565e-01 -5.68466955e-02 -1.52345021e-01 -1.00619849e-01
-4.34783683e-02 -3.13878251e-01 2.88324758e-02 -9.25139569e-02
-1.25315979e-01 4.52043169e-02 4.52033361e-02 -2.60334947e-01
-3.86972524e-01]
[ -1.60400183e-01 -1.40983147e-01 -5.36182412e-02 -2.06128935e-01
-1.27091852e-01 -2.95644615e-01 5.01156079e-02 -1.52007402e-01
-1.99065476e-01 5.13029997e-02 1.86878137e-01 -2.22639216e-02
-1.29643572e-01]
[ -1.31071397e-01 -1.69043808e-01 -1.15375838e-01 -2.95981352e-01
9.53685111e-02 -1.80157274e-02 -1.72005719e-01 -1.80627697e-01
1.10389686e-01 -9.80216309e-02 -1.23275857e-01 -4.90965305e-03
-3.15089560e-01]
[ -3.86504144e-02 -3.60855987e-02 -1.49897190e-01 -1.17204239e-01
-2.30861347e-01 6.31027945e-02 -4.33082147e-02 -4.04448845e-02
-2.19153092e-01 -8.82385696e-02 -1.39866187e-01 -3.94917056e-01
-1.97726203e-01]
[ -6.67812758e-02 2.02612973e-02 -1.28715504e-01 -3.50268651e-01
1.17343145e-01 2.06340106e-02 -1.87349881e-01 -1.41443006e-01
1.31981658e-01 -4.95397661e-02 -3.15440058e-01 -3.08043272e-01
-3.23103774e-01]
[ 7.11836954e-02 -3.04158735e-01 -8.68209417e-02 -4.65015441e-01
-2.18624403e-01 -9.07807860e-02 4.72969197e-02 8.19180052e-02
-2.86719122e-02 2.81953141e-01 -5.47376468e-01 -8.77593113e-01
4.72051576e-01]
[ -2.27582238e-01 -2.40204858e-01 -1.33567374e-01 -3.23469008e-01
-2.97574745e-01 -9.45212065e-02 2.02045277e-01 3.35446730e-02
2.79039618e-01 2.91545355e-02 -4.31399414e-01 -1.07088230e+00
6.66619372e-01]
[ -1.93476272e-02 -1.82722376e-01 1.93070045e-02 -3.27931778e-01
-1.67962769e-01 1.64327801e-01 2.04092729e-01 2.49979345e-01
-3.35269514e-02 2.23162575e-01 -2.51899046e-01 -1.15615777e+00
7.75315397e-01]
[ -4.66437663e-03 -4.15009238e-02 -1.26996213e-01 -1.46242907e-01
-1.77416204e-01 -4.83207541e-02 3.12745185e-01 1.63233921e-01
2.56294010e-01 3.60363830e-01 -5.13923342e-01 -1.11053752e+00
8.21469406e-01]
[ -8.77662479e-02 -2.76566363e-01 5.71254849e-02 -3.57738747e-01
-1.47037037e-01 1.15699856e-01 3.82477343e-01 1.41329948e-01
-6.68396050e-02 1.56041382e-01 -5.76133070e-01 -1.08727938e+00
8.80300480e-01]
[ 1.16361610e-01 -8.69690526e-02 1.41680108e-02 -1.69475358e-01
-8.08933994e-02 -1.95035710e-02 2.74130407e-01 3.74426083e-01
4.24523064e-01 2.56926537e-01 -5.73553089e-01 -1.02512743e+00
5.96009194e-01]
[ 9.39973912e-04 -1.42163932e-01 2.32066802e-02 1.68123380e-02
-9.57016316e-02 -2.83283227e-01 1.12115619e-01 3.72912201e-01
2.29665918e-02 1.34754294e-01 -2.77123944e-01 -8.66842806e-01
2.48542601e-01]
[ 1.01796852e-01 9.07827713e-02 9.69002713e-03 2.01710300e-01
-1.00342383e-01 -5.71383291e-02 -1.04937985e-01 -1.05991407e-01
-2.14734792e-01 -9.35659819e-02 -9.31807391e-02 1.61661395e-01
-4.65965504e-01]
[ 5.31487159e-02 -1.19520073e-01 1.50070367e-01 4.47103941e-01
2.37129526e-01 9.67722752e-03 -3.55972887e-01 -3.33579629e-01
-1.21347462e-02 -5.43715145e-01 2.86757674e-01 9.09985689e-01
-8.44701373e-01]
[ 2.41500197e-02 7.87538989e-02 -2.14680003e-01 1.17459261e-01
3.59682591e-02 -3.23784861e-03 -2.03824066e-01 -3.61784154e-01
-2.85726114e-01 -2.66675133e-01 -9.97494721e-03 -1.00676465e-01
-2.12383336e-01]
[ -6.88831479e-02 -2.03849729e-01 5.74139872e-02 3.29583636e-02
-1.26510224e-01 -1.36647608e-01 -5.04929765e-02 -6.26517263e-02
2.68895520e-02 -4.06970530e-01 -3.45913744e-01 -2.10726154e-01
1.02639109e-01]
[ -5.52997049e-03 -2.62701257e-01 4.94987870e-02 -3.54457099e-01
-1.87391499e-01 -2.34571167e-01 -3.39779833e-01 -3.17664918e-02
-6.13544326e-02 1.55191555e-02 -2.28657133e-01 2.58564597e-01
1.11806191e-01]
[ 1.58292230e-01 6.21704811e-02 -1.10219076e-01 -3.43620136e-01
-5.27961389e-02 -1.04104331e-01 -2.49099103e-01 -4.94871787e-02
-2.23337466e-01 -2.75491183e-01 -2.36795994e-01 5.10062781e-01
2.69348897e-02]
[ -1.85594181e-01 -1.73524169e-01 -1.19259547e-01 -3.25845869e-01
-4.45027519e-02 2.37808512e-02 -2.54846165e-01 -2.98322481e-01
-1.70145200e-01 -1.14262028e-01 -2.50447981e-01 4.14030664e-01
-8.21602299e-02]
[ -4.96775199e-02 -1.99988106e-01 -1.68230697e-01 -3.44248217e-01
-4.32671907e-02 4.07874053e-02 -1.16925486e-01 -1.15651252e-01
-2.64557714e-01 -3.53021322e-01 -8.97952561e-02 2.04498733e-01
7.44378185e-02]
[ 9.58173708e-02 9.57083167e-02 -1.97643202e-02 -2.66506417e-01
-3.14131027e-01 4.39131609e-03 -2.33509925e-01 -3.61517029e-01
-3.49618190e-01 -6.49854909e-02 -1.34127951e-01 3.19657423e-01
1.99452753e-03]
[ -5.98942850e-02 -1.26129125e-02 -2.84147079e-01 -7.58456288e-02
6.73579116e-02 1.55327109e-01 -2.47882710e-01 -1.80860160e-01
-5.37118000e-02 -4.52243197e-02 1.55199430e-01 7.01838935e-01
-7.28840084e-02]
[ 1.38435851e-01 3.29920770e-01 -1.95490100e-01 7.58163741e-01
1.10572916e-01 3.17285162e-03 -2.06966122e-01 -3.71028416e-01
-2.27752526e-01 -3.09979815e-01 7.46281820e-01 9.10392645e-01
-1.32509057e+00]
[ -3.28257037e-03 1.68113725e-01 5.57280507e-02 3.91401731e-01
-4.09809196e-03 -6.48454464e-02 -2.77694222e-01 -3.37542223e-01
-2.83013483e-01 -2.06468230e-01 5.94515365e-01 9.36432002e-01
-1.30451747e+00]
[ -2.68666259e-02 -1.42591344e-01 -1.47711057e-01 3.17906141e-01
-1.86000104e-01 2.37931030e-01 -2.90746408e-02 -1.66459147e-01
-2.23878614e-01 -3.48228738e-01 1.99138466e-01 5.07395431e-01
-6.42928700e-01]
[ 8.44706958e-02 -3.82699942e-01 -5.08566429e-02 2.63790365e-02
-1.16786881e-01 1.99946129e-01 8.52979928e-02 1.70041284e-01
-1.86192919e-01 -2.72883123e-03 -5.13605027e-02 3.30783064e-01
-3.74236174e-01]
[ 2.10869238e-01 -2.95307912e-01 -1.18899961e-01 -6.60606744e-02
-2.16150259e-01 1.22725346e-01 3.62486041e-02 -1.28667389e-01
-6.28031713e-02 -4.97640836e-02 -1.51693324e-01 -1.80293151e-01
-2.28721816e-01]
[ -1.32205859e-01 -8.11532244e-02 3.83548335e-02 -2.49459682e-01
-5.99679798e-02 -1.41237940e-01 5.31211747e-02 -6.83630442e-04
-9.50076496e-02 2.42128273e-02 -3.28246829e-01 -4.72062052e-01
-1.14266365e-01]
[ -1.43247102e-01 -1.34315472e-01 -6.91070878e-02 -2.82754333e-01
-3.44482554e-01 -2.89199555e-01 1.63230382e-01 1.46889402e-01
9.12647694e-03 1.23388148e-01 -2.77249419e-01 -8.77973828e-01
2.77739127e-02]
[ -1.29758386e-01 -2.50122237e-01 -3.03240675e-01 -9.21204756e-01
-3.02545869e-01 -2.07930050e-01 -1.30310525e-01 -3.05547837e-02
3.96054706e-02 -4.71969996e-01 -7.25989536e-01 -6.69485866e-01
-1.27707687e+00]
[ -1.24940886e-01 1.34250159e-01 1.33016861e-02 1.41186367e-01
-2.01343662e-01 -1.76440985e-01 -1.52180019e-01 5.48282157e-03
-1.42646023e-01 -1.43450934e-01 -1.14841745e-01 -3.73621204e-01
6.95066479e-02]
[ -3.65656749e-01 -1.17501100e-01 -2.73313020e-01 3.53189553e-01
-1.98851869e-01 -2.32947303e-01 -1.46907050e-01 -1.01016459e-01
4.68552511e-03 3.38506284e-02 1.19151729e-01 -3.14620773e-01
2.28776429e-01]
[ -1.36779059e-01 -4.50879785e-02 -2.55507965e-01 2.19703877e-01
-2.24611447e-01 -2.80328325e-01 -4.00967466e-01 -3.91125901e-02
1.69001132e-03 -1.17490214e-01 -1.69955229e-01 -2.85713196e-01
1.28484686e-01]
[ -2.50032598e-01 -5.32630267e-01 -3.40682199e-01 -2.66836930e-02
-3.18960911e-01 -2.33241293e-01 -1.53763475e-01 -2.35966147e-01
1.09332084e-02 -2.57584316e-01 -4.12580613e-02 -3.59394260e-01
6.70343791e-02]
[ -2.23644044e-01 -2.96827321e-01 -3.21741357e-01 -7.25448821e-02
-8.86916766e-02 -1.51013015e-01 -8.84173031e-02 3.24468683e-02
-2.01791007e-01 -5.08245695e-01 -2.25103839e-01 -2.60823772e-01
-1.80635849e-02]
[ -9.39089062e-02 -1.69700833e-02 -2.43833171e-01 -9.75275182e-01
-2.74263042e-01 -2.59522456e-01 8.25013443e-02 -4.80830974e-01
1.33592252e-01 -1.95329270e-01 -7.10682019e-01 -3.66222345e-01
-1.17901609e+00]]
Progress: 31.2% ... Training loss: 0.199 ... Validation loss: 0.353[[-0.23629074]
[ 0.25774012]
[-0.0796243 ]
[ 1.27395723]
[ 0.26161889]
[-0.03010799]
[-0.93337307]
[-0.7956842 ]
[-0.552571 ]
[-0.81226798]
[ 1.26647753]
[ 3.00585531]
[-2.40734295]]
[[ -5.13793265e-01 -4.95407952e-01 -5.88836603e-01 -1.34804867e-02
-2.93133505e-01 -5.94441288e-01 9.23999648e-02 -2.20541515e-01
-2.77494314e-01 -2.84069998e-01 2.48804097e-01 9.89254803e-01
3.44800259e-01]
[ 9.62756421e-03 -1.35767202e-01 4.81399758e-02 -1.01458235e-01
-3.92528726e-02 5.82613138e-02 -1.04219120e-01 1.89145919e-01
-1.50279106e-01 -1.81210284e-01 -1.19722429e-01 -1.07256764e-01
-8.36416725e-02]
[ -2.83675511e-01 1.36805379e-01 -3.63141971e-02 5.17201057e-02
7.56598273e-02 -1.34973769e-01 -1.04307570e-01 -1.81938373e-01
2.61570366e-01 -4.93459712e-01 1.06408947e-01 7.03687969e-01
8.66388281e-01]
[ 2.64232432e-01 -2.45973261e-01 -2.76486997e-01 1.15777874e-01
-2.71217850e-01 1.14644130e-02 5.62025891e-01 -5.62215893e-01
3.47567520e-01 -1.69762215e-01 -9.69701302e-02 -4.26129813e-01
-3.76561593e-01]
[ 1.38850231e-01 1.29445958e-02 1.14918582e-01 -1.30514191e-01
-2.23627832e-02 7.36064808e-02 -1.81006258e-01 -1.75991228e-01
6.93672858e-02 2.64531448e-01 2.19988385e-02 -5.38805589e-02
-8.35565430e-02]
[ -4.86495212e-01 -6.16148664e-01 -6.01663868e-01 -5.97946258e-01
-5.93986446e-01 -5.65021479e-01 -3.86304832e-01 -1.63974430e-01
-4.76273032e-01 -2.47649960e-01 -5.93604404e-01 -8.88320959e-01
-7.15116780e-01]
[ -4.13817100e-01 -5.93896903e-01 -3.26229465e-01 -4.30082236e-01
-4.17602430e-01 -5.64516026e-01 -4.09119133e-01 -4.88346400e-01
-3.03215030e-01 -1.00174640e-01 -4.85274799e-01 -5.35375094e-01
-6.15112677e-01]
[ -3.44447014e-01 -3.44160031e-01 -4.88287558e-01 -1.66334438e-01
-3.20418124e-01 -4.26464338e-01 -2.64934104e-01 -2.88137425e-01
-2.82191153e-01 -5.82340173e-01 -3.24767339e-01 -8.05146599e-01
-6.09024736e-01]
[ -4.66023641e-01 -3.40734118e-01 -3.85765729e-01 -2.59696509e-01
-3.32401593e-01 -2.17729690e-01 -3.05709232e-02 -4.57761648e-01
-2.60185220e-01 -4.60357207e-01 -2.04287266e-01 -2.35347888e-01
-2.37374884e-01]
[ -9.55021385e-01 -9.53043610e-01 -9.90428531e-01 -7.63518413e-01
-1.04363345e+00 -9.90511651e-01 -5.19342343e-01 -5.85864008e-01
-7.30789544e-01 -5.77320252e-01 -8.08841528e-01 -6.32310714e-01
-9.20643182e-01]
[ -5.14648223e-01 -2.69576728e-01 -4.73445925e-01 -3.70745466e-01
-3.46144519e-01 -3.64662128e-01 -6.22541474e-01 -6.24581309e-01
-6.66339419e-01 -1.01965469e-01 -5.62000881e-01 -8.35509094e-01
-6.65353986e-01]
[ -1.19911386e-01 2.60276746e-02 -3.44336533e-01 -4.73326089e-01
-1.03766426e-01 -7.52000780e-02 -2.06791070e-01 -4.30313450e-01
-1.84027120e-01 4.75838992e-02 -5.16116592e-01 -1.15589279e+00
-7.09370096e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56967414e-01 -1.22721648e-01 1.63517218e-01 -2.90076294e-01
-1.32596343e-01 1.13087204e-01 -1.35096642e-01 4.78070789e-03
-8.54250539e-02 5.96688475e-02 -2.10132327e-01 -4.38562595e-01
-7.25324575e-02]
[ -9.51742209e-02 -2.63367491e-01 -1.81848745e-01 -2.65108793e-01
-4.75147431e-01 -8.73801309e-02 -9.28908909e-02 -1.51644626e-02
-8.40202799e-02 -1.50001867e-02 -2.27232381e-01 -4.24361989e-01
-2.81050370e-01]
[ -6.50595178e-02 -3.04179482e-02 -2.27155889e-01 -2.63846019e-01
1.12251211e-01 -1.61086458e-01 -1.95889436e-01 1.26163058e-01
-1.41237886e-02 1.31963656e-01 -2.09048546e-01 2.12718321e-03
-9.79401294e-02]
[ 3.74484227e-02 -1.67482593e-01 -1.48899586e-01 -9.24986280e-02
-1.25530653e-01 -1.06918342e-01 1.05867760e-01 -1.44542403e-01
-1.86232124e-02 3.29202676e-02 -4.12080601e-02 -1.28475221e-01
-1.89442677e-02]
[ -2.91731846e-01 -1.40516673e-01 -7.89716930e-02 -1.25918558e-01
-3.00419852e-01 -2.76188207e-01 -3.59848650e-01 1.34342022e-02
-3.24473819e-01 -2.19086766e-01 1.44347881e-01 -1.84896914e-01
1.30549576e-01]
[ -2.31655640e-01 -1.23239333e-01 -9.53450636e-02 -3.89728610e-02
-8.32935812e-02 -1.20749377e-01 -8.49105571e-02 -5.05913332e-03
-1.42289247e-01 -1.02371243e-01 2.05682636e-03 -2.17144312e-01
-1.52416730e-01]
[ -1.78851531e-01 -6.86791944e-02 -2.31049478e-01 -2.40731043e-01
-1.57347727e-01 -2.06211891e-01 -3.54690603e-01 -1.25307989e-01
1.22558161e-01 -2.47833879e-01 -3.61025231e-01 -3.58101957e-01
-4.14045651e-01]
[ -3.72146625e-01 -5.72464958e-02 -1.52282021e-01 -1.03968953e-01
-4.38679602e-02 -3.13861453e-01 3.00952700e-02 -9.08424113e-02
-1.24459208e-01 4.57440906e-02 4.25207425e-02 -2.67107823e-01
-3.80328080e-01]
[ -1.59823744e-01 -1.42114380e-01 -5.34392618e-02 -2.12564160e-01
-1.28111058e-01 -2.95585803e-01 5.48686103e-02 -1.49341909e-01
-1.96709653e-01 5.31612946e-02 1.79865939e-01 -3.68324810e-02
-1.20337124e-01]
[ -1.30771671e-01 -1.69460744e-01 -1.15267984e-01 -2.97649758e-01
9.49529052e-02 -1.79757923e-02 -1.70769624e-01 -1.79344159e-01
1.11090935e-01 -9.68580496e-02 -1.25089469e-01 -1.00114202e-02
-3.12837041e-01]
[ -3.94744402e-02 -3.52022526e-02 -1.50106271e-01 -1.12381841e-01
-2.30078893e-01 6.30023455e-02 -4.73767502e-02 -4.31690695e-02
-2.21237940e-01 -9.07075960e-02 -1.35997827e-01 -3.86881332e-01
-2.02191909e-01]
[ -6.64474991e-02 1.99382156e-02 -1.28645809e-01 -3.51755196e-01
1.17071237e-01 2.06707628e-02 -1.85807908e-01 -1.40805490e-01
1.32848743e-01 -4.83175454e-02 -3.16602672e-01 -3.08853584e-01
-3.21884428e-01]
[ 7.11902744e-02 -3.04090729e-01 -8.68286937e-02 -4.65080916e-01
-2.18575325e-01 -9.07826939e-02 4.76391598e-02 8.18521536e-02
-2.86704264e-02 2.82083621e-01 -5.47559357e-01 -8.77713556e-01
4.72263589e-01]
[ -2.27583935e-01 -2.40220147e-01 -1.33554200e-01 -3.23764645e-01
-2.97577859e-01 -9.45189025e-02 2.02122134e-01 3.36542714e-02
2.79048390e-01 2.92554729e-02 -4.31611218e-01 -1.07116497e+00
6.67209153e-01]
[ -1.94177354e-02 -1.82690582e-01 1.93060558e-02 -3.27923901e-01
-1.67952607e-01 1.64322807e-01 2.03937876e-01 2.50042125e-01
-3.36111180e-02 2.22992571e-01 -2.51912483e-01 -1.15664210e+00
7.75775854e-01]
[ -4.68103450e-03 -4.14720884e-02 -1.27005819e-01 -1.46346803e-01
-1.77388501e-01 -4.83269914e-02 3.12951185e-01 1.63263178e-01
2.56378788e-01 3.60271157e-01 -5.13956239e-01 -1.11085035e+00
8.21630334e-01]
[ -8.77636470e-02 -2.76526644e-01 5.71149056e-02 -3.57740056e-01
-1.47009507e-01 1.15697757e-01 3.82549070e-01 1.41215807e-01
-6.68698242e-02 1.56151629e-01 -5.76151920e-01 -1.08722469e+00
8.79868838e-01]
[ 1.16368480e-01 -8.69759952e-02 1.41697704e-02 -1.69522879e-01
-8.08988707e-02 -1.95029755e-02 2.74166759e-01 3.74445851e-01
4.24543336e-01 2.56950245e-01 -5.73578903e-01 -1.02514238e+00
5.96091409e-01]
[ 1.11670554e-03 -1.42340354e-01 2.32563884e-02 1.59014225e-02
-9.58808547e-02 -2.83271438e-01 1.13704045e-01 3.73684321e-01
2.37746563e-02 1.35728117e-01 -2.78022623e-01 -8.69566966e-01
2.49959422e-01]
[ 1.01820584e-01 9.07390705e-02 9.70394123e-03 2.02695552e-01
-1.00310945e-01 -5.71298795e-02 -1.04879423e-01 -1.05347708e-01
-2.14917435e-01 -9.34582303e-02 -9.24306110e-02 1.64346243e-01
-4.67209466e-01]
[ 5.31516301e-02 -1.19363919e-01 1.50059606e-01 4.50485747e-01
2.37214318e-01 9.66112466e-03 -3.56511657e-01 -3.34566598e-01
-1.26080109e-02 -5.43540430e-01 2.89012766e-01 9.11508934e-01
-8.48066489e-01]
[ 2.43696131e-02 7.84350930e-02 -2.14610110e-01 1.15988495e-01
3.56719432e-02 -3.21836981e-03 -2.02919952e-01 -3.61060671e-01
-2.85096533e-01 -2.65708945e-01 -1.19365788e-02 -1.04931013e-01
-2.09185147e-01]
[ -6.87429949e-02 -2.04189886e-01 5.74884167e-02 2.94314984e-02
-1.26908931e-01 -1.36637715e-01 -4.92337919e-02 -6.09381401e-02
2.80521654e-02 -4.06074649e-01 -3.48906527e-01 -2.20523895e-01
1.10085036e-01]
[ -5.63403530e-03 -2.62516706e-01 4.94557728e-02 -3.54729181e-01
-1.87247383e-01 -2.34582681e-01 -3.40051299e-01 -3.19749429e-02
-6.18688569e-02 1.53931197e-02 -2.28829578e-01 2.59847240e-01
1.11646275e-01]
[ 1.58920417e-01 6.11568192e-02 -1.09980627e-01 -3.48237708e-01
-5.37967587e-02 -1.04040479e-01 -2.46378017e-01 -4.55491855e-02
-2.21580380e-01 -2.72192924e-01 -2.42234526e-01 4.94169554e-01
3.87065196e-02]
[ -1.85928212e-01 -1.73044592e-01 -1.19388353e-01 -3.25441411e-01
-4.40839087e-02 2.37308512e-02 -2.56239824e-01 -2.99442078e-01
-1.71020752e-01 -1.15695631e-01 -2.49574248e-01 4.19451383e-01
-8.33263430e-02]
[ -5.00445597e-02 -1.99555833e-01 -1.68323863e-01 -3.43096055e-01
-4.28773927e-02 4.07479020e-02 -1.18565299e-01 -1.16417898e-01
-2.65557215e-01 -3.53474621e-01 -8.92528085e-02 2.06173523e-01
7.26713110e-02]
[ 9.59618551e-02 9.53549820e-02 -1.97122264e-02 -2.68537188e-01
-3.14359189e-01 4.40541976e-03 -2.32619019e-01 -3.61078863e-01
-3.48892467e-01 -6.44974875e-02 -1.36049338e-01 3.15204167e-01
7.00534526e-03]
[ -6.00528650e-02 -1.20095234e-02 -2.84263090e-01 -7.43700979e-02
6.79818831e-02 1.55298821e-01 -2.49076335e-01 -1.82692146e-01
-5.48551591e-02 -4.69289750e-02 1.58775564e-01 7.10099681e-01
-7.99513497e-02]
[ 1.38753643e-01 3.28913187e-01 -1.95387893e-01 7.52719771e-01
1.09674501e-01 3.20862999e-03 -2.03668313e-01 -3.68799127e-01
-2.25793706e-01 -3.09253586e-01 7.40416654e-01 8.98173558e-01
-1.32072352e+00]
[ -3.24503142e-03 1.68351484e-01 5.57298954e-02 3.93420197e-01
-3.93970128e-03 -6.48410593e-02 -2.77580317e-01 -3.38455991e-01
-2.83383730e-01 -2.06084536e-01 5.96060236e-01 9.36628608e-01
-1.30911789e+00]
[ -2.64752489e-02 -1.42968747e-01 -1.47633384e-01 3.16717015e-01
-1.86268910e-01 2.37973659e-01 -2.71542630e-02 -1.65837506e-01
-2.22983366e-01 -3.46918726e-01 1.97782156e-01 5.03479177e-01
-6.43844718e-01]
[ 8.47292421e-02 -3.82966904e-01 -5.07769241e-02 2.51272873e-02
-1.17124946e-01 1.99976326e-01 8.63558958e-02 1.71107204e-01
-1.85616296e-01 -1.41518303e-03 -5.27853214e-02 3.26550388e-01
-3.72599365e-01]
[ 2.10931250e-01 -2.95306831e-01 -1.18890327e-01 -6.56513413e-02
-2.16144545e-01 1.22733203e-01 3.63406208e-02 -1.29064639e-01
-6.28506422e-02 -4.95597158e-02 -1.51340589e-01 -1.77727604e-01
-2.30559634e-01]
[ -1.32227728e-01 -8.10582793e-02 3.83355527e-02 -2.48609059e-01
-5.98950107e-02 -1.41238810e-01 5.27176366e-02 -1.10621339e-03
-9.53414255e-02 2.40562841e-02 -3.27556575e-01 -4.69587299e-01
-1.16617822e-01]
[ -1.43099824e-01 -1.34448404e-01 -6.90571017e-02 -2.84130389e-01
-3.44604903e-01 -2.89189456e-01 1.64702617e-01 1.48335632e-01
9.64900753e-03 1.24659094e-01 -2.78748153e-01 -8.81014237e-01
3.06491060e-02]
[ -1.29173901e-01 -2.50539360e-01 -3.03185517e-01 -9.26419607e-01
-3.03127725e-01 -2.07906098e-01 -1.25753879e-01 -2.84083437e-02
4.17448311e-02 -4.70047941e-01 -7.30890916e-01 -6.80752968e-01
-1.27678840e+00]
[ -1.24252209e-01 1.33381815e-01 1.35072548e-02 1.37189556e-01
-2.02012933e-01 -1.76378598e-01 -1.49091937e-01 7.49287193e-03
-1.41171060e-01 -1.39813498e-01 -1.19251279e-01 -3.81645061e-01
7.68046833e-02]
[ -3.65570600e-01 -1.17665389e-01 -2.73273087e-01 3.52867969e-01
-1.98941870e-01 -2.32933001e-01 -1.46484424e-01 -1.00050506e-01
4.78327184e-03 3.48211806e-02 1.18350251e-01 -3.14979867e-01
2.32502427e-01]
[ -1.36899751e-01 -4.50799122e-02 -2.55487366e-01 2.20853270e-01
-2.24699636e-01 -2.80337647e-01 -4.01249808e-01 -3.86639854e-02
1.79737242e-03 -1.16987624e-01 -1.69582365e-01 -2.91607105e-01
1.31758052e-01]
[ -2.50078459e-01 -5.32736906e-01 -3.40625327e-01 -2.56655076e-02
-3.19044730e-01 -2.33240643e-01 -1.54399160e-01 -2.34710274e-01
1.05466174e-02 -2.56636688e-01 -4.16593232e-02 -3.61747807e-01
7.00330547e-02]
[ -2.23476102e-01 -2.96929716e-01 -3.21707975e-01 -7.27846058e-02
-8.88081775e-02 -1.50999174e-01 -8.80898827e-02 3.28889631e-02
-2.01603675e-01 -5.07607184e-01 -2.25252614e-01 -2.62480247e-01
-1.79335131e-02]
[ -9.37772621e-02 -1.70144703e-02 -2.43850120e-01 -9.79587995e-01
-2.74328150e-01 -2.59528371e-01 8.55385750e-02 -4.81113703e-01
1.34069055e-01 -1.95605960e-01 -7.13823237e-01 -3.72276363e-01
-1.18240918e+00]]
Progress: 31.2% ... Training loss: 0.194 ... Validation loss: 0.346[[-0.22726715]
[ 0.26556154]
[-0.07422173]
[ 1.28794087]
[ 0.27055814]
[-0.0215381 ]
[-0.91833812]
[-0.79040396]
[-0.53769917]
[-0.80875692]
[ 1.27460724]
[ 3.01625724]
[-2.40171984]]
[[ -5.13969192e-01 -4.95731790e-01 -5.88765314e-01 -1.03562400e-02
-2.92983059e-01 -5.94471216e-01 9.09946008e-02 -2.19939459e-01
-2.78055733e-01 -2.83496110e-01 2.50335901e-01 9.90636760e-01
3.48850262e-01]
[ 9.56110508e-03 -1.35524816e-01 4.80829026e-02 -1.00843161e-01
-3.90143762e-02 5.82442421e-02 -1.04253516e-01 1.88674784e-01
-1.50488768e-01 -1.81347302e-01 -1.19042030e-01 -1.03995276e-01
-8.59471022e-02]
[ -2.83436430e-01 1.37643158e-01 -3.65080938e-02 5.10322987e-02
7.62449010e-02 -1.34981926e-01 -1.03853507e-01 -1.86011980e-01
2.60445330e-01 -4.94658752e-01 1.08507238e-01 7.18988878e-01
8.51692762e-01]
[ 2.62675591e-01 -2.45541248e-01 -2.76675917e-01 1.27397135e-01
-2.70768507e-01 1.13482182e-02 5.52781689e-01 -5.67982574e-01
3.44043876e-01 -1.78208325e-01 -9.06819174e-02 -4.17233073e-01
-3.75832226e-01]
[ 1.40671900e-01 1.14741776e-02 1.15333206e-01 -1.38356603e-01
-2.36874370e-02 7.37605406e-02 -1.74680117e-01 -1.70780366e-01
7.33463894e-02 2.71933772e-01 1.57635108e-02 -5.97591368e-02
-7.46027573e-02]
[ -4.87618413e-01 -6.15403700e-01 -6.01871761e-01 -5.91467186e-01
-5.92921103e-01 -5.65156257e-01 -3.91618256e-01 -1.65721132e-01
-4.78834896e-01 -2.50664615e-01 -5.89756525e-01 -8.87922233e-01
-7.18729754e-01]
[ -4.13586661e-01 -5.94103033e-01 -3.26169658e-01 -4.32562084e-01
-4.17666806e-01 -5.64498108e-01 -4.08815334e-01 -4.87826791e-01
-3.03550848e-01 -9.82271586e-02 -4.86906519e-01 -5.28397463e-01
-6.11448808e-01]
[ -3.44886162e-01 -3.43606174e-01 -4.88426089e-01 -1.61381960e-01
-3.19822947e-01 -4.26515199e-01 -2.67837337e-01 -2.90061290e-01
-2.84244769e-01 -5.83787498e-01 -3.20506325e-01 -7.99721870e-01
-6.18833323e-01]
[ -4.66234242e-01 -3.40404107e-01 -3.85819401e-01 -2.58255014e-01
-3.32298619e-01 -2.17754801e-01 -3.05499294e-02 -4.58052542e-01
-2.60530030e-01 -4.61116894e-01 -2.03539224e-01 -2.37336424e-01
-2.39310643e-01]
[ -9.55531231e-01 -9.52849780e-01 -9.90438613e-01 -7.58942669e-01
-1.04324966e+00 -9.90535139e-01 -5.22881842e-01 -5.84860597e-01
-7.33609783e-01 -5.76179690e-01 -8.05910719e-01 -6.24634879e-01
-9.22551729e-01]
[ -5.15156261e-01 -2.68929981e-01 -4.73615289e-01 -3.67030856e-01
-3.45515440e-01 -3.64749332e-01 -6.25300403e-01 -6.27151908e-01
-6.67571817e-01 -1.04825153e-01 -5.58865911e-01 -8.31997384e-01
-6.71647354e-01]
[ -1.20436015e-01 2.66097991e-02 -3.44497377e-01 -4.71223247e-01
-1.03080175e-01 -7.52822165e-02 -2.08384507e-01 -4.32188116e-01
-1.85270590e-01 4.60288367e-02 -5.14957156e-01 -1.15626779e+00
-7.12861633e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57055518e-01 -1.22788497e-01 1.63503412e-01 -2.88588094e-01
-1.32548979e-01 1.13076401e-01 -1.35869852e-01 5.09593407e-03
-8.56676421e-02 5.92242594e-02 -2.09524680e-01 -4.39169446e-01
-7.21565162e-02]
[ -9.55652682e-02 -2.63249553e-01 -1.81860765e-01 -2.62998874e-01
-4.74957726e-01 -8.74114582e-02 -9.53103644e-02 -1.60402093e-02
-8.48297877e-02 -1.61054950e-02 -2.25881097e-01 -4.23753798e-01
-2.81113437e-01]
[ -6.49204433e-02 -3.06134376e-02 -2.27118152e-01 -2.65095749e-01
1.12154681e-01 -1.61068786e-01 -1.95406245e-01 1.27615799e-01
-1.39550563e-02 1.33558295e-01 -2.09961047e-01 2.39425512e-04
-9.80758142e-02]
[ 3.78066419e-02 -1.67710346e-01 -1.48807468e-01 -9.49776558e-02
-1.25811820e-01 -1.06889349e-01 1.07331112e-01 -1.43167696e-01
-1.81510963e-02 3.49545277e-02 -4.31561162e-02 -1.28238354e-01
-1.48361421e-02]
[ -2.91770514e-01 -1.40268098e-01 -7.90612062e-02 -1.26576178e-01
-3.00131119e-01 -2.76206646e-01 -3.59738997e-01 1.23222182e-02
-3.24867999e-01 -2.19584962e-01 1.44589659e-01 -1.80150949e-01
1.28968926e-01]
[ -2.31654922e-01 -1.23245373e-01 -9.53570027e-02 -3.80286355e-02
-8.32362040e-02 -1.20756495e-01 -8.42666613e-02 -5.26164364e-03
-1.42264634e-01 -1.02863362e-01 2.66470375e-03 -2.18966541e-01
-1.55253869e-01]
[ -1.79036353e-01 -6.84206622e-02 -2.31101700e-01 -2.38788687e-01
-1.57102104e-01 -2.06236022e-01 -3.56219522e-01 -1.26234367e-01
1.21598872e-01 -2.48452074e-01 -3.59707464e-01 -3.55173809e-01
-4.18329201e-01]
[ -3.72134692e-01 -5.74078870e-02 -1.52252604e-01 -1.05036170e-01
-4.40388891e-02 -3.13855270e-01 2.98536002e-02 -9.04978860e-02
-1.24463744e-01 4.59778295e-02 4.10448334e-02 -2.71405839e-01
-3.78780616e-01]
[ -1.60242896e-01 -1.41627440e-01 -5.35468794e-02 -2.08479059e-01
-1.27530067e-01 -2.95631839e-01 5.21229592e-02 -1.50699654e-01
-1.98283867e-01 5.21356961e-02 1.84062538e-01 -2.74009713e-02
-1.24718200e-01]
[ -1.30584335e-01 -1.69463302e-01 -1.15260459e-01 -2.98792570e-01
9.48056113e-02 -1.79551670e-02 -1.69531195e-01 -1.79642484e-01
1.11772568e-01 -9.65540578e-02 -1.26207560e-01 -1.21645294e-02
-3.13031634e-01]
[ -3.99359160e-02 -3.46904491e-02 -1.50224109e-01 -1.09668133e-01
-2.29705499e-01 6.29503926e-02 -4.88544659e-02 -4.39852160e-02
-2.22366884e-01 -9.25234313e-02 -1.33489079e-01 -3.83081097e-01
-2.04185586e-01]
[ -6.71040235e-02 2.03972099e-02 -1.28747939e-01 -3.48049100e-01
1.17683090e-01 2.05942658e-02 -1.88451654e-01 -1.42145709e-01
1.31318801e-01 -4.97585211e-02 -3.14754600e-01 -3.09023988e-01
-3.24139976e-01]
[ 7.09980113e-02 -3.03899600e-01 -8.68744461e-02 -4.64174140e-01
-2.18401904e-01 -9.08025914e-02 4.62980986e-02 8.10940212e-02
-2.93739260e-02 2.81363298e-01 -5.46837258e-01 -8.76274727e-01
4.70188346e-01]
[ -2.27965381e-01 -2.39759797e-01 -1.33681001e-01 -3.22179936e-01
-2.97145335e-01 -9.45760431e-02 2.00628123e-01 3.26061556e-02
2.77998212e-01 2.77766651e-02 -4.30208616e-01 -1.07082347e+00
6.63115753e-01]
[ -1.93980515e-02 -1.82715975e-01 1.93118949e-02 -3.28096625e-01
-1.67976533e-01 1.64325574e-01 2.04095148e-01 2.50109918e-01
-3.35297002e-02 2.23077412e-01 -2.52076141e-01 -1.15683052e+00
7.76159152e-01]
[ -4.72940444e-03 -4.13831680e-02 -1.27019015e-01 -1.46011508e-01
-1.77313095e-01 -4.83339557e-02 3.12631092e-01 1.63009996e-01
2.56151495e-01 3.60240425e-01 -5.13832316e-01 -1.11055291e+00
8.20822878e-01]
[ -8.78113966e-02 -2.76477273e-01 5.71002308e-02 -3.57325423e-01
-1.46963858e-01 1.15691964e-01 3.82160117e-01 1.40994872e-01
-6.70794684e-02 1.55966870e-01 -5.75939893e-01 -1.08692959e+00
8.78861964e-01]
[ 1.16100566e-01 -8.67790810e-02 1.41069670e-02 -1.68581814e-01
-8.07027319e-02 -1.95345289e-02 2.73098943e-01 3.73852888e-01
4.23906355e-01 2.56004743e-01 -5.72896240e-01 -1.02488872e+00
5.94774104e-01]
[ 1.26273859e-03 -1.42428246e-01 2.32892122e-02 1.54186163e-02
-9.59926239e-02 -2.83260602e-01 1.14397816e-01 3.74076659e-01
2.41396068e-02 1.36390333e-01 -2.78510741e-01 -8.70264736e-01
2.50528398e-01]
[ 1.01765616e-01 9.05553686e-02 9.73071270e-03 2.02572338e-01
-1.00412212e-01 -5.71410998e-02 -1.04367222e-01 -1.05040131e-01
-2.14546233e-01 -9.39592721e-02 -9.31506156e-02 1.58941399e-01
-4.65644831e-01]
[ 5.16621802e-02 -1.18318964e-01 1.49740302e-01 4.62016189e-01
2.38580484e-01 9.51217831e-03 -3.64068024e-01 -3.38857064e-01
-1.64247170e-02 -5.49054530e-01 2.98293492e-01 9.27727244e-01
-8.53476019e-01]
[ 2.40421300e-02 7.87038517e-02 -2.14660262e-01 1.18050998e-01
3.59245927e-02 -3.24768577e-03 -2.04907870e-01 -3.62056621e-01
-2.85870212e-01 -2.67000556e-01 -9.95049173e-03 -1.00767720e-01
-2.11494437e-01]
[ -6.87605815e-02 -2.04275864e-01 5.75154104e-02 2.85129323e-02
-1.27030018e-01 -1.36633908e-01 -4.89761210e-02 -6.02162577e-02
2.79920698e-02 -4.05581497e-01 -3.49965855e-01 -2.24477680e-01
1.13367390e-01]
[ -5.42498160e-03 -2.62573631e-01 4.94747533e-02 -3.56088287e-01
-1.87358736e-01 -2.34564364e-01 -3.39191931e-01 -3.22284474e-02
-6.14025017e-02 1.60778681e-02 -2.30000686e-01 2.59114840e-01
1.13253593e-01]
[ 1.58953648e-01 6.12116299e-02 -1.10007991e-01 -3.48268124e-01
-5.37287909e-02 -1.04047480e-01 -2.46080812e-01 -4.56037221e-02
-2.21522375e-01 -2.71903637e-01 -2.42252575e-01 4.94819076e-01
3.81165842e-02]
[ -1.85943281e-01 -1.73045808e-01 -1.19402703e-01 -3.26293596e-01
-4.40469020e-02 2.37307003e-02 -2.56599290e-01 -2.99468678e-01
-1.71419873e-01 -1.15686867e-01 -2.49684736e-01 4.23853592e-01
-8.32043535e-02]
[ -5.00130214e-02 -1.99462649e-01 -1.68340492e-01 -3.43044001e-01
-4.27537929e-02 4.07423474e-02 -1.18326094e-01 -1.16941531e-01
-2.65458785e-01 -3.53532563e-01 -8.91608903e-02 2.07174664e-01
7.17466822e-02]
[ 9.61218920e-02 9.49640160e-02 -1.96065176e-02 -2.70325627e-01
-3.14622150e-01 4.42813077e-03 -2.31841738e-01 -3.59752631e-01
-3.48326154e-01 -6.30676231e-02 -1.38474808e-01 3.08533773e-01
1.25323695e-02]
[ -6.02071236e-02 -1.16300060e-02 -2.84357217e-01 -7.34139003e-02
6.83299771e-02 1.55270558e-01 -2.49564658e-01 -1.83588319e-01
-5.54575432e-02 -4.79590189e-02 1.60347751e-01 7.14867963e-01
-8.32526875e-02]
[ 1.38859048e-01 3.28936774e-01 -1.95388461e-01 7.52712764e-01
1.09617160e-01 3.21333382e-03 -2.03364744e-01 -3.68673040e-01
-2.25670079e-01 -3.08732799e-01 7.40418144e-01 8.99704794e-01
-1.32133958e+00]
[ -2.96964425e-03 1.67913636e-01 5.58348476e-02 3.91777072e-01
-4.33082497e-03 -6.48038013e-02 -2.76251876e-01 -3.37367340e-01
-2.82613366e-01 -2.04820014e-01 5.93868209e-01 9.30525423e-01
-1.30837531e+00]
[ -2.62880119e-02 -1.42960807e-01 -1.47604413e-01 3.16429449e-01
-1.86279312e-01 2.38001257e-01 -2.64907961e-02 -1.65383652e-01
-2.23000794e-01 -3.46065620e-01 1.98256932e-01 5.03367482e-01
-6.47281819e-01]
[ 8.47021337e-02 -3.82974935e-01 -5.07636464e-02 2.55368388e-02
-1.17165717e-01 1.99978316e-01 8.60223541e-02 1.71213243e-01
-1.85887920e-01 -1.20542898e-03 -5.25587964e-02 3.27509506e-01
-3.73201496e-01]
[ 2.11005568e-01 -2.95342147e-01 -1.18868037e-01 -6.57628627e-02
-2.16183460e-01 1.22740144e-01 3.66435791e-02 -1.28449658e-01
-6.26409337e-02 -4.90970430e-02 -1.51722847e-01 -1.79015889e-01
-2.30189448e-01]
[ -1.32136327e-01 -8.11148161e-02 3.83573127e-02 -2.49048768e-01
-5.99677563e-02 -1.41229221e-01 5.29587169e-02 -8.41469450e-04
-9.52410092e-02 2.44945637e-02 -3.27772310e-01 -4.69299115e-01
-1.16457856e-01]
[ -1.42951994e-01 -1.34515337e-01 -6.90200367e-02 -2.84714034e-01
-3.44680745e-01 -2.89177004e-01 1.65514813e-01 1.49337791e-01
9.91074354e-03 1.25737778e-01 -2.79353719e-01 -8.81658734e-01
3.11176282e-02]
[ -1.29063259e-01 -2.50645083e-01 -3.03204505e-01 -9.27842747e-01
-3.03174802e-01 -2.07899554e-01 -1.24516976e-01 -2.79426200e-02
4.17650170e-02 -4.70099100e-01 -7.31558694e-01 -6.80443251e-01
-1.27945654e+00]
[ -1.23921825e-01 1.33097985e-01 1.36244341e-02 1.34814900e-01
-2.02156481e-01 -1.76365815e-01 -1.47196031e-01 8.96706652e-03
-1.40386298e-01 -1.37447955e-01 -1.22487194e-01 -3.88780453e-01
8.16600275e-02]
[ -3.65863066e-01 -1.17675963e-01 -2.73278174e-01 3.55079418e-01
-1.98950337e-01 -2.32960736e-01 -1.48288221e-01 -9.95652004e-02
4.17182216e-03 3.45660047e-02 1.19387450e-01 -3.18279414e-01
2.35547807e-01]
[ -1.37577708e-01 -4.43753545e-02 -2.55635433e-01 2.27884813e-01
-2.23973781e-01 -2.80416997e-01 -4.05155773e-01 -4.02569996e-02
-6.57993938e-04 -1.17873586e-01 -1.64212797e-01 -2.81450390e-01
1.26176484e-01]
[ -2.50407676e-01 -5.32293658e-01 -3.40729966e-01 -2.42244805e-02
-3.18597676e-01 -2.33287747e-01 -1.55251924e-01 -2.35475748e-01
9.77419008e-03 -2.57610939e-01 -4.03935883e-02 -3.61283503e-01
6.68462081e-02]
[ -2.23731960e-01 -2.96789616e-01 -3.21752153e-01 -7.10592192e-02
-8.85441646e-02 -1.51012608e-01 -8.98639452e-02 3.09238724e-02
-2.02081287e-01 -5.09239420e-01 -2.23938378e-01 -2.58844178e-01
-2.08171008e-02]
[ -9.42053021e-02 -1.64795475e-02 -2.43986630e-01 -9.77806408e-01
-2.73866861e-01 -2.59572905e-01 8.28504905e-02 -4.82657202e-01
1.32284855e-01 -1.97446905e-01 -7.11681067e-01 -3.65595680e-01
-1.18768322e+00]]
Progress: 31.3% ... Training loss: 0.193 ... Validation loss: 0.342[[-0.23858765]
[ 0.2543885 ]
[-0.08068291]
[ 1.28380301]
[ 0.26229543]
[-0.03255134]
[-0.9416848 ]
[-0.81000336]
[-0.55411251]
[-0.82098517]
[ 1.26620091]
[ 2.99704121]
[-2.41199897]]
[[ -5.13615412e-01 -4.96134664e-01 -5.88691778e-01 -1.03478643e-02
-2.93351009e-01 -5.94442114e-01 9.66637761e-02 -2.14197392e-01
-2.75245717e-01 -2.82027958e-01 2.47522893e-01 9.79867813e-01
3.55046717e-01]
[ 9.41397603e-03 -1.35253354e-01 4.80283967e-02 -9.95533521e-02
-3.88129745e-02 5.82301530e-02 -1.05053305e-01 1.87945587e-01
-1.51043931e-01 -1.81759112e-01 -1.18247366e-01 -1.03115829e-01
-8.83787984e-02]
[ -2.84201724e-01 1.36745326e-01 -3.65988331e-02 4.97980010e-02
7.52565598e-02 -1.35012376e-01 -1.04294797e-01 -1.85461569e-01
2.62570344e-01 -5.02169504e-01 1.03235822e-01 7.00889293e-01
8.62916655e-01]
[ 2.63182811e-01 -2.44926896e-01 -2.76741693e-01 1.28263010e-01
-2.70444409e-01 1.13649330e-02 5.52170628e-01 -5.74803850e-01
3.43992354e-01 -1.78644066e-01 -8.65443706e-02 -3.87657721e-01
-3.73103898e-01]
[ 1.39906054e-01 1.40374544e-02 1.14914579e-01 -1.23024886e-01
-2.11496681e-02 7.36517106e-02 -1.82998928e-01 -1.79135976e-01
6.91135470e-02 2.67996531e-01 3.20652768e-02 -3.34133941e-02
-9.74975389e-02]
[ -4.86467212e-01 -6.16398926e-01 -6.01598947e-01 -5.97246016e-01
-5.93728024e-01 -5.65057950e-01 -3.86038059e-01 -1.59627918e-01
-4.76394946e-01 -2.44150164e-01 -5.95876859e-01 -9.03526708e-01
-7.15347970e-01]
[ -4.14036062e-01 -5.93329287e-01 -3.26345161e-01 -4.24562406e-01
-4.16879279e-01 -5.64531481e-01 -4.11192502e-01 -4.89647627e-01
-3.04805491e-01 -1.00730431e-01 -4.79922271e-01 -5.15301458e-01
-6.19834315e-01]
[ -3.44660728e-01 -3.44507839e-01 -4.88348262e-01 -1.65837195e-01
-3.20738178e-01 -4.26486020e-01 -2.64620793e-01 -2.86265243e-01
-2.81818621e-01 -5.83942167e-01 -3.27165882e-01 -8.18116947e-01
-6.09529966e-01]
[ -4.65242677e-01 -3.41678452e-01 -3.85544555e-01 -2.64765917e-01
-3.33371452e-01 -2.17658140e-01 -2.37854757e-02 -4.54410731e-01
-2.57528871e-01 -4.56808135e-01 -2.10421097e-01 -2.53343639e-01
-2.32657880e-01]
[ -9.53705583e-01 -9.55532470e-01 -9.89927884e-01 -7.68553724e-01
-1.04553451e+00 -9.90357282e-01 -5.10077980e-01 -5.72136100e-01
-7.27045649e-01 -5.67124520e-01 -8.19288887e-01 -6.64908048e-01
-9.04978601e-01]
[ -5.15229458e-01 -2.68585176e-01 -4.73650097e-01 -3.63819265e-01
-3.45294401e-01 -3.64740820e-01 -6.25989997e-01 -6.27797384e-01
-6.67977278e-01 -1.05617214e-01 -5.56088743e-01 -8.27329552e-01
-6.77155225e-01]
[ -1.20269666e-01 2.65501952e-02 -3.44523314e-01 -4.73569071e-01
-1.03023826e-01 -7.52778135e-02 -2.07314748e-01 -4.32556902e-01
-1.84816649e-01 4.59309959e-02 -5.17033672e-01 -1.15757321e+00
-7.13974492e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56843004e-01 -1.23042221e-01 1.63588684e-01 -2.90059039e-01
-1.32848588e-01 1.13104347e-01 -1.34677507e-01 6.81571839e-03
-8.52959115e-02 6.06793632e-02 -2.11265511e-01 -4.43251789e-01
-7.11052596e-02]
[ -9.47431471e-02 -2.64074972e-01 -1.81648176e-01 -2.67305454e-01
-4.75570501e-01 -8.73407611e-02 -9.18497266e-02 -1.16666800e-02
-8.31326168e-02 -1.12321500e-02 -2.30646825e-01 -4.35500986e-01
-2.75754578e-01]
[ -6.51828222e-02 -3.01704282e-02 -2.27218941e-01 -2.62831858e-01
1.12646488e-01 -1.61095713e-01 -1.96381870e-01 1.26483787e-01
-1.46668616e-02 1.32391811e-01 -2.07478478e-01 5.01599908e-03
-1.01824847e-01]
[ 3.77651498e-02 -1.67693085e-01 -1.48816789e-01 -9.48677306e-02
-1.25788998e-01 -1.06894367e-01 1.07246112e-01 -1.42972314e-01
-1.81629776e-02 3.50035490e-02 -4.32032170e-02 -1.29648217e-01
-1.49117341e-02]
[ -2.91959307e-01 -1.39963020e-01 -7.91414723e-02 -1.23706966e-01
-2.99818036e-01 -2.76223969e-01 -3.59925020e-01 1.20851514e-02
-3.25177774e-01 -2.20183407e-01 1.46520969e-01 -1.76017573e-01
1.26795390e-01]
[ -2.31459940e-01 -1.24108059e-01 -9.52587096e-02 -3.99968812e-02
-8.40114891e-02 -1.20723689e-01 -8.31717053e-02 -3.37368693e-03
-1.40822459e-01 -1.03302106e-01 -4.40070534e-04 -2.20930351e-01
-1.50780817e-01]
[ -1.79190852e-01 -6.82518866e-02 -2.31155573e-01 -2.38597928e-01
-1.57006060e-01 -2.06246849e-01 -3.56241792e-01 -1.25833637e-01
1.21750843e-01 -2.49307839e-01 -3.60190308e-01 -3.61651235e-01
-4.20906496e-01]
[ -3.72235076e-01 -5.71340123e-02 -1.52281210e-01 -1.03815151e-01
-4.38599060e-02 -3.13863272e-01 2.99569634e-02 -9.06216938e-02
-1.24571068e-01 4.54936610e-02 4.20665214e-02 -2.73178097e-01
-3.78439807e-01]
[ -1.59705938e-01 -1.42302365e-01 -5.34443742e-02 -2.11818892e-01
-1.28102042e-01 -2.95587863e-01 5.63215451e-02 -1.48936634e-01
-1.96269471e-01 5.40273091e-02 1.80340301e-01 -3.66469775e-02
-1.18473519e-01]
[ -1.30431500e-01 -1.69644715e-01 -1.15213913e-01 -2.99620426e-01
9.46300712e-02 -1.79395209e-02 -1.68771207e-01 -1.79240787e-01
1.12130288e-01 -9.59439039e-02 -1.26864037e-01 -1.28448486e-02
-3.12446578e-01]
[ -3.95519861e-02 -3.52538722e-02 -1.50116378e-01 -1.12125566e-01
-2.30115895e-01 6.29922544e-02 -4.67549787e-02 -4.24186540e-02
-2.21516304e-01 -9.10482526e-02 -1.36156789e-01 -3.89750844e-01
-2.03000266e-01]
[ -6.67410165e-02 2.01533116e-02 -1.28678034e-01 -3.49078305e-01
1.17418472e-01 2.06202004e-02 -1.86908073e-01 -1.41251248e-01
1.32186456e-01 -4.84040611e-02 -3.15679981e-01 -3.10795741e-01
-3.23851156e-01]
[ 7.09189144e-02 -3.03704245e-01 -8.69286492e-02 -4.64696205e-01
-2.18189010e-01 -9.08156774e-02 4.66513837e-02 8.08867144e-02
-2.94341364e-02 2.81410861e-01 -5.46921205e-01 -8.76920150e-01
4.69888783e-01]
[ -2.27868849e-01 -2.39905739e-01 -1.33644264e-01 -3.23398458e-01
-2.97304637e-01 -9.45659422e-02 2.01781122e-01 3.34477400e-02
2.78633977e-01 2.85620492e-02 -4.31475774e-01 -1.07374981e+00
6.66550707e-01]
[ -1.93978169e-02 -1.82719785e-01 1.93104956e-02 -3.28141930e-01
-1.67979654e-01 1.64325481e-01 2.04093651e-01 2.50059860e-01
-3.35090506e-02 2.23022212e-01 -2.52095619e-01 -1.15687435e+00
7.76251170e-01]
[ -4.79041282e-03 -4.13256477e-02 -1.27038433e-01 -1.46075380e-01
-1.77274575e-01 -4.83397547e-02 3.12684462e-01 1.62970411e-01
2.56174070e-01 3.60036200e-01 -5.13807900e-01 -1.11123148e+00
8.21002004e-01]
[ -8.78469117e-02 -2.76439143e-01 5.70793434e-02 -3.57274763e-01
-1.46909224e-01 1.15686976e-01 3.82391926e-01 1.41035964e-01
-6.70668450e-02 1.55838262e-01 -5.75803326e-01 -1.08730218e+00
8.78662542e-01]
[ 1.16240940e-01 -8.69300782e-02 1.41412969e-02 -1.69305454e-01
-8.08549694e-02 -1.95253297e-02 2.74755583e-01 3.74670485e-01
4.24670269e-01 2.56755395e-01 -5.73811054e-01 -1.02800660e+00
5.96895878e-01]
[ 1.14748819e-03 -1.42312609e-01 2.32612391e-02 1.61126027e-02
-9.58795666e-02 -2.83268747e-01 1.13872934e-01 3.73625386e-01
2.38386317e-02 1.35906864e-01 -2.77973499e-01 -8.69884348e-01
2.49333128e-01]
[ 1.01442011e-01 9.10138009e-02 9.64688215e-03 2.07240172e-01
-9.99059936e-02 -5.71709813e-02 -1.07043755e-01 -1.05622783e-01
-2.15845083e-01 -9.48826551e-02 -8.96361311e-02 1.65403592e-01
-4.71011862e-01]
[ 5.15171581e-02 -1.18102712e-01 1.49667811e-01 4.66047169e-01
2.38902744e-01 9.49947190e-03 -3.65797065e-01 -3.39687725e-01
-1.74044261e-02 -5.49075044e-01 3.01868509e-01 9.36915403e-01
-8.57526673e-01]
[ 2.42891462e-02 7.84105865e-02 -2.14609659e-01 1.16449378e-01
3.56645061e-02 -3.22941417e-03 -2.03542910e-01 -3.61440165e-01
-2.85050422e-01 -2.66246297e-01 -1.15496139e-02 -1.04607403e-01
-2.09235610e-01]
[ -6.85558618e-02 -2.04490332e-01 5.75707365e-02 2.57963606e-02
-1.27330175e-01 -1.36618212e-01 -4.70924008e-02 -5.93009324e-02
2.90976960e-02 -4.04968686e-01 -3.52455434e-01 -2.30676235e-01
1.18979380e-01]
[ -5.38134710e-03 -2.62557837e-01 4.94892254e-02 -3.56341746e-01
-1.87376962e-01 -2.34561321e-01 -3.39065572e-01 -3.20660299e-02
-6.13890029e-02 1.63985794e-02 -2.30192057e-01 2.58759067e-01
1.13475013e-01]
[ 1.59157076e-01 6.07858993e-02 -1.09920468e-01 -3.50555332e-01
-5.41754536e-02 -1.04026688e-01 -2.45048538e-01 -4.38444015e-02
-2.20622371e-01 -2.71036118e-01 -2.44999528e-01 4.89083015e-01
4.34326614e-02]
[ -1.86094219e-01 -1.72960785e-01 -1.19392646e-01 -3.26603346e-01
-4.39760656e-02 2.37231174e-02 -2.57482495e-01 -2.98892857e-01
-1.71823983e-01 -1.15367523e-01 -2.50102060e-01 4.22814929e-01
-8.12806840e-02]
[ -4.99582440e-02 -1.99454558e-01 -1.68332473e-01 -3.42957582e-01
-4.27382537e-02 4.07462341e-02 -1.18182860e-01 -1.16987601e-01
-2.65365259e-01 -3.53324168e-01 -8.91160356e-02 2.07582719e-01
7.15068551e-02]
[ 9.62253342e-02 9.48109361e-02 -1.95628834e-02 -2.70898127e-01
-3.14731793e-01 4.43950152e-03 -2.31562884e-01 -3.59072178e-01
-3.48178584e-01 -6.23632116e-02 -1.39061376e-01 3.07297965e-01
1.36433375e-02]
[ -5.99281905e-02 -1.19726451e-02 -2.84300063e-01 -7.62351180e-02
6.80047338e-02 1.55296317e-01 -2.47593483e-01 -1.82015902e-01
-5.44216554e-02 -4.67003462e-02 1.57680029e-01 7.07996165e-01
-7.87067718e-02]
[ 1.39503395e-01 3.28023491e-01 -1.95289128e-01 7.51160898e-01
1.08933495e-01 3.27432293e-03 -1.99359492e-01 -3.66621847e-01
-2.23370953e-01 -3.08558012e-01 7.36969506e-01 8.92977569e-01
-1.32555308e+00]
[ -2.75920015e-03 1.67750753e-01 5.58867961e-02 3.91298055e-01
-4.50307205e-03 -6.47800140e-02 -2.74862238e-01 -3.36583994e-01
-2.82299262e-01 -2.04204717e-01 5.92880072e-01 9.25840242e-01
-1.30967546e+00]
[ -2.60151187e-02 -1.43651742e-01 -1.47451273e-01 3.12936146e-01
-1.86927533e-01 2.38047238e-01 -2.46691060e-02 -1.62646259e-01
-2.21780341e-01 -3.44584107e-01 1.94813308e-01 4.92115140e-01
-6.41533390e-01]
[ 8.47081415e-02 -3.82944655e-01 -5.07814279e-02 2.59785115e-02
-1.17091446e-01 1.99977314e-01 8.58887919e-02 1.70844443e-01
-1.86049776e-01 -1.48417687e-03 -5.18084709e-02 3.29693718e-01
-3.75092026e-01]
[ 2.11113552e-01 -2.95390631e-01 -1.18850770e-01 -6.53882775e-02
-2.16189930e-01 1.22747746e-01 3.66909350e-02 -1.28154962e-01
-6.26363053e-02 -4.87271228e-02 -1.51382379e-01 -1.77292726e-01
-2.31492116e-01]
[ -1.31872633e-01 -8.14031674e-02 3.84256368e-02 -2.50407858e-01
-6.02566737e-02 -1.41204090e-01 5.49647698e-02 1.63891361e-04
-9.45155215e-02 2.55270483e-02 -3.29066448e-01 -4.71645856e-01
-1.15723664e-01]
[ -1.43001222e-01 -1.34299474e-01 -6.90599361e-02 -2.83786457e-01
-3.44522235e-01 -2.89184557e-01 1.65128894e-01 1.48769958e-01
9.59384194e-03 1.25693471e-01 -2.78796037e-01 -8.80843193e-01
2.88292822e-02]
[ -1.28097593e-01 -2.52291420e-01 -3.02916627e-01 -9.36341188e-01
-3.04660073e-01 -2.07811569e-01 -1.17014678e-01 -2.13643113e-02
4.61092789e-02 -4.66553415e-01 -7.41475898e-01 -7.09067358e-01
-1.27224811e+00]
[ -1.24130552e-01 1.33937021e-01 1.34725747e-02 1.39999049e-01
-2.01474362e-01 -1.76383408e-01 -1.48715206e-01 7.27659004e-03
-1.41627865e-01 -1.38342953e-01 -1.17853641e-01 -3.74764670e-01
7.49643049e-02]
[ -3.66144984e-01 -1.16913258e-01 -2.73365953e-01 3.60915756e-01
-1.98247277e-01 -2.32978386e-01 -1.50132150e-01 -1.00953638e-01
2.63428125e-03 3.36073619e-02 1.24447957e-01 -3.12031291e-01
2.28933870e-01]
[ -1.37013939e-01 -4.49211136e-02 -2.55549775e-01 2.24768361e-01
-2.24407503e-01 -2.80371622e-01 -4.01950241e-01 -3.85004083e-02
1.02635722e-03 -1.16220887e-01 -1.66513164e-01 -2.89589327e-01
1.32368364e-01]
[ -2.50286146e-01 -5.32500238e-01 -3.40724982e-01 -2.67710926e-02
-3.18774376e-01 -2.33281745e-01 -1.53500694e-01 -2.34507101e-01
1.07783290e-02 -2.57486402e-01 -4.27746684e-02 -3.67672032e-01
6.94851355e-02]
[ -2.23707734e-01 -2.96946870e-01 -3.21728026e-01 -7.09983691e-02
-8.86287435e-02 -1.50998255e-01 -8.99814656e-02 3.16823731e-02
-2.01919056e-01 -5.08712435e-01 -2.24296178e-01 -2.59230471e-01
-1.89497907e-02]
[ -9.34710483e-02 -1.79228504e-02 -2.43699654e-01 -9.83471529e-01
-2.75079226e-01 -2.59500605e-01 8.70560826e-02 -4.77930100e-01
1.34481595e-01 -1.93277900e-01 -7.19096194e-01 -3.79232483e-01
-1.18132771e+00]]
Progress: 31.4% ... Training loss: 0.197 ... Validation loss: 0.345[[-0.23341807]
[ 0.25984199]
[-0.07471163]
[ 1.30362092]
[ 0.2674852 ]
[-0.02730407]
[-0.92060089]
[-0.80232027]
[-0.539794 ]
[-0.81394305]
[ 1.28204933]
[ 3.01365036]
[-2.40343236]]
[[ -5.14590104e-01 -4.95126150e-01 -5.88959926e-01 1.60052896e-03
-2.92289011e-01 -5.94564820e-01 9.02287070e-02 -2.17164440e-01
-2.77944319e-01 -2.87142537e-01 2.57971855e-01 9.93231916e-01
3.40168769e-01]
[ 9.34768011e-03 -1.35197057e-01 4.80079063e-02 -9.95151670e-02
-3.87701463e-02 5.82186494e-02 -1.05111795e-01 1.87700902e-01
-1.51051568e-01 -1.82068330e-01 -1.18119314e-01 -1.03166352e-01
-8.82147576e-02]
[ -2.84769630e-01 1.37365845e-01 -3.67865319e-02 5.77174495e-02
7.58702800e-02 -1.35061804e-01 -1.08901442e-01 -1.83610401e-01
2.60032708e-01 -5.04098033e-01 1.10246198e-01 7.17837424e-01
8.47617255e-01]
[ 2.62650638e-01 -2.44045046e-01 -2.76942610e-01 1.39071314e-01
-2.69095770e-01 1.12749540e-02 5.47247436e-01 -5.81247980e-01
3.39691537e-01 -1.79788967e-01 -7.62912686e-02 -3.65912152e-01
-3.94149565e-01]
[ 1.41597825e-01 1.32533208e-02 1.15159692e-01 -1.29600116e-01
-2.24127513e-02 7.39082440e-02 -1.74643632e-01 -1.74712711e-01
7.38804243e-02 2.72243721e-01 2.77609706e-02 -3.70183923e-02
-8.79874122e-02]
[ -4.86958615e-01 -6.16114218e-01 -6.01706533e-01 -5.93616330e-01
-5.93416712e-01 -5.65117694e-01 -3.89338729e-01 -1.62005864e-01
-4.77219716e-01 -2.46578275e-01 -5.93291564e-01 -9.00674583e-01
-7.16060783e-01]
[ -4.14053673e-01 -5.93116486e-01 -3.26399139e-01 -4.22956358e-01
-4.16787819e-01 -5.64537535e-01 -4.10866181e-01 -4.88999741e-01
-3.05557832e-01 -1.01181570e-01 -4.78598023e-01 -5.20566060e-01
-6.23969153e-01]
[ -3.45280234e-01 -3.43888845e-01 -4.88526062e-01 -1.57252876e-01
-3.20135052e-01 -4.26555856e-01 -2.70433693e-01 -2.88032990e-01
-2.84356595e-01 -5.86395197e-01 -3.19779565e-01 -7.99608897e-01
-6.21434141e-01]
[ -4.65514321e-01 -3.41397592e-01 -3.85630322e-01 -2.63858068e-01
-3.33068718e-01 -2.17693275e-01 -2.65386730e-02 -4.56377177e-01
-2.59027282e-01 -4.57538915e-01 -2.10147474e-01 -2.49606895e-01
-2.38272913e-01]
[ -9.55081000e-01 -9.54100523e-01 -9.90331149e-01 -7.56612762e-01
-1.04438851e+00 -9.90517489e-01 -5.19254241e-01 -5.75467625e-01
-7.31899728e-01 -5.72403490e-01 -8.09163841e-01 -6.46966400e-01
-9.20674893e-01]
[ -5.15474996e-01 -2.68359970e-01 -4.73724225e-01 -3.60419216e-01
-3.44982483e-01 -3.64778418e-01 -6.28749043e-01 -6.29563927e-01
-6.68972319e-01 -1.07214852e-01 -5.53544002e-01 -8.24272907e-01
-6.80786590e-01]
[ -1.20048875e-01 2.62904049e-02 -3.44471052e-01 -4.74182181e-01
-1.03173112e-01 -7.52507771e-02 -2.06919888e-01 -4.32923085e-01
-1.84581026e-01 4.67445435e-02 -5.18133978e-01 -1.15873919e+00
-7.17013694e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57014329e-01 -1.22866712e-01 1.63533685e-01 -2.89083916e-01
-1.32713874e-01 1.13080607e-01 -1.35807943e-01 5.53083767e-03
-8.56115960e-02 5.92958418e-02 -2.10312221e-01 -4.40482068e-01
-7.21364825e-02]
[ -9.52792568e-02 -2.63747954e-01 -1.81760212e-01 -2.63257479e-01
-4.75134891e-01 -8.74087911e-02 -9.49154365e-02 -1.40346233e-02
-8.41566553e-02 -1.36005282e-02 -2.27688439e-01 -4.32236477e-01
-2.77219988e-01]
[ -6.47865887e-02 -3.07082869e-02 -2.27073133e-01 -2.65928092e-01
1.12056754e-01 -1.61040064e-01 -1.95168358e-01 1.28987779e-01
-1.37942319e-02 1.34872710e-01 -2.10420178e-01 -2.87686864e-03
-9.83595860e-02]
[ 3.77730550e-02 -1.67731174e-01 -1.48793768e-01 -9.51708909e-02
-1.25894028e-01 -1.06892134e-01 1.07371045e-01 -1.42079304e-01
-1.82598632e-02 3.54315870e-02 -4.38871061e-02 -1.33004270e-01
-1.34309590e-02]
[ -2.91934232e-01 -1.39955743e-01 -7.91427381e-02 -1.24033643e-01
-2.99826090e-01 -2.76221781e-01 -3.59700985e-01 1.21256625e-02
-3.25126880e-01 -2.20160994e-01 1.46250614e-01 -1.77131163e-01
1.27494073e-01]
[ -2.31795804e-01 -1.23192740e-01 -9.54864879e-02 -3.53205865e-02
-8.31937196e-02 -1.20776580e-01 -8.35884617e-02 -5.73335335e-03
-1.42328112e-01 -1.06030629e-01 4.50922120e-03 -2.15431200e-01
-1.64093417e-01]
[ -1.79120291e-01 -6.89887909e-02 -2.31035033e-01 -2.40523489e-01
-1.57600578e-01 -2.06226875e-01 -3.55919577e-01 -1.23546354e-01
1.23136874e-01 -2.48670709e-01 -3.64292577e-01 -3.71134823e-01
-4.14792694e-01]
[ -3.72459455e-01 -5.67592631e-02 -1.52378657e-01 -1.01090377e-01
-4.35601886e-02 -3.13894005e-01 2.85332785e-02 -9.18668158e-02
-1.25668366e-01 4.42567739e-02 4.45829338e-02 -2.66235111e-01
-3.81905025e-01]
[ -1.60088267e-01 -1.41691587e-01 -5.35746552e-02 -2.04756833e-01
-1.27501435e-01 -2.95629705e-01 5.16934341e-02 -1.50856720e-01
-1.98650346e-01 5.28271218e-02 1.87969350e-01 -1.79965863e-02
-1.27636940e-01]
[ -1.30916396e-01 -1.69225327e-01 -1.15303852e-01 -2.96392257e-01
9.51240027e-02 -1.79973842e-02 -1.72728955e-01 -1.80788409e-01
1.10118452e-01 -9.68213731e-02 -1.24672307e-01 -8.28192662e-03
-3.17314891e-01]
[ -3.95468486e-02 -3.52226548e-02 -1.50133965e-01 -1.12457342e-01
-2.30128009e-01 6.29928557e-02 -4.64458794e-02 -4.25372069e-02
-2.21495745e-01 -9.11911858e-02 -1.36424922e-01 -3.90048774e-01
-2.03649619e-01]
[ -6.65111881e-02 2.00022718e-02 -1.28661205e-01 -3.51081391e-01
1.17254203e-01 2.06438875e-02 -1.86019867e-01 -1.41596422e-01
1.32675118e-01 -4.80977038e-02 -3.17042313e-01 -3.10509074e-01
-3.24020998e-01]
[ 7.07463224e-02 -3.03534478e-01 -8.69727570e-02 -4.63928257e-01
-2.18016569e-01 -9.08373007e-02 4.56643778e-02 8.02493522e-02
-3.00413588e-02 2.80882376e-01 -5.46316429e-01 -8.75694026e-01
4.68015889e-01]
[ -2.27992121e-01 -2.39812384e-01 -1.33669875e-01 -3.22917741e-01
-2.97198126e-01 -9.45827670e-02 2.00925514e-01 3.30293183e-02
2.78163683e-01 2.80424639e-02 -4.31057517e-01 -1.07312473e+00
6.65701083e-01]
[ -1.93468059e-02 -1.82763109e-01 1.93249308e-02 -3.28424103e-01
-1.68028286e-01 1.64332949e-01 2.04437484e-01 2.50313628e-01
-3.33545981e-02 2.23315408e-01 -2.52354611e-01 -1.15716705e+00
7.76878527e-01]
[ -4.84061184e-03 -4.12445424e-02 -1.27053325e-01 -1.45575969e-01
-1.77200508e-01 -4.83478754e-02 3.12300884e-01 1.62731204e-01
2.55956282e-01 3.59825481e-01 -5.13476437e-01 -1.11097271e+00
8.20071762e-01]
[ -8.81391152e-02 -2.76214989e-01 5.70086831e-02 -3.55937387e-01
-1.46708484e-01 1.15648163e-01 3.81326468e-01 1.40508346e-01
-6.77410866e-02 1.54852825e-01 -5.74996664e-01 -1.08694062e+00
8.76271823e-01]
[ 1.16114175e-01 -8.68215112e-02 1.41109732e-02 -1.68596227e-01
-8.07504479e-02 -1.95385930e-02 2.74155644e-01 3.74322449e-01
4.24313038e-01 2.56277863e-01 -5.73345594e-01 -1.02762224e+00
5.95647751e-01]
[ 9.80998432e-04 -1.42262222e-01 2.32294529e-02 1.75262079e-02
-9.57301909e-02 -2.83290437e-01 1.13244959e-01 3.73198030e-01
2.35316238e-02 1.35191643e-01 -2.76860669e-01 -8.69665042e-01
2.47280909e-01]
[ 1.01881247e-01 9.06538125e-02 9.72248411e-03 2.05332793e-01
-1.00270146e-01 -5.71299016e-02 -1.02850786e-01 -1.04161441e-01
-2.14101766e-01 -9.39867709e-02 -9.14892439e-02 1.56134750e-01
-4.70880569e-01]
[ 5.09781885e-02 -1.17699103e-01 1.49518448e-01 4.70583942e-01
2.39410505e-01 9.43359283e-03 -3.68465296e-01 -3.41985808e-01
-1.85283542e-02 -5.51604986e-01 3.05613552e-01 9.43848379e-01
-8.59403583e-01]
[ 2.41754545e-02 7.84185381e-02 -2.14626164e-01 1.16677119e-01
3.56810786e-02 -3.23889804e-03 -2.03910942e-01 -3.61580282e-01
-2.85183715e-01 -2.66702386e-01 -1.12861607e-02 -1.04829727e-01
-2.09020382e-01]
[ -6.88102482e-02 -2.04239429e-01 5.75017186e-02 2.69516237e-02
-1.27065541e-01 -1.36653506e-01 -4.91078092e-02 -6.00787596e-02
2.79913105e-02 -4.05538182e-01 -3.51579192e-01 -2.27306884e-01
1.17572869e-01]
[ -5.58240773e-03 -2.62216042e-01 4.94080061e-02 -3.55720950e-01
-1.87098328e-01 -2.34584490e-01 -3.39972148e-01 -3.29428641e-02
-6.24265370e-02 1.58328979e-02 -2.29344029e-01 2.63247381e-01
1.11284800e-01]
[ 1.59515834e-01 6.06608406e-02 -1.09849042e-01 -3.51743754e-01
-5.43500612e-02 -1.03991668e-01 -2.44711013e-01 -4.35213075e-02
-2.20437369e-01 -2.69603764e-01 -2.45480900e-01 4.90139817e-01
4.21248609e-02]
[ -1.86045648e-01 -1.72963266e-01 -1.19349062e-01 -3.27495478e-01
-4.40896575e-02 2.37417111e-02 -2.58016548e-01 -2.98762282e-01
-1.71701224e-01 -1.14750957e-01 -2.51473710e-01 4.20681546e-01
-7.82939550e-02]
[ -4.96933249e-02 -1.99810349e-01 -1.68252767e-01 -3.45459031e-01
-4.30867743e-02 4.07872008e-02 -1.16983289e-01 -1.15811360e-01
-2.64479695e-01 -3.52435016e-01 -9.15423789e-02 2.02992347e-01
7.58828142e-02]
[ 9.60106259e-02 9.49284348e-02 -1.96468917e-02 -2.71598821e-01
-3.14608293e-01 4.40352462e-03 -2.32220266e-01 -3.60164976e-01
-3.48121654e-01 -6.40991134e-02 -1.38934905e-01 3.08534639e-01
1.55567096e-02]
[ -5.98991691e-02 -1.19676208e-02 -2.84299323e-01 -7.62820867e-02
6.79659508e-02 1.55298364e-01 -2.47515087e-01 -1.81790458e-01
-5.43258260e-02 -4.64750525e-02 1.57569165e-01 7.07595104e-01
-7.86310224e-02]
[ 1.39445644e-01 3.27981429e-01 -1.95321378e-01 7.52232782e-01
1.08921601e-01 3.27108417e-03 -1.99317097e-01 -3.66429814e-01
-2.23226647e-01 -3.09658437e-01 7.37555359e-01 8.93287144e-01
-1.32678067e+00]
[ -2.52762644e-03 1.67526018e-01 5.59692173e-02 3.94236626e-01
-4.69295449e-03 -6.47301875e-02 -2.76181900e-01 -3.35631277e-01
-2.82701640e-01 -2.02803925e-01 5.95663820e-01 9.31115071e-01
-1.31570050e+00]
[ -2.63761947e-02 -1.43249926e-01 -1.47534633e-01 3.17230644e-01
-1.86557409e-01 2.37999730e-01 -2.75441073e-02 -1.63941857e-01
-2.23330818e-01 -3.45353157e-01 1.98586774e-01 5.01325093e-01
-6.47185252e-01]
[ 8.48192299e-02 -3.83023641e-01 -5.07644464e-02 2.54597082e-02
-1.17181245e-01 1.99988692e-01 8.64574009e-02 1.71081948e-01
-1.85792148e-01 -1.14675039e-03 -5.22825177e-02 3.28321162e-01
-3.74809893e-01]
[ 2.11101007e-01 -2.95321665e-01 -1.18846477e-01 -6.45453089e-02
-2.16184930e-01 1.22745303e-01 3.61187768e-02 -1.28397662e-01
-6.29169268e-02 -4.85068371e-02 -1.51263078e-01 -1.77078355e-01
-2.31675798e-01]
[ -1.31998767e-01 -8.12198636e-02 3.83872655e-02 -2.49481947e-01
-6.00704265e-02 -1.41222314e-01 5.41293486e-02 -1.36363113e-04
-9.50378034e-02 2.49988178e-02 -3.28205437e-01 -4.69951546e-01
-1.17462558e-01]
[ -1.43123720e-01 -1.34177887e-01 -6.91027815e-02 -2.82843223e-01
-3.44393868e-01 -2.89200157e-01 1.64096637e-01 1.47975203e-01
9.12524104e-03 1.25011252e-01 -2.77972239e-01 -8.79591994e-01
2.68069271e-02]
[ -1.27948725e-01 -2.53079351e-01 -3.02826184e-01 -9.40945991e-01
-3.05329422e-01 -2.07796460e-01 -1.14804168e-01 -1.89592966e-02
4.77617005e-02 -4.66853754e-01 -7.46742815e-01 -7.24589287e-01
-1.26861943e+00]
[ -1.24890191e-01 1.34722337e-01 1.32485912e-02 1.44824791e-01
-2.00734998e-01 -1.76487770e-01 -1.52126077e-01 4.99221331e-03
-1.43693820e-01 -1.41337992e-01 -1.14123993e-01 -3.68370693e-01
6.77169009e-02]
[ -3.66107526e-01 -1.17075187e-01 -2.73316356e-01 3.62259893e-01
-1.98357166e-01 -2.32968773e-01 -1.51204944e-01 -1.00888343e-01
2.62267070e-03 3.39309339e-02 1.24574844e-01 -3.13912512e-01
2.30030195e-01]
[ -1.36948648e-01 -4.46199843e-02 -2.55595728e-01 2.31300904e-01
-2.24198172e-01 -2.80347038e-01 -4.04443486e-01 -4.03611695e-02
-5.34299977e-04 -1.16628859e-01 -1.60668079e-01 -2.76628694e-01
1.24301070e-01]
[ -2.50520241e-01 -5.32521340e-01 -3.40713648e-01 -2.41808289e-02
-3.18822841e-01 -2.33284338e-01 -1.55930970e-01 -2.34167902e-01
1.02261867e-02 -2.57626135e-01 -4.12122947e-02 -3.68852466e-01
6.99632834e-02]
[ -2.23859834e-01 -2.96638038e-01 -3.21784611e-01 -6.83955475e-02
-8.83143477e-02 -1.51030126e-01 -9.16359905e-02 3.06468454e-02
-2.02748410e-01 -5.08953740e-01 -2.21832956e-01 -2.54479779e-01
-2.24132871e-02]
[ -9.39769945e-02 -1.69498007e-02 -2.43949640e-01 -9.82034332e-01
-2.74205983e-01 -2.59581854e-01 8.43668371e-02 -4.81023195e-01
1.32235395e-01 -1.95580146e-01 -7.15987009e-01 -3.64921882e-01
-1.19011952e+00]]
Progress: 31.4% ... Training loss: 0.192 ... Validation loss: 0.337[[-0.24004441]
[ 0.25181085]
[-0.08113753]
[ 1.30724924]
[ 0.26241267]
[-0.03318736]
[-0.92033704]
[-0.8080174 ]
[-0.54106205]
[-0.82860463]
[ 1.28637993]
[ 3.02391624]
[-2.40831949]]
[[ -5.14978879e-01 -4.94788559e-01 -5.88994563e-01 1.03660834e-02
-2.91784520e-01 -5.94612061e-01 8.63451979e-02 -2.18612236e-01
-2.80037015e-01 -2.87736624e-01 2.66250098e-01 1.01108400e+00
3.33971750e-01]
[ 9.34696489e-03 -1.35196335e-01 4.80077250e-02 -9.95079432e-02
-3.87694074e-02 5.82185909e-02 -1.05116724e-01 1.87698354e-01
-1.51053737e-01 -1.82071167e-01 -1.18112913e-01 -1.03146054e-01
-8.82281171e-02]
[ -2.86638936e-01 1.39409666e-01 -3.73720551e-02 6.49918905e-02
7.83933254e-02 -1.35301096e-01 -1.15303835e-01 -1.92436731e-01
2.57178983e-01 -5.15167401e-01 1.21530171e-01 7.43403750e-01
8.39901959e-01]
[ 2.61290606e-01 -2.43127878e-01 -2.77229592e-01 1.49049623e-01
-2.67808135e-01 1.11819433e-02 5.39749586e-01 -5.84502867e-01
3.36928720e-01 -1.85567571e-01 -6.88235357e-02 -3.39996147e-01
-3.91485951e-01]
[ 1.43149316e-01 1.17594253e-02 1.15529083e-01 -1.37012629e-01
-2.36306864e-02 7.40693137e-02 -1.73347347e-01 -1.76349953e-01
7.47637088e-02 2.77388901e-01 1.95384351e-02 -4.77221367e-02
-9.95071656e-02]
[ -4.86908180e-01 -6.16703863e-01 -6.01621478e-01 -5.91183303e-01
-5.93768843e-01 -5.65088851e-01 -3.91214449e-01 -1.60737060e-01
-4.78061335e-01 -2.44742622e-01 -5.91292988e-01 -8.94206277e-01
-7.14670867e-01]
[ -4.14099572e-01 -5.92900769e-01 -3.26434634e-01 -4.19261875e-01
-4.16659743e-01 -5.64554379e-01 -4.13275211e-01 -4.90302816e-01
-3.07125019e-01 -1.02370146e-01 -4.75032239e-01 -5.14198969e-01
-6.32105265e-01]
[ -3.45263155e-01 -3.44054270e-01 -4.88483661e-01 -1.58148444e-01
-3.20060873e-01 -4.26567050e-01 -2.69780246e-01 -2.87948553e-01
-2.83425502e-01 -5.85971738e-01 -3.19224659e-01 -7.98280544e-01
-6.18177444e-01]
[ -4.64583602e-01 -3.42185483e-01 -3.85388310e-01 -2.68422967e-01
-3.33853022e-01 -2.17591363e-01 -2.30378077e-02 -4.53880964e-01
-2.56838414e-01 -4.53831973e-01 -2.14502612e-01 -2.57346993e-01
-2.35784000e-01]
[ -9.55158378e-01 -9.54510616e-01 -9.90271844e-01 -7.52080816e-01
-1.04462791e+00 -9.90516695e-01 -5.20080529e-01 -5.75265777e-01
-7.32373950e-01 -5.72823602e-01 -8.04205989e-01 -6.35939295e-01
-9.21364175e-01]
[ -5.14424551e-01 -2.69257271e-01 -4.73469302e-01 -3.63963734e-01
-3.45631656e-01 -3.64670786e-01 -6.27693026e-01 -6.27714682e-01
-6.67594720e-01 -1.02250279e-01 -5.56320548e-01 -8.26140010e-01
-6.82257093e-01]
[ -1.20069609e-01 2.62705545e-02 -3.44451308e-01 -4.74502565e-01
-1.03218714e-01 -7.52564860e-02 -2.07280055e-01 -4.32427799e-01
-1.84773246e-01 4.69775605e-02 -5.18551154e-01 -1.16147554e+00
-7.15854495e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.56874601e-01 -1.23001942e-01 1.63578601e-01 -2.90128704e-01
-1.32878714e-01 1.13100154e-01 -1.34917230e-01 6.52632856e-03
-8.52314663e-02 6.03625156e-02 -2.11309709e-01 -4.42464752e-01
-7.02688140e-02]
[ -9.57066804e-02 -2.63594169e-01 -1.81830482e-01 -2.59933884e-01
-4.74914909e-01 -8.74376982e-02 -9.75454806e-02 -1.57142409e-02
-8.54492215e-02 -1.52819100e-02 -2.24180117e-01 -4.23951052e-01
-2.78330806e-01]
[ -6.46060654e-02 -3.11596815e-02 -2.26978508e-01 -2.65362173e-01
1.11746679e-01 -1.61012025e-01 -1.96167474e-01 1.30166127e-01
-1.41312967e-02 1.36455983e-01 -2.10189008e-01 -1.05372847e-03
-9.73846456e-02]
[ 3.80446885e-02 -1.68003698e-01 -1.48706651e-01 -9.67810930e-02
-1.26287944e-01 -1.06875102e-01 1.08171287e-01 -1.40866966e-01
-1.79853643e-02 3.72908331e-02 -4.64206939e-02 -1.40420870e-01
-1.35989704e-02]
[ -2.92059072e-01 -1.39727915e-01 -7.91985468e-02 -1.21893784e-01
-2.99628686e-01 -2.76238227e-01 -3.60468059e-01 1.14665307e-02
-3.25647485e-01 -2.21101165e-01 1.48401069e-01 -1.74464953e-01
1.24563250e-01]
[ -2.32125416e-01 -1.22686364e-01 -9.56160288e-02 -3.17823151e-02
-8.25630466e-02 -1.20813614e-01 -8.62832011e-02 -8.27112305e-03
-1.43955293e-01 -1.08722995e-01 9.08530283e-03 -2.02702999e-01
-1.70888637e-01]
[ -1.79182379e-01 -6.93119395e-02 -2.30986200e-01 -2.41393573e-01
-1.57790457e-01 -2.06229794e-01 -3.55535667e-01 -1.22312152e-01
1.23746647e-01 -2.48614974e-01 -3.65275377e-01 -3.75626243e-01
-4.10516856e-01]
[ -3.72279117e-01 -5.69844837e-02 -1.52304696e-01 -1.00923166e-01
-4.37127120e-02 -3.13881071e-01 2.90493846e-02 -9.17127186e-02
-1.25005429e-01 4.49233402e-02 4.43685592e-02 -2.67210651e-01
-3.81617719e-01]
[ -1.60341251e-01 -1.41211301e-01 -5.36686089e-02 -2.04440163e-01
-1.27028482e-01 -2.95669876e-01 5.07806102e-02 -1.51924703e-01
-1.99256151e-01 5.26409212e-02 1.89625717e-01 -1.09901567e-02
-1.27598864e-01]
[ -1.30455719e-01 -1.69631744e-01 -1.15192445e-01 -2.98691267e-01
9.46335712e-02 -1.79427519e-02 -1.69971022e-01 -1.79371830e-01
1.11695192e-01 -9.54388165e-02 -1.26757086e-01 -1.37803856e-02
-3.15191776e-01]
[ -3.90438872e-02 -3.56922910e-02 -1.50005060e-01 -1.14760236e-01
-2.30517673e-01 6.30484735e-02 -4.55130474e-02 -4.19680185e-02
-2.20708202e-01 -8.94306384e-02 -1.38561946e-01 -3.92600200e-01
-2.03155624e-01]
[ -6.60977693e-02 1.95903231e-02 -1.28567421e-01 -3.52338892e-01
1.16890343e-01 2.06842782e-02 -1.84428243e-01 -1.39865784e-01
1.33477873e-01 -4.61947046e-02 -3.18450525e-01 -3.13678699e-01
-3.24077650e-01]
[ 7.09007292e-02 -3.03651490e-01 -8.69422492e-02 -4.65040145e-01
-2.18146170e-01 -9.08229945e-02 4.67095099e-02 8.08844729e-02
-2.95299516e-02 2.81632480e-01 -5.47200644e-01 -8.76881978e-01
4.70216634e-01]
[ -2.28001445e-01 -2.39803344e-01 -1.33669130e-01 -3.23326123e-01
-2.97209101e-01 -9.45822036e-02 2.01231251e-01 3.31365803e-02
2.78227543e-01 2.81399036e-02 -4.31406627e-01 -1.07374288e+00
6.66569259e-01]
[ -1.94527068e-02 -1.82678344e-01 1.92997632e-02 -3.28251742e-01
-1.67945425e-01 1.64321557e-01 2.04310821e-01 2.50134885e-01
-3.34738259e-02 2.22944532e-01 -2.52338812e-01 -1.15787745e+00
7.76910911e-01]
[ -4.77128268e-03 -4.13158587e-02 -1.27036873e-01 -1.46041502e-01
-1.77261943e-01 -4.83399564e-02 3.12746877e-01 1.62984595e-01
2.56188259e-01 3.60198565e-01 -5.13808153e-01 -1.11126981e+00
8.20899074e-01]
[ -8.80878818e-02 -2.76282579e-01 5.70227552e-02 -3.56168788e-01
-1.46769587e-01 1.15654313e-01 3.81645754e-01 1.40618650e-01
-6.75625694e-02 1.55036580e-01 -5.75168421e-01 -1.08711192e+00
8.76716001e-01]
[ 1.15883853e-01 -8.66327689e-02 1.40609593e-02 -1.67481729e-01
-8.05607038e-02 -1.95652418e-02 2.73217242e-01 3.73830733e-01
4.23757002e-01 2.55361757e-01 -5.72657148e-01 -1.02732180e+00
5.93625345e-01]
[ 1.25978420e-03 -1.42568196e-01 2.32918594e-02 1.60315713e-02
-9.59984762e-02 -2.83265891e-01 1.15308550e-01 3.74216317e-01
2.47321282e-02 1.36155680e-01 -2.78054459e-01 -8.73062189e-01
2.49743802e-01]
[ 1.01843275e-01 9.06782498e-02 9.70929916e-03 2.09051488e-01
-1.00231797e-01 -5.71295448e-02 -1.04284362e-01 -1.03845539e-01
-2.14855455e-01 -9.43413549e-02 -8.87644184e-02 1.62774035e-01
-4.74799275e-01]
[ 5.10460476e-02 -1.18321593e-01 1.49708864e-01 4.71581264e-01
2.38721694e-01 9.46317442e-03 -3.69787500e-01 -3.40481476e-01
-1.84607099e-02 -5.50386511e-01 3.05193375e-01 9.38433007e-01
-8.58223518e-01]
[ 2.41647267e-02 7.83784518e-02 -2.14620262e-01 1.17134438e-01
3.56655710e-02 -3.23549294e-03 -2.03857366e-01 -3.61350780e-01
-2.85054510e-01 -2.66953629e-01 -1.10063281e-02 -1.04677016e-01
-2.09708384e-01]
[ -6.88204279e-02 -2.04258839e-01 5.75048323e-02 2.63527887e-02
-1.27080324e-01 -1.36654707e-01 -4.90504648e-02 -6.00971274e-02
2.81038025e-02 -4.05619696e-01 -3.51993226e-01 -2.28840452e-01
1.19006664e-01]
[ -5.52803406e-03 -2.62335962e-01 4.94235305e-02 -3.56579207e-01
-1.87235614e-01 -2.34577049e-01 -3.39629033e-01 -3.28326164e-02
-6.21381671e-02 1.58496877e-02 -2.30016310e-01 2.61644440e-01
1.13155178e-01]
[ 1.59857116e-01 6.02997752e-02 -1.09769349e-01 -3.53822600e-01
-5.47123363e-02 -1.03962111e-01 -2.43323156e-01 -4.20818268e-02
-2.19681158e-01 -2.68093259e-01 -2.47369464e-01 4.84798465e-01
4.61723730e-02]
[ -1.86001240e-01 -1.72972896e-01 -1.19335937e-01 -3.28359747e-01
-4.40809561e-02 2.37530995e-02 -2.58288408e-01 -2.98493378e-01
-1.72317459e-01 -1.14169629e-01 -2.51696950e-01 4.24410368e-01
-7.93483032e-02]
[ -4.99289255e-02 -1.99481437e-01 -1.68316348e-01 -3.44189923e-01
-4.27254352e-02 4.07532048e-02 -1.18526388e-01 -1.16523371e-01
-2.65341972e-01 -3.52704188e-01 -9.01612887e-02 2.06843381e-01
7.32901044e-02]
[ 9.61351267e-02 9.45026024e-02 -1.96067056e-02 -2.74885541e-01
-3.14863946e-01 4.42041894e-03 -2.31086539e-01 -3.59782911e-01
-3.47018469e-01 -6.38831264e-02 -1.41004034e-01 3.04002936e-01
2.08889004e-02]
[ -5.99552347e-02 -1.16846802e-02 -2.84339828e-01 -7.59339788e-02
6.82830044e-02 1.55287095e-01 -2.48326262e-01 -1.83253805e-01
-5.50013803e-02 -4.70324943e-02 1.59118439e-01 7.13922319e-01
-8.17590860e-02]
[ 1.39596379e-01 3.27973721e-01 -1.95327705e-01 7.53488761e-01
1.08897553e-01 3.27692967e-03 -1.99355529e-01 -3.66857734e-01
-2.23215232e-01 -3.09165287e-01 7.38948725e-01 8.97923511e-01
-1.32898886e+00]
[ -2.32062954e-03 1.67378694e-01 5.60166851e-02 3.95345206e-01
-4.65713901e-03 -6.47060426e-02 -2.76877142e-01 -3.36007408e-01
-2.82813809e-01 -2.01957213e-01 5.96501442e-01 9.32403966e-01
-1.31892899e+00]
[ -2.65151492e-02 -1.42947200e-01 -1.47589978e-01 3.20164965e-01
-1.86277445e-01 2.37979409e-01 -2.89056129e-02 -1.65145234e-01
-2.24126501e-01 -3.46079788e-01 2.01419837e-01 5.07940742e-01
-6.51713935e-01]
[ 8.48921348e-02 -3.83058861e-01 -5.07492493e-02 2.55549733e-02
-1.17197527e-01 1.99996299e-01 8.64991377e-02 1.71195837e-01
-1.85751491e-01 -9.88148024e-04 -5.21913771e-02 3.28826866e-01
-3.75405744e-01]
[ 2.11182636e-01 -2.95379122e-01 -1.18828426e-01 -6.49760048e-02
-2.16264354e-01 1.22754269e-01 3.64875184e-02 -1.28175641e-01
-6.27496323e-02 -4.81573584e-02 -1.51707389e-01 -1.78034488e-01
-2.31262896e-01]
[ -1.31957719e-01 -8.13041968e-02 3.84073998e-02 -2.50058221e-01
-6.01485604e-02 -1.41218234e-01 5.45868860e-02 2.85465263e-04
-9.48832963e-02 2.52768981e-02 -3.28819919e-01 -4.71493845e-01
-1.16233475e-01]
[ -1.43075832e-01 -1.34234324e-01 -6.90876767e-02 -2.83241998e-01
-3.44438274e-01 -2.89195363e-01 1.64484982e-01 1.48260660e-01
9.31002101e-03 1.25278772e-01 -2.78325761e-01 -8.79909067e-01
2.74301766e-02]
[ -1.28303831e-01 -2.52223970e-01 -3.03045108e-01 -9.39434089e-01
-3.04542541e-01 -2.07844859e-01 -1.16803654e-01 -2.27425146e-02
4.60434636e-02 -4.69695814e-01 -7.41773966e-01 -7.07337845e-01
-1.28091741e+00]
[ -1.24502846e-01 1.34125155e-01 1.34297981e-02 1.41782494e-01
-2.01373826e-01 -1.76439974e-01 -1.50192213e-01 7.42202307e-03
-1.42547034e-01 -1.39078001e-01 -1.17537347e-01 -3.76158007e-01
7.50019009e-02]
[ -3.66160520e-01 -1.17013256e-01 -2.73353643e-01 3.64842527e-01
-1.98234802e-01 -2.32971533e-01 -1.52706362e-01 -1.01220017e-01
2.01811294e-03 3.29714645e-02 1.26814274e-01 -3.08297452e-01
2.26536111e-01]
[ -1.35675040e-01 -4.59292391e-02 -2.55272665e-01 2.24976245e-01
-2.25318008e-01 -2.80219452e-01 -4.00956238e-01 -3.71923224e-02
2.12460311e-03 -1.11713719e-01 -1.66361036e-01 -2.87025421e-01
1.31934619e-01]
[ -2.51487289e-01 -5.31981498e-01 -3.40869189e-01 -1.57656056e-02
-3.18100152e-01 -2.33359969e-01 -1.61606472e-01 -2.36611183e-01
7.48804922e-03 -2.60665617e-01 -3.37950143e-02 -3.51009749e-01
6.79995303e-02]
[ -2.24093585e-01 -2.96318637e-01 -3.21844352e-01 -6.62114011e-02
-8.79426100e-02 -1.51056941e-01 -9.28818190e-02 2.97857974e-02
-2.03403138e-01 -5.09805087e-01 -2.19713618e-01 -2.49994841e-01
-2.41782227e-02]
[ -9.30767154e-02 -1.81471635e-02 -2.43648443e-01 -9.86694238e-01
-2.75385170e-01 -2.59500913e-01 8.92375209e-02 -4.76656252e-01
1.34856523e-01 -1.90285441e-01 -7.21861467e-01 -3.85508347e-01
-1.18651791e+00]]
Progress: 31.4% ... Training loss: 0.192 ... Validation loss: 0.335[[-0.24902233]
[ 0.24548177]
[-0.08759901]
[ 1.30446846]
[ 0.25758379]
[-0.0390108 ]
[-0.94035666]
[-0.81329364]
[-0.55602812]
[-0.8385739 ]
[ 1.28377584]
[ 3.02273813]
[-2.4235858 ]]
[[ -5.14526130e-01 -4.94534634e-01 -5.89032061e-01 1.33717264e-02
-2.91384490e-01 -5.94609991e-01 9.05162611e-02 -2.18696909e-01
-2.78526594e-01 -2.86510643e-01 2.68858391e-01 1.01243122e+00
3.35290523e-01]
[ 9.24824933e-03 -1.35129590e-01 4.79858961e-02 -9.92459539e-02
-3.87206560e-02 5.82066859e-02 -1.05408254e-01 1.87520408e-01
-1.51216481e-01 -1.82394539e-01 -1.17914277e-01 -1.03053890e-01
-8.82303336e-02]
[ -2.85875066e-01 1.38831518e-01 -3.69758504e-02 6.20624819e-02
7.77970540e-02 -1.35200750e-01 -1.11065244e-01 -1.88493667e-01
2.60484248e-01 -5.11386616e-01 1.18744027e-01 7.27362600e-01
8.54090975e-01]
[ 2.63451830e-01 -2.45101518e-01 -2.76779969e-01 1.30477232e-01
-2.69916682e-01 1.13941073e-02 5.53295748e-01 -5.79154078e-01
3.43297731e-01 -1.77946974e-01 -8.57179119e-02 -3.59511796e-01
-3.77771569e-01]
[ 1.43592703e-01 1.12518022e-02 1.15823804e-01 -1.38097813e-01
-2.42345793e-02 7.41070726e-02 -1.75526677e-01 -1.74342035e-01
7.55170202e-02 2.81300853e-01 1.70563905e-02 -5.59374070e-02
-9.08673043e-02]
[ -4.87160962e-01 -6.16610897e-01 -6.01722146e-01 -5.91212259e-01
-5.93655386e-01 -5.65127774e-01 -3.91915088e-01 -1.61510186e-01
-4.78756638e-01 -2.45662507e-01 -5.91519362e-01 -8.97689551e-01
-7.14755600e-01]
[ -4.13098645e-01 -5.93815726e-01 -3.26131031e-01 -4.20833900e-01
-4.17265181e-01 -5.64448462e-01 -4.09189359e-01 -4.88711352e-01
-3.03985960e-01 -9.86549886e-02 -4.77355778e-01 -5.25910721e-01
-6.22734507e-01]
[ -3.45149703e-01 -3.43873350e-01 -4.88481078e-01 -1.58888312e-01
-3.19949604e-01 -4.26572305e-01 -2.67700581e-01 -2.87186123e-01
-2.82578703e-01 -5.85484640e-01 -3.19095703e-01 -7.98042483e-01
-6.13823750e-01]
[ -4.63847543e-01 -3.42912803e-01 -3.85166456e-01 -2.72555139e-01
-3.34604219e-01 -2.17491221e-01 -1.89057835e-02 -4.51737442e-01
-2.54600865e-01 -4.51416800e-01 -2.19050214e-01 -2.69319178e-01
-2.32070755e-01]
[ -9.54496962e-01 -9.55318389e-01 -9.90026578e-01 -7.55181381e-01
-1.04526623e+00 -9.90432421e-01 -5.15074826e-01 -5.72372505e-01
-7.28855655e-01 -5.70216241e-01 -8.07385986e-01 -6.56448057e-01
-9.05119044e-01]
[ -5.13523249e-01 -2.70015160e-01 -4.73257888e-01 -3.68389954e-01
-3.46276876e-01 -3.64567751e-01 -6.23341511e-01 -6.25930625e-01
-6.65329534e-01 -9.92350218e-02 -5.60476147e-01 -8.33535500e-01
-6.77575953e-01]
[ -1.20034671e-01 2.64678262e-02 -3.44480616e-01 -4.73448802e-01
-1.03067083e-01 -7.52819137e-02 -2.07040370e-01 -4.33380839e-01
-1.85028624e-01 4.70524855e-02 -5.18184118e-01 -1.16050044e+00
-7.19427802e-01]
[ -1.85915393e-02 2.04145066e-01 1.01915220e-01 7.12452578e-02
8.38801807e-02 2.59281392e-02 9.53527358e-02 -8.82981798e-02
-1.62768473e-01 -2.57993262e-01 -2.49298248e-01 2.03721299e-01
1.05754304e-01]
[ -2.57036739e-01 -1.22886122e-01 1.63503286e-01 -2.89348212e-01
-1.32718267e-01 1.13075142e-01 -1.36016276e-01 4.80024588e-03
-8.55414466e-02 5.88965459e-02 -2.10355224e-01 -4.40618290e-01
-7.10303504e-02]
[ -9.56736799e-02 -2.63635850e-01 -1.81830260e-01 -2.60333339e-01
-4.74939619e-01 -8.74403766e-02 -9.71360283e-02 -1.53950298e-02
-8.54158560e-02 -1.48726590e-02 -2.24738128e-01 -4.26208162e-01
-2.77857412e-01]
[ -6.38274119e-02 -3.17204000e-02 -2.26838568e-01 -2.67920012e-01
1.11073682e-01 -1.60935228e-01 -1.92805670e-01 1.32249280e-01
-1.25455363e-02 1.40033113e-01 -2.13202389e-01 -8.23521266e-03
-9.68019575e-02]
[ 3.76170510e-02 -1.67402813e-01 -1.48870028e-01 -9.00701523e-02
-1.25404364e-01 -1.06927810e-01 1.05802581e-01 -1.43887296e-01
-1.91683488e-02 3.44977669e-02 -3.98230208e-02 -1.27748573e-01
-1.94526191e-02]
[ -2.91485505e-01 -1.40427484e-01 -7.89749896e-02 -1.27307602e-01
-3.00272897e-01 -2.76172624e-01 -3.57303764e-01 1.40795496e-02
-3.23714414e-01 -2.18166652e-01 1.42853765e-01 -1.88374880e-01
1.36407297e-01]
[ -2.31896424e-01 -1.23161757e-01 -9.54574819e-02 -3.35804714e-02
-8.30227543e-02 -1.20777938e-01 -8.49304494e-02 -6.32940411e-03
-1.42708381e-01 -1.07192387e-01 6.99480265e-03 -2.12441807e-01
-1.65835162e-01]
[ -1.79392828e-01 -6.88944502e-02 -2.31050953e-01 -2.39626779e-01
-1.57409220e-01 -2.06274794e-01 -3.55745883e-01 -1.22721029e-01
1.23215820e-01 -2.49420725e-01 -3.63040519e-01 -3.69130067e-01
-4.12087927e-01]
[ -3.72267275e-01 -5.68451959e-02 -1.52324736e-01 -1.00384590e-01
-4.36295690e-02 -3.13878990e-01 2.93488721e-02 -9.18267244e-02
-1.24645613e-01 4.51553431e-02 4.51468350e-02 -2.67291062e-01
-3.80247882e-01]
[ -1.59465554e-01 -1.42084777e-01 -5.34560663e-02 -2.10209152e-01
-1.27897428e-01 -2.95566020e-01 5.60593570e-02 -1.49914349e-01
-1.96642441e-01 5.49288859e-02 1.83869140e-01 -2.39626401e-02
-1.22352744e-01]
[ -1.30242308e-01 -1.69818414e-01 -1.15122384e-01 -2.99532759e-01
9.44298165e-02 -1.79078071e-02 -1.68941127e-01 -1.78578499e-01
1.12334458e-01 -9.44951716e-02 -1.27765597e-01 -1.60638947e-02
-3.14127218e-01]
[ -3.90187703e-02 -3.57611341e-02 -1.49982665e-01 -1.15006762e-01
-2.30565836e-01 6.30558124e-02 -4.53960237e-02 -4.15286157e-02
-2.20620286e-01 -8.90940782e-02 -1.38883700e-01 -3.93945486e-01
-2.01905510e-01]
[ -6.64401699e-02 1.98547992e-02 -1.28643828e-01 -3.51582442e-01
1.17172516e-01 2.06452613e-02 -1.86166831e-01 -1.41072388e-01
1.32529953e-01 -4.76840482e-02 -3.17688339e-01 -3.11853764e-01
-3.25422664e-01]
[ 7.08893492e-02 -3.03643392e-01 -8.69451268e-02 -4.65008970e-01
-2.18130143e-01 -9.08269166e-02 4.67992651e-02 8.08522113e-02
-2.95066092e-02 2.81630502e-01 -5.47239128e-01 -8.77385855e-01
4.70237559e-01]
[ -2.28090234e-01 -2.39781622e-01 -1.33681693e-01 -3.24335266e-01
-2.97206379e-01 -9.45933491e-02 2.01726022e-01 3.33051132e-02
2.78460849e-01 2.79066410e-02 -4.32296738e-01 -1.07568730e+00
6.69385092e-01]
[ -1.94775653e-02 -1.82668256e-01 1.92947164e-02 -3.28202000e-01
-1.67934683e-01 1.64318162e-01 2.04166481e-01 2.50013456e-01
-3.35229258e-02 2.22829266e-01 -2.52299119e-01 -1.15786869e+00
7.76880851e-01]
[ -4.83100710e-03 -4.12361042e-02 -1.27055726e-01 -1.46459403e-01
-1.77194372e-01 -4.83484124e-02 3.12820647e-01 1.62827065e-01
2.56146631e-01 3.60090037e-01 -5.14060883e-01 -1.11177134e+00
8.21363858e-01]
[ -8.80570617e-02 -2.76292912e-01 5.70293632e-02 -3.56415706e-01
-1.46789278e-01 1.15658419e-01 3.81877450e-01 1.40708161e-01
-6.74532515e-02 1.55164188e-01 -5.75307648e-01 -1.08725425e+00
8.77145599e-01]
[ 1.15895143e-01 -8.66587710e-02 1.40660398e-02 -1.67876485e-01
-8.05885802e-02 -1.95646740e-02 2.73584195e-01 3.74095396e-01
4.23948931e-01 2.55524721e-01 -5.72986612e-01 -1.02809817e+00
5.94448886e-01]
[ 1.58522671e-03 -1.42787623e-01 2.33529139e-02 1.46695935e-02
-9.62508949e-02 -2.83241417e-01 1.17665588e-01 3.75853239e-01
2.58075954e-02 1.37492560e-01 -2.79341041e-01 -8.75728396e-01
2.50955961e-01]
[ 1.02106163e-01 9.02754024e-02 9.81570568e-03 2.08211654e-01
-1.00501318e-01 -5.71009888e-02 -1.03010687e-01 -1.03146122e-01
-2.13844339e-01 -9.33359953e-02 -8.97461615e-02 1.56952004e-01
-4.73254384e-01]
[ 5.11297179e-02 -1.18473221e-01 1.49735101e-01 4.72195817e-01
2.38679890e-01 9.48385503e-03 -3.69115015e-01 -3.40903007e-01
-1.81338616e-02 -5.50822496e-01 3.05443643e-01 9.38992705e-01
-8.59615336e-01]
[ 2.40865017e-02 7.83759188e-02 -2.14614377e-01 1.16937530e-01
3.56497117e-02 -3.24642648e-03 -2.04030693e-01 -3.61031727e-01
-2.85093729e-01 -2.66972090e-01 -1.12129074e-02 -1.06948024e-01
-2.08364115e-01]
[ -6.89066885e-02 -2.04288079e-01 5.74949458e-02 2.52877270e-02
-1.27115119e-01 -1.36662904e-01 -4.94304897e-02 -6.04006891e-02
2.82897187e-02 -4.06148054e-01 -3.53012702e-01 -2.32273834e-01
1.22214636e-01]
[ -5.37973919e-03 -2.62558599e-01 4.95105445e-02 -3.58844629e-01
-1.87463617e-01 -2.34559038e-01 -3.38973206e-01 -3.23140717e-02
-6.16349887e-02 1.66733124e-02 -2.32324780e-01 2.55950042e-01
1.18417558e-01]
[ 1.59919487e-01 6.01495754e-02 -1.09729451e-01 -3.54613977e-01
-5.48630684e-02 -1.03953280e-01 -2.43030563e-01 -4.13592311e-02
-2.19378487e-01 -2.67707853e-01 -2.48473447e-01 4.82047953e-01
4.87071047e-02]
[ -1.86095062e-01 -1.72939846e-01 -1.19357060e-01 -3.28399563e-01
-4.40528229e-02 2.37411399e-02 -2.58401566e-01 -2.98472866e-01
-1.72421634e-01 -1.14288979e-01 -2.51824266e-01 4.22986336e-01
-7.86665454e-02]
[ -4.98163864e-02 -1.99595162e-01 -1.68271685e-01 -3.44765984e-01
-4.28138808e-02 4.07660044e-02 -1.18290262e-01 -1.15956786e-01
-2.65099421e-01 -3.52004046e-01 -9.09232475e-02 2.05163256e-01
7.47221679e-02]
[ 9.63884978e-02 9.41827248e-02 -1.95135424e-02 -2.76354901e-01
-3.15078730e-01 4.45207334e-03 -2.30391659e-01 -3.59021619e-01
-3.46387698e-01 -6.26421378e-02 -1.42528390e-01 2.99292471e-01
2.46437766e-02]
[ -5.97317308e-02 -1.19566502e-02 -2.84271923e-01 -7.76582743e-02
6.79879856e-02 1.55319253e-01 -2.47629765e-01 -1.82461934e-01
-5.43342837e-02 -4.60044011e-02 1.57424227e-01 7.10862947e-01
-7.91866651e-02]
[ 1.39371946e-01 3.28487579e-01 -1.95459568e-01 7.58127074e-01
1.09516830e-01 3.24342088e-03 -2.00662382e-01 -3.69409100e-01
-2.24051853e-01 -3.11410049e-01 7.43988115e-01 9.07208593e-01
-1.33483908e+00]
[ -2.18012457e-03 1.67711481e-01 5.59595794e-02 3.97897618e-01
-4.43731244e-03 -6.47055354e-02 -2.76795527e-01 -3.37400348e-01
-2.83002073e-01 -2.01587490e-01 5.98740338e-01 9.35030720e-01
-1.32363944e+00]
[ -2.65331093e-02 -1.42798934e-01 -1.47604486e-01 3.21988676e-01
-1.86127501e-01 2.37967829e-01 -2.89354020e-02 -1.65000482e-01
-2.24792753e-01 -3.46075781e-01 2.02729007e-01 5.10517376e-01
-6.55740585e-01]
[ 8.48649654e-02 -3.83038835e-01 -5.07591128e-02 2.56060927e-02
-1.17204427e-01 1.99996405e-01 8.65311743e-02 1.71189918e-01
-1.85778235e-01 -1.20615907e-03 -5.21093593e-02 3.28739982e-01
-3.75346143e-01]
[ 2.11483991e-01 -2.95637803e-01 -1.18743796e-01 -6.59371530e-02
-2.16550848e-01 1.22798170e-01 3.75686584e-02 -1.27564782e-01
-6.20413110e-02 -4.71532749e-02 -1.52611211e-01 -1.79583494e-01
-2.30619753e-01]
[ -1.31971852e-01 -8.12805503e-02 3.84052053e-02 -2.49752259e-01
-6.01069498e-02 -1.41221463e-01 5.43583223e-02 2.26976362e-04
-9.49530857e-02 2.52466326e-02 -3.28594000e-01 -4.71131106e-01
-1.16577829e-01]
[ -1.42707471e-01 -1.34614911e-01 -6.90029668e-02 -2.86422026e-01
-3.44793692e-01 -2.89153507e-01 1.67127083e-01 1.49714862e-01
1.06480839e-02 1.26841663e-01 -2.80911161e-01 -8.83241911e-01
3.23317426e-02]
[ -1.28058571e-01 -2.52350707e-01 -3.03023644e-01 -9.40622081e-01
-3.04694365e-01 -2.07828110e-01 -1.15090510e-01 -2.24696339e-02
4.70222751e-02 -4.69267790e-01 -7.42967222e-01 -7.09934039e-01
-1.28001950e+00]
[ -1.24369010e-01 1.34144609e-01 1.34550215e-02 1.41468291e-01
-2.01356007e-01 -1.76432958e-01 -1.49569028e-01 7.48282177e-03
-1.42081591e-01 -1.38313842e-01 -1.17867420e-01 -3.81594797e-01
7.77905291e-02]
[ -3.66077290e-01 -1.16944152e-01 -2.73321518e-01 3.64241165e-01
-1.98170210e-01 -2.32971979e-01 -1.51347490e-01 -1.00740707e-01
2.51761759e-03 3.34380903e-02 1.26961847e-01 -3.07602822e-01
2.29271678e-01]
[ -1.35508601e-01 -4.63083914e-02 -2.55172172e-01 2.25587486e-01
-2.25431243e-01 -2.80180204e-01 -4.00941082e-01 -3.62252210e-02
2.51153973e-03 -1.10586952e-01 -1.66731874e-01 -2.85490407e-01
1.36398775e-01]
[ -2.51682042e-01 -5.31784766e-01 -3.40917701e-01 -1.31887746e-02
-3.17853610e-01 -2.33386078e-01 -1.62750723e-01 -2.38218658e-01
7.38738439e-03 -2.62075037e-01 -3.14854808e-02 -3.47299547e-01
6.84201610e-02]
[ -2.23919253e-01 -2.96455785e-01 -3.21804398e-01 -6.82913787e-02
-8.81432971e-02 -1.51036826e-01 -9.12799020e-02 3.09968712e-02
-2.02710657e-01 -5.09184024e-01 -2.21373021e-01 -2.54402664e-01
-2.07263587e-02]
[ -9.20874039e-02 -1.91578082e-02 -2.43391817e-01 -9.92171796e-01
-2.76380284e-01 -2.59395606e-01 9.46664000e-02 -4.74315652e-01
1.37462113e-01 -1.86585115e-01 -7.27733563e-01 -4.05936536e-01
-1.18392370e+00]]
Progress: 31.5% ... Training loss: 0.191 ... Validation loss: 0.339[[-0.24038454]
[ 0.25260496]
[-0.08204966]
[ 1.31145258]
[ 0.26596887]
[-0.03213755]
[-0.92506116]
[-0.80416993]
[-0.53989247]
[-0.8316139 ]
[ 1.29054341]
[ 3.03499347]
[-2.42202475]]
[[ -5.15527247e-01 -4.93452539e-01 -5.89304897e-01 1.80877279e-02
-2.90085787e-01 -5.94732815e-01 8.50552402e-02 -2.22634291e-01
-2.81926772e-01 -2.89892492e-01 2.74648688e-01 1.03345228e+00
3.28691256e-01]
[ 9.10041037e-03 -1.35016570e-01 4.79395353e-02 -9.91948876e-02
-3.85960677e-02 5.81823993e-02 -1.05759174e-01 1.87136489e-01
-1.51405042e-01 -1.82824621e-01 -1.17799924e-01 -1.03228390e-01
-8.91901887e-02]
[ -2.86216215e-01 1.39514164e-01 -3.70570648e-02 6.44685928e-02
7.85366243e-02 -1.35237474e-01 -1.16843246e-01 -1.90028658e-01
2.58459570e-01 -5.11229686e-01 1.20820828e-01 7.37136839e-01
8.49098642e-01]
[ 2.62595252e-01 -2.44081428e-01 -2.77070388e-01 1.32281914e-01
-2.69060761e-01 1.12626127e-02 5.53507588e-01 -5.81161426e-01
3.41545702e-01 -1.81974575e-01 -8.16385914e-02 -3.50999999e-01
-3.82563270e-01]
[ 1.43048967e-01 1.01217028e-02 1.16036241e-01 -1.43969752e-01
-2.54317485e-02 7.41055557e-02 -1.73078521e-01 -1.70514532e-01
7.81882231e-02 2.81267732e-01 7.29733982e-03 -8.58191608e-02
-6.33562233e-02]
[ -4.87433837e-01 -6.16539801e-01 -6.01787828e-01 -5.91592458e-01
-5.93543661e-01 -5.65141743e-01 -3.92255539e-01 -1.61852638e-01
-4.79435777e-01 -2.46973148e-01 -5.91371055e-01 -8.95111318e-01
-7.14666562e-01]
[ -4.13377742e-01 -5.93513476e-01 -3.26221836e-01 -4.18237226e-01
-4.16669835e-01 -5.64493957e-01 -4.12707018e-01 -4.91378816e-01
-3.05868587e-01 -9.90036060e-02 -4.74883805e-01 -5.18767259e-01
-6.26397425e-01]
[ -3.45868157e-01 -3.43007232e-01 -4.88664895e-01 -1.57412143e-01
-3.19176310e-01 -4.26658751e-01 -2.72010955e-01 -2.89524442e-01
-2.85063001e-01 -5.87539634e-01 -3.16742335e-01 -7.86440523e-01
-6.20100911e-01]
[ -4.64256249e-01 -3.42678367e-01 -3.85264625e-01 -2.70347598e-01
-3.34283902e-01 -2.17566207e-01 -2.01432029e-02 -4.52701138e-01
-2.55228229e-01 -4.52419452e-01 -2.17807750e-01 -2.69368632e-01
-2.35113125e-01]
[ -9.55059008e-01 -9.54870692e-01 -9.90206878e-01 -7.51054030e-01
-1.04454857e+00 -9.90510271e-01 -5.20269180e-01 -5.76386453e-01
-7.31446162e-01 -5.72134379e-01 -8.04338602e-01 -6.45350202e-01
-9.10429129e-01]
[ -5.13762310e-01 -2.69744526e-01 -4.73363896e-01 -3.69602800e-01
-3.45883257e-01 -3.64612980e-01 -6.23591469e-01 -6.26684006e-01
-6.65944337e-01 -1.00011841e-01 -5.60019670e-01 -8.30655999e-01
-6.80092286e-01]
[ -1.20787442e-01 2.71565715e-02 -3.44603894e-01 -4.70761141e-01
-1.02441048e-01 -7.53629548e-02 -2.10542394e-01 -4.34602757e-01
-1.87208562e-01 4.55109941e-02 -5.15723875e-01 -1.15342377e+00
-7.24219071e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.57300474e-01 -1.22738459e-01 1.63400976e-01 -2.87957897e-01
-1.32497670e-01 1.13039646e-01 -1.36686255e-01 3.35923037e-03
-8.62026125e-02 5.72315661e-02 -2.08760372e-01 -4.36360540e-01
-7.14095099e-02]
[ -9.56614056e-02 -2.63703446e-01 -1.81805807e-01 -2.61197936e-01
-4.74989303e-01 -8.74271419e-02 -9.71151120e-02 -1.48250141e-02
-8.55146114e-02 -1.46972162e-02 -2.25461586e-01 -4.27934639e-01
-2.77270819e-01]
[ -6.38839534e-02 -3.17621037e-02 -2.26812054e-01 -2.68587538e-01
1.11018778e-01 -1.60934372e-01 -1.92874857e-01 1.32949936e-01
-1.25910441e-02 1.40455324e-01 -2.14043405e-01 -9.57305716e-03
-9.59570828e-02]
[ 3.80673062e-02 -1.67978353e-01 -1.48666849e-01 -9.26983675e-02
-1.25928953e-01 -1.06864729e-01 1.07008239e-01 -1.42030844e-01
-1.82045092e-02 3.69906228e-02 -4.27461831e-02 -1.34951187e-01
-1.57543921e-02]
[ -2.91753314e-01 -1.40283032e-01 -7.90260569e-02 -1.28266758e-01
-3.00049668e-01 -2.76209476e-01 -3.57669129e-01 1.37791001e-02
-3.23988368e-01 -2.18150044e-01 1.41844420e-01 -1.90750546e-01
1.39822364e-01]
[ -2.32461739e-01 -1.22289054e-01 -9.57422508e-02 -2.66985749e-02
-8.19905129e-02 -1.20865540e-01 -8.97413517e-02 -1.10617222e-02
-1.45553820e-01 -1.10653782e-01 1.41900793e-02 -1.93996633e-01
-1.78442175e-01]
[ -1.79978182e-01 -6.83558302e-02 -2.31145198e-01 -2.38063486e-01
-1.56975560e-01 -2.06334602e-01 -3.58786623e-01 -1.24248920e-01
1.21481890e-01 -2.50768942e-01 -3.62069878e-01 -3.63726999e-01
-4.15106966e-01]
[ -3.72281228e-01 -5.67479301e-02 -1.52346857e-01 -1.00389541e-01
-4.35055394e-02 -3.13884061e-01 2.86914661e-02 -9.23302322e-02
-1.24919742e-01 4.50688443e-02 4.56840569e-02 -2.63769791e-01
-3.81311575e-01]
[ -1.59456601e-01 -1.42016326e-01 -5.34802284e-02 -2.10742044e-01
-1.27812035e-01 -2.95577830e-01 5.65243290e-02 -1.49516063e-01
-1.96663492e-01 5.50788719e-02 1.83910710e-01 -2.38739494e-02
-1.23524879e-01]
[ -1.30429728e-01 -1.69741909e-01 -1.15151629e-01 -2.98343138e-01
9.45677834e-02 -1.79333206e-02 -1.70057272e-01 -1.78907804e-01
1.11813262e-01 -9.50255050e-02 -1.27001282e-01 -1.58535598e-02
-3.15848555e-01]
[ -3.91776592e-02 -3.56011754e-02 -1.50047956e-01 -1.14376736e-01
-2.30409842e-01 6.30242910e-02 -4.58627428e-02 -4.24618031e-02
-2.20744806e-01 -8.97821184e-02 -1.38212861e-01 -3.92147002e-01
-2.03042492e-01]
[ -6.64917665e-02 1.99079226e-02 -1.28663237e-01 -3.51680073e-01
1.17189264e-01 2.06408658e-02 -1.86067837e-01 -1.41142056e-01
1.32492332e-01 -4.78785911e-02 -3.17749962e-01 -3.11661735e-01
-3.25761477e-01]
[ 7.06801446e-02 -3.03374981e-01 -8.70203028e-02 -4.63762402e-01
-2.17874974e-01 -9.08585456e-02 4.58414297e-02 7.99720898e-02
-3.02067473e-02 2.80764251e-01 -5.46275162e-01 -8.75284730e-01
4.67072892e-01]
[ -2.28232601e-01 -2.39724040e-01 -1.33712196e-01 -3.24291848e-01
-2.97145270e-01 -9.46141519e-02 2.01396196e-01 3.28451896e-02
2.78260866e-01 2.73781418e-02 -4.32285334e-01 -1.07622228e+00
6.69953818e-01]
[ -1.95295662e-02 -1.82610516e-01 1.92801023e-02 -3.27990352e-01
-1.67884198e-01 1.64309518e-01 2.03807090e-01 2.49715697e-01
-3.37610085e-02 2.22716738e-01 -2.52132001e-01 -1.15765894e+00
7.76295484e-01]
[ -4.91378470e-03 -4.11839836e-02 -1.27070936e-01 -1.46116543e-01
-1.77137886e-01 -4.83595855e-02 3.12468771e-01 1.62673980e-01
2.55936756e-01 3.59769722e-01 -5.13809690e-01 -1.11161531e+00
8.20886949e-01]
[ -8.82266348e-02 -2.76148671e-01 5.69655869e-02 -3.55452719e-01
-1.46613491e-01 1.15625817e-01 3.81027813e-01 1.40200689e-01
-6.79274092e-02 1.54373705e-01 -5.74490643e-01 -1.08666130e+00
8.74721826e-01]
[ 1.15725601e-01 -8.65285546e-02 1.40199173e-02 -1.67045957e-01
-8.04105909e-02 -1.95924213e-02 2.72991651e-01 3.73634565e-01
4.23512249e-01 2.54919472e-01 -5.72304073e-01 -1.02721558e+00
5.92590491e-01]
[ 1.65142056e-03 -1.42851124e-01 2.33537385e-02 1.49352721e-02
-9.63170092e-02 -2.83241467e-01 1.18694721e-01 3.75839722e-01
2.60908768e-02 1.37547132e-01 -2.79852399e-01 -8.78028816e-01
2.50587355e-01]
[ 1.02314287e-01 9.01330529e-02 9.86688436e-03 2.07660093e-01
-1.00626871e-01 -5.70778179e-02 -1.02303818e-01 -1.02703821e-01
-2.13554228e-01 -9.25248472e-02 -9.00371183e-02 1.56939036e-01
-4.73507259e-01]
[ 5.09331407e-02 -1.18362038e-01 1.49653886e-01 4.73621198e-01
2.38835552e-01 9.45787486e-03 -3.69598097e-01 -3.42020474e-01
-1.85070959e-02 -5.52383677e-01 3.07008145e-01 9.43142081e-01
-8.60204414e-01]
[ 2.39387995e-02 7.85304150e-02 -2.14656772e-01 1.18024320e-01
3.57977472e-02 -3.27141814e-03 -2.04798330e-01 -3.61494766e-01
-2.85413122e-01 -2.67496746e-01 -1.02108620e-02 -1.05181279e-01
-2.09865988e-01]
[ -6.90439254e-02 -2.04152660e-01 5.74349351e-02 2.55012649e-02
-1.26962761e-01 -1.36680460e-01 -5.03548344e-02 -6.11522710e-02
2.77883002e-02 -4.07107158e-01 -3.52405975e-01 -2.28829128e-01
1.21090401e-01]
[ -5.74412335e-03 -2.62053159e-01 4.93540892e-02 -3.56739335e-01
-1.86916549e-01 -2.34600983e-01 -3.42551716e-01 -3.51047331e-02
-6.35842260e-02 1.49925682e-02 -2.29043768e-01 2.70603858e-01
1.11897350e-01]
[ 1.58936784e-01 6.09002895e-02 -1.09906388e-01 -3.53440565e-01
-5.41882910e-02 -1.04056542e-01 -2.46462110e-01 -4.28664224e-02
-2.21506673e-01 -2.70023209e-01 -2.46792296e-01 4.91733048e-01
4.69475488e-02]
[ -1.86108026e-01 -1.72909916e-01 -1.19368798e-01 -3.28180421e-01
-4.40082290e-02 2.37379391e-02 -2.58503925e-01 -2.98708463e-01
-1.72484400e-01 -1.14410727e-01 -2.51501318e-01 4.23852835e-01
-7.94978724e-02]
[ -4.98291729e-02 -1.99585844e-01 -1.68273896e-01 -3.45882174e-01
-4.27773586e-02 4.07646652e-02 -1.18329289e-01 -1.15906395e-01
-2.64849486e-01 -3.51916870e-01 -9.17108425e-02 2.03151834e-01
7.66408325e-02]
[ 9.68030957e-02 9.36537926e-02 -1.93590287e-02 -2.80095444e-01
-3.15471743e-01 4.50999619e-03 -2.28320519e-01 -3.57467380e-01
-3.45301675e-01 -6.04702303e-02 -1.46110782e-01 2.89622735e-01
3.24058048e-02]
[ -5.95305698e-02 -1.23647777e-02 -2.84149216e-01 -7.92986004e-02
6.75762026e-02 1.55364546e-01 -2.47066812e-01 -1.81043812e-01
-5.35122121e-02 -4.46185953e-02 1.55154221e-01 7.05313184e-01
-7.42889776e-02]
[ 1.39256013e-01 3.28784752e-01 -1.95523929e-01 7.60964075e-01
1.09838911e-01 3.22120487e-03 -2.01759119e-01 -3.70869089e-01
-2.24556620e-01 -3.12380243e-01 7.46828321e-01 9.12440618e-01
-1.33787451e+00]
[ -2.01752372e-03 1.67560977e-01 5.60283724e-02 3.97929486e-01
-4.56766397e-03 -6.46838340e-02 -2.77013961e-01 -3.36608130e-01
-2.83054592e-01 -2.00524913e-01 5.98563780e-01 9.32483695e-01
-1.32525326e+00]
[ -2.64082549e-02 -1.42936051e-01 -1.47552598e-01 3.20698135e-01
-1.86251971e-01 2.37991920e-01 -2.83107037e-02 -1.63893050e-01
-2.24601636e-01 -3.45180668e-01 2.01545830e-01 5.07815971e-01
-6.54521123e-01]
[ 8.49394423e-02 -3.83031560e-01 -5.07599501e-02 2.53248773e-02
-1.17221520e-01 2.00003495e-01 8.71235913e-02 1.71469698e-01
-1.85606958e-01 -9.78442183e-04 -5.22610902e-02 3.28565414e-01
-3.75477241e-01]
[ 2.11412894e-01 -2.95539390e-01 -1.18762563e-01 -6.51461215e-02
-2.16458522e-01 1.22785405e-01 3.70922966e-02 -1.27868873e-01
-6.23745052e-02 -4.73175140e-02 -1.52125168e-01 -1.78664180e-01
-2.31780768e-01]
[ -1.32107004e-01 -8.10483044e-02 3.83480901e-02 -2.48406304e-01
-5.98742928e-02 -1.41245261e-01 5.34713412e-02 -8.36584599e-04
-9.55067058e-02 2.48545394e-02 -3.27697045e-01 -4.68682722e-01
-1.19346248e-01]
[ -1.42636612e-01 -1.34752399e-01 -6.89738978e-02 -2.87034567e-01
-3.44907739e-01 -2.89143970e-01 1.67580098e-01 1.50224338e-01
1.09180938e-02 1.27341380e-01 -2.81316089e-01 -8.83573840e-01
3.32384091e-02]
[ -1.28664319e-01 -2.51754681e-01 -3.03240106e-01 -9.38890829e-01
-3.04108804e-01 -2.07916461e-01 -1.17611782e-01 -2.49045697e-02
4.51486909e-02 -4.71275655e-01 -7.40502820e-01 -6.99071825e-01
-1.28514462e+00]
[ -1.23876824e-01 1.33425710e-01 1.36822948e-02 1.37251952e-01
-2.01942023e-01 -1.76357088e-01 -1.47237999e-01 1.03618115e-02
-1.40615023e-01 -1.35594556e-01 -1.22371017e-01 -3.94296541e-01
8.67740804e-02]
[ -3.66069758e-01 -1.16949897e-01 -2.73309935e-01 3.66805693e-01
-1.98097645e-01 -2.32967702e-01 -1.52665652e-01 -1.01077393e-01
1.98995432e-03 3.35733840e-02 1.28187367e-01 -3.08284725e-01
2.27551293e-01]
[ -1.35488504e-01 -4.65189682e-02 -2.55151106e-01 2.24143955e-01
-2.25510421e-01 -2.80175814e-01 -3.99899540e-01 -3.63586569e-02
2.92942343e-03 -1.10482491e-01 -1.68323766e-01 -2.89869958e-01
1.41106101e-01]
[ -2.51944996e-01 -5.31596410e-01 -3.40992380e-01 -1.08944341e-02
-3.17577370e-01 -2.33428747e-01 -1.64834798e-01 -2.38976057e-01
6.43883504e-03 -2.63145405e-01 -2.93861645e-02 -3.44343073e-01
6.28982284e-02]
[ -2.24173126e-01 -2.96186713e-01 -3.21909246e-01 -6.71194227e-02
-8.78776509e-02 -1.51081168e-01 -9.22067868e-02 2.94702953e-02
-2.03115288e-01 -5.10300489e-01 -2.20326512e-01 -2.51085346e-01
-2.36670157e-02]
[ -9.31637760e-02 -1.78021398e-02 -2.43694225e-01 -9.88373819e-01
-2.75114420e-01 -2.59525677e-01 8.87383192e-02 -4.78317541e-01
1.33658661e-01 -1.90066362e-01 -7.22257710e-01 -3.84035142e-01
-1.19519989e+00]]
Progress: 31.6% ... Training loss: 0.192 ... Validation loss: 0.336[[-0.24270329]
[ 0.2466709 ]
[-0.08373025]
[ 1.30863922]
[ 0.26048044]
[-0.0372731 ]
[-0.93197393]
[-0.80726112]
[-0.54691825]
[-0.83011298]
[ 1.29003627]
[ 3.02994302]
[-2.43302576]]
[[ -5.15536363e-01 -4.93526586e-01 -5.89365820e-01 1.96791472e-02
-2.90078020e-01 -5.94727112e-01 8.66564591e-02 -2.23065139e-01
-2.80716538e-01 -2.91526892e-01 2.76830812e-01 1.02615182e+00
3.31278274e-01]
[ 9.19764741e-03 -1.34970432e-01 4.79327731e-02 -9.91723192e-02
-3.85640600e-02 5.81956112e-02 -1.05025100e-01 1.87297496e-01
-1.51274238e-01 -1.82604493e-01 -1.17341143e-01 -1.02460938e-01
-9.03298406e-02]
[ -2.85810848e-01 1.37831794e-01 -3.69152286e-02 5.48837559e-02
7.73127247e-02 -1.35181848e-01 -1.11878420e-01 -1.84958813e-01
2.62208210e-01 -5.11426823e-01 1.13340897e-01 7.03689660e-01
8.68250660e-01]
[ 2.62759329e-01 -2.44049089e-01 -2.76875617e-01 1.32320744e-01
-2.69081292e-01 1.12631107e-02 5.55478715e-01 -5.79729605e-01
3.41544703e-01 -1.78138946e-01 -8.48772840e-02 -3.53695803e-01
-3.79111478e-01]
[ 1.42770015e-01 1.03368618e-02 1.15879017e-01 -1.42958410e-01
-2.51870918e-02 7.40793179e-02 -1.75482967e-01 -1.73803564e-01
7.69848576e-02 2.79195455e-01 8.60087697e-03 -8.16196518e-02
-7.63187293e-02]
[ -4.87999495e-01 -6.16134273e-01 -6.01860207e-01 -5.88282204e-01
-5.93104336e-01 -5.65187117e-01 -3.94432493e-01 -1.63021305e-01
-4.80704839e-01 -2.48567675e-01 -5.89519899e-01 -8.92163105e-01
-7.15853189e-01]
[ -4.13532160e-01 -5.92976681e-01 -3.26420837e-01 -4.15718512e-01
-4.16187520e-01 -5.64513797e-01 -4.12841103e-01 -4.93604895e-01
-3.06468974e-01 -1.00950927e-01 -4.70783531e-01 -5.14697045e-01
-6.34005838e-01]
[ -3.44966537e-01 -3.44983501e-01 -4.88297353e-01 -1.68571497e-01
-3.20933078e-01 -4.26526333e-01 -2.65642541e-01 -2.83983062e-01
-2.80712140e-01 -5.84527312e-01 -3.27898797e-01 -8.18979363e-01
-6.03064259e-01]
[ -4.63934591e-01 -3.42625762e-01 -3.85229459e-01 -2.70643598e-01
-3.34547288e-01 -2.17516560e-01 -1.92635843e-02 -4.53073101e-01
-2.54438461e-01 -4.51658753e-01 -2.17662090e-01 -2.67204933e-01
-2.34208521e-01]
[ -9.54987442e-01 -9.55229079e-01 -9.90217014e-01 -7.52969263e-01
-1.04504864e+00 -9.90468653e-01 -5.17380677e-01 -5.75537576e-01
-7.29044427e-01 -5.73834312e-01 -8.05318499e-01 -6.59157022e-01
-9.04085488e-01]
[ -5.12457767e-01 -2.71115511e-01 -4.73055927e-01 -3.78623885e-01
-3.47279573e-01 -3.64435718e-01 -6.17393388e-01 -6.23981190e-01
-6.62653287e-01 -9.59617764e-02 -5.68085603e-01 -8.46214319e-01
-6.72539434e-01]
[ -1.21660350e-01 2.79046031e-02 -3.44770399e-01 -4.65451209e-01
-1.01643178e-01 -7.54649852e-02 -2.14691983e-01 -4.36379778e-01
-1.89630167e-01 4.33920353e-02 -5.11737416e-01 -1.14741534e+00
-7.28969350e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.57066979e-01 -1.22877052e-01 1.63464361e-01 -2.88870328e-01
-1.32677881e-01 1.13070994e-01 -1.35693558e-01 4.20044437e-03
-8.58303230e-02 5.81018123e-02 -2.09433214e-01 -4.37126782e-01
-7.11659937e-02]
[ -9.57300552e-02 -2.63703418e-01 -1.81800508e-01 -2.60581630e-01
-4.74982821e-01 -8.74285894e-02 -9.77342923e-02 -1.48362526e-02
-8.55180477e-02 -1.47553177e-02 -2.25193673e-01 -4.27936634e-01
-2.76763515e-01]
[ -6.38588588e-02 -3.16687343e-02 -2.26839532e-01 -2.69187615e-01
1.11113961e-01 -1.60928961e-01 -1.92569218e-01 1.31760653e-01
-1.25511043e-02 1.39895316e-01 -2.14185828e-01 -7.59463077e-03
-9.81806137e-02]
[ 3.77365678e-02 -1.67607951e-01 -1.48797776e-01 -9.06975182e-02
-1.25608553e-01 -1.06903675e-01 1.05841247e-01 -1.43167008e-01
-1.90204953e-02 3.54175451e-02 -4.11968938e-02 -1.35199250e-01
-2.02190116e-02]
[ -2.91849497e-01 -1.39869554e-01 -7.91559042e-02 -1.24915545e-01
-2.99618533e-01 -2.76224845e-01 -3.57898258e-01 1.17590548e-02
-3.24536651e-01 -2.19608328e-01 1.46476276e-01 -1.82561967e-01
1.33453777e-01]
[ -2.32105142e-01 -1.23040538e-01 -9.55904183e-02 -3.21296544e-02
-8.27344512e-02 -1.20812828e-01 -8.60661094e-02 -8.16531678e-03
-1.43534652e-01 -1.09287467e-01 8.63291563e-03 -2.10985823e-01
-1.68494446e-01]
[ -1.79661798e-01 -6.92663789e-02 -2.30987622e-01 -2.41579140e-01
-1.57753480e-01 -2.06280044e-01 -3.57263231e-01 -1.21779939e-01
1.23257077e-01 -2.49740932e-01 -3.65881007e-01 -3.76222656e-01
-4.06820780e-01]
[ -3.72122227e-01 -5.71306352e-02 -1.52282318e-01 -1.03726976e-01
-4.38523838e-02 -3.13860593e-01 3.00181347e-02 -9.14694386e-02
-1.24244576e-01 4.56819164e-02 4.28400795e-02 -2.70156591e-01
-3.78763174e-01]
[ -1.59489460e-01 -1.41867506e-01 -5.35167495e-02 -2.09254341e-01
-1.27667120e-01 -2.95584051e-01 5.58212385e-02 -1.50089065e-01
-1.96993751e-01 5.44692341e-02 1.85408775e-01 -2.23119527e-02
-1.25569358e-01]
[ -1.30044945e-01 -1.70034025e-01 -1.15035692e-01 -2.99949303e-01
9.41750453e-02 -1.78745344e-02 -1.68388588e-01 -1.78161123e-01
1.12789312e-01 -9.33788474e-02 -1.28382547e-01 -1.76565613e-02
-3.12768551e-01]
[ -3.93526462e-02 -3.52677058e-02 -1.50119054e-01 -1.13821707e-01
-2.30269514e-01 6.30003566e-02 -4.66003502e-02 -4.32819058e-02
-2.21027954e-01 -9.06242644e-02 -1.37459920e-01 -3.88446682e-01
-2.04173633e-01]
[ -6.67605027e-02 2.00424617e-02 -1.28694607e-01 -3.49914719e-01
1.17393957e-01 2.06173522e-02 -1.87167167e-01 -1.41431623e-01
1.31886824e-01 -4.80704653e-02 -3.17100596e-01 -3.11756823e-01
-3.24996044e-01]
[ 7.06278804e-02 -3.03375371e-01 -8.70211849e-02 -4.64189450e-01
-2.17874288e-01 -9.08628159e-02 4.59981051e-02 8.00765942e-02
-3.01426044e-02 2.80582069e-01 -5.46639697e-01 -8.76329387e-01
4.68443536e-01]
[ -2.28174321e-01 -2.39768366e-01 -1.33698285e-01 -3.24981693e-01
-2.97194314e-01 -9.46081399e-02 2.02019405e-01 3.33470942e-02
2.78531185e-01 2.79368490e-02 -4.32743130e-01 -1.07714543e+00
6.71531981e-01]
[ -1.94958201e-02 -1.82641646e-01 1.92876107e-02 -3.28343144e-01
-1.67915274e-01 1.64313705e-01 2.03996298e-01 2.49807701e-01
-3.36571472e-02 2.22814750e-01 -2.52354757e-01 -1.15785356e+00
7.76922589e-01]
[ -5.05101248e-03 -4.10807106e-02 -1.27104422e-01 -1.45431797e-01
-1.77043408e-01 -4.83745692e-02 3.11927984e-01 1.62373085e-01
2.55651926e-01 3.59223192e-01 -5.13435207e-01 -1.11146848e+00
8.19824378e-01]
[ -8.85179807e-02 -2.75960548e-01 5.68932103e-02 -3.54169930e-01
-1.46408180e-01 1.15591157e-01 3.79779288e-01 1.39730718e-01
-6.86158523e-02 1.53360608e-01 -5.73596029e-01 -1.08624294e+00
8.72116151e-01]
[ 1.15737650e-01 -8.65275539e-02 1.40198303e-02 -1.67007526e-01
-8.04073276e-02 -1.95910182e-02 2.73016404e-01 3.73629055e-01
4.23509453e-01 2.54936509e-01 -5.72268302e-01 -1.02710733e+00
5.92243266e-01]
[ 1.45583823e-03 -1.42703519e-01 2.33129919e-02 1.67066841e-02
-9.61556739e-02 -2.83259681e-01 1.17389198e-01 3.74907994e-01
2.54194447e-02 1.36785089e-01 -2.78638697e-01 -8.76210615e-01
2.48261402e-01]
[ 1.02175794e-01 9.01859688e-02 9.82997697e-03 2.08311370e-01
-1.00559497e-01 -5.70981898e-02 -1.01785481e-01 -1.03310979e-01
-2.13256213e-01 -9.34275821e-02 -8.98825309e-02 1.53337323e-01
-4.74083453e-01]
[ 5.08636648e-02 -1.18253568e-01 1.49670127e-01 4.75294844e-01
2.38957817e-01 9.45643719e-03 -3.69886508e-01 -3.42363732e-01
-1.88674309e-02 -5.52221592e-01 3.07761866e-01 9.44093276e-01
-8.61134743e-01]
[ 2.40323805e-02 7.83015778e-02 -2.14609413e-01 1.17714777e-01
3.55712149e-02 -3.25098440e-03 -2.04969858e-01 -3.61496818e-01
-2.84959925e-01 -2.67297413e-01 -1.05708779e-02 -1.06753546e-01
-2.08255096e-01]
[ -6.88967107e-02 -2.04307683e-01 5.74888853e-02 2.39641786e-02
-1.27186127e-01 -1.36658878e-01 -4.93287493e-02 -6.03467875e-02
2.83387713e-02 -4.06257041e-01 -3.53845022e-01 -2.32641390e-01
1.23974028e-01]
[ -6.20031622e-03 -2.61359409e-01 4.91291441e-02 -3.54749601e-01
-1.86211304e-01 -2.34656282e-01 -3.44736179e-01 -3.78943857e-02
-6.53780579e-02 1.25862682e-02 -2.26139341e-01 2.82664889e-01
1.05301687e-01]
[ 1.58937121e-01 6.07049534e-02 -1.09891216e-01 -3.55197268e-01
-5.43746475e-02 -1.04050636e-01 -2.46008457e-01 -4.25075667e-02
-2.21200167e-01 -2.70360862e-01 -2.48202770e-01 4.89066841e-01
5.05607574e-02]
[ -1.85978985e-01 -1.73250395e-01 -1.19274108e-01 -3.30275735e-01
-4.44090496e-02 2.37660567e-02 -2.57474394e-01 -2.97275728e-01
-1.71699827e-01 -1.13664006e-01 -2.53729064e-01 4.16718463e-01
-7.35046125e-02]
[ -4.98835827e-02 -1.99559457e-01 -1.68270796e-01 -3.46918176e-01
-4.27234972e-02 4.07571335e-02 -1.18405027e-01 -1.15635750e-01
-2.64730043e-01 -3.51900686e-01 -9.22617800e-02 1.99194925e-01
7.93817849e-02]
[ 9.66921884e-02 9.38007824e-02 -1.94085018e-02 -2.80642661e-01
-3.15395248e-01 4.48520450e-03 -2.29024420e-01 -3.57862413e-01
-3.45271863e-01 -6.10944497e-02 -1.46242253e-01 2.90422810e-01
3.38295195e-02]
[ -5.90975933e-02 -1.28345295e-02 -2.84037680e-01 -8.24316680e-02
6.69997116e-02 1.55434283e-01 -2.45076479e-01 -1.79374148e-01
-5.21291544e-02 -4.27769719e-02 1.51968163e-01 6.99100228e-01
-6.95284166e-02]
[ 1.39359687e-01 3.28598544e-01 -1.95494852e-01 7.61207316e-01
1.09667208e-01 3.23803012e-03 -2.01377147e-01 -3.70991685e-01
-2.24328096e-01 -3.12306859e-01 7.47032491e-01 9.12832465e-01
-1.33898473e+00]
[ -2.05221036e-03 1.67927459e-01 5.59173072e-02 4.02782296e-01
-4.15227740e-03 -6.47047457e-02 -2.78526698e-01 -3.38323469e-01
-2.83884005e-01 -2.01704616e-01 6.03846848e-01 9.39418303e-01
-1.33531970e+00]
[ -2.60622114e-02 -1.43433553e-01 -1.47435094e-01 3.18449097e-01
-1.86694719e-01 2.38047971e-01 -2.64859840e-02 -1.62334747e-01
-2.23479383e-01 -3.43986770e-01 1.99292049e-01 5.00688215e-01
-6.52140160e-01]
[ 8.50570406e-02 -3.83169239e-01 -5.07137815e-02 2.46924431e-02
-1.17394125e-01 2.00022884e-01 8.74966321e-02 1.71973929e-01
-1.85360901e-01 -5.63661408e-04 -5.28775663e-02 3.27274350e-01
-3.74781614e-01]
[ 2.11652445e-01 -2.95703795e-01 -1.18710398e-01 -6.66449582e-02
-2.16654512e-01 1.22810104e-01 3.89986686e-02 -1.27081352e-01
-6.16817347e-02 -4.65731798e-02 -1.53666983e-01 -1.82528773e-01
-2.30416329e-01]
[ -1.31925879e-01 -8.12475371e-02 3.84013650e-02 -2.49453781e-01
-6.00415270e-02 -1.41219572e-01 5.47424325e-02 -5.74092822e-05
-9.48816041e-02 2.54345527e-02 -3.28545563e-01 -4.70336760e-01
-1.18057015e-01]
[ -1.42488041e-01 -1.34918436e-01 -6.89342568e-02 -2.88536638e-01
-3.45067988e-01 -2.89124680e-01 1.68779728e-01 1.50817177e-01
1.15422511e-02 1.28030790e-01 -2.82582578e-01 -8.85504370e-01
3.56725178e-02]
[ -1.28643736e-01 -2.51660283e-01 -3.03261162e-01 -9.40020160e-01
-3.04039349e-01 -2.07914634e-01 -1.16998987e-01 -2.44350200e-02
4.50755608e-02 -4.71319999e-01 -7.41336376e-01 -6.99368853e-01
-1.28648012e+00]
[ -1.24042484e-01 1.33334640e-01 1.36859651e-02 1.37942976e-01
-2.02073351e-01 -1.76363123e-01 -1.47893394e-01 1.02675393e-02
-1.40494419e-01 -1.36194602e-01 -1.22259925e-01 -3.97351966e-01
8.97538020e-02]
[ -3.66499992e-01 -1.16407566e-01 -2.73426533e-01 3.70491777e-01
-1.97579482e-01 -2.33021256e-01 -1.54931447e-01 -1.01987735e-01
7.85526725e-04 3.19386579e-02 1.31744444e-01 -3.02687710e-01
2.23823334e-01]
[ -1.35656496e-01 -4.67887223e-02 -2.55112957e-01 2.24042369e-01
-2.25664150e-01 -2.80180166e-01 -4.00323186e-01 -3.51739912e-02
3.06480093e-03 -1.10277300e-01 -1.69160309e-01 -2.95188447e-01
1.47972190e-01]
[ -2.51544790e-01 -5.31777896e-01 -3.40965020e-01 -1.20472059e-02
-3.17863470e-01 -2.33365332e-01 -1.62681842e-01 -2.39279721e-01
7.56233511e-03 -2.62130842e-01 -3.00575484e-02 -3.49358755e-01
6.39801853e-02]
[ -2.23995966e-01 -2.96531559e-01 -3.21814514e-01 -6.94624858e-02
-8.82584275e-02 -1.51047712e-01 -9.09114735e-02 3.08762899e-02
-2.02303051e-01 -5.09684449e-01 -2.22517299e-01 -2.57172216e-01
-1.96141063e-02]
[ -9.24946364e-02 -1.85330539e-02 -2.43589153e-01 -9.93650563e-01
-2.75848621e-01 -2.59443583e-01 9.29590852e-02 -4.78294801e-01
1.36015680e-01 -1.89391868e-01 -7.26452980e-01 -3.93215378e-01
-1.19597089e+00]]
Progress: 31.6% ... Training loss: 0.191 ... Validation loss: 0.339[[-0.24049636]
[ 0.25154587]
[-0.08352392]
[ 1.31111538]
[ 0.26403797]
[-0.03521236]
[-0.931076 ]
[-0.81012405]
[-0.54190678]
[-0.83136196]
[ 1.29012412]
[ 3.03121222]
[-2.43934358]]
[[ -5.15947289e-01 -4.93264795e-01 -5.89372416e-01 1.64369408e-02
-2.89955479e-01 -5.94772904e-01 8.79253583e-02 -2.21843335e-01
-2.80317121e-01 -2.93289551e-01 2.75595759e-01 1.03620726e+00
3.36304110e-01]
[ 9.54615266e-03 -1.35134787e-01 4.80115271e-02 -1.01152265e-01
-3.86777953e-02 5.82248962e-02 -1.03643802e-01 1.87704666e-01
-1.50815013e-01 -1.81358569e-01 -1.19552145e-01 -1.03731838e-01
-9.08761912e-02]
[ -2.87554077e-01 1.38740535e-01 -3.73096707e-02 5.62939849e-02
7.82248308e-02 -1.35428128e-01 -1.17096069e-01 -1.88312081e-01
2.59425680e-01 -5.18163668e-01 1.13291626e-01 7.16672963e-01
8.67919903e-01]
[ 2.62937773e-01 -2.42778322e-01 -2.77193823e-01 1.38174372e-01
-2.67603111e-01 1.12192652e-02 5.55177946e-01 -5.84735517e-01
3.40855968e-01 -1.78455320e-01 -7.82479380e-02 -3.45612014e-01
-3.88362721e-01]
[ 1.42099515e-01 1.19278813e-02 1.15547432e-01 -1.33049474e-01
-2.36644833e-02 7.40024762e-02 -1.79971564e-01 -1.80490874e-01
7.35320429e-02 2.72178435e-01 2.34833830e-02 -5.19992823e-02
-9.88978590e-02]
[ -4.87903527e-01 -6.15833204e-01 -6.01811853e-01 -5.87872240e-01
-5.92701451e-01 -5.65156380e-01 -3.95319851e-01 -1.64435949e-01
-4.81454334e-01 -2.48953546e-01 -5.87499960e-01 -8.78201290e-01
-7.21361980e-01]
[ -4.13018088e-01 -5.93815351e-01 -3.26189650e-01 -4.20625392e-01
-4.17132392e-01 -5.64444646e-01 -4.09575757e-01 -4.90097095e-01
-3.04866719e-01 -9.77633380e-02 -4.75827473e-01 -5.22263768e-01
-6.27502784e-01]
[ -3.45907262e-01 -3.43878529e-01 -4.88559065e-01 -1.64993408e-01
-3.20004074e-01 -4.26670665e-01 -2.68625269e-01 -2.85365209e-01
-2.83083428e-01 -5.87023726e-01 -3.25497121e-01 -8.08164006e-01
-6.07196590e-01]
[ -4.64234244e-01 -3.42380231e-01 -3.85295834e-01 -2.69687484e-01
-3.34280406e-01 -2.17554702e-01 -2.08013846e-02 -4.53843064e-01
-2.54918721e-01 -4.52546324e-01 -2.17050185e-01 -2.64273410e-01
-2.34502182e-01]
[ -9.55317794e-01 -9.55325600e-01 -9.90138417e-01 -7.57094203e-01
-1.04543584e+00 -9.90487131e-01 -5.17601366e-01 -5.73545413e-01
-7.29256770e-01 -5.73976117e-01 -8.09130826e-01 -6.54081247e-01
-8.97157961e-01]
[ -5.12875705e-01 -2.70413594e-01 -4.73174577e-01 -3.74921207e-01
-3.46460120e-01 -3.64521145e-01 -6.19404690e-01 -6.25508527e-01
-6.64195707e-01 -9.64320961e-02 -5.65091708e-01 -8.35242768e-01
-6.80034248e-01]
[ -1.21542398e-01 2.81121086e-02 -3.44778892e-01 -4.64991661e-01
-1.01421528e-01 -7.54436657e-02 -2.14602533e-01 -4.36903559e-01
-1.89874192e-01 4.34218933e-02 -5.10929407e-01 -1.14332070e+00
-7.31833793e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.56587889e-01 -1.23344426e-01 1.63624700e-01 -2.90435662e-01
-1.33069768e-01 1.13143322e-01 -1.33782837e-01 6.23998965e-03
-8.48575349e-02 6.05210004e-02 -2.11449512e-01 -4.41288348e-01
-6.92528593e-02]
[ -9.53968908e-02 -2.63887222e-01 -1.81716282e-01 -2.62093277e-01
-4.75195164e-01 -8.73783653e-02 -9.67340013e-02 -1.41241913e-02
-8.50478595e-02 -1.38161893e-02 -2.25906124e-01 -4.26984595e-01
-2.76102820e-01]
[ -6.42670874e-02 -3.10888757e-02 -2.26919063e-01 -2.67679403e-01
1.11683112e-01 -1.60979606e-01 -1.95208383e-01 1.29296961e-01
-1.41312692e-02 1.37972340e-01 -2.11388839e-01 4.83112893e-03
-1.04746037e-01]
[ 3.80363764e-02 -1.67764991e-01 -1.48732814e-01 -9.18812514e-02
-1.25808875e-01 -1.06870187e-01 1.07513700e-01 -1.42221274e-01
-1.83023377e-02 3.66992397e-02 -4.20461608e-02 -1.36497235e-01
-1.91518800e-02]
[ -2.92001764e-01 -1.39678328e-01 -7.92105984e-02 -1.24556934e-01
-2.99438695e-01 -2.76249881e-01 -3.58473238e-01 1.11400347e-02
-3.25175030e-01 -2.20087714e-01 1.47517980e-01 -1.77728902e-01
1.32414743e-01]
[ -2.32157407e-01 -1.23381805e-01 -9.55231962e-02 -3.28954088e-02
-8.31010347e-02 -1.20817678e-01 -8.59710036e-02 -6.93102997e-03
-1.43188248e-01 -1.08955731e-01 6.43428188e-03 -2.16098791e-01
-1.65846567e-01]
[ -1.80260390e-01 -6.85188072e-02 -2.31170451e-01 -2.36763742e-01
-1.57016159e-01 -2.06382477e-01 -3.58748061e-01 -1.23137088e-01
1.22067376e-01 -2.50715260e-01 -3.62725538e-01 -3.70120966e-01
-4.10018590e-01]
[ -3.72323473e-01 -5.70705494e-02 -1.52302302e-01 -1.03859852e-01
-4.37897166e-02 -3.13881364e-01 2.91136621e-02 -9.13987978e-02
-1.24737124e-01 4.53736082e-02 4.16406789e-02 -2.69250658e-01
-3.77089508e-01]
[ -1.59536310e-01 -1.41710065e-01 -5.35434001e-02 -2.11717785e-01
-1.27668328e-01 -2.95585339e-01 5.60456321e-02 -1.49631586e-01
-1.97265957e-01 5.34812258e-02 1.84841241e-01 -2.02615357e-02
-1.26072847e-01]
[ -1.30101401e-01 -1.69979217e-01 -1.15036012e-01 -2.99930383e-01
9.42617347e-02 -1.78823477e-02 -1.68926168e-01 -1.78378514e-01
1.12722582e-01 -9.33220741e-02 -1.28193597e-01 -1.59205151e-02
-3.12224213e-01]
[ -3.90944706e-02 -3.54693696e-02 -1.50075440e-01 -1.15335355e-01
-2.30427976e-01 6.30416160e-02 -4.54742901e-02 -4.28590553e-02
-2.20391882e-01 -8.99024742e-02 -1.38733899e-01 -3.89134661e-01
-2.03374638e-01]
[ -6.72451742e-02 2.04155219e-02 -1.28799507e-01 -3.47442133e-01
1.17742996e-01 2.05503032e-02 -1.89197703e-01 -1.42715923e-01
1.30984154e-01 -4.97300361e-02 -3.15476568e-01 -3.09359304e-01
-3.26427858e-01]
[ 7.06052036e-02 -3.03358624e-01 -8.70313896e-02 -4.64148381e-01
-2.17860096e-01 -9.08665924e-02 4.59321873e-02 7.99413898e-02
-3.01579633e-02 2.80478535e-01 -5.46589799e-01 -8.76328155e-01
4.68393180e-01]
[ -2.28154072e-01 -2.39785383e-01 -1.33692319e-01 -3.26044018e-01
-2.97186290e-01 -9.46028246e-02 2.02698140e-01 3.34536427e-02
2.78789503e-01 2.79318875e-02 -4.33313990e-01 -1.07774430e+00
6.72470180e-01]
[ -1.96017154e-02 -1.82507678e-01 1.92561399e-02 -3.27953443e-01
-1.67809281e-01 1.64295678e-01 2.03471436e-01 2.49541302e-01
-3.40305457e-02 2.22578114e-01 -2.51978098e-01 -1.15760565e+00
7.76061138e-01]
[ -5.05536931e-03 -4.10767380e-02 -1.27105587e-01 -1.45391326e-01
-1.77039419e-01 -4.83751059e-02 3.11896893e-01 1.62356850e-01
2.55633217e-01 3.59201272e-01 -5.13411456e-01 -1.11143116e+00
8.19739929e-01]
[ -8.84264735e-02 -2.76037120e-01 5.69257415e-02 -3.54842491e-01
-1.46511331e-01 1.15603255e-01 3.80932652e-01 1.40277776e-01
-6.81705833e-02 1.54060582e-01 -5.74238683e-01 -1.08813048e+00
8.74123989e-01]
[ 1.15861376e-01 -8.66418833e-02 1.40440180e-02 -1.67580730e-01
-8.05064083e-02 -1.95778322e-02 2.74016949e-01 3.74238879e-01
4.24098984e-01 2.55142186e-01 -5.72534626e-01 -1.02788188e+00
5.93261424e-01]
[ 1.69441265e-03 -1.42811579e-01 2.33599256e-02 1.60865179e-02
-9.63206295e-02 -2.83238945e-01 1.18786216e-01 3.75830552e-01
2.59491976e-02 1.37995584e-01 -2.79231288e-01 -8.77434244e-01
2.48234535e-01]
[ 1.01628823e-01 9.06660268e-02 9.71729448e-03 2.11829229e-01
-1.00122616e-01 -5.71699341e-02 -1.04268711e-01 -1.04517062e-01
-2.14552625e-01 -9.48405696e-02 -8.77471263e-02 1.57155274e-01
-4.76681259e-01]
[ 5.10127709e-02 -1.18325612e-01 1.49727859e-01 4.74890190e-01
2.38923200e-01 9.47690361e-03 -3.69760454e-01 -3.41664513e-01
-1.89375442e-02 -5.51297328e-01 3.07429125e-01 9.44959903e-01
-8.61661825e-01]
[ 2.39073442e-02 7.83682678e-02 -2.14625620e-01 1.18933739e-01
3.56480819e-02 -3.26802382e-03 -2.05865202e-01 -3.61982223e-01
-2.85263499e-01 -2.68028406e-01 -9.57596570e-03 -1.05927389e-01
-2.08875021e-01]
[ -6.89223813e-02 -2.04294049e-01 5.74880217e-02 2.34038462e-02
-1.27211453e-01 -1.36656879e-01 -4.99457268e-02 -6.03071374e-02
2.81758862e-02 -4.06159569e-01 -3.54270929e-01 -2.33253875e-01
1.24726583e-01]
[ -6.18591860e-03 -2.61395931e-01 4.91507846e-02 -3.56092513e-01
-1.86308305e-01 -2.34648491e-01 -3.44193635e-01 -3.72293983e-02
-6.49272303e-02 1.28552328e-02 -2.27521162e-01 2.78296456e-01
1.09079482e-01]
[ 1.58774385e-01 6.06110223e-02 -1.09886503e-01 -3.56011404e-01
-5.43841597e-02 -1.04069228e-01 -2.46582869e-01 -4.22510167e-02
-2.21218929e-01 -2.70360621e-01 -2.49140153e-01 4.87887437e-01
5.34518055e-02]
[ -1.85884298e-01 -1.73508602e-01 -1.19197101e-01 -3.32315019e-01
-4.46905289e-02 2.37875289e-02 -2.56704259e-01 -2.96008798e-01
-1.71220239e-01 -1.13087674e-01 -2.55978505e-01 4.11580797e-01
-6.78919453e-02]
[ -4.98105806e-02 -1.99642023e-01 -1.68210608e-01 -3.48365631e-01
-4.27637493e-02 4.07754542e-02 -1.19415654e-01 -1.16024407e-01
-2.64824053e-01 -3.51801701e-01 -9.29875910e-02 2.04928596e-01
7.93696417e-02]
[ 9.63920995e-02 9.43676248e-02 -1.95384152e-02 -2.79334471e-01
-3.15006707e-01 4.44939466e-03 -2.30963839e-01 -3.59057885e-01
-3.46506512e-01 -6.27081532e-02 -1.42936021e-01 3.01329437e-01
2.71488011e-02]
[ -5.93629453e-02 -1.25283943e-02 -2.84127311e-01 -8.09907588e-02
6.73435202e-02 1.55388482e-01 -2.46350484e-01 -1.80768141e-01
-5.31269613e-02 -4.40111993e-02 1.54103246e-01 7.05500001e-01
-7.27285709e-02]
[ 1.39326575e-01 3.28526956e-01 -1.95466677e-01 7.62742241e-01
1.09723955e-01 3.24021563e-03 -2.00702381e-01 -3.71321387e-01
-2.24063756e-01 -3.13045473e-01 7.47410568e-01 9.19418870e-01
-1.34078185e+00]
[ -1.86424112e-03 1.67659303e-01 5.60242292e-02 4.01142820e-01
-4.46909942e-03 -6.46728680e-02 -2.77161667e-01 -3.37003145e-01
-2.83521044e-01 -2.00505243e-01 6.01740137e-01 9.35582338e-01
-1.33405800e+00]
[ -2.59691747e-02 -1.43435041e-01 -1.47449970e-01 3.18444516e-01
-1.86701852e-01 2.38058591e-01 -2.62612686e-02 -1.62520575e-01
-2.23408439e-01 -3.43923821e-01 1.99254913e-01 5.02552219e-01
-6.52865804e-01]
[ 8.49113685e-02 -3.82832114e-01 -5.08056256e-02 2.60226300e-02
-1.17096633e-01 1.99986751e-01 8.72779965e-02 1.71341618e-01
-1.85860184e-01 -4.51423416e-04 -5.22000907e-02 3.29094466e-01
-3.77709753e-01]
[ 2.11813324e-01 -2.95821915e-01 -1.18668739e-01 -6.77404948e-02
-2.16760861e-01 1.22829746e-01 3.97145610e-02 -1.26602611e-01
-6.13416493e-02 -4.59780397e-02 -1.54695308e-01 -1.83781382e-01
-2.28885023e-01]
[ -1.31996358e-01 -8.11509954e-02 3.83745803e-02 -2.48820731e-01
-5.99514618e-02 -1.41231268e-01 5.43008993e-02 -2.57204334e-04
-9.51519643e-02 2.51453934e-02 -3.27939741e-01 -4.69595776e-01
-1.19339481e-01]
[ -1.42557467e-01 -1.34808646e-01 -6.89648190e-02 -2.87678045e-01
-3.44951011e-01 -2.89133820e-01 1.68064440e-01 1.50280915e-01
1.11071690e-02 1.27783153e-01 -2.81978609e-01 -8.84340042e-01
3.38438475e-02]
[ -1.28453424e-01 -2.51779309e-01 -3.03189998e-01 -9.41064845e-01
-3.04160267e-01 -2.07898453e-01 -1.16182998e-01 -2.30385975e-02
4.51990659e-02 -4.70053278e-01 -7.41826175e-01 -6.97342613e-01
-1.28745456e+00]
[ -1.24081400e-01 1.33175066e-01 1.37439407e-02 1.36905668e-01
-2.02190050e-01 -1.76377235e-01 -1.47290672e-01 1.10221908e-02
-1.40064839e-01 -1.36251167e-01 -1.24669013e-01 -4.02460411e-01
9.41434515e-02]
[ -3.65874168e-01 -1.17310827e-01 -2.73183116e-01 3.64349814e-01
-1.98519740e-01 -2.32907561e-01 -1.51658681e-01 -9.81480257e-02
2.65894780e-03 3.56173292e-02 1.26039693e-01 -3.14593012e-01
2.31983694e-01]
[ -1.35962481e-01 -4.60744864e-02 -2.55209782e-01 2.28295707e-01
-2.25063207e-01 -2.80221856e-01 -4.01803724e-01 -3.72747657e-02
1.98760769e-03 -1.11890586e-01 -1.65065079e-01 -2.85658191e-01
1.44570783e-01]
[ -2.51592124e-01 -5.31787963e-01 -3.40967573e-01 -1.26284485e-02
-3.17916879e-01 -2.33377590e-01 -1.61993202e-01 -2.38487038e-01
8.15126712e-03 -2.62342364e-01 -3.10622986e-02 -3.54311296e-01
6.92532342e-02]
[ -2.24645617e-01 -2.95631517e-01 -3.22003954e-01 -6.40684845e-02
-8.73171206e-02 -1.51142879e-01 -9.38485773e-02 2.82943699e-02
-2.04615351e-01 -5.11390617e-01 -2.17968643e-01 -2.46974566e-01
-2.84514693e-02]
[ -9.28992244e-02 -1.81425004e-02 -2.43721439e-01 -9.94455414e-01
-2.75505688e-01 -2.59492817e-01 8.98540701e-02 -4.80454527e-01
1.34390948e-01 -1.91331987e-01 -7.25498899e-01 -3.72861263e-01
-1.20401247e+00]]
Progress: 31.6% ... Training loss: 0.189 ... Validation loss: 0.334[[-0.24067319]
[ 0.255707 ]
[-0.07803289]
[ 1.31442938]
[ 0.26789522]
[-0.03481739]
[-0.93375143]
[-0.79217299]
[-0.54376399]
[-0.8225679 ]
[ 1.2977716 ]
[ 3.05504559]
[-2.43117344]]
[[ -5.16023044e-01 -4.92863126e-01 -5.89595231e-01 1.83865028e-02
-2.89250409e-01 -5.94793238e-01 8.71218880e-02 -2.27481357e-01
-2.80620203e-01 -2.96880046e-01 2.80524406e-01 1.05323111e+00
3.31111629e-01]
[ 9.54837791e-03 -1.34588481e-01 4.78878178e-02 -1.00113439e-01
-3.82692968e-02 5.81950375e-02 -1.03542176e-01 1.85337565e-01
-1.51294711e-01 -1.81287707e-01 -1.18424641e-01 -9.51439064e-02
-9.75251834e-02]
[ -2.86881699e-01 1.39574147e-01 -3.75296668e-02 5.90379040e-02
7.91388266e-02 -1.35395247e-01 -1.14943691e-01 -1.92115458e-01
2.59486955e-01 -5.17267515e-01 1.18630833e-01 7.40366400e-01
8.55540333e-01]
[ 2.65643766e-01 -2.46373470e-01 -2.76275580e-01 1.16784471e-01
-2.71698475e-01 1.15653022e-02 5.69876761e-01 -5.74302844e-01
3.50593961e-01 -1.67628313e-01 -1.02078285e-01 -4.13650409e-01
-3.47167571e-01]
[ 1.41736752e-01 1.19004483e-02 1.15552470e-01 -1.29103937e-01
-2.30235284e-02 7.39833965e-02 -1.82945684e-01 -1.79459875e-01
7.19617960e-02 2.69506372e-01 3.02333928e-02 -4.16145482e-02
-9.91635066e-02]
[ -4.88458795e-01 -6.15431635e-01 -6.01900887e-01 -5.85947135e-01
-5.92157508e-01 -5.65212748e-01 -3.98699909e-01 -1.66910072e-01
-4.82728300e-01 -2.51056332e-01 -5.85387388e-01 -8.70928245e-01
-7.23403522e-01]
[ -4.13120760e-01 -5.93030529e-01 -3.26572551e-01 -4.17074669e-01
-4.16173832e-01 -5.64498461e-01 -4.10673365e-01 -4.96069282e-01
-3.06501469e-01 -1.00836786e-01 -4.69523394e-01 -5.03424821e-01
-6.45121303e-01]
[ -3.46143475e-01 -3.43174919e-01 -4.88708103e-01 -1.60827398e-01
-3.19268313e-01 -4.26721072e-01 -2.70463176e-01 -2.87510948e-01
-2.83989734e-01 -5.88167895e-01 -3.21279143e-01 -7.93570024e-01
-6.10845145e-01]
[ -4.63619073e-01 -3.43309522e-01 -3.85063787e-01 -2.75199307e-01
-3.35457316e-01 -2.17436310e-01 -1.71073548e-02 -4.53365631e-01
-2.52250113e-01 -4.50969421e-01 -2.23571992e-01 -2.84549367e-01
-2.28482482e-01]
[ -9.56783291e-01 -9.53333423e-01 -9.90755304e-01 -7.45377357e-01
-1.04323539e+00 -9.90675768e-01 -5.25570859e-01 -5.84088860e-01
-7.33781094e-01 -5.82130838e-01 -7.96202609e-01 -6.19170635e-01
-9.21309745e-01]
[ -5.12924881e-01 -2.70190691e-01 -4.73162161e-01 -3.73400902e-01
-3.46086617e-01 -3.64538252e-01 -6.20901824e-01 -6.26757722e-01
-6.64641014e-01 -9.60699394e-02 -5.62906322e-01 -8.28352931e-01
-6.81389479e-01]
[ -1.20306707e-01 2.68577391e-02 -3.44563346e-01 -4.74098796e-01
-1.02934127e-01 -7.52801205e-02 -2.07757449e-01 -4.35225531e-01
-1.86050974e-01 4.64709581e-02 -5.19930186e-01 -1.16469113e+00
-7.23615692e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.56603370e-01 -1.23320834e-01 1.63615986e-01 -2.90348234e-01
-1.33040955e-01 1.13141167e-01 -1.33805927e-01 6.15617332e-03
-8.48263155e-02 6.06236276e-02 -2.11599674e-01 -4.42254120e-01
-6.96148679e-02]
[ -9.53075400e-02 -2.63996838e-01 -1.81678205e-01 -2.63149409e-01
-4.75367104e-01 -8.73587762e-02 -9.64275596e-02 -1.35013600e-02
-8.48772941e-02 -1.34765414e-02 -2.26697314e-01 -4.28809432e-01
-2.75044594e-01]
[ -6.39292194e-02 -3.15536825e-02 -2.26869688e-01 -2.68415760e-01
1.11502984e-01 -1.60960750e-01 -1.94543576e-01 1.28133271e-01
-1.34550845e-02 1.38977227e-01 -2.11828742e-01 3.08015867e-03
-1.06101711e-01]
[ 3.74567189e-02 -1.66969267e-01 -1.48949559e-01 -8.81681331e-02
-1.24924170e-01 -1.06938602e-01 1.04736931e-01 -1.45808907e-01
-2.00012872e-02 3.28863824e-02 -3.70112894e-02 -1.21993000e-01
-2.72304567e-02]
[ -2.92121585e-01 -1.39426310e-01 -7.93293989e-02 -1.23613089e-01
-2.99210934e-01 -2.76270603e-01 -3.58727471e-01 9.37959102e-03
-3.25534653e-01 -2.20538072e-01 1.48267830e-01 -1.76935054e-01
1.29491113e-01]
[ -2.32650796e-01 -1.22358096e-01 -9.58182802e-02 -2.90044937e-02
-8.20677427e-02 -1.20896509e-01 -8.89453151e-02 -1.06036388e-02
-1.45493659e-01 -1.11846267e-01 1.21999068e-02 -1.96596923e-01
-1.77563274e-01]
[ -1.80353206e-01 -6.82168804e-02 -2.31231047e-01 -2.35688362e-01
-1.56710063e-01 -2.06403811e-01 -3.59563806e-01 -1.24751668e-01
1.21636249e-01 -2.50809776e-01 -3.61860218e-01 -3.66966073e-01
-4.13472107e-01]
[ -3.72611120e-01 -5.67125816e-02 -1.52377623e-01 -1.00549791e-01
-4.34212633e-02 -3.13918900e-01 2.70620090e-02 -9.17740152e-02
-1.25538631e-01 4.44368851e-02 4.44222738e-02 -2.61978109e-01
-3.77429821e-01]
[ -1.59032386e-01 -1.42238320e-01 -5.34308728e-02 -2.13573100e-01
-1.28067281e-01 -2.95530991e-01 5.81760983e-02 -1.48701284e-01
-1.95962545e-01 5.44429410e-02 1.83632943e-01 -2.06186680e-02
-1.23638492e-01]
[ -1.29270733e-01 -1.70921460e-01 -1.14782811e-01 -3.05896738e-01
9.29522857e-02 -1.77365333e-02 -1.63888023e-01 -1.76671619e-01
1.15996093e-01 -9.12372729e-02 -1.35099340e-01 -3.64556354e-02
-3.04536722e-01]
[ -3.89319079e-02 -3.56632031e-02 -1.50022329e-01 -1.16089682e-01
-2.30577164e-01 6.30687665e-02 -4.45149805e-02 -4.22390509e-02
-2.20036419e-01 -8.91905393e-02 -1.39739546e-01 -3.92058435e-01
-2.02730714e-01]
[ -6.78597198e-02 2.08600485e-02 -1.28919463e-01 -3.45964380e-01
1.18164887e-01 2.04713403e-02 -1.92022615e-01 -1.44452582e-01
1.29624003e-01 -5.14941586e-02 -3.14060063e-01 -3.05799073e-01
-3.27310343e-01]
[ 7.03143578e-02 -3.03153309e-01 -8.71200544e-02 -4.62920698e-01
-2.17670064e-01 -9.08959259e-02 4.45322239e-02 7.87586445e-02
-3.08618077e-02 2.79080824e-01 -5.45617537e-01 -8.75232756e-01
4.65605568e-01]
[ -2.28354438e-01 -2.39692699e-01 -1.33725481e-01 -3.25855936e-01
-2.97121727e-01 -9.46267482e-02 2.01892021e-01 3.29704023e-02
2.78389101e-01 2.73132483e-02 -4.33112309e-01 -1.07796989e+00
6.72613371e-01]
[ -1.96313095e-02 -1.82504393e-01 1.92491340e-02 -3.27933618e-01
-1.67787124e-01 1.64291918e-01 2.03640273e-01 2.49560480e-01
-3.39864402e-02 2.22496028e-01 -2.52108828e-01 -1.15836461e+00
7.76515836e-01]
[ -5.14287230e-03 -4.09922590e-02 -1.27142135e-01 -1.45205004e-01
-1.76986104e-01 -4.83899938e-02 3.11937157e-01 1.62184211e-01
2.55645685e-01 3.58847396e-01 -5.13366427e-01 -1.11230465e+00
8.19752605e-01]
[ -8.84672563e-02 -2.75997100e-01 5.69075843e-02 -3.54499136e-01
-1.46461130e-01 1.15596445e-01 3.80570015e-01 1.40003333e-01
-6.83313348e-02 1.53875060e-01 -5.73967005e-01 -1.08765290e+00
8.73009543e-01]
[ 1.15826587e-01 -8.66070702e-02 1.40357523e-02 -1.67273392e-01
-8.04639409e-02 -1.95823238e-02 2.73819564e-01 3.74185085e-01
4.23972718e-01 2.54976918e-01 -5.72286202e-01 -1.02759801e+00
5.92660221e-01]
[ 1.89802143e-03 -1.43027239e-01 2.34198884e-02 1.39959572e-02
-9.65238470e-02 -2.83219180e-01 1.20306899e-01 3.76785063e-01
2.66593053e-02 1.38524767e-01 -2.80781140e-01 -8.79635903e-01
2.51933143e-01]
[ 1.01849162e-01 9.04059513e-02 9.76328699e-03 2.12295512e-01
-1.00299403e-01 -5.71531518e-02 -1.03508714e-01 -1.04765518e-01
-2.14003051e-01 -9.39116348e-02 -8.75786176e-02 1.54735600e-01
-4.78299426e-01]
[ 5.16363516e-02 -1.18989305e-01 1.49859910e-01 4.71309006e-01
2.38075416e-01 9.59694269e-03 -3.65575755e-01 -3.41373378e-01
-1.65059469e-02 -5.50952303e-01 3.03884903e-01 9.35441998e-01
-8.58128553e-01]
[ 2.38686530e-02 7.83643237e-02 -2.14642958e-01 1.19066255e-01
3.56696737e-02 -3.27639724e-03 -2.05909048e-01 -3.62436740e-01
-2.85204107e-01 -2.68401097e-01 -9.45289875e-03 -1.06053750e-01
-2.08946200e-01]
[ -6.89124463e-02 -2.04241967e-01 5.74786447e-02 2.32910588e-02
-1.27152137e-01 -1.36655653e-01 -5.02573719e-02 -6.05373380e-02
2.80234367e-02 -4.06176656e-01 -3.54143837e-01 -2.30681939e-01
1.24185497e-01]
[ -6.22771005e-03 -2.61404950e-01 4.91414760e-02 -3.56601227e-01
-1.86345767e-01 -2.34654983e-01 -3.43993781e-01 -3.70950859e-02
-6.47607846e-02 1.27229443e-02 -2.28210863e-01 2.76434105e-01
1.10880052e-01]
[ 1.58049173e-01 6.16643530e-02 -1.10168815e-01 -3.53804473e-01
-5.34239066e-02 -1.04165374e-01 -2.49718350e-01 -4.63993379e-02
-2.23440858e-01 -2.73232810e-01 -2.45606492e-01 5.03552244e-01
4.56412652e-02]
[ -1.85785272e-01 -1.73653185e-01 -1.19147791e-01 -3.33057671e-01
-4.48206989e-02 2.38060295e-02 -2.56482948e-01 -2.95669294e-01
-1.71016111e-01 -1.12524701e-01 -2.56497034e-01 4.10117743e-01
-6.68392088e-02]
[ -5.02916727e-02 -1.98819413e-01 -1.68422765e-01 -3.45738389e-01
-4.17705703e-02 4.06912944e-02 -1.23074850e-01 -1.20191364e-01
-2.66760322e-01 -3.54178612e-01 -8.92113691e-02 2.23210809e-01
7.02536238e-02]
[ 9.67220646e-02 9.37276020e-02 -1.94010720e-02 -2.83350347e-01
-3.15501069e-01 4.50010338e-03 -2.28994047e-01 -3.57548333e-01
-3.45069565e-01 -6.13651463e-02 -1.47284280e-01 2.90187765e-01
3.70628599e-02]
[ -5.95684366e-02 -1.23156306e-02 -2.84184853e-01 -8.02383197e-02
6.76020908e-02 1.55359454e-01 -2.47239998e-01 -1.81489446e-01
-5.37469164e-02 -4.48875541e-02 1.55183742e-01 7.08311916e-01
-7.42001365e-02]
[ 1.39744251e-01 3.28202449e-01 -1.95423333e-01 7.62784328e-01
1.09457311e-01 3.27508976e-03 -1.99445990e-01 -3.71169738e-01
-2.23269731e-01 -3.11704958e-01 7.47145234e-01 9.15700019e-01
-1.34313493e+00]
[ -2.11349897e-03 1.68369450e-01 5.58810471e-02 4.06473901e-01
-3.83809742e-03 -6.47062856e-02 -2.79087827e-01 -3.38595982e-01
-2.84818386e-01 -2.01778513e-01 6.07010090e-01 9.46445622e-01
-1.33998392e+00]
[ -2.57878308e-02 -1.43546976e-01 -1.47407398e-01 3.18565229e-01
-1.86797434e-01 2.38085626e-01 -2.60705040e-02 -1.62422102e-01
-2.23239090e-01 -3.43357105e-01 1.99606821e-01 5.04254830e-01
-6.54735044e-01]
[ 8.50306645e-02 -3.82855397e-01 -5.07773269e-02 2.60448860e-02
-1.17151501e-01 2.00004243e-01 8.74848383e-02 1.71709466e-01
-1.85695877e-01 4.16955511e-05 -5.22022181e-02 3.29107390e-01
-3.78385940e-01]
[ 2.11688107e-01 -2.95687783e-01 -1.18692963e-01 -6.66024641e-02
-2.16648775e-01 1.22815157e-01 3.90097770e-02 -1.26987190e-01
-6.17425190e-02 -4.62555148e-02 -1.53752092e-01 -1.81803169e-01
-2.30416079e-01]
[ -1.31922078e-01 -8.12364295e-02 3.84088561e-02 -2.48801256e-01
-6.00419901e-02 -1.41222270e-01 5.44947417e-02 1.70980773e-04
-9.49956865e-02 2.56113290e-02 -3.28127318e-01 -4.70702568e-01
-1.19307343e-01]
[ -1.42564866e-01 -1.34811440e-01 -6.89796481e-02 -2.87627916e-01
-3.44950984e-01 -2.89136025e-01 1.67966351e-01 1.49985985e-01
1.10821094e-02 1.27465614e-01 -2.81742651e-01 -8.84238424e-01
3.34002744e-02]
[ -1.29581833e-01 -2.50982660e-01 -3.03358399e-01 -9.38427032e-01
-3.03225233e-01 -2.08041301e-01 -1.21931213e-01 -2.62147492e-02
4.22719112e-02 -4.73019362e-01 -7.38738658e-01 -6.87965903e-01
-1.29234955e+00]
[ -1.25047149e-01 1.34473845e-01 1.33793898e-02 1.45264805e-01
-2.00982370e-01 -1.76521527e-01 -1.52402275e-01 6.26673872e-03
-1.42621868e-01 -1.39834783e-01 -1.17925252e-01 -3.85110235e-01
8.73532037e-02]
[ -3.65454093e-01 -1.17853866e-01 -2.73092045e-01 3.60045748e-01
-1.99250583e-01 -2.32832278e-01 -1.48604573e-01 -9.75449076e-02
4.44474368e-03 3.62179754e-02 1.21491274e-01 -3.26726117e-01
2.38071773e-01]
[ -1.35678706e-01 -4.63585946e-02 -2.55152194e-01 2.26747342e-01
-2.25342836e-01 -2.80184556e-01 -4.00571192e-01 -3.65190468e-02
2.79102408e-03 -1.11185433e-01 -1.66335545e-01 -2.87047155e-01
1.47742823e-01]
[ -2.51841054e-01 -5.31389657e-01 -3.41093035e-01 -7.92634907e-03
-3.17335743e-01 -2.33405287e-01 -1.63968917e-01 -2.40465052e-01
6.93384751e-03 -2.63949009e-01 -2.57205397e-02 -3.43599655e-01
6.21005294e-02]
[ -2.24347112e-01 -2.95791875e-01 -3.21943708e-01 -6.50597140e-02
-8.74790837e-02 -1.51100328e-01 -9.27117373e-02 2.85610722e-02
-2.03709683e-01 -5.10916185e-01 -2.18427741e-01 -2.49455188e-01
-2.73100055e-02]
[ -9.18374749e-02 -1.86880206e-02 -2.43660854e-01 -9.99180789e-01
-2.75995748e-01 -2.59375313e-01 9.46445797e-02 -4.82285064e-01
1.36451257e-01 -1.89699373e-01 -7.28281131e-01 -3.73867083e-01
-1.21286503e+00]]
Progress: 31.7% ... Training loss: 0.199 ... Validation loss: 0.339[[-0.23735048]
[ 0.25831501]
[-0.07933649]
[ 1.33205716]
[ 0.27112982]
[-0.03362938]
[-0.92029291]
[-0.80129381]
[-0.534883 ]
[-0.82845784]
[ 1.30907149]
[ 3.05441081]
[-2.44270854]]
[[ -5.17183776e-01 -4.91635705e-01 -5.89825121e-01 3.14292486e-02
-2.87859364e-01 -5.94920813e-01 8.05431019e-02 -2.28683292e-01
-2.83951157e-01 -2.99542502e-01 2.91081096e-01 1.07229245e+00
3.28745243e-01]
[ 9.86256709e-03 -1.34959878e-01 4.79611066e-02 -1.04435273e-01
-3.85794109e-02 5.82245920e-02 -1.00344038e-01 1.86759990e-01
-1.50134262e-01 -1.80663746e-01 -1.21923128e-01 -1.05329264e-01
-9.15781377e-02]
[ -2.87535128e-01 1.39790815e-01 -3.75061792e-02 6.18708018e-02
7.91620243e-02 -1.35448544e-01 -1.17015776e-01 -1.90494483e-01
2.59256853e-01 -5.19735259e-01 1.19883089e-01 7.36707056e-01
8.66984805e-01]
[ 2.62663983e-01 -2.42779793e-01 -2.77387959e-01 1.36991679e-01
-2.67778876e-01 1.11432786e-02 5.57873494e-01 -5.88542494e-01
3.41417850e-01 -1.80892503e-01 -7.75490852e-02 -3.53513968e-01
-3.77410604e-01]
[ 1.43423768e-01 1.00923079e-02 1.16273149e-01 -1.36320095e-01
-2.49659641e-02 7.42222796e-02 -1.80633712e-01 -1.69196408e-01
7.56893250e-02 2.80671559e-01 1.98622372e-02 -6.65755355e-02
-8.83989338e-02]
[ -4.87412104e-01 -6.16702071e-01 -6.01502137e-01 -5.90294264e-01
-5.93304464e-01 -5.65060037e-01 -3.96644064e-01 -1.60814315e-01
-4.80869390e-01 -2.44991230e-01 -5.92036268e-01 -8.88761087e-01
-7.16673515e-01]
[ -4.13221934e-01 -5.93361681e-01 -3.26495889e-01 -4.16295230e-01
-4.16387721e-01 -5.64495784e-01 -4.11273578e-01 -4.95023441e-01
-3.06185417e-01 -9.99065190e-02 -4.70489273e-01 -5.08947471e-01
-6.40525861e-01]
[ -3.47713850e-01 -3.41197642e-01 -4.89112270e-01 -1.48369468e-01
-3.17290616e-01 -4.26922770e-01 -2.78720997e-01 -2.90770387e-01
-2.88700701e-01 -5.93591141e-01 -3.09195697e-01 -7.71965594e-01
-6.17985777e-01]
[ -4.63723122e-01 -3.43253427e-01 -3.85085112e-01 -2.75076457e-01
-3.35461727e-01 -2.17434778e-01 -1.74956024e-02 -4.54005681e-01
-2.52384976e-01 -4.51306796e-01 -2.23639842e-01 -2.84647436e-01
-2.27329964e-01]
[ -9.55813415e-01 -9.54722321e-01 -9.90251004e-01 -7.49741140e-01
-1.04470565e+00 -9.90531821e-01 -5.23019689e-01 -5.76455159e-01
-7.31150703e-01 -5.75725741e-01 -8.04136707e-01 -6.48014394e-01
-9.03523830e-01]
[ -5.14188276e-01 -2.68640675e-01 -4.73496724e-01 -3.62962111e-01
-3.44490241e-01 -3.64680142e-01 -6.28266329e-01 -6.30462685e-01
-6.68331796e-01 -9.98659873e-02 -5.53572645e-01 -8.07294342e-01
-6.88932559e-01]
[ -1.20742096e-01 2.71284048e-02 -3.44683163e-01 -4.71160714e-01
-1.02447805e-01 -7.53269551e-02 -2.10134551e-01 -4.35912161e-01
-1.87661451e-01 4.50966576e-02 -5.16928931e-01 -1.15875509e+00
-7.28521192e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.56381122e-01 -1.23624464e-01 1.63674892e-01 -2.92506150e-01
-1.33291707e-01 1.13174648e-01 -1.33106898e-01 6.96621404e-03
-8.43631171e-02 6.17854881e-02 -2.14008532e-01 -4.46648790e-01
-6.82212378e-02]
[ -9.46757420e-02 -2.64757368e-01 -1.81411193e-01 -2.65510372e-01
-4.76027245e-01 -8.72631777e-02 -9.50946920e-02 -9.84524706e-03
-8.36191120e-02 -1.01118115e-02 -2.30386777e-01 -4.39839207e-01
-2.71237872e-01]
[ -6.36860887e-02 -3.17964533e-02 -2.26786341e-01 -2.68630892e-01
1.11205572e-01 -1.60931708e-01 -1.94096903e-01 1.30122742e-01
-1.31593529e-02 1.40887120e-01 -2.12674551e-01 -1.04727922e-04
-1.03706736e-01]
[ 3.76147787e-02 -1.66883264e-01 -1.48956792e-01 -8.83154162e-02
-1.24772940e-01 -1.06927052e-01 1.04687404e-01 -1.46516892e-01
-1.97646856e-02 3.32030807e-02 -3.68005360e-02 -1.20568568e-01
-2.46437604e-02]
[ -2.92889311e-01 -1.39015202e-01 -7.94982273e-02 -1.17613185e-01
-2.98536057e-01 -2.76350162e-01 -3.62924655e-01 7.75892844e-03
-3.27990017e-01 -2.22468953e-01 1.53697933e-01 -1.65953157e-01
1.24387731e-01]
[ -2.32468378e-01 -1.22750170e-01 -9.56653221e-02 -3.04634375e-02
-8.26609913e-02 -1.20870940e-01 -8.70482247e-02 -8.78725706e-03
-1.43983670e-01 -1.11058728e-01 9.02133269e-03 -2.06254205e-01
-1.74734334e-01]
[ -1.80527718e-01 -6.80666643e-02 -2.31239654e-01 -2.34626095e-01
-1.56558089e-01 -2.06426744e-01 -3.61120197e-01 -1.24845649e-01
1.21107869e-01 -2.51167589e-01 -3.61192535e-01 -3.65069729e-01
-4.13294822e-01]
[ -3.73193904e-01 -5.57920707e-02 -1.52540608e-01 -9.53411809e-02
-4.26542902e-02 -3.13989366e-01 2.35238796e-02 -9.32513302e-02
-1.27415191e-01 4.23714335e-02 4.94062014e-02 -2.52705081e-01
-3.81074644e-01]
[ -1.59614047e-01 -1.41687853e-01 -5.35793461e-02 -2.09541525e-01
-1.27371968e-01 -2.95598731e-01 5.57810535e-02 -1.49326706e-01
-1.97514394e-01 5.27238793e-02 1.87611755e-01 -1.53866667e-02
-1.24849263e-01]
[ -1.29024800e-01 -1.71156691e-01 -1.14722825e-01 -3.07861594e-01
9.26474998e-02 -1.76934443e-02 -1.62489619e-01 -1.76159506e-01
1.16741958e-01 -9.02892106e-02 -1.36826445e-01 -4.09767040e-02
-3.01148367e-01]
[ -3.89534274e-02 -3.56420623e-02 -1.50055520e-01 -1.16789418e-01
-2.30548480e-01 6.30672158e-02 -4.43090108e-02 -4.27816605e-02
-2.20170442e-01 -8.95577026e-02 -1.39846410e-01 -3.90594060e-01
-2.03151091e-01]
[ -6.81440105e-02 2.10866216e-02 -1.28962437e-01 -3.44248816e-01
1.18414616e-01 2.04304824e-02 -1.93456810e-01 -1.44926616e-01
1.28989743e-01 -5.23078239e-02 -3.12973834e-01 -3.05132599e-01
-3.28170255e-01]
[ 7.03300806e-02 -3.03118373e-01 -8.71148635e-02 -4.63168457e-01
-2.17663682e-01 -9.08953313e-02 4.44711383e-02 7.88012204e-02
-3.09348589e-02 2.79364451e-01 -5.45871189e-01 -8.75798620e-01
4.66644600e-01]
[ -2.28537363e-01 -2.39520361e-01 -1.33759627e-01 -3.25420394e-01
-2.96982922e-01 -9.46492796e-02 2.01223337e-01 3.28561788e-02
2.77909057e-01 2.70097532e-02 -4.32915632e-01 -1.07894371e+00
6.72506254e-01]
[ -1.97310495e-02 -1.82383462e-01 1.92292442e-02 -3.27625610e-01
-1.67679599e-01 1.64278744e-01 2.03123151e-01 2.49397138e-01
-3.43215655e-02 2.22190548e-01 -2.51694537e-01 -1.15796359e+00
7.75788492e-01]
[ -5.03601102e-03 -4.10544756e-02 -1.27120266e-01 -1.45944973e-01
-1.77082497e-01 -4.83798492e-02 3.12752904e-01 1.62733907e-01
2.55992323e-01 3.59546876e-01 -5.13957380e-01 -1.11335065e+00
8.21410928e-01]
[ -8.85481814e-02 -2.75918857e-01 5.68832270e-02 -3.54050045e-01
-1.46371935e-01 1.15582575e-01 3.80065877e-01 1.39693005e-01
-6.85494425e-02 1.53554443e-01 -5.73674370e-01 -1.08747906e+00
8.72199020e-01]
[ 1.15826547e-01 -8.66036677e-02 1.40321420e-02 -1.67219443e-01
-8.04533934e-02 -1.95840263e-02 2.73906571e-01 3.74217172e-01
4.24003198e-01 2.55022165e-01 -5.72280816e-01 -1.02767173e+00
5.92629613e-01]
[ 1.81040286e-03 -1.42956829e-01 2.33960033e-02 1.47943616e-02
-9.64428268e-02 -2.83228633e-01 1.19739147e-01 3.76281636e-01
2.64094407e-02 1.37961466e-01 -2.80133322e-01 -8.78876163e-01
2.50730561e-01]
[ 1.01657087e-01 9.07951786e-02 9.69193618e-03 2.14745637e-01
-9.99211624e-02 -5.71883780e-02 -1.04141384e-01 -1.05677427e-01
-2.14809660e-01 -9.56596322e-02 -8.50604241e-02 1.60480587e-01
-4.81830494e-01]
[ 5.15037666e-02 -1.19085256e-01 1.49937400e-01 4.76482824e-01
2.38238231e-01 9.59391945e-03 -3.67572251e-01 -3.40683189e-01
-1.71073021e-02 -5.49659706e-01 3.07519678e-01 9.39432895e-01
-8.63981643e-01]
[ 2.36681262e-02 7.83249721e-02 -2.14647218e-01 1.19066364e-01
3.57000538e-02 -3.30302409e-03 -2.06798552e-01 -3.62463036e-01
-2.85274938e-01 -2.68826379e-01 -9.79514193e-03 -1.08696743e-01
-2.06707364e-01]
[ -6.96501695e-02 -2.03697452e-01 5.72911310e-02 2.62065005e-02
-1.26532679e-01 -1.36735324e-01 -5.40789692e-02 -6.24970436e-02
2.61188537e-02 -4.08743321e-01 -3.51663675e-01 -2.25530412e-01
1.21674625e-01]
[ -6.06624588e-03 -2.61738798e-01 4.92080095e-02 -3.59627612e-01
-1.86741603e-01 -2.34634953e-01 -3.42542474e-01 -3.56640193e-02
-6.37081048e-02 1.38531807e-02 -2.31158488e-01 2.67357242e-01
1.18471581e-01]
[ 1.58245670e-01 6.13077220e-02 -1.10065538e-01 -3.55947826e-01
-5.38384033e-02 -1.04134165e-01 -2.48799261e-01 -4.49883373e-02
-2.22544508e-01 -2.72273764e-01 -2.48127315e-01 4.98006029e-01
5.09221116e-02]
[ -1.85965062e-01 -1.73344484e-01 -1.19246335e-01 -3.32163172e-01
-4.44391437e-02 2.37765241e-02 -2.57439623e-01 -2.97120236e-01
-1.71626190e-01 -1.14214571e-01 -2.54795088e-01 4.16439034e-01
-7.00447524e-02]
[ -5.00101484e-02 -1.99249395e-01 -1.68284559e-01 -3.48088982e-01
-4.23313337e-02 4.07419701e-02 -1.21860271e-01 -1.17472701e-01
-2.65951397e-01 -3.52065152e-01 -9.25974645e-02 2.14535316e-01
7.80890839e-02]
[ 9.69737357e-02 9.33630735e-02 -1.93151976e-02 -2.85600097e-01
-3.15794053e-01 4.53894474e-03 -2.27606960e-01 -3.56491934e-01
-3.44371888e-01 -6.02708822e-02 -1.49495053e-01 2.85072312e-01
4.13889595e-02]
[ -5.93370247e-02 -1.25848426e-02 -2.84126296e-01 -8.18964182e-02
6.73152600e-02 1.55387689e-01 -2.46200360e-01 -1.80416890e-01
-5.30610749e-02 -4.35018799e-02 1.53175843e-01 7.03146297e-01
-7.12179661e-02]
[ 1.39970672e-01 3.28134055e-01 -1.95392632e-01 7.63495063e-01
1.09566015e-01 3.30249041e-03 -1.99327024e-01 -3.71083194e-01
-2.23163311e-01 -3.10872496e-01 7.47807461e-01 9.15689161e-01
-1.34583867e+00]
[ -2.64175127e-03 1.69209479e-01 5.57428281e-02 4.13213800e-01
-3.17096968e-03 -6.47661003e-02 -2.82584786e-01 -3.39617104e-01
-2.86653348e-01 -2.03618833e-01 6.13053966e-01 9.60187596e-01
-1.34538899e+00]
[ -2.55634453e-02 -1.43741902e-01 -1.47344806e-01 3.18751634e-01
-1.86998943e-01 2.38130249e-01 -2.60438131e-02 -1.61947455e-01
-2.23046812e-01 -3.42519214e-01 1.99468405e-01 5.04946043e-01
-6.55304693e-01]
[ 8.49714764e-02 -3.82771679e-01 -5.07930637e-02 2.64255189e-02
-1.17073081e-01 1.99995391e-01 8.71594659e-02 1.71526559e-01
-1.85970389e-01 -1.56453118e-05 -5.17257270e-02 3.29951697e-01
-3.79207339e-01]
[ 2.11837930e-01 -2.95794150e-01 -1.18652029e-01 -6.71640740e-02
-2.16753671e-01 1.22836328e-01 3.94938697e-02 -1.26383679e-01
-6.14826543e-02 -4.56100680e-02 -1.54323980e-01 -1.82648755e-01
-2.29783521e-01]
[ -1.32004012e-01 -8.11865690e-02 3.83970938e-02 -2.48617542e-01
-5.99887716e-02 -1.41234196e-01 5.43785062e-02 1.81741753e-04
-9.51225361e-02 2.53562603e-02 -3.28063166e-01 -4.71356442e-01
-1.19105991e-01]
[ -1.42576232e-01 -1.34754562e-01 -6.89876781e-02 -2.87317682e-01
-3.44898229e-01 -2.89138352e-01 1.67786001e-01 1.49692602e-01
1.09200605e-02 1.27456369e-01 -2.81510078e-01 -8.83515974e-01
3.24300055e-02]
[ -1.30198517e-01 -2.50670708e-01 -3.03491461e-01 -9.36864904e-01
-3.02889202e-01 -2.08108901e-01 -1.25020086e-01 -2.74758911e-02
4.07048368e-02 -4.74877464e-01 -7.38212178e-01 -6.85241703e-01
-1.29484532e+00]
[ -1.24767399e-01 1.34414355e-01 1.34517481e-02 1.43185642e-01
-2.01044085e-01 -1.76504903e-01 -1.50391136e-01 9.25335491e-03
-1.41591443e-01 -1.38150803e-01 -1.19913887e-01 -3.96722187e-01
9.61172502e-02]
[ -3.65721630e-01 -1.17669077e-01 -2.73105274e-01 3.63071715e-01
-1.99072771e-01 -2.32859020e-01 -1.50991527e-01 -9.85031181e-02
3.48340408e-03 3.53699679e-02 1.23442901e-01 -3.22718917e-01
2.36279140e-01]
[ -1.35405771e-01 -4.64279577e-02 -2.55121118e-01 2.29292854e-01
-2.25451678e-01 -2.80132769e-01 -4.01390463e-01 -3.63689525e-02
2.64792346e-03 -1.09582203e-01 -1.64257327e-01 -2.80084205e-01
1.46772346e-01]
[ -2.52370069e-01 -5.31161289e-01 -3.41146830e-01 -3.28613752e-03
-3.16943107e-01 -2.33454590e-01 -1.66133687e-01 -2.39994047e-01
5.91358625e-03 -2.65083279e-01 -2.18580221e-02 -3.38845586e-01
6.46072206e-02]
[ -2.24382578e-01 -2.95896981e-01 -3.21896217e-01 -6.41236060e-02
-8.74244573e-02 -1.51092588e-01 -9.33026595e-02 3.01233166e-02
-2.03917786e-01 -5.09620277e-01 -2.18468802e-01 -2.51537073e-01
-2.50715925e-02]
[ -9.16703634e-02 -1.87473862e-02 -2.43561775e-01 -1.00079846e+00
-2.76173856e-01 -2.59352598e-01 9.44937946e-02 -4.81993562e-01
1.36649844e-01 -1.89207363e-01 -7.30269442e-01 -3.80470795e-01
-1.21577796e+00]]
Progress: 31.8% ... Training loss: 0.194 ... Validation loss: 0.332[[-0.24490995]
[ 0.23377187]
[-0.0927418 ]
[ 1.30738896]
[ 0.25007525]
[-0.0445613 ]
[-0.93528489]
[-0.8330022 ]
[-0.55849559]
[-0.84340803]
[ 1.28234559]
[ 2.99747812]
[-2.48273123]]
[[ -5.16769718e-01 -4.93361220e-01 -5.89448956e-01 2.25274224e-02
-2.89773075e-01 -5.94823238e-01 8.65966452e-02 -2.20205282e-01
-2.79413293e-01 -2.96018783e-01 2.78668496e-01 1.03999201e+00
3.57696188e-01]
[ 9.87954113e-03 -1.34968720e-01 4.79643625e-02 -1.04539695e-01
-3.85918904e-02 5.82264346e-02 -1.00237249e-01 1.86836920e-01
-1.50089347e-01 -1.80597991e-01 -1.21973026e-01 -1.05379804e-01
-9.14007108e-02]
[ -2.85962949e-01 1.34033312e-01 -3.66401209e-02 2.88045858e-02
7.38128410e-02 -1.35179996e-01 -1.03429030e-01 -1.73493866e-01
2.72791618e-01 -5.13293377e-01 8.57050620e-02 6.59093097e-01
9.23599238e-01]
[ 2.60410768e-01 -2.37500628e-01 -2.78481481e-01 1.61489265e-01
-2.62967815e-01 1.08007855e-02 5.47121504e-01 -6.08647975e-01
3.32181707e-01 -1.92775586e-01 -4.91871306e-02 -2.76997326e-01
-4.13110332e-01]
[ 1.42677869e-01 1.20765695e-02 1.15799261e-01 -1.26985676e-01
-2.27165032e-02 7.40736072e-02 -1.87429409e-01 -1.76789533e-01
7.13460078e-02 2.77582981e-01 2.84527804e-02 -3.40055532e-02
-1.13966613e-01]
[ -4.87371770e-01 -6.17067457e-01 -6.01380053e-01 -5.90920883e-01
-5.93644547e-01 -5.65021060e-01 -3.97066586e-01 -1.58998131e-01
-4.81005375e-01 -2.43828538e-01 -5.93647116e-01 -8.92004563e-01
-7.14242760e-01]
[ -4.13018664e-01 -5.93680947e-01 -3.26378734e-01 -4.18391793e-01
-4.16856757e-01 -5.64467019e-01 -4.08945830e-01 -4.91307771e-01
-3.04982057e-01 -9.71654862e-02 -4.73404066e-01 -5.16425727e-01
-6.31695822e-01]
[ -3.46650783e-01 -3.44761417e-01 -4.88492184e-01 -1.67769367e-01
-3.20541757e-01 -4.26725733e-01 -2.70987571e-01 -2.79765842e-01
-2.81451906e-01 -5.89297632e-01 -3.28537033e-01 -8.18435605e-01
-5.85988589e-01]
[ -4.63361612e-01 -3.43542640e-01 -3.85015957e-01 -2.77429698e-01
-3.35930525e-01 -2.17383676e-01 -1.55723417e-02 -4.53430166e-01
-2.51240607e-01 -4.50493754e-01 -2.25945679e-01 -2.89110951e-01
-2.24651832e-01]
[ -9.54247828e-01 -9.58823072e-01 -9.89414681e-01 -7.70109413e-01
-1.04861861e+00 -9.90266748e-01 -5.12718839e-01 -5.61255169e-01
-7.22463841e-01 -5.67386428e-01 -8.26744228e-01 -7.01209529e-01
-8.65589463e-01]
[ -5.13866984e-01 -2.69176801e-01 -4.73386045e-01 -3.67486974e-01
-3.45168276e-01 -3.64605851e-01 -6.26161571e-01 -6.28180766e-01
-6.67027755e-01 -9.83966673e-02 -5.57326175e-01 -8.15294842e-01
-6.80845866e-01]
[ -1.20960792e-01 2.72276426e-02 -3.44701684e-01 -4.70743899e-01
-1.02385867e-01 -7.53504379e-02 -2.10978246e-01 -4.36282155e-01
-1.88191817e-01 4.42982994e-02 -5.16740693e-01 -1.15921471e+00
-7.28606137e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.56392039e-01 -1.23675012e-01 1.63707010e-01 -2.93035234e-01
-1.33383369e-01 1.13182106e-01 -1.32877654e-01 7.63286406e-03
-8.43726361e-02 6.23167536e-02 -2.14831575e-01 -4.48401172e-01
-6.68143204e-02]
[ -9.47294898e-02 -2.64872547e-01 -1.81371081e-01 -2.66236676e-01
-4.76132490e-01 -8.72513681e-02 -9.59566267e-02 -9.33025580e-03
-8.39958439e-02 -1.01307673e-02 -2.31418775e-01 -4.41461615e-01
-2.71493952e-01]
[ -6.37647532e-02 -3.18375379e-02 -2.26777698e-01 -2.66917746e-01
1.11290801e-01 -1.60937573e-01 -1.94464245e-01 1.30025300e-01
-1.31481602e-02 1.40722244e-01 -2.11309779e-01 2.54636851e-03
-1.02569222e-01]
[ 3.80451352e-02 -1.67341318e-01 -1.48809597e-01 -9.11272655e-02
-1.25311852e-01 -1.06878535e-01 1.06798737e-01 -1.44021261e-01
-1.88643211e-02 3.57292610e-02 -3.95349472e-02 -1.30038175e-01
-2.14382845e-02]
[ -2.92949939e-01 -1.38987597e-01 -7.94784336e-02 -1.18804318e-01
-2.98579734e-01 -2.76354153e-01 -3.62233267e-01 8.79029896e-03
-3.27880181e-01 -2.21640483e-01 1.52154341e-01 -1.67118194e-01
1.27951582e-01]
[ -2.32472117e-01 -1.22962466e-01 -9.56506849e-02 -3.05958891e-02
-8.28956617e-02 -1.20860309e-01 -8.68128653e-02 -7.53331626e-03
-1.43378833e-01 -1.11036674e-01 8.50609150e-03 -2.08094821e-01
-1.69940048e-01]
[ -1.79716995e-01 -7.05927117e-02 -2.30795131e-01 -2.44455896e-01
-1.58672533e-01 -2.06289919e-01 -3.57282045e-01 -1.17908068e-01
1.26209066e-01 -2.48803821e-01 -3.72501766e-01 -3.94560243e-01
-3.99039371e-01]
[ -3.72828421e-01 -5.68579222e-02 -1.52353339e-01 -1.03636726e-01
-4.37442886e-02 -3.13925962e-01 2.71951667e-02 -8.96988236e-02
-1.25216636e-01 4.42317049e-02 4.25415483e-02 -2.67069466e-01
-3.66208363e-01]
[ -1.59831081e-01 -1.41429742e-01 -5.36411571e-02 -2.09409573e-01
-1.27198229e-01 -2.95620001e-01 5.53836418e-02 -1.49673077e-01
-1.97966481e-01 5.24003336e-02 1.87596111e-01 -1.49051302e-02
-1.24909348e-01]
[ -1.28929849e-01 -1.71268550e-01 -1.14689653e-01 -3.09212543e-01
9.24470369e-02 -1.76757748e-02 -1.61684105e-01 -1.75880472e-01
1.17289183e-01 -8.99591882e-02 -1.38283094e-01 -4.44583125e-02
-2.98006532e-01]
[ -3.90696292e-02 -3.54980936e-02 -1.50092230e-01 -1.15656007e-01
-2.30438523e-01 6.30480534e-02 -4.49950585e-02 -4.32636848e-02
-2.20450935e-01 -8.99680577e-02 -1.38852150e-01 -3.88378423e-01
-2.03924128e-01]
[ -6.76364091e-02 2.07002161e-02 -1.28862895e-01 -3.46836531e-01
1.17935705e-01 2.05003362e-02 -1.91164438e-01 -1.43620570e-01
1.30095904e-01 -5.08418458e-02 -3.15211215e-01 -3.08949569e-01
-3.27516553e-01]
[ 7.02737672e-02 -3.03058502e-01 -8.71320121e-02 -4.63134250e-01
-2.17614504e-01 -9.09020957e-02 4.41061175e-02 7.85337330e-02
-3.10863875e-02 2.79097305e-01 -5.45680173e-01 -8.75080730e-01
4.66208681e-01]
[ -2.28537191e-01 -2.39555977e-01 -1.33750603e-01 -3.26077099e-01
-2.97019834e-01 -9.46503660e-02 2.01378712e-01 3.30979310e-02
2.78000615e-01 2.71625709e-02 -4.33501771e-01 -1.08043065e+00
6.74165486e-01]
[ -1.96800343e-02 -1.82422939e-01 1.92426194e-02 -3.27850342e-01
-1.67716724e-01 1.64285322e-01 2.03455635e-01 2.49565143e-01
-3.41529698e-02 2.22401603e-01 -2.51911601e-01 -1.15819509e+00
7.76329358e-01]
[ -5.18047184e-03 -4.10353879e-02 -1.27122312e-01 -1.46116427e-01
-1.77097471e-01 -4.83939429e-02 3.12928213e-01 1.62913284e-01
2.55907872e-01 3.59352699e-01 -5.14160114e-01 -1.11518152e+00
8.23064282e-01]
[ -8.85215105e-02 -2.75928696e-01 5.68868750e-02 -3.54117642e-01
-1.46383029e-01 1.15585628e-01 3.80209045e-01 1.39776142e-01
-6.84993550e-02 1.53671768e-01 -5.73724297e-01 -1.08750599e+00
8.72248523e-01]
[ 1.15939341e-01 -8.67891457e-02 1.40553533e-02 -1.68818544e-01
-8.06702531e-02 -1.95717387e-02 2.75337159e-01 3.74960860e-01
4.24792258e-01 2.55372255e-01 -5.73466064e-01 -1.03022147e+00
5.95665894e-01]
[ 1.86859518e-03 -1.43004571e-01 2.34156840e-02 1.48259936e-02
-9.64758909e-02 -2.83226270e-01 1.20111303e-01 3.76320797e-01
2.66837099e-02 1.38174009e-01 -2.80283924e-01 -8.79353114e-01
2.50971554e-01]
[ 1.01860661e-01 9.02699634e-02 9.81581828e-03 2.14711706e-01
-1.00385276e-01 -5.71573468e-02 -1.03882383e-01 -1.02988240e-01
-2.14192259e-01 -9.44259682e-02 -8.57178262e-02 1.53743048e-01
-4.81102730e-01]
[ 5.15601020e-02 -1.19121688e-01 1.49950551e-01 4.77632476e-01
2.38237052e-01 9.60838055e-03 -3.67452978e-01 -3.41176041e-01
-1.69371281e-02 -5.50450017e-01 3.08601930e-01 9.42294780e-01
-8.64470412e-01]
[ 2.36152470e-02 7.81792158e-02 -2.14624731e-01 1.18989113e-01
3.55782863e-02 -3.30446701e-03 -2.06765035e-01 -3.62220081e-01
-2.85041061e-01 -2.69254060e-01 -9.99680043e-03 -1.10984271e-01
-2.05362783e-01]
[ -6.97077658e-02 -2.03880975e-01 5.73141990e-02 2.39433350e-02
-1.26754304e-01 -1.36733957e-01 -5.37171237e-02 -6.14557083e-02
2.66447864e-02 -4.08848684e-01 -3.53355582e-01 -2.31756880e-01
1.26955226e-01]
[ -5.83856417e-03 -2.62155882e-01 4.93260719e-02 -3.62747814e-01
-1.87280739e-01 -2.34593997e-01 -3.41006995e-01 -3.42917670e-02
-6.23908624e-02 1.49699520e-02 -2.34334713e-01 2.58014042e-01
1.26458815e-01]
[ 1.57831148e-01 6.17154192e-02 -1.10146782e-01 -3.55828562e-01
-5.35255076e-02 -1.04172541e-01 -2.50660420e-01 -4.55115383e-02
-2.23838426e-01 -2.72952006e-01 -2.47468235e-01 5.04242014e-01
5.04449676e-02]
[ -1.85831413e-01 -1.73723548e-01 -1.19158569e-01 -3.34858751e-01
-4.48807607e-02 2.38068443e-02 -2.56285987e-01 -2.95518981e-01
-1.70883954e-01 -1.13197627e-01 -2.57683863e-01 4.09927762e-01
-6.40946372e-02]
[ -4.98481249e-02 -1.99474931e-01 -1.68237216e-01 -3.51535430e-01
-4.26153984e-02 4.07658266e-02 -1.20899510e-01 -1.16642050e-01
-2.65508235e-01 -3.51220031e-01 -9.52817918e-02 2.12900257e-01
8.30248961e-02]
[ 9.70104795e-02 9.32544126e-02 -1.92941064e-02 -2.86453821e-01
-3.15900281e-01 4.54556309e-03 -2.27159287e-01 -3.56051515e-01
-3.44121286e-01 -6.00574174e-02 -1.50546577e-01 2.82666478e-01
4.35921127e-02]
[ -5.92629107e-02 -1.28175031e-02 -2.84074997e-01 -8.39440462e-02
6.70453539e-02 1.55407900e-01 -2.45567000e-01 -1.79487816e-01
-5.25130984e-02 -4.25347636e-02 1.50923308e-01 6.99587065e-01
-6.67447673e-02]
[ 1.40600476e-01 3.26559686e-01 -1.95134611e-01 7.57147887e-01
1.08338929e-01 3.40505976e-03 -1.96905017e-01 -3.67760866e-01
-2.20560160e-01 -3.09083260e-01 7.41157228e-01 9.02634191e-01
-1.33972983e+00]
[ -2.54576031e-03 1.68774239e-01 5.57988822e-02 4.13057418e-01
-3.53242012e-03 -6.47523840e-02 -2.82364241e-01 -3.37852708e-01
-2.85607147e-01 -2.03437702e-01 6.11055819e-01 9.54175670e-01
-1.34563152e+00]
[ -2.54284958e-02 -1.43791902e-01 -1.47325313e-01 3.18467740e-01
-1.87013814e-01 2.38149027e-01 -2.56014133e-02 -1.61538366e-01
-2.22973498e-01 -3.41906482e-01 1.99441096e-01 5.05217399e-01
-6.56492618e-01]
[ 8.51631994e-02 -3.82944440e-01 -5.07358017e-02 2.55609428e-02
-1.17330196e-01 2.00020754e-01 8.85599990e-02 1.72721475e-01
-1.85437233e-01 9.37484302e-04 -5.32029510e-02 3.25600356e-01
-3.77821835e-01]
[ 2.11825381e-01 -2.95774161e-01 -1.18656334e-01 -6.70457881e-02
-2.16733183e-01 1.22834704e-01 3.94488961e-02 -1.26427624e-01
-6.15202447e-02 -4.56507768e-02 -1.54214462e-01 -1.82429040e-01
-2.30023761e-01]
[ -1.31806499e-01 -8.14357046e-02 3.84637318e-02 -2.49530956e-01
-6.02477851e-02 -1.41209096e-01 5.53872689e-02 1.22989966e-03
-9.46067553e-02 2.67039443e-02 -3.29035193e-01 -4.74711420e-01
-1.17493567e-01]
[ -1.42562674e-01 -1.34745256e-01 -6.89890137e-02 -2.87424085e-01
-3.44890647e-01 -2.89137715e-01 1.68011195e-01 1.49790869e-01
1.09543094e-02 1.27649446e-01 -2.81603751e-01 -8.83395790e-01
3.22491963e-02]
[ -1.30104451e-01 -2.51065489e-01 -3.03454893e-01 -9.40563788e-01
-3.03309949e-01 -2.08092015e-01 -1.23485342e-01 -2.51441320e-02
4.14339325e-02 -4.74348909e-01 -7.40511044e-01 -6.87551765e-01
-1.29699696e+00]
[ -1.24635107e-01 1.34201556e-01 1.34682474e-02 1.42369569e-01
-2.01261155e-01 -1.76488783e-01 -1.49648234e-01 1.01433596e-02
-1.41165838e-01 -1.38239770e-01 -1.20313102e-01 -4.00643231e-01
9.88343575e-02]
[ -3.65342172e-01 -1.18553087e-01 -2.72926421e-01 3.57700897e-01
-1.99877144e-01 -2.32784696e-01 -1.48470739e-01 -9.62615367e-02
5.69067323e-03 3.75526667e-02 1.17551576e-01 -3.33815351e-01
2.48472332e-01]
[ -1.34846432e-01 -4.76355158e-02 -2.54845580e-01 2.22099568e-01
-2.26714417e-01 -2.80038752e-01 -3.98708856e-01 -3.20079071e-02
4.86646842e-03 -1.06726294e-01 -1.71304389e-01 -2.94557625e-01
1.59818806e-01]
[ -2.52248089e-01 -5.31518941e-01 -3.41043344e-01 -4.61688489e-03
-3.17407029e-01 -2.33419458e-01 -1.65569778e-01 -2.38096092e-01
6.70242611e-03 -2.64072438e-01 -2.44222416e-02 -3.45096937e-01
7.27702095e-02]
[ -2.24196953e-01 -2.96039896e-01 -3.21817819e-01 -6.54536861e-02
-8.76450119e-02 -1.51060833e-01 -9.21256240e-02 3.18441642e-02
-2.03247751e-01 -5.08659095e-01 -2.19781309e-01 -2.55464057e-01
-2.06774404e-02]
[ -9.14749420e-02 -2.00853112e-02 -2.43322636e-01 -1.00553490e+00
-2.77313507e-01 -2.59304950e-01 9.68347198e-02 -4.78324841e-01
1.39070991e-01 -1.87647305e-01 -7.36929060e-01 -4.00146759e-01
-1.20820411e+00]]
Progress: 31.8% ... Training loss: 0.225 ... Validation loss: 0.357[[-0.23795653]
[ 0.25272536]
[-0.08046009]
[ 1.34865558]
[ 0.2674734 ]
[-0.03440098]
[-0.91878152]
[-0.80474667]
[-0.53677082]
[-0.82789805]
[ 1.3238886 ]
[ 3.05679718]
[-2.44608765]]
[[ -5.18062089e-01 -4.90524089e-01 -5.90127028e-01 4.99288973e-02
-2.87001220e-01 -5.95091615e-01 7.58868950e-02 -2.31360262e-01
-2.86230446e-01 -3.02836703e-01 3.04042037e-01 1.09579254e+00
3.13892752e-01]
[ 1.03966630e-02 -1.35506404e-01 4.81430812e-02 -1.09148199e-01
-3.91306794e-02 5.83181838e-02 -9.77595892e-02 1.88992646e-01
-1.48455514e-01 -1.79468392e-01 -1.25133112e-01 -1.13720763e-01
-8.79324135e-02]
[ -2.87861665e-01 1.37952579e-01 -3.75065769e-02 6.31284296e-02
7.76260087e-02 -1.35608807e-01 -1.17738165e-01 -1.88491698e-01
2.61965593e-01 -5.21358792e-01 1.17885309e-01 7.33077923e-01
8.62477333e-01]
[ 2.62597836e-01 -2.40506955e-01 -2.77661945e-01 1.42399546e-01
-2.65671330e-01 1.11809302e-02 5.59434099e-01 -5.97816761e-01
3.39670758e-01 -1.83139923e-01 -6.87715203e-02 -3.11414660e-01
-3.85682306e-01]
[ 1.41343513e-01 1.44382084e-02 1.15193563e-01 -1.13167716e-01
-2.07549925e-02 7.38213626e-02 -1.91484411e-01 -1.82103236e-01
6.67815786e-02 2.72055575e-01 4.23074400e-02 -6.41767917e-03
-1.30252874e-01]
[ -4.87401840e-01 -6.16952911e-01 -6.01454013e-01 -5.90408647e-01
-5.93615175e-01 -5.65032341e-01 -3.97392011e-01 -1.60421731e-01
-4.81251298e-01 -2.44823638e-01 -5.92603180e-01 -8.89556213e-01
-7.16984556e-01]
[ -4.13101725e-01 -5.93435109e-01 -3.26452959e-01 -4.16704688e-01
-4.16681593e-01 -5.64472246e-01 -4.08431912e-01 -4.92435458e-01
-3.05221669e-01 -9.86034389e-02 -4.70987252e-01 -5.13512329e-01
-6.40798094e-01]
[ -3.47219599e-01 -3.42803707e-01 -4.88911688e-01 -1.47094022e-01
-3.18516865e-01 -4.26908863e-01 -2.79709195e-01 -2.89519626e-01
-2.87390908e-01 -5.92681891e-01 -3.10251892e-01 -7.72822577e-01
-6.25217212e-01]
[ -4.64470067e-01 -3.42246966e-01 -3.85445413e-01 -2.68999352e-01
-3.34616026e-01 -2.17602698e-01 -2.15103296e-02 -4.58109077e-01
-2.54542641e-01 -4.55035178e-01 -2.17628379e-01 -2.70176747e-01
-2.38366357e-01]
[ -9.56586211e-01 -9.54745114e-01 -9.90537926e-01 -7.37338728e-01
-1.04474858e+00 -9.90749840e-01 -5.30058001e-01 -5.79075456e-01
-7.33348484e-01 -5.79348543e-01 -7.94118784e-01 -6.27954569e-01
-9.28248330e-01]
[ -5.13419757e-01 -2.69785700e-01 -4.73217962e-01 -3.69961129e-01
-3.45696927e-01 -3.64529513e-01 -6.23823227e-01 -6.26628784e-01
-6.65980995e-01 -9.66710943e-02 -5.60490333e-01 -8.21168473e-01
-6.79574057e-01]
[ -1.20860040e-01 2.73723501e-02 -3.44743668e-01 -4.69735398e-01
-1.02183315e-01 -7.53623434e-02 -2.10448547e-01 -4.36997833e-01
-1.88080504e-01 4.41761058e-02 -5.16138788e-01 -1.15668706e+00
-7.32006294e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.56385304e-01 -1.23605437e-01 1.63662746e-01 -2.93173167e-01
-1.33328321e-01 1.13178077e-01 -1.32906144e-01 6.96016451e-03
-8.44431960e-02 6.16772560e-02 -2.14755912e-01 -4.48482792e-01
-6.78379135e-02]
[ -9.50439386e-02 -2.64532925e-01 -1.81490463e-01 -2.64216104e-01
-4.75859513e-01 -8.73088373e-02 -9.73989957e-02 -1.19701063e-02
-8.47343621e-02 -1.20295165e-02 -2.28899047e-01 -4.35027055e-01
-2.74230693e-01]
[ -6.37159356e-02 -3.20245749e-02 -2.26732459e-01 -2.67361281e-01
1.11087894e-01 -1.60925137e-01 -1.94395527e-01 1.31111129e-01
-1.29450921e-02 1.41562531e-01 -2.12474699e-01 -1.78466648e-03
-1.00787883e-01]
[ 3.80363769e-02 -1.67361995e-01 -1.48796947e-01 -9.01874903e-02
-1.25300347e-01 -1.06872542e-01 1.06010163e-01 -1.44100336e-01
-1.89630300e-02 3.57479287e-02 -3.90473059e-02 -1.28450079e-01
-2.26795362e-02]
[ -2.93084753e-01 -1.38890660e-01 -7.95381985e-02 -1.18560996e-01
-2.98447796e-01 -2.76367985e-01 -3.62677262e-01 7.86800577e-03
-3.28587340e-01 -2.22189397e-01 1.53208915e-01 -1.60530713e-01
1.23647072e-01]
[ -2.32575838e-01 -1.22589064e-01 -9.57528374e-02 -2.80156402e-02
-8.26123632e-02 -1.20896759e-01 -8.63053563e-02 -8.76578727e-03
-1.43715290e-01 -1.12655802e-01 1.16279545e-02 -2.07123750e-01
-1.78227431e-01]
[ -1.80141267e-01 -6.98799652e-02 -2.30960206e-01 -2.38720100e-01
-1.57952231e-01 -2.06383720e-01 -3.60835076e-01 -1.21037963e-01
1.23277473e-01 -2.50115088e-01 -3.67103500e-01 -3.76906172e-01
-4.13227416e-01]
[ -3.73530274e-01 -5.51245608e-02 -1.52702594e-01 -8.88483678e-02
-4.21142768e-02 -3.14068237e-01 2.01199420e-02 -9.64215817e-02
-1.29412338e-01 4.05718209e-02 5.63051399e-02 -2.38577820e-01
-3.89271595e-01]
[ -1.59296626e-01 -1.41832561e-01 -5.35915536e-02 -2.08652560e-01
-1.27419193e-01 -2.95565475e-01 5.70279742e-02 -1.49919650e-01
-1.96570930e-01 5.36138979e-02 1.87566257e-01 -1.43252025e-02
-1.26724331e-01]
[ -1.29561306e-01 -1.70492268e-01 -1.14878846e-01 -3.03820124e-01
9.32543550e-02 -1.78015714e-02 -1.64700997e-01 -1.77444482e-01
1.15490819e-01 -9.19747054e-02 -1.33374356e-01 -3.37439072e-02
-3.03197893e-01]
[ -3.89319381e-02 -3.57080008e-02 -1.50055799e-01 -1.16123419e-01
-2.30642338e-01 6.30757422e-02 -4.46864561e-02 -4.33916953e-02
-2.20377554e-01 -8.96368591e-02 -1.39552110e-01 -3.89910368e-01
-2.06727620e-01]
[ -6.78351879e-02 2.10324984e-02 -1.28974879e-01 -3.46940123e-01
1.18194921e-01 2.04546866e-02 -1.91816144e-01 -1.44352747e-01
1.29574397e-01 -5.19113440e-02 -3.14583355e-01 -3.06117246e-01
-3.29430514e-01]
[ 7.03326945e-02 -3.03084178e-01 -8.71184931e-02 -4.63406718e-01
-2.17644038e-01 -9.08936548e-02 4.44179487e-02 7.87306222e-02
-3.09905149e-02 2.79388036e-01 -5.45849084e-01 -8.75160655e-01
4.66488283e-01]
[ -2.28486016e-01 -2.39583911e-01 -1.33737143e-01 -3.26577119e-01
-2.97058433e-01 -9.46424950e-02 2.01799536e-01 3.32408943e-02
2.78210160e-01 2.74290252e-02 -4.33939060e-01 -1.08087743e+00
6.75191179e-01]
[ -1.97393611e-02 -1.82380548e-01 1.92160367e-02 -3.27608026e-01
-1.67664370e-01 1.64272809e-01 2.03128897e-01 2.49217609e-01
-3.43427293e-02 2.22074172e-01 -2.51626737e-01 -1.15800433e+00
7.75484778e-01]
[ -5.22814551e-03 -4.09569203e-02 -1.27144384e-01 -1.45619933e-01
-1.77013567e-01 -4.84041472e-02 3.12486457e-01 1.62475816e-01
2.55671655e-01 3.59079522e-01 -5.13803394e-01 -1.11474667e+00
8.21688179e-01]
[ -8.85384135e-02 -2.75923783e-01 5.68860125e-02 -3.54154524e-01
-1.46384313e-01 1.15583692e-01 3.80204454e-01 1.39797190e-01
-6.85199867e-02 1.53641005e-01 -5.73745204e-01 -1.08753682e+00
8.72448172e-01]
[ 1.15938986e-01 -8.67931069e-02 1.40568263e-02 -1.68963934e-01
-8.06816516e-02 -1.95726762e-02 2.75463294e-01 3.75097548e-01
4.24826483e-01 2.55424063e-01 -5.73548412e-01 -1.03057258e+00
5.96027247e-01]
[ 1.83235421e-03 -1.42964308e-01 2.33627735e-02 1.59604443e-02
-9.63721156e-02 -2.83251117e-01 1.19923298e-01 3.75090904e-01
2.66819102e-02 1.37222761e-01 -2.79572765e-01 -8.79172284e-01
2.48248800e-01]
[ 1.02426850e-01 8.97416988e-02 9.97166630e-03 2.12291818e-01
-1.00764065e-01 -5.70923474e-02 -1.00453522e-01 -1.01365997e-01
-2.12287240e-01 -9.30162700e-02 -8.79127135e-02 1.47183137e-01
-4.79374208e-01]
[ 5.14699210e-02 -1.18932186e-01 1.49908189e-01 4.80821159e-01
2.38399644e-01 9.60177170e-03 -3.69017665e-01 -3.41617204e-01
-1.71344996e-02 -5.51219730e-01 3.12126080e-01 9.47324958e-01
-8.69893674e-01]
[ 2.36839744e-02 7.82907479e-02 -2.14635507e-01 1.19795374e-01
3.57024446e-02 -3.30219310e-03 -2.06497400e-01 -3.62345546e-01
-2.85175875e-01 -2.69060793e-01 -9.16556841e-03 -1.08159669e-01
-2.07869226e-01]
[ -6.98272176e-02 -2.03805201e-01 5.72785865e-02 2.43536107e-02
-1.26671917e-01 -1.36750308e-01 -5.42559027e-02 -6.16907720e-02
2.63354897e-02 -4.09266517e-01 -3.53087221e-01 -2.31039187e-01
1.26462245e-01]
[ -6.14729744e-03 -2.61877654e-01 4.92034759e-02 -3.61378752e-01
-1.87023596e-01 -2.34634915e-01 -3.42405066e-01 -3.52759079e-02
-6.35541834e-02 1.37548022e-02 -2.32775088e-01 2.63195946e-01
1.22556274e-01]
[ 1.57796310e-01 6.17261670e-02 -1.10157866e-01 -3.56001700e-01
-5.35238577e-02 -1.04172397e-01 -2.51064196e-01 -4.59857672e-02
-2.24086260e-01 -2.73055454e-01 -2.47089075e-01 5.07905315e-01
4.94040897e-02]
[ -1.85734298e-01 -1.73825194e-01 -1.19130058e-01 -3.35420282e-01
-4.49840937e-02 2.38272774e-02 -2.55891348e-01 -2.95337460e-01
-1.70586692e-01 -1.12839666e-01 -2.58154125e-01 4.09031246e-01
-6.32442626e-02]
[ -5.01649842e-02 -1.99023172e-01 -1.68375256e-01 -3.49900843e-01
-4.21478072e-02 4.06916371e-02 -1.22665527e-01 -1.18800428e-01
-2.66877312e-01 -3.52102524e-01 -9.32597627e-02 2.19783052e-01
7.73722173e-02]
[ 9.65273953e-02 9.37351908e-02 -1.94627223e-02 -2.85898083e-01
-3.15554389e-01 4.45508623e-03 -2.29152460e-01 -3.58500896e-01
-3.45139346e-01 -6.22673775e-02 -1.49529664e-01 2.86760066e-01
4.26370155e-02]
[ -5.92222621e-02 -1.28469431e-02 -2.84064572e-01 -8.41512906e-02
6.70110327e-02 1.55414860e-01 -2.45439849e-01 -1.79435036e-01
-5.24146098e-02 -4.23790284e-02 1.50682979e-01 6.99211665e-01
-6.64914870e-02]
[ 1.39564392e-01 3.28773477e-01 -1.95606724e-01 7.75630025e-01
1.10441480e-01 3.21047394e-03 -2.03778929e-01 -3.74670276e-01
-2.25671643e-01 -3.14449179e-01 7.59595041e-01 9.38715992e-01
-1.36503548e+00]
[ -2.03466828e-03 1.68151742e-01 5.59518043e-02 4.10231240e-01
-4.09699645e-03 -6.46800978e-02 -2.79731623e-01 -3.36736974e-01
-2.84114926e-01 -2.01840873e-01 6.07179295e-01 9.44610941e-01
-1.34431721e+00]
[ -2.53771722e-02 -1.43688852e-01 -1.47334281e-01 3.19617677e-01
-1.86954652e-01 2.38153847e-01 -2.57305218e-02 -1.61385865e-01
-2.23546869e-01 -3.41378002e-01 2.00633487e-01 5.10667337e-01
-6.60606700e-01]
[ 8.47733976e-02 -3.82449663e-01 -5.08760966e-02 3.07431160e-02
-1.16833772e-01 1.99942555e-01 8.51848476e-02 1.70217866e-01
-1.87329221e-01 -3.56707515e-04 -4.93453881e-02 3.35638047e-01
-3.86428456e-01]
[ 2.11768180e-01 -2.95628470e-01 -1.18690313e-01 -6.61377636e-02
-2.16663046e-01 1.22816673e-01 3.88452544e-02 -1.26739194e-01
-6.20035595e-02 -4.56622879e-02 -1.53390453e-01 -1.80151653e-01
-2.32538625e-01]
[ -1.31953060e-01 -8.12466574e-02 3.84034397e-02 -2.47256769e-01
-6.00065079e-02 -1.41232955e-01 5.35954026e-02 -5.85477437e-05
-9.54588678e-02 2.59617707e-02 -3.27149331e-01 -4.69648775e-01
-1.22313228e-01]
[ -1.42654982e-01 -1.34702782e-01 -6.90151527e-02 -2.86810644e-01
-3.44835881e-01 -2.89150947e-01 1.67229650e-01 1.49080268e-01
1.08955590e-02 1.27034759e-01 -2.81200956e-01 -8.83291571e-01
3.17273970e-02]
[ -1.30150251e-01 -2.50747583e-01 -3.03506399e-01 -9.42647778e-01
-3.03283906e-01 -2.08127993e-01 -1.22165745e-01 -2.65109256e-02
4.15124482e-02 -4.74625935e-01 -7.41711799e-01 -6.88398250e-01
-1.30089562e+00]
[ -1.25854883e-01 1.36129507e-01 1.29768217e-02 1.58440271e-01
-1.99405334e-01 -1.76712537e-01 -1.59031648e-01 4.51355753e-03
-1.46428269e-01 -1.42568542e-01 -1.04436117e-01 -3.62369638e-01
7.51397992e-02]
[ -3.65655370e-01 -1.17805029e-01 -2.73098140e-01 3.64778600e-01
-1.99116988e-01 -2.32856983e-01 -1.51905224e-01 -9.98126927e-02
3.67070132e-03 3.52845642e-02 1.23788181e-01 -3.20597528e-01
2.37335938e-01]
[ -1.35412523e-01 -4.65637733e-02 -2.55101606e-01 2.30682091e-01
-2.25742609e-01 -2.80134413e-01 -4.01926546e-01 -3.54782781e-02
2.32284835e-03 -1.09860448e-01 -1.63153121e-01 -2.79236323e-01
1.47328218e-01]
[ -2.52684427e-01 -5.31036605e-01 -3.41217831e-01 1.43107447e-03
-3.16784199e-01 -2.33512853e-01 -1.68964236e-01 -2.41182957e-01
4.70669543e-03 -2.66138731e-01 -1.83173382e-02 -3.29753616e-01
6.38489730e-02]
[ -2.24388887e-01 -2.95674040e-01 -3.21930261e-01 -6.32082268e-02
-8.72005951e-02 -1.51096035e-01 -9.38925051e-02 2.97276964e-02
-2.04155979e-01 -5.09658795e-01 -2.17514108e-01 -2.49920397e-01
-2.74366162e-02]
[ -9.04922087e-02 -2.13853925e-02 -2.43062174e-01 -1.01217022e+00
-2.78450656e-01 -2.59167333e-01 1.02240933e-01 -4.76087368e-01
1.41995887e-01 -1.84931993e-01 -7.44302077e-01 -4.17090992e-01
-1.20609071e+00]]
Progress: 31.9% ... Training loss: 0.202 ... Validation loss: 0.338[[-0.26153089]
[ 0.22867762]
[-0.09868917]
[ 1.3185519 ]
[ 0.24511455]
[-0.05573679]
[-0.95728153]
[-0.83462021]
[-0.56870784]
[-0.86211233]
[ 1.29770229]
[ 3.02852478]
[-2.47193838]]
[[ -5.16305040e-01 -4.92097027e-01 -5.89588789e-01 3.72581780e-02
-2.88798799e-01 -5.94886501e-01 8.65228364e-02 -2.21250135e-01
-2.81582332e-01 -2.92285212e-01 2.92230584e-01 1.06233663e+00
3.33468639e-01]
[ 1.06489496e-02 -1.35452363e-01 4.81699059e-02 -1.10559851e-01
-3.90476589e-02 5.83264634e-02 -9.68306593e-02 1.89596239e-01
-1.48209252e-01 -1.78048955e-01 -1.26184972e-01 -1.14514499e-01
-8.89427148e-02]
[ -2.88580827e-01 1.37227230e-01 -3.76194968e-02 5.56994157e-02
7.73359664e-02 -1.35690195e-01 -1.20699638e-01 -1.92899393e-01
2.63063677e-01 -5.28114622e-01 1.14438842e-01 7.31069894e-01
8.84365814e-01]
[ 2.64048953e-01 -2.41454053e-01 -2.77404231e-01 1.35088573e-01
-2.66961031e-01 1.13545005e-02 5.70096568e-01 -5.96764910e-01
3.46205810e-01 -1.80263613e-01 -7.48175430e-02 -3.21332102e-01
-3.70953148e-01]
[ 1.41202777e-01 1.44587434e-02 1.15301599e-01 -1.12047553e-01
-2.04725682e-02 7.38297157e-02 -1.98365600e-01 -1.85169464e-01
6.40006630e-02 2.72751203e-01 4.21904805e-02 3.76185531e-04
-1.32279200e-01]
[ -4.85931147e-01 -6.18182743e-01 -6.01024714e-01 -5.98580080e-01
-5.95047975e-01 -5.64837995e-01 -3.90101070e-01 -1.52233329e-01
-4.78100489e-01 -2.36555597e-01 -6.01142673e-01 -9.11993358e-01
-7.10499037e-01]
[ -4.11676427e-01 -5.95000464e-01 -3.26019895e-01 -4.27795702e-01
-4.18240578e-01 -5.64322519e-01 -4.00074657e-01 -4.86906233e-01
-3.00962787e-01 -9.09605248e-02 -4.82525269e-01 -5.40315083e-01
-6.21252286e-01]
[ -3.46531248e-01 -3.43905389e-01 -4.88682738e-01 -1.54073501e-01
-3.19527736e-01 -4.26802368e-01 -2.74913879e-01 -2.86433681e-01
-2.84639682e-01 -5.91653446e-01 -3.14033694e-01 -7.80376326e-01
-6.13278719e-01]
[ -4.63514444e-01 -3.42957105e-01 -3.85294964e-01 -2.73793795e-01
-3.35379541e-01 -2.17463919e-01 -1.84301800e-02 -4.57358499e-01
-2.52480594e-01 -4.52044914e-01 -2.20834021e-01 -2.76454118e-01
-2.40001896e-01]
[ -9.54191407e-01 -9.56476695e-01 -9.89981673e-01 -7.51484996e-01
-1.04658290e+00 -9.90477738e-01 -5.14948326e-01 -5.68111156e-01
-7.27102981e-01 -5.69214171e-01 -8.05380649e-01 -6.58695706e-01
-9.18574324e-01]
[ -5.11196639e-01 -2.72686461e-01 -4.72523769e-01 -3.86658830e-01
-3.48666629e-01 -3.64205242e-01 -6.15025893e-01 -6.19734308e-01
-6.59764528e-01 -8.66013577e-02 -5.76139175e-01 -8.53649427e-01
-6.52504548e-01]
[ -1.20937996e-01 2.73976850e-02 -3.44752351e-01 -4.69927798e-01
-1.02145466e-01 -7.53693702e-02 -2.10831894e-01 -4.37302458e-01
-1.88319510e-01 4.39016621e-02 -5.16293035e-01 -1.15653599e+00
-7.32415530e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.55834848e-01 -1.24022205e-01 1.63846602e-01 -2.96275717e-01
-1.33864064e-01 1.13260522e-01 -1.30139965e-01 1.00199162e-02
-8.33433691e-02 6.46162628e-02 -2.18092779e-01 -4.55565517e-01
-6.67690611e-02]
[ -9.47512888e-02 -2.64742738e-01 -1.81407467e-01 -2.66441936e-01
-4.76065259e-01 -8.72786885e-02 -9.61382730e-02 -1.01616080e-02
-8.42421311e-02 -1.00499953e-02 -2.31111395e-01 -4.40696817e-01
-2.72173928e-01]
[ -6.31893535e-02 -3.27390968e-02 -2.26563490e-01 -2.70634885e-01
1.10328081e-01 -1.60854628e-01 -1.91819131e-01 1.34321165e-01
-1.15014846e-02 1.45181203e-01 -2.16252302e-01 -1.41222382e-02
-9.39286152e-02]
[ 3.84591020e-02 -1.67746399e-01 -1.48687618e-01 -9.17420662e-02
-1.25683723e-01 -1.06841373e-01 1.08531658e-01 -1.42773345e-01
-1.80557217e-02 3.82131837e-02 -4.16817676e-02 -1.35243591e-01
-2.15189811e-02]
[ -2.92740806e-01 -1.39338371e-01 -7.94126032e-02 -1.21802517e-01
-2.98797704e-01 -2.76328182e-01 -3.60401023e-01 9.59273601e-03
-3.27338716e-01 -2.20296986e-01 1.49727347e-01 -1.70561789e-01
1.31983220e-01]
[ -2.32036508e-01 -1.23375897e-01 -9.55638499e-02 -3.46310121e-02
-8.34450174e-02 -1.20819342e-01 -8.31858366e-02 -6.34948138e-03
-1.41636672e-01 -1.10445934e-01 6.07383721e-03 -2.18118729e-01
-1.67987272e-01]
[ -1.80059049e-01 -6.99963520e-02 -2.30931284e-01 -2.39661611e-01
-1.58097765e-01 -2.06372887e-01 -3.60171438e-01 -1.20171372e-01
1.23510241e-01 -2.50181106e-01 -3.67075980e-01 -3.74913883e-01
-4.10491947e-01]
[ -3.73232782e-01 -5.57224282e-02 -1.52560638e-01 -9.28451239e-02
-4.26758074e-02 -3.14021297e-01 2.26623139e-02 -9.43314928e-02
-1.27860398e-01 4.16156719e-02 5.32644593e-02 -2.46490167e-01
-3.82539441e-01]
[ -1.59420808e-01 -1.41345452e-01 -5.37323151e-02 -2.06757968e-01
-1.26916460e-01 -2.95593001e-01 5.60582178e-02 -1.52000126e-01
-1.97304806e-01 5.15175145e-02 1.91664283e-01 -3.18461936e-03
-1.33452531e-01]
[ -1.29045004e-01 -1.70933366e-01 -1.14814891e-01 -3.06755279e-01
9.28322261e-02 -1.77313504e-02 -1.62593279e-01 -1.77519055e-01
1.16909629e-01 -9.02579545e-02 -1.35912120e-01 -3.88359391e-02
-3.02311530e-01]
[ -3.88071671e-02 -3.58333783e-02 -1.50015146e-01 -1.16629629e-01
-2.30758217e-01 6.30981405e-02 -4.40831400e-02 -4.28953397e-02
-2.20109401e-01 -8.90481984e-02 -1.40130008e-01 -3.91511272e-01
-2.06057200e-01]
[ -6.68675131e-02 2.01791613e-02 -1.28727574e-01 -3.51477997e-01
1.17238328e-01 2.05896734e-02 -1.87760321e-01 -1.41642897e-01
1.31789350e-01 -4.82732733e-02 -3.18620549e-01 -3.14806230e-01
-3.27114188e-01]
[ 7.02123759e-02 -3.02983901e-01 -8.71483199e-02 -4.63035491e-01
-2.17539897e-01 -9.09071373e-02 4.39333972e-02 7.83088396e-02
-3.12626510e-02 2.78880246e-01 -5.45514578e-01 -8.74673271e-01
4.65740682e-01]
[ -2.28518606e-01 -2.39565113e-01 -1.33743772e-01 -3.26559195e-01
-2.97032630e-01 -9.46482999e-02 2.01810991e-01 3.32908089e-02
2.78116069e-01 2.74626561e-02 -4.33904570e-01 -1.08081960e+00
6.75105037e-01]
[ -1.96083549e-02 -1.82519073e-01 1.92544089e-02 -3.28662637e-01
-1.67814023e-01 1.64289783e-01 2.03810517e-01 2.49799524e-01
-3.39961950e-02 2.22824309e-01 -2.52707077e-01 -1.15932510e+00
7.77804471e-01]
[ -5.15988638e-03 -4.10095613e-02 -1.27132094e-01 -1.46118795e-01
-1.77063548e-01 -4.83944266e-02 3.12878263e-01 1.62701188e-01
2.55894095e-01 3.59388299e-01 -5.14064872e-01 -1.11490426e+00
8.22325934e-01]
[ -8.82886114e-02 -2.76151465e-01 5.69613677e-02 -3.55308489e-01
-1.46672294e-01 1.15617373e-01 3.82177258e-01 1.41106818e-01
-6.75813843e-02 1.54926041e-01 -5.74806759e-01 -1.09060906e+00
8.76035632e-01]
[ 1.16053647e-01 -8.69429797e-02 1.40789528e-02 -1.70180875e-01
-8.08368145e-02 -1.95630675e-02 2.76814485e-01 3.75603464e-01
4.25604295e-01 2.55823301e-01 -5.74515265e-01 -1.03356678e+00
5.98532990e-01]
[ 2.17803776e-03 -1.43259810e-01 2.34390227e-02 1.36357519e-02
-9.67066484e-02 -2.83216239e-01 1.22509969e-01 3.76723342e-01
2.79520931e-02 1.38206914e-01 -2.81082012e-01 -8.82313505e-01
2.50810517e-01]
[ 1.02420965e-01 8.97702315e-02 9.99334578e-03 2.13495685e-01
-1.00783077e-01 -5.71025028e-02 -1.00598532e-01 -1.00723304e-01
-2.12495313e-01 -9.18329803e-02 -8.76060278e-02 1.44014698e-01
-4.81072274e-01]
[ 5.24870569e-02 -1.19587079e-01 1.50161116e-01 4.78461767e-01
2.37671091e-01 9.72284162e-03 -3.63909727e-01 -3.38010186e-01
-1.49280406e-02 -5.47363588e-01 3.09470364e-01 9.37659703e-01
-8.71897382e-01]
[ 2.36725840e-02 7.82755407e-02 -2.14636186e-01 1.20044428e-01
3.56826573e-02 -3.30195638e-03 -2.06443119e-01 -3.62375898e-01
-2.85158858e-01 -2.69155354e-01 -8.90982309e-03 -1.07945306e-01
-2.07992874e-01]
[ -6.96933048e-02 -2.04071471e-01 5.73480850e-02 2.26710055e-02
-1.26899702e-01 -1.36729603e-01 -5.37167120e-02 -6.10996249e-02
2.68276719e-02 -4.08745128e-01 -3.54172449e-01 -2.32985867e-01
1.28855860e-01]
[ -6.30513645e-03 -2.61606185e-01 4.91184861e-02 -3.60708046e-01
-1.86756234e-01 -2.34651110e-01 -3.43223918e-01 -3.63660933e-02
-6.42248069e-02 1.25466772e-02 -2.30888619e-01 2.69500451e-01
1.19436482e-01]
[ 1.58171732e-01 6.12437880e-02 -1.10033748e-01 -3.59764467e-01
-5.40384169e-02 -1.04128447e-01 -2.49168177e-01 -4.39773421e-02
-2.22849232e-01 -2.71043724e-01 -2.51213831e-01 4.96028245e-01
5.80670178e-02]
[ -1.85876947e-01 -1.73460839e-01 -1.19242329e-01 -3.35686078e-01
-4.46163323e-02 2.38012585e-02 -2.57290945e-01 -2.96616208e-01
-1.71369105e-01 -1.14543601e-01 -2.56669678e-01 4.16635551e-01
-6.54659336e-02]
[ -5.02900209e-02 -1.98530419e-01 -1.68501734e-01 -3.49071720e-01
-4.16498053e-02 4.06556607e-02 -1.23974751e-01 -1.20527751e-01
-2.67889170e-01 -3.52607126e-01 -9.14215090e-02 2.29443286e-01
7.14704128e-02]
[ 9.69552731e-02 9.28417294e-02 -1.92481630e-02 -2.89942661e-01
-3.16307476e-01 4.52225838e-03 -2.27761425e-01 -3.55987845e-01
-3.43922645e-01 -5.97113409e-02 -1.53797046e-01 2.74771298e-01
5.25787925e-02]
[ -5.86062936e-02 -1.35363580e-02 -2.83917830e-01 -8.93018014e-02
6.62769359e-02 1.55522405e-01 -2.42966282e-01 -1.77741602e-01
-5.08052170e-02 -4.02462502e-02 1.46952089e-01 6.92268703e-01
-5.94095825e-02]
[ 1.39925935e-01 3.28223820e-01 -1.95496668e-01 7.72941167e-01
1.09886457e-01 3.27592449e-03 -2.02057943e-01 -3.73815197e-01
-2.24497170e-01 -3.13670018e-01 7.56745453e-01 9.31084139e-01
-1.36352148e+00]
[ -1.60682604e-03 1.67572077e-01 5.61106140e-02 4.07718863e-01
-4.64286693e-03 -6.46244755e-02 -2.78386186e-01 -3.35844881e-01
-2.83007026e-01 -1.99715507e-01 6.03744668e-01 9.38778519e-01
-1.34256035e+00]
[ -2.53717229e-02 -1.43767840e-01 -1.47308892e-01 3.20083261e-01
-1.87086232e-01 2.38159031e-01 -2.55728533e-02 -1.60385813e-01
-2.23665524e-01 -3.40521579e-01 2.00168271e-01 5.07374921e-01
-6.60620220e-01]
[ 8.49974567e-02 -3.82656387e-01 -5.08046462e-02 2.96780537e-02
-1.17057962e-01 1.99977808e-01 8.63099632e-02 1.71387021e-01
-1.86862678e-01 7.89255855e-04 -5.03642482e-02 3.33056219e-01
-3.85270776e-01]
[ 2.11947937e-01 -2.95798133e-01 -1.18643343e-01 -6.76243866e-02
-2.16850745e-01 1.22837048e-01 4.02102132e-02 -1.25875238e-01
-6.13869916e-02 -4.49085506e-02 -1.54891655e-01 -1.85048197e-01
-2.29755187e-01]
[ -1.31659289e-01 -8.14651119e-02 3.84695590e-02 -2.49065287e-01
-6.02436226e-02 -1.41201454e-01 5.57474693e-02 8.06224295e-04
-9.45060177e-02 2.73111151e-02 -3.28704525e-01 -4.72783742e-01
-1.20874232e-01]
[ -1.42491458e-01 -1.34916975e-01 -6.89452300e-02 -2.88578336e-01
-3.45009454e-01 -2.89132894e-01 1.68586739e-01 1.50176751e-01
1.16236868e-02 1.27951103e-01 -2.82838371e-01 -8.87045991e-01
3.56340621e-02]
[ -1.29559002e-01 -2.51242075e-01 -3.03361740e-01 -9.46431969e-01
-3.03903313e-01 -2.08059121e-01 -1.17386878e-01 -2.33999293e-02
4.37919547e-02 -4.72435729e-01 -7.44877037e-01 -6.97147792e-01
-1.29734863e+00]
[ -1.25323114e-01 1.35504760e-01 1.31908518e-02 1.53798781e-01
-1.99909894e-01 -1.76653535e-01 -1.56568195e-01 7.83464721e-03
-1.45058420e-01 -1.39166340e-01 -1.08549059e-01 -3.71200551e-01
8.21268988e-02]
[ -3.65339727e-01 -1.18024434e-01 -2.73032783e-01 3.62500037e-01
-1.99336216e-01 -2.32814909e-01 -1.49880568e-01 -9.86380011e-02
4.56626180e-03 3.66637082e-02 1.21646820e-01 -3.24962895e-01
2.41287871e-01]
[ -1.34151390e-01 -4.82443011e-02 -2.54731312e-01 2.22091277e-01
-2.27328399e-01 -2.79939157e-01 -3.97610214e-01 -3.19175032e-02
5.81700773e-03 -1.04124851e-01 -1.70880655e-01 -2.98309258e-01
1.65736939e-01]
[ -2.52633710e-01 -5.31246908e-01 -3.41200000e-01 6.18666383e-04
-3.17006272e-01 -2.33495950e-01 -1.68610557e-01 -2.41106687e-01
4.90847090e-03 -2.65650327e-01 -1.94049591e-02 -3.33011158e-01
6.56660548e-02]
[ -2.23931206e-01 -2.96362529e-01 -3.21755198e-01 -6.81689682e-02
-8.80273207e-02 -1.51020117e-01 -9.08870526e-02 3.28549626e-02
-2.02507597e-01 -5.07707241e-01 -2.22246370e-01 -2.60682048e-01
-1.85267697e-02]
[ -8.91604353e-02 -2.20744354e-02 -2.42807649e-01 -1.01813838e+00
-2.79239043e-01 -2.59036012e-01 1.08822155e-01 -4.72904307e-01
1.44329618e-01 -1.80149436e-01 -7.48400073e-01 -4.25124061e-01
-1.21337811e+00]]
Progress: 31.9% ... Training loss: 0.194 ... Validation loss: 0.339[[-0.26596966]
[ 0.21794504]
[-0.10585937]
[ 1.31577076]
[ 0.23679527]
[-0.0576289 ]
[-0.96013106]
[-0.84047027]
[-0.57458456]
[-0.86991789]
[ 1.28392674]
[ 2.99188203]
[-2.47946945]]
[[ -5.14950657e-01 -4.93945922e-01 -5.88868075e-01 2.68827337e-02
-2.90822407e-01 -5.94621913e-01 9.45159507e-02 -2.12372002e-01
-2.76449049e-01 -2.85647998e-01 2.78158956e-01 1.02423993e+00
3.59001619e-01]
[ 1.01270675e-02 -1.34527608e-01 4.78846012e-02 -1.04625426e-01
-3.81891387e-02 5.81906169e-02 -9.94731163e-02 1.85961693e-01
-1.50391037e-01 -1.79311951e-01 -1.22011495e-01 -1.01218038e-01
-1.00874672e-01]
[ -2.87399563e-01 1.34492276e-01 -3.67865130e-02 4.29715930e-02
7.47557814e-02 -1.35429210e-01 -1.12809500e-01 -1.86079913e-01
2.68870854e-01 -5.22513806e-01 9.51519887e-02 6.87578642e-01
9.07816897e-01]
[ 2.62929334e-01 -2.39646638e-01 -2.78011772e-01 1.47132318e-01
-2.65086103e-01 1.10835918e-02 5.63114438e-01 -6.03742375e-01
3.41279414e-01 -1.85569276e-01 -6.08959452e-02 -2.84635655e-01
-3.98649272e-01]
[ 1.43142794e-01 1.19576492e-02 1.16128112e-01 -1.27392886e-01
-2.28748785e-02 7.42996823e-02 -1.89981759e-01 -1.76313448e-01
6.98569365e-02 2.80035359e-01 2.87376537e-02 -3.04054962e-02
-9.63460856e-02]
[ -4.85405990e-01 -6.18650138e-01 -6.00863376e-01 -6.00966375e-01
-5.95537035e-01 -5.64723292e-01 -3.88385489e-01 -1.49987157e-01
-4.77118145e-01 -2.33703164e-01 -6.04761361e-01 -9.22307941e-01
-7.07649676e-01]
[ -4.11154295e-01 -5.95900370e-01 -3.25692130e-01 -4.31942323e-01
-4.19116171e-01 -5.64194992e-01 -3.97649927e-01 -4.83841708e-01
-2.99293275e-01 -8.80322566e-02 -4.88216107e-01 -5.55398074e-01
-6.11996957e-01]
[ -3.45901988e-01 -3.44852531e-01 -4.88397882e-01 -1.58155862e-01
-3.20415869e-01 -4.26738123e-01 -2.70551704e-01 -2.84714027e-01
-2.82045941e-01 -5.89012447e-01 -3.22119851e-01 -7.97246003e-01
-6.06642183e-01]
[ -4.64266370e-01 -3.42415498e-01 -3.85479575e-01 -2.69428877e-01
-3.34724710e-01 -2.17646486e-01 -2.22133627e-02 -4.59465285e-01
-2.54460104e-01 -4.54869266e-01 -2.17079143e-01 -2.70654292e-01
-2.46335875e-01]
[ -9.53950826e-01 -9.57358222e-01 -9.89716330e-01 -7.54389729e-01
-1.04725899e+00 -9.90441064e-01 -5.12458472e-01 -5.64448578e-01
-7.25391702e-01 -5.67022129e-01 -8.12142301e-01 -6.78015125e-01
-9.07338654e-01]
[ -5.10794502e-01 -2.73451259e-01 -4.72289451e-01 -3.89600910e-01
-3.49534690e-01 -3.64151032e-01 -6.13138417e-01 -6.19063595e-01
-6.58401615e-01 -8.44625504e-02 -5.82598293e-01 -8.72298702e-01
-6.51008831e-01]
[ -1.20656091e-01 2.72711731e-02 -3.44662665e-01 -4.70331344e-01
-1.02199264e-01 -7.53363459e-02 -2.10489921e-01 -4.36712185e-01
-1.88127615e-01 4.51681602e-02 -5.16713070e-01 -1.15503472e+00
-7.32739670e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.55597283e-01 -1.24210489e-01 1.63922820e-01 -2.97353101e-01
-1.34093726e-01 1.13314022e-01 -1.29127234e-01 1.09991122e-02
-8.26918042e-02 6.60051809e-02 -2.20109192e-01 -4.60727618e-01
-6.62176532e-02]
[ -9.46346519e-02 -2.64823227e-01 -1.81385890e-01 -2.67089831e-01
-4.76128602e-01 -8.72557783e-02 -9.58152391e-02 -9.88794425e-03
-8.40756340e-02 -9.66632619e-03 -2.31708659e-01 -4.41974750e-01
-2.71958067e-01]
[ -6.29984663e-02 -3.29667910e-02 -2.26481002e-01 -2.71538363e-01
1.10077431e-01 -1.60809250e-01 -1.91318406e-01 1.35580822e-01
-1.12836356e-02 1.46546392e-01 -2.17464868e-01 -1.87136208e-02
-9.10142597e-02]
[ 3.84123392e-02 -1.67604511e-01 -1.48728448e-01 -9.03234895e-02
-1.25490634e-01 -1.06855302e-01 1.07873273e-01 -1.43710944e-01
-1.86439907e-02 3.75859442e-02 -3.99168684e-02 -1.30226651e-01
-2.32247121e-02]
[ -2.92622592e-01 -1.39442199e-01 -7.93595583e-02 -1.23007018e-01
-2.98958658e-01 -2.76305586e-01 -3.59161547e-01 1.08216254e-02
-3.26778401e-01 -2.19572825e-01 1.48199617e-01 -1.74897599e-01
1.34929809e-01]
[ -2.31610269e-01 -1.24278544e-01 -9.52691251e-02 -3.87001256e-02
-8.43057952e-02 -1.20707563e-01 -8.15387012e-02 -3.97616074e-03
-1.40008118e-01 -1.07974659e-01 4.16714238e-04 -2.33024047e-01
-1.60935001e-01]
[ -1.80655661e-01 -6.92598806e-02 -2.31213412e-01 -2.34322070e-01
-1.57293502e-01 -2.06525857e-01 -3.62527409e-01 -1.23260349e-01
1.21514247e-01 -2.51239620e-01 -3.64258726e-01 -3.65953658e-01
-4.19707858e-01]
[ -3.73086311e-01 -5.62137732e-02 -1.52385986e-01 -9.51863216e-02
-4.30786768e-02 -3.13982642e-01 2.34536260e-02 -9.25539151e-02
-1.26934576e-01 4.24270043e-02 5.05037192e-02 -2.55102292e-01
-3.75281760e-01]
[ -1.58465291e-01 -1.42449776e-01 -5.33651215e-02 -2.13064653e-01
-1.28111771e-01 -2.95440572e-01 6.14952454e-02 -1.49169051e-01
-1.94004958e-01 5.41165286e-02 1.84019068e-01 -2.00243061e-02
-1.26419179e-01]
[ -1.29495115e-01 -1.70563395e-01 -1.14921325e-01 -3.04598891e-01
9.32705003e-02 -1.78393729e-02 -1.64734541e-01 -1.78313272e-01
1.15628774e-01 -9.17169385e-02 -1.33457926e-01 -3.29141047e-02
-3.03972683e-01]
[ -3.89741837e-02 -3.57599797e-02 -1.50063112e-01 -1.15551982e-01
-2.30646271e-01 6.30605232e-02 -4.50770268e-02 -4.35651922e-02
-2.20394569e-01 -8.98151433e-02 -1.39365242e-01 -3.90641779e-01
-2.07993088e-01]
[ -6.68739180e-02 2.01832090e-02 -1.28730765e-01 -3.51170258e-01
1.17256370e-01 2.05788753e-02 -1.87842952e-01 -1.41952066e-01
1.31755273e-01 -4.85078028e-02 -3.18645416e-01 -3.16317791e-01
-3.28159776e-01]
[ 7.01982515e-02 -3.02995113e-01 -8.71462046e-02 -4.63083895e-01
-2.17536648e-01 -9.09093833e-02 4.39121626e-02 7.82720190e-02
-3.13077803e-02 2.78888783e-01 -5.45613806e-01 -8.74709689e-01
4.65758185e-01]
[ -2.28503481e-01 -2.39584565e-01 -1.33738247e-01 -3.26736791e-01
-2.97053148e-01 -9.46451491e-02 2.01944230e-01 3.34391294e-02
2.78211310e-01 2.75618258e-02 -4.34049182e-01 -1.08120644e+00
6.75598504e-01]
[ -1.96049642e-02 -1.82515199e-01 1.92549633e-02 -3.28614910e-01
-1.67817185e-01 1.64287888e-01 2.03803001e-01 2.49874919e-01
-3.40046440e-02 2.22963912e-01 -2.52686763e-01 -1.15962616e+00
7.77824340e-01]
[ -5.48736627e-03 -4.07201001e-02 -1.27222608e-01 -1.44135479e-01
-1.76777892e-01 -4.84656687e-02 3.11101559e-01 1.61497390e-01
2.54878027e-01 3.58170862e-01 -5.12821737e-01 -1.11348953e+00
8.18170430e-01]
[ -8.82782421e-02 -2.76151655e-01 5.69558519e-02 -3.55329685e-01
-1.46664260e-01 1.15616074e-01 3.82293909e-01 1.41064134e-01
-6.75315935e-02 1.54875963e-01 -5.74810570e-01 -1.09062106e+00
8.75913857e-01]
[ 1.15898059e-01 -8.68668131e-02 1.40431119e-02 -1.69563599e-01
-8.07544442e-02 -1.95916671e-02 2.76110017e-01 3.75058414e-01
4.25252660e-01 2.55185558e-01 -5.74197912e-01 -1.03333195e+00
5.97859242e-01]
[ 2.05276868e-03 -1.43197802e-01 2.34129795e-02 1.46230636e-02
-9.66516723e-02 -2.83240856e-01 1.22414183e-01 3.76817017e-01
2.78157372e-02 1.37746284e-01 -2.80967166e-01 -8.83762933e-01
2.49798847e-01]
[ 1.02466319e-01 8.97122821e-02 9.99702062e-03 2.13736933e-01
-1.00821939e-01 -5.70933213e-02 -1.00387594e-01 -1.00594509e-01
-2.12269196e-01 -9.20603571e-02 -8.74849657e-02 1.45265497e-01
-4.81850505e-01]
[ 5.30354868e-02 -1.20453249e-01 1.50460137e-01 4.74702606e-01
2.36739175e-01 9.83391722e-03 -3.60830636e-01 -3.36398341e-01
-1.29327347e-02 -5.45235040e-01 3.04011037e-01 9.27506878e-01
-8.66385271e-01]
[ 2.36639532e-02 7.81972726e-02 -2.14631492e-01 1.19454500e-01
3.55896547e-02 -3.30228914e-03 -2.06114972e-01 -3.61944379e-01
-2.84806045e-01 -2.69314301e-01 -9.44037961e-03 -1.11103002e-01
-2.06158253e-01]
[ -6.98815671e-02 -2.03566513e-01 5.71646438e-02 2.49372176e-02
-1.26404618e-01 -1.36802676e-01 -5.48750007e-02 -6.30528932e-02
2.54940715e-02 -4.08796070e-01 -3.52766296e-01 -2.27461287e-01
1.22394790e-01]
[ -6.29299349e-03 -2.61688554e-01 4.91589310e-02 -3.61684520e-01
-1.86878566e-01 -2.34656655e-01 -3.43119836e-01 -3.57316204e-02
-6.38226169e-02 1.30593122e-02 -2.32435292e-01 2.64896763e-01
1.23264821e-01]
[ 1.58497347e-01 6.09232618e-02 -1.09924344e-01 -3.61424591e-01
-5.43193042e-02 -1.04072036e-01 -2.47991032e-01 -4.30288239e-02
-2.22064674e-01 -2.69860985e-01 -2.52903089e-01 4.92533112e-01
6.10926068e-02]
[ -1.85826747e-01 -1.73496347e-01 -1.19213693e-01 -3.36021445e-01
-4.46790053e-02 2.38171717e-02 -2.57001526e-01 -2.96100989e-01
-1.71224750e-01 -1.13954821e-01 -2.57214495e-01 4.14941322e-01
-6.45786783e-02]
[ -5.02505674e-02 -1.98605746e-01 -1.68475772e-01 -3.49833842e-01
-4.17086928e-02 4.06595537e-02 -1.23771765e-01 -1.20351937e-01
-2.67664029e-01 -3.52102888e-01 -9.22191668e-02 2.28094469e-01
7.28450491e-02]
[ 9.74009641e-02 9.21439993e-02 -1.90110934e-02 -2.93263084e-01
-3.16908636e-01 4.61897704e-03 -2.26209858e-01 -3.53223324e-01
-3.42773119e-01 -5.70318132e-02 -1.58043035e-01 2.62609875e-01
6.21112621e-02]
[ -5.91039181e-02 -1.26902352e-02 -2.84141744e-01 -8.50735790e-02
6.71904425e-02 1.55378693e-01 -2.45594736e-01 -1.81529173e-01
-5.31032350e-02 -4.23961708e-02 1.52267960e-01 7.07829868e-01
-7.03536459e-02]
[ 1.40289171e-01 3.27601596e-01 -1.95354019e-01 7.70663124e-01
1.09351273e-01 3.36715293e-03 -2.00529157e-01 -3.72389058e-01
-2.23156804e-01 -3.13299683e-01 7.54218757e-01 9.23562752e-01
-1.36118991e+00]
[ -1.36604170e-03 1.67265316e-01 5.62294469e-02 4.07064179e-01
-4.92713938e-03 -6.45738175e-02 -2.77357994e-01 -3.34724090e-01
-2.82389202e-01 -1.98563294e-01 6.02317322e-01 9.34463007e-01
-1.34250665e+00]
[ -2.52775057e-02 -1.43992706e-01 -1.47206877e-01 3.18942012e-01
-1.87329456e-01 2.38192270e-01 -2.50521256e-02 -1.58842847e-01
-2.23240030e-01 -3.39806039e-01 1.98536169e-01 5.04141643e-01
-6.56978675e-01]
[ 8.49796232e-02 -3.82675950e-01 -5.08012782e-02 2.91237947e-02
-1.17099915e-01 1.99973666e-01 8.64574442e-02 1.71510766e-01
-1.86760327e-01 8.09330117e-04 -5.10574897e-02 3.30941330e-01
-3.83272334e-01]
[ 2.12039193e-01 -2.95826906e-01 -1.18637319e-01 -6.77492344e-02
-2.16869469e-01 1.22848023e-01 4.06929497e-02 -1.25750733e-01
-6.11587701e-02 -4.44822613e-02 -1.55237497e-01 -1.86125161e-01
-2.29805993e-01]
[ -1.31608053e-01 -8.16016148e-02 3.85046613e-02 -2.49574273e-01
-6.03858390e-02 -1.41187947e-01 5.62815713e-02 1.62105407e-03
-9.40261298e-02 2.74964302e-02 -3.29329090e-01 -4.76188250e-01
-1.18725026e-01]
[ -1.42568523e-01 -1.34889007e-01 -6.89557055e-02 -2.88287148e-01
-3.44971310e-01 -2.89148232e-01 1.68263205e-01 1.49988439e-01
1.14598464e-02 1.27787981e-01 -2.82706190e-01 -8.87033430e-01
3.55378463e-02]
[ -1.29071936e-01 -2.51826457e-01 -3.03218165e-01 -9.50180389e-01
-3.04295296e-01 -2.07983871e-01 -1.13711165e-01 -2.02906355e-02
4.52529654e-02 -4.71262245e-01 -7.48310086e-01 -7.06001688e-01
-1.29559483e+00]
[ -1.25477138e-01 1.35661396e-01 1.31761934e-02 1.55595084e-01
-1.99722457e-01 -1.76707987e-01 -1.57659461e-01 6.59252250e-03
-1.45781537e-01 -1.38527808e-01 -1.08895573e-01 -3.71190103e-01
8.01810516e-02]
[ -3.65533960e-01 -1.17599895e-01 -2.73160648e-01 3.66082643e-01
-1.98866857e-01 -2.32879767e-01 -1.51491889e-01 -1.00286189e-01
3.56705488e-03 3.50658048e-02 1.25081371e-01 -3.17852619e-01
2.37151785e-01]
[ -1.33698184e-01 -4.86918453e-02 -2.54535933e-01 2.18822790e-01
-2.27810888e-01 -2.79853535e-01 -3.95840489e-01 -2.93277576e-02
7.16005152e-03 -1.01637562e-01 -1.74365151e-01 -3.07756433e-01
1.73309152e-01]
[ -2.52932418e-01 -5.31100220e-01 -3.41240059e-01 1.96453513e-03
-3.16867103e-01 -2.33552834e-01 -1.69855499e-01 -2.41396576e-01
4.46850664e-03 -2.66162858e-01 -1.87553374e-02 -3.34039584e-01
6.63199099e-02]
[ -2.24397069e-01 -2.96194220e-01 -3.21863555e-01 -6.56643114e-02
-8.77496447e-02 -1.51113393e-01 -9.37418857e-02 3.17538538e-02
-2.04270453e-01 -5.07951916e-01 -2.21998387e-01 -2.58656554e-01
-2.03443165e-02]
[ -8.80632548e-02 -2.37115193e-02 -2.42266315e-01 -1.02660127e+00
-2.81036166e-01 -2.58803504e-01 1.14898384e-01 -4.69398470e-01
1.48716794e-01 -1.76496284e-01 -7.59108976e-01 -4.51408207e-01
-1.20305124e+00]]
Progress: 31.9% ... Training loss: 0.218 ... Validation loss: 0.357[[-0.24440128]
[ 0.23814239]
[-0.0873067 ]
[ 1.35047058]
[ 0.25610622]
[-0.0411445 ]
[-0.91552779]
[-0.80333045]
[-0.5428948 ]
[-0.83623889]
[ 1.31252059]
[ 3.03321156]
[-2.45363804]]
[[ -5.16851992e-01 -4.92669346e-01 -5.89411939e-01 4.62366150e-02
-2.89355229e-01 -5.94901999e-01 8.08300249e-02 -2.21423833e-01
-2.82110326e-01 -2.92719034e-01 2.95353733e-01 1.06178202e+00
3.37430577e-01]
[ 9.87605190e-03 -1.34319924e-01 4.77805719e-02 -1.02901945e-01
-3.80334745e-02 5.81539065e-02 -1.01023058e-01 1.84701760e-01
-1.51015054e-01 -1.80522033e-01 -1.19980748e-01 -9.59084726e-02
-1.05088564e-01]
[ -2.87244090e-01 1.35412418e-01 -3.70201852e-02 5.03202156e-02
7.58837066e-02 -1.35507730e-01 -1.17623837e-01 -1.90016787e-01
2.65613190e-01 -5.19343686e-01 1.02213950e-01 7.12770926e-01
8.83934761e-01]
[ 2.62549460e-01 -2.40263553e-01 -2.77563170e-01 1.51269133e-01
-2.65749612e-01 1.11244758e-02 5.57034196e-01 -5.97956166e-01
3.39988134e-01 -1.81962733e-01 -6.08134941e-02 -2.92753394e-01
-3.86707110e-01]
[ 1.45508037e-01 9.16432532e-03 1.16971515e-01 -1.52197628e-01
-2.61473800e-02 7.49301901e-02 -1.70300506e-01 -1.68180870e-01
8.08348907e-02 2.87261262e-01 6.19707867e-03 -8.45308346e-02
-5.30538474e-02]
[ -4.86233691e-01 -6.18319636e-01 -6.01051681e-01 -5.97216269e-01
-5.95235910e-01 -5.64857116e-01 -3.92245643e-01 -1.53396574e-01
-4.78535892e-01 -2.37605793e-01 -6.01363357e-01 -9.17498850e-01
-7.10933792e-01]
[ -4.13672885e-01 -5.93721343e-01 -3.26730682e-01 -4.19751741e-01
-4.16857544e-01 -5.64632714e-01 -4.08796001e-01 -4.93701072e-01
-3.06271365e-01 -9.98840348e-02 -4.75315918e-01 -5.18347049e-01
-6.37230252e-01]
[ -3.47244867e-01 -3.43622637e-01 -4.88852900e-01 -1.43305428e-01
-3.19115035e-01 -4.26975192e-01 -2.82249063e-01 -2.92790634e-01
-2.87246369e-01 -5.92763812e-01 -3.10074574e-01 -7.68114208e-01
-6.27790139e-01]
[ -4.64303752e-01 -3.42367897e-01 -3.85482720e-01 -2.68433512e-01
-3.34636443e-01 -2.17670325e-01 -2.34559466e-02 -4.59956426e-01
-2.54861412e-01 -4.54560414e-01 -2.17008234e-01 -2.71303773e-01
-2.49079868e-01]
[ -9.57745918e-01 -9.53993576e-01 -9.91224952e-01 -7.24448598e-01
-1.04373037e+00 -9.91129576e-01 -5.35070133e-01 -5.83938438e-01
-7.37151357e-01 -5.84304588e-01 -7.84311030e-01 -6.06295569e-01
-9.57888235e-01]
[ -5.11393731e-01 -2.73155897e-01 -4.72417333e-01 -3.89101397e-01
-3.49260923e-01 -3.64243028e-01 -6.17097341e-01 -6.20760201e-01
-6.59996226e-01 -8.52822112e-02 -5.83271290e-01 -8.74820924e-01
-6.52411900e-01]
[ -1.20988323e-01 2.73981892e-02 -3.44711181e-01 -4.68985500e-01
-1.02052805e-01 -7.53882900e-02 -2.11865507e-01 -4.37362248e-01
-1.88770922e-01 4.40733598e-02 -5.15456965e-01 -1.15388963e+00
-7.33196381e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.55628887e-01 -1.24223337e-01 1.63927706e-01 -2.96778487e-01
-1.34144172e-01 1.13323985e-01 -1.29790690e-01 1.04347681e-02
-8.26350561e-02 6.56199298e-02 -2.19989046e-01 -4.60478325e-01
-6.69036301e-02]
[ -9.53412074e-02 -2.64506126e-01 -1.81571233e-01 -2.64105052e-01
-4.75812724e-01 -8.73889946e-02 -9.86757558e-02 -1.27413296e-02
-8.54014226e-02 -1.30439106e-02 -2.28389085e-01 -4.36704766e-01
-2.74189717e-01]
[ -6.33119952e-02 -3.28312121e-02 -2.26534743e-01 -2.70181385e-01
1.10275832e-01 -1.60852759e-01 -1.92774467e-01 1.35081316e-01
-1.19953358e-02 1.45595439e-01 -2.16593140e-01 -1.75315913e-02
-9.26510395e-02]
[ 3.69998971e-02 -1.66504098e-01 -1.49299695e-01 -8.56061559e-02
-1.24428004e-01 -1.07079795e-01 1.02735893e-01 -1.48764808e-01
-2.18073839e-02 3.04669064e-02 -3.45861665e-02 -1.10977334e-01
-3.27178551e-02]
[ -2.92976100e-01 -1.39214812e-01 -7.94609331e-02 -1.21985856e-01
-2.98771036e-01 -2.76357362e-01 -3.60741116e-01 1.05392860e-02
-3.27804202e-01 -2.20734244e-01 1.49416005e-01 -1.72074922e-01
1.33041833e-01]
[ -2.32360157e-01 -1.23108085e-01 -9.57337981e-02 -3.12400734e-02
-8.29681057e-02 -1.20912020e-01 -8.67976075e-02 -1.04669117e-02
-1.43430331e-01 -1.11437032e-01 7.95407787e-03 -2.12124408e-01
-1.79629427e-01]
[ -1.80872768e-01 -6.91463419e-02 -2.31271234e-01 -2.32186858e-01
-1.57133292e-01 -2.06571016e-01 -3.64013035e-01 -1.24201181e-01
1.20646501e-01 -2.51980319e-01 -3.62937610e-01 -3.64967852e-01
-4.24241951e-01]
[ -3.73411503e-01 -5.59614682e-02 -1.52485323e-01 -9.14170299e-02
-4.27770304e-02 -3.14039151e-01 2.07964143e-02 -9.38315286e-02
-1.28317429e-01 4.15314503e-02 5.33901692e-02 -2.50196838e-01
-3.77583536e-01]
[ -1.59148439e-01 -1.41911652e-01 -5.35508407e-02 -2.06303500e-01
-1.27644496e-01 -2.95531535e-01 5.51072223e-02 -1.52806201e-01
-1.96110123e-01 5.27058800e-02 1.89726345e-01 -3.22339202e-03
-1.34884639e-01]
[ -1.29559144e-01 -1.70480377e-01 -1.14944270e-01 -3.02820214e-01
9.33938550e-02 -1.78697062e-02 -1.65584392e-01 -1.78802468e-01
1.15305172e-01 -9.18313260e-02 -1.32420842e-01 -3.26443028e-02
-3.06416425e-01]
[ -3.90033073e-02 -3.57480464e-02 -1.50064427e-01 -1.15368664e-01
-2.30643850e-01 6.30593913e-02 -4.52042874e-02 -4.35912602e-02
-2.20494822e-01 -8.99427623e-02 -1.39283357e-01 -3.90707251e-01
-2.08184314e-01]
[ -6.67143453e-02 2.00332216e-02 -1.28677155e-01 -3.52126338e-01
1.17098540e-01 2.06180067e-02 -1.87325263e-01 -1.41673544e-01
1.32129468e-01 -4.79591954e-02 -3.19660751e-01 -3.18544805e-01
-3.28002887e-01]
[ 7.00208158e-02 -3.02869400e-01 -8.72172421e-02 -4.62336542e-01
-2.17384242e-01 -9.09431205e-02 4.31288461e-02 7.74087577e-02
-3.17878669e-02 2.77833118e-01 -5.44889988e-01 -8.73357650e-01
4.63537855e-01]
[ -2.28556104e-01 -2.39461655e-01 -1.33772900e-01 -3.26469995e-01
-2.96942574e-01 -9.46611554e-02 2.01598695e-01 3.29832723e-02
2.77905161e-01 2.72867157e-02 -4.33791804e-01 -1.08035636e+00
6.74181070e-01]
[ -1.98941626e-02 -1.82301925e-01 1.91359996e-02 -3.27301423e-01
-1.67596251e-01 1.64219092e-01 2.02458557e-01 2.48411804e-01
-3.47039910e-02 2.21615747e-01 -2.51505424e-01 -1.15863559e+00
7.74471988e-01]
[ -5.74560292e-03 -4.05887610e-02 -1.27291910e-01 -1.43448831e-01
-1.76642261e-01 -4.85122776e-02 3.10308509e-01 1.60725181e-01
2.54375071e-01 3.57315199e-01 -5.12383951e-01 -1.11337424e+00
8.17257258e-01]
[ -8.84098076e-02 -2.76058054e-01 5.69147961e-02 -3.54422631e-01
-1.46557177e-01 1.15584639e-01 3.81517688e-01 1.40713149e-01
-6.79577947e-02 1.54390779e-01 -5.74219180e-01 -1.09010930e+00
8.73992678e-01]
[ 1.15727376e-01 -8.67606441e-02 1.39721924e-02 -1.68887006e-01
-8.06242504e-02 -1.96256550e-02 2.75609156e-01 3.74067899e-01
4.25064194e-01 2.54371188e-01 -5.73850988e-01 -1.03387781e+00
5.97035520e-01]
[ 1.83529334e-03 -1.43008624e-01 2.33396264e-02 1.64657651e-02
-9.64765713e-02 -2.83274361e-01 1.21301003e-01 3.75582032e-01
2.70375381e-02 1.36747344e-01 -2.79815922e-01 -8.82237567e-01
2.46701200e-01]
[ 1.01709904e-01 9.00979362e-02 9.82315926e-03 2.22605006e-01
-1.00370852e-01 -5.71898124e-02 -1.06340590e-01 -1.03777126e-01
-2.14035134e-01 -9.55516911e-02 -7.99201221e-02 1.59547773e-01
-4.89750002e-01]
[ 5.28612538e-02 -1.20221767e-01 1.50368889e-01 4.79242064e-01
2.37111201e-01 9.81396654e-03 -3.62898244e-01 -3.37348950e-01
-1.41763875e-02 -5.45922515e-01 3.08259807e-01 9.39731027e-01
-8.71366879e-01]
[ 2.35225932e-02 7.82605981e-02 -2.14652027e-01 1.20483380e-01
3.56996506e-02 -3.32344415e-03 -2.06887074e-01 -3.62119656e-01
-2.85179155e-01 -2.69790753e-01 -8.65502801e-03 -1.09442945e-01
-2.07262303e-01]
[ -6.98325128e-02 -2.03602109e-01 5.71846974e-02 2.45915603e-02
-1.26441192e-01 -1.36791651e-01 -5.45884269e-02 -6.28870598e-02
2.56279165e-02 -4.08654621e-01 -3.53003295e-01 -2.27801362e-01
1.22951246e-01]
[ -6.76819590e-03 -2.61479424e-01 4.90299048e-02 -3.60661592e-01
-1.86699155e-01 -2.34724791e-01 -3.45050559e-01 -3.65664380e-02
-6.46942856e-02 1.13078734e-02 -2.31611203e-01 2.66029350e-01
1.23157998e-01]
[ 1.57811039e-01 6.14969843e-02 -1.10187056e-01 -3.60232762e-01
-5.37853301e-02 -1.04182315e-01 -2.50513221e-01 -4.51046357e-02
-2.23854621e-01 -2.72681430e-01 -2.51134396e-01 5.02878400e-01
5.71487215e-02]
[ -1.85667728e-01 -1.73557338e-01 -1.19168056e-01 -3.38795589e-01
-4.47580485e-02 2.38333689e-02 -2.56927017e-01 -2.96859383e-01
-1.70850835e-01 -1.11690292e-01 -2.60188293e-01 4.12269779e-01
-6.03197721e-02]
[ -5.02415811e-02 -1.98630717e-01 -1.68472267e-01 -3.49998694e-01
-4.17300972e-02 4.06609306e-02 -1.23750288e-01 -1.20379424e-01
-2.67607548e-01 -3.52092469e-01 -9.23535558e-02 2.27869088e-01
7.30292848e-02]
[ 9.68949261e-02 9.27375594e-02 -1.92699714e-02 -2.91293859e-01
-3.16475973e-01 4.53152458e-03 -2.28723508e-01 -3.55660978e-01
-3.44066348e-01 -5.95579547e-02 -1.55390706e-01 2.73940049e-01
5.55178576e-02]
[ -5.91914207e-02 -1.25392411e-02 -2.84186139e-01 -8.43541974e-02
6.73364619e-02 1.55355915e-01 -2.46207292e-01 -1.82260909e-01
-5.35803226e-02 -4.30124046e-02 1.53402458e-01 7.10777181e-01
-7.27579317e-02]
[ 1.40444316e-01 3.27583377e-01 -1.95346960e-01 7.71257623e-01
1.09389906e-01 3.39901978e-03 -2.00252951e-01 -3.73142313e-01
-2.23002679e-01 -3.13060947e-01 7.54863477e-01 9.22892222e-01
-1.36426634e+00]
[ -1.45480252e-03 1.67210645e-01 5.62597350e-02 4.07841207e-01
-4.97218361e-03 -6.45793088e-02 -2.77798856e-01 -3.34652166e-01
-2.82406234e-01 -1.98818723e-01 6.02763729e-01 9.33109585e-01
-1.34250500e+00]
[ -2.54249453e-02 -1.43823843e-01 -1.47294530e-01 3.21816567e-01
-1.87103295e-01 2.38140984e-01 -2.64270766e-02 -1.60029743e-01
-2.24137027e-01 -3.40756974e-01 2.01529487e-01 5.11102157e-01
-6.62777557e-01]
[ 8.46314456e-02 -3.82377166e-01 -5.09263181e-02 3.16738901e-02
-1.16824821e-01 1.99899622e-01 8.41667863e-02 1.69892497e-01
-1.88067031e-01 -2.70584119e-04 -4.91235643e-02 3.37518274e-01
-3.87054515e-01]
[ 2.11808480e-01 -2.95676794e-01 -1.18700760e-01 -6.67018011e-02
-2.16718217e-01 1.22808139e-01 3.96628462e-02 -1.26296444e-01
-6.17670872e-02 -4.52421326e-02 -1.54459206e-01 -1.85101229e-01
-2.31093157e-01]
[ -1.31592828e-01 -8.16146139e-02 3.85083523e-02 -2.49569365e-01
-6.04021211e-02 -1.41184902e-01 5.64562783e-02 1.82925324e-03
-9.39810157e-02 2.76556045e-02 -3.29383873e-01 -4.76484302e-01
-1.18785155e-01]
[ -1.42743139e-01 -1.34702350e-01 -6.90148860e-02 -2.86844929e-01
-3.44772348e-01 -2.89183172e-01 1.66648564e-01 1.49115412e-01
1.07238809e-02 1.27025520e-01 -2.81356958e-01 -8.84416473e-01
3.29114208e-02]
[ -1.29176961e-01 -2.51446729e-01 -3.03315801e-01 -9.49174997e-01
-3.03898608e-01 -2.08055187e-01 -1.15299965e-01 -2.18332163e-02
4.43387256e-02 -4.71185586e-01 -7.47483399e-01 -7.00180944e-01
-1.30160029e+00]
[ -1.26402450e-01 1.36330431e-01 1.28387652e-02 1.62701920e-01
-1.99090663e-01 -1.76857615e-01 -1.62675449e-01 2.97697303e-03
-1.48164609e-01 -1.42209054e-01 -1.02471051e-01 -3.54617711e-01
7.05700819e-02]
[ -3.65638997e-01 -1.17671139e-01 -2.73176520e-01 3.66353513e-01
-1.98960563e-01 -2.32893885e-01 -1.52373167e-01 -1.01740567e-01
3.76228285e-03 3.50594216e-02 1.23589051e-01 -3.25089794e-01
2.40830440e-01]
[ -1.34410435e-01 -4.79868813e-02 -2.54783791e-01 2.27109422e-01
-2.27109561e-01 -2.79975535e-01 -4.00938843e-01 -3.36655035e-02
4.41084274e-03 -1.04830382e-01 -1.67807835e-01 -2.92315262e-01
1.60379779e-01]
[ -2.53692532e-01 -5.30727449e-01 -3.41428976e-01 9.86412072e-03
-3.16307561e-01 -2.33671944e-01 -1.75569564e-01 -2.44400078e-01
1.89087322e-03 -2.69037435e-01 -1.12761606e-02 -3.17502659e-01
5.71341406e-02]
[ -2.24709468e-01 -2.95779111e-01 -3.22018876e-01 -6.21831093e-02
-8.72089618e-02 -1.51185342e-01 -9.56842015e-02 2.89756850e-02
-2.05346068e-01 -5.09679855e-01 -2.18697643e-01 -2.55306941e-01
-2.82345740e-02]
[ -8.98696700e-02 -2.23948578e-02 -2.42908301e-01 -1.02286530e+00
-2.79823641e-01 -2.59087837e-01 1.07193011e-01 -4.74503074e-01
1.44223762e-01 -1.84286899e-01 -7.53790723e-01 -4.31549447e-01
-1.21351743e+00]]
Progress: 32.0% ... Training loss: 0.197 ... Validation loss: 0.345[[-0.25827829]
[ 0.22597722]
[-0.09448572]
[ 1.32981966]
[ 0.24537939]
[-0.05246689]
[-0.94611154]
[-0.80854579]
[-0.56231392]
[-0.84480878]
[ 1.29689397]
[ 3.02699029]
[-2.46476763]]
[[ -5.16865241e-01 -4.92693212e-01 -5.89434581e-01 4.38890924e-02
-2.89335640e-01 -5.94890058e-01 8.29427972e-02 -2.22333781e-01
-2.81974425e-01 -2.93138903e-01 2.94906922e-01 1.06828618e+00
3.33470582e-01]
[ 1.01189614e-02 -1.34490994e-01 4.78536269e-02 -1.04132587e-01
-3.82161071e-02 5.81907100e-02 -9.98270897e-02 1.85612982e-01
-1.50505417e-01 -1.79578146e-01 -1.20953943e-01 -9.66387259e-02
-1.03249482e-01]
[ -2.87158794e-01 1.34802486e-01 -3.67681012e-02 4.55755200e-02
7.47699105e-02 -1.35482600e-01 -1.18051801e-01 -1.89192158e-01
2.67053351e-01 -5.19745039e-01 9.67489597e-02 7.08148132e-01
8.81931121e-01]
[ 2.66517335e-01 -2.43964103e-01 -2.76676464e-01 1.29936351e-01
-2.68582352e-01 1.16598246e-02 5.74554123e-01 -5.87731289e-01
3.49666421e-01 -1.69077783e-01 -7.93686805e-02 -3.17520311e-01
-3.67448216e-01]
[ 1.41930409e-01 1.23386846e-02 1.15868636e-01 -1.32417842e-01
-2.27979579e-02 7.43417183e-02 -1.90364115e-01 -1.84310436e-01
7.12285787e-02 2.71397997e-01 2.95592285e-02 -3.34889384e-02
-8.83015677e-02]
[ -4.86171940e-01 -6.18311316e-01 -6.01091458e-01 -5.96804491e-01
-5.95125265e-01 -5.64844267e-01 -3.90629039e-01 -1.54610737e-01
-4.78402106e-01 -2.37504415e-01 -5.99744013e-01 -9.15177738e-01
-7.14283087e-01]
[ -4.12915066e-01 -5.94273485e-01 -3.26447910e-01 -4.25624270e-01
-4.17666930e-01 -5.64498869e-01 -4.04254184e-01 -4.90431403e-01
-3.03838908e-01 -9.65526618e-02 -4.81751414e-01 -5.33362665e-01
-6.30049472e-01]
[ -3.45948315e-01 -3.45022525e-01 -4.88559783e-01 -1.53713863e-01
-3.20500559e-01 -4.26801882e-01 -2.75112275e-01 -2.90666395e-01
-2.83418555e-01 -5.89761939e-01 -3.18031780e-01 -7.72704590e-01
-6.26853864e-01]
[ -4.63992450e-01 -3.42500331e-01 -3.85481624e-01 -2.71684371e-01
-3.34708731e-01 -2.17625669e-01 -2.19289746e-02 -4.59815218e-01
-2.54549241e-01 -4.53346924e-01 -2.18832701e-01 -2.70043323e-01
-2.48087936e-01]
[ -9.57239264e-01 -9.53807994e-01 -9.91202638e-01 -7.31084455e-01
-1.04392135e+00 -9.91058945e-01 -5.29732217e-01 -5.83388526e-01
-7.35699868e-01 -5.82192195e-01 -7.86140856e-01 -6.02586889e-01
-9.55672014e-01]
[ -5.10435612e-01 -2.74593802e-01 -4.72116127e-01 -3.96332460e-01
-3.50440921e-01 -3.64082931e-01 -6.11606193e-01 -6.18370851e-01
-6.56985772e-01 -8.26151630e-02 -5.91222401e-01 -8.88425664e-01
-6.51165045e-01]
[ -1.20025670e-01 2.65743670e-02 -3.44497493e-01 -4.74238625e-01
-1.02838380e-01 -7.52543592e-02 -2.07872390e-01 -4.35980558e-01
-1.86526637e-01 4.69420328e-02 -5.20273854e-01 -1.16001800e+00
-7.30899764e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.55354363e-01 -1.24543317e-01 1.64011348e-01 -2.97707761e-01
-1.34385741e-01 1.13372357e-01 -1.28317794e-01 1.15473422e-02
-8.20373474e-02 6.71414251e-02 -2.21195739e-01 -4.62709400e-01
-6.61112269e-02]
[ -9.54169948e-02 -2.64452511e-01 -1.81618366e-01 -2.64223203e-01
-4.75754149e-01 -8.74061123e-02 -9.84877293e-02 -1.33583246e-02
-8.55349599e-02 -1.36093179e-02 -2.27585559e-01 -4.34257184e-01
-2.74683909e-01]
[ -6.39653089e-02 -3.21972456e-02 -2.26729092e-01 -2.65197713e-01
1.11119830e-01 -1.60943110e-01 -1.95157434e-01 1.32074481e-01
-1.37177869e-02 1.43082806e-01 -2.11824430e-01 -9.02874944e-03
-9.82721004e-02]
[ 3.76724336e-02 -1.66828598e-01 -1.49128745e-01 -8.96109767e-02
-1.24972577e-01 -1.06980719e-01 1.06431928e-01 -1.46149533e-01
-2.01478787e-02 3.29802977e-02 -3.85656674e-02 -1.21263724e-01
-2.74721639e-02]
[ -2.93011448e-01 -1.39104758e-01 -7.94895352e-02 -1.23108611e-01
-2.98698839e-01 -2.76366079e-01 -3.60016130e-01 1.04099106e-02
-3.27632221e-01 -2.20528062e-01 1.48703759e-01 -1.72510171e-01
1.34790399e-01]
[ -2.31699674e-01 -1.24144960e-01 -9.53684927e-02 -3.80384127e-02
-8.42750312e-02 -1.20778739e-01 -8.42263282e-02 -6.57767082e-03
-1.40807847e-01 -1.08780535e-01 -1.98145406e-04 -2.29735644e-01
-1.70136348e-01]
[ -1.80853513e-01 -6.89812988e-02 -2.31319785e-01 -2.31489478e-01
-1.56952334e-01 -2.06582878e-01 -3.63902938e-01 -1.25876719e-01
1.20298749e-01 -2.52260220e-01 -3.61612645e-01 -3.58952192e-01
-4.29827087e-01]
[ -3.72588286e-01 -5.69311188e-02 -1.52283520e-01 -9.59726508e-02
-4.36319263e-02 -3.13928070e-01 2.52687594e-02 -9.16953707e-02
-1.25737072e-01 4.36708884e-02 4.89006933e-02 -2.59480962e-01
-3.74069766e-01]
[ -1.58897545e-01 -1.41993830e-01 -5.35645652e-02 -2.09338875e-01
-1.27731711e-01 -2.95508511e-01 5.64199700e-02 -1.53818393e-01
-1.95696084e-01 5.25723700e-02 1.89642961e-01 4.41357114e-03
-1.40415030e-01]
[ -1.29628225e-01 -1.70402933e-01 -1.14975926e-01 -3.02822038e-01
9.35053008e-02 -1.78818396e-02 -1.66377989e-01 -1.79328731e-01
1.14832688e-01 -9.16991788e-02 -1.32506460e-01 -3.14591438e-02
-3.05818968e-01]
[ -3.88098187e-02 -3.58326375e-02 -1.50050323e-01 -1.17649624e-01
-2.30740122e-01 6.30909016e-02 -4.35488510e-02 -4.29385691e-02
-2.20125203e-01 -8.93614930e-02 -1.40364294e-01 -3.90213897e-01
-2.07125997e-01]
[ -6.63477858e-02 1.97347293e-02 -1.28611735e-01 -3.54080316e-01
1.16806265e-01 2.06765017e-02 -1.85530366e-01 -1.40791334e-01
1.33096227e-01 -4.65700515e-02 -3.21365697e-01 -3.21002725e-01
-3.27461698e-01]
[ 7.01834611e-02 -3.02940436e-01 -8.71953216e-02 -4.63625143e-01
-2.17463988e-01 -9.09285400e-02 4.43256059e-02 7.78466020e-02
-3.11965336e-02 2.78175682e-01 -5.45671590e-01 -8.74732108e-01
4.65641114e-01]
[ -2.28403891e-01 -2.39621372e-01 -1.33728765e-01 -3.28155586e-01
-2.97078136e-01 -9.46328711e-02 2.02833915e-01 3.37798575e-02
2.78620213e-01 2.79883032e-02 -4.34877716e-01 -1.08218282e+00
6.76976325e-01]
[ -1.99497184e-02 -1.82287447e-01 1.91179676e-02 -3.27435986e-01
-1.67604705e-01 1.64209274e-01 2.02730363e-01 2.48345425e-01
-3.47066144e-02 2.21573191e-01 -2.51562573e-01 -1.15948487e+00
7.74938284e-01]
[ -5.73686833e-03 -4.05643420e-02 -1.27316940e-01 -1.43472290e-01
-1.76593467e-01 -4.85150794e-02 3.10722662e-01 1.60563305e-01
2.54490574e-01 3.57174249e-01 -5.12283703e-01 -1.11338918e+00
8.16877647e-01]
[ -8.84964678e-02 -2.76004267e-01 5.68938318e-02 -3.54270375e-01
-1.46501104e-01 1.15571923e-01 3.81255471e-01 1.40596165e-01
-6.81355371e-02 1.54041566e-01 -5.74151016e-01 -1.09005439e+00
8.73791501e-01]
[ 1.15807442e-01 -8.68342923e-02 1.39886846e-02 -1.69363916e-01
-8.06877660e-02 -1.96157155e-02 2.76037573e-01 3.74259475e-01
4.25313782e-01 2.54606370e-01 -5.74094490e-01 -1.03409149e+00
5.97663491e-01]
[ 1.90256668e-03 -1.43054484e-01 2.33563662e-02 1.58809192e-02
-9.65359303e-02 -2.83266900e-01 1.21701622e-01 3.75871186e-01
2.72099294e-02 1.37074270e-01 -2.80263364e-01 -8.82942312e-01
2.47506603e-01]
[ 1.02236661e-01 8.96891858e-02 9.94373229e-03 2.20686291e-01
-1.00749554e-01 -5.71165426e-02 -1.04188918e-01 -1.02590774e-01
-2.12993152e-01 -9.38221126e-02 -8.15300614e-02 1.58013717e-01
-4.89217221e-01]
[ 5.28816024e-02 -1.20384621e-01 1.50399822e-01 4.81729345e-01
2.37214524e-01 9.81559200e-03 -3.63124671e-01 -3.38005137e-01
-1.37921958e-02 -5.46629835e-01 3.10477244e-01 9.42977886e-01
-8.73740222e-01]
[ 2.36806213e-02 7.81439005e-02 -2.14624217e-01 1.19254428e-01
3.55758680e-02 -3.29420885e-03 -2.05934624e-01 -3.61584948e-01
-2.84910224e-01 -2.69424027e-01 -9.46728570e-03 -1.10444979e-01
-2.06627678e-01]
[ -7.02859515e-02 -2.03228409e-01 5.70334015e-02 2.52263895e-02
-1.25954254e-01 -1.36867753e-01 -5.67434298e-02 -6.49331153e-02
2.44297145e-02 -4.10378200e-01 -3.52176505e-01 -2.24479948e-01
1.23004710e-01]
[ -6.78630816e-03 -2.61483203e-01 4.90488073e-02 -3.61416920e-01
-1.86757331e-01 -2.34721854e-01 -3.45186804e-01 -3.64165149e-02
-6.49373360e-02 1.14777601e-02 -2.32454065e-01 2.67530570e-01
1.24103492e-01]
[ 1.57669452e-01 6.16681197e-02 -1.10249566e-01 -3.61137817e-01
-5.37138505e-02 -1.04201979e-01 -2.50772958e-01 -4.55974818e-02
-2.24108150e-01 -2.73042771e-01 -2.51869841e-01 5.03533786e-01
5.94563369e-02]
[ -1.85598245e-01 -1.73635789e-01 -1.19138429e-01 -3.39293105e-01
-4.48332150e-02 2.38493171e-02 -2.56602763e-01 -2.96459133e-01
-1.70647053e-01 -1.11226174e-01 -2.60628819e-01 4.11210769e-01
-5.94053756e-02]
[ -5.05378609e-02 -1.98308369e-01 -1.68540333e-01 -3.50610841e-01
-4.15107158e-02 4.06165364e-02 -1.25134284e-01 -1.20846419e-01
-2.68279541e-01 -3.53524123e-01 -9.14355555e-02 2.32916740e-01
7.14755211e-02]
[ 9.67416656e-02 9.31302949e-02 -1.93572301e-02 -2.90630884e-01
-3.16162920e-01 4.50887760e-03 -2.29848594e-01 -3.57566277e-01
-3.44811833e-01 -6.01411169e-02 -1.53231717e-01 2.82959847e-01
5.01101151e-02]
[ -5.88948084e-02 -1.28084150e-02 -2.84111351e-01 -8.60519206e-02
6.70248973e-02 1.55411449e-01 -2.44861067e-01 -1.80853783e-01
-5.28694821e-02 -4.16441463e-02 1.51591988e-01 7.08467620e-01
-7.11435913e-02]
[ 1.40722699e-01 3.27328482e-01 -1.95319834e-01 7.70094908e-01
1.09181423e-01 3.44459572e-03 -1.98776861e-01 -3.73339641e-01
-2.22239678e-01 -3.12906055e-01 7.53711066e-01 9.20308000e-01
-1.36492031e+00]
[ -3.38408900e-04 1.65935352e-01 5.66312188e-02 4.00642037e-01
-6.24450687e-03 -6.44031790e-02 -2.71892952e-01 -3.32690922e-01
-2.79290943e-01 -1.94978654e-01 5.94713667e-01 9.16196048e-01
-1.34171229e+00]
[ -2.54015895e-02 -1.43766854e-01 -1.47322950e-01 3.23083135e-01
-1.87049809e-01 2.38134246e-01 -2.67332687e-02 -1.60781134e-01
-2.24333444e-01 -3.41260252e-01 2.02796576e-01 5.14012990e-01
-6.65519108e-01]
[ 8.48998305e-02 -3.82662158e-01 -5.08141805e-02 3.01022642e-02
-1.17256363e-01 1.99948685e-01 8.59403860e-02 1.72527456e-01
-1.87315139e-01 1.79713347e-03 -5.12836153e-02 3.28018440e-01
-3.84311272e-01]
[ 2.11772903e-01 -2.95629937e-01 -1.18722419e-01 -6.64157322e-02
-2.16678684e-01 1.22796210e-01 3.95493783e-02 -1.26684532e-01
-6.19885962e-02 -4.54077531e-02 -1.54141615e-01 -1.84310211e-01
-2.32220477e-01]
[ -1.31440026e-01 -8.17228584e-02 3.85498035e-02 -2.50658577e-01
-6.05428869e-02 -1.41163027e-01 5.74881502e-02 2.59651110e-03
-9.35570391e-02 2.85545338e-02 -3.30175015e-01 -4.77834243e-01
-1.17822631e-01]
[ -1.42456722e-01 -1.34921552e-01 -6.89485621e-02 -2.88622824e-01
-3.44973820e-01 -2.89143163e-01 1.68530077e-01 1.49928814e-01
1.16329045e-02 1.28015871e-01 -2.82808317e-01 -8.85754234e-01
3.48102028e-02]
[ -1.29161517e-01 -2.51154331e-01 -3.03421493e-01 -9.51607010e-01
-3.03747084e-01 -2.08074942e-01 -1.15285480e-01 -2.61037090e-02
4.35778683e-02 -4.72078187e-01 -7.47159748e-01 -6.89097597e-01
-1.31414044e+00]
[ -1.26152922e-01 1.36249783e-01 1.28577757e-02 1.61786797e-01
-1.99183789e-01 -1.76823376e-01 -1.61166166e-01 3.44408875e-03
-1.47691286e-01 -1.41406719e-01 -1.02821255e-01 -3.52254659e-01
6.99335694e-02]
[ -3.65333251e-01 -1.17818428e-01 -2.73161976e-01 3.64153485e-01
-1.99085806e-01 -2.32849920e-01 -1.50387652e-01 -1.01790354e-01
4.47941249e-03 3.60875908e-02 1.22044324e-01 -3.27489976e-01
2.40668603e-01]
[ -1.34062995e-01 -4.81814372e-02 -2.54724477e-01 2.25634550e-01
-2.27225042e-01 -2.79930042e-01 -3.98772362e-01 -3.33507894e-02
5.69543590e-03 -1.04115658e-01 -1.68621675e-01 -2.96710173e-01
1.62723437e-01]
[ -2.53297062e-01 -5.31419842e-01 -3.41181700e-01 4.73614035e-03
-3.17230613e-01 -2.33591769e-01 -1.72624333e-01 -2.40291906e-01
3.98347003e-03 -2.66896239e-01 -1.78141940e-02 -3.34519551e-01
7.25238202e-02]
[ -2.24423814e-01 -2.95979027e-01 -3.21981263e-01 -6.29505925e-02
-8.72128638e-02 -1.51139685e-01 -9.40501684e-02 2.98369709e-02
-2.04892105e-01 -5.08564448e-01 -2.18890227e-01 -2.49309864e-01
-2.69737094e-02]
[ -8.90415263e-02 -2.34485987e-02 -2.42643159e-01 -1.02906784e+00
-2.80870915e-01 -2.58952951e-01 1.11760166e-01 -4.71613131e-01
1.46669243e-01 -1.81548015e-01 -7.59272809e-01 -4.43205375e-01
-1.21341344e+00]]
Progress: 32.0% ... Training loss: 0.189 ... Validation loss: 0.339[[-0.26162086]
[ 0.21830684]
[-0.09886985]
[ 1.31934387]
[ 0.23685586]
[-0.0540053 ]
[-0.96108875]
[-0.81272297]
[-0.57297234]
[-0.84852501]
[ 1.28141264]
[ 3.00426309]
[-2.46964338]]
[[ -5.15247163e-01 -4.93897581e-01 -5.89010648e-01 3.64794991e-02
-2.90792264e-01 -5.94661924e-01 9.42507804e-02 -2.16652369e-01
-2.77195979e-01 -2.86374251e-01 2.84411685e-01 1.03167473e+00
3.43310239e-01]
[ 1.01166161e-02 -1.34413096e-01 4.78232437e-02 -1.04050068e-01
-3.81890521e-02 5.81912280e-02 -9.98210597e-02 1.85376349e-01
-1.50643284e-01 -1.79628144e-01 -1.20599248e-01 -9.49182176e-02
-1.04524357e-01]
[ -2.85542839e-01 1.33523880e-01 -3.63378073e-02 3.47448839e-02
7.29698542e-02 -1.35157527e-01 -1.10898186e-01 -1.85032703e-01
2.72479061e-01 -5.17028328e-01 8.80834674e-02 6.90152997e-01
8.89250574e-01]
[ 2.65972640e-01 -2.43942680e-01 -2.76668201e-01 1.28268895e-01
-2.68387156e-01 1.15489159e-02 5.74298360e-01 -5.88398861e-01
3.49538213e-01 -1.70359008e-01 -8.13192545e-02 -3.22502153e-01
-3.62448096e-01]
[ 1.41528508e-01 1.35726613e-02 1.15527434e-01 -1.24980319e-01
-2.14684409e-02 7.42647664e-02 -1.96330557e-01 -1.88083271e-01
6.87153172e-02 2.68321227e-01 3.71296698e-02 -2.25842166e-02
-1.00827711e-01]
[ -4.86658515e-01 -6.18006420e-01 -6.01198689e-01 -5.94159768e-01
-5.94689087e-01 -5.64947133e-01 -3.92557838e-01 -1.55393333e-01
-4.79512809e-01 -2.37987220e-01 -5.99483293e-01 -9.19342877e-01
-7.16634445e-01]
[ -4.11820629e-01 -5.95090933e-01 -3.26190190e-01 -4.32652407e-01
-4.18724516e-01 -5.64326519e-01 -3.98461222e-01 -4.88311118e-01
-3.01079564e-01 -9.27630091e-02 -4.89668178e-01 -5.57190401e-01
-6.26746099e-01]
[ -3.45011392e-01 -3.46139508e-01 -4.88238807e-01 -1.60172222e-01
-3.21793376e-01 -4.26638853e-01 -2.69073517e-01 -2.87217760e-01
-2.79347148e-01 -5.87527097e-01 -3.24931485e-01 -7.95070814e-01
-6.18754949e-01]
[ -4.64455695e-01 -3.42101169e-01 -3.85596630e-01 -2.69535521e-01
-3.34329259e-01 -2.17737856e-01 -2.28673482e-02 -4.60808512e-01
-2.55383298e-01 -4.54841635e-01 -2.17014004e-01 -2.67795826e-01
-2.49580926e-01]
[ -9.56523255e-01 -9.54160336e-01 -9.91079030e-01 -7.32646946e-01
-1.04457061e+00 -9.90995659e-01 -5.22985916e-01 -5.80507793e-01
-7.32281652e-01 -5.79710325e-01 -7.90525292e-01 -6.26281230e-01
-9.48211319e-01]
[ -5.10481634e-01 -2.74557007e-01 -4.72120524e-01 -3.99328002e-01
-3.50526467e-01 -3.64065049e-01 -6.11801402e-01 -6.19193984e-01
-6.56974488e-01 -8.35484790e-02 -5.92588704e-01 -8.89565504e-01
-6.54468649e-01]
[ -1.19614119e-01 2.56595444e-02 -3.44260245e-01 -4.78373516e-01
-1.03638330e-01 -7.52152021e-02 -2.05458934e-01 -4.34245127e-01
-1.85070146e-01 4.94404571e-02 -5.27260165e-01 -1.18329542e+00
-7.27498915e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.55492214e-01 -1.24474030e-01 1.63969608e-01 -2.97414331e-01
-1.34340821e-01 1.13351304e-01 -1.28680972e-01 1.12932001e-02
-8.22484789e-02 6.67719887e-02 -2.21250076e-01 -4.63977280e-01
-6.61415213e-02]
[ -9.51310643e-02 -2.64654298e-01 -1.81552759e-01 -2.65321692e-01
-4.75883626e-01 -8.73755928e-02 -9.77222208e-02 -1.23054539e-02
-8.50345054e-02 -1.19490005e-02 -2.29417348e-01 -4.39775681e-01
-2.74699780e-01]
[ -6.43568600e-02 -3.18637457e-02 -2.26876694e-01 -2.63225276e-01
1.11500898e-01 -1.61009098e-01 -1.96241951e-01 1.30522087e-01
-1.44522035e-02 1.41076149e-01 -2.09450489e-01 -5.49499812e-03
-1.00679404e-01]
[ 3.88207075e-02 -1.67688008e-01 -1.48798391e-01 -9.51216104e-02
-1.25949508e-01 -1.06809748e-01 1.12237020e-01 -1.43313069e-01
-1.74998037e-02 3.76696893e-02 -4.48375610e-02 -1.39953389e-01
-2.50347169e-02]
[ -2.92784570e-01 -1.39194587e-01 -7.94719564e-02 -1.26184157e-01
-2.98927794e-01 -2.76333207e-01 -3.58933626e-01 1.08432030e-02
-3.27153848e-01 -2.19693702e-01 1.45494359e-01 -1.77436977e-01
1.34874264e-01]
[ -2.31518272e-01 -1.24443766e-01 -9.52850543e-02 -3.89986504e-02
-8.46138863e-02 -1.20723867e-01 -8.38816399e-02 -6.28690574e-03
-1.40113882e-01 -1.08601110e-01 -1.33482916e-03 -2.34810313e-01
-1.66815434e-01]
[ -1.80918088e-01 -6.89928534e-02 -2.31296522e-01 -2.30488736e-01
-1.56997523e-01 -2.06587181e-01 -3.64499089e-01 -1.25541845e-01
1.20338975e-01 -2.52349038e-01 -3.60848218e-01 -3.59463857e-01
-4.30448543e-01]
[ -3.72296168e-01 -5.71855775e-02 -1.52207409e-01 -9.90670525e-02
-4.39935922e-02 -3.13884795e-01 2.85268743e-02 -9.05352976e-02
-1.24225858e-01 4.42558761e-02 4.63910066e-02 -2.65842628e-01
-3.72977876e-01]
[ -1.58154433e-01 -1.42813665e-01 -5.33293425e-02 -2.13643135e-01
-1.28586421e-01 -2.95386513e-01 6.06780246e-02 -1.51405483e-01
-1.93161972e-01 5.48027037e-02 1.84156263e-01 -1.19083619e-02
-1.32604593e-01]
[ -1.29820837e-01 -1.70241618e-01 -1.15023419e-01 -3.01962653e-01
9.36346317e-02 -1.79175564e-02 -1.66949375e-01 -1.79545207e-01
1.14514969e-01 -9.23541170e-02 -1.31863962e-01 -3.10005982e-02
-3.06474219e-01]
[ -3.90597643e-02 -3.55961943e-02 -1.50132269e-01 -1.15955302e-01
-2.30503437e-01 6.30253576e-02 -4.46564087e-02 -4.39581828e-02
-2.20694532e-01 -9.02689213e-02 -1.38730430e-01 -3.86640527e-01
-2.09718269e-01]
[ -6.71074283e-02 2.02394932e-02 -1.28768071e-01 -3.50549987e-01
1.17415289e-01 2.05349250e-02 -1.88356992e-01 -1.42476925e-01
1.31408395e-01 -4.86746101e-02 -3.19016992e-01 -3.18007214e-01
-3.28325863e-01]
[ 6.99687148e-02 -3.02799361e-01 -8.72569258e-02 -4.63035939e-01
-2.17290347e-01 -9.09655715e-02 4.36606317e-02 7.70908641e-02
-3.15673541e-02 2.77232937e-01 -5.45120388e-01 -8.74028512e-01
4.64236917e-01]
[ -2.28427305e-01 -2.39610363e-01 -1.33733941e-01 -3.28116592e-01
-2.97067882e-01 -9.46377627e-02 2.02722383e-01 3.37371971e-02
2.78556249e-01 2.79049966e-02 -4.34849943e-01 -1.08217926e+00
6.76945493e-01]
[ -2.00278596e-02 -1.82282719e-01 1.91037730e-02 -3.27672459e-01
-1.67579813e-01 1.64195112e-01 2.02809011e-01 2.48371522e-01
-3.47083287e-02 2.21349989e-01 -2.51744331e-01 -1.16031931e+00
7.75866705e-01]
[ -6.06375133e-03 -4.02993780e-02 -1.27395229e-01 -1.41833945e-01
-1.76353185e-01 -4.85773936e-02 3.09694200e-01 1.59958933e-01
2.53786563e-01 3.55893802e-01 -5.11265859e-01 -1.11289604e+00
8.13982785e-01]
[ -8.85072493e-02 -2.76039131e-01 5.69082369e-02 -3.54744087e-01
-1.46590090e-01 1.15576956e-01 3.82439815e-01 1.41296882e-01
-6.77448398e-02 1.54117732e-01 -5.74842618e-01 -1.09292297e+00
8.75706717e-01]
[ 1.15776774e-01 -8.68148573e-02 1.39738931e-02 -1.69452005e-01
-8.06775927e-02 -1.96232301e-02 2.76148979e-01 3.74062991e-01
4.25339796e-01 2.54387562e-01 -5.74127827e-01 -1.03452420e+00
5.97883679e-01]
[ 2.02494288e-03 -1.43134244e-01 2.33781075e-02 1.54460949e-02
-9.66121315e-02 -2.83255724e-01 1.22756421e-01 3.76166873e-01
2.77483879e-02 1.37485329e-01 -2.80726264e-01 -8.84177440e-01
2.47676895e-01]
[ 1.01798912e-01 8.99912732e-02 9.82047731e-03 2.24698741e-01
-1.00443171e-01 -5.71765943e-02 -1.06945701e-01 -1.04123406e-01
-2.14152623e-01 -9.55535117e-02 -7.80539726e-02 1.66065880e-01
-4.92337941e-01]
[ 5.33853768e-02 -1.20934474e-01 1.50618047e-01 4.78650484e-01
2.36585808e-01 9.87912772e-03 -3.59324200e-01 -3.37088659e-01
-1.16521764e-02 -5.45286398e-01 3.06265850e-01 9.24427661e-01
-8.72093900e-01]
[ 2.37657981e-02 7.80303192e-02 -2.14592257e-01 1.19019113e-01
3.54732778e-02 -3.28104381e-03 -2.05402810e-01 -3.61149956e-01
-2.84640758e-01 -2.69045781e-01 -9.95541411e-03 -1.12865885e-01
-2.06162374e-01]
[ -7.06995063e-02 -2.02983494e-01 5.69329495e-02 2.60067249e-02
-1.25698556e-01 -1.36926998e-01 -5.87578434e-02 -6.52224690e-02
2.32286215e-02 -4.11411867e-01 -3.51293675e-01 -2.22630701e-01
1.22509655e-01]
[ -6.27426031e-03 -2.61858195e-01 4.92222585e-02 -3.64246806e-01
-1.87130782e-01 -2.34651577e-01 -3.43271197e-01 -3.43200491e-02
-6.35990175e-02 1.39856062e-02 -2.35664862e-01 2.59364157e-01
1.30305497e-01]
[ 1.57669452e-01 6.16681197e-02 -1.10249566e-01 -3.61137817e-01
-5.37138505e-02 -1.04201979e-01 -2.50772958e-01 -4.55974818e-02
-2.24108150e-01 -2.73042771e-01 -2.51869841e-01 5.03533786e-01
5.94563369e-02]
[ -1.85437597e-01 -1.73887976e-01 -1.19052721e-01 -3.41253806e-01
-4.51420517e-02 2.38919653e-02 -2.55620713e-01 -2.95384895e-01
-1.69956906e-01 -1.10502371e-01 -2.62701928e-01 4.06125603e-01
-5.46344142e-02]
[ -5.04967719e-02 -1.98362806e-01 -1.68503128e-01 -3.51436348e-01
-4.15901970e-02 4.06161826e-02 -1.24865265e-01 -1.20540074e-01
-2.67930610e-01 -3.53023765e-01 -9.28117182e-02 2.29667013e-01
7.43147066e-02]
[ 9.62252923e-02 9.39406322e-02 -1.96318475e-02 -2.87723764e-01
-3.15502876e-01 4.39783369e-03 -2.32177458e-01 -3.59850378e-01
-3.46410508e-01 -6.23096323e-02 -1.49199991e-01 2.97329000e-01
4.13916106e-02]
[ -5.89659715e-02 -1.27079677e-02 -2.84131050e-01 -8.58041981e-02
6.71195460e-02 1.55393617e-01 -2.45278189e-01 -1.81030527e-01
-5.31397814e-02 -4.18584797e-02 1.51869822e-01 7.08707058e-01
-7.13415299e-02]
[ 1.41371873e-01 3.26649176e-01 -1.95145775e-01 7.66780649e-01
1.08529177e-01 3.55632093e-03 -1.96111721e-01 -3.71162555e-01
-2.20575619e-01 -3.10285518e-01 7.48945273e-01 9.06157484e-01
-1.36334200e+00]
[ 4.26067936e-04 1.65080058e-01 5.68475585e-02 3.96865553e-01
-7.08263591e-03 -6.42770536e-02 -2.68444763e-01 -3.31221523e-01
-2.77131994e-01 -1.92994301e-01 5.90812123e-01 9.02558346e-01
-1.33871941e+00]
[ -2.52551088e-02 -1.43716765e-01 -1.47294483e-01 3.23405099e-01
-1.87027848e-01 2.38157804e-01 -2.64688632e-02 -1.61214074e-01
-2.24455246e-01 -3.40742319e-01 2.03278657e-01 5.16685739e-01
-6.68302367e-01]
[ 8.49991194e-02 -3.82694914e-01 -5.07951423e-02 2.95705969e-02
-1.17280794e-01 1.99962921e-01 8.64554342e-02 1.72429083e-01
-1.87176006e-01 2.02142786e-03 -5.17599023e-02 3.27375247e-01
-3.83710660e-01]
[ 2.11820427e-01 -2.95645789e-01 -1.18729378e-01 -6.63966686e-02
-2.16700137e-01 1.22799251e-01 3.97023032e-02 -1.26742129e-01
-6.18149980e-02 -4.54473641e-02 -1.54203867e-01 -1.84800566e-01
-2.32541714e-01]
[ -1.31325058e-01 -8.18610582e-02 3.86036912e-02 -2.51745857e-01
-6.06939981e-02 -1.41143506e-01 5.86934657e-02 3.49093978e-03
-9.31335063e-02 2.94648604e-02 -3.31456664e-01 -4.81538439e-01
-1.15581342e-01]
[ -1.42498732e-01 -1.34919928e-01 -6.89675502e-02 -2.88997888e-01
-3.44960919e-01 -2.89152439e-01 1.68637593e-01 1.49800905e-01
1.17094230e-02 1.27800530e-01 -2.83076032e-01 -8.86779619e-01
3.57637745e-02]
[ -1.29393463e-01 -2.51092123e-01 -3.03459270e-01 -9.52040201e-01
-3.03695434e-01 -2.08112883e-01 -1.15160940e-01 -2.55989655e-02
4.37003270e-02 -4.72831935e-01 -7.48004253e-01 -6.89368354e-01
-1.31501855e+00]
[ -1.26175765e-01 1.36641798e-01 1.28139788e-02 1.63336569e-01
-1.98983224e-01 -1.76837369e-01 -1.60083509e-01 3.04837586e-03
-1.47936000e-01 -1.40981582e-01 -1.01664686e-01 -3.52058624e-01
7.33140627e-02]
[ -3.64878991e-01 -1.18280377e-01 -2.73079967e-01 3.61450340e-01
-1.99513954e-01 -2.32774246e-01 -1.48469042e-01 -1.01343347e-01
5.70113341e-03 3.69984983e-02 1.19423073e-01 -3.35533683e-01
2.40398861e-01]
[ -1.34292805e-01 -4.81835985e-02 -2.54725645e-01 2.26205572e-01
-2.27108823e-01 -2.79985048e-01 -3.99786039e-01 -3.41869424e-02
5.59228329e-03 -1.04897651e-01 -1.69109078e-01 -3.03506620e-01
1.63918310e-01]
[ -2.53720444e-01 -5.31321729e-01 -3.41223706e-01 6.85345111e-03
-3.17163670e-01 -2.33642592e-01 -1.74692787e-01 -2.40296589e-01
3.35526805e-03 -2.67911120e-01 -1.68803159e-02 -3.34092382e-01
7.54246766e-02]
[ -2.24473912e-01 -2.95953964e-01 -3.21999953e-01 -6.34499639e-02
-8.71763561e-02 -1.51158976e-01 -9.39083870e-02 2.95540213e-02
-2.04635370e-01 -5.08862680e-01 -2.19194832e-01 -2.50374195e-01
-2.66722193e-02]
[ -8.74561699e-02 -2.47922580e-02 -2.42225272e-01 -1.03836317e+00
-2.82449405e-01 -2.58731245e-01 1.20539255e-01 -4.67252353e-01
1.50930389e-01 -1.75988227e-01 -7.69842544e-01 -4.75764939e-01
-1.21248537e+00]]
Progress: 32.1% ... Training loss: 0.195 ... Validation loss: 0.346[[-0.23411352]
[ 0.25219518]
[-0.07505919]
[ 1.36172871]
[ 0.26923402]
[-0.02895703]
[-0.91817952]
[-0.78049728]
[-0.53188465]
[-0.81834857]
[ 1.32598659]
[ 3.07734827]
[-2.44186593]]
[[ -5.18376926e-01 -4.90032109e-01 -5.90134186e-01 6.04746090e-02
-2.86695845e-01 -5.95237403e-01 7.77673024e-02 -2.30369716e-01
-2.87296946e-01 -2.98732728e-01 3.11191974e-01 1.10937829e+00
3.02443068e-01]
[ 1.01739817e-02 -1.34452882e-01 4.78420885e-02 -1.04302404e-01
-3.81963828e-02 5.81936818e-02 -9.96937605e-02 1.85745942e-01
-1.50593825e-01 -1.79248341e-01 -1.20808131e-01 -9.49227461e-02
-1.03830843e-01]
[ -2.87418418e-01 1.36274353e-01 -3.70998458e-02 4.84986041e-02
7.58345403e-02 -1.35494440e-01 -1.21991877e-01 -1.93879212e-01
2.64893425e-01 -5.22733665e-01 1.05927239e-01 7.43875173e-01
8.50867021e-01]
[ 2.64647987e-01 -2.44081765e-01 -2.76525595e-01 1.32519127e-01
-2.68315356e-01 1.13363161e-02 5.69288039e-01 -5.83059069e-01
3.46941133e-01 -1.69177915e-01 -8.42896594e-02 -3.46216687e-01
-3.51251346e-01]
[ 1.42794022e-01 1.24595655e-02 1.15879130e-01 -1.31195468e-01
-2.25669563e-02 7.45094235e-02 -1.87397581e-01 -1.80338909e-01
7.27948238e-02 2.71191137e-01 3.11858169e-02 -4.48724402e-02
-8.28155949e-02]
[ -4.86939205e-01 -6.17826849e-01 -6.01260415e-01 -5.91746171e-01
-5.94519598e-01 -5.64992137e-01 -3.94974248e-01 -1.57097837e-01
-4.80503692e-01 -2.39904841e-01 -5.97104591e-01 -9.11204353e-01
-7.18911914e-01]
[ -4.13281310e-01 -5.93353829e-01 -3.26853446e-01 -4.23189075e-01
-4.16826185e-01 -5.64598249e-01 -4.04431264e-01 -4.94769431e-01
-3.05851973e-01 -9.95749634e-02 -4.78237626e-01 -5.19015506e-01
-6.45772588e-01]
[ -3.46731069e-01 -3.43918637e-01 -4.88825510e-01 -1.46321760e-01
-3.19556219e-01 -4.26945467e-01 -2.78455110e-01 -2.93385225e-01
-2.85056706e-01 -5.92616063e-01 -3.10543373e-01 -7.55384464e-01
-6.41708803e-01]
[ -4.66717119e-01 -3.40447398e-01 -3.86276500e-01 -2.59505838e-01
-3.32446578e-01 -2.18218058e-01 -3.35434263e-02 -4.66930347e-01
-2.61048172e-01 -4.61637013e-01 -2.07722649e-01 -2.48150203e-01
-2.61096122e-01]
[ -9.58584505e-01 -9.52268198e-01 -9.91864190e-01 -7.17040170e-01
-1.04234112e+00 -9.91400599e-01 -5.32154066e-01 -5.90084705e-01
-7.38250609e-01 -5.89087290e-01 -7.74306636e-01 -5.82333556e-01
-9.66006117e-01]
[ -5.13284588e-01 -2.71437687e-01 -4.73110849e-01 -3.82637776e-01
-3.47400066e-01 -3.64611859e-01 -6.26681457e-01 -6.27692422e-01
-6.65625098e-01 -9.30114385e-02 -5.75208138e-01 -8.38416318e-01
-6.85241935e-01]
[ -1.20472386e-01 2.64394017e-02 -3.44476315e-01 -4.74913444e-01
-1.02806563e-01 -7.53670002e-02 -2.09854854e-01 -4.36621894e-01
-1.87588303e-01 4.76664622e-02 -5.23370668e-01 -1.17274689e+00
-7.34703840e-01]
[ -1.87167919e-02 2.04211889e-01 1.01886333e-01 7.15432766e-02
8.39435428e-02 2.59113634e-02 9.48931675e-02 -8.86208645e-02
-1.63056653e-01 -2.58473717e-01 -2.49046240e-01 2.03941476e-01
1.05478581e-01]
[ -2.55669124e-01 -1.24411320e-01 1.63938729e-01 -2.95983483e-01
-1.34273437e-01 1.13326095e-01 -1.29944861e-01 1.06156449e-02
-8.26439978e-02 6.58371121e-02 -2.20363285e-01 -4.62710868e-01
-6.69347455e-02]
[ -9.50138622e-02 -2.64593533e-01 -1.81547839e-01 -2.64941950e-01
-4.75854194e-01 -8.73574500e-02 -9.79839414e-02 -1.32008336e-02
-8.50170279e-02 -1.21642995e-02 -2.28513094e-01 -4.33959969e-01
-2.75307046e-01]
[ -6.51392945e-02 -3.14131706e-02 -2.27068214e-01 -2.57711376e-01
1.12173587e-01 -1.61114378e-01 -2.00330059e-01 1.28760078e-01
-1.71018980e-02 1.37744264e-01 -2.04398267e-01 7.36327914e-03
-1.05177135e-01]
[ 3.85944183e-02 -1.67431817e-01 -1.48889059e-01 -9.39355024e-02
-1.25641307e-01 -1.06847939e-01 1.10857140e-01 -1.44595687e-01
-1.84699708e-02 3.67562980e-02 -4.27017165e-02 -1.31267229e-01
-2.95878584e-02]
[ -2.93308287e-01 -1.38318224e-01 -7.98137429e-02 -1.24120124e-01
-2.98165925e-01 -2.76454864e-01 -3.60354095e-01 7.76806524e-03
-3.28583858e-01 -2.22244731e-01 1.48839633e-01 -1.62939055e-01
1.26724886e-01]
[ -2.31555660e-01 -1.24323321e-01 -9.53429447e-02 -3.81216482e-02
-8.44528851e-02 -1.20749250e-01 -8.32213704e-02 -6.16590473e-03
-1.40091246e-01 -1.08724508e-01 -3.32611749e-04 -2.32169214e-01
-1.67475118e-01]
[ -1.81384943e-01 -6.85119467e-02 -2.31457150e-01 -2.26405254e-01
-1.56387414e-01 -2.06671579e-01 -3.67723960e-01 -1.28316515e-01
1.17890335e-01 -2.53544903e-01 -3.57309946e-01 -3.47675608e-01
-4.39439845e-01]
[ -3.72379945e-01 -5.71920094e-02 -1.52163922e-01 -9.84196464e-02
-4.40730516e-02 -3.13881434e-01 2.79739460e-02 -8.98792603e-02
-1.24140069e-01 4.40602002e-02 4.62995341e-02 -2.66103444e-01
-3.72086498e-01]
[ -1.59684892e-01 -1.40755481e-01 -5.38843222e-02 -2.03028271e-01
-1.26599543e-01 -2.95681822e-01 5.27395188e-02 -1.56536806e-01
-1.97736322e-01 4.98603351e-02 1.96720338e-01 1.88413304e-02
-1.51872282e-01]
[ -1.30798401e-01 -1.69586699e-01 -1.15289900e-01 -2.98215154e-01
9.44747898e-02 -1.81261750e-02 -1.71847684e-01 -1.82429306e-01
1.11797020e-01 -9.50838839e-02 -1.27876334e-01 -2.11650526e-02
-3.11881564e-01]
[ -3.94445990e-02 -3.52387156e-02 -1.50285668e-01 -1.14052491e-01
-2.30167155e-01 6.29388306e-02 -4.62488314e-02 -4.51742912e-02
-2.21458752e-01 -9.16171939e-02 -1.36991129e-01 -3.82596698e-01
-2.11139419e-01]
[ -6.77568733e-02 2.06587029e-02 -1.28959802e-01 -3.47240609e-01
1.17908402e-01 2.04004446e-02 -1.90840282e-01 -1.44007182e-01
1.30095317e-01 -5.08067012e-02 -3.16592678e-01 -3.14283905e-01
-3.30642340e-01]
[ 6.96726113e-02 -3.02601216e-01 -8.73307369e-02 -4.62089122e-01
-2.17079748e-01 -9.10222930e-02 4.21650916e-02 7.64362654e-02
-3.24097945e-02 2.76469511e-01 -5.44279920e-01 -8.72940102e-01
4.62208767e-01]
[ -2.28404158e-01 -2.39617044e-01 -1.33729960e-01 -3.28202858e-01
-2.97076259e-01 -9.46341455e-02 2.02882877e-01 3.38764268e-02
2.78613155e-01 2.80490875e-02 -4.34942733e-01 -1.08229302e+00
6.77118619e-01]
[ -2.01676869e-02 -1.82215322e-01 1.90721379e-02 -3.27377077e-01
-1.67509596e-01 1.64167660e-01 2.02139898e-01 2.47968222e-01
-3.51083730e-02 2.20908348e-01 -2.51434936e-01 -1.16008432e+00
7.75407563e-01]
[ -6.12602749e-03 -4.02619342e-02 -1.27412548e-01 -1.41475053e-01
-1.76309219e-01 -4.85874760e-02 3.09399450e-01 1.59747225e-01
2.53630129e-01 3.55583416e-01 -5.11019963e-01 -1.11250239e+00
8.13327306e-01]
[ -8.85732010e-02 -2.75960171e-01 5.68778993e-02 -3.54444521e-01
-1.46498324e-01 1.15551694e-01 3.82399859e-01 1.41163406e-01
-6.78536099e-02 1.54017764e-01 -5.74728985e-01 -1.09330911e+00
8.74858167e-01]
[ 1.15934653e-01 -8.68947808e-02 1.40140368e-02 -1.70003688e-01
-8.07794204e-02 -1.96021582e-02 2.77686417e-01 3.74983924e-01
4.26064737e-01 2.55065419e-01 -5.74752744e-01 -1.03622204e+00
5.99271448e-01]
[ 2.11233842e-03 -1.43157177e-01 2.33958459e-02 1.51727099e-02
-9.66243152e-02 -2.83258583e-01 1.23662385e-01 3.76673171e-01
2.81523057e-02 1.37912707e-01 -2.80924666e-01 -8.84756967e-01
2.47058068e-01]
[ 1.01495187e-01 9.02758480e-02 9.73767589e-03 2.27720395e-01
-1.00182766e-01 -5.72284002e-02 -1.08273609e-01 -1.04853232e-01
-2.14845454e-01 -9.71019263e-02 -7.61489354e-02 1.68747299e-01
-4.95752498e-01]
[ 5.22523255e-02 -1.20089289e-01 1.50226775e-01 4.86968422e-01
2.37660531e-01 9.66206124e-03 -3.63643362e-01 -3.40503229e-01
-1.44167608e-02 -5.49100918e-01 3.13081085e-01 9.40644154e-01
-8.77185537e-01]
[ 2.40075066e-02 7.75916594e-02 -2.14477171e-01 1.16782132e-01
3.50915551e-02 -3.21869448e-03 -2.04164359e-01 -3.59743444e-01
-2.83553263e-01 -2.68585736e-01 -1.17643434e-02 -1.18562136e-01
-2.01547534e-01]
[ -7.11046256e-02 -2.02716760e-01 5.68364138e-02 2.69860195e-02
-1.25391876e-01 -1.36981104e-01 -6.07810939e-02 -6.58289655e-02
2.19521219e-02 -4.12692603e-01 -3.50526717e-01 -2.18070827e-01
1.21059644e-01]
[ -6.86472942e-03 -2.61350852e-01 4.90529200e-02 -3.61930981e-01
-1.86550835e-01 -2.34765413e-01 -3.46951080e-01 -3.65437103e-02
-6.56883469e-02 1.23850789e-02 -2.33558793e-01 2.68722788e-01
1.27153663e-01]
[ 1.56624400e-01 6.28437758e-02 -1.10597284e-01 -3.57240935e-01
-5.25017723e-02 -1.04395785e-01 -2.56401345e-01 -5.04635531e-02
-2.27547909e-01 -2.75254462e-01 -2.46403262e-01 5.23741834e-01
4.79807681e-02]
[ -1.85571163e-01 -1.73696575e-01 -1.19160253e-01 -3.41552101e-01
-4.50060638e-02 2.38606803e-02 -2.55802216e-01 -2.96002737e-01
-1.70271722e-01 -1.11616208e-01 -2.62588176e-01 4.09543063e-01
-5.50545019e-02]
[ -5.05973862e-02 -1.98381648e-01 -1.68527284e-01 -3.51598746e-01
-4.14833646e-02 4.06055580e-02 -1.25592729e-01 -1.21126371e-01
-2.68418503e-01 -3.53629380e-01 -9.20641429e-02 2.34767072e-01
7.14016108e-02]
[ 9.54678810e-02 9.50731882e-02 -2.00180083e-02 -2.84181238e-01
-3.14532048e-01 4.23973976e-03 -2.36025134e-01 -3.64115405e-01
-3.48324328e-01 -6.64931655e-02 -1.43045765e-01 3.18865123e-01
2.93853711e-02]
[ -5.90078201e-02 -1.26324201e-02 -2.84157966e-01 -8.50281698e-02
6.72168409e-02 1.55380537e-01 -2.45604466e-01 -1.81489676e-01
-5.33763395e-02 -4.23106516e-02 1.52733302e-01 7.10758307e-01
-7.31195586e-02]
[ 1.40384393e-01 3.27793480e-01 -1.95457093e-01 7.78033719e-01
1.09704757e-01 3.39499354e-03 -2.02172611e-01 -3.74181148e-01
-2.23955985e-01 -3.13690760e-01 7.60183058e-01 9.30227468e-01
-1.37409625e+00]
[ 3.29656034e-04 1.65239750e-01 5.67840331e-02 3.98398824e-01
-6.92826989e-03 -6.43016946e-02 -2.68931281e-01 -3.32220768e-01
-2.77461761e-01 -1.93926229e-01 5.92566550e-01 9.06580959e-01
-1.34022611e+00]
[ -2.54047229e-02 -1.43587174e-01 -1.47336485e-01 3.24259718e-01
-1.86903360e-01 2.38119567e-01 -2.71267222e-02 -1.61526150e-01
-2.24813496e-01 -3.41070414e-01 2.03942856e-01 5.17844074e-01
-6.68861611e-01]
[ 8.53140821e-02 -3.82829325e-01 -5.06882394e-02 2.87151100e-02
-1.17407905e-01 2.00013052e-01 8.75504250e-02 1.73067751e-01
-1.86790026e-01 3.65560822e-03 -5.30424647e-02 3.23482814e-01
-3.83467218e-01]
[ 2.11665094e-01 -2.95598444e-01 -1.18758347e-01 -6.58923743e-02
-2.16629750e-01 1.22766385e-01 3.89913339e-02 -1.26900521e-01
-6.22003880e-02 -4.58924998e-02 -1.53758930e-01 -1.84483956e-01
-2.32772572e-01]
[ -1.31384652e-01 -8.17930487e-02 3.85696793e-02 -2.50934068e-01
-6.06268359e-02 -1.41156553e-01 5.80283591e-02 3.10104098e-03
-9.34880273e-02 2.90469843e-02 -3.30732573e-01 -4.80055365e-01
-1.17356988e-01]
[ -1.42522849e-01 -1.34837047e-01 -6.89775972e-02 -2.88484169e-01
-3.44895346e-01 -2.89156956e-01 1.68398345e-01 1.49787379e-01
1.14445322e-02 1.27797801e-01 -2.82853454e-01 -8.86665312e-01
3.47094954e-02]
[ -1.31101630e-01 -2.49244582e-01 -3.04065692e-01 -9.46582896e-01
-3.01748128e-01 -2.08476263e-01 -1.23056513e-01 -3.30343099e-02
3.86273087e-02 -4.77804963e-01 -7.39297422e-01 -6.52010739e-01
-1.33537407e+00]
[ -1.26983676e-01 1.37315745e-01 1.26040580e-02 1.68624881e-01
-1.98309322e-01 -1.76987908e-01 -1.63356441e-01 2.27572092e-03
-1.49453416e-01 -1.42895163e-01 -9.76293800e-02 -3.44840366e-01
7.31847535e-02]
[ -3.65054466e-01 -1.18021967e-01 -2.73164170e-01 3.63838771e-01
-1.99258436e-01 -2.32818068e-01 -1.49659876e-01 -1.02491703e-01
5.03677601e-03 3.56544568e-02 1.22086127e-01 -3.28883392e-01
2.37126556e-01]
[ -1.34999001e-01 -4.76003868e-02 -2.54923350e-01 2.32550736e-01
-2.26468111e-01 -2.80090506e-01 -4.03339901e-01 -3.68012467e-02
3.53613395e-03 -1.08062746e-01 -1.64561293e-01 -2.93899876e-01
1.59174511e-01]
[ -2.54361183e-01 -5.30814593e-01 -3.41387139e-01 1.49921760e-02
-3.16476908e-01 -2.33747326e-01 -1.79158886e-01 -2.42850816e-01
9.19519139e-04 -2.70388737e-01 -9.26971009e-03 -3.20099679e-01
6.87317462e-02]
[ -2.25020799e-01 -2.95356260e-01 -3.22216785e-01 -5.92274815e-02
-8.64102026e-02 -1.51290058e-01 -9.68626665e-02 2.76329662e-02
-2.06603737e-01 -5.09967887e-01 -2.15463364e-01 -2.41977703e-01
-3.58218541e-02]
[ -8.85932660e-02 -2.34688926e-02 -2.42738311e-01 -1.03444651e+00
-2.81232100e-01 -2.58935778e-01 1.15428711e-01 -4.71258527e-01
1.47507720e-01 -1.81623576e-01 -7.63648874e-01 -4.53341650e-01
-1.22391487e+00]]
Progress: 32.1% ... Training loss: 0.223 ... Validation loss: 0.373[[-0.2666167 ]
[ 0.21245785]
[-0.10659083]
[ 1.29662615]
[ 0.22829188]
[-0.05903765]
[-0.97514213]
[-0.83817497]
[-0.58493092]
[-0.8649811 ]
[ 1.25937569]
[ 2.96992047]
[-2.51473701]]
[[ -5.15468337e-01 -4.94440545e-01 -5.89055085e-01 2.45787149e-02
-2.91944553e-01 -5.94894848e-01 1.00246332e-01 -2.10438370e-01
-2.75084897e-01 -2.82954297e-01 2.72466874e-01 1.01272699e+00
3.71780888e-01]
[ 1.09836838e-02 -1.35231455e-01 4.80346806e-02 -1.10861684e-01
-3.88304925e-02 5.82705687e-02 -9.52682180e-02 1.87402140e-01
-1.48518192e-01 -1.77564239e-01 -1.26574531e-01 -1.06110813e-01
-1.00033271e-01]
[ -2.85942293e-01 1.31371060e-01 -3.62652234e-02 9.06775483e-03
7.09615411e-02 -1.35276229e-01 -1.04900165e-01 -1.77011137e-01
2.77981282e-01 -5.18043460e-01 6.45792340e-02 6.48358023e-01
9.37062064e-01]
[ 2.65955703e-01 -2.41689309e-01 -2.76954805e-01 1.40533232e-01
-2.65645466e-01 1.13088715e-02 5.75645886e-01 -5.99502712e-01
3.47335258e-01 -1.77087929e-01 -6.52565759e-02 -2.95901743e-01
-4.03320470e-01]
[ 1.44223211e-01 1.06208143e-02 1.16425594e-01 -1.39944204e-01
-2.44644293e-02 7.46911714e-02 -1.85346386e-01 -1.76394790e-01
7.69141796e-02 2.78168580e-01 1.97733344e-02 -6.39701570e-02
-6.53622567e-02]
[ -4.86424001e-01 -6.18740366e-01 -6.01019390e-01 -5.95611400e-01
-5.95517818e-01 -5.64899651e-01 -3.92434133e-01 -1.52155214e-01
-4.79389206e-01 -2.35682164e-01 -6.02146399e-01 -9.26674197e-01
-7.13657815e-01]
[ -4.10516364e-01 -5.96061628e-01 -3.26052225e-01 -4.47622929e-01
-4.20437727e-01 -5.64307887e-01 -3.90254198e-01 -4.83778718e-01
-2.97828441e-01 -8.64050201e-02 -5.02392545e-01 -5.77701787e-01
-6.12334723e-01]
[ -3.44510710e-01 -3.47916225e-01 -4.87962571e-01 -1.78041712e-01
-3.23453086e-01 -4.26678055e-01 -2.61058297e-01 -2.78189706e-01
-2.74036738e-01 -5.84122469e-01 -3.41104352e-01 -8.24551661e-01
-5.84564199e-01]
[ -4.66195987e-01 -3.40998301e-01 -3.86149960e-01 -2.63523326e-01
-3.33001670e-01 -2.18142207e-01 -3.11594675e-02 -4.65944653e-01
-2.59765730e-01 -4.59838226e-01 -2.11124326e-01 -2.53111717e-01
-2.57218746e-01]
[ -9.54619306e-01 -9.58716190e-01 -9.90317229e-01 -7.66815018e-01
-1.04924616e+00 -9.90891435e-01 -5.04755828e-01 -5.61994204e-01
-7.21351126e-01 -5.67765700e-01 -8.25677509e-01 -7.05450716e-01
-8.74827878e-01]
[ -5.11712267e-01 -2.72693966e-01 -4.72762081e-01 -3.93573388e-01
-3.48959897e-01 -3.64452822e-01 -6.19660884e-01 -6.24857356e-01
-6.61745647e-01 -8.80732271e-02 -5.83989745e-01 -8.56866054e-01
-6.77948443e-01]
[ -1.20365084e-01 2.62993586e-02 -3.44437868e-01 -4.75714742e-01
-1.03116686e-01 -7.53493146e-02 -2.09452935e-01 -4.36543539e-01
-1.87518812e-01 4.77409813e-02 -5.24096659e-01 -1.17503390e+00
-7.34075410e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55142342e-01 -1.24848811e-01 1.64104002e-01 -2.99722160e-01
-1.34764315e-01 1.13391102e-01 -1.27444425e-01 1.32427840e-02
-8.17649496e-02 6.84072868e-02 -2.24053100e-01 -4.70848437e-01
-6.61287283e-02]
[ -9.54523577e-02 -2.64398116e-01 -1.81594015e-01 -2.60925333e-01
-4.75585309e-01 -8.73979074e-02 -1.00518266e-01 -1.43000543e-02
-8.58581433e-02 -1.36155306e-02 -2.25642121e-01 -4.30430838e-01
-2.74948370e-01]
[ -6.39521055e-02 -3.26805972e-02 -2.26760555e-01 -2.65312203e-01
1.10688866e-01 -1.60983763e-01 -1.95369033e-01 1.33154828e-01
-1.44657662e-02 1.44061232e-01 -2.11555652e-01 -1.00385553e-02
-9.83056717e-02]
[ 3.91396962e-02 -1.67985765e-01 -1.48677056e-01 -9.93514992e-02
-1.26436526e-01 -1.06783412e-01 1.14195571e-01 -1.40755552e-01
-1.68648715e-02 4.09750291e-02 -4.82659440e-02 -1.46157870e-01
-1.83379616e-02]
[ -2.92685390e-01 -1.38822507e-01 -7.96175479e-02 -1.31364541e-01
-2.98991955e-01 -2.76396791e-01 -3.56286918e-01 1.07346317e-02
-3.26169063e-01 -2.19674667e-01 1.40924340e-01 -1.83404255e-01
1.38002526e-01]
[ -2.30834022e-01 -1.25502105e-01 -9.51232005e-02 -4.74267392e-02
-8.58701941e-02 -1.20655849e-01 -7.89427984e-02 -2.68866410e-03
-1.37345595e-01 -1.05890836e-01 -9.34549165e-03 -2.50763236e-01
-1.55251294e-01]
[ -1.80877712e-01 -6.95482378e-02 -2.31213614e-01 -2.32887067e-01
-1.57321624e-01 -2.06598295e-01 -3.64934646e-01 -1.24606133e-01
1.20704278e-01 -2.51862219e-01 -3.62415901e-01 -3.62361907e-01
-4.24872400e-01]
[ -3.71670813e-01 -5.89021819e-02 -1.51822380e-01 -1.12049972e-01
-4.59480629e-02 -3.13782598e-01 3.54170469e-02 -8.25895078e-02
-1.19346597e-01 4.78590211e-02 3.21815386e-02 -3.00039894e-01
-3.43461279e-01]
[ -1.58816919e-01 -1.41698356e-01 -5.36703137e-02 -2.12078496e-01
-1.27325079e-01 -2.95608122e-01 5.87979552e-02 -1.53779817e-01
-1.95164180e-01 5.21034133e-02 1.87830866e-01 2.04973500e-03
-1.42720074e-01]
[ -1.30442043e-01 -1.69956477e-01 -1.15195218e-01 -3.00447398e-01
9.40450419e-02 -1.80761290e-02 -1.69771048e-01 -1.81361770e-01
1.12830961e-01 -9.35688325e-02 -1.29819140e-01 -2.46658800e-02
-3.08283336e-01]
[ -3.91806483e-02 -3.56276587e-02 -1.50216168e-01 -1.15856950e-01
-2.30491535e-01 6.29790374e-02 -4.51873628e-02 -4.43894340e-02
-2.20928748e-01 -9.09037821e-02 -1.38836575e-01 -3.87381999e-01
-2.10457674e-01]
[ -6.76051654e-02 2.06834727e-02 -1.28946043e-01 -3.48789672e-01
1.17880841e-01 2.04193151e-02 -1.90382601e-01 -1.43708759e-01
1.30352633e-01 -5.01331261e-02 -3.17381760e-01 -3.12908133e-01
-3.30340758e-01]
[ 6.97809254e-02 -3.02728847e-01 -8.73062663e-02 -4.64180791e-01
-2.17236562e-01 -9.10117199e-02 4.36414949e-02 7.71131192e-02
-3.17746595e-02 2.77203446e-01 -5.46038252e-01 -8.77454841e-01
4.66595980e-01]
[ -2.28311895e-01 -2.39721473e-01 -1.33697124e-01 -3.29183683e-01
-2.97202434e-01 -9.46223495e-02 2.03759318e-01 3.46075852e-02
2.79013142e-01 2.87667142e-02 -4.35818311e-01 -1.08372645e+00
6.79369530e-01]
[ -2.00811086e-02 -1.82291832e-01 1.90857733e-02 -3.28604021e-01
-1.67590658e-01 1.64176676e-01 2.03053721e-01 2.48297545e-01
-3.46005513e-02 2.21267839e-01 -2.52297554e-01 -1.16136837e+00
7.77673682e-01]
[ -5.94998805e-03 -4.05101595e-02 -1.27364532e-01 -1.43746402e-01
-1.76537280e-01 -4.85673834e-02 3.10857454e-01 1.60733790e-01
2.54471107e-01 3.56645754e-01 -5.12530064e-01 -1.11551225e+00
8.17545526e-01]
[ -8.83562414e-02 -2.76153870e-01 5.69347324e-02 -3.55640657e-01
-1.46694007e-01 1.15577150e-01 3.83899849e-01 1.41880067e-01
-6.71115248e-02 1.54993842e-01 -5.75579179e-01 -1.09476035e+00
8.77457920e-01]
[ 1.16094009e-01 -8.70690130e-02 1.40502603e-02 -1.71427695e-01
-8.09587283e-02 -1.95862164e-02 2.78744691e-01 3.75808397e-01
4.26686162e-01 2.55852418e-01 -5.75738532e-01 -1.03825566e+00
6.01735204e-01]
[ 2.11102469e-03 -1.43190588e-01 2.33852928e-02 1.46710588e-02
-9.66676450e-02 -2.83263733e-01 1.24741650e-01 3.76855042e-01
2.87771562e-02 1.37688879e-01 -2.81547424e-01 -8.87677784e-01
2.47755189e-01]
[ 1.01764291e-01 9.01029963e-02 9.77183380e-03 2.26698186e-01
-1.00369446e-01 -5.72114729e-02 -1.06916148e-01 -1.04556600e-01
-2.14256471e-01 -9.59978476e-02 -7.69268001e-02 1.66026180e-01
-4.95585438e-01]
[ 5.33358172e-02 -1.20898780e-01 1.50504254e-01 4.81648103e-01
2.36612447e-01 9.76723263e-03 -3.59336834e-01 -3.38624468e-01
-1.16069612e-02 -5.46191042e-01 3.08168623e-01 9.25851887e-01
-8.76712714e-01]
[ 2.39061610e-02 7.74416970e-02 -2.14443408e-01 1.16427191e-01
3.49573500e-02 -3.22403265e-03 -2.04624100e-01 -3.59493777e-01
-2.83394290e-01 -2.68430960e-01 -1.28064641e-02 -1.22580464e-01
-1.98631762e-01]
[ -7.09385586e-02 -2.03062470e-01 5.69283085e-02 2.35906401e-02
-1.25849949e-01 -1.36958113e-01 -5.91129444e-02 -6.41148745e-02
2.29375484e-02 -4.11678809e-01 -3.53572745e-01 -2.27097671e-01
1.28218606e-01]
[ -6.70066683e-03 -2.61625049e-01 4.91140225e-02 -3.65464906e-01
-1.86856328e-01 -2.34750744e-01 -3.45381609e-01 -3.54610646e-02
-6.46077001e-02 1.29313298e-02 -2.36817398e-01 2.61907042e-01
1.34571755e-01]
[ 1.56628330e-01 6.29290950e-02 -1.10600457e-01 -3.58246025e-01
-5.24778317e-02 -1.04400797e-01 -2.56601773e-01 -5.06874857e-02
-2.27522619e-01 -2.75331563e-01 -2.47316595e-01 5.23547994e-01
5.05602732e-02]
[ -1.85558734e-01 -1.73907335e-01 -1.19097859e-01 -3.43707930e-01
-4.52792440e-02 2.38685982e-02 -2.55680318e-01 -2.94374409e-01
-1.70028381e-01 -1.10449453e-01 -2.64483138e-01 4.04504238e-01
-4.98247842e-02]
[ -5.00518404e-02 -1.99418836e-01 -1.68270519e-01 -3.58378086e-01
-4.25874170e-02 4.06872920e-02 -1.22578421e-01 -1.17022089e-01
-2.65985361e-01 -3.50473109e-01 -1.00631076e-01 2.14952700e-01
8.84446373e-02]
[ 9.56227594e-02 9.43328217e-02 -1.98685484e-02 -2.88734740e-01
-3.15228396e-01 4.27683049e-03 -2.35215585e-01 -3.61201320e-01
-3.47281311e-01 -6.51140962e-02 -1.48459940e-01 3.08005282e-01
4.07941971e-02]
[ -5.88606574e-02 -1.30791367e-02 -2.84073945e-01 -8.77461585e-02
6.66804810e-02 1.55412755e-01 -2.44919995e-01 -1.79306846e-01
-5.26061253e-02 -4.05439916e-02 1.49468545e-01 7.04528212e-01
-6.76707314e-02]
[ 1.41356811e-01 3.26393905e-01 -1.95216975e-01 7.69652201e-01
1.08218093e-01 3.51467286e-03 -1.97326912e-01 -3.71058062e-01
-2.21347047e-01 -3.10364062e-01 7.51547262e-01 9.10273754e-01
-1.36894595e+00]
[ 6.74341310e-04 1.64802925e-01 5.69482114e-02 3.95115800e-01
-7.22364307e-03 -6.42659565e-02 -2.67111043e-01 -3.30259891e-01
-2.77012761e-01 -1.93413870e-01 5.89657374e-01 8.99496768e-01
-1.33902498e+00]
[ -2.50269081e-02 -1.43966125e-01 -1.47236366e-01 3.21576643e-01
-1.87314361e-01 2.38174738e-01 -2.46754801e-02 -1.59594552e-01
-2.23823852e-01 -3.39519019e-01 2.01286772e-01 5.11999350e-01
-6.67866173e-01]
[ 8.55333172e-02 -3.83034323e-01 -5.06179250e-02 2.66163389e-02
-1.17742808e-01 2.00041202e-01 8.91663843e-02 1.74690363e-01
-1.86076823e-01 4.96901294e-03 -5.52423473e-02 3.16193061e-01
-3.80216927e-01]
[ 2.12345822e-01 -2.96128031e-01 -1.18602032e-01 -7.11279803e-02
-2.17234141e-01 1.22839373e-01 4.25940043e-02 -1.24805568e-01
-6.03963756e-02 -4.36091002e-02 -1.58411587e-01 -1.94002452e-01
-2.25405157e-01]
[ -1.31273017e-01 -8.19255656e-02 3.86025170e-02 -2.51952067e-01
-6.07640676e-02 -1.41142261e-01 5.85599134e-02 3.65862715e-03
-9.31697078e-02 2.95593030e-02 -3.31463672e-01 -4.80899793e-01
-1.15869275e-01]
[ -1.42491246e-01 -1.34864340e-01 -6.89590833e-02 -2.89289593e-01
-3.44958535e-01 -2.89152961e-01 1.68795066e-01 1.50336920e-01
1.14907282e-02 1.28450156e-01 -2.83671535e-01 -8.88255813e-01
3.62454461e-02]
[ -1.30235299e-01 -2.49935669e-01 -3.03870887e-01 -9.53227189e-01
-3.02598562e-01 -2.08388718e-01 -1.17697049e-01 -3.02607672e-02
4.10344590e-02 -4.75252821e-01 -7.45296600e-01 -6.66106157e-01
-1.33436338e+00]
[ -1.24869479e-01 1.35077320e-01 1.31822256e-02 1.52480145e-01
-2.00288837e-01 -1.76764265e-01 -1.53183439e-01 8.41788812e-03
-1.44200354e-01 -1.35885169e-01 -1.11978307e-01 -3.75317074e-01
8.90804684e-02]
[ -3.64404859e-01 -1.19459397e-01 -2.72795324e-01 3.53292809e-01
-2.00869102e-01 -2.32705341e-01 -1.44542114e-01 -9.55098693e-02
8.80998858e-03 4.22161641e-02 1.11034476e-01 -3.50960392e-01
2.66263517e-01]
[ -1.34385116e-01 -4.86819741e-02 -2.54676083e-01 2.24565473e-01
-2.27514660e-01 -2.80018827e-01 -3.99441552e-01 -3.18897324e-02
6.28606601e-03 -1.04568676e-01 -1.71855987e-01 -3.12795465e-01
1.77293568e-01]
[ -2.54064938e-01 -5.31420293e-01 -3.41218725e-01 1.07159862e-02
-3.17247663e-01 -2.33699506e-01 -1.77692697e-01 -2.40062451e-01
2.22297968e-03 -2.68442217e-01 -1.48274369e-02 -3.31817108e-01
8.03907073e-02]
[ -2.23706085e-01 -2.97265334e-01 -3.21764087e-01 -7.46882329e-02
-8.88428866e-02 -1.51116929e-01 -8.81154622e-02 3.53375926e-02
-2.01612258e-01 -5.04746463e-01 -2.31101329e-01 -2.81999080e-01
-1.24284215e-02]
[ -8.84266044e-02 -2.36753961e-02 -2.42716783e-01 -1.03742584e+00
-2.81603219e-01 -2.58926213e-01 1.17164694e-01 -4.70446027e-01
1.48469852e-01 -1.80724433e-01 -7.66918116e-01 -4.64342965e-01
-1.22341574e+00]]
Progress: 32.2% ... Training loss: 0.269 ... Validation loss: 0.367[[-0.23844078]
[ 0.2480674 ]
[-0.07627655]
[ 1.33888848]
[ 0.26356629]
[-0.03080107]
[-0.92203011]
[-0.78721531]
[-0.53259294]
[-0.81635797]
[ 1.30511084]
[ 3.04899219]
[-2.44764554]]
[[ -5.17808733e-01 -4.91405818e-01 -5.90282744e-01 4.64179987e-02
-2.88439742e-01 -5.95426622e-01 8.22886777e-02 -2.27218280e-01
-2.85962078e-01 -2.96565316e-01 2.98840623e-01 1.09456263e+00
3.10625299e-01]
[ 1.07874188e-02 -1.34928692e-01 4.78836114e-02 -1.09174216e-01
-3.84180076e-02 5.82003904e-02 -9.66794128e-02 1.86231389e-01
-1.49158848e-01 -1.79103318e-01 -1.23678611e-01 -9.79613863e-02
-1.08031025e-01]
[ -2.88335469e-01 1.35548902e-01 -3.77636182e-02 3.49995832e-02
7.53008295e-02 -1.35901451e-01 -1.24542375e-01 -1.96563417e-01
2.63171282e-01 -5.30350971e-01 9.57342416e-02 7.49447371e-01
8.55960174e-01]
[ 2.65841284e-01 -2.43801337e-01 -2.76033021e-01 1.36510597e-01
-2.67968340e-01 1.15033427e-02 5.74939843e-01 -5.84776888e-01
3.48485418e-01 -1.71788390e-01 -7.87128737e-02 -3.50882197e-01
-3.65877500e-01]
[ 1.43123568e-01 1.13413021e-02 1.15847068e-01 -1.41922656e-01
-2.39600178e-02 7.44349736e-02 -1.84351780e-01 -1.77023050e-01
7.59781584e-02 2.72023208e-01 2.07991890e-02 -6.23020882e-02
-6.55669525e-02]
[ -4.87126294e-01 -6.18018521e-01 -6.01313592e-01 -5.92032306e-01
-5.94861512e-01 -5.65068414e-01 -3.95514017e-01 -1.55528470e-01
-4.81221003e-01 -2.38762379e-01 -5.98150918e-01 -9.17630022e-01
-7.20592398e-01]
[ -4.13589357e-01 -5.93197605e-01 -3.27461761e-01 -4.26821083e-01
-4.17143954e-01 -5.64913450e-01 -4.08542433e-01 -5.00615777e-01
-3.09196328e-01 -1.02836561e-01 -4.78781698e-01 -5.09960800e-01
-6.69544309e-01]
[ -3.45831421e-01 -3.46037267e-01 -4.88667359e-01 -1.66841210e-01
-3.21522535e-01 -4.27026656e-01 -2.69682067e-01 -2.85917232e-01
-2.80322007e-01 -5.89293702e-01 -3.29282745e-01 -7.92706320e-01
-6.13257176e-01]
[ -4.67360355e-01 -3.40324833e-01 -3.86456398e-01 -2.58840589e-01
-3.32262978e-01 -2.18408077e-01 -3.57375894e-02 -4.68885114e-01
-2.62410628e-01 -4.63622392e-01 -2.07229437e-01 -2.48168781e-01
-2.63799014e-01]
[ -9.58019885e-01 -9.55128188e-01 -9.91870293e-01 -7.41541093e-01
-1.04536937e+00 -9.91632519e-01 -5.27719132e-01 -5.84116021e-01
-7.35774856e-01 -5.85422642e-01 -7.96948668e-01 -6.22765063e-01
-9.43259810e-01]
[ -5.13854957e-01 -2.70679419e-01 -4.73687053e-01 -3.80415959e-01
-3.46768115e-01 -3.64954688e-01 -6.29521052e-01 -6.32194772e-01
-6.67766284e-01 -9.66496870e-02 -5.71194639e-01 -8.28585395e-01
-7.03487515e-01]
[ -1.21082180e-01 2.68351027e-02 -3.44674794e-01 -4.73881917e-01
-1.02565943e-01 -7.54951606e-02 -2.11199474e-01 -4.37962608e-01
-1.89204297e-01 4.55072283e-02 -5.22297782e-01 -1.17242678e+00
-7.39521819e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55201172e-01 -1.24796121e-01 1.64057640e-01 -2.99878125e-01
-1.34722558e-01 1.13375421e-01 -1.27454143e-01 1.27012790e-02
-8.17064683e-02 6.82401563e-02 -2.24073736e-01 -4.71266128e-01
-6.61391610e-02]
[ -9.57819737e-02 -2.64107623e-01 -1.81728959e-01 -2.60855303e-01
-4.75397044e-01 -8.74714013e-02 -1.01239214e-01 -1.52488187e-02
-8.63720890e-02 -1.51106024e-02 -2.25405206e-01 -4.31328699e-01
-2.76311132e-01]
[ -6.46397395e-02 -3.20128888e-02 -2.26954696e-01 -2.58286172e-01
1.11454748e-01 -1.61115546e-01 -1.99754061e-01 1.29915012e-01
-1.70243647e-02 1.40916495e-01 -2.04843080e-01 7.17517448e-03
-1.06621095e-01]
[ 3.83683286e-02 -1.67402623e-01 -1.49036765e-01 -9.50283858e-02
-1.25609068e-01 -1.06930734e-01 1.10488159e-01 -1.44976121e-01
-1.89970760e-02 3.65534647e-02 -4.32227668e-02 -1.32086560e-01
-2.85515115e-02]
[ -2.94109409e-01 -1.37325964e-01 -8.03331467e-02 -1.23029282e-01
-2.97559256e-01 -2.76683762e-01 -3.64397191e-01 3.05275012e-03
-3.31624724e-01 -2.26347828e-01 1.51446754e-01 -1.51754486e-01
1.09164304e-01]
[ -2.31424229e-01 -1.24923629e-01 -9.54061833e-02 -4.17001301e-02
-8.50957320e-02 -1.20794387e-01 -8.41476583e-02 -6.78576754e-03
-1.40341785e-01 -1.09821921e-01 -3.47358277e-03 -2.34047933e-01
-1.72281668e-01]
[ -1.80859308e-01 -6.93414323e-02 -2.31291833e-01 -2.33485446e-01
-1.57064580e-01 -2.06615495e-01 -3.65899614e-01 -1.27031056e-01
1.19389340e-01 -2.52274621e-01 -3.62104487e-01 -3.57855073e-01
-4.31384682e-01]
[ -3.72050525e-01 -5.82300445e-02 -1.52069045e-01 -1.08142341e-01
-4.52908328e-02 -3.13908267e-01 3.34211898e-02 -8.48593773e-02
-1.21077152e-01 4.60429824e-02 3.59836291e-02 -2.90419701e-01
-3.51196802e-01]
[ -1.59911057e-01 -1.40670855e-01 -5.40676429e-02 -2.04081960e-01
-1.26242457e-01 -2.95844010e-01 5.33506465e-02 -1.56759478e-01
-1.98556070e-01 4.90232164e-02 1.95420339e-01 1.82056384e-02
-1.57522574e-01]
[ -1.30856202e-01 -1.69758143e-01 -1.15276978e-01 -2.99395851e-01
9.42677164e-02 -1.81587692e-02 -1.71549182e-01 -1.81972486e-01
1.11819928e-01 -9.47297369e-02 -1.28803907e-01 -2.33203423e-02
-3.09173882e-01]
[ -3.94272783e-02 -3.54228463e-02 -1.50319208e-01 -1.14673042e-01
-2.30289342e-01 6.29065448e-02 -4.63221595e-02 -4.55604325e-02
-2.21435617e-01 -9.19829658e-02 -1.37602499e-01 -3.84613499e-01
-2.13466034e-01]
[ -6.78876208e-02 2.08431232e-02 -1.29020255e-01 -3.47391815e-01
1.18047875e-01 2.03581974e-02 -1.91493310e-01 -1.44401254e-01
1.29776185e-01 -5.12188052e-02 -3.16377572e-01 -3.12066222e-01
-3.31038196e-01]
[ 6.92456827e-02 -3.02335665e-01 -8.74741306e-02 -4.62616778e-01
-2.16837753e-01 -9.11257528e-02 4.09341382e-02 7.50212395e-02
-3.35166064e-02 2.75415471e-01 -5.44684130e-01 -8.74914994e-01
4.61767749e-01]
[ -2.28478264e-01 -2.39521755e-01 -1.33779261e-01 -3.27943279e-01
-2.97023408e-01 -9.46623517e-02 2.02074912e-01 3.33248958e-02
2.77855783e-01 2.81067710e-02 -4.34715443e-01 -1.08122414e+00
6.74907919e-01]
[ -2.04573449e-02 -1.82078249e-01 1.89603188e-02 -3.26383680e-01
-1.67351696e-01 1.64093818e-01 2.00675049e-01 2.46891975e-01
-3.57867206e-02 2.19586403e-01 -2.50237338e-01 -1.15902053e+00
7.72408939e-01]
[ -6.28913377e-03 -4.02906805e-02 -1.27492963e-01 -1.42171724e-01
-1.76311901e-01 -4.86341610e-02 3.09506296e-01 1.59546880e-01
2.53571596e-01 3.55269121e-01 -5.11214933e-01 -1.11420229e+00
8.13222066e-01]
[ -8.89298373e-02 -2.75788382e-01 5.67706993e-02 -3.52484452e-01
-1.46283260e-01 1.15453416e-01 3.81365229e-01 1.40690059e-01
-6.87976575e-02 1.53250018e-01 -5.73516917e-01 -1.09256007e+00
8.70404251e-01]
[ 1.15970552e-01 -8.69810460e-02 1.40118252e-02 -1.70324124e-01
-8.08370158e-02 -1.96102059e-02 2.77791445e-01 3.75108226e-01
4.26113983e-01 2.55321032e-01 -5.75018779e-01 -1.03661159e+00
5.99216934e-01]
[ 1.75344191e-03 -1.42978987e-01 2.32744352e-02 1.68117317e-02
-9.64371391e-02 -2.83319218e-01 1.22744689e-01 3.75562649e-01
2.78197639e-02 1.36297612e-01 -2.79962264e-01 -8.86206326e-01
2.44652174e-01]
[ 1.01815256e-01 9.00345545e-02 9.76057385e-03 2.27408868e-01
-1.00354261e-01 -5.72199322e-02 -1.06510517e-01 -1.04477954e-01
-2.14063287e-01 -9.62681710e-02 -7.62356685e-02 1.66043921e-01
-4.96251571e-01]
[ 5.33849592e-02 -1.20889001e-01 1.50500941e-01 4.82112532e-01
2.36638710e-01 9.77459216e-03 -3.59005948e-01 -3.37995712e-01
-1.16294121e-02 -5.45782814e-01 3.08195520e-01 9.25644680e-01
-8.77332122e-01]
[ 2.37755703e-02 7.75262938e-02 -2.14464313e-01 1.16999926e-01
3.50423679e-02 -3.24531512e-03 -2.05232458e-01 -3.59873860e-01
-2.83695778e-01 -2.68973121e-01 -1.23049481e-02 -1.21713311e-01
-1.98777911e-01]
[ -7.09385586e-02 -2.03062470e-01 5.69283085e-02 2.35906401e-02
-1.25849949e-01 -1.36958113e-01 -5.91129444e-02 -6.41148745e-02
2.29375484e-02 -4.11678809e-01 -3.53572745e-01 -2.27097671e-01
1.28218606e-01]
[ -6.86975693e-03 -2.61308153e-01 4.89739279e-02 -3.64672871e-01
-1.86523587e-01 -2.34794110e-01 -3.45643327e-01 -3.69004499e-02
-6.54639129e-02 1.21715225e-02 -2.35439735e-01 2.67658048e-01
1.29040402e-01]
[ 1.56561509e-01 6.30253776e-02 -1.10634456e-01 -3.57569677e-01
-5.23831903e-02 -1.04413741e-01 -2.56920278e-01 -5.12551091e-02
-2.27775910e-01 -2.75585197e-01 -2.46753275e-01 5.25633236e-01
4.86109386e-02]
[ -1.86612500e-01 -1.72849500e-01 -1.19589656e-01 -3.37501200e-01
-4.40540455e-02 2.36224177e-02 -2.61544120e-01 -2.98781553e-01
-1.73808129e-01 -1.15234490e-01 -2.57057045e-01 4.30172196e-01
-6.69245173e-02]
[ -5.05525086e-02 -1.98720506e-01 -1.68604056e-01 -3.56777579e-01
-4.18542485e-02 4.05495121e-02 -1.25043261e-01 -1.21746332e-01
-2.67393857e-01 -3.53495026e-01 -9.65309913e-02 2.28993242e-01
7.63618138e-02]
[ 9.55054036e-02 9.45425254e-02 -1.99665699e-02 -2.87963015e-01
-3.15080851e-01 4.25210336e-03 -2.35850275e-01 -3.62233880e-01
-3.47924084e-01 -6.58323901e-02 -1.46855424e-01 3.14823338e-01
3.61822996e-02]
[ -5.90240040e-02 -1.28015196e-02 -2.84181709e-01 -8.68578214e-02
6.70042192e-02 1.55366471e-01 -2.46091904e-01 -1.80764648e-01
-5.35213333e-02 -4.21252457e-02 1.51431215e-01 7.11924662e-01
-7.19944782e-02]
[ 1.41151522e-01 3.26769479e-01 -1.95288143e-01 7.72596606e-01
1.08550422e-01 3.49832289e-03 -1.99172744e-01 -3.72929300e-01
-2.22534141e-01 -3.11473365e-01 7.55165285e-01 9.21668786e-01
-1.37290285e+00]
[ 3.10881324e-04 1.65176962e-01 5.67870579e-02 3.98653759e-01
-6.76862064e-03 -6.43435023e-02 -2.69029671e-01 -3.31901855e-01
-2.77980020e-01 -1.94816845e-01 5.93425683e-01 9.06795952e-01
-1.34278820e+00]
[ -2.54455394e-02 -1.43345206e-01 -1.47453892e-01 3.26975083e-01
-1.86668506e-01 2.38036818e-01 -2.77929704e-02 -1.62328542e-01
-2.25724439e-01 -3.41731661e-01 2.06209503e-01 5.25152603e-01
-6.76108631e-01]
[ 8.55008264e-02 -3.83023684e-01 -5.06254039e-02 2.67606178e-02
-1.17724609e-01 2.00034943e-01 8.90180669e-02 1.74545189e-01
-1.86150263e-01 4.81506163e-03 -5.51152436e-02 3.16441518e-01
-3.80361190e-01]
[ 2.12251551e-01 -2.96068721e-01 -1.18653944e-01 -7.03455430e-02
-2.17129030e-01 1.22815489e-01 4.17981594e-02 -1.25656574e-01
-6.06860435e-02 -4.41455848e-02 -1.57636486e-01 -1.90886850e-01
-2.27553455e-01]
[ -1.31400472e-01 -8.18818309e-02 3.85840140e-02 -2.51976954e-01
-6.07163217e-02 -1.41156312e-01 5.82065089e-02 3.63527832e-03
-9.34116924e-02 2.91406371e-02 -3.31414573e-01 -4.80830318e-01
-1.15425644e-01]
[ -1.42936853e-01 -1.34583878e-01 -6.90884013e-02 -2.87491459e-01
-3.44732117e-01 -2.89225203e-01 1.66598298e-01 1.49176399e-01
1.02080846e-02 1.26513690e-01 -2.82062480e-01 -8.86416065e-01
3.32231163e-02]
[ -1.31575052e-01 -2.48724606e-01 -3.04403174e-01 -9.48856193e-01
-3.01339191e-01 -2.08681238e-01 -1.24413270e-01 -3.55785021e-02
3.57949633e-02 -4.80360611e-01 -7.39235818e-01 -6.44174355e-01
-1.35038954e+00]
[ -1.25302187e-01 1.35605610e-01 1.29250394e-02 1.55632271e-01
-1.99729164e-01 -1.76879694e-01 -1.55577846e-01 6.51692338e-03
-1.45526068e-01 -1.38504628e-01 -1.07673446e-01 -3.64186892e-01
7.87771574e-02]
[ -3.65056168e-01 -1.18602603e-01 -2.73145179e-01 3.61526369e-01
-1.99990328e-01 -2.32891711e-01 -1.49247544e-01 -9.99280210e-02
5.96816236e-03 3.80366567e-02 1.18348302e-01 -3.34690425e-01
2.52236306e-01]
[ -1.35668146e-01 -4.76801626e-02 -2.55086992e-01 2.34138794e-01
-2.26494832e-01 -2.80237329e-01 -4.05671412e-01 -3.64952920e-02
2.43381009e-03 -1.09739115e-01 -1.64500985e-01 -2.97484813e-01
1.62445401e-01]
[ -2.55107525e-01 -5.30669682e-01 -3.41606994e-01 1.77006043e-02
-3.16326972e-01 -2.33917214e-01 -1.82922315e-01 -2.43686379e-01
-9.15380210e-04 -2.72280433e-01 -8.42511226e-03 -3.19723369e-01
6.87276044e-02]
[ -2.24086206e-01 -2.96828125e-01 -3.22014762e-01 -7.08516098e-02
-8.82014713e-02 -1.51227396e-01 -9.05196308e-02 3.13589075e-02
-2.03036595e-01 -5.06800404e-01 -2.26986798e-01 -2.70175946e-01
-2.56254443e-02]
[ -8.95574609e-02 -2.23228816e-02 -2.43242565e-01 -1.03331290e+00
-2.80263650e-01 -2.59174013e-01 1.10274387e-01 -4.77479305e-01
1.44161989e-01 -1.86222234e-01 -7.59146616e-01 -4.39329001e-01
-1.24276818e+00]]
Progress: 32.2% ... Training loss: 0.197 ... Validation loss: 0.348[[-0.26327101]
[ 0.22436227]
[-0.09623721]
[ 1.30974527]
[ 0.24108497]
[-0.05183075]
[-0.97081872]
[-0.81897479]
[-0.57119685]
[-0.84477283]
[ 1.27358179]
[ 2.99436876]
[-2.47821247]]
[[ -5.15625738e-01 -4.93701763e-01 -5.89729927e-01 2.91452287e-02
-2.90657340e-01 -5.95227024e-01 9.71505088e-02 -2.17816716e-01
-2.77853205e-01 -2.88259914e-01 2.80422903e-01 1.04196513e+00
3.35718586e-01]
[ 1.11032876e-02 -1.35642907e-01 4.81189264e-02 -1.15776741e-01
-3.89672442e-02 5.82428289e-02 -9.41421563e-02 1.89447478e-01
-1.47846937e-01 -1.77434696e-01 -1.30068812e-01 -1.13393059e-01
-9.84238966e-02]
[ -2.87717784e-01 1.33074356e-01 -3.71793480e-02 1.64764345e-02
7.30671523e-02 -1.35825270e-01 -1.16104955e-01 -1.86576563e-01
2.69065227e-01 -5.28653919e-01 7.60067659e-02 6.94390746e-01
8.85814543e-01]
[ 2.68708732e-01 -2.44513200e-01 -2.76029353e-01 1.23617028e-01
-2.68709598e-01 1.17156898e-02 5.91698394e-01 -5.89014695e-01
3.55517001e-01 -1.69693581e-01 -8.43750419e-02 -3.52945326e-01
-3.72345356e-01]
[ 1.42176366e-01 1.25738007e-02 1.15698872e-01 -1.29457344e-01
-2.29575719e-02 7.43488263e-02 -1.93436245e-01 -1.78760335e-01
7.14124091e-02 2.74063836e-01 2.95008853e-02 -4.43767918e-02
-8.65422660e-02]
[ -4.86642558e-01 -6.18531452e-01 -6.01142787e-01 -5.93978956e-01
-5.95408243e-01 -5.64999458e-01 -3.94083786e-01 -1.51919698e-01
-4.80256613e-01 -2.35491642e-01 -6.00734634e-01 -9.25050109e-01
-7.14225895e-01]
[ -4.11800318e-01 -5.95492086e-01 -3.26812438e-01 -4.43637601e-01
-4.19334314e-01 -5.64715594e-01 -3.98356630e-01 -4.92513546e-01
-3.03173258e-01 -9.59133139e-02 -4.95221345e-01 -5.56849593e-01
-6.40750153e-01]
[ -3.45076112e-01 -3.46902681e-01 -4.88487878e-01 -1.73717141e-01
-3.22424924e-01 -4.26966089e-01 -2.62396041e-01 -2.81924748e-01
-2.76440951e-01 -5.86929529e-01 -3.37276147e-01 -8.11857922e-01
-6.08977422e-01]
[ -4.65980033e-01 -3.41444179e-01 -3.86176464e-01 -2.65063780e-01
-3.33517215e-01 -2.18226856e-01 -3.02339359e-02 -4.66288590e-01
-2.59008058e-01 -4.59470414e-01 -2.12460794e-01 -2.55498459e-01
-2.55662420e-01]
[ -9.55747434e-01 -9.58284543e-01 -9.90988521e-01 -7.63126555e-01
-1.04849856e+00 -9.91361490e-01 -5.12466974e-01 -5.68476017e-01
-7.26632203e-01 -5.74935663e-01 -8.19593478e-01 -6.87705556e-01
-9.01036495e-01]
[ -5.13735037e-01 -2.70606438e-01 -4.73651820e-01 -3.80243305e-01
-3.46817014e-01 -3.64934068e-01 -6.29203368e-01 -6.32004766e-01
-6.67559267e-01 -9.59564017e-02 -5.70964586e-01 -8.25634171e-01
-7.05135892e-01]
[ -1.19066145e-01 2.51263068e-02 -3.44312258e-01 -4.84331399e-01
-1.04281572e-01 -7.52782084e-02 -2.02363601e-01 -4.35492606e-01
-1.84282881e-01 5.10370991e-02 -5.32131146e-01 -1.19122767e+00
-7.32519751e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55213536e-01 -1.24760958e-01 1.64068839e-01 -2.98824654e-01
-1.34701400e-01 1.13381144e-01 -1.28042990e-01 1.26436722e-02
-8.18172921e-02 6.80989598e-02 -2.23420763e-01 -4.69882833e-01
-6.56552815e-02]
[ -9.56016504e-02 -2.64255330e-01 -1.81686829e-01 -2.62482770e-01
-4.75544326e-01 -8.74507003e-02 -1.00004648e-01 -1.38723597e-02
-8.58983188e-02 -1.37664845e-02 -2.26847355e-01 -4.34248153e-01
-2.73515500e-01]
[ -6.43260669e-02 -3.23780885e-02 -2.26839236e-01 -2.59341392e-01
1.11026909e-01 -1.61075962e-01 -1.99057462e-01 1.32125590e-01
-1.63192529e-02 1.43228192e-01 -2.06673497e-01 -5.69326074e-04
-1.02180802e-01]
[ 3.88595914e-02 -1.67783658e-01 -1.48909568e-01 -9.74795763e-02
-1.26051808e-01 -1.06877026e-01 1.12706626e-01 -1.43577364e-01
-1.77324552e-02 3.88936249e-02 -4.56978664e-02 -1.38700909e-01
-2.51079697e-02]
[ -2.93058071e-01 -1.38757658e-01 -7.99142131e-02 -1.35642469e-01
-2.98775679e-01 -2.76574265e-01 -3.57713410e-01 8.21750752e-03
-3.28115355e-01 -2.22262039e-01 1.39543641e-01 -1.80868891e-01
1.29524151e-01]
[ -2.31244115e-01 -1.25402823e-01 -9.53022413e-02 -4.35496015e-02
-8.56189742e-02 -1.20765897e-01 -8.31584195e-02 -5.12033271e-03
-1.39213854e-01 -1.09369267e-01 -5.70871022e-03 -2.44474248e-01
-1.66750000e-01]
[ -1.80818415e-01 -6.94899300e-02 -2.31258339e-01 -2.33191691e-01
-1.57165119e-01 -2.06618145e-01 -3.65101813e-01 -1.26273780e-01
1.20166830e-01 -2.52120852e-01 -3.63308865e-01 -3.58101447e-01
-4.33691077e-01]
[ -3.71896627e-01 -5.86252855e-02 -1.51984136e-01 -1.10415867e-01
-4.56976992e-02 -3.13884130e-01 3.52325774e-02 -8.28877540e-02
-1.20017140e-01 4.69671298e-02 3.34614234e-02 -2.97307713e-01
-3.44180357e-01]
[ -1.59009811e-01 -1.41328208e-01 -5.39663576e-02 -2.11003467e-01
-1.26980588e-01 -2.95757231e-01 5.96177218e-02 -1.55257021e-01
-1.95653175e-01 5.05304441e-02 1.89518280e-01 3.05647606e-03
-1.56497651e-01]
[ -1.30373645e-01 -1.70026833e-01 -1.15171452e-01 -3.00681998e-01
9.39189752e-02 -1.81026701e-02 -1.69524221e-01 -1.81201678e-01
1.12927553e-01 -9.31089394e-02 -1.29928936e-01 -2.32963312e-02
-3.07950276e-01]
[ -3.92021777e-02 -3.56150318e-02 -1.50277199e-01 -1.16007279e-01
-2.30449214e-01 6.29354835e-02 -4.53811328e-02 -4.50505480e-02
-2.20894560e-01 -9.13168761e-02 -1.38403128e-01 -3.85061906e-01
-2.12298612e-01]
[ -6.74872573e-02 2.04825845e-02 -1.28926799e-01 -3.49189376e-01
1.17644676e-01 2.04157929e-02 -1.90163652e-01 -1.43371671e-01
1.30688211e-01 -4.97739223e-02 -3.17838461e-01 -3.14712708e-01
-3.28642051e-01]
[ 6.92032239e-02 -3.02309742e-01 -8.74811641e-02 -4.62728888e-01
-2.16818942e-01 -9.11300534e-02 4.09165707e-02 7.50468718e-02
-3.35481015e-02 2.75339956e-01 -5.44867679e-01 -8.75625464e-01
4.62513243e-01]
[ -2.28414592e-01 -2.39577707e-01 -1.33758435e-01 -3.28369338e-01
-2.97099831e-01 -9.46547393e-02 2.02569131e-01 3.36674889e-02
2.78094350e-01 2.86007476e-02 -4.35170287e-01 -1.08216264e+00
6.75972421e-01]
[ -2.04177676e-02 -1.82132106e-01 1.89723335e-02 -3.26576894e-01
-1.67399892e-01 1.64099335e-01 2.00952908e-01 2.47071696e-01
-3.56134411e-02 2.19740998e-01 -2.50425926e-01 -1.15942631e+00
7.73050215e-01]
[ -6.16657090e-03 -4.03837752e-02 -1.27472969e-01 -1.43159087e-01
-1.76390386e-01 -4.86195543e-02 3.10105544e-01 1.59956685e-01
2.53884404e-01 3.55775616e-01 -5.11729361e-01 -1.11451985e+00
8.14569493e-01]
[ -8.89129218e-02 -2.75791394e-01 5.67738272e-02 -3.52478883e-01
-1.46281433e-01 1.15454632e-01 3.81382534e-01 1.40668587e-01
-6.88179584e-02 1.53347412e-01 -5.73504721e-01 -1.09240361e+00
8.70205475e-01]
[ 1.16091300e-01 -8.71124415e-02 1.40396143e-02 -1.71794702e-01
-8.09840451e-02 -1.96007152e-02 2.79484213e-01 3.76310151e-01
4.27011258e-01 2.55986413e-01 -5.76079508e-01 -1.03990465e+00
6.02325481e-01]
[ 2.02409025e-03 -1.43178200e-01 2.33189409e-02 1.55785153e-02
-9.66388449e-02 -2.83295994e-01 1.24766439e-01 3.76516724e-01
2.89567213e-02 1.37020203e-01 -2.80895481e-01 -8.88666575e-01
2.45711480e-01]
[ 1.02559960e-01 8.96043840e-02 9.88248345e-03 2.21718976e-01
-1.00645188e-01 -5.71766946e-02 -1.01408221e-01 -1.03154890e-01
-2.11860777e-01 -9.48034300e-02 -8.12267205e-02 1.51127260e-01
-4.92239607e-01]
[ 5.36409978e-02 -1.21092080e-01 1.50563123e-01 4.81328024e-01
2.36399699e-01 9.80705776e-03 -3.58015544e-01 -3.37784375e-01
-1.10574120e-02 -5.44952456e-01 3.07349002e-01 9.24582499e-01
-8.77257314e-01]
[ 2.37913048e-02 7.74782377e-02 -2.14455414e-01 1.17063555e-01
3.49901248e-02 -3.23856802e-03 -2.05425829e-01 -3.59968513e-01
-2.83689201e-01 -2.69314247e-01 -1.22411711e-02 -1.21176540e-01
-1.98580046e-01]
[ -7.05566604e-02 -2.03378621e-01 5.70169145e-02 2.05478872e-02
-1.26206716e-01 -1.36914205e-01 -5.71602557e-02 -6.29824127e-02
2.40205969e-02 -4.10623906e-01 -3.55784888e-01 -2.30424787e-01
1.32331533e-01]
[ -6.73653949e-03 -2.61606299e-01 4.90706979e-02 -3.66697584e-01
-1.86897536e-01 -2.34772379e-01 -3.44814998e-01 -3.52308143e-02
-6.46820765e-02 1.31418523e-02 -2.37735712e-01 2.60351941e-01
1.35008791e-01]
[ 1.56640732e-01 6.29478551e-02 -1.10632054e-01 -3.58838772e-01
-5.24915282e-02 -1.04403184e-01 -2.56188409e-01 -5.07545460e-02
-2.27295366e-01 -2.75103365e-01 -2.47436664e-01 5.23899094e-01
5.03735306e-02]
[ -1.86242811e-01 -1.73342910e-01 -1.19432507e-01 -3.40816505e-01
-4.47294562e-02 2.36802998e-02 -2.59764112e-01 -2.96307625e-01
-1.72391553e-01 -1.12326464e-01 -2.61398913e-01 4.16105976e-01
-5.74182074e-02]
[ -5.05477777e-02 -1.98637608e-01 -1.68611822e-01 -3.57184759e-01
-4.18014633e-02 4.05544602e-02 -1.25296509e-01 -1.21081319e-01
-2.67777910e-01 -3.52948244e-01 -9.60838305e-02 2.30760348e-01
7.50076796e-02]
[ 9.55460683e-02 9.43468501e-02 -1.99194133e-02 -2.89284367e-01
-3.15216632e-01 4.26170034e-03 -2.35488758e-01 -3.61188267e-01
-3.47811419e-01 -6.51972765e-02 -1.48121958e-01 3.12049012e-01
3.91877121e-02]
[ -5.87107603e-02 -1.31467282e-02 -2.84121087e-01 -8.88528461e-02
6.66460297e-02 1.55411676e-01 -2.44727001e-01 -1.80211197e-01
-5.26516734e-02 -4.15300930e-02 1.49389830e-01 7.07152934e-01
-6.88549443e-02]
[ 1.41092221e-01 3.26847851e-01 -1.95289478e-01 7.73698810e-01
1.08618723e-01 3.48633335e-03 -1.99525986e-01 -3.73275208e-01
-2.22744727e-01 -3.11531830e-01 7.56093095e-01 9.23070368e-01
-1.37421997e+00]
[ 9.66900829e-04 1.63844071e-01 5.70656194e-02 3.94222421e-01
-7.83790094e-03 -6.42701476e-02 -2.66080177e-01 -3.28977131e-01
-2.75278920e-01 -1.93562349e-01 5.86211877e-01 8.89445780e-01
-1.33659449e+00]
[ -2.52481849e-02 -1.43499492e-01 -1.47396756e-01 3.25823634e-01
-1.86853555e-01 2.38069611e-01 -2.70315964e-02 -1.61330674e-01
-2.25399678e-01 -3.40757034e-01 2.05336375e-01 5.24244695e-01
-6.75756975e-01]
[ 8.59646440e-02 -3.83378252e-01 -5.05095467e-02 2.44738548e-02
-1.18155465e-01 2.00085115e-01 9.12231243e-02 1.75968362e-01
-1.84954585e-01 6.57385174e-03 -5.75481949e-02 3.09321557e-01
-3.77007087e-01]
[ 2.12408177e-01 -2.96163458e-01 -1.18603550e-01 -7.07920469e-02
-2.17252643e-01 1.22838893e-01 4.22698616e-02 -1.25261466e-01
-6.05476399e-02 -4.33885925e-02 -1.58207227e-01 -1.90342359e-01
-2.27672225e-01]
[ -1.31350365e-01 -8.19373831e-02 3.85968576e-02 -2.52197456e-01
-6.07655309e-02 -1.41149138e-01 5.84690463e-02 3.75830117e-03
-9.32938882e-02 2.93270457e-02 -3.31577280e-01 -4.81023318e-01
-1.15259343e-01]
[ -1.42923881e-01 -1.34627264e-01 -6.90814688e-02 -2.87716235e-01
-3.44767096e-01 -2.89225155e-01 1.66956114e-01 1.49385729e-01
1.03635530e-02 1.26639946e-01 -2.82493993e-01 -8.87957505e-01
3.39767968e-02]
[ -1.30757287e-01 -2.49651546e-01 -3.04198801e-01 -9.54896805e-01
-3.02263999e-01 -2.08603161e-01 -1.18381805e-01 -3.12314157e-02
3.94137679e-02 -4.77810848e-01 -7.45832720e-01 -6.62993867e-01
-1.34562647e+00]
[ -1.24377414e-01 1.34214783e-01 1.33398213e-02 1.44932770e-01
-2.00836162e-01 -1.76772226e-01 -1.50359094e-01 1.18050756e-02
-1.42667243e-01 -1.34177316e-01 -1.17996826e-01 -3.87998262e-01
9.61999636e-02]
[ -3.65289381e-01 -1.18170936e-01 -2.73204411e-01 3.64521517e-01
-1.99577878e-01 -2.32924653e-01 -1.50767216e-01 -9.96059403e-02
5.08101738e-03 3.75764056e-02 1.20740023e-01 -3.29486087e-01
2.51302259e-01]
[ -1.35217098e-01 -4.80680255e-02 -2.55002550e-01 2.31962248e-01
-2.26914764e-01 -2.80185444e-01 -4.03571982e-01 -3.49193595e-02
3.70450209e-03 -1.08151517e-01 -1.65447268e-01 -3.00880418e-01
1.69036696e-01]
[ -2.54417901e-01 -5.31346559e-01 -3.41386830e-01 1.20201867e-02
-3.17238584e-01 -2.33820777e-01 -1.79413411e-01 -2.41082055e-01
1.37428364e-03 -2.69076274e-01 -1.44656959e-02 -3.34269242e-01
7.96962070e-02]
[ -2.23586974e-01 -2.97332072e-01 -3.21889674e-01 -7.46222747e-02
-8.88499656e-02 -1.51154780e-01 -8.76087056e-02 3.33475265e-02
-2.01387683e-01 -5.05487283e-01 -2.30664189e-01 -2.80134901e-01
-1.69082389e-02]
[ -8.82982835e-02 -2.36602645e-02 -2.42952641e-01 -1.03980260e+00
-2.81557972e-01 -2.59038954e-01 1.16430299e-01 -4.75305489e-01
1.47633323e-01 -1.82033802e-01 -7.66201921e-01 -4.54792184e-01
-1.24272011e+00]]
Progress: 32.3% ... Training loss: 0.201 ... Validation loss: 0.339[[-0.25477497]
[ 0.23644495]
[-0.08528858]
[ 1.32434394]
[ 0.25401892]
[-0.04160163]
[-0.94869878]
[-0.79105883]
[-0.54965012]
[-0.82730351]
[ 1.2884916 ]
[ 3.0323924 ]
[-2.44949514]]
[[ -5.16067562e-01 -4.92917309e-01 -5.90028245e-01 3.76278596e-02
-2.89600003e-01 -5.95327793e-01 9.17369555e-02 -2.23581114e-01
-2.80645991e-01 -2.91040009e-01 2.90109622e-01 1.07221252e+00
3.15853966e-01]
[ 1.22969446e-02 -1.36745194e-01 4.84777798e-02 -1.23212716e-01
-4.00132617e-02 5.84397058e-02 -8.92788488e-02 1.91148484e-01
-1.45155345e-01 -1.75817282e-01 -1.36857493e-01 -1.26144768e-01
-9.38721837e-02]
[ -2.87773090e-01 1.34434238e-01 -3.76118077e-02 2.40022369e-02
7.43089398e-02 -1.35898794e-01 -1.20277309e-01 -1.95450229e-01
2.65440262e-01 -5.33463350e-01 8.68977368e-02 7.27708231e-01
8.46893037e-01]
[ 2.70253831e-01 -2.47201724e-01 -2.75197013e-01 1.17064129e-01
-2.71545634e-01 1.20824505e-02 6.01714437e-01 -5.78675282e-01
3.61093650e-01 -1.66646312e-01 -9.73102414e-02 -3.97584040e-01
-3.44744291e-01]
[ 1.43417382e-01 1.05205918e-02 1.16310265e-01 -1.42390252e-01
-2.49452025e-02 7.46170997e-02 -1.81880454e-01 -1.64331131e-01
7.64108121e-02 2.81637038e-01 1.73864990e-02 -7.91625355e-02
-5.91071345e-02]
[ -4.86680999e-01 -6.18711199e-01 -6.01088823e-01 -5.91007800e-01
-5.95435979e-01 -5.64983933e-01 -3.96658905e-01 -1.52018023e-01
-4.81327568e-01 -2.34782255e-01 -5.99795056e-01 -9.20280186e-01
-7.16412161e-01]
[ -4.13446788e-01 -5.93802918e-01 -3.27520547e-01 -4.34874216e-01
-4.17492952e-01 -5.65023725e-01 -4.07927808e-01 -5.01146190e-01
-3.09035992e-01 -1.04555689e-01 -4.83753406e-01 -5.20887174e-01
-6.68921686e-01]
[ -3.44411333e-01 -3.46839445e-01 -4.88464444e-01 -1.73741198e-01
-3.22439827e-01 -4.26907865e-01 -2.61111257e-01 -2.84841317e-01
-2.76386028e-01 -5.86967723e-01 -3.37950891e-01 -8.11020487e-01
-6.19877361e-01]
[ -4.66969049e-01 -3.40571867e-01 -3.86494393e-01 -2.60215840e-01
-3.32536965e-01 -2.18450198e-01 -3.50624607e-02 -4.70796171e-01
-2.61389890e-01 -4.63303833e-01 -2.08107287e-01 -2.47238666e-01
-2.63685023e-01]
[ -9.58617185e-01 -9.54954891e-01 -9.92199947e-01 -7.39991608e-01
-1.04479861e+00 -9.91947510e-01 -5.31438864e-01 -5.86113638e-01
-7.37346100e-01 -5.86923774e-01 -7.96759089e-01 -6.20367774e-01
-9.49704598e-01]
[ -5.12509979e-01 -2.71762263e-01 -4.73291168e-01 -3.88195838e-01
-3.47993882e-01 -3.64738375e-01 -6.24603764e-01 -6.29957247e-01
-6.65254947e-01 -9.46982638e-02 -5.79077571e-01 -8.45429485e-01
-7.04033579e-01]
[ -1.19430600e-01 2.53974462e-02 -3.44410123e-01 -4.82955390e-01
-1.04025676e-01 -7.53456065e-02 -2.03681354e-01 -4.36057625e-01
-1.85133902e-01 4.99624702e-02 -5.30766272e-01 -1.18894056e+00
-7.34234301e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55262333e-01 -1.24814384e-01 1.64075936e-01 -2.97910413e-01
-1.34719801e-01 1.13373522e-01 -1.29327277e-01 1.23919031e-02
-8.22457312e-02 6.79089837e-02 -2.23146232e-01 -4.70326923e-01
-6.62153286e-02]
[ -9.54883688e-02 -2.64354961e-01 -1.81635803e-01 -2.62962574e-01
-4.75611691e-01 -8.74286991e-02 -9.97690694e-02 -1.33176535e-02
-8.56593951e-02 -1.30432402e-02 -2.27477974e-01 -4.34131678e-01
-2.73841276e-01]
[ -6.45693576e-02 -3.23172481e-02 -2.26884489e-01 -2.56484379e-01
1.11193858e-01 -1.61098627e-01 -2.01104064e-01 1.31129207e-01
-1.74709228e-02 1.42793313e-01 -2.05094779e-01 5.11823487e-03
-1.03735866e-01]
[ 3.77796128e-02 -1.66926390e-01 -1.49279062e-01 -9.31689617e-02
-1.25044997e-01 -1.07072391e-01 1.07911074e-01 -1.47173740e-01
-2.08295305e-02 3.43699666e-02 -4.09844370e-02 -1.24600710e-01
-3.26138414e-02]
[ -2.93425304e-01 -1.38011127e-01 -8.01864636e-02 -1.33658602e-01
-2.98080714e-01 -2.76653320e-01 -3.61207089e-01 4.34267802e-03
-3.30383815e-01 -2.25102263e-01 1.44448300e-01 -1.62694484e-01
1.12697393e-01]
[ -2.31398686e-01 -1.25245623e-01 -9.53791155e-02 -4.16042341e-02
-8.55077336e-02 -1.20801688e-01 -8.44356399e-02 -6.20669706e-03
-1.39596469e-01 -1.10334676e-01 -4.23988294e-03 -2.38299204e-01
-1.70711652e-01]
[ -1.81249683e-01 -6.89788728e-02 -2.31404152e-01 -2.29745417e-01
-1.56722272e-01 -2.06700198e-01 -3.67397120e-01 -1.28163979e-01
1.18465736e-01 -2.52972072e-01 -3.60803744e-01 -3.51161469e-01
-4.37889876e-01]
[ -3.71845785e-01 -5.82328440e-02 -1.52106589e-01 -1.06496588e-01
-4.52202162e-02 -3.13919530e-01 3.50527607e-02 -8.51692736e-02
-1.20393017e-01 4.63517782e-02 3.71156822e-02 -2.92656374e-01
-3.54646222e-01]
[ -1.57924423e-01 -1.42295930e-01 -5.36364429e-02 -2.18011332e-01
-1.27955573e-01 -2.95566643e-01 6.36851102e-02 -1.53689105e-01
-1.93454977e-01 5.20450687e-02 1.82913675e-01 -1.05909527e-02
-1.52445245e-01]
[ -1.30504843e-01 -1.70003321e-01 -1.15199445e-01 -2.99778039e-01
9.40580720e-02 -1.81234530e-02 -1.70295593e-01 -1.81976317e-01
1.12542860e-01 -9.35035274e-02 -1.29198567e-01 -2.36012909e-02
-3.10903302e-01]
[ -3.97053247e-02 -3.51191591e-02 -1.50443960e-01 -1.12897360e-01
-2.29997292e-01 6.28173367e-02 -4.80163257e-02 -4.68994595e-02
-2.22187214e-01 -9.32296960e-02 -1.35905738e-01 -3.80208379e-01
-2.16454121e-01]
[ -6.77864335e-02 2.08036100e-02 -1.29036583e-01 -3.48533818e-01
1.17993086e-01 2.03423583e-02 -1.91377628e-01 -1.45048422e-01
1.30073070e-01 -5.10882674e-02 -3.16844260e-01 -3.11185190e-01
-3.29466429e-01]
[ 6.89789390e-02 -3.02109750e-01 -8.75707224e-02 -4.61684276e-01
-2.16595912e-01 -9.11726505e-02 3.99580515e-02 7.40041491e-02
-3.43028636e-02 2.74296147e-01 -5.43992471e-01 -8.74016155e-01
4.59523269e-01]
[ -2.28586207e-01 -2.39435732e-01 -1.33812804e-01 -3.28192802e-01
-2.96966821e-01 -9.46850429e-02 2.02076125e-01 3.34684712e-02
2.77650864e-01 2.80115947e-02 -4.34951774e-01 -1.08182610e+00
6.75432686e-01]
[ -2.05667121e-02 -1.82027122e-01 1.89270980e-02 -3.25879631e-01
-1.67287466e-01 1.64070370e-01 2.00040668e-01 2.46462367e-01
-3.60682760e-02 2.19138429e-01 -2.49910571e-01 -1.15902888e+00
7.71319497e-01]
[ -6.21963365e-03 -4.02737226e-02 -1.27498330e-01 -1.42199951e-01
-1.76285014e-01 -4.86346322e-02 3.09448639e-01 1.59437757e-01
2.53522193e-01 3.55463470e-01 -5.11126577e-01 -1.11388274e+00
8.12772914e-01]
[ -8.88839974e-02 -2.75812492e-01 5.67792633e-02 -3.52652387e-01
-1.46307389e-01 1.15457488e-01 3.81782348e-01 1.40925571e-01
-6.86884622e-02 1.53410294e-01 -5.73686774e-01 -1.09283804e+00
8.70555017e-01]
[ 1.15965652e-01 -8.70378541e-02 1.40032965e-02 -1.71113281e-01
-8.09029544e-02 -1.96187045e-02 2.78889291e-01 3.75673391e-01
4.26726021e-01 2.55433084e-01 -5.75712734e-01 -1.03988392e+00
6.01241062e-01]
[ 1.61309414e-03 -1.42924644e-01 2.32120082e-02 1.86017465e-02
-9.63888983e-02 -2.83376002e-01 1.23071383e-01 3.75695419e-01
2.79906209e-02 1.35595694e-01 -2.79035753e-01 -8.88018669e-01
2.41359089e-01]
[ 1.02729276e-01 8.94883663e-02 9.91198685e-03 2.22570462e-01
-1.00708540e-01 -5.71575542e-02 -1.00282691e-01 -1.03266686e-01
-2.10984533e-01 -9.47154203e-02 -8.08079003e-02 1.50682062e-01
-4.94907484e-01]
[ 5.37577558e-02 -1.21371788e-01 1.50689291e-01 4.82706809e-01
2.36256325e-01 9.84717514e-03 -3.58822934e-01 -3.38735811e-01
-1.11889623e-02 -5.45910432e-01 3.07713125e-01 9.28939912e-01
-8.77285862e-01]
[ 2.39291489e-02 7.74467798e-02 -2.14443727e-01 1.17116202e-01
3.49554650e-02 -3.21905499e-03 -2.05027994e-01 -3.59978569e-01
-2.83492010e-01 -2.68972114e-01 -1.21244718e-02 -1.20313146e-01
-1.99356005e-01]
[ -7.06584975e-02 -2.03288582e-01 5.69716775e-02 2.10834027e-02
-1.26100814e-01 -1.36933896e-01 -5.79328504e-02 -6.38081208e-02
2.37372126e-02 -4.11270897e-01 -3.55316302e-01 -2.29200021e-01
1.31398941e-01]
[ -6.82870363e-03 -2.61534528e-01 4.90372146e-02 -3.66869509e-01
-1.86846832e-01 -2.34780278e-01 -3.45768422e-01 -3.51867453e-02
-6.53178232e-02 1.28702124e-02 -2.37299573e-01 2.64092875e-01
1.33865884e-01]
[ 1.56349783e-01 6.32563237e-02 -1.10750761e-01 -3.58362911e-01
-5.21412434e-02 -1.04473757e-01 -2.57498194e-01 -5.26647080e-02
-2.27896779e-01 -2.76264972e-01 -2.46449132e-01 5.26623158e-01
4.89858087e-02]
[ -1.86394458e-01 -1.73106402e-01 -1.19510649e-01 -3.40095248e-01
-4.45050332e-02 2.36334313e-02 -2.60854217e-01 -2.97409366e-01
-1.72874991e-01 -1.13136993e-01 -2.60555495e-01 4.19855768e-01
-5.90265048e-02]
[ -5.11478110e-02 -1.97745958e-01 -1.68962184e-01 -3.55208772e-01
-4.08818245e-02 4.04293392e-02 -1.28880468e-01 -1.25642866e-01
-2.70091814e-01 -3.56007127e-01 -9.15309785e-02 2.49702490e-01
6.19211179e-02]
[ 9.54913438e-02 9.45224091e-02 -1.99567707e-02 -2.89271280e-01
-3.15095796e-01 4.24567391e-03 -2.36039389e-01 -3.61548400e-01
-3.48119818e-01 -6.49809436e-02 -1.48092121e-01 3.13920242e-01
3.84976843e-02]
[ -5.91602944e-02 -1.26628488e-02 -2.84294985e-01 -8.67796945e-02
6.71937449e-02 1.55309075e-01 -2.46575992e-01 -1.82807268e-01
-5.39024266e-02 -4.40124890e-02 1.52457849e-01 7.15838177e-01
-7.38849628e-02]
[ 1.42070616e-01 3.25809783e-01 -1.95004265e-01 7.68007095e-01
1.07670748e-01 3.65458363e-03 -1.96100280e-01 -3.70511932e-01
-2.20897801e-01 -3.08829790e-01 7.50017670e-01 9.12852474e-01
-1.37071072e+00]
[ 9.02596267e-04 1.64142754e-01 5.70214380e-02 3.98518821e-01
-7.53334372e-03 -6.42794110e-02 -2.67421273e-01 -3.30023196e-01
-2.76228007e-01 -1.93430904e-01 5.89766497e-01 8.94704396e-01
-1.34303327e+00]
[ -2.54559728e-02 -1.43365374e-01 -1.47457771e-01 3.26555774e-01
-1.86742401e-01 2.38035773e-01 -2.75951561e-02 -1.61544822e-01
-2.25906878e-01 -3.41589057e-01 2.06091927e-01 5.25380522e-01
-6.76304746e-01]
[ 8.60759312e-02 -3.83444059e-01 -5.04892152e-02 2.40670542e-02
-1.18240429e-01 2.00102778e-01 9.17445499e-02 1.76082867e-01
-1.84681790e-01 6.78216142e-03 -5.79324353e-02 3.08230788e-01
-3.76835744e-01]
[ 2.12245205e-01 -2.96019248e-01 -1.18652294e-01 -6.93308540e-02
-2.17074695e-01 1.22803938e-01 4.12373838e-02 -1.26127343e-01
-6.11791149e-02 -4.38934208e-02 -1.57089655e-01 -1.87642519e-01
-2.30386930e-01]
[ -1.31376823e-01 -8.19341730e-02 3.85881504e-02 -2.51776910e-01
-6.07517860e-02 -1.41154940e-01 5.82251628e-02 4.03523382e-03
-9.35308518e-02 2.95902813e-02 -3.31397660e-01 -4.81026178e-01
-1.16282143e-01]
[ -1.43138589e-01 -1.34353383e-01 -6.91508382e-02 -2.86284123e-01
-3.44519624e-01 -2.89262843e-01 1.64804308e-01 1.48157643e-01
9.38024754e-03 1.26073344e-01 -2.81097745e-01 -8.84839067e-01
3.12347035e-02]
[ -1.30587041e-01 -2.49543017e-01 -3.04234420e-01 -9.57538537e-01
-3.02100532e-01 -2.08632211e-01 -1.15852213e-01 -3.24723549e-02
4.04447008e-02 -4.78651887e-01 -7.47094389e-01 -6.63725828e-01
-1.34725425e+00]
[ -1.23691002e-01 1.33733694e-01 1.35028236e-02 1.42355180e-01
-2.01439567e-01 -1.76666553e-01 -1.48399893e-01 1.16809584e-02
-1.41818340e-01 -1.34005747e-01 -1.20937425e-01 -3.90549183e-01
9.54904383e-02]
[ -3.66015819e-01 -1.17481092e-01 -2.73475033e-01 3.72131273e-01
-1.98824917e-01 -2.33069839e-01 -1.55898256e-01 -1.02718757e-01
2.20029563e-03 3.41210991e-02 1.26705694e-01 -3.18075674e-01
2.40855421e-01]
[ -1.35580632e-01 -4.79613412e-02 -2.55038199e-01 2.35206712e-01
-2.26661196e-01 -2.80224588e-01 -4.05987570e-01 -3.60850868e-02
2.58205481e-03 -1.08947776e-01 -1.63821907e-01 -2.95500638e-01
1.68125167e-01]
[ -2.54766124e-01 -5.30956102e-01 -3.41517437e-01 1.61795190e-02
-3.16777767e-01 -2.33892257e-01 -1.81405464e-01 -2.42758501e-01
1.34960678e-04 -2.70463879e-01 -1.05445764e-02 -3.29505497e-01
7.37924590e-02]
[ -2.24053594e-01 -2.96940193e-01 -3.22046197e-01 -7.06428849e-02
-8.83002950e-02 -1.51244515e-01 -9.18417610e-02 3.07899448e-02
-2.03635928e-01 -5.06575536e-01 -2.27665721e-01 -2.72076925e-01
-2.66378791e-02]
[ -8.92592745e-02 -2.24216027e-02 -2.43435263e-01 -1.03701780e+00
-2.80356076e-01 -2.59227756e-01 1.10023202e-01 -4.81582981e-01
1.43983627e-01 -1.86441509e-01 -7.60423993e-01 -4.31291646e-01
-1.26267139e+00]]
Progress: 32.4% ... Training loss: 0.191 ... Validation loss: 0.346[[-0.25165443]
[ 0.24069092]
[-0.08377993]
[ 1.32266234]
[ 0.25585386]
[-0.04004627]
[-0.94922554]
[-0.79330581]
[-0.54564579]
[-0.83114763]
[ 1.2860671 ]
[ 3.03137192]
[-2.46958475]]
[[ -5.16375001e-01 -4.92544773e-01 -5.90051239e-01 3.42613101e-02
-2.89415122e-01 -5.95331286e-01 9.32193608e-02 -2.22623034e-01
-2.79934617e-01 -2.90386090e-01 2.88416570e-01 1.07821781e+00
3.27440704e-01]
[ 1.23316716e-02 -1.36769339e-01 4.84867858e-02 -1.23372915e-01
-4.00345709e-02 5.84440636e-02 -8.90946350e-02 1.91300072e-01
-1.45082394e-01 -1.75670719e-01 -1.36966724e-01 -1.26281369e-01
-9.37013066e-02]
[ -2.88996842e-01 1.34889370e-01 -3.77817833e-02 1.72116696e-02
7.43931462e-02 -1.35988656e-01 -1.20084018e-01 -1.93529462e-01
2.65218243e-01 -5.36976345e-01 8.19970125e-02 7.32595820e-01
8.64339382e-01]
[ 2.69913086e-01 -2.47237434e-01 -2.75198672e-01 1.26725259e-01
-2.71151420e-01 1.20349806e-02 6.00692753e-01 -5.80602417e-01
3.60384958e-01 -1.67091520e-01 -9.07281544e-02 -4.03945814e-01
-3.54417447e-01]
[ 1.42234146e-01 1.36059018e-02 1.15766799e-01 -1.34526666e-01
-2.21940145e-02 7.44059884e-02 -1.89834076e-01 -1.72785224e-01
7.03410434e-02 2.78526569e-01 2.96570249e-02 -3.93820992e-02
-7.89556905e-02]
[ -4.86567308e-01 -6.18779194e-01 -6.01071640e-01 -5.91909493e-01
-5.95505760e-01 -5.64978100e-01 -3.96208571e-01 -1.51572926e-01
-4.81124764e-01 -2.34043608e-01 -6.00970950e-01 -9.22741620e-01
-7.16008993e-01]
[ -4.13114153e-01 -5.94340711e-01 -3.27360278e-01 -4.42601405e-01
-4.18208951e-01 -5.64946510e-01 -4.04343125e-01 -4.98542596e-01
-3.07083294e-01 -1.00791216e-01 -4.91127656e-01 -5.32387866e-01
-6.60879071e-01]
[ -3.45541286e-01 -3.45768063e-01 -4.88698232e-01 -1.68999088e-01
-3.21558553e-01 -4.27040492e-01 -2.65989840e-01 -2.86095389e-01
-2.79275323e-01 -5.90483661e-01 -3.33312457e-01 -7.96188815e-01
-6.21783412e-01]
[ -4.66908891e-01 -3.40412581e-01 -3.86533857e-01 -2.60243106e-01
-3.32309934e-01 -2.18449230e-01 -3.43499382e-02 -4.71891123e-01
-2.61439355e-01 -4.63386823e-01 -2.06861360e-01 -2.43774774e-01
-2.63177376e-01]
[ -9.58473898e-01 -9.55072476e-01 -9.92117051e-01 -7.43864891e-01
-1.04516480e+00 -9.91902624e-01 -5.28744455e-01 -5.83859184e-01
-7.36082579e-01 -5.84932277e-01 -8.00802802e-01 -6.22795198e-01
-9.40956447e-01]
[ -5.12582834e-01 -2.71711117e-01 -4.73320609e-01 -3.89829689e-01
-3.47991362e-01 -3.64743973e-01 -6.24350676e-01 -6.30042442e-01
-6.65281567e-01 -9.42885887e-02 -5.80056667e-01 -8.46793553e-01
-7.00799598e-01]
[ -1.20124503e-01 2.60887666e-02 -3.44559378e-01 -4.81362293e-01
-1.03339479e-01 -7.54335053e-02 -2.06759893e-01 -4.37527217e-01
-1.87154061e-01 4.84654917e-02 -5.28409245e-01 -1.18081564e+00
-7.39169056e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55235167e-01 -1.24842988e-01 1.64062700e-01 -2.98671472e-01
-1.34724596e-01 1.13366923e-01 -1.29209613e-01 1.22067787e-02
-8.21000727e-02 6.79643006e-02 -2.24037213e-01 -4.71589529e-01
-6.62952414e-02]
[ -9.54765654e-02 -2.64373672e-01 -1.81619553e-01 -2.63039235e-01
-4.75642683e-01 -8.74270773e-02 -9.96464191e-02 -1.28422861e-02
-8.56577930e-02 -1.26228578e-02 -2.27768868e-01 -4.35213406e-01
-2.73361622e-01]
[ -6.41731060e-02 -3.27789406e-02 -2.26760849e-01 -2.59645409e-01
1.10688515e-01 -1.61038657e-01 -1.99852921e-01 1.32900761e-01
-1.66448642e-02 1.44847704e-01 -2.07882264e-01 -1.80875760e-03
-1.01850240e-01]
[ 3.77575469e-02 -1.66767865e-01 -1.49273291e-01 -9.43393953e-02
-1.24931744e-01 -1.07062463e-01 1.07620707e-01 -1.47882941e-01
-2.12234475e-02 3.51397281e-02 -4.13033069e-02 -1.19307263e-01
-3.35488306e-02]
[ -2.93819889e-01 -1.37804155e-01 -8.02726423e-02 -1.32838094e-01
-2.97914044e-01 -2.76692091e-01 -3.62038332e-01 3.75703095e-03
-3.30741338e-01 -2.25780353e-01 1.43987668e-01 -1.63687179e-01
1.13939294e-01]
[ -2.31147005e-01 -1.25676387e-01 -9.52815390e-02 -4.55073432e-02
-8.61546778e-02 -1.20758162e-01 -8.09526750e-02 -3.51030126e-03
-1.37503319e-01 -1.09944343e-01 -8.55151681e-03 -2.45683577e-01
-1.62711390e-01]
[ -1.81479448e-01 -6.86187016e-02 -2.31466954e-01 -2.26911656e-01
-1.56406680e-01 -2.06734203e-01 -3.68653204e-01 -1.29113866e-01
1.17334333e-01 -2.53568882e-01 -3.58305797e-01 -3.46991210e-01
-4.41548239e-01]
[ -3.72407896e-01 -5.76999368e-02 -1.52220051e-01 -1.05802813e-01
-4.46712396e-02 -3.13987015e-01 3.34519587e-02 -8.57572757e-02
-1.21660888e-01 4.52496240e-02 3.86090053e-02 -2.88729488e-01
-3.55801841e-01]
[ -1.58037145e-01 -1.42154369e-01 -5.36544815e-02 -2.17241043e-01
-1.27727274e-01 -2.95580964e-01 6.24549069e-02 -1.54350902e-01
-1.93907631e-01 5.20579024e-02 1.84774887e-01 -4.24853565e-03
-1.51389064e-01]
[ -1.30730127e-01 -1.69749293e-01 -1.15290542e-01 -2.98483304e-01
9.42950624e-02 -1.81641997e-02 -1.71410763e-01 -1.83074719e-01
1.11931004e-01 -9.45753279e-02 -1.27529794e-01 -1.98067373e-02
-3.11677221e-01]
[ -3.94530455e-02 -3.52831422e-02 -1.50376265e-01 -1.13610462e-01
-2.30168805e-01 6.28627400e-02 -4.70084043e-02 -4.64545545e-02
-2.21743807e-01 -9.23962794e-02 -1.36740917e-01 -3.82387136e-01
-2.16267105e-01]
[ -6.78025516e-02 2.08780799e-02 -1.29058502e-01 -3.49075528e-01
1.18065418e-01 2.03352271e-02 -1.91167147e-01 -1.44958917e-01
1.29995160e-01 -5.12716535e-02 -3.17135622e-01 -3.10552164e-01
-3.28666888e-01]
[ 6.89466198e-02 -3.02145996e-01 -8.75615340e-02 -4.62062761e-01
-2.16649160e-01 -9.11731875e-02 3.99068666e-02 7.41394363e-02
-3.42338258e-02 2.74526579e-01 -5.44417139e-01 -8.75705424e-01
4.60524798e-01]
[ -2.28668400e-01 -2.39345601e-01 -1.33846302e-01 -3.27923188e-01
-2.96875705e-01 -9.46998931e-02 2.01704858e-01 3.30037420e-02
2.77452838e-01 2.74973296e-02 -4.34674451e-01 -1.08147421e+00
6.74796884e-01]
[ -2.04671643e-02 -1.82076318e-01 1.89591962e-02 -3.26939364e-01
-1.67364106e-01 1.64084867e-01 2.01376944e-01 2.47234782e-01
-3.55399016e-02 2.19913081e-01 -2.51093814e-01 -1.16162783e+00
7.74428824e-01]
[ -6.21202038e-03 -4.02797861e-02 -1.27496767e-01 -1.42287460e-01
-1.76294242e-01 -4.86335892e-02 3.09541426e-01 1.59513931e-01
2.53560325e-01 3.55522206e-01 -5.11191149e-01 -1.11404399e+00
8.13022388e-01]
[ -8.87513683e-02 -2.75926997e-01 5.68244473e-02 -3.53297478e-01
-1.46469350e-01 1.15479187e-01 3.83587021e-01 1.41679849e-01
-6.80566055e-02 1.54405878e-01 -5.74996647e-01 -1.09703872e+00
8.73627376e-01]
[ 1.15964187e-01 -8.70242903e-02 1.39996346e-02 -1.71097845e-01
-8.09057067e-02 -1.96211253e-02 2.78942526e-01 3.75690995e-01
4.26722236e-01 2.55488895e-01 -5.75799637e-01 -1.04025862e+00
6.01375006e-01]
[ 1.75686055e-03 -1.43015781e-01 2.32512937e-02 1.86370943e-02
-9.64705838e-02 -2.83361852e-01 1.23776194e-01 3.76285393e-01
2.83299060e-02 1.36375371e-01 -2.79105649e-01 -8.88207455e-01
2.40944462e-01]
[ 1.02542052e-01 8.95691804e-02 9.86072552e-03 2.26919126e-01
-1.00552642e-01 -5.71852291e-02 -1.01138603e-01 -1.04700858e-01
-2.11083902e-01 -9.59750065e-02 -7.71904308e-02 1.54433980e-01
-4.99682964e-01]
[ 5.38609710e-02 -1.21301523e-01 1.50703365e-01 4.83915234e-01
2.36393813e-01 9.86063511e-03 -3.58849528e-01 -3.38635969e-01
-1.14688954e-02 -5.45481659e-01 3.08738943e-01 9.31181274e-01
-8.79864009e-01]
[ 2.38704423e-02 7.73839247e-02 -2.14440968e-01 1.17211642e-01
3.49074962e-02 -3.22663909e-03 -2.04876592e-01 -3.59875222e-01
-2.83241798e-01 -2.69207214e-01 -1.26229140e-02 -1.23352219e-01
-1.98516487e-01]
[ -7.07706685e-02 -2.03233584e-01 5.69263330e-02 2.03977307e-02
-1.26054417e-01 -1.36951706e-01 -5.82839360e-02 -6.42522782e-02
2.36518564e-02 -4.11938633e-01 -3.55555103e-01 -2.28878656e-01
1.32718388e-01]
[ -6.69367860e-03 -2.61759611e-01 4.91177151e-02 -3.69557616e-01
-1.87152196e-01 -2.34756933e-01 -3.44914997e-01 -3.38286828e-02
-6.45419064e-02 1.36273803e-02 -2.40374500e-01 2.58793617e-01
1.39698291e-01]
[ 1.55012876e-01 6.46933996e-02 -1.11117856e-01 -3.54509764e-01
-5.06864346e-02 -1.04637002e-01 -2.63497508e-01 -5.71488460e-02
-2.32051627e-01 -2.80187173e-01 -2.39630372e-01 5.53555769e-01
3.72115619e-02]
[ -1.86406789e-01 -1.73026938e-01 -1.19512061e-01 -3.40754342e-01
-4.45025654e-02 2.36236511e-02 -2.60798758e-01 -2.97237541e-01
-1.72816399e-01 -1.12736488e-01 -2.61594421e-01 4.17142527e-01
-5.64164539e-02]
[ -5.11183910e-02 -1.97658108e-01 -1.69012436e-01 -3.57274406e-01
-4.08483418e-02 4.04353471e-02 -1.28944465e-01 -1.26441514e-01
-2.69973490e-01 -3.56564446e-01 -9.13990297e-02 2.53196546e-01
6.28813399e-02]
[ 9.56017245e-02 9.42374709e-02 -1.99038599e-02 -2.91760957e-01
-3.15362075e-01 4.26905971e-03 -2.34720478e-01 -3.60270299e-01
-3.47646510e-01 -6.46239022e-02 -1.50488526e-01 3.11143772e-01
4.27669491e-02]
[ -5.91400365e-02 -1.28832913e-02 -2.84234695e-01 -8.88921579e-02
6.68978222e-02 1.55321426e-01 -2.46315374e-01 -1.81564032e-01
-5.32602918e-02 -4.34378034e-02 1.49625986e-01 7.11315386e-01
-6.80255369e-02]
[ 1.42312660e-01 3.25796106e-01 -1.94989359e-01 7.67431683e-01
1.07525098e-01 3.68365188e-03 -1.95180870e-01 -3.70092919e-01
-2.20697762e-01 -3.07699598e-01 7.49747033e-01 9.12370780e-01
-1.37273389e+00]
[ 9.48291231e-04 1.64148233e-01 5.70405399e-02 3.98940113e-01
-7.47713935e-03 -6.42799389e-02 -2.67936778e-01 -3.30084518e-01
-2.76357539e-01 -1.93069385e-01 5.90218565e-01 8.94795053e-01
-1.34399091e+00]
[ -2.52970909e-02 -1.43607867e-01 -1.47384987e-01 3.25668120e-01
-1.86939419e-01 2.38070374e-01 -2.66479515e-02 -1.60554564e-01
-2.25428122e-01 -3.40803872e-01 2.04632934e-01 5.21369505e-01
-6.74948497e-01]
[ 8.61317461e-02 -3.83487583e-01 -5.04713810e-02 2.37606708e-02
-1.18277716e-01 2.00112201e-01 9.19500996e-02 1.76360894e-01
-1.84578629e-01 7.09298903e-03 -5.82571145e-02 3.07415586e-01
-3.76418015e-01]
[ 2.12239522e-01 -2.96002080e-01 -1.18654186e-01 -6.94010884e-02
-2.17061471e-01 1.22801950e-01 4.12314211e-02 -1.26097437e-01
-6.11862676e-02 -4.38864506e-02 -1.57141701e-01 -1.87722839e-01
-2.30274044e-01]
[ -1.31245686e-01 -8.20133000e-02 3.86332481e-02 -2.52416351e-01
-6.08589713e-02 -1.41135295e-01 5.89264784e-02 4.72885640e-03
-9.32937141e-02 3.03067902e-02 -3.31976682e-01 -4.82032175e-01
-1.15465292e-01]
[ -1.43348487e-01 -1.34196021e-01 -6.91997989e-02 -2.85094934e-01
-3.44399994e-01 -2.89287710e-01 1.63509009e-01 1.47533508e-01
8.61072634e-03 1.25409475e-01 -2.80183018e-01 -8.83730798e-01
2.94805174e-02]
[ -1.31766441e-01 -2.48143069e-01 -3.04613089e-01 -9.55798766e-01
-3.00689636e-01 -2.08800290e-01 -1.18875131e-01 -3.66148067e-02
3.75472706e-02 -4.82488324e-01 -7.41294595e-01 -6.41742041e-01
-1.35874632e+00]
[ -1.23653762e-01 1.33796892e-01 1.35023383e-02 1.42742209e-01
-2.01369943e-01 -1.76665592e-01 -1.47685639e-01 1.17769674e-02
-1.41632970e-01 -1.33830048e-01 -1.20887882e-01 -3.94962098e-01
9.69694655e-02]
[ -3.65873653e-01 -1.17554932e-01 -2.73401009e-01 3.72460773e-01
-1.98931847e-01 -2.33052262e-01 -1.56053231e-01 -1.02393794e-01
2.10954355e-03 3.52968970e-02 1.27030123e-01 -3.19220586e-01
2.40139592e-01]
[ -1.35272926e-01 -4.83317211e-02 -2.54953794e-01 2.31936865e-01
-2.27144711e-01 -2.80176334e-01 -4.04167466e-01 -3.45807524e-02
3.69297078e-03 -1.07378942e-01 -1.67752227e-01 -3.01817742e-01
1.74294067e-01]
[ -2.54627134e-01 -5.31323368e-01 -3.41344690e-01 1.47850458e-02
-3.17396913e-01 -2.33831223e-01 -1.81426712e-01 -2.39793056e-01
9.95988947e-04 -2.67882829e-01 -1.48572587e-02 -3.38816528e-01
8.52621447e-02]
[ -2.24206192e-01 -2.97186119e-01 -3.22018567e-01 -7.06283807e-02
-8.85422286e-02 -1.51248635e-01 -9.30790329e-02 3.19435564e-02
-2.03707767e-01 -5.06678339e-01 -2.28291866e-01 -2.69910546e-01
-2.28810961e-02]
[ -8.91768487e-02 -2.22024555e-02 -2.43510714e-01 -1.03873832e+00
-2.80062548e-01 -2.59231994e-01 1.11794214e-01 -4.82785225e-01
1.44103075e-01 -1.87099456e-01 -7.60394393e-01 -4.29922413e-01
-1.26629051e+00]]
Progress: 32.4% ... Training loss: 0.188 ... Validation loss: 0.341[[-0.24826973]
[ 0.24518737]
[-0.08296834]
[ 1.33096565]
[ 0.25842735]
[-0.039662 ]
[-0.93868407]
[-0.794402 ]
[-0.54118225]
[-0.83270986]
[ 1.29664339]
[ 3.04187881]
[-2.47015001]]
[[ -5.17146331e-01 -4.91620973e-01 -5.90194739e-01 4.05152285e-02
-2.88286105e-01 -5.95443896e-01 8.84804482e-02 -2.24867803e-01
-2.82207147e-01 -2.92021837e-01 2.95915023e-01 1.09637954e+00
3.24039096e-01]
[ 1.26080623e-02 -1.36992675e-01 4.85888481e-02 -1.25668738e-01
-4.02893883e-02 5.85241396e-02 -8.76387648e-02 1.92909353e-01
-1.44752716e-01 -1.74604287e-01 -1.39331891e-01 -1.30910781e-01
-9.27261821e-02]
[ -2.89979607e-01 1.35375353e-01 -3.80653513e-02 2.46805649e-02
7.49413271e-02 -1.36117040e-01 -1.26036101e-01 -1.98304278e-01
2.64872830e-01 -5.43651680e-01 9.02048531e-02 7.37452998e-01
8.58382909e-01]
[ 2.68132559e-01 -2.46071871e-01 -2.75566676e-01 1.34881379e-01
-2.69812148e-01 1.17909065e-02 5.93227219e-01 -5.84115930e-01
3.55785842e-01 -1.71298333e-01 -8.53706495e-02 -3.93865455e-01
-3.64124107e-01]
[ 1.43946733e-01 1.22308852e-02 1.16202840e-01 -1.41278939e-01
-2.36907214e-02 7.45768742e-02 -1.82350700e-01 -1.66617199e-01
7.41165017e-02 2.82934113e-01 2.34822834e-02 -5.54946575e-02
-7.07797184e-02]
[ -4.86718953e-01 -6.18781880e-01 -6.01033428e-01 -5.91074658e-01
-5.95483711e-01 -5.64982503e-01 -3.97401349e-01 -1.51290114e-01
-4.81517571e-01 -2.33842224e-01 -6.00429318e-01 -9.20813993e-01
-7.15226813e-01]
[ -4.13106344e-01 -5.94215020e-01 -3.27381614e-01 -4.42842309e-01
-4.18050661e-01 -5.64969386e-01 -4.04243926e-01 -4.98228174e-01
-3.07320598e-01 -9.97667433e-02 -4.91911466e-01 -5.35731088e-01
-6.59336776e-01]
[ -3.46421455e-01 -3.44738950e-01 -4.88945369e-01 -1.59585614e-01
-3.20672279e-01 -4.27144544e-01 -2.72366858e-01 -2.89974893e-01
-2.81282812e-01 -5.94391966e-01 -3.23728567e-01 -7.81453107e-01
-6.34397767e-01]
[ -4.66514576e-01 -3.40757284e-01 -3.86368707e-01 -2.65328665e-01
-3.32779503e-01 -2.18347053e-01 -3.18751451e-02 -4.69183690e-01
-2.60525644e-01 -4.62212086e-01 -2.10726334e-01 -2.53285566e-01
-2.56735278e-01]
[ -9.57912909e-01 -9.55202639e-01 -9.91938349e-01 -7.45790130e-01
-1.04556657e+00 -9.91786187e-01 -5.26618643e-01 -5.81711201e-01
-7.34560043e-01 -5.83394952e-01 -8.01419315e-01 -6.31811678e-01
-9.39857627e-01]
[ -5.12841562e-01 -2.71662801e-01 -4.73368436e-01 -3.87442168e-01
-3.47887263e-01 -3.64769864e-01 -6.26751750e-01 -6.30059722e-01
-6.66091522e-01 -9.49730010e-02 -5.78593910e-01 -8.45634717e-01
-6.98689087e-01]
[ -1.21056454e-01 2.69780283e-02 -3.44755365e-01 -4.76902728e-01
-1.02444769e-01 -7.55532056e-02 -2.11480436e-01 -4.40232755e-01
-1.89590531e-01 4.61048675e-02 -5.23778752e-01 -1.16914867e+00
-7.46226168e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55074647e-01 -1.24953386e-01 1.64116579e-01 -2.99756465e-01
-1.34835648e-01 1.13394685e-01 -1.28513802e-01 1.31370921e-02
-8.18987414e-02 6.88691978e-02 -2.25078836e-01 -4.72112257e-01
-6.60361346e-02]
[ -9.57629161e-02 -2.64190985e-01 -1.81672490e-01 -2.61626995e-01
-4.75449401e-01 -8.74669675e-02 -1.00730429e-01 -1.37212309e-02
-8.60901388e-02 -1.34887040e-02 -2.26434855e-01 -4.32970958e-01
-2.73756347e-01]
[ -6.41028013e-02 -3.29836357e-02 -2.26664569e-01 -2.59540819e-01
1.10482102e-01 -1.61019266e-01 -2.00458089e-01 1.34049989e-01
-1.66640160e-02 1.45927182e-01 -2.08314340e-01 -3.05790822e-03
-9.97259095e-02]
[ 3.80668066e-02 -1.66727481e-01 -1.49249074e-01 -9.47472584e-02
-1.24837195e-01 -1.07043607e-01 1.08322814e-01 -1.48450466e-01
-2.09298849e-02 3.61948350e-02 -4.11527601e-02 -1.15317809e-01
-3.61679902e-02]
[ -2.94133852e-01 -1.37751442e-01 -8.03355227e-02 -1.33340766e-01
-2.97844920e-01 -2.76731197e-01 -3.62500494e-01 3.88489411e-03
-3.31191458e-01 -2.26351026e-01 1.42654147e-01 -1.71774637e-01
1.17363304e-01]
[ -2.31170158e-01 -1.25622400e-01 -9.52954104e-02 -4.49776262e-02
-8.61233827e-02 -1.20759365e-01 -8.11223428e-02 -3.39734752e-03
-1.37519666e-01 -1.10129144e-01 -7.97745046e-03 -2.44874502e-01
-1.61994817e-01]
[ -1.81169048e-01 -6.95511864e-02 -2.31257508e-01 -2.30250217e-01
-1.57334360e-01 -2.06662508e-01 -3.67343046e-01 -1.26755931e-01
1.19590137e-01 -2.52644900e-01 -3.62123872e-01 -3.61924643e-01
-4.34766443e-01]
[ -3.72731655e-01 -5.68503821e-02 -1.52422299e-01 -1.01927930e-01
-4.40164202e-02 -3.14052691e-01 3.19145573e-02 -8.84602374e-02
-1.22977146e-01 4.31149365e-02 4.26960487e-02 -2.77451035e-01
-3.64773893e-01]
[ -1.58887035e-01 -1.41003907e-01 -5.39038263e-02 -2.08390220e-01
-1.26544125e-01 -2.95691916e-01 5.66581054e-02 -1.57816170e-01
-1.96753284e-01 4.95282930e-02 1.93833408e-01 1.33526842e-02
-1.61256483e-01]
[ -1.30629429e-01 -1.69854398e-01 -1.15241633e-01 -2.99869091e-01
9.42023264e-02 -1.81403333e-02 -1.70835191e-01 -1.82312045e-01
1.12092567e-01 -9.45612638e-02 -1.27962065e-01 -2.17316309e-02
-3.09632314e-01]
[ -3.92684025e-02 -3.53731851e-02 -1.50309973e-01 -1.16203074e-01
-2.30368297e-01 6.29192005e-02 -4.58105013e-02 -4.51959634e-02
-2.21365368e-01 -9.17511121e-02 -1.38903312e-01 -3.86368895e-01
-2.13931112e-01]
[ -6.77709514e-02 2.07984318e-02 -1.29041354e-01 -3.49613446e-01
1.17973618e-01 2.03448699e-02 -1.90989292e-01 -1.44618612e-01
1.30060446e-01 -5.11164438e-02 -3.17643113e-01 -3.11964069e-01
-3.28348031e-01]
[ 6.85984596e-02 -3.01919261e-01 -8.76183474e-02 -4.60690959e-01
-2.16446199e-01 -9.12080636e-02 3.76674202e-02 7.33237895e-02
-3.55471979e-02 2.73713947e-01 -5.43568651e-01 -8.73906132e-01
4.58380486e-01]
[ -2.28895898e-01 -2.39123570e-01 -1.33916429e-01 -3.26506608e-01
-2.96647371e-01 -9.47374071e-02 2.00402509e-01 3.20036068e-02
2.76637549e-01 2.65033518e-02 -4.33701211e-01 -1.08031331e+00
6.72031810e-01]
[ -2.04674020e-02 -1.82073284e-01 1.89620754e-02 -3.27161837e-01
-1.67371932e-01 1.64083656e-01 2.01424165e-01 2.47364498e-01
-3.55363815e-02 2.20073323e-01 -2.51266920e-01 -1.16202864e+00
7.74983491e-01]
[ -6.18419434e-03 -4.02935010e-02 -1.27491474e-01 -1.42433772e-01
-1.76309142e-01 -4.86301908e-02 3.09725343e-01 1.59685138e-01
2.53624169e-01 3.55711627e-01 -5.11307983e-01 -1.11416974e+00
8.13327226e-01]
[ -8.88185439e-02 -2.75880688e-01 5.68078838e-02 -3.53323096e-01
-1.46469415e-01 1.15471785e-01 3.83877305e-01 1.41910219e-01
-6.80281222e-02 1.54359952e-01 -5.75204376e-01 -1.09817167e+00
8.73993796e-01]
[ 1.15909542e-01 -8.69751350e-02 1.39861395e-02 -1.70855412e-01
-8.08711726e-02 -1.96281599e-02 2.78694488e-01 3.75563910e-01
4.26556406e-01 2.55355782e-01 -5.75703458e-01 -1.04031605e+00
6.00986623e-01]
[ 2.03651745e-03 -1.43268610e-01 2.33253751e-02 1.69038218e-02
-9.67639849e-02 -2.83333090e-01 1.26310681e-01 3.78105700e-01
2.96898061e-02 1.37437819e-01 -2.80637402e-01 -8.93774499e-01
2.44264452e-01]
[ 1.02407941e-01 8.97404880e-02 9.84419520e-03 2.29171858e-01
-1.00393373e-01 -5.72024519e-02 -1.02436325e-01 -1.05065629e-01
-2.11647010e-01 -9.62683853e-02 -7.55976294e-02 1.57303197e-01
-5.01877974e-01]
[ 5.41798348e-02 -1.21805204e-01 1.50826762e-01 4.82033301e-01
2.35913963e-01 9.90798310e-03 -3.57414166e-01 -3.37837280e-01
-9.85129822e-03 -5.45149361e-01 3.06961873e-01 9.21892271e-01
-8.78279826e-01]
[ 2.37625482e-02 7.74979106e-02 -2.14467157e-01 1.18038402e-01
3.50353657e-02 -3.24170616e-03 -2.05497482e-01 -3.60491452e-01
-2.83475694e-01 -2.69754191e-01 -1.18915848e-02 -1.21484389e-01
-1.99630180e-01]
[ -7.08982221e-02 -2.03162085e-01 5.68859450e-02 2.04375403e-02
-1.25977521e-01 -1.36966456e-01 -5.86842403e-02 -6.45363064e-02
2.35163307e-02 -4.12322513e-01 -3.55463353e-01 -2.29680791e-01
1.33535131e-01]
[ -6.50685282e-03 -2.61906482e-01 4.91818350e-02 -3.70695534e-01
-1.87324725e-01 -2.34729243e-01 -3.44021473e-01 -3.30877251e-02
-6.40141427e-02 1.45383329e-02 -2.41670623e-01 2.55751351e-01
1.42285158e-01]
[ 1.54475324e-01 6.53155659e-02 -1.11234257e-01 -3.52233419e-01
-5.00560917e-02 -1.04703277e-01 -2.66690304e-01 -5.92322397e-02
-2.33655408e-01 -2.81362076e-01 -2.36738268e-01 5.63995019e-01
3.18972720e-02]
[ -1.86355766e-01 -1.73158341e-01 -1.19477605e-01 -3.41662114e-01
-4.46456666e-02 2.36350853e-02 -2.60702712e-01 -2.96589493e-01
-1.72766681e-01 -1.12136494e-01 -2.62263753e-01 4.15559227e-01
-5.42489245e-02]
[ -5.07969469e-02 -1.98163336e-01 -1.68881966e-01 -3.59700869e-01
-4.12909808e-02 4.05044612e-02 -1.28257590e-01 -1.25914780e-01
-2.69036392e-01 -3.55543742e-01 -9.36746621e-02 2.50848489e-01
6.90789597e-02]
[ 9.53398224e-02 9.49339174e-02 -2.00767917e-02 -2.89181550e-01
-3.14841585e-01 4.20184114e-03 -2.36169783e-01 -3.62763242e-01
-3.48685679e-01 -6.63409864e-02 -1.47386441e-01 3.20270055e-01
3.62597254e-02]
[ -5.91619859e-02 -1.29879310e-02 -2.84229986e-01 -9.01269422e-02
6.68462153e-02 1.55320720e-01 -2.46385579e-01 -1.81072591e-01
-5.31322349e-02 -4.39215830e-02 1.49306457e-01 7.09740146e-01
-6.57608556e-02]
[ 1.42340513e-01 3.25718439e-01 -1.94975144e-01 7.67067208e-01
1.07424678e-01 3.69136269e-03 -1.94888362e-01 -3.69668008e-01
-2.20573304e-01 -3.07644508e-01 7.49173259e-01 9.10367104e-01
-1.37272684e+00]
[ 1.87222605e-04 1.65169321e-01 5.67839461e-02 4.08137767e-01
-6.41111006e-03 -6.43895598e-02 -2.72811830e-01 -3.33292567e-01
-2.78712083e-01 -1.96101349e-01 5.99471407e-01 9.11476558e-01
-1.35250840e+00]
[ -2.47287265e-02 -1.44055847e-01 -1.47216744e-01 3.21348552e-01
-1.87422570e-01 2.38196850e-01 -2.33453233e-02 -1.57979468e-01
-2.24143236e-01 -3.38612661e-01 2.00703633e-01 5.12706752e-01
-6.71727142e-01]
[ 8.60614723e-02 -3.83454120e-01 -5.04858757e-02 2.43228115e-02
-1.18217745e-01 2.00104248e-01 9.15043253e-02 1.76083115e-01
-1.84838537e-01 6.71393627e-03 -5.76849688e-02 3.09377578e-01
-3.77454806e-01]
[ 2.12373453e-01 -2.96143235e-01 -1.18610758e-01 -7.00744567e-02
-2.17202169e-01 1.22820031e-01 4.20129743e-02 -1.25247105e-01
-6.08576417e-02 -4.32997424e-02 -1.57912940e-01 -1.90807870e-01
-2.29036562e-01]
[ -1.31212742e-01 -8.20175636e-02 3.86516508e-02 -2.52388000e-01
-6.08961725e-02 -1.41134906e-01 5.89289576e-02 5.20956505e-03
-9.33003187e-02 3.08147235e-02 -3.32130224e-01 -4.82747704e-01
-1.15343657e-01]
[ -1.43206889e-01 -1.34336397e-01 -6.91480777e-02 -2.85893147e-01
-3.44542258e-01 -2.89270418e-01 1.64108205e-01 1.48340214e-01
8.92391324e-03 1.26281430e-01 -2.81064280e-01 -8.85436761e-01
3.08639301e-02]
[ -1.32356578e-01 -2.47348971e-01 -3.04807564e-01 -9.54099871e-01
-2.99823160e-01 -2.08903439e-01 -1.22043960e-01 -3.96019379e-02
3.58167399e-02 -4.83875530e-01 -7.38062042e-01 -6.27590187e-01
-1.36619536e+00]
[ -1.23648983e-01 1.33833560e-01 1.35314580e-02 1.43931577e-01
-2.01394844e-01 -1.76654903e-01 -1.48091655e-01 1.25034703e-02
-1.41844355e-01 -1.33414730e-01 -1.20551992e-01 -3.95205144e-01
9.78493726e-02]
[ -3.66206978e-01 -1.16704612e-01 -2.73599182e-01 3.78087896e-01
-1.98232106e-01 -2.33104032e-01 -1.58697725e-01 -1.04858952e-01
8.82040468e-04 3.30435763e-02 1.32415014e-01 -3.09742082e-01
2.30266003e-01]
[ -1.35077026e-01 -4.87843207e-02 -2.54833515e-01 2.29078405e-01
-2.27602726e-01 -2.80132138e-01 -4.03255767e-01 -3.29922350e-02
4.38325292e-03 -1.05878557e-01 -1.70915480e-01 -3.11808231e-01
1.81215689e-01]
[ -2.54648885e-01 -5.31226965e-01 -3.41311948e-01 1.60055476e-02
-3.17327895e-01 -2.33795065e-01 -1.81669025e-01 -2.38416596e-01
4.67683315e-04 -2.67214006e-01 -1.35342511e-02 -3.38024800e-01
8.61718789e-02]
[ -2.24293723e-01 -2.97161641e-01 -3.21991324e-01 -7.01326448e-02
-8.85839392e-02 -1.51247042e-01 -9.35480143e-02 3.21331639e-02
-2.03822449e-01 -5.06648529e-01 -2.27942168e-01 -2.69063083e-01
-2.16121962e-02]
[ -8.89744738e-02 -2.27444080e-02 -2.43392560e-01 -1.04118963e+00
-2.80576111e-01 -2.59198864e-01 1.12817344e-01 -4.81788860e-01
1.45501310e-01 -1.87580978e-01 -7.62380442e-01 -4.41149106e-01
-1.26279583e+00]]
Progress: 32.5% ... Training loss: 0.189 ... Validation loss: 0.339[[-0.25736055]
[ 0.23470467]
[-0.09215428]
[ 1.31040967]
[ 0.24871287]
[-0.04964403]
[-0.9496051 ]
[-0.81556161]
[-0.54851793]
[-0.84770537]
[ 1.27805634]
[ 3.02878874]
[-2.48112432]]
[[ -5.16529918e-01 -4.91724460e-01 -5.90056212e-01 3.50305247e-02
-2.88502565e-01 -5.95377583e-01 9.27509591e-02 -2.21075193e-01
-2.80759517e-01 -2.88053245e-01 2.92005009e-01 1.08699707e+00
3.33134729e-01]
[ 1.32664576e-02 -1.37667430e-01 4.88502605e-02 -1.31118478e-01
-4.09981480e-02 5.86598071e-02 -8.49165792e-02 1.96297771e-01
-1.43719641e-01 -1.71962012e-01 -1.44516816e-01 -1.41131779e-01
-9.04801281e-02]
[ -2.91351836e-01 1.35836941e-01 -3.83183372e-02 2.78398624e-02
7.55561287e-02 -1.36327012e-01 -1.32701000e-01 -2.00083167e-01
2.62952796e-01 -5.50665655e-01 9.51157552e-02 7.48302108e-01
8.56614588e-01]
[ 2.67607250e-01 -2.44699393e-01 -2.75985089e-01 1.46505812e-01
-2.68254117e-01 1.16244661e-02 5.90229480e-01 -5.95326462e-01
3.53029938e-01 -1.74753538e-01 -7.62127069e-02 -3.53025234e-01
-3.81829243e-01]
[ 1.43817620e-01 1.27323181e-02 1.15949967e-01 -1.36934536e-01
-2.32627820e-02 7.45252824e-02 -1.84535333e-01 -1.70247771e-01
7.26712643e-02 2.82235369e-01 2.72191807e-02 -4.48896672e-02
-7.67896121e-02]
[ -4.86114957e-01 -6.19392802e-01 -6.00838188e-01 -5.94527261e-01
-5.96155637e-01 -5.64867920e-01 -3.95394340e-01 -1.47533704e-01
-4.80517967e-01 -2.29372887e-01 -6.05024710e-01 -9.31107021e-01
-7.09941704e-01]
[ -4.12226922e-01 -5.95101440e-01 -3.27087230e-01 -4.50703161e-01
-4.19067493e-01 -5.64855264e-01 -3.99823538e-01 -4.94488723e-01
-3.05237025e-01 -9.65535637e-02 -4.98197712e-01 -5.49248057e-01
-6.50198362e-01]
[ -3.46656763e-01 -3.44505821e-01 -4.89011185e-01 -1.61070512e-01
-3.20404505e-01 -4.27184537e-01 -2.73444263e-01 -2.89237667e-01
-2.81849595e-01 -5.95875514e-01 -3.23049985e-01 -7.77143139e-01
-6.36575544e-01]
[ -4.66121998e-01 -3.41308383e-01 -3.86194095e-01 -2.70440215e-01
-3.33359599e-01 -2.18235402e-01 -2.95497286e-02 -4.66443355e-01
-2.59692494e-01 -4.60121221e-01 -2.16200663e-01 -2.64278234e-01
-2.54426311e-01]
[ -9.57105942e-01 -9.56680728e-01 -9.91499127e-01 -7.57978288e-01
-1.04730780e+00 -9.91584566e-01 -5.20432739e-01 -5.71632204e-01
-7.31810845e-01 -5.77235733e-01 -8.13467681e-01 -6.60392722e-01
-9.19961992e-01]
[ -5.12609323e-01 -2.71485763e-01 -4.73270298e-01 -3.89319438e-01
-3.47814031e-01 -3.64733097e-01 -6.28034501e-01 -6.29231912e-01
-6.67054281e-01 -9.42619009e-02 -5.78406920e-01 -8.40952472e-01
-7.04238692e-01]
[ -1.20454970e-01 2.64637679e-02 -3.44694304e-01 -4.80747204e-01
-1.02777845e-01 -7.54912301e-02 -2.08708179e-01 -4.40166140e-01
-1.88027425e-01 4.75243828e-02 -5.27594760e-01 -1.17574257e+00
-7.46017485e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.54728700e-01 -1.25262624e-01 1.64252415e-01 -3.01678604e-01
-1.35194493e-01 1.13460236e-01 -1.27360288e-01 1.48165270e-02
-8.14717566e-02 7.07046486e-02 -2.26602549e-01 -4.74266008e-01
-6.45644585e-02]
[ -9.55567212e-02 -2.64347022e-01 -1.81609894e-01 -2.62678131e-01
-4.75564851e-01 -8.74362978e-02 -9.96596757e-02 -1.22589454e-02
-8.56208240e-02 -1.18754078e-02 -2.27800710e-01 -4.36674752e-01
-2.70064770e-01]
[ -6.41611977e-02 -3.30232352e-02 -2.26658623e-01 -2.59063757e-01
1.10343249e-01 -1.61009660e-01 -2.01008425e-01 1.35443803e-01
-1.69098546e-02 1.46724239e-01 -2.09148225e-01 -8.05099330e-03
-9.79229302e-02]
[ 3.82249516e-02 -1.66969821e-01 -1.49160719e-01 -9.66539518e-02
-1.25116212e-01 -1.07012208e-01 1.08888561e-01 -1.47268454e-01
-2.06103247e-02 3.71534825e-02 -4.28200784e-02 -1.20695234e-01
-3.27350533e-02]
[ -2.93476993e-01 -1.38226205e-01 -8.02000079e-02 -1.37713762e-01
-2.98403545e-01 -2.76661326e-01 -3.59376219e-01 5.26524493e-03
-3.29978128e-01 -2.24649647e-01 1.39232209e-01 -1.74979694e-01
1.18255971e-01]
[ -2.31125053e-01 -1.25619199e-01 -9.52800590e-02 -4.58600620e-02
-8.61152250e-02 -1.20756493e-01 -8.03533943e-02 -3.27859993e-03
-1.37307172e-01 -1.09672327e-01 -8.04630307e-03 -2.45523039e-01
-1.59741239e-01]
[ -1.80964710e-01 -7.03347677e-02 -2.31115842e-01 -2.33244555e-01
-1.58048124e-01 -2.06613898e-01 -3.66102078e-01 -1.24253460e-01
1.21043627e-01 -2.52117278e-01 -3.65555808e-01 -3.71297059e-01
-4.30119281e-01]
[ -3.73008286e-01 -5.64348730e-02 -1.52504047e-01 -1.00789596e-01
-4.36459820e-02 -3.14093536e-01 2.97996697e-02 -8.92034383e-02
-1.24140147e-01 4.22264383e-02 4.46012798e-02 -2.71423437e-01
-3.67404051e-01]
[ -1.59032841e-01 -1.40561421e-01 -5.39811961e-02 -2.08437873e-01
-1.26096076e-01 -2.95734412e-01 5.62632804e-02 -1.57915565e-01
-1.97333113e-01 4.86043164e-02 1.95205720e-01 1.73657950e-02
-1.63540712e-01]
[ -1.30826490e-01 -1.69734429e-01 -1.15287005e-01 -2.99489409e-01
9.43202149e-02 -1.81602817e-02 -1.71313009e-01 -1.82635701e-01
1.11729241e-01 -9.50059902e-02 -1.27944244e-01 -2.06735275e-02
-3.09926570e-01]
[ -3.88583151e-02 -3.58092707e-02 -1.50149964e-01 -1.20398531e-01
-2.30817303e-01 6.30109953e-02 -4.35740992e-02 -4.27620783e-02
-2.20565133e-01 -9.01648144e-02 -1.43094589e-01 -3.95647798e-01
-2.11820784e-01]
[ -6.74790444e-02 2.04435999e-02 -1.28983718e-01 -3.52145581e-01
1.17641562e-01 2.03981491e-02 -1.89936622e-01 -1.44631938e-01
1.30866576e-01 -5.00459757e-02 -3.20111089e-01 -3.14822611e-01
-3.28887579e-01]
[ 6.86513199e-02 -3.01969009e-01 -8.76019121e-02 -4.61428731e-01
-2.16514213e-01 -9.12007141e-02 3.81610945e-02 7.37838634e-02
-3.53565078e-02 2.74130975e-01 -5.44121137e-01 -8.75283448e-01
4.60162994e-01]
[ -2.28895898e-01 -2.39123570e-01 -1.33916429e-01 -3.26506608e-01
-2.96647371e-01 -9.47374071e-02 2.00402509e-01 3.20036068e-02
2.76637549e-01 2.65033518e-02 -4.33701211e-01 -1.08031331e+00
6.72031810e-01]
[ -2.04825709e-02 -1.82062119e-01 1.89565651e-02 -3.27323165e-01
-1.67362046e-01 1.64082950e-01 2.01486699e-01 2.47465190e-01
-3.55557062e-02 2.20031561e-01 -2.51364950e-01 -1.16213355e+00
7.75368196e-01]
[ -6.14651413e-03 -4.03469891e-02 -1.27482527e-01 -1.42774387e-01
-1.76348697e-01 -4.86297416e-02 3.10422695e-01 1.60023006e-01
2.53919795e-01 3.56007955e-01 -5.11582120e-01 -1.11574158e+00
8.14346519e-01]
[ -8.89544264e-02 -2.75800372e-01 5.67804741e-02 -3.52855864e-01
-1.46372672e-01 1.15450892e-01 3.83287609e-01 1.41544224e-01
-6.83431803e-02 1.53850413e-01 -5.74921261e-01 -1.09799053e+00
8.73128543e-01]
[ 1.15945961e-01 -8.70028034e-02 1.39914352e-02 -1.71056089e-01
-8.08933495e-02 -1.96243164e-02 2.78988220e-01 3.75664293e-01
4.26729698e-01 2.55371072e-01 -5.75858689e-01 -1.04053007e+00
6.01334768e-01]
[ 2.43604734e-03 -1.43561484e-01 2.34314718e-02 1.48363973e-02
-9.70845447e-02 -2.83294881e-01 1.29183058e-01 3.80061518e-01
3.10387940e-02 1.39016450e-01 -2.82801740e-01 -8.97991579e-01
2.46947595e-01]
[ 1.02136172e-01 8.99591734e-02 9.82293676e-03 2.31953668e-01
-1.00167266e-01 -5.72313265e-02 -1.04379760e-01 -1.05384428e-01
-2.12695985e-01 -9.69670936e-02 -7.35932484e-02 1.63743902e-01
-5.04920350e-01]
[ 5.46894724e-02 -1.22146430e-01 1.50987553e-01 4.80354123e-01
2.35515261e-01 9.98342841e-03 -3.56215038e-01 -3.36699442e-01
-9.26708525e-03 -5.43475896e-01 3.05693114e-01 9.21671791e-01
-8.79243347e-01]
[ 2.36056046e-02 7.76051889e-02 -2.14489115e-01 1.18793653e-01
3.51498250e-02 -3.26257351e-03 -2.06069599e-01 -3.60643465e-01
-2.83774243e-01 -2.70147786e-01 -1.14629208e-02 -1.20949033e-01
-2.00058361e-01]
[ -7.10261667e-02 -2.03300079e-01 5.69457701e-02 1.75218140e-02
-1.26148803e-01 -1.36965077e-01 -5.87564111e-02 -6.30435663e-02
2.36178727e-02 -4.12119696e-01 -3.57803886e-01 -2.36465833e-01
1.41224610e-01]
[ -6.99337295e-03 -2.61485723e-01 4.90309310e-02 -3.69213324e-01
-1.86809961e-01 -2.34803572e-01 -3.45978411e-01 -3.51355915e-02
-6.52996138e-02 1.26943339e-02 -2.39703182e-01 2.61346154e-01
1.39177174e-01]
[ 1.54554314e-01 6.52454775e-02 -1.11210840e-01 -3.52695091e-01
-5.01445045e-02 -1.04692113e-01 -2.66397934e-01 -5.89488973e-02
-2.33509354e-01 -2.81055259e-01 -2.37123514e-01 5.62976079e-01
3.27173843e-02]
[ -1.86298125e-01 -1.73160593e-01 -1.19472970e-01 -3.42372745e-01
-4.47342393e-02 2.36465997e-02 -2.60531922e-01 -2.95580810e-01
-1.72975028e-01 -1.11252459e-01 -2.62830718e-01 4.14838403e-01
-5.33953136e-02]
[ -5.06254792e-02 -1.98281358e-01 -1.68830935e-01 -3.60319184e-01
-4.14582481e-02 4.05325444e-02 -1.28254184e-01 -1.24695335e-01
-2.69028452e-01 -3.54042484e-01 -9.48062309e-02 2.48548465e-01
7.19020738e-02]
[ 9.49468760e-02 9.54343201e-02 -2.02061384e-02 -2.88372300e-01
-3.14424555e-01 4.14519615e-03 -2.38049446e-01 -3.64193402e-01
-3.49898850e-01 -6.74775109e-02 -1.45743421e-01 3.26546149e-01
3.37158216e-02]
[ -5.92660610e-02 -1.25987235e-02 -2.84298981e-01 -8.94760616e-02
6.72341322e-02 1.55298175e-01 -2.47151028e-01 -1.81524161e-01
-5.36601831e-02 -4.43792892e-02 1.51405705e-01 7.13867987e-01
-6.89588614e-02]
[ 1.43774081e-01 3.23744374e-01 -1.94571427e-01 7.57595957e-01
1.05601597e-01 3.91893327e-03 -1.89558984e-01 -3.65464286e-01
-2.16761974e-01 -3.03121611e-01 7.39037011e-01 8.90850572e-01
-1.36675531e+00]
[ 3.91383994e-04 1.64899285e-01 5.68904700e-02 4.05440341e-01
-6.67813955e-03 -6.43288297e-02 -2.71444078e-01 -3.31889850e-01
-2.78215792e-01 -1.95566198e-01 5.96858439e-01 9.05007865e-01
-1.35099486e+00]
[ -2.46156755e-02 -1.44156777e-01 -1.47169211e-01 3.20466305e-01
-1.87562640e-01 2.38222683e-01 -2.28548831e-02 -1.57271884e-01
-2.23936316e-01 -3.38079815e-01 1.99960925e-01 5.10507416e-01
-6.71017174e-01]
[ 8.61254903e-02 -3.83500141e-01 -5.04691688e-02 2.40002204e-02
-1.18270591e-01 2.00117767e-01 9.18876956e-02 1.76428752e-01
-1.84700996e-01 7.02427836e-03 -5.79281565e-02 3.09043811e-01
-3.77372694e-01]
[ 2.12631587e-01 -2.96369996e-01 -1.18540050e-01 -7.15152714e-02
-2.17482426e-01 1.22858169e-01 4.36212473e-02 -1.24167412e-01
-6.00136059e-02 -4.22330402e-02 -1.59593749e-01 -1.96604076e-01
-2.26297223e-01]
[ -1.31145588e-01 -8.20881146e-02 3.86652886e-02 -2.53307201e-01
-6.09739883e-02 -1.41126054e-01 5.97417173e-02 5.60561991e-03
-9.29415095e-02 3.10777227e-02 -3.32817575e-01 -4.84657331e-01
-1.13907978e-01]
[ -1.43359262e-01 -1.34097796e-01 -6.92195753e-02 -2.85122813e-01
-3.44304605e-01 -2.89297273e-01 1.63485746e-01 1.47847748e-01
8.48703044e-03 1.25546490e-01 -2.80126969e-01 -8.84330760e-01
2.87115945e-02]
[ -1.32247076e-01 -2.47790027e-01 -3.04722478e-01 -9.56920522e-01
-3.00264543e-01 -2.08890060e-01 -1.22050197e-01 -3.76544390e-02
3.62077625e-02 -4.83576394e-01 -7.40476574e-01 -6.26527902e-01
-1.36754038e+00]
[ -1.22432190e-01 1.32382642e-01 1.39632478e-02 1.34862517e-01
-2.02689217e-01 -1.76482928e-01 -1.43026466e-01 1.73286761e-02
-1.39054091e-01 -1.28271898e-01 -1.28879024e-01 -4.15003894e-01
1.09781914e-01]
[ -3.65502238e-01 -1.17559591e-01 -2.73392489e-01 3.71513386e-01
-1.99138931e-01 -2.32979818e-01 -1.54604956e-01 -1.01094848e-01
2.97704867e-03 3.69605611e-02 1.26250634e-01 -3.23406434e-01
2.39541163e-01]
[ -1.35655430e-01 -4.82332467e-02 -2.54944966e-01 2.34062749e-01
-2.27089101e-01 -2.80202272e-01 -4.05908359e-01 -3.42204489e-02
2.89681744e-03 -1.07641691e-01 -1.66762608e-01 -3.01472499e-01
1.78703884e-01]
[ -2.53912796e-01 -5.31912876e-01 -3.41082266e-01 9.26439557e-03
-3.18085041e-01 -2.33649863e-01 -1.77962077e-01 -2.34784829e-01
1.96935516e-03 -2.64447993e-01 -2.03568538e-02 -3.54669009e-01
8.95393663e-02]
[ -2.24464366e-01 -2.97096620e-01 -3.22008579e-01 -7.02359526e-02
-8.86306965e-02 -1.51264546e-01 -9.37674855e-02 3.22315960e-02
-2.03943973e-01 -5.06708094e-01 -2.28692177e-01 -2.74286642e-01
-1.86690676e-02]
[ -8.93518614e-02 -2.17429512e-02 -2.43618686e-01 -1.03877520e+00
-2.79644333e-01 -2.59265634e-01 1.10506147e-01 -4.83854231e-01
1.43680848e-01 -1.89593410e-01 -7.57732143e-01 -4.27708951e-01
-1.27190261e+00]]
Progress: 32.5% ... Training loss: 0.187 ... Validation loss: 0.328[[-0.25485079]
[ 0.22823586]
[-0.09142434]
[ 1.30189605]
[ 0.24438673]
[-0.05048157]
[-0.95752755]
[-0.81578649]
[-0.55336972]
[-0.8361325 ]
[ 1.26506414]
[ 3.00648111]
[-2.49627245]]
[[ -5.16388022e-01 -4.92447568e-01 -5.89990595e-01 2.76947128e-02
-2.89128891e-01 -5.95295550e-01 9.61298367e-02 -2.20045908e-01
-2.78497813e-01 -2.90393637e-01 2.83974526e-01 1.07788716e+00
3.42319612e-01]
[ 1.32352148e-02 -1.37649004e-01 4.88406896e-02 -1.31013179e-01
-4.09716582e-02 5.86539592e-02 -8.49954914e-02 1.96197860e-01
-1.43786181e-01 -1.72106740e-01 -1.44369008e-01 -1.40661463e-01
-9.07236036e-02]
[ -2.90035344e-01 1.32824963e-01 -3.76743653e-02 1.02102094e-02
7.27341027e-02 -1.35983165e-01 -1.23855668e-01 -1.88484018e-01
2.69719385e-01 -5.45275869e-01 7.83919792e-02 7.10739800e-01
8.87926677e-01]
[ 2.67969157e-01 -2.43773381e-01 -2.76101065e-01 1.48594977e-01
-2.67741169e-01 1.16746728e-02 5.95829397e-01 -5.96767005e-01
3.53380059e-01 -1.73131110e-01 -7.49470266e-02 -3.54699267e-01
-3.91867943e-01]
[ 1.42182698e-01 1.42985039e-02 1.15458223e-01 -1.30563936e-01
-2.15124770e-02 7.41893687e-02 -1.93759993e-01 -1.75190906e-01
6.70239047e-02 2.77689379e-01 3.61409333e-02 -1.33500011e-02
-9.19403105e-02]
[ -4.86432733e-01 -6.19150404e-01 -6.00936464e-01 -5.93267781e-01
-5.95929568e-01 -5.64931389e-01 -3.96964342e-01 -1.49148685e-01
-4.81073768e-01 -2.31520527e-01 -6.04006419e-01 -9.30143273e-01
-7.11491062e-01]
[ -4.13565461e-01 -5.93982351e-01 -3.27535637e-01 -4.44562767e-01
-4.17568854e-01 -5.65054084e-01 -4.07379404e-01 -5.00306991e-01
-3.09933999e-01 -1.03413540e-01 -4.90951138e-01 -5.19494264e-01
-6.65187618e-01]
[ -3.46324987e-01 -3.45796112e-01 -4.88787618e-01 -1.69406252e-01
-3.21655527e-01 -4.27095018e-01 -2.69486906e-01 -2.84104422e-01
-2.78377612e-01 -5.95194341e-01 -3.31395697e-01 -8.02146975e-01
-6.24430544e-01]
[ -4.65042798e-01 -3.42349926e-01 -3.85904721e-01 -2.78744503e-01
-3.34618214e-01 -2.18013643e-01 -2.21576216e-02 -4.62801778e-01
-2.55905329e-01 -4.56077170e-01 -2.26143729e-01 -2.88360589e-01
-2.38544488e-01]
[ -9.56752424e-01 -9.57802383e-01 -9.91376755e-01 -7.68114956e-01
-1.04828613e+00 -9.91488614e-01 -5.16925359e-01 -5.68747582e-01
-7.29054219e-01 -5.78451116e-01 -8.23168466e-01 -6.74736554e-01
-9.08341989e-01]
[ -5.13335296e-01 -2.71011231e-01 -4.73459961e-01 -3.86470732e-01
-3.47306954e-01 -3.64846628e-01 -6.30498985e-01 -6.30566382e-01
-6.68492671e-01 -9.70883291e-02 -5.75781521e-01 -8.36539542e-01
-7.07041768e-01]
[ -1.20327854e-01 2.61405442e-02 -3.44660754e-01 -4.82699395e-01
-1.03091528e-01 -7.54246614e-02 -2.07527479e-01 -4.40374720e-01
-1.87339288e-01 4.72838020e-02 -5.30543288e-01 -1.18418032e+00
-7.43346202e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55046790e-01 -1.25013870e-01 1.64130439e-01 -3.00646564e-01
-1.34919430e-01 1.13389859e-01 -1.28652933e-01 1.28594609e-02
-8.20815102e-02 6.86031917e-02 -2.25233092e-01 -4.71094406e-01
-6.61401767e-02]
[ -9.57167174e-02 -2.64215987e-01 -1.81628693e-01 -2.61244153e-01
-4.75480444e-01 -8.74525745e-02 -1.00457220e-01 -1.26113527e-02
-8.58585667e-02 -1.28290074e-02 -2.27068593e-01 -4.37317539e-01
-2.71309750e-01]
[ -6.47783490e-02 -3.26002617e-02 -2.26783052e-01 -2.56104215e-01
1.10955990e-01 -1.61093107e-01 -2.04794656e-01 1.34193015e-01
-1.89821937e-02 1.44321766e-01 -2.06260172e-01 5.11902974e-03
-1.00303531e-01]
[ 3.77681309e-02 -1.66634698e-01 -1.49304072e-01 -9.53525471e-02
-1.24688214e-01 -1.07078182e-01 1.06289857e-01 -1.49314420e-01
-2.20466889e-02 3.49495165e-02 -4.13115136e-02 -1.13225460e-01
-3.72648604e-02]
[ -2.93889461e-01 -1.37897584e-01 -8.03564069e-02 -1.35493338e-01
-2.98069653e-01 -2.76727222e-01 -3.61105283e-01 3.84550849e-03
-3.31297969e-01 -2.26358342e-01 1.41546450e-01 -1.69132643e-01
1.13852919e-01]
[ -2.30936715e-01 -1.25684219e-01 -9.52774689e-02 -4.67591459e-02
-8.60940141e-02 -1.20732807e-01 -7.98868896e-02 -3.81932296e-03
-1.37127033e-01 -1.09787140e-01 -8.23974660e-03 -2.44360650e-01
-1.61591300e-01]
[ -1.80549636e-01 -7.15411192e-02 -2.30835215e-01 -2.38233445e-01
-1.59134838e-01 -2.06510093e-01 -3.63903421e-01 -1.19925712e-01
1.23907817e-01 -2.50658146e-01 -3.71696745e-01 -3.89901920e-01
-4.16855026e-01]
[ -3.72997001e-01 -5.67746048e-02 -1.52467388e-01 -1.02563169e-01
-4.39043644e-02 -3.14079858e-01 3.06349759e-02 -8.76672348e-02
-1.23650828e-01 4.26753097e-02 4.29505351e-02 -2.75141248e-01
-3.63711662e-01]
[ -1.58514733e-01 -1.40942857e-01 -5.38711520e-02 -2.14968994e-01
-1.26752270e-01 -2.95632522e-01 6.15446506e-02 -1.55938110e-01
-1.95013868e-01 5.00988856e-02 1.88722690e-01 2.11178240e-03
-1.57597838e-01]
[ -1.30386528e-01 -1.70131163e-01 -1.15199201e-01 -3.02950290e-01
9.38150845e-02 -1.80694919e-02 -1.68317796e-01 -1.81633861e-01
1.13224838e-01 -9.36723782e-02 -1.31786215e-01 -3.07706284e-02
-3.05716196e-01]
[ -3.88512926e-02 -3.57942554e-02 -1.50156608e-01 -1.20361523e-01
-2.30794923e-01 6.30087649e-02 -4.35129851e-02 -4.28160183e-02
-2.20571556e-01 -9.01435627e-02 -1.43117263e-01 -3.96177075e-01
-2.11977650e-01]
[ -6.73396472e-02 2.03810046e-02 -1.28963584e-01 -3.52716581e-01
1.17585360e-01 2.04174901e-02 -1.89347003e-01 -1.44512986e-01
1.31206924e-01 -4.96008001e-02 -3.20614634e-01 -3.15166251e-01
-3.28368178e-01]
[ 6.85233666e-02 -3.01871568e-01 -8.76428271e-02 -4.61577993e-01
-2.16440298e-01 -9.12176672e-02 3.79855987e-02 7.34182971e-02
-3.55266519e-02 2.73685695e-01 -5.44140963e-01 -8.76054951e-01
4.60313687e-01]
[ -2.28897883e-01 -2.39133628e-01 -1.33916484e-01 -3.26624886e-01
-2.96659967e-01 -9.47373438e-02 2.00459396e-01 3.20165056e-02
2.76737478e-01 2.64613081e-02 -4.33830122e-01 -1.08089593e+00
6.72529170e-01]
[ -2.07601633e-02 -1.81870301e-01 1.88922734e-02 -3.26328824e-01
-1.67176005e-01 1.64029339e-01 2.00717763e-01 2.46867731e-01
-3.60621314e-02 2.19286738e-01 -2.50704865e-01 -1.16274441e+00
7.74248395e-01]
[ -6.31907420e-03 -4.02328984e-02 -1.27533769e-01 -1.42620200e-01
-1.76241040e-01 -4.86642026e-02 3.10125535e-01 1.59777880e-01
2.53740305e-01 3.55401339e-01 -5.11416626e-01 -1.11652578e+00
8.14426900e-01]
[ -8.89746096e-02 -2.75762938e-01 5.67705317e-02 -3.52359828e-01
-1.46333342e-01 1.15443944e-01 3.82987136e-01 1.41314293e-01
-6.84819069e-02 1.53770078e-01 -5.74630230e-01 -1.09773299e+00
8.72146330e-01]
[ 1.15914296e-01 -8.69852188e-02 1.39837540e-02 -1.70926007e-01
-8.08816671e-02 -1.96294579e-02 2.78874903e-01 3.75569398e-01
4.26684813e-01 2.55232586e-01 -5.75810755e-01 -1.04066319e+00
6.01303392e-01]
[ 2.25676537e-03 -1.43372416e-01 2.33448969e-02 1.62820433e-02
-9.68717174e-02 -2.83327135e-01 1.29394965e-01 3.79232075e-01
3.09772387e-02 1.37681545e-01 -2.81999994e-01 -8.97691220e-01
2.43478103e-01]
[ 1.02552172e-01 8.96512264e-02 9.92252472e-03 2.30097786e-01
-1.00410375e-01 -5.71657840e-02 -1.02711327e-01 -1.04740369e-01
-2.11847825e-01 -9.57302601e-02 -7.48483007e-02 1.62349322e-01
-5.03858896e-01]
[ 5.45847355e-02 -1.21991833e-01 1.50952910e-01 4.81119783e-01
2.35729285e-01 9.96029272e-03 -3.55197666e-01 -3.36043086e-01
-9.15093978e-03 -5.44199890e-01 3.05850075e-01 9.19973720e-01
-8.81278393e-01]
[ 2.34331418e-02 7.77054866e-02 -2.14516465e-01 1.19825034e-01
3.52408675e-02 -3.28790408e-03 -2.06680544e-01 -3.61123156e-01
-2.83981464e-01 -2.70966132e-01 -1.07617303e-02 -1.20411415e-01
-2.00587576e-01]
[ -7.11383371e-02 -2.03258806e-01 5.69092067e-02 1.80199812e-02
-1.26068015e-01 -1.36978731e-01 -5.96601613e-02 -6.36626586e-02
2.32000742e-02 -4.12580441e-01 -3.57276932e-01 -2.33079346e-01
1.40522970e-01]
[ -7.18000812e-03 -2.61354683e-01 4.89695589e-02 -3.69874155e-01
-1.86710661e-01 -2.34817353e-01 -3.46887441e-01 -3.56355830e-02
-6.62777865e-02 1.22969389e-02 -2.39530656e-01 2.66178656e-01
1.39159280e-01]
[ 1.54420049e-01 6.50847016e-02 -1.11195058e-01 -3.52872960e-01
-5.02597069e-02 -1.04701534e-01 -2.66824143e-01 -5.80650247e-02
-2.33328568e-01 -2.81401889e-01 -2.37595085e-01 5.58926909e-01
3.62186425e-02]
[ -1.86387794e-01 -1.73316744e-01 -1.19448750e-01 -3.44509432e-01
-4.47667904e-02 2.36573234e-02 -2.61358537e-01 -2.95099808e-01
-1.73076967e-01 -1.12104151e-01 -2.64688367e-01 4.17540651e-01
-4.86180036e-02]
[ -5.02394871e-02 -1.98918225e-01 -1.68667239e-01 -3.64538250e-01
-4.21888296e-02 4.06336792e-02 -1.25827263e-01 -1.22252462e-01
-2.67391801e-01 -3.52495520e-01 -9.92061707e-02 2.37253609e-01
8.10196705e-02]
[ 9.48575931e-02 9.55891627e-02 -2.02518405e-02 -2.87980343e-01
-3.14325833e-01 4.13308722e-03 -2.38559433e-01 -3.64776802e-01
-3.50246455e-01 -6.77191015e-02 -1.44880677e-01 3.30197137e-01
3.21805642e-02]
[ -5.89967471e-02 -1.28253109e-02 -2.84302329e-01 -9.14444929e-02
6.70115853e-02 1.55344610e-01 -2.45598388e-01 -1.81831874e-01
-5.28787836e-02 -4.48855824e-02 1.50293765e-01 7.13458713e-01
-6.69590222e-02]
[ 1.43854785e-01 3.23496163e-01 -1.94517988e-01 7.56080133e-01
1.05374707e-01 3.93980526e-03 -1.89115635e-01 -3.64616235e-01
-2.16389827e-01 -3.02546941e-01 7.37453499e-01 8.87252307e-01
-1.36516188e+00]
[ 1.21539725e-03 1.64029603e-01 5.71395407e-02 4.00848439e-01
-7.53117882e-03 -6.41845025e-02 -2.67994664e-01 -3.29364651e-01
-2.75802260e-01 -1.92734708e-01 5.90906954e-01 8.91068121e-01
-1.34850754e+00]
[ -2.47091107e-02 -1.44075168e-01 -1.47196190e-01 3.20853111e-01
-1.87482269e-01 2.38203482e-01 -2.34330205e-02 -1.57719421e-01
-2.24189447e-01 -3.38565085e-01 2.00476961e-01 5.12582409e-01
-6.71316595e-01]
[ 8.60011687e-02 -3.83430920e-01 -5.04995646e-02 2.44059504e-02
-1.18180186e-01 2.00095350e-01 9.14096582e-02 1.76176846e-01
-1.84937557e-01 6.60326829e-03 -5.75787170e-02 3.09571094e-01
-3.77598015e-01]
[ 2.12645553e-01 -2.96377501e-01 -1.18534233e-01 -7.16598268e-02
-2.17499564e-01 1.22860234e-01 4.36934205e-02 -1.24032477e-01
-6.00056449e-02 -4.21521360e-02 -1.59689515e-01 -1.96778466e-01
-2.26130761e-01]
[ -1.31351542e-01 -8.19060749e-02 3.85948187e-02 -2.52313111e-01
-6.07814070e-02 -1.41162522e-01 5.87574889e-02 4.85688293e-03
-9.34722625e-02 3.01751256e-02 -3.31990254e-01 -4.83357852e-01
-1.15470311e-01]
[ -1.43470438e-01 -1.34006715e-01 -6.92674023e-02 -2.84518459e-01
-3.44214568e-01 -2.89314562e-01 1.62692566e-01 1.46860561e-01
8.21109828e-03 1.24541290e-01 -2.79354691e-01 -8.82828258e-01
2.72757098e-02]
[ -1.31745770e-01 -2.48142020e-01 -3.04707883e-01 -9.62476537e-01
-3.00740656e-01 -2.08822243e-01 -1.17150181e-01 -3.70588825e-02
3.83343187e-02 -4.83916330e-01 -7.46018657e-01 -6.35097863e-01
-1.36955556e+00]
[ -1.21957672e-01 1.31646877e-01 1.41640204e-02 1.30867405e-01
-2.03385358e-01 -1.76393895e-01 -1.40773847e-01 2.00094065e-02
-1.37437665e-01 -1.26281154e-01 -1.32869745e-01 -4.24386667e-01
1.18548181e-01]
[ -3.65054914e-01 -1.18429695e-01 -2.73169471e-01 3.65278396e-01
-2.00072084e-01 -2.32861690e-01 -1.51318509e-01 -9.78299963e-02
5.08854794e-03 3.98852315e-02 1.18979182e-01 -3.40433513e-01
2.52849173e-01]
[ -1.36448147e-01 -4.78976721e-02 -2.55072648e-01 2.38217375e-01
-2.26650459e-01 -2.80297628e-01 -4.09301730e-01 -3.60782529e-02
1.36400691e-03 -1.10714698e-01 -1.64172963e-01 -2.98226241e-01
1.75344352e-01]
[ -2.54072372e-01 -5.31767131e-01 -3.41150826e-01 1.05999490e-02
-3.17878982e-01 -2.33674017e-01 -1.78341675e-01 -2.35129117e-01
1.65936230e-03 -2.65146461e-01 -1.93244404e-02 -3.54024978e-01
8.93482014e-02]
[ -2.24327256e-01 -2.97157559e-01 -3.22034081e-01 -7.09284250e-02
-8.87045165e-02 -1.51239171e-01 -9.33486617e-02 3.16227003e-02
-2.03616637e-01 -5.06985542e-01 -2.29130830e-01 -2.76231577e-01
-1.93382455e-02]
[ -9.02051663e-02 -2.11758147e-02 -2.43869068e-01 -1.03702695e+00
-2.78894737e-01 -2.59397487e-01 1.05644807e-01 -4.86242811e-01
1.41348207e-01 -1.94402358e-01 -7.54135206e-01 -4.13043140e-01
-1.27625362e+00]]
Progress: 32.5% ... Training loss: 0.193 ... Validation loss: 0.337[[-0.24134566]
[ 0.2430801 ]
[-0.08026434]
[ 1.33344794]
[ 0.25881969]
[-0.03624694]
[-0.92652443]
[-0.79259375]
[-0.52448358]
[-0.82304011]
[ 1.28754416]
[ 3.03996302]
[-2.46686711]]
[[ -5.17294132e-01 -4.91240078e-01 -5.90358028e-01 4.27933993e-02
-2.87806559e-01 -5.95497282e-01 9.00819746e-02 -2.28284042e-01
-2.82549753e-01 -2.95249409e-01 2.95816394e-01 1.11348790e+00
3.15781281e-01]
[ 1.29735186e-02 -1.37235459e-01 4.87111474e-02 -1.28800943e-01
-4.05523634e-02 5.85703860e-02 -8.63972908e-02 1.94651889e-01
-1.44736556e-01 -1.72945187e-01 -1.42480048e-01 -1.35899066e-01
-9.61204410e-02]
[ -2.90779029e-01 1.34998131e-01 -3.81680537e-02 2.58490823e-02
7.47635406e-02 -1.36228007e-01 -1.29975150e-01 -1.98811451e-01
2.64220041e-01 -5.47405394e-01 8.94631887e-02 7.39140989e-01
8.42325733e-01]
[ 2.66276625e-01 -2.43195325e-01 -2.76381316e-01 1.47183665e-01
-2.67238784e-01 1.14240267e-02 5.90927197e-01 -5.96137051e-01
3.51326815e-01 -1.78024755e-01 -7.70049287e-02 -3.69402551e-01
-3.82100046e-01]
[ 1.46299259e-01 1.00791137e-02 1.16800015e-01 -1.52917384e-01
-2.57891110e-02 7.49821224e-02 -1.77916791e-01 -1.64027650e-01
7.89124308e-02 2.89542290e-01 1.27793622e-02 -7.06938941e-02
-6.58920236e-02]
[ -4.86919656e-01 -6.18970171e-01 -6.01036567e-01 -5.90025797e-01
-5.95759373e-01 -5.64996134e-01 -3.99593088e-01 -1.50947778e-01
-4.82224469e-01 -2.34092453e-01 -6.01043859e-01 -9.21273644e-01
-7.13338372e-01]
[ -4.13979492e-01 -5.93983495e-01 -3.27642031e-01 -4.38770095e-01
-4.17463590e-01 -5.65119954e-01 -4.11046544e-01 -5.01518306e-01
-3.11711359e-01 -1.05331750e-01 -4.87857495e-01 -5.10102467e-01
-6.72417499e-01]
[ -3.47004162e-01 -3.44320442e-01 -4.89113884e-01 -1.56863828e-01
-3.20322334e-01 -4.27263729e-01 -2.74330545e-01 -2.91820578e-01
-2.82688304e-01 -5.97169595e-01 -3.22916408e-01 -7.84302612e-01
-6.55906966e-01]
[ -4.66271033e-01 -3.41089750e-01 -3.86309280e-01 -2.73442188e-01
-3.33238625e-01 -2.18315179e-01 -2.92984971e-02 -4.67099652e-01
-2.59896192e-01 -4.59657849e-01 -2.20234090e-01 -2.68326778e-01
-2.47331719e-01]
[ -9.58824495e-01 -9.55861342e-01 -9.92106510e-01 -7.47815210e-01
-1.04626404e+00 -9.91890298e-01 -5.29753442e-01 -5.81131633e-01
-7.37191746e-01 -5.86956261e-01 -8.07320918e-01 -6.30058071e-01
-9.43220313e-01]
[ -5.13999558e-01 -2.69883236e-01 -4.73714244e-01 -3.79698315e-01
-3.46250772e-01 -3.65039990e-01 -6.35052575e-01 -6.33201724e-01
-6.71312107e-01 -9.83105988e-02 -5.69952130e-01 -8.21691406e-01
-7.20961177e-01]
[ -1.20399886e-01 2.59864432e-02 -3.44614039e-01 -4.82892164e-01
-1.03181555e-01 -7.54304783e-02 -2.08426209e-01 -4.40379764e-01
-1.87611941e-01 4.69651456e-02 -5.31775096e-01 -1.18756733e+00
-7.43889314e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55283563e-01 -1.24893808e-01 1.64089827e-01 -2.98795297e-01
-1.34808255e-01 1.13351806e-01 -1.30254491e-01 1.23611585e-02
-8.26137280e-02 6.76135255e-02 -2.23610527e-01 -4.68021781e-01
-6.72530923e-02]
[ -9.62084538e-02 -2.63911180e-01 -1.81774014e-01 -2.58307340e-01
-4.75140432e-01 -8.75279559e-02 -1.02342338e-01 -1.54309483e-02
-8.69328137e-02 -1.58996253e-02 -2.23938664e-01 -4.27148765e-01
-2.73553439e-01]
[ -6.43011851e-02 -3.30824253e-02 -2.26607036e-01 -2.58844534e-01
1.10441801e-01 -1.61017025e-01 -2.03472114e-01 1.36456978e-01
-1.82394352e-02 1.47070121e-01 -2.08814458e-01 -2.09507832e-03
-9.76902639e-02]
[ 3.73074309e-02 -1.66368457e-01 -1.49445686e-01 -9.11510593e-02
-1.24255827e-01 -1.07164965e-01 1.04082715e-01 -1.51022152e-01
-2.35293801e-02 3.26581769e-02 -3.80233956e-02 -1.03993817e-01
-4.02974682e-02]
[ -2.94087328e-01 -1.37710251e-01 -8.04348822e-02 -1.32833027e-01
-2.97875383e-01 -2.76759988e-01 -3.62963680e-01 2.57633658e-03
-3.32003618e-01 -2.27106921e-01 1.43121188e-01 -1.65733237e-01
1.09248854e-01]
[ -2.31112571e-01 -1.25629675e-01 -9.53371167e-02 -4.48897508e-02
-8.60696086e-02 -1.20748475e-01 -8.05063735e-02 -4.26577807e-03
-1.37398179e-01 -1.10885655e-01 -7.39412003e-03 -2.42966360e-01
-1.63699381e-01]
[ -1.81548585e-01 -6.99362684e-02 -2.31199880e-01 -2.24285416e-01
-1.57592486e-01 -2.06710260e-01 -3.71544629e-01 -1.27815635e-01
1.18047886e-01 -2.53002158e-01 -3.61148398e-01 -3.61051244e-01
-4.46211652e-01]
[ -3.72765571e-01 -5.69563590e-02 -1.52420265e-01 -1.04449044e-01
-4.41869462e-02 -3.14051008e-01 3.27531338e-02 -8.71294364e-02
-1.22377071e-01 4.27865745e-02 4.04600835e-02 -2.84789477e-01
-3.65039634e-01]
[ -1.58723188e-01 -1.40648973e-01 -5.39409914e-02 -2.13982852e-01
-1.26462590e-01 -2.95694020e-01 6.03673330e-02 -1.56244889e-01
-1.95613016e-01 4.95169855e-02 1.90063829e-01 6.51054046e-03
-1.59080875e-01]
[ -1.31177502e-01 -1.69275656e-01 -1.15495332e-01 -2.99137076e-01
9.47995256e-02 -1.82808363e-02 -1.73130857e-01 -1.85164040e-01
1.10462020e-01 -9.58344545e-02 -1.27765249e-01 -1.61828123e-02
-3.12307904e-01]
[ -3.88724880e-02 -3.57902307e-02 -1.50160982e-01 -1.20198920e-01
-2.30787383e-01 6.30068858e-02 -4.35887379e-02 -4.28464118e-02
-2.20630549e-01 -9.02349912e-02 -1.43008139e-01 -3.96055253e-01
-2.12171884e-01]
[ -6.72741001e-02 2.02686065e-02 -1.28923365e-01 -3.53640255e-01
1.17444111e-01 2.04352345e-02 -1.89189066e-01 -1.43840655e-01
1.31307634e-01 -4.91283569e-02 -3.21605318e-01 -3.17390122e-01
-3.28267353e-01]
[ 6.83464542e-02 -3.01699773e-01 -8.76988628e-02 -4.60897445e-01
-2.16272096e-01 -9.12546311e-02 3.72178371e-02 7.28660688e-02
-3.61120728e-02 2.73282746e-01 -5.43823467e-01 -8.75745602e-01
4.58551407e-01]
[ -2.28967953e-01 -2.39060723e-01 -1.33940767e-01 -3.26085106e-01
-2.96579904e-01 -9.47509459e-02 1.99973786e-01 3.17573243e-02
2.76434566e-01 2.61428843e-02 -4.33366390e-01 -1.08036506e+00
6.71216275e-01]
[ -2.08054229e-02 -1.81820905e-01 1.88824540e-02 -3.26263232e-01
-1.67162483e-01 1.64019631e-01 2.00632501e-01 2.46740334e-01
-3.61158592e-02 2.19440417e-01 -2.50931732e-01 -1.16401657e+00
7.74557083e-01]
[ -6.53380953e-03 -4.01060905e-02 -1.27576029e-01 -1.42130139e-01
-1.76124269e-01 -4.86993344e-02 3.09565605e-01 1.59438058e-01
2.53283722e-01 3.54610181e-01 -5.11131834e-01 -1.11639234e+00
8.14144120e-01]
[ -8.92036149e-02 -2.75650396e-01 5.67195011e-02 -3.51931294e-01
-1.46213967e-01 1.15403448e-01 3.82321389e-01 1.41054033e-01
-6.89870384e-02 1.53007238e-01 -5.74331032e-01 -1.09762934e+00
8.71872119e-01]
[ 1.15904390e-01 -8.69848905e-02 1.39776380e-02 -1.70579032e-01
-8.08758965e-02 -1.96330829e-02 2.78992799e-01 3.75493248e-01
4.26734410e-01 2.55181419e-01 -5.75816255e-01 -1.04102627e+00
6.00859802e-01]
[ 2.12635251e-03 -1.43303988e-01 2.33116956e-02 1.75862462e-02
-9.68196291e-02 -2.83348794e-01 1.28657326e-01 3.78645048e-01
3.05730431e-02 1.37231331e-01 -2.81245364e-01 -8.97771125e-01
2.41701502e-01]
[ 1.02495425e-01 8.99166199e-02 9.88001722e-03 2.33340162e-01
-1.00228667e-01 -5.71799768e-02 -1.03477007e-01 -1.05118806e-01
-2.12615162e-01 -9.53192435e-02 -7.26818961e-02 1.69015273e-01
-5.09765191e-01]
[ 5.41099324e-02 -1.21811175e-01 1.50801426e-01 4.85756327e-01
2.36012181e-01 9.89419823e-03 -3.56304063e-01 -3.38447860e-01
-9.43035195e-03 -5.47799150e-01 3.09309747e-01 9.26681027e-01
-8.83880025e-01]
[ 2.33516806e-02 7.76781860e-02 -2.14517302e-01 1.20408280e-01
3.52148702e-02 -3.29846977e-03 -2.07209388e-01 -3.61088935e-01
-2.83820793e-01 -2.71472088e-01 -1.06853566e-02 -1.22178443e-01
-1.99782912e-01]
[ -7.15547928e-02 -2.02819010e-01 5.67559722e-02 2.01501708e-02
-1.25592342e-01 -1.37067905e-01 -6.26487486e-02 -6.57985210e-02
2.11563063e-02 -4.13274961e-01 -3.55644122e-01 -2.26406317e-01
1.36590420e-01]
[ -7.29865357e-03 -2.61176481e-01 4.89211817e-02 -3.69165060e-01
-1.86543442e-01 -2.34840905e-01 -3.47701784e-01 -3.64372666e-02
-6.71548278e-02 1.21322639e-02 -2.38607519e-01 2.71388304e-01
1.36307824e-01]
[ 1.54396398e-01 6.51233185e-02 -1.11197264e-01 -3.52761291e-01
-5.01734465e-02 -1.04710777e-01 -2.67328422e-01 -5.82137802e-02
-2.33473474e-01 -2.81279120e-01 -2.37384363e-01 5.60794451e-01
3.62172474e-02]
[ -1.86206708e-01 -1.73527070e-01 -1.19370672e-01 -3.45908934e-01
-4.50337541e-02 2.37000162e-02 -2.60796555e-01 -2.94297724e-01
-1.72615681e-01 -1.11269467e-01 -2.65853066e-01 4.14578452e-01
-4.58054926e-02]
[ -5.05663583e-02 -1.98664469e-01 -1.68758685e-01 -3.63958277e-01
-4.19276371e-02 4.05796200e-02 -1.27288612e-01 -1.23779213e-01
-2.68172218e-01 -3.54448167e-01 -9.77711769e-02 2.43913274e-01
7.93186481e-02]
[ 9.46676497e-02 9.57640506e-02 -2.03122719e-02 -2.88007597e-01
-3.14196483e-01 4.08624652e-03 -2.39636302e-01 -3.65221105e-01
-3.50791012e-01 -6.80431341e-02 -1.44739951e-01 3.31682168e-01
3.26117418e-02]
[ -5.94707916e-02 -1.21275378e-02 -2.84495085e-01 -8.86302517e-02
6.77170043e-02 1.55207516e-01 -2.48091490e-01 -1.83468185e-01
-5.44620037e-02 -4.65039902e-02 1.53596859e-01 7.23591681e-01
-7.30444925e-02]
[ 1.44087514e-01 3.23263131e-01 -1.94452998e-01 7.56666795e-01
1.05205757e-01 3.96149178e-03 -1.88733178e-01 -3.64541563e-01
-2.16038979e-01 -3.01749448e-01 7.36822070e-01 8.87022825e-01
-1.36731486e+00]
[ 1.67735425e-03 1.63686417e-01 5.72852946e-02 4.01022632e-01
-7.85881136e-03 -6.41007294e-02 -2.67417329e-01 -3.28589680e-01
-2.75286615e-01 -1.90865265e-01 5.90262259e-01 8.87641898e-01
-1.35185700e+00]
[ -2.48323899e-02 -1.43701092e-01 -1.47274409e-01 3.23994825e-01
-1.87132081e-01 2.38164368e-01 -2.41840308e-02 -1.59754662e-01
-2.25049166e-01 -3.39078498e-01 2.03226217e-01 5.19268870e-01
-6.78112055e-01]
[ 8.58671758e-02 -3.83414127e-01 -5.05319368e-02 2.58146876e-02
-1.18099646e-01 2.00064812e-01 9.05900209e-02 1.75435354e-01
-1.85431129e-01 5.95050134e-03 -5.63414980e-02 3.12415075e-01
-3.80086085e-01]
[ 2.12432951e-01 -2.96207499e-01 -1.18575453e-01 -7.03068508e-02
-2.17353327e-01 1.22828553e-01 4.26675247e-02 -1.24604996e-01
-6.08414358e-02 -4.24598801e-02 -1.58854366e-01 -1.94357590e-01
-2.28206468e-01]
[ -1.31470870e-01 -8.16287189e-02 3.85169609e-02 -2.50692669e-01
-6.05257873e-02 -1.41190896e-01 5.78680990e-02 3.80529912e-03
-9.41243017e-02 2.95128441e-02 -3.30608089e-01 -4.79495660e-01
-1.19437671e-01]
[ -1.43526449e-01 -1.33947449e-01 -6.92978530e-02 -2.83160060e-01
-3.44114877e-01 -2.89321868e-01 1.61299829e-01 1.46229955e-01
7.61318667e-03 1.24078591e-01 -2.77907938e-01 -8.78880535e-01
2.33390480e-02]
[ -1.31778874e-01 -2.48093244e-01 -3.04706740e-01 -9.63698485e-01
-3.00709546e-01 -2.08872308e-01 -1.19042223e-01 -3.87743862e-02
3.75410686e-02 -4.83043102e-01 -7.48847603e-01 -6.35692224e-01
-1.37470135e+00]
[ -1.22590092e-01 1.32523463e-01 1.38572106e-02 1.37157885e-01
-2.02557913e-01 -1.76545669e-01 -1.44973865e-01 1.64110872e-02
-1.39892426e-01 -1.28803875e-01 -1.28469657e-01 -4.13845202e-01
1.04651949e-01]
[ -3.65364664e-01 -1.18027603e-01 -2.73318051e-01 3.71225522e-01
-1.99527406e-01 -2.32916690e-01 -1.54057464e-01 -1.00152393e-01
3.62546566e-03 3.80484344e-02 1.24239760e-01 -3.25458697e-01
2.47384329e-01]
[ -1.37088311e-01 -4.71717641e-02 -2.55247948e-01 2.45846516e-01
-2.25989404e-01 -2.80400283e-01 -4.12204175e-01 -3.98645027e-02
-9.27277678e-04 -1.12847469e-01 -1.58404953e-01 -2.82999045e-01
1.66122016e-01]
[ -2.55016817e-01 -5.30821999e-01 -3.41486964e-01 2.03571573e-02
-3.16737856e-01 -2.33862829e-01 -1.83833562e-01 -2.40053057e-01
-2.00525196e-03 -2.69071522e-01 -1.00399845e-02 -3.38509085e-01
7.31996982e-02]
[ -2.23960623e-01 -2.97467003e-01 -3.21891992e-01 -7.21294307e-02
-8.90934504e-02 -1.51162247e-01 -9.28732464e-02 3.34966787e-02
-2.03160809e-01 -5.05053760e-01 -2.30616915e-01 -2.80003785e-01
-1.87538725e-02]
[ -9.08202805e-02 -2.09499322e-02 -2.43982794e-01 -1.03734855e+00
-2.78722976e-01 -2.59526968e-01 1.04114337e-01 -4.86794817e-01
1.40329755e-01 -1.96836089e-01 -7.54088176e-01 -4.08796341e-01
-1.27630113e+00]]
Progress: 32.6% ... Training loss: 0.194 ... Validation loss: 0.336[[-0.24950536]
[ 0.24093013]
[-0.08725699]
[ 1.31162057]
[ 0.24951449]
[-0.04236884]
[-0.94522571]
[-0.81443272]
[-0.53096957]
[-0.83821975]
[ 1.26822995]
[ 3.0113507 ]
[-2.4893102 ]]
[[-0.51633246 -0.49216413 -0.58997618 0.02899092 -0.28928136 -0.59539073
0.0982284 -0.21779536 -0.27926169 -0.28839744 0.28237555 1.08146463
0.33532769]
[ 0.01326362 -0.13716941 0.04876171 -0.13064463 -0.04062592 0.05860999
-0.08488556 0.19502166 -0.14447518 -0.1721285 -0.14396393 -0.13597721
-0.09859524]
[-0.29278651 0.13631833 -0.03857263 0.03000772 0.07580327 -0.13647685
-0.139677 -0.2006834 0.2612744 -0.55399839 0.09213468 0.76026874
0.85209378]
[ 0.26657863 -0.24248818 -0.27663204 0.15140875 -0.26599029 0.01146333
0.59691265 -0.59983704 0.35203228 -0.18052238 -0.0684512 -0.36164247
-0.39167234]
[ 0.14320412 0.01312909 0.11598999 -0.13225194 -0.02237305 0.0745603
-0.19892033 -0.17526449 0.06853259 0.27653605 0.03326868 -0.00871586
-0.10381892]
[-0.48601629 -0.61975243 -0.60078317 -0.59490521 -0.59670877 -0.56487583
-0.39547167 -0.14753321 -0.48038901 -0.23014082 -0.60576785 -0.93347621
-0.70992212]
[-0.41244386 -0.59608179 -0.32699861 -0.45612275 -0.41985249 -0.5649131
-0.40214148 -0.49110908 -0.30706558 -0.09610336 -0.50583943 -0.55384771
-0.64893377]
[-0.34767804 -0.34304711 -0.48936083 -0.15468344 -0.31953382 -0.42736463
-0.27591103 -0.29259324 -0.28382093 -0.59974139 -0.32005718 -0.77255219
-0.65646967]
[-0.4663864 -0.34035611 -0.38648515 -0.27645024 -0.33269367 -0.21835251
-0.03006244 -0.46869926 -0.26124147 -0.46209638 -0.21993781 -0.25577058
-0.25328697]
[-0.95729512 -0.95662856 -0.99177838 -0.76802377 -1.04787679 -0.99174499
-0.51935108 -0.57173195 -0.73280962 -0.58042399 -0.82516617 -0.66068157
-0.92757492]
[-0.5132181 -0.27092039 -0.47343253 -0.38611332 -0.34744212 -0.36491622
-0.63095362 -0.62961366 -0.669011 -0.09475453 -0.57586219 -0.83636601
-0.70909866]
[-0.12106097 0.02691723 -0.34474988 -0.47932833 -0.10238229 -0.07551062
-0.21224548 -0.44191599 -0.19029183 0.04504649 -0.5275702 -1.17391042
-0.75101521]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.25496 -0.12515321 0.16419133 -0.30020113 -0.13509153 0.11339554
-0.12858321 0.01361487 -0.08201436 0.0691987 -0.22518331 -0.4716056
-0.06735645]
[-0.09617949 -0.26394043 -0.18176585 -0.25885179 -0.47517333 -0.08752367
-0.1019948 -0.01502129 -0.08684193 -0.01559479 -0.22438207 -0.42826358
-0.2726652 ]
[-0.06355138 -0.03394298 -0.22635771 -0.26434988 0.10939733 -0.16091294
-0.20045421 0.140062 -0.01652189 0.15083196 -0.21388376 -0.01674976
-0.09185854]
[ 0.03803566 -0.16728029 -0.14918038 -0.09797428 -0.12529066 -0.10707299
0.10754233 -0.14648359 -0.02195687 0.03699378 -0.04509924 -0.11883754
-0.03262896]
[-0.29346967 -0.13842488 -0.08018794 -0.13939159 -0.29867224 -0.27668652
-0.35833231 0.00625462 -0.32945092 -0.22434433 0.13586356 -0.18706471
0.11857025]
[-0.23109616 -0.12575602 -0.09530626 -0.04675128 -0.08624832 -0.12073564
-0.08019497 -0.0036784 -0.13723582 -0.11037797 -0.00897904 -0.24430777
-0.15924666]
[-0.18197419 -0.06948718 -0.23128473 -0.22151693 -0.1571623 -0.20678049
-0.37394874 -0.12810722 0.11689013 -0.25398214 -0.3593002 -0.35433162
-0.45069224]
[-0.37301496 -0.05611821 -0.15257984 -0.10440452 -0.04379794 -0.31408164
0.03293618 -0.08805653 -0.12266466 0.04100239 0.041987 -0.27825028
-0.36437828]
[-0.15874771 -0.14064142 -0.05394881 -0.21414859 -0.12646053 -0.29569729
0.06059528 -0.15604769 -0.19551441 0.04963164 0.1898459 0.00592426
-0.15698362]
[-0.13168394 -0.1686472 -0.11569429 -0.29734629 0.09550931 -0.01836669
-0.17601463 -0.18701832 0.10848959 -0.09812412 -0.12479739 -0.00316774
-0.31776115]
[-0.03842479 -0.03579269 -0.15010448 -0.12513471 -0.23109608 0.06307297
-0.04108812 -0.04192741 -0.21983702 -0.08996862 -0.14594848 -0.39800827
-0.21251338]
[-0.06733073 0.02037625 -0.12895678 -0.3535033 0.11758798 0.02041767
-0.18956985 -0.14450499 0.13114126 -0.04954359 -0.32133656 -0.31589598
-0.32842786]
[ 0.0684556 -0.3017943 -0.08767081 -0.46214192 -0.2163938 -0.09124442
0.03808365 0.07358985 -0.03571606 0.27401784 -0.54471428 -0.8783717
0.46126397]
[-0.22895188 -0.23911073 -0.1339358 -0.32667976 -0.29665326 -0.0947462
0.20026234 0.03195874 0.27656332 0.02615721 -0.43379645 -1.08121234
0.67244529]
[-0.02078828 -0.18183519 0.01887987 -0.32688349 -0.16719008 0.16401946
0.20109056 0.24680121 -0.03585923 0.21954875 -0.25138885 -1.165281
0.77612103]
[-0.00654524 -0.04011361 -0.12758631 -0.14268153 -0.17613043 -0.04870374
0.30987414 0.1594062 0.25347369 0.35450269 -0.51142546 -1.11727561
0.81533527]
[-0.08908848 -0.2757878 0.05675361 -0.35311809 -0.1463843 0.11542452
0.38329739 0.14157938 -0.0685852 0.15345679 -0.5752246 -1.09903683
0.87414564]
[ 0.1160746 -0.08710152 0.01401042 -0.17164027 -0.08100629 -0.01961491
0.28031765 0.37614645 0.42745561 0.25562417 -0.57655642 -1.04263717
0.60277241]
[ 0.00223723 -0.14338767 0.02334703 0.0170256 -0.09690156 -0.2833404
0.12975358 0.37937039 0.03092004 0.13801886 -0.28191049 -0.89944059
0.2423031 ]
[ 0.1031343 0.08923868 0.01005648 0.22980568 -0.10089978 -0.05711104
-0.09995076 -0.10270192 -0.21064795 -0.0928945 -0.07621802 0.1538948
-0.50617392]
[ 0.05553223 -0.1224986 0.15112483 0.47748988 0.23485675 0.010085
-0.34885858 -0.33387683 -0.00648384 -0.54345298 0.30161222 0.90694145
-0.88313206]
[ 0.02340178 0.07755377 -0.21448114 0.11958894 0.03510978 -0.00328921
-0.20710739 -0.36073326 -0.28358961 -0.27116529 -0.01147515 -0.12413926
-0.19789283]
[-0.07198887 -0.20238655 0.05666093 0.0215507 -0.12517001 -0.13712032
-0.06565501 -0.06665998 0.01933741 -0.41415726 -0.35413027 -0.21807379
0.13440656]
[-0.00786599 -0.2607619 0.04875431 -0.36863922 -0.18614088 -0.23490168
-0.35057268 -0.03780004 -0.06899685 0.00946298 -0.23715124 0.28187988
0.13471299]
[ 0.15427097 0.06531168 -0.11120362 -0.35393706 -0.05006043 -0.10472415
-0.26811641 -0.05755706 -0.23396416 -0.28113119 -0.23776275 0.56205357
0.03823073]
[-0.18616628 -0.1739204 -0.11929944 -0.34867849 -0.04542457 0.02371111
-0.26049591 -0.29313357 -0.17182467 -0.11088379 -0.26845211 0.41062204
-0.03955752]
[-0.05070043 -0.19857409 -0.16880586 -0.36479083 -0.04185473 0.04055462
-0.12743253 -0.12364042 -0.26846941 -0.35528118 -0.09810245 0.24516331
0.08038877]
[ 0.09435735 0.09658433 -0.02051008 -0.28669371 -0.31366138 0.00402026
-0.24068894 -0.36780877 -0.35169055 -0.07026177 -0.14248756 0.3406733
0.0285907 ]
[-0.05956155 -0.01185717 -0.28453938 -0.08770072 0.06791837 0.15518633
-0.24861197 -0.18442468 -0.05487781 -0.04667346 0.15407708 0.72752947
-0.07487116]
[ 0.14424434 0.32294352 -0.19437146 0.75528743 0.10485635 0.00398406
-0.18817241 -0.36307104 -0.2155596 -0.30062065 0.73437423 0.88246947
-1.36611737]
[ 0.00207391 0.16324853 0.05745314 0.39893418 -0.00835128 -0.06403642
-0.26649252 -0.32669987 -0.27425282 -0.18856903 0.58745444 0.87892826
-1.35139368]
[-0.02496665 -0.14340607 -0.14730788 0.32602764 -0.18685179 0.23813799
-0.02493629 -0.15997779 -0.22588233 -0.33944386 0.20515635 0.5240112
-0.68182768]
[ 0.08587273 -0.38341843 -0.05052927 0.02576293 -0.11810626 0.20006601
0.09062081 0.17548713 -0.18542338 0.00600271 -0.05639927 0.31231777
-0.38004461]
[ 0.21250728 -0.29626281 -0.11855615 -0.07106671 -0.21742575 0.12283633
0.04311333 -0.12419284 -0.06062435 -0.04202355 -0.15950057 -0.19658839
-0.2267944 ]
[-0.13145385 -0.08170683 0.03854917 -0.25143516 -0.06062114 -0.1411868
0.05814666 0.00443853 -0.09398157 0.03015309 -0.33142201 -0.48208331
-0.11728121]
[-0.14340959 -0.13405008 -0.06926602 -0.28418285 -0.34419711 -0.28930588
0.16218316 0.14705415 0.00795579 0.1247911 -0.27861506 -0.88025728
0.02474698]
[-0.13087143 -0.24891404 -0.30447674 -0.97099516 -0.30176444 -0.20878968
-0.11388113 -0.03494171 0.04063504 -0.48012463 -0.75740332 -0.65914569
-1.372168 ]
[-0.12291159 0.13319206 0.01375462 0.14274665 -0.20196693 -0.17659157
-0.14745855 0.01449736 -0.14158934 -0.12883067 -0.12408966 -0.40369964
0.09853628]
[-0.36538498 -0.11770818 -0.27331894 0.37124494 -0.19942801 -0.23294299
-0.15390719 -0.09972445 0.00320975 0.03882079 0.12449736 -0.32503338
0.24662633]
[-0.13637658 -0.04815139 -0.25501861 0.23743311 -0.22704104 -0.28030828
-0.40763201 -0.03519154 0.00199282 -0.10903875 -0.16529734 -0.29874463
0.18219003]
[-0.25391184 -0.53239567 -0.3410315 0.00782966 -0.31858933 -0.23366226
-0.17744561 -0.23346591 0.00202642 -0.26496757 -0.02259615 -0.36709376
0.09423182]
[-0.22355585 -0.29769646 -0.32181376 -0.07523231 -0.08940652 -0.15110271
-0.09057674 0.03453658 -0.202302 -0.50408983 -0.2326173 -0.2842878
-0.01718836]
[-0.09195764 -0.01920797 -0.24439835 -1.03467601 -0.27714712 -0.25970058
0.0987131 -0.4899902 0.13554117 -0.20120703 -0.74827155 -0.37894067
-1.29024443]]
Progress: 32.6% ... Training loss: 0.188 ... Validation loss: 0.328[[-0.23851958]
[ 0.24979992]
[-0.07909842]
[ 1.3340466 ]
[ 0.25855664]
[-0.03452568]
[-0.92268973]
[-0.79825337]
[-0.51839014]
[-0.8175733 ]
[ 1.28494609]
[ 3.0316531 ]
[-2.48637947]]
[[ -5.18182957e-01 -4.90433095e-01 -5.90448864e-01 4.65598796e-02
-2.87591972e-01 -5.95626328e-01 8.68433809e-02 -2.25501938e-01
-2.83826682e-01 -2.96104949e-01 2.97287008e-01 1.11829568e+00
3.20875467e-01]
[ 1.31710878e-02 -1.37068957e-01 4.87309674e-02 -1.30008601e-01
-4.05417538e-02 5.85915062e-02 -8.54323270e-02 1.94333069e-01
-1.44736190e-01 -1.72632191e-01 -1.43450181e-01 -1.34818671e-01
-9.99756018e-02]
[ -2.91352644e-01 1.35455445e-01 -3.81168706e-02 2.78335621e-02
7.48789610e-02 -1.36251302e-01 -1.37320244e-01 -1.93548786e-01
2.62054803e-01 -5.46294579e-01 9.09068621e-02 7.62064572e-01
8.57195139e-01]
[ 2.66041466e-01 -2.41270645e-01 -2.76883476e-01 1.55230055e-01
-2.65005537e-01 1.13712280e-02 5.91419031e-01 -6.03915636e-01
3.48888810e-01 -1.83058701e-01 -6.39217671e-02 -3.39107603e-01
-4.04517577e-01]
[ 1.45198701e-01 1.08884775e-02 1.16585906e-01 -1.50713608e-01
-2.45646294e-02 7.48918473e-02 -1.84568908e-01 -1.64842844e-01
7.55183757e-02 2.84507210e-01 1.68486669e-02 -5.48769816e-02
-7.36320892e-02]
[ -4.87367045e-01 -6.18923628e-01 -6.01084072e-01 -5.88171596e-01
-5.95827574e-01 -5.65067824e-01 -4.01887024e-01 -1.53317725e-01
-4.82727032e-01 -2.36494762e-01 -6.00341090e-01 -9.22783436e-01
-7.17172848e-01]
[ -4.13651035e-01 -5.94827726e-01 -3.27406394e-01 -4.45728859e-01
-4.18565517e-01 -5.65080228e-01 -4.09260577e-01 -4.95210148e-01
-3.10468741e-01 -1.01003063e-01 -4.97942529e-01 -5.35168870e-01
-6.58087275e-01]
[ -3.48140365e-01 -3.42471155e-01 -4.89470294e-01 -1.50151242e-01
-3.18977908e-01 -4.27424804e-01 -2.80373503e-01 -2.94937121e-01
-2.85693879e-01 -6.00688172e-01 -3.15168886e-01 -7.58033977e-01
-6.59654386e-01]
[ -4.65618995e-01 -3.41115592e-01 -3.86262044e-01 -2.79274172e-01
-3.33469543e-01 -2.18219797e-01 -2.66728369e-02 -4.65903042e-01
-2.59272861e-01 -4.59308424e-01 -2.23814298e-01 -2.67712627e-01
-2.49325757e-01]
[ -9.58130999e-01 -9.55974986e-01 -9.91982129e-01 -7.57139991e-01
-1.04718187e+00 -9.91833201e-01 -5.27328766e-01 -5.76586753e-01
-7.35658859e-01 -5.83273480e-01 -8.17671388e-01 -6.44175160e-01
-9.34851376e-01]
[ -5.14691610e-01 -2.69500242e-01 -4.73871752e-01 -3.76067592e-01
-3.45911633e-01 -3.65149576e-01 -6.37876552e-01 -6.34021078e-01
-6.72125230e-01 -1.01344137e-01 -5.66673142e-01 -8.15303482e-01
-7.18756613e-01]
[ -1.21004426e-01 2.67428499e-02 -3.44701953e-01 -4.81422068e-01
-1.02659479e-01 -7.54756468e-02 -2.11952174e-01 -4.42087013e-01
-1.89973894e-01 4.50731290e-02 -5.29918565e-01 -1.17953158e+00
-7.49708526e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55180211e-01 -1.24965854e-01 1.64112829e-01 -2.99557469e-01
-1.34923355e-01 1.13357865e-01 -1.29425001e-01 1.25435271e-02
-8.22731557e-02 6.82455484e-02 -2.24699673e-01 -4.71238002e-01
-6.83926839e-02]
[ -9.68761625e-02 -2.63640686e-01 -1.81891907e-01 -2.55689284e-01
-4.74852612e-01 -8.76147311e-02 -1.05117064e-01 -1.76720500e-02
-8.78265020e-02 -1.89715482e-02 -2.21927812e-01 -4.24881998e-01
-2.74415552e-01]
[ -6.42109502e-02 -3.34343045e-02 -2.26503468e-01 -2.60745645e-01
1.09951920e-01 -1.61006028e-01 -2.03622351e-01 1.37626164e-01
-1.80097590e-02 1.48209502e-01 -2.11084261e-01 -1.00723418e-02
-9.63191345e-02]
[ 3.77391877e-02 -1.66900386e-01 -1.49315239e-01 -9.57607371e-02
-1.24879732e-01 -1.07115867e-01 1.06611576e-01 -1.47530497e-01
-2.24745646e-02 3.54632332e-02 -4.28088624e-02 -1.11883011e-01
-3.47467129e-02]
[ -2.93597553e-01 -1.38295968e-01 -8.02083129e-02 -1.37915615e-01
-2.98607391e-01 -2.76703446e-01 -3.59887930e-01 6.41232584e-03
-3.30173411e-01 -2.24547492e-01 1.36462120e-01 -1.87474496e-01
1.18424849e-01]
[ -2.31589725e-01 -1.25159714e-01 -9.55054079e-02 -4.01524397e-02
-8.56401147e-02 -1.20806518e-01 -8.40409739e-02 -6.48906558e-03
-1.38917301e-01 -1.12539952e-01 -4.07440775e-03 -2.31346128e-01
-1.66747231e-01]
[ -1.82195774e-01 -6.92453879e-02 -2.31331106e-01 -2.18968388e-01
-1.56913843e-01 -2.06818358e-01 -3.76123004e-01 -1.29542235e-01
1.15687345e-01 -2.54417802e-01 -3.56514252e-01 -3.47157581e-01
-4.52932800e-01]
[ -3.73401437e-01 -5.58503189e-02 -1.52607750e-01 -1.03330357e-01
-4.35518512e-02 -3.14131213e-01 3.07588893e-02 -8.79807176e-02
-1.23454611e-01 4.04009002e-02 4.33248759e-02 -2.75649843e-01
-3.63729622e-01]
[ -1.58606985e-01 -1.40596699e-01 -5.39766479e-02 -2.13823103e-01
-1.26403693e-01 -2.95667949e-01 6.05074726e-02 -1.56732612e-01
-1.95438006e-01 4.96781382e-02 1.90521297e-01 1.11049556e-02
-1.57592838e-01]
[ -1.30852392e-01 -1.69490068e-01 -1.15442757e-01 -3.00343556e-01
9.46136326e-02 -1.82157447e-02 -1.72431435e-01 -1.84197764e-01
1.10685822e-01 -9.49683719e-02 -1.28890029e-01 -1.55665789e-02
-3.12665386e-01]
[ -3.82971369e-02 -3.58734810e-02 -1.50083732e-01 -1.25800581e-01
-2.31141150e-01 6.30879864e-02 -4.03620091e-02 -4.14565339e-02
-2.19543024e-01 -8.96832227e-02 -1.46510319e-01 -3.99448689e-01
-2.12506241e-01]
[ -6.75810612e-02 2.05439462e-02 -1.29017267e-01 -3.52651359e-01
1.17798097e-01 2.03757399e-02 -1.90582542e-01 -1.45327735e-01
1.30574728e-01 -5.05584844e-02 -3.20676797e-01 -3.14997103e-01
-3.29946451e-01]
[ 6.81804212e-02 -3.01616022e-01 -8.77362809e-02 -4.61096801e-01
-2.16225338e-01 -9.12804934e-02 3.68092675e-02 7.27555523e-02
-3.63877475e-02 2.72922921e-01 -5.43899380e-01 -8.77328467e-01
4.59241839e-01]
[ -2.29090260e-01 -2.39005022e-01 -1.33968130e-01 -3.26292345e-01
-2.96552358e-01 -9.47711735e-02 1.99663647e-01 3.15733124e-02
2.76252249e-01 2.56716680e-02 -4.33520731e-01 -1.08111879e+00
6.71978755e-01]
[ -2.08886645e-02 -1.81756046e-01 1.88555037e-02 -3.26314718e-01
-1.67142335e-01 1.64002552e-01 2.00523099e-01 2.46342159e-01
-3.61079995e-02 2.19335681e-01 -2.51171896e-01 -1.16542764e+00
7.75238707e-01]
[ -6.49045862e-03 -4.01681521e-02 -1.27576399e-01 -1.43216601e-01
-1.76175092e-01 -4.86968130e-02 3.10279396e-01 1.59556963e-01
2.53685979e-01 3.54665217e-01 -5.11736678e-01 -1.11767169e+00
8.16261673e-01]
[ -8.93309171e-02 -2.75629162e-01 5.66890202e-02 -3.52484652e-01
-1.46211769e-01 1.15384495e-01 3.82220711e-01 1.40795147e-01
-6.90607924e-02 1.52586961e-01 -5.74788272e-01 -1.09878151e+00
8.73106525e-01]
[ 1.15876799e-01 -8.69640121e-02 1.39649713e-02 -1.70817601e-01
-8.08552032e-02 -1.96439018e-02 2.79559047e-01 3.75646727e-01
4.27026418e-01 2.54968807e-01 -5.76133586e-01 -1.04246751e+00
6.01822804e-01]
[ 2.23723151e-03 -1.43387668e-01 2.33470257e-02 1.70255990e-02
-9.69015614e-02 -2.83340402e-01 1.29753579e-01 3.79370394e-01
3.09200406e-02 1.38018857e-01 -2.81910489e-01 -8.99440586e-01
2.42303102e-01]
[ 1.03320564e-01 8.90704843e-02 1.01109927e-02 2.32444575e-01
-1.01042145e-01 -5.70577727e-02 -1.00137003e-01 -1.02644870e-01
-2.10581623e-01 -9.25410910e-02 -7.53056405e-02 1.57121545e-01
-5.09768885e-01]
[ 5.47977580e-02 -1.21888436e-01 1.50847014e-01 4.84277742e-01
2.35608703e-01 9.98618050e-03 -3.52153826e-01 -3.37381797e-01
-8.05131989e-03 -5.46909918e-01 3.07953117e-01 9.20494347e-01
-8.88019023e-01]
[ 2.31863092e-02 7.78294190e-02 -2.14545041e-01 1.22200696e-01
3.54307355e-02 -3.32912828e-03 -2.08686412e-01 -3.61567001e-01
-2.84146813e-01 -2.72166086e-01 -9.28711405e-03 -1.20565564e-01
-2.01466313e-01]
[ -7.19261583e-02 -2.02652983e-01 5.67223593e-02 1.95713847e-02
-1.25409926e-01 -1.37104917e-01 -6.48010058e-02 -6.56574105e-02
2.00276355e-02 -4.13995146e-01 -3.55699881e-01 -2.23645608e-01
1.38941769e-01]
[ -7.69500895e-03 -2.61007440e-01 4.88355639e-02 -3.70880197e-01
-1.86365679e-01 -2.34876863e-01 -3.49539611e-01 -3.69210821e-02
-6.81024527e-02 1.05028287e-02 -2.39493294e-01 2.75898146e-01
1.39914928e-01]
[ 1.54566422e-01 6.49473188e-02 -1.11116658e-01 -3.56057950e-01
-5.03482162e-02 -1.04678036e-01 -2.67200850e-01 -5.68428594e-02
-2.32963743e-01 -2.80473987e-01 -2.39778044e-01 5.56744067e-01
4.36525479e-02]
[ -1.86170699e-01 -1.73925789e-01 -1.19302139e-01 -3.48921380e-01
-4.54364901e-02 2.37121594e-02 -2.60461997e-01 -2.93158962e-01
-1.71838918e-01 -1.10938868e-01 -2.68546330e-01 4.10732970e-01
-3.93818670e-02]
[ -5.05911194e-02 -1.98735508e-01 -1.68755146e-01 -3.65853633e-01
-4.20333461e-02 4.05784294e-02 -1.26809510e-01 -1.22885294e-01
-2.68031395e-01 -3.54763032e-01 -9.93245362e-02 2.41046646e-01
8.37155534e-02]
[ 9.38022167e-02 9.71803624e-02 -2.06071307e-02 -2.84448010e-01
-3.13217916e-01 3.94981218e-03 -2.44234132e-01 -3.69151906e-01
-3.53711457e-01 -7.12307216e-02 -1.39739215e-01 3.52136869e-01
2.54755933e-02]
[ -5.98726390e-02 -1.16035898e-02 -2.84609492e-01 -8.65302201e-02
6.81596508e-02 1.55133104e-01 -2.49857832e-01 -1.85528261e-01
-5.54757056e-02 -4.81379039e-02 1.55543927e-01 7.30987684e-01
-7.66246708e-02]
[ 1.44283503e-01 3.22905910e-01 -1.94362945e-01 7.55015364e-01
1.04814768e-01 3.98987491e-03 -1.87990539e-01 -3.62887192e-01
-2.15478356e-01 -3.00471548e-01 7.34124024e-01 8.81866751e-01
-1.36605419e+00]
[ 1.82142299e-03 1.63756403e-01 5.73484468e-02 4.04550307e-01
-7.84744333e-03 -6.40737889e-02 -2.68386735e-01 -3.27215000e-01
-2.75594690e-01 -1.89192768e-01 5.92198885e-01 8.88750915e-01
-1.35745305e+00]
[ -2.45237542e-02 -1.43704086e-01 -1.47201462e-01 3.24607338e-01
-1.87163682e-01 2.38217150e-01 -2.36137649e-02 -1.59926729e-01
-2.24930011e-01 -3.38578188e-01 2.03358747e-01 5.22954351e-01
-6.82062148e-01]
[ 8.57320954e-02 -3.83234121e-01 -5.05888649e-02 2.72580698e-02
-1.17931240e-01 2.00033801e-01 8.97886453e-02 1.74416309e-01
-1.85835953e-01 5.18815888e-03 -5.52040598e-02 3.15876066e-01
-3.82431980e-01]
[ 2.12215758e-01 -2.96002975e-01 -1.18635401e-01 -6.93758229e-02
-2.17213506e-01 1.22789287e-01 4.14473110e-02 -1.25235408e-01
-6.13830772e-02 -4.27208941e-02 -1.58230755e-01 -1.94074941e-01
-2.29001457e-01]
[ -1.31537196e-01 -8.15593828e-02 3.84954609e-02 -2.50180781e-01
-6.04618559e-02 -1.41202632e-01 5.69990979e-02 3.54676657e-03
-9.44110994e-02 2.95987309e-02 -3.30357838e-01 -4.79361457e-01
-1.20279651e-01]
[ -1.43481257e-01 -1.34043418e-01 -6.92797588e-02 -2.84441440e-01
-3.44214106e-01 -2.89306996e-01 1.61873958e-01 1.47121145e-01
7.81175509e-03 1.24425554e-01 -2.78774178e-01 -8.80691570e-01
2.56387076e-02]
[ -1.30878197e-01 -2.48811587e-01 -3.04443738e-01 -9.70803490e-01
-3.01817124e-01 -2.08763658e-01 -1.14549166e-01 -3.46966984e-02
3.99817365e-02 -4.79380735e-01 -7.57255204e-01 -6.55814444e-01
-1.37500972e+00]
[ -1.24256551e-01 1.34316262e-01 1.33001941e-02 1.54205329e-01
-2.00775508e-01 -1.76794770e-01 -1.54978257e-01 8.25226808e-03
-1.44167449e-01 -1.35584616e-01 -1.13795971e-01 -3.84334318e-01
8.99694672e-02]
[ -3.65492149e-01 -1.17584671e-01 -2.73345834e-01 3.72349761e-01
-1.99336862e-01 -2.32961594e-01 -1.54328574e-01 -9.94371143e-02
2.97561905e-03 3.85427415e-02 1.25441958e-01 -3.22617703e-01
2.47198502e-01]
[ -1.36325386e-01 -4.82039380e-02 -2.54994077e-01 2.39131044e-01
-2.27062708e-01 -2.80296608e-01 -4.08528476e-01 -3.60302454e-02
2.15129518e-03 -1.09204380e-01 -1.65053389e-01 -2.97744889e-01
1.82865244e-01]
[ -2.53876189e-01 -5.32082826e-01 -3.41108583e-01 1.11548192e-02
-3.18142740e-01 -2.33673458e-01 -1.78503416e-01 -2.35260864e-01
1.27404704e-03 -2.65333840e-01 -1.96933687e-02 -3.59504571e-01
8.84068216e-02]
[ -2.23721943e-01 -2.97818617e-01 -3.21757817e-01 -7.53015012e-02
-8.94680843e-02 -1.51103219e-01 -9.13793948e-02 3.52281423e-02
-2.02549261e-01 -5.04048021e-01 -2.33745979e-01 -2.88277420e-01
-1.57930682e-02]
[ -9.26723430e-02 -1.87969464e-02 -2.44548467e-01 -1.03354931e+00
-2.76792143e-01 -2.59791345e-01 9.54718193e-02 -4.91768600e-01
1.34202349e-01 -2.03841304e-01 -7.47340526e-01 -3.76704444e-01
-1.29128132e+00]]
Progress: 32.7% ... Training loss: 0.193 ... Validation loss: 0.328[[-0.25113502]
[ 0.22478514]
[-0.0963298 ]
[ 1.30957608]
[ 0.23520095]
[-0.04841613]
[-0.95119973]
[-0.82686901]
[-0.54994435]
[-0.83903884]
[ 1.25208338]
[ 2.97169509]
[-2.51833546]]
[[ -5.16851348e-01 -4.92610213e-01 -5.89884095e-01 3.21710364e-02
-2.90053896e-01 -5.95420010e-01 9.89996861e-02 -2.15893434e-01
-2.76601289e-01 -2.88859451e-01 2.78729409e-01 1.06881199e+00
3.52633582e-01]
[ 1.29114312e-02 -1.36856012e-01 4.86550176e-02 -1.28440115e-01
-4.03538970e-02 5.85597916e-02 -8.65693798e-02 1.93416243e-01
-1.45211539e-01 -1.73566845e-01 -1.42296174e-01 -1.32033797e-01
-1.01896638e-01]
[ -2.89043284e-01 1.30272154e-01 -3.69409146e-02 1.13243966e-03
7.00819183e-02 -1.35861919e-01 -1.22923595e-01 -1.75473357e-01
2.74166042e-01 -5.36643557e-01 5.92879691e-02 6.77357670e-01
9.11495638e-01]
[ 2.64688714e-01 -2.37711179e-01 -2.77788109e-01 1.67051249e-01
-2.61772721e-01 1.11225617e-02 5.90396971e-01 -6.15131165e-01
3.45168588e-01 -1.90090636e-01 -4.47041216e-02 -2.88298003e-01
-4.26228136e-01]
[ 1.46186804e-01 8.99357624e-03 1.17181364e-01 -1.58860152e-01
-2.67069462e-02 7.51058735e-02 -1.83369390e-01 -1.60507348e-01
7.87372699e-02 2.91994131e-01 2.08334105e-03 -9.52875860e-02
-5.26300793e-02]
[ -4.87259030e-01 -6.19377911e-01 -6.00960173e-01 -5.88313375e-01
-5.96329283e-01 -5.65023495e-01 -4.02624582e-01 -1.52922022e-01
-4.82508010e-01 -2.35347988e-01 -6.01984009e-01 -9.25083515e-01
-7.15937300e-01]
[ -4.13287842e-01 -5.95455716e-01 -3.27178847e-01 -4.49185677e-01
-4.19443686e-01 -5.65020992e-01 -4.05948424e-01 -4.90666441e-01
-3.08532431e-01 -9.76115350e-02 -5.04065714e-01 -5.50295168e-01
-6.49366063e-01]
[ -3.46073893e-01 -3.46035093e-01 -4.88689847e-01 -1.71386598e-01
-3.22328314e-01 -4.27128998e-01 -2.66165756e-01 -2.83037090e-01
-2.76185590e-01 -5.92778667e-01 -3.37427180e-01 -8.17647075e-01
-6.22523109e-01]
[ -4.65467196e-01 -3.41080629e-01 -3.86272072e-01 -2.80054185e-01
-3.33380097e-01 -2.18210601e-01 -2.54603001e-02 -4.66434586e-01
-2.58856794e-01 -4.59377769e-01 -2.23857183e-01 -2.66391617e-01
-2.47896302e-01]
[ -9.56274609e-01 -9.59056894e-01 -9.91245612e-01 -7.72994461e-01
-1.05009321e+00 -9.91592550e-01 -5.12367388e-01 -5.63792161e-01
-7.26501248e-01 -5.75497625e-01 -8.37397750e-01 -6.98013865e-01
-8.98700239e-01]
[ -5.14191799e-01 -2.70369377e-01 -4.73709805e-01 -3.80983700e-01
-3.46776744e-01 -3.65067737e-01 -6.35492955e-01 -6.32562097e-01
-6.70015860e-01 -9.84876910e-02 -5.71920338e-01 -8.28448128e-01
-7.10371798e-01]
[ -1.20671148e-01 2.60826435e-02 -3.44478553e-01 -4.86265456e-01
-1.03523869e-01 -7.53895702e-02 -2.11302270e-01 -4.40032688e-01
-1.89161187e-01 4.68192905e-02 -5.35012289e-01 -1.18826669e+00
-7.45726985e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55033350e-01 -1.25057629e-01 1.64145762e-01 -3.01197018e-01
-1.35085544e-01 1.13377926e-01 -1.28684719e-01 1.27414617e-02
-8.18227042e-02 6.90434839e-02 -2.26163859e-01 -4.73484014e-01
-6.78668492e-02]
[ -9.73832702e-02 -2.63380350e-01 -1.81977081e-01 -2.52075872e-01
-4.74569842e-01 -8.76617679e-02 -1.07029194e-01 -1.92011869e-02
-8.86818478e-02 -2.09418301e-02 -2.19228155e-01 -4.19305328e-01
-2.75877702e-01]
[ -6.38958906e-02 -3.39757181e-02 -2.26336117e-01 -2.63376963e-01
1.09336346e-01 -1.60943533e-01 -2.03550286e-01 1.39890345e-01
-1.76799804e-02 1.50121623e-01 -2.14002891e-01 -1.46176896e-02
-9.37887254e-02]
[ 3.82058287e-02 -1.67276160e-01 -1.49183543e-01 -9.75409892e-02
-1.25348746e-01 -1.07067271e-01 1.09044615e-01 -1.45604483e-01
-2.13459728e-02 3.80234558e-02 -4.54094185e-02 -1.19727696e-01
-3.20655500e-02]
[ -2.93680214e-01 -1.38294688e-01 -8.01938678e-02 -1.36826121e-01
-2.98650844e-01 -2.76713021e-01 -3.59880600e-01 6.86529485e-03
-3.29847581e-01 -2.24326230e-01 1.35796043e-01 -1.88965824e-01
1.18645109e-01]
[ -2.31278301e-01 -1.25738323e-01 -9.53599351e-02 -4.42202645e-02
-8.62913939e-02 -1.20749487e-01 -8.14847301e-02 -3.81969004e-03
-1.37378596e-01 -1.11106415e-01 -8.53439873e-03 -2.42008073e-01
-1.58142536e-01]
[ -1.81549867e-01 -7.05985694e-02 -2.31041659e-01 -2.24824205e-01
-1.58169579e-01 -2.06717005e-01 -3.72003642e-01 -1.24776860e-01
1.19457985e-01 -2.52549315e-01 -3.62206024e-01 -3.65462153e-01
-4.40259333e-01]
[ -3.73165656e-01 -5.65389695e-02 -1.52475373e-01 -1.08594980e-01
-4.41834982e-02 -3.14080497e-01 3.28095387e-02 -8.57781498e-02
-1.22173475e-01 4.17172913e-02 3.79367457e-02 -2.88109186e-01
-3.56948366e-01]
[ -1.57444072e-01 -1.41981968e-01 -5.36430340e-02 -2.23148248e-01
-1.27679736e-01 -2.95532115e-01 6.84189816e-02 -1.52504262e-01
-1.91233624e-01 5.44170429e-02 1.80312915e-01 -1.61817050e-02
-1.41170290e-01]
[ -1.30814505e-01 -1.69438216e-01 -1.15456682e-01 -2.99883476e-01
9.46564838e-02 -1.82160733e-02 -1.72280729e-01 -1.84366053e-01
1.10726546e-01 -9.49932345e-02 -1.28277528e-01 -1.27292520e-02
-3.12510571e-01]
[ -3.82736865e-02 -3.58977587e-02 -1.50075845e-01 -1.25907088e-01
-2.31157104e-01 6.30947879e-02 -4.01985966e-02 -4.14394357e-02
-2.19526259e-01 -8.96979654e-02 -1.46599773e-01 -3.99948160e-01
-2.12979436e-01]
[ -6.76477366e-02 2.06581805e-02 -1.29051526e-01 -3.52757275e-01
1.17952527e-01 2.03583580e-02 -1.90880132e-01 -1.46046278e-01
1.30422758e-01 -5.10189967e-02 -3.20569060e-01 -3.13790200e-01
-3.30088059e-01]
[ 6.80342723e-02 -3.01496753e-01 -8.77864626e-02 -4.61421326e-01
-2.16129993e-01 -9.13029448e-02 3.69598607e-02 7.24830486e-02
-3.64205662e-02 2.72354905e-01 -5.44053515e-01 -8.79219032e-01
4.60179319e-01]
[ -2.29004159e-01 -2.39051069e-01 -1.33952756e-01 -3.26927872e-01
-2.96603969e-01 -9.47629494e-02 2.00266805e-01 3.18296142e-02
2.76562274e-01 2.60226168e-02 -4.33998507e-01 -1.08180917e+00
6.73254505e-01]
[ -2.08275485e-02 -1.81875544e-01 1.88842421e-02 -3.27542523e-01
-1.67278282e-01 1.64012733e-01 2.01726166e-01 2.47221076e-01
-3.55487578e-02 2.19736624e-01 -2.52383761e-01 -1.16880543e+00
7.78906859e-01]
[ -6.53989062e-03 -4.01423604e-02 -1.27591566e-01 -1.43429056e-01
-1.76150338e-01 -4.87034292e-02 3.10349753e-01 1.59454999e-01
2.53667922e-01 3.54566028e-01 -5.11972531e-01 -1.11836672e+00
8.16731220e-01]
[ -8.93325826e-02 -2.75622505e-01 5.66852342e-02 -3.52523404e-01
-1.46200860e-01 1.15383740e-01 3.82212096e-01 1.40742444e-01
-6.90345776e-02 1.52547652e-01 -5.74813077e-01 -1.09880815e+00
8.73176058e-01]
[ 1.16162462e-01 -8.71797461e-02 1.40126965e-02 -1.72479462e-01
-8.10796783e-02 -1.96166208e-02 2.81861231e-01 3.76921731e-01
4.28336502e-01 2.55753017e-01 -5.77282970e-01 -1.04539331e+00
6.04390574e-01]
[ 2.53024861e-03 -1.43732696e-01 2.34344549e-02 1.58411663e-02
-9.72128014e-02 -2.83307195e-01 1.31567937e-01 3.80575127e-01
3.20014082e-02 1.38708738e-01 -2.82675658e-01 -9.00442985e-01
2.43609249e-01]
[ 1.03615079e-01 8.87951562e-02 1.01768511e-02 2.32480887e-01
-1.01252929e-01 -5.70332593e-02 -9.82449146e-02 -1.01948296e-01
-2.09839125e-01 -9.14135762e-02 -7.59141921e-02 1.53738864e-01
-5.11020498e-01]
[ 5.48461440e-02 -1.21991834e-01 1.50869945e-01 4.84100402e-01
2.35462416e-01 1.00048510e-02 -3.51687160e-01 -3.37681387e-01
-7.82435021e-03 -5.47033868e-01 3.07830020e-01 9.22657742e-01
-8.87750121e-01]
[ 2.30872652e-02 7.77759073e-02 -2.14529991e-01 1.22419470e-01
3.53544771e-02 -3.33029314e-03 -2.09204701e-01 -3.61815587e-01
-2.83982988e-01 -2.72609662e-01 -9.81482674e-03 -1.22248513e-01
-1.99344869e-01]
[ -7.20364923e-02 -2.02462556e-01 5.66767116e-02 1.96982041e-02
-1.25253432e-01 -1.37120756e-01 -6.52191592e-02 -6.57908027e-02
1.97576590e-02 -4.14351838e-01 -3.55497036e-01 -2.23529159e-01
1.39148139e-01]
[ -7.64949500e-03 -2.61081735e-01 4.88612645e-02 -3.71483620e-01
-1.86481434e-01 -2.34871029e-01 -3.49225708e-01 -3.63088412e-02
-6.79126988e-02 1.09049786e-02 -2.40193553e-01 2.73018656e-01
1.41987479e-01]
[ 1.54730640e-01 6.46887411e-02 -1.11060059e-01 -3.57419060e-01
-5.05806732e-02 -1.04658923e-01 -2.66485759e-01 -5.57982285e-02
-2.32450992e-01 -2.79610226e-01 -2.41325884e-01 5.51683747e-01
4.73936756e-02]
[ -1.85647561e-01 -1.74505631e-01 -1.19150901e-01 -3.53263060e-01
-4.60491265e-02 2.37813051e-02 -2.58451435e-01 -2.92332085e-01
-1.69960193e-01 -1.08362521e-01 -2.73135382e-01 3.99364457e-01
-2.95852846e-02]
[ -5.06416044e-02 -1.98666962e-01 -1.68768471e-01 -3.66094689e-01
-4.19743991e-02 4.05702375e-02 -1.26713997e-01 -1.23067698e-01
-2.68151610e-01 -3.55084977e-01 -9.93909969e-02 2.41183018e-01
8.42674436e-02]
[ 9.34459634e-02 9.71372327e-02 -2.06151152e-02 -2.85805333e-01
-3.13266925e-01 3.92718212e-03 -2.45479947e-01 -3.68622175e-01
-3.54198825e-01 -7.20437346e-02 -1.40942277e-01 3.52036703e-01
2.89344511e-02]
[ -5.97819469e-02 -1.16756839e-02 -2.84589071e-01 -8.70955148e-02
6.80949610e-02 1.55144990e-01 -2.49558861e-01 -1.85461730e-01
-5.52518188e-02 -4.77589443e-02 1.55239613e-01 7.28974450e-01
-7.61898621e-02]
[ 1.44316106e-01 3.22810038e-01 -1.94356986e-01 7.55504736e-01
1.04740694e-01 3.99026600e-03 -1.88153206e-01 -3.62694600e-01
-2.15435717e-01 -3.00289466e-01 7.34137291e-01 8.83027114e-01
-1.36623172e+00]
[ 2.55272604e-03 1.62059124e-01 5.77724599e-02 3.98737844e-01
-9.43013164e-03 -6.39462879e-02 -2.65985136e-01 -3.22413079e-01
-2.72964505e-01 -1.85986659e-01 5.83497372e-01 8.67509005e-01
-1.35006593e+00]
[ -2.41559170e-02 -1.44282428e-01 -1.47058232e-01 3.21214688e-01
-1.87735913e-01 2.38288235e-01 -2.10989799e-02 -1.57464106e-01
-2.23563395e-01 -3.36876665e-01 1.99409706e-01 5.13393574e-01
-6.77782514e-01]
[ 8.58913072e-02 -3.83340320e-01 -5.05434231e-02 2.65128635e-02
-1.18062330e-01 2.00053322e-01 9.05660275e-02 1.75124176e-01
-1.85356931e-01 5.95543506e-03 -5.62540192e-02 3.12030333e-01
-3.81307105e-01]
[ 2.12277082e-01 -2.96095276e-01 -1.18610443e-01 -6.97251075e-02
-2.17315703e-01 1.22796531e-01 4.20469713e-02 -1.24486049e-01
-6.11299236e-02 -4.23298411e-02 -1.59093029e-01 -1.97782662e-01
-2.28177799e-01]
[ -1.31444925e-01 -8.16770009e-02 3.85237820e-02 -2.51009396e-01
-6.05872199e-02 -1.41191051e-01 5.77337535e-02 4.02431107e-03
-9.40582196e-02 3.00517797e-02 -3.31051641e-01 -4.81260138e-01
-1.18915755e-01]
[ -1.43315324e-01 -1.34191262e-01 -6.92307917e-02 -2.85865879e-01
-3.44382600e-01 -2.89286157e-01 1.63257781e-01 1.47936739e-01
8.47003799e-03 1.25293898e-01 -2.80111647e-01 -8.82635835e-01
2.76592481e-02]
[ -1.30109095e-01 -2.49893439e-01 -3.04168851e-01 -9.77658609e-01
-3.02964666e-01 -2.08681351e-01 -1.08174132e-01 -2.90486309e-02
4.41269844e-02 -4.76458498e-01 -7.66680174e-01 -6.78848849e-01
-1.36434416e+00]
[ -1.24258240e-01 1.34229814e-01 1.33000523e-02 1.53832942e-01
-2.00856115e-01 -1.76787902e-01 -1.54527394e-01 8.07690894e-03
-1.43805683e-01 -1.35560636e-01 -1.14264920e-01 -3.86815358e-01
9.22925117e-02]
[ -3.64655163e-01 -1.18880370e-01 -2.73035378e-01 3.63302141e-01
-2.00604082e-01 -2.32835429e-01 -1.49554349e-01 -9.56779820e-02
6.03409821e-03 4.32198117e-02 1.15910270e-01 -3.42392961e-01
2.64042859e-01]
[ -1.36354725e-01 -4.82961375e-02 -2.54992895e-01 2.40110396e-01
-2.27167578e-01 -2.80291039e-01 -4.08662902e-01 -3.61633229e-02
2.18821106e-03 -1.09630556e-01 -1.63920366e-01 -2.93482324e-01
1.83785049e-01]
[ -2.53126489e-01 -5.33293653e-01 -3.40782369e-01 4.69357318e-03
-3.19454391e-01 -2.33531808e-01 -1.75543824e-01 -2.31387366e-01
3.71984315e-03 -2.62109919e-01 -2.66396111e-02 -3.76380204e-01
1.00780426e-01]
[ -2.23817024e-01 -2.97820517e-01 -3.21735578e-01 -7.47698102e-02
-8.95430646e-02 -1.51115178e-01 -9.14200206e-02 3.57745499e-02
-2.02407504e-01 -5.03753774e-01 -2.33994030e-01 -2.91815656e-01
-1.21707811e-02]
[ -9.22125425e-02 -1.96392707e-02 -2.44361438e-01 -1.03793795e+00
-2.77446113e-01 -2.59733377e-01 9.90820366e-02 -4.88979371e-01
1.36092072e-01 -2.02178121e-01 -7.51920932e-01 -3.90980902e-01
-1.28951248e+00]]
Progress: 32.8% ... Training loss: 0.225 ... Validation loss: 0.348[[-0.23606198]
[ 0.24478028]
[-0.07625503]
[ 1.32788433]
[ 0.25569191]
[-0.03327902]
[-0.93253912]
[-0.79450335]
[-0.52236164]
[-0.81256954]
[ 1.27162707]
[ 3.00813806]
[-2.48320267]]
[[ -5.17484621e-01 -4.91835402e-01 -5.90213747e-01 4.07747283e-02
-2.89138570e-01 -5.95516357e-01 9.64036501e-02 -2.22032933e-01
-2.78621859e-01 -2.93391611e-01 2.86397894e-01 1.08784017e+00
3.35226214e-01]
[ 1.27955651e-02 -1.36547640e-01 4.85171664e-02 -1.26904092e-01
-4.00764647e-02 5.85230133e-02 -8.72343640e-02 1.91820787e-01
-1.45853258e-01 -1.74161831e-01 -1.40679224e-01 -1.25404144e-01
-1.06926302e-01]
[ -2.91095543e-01 1.33368151e-01 -3.80122150e-02 2.27769368e-02
7.28298417e-02 -1.36339776e-01 -1.35464760e-01 -1.90457008e-01
2.64975954e-01 -5.44273797e-01 7.89372344e-02 7.26406123e-01
8.63158751e-01]
[ 2.67374455e-01 -2.41015431e-01 -2.76519865e-01 1.49727770e-01
-2.64844170e-01 1.15920439e-02 5.99625474e-01 -6.00490904e-01
3.52148796e-01 -1.75296253e-01 -6.39045223e-02 -3.40393823e-01
-3.92395616e-01]
[ 1.43358341e-01 1.11086479e-02 1.16177725e-01 -1.50323780e-01
-2.45717579e-02 7.46049105e-02 -1.91979956e-01 -1.70698763e-01
7.34418436e-02 2.77555541e-01 1.20540658e-02 -7.21734593e-02
-7.09693064e-02]
[ -4.86758127e-01 -6.19901623e-01 -6.00806359e-01 -5.89964822e-01
-5.96602164e-01 -5.64912206e-01 -4.01322445e-01 -1.51853130e-01
-4.82054878e-01 -2.33359802e-01 -6.03486780e-01 -9.21745303e-01
-7.16475432e-01]
[ -4.15840005e-01 -5.92792777e-01 -3.28335348e-01 -4.34593601e-01
-4.16838352e-01 -5.65483922e-01 -4.14995297e-01 -5.02888609e-01
-3.14727018e-01 -1.11064629e-01 -4.88795461e-01 -5.12925460e-01
-6.82030345e-01]
[ -3.46799595e-01 -3.44794144e-01 -4.89107840e-01 -1.62478839e-01
-3.21011211e-01 -4.27308783e-01 -2.72015615e-01 -2.90900796e-01
-2.80778735e-01 -5.95041706e-01 -3.29736708e-01 -7.92538351e-01
-6.47373441e-01]
[ -4.65911714e-01 -3.40804037e-01 -3.86419081e-01 -2.81010474e-01
-3.33120031e-01 -2.18289613e-01 -2.63390134e-02 -4.67045163e-01
-2.59519758e-01 -4.60993877e-01 -2.24128255e-01 -2.68649108e-01
-2.46930745e-01]
[ -9.58963587e-01 -9.55903383e-01 -9.92495858e-01 -7.51730315e-01
-1.04690583e+00 -9.92082549e-01 -5.25616159e-01 -5.80466513e-01
-7.36338994e-01 -5.87843295e-01 -8.16119633e-01 -6.33060600e-01
-9.47631210e-01]
[ -5.13892537e-01 -2.70445669e-01 -4.73760979e-01 -3.84253469e-01
-3.46777630e-01 -3.65032118e-01 -6.33497940e-01 -6.33607267e-01
-6.69252856e-01 -9.82906586e-02 -5.74343698e-01 -8.32410619e-01
-7.11451601e-01]
[ -1.21502911e-01 2.66621954e-02 -3.44744822e-01 -4.83367733e-01
-1.02800747e-01 -7.55456262e-02 -2.14521823e-01 -4.41940727e-01
-1.91084009e-01 4.36238739e-02 -5.32680166e-01 -1.18569831e+00
-7.52803400e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.54611958e-01 -1.25424113e-01 1.64276603e-01 -3.03610701e-01
-1.35392336e-01 1.13461323e-01 -1.27218059e-01 1.40782587e-02
-8.11033675e-02 7.08173025e-02 -2.28511749e-01 -4.76187359e-01
-6.74839854e-02]
[ -9.71660697e-02 -2.63545475e-01 -1.81937193e-01 -2.53690623e-01
-4.74682888e-01 -8.76197324e-02 -1.05976480e-01 -1.87093585e-02
-8.84515819e-02 -2.03639945e-02 -2.20281302e-01 -4.19058360e-01
-2.76003160e-01]
[ -6.42253174e-02 -3.38243401e-02 -2.26411478e-01 -2.60487905e-01
1.09599300e-01 -1.60988933e-01 -2.05499755e-01 1.38613562e-01
-1.85613935e-02 1.48994934e-01 -2.11698457e-01 -8.87373464e-03
-9.50434795e-02]
[ 3.66823145e-02 -1.65807464e-01 -1.49852558e-01 -9.05702163e-02
-1.23848640e-01 -1.07313759e-01 1.04539180e-01 -1.52544942e-01
-2.43766416e-02 2.94951669e-02 -3.71644205e-02 -9.75538971e-02
-4.61321866e-02]
[ -2.94163112e-01 -1.37442557e-01 -8.05107440e-02 -1.31692900e-01
-2.97877638e-01 -2.76829819e-01 -3.62319794e-01 3.24641000e-03
-3.31883579e-01 -2.26485051e-01 1.41249991e-01 -1.71106813e-01
1.07721868e-01]
[ -2.31934766e-01 -1.25192682e-01 -9.55837140e-02 -3.98173664e-02
-8.57277264e-02 -1.20878717e-01 -8.46623169e-02 -6.51908875e-03
-1.39251777e-01 -1.14209341e-01 -5.32749888e-03 -2.40228852e-01
-1.70574078e-01]
[ -1.82035527e-01 -6.98860032e-02 -2.31264499e-01 -2.19174530e-01
-1.57374651e-01 -2.06822900e-01 -3.75092891e-01 -1.28636998e-01
1.16777811e-01 -2.53972041e-01 -3.57541468e-01 -3.50555234e-01
-4.53030948e-01]
[ -3.73374138e-01 -5.62079775e-02 -1.52567799e-01 -1.05206316e-01
-4.38816885e-02 -3.14125794e-01 3.08073251e-02 -8.72282106e-02
-1.23266070e-01 4.07647764e-02 4.05486627e-02 -2.82837786e-01
-3.62087393e-01]
[ -1.57391742e-01 -1.41993988e-01 -5.36779315e-02 -2.25024734e-01
-1.27709360e-01 -2.95532351e-01 6.86821759e-02 -1.53642613e-01
-1.91466323e-01 5.50213581e-02 1.79188881e-01 -1.46354093e-02
-1.43607960e-01]
[ -1.30971999e-01 -1.69387465e-01 -1.15501709e-01 -3.00832123e-01
9.46866011e-02 -1.82406031e-02 -1.72198332e-01 -1.84246864e-01
1.10672177e-01 -9.56035393e-02 -1.29084638e-01 -1.69381567e-02
-3.11659857e-01]
[ -3.82534136e-02 -3.58761795e-02 -1.50088599e-01 -1.26507330e-01
-2.31137226e-01 6.30940219e-02 -4.00852390e-02 -4.15378855e-02
-2.19455884e-01 -8.97003592e-02 -1.46693449e-01 -3.99286563e-01
-2.12377116e-01]
[ -6.77364728e-02 2.07248436e-02 -1.29096968e-01 -3.52845656e-01
1.18064944e-01 2.03371298e-02 -1.91168616e-01 -1.46539126e-01
1.30286313e-01 -5.14143562e-02 -3.20443074e-01 -3.13507963e-01
-3.29861204e-01]
[ 6.78142100e-02 -3.01323336e-01 -8.78692296e-02 -4.60805692e-01
-2.15907869e-01 -9.13470194e-02 3.62191220e-02 7.18069973e-02
-3.69784912e-02 2.71534608e-01 -5.43511870e-01 -8.78781323e-01
4.57613684e-01]
[ -2.29206984e-01 -2.38808358e-01 -1.34031385e-01 -3.25777157e-01
-2.96388375e-01 -9.48085612e-02 1.98632737e-01 3.06072786e-02
2.75605425e-01 2.52454807e-02 -4.32998689e-01 -1.08015988e+00
6.70042063e-01]
[ -2.07715704e-02 -1.81919678e-01 1.89002500e-02 -3.28103736e-01
-1.67315084e-01 1.64023183e-01 2.02147379e-01 2.47441662e-01
-3.53644542e-02 2.19968405e-01 -2.52756886e-01 -1.16919207e+00
7.80039956e-01]
[ -6.57245723e-03 -4.01196350e-02 -1.27606764e-01 -1.43840826e-01
-1.76106051e-01 -4.87127283e-02 3.10543739e-01 1.59559970e-01
2.53713775e-01 3.54484291e-01 -5.12138002e-01 -1.11903246e+00
8.17507680e-01]
[ -8.95475551e-02 -2.75446782e-01 5.66181431e-02 -3.51454871e-01
-1.46028949e-01 1.15334655e-01 3.81416859e-01 1.40472624e-01
-6.95613244e-02 1.51972113e-01 -5.74127655e-01 -1.09856473e+00
8.70544575e-01]
[ 1.16176404e-01 -8.71743132e-02 1.40066223e-02 -1.72402499e-01
-8.10692131e-02 -1.96177871e-02 2.82326553e-01 3.77006806e-01
4.28548266e-01 2.55887831e-01 -5.77373034e-01 -1.04628880e+00
6.04511326e-01]
[ 2.45980277e-03 -1.43674539e-01 2.34126156e-02 1.75188463e-02
-9.71165810e-02 -2.83320348e-01 1.30571372e-01 3.79730952e-01
3.15200048e-02 1.38474183e-01 -2.81587462e-01 -8.98565511e-01
2.40519632e-01]
[ 1.03224409e-01 8.92273173e-02 1.00339471e-02 2.37663036e-01
-1.00807051e-01 -5.70918588e-02 -1.01306442e-01 -1.03441298e-01
-2.11321043e-01 -9.31189444e-02 -7.15458794e-02 1.66080235e-01
-5.18399335e-01]
[ 5.47584318e-02 -1.21966553e-01 1.50891706e-01 4.86715401e-01
2.35537145e-01 9.99605183e-03 -3.52111815e-01 -3.38544173e-01
-8.21553814e-03 -5.47161870e-01 3.09325501e-01 9.24907712e-01
-8.91197551e-01]
[ 2.25079066e-02 7.81478014e-02 -2.14690987e-01 1.24914222e-01
3.58055658e-02 -3.42139433e-03 -2.10809774e-01 -3.63586830e-01
-2.84782676e-01 -2.75332340e-01 -7.47715862e-03 -1.19271882e-01
-2.01918744e-01]
[ -7.21557026e-02 -2.02333383e-01 5.66166922e-02 2.02060247e-02
-1.25100653e-01 -1.37140440e-01 -6.57926278e-02 -6.63370361e-02
1.94837002e-02 -4.15077545e-01 -3.54956467e-01 -2.21318612e-01
1.38228693e-01]
[ -7.96903629e-03 -2.60842247e-01 4.87308837e-02 -3.71072814e-01
-1.86234566e-01 -2.34933080e-01 -3.50176767e-01 -3.82204905e-02
-6.85421947e-02 9.20450897e-03 -2.39314442e-01 2.75048410e-01
1.41121621e-01]
[ 1.54452280e-01 6.50115152e-02 -1.11170813e-01 -3.56484816e-01
-5.02825336e-02 -1.04701570e-01 -2.67958434e-01 -5.74348144e-02
-2.33398058e-01 -2.80365357e-01 -2.40045621e-01 5.58091718e-01
4.40095207e-02]
[ -1.85757878e-01 -1.74203067e-01 -1.19285298e-01 -3.51819474e-01
-4.57760398e-02 2.37454325e-02 -2.59060967e-01 -2.93877011e-01
-1.70574241e-01 -1.08942991e-01 -2.71618634e-01 4.05698861e-01
-3.43603929e-02]
[ -5.07239944e-02 -1.98506154e-01 -1.68816060e-01 -3.65196810e-01
-4.17943861e-02 4.05484870e-02 -1.27228753e-01 -1.23933833e-01
-2.68569247e-01 -3.55343833e-01 -9.82967791e-02 2.44665515e-01
8.10591901e-02]
[ 9.31065492e-02 9.74374943e-02 -2.07967949e-02 -2.85929188e-01
-3.13013799e-01 3.87853481e-03 -2.46133587e-01 -3.70238120e-01
-3.54820582e-01 -7.42762985e-02 -1.40031967e-01 3.58641102e-01
2.72501292e-02]
[ -6.01367230e-02 -1.12912957e-02 -2.84728855e-01 -8.55616491e-02
6.84621941e-02 1.55071654e-01 -2.51082101e-01 -1.87047154e-01
-5.64820711e-02 -4.91545134e-02 1.57362403e-01 7.36114505e-01
-7.97654080e-02]
[ 1.44806691e-01 3.22543028e-01 -1.94254335e-01 7.53458496e-01
1.04531778e-01 4.08059942e-03 -1.86265889e-01 -3.61544157e-01
-2.14719478e-01 -2.98495655e-01 7.32433603e-01 8.83266475e-01
-1.36775883e+00]
[ 2.82148502e-03 1.61913507e-01 5.77740425e-02 3.97012867e-01
-9.54699576e-03 -6.39073723e-02 -2.63692150e-01 -3.23134818e-01
-2.72180380e-01 -1.85944459e-01 5.82259282e-01 8.63331202e-01
-1.35178435e+00]
[ -2.42249719e-02 -1.44147024e-01 -1.47099877e-01 3.22691043e-01
-1.87600061e-01 2.38271880e-01 -2.17318951e-02 -1.57940154e-01
-2.24122515e-01 -3.37042394e-01 2.00860492e-01 5.16920007e-01
-6.80995099e-01]
[ 8.56621745e-02 -3.83072456e-01 -5.06397236e-02 2.88779238e-02
-1.17756997e-01 1.99999827e-01 8.91915455e-02 1.73406439e-01
-1.86348501e-01 5.30970080e-03 -5.44555627e-02 3.18437678e-01
-3.86447370e-01]
[ 2.12282818e-01 -2.96193381e-01 -1.18615648e-01 -7.08422939e-02
-2.17408483e-01 1.22802235e-01 4.23389035e-02 -1.24144821e-01
-6.10446482e-02 -4.24610582e-02 -1.59751770e-01 -1.99685090e-01
-2.26058637e-01]
[ -1.31600643e-01 -8.14603550e-02 3.84547309e-02 -2.50115722e-01
-6.04058545e-02 -1.41216874e-01 5.66686136e-02 3.41115042e-03
-9.48183952e-02 2.95325132e-02 -3.30308512e-01 -4.79412021e-01
-1.20882221e-01]
[ -1.43515276e-01 -1.33946499e-01 -6.93481771e-02 -2.84333253e-01
-3.44143709e-01 -2.89321449e-01 1.61860488e-01 1.46781871e-01
7.68571558e-03 1.23903263e-01 -2.78548511e-01 -8.79055324e-01
2.32994386e-02]
[ -1.31355172e-01 -2.48743910e-01 -3.04664102e-01 -9.75356095e-01
-3.01924164e-01 -2.08903667e-01 -1.12117276e-01 -3.39467047e-02
4.07216543e-02 -4.81548658e-01 -7.62745882e-01 -6.64114842e-01
-1.37310424e+00]
[ -1.24875589e-01 1.35111478e-01 1.29540413e-02 1.58713327e-01
-2.00064398e-01 -1.76908395e-01 -1.57670557e-01 4.67857779e-03
-1.45972500e-01 -1.38086060e-01 -1.09809368e-01 -3.73917206e-01
8.00669721e-02]
[ -3.64233472e-01 -1.19214011e-01 -2.72966718e-01 3.60379399e-01
-2.00896978e-01 -2.32772679e-01 -1.47402747e-01 -9.54264327e-02
6.67154547e-03 4.45464322e-02 1.12792050e-01 -3.49238384e-01
2.63005512e-01]
[ -1.36115604e-01 -4.80586119e-02 -2.55092922e-01 2.42194982e-01
-2.26878375e-01 -2.80249657e-01 -4.07812149e-01 -3.82842639e-02
2.08578466e-03 -1.10193483e-01 -1.61256208e-01 -2.85715032e-01
1.77325752e-01]
[ -2.54174740e-01 -5.32549731e-01 -3.41123077e-01 1.45582195e-02
-3.18442682e-01 -2.33709522e-01 -1.82447247e-01 -2.36017131e-01
-5.30998638e-05 -2.66428066e-01 -1.77711602e-02 -3.53463760e-01
8.53392888e-02]
[ -2.24717485e-01 -2.96985321e-01 -3.22060357e-01 -6.92778662e-02
-8.84807149e-02 -1.51290229e-01 -9.54073982e-02 3.13193688e-02
-2.04867144e-01 -5.07399894e-01 -2.29128372e-01 -2.79474274e-01
-2.47127762e-02]
[ -9.22826962e-02 -1.94966971e-02 -2.44391009e-01 -1.03874718e+00
-2.77439073e-01 -2.59752372e-01 9.95834791e-02 -4.89356189e-01
1.36364218e-01 -2.02706020e-01 -7.52403941e-01 -3.91233602e-01
-1.29013428e+00]]
Progress: 32.8% ... Training loss: 0.187 ... Validation loss: 0.329[[-0.24425985]
[ 0.24007139]
[-0.0789799 ]
[ 1.32120361]
[ 0.25150991]
[-0.03869593]
[-0.9492755 ]
[-0.79707864]
[-0.53187097]
[-0.81893335]
[ 1.27072667]
[ 3.02236376]
[-2.48674974]]
[[ -5.16962909e-01 -4.91678090e-01 -5.90197021e-01 4.27707389e-02
-2.89154593e-01 -5.95449074e-01 1.01168272e-01 -2.23299054e-01
-2.77791682e-01 -2.92227864e-01 2.88461056e-01 1.09282963e+00
3.32639739e-01]
[ 1.30336234e-02 -1.36484173e-01 4.85186288e-02 -1.26788534e-01
-3.99183206e-02 5.85340541e-02 -8.55627999e-02 1.90016344e-01
-1.46227781e-01 -1.73839538e-01 -1.40391668e-01 -1.20990982e-01
-1.14202046e-01]
[ -2.91632620e-01 1.34042369e-01 -3.80724297e-02 3.04073405e-02
7.35909774e-02 -1.36429733e-01 -1.38068509e-01 -1.93346211e-01
2.63193733e-01 -5.46363679e-01 8.58672101e-02 7.37037107e-01
8.53734286e-01]
[ 2.69726500e-01 -2.43328979e-01 -2.75924272e-01 1.30579896e-01
-2.67113022e-01 1.18748972e-02 6.12111607e-01 -5.91442842e-01
3.58860799e-01 -1.65783456e-01 -7.96322672e-02 -3.64185370e-01
-3.67079257e-01]
[ 1.42621293e-01 1.22542209e-02 1.15875970e-01 -1.43058787e-01
-2.33594865e-02 7.44749728e-02 -1.96067873e-01 -1.74910381e-01
7.08527254e-02 2.71995089e-01 1.92754648e-02 -6.70455287e-02
-8.01016445e-02]
[ -4.86359582e-01 -6.20130382e-01 -6.00773827e-01 -5.92624756e-01
-5.96822958e-01 -5.64867286e-01 -3.99171062e-01 -1.51152465e-01
-4.81264677e-01 -2.31714162e-01 -6.05576967e-01 -9.23728919e-01
-7.15767810e-01]
[ -4.15829648e-01 -5.92924858e-01 -3.28312333e-01 -4.35643511e-01
-4.16991445e-01 -5.65480370e-01 -4.13711793e-01 -5.01829785e-01
-3.14118496e-01 -1.11039180e-01 -4.89401998e-01 -5.15372298e-01
-6.76346654e-01]
[ -3.46027363e-01 -3.45497728e-01 -4.88933169e-01 -1.65956853e-01
-3.21542967e-01 -4.27223981e-01 -2.67848737e-01 -2.90122299e-01
-2.78887304e-01 -5.92971897e-01 -3.32473015e-01 -7.92750887e-01
-6.44243171e-01]
[ -4.65775243e-01 -3.40551288e-01 -3.86460023e-01 -2.80716375e-01
-3.33019187e-01 -2.18282590e-01 -2.56421926e-02 -4.67475060e-01
-2.59776575e-01 -4.60533474e-01 -2.22746002e-01 -2.69175684e-01
-2.49692369e-01]
[ -9.58777896e-01 -9.55639894e-01 -9.92527153e-01 -7.50279799e-01
-1.04664955e+00 -9.92080772e-01 -5.22976202e-01 -5.81014445e-01
-7.35925502e-01 -5.87427218e-01 -8.13207041e-01 -6.26618096e-01
-9.47532201e-01]
[ -5.13564542e-01 -2.70767929e-01 -4.73693828e-01 -3.88243712e-01
-3.47085446e-01 -3.64994114e-01 -6.31600051e-01 -6.32336423e-01
-6.68543413e-01 -9.66958740e-02 -5.77541683e-01 -8.38526669e-01
-7.08458108e-01]
[ -1.20698993e-01 2.59092891e-02 -3.44591403e-01 -4.87721765e-01
-1.03554006e-01 -7.54451110e-02 -2.10761082e-01 -4.40555548e-01
-1.89173608e-01 4.58143113e-02 -5.36445550e-01 -1.19119433e+00
-7.49135943e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.54651195e-01 -1.25359552e-01 1.64224465e-01 -3.04158497e-01
-1.35322969e-01 1.13455285e-01 -1.27167754e-01 1.31268173e-02
-8.11559438e-02 7.01517357e-02 -2.28658593e-01 -4.74946959e-01
-6.88145450e-02]
[ -9.69114337e-02 -2.63616343e-01 -1.81902636e-01 -2.54600800e-01
-4.74760013e-01 -8.75952971e-02 -1.04590614e-01 -1.81422704e-02
-8.79742888e-02 -1.92664485e-02 -2.21161691e-01 -4.19925132e-01
-2.75432991e-01]
[ -6.38629918e-02 -3.42842820e-02 -2.26296479e-01 -2.63477880e-01
1.09069883e-01 -1.60934012e-01 -2.03922538e-01 1.41002634e-01
-1.75707374e-02 1.51550578e-01 -2.14436399e-01 -1.60183616e-02
-8.96357487e-02]
[ 3.63831968e-02 -1.65450900e-01 -1.49966028e-01 -8.80972058e-02
-1.23447679e-01 -1.07346069e-01 1.03112376e-01 -1.54183174e-01
-2.52735683e-02 2.71332407e-02 -3.44934248e-02 -8.91802131e-02
-5.02615487e-02]
[ -2.94124323e-01 -1.37499540e-01 -8.04955756e-02 -1.32522679e-01
-2.97886670e-01 -2.76832139e-01 -3.62130057e-01 3.43689288e-03
-3.31752750e-01 -2.26123482e-01 1.40729768e-01 -1.72332705e-01
1.10273229e-01]
[ -2.31803404e-01 -1.25461177e-01 -9.55077565e-02 -4.11200049e-02
-8.60411565e-02 -1.20861991e-01 -8.29327404e-02 -5.04370589e-03
-1.38379242e-01 -1.13348582e-01 -6.90246885e-03 -2.46269017e-01
-1.66041516e-01]
[ -1.82086895e-01 -6.96713949e-02 -2.31298265e-01 -2.16606900e-01
-1.57098485e-01 -2.06835231e-01 -3.75259004e-01 -1.30285700e-01
1.16195740e-01 -2.54047442e-01 -3.55509633e-01 -3.43580161e-01
-4.59222017e-01]
[ -3.73236458e-01 -5.64159914e-02 -1.52525344e-01 -1.07153213e-01
-4.41019293e-02 -3.14105549e-01 3.23231472e-02 -8.64118890e-02
-1.22509902e-01 4.13738519e-02 3.89182168e-02 -2.86142588e-01
-3.57795181e-01]
[ -1.57108044e-01 -1.41898775e-01 -5.36602149e-02 -2.24632193e-01
-1.27568803e-01 -2.95519101e-01 6.91248506e-02 -1.53573421e-01
-1.91292424e-01 5.50105942e-02 1.81086313e-01 -1.06375707e-02
-1.46703155e-01]
[ -1.30168099e-01 -1.70191170e-01 -1.15320187e-01 -3.05883060e-01
9.37750787e-02 -1.81198525e-02 -1.67747460e-01 -1.82225874e-01
1.12681804e-01 -9.27607583e-02 -1.33769069e-01 -2.76226141e-02
-3.05373986e-01]
[ -3.83396273e-02 -3.57878428e-02 -1.50117011e-01 -1.26591687e-01
-2.31041163e-01 6.30743955e-02 -4.08522061e-02 -4.21590458e-02
-2.19768905e-01 -8.98278891e-02 -1.46304917e-01 -3.97442199e-01
-2.12688899e-01]
[ -6.79553221e-02 2.09618909e-02 -1.29162284e-01 -3.51510038e-01
1.18337798e-01 2.02997250e-02 -1.91852215e-01 -1.47100030e-01
1.29753238e-01 -5.22992429e-02 -3.19307400e-01 -3.11842173e-01
-3.31683181e-01]
[ 6.79703148e-02 -3.01442394e-01 -8.78429893e-02 -4.62056874e-01
-2.16012140e-01 -9.13325856e-02 3.74278206e-02 7.23706977e-02
-3.64152306e-02 2.72106205e-01 -5.44450268e-01 -8.81221538e-01
4.60410338e-01]
[ -2.29194027e-01 -2.38831254e-01 -1.34026519e-01 -3.25978604e-01
-2.96409285e-01 -9.48061431e-02 1.98795735e-01 3.07069529e-02
2.75691827e-01 2.53254340e-02 -4.33139751e-01 -1.08028803e+00
6.70458758e-01]
[ -2.05579571e-02 -1.82083245e-01 1.89499542e-02 -3.29931345e-01
-1.67493147e-01 1.64050229e-01 2.04049394e-01 2.48495332e-01
-3.45731409e-02 2.20923034e-01 -2.54391394e-01 -1.17147987e+00
7.84075094e-01]
[ -6.59001843e-03 -4.01246269e-02 -1.27625313e-01 -1.44780385e-01
-1.76150795e-01 -4.87181811e-02 3.11074759e-01 1.59429709e-01
2.54033695e-01 3.54535878e-01 -5.12817933e-01 -1.12098949e+00
8.19874597e-01]
[ -8.94235179e-02 -2.75536777e-01 5.66513535e-02 -3.52132627e-01
-1.46133815e-01 1.15349392e-01 3.82742201e-01 1.41022670e-01
-6.90685556e-02 1.52760311e-01 -5.74842074e-01 -1.10060334e+00
8.72535259e-01]
[ 1.16176377e-01 -8.71888408e-02 1.40029855e-02 -1.72788313e-01
-8.10630958e-02 -1.96225042e-02 2.82858396e-01 3.77383769e-01
4.28760640e-01 2.55803538e-01 -5.77598856e-01 -1.04737252e+00
6.05180649e-01]
[ 2.46202343e-03 -1.43675530e-01 2.34129343e-02 1.75007590e-02
-9.71174763e-02 -2.83320197e-01 1.30587370e-01 3.79743667e-01
3.15256541e-02 1.38487428e-01 -2.81598246e-01 -8.98576220e-01
2.40536059e-01]
[ 1.04089192e-01 8.85084926e-02 1.02149902e-02 2.33593790e-01
-1.01410723e-01 -5.69987354e-02 -9.76818728e-02 -1.01794581e-01
-2.09541137e-01 -9.11445132e-02 -7.46642036e-02 1.61564683e-01
-5.15208457e-01]
[ 5.47863085e-02 -1.21980823e-01 1.50899808e-01 4.86544389e-01
2.35510743e-01 9.99921149e-03 -3.52016096e-01 -3.38457365e-01
-8.15976167e-03 -5.47076382e-01 3.09185640e-01 9.24492611e-01
-8.91119348e-01]
[ 2.25726459e-02 7.80968599e-02 -2.14691072e-01 1.25281789e-01
3.57270192e-02 -3.40932311e-03 -2.10189983e-01 -3.63484934e-01
-2.84494991e-01 -2.75436918e-01 -7.42236086e-03 -1.19701900e-01
-2.02876145e-01]
[ -7.21105375e-02 -2.02381857e-01 5.66330031e-02 1.97414323e-02
-1.25146401e-01 -1.37135547e-01 -6.55258800e-02 -6.61975406e-02
1.96092658e-02 -4.14887227e-01 -3.55316279e-01 -2.22146237e-01
1.39006971e-01]
[ -8.22568748e-03 -2.60670125e-01 4.86252516e-02 -3.70856620e-01
-1.86012511e-01 -2.34957765e-01 -3.51355935e-01 -3.96286241e-02
-6.90653873e-02 7.13206358e-03 -2.38020226e-01 2.81059698e-01
1.39726064e-01]
[ 1.54768468e-01 6.45989719e-02 -1.11072558e-01 -3.58664941e-01
-5.06526653e-02 -1.04662087e-01 -2.66896885e-01 -5.65293943e-02
-2.32623181e-01 -2.78984415e-01 -2.42336386e-01 5.51987499e-01
4.91669254e-02]
[ -1.85672941e-01 -1.74108434e-01 -1.19281353e-01 -3.51012603e-01
-4.56842522e-02 2.37524536e-02 -2.58810380e-01 -2.94406961e-01
-1.70673254e-01 -1.08375237e-01 -2.71248195e-01 4.06591786e-01
-3.59968310e-02]
[ -5.11927610e-02 -1.98126407e-01 -1.68913885e-01 -3.64994931e-01
-4.15075566e-02 4.04819614e-02 -1.29772935e-01 -1.24923330e-01
-2.69652508e-01 -3.56229562e-01 -9.74597320e-02 2.48416015e-01
8.10927228e-02]
[ 9.31858852e-02 9.72844964e-02 -2.07587306e-02 -2.86538845e-01
-3.13127298e-01 3.89044741e-03 -2.45900884e-01 -3.69744339e-01
-3.54623984e-01 -7.37811205e-02 -1.40687243e-01 3.56746347e-01
2.88372059e-02]
[ -6.00331510e-02 -1.14400951e-02 -2.84699361e-01 -8.69735229e-02
6.83169835e-02 1.55091587e-01 -2.50833709e-01 -1.86130130e-01
-5.63490889e-02 -4.84550558e-02 1.56845792e-01 7.34246700e-01
-7.83493448e-02]
[ 1.44587115e-01 3.23072747e-01 -1.94360833e-01 7.58012056e-01
1.04991649e-01 4.04854812e-03 -1.87430351e-01 -3.63087127e-01
-2.15668932e-01 -3.00206361e-01 7.36943256e-01 8.88421076e-01
-1.37547962e+00]
[ 3.07112243e-03 1.61753185e-01 5.78288882e-02 3.95530586e-01
-9.68495091e-03 -6.38752951e-02 -2.62722041e-01 -3.22658831e-01
-2.71772573e-01 -1.84950046e-01 5.80991997e-01 8.62697652e-01
-1.35162925e+00]
[ -2.41593496e-02 -1.44152180e-01 -1.47110295e-01 3.23102603e-01
-1.87610533e-01 2.38278605e-01 -2.17510429e-02 -1.58084825e-01
-2.24185292e-01 -3.36885475e-01 2.01228448e-01 5.18843123e-01
-6.82136999e-01]
[ 8.56621745e-02 -3.83072456e-01 -5.06397236e-02 2.88779238e-02
-1.17756997e-01 1.99999827e-01 8.91915455e-02 1.73406439e-01
-1.86348501e-01 5.30970080e-03 -5.44555627e-02 3.18437678e-01
-3.86447370e-01]
[ 2.12017186e-01 -2.95866824e-01 -1.18674838e-01 -6.76159914e-02
-2.17103412e-01 1.22768811e-01 4.11211135e-02 -1.25814954e-01
-6.22273739e-02 -4.31727831e-02 -1.57531502e-01 -1.92500729e-01
-2.33166236e-01]
[ -1.31536037e-01 -8.15105866e-02 3.84672771e-02 -2.50661702e-01
-6.04797028e-02 -1.41208616e-01 5.73250426e-02 3.68605507e-03
-9.45541840e-02 2.97485798e-02 -3.30790505e-01 -4.80644322e-01
-1.20057050e-01]
[ -1.43444855e-01 -1.34082368e-01 -6.93140122e-02 -2.84774724e-01
-3.44261005e-01 -2.89311739e-01 1.62579314e-01 1.47606771e-01
8.12237929e-03 1.24453859e-01 -2.79078811e-01 -8.81274517e-01
2.45055425e-02]
[ -1.31239691e-01 -2.48842255e-01 -3.04670068e-01 -9.76810330e-01
-3.02086066e-01 -2.08902615e-01 -1.10435870e-01 -3.34479603e-02
4.14496891e-02 -4.81176174e-01 -7.63821695e-01 -6.67989400e-01
-1.37140276e+00]
[ -1.24270170e-01 1.34396827e-01 1.31301755e-02 1.54006923e-01
-2.00714869e-01 -1.76836198e-01 -1.54116752e-01 6.78689447e-03
-1.44286932e-01 -1.35843032e-01 -1.13809252e-01 -3.82063732e-01
8.88081780e-02]
[ -3.64129291e-01 -1.19504408e-01 -2.72913845e-01 3.58972866e-01
-2.01277347e-01 -2.32739584e-01 -1.46312812e-01 -9.39073959e-02
7.54596108e-03 4.50878876e-02 1.11415076e-01 -3.56289770e-01
2.68838049e-01]
[ -1.35662946e-01 -4.79330094e-02 -2.55062943e-01 2.45157350e-01
-2.26690073e-01 -2.80209518e-01 -4.06947027e-01 -3.99748366e-02
1.83905266e-03 -1.08790040e-01 -1.58517191e-01 -2.78358140e-01
1.69626681e-01]
[ -2.53962999e-01 -5.32580365e-01 -3.41106476e-01 1.32951214e-02
-3.18470343e-01 -2.33690395e-01 -1.80974814e-01 -2.35334909e-01
4.67388047e-04 -2.65364997e-01 -1.87236932e-02 -3.54541860e-01
8.61387479e-02]
[ -2.24621853e-01 -2.97051083e-01 -3.22052066e-01 -7.05380372e-02
-8.85770720e-02 -1.51281699e-01 -9.45640858e-02 3.13566035e-02
-2.04477976e-01 -5.07362993e-01 -2.29970710e-01 -2.80199631e-01
-2.38775585e-02]
[ -9.25502034e-02 -1.92341874e-02 -2.44479648e-01 -1.03851287e+00
-2.77115414e-01 -2.59786215e-01 9.83760520e-02 -4.90403080e-01
1.35446612e-01 -2.04165101e-01 -7.50946194e-01 -3.82884133e-01
-1.29358514e+00]]
Progress: 32.9% ... Training loss: 0.187 ... Validation loss: 0.328[[-0.2469495 ]
[ 0.227271 ]
[-0.08453227]
[ 1.31636313]
[ 0.24320984]
[-0.04289004]
[-0.95247392]
[-0.80422969]
[-0.5442532 ]
[-0.82060936]
[ 1.26863538]
[ 3.00320959]
[-2.50322561]]
[[ -5.17073353e-01 -4.91850958e-01 -5.90134866e-01 4.45333127e-02
-2.89271472e-01 -5.95459015e-01 1.01839067e-01 -2.20922423e-01
-2.76638720e-01 -2.92741258e-01 2.89888141e-01 1.07524117e+00
3.42085896e-01]
[ 1.30137050e-02 -1.36461008e-01 4.85099156e-02 -1.26625358e-01
-3.98990126e-02 5.85310580e-02 -8.56714339e-02 1.89957815e-01
-1.46301094e-01 -1.73960450e-01 -1.40229981e-01 -1.20745341e-01
-1.14655034e-01]
[ -2.89415012e-01 1.30765891e-01 -3.73430542e-02 1.48601942e-02
7.09483036e-02 -1.36095520e-01 -1.26911459e-01 -1.79617588e-01
2.71985681e-01 -5.40045605e-01 7.31469800e-02 6.86618305e-01
8.75923802e-01]
[ 2.68820525e-01 -2.41721913e-01 -2.76519868e-01 1.37852238e-01
-2.65222728e-01 1.16845552e-02 6.08905806e-01 -6.01647988e-01
3.55544225e-01 -1.71952299e-01 -6.89549497e-02 -3.22795873e-01
-3.86052507e-01]
[ 1.43260386e-01 1.24262412e-02 1.16032656e-01 -1.42268971e-01
-2.31562621e-02 7.45406408e-02 -1.96262626e-01 -1.73382247e-01
7.08420016e-02 2.76179670e-01 2.07461761e-02 -6.67516490e-02
-8.72192129e-02]
[ -4.87318968e-01 -6.19634033e-01 -6.00977004e-01 -5.88301695e-01
-5.96233705e-01 -5.64987960e-01 -4.04006867e-01 -1.55399959e-01
-4.82941857e-01 -2.36023066e-01 -6.02114975e-01 -9.18454721e-01
-7.18286753e-01]
[ -4.15752728e-01 -5.93373886e-01 -3.28146213e-01 -4.37450812e-01
-4.17556888e-01 -5.65437406e-01 -4.14264363e-01 -4.98582316e-01
-3.14587379e-01 -1.09019234e-01 -4.91749103e-01 -5.27018908e-01
-6.71144812e-01]
[ -3.44742290e-01 -3.47560442e-01 -4.88556152e-01 -1.77002489e-01
-3.23225865e-01 -4.27034709e-01 -2.60655476e-01 -2.84836720e-01
-2.72905595e-01 -5.89947993e-01 -3.41684092e-01 -8.28490136e-01
-6.26139607e-01]
[ -4.65669098e-01 -3.40554943e-01 -3.86450297e-01 -2.79389982e-01
-3.32972064e-01 -2.18270372e-01 -2.53605553e-02 -4.66966144e-01
-2.59606201e-01 -4.60072425e-01 -2.21552669e-01 -2.65856186e-01
-2.51125275e-01]
[ -9.58285107e-01 -9.57428677e-01 -9.92175600e-01 -7.56541727e-01
-1.04823629e+00 -9.91957795e-01 -5.19244511e-01 -5.75532035e-01
-7.31778266e-01 -5.85662635e-01 -8.19971595e-01 -6.60833935e-01
-9.28512640e-01]
[ -5.13699465e-01 -2.70644438e-01 -4.73684365e-01 -3.86505784e-01
-3.46886895e-01 -3.65012438e-01 -6.33959264e-01 -6.32424672e-01
-6.69151973e-01 -9.70556909e-02 -5.75652627e-01 -8.38534391e-01
-7.07627667e-01]
[ -1.20548108e-01 2.55555340e-02 -3.44602732e-01 -4.90401248e-01
-1.03777778e-01 -7.54259843e-02 -2.10047035e-01 -4.41155239e-01
-1.88706264e-01 4.56055416e-02 -5.38472908e-01 -1.19576293e+00
-7.49632388e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55102617e-01 -1.25152490e-01 1.64114899e-01 -3.03319580e-01
-1.35056072e-01 1.13389173e-01 -1.29256047e-01 1.14408584e-02
-8.19972108e-02 6.81703294e-02 -2.27642207e-01 -4.74367794e-01
-7.05238943e-02]
[ -9.73810572e-02 -2.63385326e-01 -1.81988049e-01 -2.51619177e-01
-4.74544433e-01 -8.76410760e-02 -1.07138908e-01 -2.02385832e-02
-8.86389611e-02 -2.13331450e-02 -2.19156637e-01 -4.16798507e-01
-2.75419189e-01]
[ -6.37665253e-02 -3.44251400e-02 -2.26224614e-01 -2.62926948e-01
1.09018270e-01 -1.60911366e-01 -2.04394554e-01 1.41234895e-01
-1.78855436e-02 1.52160403e-01 -2.13707711e-01 -1.42326333e-02
-9.07403258e-02]
[ 3.65991852e-02 -1.65704483e-01 -1.49835915e-01 -9.06591654e-02
-1.23841200e-01 -1.07309966e-01 1.03782626e-01 -1.51859170e-01
-2.49560531e-02 2.92172486e-02 -3.76378937e-02 -9.99868299e-02
-4.38251036e-02]
[ -2.94519201e-01 -1.37124678e-01 -8.06416635e-02 -1.29110882e-01
-2.97469141e-01 -2.76887337e-01 -3.64685009e-01 1.42944280e-03
-3.33487920e-01 -2.27903508e-01 1.44533615e-01 -1.61786272e-01
1.03349748e-01]
[ -2.31789723e-01 -1.25491386e-01 -9.54634014e-02 -4.24261163e-02
-8.61779692e-02 -1.20852865e-01 -8.14485845e-02 -3.74822898e-03
-1.37617719e-01 -1.12987689e-01 -8.99375837e-03 -2.57293780e-01
-1.61498418e-01]
[ -1.80930239e-01 -7.21332931e-02 -2.30858450e-01 -2.28639357e-01
-1.59183896e-01 -2.06644792e-01 -3.68883345e-01 -1.24058304e-01
1.22265634e-01 -2.51154190e-01 -3.66688282e-01 -3.81379768e-01
-4.39695150e-01]
[ -3.73440904e-01 -5.59143993e-02 -1.52619606e-01 -1.03495610e-01
-4.36091182e-02 -3.14139305e-01 3.08865213e-02 -8.76591186e-02
-1.23392103e-01 4.05548156e-02 4.24896275e-02 -2.78797098e-01
-3.61965107e-01]
[ -1.56903476e-01 -1.42007467e-01 -5.36353306e-02 -2.25643244e-01
-1.27597943e-01 -2.95505698e-01 7.04344447e-02 -1.52370697e-01
-1.90778180e-01 5.56993031e-02 1.80900217e-01 -1.16332111e-02
-1.45200707e-01]
[ -1.30082264e-01 -1.70311317e-01 -1.15289945e-01 -3.06570171e-01
9.36810376e-02 -1.81057141e-02 -1.67314093e-01 -1.82021617e-01
1.12904466e-01 -9.23749736e-02 -1.34330138e-01 -2.80591529e-02
-3.04972898e-01]
[ -3.83159120e-02 -3.58074726e-02 -1.50111437e-01 -1.26678764e-01
-2.31058409e-01 6.30781349e-02 -4.07799019e-02 -4.21320819e-02
-2.19726888e-01 -8.97694647e-02 -1.46374311e-01 -3.97473178e-01
-2.12653798e-01]
[ -6.77231110e-02 2.07633291e-02 -1.29124115e-01 -3.52468625e-01
1.18140802e-01 2.03347534e-02 -1.91010839e-01 -1.46781693e-01
1.30269519e-01 -5.15369788e-02 -3.20104674e-01 -3.12923634e-01
-3.30881141e-01]
[ 6.76887782e-02 -3.01197155e-01 -8.79203041e-02 -4.61874757e-01
-2.15737826e-01 -9.13804591e-02 3.66725902e-02 7.17781712e-02
-3.69806561e-02 2.71286571e-01 -5.44104510e-01 -8.82004134e-01
4.59697339e-01]
[ -2.29170242e-01 -2.38856347e-01 -1.34025594e-01 -3.26576655e-01
-2.96436937e-01 -9.48043772e-02 1.99346246e-01 3.08563598e-02
2.75986540e-01 2.53462209e-02 -4.33632064e-01 -1.08160942e+00
6.71858853e-01]
[ -2.07307293e-02 -1.81992133e-01 1.89021421e-02 -3.29750470e-01
-1.67395482e-01 1.64021151e-01 2.03357849e-01 2.47816190e-01
-3.47979359e-02 2.20205395e-01 -2.54114906e-01 -1.17143949e+00
7.84029486e-01]
[ -6.73295222e-03 -3.99728003e-02 -1.27675153e-01 -1.44065004e-01
-1.76011287e-01 -4.87402119e-02 3.10520799e-01 1.58893011e-01
2.53672729e-01 3.53788447e-01 -5.12356171e-01 -1.12096385e+00
8.18341429e-01]
[ -8.93477803e-02 -2.75588023e-01 5.66701821e-02 -3.52752221e-01
-1.46197380e-01 1.15358747e-01 3.83392214e-01 1.41403026e-01
-6.88525028e-02 1.53115003e-01 -5.75364413e-01 -1.10141920e+00
8.73956026e-01]
[ 1.16219430e-01 -8.72296912e-02 1.40188065e-02 -1.72819865e-01
-8.11150075e-02 -1.96165573e-02 2.83501295e-01 3.77863145e-01
4.29020257e-01 2.56060126e-01 -5.77874232e-01 -1.04897640e+00
6.05621751e-01]
[ 2.44761564e-03 -1.43668497e-01 2.34090180e-02 1.76378484e-02
-9.71067576e-02 -2.83322758e-01 1.30473711e-01 3.79666979e-01
3.14954910e-02 1.38387801e-01 -2.81491719e-01 -8.98541705e-01
2.40406551e-01]
[ 1.04271067e-01 8.82329266e-02 1.02634889e-02 2.33482152e-01
-1.01596382e-01 -5.69782392e-02 -9.68368241e-02 -1.01764353e-01
-2.08635151e-01 -9.10109642e-02 -7.49348226e-02 1.56639303e-01
-5.15236981e-01]
[ 5.45422896e-02 -1.21849770e-01 1.50838206e-01 4.88578098e-01
2.35659780e-01 9.97160600e-03 -3.53225987e-01 -3.39882268e-01
-8.45455586e-03 -5.48461594e-01 3.10832110e-01 9.27628233e-01
-8.91469939e-01]
[ 2.26426328e-02 7.78816298e-02 -2.14639656e-01 1.23865249e-01
3.54631481e-02 -3.39094792e-03 -2.09281948e-01 -3.62508740e-01
-2.83918407e-01 -2.75276203e-01 -8.77509690e-03 -1.25708994e-01
-1.99359996e-01]
[ -7.19007936e-02 -2.02612543e-01 5.66884630e-02 1.73822670e-02
-1.25373241e-01 -1.37106160e-01 -6.44105446e-02 -6.54435997e-02
2.02787971e-02 -4.14373414e-01 -3.56672835e-01 -2.24848836e-01
1.43124984e-01]
[ -8.41434126e-03 -2.60794684e-01 4.86243410e-02 -3.71937979e-01
-1.86063174e-01 -2.34977181e-01 -3.52199199e-01 -3.97596273e-02
-6.90286671e-02 6.48260657e-03 -2.38960718e-01 2.78162173e-01
1.43747319e-01]
[ 1.54610984e-01 6.45399290e-02 -1.11075229e-01 -3.59569403e-01
-5.06877886e-02 -1.04675037e-01 -2.67680761e-01 -5.70093535e-02
-2.32703544e-01 -2.79466751e-01 -2.43075027e-01 5.50053394e-01
5.23925163e-02]
[ -1.85561626e-01 -1.74448661e-01 -1.19208688e-01 -3.53182816e-01
-4.60632534e-02 2.37830657e-02 -2.58125801e-01 -2.93261566e-01
-1.69773573e-01 -1.07645829e-01 -2.73540916e-01 4.00454555e-01
-3.01913037e-02]
[ -5.14855430e-02 -1.97718843e-01 -1.69016214e-01 -3.63668962e-01
-4.10985193e-02 4.04396854e-02 -1.32025588e-01 -1.26081650e-01
-2.71044441e-01 -3.57411057e-01 -9.44775110e-02 2.58155890e-01
7.45707419e-02]
[ 9.35156811e-02 9.67837233e-02 -2.06292024e-02 -2.89332296e-01
-3.13483944e-01 3.93742936e-03 -2.44453219e-01 -3.67874235e-01
-3.53779403e-01 -7.19010805e-02 -1.43857458e-01 3.46842735e-01
3.62738631e-02]
[ -5.98107502e-02 -1.16103436e-02 -2.84669571e-01 -8.80659765e-02
6.81577789e-02 1.55125156e-01 -2.49960860e-01 -1.86064013e-01
-5.58647427e-02 -4.78806382e-02 1.56072060e-01 7.33836094e-01
-7.75668897e-02]
[ 1.44931959e-01 3.22380959e-01 -1.94279674e-01 7.58759098e-01
1.04621064e-01 4.10211311e-03 -1.86448074e-01 -3.62250384e-01
-2.14279828e-01 -3.00147859e-01 7.37150960e-01 8.83462216e-01
-1.37977572e+00]
[ 2.89008901e-03 1.62207859e-01 5.77516993e-02 3.99156877e-01
-9.26668479e-03 -6.39063337e-02 -2.64162716e-01 -3.23452095e-01
-2.72837998e-01 -1.85511660e-01 5.84449538e-01 8.69302589e-01
-1.35648953e+00]
[ -2.39924713e-02 -1.44597075e-01 -1.46992018e-01 3.22046632e-01
-1.88043107e-01 2.38321167e-01 -2.12829163e-02 -1.56371189e-01
-2.23409654e-01 -3.35945489e-01 1.99482703e-01 5.13733015e-01
-6.79625559e-01]
[ 8.59070909e-02 -3.83244654e-01 -5.05603326e-02 2.77126557e-02
-1.17959571e-01 2.00034718e-01 9.03052700e-02 1.74587111e-01
-1.85810932e-01 6.58713279e-03 -5.59347758e-02 3.13607216e-01
-3.84703282e-01]
[ 2.12137529e-01 -2.96041545e-01 -1.18602275e-01 -6.84524779e-02
-2.17422681e-01 1.22797332e-01 4.16401663e-02 -1.24204712e-01
-6.20773785e-02 -4.21765697e-02 -1.58667897e-01 -1.97241215e-01
-2.30699863e-01]
[ -1.31494799e-01 -8.15398885e-02 3.84737009e-02 -2.50812223e-01
-6.05033029e-02 -1.41203065e-01 5.75970674e-02 3.62708506e-03
-9.44281086e-02 2.97136270e-02 -3.30824667e-01 -4.80621049e-01
-1.20156149e-01]
[ -1.43446395e-01 -1.34043491e-01 -6.93214881e-02 -2.84539955e-01
-3.44222776e-01 -2.89314709e-01 1.62238452e-01 1.47140307e-01
7.97606896e-03 1.24433113e-01 -2.78884885e-01 -8.80589141e-01
2.35474337e-02]
[ -1.31914505e-01 -2.48625311e-01 -3.04774442e-01 -9.77277261e-01
-3.01925913e-01 -2.08976290e-01 -1.11541761e-01 -3.42659197e-02
4.10176417e-02 -4.83324927e-01 -7.64939738e-01 -6.72713121e-01
-1.36804140e+00]
[ -1.23805453e-01 1.33234367e-01 1.34275230e-02 1.48725011e-01
-2.01718999e-01 -1.76749036e-01 -1.52099336e-01 1.00040969e-02
-1.42029796e-01 -1.33740978e-01 -1.19377601e-01 -4.01750377e-01
1.06309277e-01]
[ -3.63653514e-01 -1.20111109e-01 -2.72795563e-01 3.55922002e-01
-2.01854359e-01 -2.32671967e-01 -1.45004181e-01 -9.31449428e-02
8.72012530e-03 4.64727745e-02 1.08305492e-01 -3.64395981e-01
2.70800244e-01]
[ -1.35407055e-01 -4.76535932e-02 -2.55095250e-01 2.47271124e-01
-2.26395555e-01 -2.80186525e-01 -4.05433339e-01 -4.12603925e-02
2.23721226e-03 -1.08734641e-01 -1.55536405e-01 -2.74124182e-01
1.67424134e-01]
[ -2.54475080e-01 -5.32188563e-01 -3.41209622e-01 1.89513332e-02
-3.18005223e-01 -2.33754276e-01 -1.84589379e-01 -2.35824073e-01
-9.18596398e-04 -2.67361119e-01 -1.35836026e-02 -3.45779099e-01
8.46126540e-02]
[ -2.24550406e-01 -2.97073154e-01 -3.22016359e-01 -7.17606205e-02
-8.87357601e-02 -1.51270686e-01 -9.43111982e-02 3.27085458e-02
-2.04605688e-01 -5.06351593e-01 -2.31580331e-01 -2.87537168e-01
-2.19422279e-02]
[ -9.21223896e-02 -2.03501633e-02 -2.44341471e-01 -1.04346405e+00
-2.77907340e-01 -2.59713665e-01 1.00090412e-01 -4.88347529e-01
1.37568917e-01 -2.03377969e-01 -7.54564330e-01 -3.94818901e-01
-1.29526293e+00]]
Progress: 32.9% ... Training loss: 0.190 ... Validation loss: 0.330[[-0.21929553]
[ 0.26049049]
[-0.06192608]
[ 1.36421229]
[ 0.27510344]
[-0.0169622 ]
[-0.90513752]
[-0.76398671]
[-0.50090388]
[-0.78787685]
[ 1.3156089 ]
[ 3.07248023]
[-2.48048282]]
[[ -5.20103091e-01 -4.87952602e-01 -5.91154868e-01 7.18385966e-02
-2.85052327e-01 -5.95974728e-01 8.42284367e-02 -2.35788790e-01
-2.86943917e-01 -3.05856127e-01 3.21277989e-01 1.14863890e+00
3.03685035e-01]
[ 1.30116128e-02 -1.36459418e-01 4.85093012e-02 -1.26607458e-01
-3.98974162e-02 5.85308077e-02 -8.56895235e-02 1.89946962e-01
-1.46309164e-01 -1.73972507e-01 -1.40217504e-01 -1.20712129e-01
-1.14705630e-01]
[ -2.89786388e-01 1.32596640e-01 -3.75672941e-02 2.55859711e-02
7.28646149e-02 -1.36187887e-01 -1.32176750e-01 -1.81603941e-01
2.66845814e-01 -5.39485370e-01 8.76577237e-02 7.23765627e-01
8.45868124e-01]
[ 2.67167097e-01 -2.42120287e-01 -2.76320658e-01 1.37337688e-01
-2.65514706e-01 1.15229105e-02 6.03014322e-01 -5.92073867e-01
3.52174412e-01 -1.70835015e-01 -7.57208445e-02 -3.46655226e-01
-3.61215217e-01]
[ 1.43716773e-01 1.17233009e-02 1.16067359e-01 -1.52778887e-01
-2.33644629e-02 7.46338031e-02 -1.96226431e-01 -1.67692304e-01
7.05361747e-02 2.74348499e-01 1.87973983e-02 -5.54141734e-02
-8.77420551e-02]
[ -4.88689265e-01 -6.18578329e-01 -6.01294072e-01 -5.77957155e-01
-5.95012109e-01 -5.65200405e-01 -4.11884033e-01 -1.61887932e-01
-4.86164805e-01 -2.42407248e-01 -5.92616918e-01 -8.97512151e-01
-7.23552125e-01]
[ -4.16223643e-01 -5.92858859e-01 -3.28387268e-01 -4.35425580e-01
-4.17044912e-01 -5.65513398e-01 -4.16387063e-01 -5.01088410e-01
-3.16006310e-01 -1.11548149e-01 -4.88294499e-01 -5.19484233e-01
-6.77274677e-01]
[ -3.46733909e-01 -3.44837458e-01 -4.89213573e-01 -1.58051498e-01
-3.20356157e-01 -4.27367313e-01 -2.71503001e-01 -2.93013722e-01
-2.80300363e-01 -5.96026579e-01 -3.22798254e-01 -7.86104394e-01
-6.53194709e-01]
[ -4.67243052e-01 -3.38909864e-01 -3.86873820e-01 -2.72243445e-01
-3.31311170e-01 -2.18561423e-01 -3.40743735e-02 -4.72600442e-01
-2.63676682e-01 -4.65610741e-01 -2.12943217e-01 -2.44943364e-01
-2.61831295e-01]
[ -9.60829299e-01 -9.54201681e-01 -9.93117670e-01 -7.33823451e-01
-1.04479496e+00 -9.92407322e-01 -5.35724461e-01 -5.92194054e-01
-7.40124545e-01 -5.98029522e-01 -7.95045172e-01 -5.99667860e-01
-9.64019361e-01]
[ -5.14284415e-01 -2.69781131e-01 -4.73923000e-01 -3.82307612e-01
-3.46110664e-01 -3.65105128e-01 -6.35714437e-01 -6.34076225e-01
-6.70505851e-01 -9.83684246e-02 -5.71721781e-01 -8.31094494e-01
-7.10527183e-01]
[ -1.22825750e-01 2.74040248e-02 -3.45061095e-01 -4.78850396e-01
-1.01731168e-01 -7.57958595e-02 -2.21373124e-01 -4.45647035e-01
-1.95113235e-01 3.87551640e-02 -5.26882226e-01 -1.17259310e+00
-7.60382511e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55350847e-01 -1.24958237e-01 1.64014085e-01 -3.01979750e-01
-1.34838801e-01 1.13344435e-01 -1.30128983e-01 9.90673518e-03
-8.23388689e-02 6.65671698e-02 -2.26394267e-01 -4.72190675e-01
-7.15537971e-02]
[ -9.81233754e-02 -2.62892971e-01 -1.82136996e-01 -2.47164625e-01
-4.73959279e-01 -8.77569119e-02 -1.11607429e-01 -2.35958187e-02
-9.02777171e-02 -2.43207017e-02 -2.14942777e-01 -4.07199097e-01
-2.77003121e-01]
[ -6.40893789e-02 -3.40914416e-02 -2.26278507e-01 -2.58914734e-01
1.09372555e-01 -1.60956822e-01 -2.06456449e-01 1.39870840e-01
-1.89182205e-02 1.50625028e-01 -2.10006561e-01 -6.14765725e-03
-9.24305253e-02]
[ 3.69299559e-02 -1.65926431e-01 -1.49753013e-01 -9.24225130e-02
-1.24114387e-01 -1.07249367e-01 1.05098804e-01 -1.51261717e-01
-2.43098242e-02 3.04495683e-02 -3.90391031e-02 -1.04240122e-01
-4.27428370e-02]
[ -2.94772581e-01 -1.36776413e-01 -8.08167798e-02 -1.27015573e-01
-2.97050738e-01 -2.76927390e-01 -3.65957726e-01 -8.05470348e-04
-3.34425149e-01 -2.29517352e-01 1.47182862e-01 -1.54752232e-01
9.80376097e-02]
[ -2.32457469e-01 -1.24971589e-01 -9.56661051e-02 -3.86309864e-02
-8.56001359e-02 -1.20969968e-01 -8.42627369e-02 -5.31553313e-03
-1.39234086e-01 -1.15909445e-01 -4.92566937e-03 -2.48486046e-01
-1.65988840e-01]
[ -1.81459180e-01 -7.09799752e-02 -2.31080895e-01 -2.18532683e-01
-1.57911460e-01 -2.06746607e-01 -3.72420843e-01 -1.28430420e-01
1.19275433e-01 -2.52249784e-01 -3.58216466e-01 -3.62438596e-01
-4.54584893e-01]
[ -3.73903864e-01 -5.54615679e-02 -1.52725621e-01 -1.02019050e-01
-4.30711204e-02 -3.14218943e-01 2.85466752e-02 -8.85239905e-02
-1.24901579e-01 3.90148856e-02 4.49875798e-02 -2.71243169e-01
-3.64051349e-01]
[ -1.58031927e-01 -1.40619216e-01 -5.40348418e-02 -2.19013041e-01
-1.26288527e-01 -2.95685939e-01 6.35291482e-02 -1.56418863e-01
-1.94238053e-01 5.14705216e-02 1.90174140e-01 1.03101059e-02
-1.59219755e-01]
[ -1.30560500e-01 -1.69786693e-01 -1.15390879e-01 -3.03628288e-01
9.42319019e-02 -1.82026330e-02 -1.69534895e-01 -1.82839904e-01
1.11625718e-01 -9.38594754e-02 -1.31391154e-01 -2.34036884e-02
-3.07931309e-01]
[ -3.83956107e-02 -3.57111747e-02 -1.50129081e-01 -1.25947615e-01
-2.30975523e-01 6.30593228e-02 -4.10418139e-02 -4.24083559e-02
-2.19926475e-01 -8.99998506e-02 -1.45904262e-01 -3.96852676e-01
-2.13846485e-01]
[ -6.85478506e-02 2.14203790e-02 -1.29318062e-01 -3.49821482e-01
1.18771615e-01 2.02026742e-02 -1.95132653e-01 -1.49747167e-01
1.28520735e-01 -5.40584114e-02 -3.17788528e-01 -3.06312195e-01
-3.31867042e-01]
[ 6.76666117e-02 -3.01174128e-01 -8.79321899e-02 -4.62003730e-01
-2.15712929e-01 -9.13884630e-02 3.65985836e-02 7.17245454e-02
-3.70175215e-02 2.71257535e-01 -5.44167811e-01 -8.82196827e-01
4.60033457e-01]
[ -2.29260766e-01 -2.38737424e-01 -1.34060012e-01 -3.26041651e-01
-2.96311060e-01 -9.48261157e-02 1.98901546e-01 3.06205057e-02
2.75620564e-01 2.51014848e-02 -4.33198847e-01 -1.08104454e+00
6.70045051e-01]
[ -2.07443959e-02 -1.81990642e-01 1.89002865e-02 -3.29714018e-01
-1.67390205e-01 1.64018512e-01 2.03310360e-01 2.47823364e-01
-3.48176496e-02 2.20165568e-01 -2.54086153e-01 -1.17157987e+00
7.84037308e-01]
[ -6.70158077e-03 -3.99775124e-02 -1.27673664e-01 -1.44291621e-01
-1.76023716e-01 -4.87370965e-02 3.10670712e-01 1.58925810e-01
2.53736522e-01 3.53890862e-01 -5.12460919e-01 -1.12101057e+00
8.18569957e-01]
[ -8.95119355e-02 -2.75475890e-01 5.66196868e-02 -3.51581991e-01
-1.46074365e-01 1.15332308e-01 3.82367647e-01 1.40813706e-01
-6.94040439e-02 1.52219320e-01 -5.74493003e-01 -1.10064271e+00
8.70992047e-01]
[ 1.15907153e-01 -8.70283016e-02 1.39496400e-02 -1.71160186e-01
-8.09134606e-02 -1.96644723e-02 2.82106334e-01 3.77067488e-01
4.28166444e-01 2.54880036e-01 -5.76884995e-01 -1.04818755e+00
6.02864537e-01]
[ 2.48565307e-03 -1.43693224e-01 2.34201279e-02 1.76137648e-02
-9.71228951e-02 -2.83317187e-01 1.30655812e-01 3.79790563e-01
3.15593141e-02 1.38560861e-01 -2.81573775e-01 -8.98616782e-01
2.40413100e-01]
[ 1.03579516e-01 8.87659979e-02 1.00986989e-02 2.38170961e-01
-1.01119425e-01 -5.70690205e-02 -1.00182515e-01 -1.03874480e-01
-2.09897386e-01 -9.38390671e-02 -7.15027718e-02 1.62448813e-01
-5.18086006e-01]
[ 5.33684180e-02 -1.20765395e-01 1.50464440e-01 5.01584683e-01
2.37125544e-01 9.78610637e-03 -3.59474773e-01 -3.44438394e-01
-1.24673425e-02 -5.52418691e-01 3.22123193e-01 9.54183874e-01
-9.03498154e-01]
[ 2.25676069e-02 7.79403359e-02 -2.14652553e-01 1.24340093e-01
3.55238612e-02 -3.39855015e-03 -2.09877681e-01 -3.62658013e-01
-2.84193020e-01 -2.75526332e-01 -8.29960489e-03 -1.23863443e-01
-1.99987805e-01]
[ -7.18794967e-02 -2.02613263e-01 5.66809554e-02 1.65212394e-02
-1.25399052e-01 -1.37102054e-01 -6.40121442e-02 -6.54661622e-02
2.05623020e-02 -4.14312284e-01 -3.57130032e-01 -2.26508961e-01
1.45238328e-01]
[ -8.43309767e-03 -2.60681891e-01 4.85935222e-02 -3.71696663e-01
-1.85922484e-01 -2.34986142e-01 -3.52111756e-01 -4.04474934e-02
-6.91076132e-02 6.44108947e-03 -2.38766299e-01 2.79599219e-01
1.42470772e-01]
[ 1.54255149e-01 6.47119636e-02 -1.11131676e-01 -3.60027875e-01
-5.05056554e-02 -1.04732746e-01 -2.69493370e-01 -5.80387602e-02
-2.33349346e-01 -2.80129698e-01 -2.43327527e-01 5.50232448e-01
5.50674605e-02]
[ -1.86199946e-01 -1.73958184e-01 -1.19334871e-01 -3.52546464e-01
-4.55490950e-02 2.36817559e-02 -2.61466269e-01 -2.94583015e-01
-1.71527659e-01 -1.09849814e-01 -2.71783136e-01 4.06264018e-01
-2.96111506e-02]
[ -5.20004120e-02 -1.97009639e-01 -1.69219156e-01 -3.61978193e-01
-4.03585885e-02 4.03505369e-02 -1.36211473e-01 -1.28890830e-01
-2.72942854e-01 -3.60225517e-01 -8.91714614e-02 2.74502748e-01
6.47030852e-02]
[ 9.35723664e-02 9.69442047e-02 -2.06793800e-02 -2.89451576e-01
-3.13336134e-01 3.93514821e-03 -2.44511053e-01 -3.68795737e-01
-3.53719264e-01 -7.23641816e-02 -1.43124882e-01 3.49749859e-01
3.38029169e-02]
[ -6.02782754e-02 -1.12138313e-02 -2.84774394e-01 -8.66844284e-02
6.85715548e-02 1.55038297e-01 -2.52043848e-01 -1.86825459e-01
-5.69369340e-02 -4.92636976e-02 1.57725408e-01 7.37650290e-01
-7.92208678e-02]
[ 1.44245190e-01 3.23589947e-01 -1.94455112e-01 7.69096678e-01
1.05816251e-01 3.98246093e-03 -1.91001064e-01 -3.66448454e-01
-2.17248011e-01 -3.02838489e-01 7.47065761e-01 9.03805878e-01
-1.39165174e+00]
[ 2.30505681e-03 1.62829064e-01 5.75712312e-02 4.03844341e-01
-8.65159826e-03 -6.40018537e-02 -2.67201523e-01 -3.25722649e-01
-2.73970784e-01 -1.87622273e-01 5.88986150e-01 8.77488421e-01
-1.35859153e+00]
[ -2.38299128e-02 -1.44506668e-01 -1.47022951e-01 3.21584070e-01
-1.87961844e-01 2.38333488e-01 -2.05293702e-02 -1.57275702e-01
-2.23212087e-01 -3.35770102e-01 1.99791884e-01 5.15659636e-01
-6.81616934e-01]
[ 8.59754319e-02 -3.83243627e-01 -5.05494172e-02 2.79571267e-02
-1.18027977e-01 2.00040348e-01 9.08937107e-02 1.74647593e-01
-1.85931209e-01 7.22501928e-03 -5.60951648e-02 3.12324544e-01
-3.85868576e-01]
[ 2.12212158e-01 -2.96118999e-01 -1.18576547e-01 -6.88250620e-02
-2.17502739e-01 1.22808743e-01 4.20776098e-02 -1.23964525e-01
-6.18578749e-02 -4.18264928e-02 -1.59163246e-01 -1.99047350e-01
-2.29952970e-01]
[ -1.31474497e-01 -8.15756073e-02 3.84811402e-02 -2.50679844e-01
-6.05454457e-02 -1.41196037e-01 5.77380246e-02 3.84018572e-03
-9.43677556e-02 2.97379962e-02 -3.30792209e-01 -4.80536225e-01
-1.20533580e-01]
[ -1.43516053e-01 -1.34057609e-01 -6.93322250e-02 -2.84342538e-01
-3.44227700e-01 -2.89323922e-01 1.62186510e-01 1.47074146e-01
7.96848548e-03 1.24173804e-01 -2.78779858e-01 -8.80985124e-01
2.35180242e-02]
[ -1.33754624e-01 -2.47170990e-01 -3.05210515e-01 -9.72710878e-01
-3.00352663e-01 -2.09281419e-01 -1.20227537e-01 -3.93945565e-02
3.63934365e-02 -4.89472668e-01 -7.58964392e-01 -6.55978807e-01
-1.37251257e+00]
[ -1.25035468e-01 1.34689219e-01 1.29859685e-02 1.59847954e-01
-2.00306517e-01 -1.76962551e-01 -1.58170519e-01 5.89417438e-03
-1.45179070e-01 -1.38175665e-01 -1.09473151e-01 -3.80664039e-01
9.63238992e-02]
[ -3.64385231e-01 -1.19268799e-01 -2.72982415e-01 3.65130936e-01
-2.00888556e-01 -2.32794468e-01 -1.50240746e-01 -9.63665190e-02
5.75408972e-03 4.30060817e-02 1.16469110e-01 -3.45818632e-01
2.61114469e-01]
[ -1.35670663e-01 -4.72312848e-02 -2.55140971e-01 2.50086363e-01
-2.26052524e-01 -2.80224339e-01 -4.06158173e-01 -4.33542229e-02
1.82289445e-03 -1.09331590e-01 -1.53680569e-01 -2.76008298e-01
1.65423442e-01]
[ -2.54842452e-01 -5.31968214e-01 -3.41304272e-01 2.23271013e-02
-3.17683957e-01 -2.33806898e-01 -1.86372874e-01 -2.37256364e-01
-2.01378197e-03 -2.68575285e-01 -1.03307964e-02 -3.39815189e-01
8.29835304e-02]
[ -2.24967663e-01 -2.96476968e-01 -3.22175852e-01 -6.60114521e-02
-8.79147376e-02 -1.51348971e-01 -9.74136987e-02 2.92943263e-02
-2.06209834e-01 -5.07886183e-01 -2.26247156e-01 -2.74026210e-01
-2.99066966e-02]
[ -9.26790846e-02 -1.94016962e-02 -2.44616196e-01 -1.04183518e+00
-2.77080021e-01 -2.59815891e-01 9.61335541e-02 -4.91752421e-01
1.35314953e-01 -2.06513142e-01 -7.48601610e-01 -3.77031845e-01
-1.30868268e+00]]
Progress: 33.0% ... Training loss: 0.221 ... Validation loss: 0.378[[-0.24081705]
[ 0.23573332]
[-0.08125195]
[ 1.32734497]
[ 0.25108539]
[-0.03505922]
[-0.9459969 ]
[-0.80850876]
[-0.53828377]
[-0.82213298]
[ 1.27492363]
[ 3.00674054]
[-2.53008346]]
[[ -5.18221165e-01 -4.91602930e-01 -5.90494659e-01 4.44489429e-02
-2.88930104e-01 -5.95840331e-01 1.01133186e-01 -2.17792640e-01
-2.77613598e-01 -2.94400492e-01 2.91926282e-01 1.07505029e+00
3.63383376e-01]
[ 1.32290878e-02 -1.36691810e-01 4.85424070e-02 -1.29485013e-01
-4.00669752e-02 5.85377138e-02 -8.38853352e-02 1.90649777e-01
-1.45622793e-01 -1.73107433e-01 -1.42947695e-01 -1.25521486e-01
-1.12071208e-01]
[ -2.89208560e-01 1.29137740e-01 -3.71826895e-02 3.10256668e-03
6.94179915e-02 -1.36132439e-01 -1.21626461e-01 -1.71587761e-01
2.74941870e-01 -5.39148680e-01 6.18291086e-02 6.63352435e-01
8.94547911e-01]
[ 2.67871024e-01 -2.40390466e-01 -2.76574695e-01 1.47073573e-01
-2.63122156e-01 1.15173144e-02 6.07528901e-01 -6.05901879e-01
3.53496450e-01 -1.74552635e-01 -5.73065024e-02 -3.10266605e-01
-3.97483671e-01]
[ 1.44787415e-01 1.14258690e-02 1.16255218e-01 -1.56176070e-01
-2.38298721e-02 7.47201391e-02 -1.94486702e-01 -1.67732720e-01
7.26689440e-02 2.76896918e-01 1.42243504e-02 -7.35784424e-02
-8.56056484e-02]
[ -4.88153804e-01 -6.18925635e-01 -6.01149050e-01 -5.83184989e-01
-5.95492656e-01 -5.65159070e-01 -4.09144047e-01 -1.56912972e-01
-4.85088832e-01 -2.38187703e-01 -5.97545912e-01 -9.06833385e-01
-7.15653362e-01]
[ -4.14825072e-01 -5.94634542e-01 -3.27984786e-01 -4.48672562e-01
-4.18993491e-01 -5.65423809e-01 -4.06899274e-01 -4.93221978e-01
-3.11028703e-01 -1.03371474e-01 -5.02121174e-01 -5.50698269e-01
-6.51316367e-01]
[ -3.45199529e-01 -3.48114192e-01 -4.88733089e-01 -1.79688070e-01
-3.23573091e-01 -4.27255358e-01 -2.58949571e-01 -2.82010715e-01
-2.72755359e-01 -5.90189764e-01 -3.44093901e-01 -8.33793080e-01
-6.14600029e-01]
[ -4.67015965e-01 -3.38840486e-01 -3.86852353e-01 -2.72390346e-01
-3.31241337e-01 -2.18546113e-01 -3.40437896e-02 -4.73202579e-01
-2.63453423e-01 -4.64634363e-01 -2.12704776e-01 -2.42588729e-01
-2.62772189e-01]
[ -9.58339383e-01 -9.58218458e-01 -9.92345990e-01 -7.65533612e-01
-1.04908895e+00 -9.92229690e-01 -5.16490873e-01 -5.71826956e-01
-7.29602834e-01 -5.82882029e-01 -8.28373046e-01 -6.73535757e-01
-9.03749723e-01]
[ -5.13292964e-01 -2.70910589e-01 -4.73684283e-01 -3.90099093e-01
-3.47224222e-01 -3.65039884e-01 -6.31006008e-01 -6.31443491e-01
-6.67729439e-01 -9.51236432e-02 -5.77595477e-01 -8.42520356e-01
-6.99485856e-01]
[ -1.22611618e-01 2.72199160e-02 -3.45022036e-01 -4.79607043e-01
-1.01899850e-01 -7.57805474e-02 -2.20503351e-01 -4.45404604e-01
-1.94589514e-01 3.95723015e-02 -5.27493532e-01 -1.17316866e+00
-7.60182616e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55398211e-01 -1.24990777e-01 1.64027958e-01 -3.02214388e-01
-1.34858804e-01 1.13343904e-01 -1.30391295e-01 1.03431435e-02
-8.23718499e-02 6.68432611e-02 -2.26703295e-01 -4.73842939e-01
-7.06742993e-02]
[ -9.76072875e-02 -2.63245015e-01 -1.82017553e-01 -2.50685876e-01
-4.74389472e-01 -8.77181111e-02 -1.09043848e-01 -2.04242738e-02
-8.92684118e-02 -2.11947269e-02 -2.18520035e-01 -4.13807456e-01
-2.72304136e-01]
[ -6.38091003e-02 -3.44456940e-02 -2.26185183e-01 -2.62341553e-01
1.08969166e-01 -1.60938549e-01 -2.05099386e-01 1.43042183e-01
-1.83079483e-02 1.53446849e-01 -2.13262045e-01 -1.39630112e-02
-8.55586031e-02]
[ 3.73388991e-02 -1.66357131e-01 -1.49651423e-01 -9.55465187e-02
-1.24599889e-01 -1.07226315e-01 1.07125504e-01 -1.49528068e-01
-2.33504282e-02 3.26204149e-02 -4.16448258e-02 -1.11296929e-01
-3.63868207e-02]
[ -2.94022766e-01 -1.37541181e-01 -8.06166603e-02 -1.33186665e-01
-2.97822284e-01 -2.76880910e-01 -3.61150291e-01 2.13327765e-03
-3.31857882e-01 -2.25823191e-01 1.40615003e-01 -1.72147882e-01
1.08014813e-01]
[ -2.32339379e-01 -1.25342984e-01 -9.56099930e-02 -4.07504501e-02
-8.60663491e-02 -1.20957691e-01 -8.24854500e-02 -3.46323700e-03
-1.38112595e-01 -1.15058835e-01 -7.84149210e-03 -2.50515918e-01
-1.61133502e-01]
[ -1.80998728e-01 -7.21987489e-02 -2.30908829e-01 -2.26719939e-01
-1.59096600e-01 -2.06704963e-01 -3.68277685e-01 -1.24010567e-01
1.22475761e-01 -2.50373837e-01 -3.65620284e-01 -3.79982870e-01
-4.34359433e-01]
[ -3.73428383e-01 -5.65478929e-02 -1.52566523e-01 -1.08979017e-01
-4.41987967e-02 -3.14184061e-01 3.34334513e-02 -8.44408077e-02
-1.22176759e-01 4.09489251e-02 3.76617047e-02 -2.88246246e-01
-3.52764104e-01]
[ -1.57379893e-01 -1.41603217e-01 -5.38763073e-02 -2.26423965e-01
-1.27206657e-01 -2.95646941e-01 6.77419708e-02 -1.53799869e-01
-1.92303198e-01 5.37942811e-02 1.82752385e-01 -4.47148588e-03
-1.49864503e-01]
[ -1.30553805e-01 -1.69529749e-01 -1.15413512e-01 -3.01862797e-01
9.45203157e-02 -1.82053011e-02 -1.70688115e-01 -1.83823306e-01
1.11160607e-01 -9.37031363e-02 -1.29466120e-01 -1.91907153e-02
-3.11443352e-01]
[ -3.84127074e-02 -3.56489966e-02 -1.50139052e-01 -1.25982346e-01
-2.30937209e-01 6.30580301e-02 -4.11640447e-02 -4.25414192e-02
-2.19987628e-01 -9.01066376e-02 -1.45833395e-01 -3.95938008e-01
-2.13671088e-01]
[ -6.84557675e-02 2.13657101e-02 -1.29310164e-01 -3.50655114e-01
1.18676455e-01 2.02109492e-02 -1.94557924e-01 -1.49814457e-01
1.28774090e-01 -5.39718020e-02 -3.18214681e-01 -3.05421910e-01
-3.31526455e-01]
[ 6.78469223e-02 -3.01338181e-01 -8.78838383e-02 -4.63599842e-01
-2.15897445e-01 -9.13759886e-02 3.78529004e-02 7.26792917e-02
-3.64476114e-02 2.72364097e-01 -5.45472325e-01 -8.85129536e-01
4.64109189e-01]
[ -2.29263280e-01 -2.38771112e-01 -1.34054291e-01 -3.26332339e-01
-2.96337385e-01 -9.48253643e-02 1.99006118e-01 3.08098460e-02
2.75721612e-01 2.51204938e-02 -4.33390650e-01 -1.08138850e+00
6.70955307e-01]
[ -2.06173989e-02 -1.82129990e-01 1.89294027e-02 -3.31410450e-01
-1.67525691e-01 1.64028711e-01 2.04553991e-01 2.48955320e-01
-3.42535134e-02 2.21179512e-01 -2.55440734e-01 -1.17390103e+00
7.87381940e-01]
[ -6.56198149e-03 -4.01545036e-02 -1.27643812e-01 -1.46182531e-01
-1.76229881e-01 -4.87277540e-02 3.12307131e-01 1.59926646e-01
2.54512259e-01 3.54741649e-01 -5.13762829e-01 -1.12417840e+00
8.22197101e-01]
[ -8.93101516e-02 -2.75702474e-01 5.66629166e-02 -3.53450636e-01
-1.46313003e-01 1.15347128e-01 3.84321813e-01 1.41604676e-01
-6.83621079e-02 1.53012158e-01 -5.76017346e-01 -1.10383193e+00
8.75626832e-01]
[ 1.16217754e-01 -8.73696327e-02 1.40147470e-02 -1.74119426e-01
-8.13182720e-02 -1.96450660e-02 2.84646185e-01 3.78770919e-01
4.29513313e-01 2.56431289e-01 -5.78951432e-01 -1.05227131e+00
6.08006600e-01]
[ 2.80200471e-03 -1.43961916e-01 2.34820514e-02 1.55677586e-02
-9.73926876e-02 -2.83302245e-01 1.32685818e-01 3.81049853e-01
3.25166380e-02 1.39895975e-01 -2.83011914e-01 -9.00845331e-01
2.42703675e-01]
[ 1.04237322e-01 8.79983221e-02 1.02250905e-02 2.34836128e-01
-1.01744435e-01 -5.70347201e-02 -9.53425843e-02 -1.02442559e-01
-2.07411464e-01 -9.21375335e-02 -7.56805792e-02 1.47703018e-01
-5.16769068e-01]
[ 5.35196270e-02 -1.20812677e-01 1.50497168e-01 5.00805406e-01
2.37056251e-01 9.79775515e-03 -3.59071169e-01 -3.44098143e-01
-1.23001151e-02 -5.51827815e-01 3.21728881e-01 9.54652369e-01
-9.03587138e-01]
[ 2.24324034e-02 7.80278811e-02 -2.14665927e-01 1.25404534e-01
3.56452117e-02 -3.40656585e-03 -2.10587260e-01 -3.63134421e-01
-2.84366261e-01 -2.76117212e-01 -7.62502744e-03 -1.22943767e-01
-2.00417747e-01]
[ -7.17587043e-02 -2.02693411e-01 5.67046873e-02 1.58394740e-02
-1.25479230e-01 -1.37093559e-01 -6.37075615e-02 -6.52385896e-02
2.07674609e-02 -4.13841306e-01 -3.57609273e-01 -2.26531228e-01
1.45850583e-01]
[ -8.47624391e-03 -2.60656914e-01 4.85821396e-02 -3.72547211e-01
-1.85939685e-01 -2.34991764e-01 -3.52535262e-01 -4.05771427e-02
-6.92123643e-02 6.21095404e-03 -2.39433761e-01 2.79545930e-01
1.44605948e-01]
[ 1.54618753e-01 6.41718923e-02 -1.11034489e-01 -3.62901105e-01
-5.10835470e-02 -1.04710343e-01 -2.68389473e-01 -5.58316838e-02
-2.32814839e-01 -2.77859286e-01 -2.46327121e-01 5.42145570e-01
6.11076860e-02]
[ -1.86095973e-01 -1.74076523e-01 -1.19297132e-01 -3.53585756e-01
-4.56735649e-02 2.36905581e-02 -2.61279811e-01 -2.94024420e-01
-1.71349961e-01 -1.08949244e-01 -2.72662146e-01 4.04460190e-01
-2.77213336e-02]
[ -5.18725843e-02 -1.97684628e-01 -1.69104625e-01 -3.68147189e-01
-4.11527421e-02 4.03675389e-02 -1.34873227e-01 -1.25331321e-01
-2.71242752e-01 -3.59361339e-01 -9.70013085e-02 2.58833748e-01
8.21360065e-02]
[ 9.35132387e-02 9.68477470e-02 -2.06663068e-02 -2.90941907e-01
-3.13516611e-01 3.93402759e-03 -2.44316856e-01 -3.67772011e-01
-3.53786901e-01 -7.18161970e-02 -1.44602601e-01 3.45933691e-01
3.77659225e-02]
[ -6.01714374e-02 -1.14095171e-02 -2.84736479e-01 -8.77041280e-02
6.83841284e-02 1.55049573e-01 -2.51561418e-01 -1.86338037e-01
-5.65390013e-02 -4.86646937e-02 1.56569539e-01 7.34421185e-01
-7.70433143e-02]
[ 1.44417530e-01 3.23057005e-01 -1.94379636e-01 7.66514650e-01
1.05371303e-01 3.99445989e-03 -1.89767078e-01 -3.64721883e-01
-2.16631757e-01 -3.02324214e-01 7.43645574e-01 8.97195371e-01
-1.39021895e+00]
[ 2.39408588e-03 1.62454285e-01 5.76275561e-02 4.01753664e-01
-9.06286533e-03 -6.39904088e-02 -2.66389809e-01 -3.24473247e-01
-2.73402823e-01 -1.87280747e-01 5.86457383e-01 8.73550460e-01
-1.35539702e+00]
[ -2.36713389e-02 -1.44599492e-01 -1.46980530e-01 3.21339484e-01
-1.88077510e-01 2.38346844e-01 -2.03829054e-02 -1.56452919e-01
-2.23116571e-01 -3.34704018e-01 1.99344998e-01 5.15384150e-01
-6.81894609e-01]
[ 8.60638411e-02 -3.83292988e-01 -5.05279421e-02 2.70009335e-02
-1.18143574e-01 2.00047210e-01 9.14323166e-02 1.75673134e-01
-1.85767224e-01 8.21625302e-03 -5.72443864e-02 3.08627628e-01
-3.84352735e-01]
[ 2.12531829e-01 -2.96397641e-01 -1.18512849e-01 -7.06036223e-02
-2.17769221e-01 1.22831147e-01 4.35159047e-02 -1.23156751e-01
-6.10945192e-02 -4.06104939e-02 -1.60523963e-01 -2.00729314e-01
-2.28432201e-01]
[ -1.31406254e-01 -8.16419482e-02 3.84935892e-02 -2.51251725e-01
-6.06011956e-02 -1.41192162e-01 5.81479198e-02 4.08757747e-03
-9.41832281e-02 3.00477217e-02 -3.31145242e-01 -4.81056709e-01
-1.19977657e-01]
[ -1.43384525e-01 -1.34234250e-01 -6.92964555e-02 -2.86855336e-01
-3.44393734e-01 -2.89316781e-01 1.63936116e-01 1.48176361e-01
8.71884939e-03 1.25150343e-01 -2.80765917e-01 -8.85825772e-01
2.80125624e-02]
[ -1.32890634e-01 -2.48268887e-01 -3.05011471e-01 -9.79895948e-01
-3.01429152e-01 -2.09227106e-01 -1.12988046e-01 -3.56803448e-02
4.00019525e-02 -4.86446923e-01 -7.65873577e-01 -6.78442853e-01
-1.36783067e+00]
[ -1.24326565e-01 1.33464451e-01 1.31826835e-02 1.51459159e-01
-2.01423337e-01 -1.76918057e-01 -1.53400195e-01 1.03220591e-02
-1.42693474e-01 -1.34656571e-01 -1.17457966e-01 -4.01170089e-01
1.11824521e-01]
[ -3.63696672e-01 -1.20180108e-01 -2.72793996e-01 3.56585638e-01
-2.01827964e-01 -2.32741849e-01 -1.45206734e-01 -9.21681769e-02
8.33134740e-03 4.74391478e-02 1.09304308e-01 -3.59669518e-01
2.76026274e-01]
[ -1.35147983e-01 -4.77654811e-02 -2.55007455e-01 2.47900577e-01
-2.26510098e-01 -2.80189930e-01 -4.04627397e-01 -4.11105151e-02
3.29156345e-03 -1.06495511e-01 -1.55551565e-01 -2.82535564e-01
1.74616969e-01]
[ -2.54081281e-01 -5.32974679e-01 -3.41044584e-01 1.30697070e-02
-3.19090948e-01 -2.33740105e-01 -1.81442691e-01 -2.30990251e-01
1.00786288e-03 -2.63800752e-01 -2.12484463e-02 -3.63372438e-01
1.03979372e-01]
[ -2.24750767e-01 -2.96919302e-01 -3.22084247e-01 -6.83596299e-02
-8.84495645e-02 -1.51332307e-01 -9.66200434e-02 3.17490575e-02
-2.05603075e-01 -5.06212323e-01 -2.29541016e-01 -2.80409268e-01
-2.42297719e-02]
[ -9.27457860e-02 -1.95150703e-02 -2.44635727e-01 -1.04418295e+00
-2.77124140e-01 -2.59826996e-01 9.66469021e-02 -4.91815149e-01
1.35368354e-01 -2.07566105e-01 -7.50273178e-01 -3.69612612e-01
-1.30813244e+00]]
Progress: 33.0% ... Training loss: 0.201 ... Validation loss: 0.329[[-0.23508004]
[ 0.24766948]
[-0.07199746]
[ 1.3472449 ]
[ 0.26394235]
[-0.02740978]
[-0.92474525]
[-0.78892067]
[-0.51721481]
[-0.81384474]
[ 1.2918001 ]
[ 3.03756805]
[-2.50007044]]
[[ -5.19153917e-01 -4.90331664e-01 -5.90735032e-01 5.52612764e-02
-2.87476821e-01 -5.95942021e-01 9.40096449e-02 -2.22378751e-01
-2.81686938e-01 -2.98029628e-01 3.02451530e-01 1.10735487e+00
3.45500730e-01]
[ 1.36697734e-02 -1.37032930e-01 4.86484198e-02 -1.33388563e-01
-4.04676044e-02 5.86256721e-02 -8.12803509e-02 1.92921566e-01
-1.45236487e-01 -1.70925446e-01 -1.47016330e-01 -1.32646864e-01
-1.13819576e-01]
[ -2.90743315e-01 1.32395236e-01 -3.80506884e-02 2.13467076e-02
7.27376951e-02 -1.36448500e-01 -1.33182030e-01 -1.84602721e-01
2.66487422e-01 -5.46791544e-01 7.97052655e-02 7.17010150e-01
8.43063279e-01]
[ 2.67769535e-01 -2.41218963e-01 -2.76318557e-01 1.44331325e-01
-2.63880804e-01 1.15545868e-02 6.05497144e-01 -6.03272143e-01
3.54519764e-01 -1.72783201e-01 -5.90399276e-02 -3.19394688e-01
-3.75390942e-01]
[ 1.45643043e-01 1.05792139e-02 1.16346073e-01 -1.58476449e-01
-2.45580886e-02 7.48245668e-02 -1.88414261e-01 -1.65852805e-01
7.53037601e-02 2.78722624e-01 1.20407329e-02 -8.15531689e-02
-8.66050278e-02]
[ -4.88231968e-01 -6.18989416e-01 -6.01133871e-01 -5.83173854e-01
-5.95653360e-01 -5.65135876e-01 -4.10888933e-01 -1.57397903e-01
-4.85508326e-01 -2.37880750e-01 -5.97620712e-01 -9.01556130e-01
-7.16032545e-01]
[ -4.15040384e-01 -5.94208564e-01 -3.28197446e-01 -4.41810022e-01
-4.18408649e-01 -5.65479524e-01 -4.09681497e-01 -4.96685828e-01
-3.12868571e-01 -1.05703178e-01 -4.96538707e-01 -5.34339779e-01
-6.68250011e-01]
[ -3.46004511e-01 -3.46433450e-01 -4.89107599e-01 -1.69222699e-01
-3.21806349e-01 -4.27409121e-01 -2.65769499e-01 -2.88987804e-01
-2.77420478e-01 -5.93741411e-01 -3.33989070e-01 -8.06359035e-01
-6.39468163e-01]
[ -4.67417361e-01 -3.38499741e-01 -3.86930569e-01 -2.71958974e-01
-3.30786762e-01 -2.18605639e-01 -3.65094673e-02 -4.73694389e-01
-2.65127923e-01 -4.65639182e-01 -2.12705558e-01 -2.41119921e-01
-2.66344149e-01]
[ -9.60108350e-01 -9.56072307e-01 -9.92999591e-01 -7.49554777e-01
-1.04683957e+00 -9.92476132e-01 -5.29887227e-01 -5.82565268e-01
-7.37560693e-01 -5.90525430e-01 -8.15170842e-01 -6.32238140e-01
-9.40990120e-01]
[ -5.13149913e-01 -2.70717866e-01 -4.73698148e-01 -3.87750068e-01
-3.46883432e-01 -3.65059323e-01 -6.31621109e-01 -6.31848174e-01
-6.68348881e-01 -9.42135330e-02 -5.75036932e-01 -8.35821423e-01
-7.05370056e-01]
[ -1.22485556e-01 2.72647242e-02 -3.45004776e-01 -4.80164485e-01
-1.01844565e-01 -7.57604757e-02 -2.20304611e-01 -4.45679289e-01
-1.94611194e-01 3.97243750e-02 -5.27642565e-01 -1.17062661e+00
-7.62810941e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55208137e-01 -1.25148773e-01 1.64079577e-01 -3.03923170e-01
-1.35048154e-01 1.13378630e-01 -1.29426336e-01 1.13630150e-02
-8.20362537e-02 6.80435741e-02 -2.28379064e-01 -4.77086037e-01
-6.94144431e-02]
[ -9.79604763e-02 -2.63049412e-01 -1.82096359e-01 -2.48351626e-01
-4.74228641e-01 -8.77536334e-02 -1.10718012e-01 -2.16048280e-02
-8.98167791e-02 -2.25116528e-02 -2.16699413e-01 -4.10214163e-01
-2.72476665e-01]
[ -6.37018881e-02 -3.45604393e-02 -2.26146356e-01 -2.61529076e-01
1.08933897e-01 -1.60922912e-01 -2.06343435e-01 1.41841401e-01
-1.85700445e-02 1.53290680e-01 -2.12058502e-01 -6.45397669e-03
-8.77264543e-02]
[ 3.74247407e-02 -1.66537215e-01 -1.49601751e-01 -9.57149502e-02
-1.24726573e-01 -1.07218155e-01 1.06993128e-01 -1.48837181e-01
-2.32303904e-02 3.32781267e-02 -4.25002287e-02 -1.11575382e-01
-3.72380311e-02]
[ -2.94235895e-01 -1.37123597e-01 -8.07956743e-02 -1.29363936e-01
-2.97447595e-01 -2.76921016e-01 -3.62445618e-01 -5.59132130e-05
-3.32999291e-01 -2.27158442e-01 1.44009888e-01 -1.62715501e-01
9.89609529e-02]
[ -2.32764071e-01 -1.24769300e-01 -9.58028013e-02 -3.64970675e-02
-8.54253543e-02 -1.21029585e-01 -8.54055233e-02 -6.56460866e-03
-1.39955639e-01 -1.17478716e-01 -4.20639524e-03 -2.41867974e-01
-1.72102256e-01]
[ -1.81162156e-01 -7.19171951e-02 -2.30968175e-01 -2.23486608e-01
-1.58792982e-01 -2.06734723e-01 -3.69220084e-01 -1.25197342e-01
1.21605729e-01 -2.51105759e-01 -3.62704767e-01 -3.73598060e-01
-4.38869750e-01]
[ -3.74008160e-01 -5.52629566e-02 -1.52844736e-01 -1.02385028e-01
-4.28486401e-02 -3.14287311e-01 2.82403353e-02 -8.92895679e-02
-1.25377209e-01 3.86406006e-02 4.44077244e-02 -2.68170180e-01
-3.69626511e-01]
[ -1.57362974e-01 -1.41657873e-01 -5.38665468e-02 -2.26789656e-01
-1.27248384e-01 -2.95651176e-01 6.77418149e-02 -1.53832935e-01
-1.92340429e-01 5.36050516e-02 1.82639136e-01 -4.78598972e-03
-1.50249997e-01]
[ -1.30670313e-01 -1.69320944e-01 -1.15471606e-01 -3.01384023e-01
9.47582954e-02 -1.82369775e-02 -1.71611829e-01 -1.84501832e-01
1.10469493e-01 -9.42295945e-02 -1.28842199e-01 -1.50048109e-02
-3.13511231e-01]
[ -3.81950122e-02 -3.59404004e-02 -1.50036309e-01 -1.29202826e-01
-2.31238704e-01 6.31086033e-02 -4.01941840e-02 -4.11286221e-02
-2.19652420e-01 -8.89645444e-02 -1.49172023e-01 -4.03139849e-01
-2.11993483e-01]
[ -6.87226411e-02 2.15861133e-02 -1.29366709e-01 -3.48950245e-01
1.18948166e-01 2.01724851e-02 -1.95980084e-01 -1.49936666e-01
1.27978008e-01 -5.45689749e-02 -3.16959521e-01 -3.03674848e-01
-3.33176537e-01]
[ 6.78005921e-02 -3.01291460e-01 -8.78979351e-02 -4.63692856e-01
-2.15854396e-01 -9.13825173e-02 3.75568767e-02 7.23657642e-02
-3.66158401e-02 2.72153285e-01 -5.45476598e-01 -8.84985365e-01
4.64024697e-01]
[ -2.29381385e-01 -2.38650522e-01 -1.34095559e-01 -3.25538127e-01
-2.96216821e-01 -9.48433629e-02 1.98053690e-01 3.01099774e-02
2.75172561e-01 2.46183582e-02 -4.32626011e-01 -1.08053570e+00
6.68986886e-01]
[ -2.07434436e-02 -1.82058678e-01 1.89054185e-02 -3.30941866e-01
-1.67443836e-01 1.64012057e-01 2.04110115e-01 2.48764004e-01
-3.45237967e-02 2.20750461e-01 -2.55002509e-01 -1.17370925e+00
7.86492668e-01]
[ -6.55785872e-03 -4.01431703e-02 -1.27661112e-01 -1.46282179e-01
-1.76193989e-01 -4.87318801e-02 3.12543760e-01 1.59780231e-01
2.54590583e-01 3.54628225e-01 -5.13902820e-01 -1.12463650e+00
8.21982228e-01]
[ -8.91754367e-02 -2.75780973e-01 5.66943710e-02 -3.54061437e-01
-1.46411466e-01 1.15366653e-01 3.85160530e-01 1.42027859e-01
-6.79963455e-02 1.53587135e-01 -5.76513911e-01 -1.10456792e+00
8.76891425e-01]
[ 1.16143354e-01 -8.72963402e-02 1.39832270e-02 -1.73689340e-01
-8.12320290e-02 -1.96590497e-02 2.84270962e-01 3.78245455e-01
4.29286040e-01 2.56001952e-01 -5.78627586e-01 -1.05162717e+00
6.06523878e-01]
[ 2.96318456e-03 -1.44068425e-01 2.35133833e-02 1.50354830e-02
-9.74876573e-02 -2.83287629e-01 1.33581492e-01 3.81645104e-01
3.29437255e-02 1.40503524e-01 -2.83416115e-01 -9.01273986e-01
2.43095625e-01]
[ 1.04245094e-01 8.79949847e-02 1.02269550e-02 2.34803669e-01
-1.01747521e-01 -5.70338487e-02 -9.53206158e-02 -1.02409097e-01
-2.07402629e-01 -9.21013032e-02 -7.57082558e-02 1.47684905e-01
-5.16759374e-01]
[ 5.32993580e-02 -1.20771040e-01 1.50470050e-01 5.04204202e-01
2.37132569e-01 9.77531601e-03 -3.60641743e-01 -3.45051511e-01
-1.26480008e-02 -5.53488371e-01 3.24239178e-01 9.58991158e-01
-9.04084474e-01]
[ 2.22039620e-02 7.82118575e-02 -2.14709628e-01 1.26752622e-01
3.58697998e-02 -3.43777338e-03 -2.11575203e-01 -3.63729278e-01
-2.84816631e-01 -2.76891903e-01 -6.64362950e-03 -1.21512942e-01
-2.01493224e-01]
[ -7.23876614e-02 -2.01937316e-01 5.64303017e-02 2.03309501e-02
-1.24792319e-01 -1.37185394e-01 -6.77485888e-02 -6.89850795e-02
1.82867374e-02 -4.15737408e-01 -3.54197421e-01 -2.16540043e-01
1.36269823e-01]
[ -8.38224510e-03 -2.60680458e-01 4.86049374e-02 -3.72776360e-01
-1.85945001e-01 -2.34984176e-01 -3.52513028e-01 -4.05494678e-02
-6.91553352e-02 6.63757619e-03 -2.39412666e-01 2.80189739e-01
1.44221199e-01]
[ 1.54456217e-01 6.43974820e-02 -1.11084271e-01 -3.61964265e-01
-5.08452327e-02 -1.04730415e-01 -2.69213378e-01 -5.65883539e-02
-2.33322979e-01 -2.78433454e-01 -2.45274509e-01 5.45638149e-01
5.89219239e-02]
[ -1.86437521e-01 -1.73620542e-01 -1.19426511e-01 -3.52014592e-01
-4.51605138e-02 2.36296772e-02 -2.63753470e-01 -2.95672096e-01
-1.72792926e-01 -1.10359179e-01 -2.70870722e-01 4.12804309e-01
-3.15368822e-02]
[ -5.19671385e-02 -1.97460103e-01 -1.69151468e-01 -3.67543348e-01
-4.09288881e-02 4.03524565e-02 -1.35891253e-01 -1.26015564e-01
-2.71902317e-01 -3.59766328e-01 -9.56729003e-02 2.63944792e-01
7.87286769e-02]
[ 9.33349333e-02 9.70527146e-02 -2.07115921e-02 -2.90751186e-01
-3.13352335e-01 3.91213459e-03 -2.46031354e-01 -3.69636373e-01
-3.54374931e-01 -7.27503524e-02 -1.43712179e-01 3.53214791e-01
3.65068979e-02]
[ -6.01018652e-02 -1.12744695e-02 -2.84751480e-01 -8.70500288e-02
6.85849044e-02 1.55050435e-01 -2.51751577e-01 -1.86839194e-01
-5.67566029e-02 -4.83703199e-02 1.57618539e-01 7.38011131e-01
-8.01926709e-02]
[ 1.44772784e-01 3.22632454e-01 -1.94245341e-01 7.65893261e-01
1.04910165e-01 4.04272999e-03 -1.89070155e-01 -3.63129107e-01
-2.16135980e-01 -3.00616893e-01 7.41662530e-01 8.91793228e-01
-1.39054586e+00]
[ 2.72768068e-03 1.62183073e-01 5.77290168e-02 3.99890484e-01
-9.32464216e-03 -6.39257961e-02 -2.64642630e-01 -3.22956161e-01
-2.72914518e-01 -1.86384901e-01 5.84635128e-01 8.68344021e-01
-1.35682429e+00]
[ -2.35164275e-02 -1.44653182e-01 -1.46950855e-01 3.21511270e-01
-1.88118490e-01 2.38367601e-01 -1.99274969e-02 -1.55769227e-01
-2.23063558e-01 -3.33924549e-01 1.99558682e-01 5.16914470e-01
-6.83558635e-01]
[ 8.55776536e-02 -3.82708883e-01 -5.07292252e-02 3.23461503e-02
-1.17433813e-01 1.99962023e-01 8.87872611e-02 1.72562585e-01
-1.87733939e-01 6.13116672e-03 -5.27421984e-02 3.20369088e-01
-3.94533939e-01]
[ 2.12488594e-01 -2.96354002e-01 -1.18525429e-01 -7.02428792e-02
-2.17715345e-01 1.22822673e-01 4.32682120e-02 -1.23265637e-01
-6.12379785e-02 -4.07908303e-02 -1.60220225e-01 -2.00188194e-01
-2.29023614e-01]
[ -1.31392675e-01 -8.15715204e-02 3.84900394e-02 -2.50824946e-01
-6.05466072e-02 -1.41188421e-01 5.77622150e-02 3.92609598e-03
-9.44364664e-02 3.01625215e-02 -3.30852451e-01 -4.79824048e-01
-1.21429230e-01]
[ -1.43464164e-01 -1.34138467e-01 -6.93224626e-02 -2.86195435e-01
-3.44296465e-01 -2.89327071e-01 1.63374463e-01 1.47891887e-01
8.41926435e-03 1.24736718e-01 -2.80151811e-01 -8.84139586e-01
2.62309317e-02]
[ -1.33734498e-01 -2.47699162e-01 -3.05174213e-01 -9.77669815e-01
-3.00919630e-01 -2.09336339e-01 -1.18959345e-01 -3.87850319e-02
3.75534478e-02 -4.88576899e-01 -7.64493898e-01 -6.68209302e-01
-1.37175197e+00]
[ -1.24492818e-01 1.33674680e-01 1.30709277e-02 1.53708649e-01
-2.01297383e-01 -1.76922620e-01 -1.54713380e-01 9.02299214e-03
-1.43617864e-01 -1.34750413e-01 -1.16317786e-01 -3.97045358e-01
1.06891222e-01]
[ -3.64556116e-01 -1.19003384e-01 -2.73141089e-01 3.68206032e-01
-2.00463670e-01 -2.32879240e-01 -1.50306820e-01 -9.73790846e-02
5.07102644e-03 4.24558013e-02 1.20067935e-01 -3.36289747e-01
2.61631039e-01]
[ -1.35037911e-01 -4.75163600e-02 -2.55058647e-01 2.49208113e-01
-2.26231044e-01 -2.80194675e-01 -4.04360468e-01 -4.22873342e-02
3.02190718e-03 -1.06407188e-01 -1.53982405e-01 -2.76471880e-01
1.69117452e-01]
[ -2.53865338e-01 -5.33215411e-01 -3.40965347e-01 1.11857455e-02
-3.19280867e-01 -2.33701844e-01 -1.80295395e-01 -2.30084717e-01
9.33066913e-04 -2.63235292e-01 -2.34236126e-02 -3.66788580e-01
1.01004696e-01]
[ -2.25086584e-01 -2.96458661e-01 -3.22200280e-01 -6.51746419e-02
-8.78485652e-02 -1.51384801e-01 -9.94163139e-02 3.00339660e-02
-2.07082358e-01 -5.07673086e-01 -2.26452916e-01 -2.73316280e-01
-3.32148928e-02]
[ -9.23662763e-02 -1.95570960e-02 -2.44576354e-01 -1.04511711e+00
-2.77168588e-01 -2.59802639e-01 9.66008026e-02 -4.91631789e-01
1.35226323e-01 -2.06133178e-01 -7.50427041e-01 -3.66552597e-01
-1.31317622e+00]]
Progress: 33.0% ... Training loss: 0.188 ... Validation loss: 0.333[[-0.24645351]
[ 0.23299054]
[-0.08172467]
[ 1.33162047]
[ 0.25033882]
[-0.03699833]
[-0.95466013]
[-0.80946048]
[-0.53783561]
[-0.8251355 ]
[ 1.27428644]
[ 3.01109468]
[-2.52961192]]
[[ -5.18211596e-01 -4.91305876e-01 -5.90530585e-01 4.78122532e-02
-2.88729768e-01 -5.95851746e-01 1.02965271e-01 -2.18470915e-01
-2.77288326e-01 -2.95647121e-01 2.94307349e-01 1.09192239e+00
3.72295990e-01]
[ 1.39430397e-02 -1.37193434e-01 4.87035171e-02 -1.35255022e-01
-4.06370534e-02 5.86573706e-02 -7.97611371e-02 1.93930804e-01
-1.44742376e-01 -1.69973300e-01 -1.48285250e-01 -1.34330629e-01
-1.12474753e-01]
[ -2.89726665e-01 1.29690706e-01 -3.74677428e-02 2.02516914e-03
6.97820669e-02 -1.36318938e-01 -1.28030590e-01 -1.72551651e-01
2.72490846e-01 -5.41579385e-01 6.02963784e-02 6.63430735e-01
8.80068455e-01]
[ 2.68775407e-01 -2.39822346e-01 -2.76650825e-01 1.46391297e-01
-2.62516463e-01 1.15539356e-02 6.15333350e-01 -6.08189475e-01
3.56619190e-01 -1.71886062e-01 -5.11815613e-02 -2.95079760e-01
-3.88907700e-01]
[ 1.43988290e-01 1.18360787e-02 1.16103078e-01 -1.42800885e-01
-2.30091257e-02 7.46462846e-02 -1.99433065e-01 -1.73593254e-01
7.00264949e-02 2.73327154e-01 2.11249414e-02 -6.22187738e-02
-1.02951138e-01]
[ -4.88606554e-01 -6.18941480e-01 -6.01181843e-01 -5.80216211e-01
-5.95505470e-01 -5.65152947e-01 -4.11853219e-01 -1.58855575e-01
-4.86092055e-01 -2.40125515e-01 -5.95614612e-01 -8.94233172e-01
-7.14840404e-01]
[ -4.13741659e-01 -5.95183313e-01 -3.27926431e-01 -4.48867816e-01
-4.19480409e-01 -5.65367497e-01 -4.04462574e-01 -4.93587225e-01
-3.10074759e-01 -1.00638874e-01 -5.03045202e-01 -5.48881684e-01
-6.56585222e-01]
[ -3.45273417e-01 -3.48018084e-01 -4.88819110e-01 -1.79650252e-01
-3.23494823e-01 -4.27320723e-01 -2.58974592e-01 -2.81894301e-01
-2.73121488e-01 -5.91504536e-01 -3.44069066e-01 -8.32548350e-01
-6.15895860e-01]
[ -4.66968642e-01 -3.38720071e-01 -3.86865486e-01 -2.75282292e-01
-3.30969325e-01 -2.18560050e-01 -3.31055122e-02 -4.72160457e-01
-2.63971709e-01 -4.63708369e-01 -2.15595070e-01 -2.45868122e-01
-2.61677576e-01]
[ -9.58945484e-01 -9.58029086e-01 -9.92580526e-01 -7.62352509e-01
-1.04874744e+00 -9.92322336e-01 -5.20695470e-01 -5.73981484e-01
-7.32572660e-01 -5.86500181e-01 -8.27797186e-01 -6.58436797e-01
-9.12523839e-01]
[ -5.13130423e-01 -2.70646998e-01 -4.73760215e-01 -3.87260394e-01
-3.46698790e-01 -3.65076085e-01 -6.30281938e-01 -6.32610266e-01
-6.67879950e-01 -9.48539058e-02 -5.73645212e-01 -8.33844792e-01
-7.02140856e-01]
[ -1.21563960e-01 2.64188587e-02 -3.44785159e-01 -4.85707449e-01
-1.02916244e-01 -7.56685653e-02 -2.16382039e-01 -4.43232615e-01
-1.92402872e-01 4.33267249e-02 -5.33877845e-01 -1.18456105e+00
-7.53410615e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55306168e-01 -1.24947156e-01 1.64007351e-01 -3.03463053e-01
-1.34845484e-01 1.13363041e-01 -1.29540221e-01 1.01078654e-02
-8.22224358e-02 6.67634209e-02 -2.27313179e-01 -4.72956402e-01
-7.02875499e-02]
[ -9.82654835e-02 -2.62849224e-01 -1.82155773e-01 -2.46142177e-01
-4.73999200e-01 -8.77808989e-02 -1.11424829e-01 -2.22056142e-02
-9.02035975e-02 -2.37104786e-02 -2.15079145e-01 -4.07273241e-01
-2.71959722e-01]
[ -6.35895164e-02 -3.49272274e-02 -2.26051337e-01 -2.61059402e-01
1.08628800e-01 -1.60892438e-01 -2.06441971e-01 1.42092212e-01
-1.84755604e-02 1.53753367e-01 -2.12566787e-01 -5.42534664e-03
-8.64542787e-02]
[ 3.86499461e-02 -1.67621684e-01 -1.49317844e-01 -1.02530996e-01
-1.25907848e-01 -1.07107878e-01 1.12106519e-01 -1.45409534e-01
-2.03886907e-02 3.83402825e-02 -4.88726833e-02 -1.27225395e-01
-2.67472629e-02]
[ -2.93956723e-01 -1.37416936e-01 -8.07045939e-02 -1.31965219e-01
-2.97753739e-01 -2.76892490e-01 -3.60830307e-01 1.31698597e-03
-3.32057413e-01 -2.25960906e-01 1.41434467e-01 -1.68570761e-01
1.04144220e-01]
[ -2.33218617e-01 -1.24250155e-01 -9.59248738e-02 -3.36691859e-02
-8.49517451e-02 -1.21078017e-01 -8.75186743e-02 -7.41367324e-03
-1.41263222e-01 -1.19047722e-01 -1.95316149e-03 -2.36001703e-01
-1.74505125e-01]
[ -1.80817621e-01 -7.29030768e-02 -2.30812975e-01 -2.27291251e-01
-1.59655911e-01 -2.06683596e-01 -3.67845145e-01 -1.22650145e-01
1.23293877e-01 -2.50600221e-01 -3.66294806e-01 -3.84510907e-01
-4.30682681e-01]
[ -3.73828631e-01 -5.56381362e-02 -1.52776228e-01 -1.06276322e-01
-4.32990699e-02 -3.14264197e-01 3.12289714e-02 -8.69622764e-02
-1.23980691e-01 3.95645318e-02 4.11072576e-02 -2.76471288e-01
-3.62425617e-01]
[ -1.56901944e-01 -1.42052514e-01 -5.37662623e-02 -2.30701213e-01
-1.27771034e-01 -2.95611541e-01 7.13555721e-02 -1.51939000e-01
-1.90567604e-01 5.51912566e-02 1.78606843e-01 -1.33853846e-02
-1.41057577e-01]
[ -1.30692816e-01 -1.69284933e-01 -1.15484580e-01 -3.02020639e-01
9.47798560e-02 -1.82395452e-02 -1.71302328e-01 -1.84348660e-01
1.10612842e-01 -9.41420072e-02 -1.29461269e-01 -1.62722604e-02
-3.11394420e-01]
[ -3.76965761e-02 -3.62984275e-02 -1.49937967e-01 -1.32008654e-01
-2.31529578e-01 6.31652872e-02 -3.75677283e-02 -3.94995990e-02
-2.18772036e-01 -8.71132435e-02 -1.51360315e-01 -4.06438705e-01
-2.10541416e-01]
[ -6.88388815e-02 2.17557009e-02 -1.29415750e-01 -3.48301124e-01
1.19145375e-01 2.01554466e-02 -1.96136187e-01 -1.50565275e-01
1.27764594e-01 -5.52107063e-02 -3.16182489e-01 -3.01911839e-01
-3.34417170e-01]
[ 6.78670671e-02 -3.01356695e-01 -8.78772759e-02 -4.64279102e-01
-2.15945596e-01 -9.13756262e-02 3.81215138e-02 7.29424927e-02
-3.63958289e-02 2.72673292e-01 -5.46032981e-01 -8.86514954e-01
4.65728812e-01]
[ -2.29367600e-01 -2.38650210e-01 -1.34096012e-01 -3.25823743e-01
-2.96238191e-01 -9.48427068e-02 1.98243185e-01 3.01570053e-02
2.75260843e-01 2.47324612e-02 -4.32887006e-01 -1.08119851e+00
6.70016436e-01]
[ -2.07112468e-02 -1.82086056e-01 1.89126044e-02 -3.31187900e-01
-1.67468879e-01 1.64015402e-01 2.04288254e-01 2.48848404e-01
-3.44368868e-02 2.20867373e-01 -2.55161961e-01 -1.17380379e+00
7.86950707e-01]
[ -6.45009192e-03 -4.02603690e-02 -1.27639088e-01 -1.47440463e-01
-1.76323846e-01 -4.87191305e-02 3.13544643e-01 1.60204989e-01
2.55091697e-01 3.55139978e-01 -5.14767827e-01 -1.12625028e+00
8.24460657e-01]
[ -8.91265250e-02 -2.75800993e-01 5.67050290e-02 -3.54658175e-01
-1.46485867e-01 1.15368387e-01 3.86142816e-01 1.42733226e-01
-6.76847764e-02 1.53733904e-01 -5.77124346e-01 -1.10656291e+00
8.78550636e-01]
[ 1.16212608e-01 -8.73623238e-02 1.39961509e-02 -1.74221238e-01
-8.13058810e-02 -1.96534478e-02 2.84884350e-01 3.78561407e-01
4.29600649e-01 2.56273250e-01 -5.79090183e-01 -1.05243540e+00
6.07460471e-01]
[ 2.98474137e-03 -1.44093096e-01 2.35107291e-02 1.46571071e-02
-9.75183034e-02 -2.83290808e-01 1.34581328e-01 3.82173284e-01
3.33536166e-02 1.40514259e-01 -2.83914949e-01 -9.03166621e-01
2.43244462e-01]
[ 1.04766679e-01 8.77027845e-02 1.03069785e-02 2.34388742e-01
-1.01923137e-01 -5.69866579e-02 -9.31520167e-02 -1.01745998e-01
-2.06743765e-01 -9.06629997e-02 -7.56815076e-02 1.49530356e-01
-5.19433589e-01]
[ 5.25132111e-02 -1.20207653e-01 1.50284410e-01 5.10742195e-01
2.37881132e-01 9.70538868e-03 -3.63180223e-01 -3.48033763e-01
-1.41614549e-02 -5.57420572e-01 3.29626256e-01 9.71792343e-01
-9.06808062e-01]
[ 2.22717587e-02 7.81491529e-02 -2.14706850e-01 1.26279375e-01
3.58006934e-02 -3.43264781e-03 -2.11123153e-01 -3.63684398e-01
-2.84538995e-01 -2.76813864e-01 -6.99481585e-03 -1.22467403e-01
-2.00831933e-01]
[ -7.21245671e-02 -2.02051197e-01 5.64653141e-02 1.74423528e-02
-1.24998949e-01 -1.37169301e-01 -6.60203708e-02 -6.84334531e-02
1.92990226e-02 -4.15219854e-01 -3.56627549e-01 -2.21514499e-01
1.41549834e-01]
[ -8.34417860e-03 -2.60820442e-01 4.86419794e-02 -3.74380182e-01
-1.86153294e-01 -2.34977796e-01 -3.51902023e-01 -3.93170456e-02
-6.85827650e-02 6.96886095e-03 -2.41338265e-01 2.75510288e-01
1.48138721e-01]
[ 1.54910402e-01 6.39233286e-02 -1.10995606e-01 -3.65058146e-01
-5.13010475e-02 -1.04689095e-01 -2.67349967e-01 -5.54561921e-02
-2.32286281e-01 -2.76904780e-01 -2.47752865e-01 5.39483470e-01
6.38980287e-02]
[ -1.86446602e-01 -1.73661001e-01 -1.19427512e-01 -3.52669918e-01
-4.52257683e-02 2.36305303e-02 -2.63470499e-01 -2.95445443e-01
-1.72690268e-01 -1.10427923e-01 -2.71433006e-01 4.11695616e-01
-3.01912428e-02]
[ -5.16934883e-02 -1.97723568e-01 -1.69111969e-01 -3.70286783e-01
-4.12487330e-02 4.03762811e-02 -1.34665307e-01 -1.25647405e-01
-2.71225110e-01 -3.59456672e-01 -9.76218862e-02 2.60682122e-01
8.35497318e-02]
[ 9.33651691e-02 9.69698651e-02 -2.06981678e-02 -2.91404137e-01
-3.13427903e-01 3.91656943e-03 -2.45764605e-01 -3.69298700e-01
-3.54137057e-01 -7.26555653e-02 -1.44381371e-01 3.51390037e-01
3.82711257e-02]
[ -6.00010622e-02 -1.14914768e-02 -2.84715028e-01 -8.84426282e-02
6.83724808e-02 1.55067643e-01 -2.51237654e-01 -1.85948888e-01
-5.62378466e-02 -4.79019283e-02 1.56514024e-01 7.34624014e-01
-7.74181935e-02]
[ 1.44684917e-01 3.22642254e-01 -1.94231039e-01 7.66897301e-01
1.04988591e-01 4.02792374e-03 -1.89700294e-01 -3.63125135e-01
-2.16258942e-01 -3.00668924e-01 7.42238349e-01 8.92034212e-01
-1.38989644e+00]
[ 3.14030116e-03 1.61213914e-01 5.79594315e-02 3.95584880e-01
-1.03128276e-02 -6.38579958e-02 -2.63718729e-01 -3.19778322e-01
-2.71688763e-01 -1.84488200e-01 5.79726500e-01 8.57303889e-01
-1.35025273e+00]
[ -2.34323738e-02 -1.44741753e-01 -1.46925454e-01 3.21230453e-01
-1.88201402e-01 2.38381547e-01 -1.96400640e-02 -1.55501310e-01
-2.22968941e-01 -3.33441426e-01 1.99224281e-01 5.16719734e-01
-6.83910687e-01]
[ 8.55793554e-02 -3.82693065e-01 -5.07244221e-02 3.22966807e-02
-1.17430061e-01 1.99961919e-01 8.89033794e-02 1.72698033e-01
-1.87782388e-01 6.14517912e-03 -5.28895587e-02 3.19808304e-01
-3.94180227e-01]
[ 2.12597698e-01 -2.96396037e-01 -1.18500497e-01 -7.08564510e-02
-2.17801835e-01 1.22835072e-01 4.37574507e-02 -1.22681528e-01
-6.11739390e-02 -3.99921336e-02 -1.60870367e-01 -2.01562345e-01
-2.28575906e-01]
[ -1.31219811e-01 -8.17174416e-02 3.85269448e-02 -2.51916198e-01
-6.07199288e-02 -1.41170461e-01 5.88024541e-02 4.15592533e-03
-9.38491588e-02 3.08271832e-02 -3.32214984e-01 -4.82514703e-01
-1.18934981e-01]
[ -1.43366824e-01 -1.34206684e-01 -6.92992064e-02 -2.87545800e-01
-3.44356285e-01 -2.89315625e-01 1.64498113e-01 1.48613998e-01
8.77076269e-03 1.25461458e-01 -2.81324345e-01 -8.86380350e-01
2.86048357e-02]
[ -1.32956077e-01 -2.48280603e-01 -3.05037392e-01 -9.81499688e-01
-3.01552125e-01 -2.09275340e-01 -1.13794682e-01 -3.61992788e-02
4.00001040e-02 -4.86174496e-01 -7.67909154e-01 -6.76291344e-01
-1.36807469e+00]
[ -1.24085762e-01 1.33029130e-01 1.32159504e-02 1.50046059e-01
-2.01839675e-01 -1.76880988e-01 -1.52702849e-01 1.10635088e-02
-1.42329683e-01 -1.32755087e-01 -1.19701145e-01 -4.05159459e-01
1.14009954e-01]
[ -3.64346281e-01 -1.19287341e-01 -2.73104108e-01 3.66253822e-01
-2.00736776e-01 -2.32854715e-01 -1.48825374e-01 -9.62498615e-02
5.59405474e-03 4.35360765e-02 1.18620930e-01 -3.38789689e-01
2.65547707e-01]
[ -1.35417446e-01 -4.74467125e-02 -2.55129934e-01 2.52500854e-01
-2.26070542e-01 -2.80220231e-01 -4.05197598e-01 -4.41308599e-02
2.61729571e-03 -1.08820559e-01 -1.51770364e-01 -2.71494428e-01
1.72094701e-01]
[ -2.53098229e-01 -5.34037891e-01 -3.40709002e-01 4.89740821e-03
-3.20326457e-01 -2.33608272e-01 -1.75879408e-01 -2.26010858e-01
3.48690431e-03 -2.59974228e-01 -3.05869060e-02 -3.81125483e-01
1.16715067e-01]
[ -2.24810072e-01 -2.97096746e-01 -3.22047186e-01 -7.04674694e-02
-8.86160547e-02 -1.51339802e-01 -9.69113207e-02 3.39361625e-02
-2.05584027e-01 -5.05868166e-01 -2.31811408e-01 -2.88488332e-01
-2.20483135e-02]
[ -9.23217240e-02 -1.93870084e-02 -2.44656715e-01 -1.04523504e+00
-2.76863024e-01 -2.59813866e-01 9.63138101e-02 -4.93251446e-01
1.34986188e-01 -2.07276571e-01 -7.49341580e-01 -3.61481472e-01
-1.31664729e+00]]
Progress: 33.1% ... Training loss: 0.196 ... Validation loss: 0.325[[-0.2380192 ]
[ 0.24715656]
[-0.06983109]
[ 1.3530446 ]
[ 0.26495536]
[-0.02902505]
[-0.93807591]
[-0.78358469]
[-0.5134757 ]
[-0.80930693]
[ 1.29644761]
[ 3.05583742]
[-2.50141341]]
[[ -5.19977073e-01 -4.89126588e-01 -5.91135906e-01 6.49452770e-02
-2.86402613e-01 -5.96057345e-01 9.46101470e-02 -2.28707523e-01
-2.82951803e-01 -3.04080878e-01 3.11665383e-01 1.14164947e+00
3.40755456e-01]
[ 1.38959253e-02 -1.37311352e-01 4.87112490e-02 -1.35155900e-01
-4.06898213e-02 5.86552672e-02 -8.09694110e-02 1.94096928e-01
-1.45326550e-01 -1.70214461e-01 -1.48012770e-01 -1.31993158e-01
-1.16488431e-01]
[ -2.91647013e-01 1.32287576e-01 -3.80998243e-02 1.91254012e-02
7.20445525e-02 -1.36604476e-01 -1.39492732e-01 -1.82672179e-01
2.63839930e-01 -5.48185233e-01 7.53214836e-02 7.10548069e-01
8.34064192e-01]
[ 2.70515421e-01 -2.42802401e-01 -2.75841316e-01 1.36285867e-01
-2.65190980e-01 1.18545893e-02 6.19832990e-01 -5.96807330e-01
3.60343264e-01 -1.60656626e-01 -6.71832044e-02 -3.54634281e-01
-3.68386395e-01]
[ 1.42669996e-01 1.37920199e-02 1.15648994e-01 -1.27293301e-01
-2.10449997e-02 7.44397135e-02 -2.03786685e-01 -1.78064724e-01
6.64878357e-02 2.66223047e-01 3.67376801e-02 -3.36275402e-02
-1.21540739e-01]
[ -4.88621571e-01 -6.18882498e-01 -6.01181336e-01 -5.79661501e-01
-5.95340152e-01 -5.65155906e-01 -4.12082654e-01 -1.59307628e-01
-4.86278031e-01 -2.40353684e-01 -5.94987061e-01 -8.93000228e-01
-7.14145646e-01]
[ -4.14391087e-01 -5.94448089e-01 -3.28224152e-01 -4.48142648e-01
-4.18727688e-01 -5.65437298e-01 -4.07853414e-01 -4.98928422e-01
-3.11980670e-01 -1.06020691e-01 -4.99517649e-01 -5.24440810e-01
-6.73312701e-01]
[ -3.47375536e-01 -3.45492430e-01 -4.89440494e-01 -1.57741470e-01
-3.20915874e-01 -4.27603895e-01 -2.72061371e-01 -2.91557995e-01
-2.81949340e-01 -5.97557738e-01 -3.25518759e-01 -7.88198369e-01
-6.49698525e-01]
[ -4.66375080e-01 -3.39100630e-01 -3.86806392e-01 -2.77495429e-01
-3.31345458e-01 -2.18495843e-01 -3.02206339e-02 -4.72361504e-01
-2.62320788e-01 -4.62357524e-01 -2.18354734e-01 -2.50472181e-01
-2.63537715e-01]
[ -9.61396304e-01 -9.54764891e-01 -9.93492727e-01 -7.39778763e-01
-1.04563264e+00 -9.92645027e-01 -5.35660294e-01 -5.88748445e-01
-7.42135171e-01 -5.96869990e-01 -8.06239289e-01 -5.93051892e-01
-9.59052180e-01]
[ -5.12913107e-01 -2.70788046e-01 -4.73721811e-01 -3.88992061e-01
-3.46651350e-01 -3.65066988e-01 -6.28671634e-01 -6.33197933e-01
-6.67421521e-01 -9.49354063e-02 -5.74815504e-01 -8.34740700e-01
-7.03227091e-01]
[ -1.21503458e-01 2.62350121e-02 -3.44770868e-01 -4.85574004e-01
-1.02957631e-01 -7.56466971e-02 -2.16849696e-01 -4.43535980e-01
-1.92567607e-01 4.34656933e-02 -5.34319701e-01 -1.18363031e+00
-7.57491565e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55457258e-01 -1.24851255e-01 1.63970489e-01 -3.02877684e-01
-1.34753570e-01 1.13341772e-01 -1.30296170e-01 9.50721995e-03
-8.25581469e-02 6.60301980e-02 -2.26854059e-01 -4.72562222e-01
-6.99901034e-02]
[ -9.80841425e-02 -2.63007510e-01 -1.82097034e-01 -2.47003165e-01
-4.74087512e-01 -8.77537923e-02 -1.10723241e-01 -2.14051731e-02
-8.99708250e-02 -2.27212125e-02 -2.16010262e-01 -4.09677744e-01
-2.70134920e-01]
[ -6.37776612e-02 -3.48119548e-02 -2.26055306e-01 -2.59714410e-01
1.08830792e-01 -1.60911555e-01 -2.07921237e-01 1.41840234e-01
-1.91140811e-02 1.52987871e-01 -2.11342717e-01 -1.30391193e-03
-8.86992525e-02]
[ 3.81339225e-02 -1.67088141e-01 -1.49532654e-01 -1.00005151e-01
-1.25272191e-01 -1.07162692e-01 1.09627055e-01 -1.49369029e-01
-2.16228959e-02 3.44197063e-02 -4.51902619e-02 -1.10159635e-01
-3.29658158e-02]
[ -2.94077675e-01 -1.37282896e-01 -8.07797576e-02 -1.33992709e-01
-2.97753356e-01 -2.76907702e-01 -3.61195019e-01 8.10270389e-04
-3.32555800e-01 -2.26847106e-01 1.40310382e-01 -1.66501982e-01
1.00042195e-01]
[ -2.33364342e-01 -1.23842902e-01 -9.60761313e-02 -3.26362134e-02
-8.45674502e-02 -1.21114263e-01 -8.78594967e-02 -1.05603443e-02
-1.41904661e-01 -1.20529162e-01 1.87513836e-04 -2.25697467e-01
-1.84050260e-01]
[ -1.81965393e-01 -7.15092495e-02 -2.31108985e-01 -2.15791510e-01
-1.58310606e-01 -2.06836262e-01 -3.74314841e-01 -1.27058147e-01
1.18262725e-01 -2.53382470e-01 -3.57609385e-01 -3.63553490e-01
-4.50135187e-01]
[ -3.74091121e-01 -5.53054878e-02 -1.52862403e-01 -1.03365182e-01
-4.29597776e-02 -3.14300977e-01 2.91085853e-02 -8.82800987e-02
-1.25133144e-01 3.87583440e-02 4.33412040e-02 -2.72230266e-01
-3.66109804e-01]
[ -1.57166041e-01 -1.41759241e-01 -5.38444976e-02 -2.24878348e-01
-1.27293705e-01 -2.95640932e-01 6.86520682e-02 -1.54223697e-01
-1.91896649e-01 5.41339066e-02 1.84379561e-01 -2.51009856e-03
-1.48970452e-01]
[ -1.30328095e-01 -1.69653768e-01 -1.15363612e-01 -3.03536570e-01
9.43087200e-02 -1.81727354e-02 -1.68900584e-01 -1.82854868e-01
1.11952786e-01 -9.24029745e-02 -1.32019620e-01 -2.47975448e-02
-3.08076561e-01]
[ -3.76700522e-02 -3.61121296e-02 -1.50045910e-01 -1.31922176e-01
-2.31299099e-01 6.31384498e-02 -3.80652017e-02 -4.12123209e-02
-2.18943204e-01 -8.80660681e-02 -1.50817649e-01 -4.00381098e-01
-2.15022071e-01]
[ -6.87881754e-02 2.17300656e-02 -1.29404534e-01 -3.48730592e-01
1.19119030e-01 2.01621371e-02 -1.95850422e-01 -1.50328753e-01
1.27955140e-01 -5.48658013e-02 -3.16364226e-01 -3.01648036e-01
-3.33911892e-01]
[ 6.78635110e-02 -3.01347909e-01 -8.78776381e-02 -4.64297113e-01
-2.15939394e-01 -9.13754410e-02 3.80919016e-02 7.29298858e-02
-3.64099469e-02 2.72679210e-01 -5.46045055e-01 -8.86474462e-01
4.65780503e-01]
[ -2.29540133e-01 -2.38459392e-01 -1.34153339e-01 -3.24399798e-01
-2.96080927e-01 -9.48668679e-02 1.96609703e-01 2.92172603e-02
2.74332257e-01 2.43198637e-02 -4.31992160e-01 -1.07977305e+00
6.65756479e-01]
[ -2.07320894e-02 -1.82058392e-01 1.89028301e-02 -3.30929012e-01
-1.67437035e-01 1.64009576e-01 2.04158811e-01 2.48847252e-01
-3.45929014e-02 2.20910696e-01 -2.54911286e-01 -1.17373998e+00
7.86169432e-01]
[ -6.67235353e-03 -4.00880240e-02 -1.27681155e-01 -1.46523771e-01
-1.76180264e-01 -4.87508760e-02 3.12861531e-01 1.60031397e-01
2.54610504e-01 3.54558904e-01 -5.14204698e-01 -1.12606329e+00
8.22910527e-01]
[ -8.90645257e-02 -2.75842555e-01 5.67159559e-02 -3.55025133e-01
-1.46530507e-01 1.15376400e-01 3.86556160e-01 1.42960188e-01
-6.74994880e-02 1.53980464e-01 -5.77342951e-01 -1.10692115e+00
8.79216182e-01]
[ 1.16053948e-01 -8.72864813e-02 1.39579532e-02 -1.73720714e-01
-8.12276812e-02 -1.96724072e-02 2.84054907e-01 3.77783928e-01
4.29257574e-01 2.55497499e-01 -5.78794273e-01 -1.05226871e+00
6.06841162e-01]
[ 2.96799221e-03 -1.44099337e-01 2.35288019e-02 1.55333393e-02
-9.75161342e-02 -2.83287971e-01 1.34296045e-01 3.82033910e-01
3.32443954e-02 1.40452897e-01 -2.83400073e-01 -9.02506896e-01
2.41742620e-01]
[ 1.04697740e-01 8.78736854e-02 1.02718662e-02 2.36710057e-01
-1.01789485e-01 -5.70053946e-02 -9.38732570e-02 -1.02718970e-01
-2.07196085e-01 -9.11680059e-02 -7.43309292e-02 1.51429331e-01
-5.22931076e-01]
[ 5.20460087e-02 -1.19740072e-01 1.50129739e-01 5.15511757e-01
2.38468541e-01 9.64080337e-03 -3.65363521e-01 -3.50132805e-01
-1.55500974e-02 -5.58943056e-01 3.33490874e-01 9.81780863e-01
-9.10468588e-01]
[ 2.22738543e-02 7.81742572e-02 -2.14712558e-01 1.26452254e-01
3.58229212e-02 -3.43363072e-03 -2.11060306e-01 -3.63657744e-01
-2.84556477e-01 -2.76797115e-01 -6.87247530e-03 -1.22272968e-01
-2.01253794e-01]
[ -7.21488143e-02 -2.02022806e-01 5.64551954e-02 1.76234837e-02
-1.24966099e-01 -1.37173614e-01 -6.60873794e-02 -6.85338240e-02
1.92042163e-02 -4.15294761e-01 -3.56531949e-01 -2.21299284e-01
1.41143223e-01]
[ -8.65799200e-03 -2.60301490e-01 4.84884858e-02 -3.73116165e-01
-1.85673286e-01 -2.35024046e-01 -3.53311614e-01 -4.16290119e-02
-7.01168886e-02 5.92906918e-03 -2.39752951e-01 2.84051090e-01
1.43166822e-01]
[ 1.54883597e-01 6.40546803e-02 -1.11068636e-01 -3.65672704e-01
-5.11215861e-02 -1.04684541e-01 -2.67321853e-01 -5.67530301e-02
-2.32328802e-01 -2.78163239e-01 -2.47237221e-01 5.45823492e-01
6.22682177e-02]
[ -1.86810764e-01 -1.73358265e-01 -1.19538305e-01 -3.50458639e-01
-4.48452165e-02 2.35842433e-02 -2.65809109e-01 -2.96709119e-01
-1.73987463e-01 -1.12036282e-01 -2.68767967e-01 4.21386353e-01
-3.62806607e-02]
[ -5.19181748e-02 -1.97450519e-01 -1.69197765e-01 -3.70303522e-01
-4.10224755e-02 4.03348967e-02 -1.35559490e-01 -1.26709677e-01
-2.71657316e-01 -3.60190677e-01 -9.72578890e-02 2.63311790e-01
8.30515476e-02]
[ 9.32737809e-02 9.75727115e-02 -2.08706324e-02 -2.90710248e-01
-3.12876835e-01 3.89251244e-03 -2.47617426e-01 -3.72785401e-01
-3.55327705e-01 -7.38951439e-02 -1.41612710e-01 3.70633244e-01
2.85385810e-02]
[ -6.01799008e-02 -1.12280479e-02 -2.84793961e-01 -8.77668613e-02
6.86412214e-02 1.55024321e-01 -2.51639313e-01 -1.86929261e-01
-5.66028807e-02 -4.88757585e-02 1.57635141e-01 7.38054528e-01
-7.92220260e-02]
[ 1.44816317e-01 3.22621561e-01 -1.94180543e-01 7.70330640e-01
1.05166840e-01 4.05824786e-03 -1.90657376e-01 -3.64372395e-01
-2.16606770e-01 -3.01216234e-01 7.45620689e-01 9.00671824e-01
-1.39295135e+00]
[ 3.47191389e-03 1.60654478e-01 5.80953131e-02 3.94129418e-01
-1.08702304e-02 -6.38065948e-02 -2.61890683e-01 -3.18162733e-01
-2.70497210e-01 -1.83360500e-01 5.77184807e-01 8.49168379e-01
-1.34977237e+00]
[ -2.32776063e-02 -1.44802857e-01 -1.46906069e-01 3.20695484e-01
-1.88261455e-01 2.38404199e-01 -1.84751776e-02 -1.55373435e-01
-2.22598897e-01 -3.33093331e-01 1.98871700e-01 5.16022830e-01
-6.84800950e-01]
[ 8.56835440e-02 -3.82783274e-01 -5.06873843e-02 3.20353809e-02
-1.17560997e-01 1.99981078e-01 8.99274557e-02 1.73308168e-01
-1.87387037e-01 6.81799726e-03 -5.36263880e-02 3.16025779e-01
-3.93837929e-01]
[ 2.12325811e-01 -2.96208168e-01 -1.18516429e-01 -6.83474455e-02
-2.17624197e-01 1.22811719e-01 4.25159510e-02 -1.22672958e-01
-6.21451526e-02 -4.01204816e-02 -1.59344590e-01 -1.99671016e-01
-2.32875485e-01]
[ -1.31274364e-01 -8.16731639e-02 3.85090439e-02 -2.51468192e-01
-6.06643246e-02 -1.41178593e-01 5.83973865e-02 3.87693203e-03
-9.40341093e-02 3.06162193e-02 -3.31886769e-01 -4.82175834e-01
-1.19481472e-01]
[ -1.43644766e-01 -1.33980083e-01 -6.93688305e-02 -2.85958749e-01
-3.44135377e-01 -2.89344378e-01 1.62217060e-01 1.47484632e-01
7.71088949e-03 1.24361781e-01 -2.79725493e-01 -8.83570514e-01
2.55853503e-02]
[ -1.33489406e-01 -2.47512010e-01 -3.05246244e-01 -9.79468910e-01
-3.00779881e-01 -2.09362462e-01 -1.17395923e-01 -4.05518781e-02
3.81235290e-02 -4.88506978e-01 -7.64673355e-01 -6.58087517e-01
-1.38018897e+00]
[ -1.24104470e-01 1.32954298e-01 1.32163654e-02 1.51543114e-01
-2.01759063e-01 -1.76876608e-01 -1.54605467e-01 1.06166616e-02
-1.43505168e-01 -1.32804116e-01 -1.18433119e-01 -3.98703070e-01
1.06456256e-01]
[ -3.64229017e-01 -1.18977046e-01 -2.73159925e-01 3.68120689e-01
-2.00504956e-01 -2.32853616e-01 -1.48558230e-01 -9.73325070e-02
5.24922048e-03 4.34925736e-02 1.19736917e-01 -3.35442907e-01
2.61470969e-01]
[ -1.35836050e-01 -4.68090418e-02 -2.55315185e-01 2.58177905e-01
-2.25478994e-01 -2.80274578e-01 -4.06798089e-01 -4.69308534e-02
1.00806337e-03 -1.10914648e-01 -1.46914180e-01 -2.60635096e-01
1.64877527e-01]
[ -2.53864931e-01 -5.33434436e-01 -3.40860783e-01 1.25960727e-02
-3.19559035e-01 -2.33702448e-01 -1.80440011e-01 -2.28397715e-01
1.20447809e-03 -2.62198044e-01 -2.35530851e-02 -3.68283842e-01
1.09440949e-01]
[ -2.25274025e-01 -2.96638155e-01 -3.22173184e-01 -6.63861298e-02
-8.80342414e-02 -1.51403768e-01 -1.00395973e-01 3.16984174e-02
-2.07446135e-01 -5.07566578e-01 -2.28274383e-01 -2.79745713e-01
-2.91266710e-02]
[ -9.24106935e-02 -1.91514811e-02 -2.44788937e-01 -1.04711127e+00
-2.76767630e-01 -2.59811460e-01 9.73740955e-02 -4.95602750e-01
1.34868032e-01 -2.09147580e-01 -7.50442674e-01 -3.56512320e-01
-1.32302845e+00]]
Progress: 33.1% ... Training loss: 0.199 ... Validation loss: 0.344[[-0.25364477]
[ 0.2332413 ]
[-0.08344333]
[ 1.32868078]
[ 0.24716728]
[-0.04105426]
[-0.97351977]
[-0.81415073]
[-0.54191017]
[-0.83941558]
[ 1.26987286]
[ 3.00690869]
[-2.52590736]]
[[-0.51696107 -0.49174132 -0.5904593 0.04148514 -0.28993405 -0.5957603
0.11704176 -0.21611613 -0.2718625 -0.29095201 0.28741214 1.07003118
0.37629086]
[ 0.01379793 -0.1369661 0.04865601 -0.13342989 -0.04037566 0.05863361
-0.08150731 0.19279728 -0.14591136 -0.17047547 -0.14665149 -0.12678502
-0.12074115]
[-0.29185002 0.13204568 -0.03813273 0.0157209 0.07166523 -0.13661082
-0.13401742 -0.1829786 0.2670059 -0.55030413 0.07124826 0.69481921
0.84572582]
[ 0.27088895 -0.2420962 -0.27609556 0.13641078 -0.26450628 0.01180653
0.6257114 -0.60445118 0.36286993 -0.16562214 -0.06439611 -0.34625417
-0.37957132]
[ 0.14408952 0.01284992 0.11594323 -0.13392851 -0.02206161 0.0746032
-0.20246947 -0.17571145 0.06828321 0.27452621 0.02973569 -0.04610038
-0.10868138]
[-0.48800548 -0.61959616 -0.60096706 -0.5842678 -0.59618784 -0.56507965
-0.40977894 -0.15449753 -0.48503543 -0.23555412 -0.60030113 -0.906974
-0.70783762]
[-0.41249481 -0.59598431 -0.32779191 -0.46416585 -0.42071536 -0.56526443
-0.39640484 -0.49153205 -0.30663406 -0.09708218 -0.51516474 -0.57069829
-0.65581629]
[-0.34649974 -0.34650552 -0.48922 -0.16599891 -0.32227115 -0.42751882
-0.26296729 -0.28686234 -0.27721536 -0.59449265 -0.33355969 -0.81240963
-0.63701202]
[-0.46649233 -0.33892921 -0.38683116 -0.27702578 -0.33119238 -0.21850732
-0.03058617 -0.47281359 -0.26259092 -0.4621054 -0.21792021 -0.2487904
-0.26226494]
[-0.95868078 -0.95764819 -0.99269387 -0.76373584 -1.04910937 -0.99234707
-0.51641522 -0.57261645 -0.73284353 -0.58100053 -0.83086321 -0.65957567
-0.92018812]
[-0.5123464 -0.27105778 -0.47366098 -0.39208379 -0.34725714 -0.36503786
-0.6254736 -0.63285448 -0.66568782 -0.0935666 -0.5780043 -0.84989075
-0.70527344]
[-0.12151477 0.0262965 -0.34478832 -0.4869425 -0.10291268 -0.07565106
-0.21681197 -0.44356139 -0.19253989 0.04328273 -0.53507455 -1.18471721
-0.75654557]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.25520661 -0.12504467 0.16404358 -0.3039468 -0.13497536 0.11337155
-0.12881889 0.01101688 -0.08201061 0.06760576 -0.22825727 -0.47781362
-0.06890082]
[-0.09817971 -0.26294898 -0.18211068 -0.24767214 -0.47405222 -0.0877635
-0.11133946 -0.02140487 -0.09024609 -0.02319661 -0.21637428 -0.40879934
-0.26941845]
[-0.06284038 -0.03559542 -0.22581963 -0.2642975 0.10775091 -0.16081532
-0.20468725 0.14587797 -0.0171161 0.15851812 -0.21661277 -0.01790979
-0.08288013]
[ 0.03858211 -0.16738906 -0.14943054 -0.10476327 -0.12570361 -0.10712635
0.11139798 -0.14669338 -0.02091615 0.03761595 -0.05050851 -0.12566327
-0.02641515]
[-0.29356794 -0.13772268 -0.08067908 -0.13838155 -0.29817823 -0.27686807
-0.35654015 0.00187288 -0.33075086 -0.22537152 0.13670111 -0.17755864
0.10171302]
[-0.23316711 -0.12407962 -0.09600895 -0.03555711 -0.08493041 -0.12108952
-0.08548015 -0.00888476 -0.14063221 -0.11909859 -0.00259381 -0.23351865
-0.17659007]
[-0.18185514 -0.0715452 -0.23108891 -0.21761775 -0.15845525 -0.20682834
-0.37286169 -0.12611788 0.11905916 -0.25295284 -0.3592223 -0.36476971
-0.44693978]
[-0.37338517 -0.05631971 -0.15265819 -0.10979134 -0.04416579 -0.31422254
0.03534912 -0.08493003 -0.1217295 0.04089063 0.03723071 -0.29267813
-0.35884768]
[-0.15711652 -0.14180185 -0.05382879 -0.2251683 -0.12734158 -0.29564127
0.07011778 -0.15354621 -0.19145605 0.05517713 0.1831584 -0.00819036
-0.14580321]
[-0.13044702 -0.16950067 -0.11538333 -0.30303918 0.0944168 -0.01817961
-0.16970357 -0.18328225 0.11166125 -0.09276496 -0.13142999 -0.0224291
-0.30796131]
[-0.03766999 -0.03611217 -0.1500459 -0.13192233 -0.23129913 0.06313846
-0.03806493 -0.04121215 -0.21894307 -0.08806584 -0.15081775 -0.40038117
-0.21502198]
[-0.06851163 0.02147401 -0.12934768 -0.35071375 0.11885757 0.02018867
-0.19462647 -0.14938086 0.12860453 -0.05378671 -0.31783061 -0.30407244
-0.33319485]
[ 0.06817058 -0.30153666 -0.08780489 -0.46644803 -0.21618675 -0.09135178
0.03972895 0.07439046 -0.03565242 0.27465668 -0.54806334 -0.89114309
0.47097442]
[-0.22954249 -0.23847447 -0.13415048 -0.32474268 -0.29610788 -0.0948658
0.19679191 0.02939983 0.27441294 0.02433782 -0.43227458 -1.08058993
0.6666016 ]
[-0.02078161 -0.18201536 0.01887843 -0.33095827 -0.1674094 0.1640007
0.20449064 0.24900265 -0.03439456 0.22045883 -0.25507147 -1.17615129
0.78745771]
[-0.00661382 -0.04017055 -0.12767054 -0.14717653 -0.17626143 -0.04874539
0.31358959 0.16037573 0.25496251 0.3547289 -0.51469915 -1.12723294
0.82418911]
[-0.08884152 -0.27607936 0.05677928 -0.35687765 -0.14678755 0.11540214
0.38906008 0.14394291 -0.06648251 0.15524848 -0.57923388 -1.11268879
0.88462487]
[ 0.11616244 -0.08746291 0.01398537 -0.17450975 -0.08140698 -0.01966288
0.28509931 0.37819829 0.42984124 0.25597152 -0.57945886 -1.05405773
0.6084616 ]
[ 0.00316482 -0.14428289 0.02356854 0.01451539 -0.09771551 -0.28327308
0.13618378 0.38294947 0.03417324 0.14110932 -0.28446875 -0.90559427
0.24297866]
[ 0.10510676 0.08760326 0.01034313 0.23652115 -0.10195249 -0.0569758
-0.09203451 -0.10126417 -0.2063344 -0.08990841 -0.07426778 0.15080288
-0.52500522]
[ 0.05318964 -0.12076417 0.15037414 0.50639163 0.23699552 0.00974457
-0.35774486 -0.34758615 -0.01163113 -0.55601682 0.32464888 0.95370087
-0.9074447 ]
[ 0.02220293 0.07826979 -0.21472398 0.12739787 0.03592556 -0.00344043
-0.21160869 -0.36406938 -0.28478574 -0.27707989 -0.00621459 -0.12011652
-0.20270247]
[-0.07242319 -0.20179385 0.05638008 0.01861637 -0.12471685 -0.13719957
-0.06829397 -0.06940348 0.0181137 -0.41586404 -0.3555565 -0.21735997
0.13977932]
[-0.00851137 -0.2605029 0.04852048 -0.37546345 -0.18590826 -0.23500569
-0.3523867 -0.04065914 -0.06952151 0.00657144 -0.24130991 0.28104744
0.14685668]
[ 0.15463686 0.06439148 -0.11113213 -0.36507848 -0.05083262 -0.10471296
-0.26828234 -0.05787952 -0.23322078 -0.27856077 -0.24642527 0.55116055
0.06097401]
[-0.18671404 -0.17395064 -0.11940513 -0.35459909 -0.04556938 0.02361844
-0.26485339 -0.294358 -0.17278451 -0.11080305 -0.27316505 0.40923005
-0.02460572]
[-0.05230495 -0.19719457 -0.16926666 -0.36997998 -0.04073739 0.04029292
-0.13713543 -0.12720623 -0.27244106 -0.361403 -0.09654372 0.2641332
0.08354825]
[ 0.09331626 0.09759456 -0.02087255 -0.2910703 -0.31286119 0.00389138
-0.24726538 -0.37303964 -0.35515843 -0.07377835 -0.14205486 0.36889227
0.02932224]
[-0.06014494 -0.01111021 -0.28479826 -0.0874451 0.06872436 0.15502256
-0.25174153 -0.18695253 -0.05689877 -0.04778068 0.15736391 0.73884395
-0.08051514]
[ 0.14501448 0.32235996 -0.19411126 0.76882654 0.10490164 0.00407814
-0.19028256 -0.36343706 -0.21616461 -0.30010892 0.74407231 0.89580986
-1.39244442]
[ 0.00360656 0.16071382 0.0581019 0.39482656 -0.01081259 -0.06379524
-0.26172908 -0.31763726 -0.27061798 -0.18273954 0.57775568 0.8494965
-1.35259167]
[-0.022779 -0.14516588 -0.14678502 0.31851705 -0.18873838 0.23846238
-0.01642297 -0.15329497 -0.22152041 -0.33061952 0.19598832 0.50793637
-0.68313917]
[ 0.08588654 -0.3829776 -0.05061403 0.03088284 -0.11781397 0.20001341
0.09099319 0.17471772 -0.18688066 0.00812903 -0.0550091 0.31076858
-0.39228944]
[ 0.21262037 -0.29649742 -0.1184353 -0.07137491 -0.21802105 0.12284396
0.04505833 -0.12069525 -0.06110801 -0.03860098 -0.16253094 -0.21014275
-0.22674629]
[-0.13125267 -0.08170042 0.03851492 -0.25182692 -0.06069334 -0.141178
0.05896284 0.00411966 -0.09381559 0.03075342 -0.33224716 -0.48339746
-0.11918608]
[-0.14346119 -0.13412402 -0.06933187 -0.2870378 -0.3442756 -0.28932761
0.16332402 0.14816931 0.00822712 0.12532385 -0.28063638 -0.88448614
0.0269605 ]
[-0.13248249 -0.24830376 -0.30511242 -0.98864729 -0.30194638 -0.20927698
-0.10987402 -0.03814209 0.04144288 -0.48545155 -0.77249019 -0.67772232
-1.38054035]
[-0.12397131 0.1328611 0.01328815 0.15232154 -0.20191165 -0.17685583
-0.15494106 0.01125621 -0.14349673 -0.13124598 -0.11837945 -0.39784354
0.10727189]
[-0.36408152 -0.11931498 -0.27308956 0.36516702 -0.20092424 -0.23283303
-0.14745989 -0.09498211 0.00626049 0.04561126 0.11603032 -0.34661154
0.26945107]
[-0.13519628 -0.04741566 -0.2551416 0.25363916 -0.22608377 -0.28021242
-0.40423868 -0.04452088 0.00260333 -0.10779794 -0.15084665 -0.26940942
0.17219771]
[-0.25351664 -0.53344579 -0.34079422 0.0102305 -0.31976926 -0.23367604
-0.17799482 -0.22623302 0.00238665 -0.25978462 -0.02655277 -0.37904495
0.11708139]
[-0.22461494 -0.29729076 -0.32199544 -0.07135701 -0.08888499 -0.15131841
-0.09705622 0.03529088 -0.20577578 -0.5046201 -0.23281034 -0.2923599
-0.02162632]
[-0.09207449 -0.01974957 -0.24464056 -1.05229974 -0.27740107 -0.25978951
0.10322592 -0.49271957 0.13713424 -0.20730114 -0.75607236 -0.37717953
-1.31617008]]
Progress: 33.2% ... Training loss: 0.191 ... Validation loss: 0.325[[-0.2483418 ]
[ 0.23398996]
[-0.08213575]
[ 1.33642601]
[ 0.24805484]
[-0.03739313]
[-0.96187446]
[-0.80734598]
[-0.53937409]
[-0.83002156]
[ 1.27691658]
[ 3.00965676]
[-2.5290892 ]]
[[ -5.18113084e-01 -4.91131559e-01 -5.90724716e-01 4.92266417e-02
-2.89183013e-01 -5.95906385e-01 1.10480699e-01 -2.21352215e-01
-2.74498089e-01 -2.97185799e-01 2.95151589e-01 1.09146847e+00
3.68480214e-01]
[ 1.39378447e-02 -1.37141017e-01 4.87087429e-02 -1.34937486e-01
-4.05573075e-02 5.86615068e-02 -8.11635552e-02 1.93349381e-01
-1.45148049e-01 -1.70809821e-01 -1.47037937e-01 -1.28151488e-01
-1.21329740e-01]
[ -2.90772197e-01 1.30879788e-01 -3.77507648e-02 6.71783929e-03
7.02605459e-02 -1.36458100e-01 -1.29520336e-01 -1.78373238e-01
2.70187161e-01 -5.45893522e-01 6.44287011e-02 6.74711491e-01
8.48630465e-01]
[ 2.70014534e-01 -2.41357262e-01 -2.76336796e-01 1.44741947e-01
-2.63701560e-01 1.16912749e-02 6.22566165e-01 -6.07645914e-01
3.60886899e-01 -1.68665222e-01 -5.78958999e-02 -3.39598246e-01
-3.91117215e-01]
[ 1.45361313e-01 1.19157780e-02 1.16275159e-01 -1.34292157e-01
-2.30088254e-02 7.47883108e-02 -1.99309198e-01 -1.74974340e-01
7.00279060e-02 2.79274896e-01 2.72257749e-02 -4.75696760e-02
-1.09655574e-01]
[ -4.88416451e-01 -6.19266688e-01 -6.01057013e-01 -5.81052195e-01
-5.95844372e-01 -5.65147511e-01 -4.13487011e-01 -1.57793200e-01
-4.86155584e-01 -2.38814436e-01 -5.97686238e-01 -9.00775816e-01
-7.13562240e-01]
[ -4.13911452e-01 -5.94973712e-01 -3.28108808e-01 -4.53246181e-01
-4.19589498e-01 -5.65441344e-01 -4.03501725e-01 -4.94348334e-01
-3.10074362e-01 -1.01453946e-01 -5.05694571e-01 -5.53814700e-01
-6.61703664e-01]
[ -3.45770107e-01 -3.47398525e-01 -4.88994215e-01 -1.72521119e-01
-3.23216517e-01 -4.27420106e-01 -2.60122097e-01 -2.85789099e-01
-2.74843324e-01 -5.92860265e-01 -3.38477829e-01 -8.23490296e-01
-6.38028663e-01]
[ -4.66325987e-01 -3.39138314e-01 -3.86760427e-01 -2.78552156e-01
-3.31436267e-01 -2.18471754e-01 -2.92136031e-02 -4.71357608e-01
-2.61996134e-01 -4.61294899e-01 -2.19980748e-01 -2.53371968e-01
-2.59295473e-01]
[ -9.58938253e-01 -9.57745046e-01 -9.92672770e-01 -7.60883478e-01
-1.04923805e+00 -9.92352163e-01 -5.21162115e-01 -5.74698698e-01
-7.33694346e-01 -5.84282764e-01 -8.28305878e-01 -6.53270325e-01
-9.28776291e-01]
[ -5.12117532e-01 -2.71348438e-01 -4.73623039e-01 -3.93889495e-01
-3.47472835e-01 -3.65020683e-01 -6.23401927e-01 -6.32100527e-01
-6.64451495e-01 -9.28006618e-02 -5.79176499e-01 -8.52651338e-01
-7.01392671e-01]
[ -1.22417808e-01 2.69219676e-02 -3.44957686e-01 -4.81902459e-01
-1.02288214e-01 -7.57736381e-02 -2.20723944e-01 -4.45815824e-01
-1.94519033e-01 4.06098130e-02 -5.31353299e-01 -1.18084243e+00
-7.61497324e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55641340e-01 -1.24710734e-01 1.63893399e-01 -3.01344306e-01
-1.34624215e-01 1.13296169e-01 -1.30912950e-01 8.34912673e-03
-8.27609473e-02 6.48688709e-02 -2.26015488e-01 -4.73287542e-01
-7.18289993e-02]
[ -9.82047761e-02 -2.63009597e-01 -1.82088747e-01 -2.48191288e-01
-4.74090342e-01 -8.77571793e-02 -1.11944390e-01 -2.16328895e-02
-9.05133259e-02 -2.36390717e-02 -2.16505700e-01 -4.06334728e-01
-2.68877325e-01]
[ -6.27462294e-02 -3.55643956e-02 -2.25772420e-01 -2.63241993e-01
1.07755422e-01 -1.60807848e-01 -2.05526816e-01 1.45560012e-01
-1.71332385e-02 1.58588475e-01 -2.16172185e-01 -1.86838779e-02
-8.62877343e-02]
[ 3.80465427e-02 -1.67223513e-01 -1.49520377e-01 -1.00924742e-01
-1.25416068e-01 -1.07177530e-01 1.08443937e-01 -1.47627078e-01
-2.21803340e-02 3.59237407e-02 -4.75801688e-02 -1.17740220e-01
-2.72925926e-02]
[ -2.94457787e-01 -1.36918665e-01 -8.09117644e-02 -1.32595603e-01
-2.97359473e-01 -2.76995229e-01 -3.60170887e-01 -2.72170353e-04
-3.32761463e-01 -2.28007661e-01 1.42046042e-01 -1.67928367e-01
9.70754897e-02]
[ -2.33229856e-01 -1.23789487e-01 -9.60709575e-02 -3.39603383e-02
-8.46543626e-02 -1.21110216e-01 -8.64332621e-02 -1.00455176e-02
-1.41312467e-01 -1.19468794e-01 -2.15830930e-04 -2.28693094e-01
-1.81002290e-01]
[ -1.81708917e-01 -7.18956968e-02 -2.30998690e-01 -2.20968374e-01
-1.58846129e-01 -2.06801895e-01 -3.72638813e-01 -1.25148896e-01
1.19757247e-01 -2.52811937e-01 -3.61670124e-01 -3.72313638e-01
-4.45616751e-01]
[ -3.72784908e-01 -5.71207816e-02 -1.52462885e-01 -1.13191378e-01
-4.49613500e-02 -3.14133211e-01 3.81519988e-02 -8.34097310e-02
-1.19662602e-01 4.24990902e-02 3.33868504e-02 -3.02572948e-01
-3.56471502e-01]
[ -1.57043807e-01 -1.41882841e-01 -5.37993435e-02 -2.25780772e-01
-1.27450503e-01 -2.95630078e-01 7.06586463e-02 -1.53127787e-01
-1.91138443e-01 5.55961109e-02 1.82482161e-01 -8.98378517e-03
-1.44450908e-01]
[ -1.30243129e-01 -1.69668268e-01 -1.15317977e-01 -3.04044997e-01
9.42123190e-02 -1.81402507e-02 -1.68655259e-01 -1.82330203e-01
1.12152719e-01 -9.19720304e-02 -1.32544935e-01 -2.48476839e-02
-3.06545517e-01]
[ -3.76805449e-02 -3.61044609e-02 -1.50047008e-01 -1.32137703e-01
-2.31295891e-01 6.31382759e-02 -3.77911009e-02 -4.09657683e-02
-2.18921132e-01 -8.80396079e-02 -1.51065895e-01 -4.01025796e-01
-2.14816452e-01]
[ -6.86020049e-02 2.15403803e-02 -1.29371657e-01 -3.50402819e-01
1.18934388e-01 2.01726667e-02 -1.95025971e-01 -1.49616496e-01
1.28404656e-01 -5.41558624e-02 -3.17595429e-01 -3.03953008e-01
-3.33804994e-01]
[ 6.80671020e-02 -3.01414481e-01 -8.78379864e-02 -4.66018842e-01
-2.16067572e-01 -9.13693945e-02 3.91832815e-02 7.38697786e-02
-3.59836596e-02 2.74238944e-01 -5.47745878e-01 -8.90789046e-01
4.69765607e-01]
[ -2.29594245e-01 -2.38414474e-01 -1.34163101e-01 -3.24229516e-01
-2.96048954e-01 -9.48747675e-02 1.96238014e-01 2.91059619e-02
2.74100710e-01 2.42411970e-02 -4.32013553e-01 -1.08016985e+00
6.65371450e-01]
[ -2.07510450e-02 -1.82021869e-01 1.88783577e-02 -3.31106255e-01
-1.67410427e-01 1.64005480e-01 2.04728192e-01 2.49020260e-01
-3.43331390e-02 2.20472640e-01 -2.55097354e-01 -1.17596465e+00
7.87255702e-01]
[ -6.80953956e-03 -3.99997696e-02 -1.27709968e-01 -1.46166160e-01
-1.76081203e-01 -4.87728324e-02 3.12614749e-01 1.59638423e-01
2.54402927e-01 3.53707376e-01 -5.13869081e-01 -1.12649251e+00
8.21554737e-01]
[ -8.89750365e-02 -2.75946062e-01 5.67374264e-02 -3.55768669e-01
-1.46626160e-01 1.15375778e-01 3.87941907e-01 1.43197406e-01
-6.69954856e-02 1.54814527e-01 -5.78602031e-01 -1.11173247e+00
8.81723040e-01]
[ 1.16207860e-01 -8.75574490e-02 1.39974348e-02 -1.74871345e-01
-8.14991700e-02 -1.96568033e-02 2.85563252e-01 3.78293352e-01
4.30140286e-01 2.56012448e-01 -5.79694166e-01 -1.05499019e+00
6.09428122e-01]
[ 3.12140053e-03 -1.44322836e-01 2.35618338e-02 1.52576531e-02
-9.77516207e-02 -2.83275722e-01 1.35857434e-01 3.82442042e-01
3.40988402e-02 1.40910905e-01 -2.84196224e-01 -9.05464903e-01
2.41612064e-01]
[ 1.04768344e-01 8.78761641e-02 1.02510663e-02 2.39492370e-01
-1.01703942e-01 -5.70139481e-02 -9.40619739e-02 -1.02931030e-01
-2.07132514e-01 -9.16141321e-02 -7.21113995e-02 1.57237331e-01
-5.28053935e-01]
[ 5.38418751e-02 -1.21713096e-01 1.50637300e-01 5.02138586e-01
2.36101816e-01 9.84930117e-03 -3.55109448e-01 -3.44731388e-01
-9.03753162e-03 -5.55154354e-01 3.21607573e-01 9.42016674e-01
-9.03612876e-01]
[ 2.20719388e-02 7.84236381e-02 -2.14770552e-01 1.28540374e-01
3.60725770e-02 -3.45976142e-03 -2.12276278e-01 -3.64613094e-01
-2.85135084e-01 -2.77635568e-01 -5.09412161e-03 -1.17566551e-01
-2.04817100e-01]
[ -7.23099600e-02 -2.01916811e-01 5.64208253e-02 1.73664412e-02
-1.24864679e-01 -1.37180298e-01 -6.74205331e-02 -6.88346646e-02
1.85435197e-02 -4.15373259e-01 -3.56576638e-01 -2.19845041e-01
1.42107129e-01]
[ -8.34197108e-03 -2.60767700e-01 4.86007258e-02 -3.77378151e-01
-1.86182269e-01 -2.34980334e-01 -3.51607669e-01 -3.94965020e-02
-6.88377480e-02 7.49662788e-03 -2.43014676e-01 2.75939753e-01
1.51507629e-01]
[ 1.54613216e-01 6.44010158e-02 -1.11134147e-01 -3.65661140e-01
-5.08506919e-02 -1.04714650e-01 -2.68164227e-01 -5.76881939e-02
-2.33270192e-01 -2.78427524e-01 -2.47039903e-01 5.50875494e-01
6.21163658e-02]
[ -1.86703386e-01 -1.73971993e-01 -1.19416161e-01 -3.55634796e-01
-4.55806736e-02 2.36169485e-02 -2.64788673e-01 -2.94474930e-01
-1.72694813e-01 -1.10870662e-01 -2.73401289e-01 4.11081462e-01
-2.50780474e-02]
[ -5.24043298e-02 -1.97327776e-01 -1.69250569e-01 -3.71065289e-01
-4.08736229e-02 4.02849281e-02 -1.37152925e-01 -1.26726547e-01
-2.72065494e-01 -3.61598247e-01 -9.80004278e-02 2.59991955e-01
8.76533973e-02]
[ 9.34051919e-02 9.74937078e-02 -2.08307672e-02 -2.92234429e-01
-3.12948426e-01 3.90595562e-03 -2.46819835e-01 -3.72321141e-01
-3.54983569e-01 -7.27016790e-02 -1.43246681e-01 3.65443255e-01
3.17635106e-02]
[ -6.00338212e-02 -1.11277738e-02 -2.84794160e-01 -8.68585811e-02
6.87354754e-02 1.55036333e-01 -2.52096829e-01 -1.88036197e-01
-5.69934485e-02 -4.81416455e-02 1.58326045e-01 7.44763881e-01
-8.33288686e-02]
[ 1.44449584e-01 3.22899537e-01 -1.94256961e-01 7.72687872e-01
1.05458493e-01 3.99695838e-03 -1.92302201e-01 -3.64328286e-01
-2.17427702e-01 -3.01564536e-01 7.47668677e-01 9.02107329e-01
-1.39494860e+00]
[ 3.70520913e-03 1.60782257e-01 5.81000996e-02 3.96780267e-01
-1.07422601e-02 -6.37777708e-02 -2.62264338e-01 -3.18097739e-01
-2.70958733e-01 -1.82846455e-01 5.79589399e-01 8.53049608e-01
-1.35644293e+00]
[ -2.27577485e-02 -1.45149099e-01 -1.46790328e-01 3.18565223e-01
-1.88736531e-01 2.38464781e-01 -1.62100055e-02 -1.53188398e-01
-2.21528592e-01 -3.30562441e-01 1.95916620e-01 5.08106330e-01
-6.83879544e-01]
[ 8.55629348e-02 -3.82780800e-01 -5.06780884e-02 3.32603380e-02
-1.17589630e-01 1.99962774e-01 8.87304549e-02 1.73170464e-01
-1.87817853e-01 6.63715171e-03 -5.30318907e-02 3.15450955e-01
-3.95112707e-01]
[ 2.12393431e-01 -2.96321762e-01 -1.18490360e-01 -7.03849953e-02
-2.17881217e-01 1.22808868e-01 4.43346113e-02 -1.21102896e-01
-6.14724205e-02 -3.92818576e-02 -1.61886762e-01 -2.10061434e-01
-2.27401933e-01]
[ -1.31323787e-01 -8.16251447e-02 3.84917372e-02 -2.51185797e-01
-6.06218065e-02 -1.41187236e-01 5.85260427e-02 3.73489797e-03
-9.40828065e-02 3.03991438e-02 -3.31769514e-01 -4.82191481e-01
-1.20397610e-01]
[ -1.43427406e-01 -1.34130476e-01 -6.93198069e-02 -2.87532016e-01
-3.44288970e-01 -2.89318720e-01 1.63471043e-01 1.48298919e-01
8.18853525e-03 1.25677507e-01 -2.81012524e-01 -8.84514756e-01
2.76148879e-02]
[ -1.32501409e-01 -2.48099594e-01 -3.05167632e-01 -9.89167736e-01
-3.01748865e-01 -2.09289587e-01 -1.09932746e-01 -3.98719247e-02
4.10555425e-02 -4.86130038e-01 -7.72023915e-01 -6.75287253e-01
-1.38773579e+00]
[ -1.24315184e-01 1.33030490e-01 1.32470494e-02 1.53922310e-01
-2.01832896e-01 -1.76894128e-01 -1.57622185e-01 9.94225654e-03
-1.43713524e-01 -1.33551667e-01 -1.16408103e-01 -3.95861622e-01
1.03381947e-01]
[ -3.64077444e-01 -1.19430592e-01 -2.73045574e-01 3.65605313e-01
-2.00964730e-01 -2.32832498e-01 -1.48163416e-01 -9.43866698e-02
6.02935986e-03 4.60358624e-02 1.15555890e-01 -3.51215666e-01
2.71135254e-01]
[ -1.35219375e-01 -4.77275619e-02 -2.55097517e-01 2.52491543e-01
-2.26428765e-01 -2.80200772e-01 -4.04225401e-01 -4.36918347e-02
3.20789440e-03 -1.08429554e-01 -1.52508164e-01 -2.73491230e-01
1.77301151e-01]
[ -2.53920252e-01 -5.33111039e-01 -3.40930586e-01 1.41079598e-02
-3.19288586e-01 -2.33726293e-01 -1.79637765e-01 -2.27333733e-01
1.27940663e-03 -2.61693756e-01 -2.25703013e-02 -3.67691172e-01
1.13552362e-01]
[ -2.25189631e-01 -2.96915954e-01 -3.22077154e-01 -6.77928461e-02
-8.85180085e-02 -1.51388019e-01 -1.00391212e-01 3.43316388e-02
-2.07252187e-01 -5.05751347e-01 -2.30537608e-01 -2.90967780e-01
-2.46361666e-02]
[ -9.16460197e-02 -2.01672112e-02 -2.44524568e-01 -1.05402568e+00
-2.77859430e-01 -2.59741416e-01 1.05046765e-01 -4.92623050e-01
1.38354951e-01 -2.06258781e-01 -7.57522860e-01 -3.78236936e-01
-1.31499260e+00]]
Progress: 33.2% ... Training loss: 0.187 ... Validation loss: 0.323[[-0.23452322]
[ 0.24838883]
[-0.07057532]
[ 1.36033098]
[ 0.26091035]
[-0.02349793]
[-0.94018927]
[-0.79107635]
[-0.5216865 ]
[-0.81025626]
[ 1.29748486]
[ 3.03234266]
[-2.51987704]]
[[-0.51797399 -0.49103938 -0.59068267 0.0561537 -0.28914187 -0.59587451
0.10937051 -0.22254677 -0.27474607 -0.29708278 0.30014395 1.10078199
0.36107941]
[ 0.01423863 -0.13744452 0.04886227 -0.13805286 -0.04092232 0.05870998
-0.07999482 0.19574304 -0.14457468 -0.1688789 -0.150212 -0.13678998
-0.11980683]
[-0.29094589 0.13183217 -0.03813596 0.01240738 0.07127928 -0.13652704
-0.131638 -0.18234124 0.26872834 -0.54889948 0.07328448 0.70219857
0.83577342]
[ 0.26933758 -0.24181751 -0.27625661 0.14874786 -0.26442254 0.0116496
0.61976528 -0.60674087 0.36065796 -0.16998449 -0.05781442 -0.35344863
-0.38034588]
[ 0.14453933 0.013201 0.11586871 -0.13693781 -0.02165191 0.07465483
-0.19908037 -0.17800631 0.06719968 0.27483205 0.0305105 -0.03359591
-0.12190512]
[-0.48907253 -0.61881616 -0.60113617 -0.57900667 -0.59534524 -0.56524145
-0.41691283 -0.16007921 -0.48774608 -0.24136789 -0.59582862 -0.89671174
-0.71832867]
[-0.41507821 -0.59368811 -0.32858164 -0.44423422 -0.41817837 -0.56562829
-0.40757982 -0.49841638 -0.31356424 -0.10668511 -0.49683866 -0.53131299
-0.67789911]
[-0.34633331 -0.34655156 -0.48916658 -0.16420607 -0.32251705 -0.42750689
-0.26542503 -0.2885965 -0.27702509 -0.59550846 -0.33058582 -0.80679726
-0.65094043]
[-0.46650864 -0.33905632 -0.38680835 -0.27873153 -0.33146437 -0.21850579
-0.02911975 -0.47213023 -0.26185627 -0.46156943 -0.22041583 -0.25699883
-0.25376009]
[-0.96047096 -0.95601437 -0.99308091 -0.7447892 -1.0475417 -0.99258574
-0.53184905 -0.58132053 -0.73885428 -0.59126376 -0.81305627 -0.61639727
-0.95060279]
[-0.51253911 -0.27084255 -0.47384393 -0.39332618 -0.34700294 -0.36509828
-0.62329356 -0.6340788 -0.66496277 -0.09430699 -0.57815096 -0.85057246
-0.70337615]
[-0.12303221 0.02735048 -0.34510093 -0.4793669 -0.10187285 -0.07586418
-0.22285837 -0.4471498 -0.1959701 0.0383898 -0.52945799 -1.1801624
-0.7660256 ]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.25560427 -0.12478465 0.16396782 -0.30248952 -0.13475655 0.11330248
-0.13121071 0.00970694 -0.08273679 0.06587129 -0.22751789 -0.47888608
-0.07204854]
[-0.09852958 -0.26285657 -0.18214353 -0.2474836 -0.47395271 -0.08779982
-0.1130231 -0.02238049 -0.09111401 -0.02475343 -0.21591473 -0.4058335
-0.2691905 ]
[-0.06303934 -0.03532124 -0.22583902 -0.26116193 0.10807022 -0.16084105
-0.2072506 0.14331763 -0.01784137 0.15668105 -0.21392424 -0.01144298
-0.08923131]
[ 0.03771943 -0.16700071 -0.14960586 -0.0997847 -0.12521254 -0.10722258
0.10709086 -0.14772286 -0.02320757 0.03458396 -0.04683631 -0.11766384
-0.03071753]
[-0.29514923 -0.13617501 -0.08117667 -0.12872014 -0.29655333 -0.27711252
-0.36219254 -0.0026619 -0.334613 -0.23072414 0.14689728 -0.1532541
0.08963483]
[-0.2332958 -0.12355624 -0.09617312 -0.03083768 -0.08435701 -0.12112617
-0.08617197 -0.01095767 -0.14152753 -0.12042464 0.00200096 -0.22448947
-0.18462917]
[-0.18165548 -0.07224198 -0.23092949 -0.22238466 -0.15918432 -0.20677682
-0.37235669 -0.12376391 0.12054572 -0.25255517 -0.36311711 -0.37819032
-0.44193109]
[-0.37342646 -0.05596248 -0.1527259 -0.10373137 -0.04381398 -0.31424629
0.03178177 -0.08811815 -0.12326645 0.04008798 0.0428228 -0.27536251
-0.37358278]
[-0.15716448 -0.14167456 -0.05382706 -0.22405586 -0.12733959 -0.29565336
0.06993427 -0.15345137 -0.19122243 0.05474278 0.184045 -0.00812917
-0.14647735]
[-0.12990355 -0.16999141 -0.1152627 -0.30805433 0.0938415 -0.01809925
-0.16587113 -0.18211825 0.11350142 -0.09066175 -0.13598086 -0.03388915
-0.29851316]
[-0.03805407 -0.03581901 -0.15011416 -0.12918781 -0.23108794 0.06308412
-0.0397623 -0.04175077 -0.21977251 -0.08933055 -0.14889366 -0.39754655
-0.21642589]
[-0.06876263 0.02170088 -0.129411 -0.34969955 0.11913165 0.02014323
-0.1955257 -0.15030068 0.12806293 -0.0548434 -0.31686147 -0.30204505
-0.33514534]
[ 0.06800876 -0.30143133 -0.0878371 -0.46599558 -0.21608436 -0.09137779
0.03899182 0.07393067 -0.03603689 0.27431701 -0.54783686 -0.8920448
0.47056527]
[-0.22988894 -0.23819091 -0.13424322 -0.32320089 -0.2958252 -0.09491562
0.19565712 0.02877719 0.27349511 0.0232323 -0.43115621 -1.08063505
0.663386 ]
[-0.02092085 -0.18188036 0.01884297 -0.33027375 -0.16727632 0.16398004
0.20378742 0.24848539 -0.03486504 0.21993095 -0.25449756 -1.17545344
0.78555516]
[-0.00687681 -0.03995462 -0.12772146 -0.14594024 -0.17604474 -0.04878076
0.31230623 0.15944517 0.25425078 0.35344224 -0.51373539 -1.1264068
0.82122016]
[-0.08910671 -0.27582008 0.05667686 -0.35518359 -0.14648708 0.11535008
0.38744366 0.14255292 -0.06714559 0.15413103 -0.57818527 -1.11144657
0.88036648]
[ 0.11618292 -0.08751789 0.01398052 -0.17434033 -0.0814438 -0.0196629
0.28558025 0.37808202 0.43016723 0.25569054 -0.57939784 -1.05462011
0.60820813]
[ 0.00320646 -0.14439289 0.02358776 0.01466004 -0.09781222 -0.28326653
0.13630736 0.38267488 0.03432113 0.14115348 -0.28455416 -0.90572691
0.24260224]
[ 0.10424518 0.08830327 0.01014132 0.24671599 -0.10129488 -0.05707777
-0.09791187 -0.10494688 -0.20869344 -0.09394537 -0.06694508 0.16777712
-0.53552466]
[ 0.05418761 -0.12190843 0.1507405 0.50134126 0.23587354 0.00989434
-0.35364755 -0.34328759 -0.00834437 -0.55396527 0.32057975 0.93724653
-0.90560936]
[ 0.0220818 0.07846548 -0.21477133 0.12939457 0.03611294 -0.00346223
-0.21268352 -0.36484674 -0.28523346 -0.27767355 -0.00449586 -0.11632573
-0.20608491]
[-0.07214924 -0.20205522 0.05647117 0.01578303 -0.12504195 -0.13715516
-0.06610357 -0.06813376 0.0192361 -0.41470784 -0.35785579 -0.22373031
0.14500204]
[-0.00826923 -0.26082699 0.04861414 -0.3785422 -0.18627483 -0.2349688
-0.35065368 -0.03927853 -0.06837377 0.00802332 -0.24420447 0.27229754
0.15395972]
[ 0.15466526 0.06442904 -0.11115712 -0.36816907 -0.05093386 -0.10469519
-0.26698414 -0.05788682 -0.23307478 -0.27788327 -0.24869268 0.54825487
0.06508988]
[-0.18709752 -0.17377961 -0.11952773 -0.35653624 -0.04540044 0.0235673
-0.26669625 -0.29492119 -0.17351881 -0.11252118 -0.27347649 0.41514907
-0.02363656]
[-0.05287839 -0.19684097 -0.1694052 -0.37041822 -0.04038656 0.04021062
-0.13851542 -0.12902847 -0.27319782 -0.36379421 -0.0965665 0.26644797
0.08586699]
[ 0.09349992 0.09730921 -0.02077543 -0.29321137 -0.31309809 0.0039221
-0.2464574 -0.37170571 -0.35469434 -0.07214523 -0.14426593 0.36215487
0.03453767]
[-0.06043692 -0.01058956 -0.28496181 -0.08449272 0.06936798 0.15495412
-0.2534011 -0.19036672 -0.05818038 -0.05024046 0.16141928 0.75440842
-0.0892825 ]
[ 0.14415498 0.32324516 -0.1943266 0.77521081 0.10578246 0.00395548
-0.19386987 -0.36558563 -0.21808704 -0.30268243 0.75036285 0.90790524
-1.3959823 ]
[ 0.00372269 0.16074512 0.05812209 0.39688575 -0.01079024 -0.06377026
-0.26256293 -0.31769346 -0.27112102 -0.18262884 0.57959935 0.85307037
-1.35656784]
[-0.02330228 -0.14441336 -0.14699034 0.32775209 -0.18796867 0.2383678
-0.02142683 -0.15661702 -0.22390525 -0.332906 0.20447565 0.5279096
-0.69740905]
[ 0.08550089 -0.38281483 -0.05069062 0.03362718 -0.11761417 0.19995313
0.08908383 0.17351981 -0.18769132 0.00620541 -0.0528596 0.31459773
-0.39512179]
[ 0.21238673 -0.29631453 -0.11847207 -0.06895997 -0.21786777 0.12280511
0.04370871 -0.12089979 -0.06186441 -0.03902657 -0.16103795 -0.2085767
-0.23001725]
[-0.13133863 -0.08156929 0.03847911 -0.25093602 -0.06057451 -0.14119081
0.05834424 0.00355786 -0.09419784 0.03029025 -0.3315179 -0.48159455
-0.12095753]
[-0.14337054 -0.13416438 -0.06931482 -0.28798422 -0.34431708 -0.28931215
0.16390451 0.14843884 0.00835701 0.12583244 -0.28128069 -0.88474522
0.02789524]
[-0.13225452 -0.24783706 -0.30521925 -0.99205733 -0.30156962 -0.20930201
-0.10663127 -0.04057975 0.04172812 -0.48612738 -0.77311658 -0.67566656
-1.39229402]
[-0.12451682 0.1333594 0.01317229 0.15699227 -0.20149339 -0.17693536
-0.1597529 0.00925257 -0.14459083 -0.13386724 -0.11390765 -0.39115518
0.09799097]
[-0.36415986 -0.11957294 -0.27302873 0.36514627 -0.201269 -0.23282527
-0.14837253 -0.09416293 0.0064554 0.04617188 0.11436634 -0.35933781
0.27631761]
[-0.13558648 -0.04731271 -0.25518199 0.25720988 -0.22601849 -0.28024695
-0.40677749 -0.04569721 0.00215665 -0.11012002 -0.14897239 -0.26486885
0.17311887]
[-0.25493006 -0.53237835 -0.34119548 0.02508472 -0.31838951 -0.23387691
-0.18733331 -0.23153357 -0.00230726 -0.26568565 -0.01290064 -0.34505522
0.09913497]
[-0.22565327 -0.29646908 -0.32220609 -0.06520937 -0.08797846 -0.15146361
-0.1014126 0.03315534 -0.20818012 -0.50786503 -0.22759533 -0.28529672
-0.02727412]
[-0.092337 -0.01954564 -0.24470901 -1.05283242 -0.27734122 -0.25982431
0.10264116 -0.49400183 0.1365772 -0.20899319 -0.75571834 -0.37173937
-1.31732639]]
Progress: 33.3% ... Training loss: 0.186 ... Validation loss: 0.327[[-0.2417252 ]
[ 0.24306129]
[-0.07736393]
[ 1.34998347]
[ 0.25527984]
[-0.02958027]
[-0.95076163]
[-0.8016816 ]
[-0.52938375]
[-0.82743055]
[ 1.28385289]
[ 3.01219385]
[-2.54600864]]
[[ -5.16955467e-01 -4.92125313e-01 -5.90329211e-01 4.65838555e-02
-2.90273994e-01 -5.95783103e-01 1.17226258e-01 -2.15896938e-01
-2.70822520e-01 -2.90034240e-01 2.89445529e-01 1.07443210e+00
3.89811469e-01]
[ 1.42492024e-02 -1.37446201e-01 4.88629832e-02 -1.38024868e-01
-4.09220133e-02 5.87108595e-02 -8.00329859e-02 1.95691603e-01
-1.44558760e-01 -1.68926440e-01 -1.50209268e-01 -1.36763432e-01
-1.19983927e-01]
[ -2.91810506e-01 1.31830744e-01 -3.82212192e-02 1.07700248e-02
7.14280097e-02 -1.36599879e-01 -1.34221083e-01 -1.84940124e-01
2.68444972e-01 -5.51157258e-01 7.10792774e-02 6.90226275e-01
8.59157626e-01]
[ 2.69720399e-01 -2.41700890e-01 -2.76312866e-01 1.50200052e-01
-2.64290658e-01 1.16893635e-02 6.21792010e-01 -6.07301737e-01
3.62038621e-01 -1.70874220e-01 -5.56606232e-02 -3.49758982e-01
-3.84927272e-01]
[ 1.45704444e-01 1.19240005e-02 1.16189233e-01 -1.43295613e-01
-2.30605218e-02 7.47707170e-02 -1.93800157e-01 -1.74481015e-01
7.08249706e-02 2.80879199e-01 2.14894871e-02 -5.64385712e-02
-1.10596633e-01]
[ -4.88247580e-01 -6.19425706e-01 -6.00922431e-01 -5.84245863e-01
-5.95910541e-01 -5.65159591e-01 -4.13289913e-01 -1.55940632e-01
-4.86206654e-01 -2.36595911e-01 -6.00861329e-01 -9.04849488e-01
-7.12880018e-01]
[ -4.14091332e-01 -5.95026319e-01 -3.28249769e-01 -4.53729368e-01
-4.19569510e-01 -5.65529989e-01 -4.02116706e-01 -4.93697742e-01
-3.10288009e-01 -1.01052821e-01 -5.06732132e-01 -5.57662224e-01
-6.56696681e-01]
[ -3.46890855e-01 -3.45899260e-01 -4.89302273e-01 -1.60906025e-01
-3.21810407e-01 -4.27560096e-01 -2.68268410e-01 -2.90892076e-01
-2.78680286e-01 -5.96779968e-01 -3.26988911e-01 -7.97502050e-01
-6.48228191e-01]
[ -4.66507374e-01 -3.38857999e-01 -3.86821402e-01 -2.80501669e-01
-3.31419075e-01 -2.18520050e-01 -2.90137785e-02 -4.72604898e-01
-2.61778862e-01 -4.61942934e-01 -2.22345934e-01 -2.57386364e-01
-2.50918299e-01]
[ -9.59950037e-01 -9.56452010e-01 -9.92905087e-01 -7.53915187e-01
-1.04802382e+00 -9.92552456e-01 -5.27088276e-01 -5.77577684e-01
-7.36908677e-01 -5.85977477e-01 -8.21947269e-01 -6.32254705e-01
-9.26493924e-01]
[ -5.11930300e-01 -2.71428211e-01 -4.73642606e-01 -3.97023662e-01
-3.47698285e-01 -3.65032126e-01 -6.22070214e-01 -6.31852138e-01
-6.63907373e-01 -9.15452549e-02 -5.81609976e-01 -8.56976892e-01
-6.98211975e-01]
[ -1.22906399e-01 2.72766602e-02 -3.45081214e-01 -4.79747858e-01
-1.01899872e-01 -7.58509152e-02 -2.22493868e-01 -4.47032333e-01
-1.95733232e-01 3.91010314e-02 -5.30367353e-01 -1.18347984e+00
-7.63093537e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55350536e-01 -1.25108893e-01 1.64072149e-01 -3.04007003e-01
-1.35085807e-01 1.13336744e-01 -1.30113300e-01 1.16576586e-02
-8.22342415e-02 6.79737339e-02 -2.29520290e-01 -4.83790956e-01
-6.97373522e-02]
[ -9.78580290e-02 -2.63256808e-01 -1.82024686e-01 -2.51337617e-01
-4.74268831e-01 -8.77465388e-02 -1.10016653e-01 -2.02458154e-02
-8.99869654e-02 -2.17815354e-02 -2.19059080e-01 -4.09475339e-01
-2.67317685e-01]
[ -6.29203508e-02 -3.54347322e-02 -2.25785114e-01 -2.62004708e-01
1.07893623e-01 -1.60825805e-01 -2.07222673e-01 1.44380315e-01
-1.75413905e-02 1.57516410e-01 -2.14802759e-01 -1.35398775e-02
-8.60340663e-02]
[ 3.79769392e-02 -1.67175711e-01 -1.49549427e-01 -1.01613620e-01
-1.25420734e-01 -1.07203491e-01 1.08764528e-01 -1.46740535e-01
-2.24708125e-02 3.59062732e-02 -4.84484169e-02 -1.21813395e-01
-2.77493418e-02]
[ -2.94656198e-01 -1.36948738e-01 -8.10032113e-02 -1.34105590e-01
-2.97314684e-01 -2.77061076e-01 -3.59502768e-01 -2.86924419e-04
-3.32933614e-01 -2.27820674e-01 1.41018551e-01 -1.67293127e-01
1.01911620e-01]
[ -2.33402852e-01 -1.23417869e-01 -9.61990534e-02 -3.02689517e-02
-8.42408193e-02 -1.21133843e-01 -8.70345318e-02 -1.18795756e-02
-1.41995321e-01 -1.20259699e-01 1.94754038e-03 -2.25922210e-01
-1.83898979e-01]
[ -1.81715807e-01 -7.21264113e-02 -2.30951604e-01 -2.21451356e-01
-1.59023698e-01 -2.06784851e-01 -3.72647146e-01 -1.24680070e-01
1.20149453e-01 -2.52772452e-01 -3.61617348e-01 -3.74321005e-01
-4.43240630e-01]
[ -3.73495870e-01 -5.60250381e-02 -1.52704897e-01 -1.04227598e-01
-4.38416926e-02 -3.14248326e-01 3.15590612e-02 -8.75177118e-02
-1.23261123e-01 4.02577546e-02 4.25892823e-02 -2.76256256e-01
-3.67602032e-01]
[ -1.57104329e-01 -1.41858660e-01 -5.37653857e-02 -2.26641243e-01
-1.27542891e-01 -2.95645395e-01 7.15638515e-02 -1.52023495e-01
-1.90297600e-01 5.56038533e-02 1.80730569e-01 -1.65878527e-02
-1.36639840e-01]
[ -1.29763476e-01 -1.69962131e-01 -1.15244011e-01 -3.08095642e-01
9.38008779e-02 -1.80880031e-02 -1.66127205e-01 -1.82395572e-01
1.13440629e-01 -9.06719186e-02 -1.35750131e-01 -3.07050473e-02
-3.00936992e-01]
[ -3.84569847e-02 -3.52545504e-02 -1.50254588e-01 -1.27671504e-01
-2.30594082e-01 6.30316017e-02 -4.16181920e-02 -4.36943723e-02
-2.20717779e-01 -9.11966244e-02 -1.47134933e-01 -3.91418307e-01
-2.19148696e-01]
[ -6.88624068e-02 2.17894382e-02 -1.29434011e-01 -3.49370755e-01
1.19219653e-01 2.01336458e-02 -1.95814209e-01 -1.50688406e-01
1.27895028e-01 -5.53218865e-02 -3.16492607e-01 -3.01188660e-01
-3.35658732e-01]
[ 6.80213368e-02 -3.01441856e-01 -8.78356177e-02 -4.66400101e-01
-2.16099519e-01 -9.13767532e-02 3.92636198e-02 7.41355013e-02
-3.59368726e-02 2.74405987e-01 -5.48053874e-01 -8.92679335e-01
4.71358309e-01]
[ -2.29834392e-01 -2.38260181e-01 -1.34225016e-01 -3.24111882e-01
-2.95903945e-01 -9.49102437e-02 1.96397804e-01 2.92733632e-02
2.73847360e-01 2.35856148e-02 -4.31849492e-01 -1.08225028e+00
6.65656727e-01]
[ -2.07577821e-02 -1.82031442e-01 1.88813496e-02 -3.31652629e-01
-1.67420603e-01 1.63994920e-01 2.05134565e-01 2.49250530e-01
-3.42717566e-02 2.20725492e-01 -2.55670724e-01 -1.17692429e+00
7.88520260e-01]
[ -6.83933524e-03 -3.99803885e-02 -1.27715480e-01 -1.46274794e-01
-1.76085054e-01 -4.87787788e-02 3.12641018e-01 1.59671958e-01
2.54442589e-01 3.53857701e-01 -5.14052217e-01 -1.12732562e+00
8.21989225e-01]
[ -8.89662764e-02 -2.75936479e-01 5.67073974e-02 -3.56051661e-01
-1.46624600e-01 1.15362683e-01 3.88895543e-01 1.43288326e-01
-6.64559657e-02 1.54660492e-01 -5.78868315e-01 -1.11317153e+00
8.82802696e-01]
[ 1.16256614e-01 -8.75942171e-02 1.39924260e-02 -1.75210391e-01
-8.15269436e-02 -1.96585193e-02 2.86451177e-01 3.78512892e-01
4.30679893e-01 2.55882713e-01 -5.80053090e-01 -1.05627846e+00
6.10009309e-01]
[ 3.06520751e-03 -1.44272900e-01 2.35522969e-02 1.56215859e-02
-9.76662724e-02 -2.83278336e-01 1.35572400e-01 3.82231524e-01
3.39116121e-02 1.40594882e-01 -2.83881923e-01 -9.05308769e-01
2.41112711e-01]
[ 1.03980395e-01 8.87468199e-02 1.00650830e-02 2.50640698e-01
-1.00905992e-01 -5.71003466e-02 -9.98175979e-02 -1.05567849e-01
-2.09900962e-01 -9.44595782e-02 -6.38914134e-02 1.74143942e-01
-5.40528041e-01]
[ 5.45604857e-02 -1.22193029e-01 1.50828190e-01 4.99744262e-01
2.35479450e-01 9.93274731e-03 -3.52147990e-01 -3.42654410e-01
-7.51158674e-03 -5.52993739e-01 3.19149766e-01 9.34339792e-01
-9.05408967e-01]
[ 2.19462627e-02 7.85285293e-02 -2.14768734e-01 1.30025203e-01
3.62186395e-02 -3.47163324e-03 -2.13892028e-01 -3.64687694e-01
-2.85575601e-01 -2.78279778e-01 -3.78369478e-03 -1.14502017e-01
-2.05637793e-01]
[ -7.24166533e-02 -2.01709706e-01 5.63726632e-02 1.69638413e-02
-1.24713484e-01 -1.37181757e-01 -6.77167606e-02 -6.95514643e-02
1.82049485e-02 -4.15339228e-01 -3.56841766e-01 -2.20881249e-01
1.43197482e-01]
[ -8.46043275e-03 -2.60669513e-01 4.85832642e-02 -3.79460700e-01
-1.86120244e-01 -2.34994728e-01 -3.51351164e-01 -3.94175523e-02
-6.87425902e-02 8.01783366e-03 -2.45656057e-01 2.71310918e-01
1.58005876e-01]
[ 1.55102351e-01 6.37402750e-02 -1.11014328e-01 -3.72403663e-01
-5.15857561e-02 -1.04656799e-01 -2.64515035e-01 -5.56009860e-02
-2.31619043e-01 -2.76167499e-01 -2.52821692e-01 5.36706421e-01
7.51427784e-02]
[ -1.87037891e-01 -1.73985956e-01 -1.19493744e-01 -3.59130964e-01
-4.56636452e-02 2.35716456e-02 -2.66219932e-01 -2.94146743e-01
-1.72694976e-01 -1.12402718e-01 -2.75608580e-01 4.09514541e-01
-1.65468780e-02]
[ -5.29552066e-02 -1.96706082e-01 -1.69413232e-01 -3.71254918e-01
-4.03091902e-02 4.02008841e-02 -1.39405324e-01 -1.29389919e-01
-2.73815703e-01 -3.63273293e-01 -9.74060214e-02 2.67762720e-01
8.80624301e-02]
[ 9.35645646e-02 9.71864441e-02 -2.07469100e-02 -2.93884966e-01
-3.13152329e-01 3.92919766e-03 -2.46139576e-01 -3.71390228e-01
-3.54592478e-01 -7.18637011e-02 -1.44697150e-01 3.61377227e-01
3.56679704e-02]
[ -6.01325849e-02 -1.08694965e-02 -2.84882373e-01 -8.64637720e-02
6.91383339e-02 1.54982157e-01 -2.52502936e-01 -1.90488894e-01
-5.75245876e-02 -4.85572237e-02 1.59514047e-01 7.50239859e-01
-8.58681912e-02]
[ 1.44154975e-01 3.23245156e-01 -1.94326603e-01 7.75210805e-01
1.05782460e-01 3.95547533e-03 -1.93869865e-01 -3.65585632e-01
-2.18087039e-01 -3.02682427e-01 7.50362853e-01 9.07905240e-01
-1.39598230e+00]
[ 3.81297569e-03 1.60866359e-01 5.81361786e-02 3.97216401e-01
-1.06669292e-02 -6.37624768e-02 -2.62603690e-01 -3.17542345e-01
-2.71274497e-01 -1.82112894e-01 5.79807180e-01 8.55333340e-01
-1.35782552e+00]
[ -2.30344531e-02 -1.44657764e-01 -1.46906638e-01 3.25600470e-01
-1.88259329e-01 2.38402008e-01 -1.98675953e-02 -1.55228894e-01
-2.23136750e-01 -3.31539090e-01 2.02140286e-01 5.21534485e-01
-6.95060394e-01]
[ 8.55526082e-02 -3.82780517e-01 -5.07004713e-02 3.42743028e-02
-1.17518171e-01 1.99953747e-01 8.91005871e-02 1.73001907e-01
-1.87889570e-01 6.22267130e-03 -5.20055300e-02 3.17990789e-01
-3.97766424e-01]
[ 2.12442525e-01 -2.96362487e-01 -1.18462184e-01 -6.89856530e-02
-2.17908345e-01 1.22809811e-01 4.38834809e-02 -1.20907417e-01
-6.17473935e-02 -3.88790631e-02 -1.61084857e-01 -2.08415894e-01
-2.30257091e-01]
[ -1.31229256e-01 -8.17209090e-02 3.85274110e-02 -2.51476657e-01
-6.07331031e-02 -1.41178582e-01 5.90483153e-02 4.38454317e-03
-9.39419104e-02 3.11920248e-02 -3.32272132e-01 -4.83936927e-01
-1.19706076e-01]
[ -1.43333369e-01 -1.34205758e-01 -6.92964904e-02 -2.88552949e-01
-3.44359771e-01 -2.89309468e-01 1.64210656e-01 1.48762875e-01
8.47250654e-03 1.26292837e-01 -2.81860325e-01 -8.86151095e-01
2.93282459e-02]
[ -1.32285883e-01 -2.47212328e-01 -3.05348916e-01 -9.91724071e-01
-3.01065832e-01 -2.09323835e-01 -1.07097723e-01 -4.31921257e-02
4.06521409e-02 -4.85971414e-01 -7.71391432e-01 -6.66754464e-01
-1.39790776e+00]
[ -1.23578978e-01 1.31889942e-01 1.35078995e-02 1.48854346e-01
-2.02750542e-01 -1.76841957e-01 -1.54955694e-01 1.40072274e-02
-1.41927526e-01 -1.29313185e-01 -1.22063652e-01 -4.10611238e-01
1.15426138e-01]
[ -3.64186599e-01 -1.19553882e-01 -2.73021536e-01 3.65510399e-01
-2.01258037e-01 -2.32828369e-01 -1.48580434e-01 -9.38595961e-02
6.54718728e-03 4.65317034e-02 1.13927833e-01 -3.60222932e-01
2.78263336e-01]
[ -1.35306454e-01 -4.76179922e-02 -2.55079032e-01 2.54127064e-01
-2.26380121e-01 -2.80220534e-01 -4.04557024e-01 -4.37269538e-02
3.72954615e-03 -1.08374472e-01 -1.52007373e-01 -2.75151090e-01
1.86250687e-01]
[ -2.54563512e-01 -5.32717243e-01 -3.41060914e-01 2.22301329e-02
-3.18830034e-01 -2.33833189e-01 -1.85939350e-01 -2.29053668e-01
-1.53583987e-03 -2.62814160e-01 -1.65171239e-02 -3.53550036e-01
1.04972690e-01]
[ -2.25562481e-01 -2.96564040e-01 -3.22178205e-01 -6.64813089e-02
-8.81066510e-02 -1.51452252e-01 -1.00429470e-01 3.36015810e-02
-2.07802866e-01 -5.07589211e-01 -2.28777469e-01 -2.88091820e-01
-2.50991964e-02]
[ -9.26985514e-02 -1.90779639e-02 -2.44790689e-01 -1.05138697e+00
-2.76872943e-01 -2.59861588e-01 1.00269364e-01 -4.95256888e-01
1.35414394e-01 -2.10196630e-01 -7.54274766e-01 -3.64317424e-01
-1.32003288e+00]]
Progress: 33.4% ... Training loss: 0.184 ... Validation loss: 0.323[[-0.23902851]
[ 0.24894106]
[-0.0744229 ]
[ 1.37071332]
[ 0.26282644]
[-0.02498089]
[-0.93970004]
[-0.79864276]
[-0.51575121]
[-0.82976179]
[ 1.30146149]
[ 3.03893002]
[-2.54244165]]
[[-0.5171671 -0.49135349 -0.59048494 0.05845641 -0.28912311 -0.595828
0.11309331 -0.21725571 -0.27423716 -0.28953037 0.30039074 1.09851252
0.37324164]
[ 0.01435626 -0.13745125 0.0488856 -0.13918423 -0.0409661 0.05871829
-0.07938866 0.19636705 -0.14440387 -0.16810462 -0.15130204 -0.13959848
-0.12031561]
[-0.29363064 0.13416946 -0.03877691 0.02719136 0.07372861 -0.13679902
-0.14660624 -0.19518075 0.26210419 -0.55935353 0.09006609 0.74217978
0.84058498]
[ 0.26855955 -0.24096896 -0.276568 0.15863451 -0.26338877 0.01157888
0.61509697 -0.61253389 0.35902111 -0.17664991 -0.04625195 -0.31377623
-0.38249975]
[ 0.14625878 0.01177496 0.11628677 -0.1426386 -0.023201 0.07479531
-0.19153473 -0.17337442 0.07203246 0.28315812 0.02142348 -0.0759812
-0.12097179]
[-0.48803799 -0.61985904 -0.60083849 -0.5845968 -0.59609716 -0.56513849
-0.41288655 -0.15313876 -0.48609053 -0.23411357 -0.6031133 -0.91447941
-0.71319235]
[-0.41372842 -0.59506241 -0.32822239 -0.45331506 -0.41955419 -0.56552275
-0.401403 -0.49497713 -0.31039626 -0.10001582 -0.50482733 -0.55306301
-0.66436747]
[-0.34788688 -0.34438257 -0.4896071 -0.14625106 -0.32030452 -0.42767171
-0.27606162 -0.29492951 -0.28296989 -0.59991778 -0.31350896 -0.76757488
-0.66293225]
[-0.4666692 -0.33876468 -0.38684288 -0.28073487 -0.33116119 -0.21854621
-0.02990908 -0.47305632 -0.26247553 -0.46196314 -0.22234957 -0.25437574
-0.24919688]
[-0.96013219 -0.95569626 -0.99299688 -0.74036107 -1.04688441 -0.99261334
-0.53344812 -0.57913448 -0.74120625 -0.58453915 -0.81059436 -0.60934447
-0.94505568]
[-0.51235903 -0.27093164 -0.47378859 -0.39525941 -0.34712486 -0.36508376
-0.62379765 -0.63372759 -0.6648361 -0.09282446 -0.57905312 -0.84965206
-0.70289911]
[-0.12288086 0.02716492 -0.34505842 -0.4805811 -0.10202024 -0.07584783
-0.22197803 -0.44656646 -0.19548534 0.03930323 -0.53114796 -1.18580782
-0.76081041]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.25563385 -0.12509687 0.16402755 -0.30100762 -0.13491744 0.11331031
-0.1322392 0.01105965 -0.08304152 0.06701636 -0.22732837 -0.47947638
-0.07049308]
[-0.09745656 -0.26358118 -0.18192794 -0.25447229 -0.47456529 -0.08770747
-0.10768035 -0.01726572 -0.08920679 -0.01880561 -0.22296789 -0.42148933
-0.26714654]
[-0.0630115 -0.03541702 -0.22578553 -0.26113052 0.10796492 -0.16083177
-0.20788096 0.14419213 -0.01785054 0.15726581 -0.21445673 -0.01360073
-0.0862037 ]
[ 0.03851889 -0.16756373 -0.14938368 -0.10334129 -0.12587882 -0.10715953
0.11089368 -0.14465954 -0.02144225 0.0387342 -0.05068306 -0.13191731
-0.02780973]
[-0.29473915 -0.13690284 -0.08106228 -0.13369508 -0.29709639 -0.27708443
-0.36050997 -0.00210332 -0.33356053 -0.22827392 0.14267176 -0.16078295
0.0971492 ]
[-0.23351489 -0.12287376 -0.09632508 -0.0275992 -0.08383268 -0.12115317
-0.08696282 -0.01392362 -0.14247136 -0.12188352 0.0054897 -0.21820511
-0.18834799]
[-0.18188678 -0.07195408 -0.23096348 -0.21783602 -0.15890172 -0.20680304
-0.37399655 -0.12513319 0.11935475 -0.2531127 -0.35915919 -0.36960242
-0.44427681]
[-0.37385943 -0.05556135 -0.1528077 -0.09752193 -0.04325444 -0.31428612
0.02717552 -0.0889235 -0.12534646 0.03908594 0.04867692 -0.26215088
-0.37226883]
[-0.15752386 -0.14129739 -0.05388212 -0.22448637 -0.1269495 -0.29569607
0.06896056 -0.15330501 -0.19171269 0.05489648 0.18323546 -0.00621132
-0.14233319]
[-0.12988981 -0.16984807 -0.11528026 -0.30819062 0.09400894 -0.01810841
-0.16679288 -0.1831827 0.11299123 -0.09091495 -0.13530013 -0.02790101
-0.30097607]
[-0.03824552 -0.03543779 -0.15021245 -0.12869888 -0.23072698 0.0630568
-0.04061613 -0.04319929 -0.22026705 -0.09057367 -0.14789012 -0.39236446
-0.21809673]
[-0.06895277 0.02189456 -0.12945586 -0.34833065 0.11932278 0.02011814
-0.19613157 -0.15063677 0.12762107 -0.05563986 -0.31569881 -0.30070305
-0.33621502]
[ 0.06781814 -0.30127459 -0.08788784 -0.46555672 -0.21594215 -0.09140024
0.03866155 0.07355233 -0.03630366 0.27372326 -0.54744968 -0.89202883
0.46950571]
[-0.22980252 -0.23826436 -0.13423316 -0.32485074 -0.29593338 -0.09490801
0.1971547 0.02933785 0.27415326 0.02354388 -0.43233999 -1.08317615
0.66694992]
[-0.02075083 -0.18203225 0.01888072 -0.33188094 -0.16744272 0.16399588
0.2054203 0.24939199 -0.03417842 0.22091478 -0.25587237 -1.17744244
0.78927254]
[-0.00679689 -0.04000117 -0.12771345 -0.14653511 -0.17610715 -0.04877602
0.31294882 0.15977027 0.25459483 0.35398037 -0.51418258 -1.1276093
0.82227163]
[-0.08888221 -0.27603208 0.05673176 -0.35661022 -0.14673417 0.11537385
0.3896268 0.14365725 -0.0661429 0.15497498 -0.57928473 -1.11401904
0.88427629]
[ 0.11621492 -0.08756388 0.01398043 -0.17493929 -0.08149232 -0.01966266
0.28621913 0.37828397 0.430541 0.25562488 -0.57985009 -1.05595782
0.60938703]
[ 0.0029373 -0.14419243 0.02351864 0.01689624 -0.0975463 -0.28328852
0.13478475 0.38171404 0.03350149 0.13986714 -0.28290971 -0.90391816
0.23883196]
[ 0.1045026 0.08844402 0.01015652 0.25010017 -0.10116315 -0.05706404
-0.09707363 -0.10442078 -0.20880528 -0.09235001 -0.06477998 0.16980849
-0.54182565]
[ 0.0543542 -0.12194343 0.15079657 0.50715671 0.2359473 0.00990157
-0.35697137 -0.34389123 -0.00937714 -0.55388337 0.3254577 0.94828817
-0.91066822]
[ 0.02192154 0.07856342 -0.21477777 0.13043888 0.03626518 -0.00347464
-0.2141169 -0.3649117 -0.28565456 -0.27839581 -0.00337433 -0.11324659
-0.20655553]
[-0.07249622 -0.20161527 0.0563477 0.01721633 -0.12460303 -0.13719165
-0.068005 -0.06995177 0.01806536 -0.41567759 -0.35669883 -0.22064113
0.14302427]
[-0.00839423 -0.26075298 0.04863358 -0.38080081 -0.18618613 -0.23498562
-0.35144115 -0.03893979 -0.06865545 0.00883049 -0.24661274 0.26989398
0.16087617]
[ 0.15514983 0.06373592 -0.111011 -0.37249157 -0.05158584 -0.1046538
-0.26442522 -0.05554751 -0.23159465 -0.27596001 -0.2528885 0.53671541
0.07501918]
[-0.18697017 -0.17410311 -0.11946487 -0.35977506 -0.04580479 0.02358442
-0.26578316 -0.29376586 -0.17239417 -0.11207751 -0.27623373 0.40740487
-0.01478098]
[-0.05344477 -0.1962951 -0.16957295 -0.3711569 -0.03984306 0.04013624
-0.14207029 -0.13130907 -0.27549864 -0.36479709 -0.09571291 0.27862105
0.08517634]
[ 0.09371486 0.09688035 -0.02068937 -0.29536038 -0.31333291 0.0039527
-0.24541592 -0.37055009 -0.35377595 -0.07117234 -0.14619004 0.35669884
0.04008573]
[-0.06029156 -0.01054716 -0.28496559 -0.08555064 0.06952335 0.15495198
-0.25410013 -0.19233103 -0.05843077 -0.04952318 0.16183434 0.75800012
-0.08981483]
[ 0.14404209 0.32372149 -0.19439576 0.77848709 0.10614754 0.0039403
-0.19428164 -0.36621163 -0.21885965 -0.30265352 0.75293442 0.91045776
-1.40146101]
[ 0.00399424 0.16066719 0.05821253 0.39812714 -0.01074345 -0.06374213
-0.26282973 -0.31630442 -0.27142995 -0.18057493 0.57989943 0.85246344
-1.3601517 ]
[-0.02322525 -0.14433527 -0.14694127 0.32938021 -0.1879936 0.23837626
-0.02097088 -0.15512046 -0.22436304 -0.33147898 0.20429414 0.52553755
-0.70003876]
[ 0.08547106 -0.382705 -0.05072886 0.03525465 -0.11739904 0.19994299
0.0886313 0.17275284 -0.18823075 0.00587787 -0.05099045 0.32083643
-0.39997994]
[ 0.21234198 -0.29628681 -0.11848142 -0.06843816 -0.21783011 0.12280012
0.04331151 -0.12107403 -0.0620265 -0.03916107 -0.16054232 -0.20728919
-0.23098838]
[-0.13122092 -0.08173638 0.03853578 -0.25196742 -0.06081861 -0.14117461
0.05932895 0.00436228 -0.09387588 0.03125662 -0.33279392 -0.48472551
-0.11879212]
[-0.14330986 -0.13425562 -0.06928747 -0.28867644 -0.34439331 -0.28930696
0.16437543 0.14889354 0.00860263 0.12636046 -0.28196868 -0.88643104
0.02968095]
[-0.13249227 -0.24645481 -0.30549688 -0.99033998 -0.30016938 -0.20937843
-0.11030716 -0.04518096 0.03803899 -0.48555462 -0.76768832 -0.6489074
-1.41249337]
[-0.12364386 0.13244726 0.01340758 0.15116268 -0.20233672 -0.17686235
-0.1550217 0.01245215 -0.14238908 -0.13000701 -0.11977939 -0.40825592
0.11020909]
[-0.36463499 -0.11900443 -0.27312021 0.37346136 -0.20058895 -0.23288007
-0.15350322 -0.09561411 0.00399093 0.04523137 0.12064223 -0.34437399
0.2708956 ]
[-0.13519956 -0.04798884 -0.25496416 0.25436786 -0.22667089 -0.28019371
-0.40479878 -0.04239523 0.00368753 -0.10671513 -0.15351343 -0.2794464
0.19137951]
[-0.25504821 -0.53242702 -0.34120239 0.02733625 -0.31840012 -0.23388353
-0.18897308 -0.23072197 -0.00302027 -0.26540792 -0.01182222 -0.34337231
0.10061327]
[-0.22562793 -0.29662306 -0.32219218 -0.06641396 -0.08816508 -0.15145741
-0.10009629 0.03370722 -0.20714672 -0.50803766 -0.22822469 -0.28818486
-0.02160862]
[-0.09212099 -0.01966202 -0.24461813 -1.05395948 -0.27734057 -0.25981565
0.10383846 -0.4926939 0.13693727 -0.20687508 -0.757589 -0.37825105
-1.31808825]]
Progress: 33.4% ... Training loss: 0.187 ... Validation loss: 0.318[[-0.24469467]
[ 0.24441425]
[-0.07623969]
[ 1.36250856]
[ 0.25869929]
[-0.03008492]
[-0.94956377]
[-0.8034392 ]
[-0.52714499]
[-0.82975307]
[ 1.29478002]
[ 3.03525449]
[-2.55212897]]
[[-0.5173412 -0.4907338 -0.59073155 0.05614592 -0.28855823 -0.59585483
0.11521091 -0.22024129 -0.27297674 -0.29406067 0.30049978 1.09694316
0.36968953]
[ 0.01436112 -0.13746905 0.04887736 -0.13966316 -0.04097825 0.05872026
-0.07927451 0.19648358 -0.14438802 -0.16819953 -0.15161554 -0.14134159
-0.12063092]
[-0.293418 0.13420922 -0.03871624 0.0204962 0.07343677 -0.13678894
-0.14335524 -0.19361457 0.26516859 -0.55943936 0.0857802 0.71525667
0.85641884]
[ 0.26994307 -0.24319729 -0.27616213 0.15123133 -0.26529523 0.01166718
0.62253296 -0.60889651 0.36292125 -0.17049689 -0.05568781 -0.34047625
-0.3733793 ]
[ 0.14617154 0.01186416 0.11620556 -0.1487397 -0.02316372 0.07479332
-0.19107467 -0.17497753 0.07279917 0.27935678 0.01970589 -0.06999015
-0.12252785]
[-0.4878657 -0.62011736 -0.60080204 -0.58575571 -0.59632856 -0.56511189
-0.41267029 -0.15259172 -0.48574617 -0.23383484 -0.60468495 -0.91656446
-0.71365331]
[-0.41453252 -0.59416138 -0.3285247 -0.45110255 -0.41860162 -0.56558359
-0.40609062 -0.4978558 -0.31275746 -0.10409906 -0.50041908 -0.53291543
-0.67121038]
[-0.34654143 -0.34573446 -0.48928112 -0.15697733 -0.32174265 -0.42755594
-0.26709921 -0.29075361 -0.27752585 -0.59648437 -0.32243099 -0.79821397
-0.64760534]
[-0.46642478 -0.33908212 -0.38676756 -0.28176965 -0.33138345 -0.21852345
-0.02837953 -0.47193506 -0.26182414 -0.46079013 -0.22427631 -0.26071416
-0.246425 ]
[-0.95950873 -0.95668083 -0.99280166 -0.74807902 -1.0477415 -0.99252337
-0.52867727 -0.57513782 -0.7380515 -0.58270083 -0.81751497 -0.62696864
-0.92714572]
[-0.51196763 -0.27094988 -0.47384126 -0.39791624 -0.34725348 -0.36506446
-0.62224198 -0.63454462 -0.66370456 -0.09361792 -0.57984761 -0.85132114
-0.70847645]
[-0.12293768 0.02714112 -0.34506554 -0.48091377 -0.10197374 -0.07585281
-0.22228395 -0.44678057 -0.19569303 0.03906027 -0.53144505 -1.18542956
-0.76234811]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.2557268 -0.12500601 0.16397224 -0.29968215 -0.13477523 0.11329495
-0.13315959 0.00992562 -0.08330359 0.0658094 -0.22617588 -0.47674685
-0.07338716]
[-0.09745701 -0.26369516 -0.18190431 -0.25531977 -0.47464169 -0.08769994
-0.10781162 -0.01664281 -0.08929305 -0.01830528 -0.22412275 -0.42398533
-0.26686078]
[-0.06280876 -0.03568106 -0.22571784 -0.26302088 0.10763879 -0.1608072
-0.20718019 0.14490071 -0.01731256 0.15822635 -0.21622704 -0.01692508
-0.08265899]
[ 0.03746744 -0.16645602 -0.14972244 -0.09967567 -0.12485424 -0.10723544
0.10603597 -0.14761419 -0.02398538 0.03308753 -0.04514278 -0.11042295
-0.03523798]
[-0.29472182 -0.13698522 -0.08103887 -0.13427502 -0.29706649 -0.27708573
-0.36044961 -0.00165859 -0.33334455 -0.22754455 0.14198832 -0.16195183
0.10065206]
[-0.23356581 -0.12272132 -0.09637653 -0.02677459 -0.08366489 -0.12115835
-0.08777801 -0.01512455 -0.14299283 -0.12237889 0.00639152 -0.21588539
-0.19179487]
[-0.18114054 -0.07297109 -0.23074424 -0.22421828 -0.15995194 -0.20673263
-0.37013976 -0.12254859 0.12247591 -0.25137724 -0.36479546 -0.38770901
-0.43532207]
[-0.37358777 -0.05553767 -0.15278986 -0.09931976 -0.04324386 -0.31427299
0.03009232 -0.08869631 -0.12404286 0.03968122 0.04796731 -0.26969561
-0.37157303]
[-0.15714858 -0.14173033 -0.05378504 -0.22774566 -0.12738268 -0.29566286
0.07171045 -0.15169726 -0.19049576 0.05619056 0.17987326 -0.01251222
-0.13563976]
[-0.12991341 -0.1698838 -0.11527204 -0.30815453 0.09398958 -0.01810913
-0.16683516 -0.18303076 0.11301964 -0.09082671 -0.13554043 -0.02967345
-0.30038377]
[-0.03807741 -0.03557987 -0.15017232 -0.12874291 -0.23080206 0.06307165
-0.03979667 -0.04269502 -0.22002297 -0.08989243 -0.14840552 -0.39461029
-0.21863609]
[-0.06855672 0.02158142 -0.12937213 -0.35008868 0.11898888 0.02015719
-0.1944482 -0.14923361 0.12844445 -0.05407352 -0.31723318 -0.30320194
-0.33538113]
[ 0.0677674 -0.30123268 -0.08790089 -0.46550884 -0.21591325 -0.09140343
0.03842369 0.07348858 -0.03641194 0.27351187 -0.54738863 -0.89198262
0.46952144]
[-0.22979505 -0.23828206 -0.13423587 -0.32510721 -0.29593203 -0.09490968
0.19740004 0.02922067 0.27419983 0.02355424 -0.43252259 -1.08308403
0.66741126]
[-0.02072711 -0.18199882 0.01885731 -0.33196664 -0.16741179 0.16399313
0.20578075 0.24901879 -0.03396183 0.22061219 -0.25587226 -1.1777609
0.78880695]
[-0.00673677 -0.0400737 -0.12769494 -0.14761022 -0.17618945 -0.04877022
0.31381535 0.16032409 0.25496926 0.3543692 -0.5149702 -1.12918931
0.82455213]
[-0.08886034 -0.27607871 0.05674057 -0.3566233 -0.14677723 0.11537679
0.3898986 0.14386638 -0.06600404 0.15504872 -0.5793277 -1.11430674
0.88450571]
[ 0.11604523 -0.08747475 0.01395191 -0.17437972 -0.08137689 -0.01967813
0.28578277 0.37809522 0.43026295 0.25512527 -0.57949599 -1.05623351
0.60878792]
[ 0.00283213 -0.14413245 0.02349682 0.01755252 -0.09747052 -0.28329573
0.13424877 0.38115991 0.03327963 0.13925642 -0.28243323 -0.90346293
0.23809967]
[ 0.1049028 0.08823434 0.01020561 0.24848518 -0.10131747 -0.05704261
-0.09438783 -0.1039141 -0.20759229 -0.09141038 -0.06619977 0.16545434
-0.54335005]
[ 0.05444476 -0.12215801 0.15077193 0.50749972 0.23580592 0.00990627
-0.35635542 -0.34449161 -0.0087165 -0.5545952 0.32584185 0.94611023
-0.91185818]
[ 0.02207069 0.07843912 -0.21475324 0.13002761 0.03617377 -0.00346679
-0.21374555 -0.36506368 -0.28530658 -0.27802675 -0.00363197 -0.11421978
-0.20645584]
[-0.07255186 -0.201604 0.05633615 0.01739429 -0.12454472 -0.13719314
-0.06892147 -0.07027614 0.01786503 -0.41617936 -0.35631367 -0.21756428
0.14290064]
[-0.00827842 -0.26084615 0.04867051 -0.38212846 -0.18623356 -0.23497671
-0.35116616 -0.03871722 -0.06827518 0.00925935 -0.24769546 0.26662608
0.16319395]
[ 0.15501775 0.06373496 -0.11102036 -0.37419823 -0.0516224 -0.10465831
-0.26410145 -0.05599245 -0.23127727 -0.27694653 -0.25436249 0.53577811
0.07961547]
[-0.18683452 -0.17446115 -0.11937815 -0.36176745 -0.04619486 0.0236054
-0.26504344 -0.29207084 -0.17163648 -0.11087077 -0.27849835 0.39989189
-0.00826336]
[-0.05356314 -0.1963071 -0.16957238 -0.37193515 -0.03985874 0.04013939
-0.1430689 -0.13119918 -0.27589418 -0.36512767 -0.09575037 0.27979016
0.08689225]
[ 0.09330203 0.09757083 -0.02087604 -0.29429925 -0.31273144 0.0039139
-0.24672933 -0.37211848 -0.35467334 -0.07417964 -0.1436474 0.3668542
0.03457138]
[-0.06019783 -0.01060678 -0.2849441 -0.08637826 0.06943573 0.15496324
-0.25348676 -0.19147401 -0.05819464 -0.04891587 0.16118031 0.75593386
-0.08853873]
[ 0.14449503 0.3236367 -0.19435595 0.77795218 0.10604935 0.00397419
-0.19331697 -0.36605188 -0.21848021 -0.30094054 0.7524907 0.90964314
-1.4048427 ]
[ 0.00427611 0.16030486 0.05831113 0.39736778 -0.01104981 -0.06370888
-0.26173011 -0.31499047 -0.27063561 -0.17949128 0.5784284 0.84880587
-1.35867016]
[-0.02306367 -0.14450116 -0.14689166 0.3279737 -0.18817641 0.23839861
-0.02024218 -0.15400704 -0.22410177 -0.33052154 0.20314828 0.52304114
-0.69898369]
[ 0.08553806 -0.38276071 -0.05071243 0.03504345 -0.11749472 0.19995011
0.08898029 0.17304648 -0.18808009 0.00614509 -0.05130501 0.3195276
-0.3996646 ]
[ 0.21229526 -0.29629856 -0.11848254 -0.0683255 -0.21785299 0.12279661
0.04305079 -0.12132082 -0.06208927 -0.03955003 -0.16047826 -0.20735473
-0.23070693]
[-0.13125367 -0.08171573 0.0385278 -0.25188129 -0.06079975 -0.14117692
0.05907996 0.00428735 -0.09400487 0.0311745 -0.33268834 -0.48444547
-0.11887252]
[-0.14328951 -0.13433943 -0.06927231 -0.28942736 -0.34446782 -0.28930539
0.1648334 0.14953299 0.00869922 0.12674995 -0.2827756 -0.88852641
0.03144349]
[-0.13206737 -0.24686069 -0.3054244 -0.99382157 -0.30055471 -0.20934674
-0.10707354 -0.04395387 0.03950152 -0.48426541 -0.77096205 -0.65846117
-1.41194589]
[-0.12369321 0.13244682 0.01339677 0.15197527 -0.20224521 -0.17686012
-0.15496541 0.01252224 -0.14206214 -0.13051175 -0.11859444 -0.40955326
0.11267729]
[-0.36463116 -0.1191032 -0.27308498 0.37373158 -0.20072269 -0.23287637
-0.1540236 -0.09485996 0.00414256 0.04570462 0.12026548 -0.34699531
0.27377962]
[-0.13460712 -0.04848871 -0.25485232 0.2509669 -0.22714786 -0.28014536
-0.40243181 -0.04181976 0.00496341 -0.10474131 -0.15637809 -0.28157663
0.1951431 ]
[-0.25491261 -0.53303082 -0.34106988 0.02379072 -0.31904645 -0.23385286
-0.18799532 -0.22761451 -0.00158857 -0.26408273 -0.01670375 -0.35841171
0.11379279]
[-0.22561008 -0.29650077 -0.32222117 -0.06613453 -0.08801022 -0.15146022
-0.09970657 0.03346368 -0.20717188 -0.50816378 -0.22739834 -0.28703402
-0.02257393]
[-0.09228821 -0.01920216 -0.24479496 -1.05560108 -0.27688376 -0.25982518
0.10335508 -0.49521909 0.13639234 -0.21050379 -0.75621583 -0.36767482
-1.32917082]]
Progress: 33.5% ... Training loss: 0.182 ... Validation loss: 0.318[[-0.25234691]
[ 0.23897385]
[-0.07673206]
[ 1.35400658]
[ 0.25541173]
[-0.03440022]
[-0.96557005]
[-0.80429796]
[-0.53634011]
[-0.83168816]
[ 1.28628616]
[ 3.03248525]
[-2.55064828]]
[[ -5.16756567e-01 -4.90953638e-01 -5.90709491e-01 5.32264717e-02
-2.88596848e-01 -5.95829078e-01 1.18427996e-01 -2.20709923e-01
-2.72004568e-01 -2.92912103e-01 2.98327508e-01 1.09263948e+00
3.65386460e-01]
[ 1.37832304e-02 -1.36703118e-01 4.86748973e-02 -1.35180728e-01
-4.02778057e-02 5.86381481e-02 -8.14512952e-02 1.93530830e-01
-1.45903672e-01 -1.69993315e-01 -1.48417072e-01 -1.34175476e-01
-1.29756434e-01]
[ -2.93823984e-01 1.34766816e-01 -3.88526529e-02 2.21739380e-02
7.41264399e-02 -1.36852357e-01 -1.44317761e-01 -1.96389646e-01
2.64361829e-01 -5.61389548e-01 8.52546081e-02 7.13403825e-01
8.50705175e-01]
[ 2.72122746e-01 -2.45671183e-01 -2.75646456e-01 1.35774772e-01
-2.67565258e-01 1.18941363e-02 6.33811197e-01 -6.02343211e-01
3.68640032e-01 -1.62812437e-01 -7.10690330e-02 -3.73989269e-01
-3.55060493e-01]
[ 1.44698709e-01 1.32130172e-02 1.15809297e-01 -1.40099454e-01
-2.20376636e-02 7.46653756e-02 -1.99486830e-01 -1.79793351e-01
6.85232362e-02 2.71911654e-01 2.74858255e-02 -5.34431668e-02
-1.31713880e-01]
[ -4.87432809e-01 -6.20441108e-01 -6.00752124e-01 -5.88194591e-01
-5.96615784e-01 -5.65078680e-01 -4.10673362e-01 -1.51548534e-01
-4.84991527e-01 -2.32200226e-01 -6.06443665e-01 -9.20462554e-01
-7.14576180e-01]
[ -4.14746041e-01 -5.94163825e-01 -3.28617924e-01 -4.50760435e-01
-4.18515413e-01 -5.65592394e-01 -4.06494756e-01 -4.99060250e-01
-3.13048407e-01 -1.05096288e-01 -5.00661498e-01 -5.30323125e-01
-6.71524438e-01]
[ -3.45801530e-01 -3.46085939e-01 -4.89209800e-01 -1.60344974e-01
-3.22119185e-01 -4.27523394e-01 -2.60831342e-01 -2.89682855e-01
-2.74867373e-01 -5.94762804e-01 -3.27280057e-01 -8.12256093e-01
-6.49814290e-01]
[ -4.66127773e-01 -3.39381589e-01 -3.86727175e-01 -2.83610823e-01
-3.31532056e-01 -2.18482487e-01 -2.75546521e-02 -4.71290455e-01
-2.61999341e-01 -4.60818932e-01 -2.24995604e-01 -2.61485330e-01
-2.48818477e-01]
[ -9.59136822e-01 -9.57199157e-01 -9.92775499e-01 -7.52799755e-01
-1.04825747e+00 -9.92477384e-01 -5.23693579e-01 -5.72320901e-01
-7.36461123e-01 -5.83632428e-01 -8.20830580e-01 -6.33964910e-01
-9.26151832e-01]
[ -5.12366801e-01 -2.70165907e-01 -4.74039995e-01 -3.94631746e-01
-3.46341729e-01 -3.65144671e-01 -6.24052758e-01 -6.37006862e-01
-6.65359156e-01 -9.37479381e-02 -5.77442981e-01 -8.45426020e-01
-7.17973352e-01]
[ -1.21654125e-01 2.58983250e-02 -3.44824561e-01 -4.86783103e-01
-1.03095682e-01 -7.57206708e-02 -2.16771326e-01 -4.45581140e-01
-1.92681839e-01 4.24520483e-02 -5.38103554e-01 -1.20044748e+00
-7.59684449e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55670359e-01 -1.25023414e-01 1.63948419e-01 -3.00213048e-01
-1.34736878e-01 1.13294465e-01 -1.32595218e-01 9.56912873e-03
-8.31903365e-02 6.57489368e-02 -2.26252414e-01 -4.77068319e-01
-7.39865112e-02]
[ -9.73312171e-02 -2.63775745e-01 -1.81906603e-01 -2.56258467e-01
-4.74655671e-01 -8.76951754e-02 -1.07206267e-01 -1.70731975e-02
-8.90387536e-02 -1.81038006e-02 -2.24784998e-01 -4.24422465e-01
-2.68204671e-01]
[ -6.26400150e-02 -3.58368397e-02 -2.25666400e-01 -2.63695858e-01
1.07398925e-01 -1.60786625e-01 -2.06739323e-01 1.46282475e-01
-1.70608861e-02 1.59297801e-01 -2.17087686e-01 -1.98457540e-02
-8.16651693e-02]
[ 3.74188945e-02 -1.66469266e-01 -1.49769796e-01 -1.00691403e-01
-1.25046998e-01 -1.07224602e-01 1.06330193e-01 -1.48129480e-01
-2.39481375e-02 3.24909060e-02 -4.60916794e-02 -1.09238982e-01
-3.50588920e-02]
[ -2.94608432e-01 -1.37229778e-01 -8.09642919e-02 -1.35467137e-01
-2.97164958e-01 -2.77072774e-01 -3.60173258e-01 -8.59896688e-04
-3.32783744e-01 -2.26337826e-01 1.40144100e-01 -1.67464165e-01
1.03890137e-01]
[ -2.33847901e-01 -1.22475038e-01 -9.64946054e-02 -2.39933374e-02
-8.32893844e-02 -1.21191513e-01 -8.88561054e-02 -1.66125124e-02
-1.43943419e-01 -1.23936386e-01 9.08665534e-03 -2.09178297e-01
-1.95946372e-01]
[ -1.81602498e-01 -7.22717432e-02 -2.30905763e-01 -2.19558846e-01
-1.59302629e-01 -2.06800668e-01 -3.71722236e-01 -1.24535535e-01
1.21146331e-01 -2.52335596e-01 -3.61816118e-01 -3.81079986e-01
-4.44118988e-01]
[ -3.73345697e-01 -5.58414801e-02 -1.52720098e-01 -1.00733947e-01
-4.35343448e-02 -3.14248029e-01 3.24303790e-02 -8.76082188e-02
-1.22858313e-01 4.05388749e-02 4.63514574e-02 -2.75735319e-01
-3.68324262e-01]
[ -1.56241142e-01 -1.42509348e-01 -5.36161681e-02 -2.34581272e-01
-1.28108113e-01 -2.95589747e-01 7.71472912e-02 -1.49587751e-01
-1.87798977e-01 5.79781667e-02 1.73385179e-01 -2.86066334e-02
-1.31381284e-01]
[ -1.29583100e-01 -1.70108992e-01 -1.15250067e-01 -3.10617310e-01
9.38547716e-02 -1.80707690e-02 -1.66057126e-01 -1.82975783e-01
1.12985386e-01 -9.09977843e-02 -1.36279074e-01 -2.78477995e-02
-3.03480114e-01]
[ -3.80183128e-02 -3.56479125e-02 -1.50150007e-01 -1.28329792e-01
-2.30839894e-01 6.30796407e-02 -3.94553380e-02 -4.21597234e-02
-2.19942831e-01 -8.95696695e-02 -1.48284908e-01 -3.95455148e-01
-2.18745292e-01]
[ -6.85111336e-02 2.15462748e-02 -1.29359605e-01 -3.50183068e-01
1.18933187e-01 2.01632305e-02 -1.94177535e-01 -1.48870757e-01
1.28527105e-01 -5.38470043e-02 -3.17362654e-01 -3.03496141e-01
-3.35041504e-01]
[ 6.76666300e-02 -3.01190408e-01 -8.79159282e-02 -4.65338444e-01
-2.15873654e-01 -9.14112628e-02 3.80110951e-02 7.34188868e-02
-3.66970710e-02 2.73170266e-01 -5.47174298e-01 -8.91683690e-01
4.69184995e-01]
[ -2.29706848e-01 -2.38334238e-01 -1.34218603e-01 -3.25713477e-01
-2.95985061e-01 -9.49003939e-02 1.97988895e-01 2.96481243e-02
2.74435950e-01 2.40447631e-02 -4.32894221e-01 -1.08335765e+00
6.68328923e-01]
[ -2.07276308e-02 -1.81995774e-01 1.88564978e-02 -3.31953319e-01
-1.67410379e-01 1.63992941e-01 2.05791462e-01 2.49045148e-01
-3.39717834e-02 2.20661692e-01 -2.55840233e-01 -1.17784123e+00
7.88780676e-01]
[ -6.90040379e-03 -3.99495442e-02 -1.27736340e-01 -1.46778960e-01
-1.76082130e-01 -4.87877124e-02 3.13160048e-01 1.59873084e-01
2.54561180e-01 3.53695575e-01 -5.14370531e-01 -1.12880013e+00
8.22915633e-01]
[ -8.88422157e-02 -2.76106404e-01 5.67367871e-02 -3.56672420e-01
-1.46800178e-01 1.15378169e-01 3.90102596e-01 1.43859546e-01
-6.58218589e-02 1.54847442e-01 -5.79290791e-01 -1.11439034e+00
8.84423471e-01]
[ 1.15837523e-01 -8.73590367e-02 1.39172602e-02 -1.73234134e-01
-8.12234298e-02 -1.97035104e-02 2.84890613e-01 3.77451717e-01
4.29787921e-01 2.54352262e-01 -5.78833307e-01 -1.05594020e+00
6.06831793e-01]
[ 2.96120299e-03 -1.44214822e-01 2.35087398e-02 1.74656308e-02
-9.75362649e-02 -2.83290414e-01 1.35446293e-01 3.81465137e-01
3.38678678e-02 1.39720762e-01 -2.82721893e-01 -9.04796182e-01
2.37080386e-01]
[ 1.04963127e-01 8.81828200e-02 1.02230687e-02 2.48959188e-01
-1.01326917e-01 -5.70336636e-02 -9.40209668e-02 -1.03462921e-01
-2.07607867e-01 -9.11162723e-02 -6.58905723e-02 1.66154383e-01
-5.43917956e-01]
[ 5.47040358e-02 -1.22338926e-01 1.50806553e-01 5.07322691e-01
2.35554651e-01 9.92309168e-03 -3.54493823e-01 -3.42913909e-01
-8.09190274e-03 -5.54204865e-01 3.24933512e-01 9.40803730e-01
-9.13485830e-01]
[ 2.20780289e-02 7.83559087e-02 -2.14742303e-01 1.30031617e-01
3.61246786e-02 -3.46338762e-03 -2.13612884e-01 -3.64989970e-01
-2.85202816e-01 -2.78156752e-01 -3.57772950e-03 -1.14229851e-01
-2.06646603e-01]
[ -7.25553951e-02 -2.01641407e-01 5.63432151e-02 1.70683581e-02
-1.24567460e-01 -1.37192054e-01 -6.88613133e-02 -7.01933881e-02
1.79285944e-02 -4.16239622e-01 -3.56540050e-01 -2.18007365e-01
1.43681924e-01]
[ -8.47076602e-03 -2.60632801e-01 4.86054964e-02 -3.82044543e-01
-1.85970703e-01 -2.35001714e-01 -3.52592434e-01 -3.93583887e-02
-6.91382810e-02 8.40713445e-03 -2.46781536e-01 2.71583673e-01
1.61739357e-01]
[ 1.55113304e-01 6.36108897e-02 -1.10991766e-01 -3.74913719e-01
-5.17522205e-02 -1.04646013e-01 -2.63624462e-01 -5.55681505e-02
-2.31044614e-01 -2.76623555e-01 -2.55026898e-01 5.34362189e-01
8.09192493e-02]
[ -1.86828011e-01 -1.74437295e-01 -1.19376927e-01 -3.62803116e-01
-4.62077347e-02 2.36065432e-02 -2.64852316e-01 -2.91994462e-01
-1.71472866e-01 -1.10659017e-01 -2.79131045e-01 3.98471698e-01
-6.57589201e-03]
[ -5.37328877e-02 -1.96185189e-01 -1.69618656e-01 -3.71647827e-01
-3.97409379e-02 4.01202791e-02 -1.44030127e-01 -1.31814952e-01
-2.76176259e-01 -3.65610845e-01 -9.52192895e-02 2.83090340e-01
8.68751391e-02]
[ 9.32068229e-02 9.75578102e-02 -2.09448819e-02 -2.97114551e-01
-3.12729530e-01 3.91291610e-03 -2.45910152e-01 -3.72471364e-01
-3.54835052e-01 -7.52179488e-02 -1.44896209e-01 3.68810806e-01
3.84392180e-02]
[ -5.99916298e-02 -1.07174614e-02 -2.84913314e-01 -8.83849269e-02
6.93932262e-02 1.54974830e-01 -2.52535818e-01 -1.91034551e-01
-5.77089492e-02 -4.84919198e-02 1.60169465e-01 7.53377081e-01
-8.62303226e-02]
[ 1.45303547e-01 3.23029336e-01 -1.94238771e-01 7.74503125e-01
1.05526524e-01 4.05614493e-03 -1.90161331e-01 -3.65429640e-01
-2.16852035e-01 -2.98899023e-01 7.49068206e-01 9.01491912e-01
-1.40556964e+00]
[ 4.48076134e-03 1.60051905e-01 5.83601789e-02 3.95859028e-01
-1.12847519e-02 -6.36914347e-02 -2.60793938e-01 -3.14492403e-01
-2.70022276e-01 -1.79198308e-01 5.76879990e-01 8.45694507e-01
-1.35716192e+00]
[ -2.24508213e-02 -1.45147653e-01 -1.46721426e-01 3.25587340e-01
-1.88812387e-01 2.38477544e-01 -1.74822882e-02 -1.52592428e-01
-2.22440756e-01 -3.27997348e-01 1.99432837e-01 5.10964728e-01
-6.96778335e-01]
[ 8.53942091e-02 -3.82653013e-01 -5.07434695e-02 3.59649204e-02
-1.17384464e-01 1.99932971e-01 8.83887996e-02 1.72515695e-01
-1.88348917e-01 5.59905916e-03 -5.06068148e-02 3.20646074e-01
-4.00579074e-01]
[ 2.11892303e-01 -2.95622482e-01 -1.18642645e-01 -6.38671365e-02
-2.17199902e-01 1.22740251e-01 4.16278587e-02 -1.23484567e-01
-6.34125276e-02 -4.05648138e-02 -1.57714546e-01 -2.00392765e-01
-2.39973288e-01]
[ -1.31116216e-01 -8.17667288e-02 3.85401044e-02 -2.51697960e-01
-6.08481468e-02 -1.41167076e-01 5.97547770e-02 4.49638277e-03
-9.38817798e-02 3.15741777e-02 -3.32387146e-01 -4.83222403e-01
-1.20718266e-01]
[ -1.43187014e-01 -1.34423763e-01 -6.92455795e-02 -2.90143392e-01
-3.44540075e-01 -2.89297420e-01 1.65493786e-01 1.49934017e-01
9.03288791e-03 1.27288557e-01 -2.83424139e-01 -8.89582479e-01
3.26925162e-02]
[ -1.31228225e-01 -2.47555231e-01 -3.05244905e-01 -9.99354318e-01
-3.01404277e-01 -2.09264256e-01 -1.02009632e-01 -4.08361810e-02
4.22090751e-02 -4.82125893e-01 -7.76682497e-01 -6.71576011e-01
-1.41160524e+00]
[ -1.24178436e-01 1.32971980e-01 1.32558176e-02 1.55568527e-01
-2.01742270e-01 -1.76924071e-01 -1.56810121e-01 9.91392011e-03
-1.43216802e-01 -1.31730037e-01 -1.16614339e-01 -4.06548337e-01
1.07259465e-01]
[ -3.64837188e-01 -1.18936349e-01 -2.73136000e-01 3.74437707e-01
-2.00628325e-01 -2.32898669e-01 -1.54389309e-01 -9.45891109e-02
3.78836086e-03 4.53196187e-02 1.20488878e-01 -3.49125490e-01
2.75953632e-01]
[ -1.33093477e-01 -4.99349540e-02 -2.54596810e-01 2.40679081e-01
-2.28366518e-01 -2.79993310e-01 -3.94617364e-01 -3.91116425e-02
8.76065601e-03 -1.00527005e-01 -1.65409265e-01 -2.98583757e-01
2.05549422e-01]
[ -2.55266872e-01 -5.32852110e-01 -3.41152252e-01 2.69319588e-02
-3.18731868e-01 -2.33886046e-01 -1.89881904e-01 -2.28876297e-01
-2.69769127e-03 -2.65737194e-01 -1.42491525e-02 -3.54302491e-01
1.09646034e-01]
[ -2.25800067e-01 -2.96112006e-01 -3.22310939e-01 -6.34878748e-02
-8.75789447e-02 -1.51493083e-01 -1.00659850e-01 3.20569619e-02
-2.07780537e-01 -5.08929928e-01 -2.24980505e-01 -2.82333228e-01
-2.69551923e-02]
[ -9.21492070e-02 -1.92980137e-02 -2.44797452e-01 -1.05717338e+00
-2.76884863e-01 -2.59809518e-01 1.04212545e-01 -4.94484821e-01
1.36061139e-01 -2.10503547e-01 -7.56109619e-01 -3.63356667e-01
-1.33398531e+00]]
Progress: 33.5% ... Training loss: 0.183 ... Validation loss: 0.321[[-0.23787451]
[ 0.24689483]
[-0.06902221]
[ 1.37470508]
[ 0.26551652]
[-0.02234281]
[-0.9365217 ]
[-0.7986349 ]
[-0.51776336]
[-0.81803417]
[ 1.29918513]
[ 3.03262996]
[-2.54746856]]
[[-0.51845794 -0.49036401 -0.59095212 0.06441194 -0.28752716 -0.59599984
0.11092407 -0.22344233 -0.27502084 -0.2989853 0.30724091 1.10612623
0.36643073]
[ 0.01346379 -0.1360528 0.04851832 -0.1316235 -0.03967275 0.05857345
-0.08314384 0.19149467 -0.1472546 -0.17081758 -0.14625749 -0.12734155
-0.13800602]
[-0.29278733 0.13392635 -0.03864721 0.01047144 0.07305718 -0.13676343
-0.13713057 -0.1907389 0.26915205 -0.55741021 0.07358192 0.68189742
0.85799829]
[ 0.26793038 -0.24248168 -0.27647056 0.16373034 -0.26387057 0.01141067
0.61187537 -0.61538947 0.35657202 -0.17762262 -0.04842882 -0.32768556
-0.38729412]
[ 0.1469659 0.01055689 0.11646163 -0.15935135 -0.02479165 0.07498189
-0.18800298 -0.16998942 0.07607014 0.27785065 0.01449878 -0.08347978
-0.09940717]
[-0.48901252 -0.62007565 -0.60092206 -0.57787795 -0.59574638 -0.56522094
-0.42162102 -0.15477491 -0.48943484 -0.23747301 -0.59903548 -0.90623752
-0.71862913]
[-0.41553848 -0.59320594 -0.32885185 -0.44514059 -0.41761436 -0.56570178
-0.40875808 -0.50022072 -0.31482045 -0.10699471 -0.49579558 -0.52295117
-0.67500029]
[-0.34577796 -0.34635586 -0.48918931 -0.16266642 -0.32229627 -0.42754154
-0.26015637 -0.28853749 -0.27361324 -0.59518171 -0.33087017 -0.82654666
-0.64972047]
[-0.46654827 -0.33897991 -0.38683912 -0.28088439 -0.33112268 -0.21854058
-0.03008089 -0.47300064 -0.26345976 -0.46248045 -0.22263658 -0.25689927
-0.25296197]
[-0.95897916 -0.95848398 -0.99257492 -0.75395147 -1.04936974 -0.99243576
-0.52410934 -0.56844015 -0.73472465 -0.5832145 -0.82362906 -0.65188528
-0.9165792 ]
[-0.51443575 -0.26807696 -0.47456127 -0.38008874 -0.34402832 -0.36540395
-0.63523122 -0.64378186 -0.67136639 -0.10074456 -0.56655006 -0.82068437
-0.73533852]
[-0.12251191 0.0265493 -0.34499919 -0.48383292 -0.10229408 -0.07583088
-0.22023936 -0.44763855 -0.19483271 0.03977911 -0.53515498 -1.19537628
-0.76347038]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.25649669 -0.12469586 0.16378728 -0.29386138 -0.13419736 0.11319264
-0.13749419 0.00742934 -0.08503185 0.06206573 -0.22110136 -0.4696453
-0.07592823]
[-0.09717398 -0.26387702 -0.18187106 -0.25671497 -0.47473231 -0.08767418
-0.10669939 -0.01663199 -0.08884613 -0.01776345 -0.2250341 -0.42430029
-0.26838523]
[-0.06359463 -0.03572626 -0.22570808 -0.25903839 0.10781126 -0.16085317
-0.21356129 0.14463373 -0.01993612 0.15735867 -0.21453491 -0.01342274
-0.08271429]
[ 0.03716273 -0.16623331 -0.14984776 -0.09891957 -0.12475883 -0.10725486
0.10539274 -0.1490668 -0.02455028 0.03126998 -0.04455149 -0.10643282
-0.03707319]
[-0.29483311 -0.13681752 -0.08105133 -0.13159559 -0.29686336 -0.27709655
-0.36104801 -0.00172903 -0.33334856 -0.22697363 0.14295778 -0.1630089
0.10018868]
[-0.23416533 -0.12225863 -0.09655715 -0.02459397 -0.08306379 -0.12124554
-0.08836471 -0.01548508 -0.14409714 -0.12411882 0.00858983 -0.2140921
-0.19172975]
[-0.18169094 -0.0723515 -0.23091916 -0.21940674 -0.15923924 -0.20682732
-0.37274043 -0.12450165 0.12133314 -0.25258142 -0.36283578 -0.38405033
-0.44537994]
[-0.37319169 -0.05598078 -0.15268048 -0.10252161 -0.04374327 -0.3142315
0.03349628 -0.0869047 -0.12207532 0.04052434 0.04486127 -0.28109617
-0.36816566]
[-0.15663693 -0.14214062 -0.05371191 -0.23196455 -0.1277199 -0.2956434
0.0748219 -0.15078468 -0.18915257 0.0566915 0.17527776 -0.02604877
-0.13808415]
[-0.12964975 -0.17000586 -0.11528657 -0.31027452 0.09399153 -0.01808499
-0.16647877 -0.1835025 0.11267801 -0.09145387 -0.13564412 -0.02610406
-0.30285985]
[-0.03804584 -0.03563358 -0.15015402 -0.12825127 -0.23082971 0.06307653
-0.03959837 -0.04223993 -0.22001096 -0.08965096 -0.1482241 -0.39541602
-0.21878 ]
[-0.06843384 0.02153275 -0.12935006 -0.35083944 0.11885575 0.0201719
-0.19386256 -0.14872962 0.12870957 -0.05369308 -0.31770991 -0.30392904
-0.33472979]
[ 0.06749934 -0.30111219 -0.08794035 -0.46546583 -0.21578789 -0.09143293
0.03747839 0.07345938 -0.03703224 0.27281599 -0.54714191 -0.89219367
0.46998271]
[-0.23008475 -0.23795083 -0.13431554 -0.32295282 -0.29563002 -0.09495082
0.19543012 0.028373 0.27299224 0.02297035 -0.43101127 -1.08183472
0.66197106]
[-0.02093208 -0.18189521 0.01882801 -0.33132859 -0.16728419 0.16396846
0.20505757 0.24859061 -0.03438868 0.21999787 -0.25545293 -1.17775441
0.78814769]
[-0.00686347 -0.03997834 -0.12772896 -0.14712729 -0.17611388 -0.04878408
0.31348045 0.16004795 0.25471014 0.35387725 -0.51462502 -1.12933625
0.82371877]
[-0.08882626 -0.27610135 0.05673767 -0.35656268 -0.14679724 0.11537575
0.39046803 0.143836 -0.06574936 0.15504155 -0.5794181 -1.11540415
0.88448706]
[ 0.11569457 -0.08725023 0.01388381 -0.17186235 -0.08111566 -0.01972216
0.28428699 0.37699308 0.42946132 0.2537382 -0.57793761 -1.0549966
0.60399011]
[ 0.00309181 -0.14431027 0.02354327 0.01692617 -0.09765681 -0.28328027
0.13684769 0.38226098 0.03436668 0.14047911 -0.28328553 -0.90696838
0.23736038]
[ 0.1050416 0.08813202 0.0102573 0.24913302 -0.10139561 -0.05701844
-0.09425228 -0.10314737 -0.20780635 -0.09061183 -0.06592813 0.16720849
-0.54457487]
[ 0.05371607 -0.12201408 0.15063779 0.51630886 0.23623068 0.00981683
-0.36020776 -0.34532893 -0.01013737 -0.55871364 0.33205836 0.95337875
-0.91771958]
[ 0.02214831 0.07824757 -0.21471976 0.12935251 0.03601913 -0.00345356
-0.21322588 -0.36468602 -0.28495496 -0.27782642 -0.0041421 -0.11577674
-0.20564674]
[-0.07322662 -0.2015349 0.05630952 0.0171118 -0.12431555 -0.13724457
-0.07257091 -0.07094788 0.01692799 -0.41816692 -0.35666513 -0.22065315
0.14781589]
[-0.00865805 -0.26045333 0.0485569 -0.38194905 -0.18579203 -0.23502117
-0.35342527 -0.03973863 -0.06959477 0.0075533 -0.24634068 0.27367839
0.16189331]
[ 0.15515973 0.06354152 -0.11097749 -0.37540675 -0.05183329 -0.10464055
-0.26322444 -0.05524048 -0.23086584 -0.2765113 -0.25562915 0.53296023
0.0824242 ]
[-0.1871188 -0.17382156 -0.11951883 -0.35986693 -0.04560351 0.0235452
-0.26601926 -0.29394398 -0.17254773 -0.11141735 -0.277299 0.40540243
-0.01324837]
[-0.05387728 -0.19592311 -0.16968323 -0.37129384 -0.03946104 0.0400909
-0.14510839 -0.13286392 -0.27686283 -0.36604473 -0.09410733 0.28816307
0.0851161 ]
[ 0.09344711 0.09712346 -0.02085744 -0.29937464 -0.31306157 0.00394903
-0.24505386 -0.37148864 -0.35384892 -0.07461286 -0.14681792 0.36270727
0.0442383 ]
[-0.06019274 -0.01065342 -0.28491706 -0.08866536 0.06946758 0.1549547
-0.25362728 -0.19033135 -0.05824657 -0.04823129 0.15988803 0.7516063
-0.08424853]
[ 0.14532389 0.32293217 -0.19425675 0.77488675 0.1053883 0.00406335
-0.18992381 -0.36489942 -0.21633917 -0.29944138 0.74912642 0.90122461
-1.40501258]
[ 0.00444747 0.16005833 0.05835869 0.39678796 -0.01125663 -0.06370039
-0.2615039 -0.31432056 -0.27021415 -0.17929867 0.57753566 0.84672945
-1.3579545 ]
[-0.02246822 -0.14514414 -0.14672993 0.32596996 -0.18879767 0.23847524
-0.01746257 -0.1526806 -0.22247162 -0.32828455 0.19989497 0.5119818
-0.69727302]
[ 0.08567065 -0.38282592 -0.05066443 0.03561995 -0.11754241 0.19996924
0.08956161 0.17329061 -0.18796049 0.0068489 -0.05113852 0.31820019
-0.40146388]
[ 0.21191334 -0.29571569 -0.11863963 -0.06374305 -0.21731272 0.12274415
0.04242071 -0.12294595 -0.06300325 -0.04039965 -0.15833841 -0.20473424
-0.23904693]
[-0.13125047 -0.08155519 0.03848512 -0.25044921 -0.0606326 -0.1411867
0.05867366 0.00357447 -0.09453598 0.03090443 -0.33139833 -0.48036286
-0.12322075]
[-0.14333256 -0.13426849 -0.06929671 -0.28925315 -0.34438989 -0.28931547
0.16452251 0.14909263 0.00856707 0.1264634 -0.28262058 -0.88812652
0.03094182]
[-0.13225908 -0.24708329 -0.30538165 -0.99865314 -0.30075387 -0.20938886
-0.10586488 -0.04240368 0.04062791 -0.48577624 -0.77615188 -0.67291124
-1.41375028]
[-0.12461933 0.13391324 0.01302678 0.16131773 -0.20094829 -0.1769992
-0.15874612 0.00748185 -0.14487971 -0.13303502 -0.11237036 -0.39557829
0.09776741]
[-0.36527059 -0.11867362 -0.27323138 0.37812569 -0.20024031 -0.23296158
-0.15719292 -0.09528039 0.00265277 0.04330632 0.12358501 -0.34554674
0.27531512]
[-0.13323984 -0.05011981 -0.25455841 0.24060198 -0.22848631 -0.27999945
-0.39561192 -0.03815847 0.00890694 -0.10042889 -0.16628103 -0.30636893
0.20893637]
[-0.25612876 -0.53262467 -0.34128575 0.03585272 -0.31817575 -0.23396922
-0.19694371 -0.23221637 -0.00567555 -0.26919641 -0.00689754 -0.33737281
0.10251012]
[-0.22582608 -0.29633591 -0.32227155 -0.06473468 -0.08777601 -0.15148801
-0.10085298 0.0330748 -0.20753653 -0.50877808 -0.22674433 -0.28749931
-0.02418832]
[-0.09197885 -0.01933752 -0.24477589 -1.05856714 -0.27695377 -0.25979051
0.10599464 -0.49337658 0.13660673 -0.20957729 -0.75765335 -0.36865617
-1.33230609]]
Progress: 33.5% ... Training loss: 0.184 ... Validation loss: 0.323[[-0.25034836]
[ 0.24661356]
[-0.07140685]
[ 1.36507723]
[ 0.26160676]
[-0.02974941]
[-0.95931324]
[-0.79600501]
[-0.53468266]
[-0.82949283]
[ 1.28943861]
[ 3.02269305]
[-2.54891282]]
[[-0.51670834 -0.49221691 -0.59045687 0.05193835 -0.28977846 -0.59585737
0.12089208 -0.21567945 -0.26949784 -0.28981071 0.29365621 1.06271839
0.38309397]
[ 0.01348651 -0.13578663 0.04848407 -0.13048492 -0.039422 0.05856622
-0.08317607 0.1902367 -0.14761638 -0.17089671 -0.14540658 -0.12229169
-0.14228186]
[-0.29366746 0.13571935 -0.03898731 0.01871031 0.07474237 -0.13687507
-0.14117687 -0.20240515 0.26659782 -0.56364573 0.08105828 0.71140884
0.83939579]
[ 0.27172629 -0.24773073 -0.27541747 0.14095217 -0.26893721 0.01179537
0.62871744 -0.60554264 0.36780471 -0.16854187 -0.06968166 -0.37170772
-0.34627422]
[ 0.14855088 0.00753297 0.11699986 -0.17928569 -0.02847264 0.07515181
-0.17785114 -0.15789757 0.08264787 0.2835999 -0.00514844 -0.14416421
-0.0690966 ]
[-0.48844422 -0.62030203 -0.60083629 -0.58151001 -0.59614016 -0.56518489
-0.4180513 -0.15068863 -0.48825534 -0.23349597 -0.60274124 -0.91925012
-0.71907758]
[-0.41487241 -0.59378778 -0.32868421 -0.45105472 -0.41829021 -0.56565511
-0.4049529 -0.49810578 -0.31290715 -0.10309382 -0.50121481 -0.53717991
-0.66415256]
[-0.3456947 -0.34537496 -0.48934073 -0.16081032 -0.32169976 -0.42756673
-0.25910841 -0.29327282 -0.2735856 -0.59656618 -0.32869579 -0.81685995
-0.66648469]
[-0.46573582 -0.33966472 -0.38672682 -0.28632528 -0.33180203 -0.21846863
-0.02619604 -0.47213637 -0.26154398 -0.46028884 -0.22684667 -0.26314334
-0.24840943]
[-0.9581405 -0.9580292 -0.99251696 -0.75803575 -1.04951908 -0.99239996
-0.5186217 -0.56731805 -0.73342505 -0.57794595 -0.82706234 -0.65584479
-0.92035734]
[-0.51364158 -0.26873771 -0.47439903 -0.38522072 -0.34475764 -0.36534162
-0.63158926 -0.64274534 -0.66914132 -0.09787701 -0.57102653 -0.83207786
-0.7321137 ]
[-0.12201467 0.02624316 -0.34500509 -0.48774765 -0.10256789 -0.07579956
-0.21706124 -0.44746702 -0.19332117 0.04032808 -0.53840593 -1.20382198
-0.76472948]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.25622332 -0.12490317 0.16386383 -0.29538175 -0.1344684 0.11321906
-0.13588906 0.00901867 -0.08446179 0.06363746 -0.22269456 -0.47366175
-0.07422242]
[-0.09707949 -0.26398899 -0.18184795 -0.25769161 -0.47484281 -0.08766341
-0.10603662 -0.01592129 -0.0886646 -0.0170898 -0.22599482 -0.42556235
-0.26704393]
[-0.06344842 -0.03565005 -0.22571266 -0.26009383 0.10777607 -0.16085929
-0.21259206 0.14634226 -0.01948198 0.15922351 -0.21593448 -0.02358675
-0.08458621]
[ 0.03755541 -0.16644552 -0.14978093 -0.10107753 -0.12506321 -0.10722483
0.10719967 -0.14805537 -0.02372115 0.03304568 -0.04633634 -0.10967947
-0.0345513 ]
[-0.29471292 -0.13691386 -0.08102362 -0.13327817 -0.29694311 -0.27709195
-0.36026257 -0.00177369 -0.33288795 -0.2263361 0.14129121 -0.16701782
0.10376177]
[-0.23420319 -0.12223252 -0.09656032 -0.02676379 -0.0831447 -0.12125118
-0.08784912 -0.01549554 -0.14399497 -0.12364197 0.00695951 -0.21485358
-0.18860551]
[-0.18194031 -0.07143314 -0.23106298 -0.21564897 -0.15837295 -0.20686576
-0.37403376 -0.12803754 0.11969232 -0.25321581 -0.35915339 -0.37135133
-0.45580091]
[-0.37235385 -0.05655479 -0.15254298 -0.10491858 -0.04450635 -0.31418282
0.03823716 -0.08635502 -0.1191412 0.04180819 0.04192704 -0.29167602
-0.37324693]
[-0.15704855 -0.14169029 -0.05383087 -0.2311875 -0.12725749 -0.29566713
0.07284572 -0.15235175 -0.1902523 0.05471702 0.17737012 -0.01998512
-0.13929079]
[-0.12901893 -0.17059808 -0.11519078 -0.31448402 0.09337425 -0.0180303
-0.16356872 -0.18281805 0.11424436 -0.08981199 -0.13952173 -0.0335628
-0.2992949 ]
[-0.03799976 -0.03566355 -0.15014699 -0.12843315 -0.23085632 0.06308061
-0.03932934 -0.04209338 -0.2198938 -0.08953291 -0.14834197 -0.39555295
-0.2187173 ]
[-0.0681466 0.02137365 -0.12929976 -0.35215411 0.11866331 0.02019602
-0.19255036 -0.14764205 0.12927108 -0.05244323 -0.31868042 -0.30485528
-0.33385538]
[ 0.06744068 -0.3010827 -0.08794401 -0.46594079 -0.21577247 -0.09143668
0.03752933 0.07362549 -0.03702958 0.27283817 -0.54743645 -0.8932691
0.47129866]
[-0.2300568 -0.23794973 -0.13431462 -0.32312387 -0.29562514 -0.09494998
0.19568047 0.02861344 0.27301817 0.02322482 -0.43109099 -1.08174149
0.66193092]
[-0.0211235 -0.18154619 0.018727 -0.33083305 -0.16686095 0.16393964
0.20513452 0.24795493 -0.03460527 0.21923023 -0.25446852 -1.17746853
0.78434877]
[-0.00683343 -0.04000825 -0.12772451 -0.14756548 -0.17614134 -0.04878168
0.31385248 0.16023366 0.25487481 0.35404138 -0.51488148 -1.12973071
0.82456245]
[-0.08881358 -0.27610244 0.05673817 -0.35659184 -0.14680268 0.11537737
0.39054299 0.1439074 -0.06572479 0.15506095 -0.57941677 -1.11539445
0.88442274]
[ 0.11565512 -0.08721028 0.01386923 -0.17200251 -0.08110409 -0.01972626
0.28425532 0.3768186 0.42945123 0.25365075 -0.57806387 -1.0553538
0.60439854]
[ 0.00327513 -0.14446955 0.02357837 0.0157664 -0.09783669 -0.28326903
0.13806146 0.38276717 0.03501302 0.14107427 -0.28417906 -0.90811515
0.23889396]
[ 0.10511549 0.08808776 0.01026604 0.24928603 -0.10142269 -0.05701625
-0.09369591 -0.10294564 -0.20741496 -0.09047856 -0.06589496 0.16712365
-0.54550327]
[ 0.0550943 -0.12342038 0.15098712 0.5084148 0.23455408 0.00992021
-0.35311695 -0.34102008 -0.00581989 -0.55409126 0.32347452 0.92659724
-0.91760628]
[ 0.02221465 0.07817251 -0.21470603 0.1289213 0.03595086 -0.00344912
-0.21266124 -0.36453277 -0.28471996 -0.27760673 -0.00464656 -0.11757848
-0.20512624]
[-0.07308695 -0.20174336 0.05637208 0.01562865 -0.12454322 -0.1372323
-0.07175249 -0.06994957 0.01737532 -0.4172345 -0.35812135 -0.2249506
0.1514403 ]
[-0.00896499 -0.26007649 0.0484365 -0.3828193 -0.18549747 -0.23503853
-0.35444446 -0.04136694 -0.07011546 0.00576814 -0.24565143 0.27745549
0.16324748]
[ 0.15524803 0.06351519 -0.11095745 -0.37613525 -0.05186555 -0.10463454
-0.26290905 -0.05502341 -0.230828 -0.27596459 -0.25632605 0.53200152
0.08352809]
[-0.18696022 -0.1741344 -0.11945155 -0.36249864 -0.046039 0.02356489
-0.26475121 -0.29274466 -0.17173062 -0.11044456 -0.27994823 0.39821745
-0.00739431]
[-0.05409473 -0.19541762 -0.16978812 -0.37106186 -0.0389763 0.04006445
-0.14627925 -0.13470847 -0.27796588 -0.3663972 -0.09325627 0.29608446
0.08178677]
[ 0.09344795 0.09724595 -0.02087337 -0.29953345 -0.31292614 0.00394426
-0.24502951 -0.37223278 -0.35388937 -0.07444915 -0.14698944 0.36371451
0.04435009]
[-0.06009542 -0.01024047 -0.28497199 -0.08702663 0.06979524 0.15495033
-0.25356327 -0.19221644 -0.05871213 -0.04804949 0.16169346 0.75880444
-0.0913137 ]
[ 0.14558611 0.32282511 -0.19424757 0.77479668 0.10528898 0.00408595
-0.18905836 -0.36541966 -0.21605271 -0.29906244 0.74915272 0.9011149
-1.40690914]
[ 0.00442288 0.16036455 0.05831494 0.39876669 -0.01103161 -0.06370471
-0.26188207 -0.31476072 -0.27076116 -0.17925161 0.57909124 0.85108819
-1.36023841]
[-0.02235788 -0.14516701 -0.14670956 0.32663627 -0.18883681 0.23848347
-0.01770054 -0.15254441 -0.2225193 -0.32782816 0.20017092 0.51202163
-0.69860743]
[ 0.08575343 -0.3828899 -0.05064925 0.03531719 -0.11762587 0.19997708
0.08999834 0.1735404 -0.18775783 0.00710924 -0.05158413 0.31700846
-0.40127431]
[ 0.21214783 -0.29585924 -0.11858556 -0.06465713 -0.21750546 0.1227645
0.04338399 -0.12172971 -0.06257239 -0.03908682 -0.15930577 -0.2067773
-0.23791487]
[-0.13141076 -0.08141184 0.0384495 -0.24943329 -0.06043438 -0.14120146
0.05775653 0.00337288 -0.09510478 0.03038387 -0.33056335 -0.47944237
-0.12457821]
[-0.14315071 -0.13446653 -0.06924908 -0.29064649 -0.3445683 -0.28930039
0.16557873 0.14964644 0.00909292 0.1273781 -0.28371311 -0.89010933
0.03312265]
[-0.1315568 -0.24757557 -0.3052814 -1.00444034 -0.30145734 -0.20934352
-0.10223243 -0.04217489 0.04274901 -0.48447752 -0.78089037 -0.67876824
-1.41883629]
[-0.12445606 0.13405869 0.01304737 0.16078415 -0.20086822 -0.17699644
-0.1572593 0.00745774 -0.14473347 -0.13160227 -0.11301018 -0.39728289
0.10003643]
[-0.36501396 -0.11883582 -0.27319156 0.37670046 -0.20043458 -0.23294377
-0.15578941 -0.09501267 0.00353836 0.04429367 0.12239458 -0.34881193
0.27891358]
[-0.13278236 -0.05037289 -0.25451677 0.23903373 -0.22874023 -0.27996131
-0.39335513 -0.03806199 0.00974456 -0.09936788 -0.16758413 -0.30761377
0.21003583]
[-0.25623627 -0.53218293 -0.3413533 0.03691542 -0.31773651 -0.23399181
-0.19698977 -0.23211579 -0.00602325 -0.26875133 -0.0060554 -0.34140217
0.09995521]
[-0.2253665 -0.29659752 -0.32218635 -0.06576858 -0.08803801 -0.15144892
-0.10002025 0.0350768 -0.20684758 -0.50619406 -0.22794151 -0.28812789
-0.02157258]
[-0.09178051 -0.01926765 -0.24478155 -1.06241267 -0.2772119 -0.2597816
0.10873612 -0.49371787 0.13731115 -0.20870114 -0.76058718 -0.37572531
-1.33606026]]
Progress: 33.6% ... Training loss: 0.185 ... Validation loss: 0.326[[-0.24142252]
[ 0.25370907]
[-0.06722543]
[ 1.37312975]
[ 0.26852607]
[-0.02199737]
[-0.94919651]
[-0.79689679]
[-0.52252297]
[-0.82296376]
[ 1.29878749]
[ 3.02675846]
[-2.56159336]]
[[-0.51716154 -0.49181776 -0.5905262 0.04853627 -0.28931288 -0.59589762
0.12069747 -0.21407146 -0.27037252 -0.29086517 0.29342031 1.06681261
0.39477373]
[ 0.01324331 -0.13519832 0.04835741 -0.12778194 -0.0389145 0.05852501
-0.08404748 0.18793328 -0.14848949 -0.17165545 -0.14294529 -0.11400904
-0.14909474]
[-0.29425632 0.13551199 -0.03896424 0.01470448 0.07460731 -0.13691448
-0.14437792 -0.19925738 0.26622052 -0.56597343 0.080828 0.70754715
0.85759704]
[ 0.27032365 -0.24549296 -0.27584947 0.14977404 -0.267052 0.01160197
0.62242379 -0.61103696 0.36289763 -0.17267013 -0.06108882 -0.35187207
-0.36515651]
[ 0.14632668 0.0101311 0.11645695 -0.16188582 -0.02545324 0.0749508
-0.18905478 -0.16674025 0.07523671 0.27386504 0.0129658 -0.09064473
-0.0940407 ]
[-0.48837506 -0.62043049 -0.60081758 -0.58198361 -0.59608199 -0.56517245
-0.41706745 -0.15020432 -0.48800198 -0.2330069 -0.60302518 -0.91842867
-0.71866576]
[-0.41511238 -0.59344377 -0.32876194 -0.45341453 -0.41802572 -0.56568867
-0.40454207 -0.49821681 -0.31344685 -0.10377933 -0.50116233 -0.53551124
-0.66212312]
[-0.34630562 -0.345171 -0.48937037 -0.15992586 -0.32140751 -0.42761581
-0.26238341 -0.29180383 -0.27505224 -0.5980289 -0.3267377 -0.8141846
-0.65936354]
[-0.46660901 -0.33881813 -0.38690862 -0.28006374 -0.33109456 -0.21857333
-0.03049521 -0.47438903 -0.2634478 -0.46285429 -0.22208534 -0.25547745
-0.25251537]
[-0.95838686 -0.95806882 -0.99253688 -0.75812863 -1.0495805 -0.99241928
-0.51916586 -0.56610056 -0.73315298 -0.5782456 -0.82585861 -0.65772993
-0.91175212]
[-0.51429938 -0.26827952 -0.4744882 -0.38424545 -0.34415941 -0.36541743
-0.63415364 -0.64302099 -0.67093515 -0.0998417 -0.56960153 -0.82578792
-0.7318205 ]
[-0.12276543 0.02709067 -0.34516648 -0.48431743 -0.10178232 -0.07587933
-0.22013219 -0.44881925 -0.19545622 0.03836781 -0.5345467 -1.19539542
-0.76817143]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.25605817 -0.12510039 0.16392367 -0.29582268 -0.13464266 0.11324287
-0.13562048 0.00968011 -0.08422941 0.06441972 -0.22338366 -0.47458985
-0.07424133]
[-0.09700866 -0.26403431 -0.18183769 -0.25873167 -0.47488888 -0.08765618
-0.1054017 -0.01552936 -0.08848016 -0.01658601 -0.22688327 -0.42710596
-0.2660699 ]
[-0.06361524 -0.03553597 -0.22576405 -0.25908642 0.10805459 -0.1608779
-0.21251171 0.1457732 -0.01964544 0.15842653 -0.21464087 -0.0202936
-0.08512951]
[ 0.03794618 -0.16677274 -0.14968663 -0.1030178 -0.12542905 -0.10719018
0.10936474 -0.14664821 -0.02288058 0.03504978 -0.04833561 -0.11646833
-0.03272554]
[-0.29512296 -0.13647541 -0.0811323 -0.13292011 -0.29659466 -0.27713443
-0.36104731 -0.00266718 -0.33367553 -0.22733058 0.14251591 -0.16519894
0.1041775 ]
[-0.23453394 -0.12182914 -0.09665764 -0.02658761 -0.08269375 -0.12129563
-0.0888513 -0.01601884 -0.14484422 -0.12569234 0.00875255 -0.20573161
-0.19018629]
[-0.18203545 -0.07177602 -0.23098242 -0.21902029 -0.15861322 -0.20687319
-0.37374725 -0.12551376 0.12043548 -0.2533024 -0.36134976 -0.37917128
-0.4472877 ]
[-0.37244405 -0.05650206 -0.15252803 -0.10301227 -0.04446293 -0.31418255
0.03784669 -0.08591946 -0.1194368 0.04174706 0.04314001 -0.29275802
-0.36857628]
[-0.15747179 -0.1412078 -0.05396407 -0.22873094 -0.1267914 -0.29570588
0.06907373 -0.15437759 -0.19227452 0.05328623 0.18042065 -0.00897861
-0.14579136]
[-0.1290471 -0.17055821 -0.11519393 -0.31417073 0.09340753 -0.01803483
-0.16362203 -0.18260987 0.11417952 -0.08981899 -0.13933357 -0.03413588
-0.29926459]
[-0.03879384 -0.03485872 -0.15031277 -0.12327732 -0.23021273 0.06298361
-0.04298271 -0.0443841 -0.2214197 -0.09201778 -0.14396663 -0.38668162
-0.2216989 ]
[-0.06808981 0.02121654 -0.12927061 -0.35242254 0.11854783 0.02020842
-0.19250925 -0.1473781 0.12932256 -0.05204579 -0.31955762 -0.30740017
-0.33320343]
[ 0.0672613 -0.3009651 -0.08797462 -0.46587748 -0.21563498 -0.0914558
0.03696194 0.07322863 -0.03734039 0.27215351 -0.5473619 -0.89333226
0.47156143]
[-0.2300768 -0.23789945 -0.13432669 -0.3231091 -0.29558469 -0.09495454
0.19575742 0.02871127 0.27296138 0.0232598 -0.43100325 -1.08167283
0.66152611]
[-0.02112623 -0.18155874 0.01873414 -0.33124028 -0.16691343 0.16394067
0.20557535 0.24853017 -0.03450415 0.21952218 -0.25491801 -1.17912828
0.78558103]
[-0.00690491 -0.0399577 -0.12773783 -0.14731796 -0.17609555 -0.04878929
0.31348399 0.1599791 0.25467277 0.35383791 -0.51469255 -1.12965506
0.82401917]
[-0.08886893 -0.27603598 0.05672314 -0.35613883 -0.14674613 0.11537015
0.39015675 0.14367215 -0.0659575 0.15484582 -0.57917098 -1.11503809
0.88336201]
[ 0.11561461 -0.08719395 0.01386468 -0.17178634 -0.08110472 -0.01973018
0.28418909 0.37690516 0.42938167 0.25360075 -0.5780246 -1.05576715
0.6043432 ]
[ 0.00339063 -0.14459167 0.02360123 0.01525188 -0.09794943 -0.28325952
0.13898756 0.38338179 0.03550499 0.14122523 -0.28446401 -0.9087583
0.23910921]
[ 0.10534466 0.08763473 0.01034036 0.24870891 -0.10176756 -0.05700222
-0.09201906 -0.10187546 -0.20617793 -0.08985321 -0.06675782 0.15725401
-0.5442482 ]
[ 0.05458262 -0.12299042 0.15086018 0.51135319 0.23514224 0.00986176
-0.35451007 -0.34259359 -0.00665247 -0.55602625 0.32642283 0.93332925
-0.91938102]
[ 0.02211519 0.0782566 -0.2147317 0.12933079 0.03603908 -0.00346326
-0.21294186 -0.36493691 -0.28482989 -0.27802679 -0.00421603 -0.11704974
-0.20561074]
[-0.07323834 -0.2016657 0.05634161 0.01499262 -0.12450709 -0.13723992
-0.07282573 -0.0699068 0.01697549 -0.4178862 -0.35770361 -0.22312535
0.15269134]
[-0.00903159 -0.26005877 0.04842838 -0.38325485 -0.18551875 -0.23504229
-0.35533206 -0.04133315 -0.07044947 0.00600095 -0.24590186 0.2785141
0.16460186]
[ 0.15496329 0.06396883 -0.11107728 -0.37562478 -0.05150236 -0.10466383
-0.26433205 -0.05677042 -0.23164047 -0.27759787 -0.2544925 0.54168282
0.07994575]
[-0.18716714 -0.17401476 -0.1194518 -0.36257316 -0.04593485 0.02354981
-0.26583682 -0.29237236 -0.17226114 -0.11044309 -0.28021583 0.39845734
-0.00553181]
[-0.05406908 -0.19557826 -0.16976233 -0.37200982 -0.03913554 0.04006988
-0.14588044 -0.13398816 -0.27776402 -0.36621814 -0.09436362 0.293843
0.08408741]
[ 0.09413768 0.09590532 -0.02062242 -0.3073002 -0.31394377 0.00403558
-0.24136501 -0.36832419 -0.35131466 -0.07141914 -0.15414246 0.34356734
0.06183045]
[-0.06065665 -0.00926831 -0.28513365 -0.0830681 0.07072491 0.15486984
-0.25627449 -0.19425209 -0.061 -0.05012133 0.1659437 0.77414881
-0.09928315]
[ 0.14484902 0.32393983 -0.19443871 0.78202329 0.1062234 0.00400098
-0.19231605 -0.36788196 -0.21828983 -0.30128333 0.7560964 0.9127899
-1.41360511]
[ 0.00457525 0.16026449 0.0583716 0.39904212 -0.01116184 -0.06368196
-0.26190089 -0.31419077 -0.27081898 -0.17846314 0.57913375 0.85274399
-1.3600002 ]
[-0.0222982 -0.14524396 -0.14669068 0.32649639 -0.18890984 0.23849136
-0.01752307 -0.15214724 -0.22239957 -0.32742912 0.19993752 0.51095332
-0.69850365]
[ 0.08585221 -0.38301058 -0.05061841 0.03428319 -0.1177947 0.1999922
0.09042848 0.17404991 -0.18738414 0.00746239 -0.05249954 0.3150257
-0.39942827]
[ 0.21217417 -0.29586814 -0.11858085 -0.06448271 -0.21751324 0.12276803
0.04338534 -0.12173792 -0.06261678 -0.03895383 -0.15921478 -0.20616817
-0.2384922 ]
[-0.13143839 -0.08136346 0.03843909 -0.24925576 -0.0603804 -0.1412073
0.05759479 0.00330363 -0.09521836 0.03024073 -0.33038424 -0.47913366
-0.1249371 ]
[-0.14318661 -0.13442404 -0.06926165 -0.29046594 -0.34453536 -0.28930386
0.16528721 0.14942395 0.00896802 0.1271624 -0.28347357 -0.88934873
0.03268423]
[-0.1319201 -0.24731589 -0.30532575 -1.00324529 -0.30125121 -0.20936763
-0.10394362 -0.04227531 0.04171677 -0.4849385 -0.77944662 -0.67420037
-1.4194467 ]
[-0.12471236 0.13453675 0.01297948 0.16392319 -0.20049412 -0.17703645
-0.15844765 0.00661641 -0.14570846 -0.13133518 -0.11091515 -0.39332455
0.09740166]
[-0.36519556 -0.11870762 -0.27322965 0.37717139 -0.20023436 -0.23297086
-0.15627419 -0.09498795 0.00333813 0.04396765 0.12254114 -0.35167345
0.28108193]
[-0.13299627 -0.05055618 -0.25448184 0.23870942 -0.2289285 -0.2799749
-0.3939529 -0.0372702 0.00995369 -0.09988992 -0.16812345 -0.31250748
0.21943754]
[-0.25621676 -0.53223066 -0.3413442 0.03658742 -0.31780992 -0.23398493
-0.19691153 -0.23172851 -0.00594222 -0.26856266 -0.00635282 -0.34265862
0.10090677]
[-0.22539664 -0.29669879 -0.32219894 -0.06692281 -0.08805856 -0.15145022
-0.09875411 0.03540111 -0.20617449 -0.50714289 -0.228069 -0.28980708
-0.01727074]
[-0.0924097 -0.01853523 -0.24493314 -1.06109854 -0.27638774 -0.25985726
0.10519433 -0.49471461 0.13489855 -0.21112366 -0.75682033 -0.36072928
-1.34418207]]
Progress: 33.6% ... Training loss: 0.182 ... Validation loss: 0.319[[-0.23483398]
[ 0.26286596]
[-0.06004377]
[ 1.39471512]
[ 0.27990438]
[-0.0150581 ]
[-0.93587447]
[-0.78357487]
[-0.51173705]
[-0.81024417]
[ 1.32094443]
[ 3.0641296 ]
[-2.55045839]]
[[-0.51838785 -0.48995906 -0.59090812 0.06564996 -0.28705999 -0.59602219
0.11254252 -0.22128793 -0.27447719 -0.29768025 0.30963157 1.09373184
0.37249899]
[ 0.01319363 -0.13518464 0.04834613 -0.12821192 -0.03881133 0.05851309
-0.08403923 0.18774625 -0.14841375 -0.17200244 -0.14334876 -0.11377905
-0.14980605]
[-0.29443211 0.13648924 -0.03912934 0.02381613 0.07558172 -0.13695196
-0.1457741 -0.201859 0.26584929 -0.56839502 0.0898918 0.71434947
0.84626972]
[ 0.27044106 -0.24696483 -0.27563417 0.14027625 -0.26822789 0.01163401
0.62257903 -0.60664849 0.36363601 -0.17034783 -0.0699398 -0.35892708
-0.34864369]
[ 0.14633297 0.01011032 0.11638001 -0.16454044 -0.0260795 0.07495965
-0.1849011 -0.1664749 0.07677963 0.27181914 0.00969854 -0.10700024
-0.08810028]
[-0.48792844 -0.62083835 -0.60072712 -0.58383497 -0.59649997 -0.56513234
-0.41613573 -0.14948532 -0.48780304 -0.23173947 -0.60461494 -0.92097089
-0.72261388]
[-0.41649858 -0.59192927 -0.32911391 -0.44255251 -0.41637399 -0.56579335
-0.41075574 -0.5026535 -0.31697334 -0.10981648 -0.49084307 -0.51331291
-0.67231547]
[-0.34597937 -0.34528153 -0.4893736 -0.15936113 -0.32147425 -0.42760598
-0.26064101 -0.2921085 -0.27396022 -0.59769768 -0.32610603 -0.81727753
-0.66280755]
[-0.46730775 -0.3379467 -0.38705566 -0.27227342 -0.32987954 -0.21864901
-0.03600896 -0.4777545 -0.26575242 -0.46458128 -0.21487025 -0.24045547
-0.25942735]
[-0.95919076 -0.95676622 -0.99277661 -0.74405347 -1.04801262 -0.99250365
-0.5259764 -0.57111326 -0.73619518 -0.58150233 -0.81360544 -0.63839837
-0.92798412]
[-0.51444091 -0.26808693 -0.47458134 -0.38282649 -0.34366698 -0.36542968
-0.63479559 -0.64434011 -0.67153552 -0.10166336 -0.5666214 -0.81518469
-0.7378119 ]
[-0.12313206 0.02746302 -0.34524536 -0.48244585 -0.1014606 -0.07591312
-0.22173299 -0.44987525 -0.19635379 0.03728071 -0.53320374 -1.19374506
-0.77044448]
[-0.01833997 0.2038864 0.10198388 0.06901851 0.08365682 0.02595159
0.09657039 -0.08751024 -0.16246465 -0.25712304 -0.25132715 0.19951055
0.10609237]
[-0.25608677 -0.12507955 0.16393272 -0.29548143 -0.1346411 0.11324089
-0.13613397 0.00938665 -0.0845531 0.06408492 -0.22316346 -0.47445499
-0.07570161]
[-0.09690128 -0.2641279 -0.18182181 -0.25897781 -0.4750036 -0.08764257
-0.10491131 -0.01571304 -0.08834239 -0.016371 -0.22711249 -0.42738254
-0.26681094]
[-0.06392831 -0.03546424 -0.22580306 -0.25865209 0.10826279 -0.16089207
-0.21444652 0.14514896 -0.02070252 0.15707697 -0.21394402 -0.01744045
-0.08784075]
[ 0.03744704 -0.16619834 -0.14982707 -0.09820322 -0.12471888 -0.10723325
0.10719351 -0.14847274 -0.02422075 0.03262546 -0.04368794 -0.10821786
-0.03692938]
[-0.29563601 -0.13574019 -0.08129451 -0.12789085 -0.29596103 -0.27717492
-0.36358903 -0.00462685 -0.33505934 -0.22959018 0.14709445 -0.15444258
0.09828338]
[-0.23462131 -0.12139428 -0.09673107 -0.02407872 -0.08225839 -0.12130973
-0.088887 -0.0175804 -0.14521649 -0.12631581 0.01164918 -0.20147211
-0.19434316]
[-0.18167473 -0.07223944 -0.23092112 -0.22045189 -0.15895961 -0.20685198
-0.37224102 -0.12468363 0.12162766 -0.25267848 -0.36284612 -0.3865745
-0.44834422]
[-0.3724421 -0.05654972 -0.15252288 -0.10285777 -0.04452746 -0.31418383
0.03773336 -0.08574214 -0.11928603 0.04194087 0.04301325 -0.2927371
-0.36752555]
[-0.15735513 -0.14130846 -0.0539401 -0.23009006 -0.12691736 -0.29569509
0.07030704 -0.15413247 -0.19169256 0.05385784 0.17920151 -0.01048091
-0.14201613]
[-0.12951782 -0.16981065 -0.11531603 -0.3072111 0.09438145 -0.01808893
-0.16815614 -0.18511632 0.11225582 -0.09124374 -0.13280079 -0.02159829
-0.30838987]
[-0.03878309 -0.03485903 -0.15031307 -0.1233194 -0.23021815 0.06298365
-0.04299555 -0.04447513 -0.22138969 -0.09203125 -0.14400368 -0.38671611
-0.22177239]
[-0.06808737 0.02120512 -0.12926026 -0.35222037 0.11862402 0.02020154
-0.19293523 -0.14697387 0.12909046 -0.05138565 -0.3194455 -0.30541128
-0.33310316]
[ 0.06725834 -0.30096461 -0.08797906 -0.46606855 -0.21563444 -0.09145752
0.03699305 0.0731436 -0.03731778 0.27212049 -0.54744851 -0.89360195
0.47206369]
[-0.22994189 -0.23803346 -0.13429593 -0.32427745 -0.29571953 -0.09494074
0.19681106 0.02929201 0.27347032 0.02388312 -0.43178836 -1.08281377
0.66355999]
[-0.02122906 -0.18151361 0.01872406 -0.33116049 -0.16686514 0.16393176
0.2053727 0.24828093 -0.03462233 0.21913161 -0.25489887 -1.17955096
0.78604953]
[-0.00687796 -0.03996298 -0.12773591 -0.14714626 -0.17609301 -0.04878921
0.31374504 0.15993323 0.25474114 0.35404466 -0.51480489 -1.13002391
0.82368975]
[-0.08906793 -0.27588241 0.05667023 -0.35514859 -0.14656875 0.11535339
0.38930371 0.14321352 -0.066419 0.15405024 -0.57828632 -1.1143319
0.88056635]
[ 0.11523337 -0.08690808 0.01377445 -0.16997168 -0.08081718 -0.01976131
0.28250982 0.37522918 0.42850594 0.25193436 -0.57687629 -1.05500476
0.60150625]
[ 0.00348513 -0.14466038 0.02361625 0.01466622 -0.09802636 -0.28325363
0.13945631 0.38360785 0.03573836 0.14146351 -0.28485636 -0.90899901
0.23979476]
[ 0.10545207 0.08749061 0.01032479 0.24924833 -0.10185214 -0.0569995
-0.09146361 -0.10306108 -0.20563296 -0.09063096 -0.06612915 0.15673148
-0.54553025]
[ 0.05446777 -0.12286246 0.15083829 0.51610059 0.23559344 0.00984629
-0.35687458 -0.34356917 -0.00762097 -0.55599685 0.3301554 0.94048403
-0.92475038]
[ 0.02215724 0.07826913 -0.21473204 0.12943686 0.03604368 -0.00346092
-0.21290278 -0.36476683 -0.28479734 -0.27792168 -0.0039051 -0.11606838
-0.20578583]
[-0.07308317 -0.20186612 0.05640126 0.01354239 -0.12473138 -0.13722431
-0.0719885 -0.06906617 0.01746967 -0.41721596 -0.3587143 -0.22582738
0.15548153]
[-0.00948251 -0.25991062 0.04838321 -0.38316451 -0.18530626 -0.23506356
-0.35696646 -0.04164513 -0.07121621 0.00442734 -0.24580007 0.27945677
0.16613661]
[ 0.154836 0.06407043 -0.11109711 -0.37596904 -0.051428 -0.10467517
-0.26495969 -0.05720674 -0.23179721 -0.27784892 -0.25503453 0.54165761
0.08170649]
[-0.18711871 -0.17406611 -0.11943947 -0.36317433 -0.04599437 0.02355814
-0.26585261 -0.29227246 -0.17231379 -0.11010101 -0.2805135 0.39911411
-0.00542755]
[-0.05411321 -0.19552407 -0.16976409 -0.37132035 -0.03903137 0.04005996
-0.14654227 -0.13419535 -0.27782954 -0.36611899 -0.09398232 0.29479407
0.08393365]
[ 0.09424041 0.09583382 -0.02060101 -0.30801024 -0.3140333 0.00404605
-0.24096623 -0.36781567 -0.35126567 -0.07092585 -0.15453732 0.34326413
0.06231275]
[-0.06089569 -0.00895452 -0.28520219 -0.08227476 0.07111786 0.15484095
-0.25708965 -0.19577085 -0.06169016 -0.05152368 0.16738882 0.77901403
-0.10128722]
[ 0.14464897 0.32457262 -0.19456118 0.78839007 0.10692479 0.00397542
-0.19447815 -0.36965947 -0.21936075 -0.30278554 0.76240436 0.92301024
-1.42350114]
[ 0.00448513 0.16056832 0.05831629 0.40187783 -0.010878 -0.06368733
-0.26227449 -0.31463633 -0.27137596 -0.17904263 0.58186433 0.85703877
-1.36516074]
[-0.02253181 -0.1448662 -0.14675117 0.32974245 -0.18858581 0.23846737
-0.01943722 -0.1529346 -0.22346384 -0.32819382 0.20292758 0.51863424
-0.70301744]
[ 0.08597686 -0.38309412 -0.05058983 0.03364455 -0.11788994 0.20000266
0.09097276 0.17448284 -0.1870916 0.00821968 -0.05331177 0.31299362
-0.39822131]
[ 0.2122623 -0.29599676 -0.11855793 -0.06504236 -0.21764999 0.12277654
0.04393097 -0.12099328 -0.06220211 -0.03867212 -0.15986081 -0.20906623
-0.23679432]
[-0.13145152 -0.0813154 0.03842711 -0.24900894 -0.06031443 -0.14121034
0.05747597 0.00309184 -0.09528935 0.03016578 -0.33018506 -0.47836112
-0.1256716 ]
[-0.14322446 -0.13427468 -0.06928496 -0.28956897 -0.34438293 -0.28930908
0.1649219 0.14880506 0.00868557 0.12696194 -0.28269767 -0.88682661
0.03017171]
[-0.13218048 -0.24736481 -0.30533595 -1.00382141 -0.30119801 -0.20938076
-0.10516388 -0.0421392 0.04155287 -0.48654559 -0.77978343 -0.67490236
-1.41874686]
[-0.12484632 0.13487311 0.01293124 0.16624698 -0.20017362 -0.1770542
-0.15923405 0.00622013 -0.14603961 -0.13188268 -0.1086567 -0.38719785
0.0952972 ]
[-0.36537679 -0.11866687 -0.27326315 0.37894056 -0.20016505 -0.23298346
-0.15707659 -0.09638941 0.00318292 0.04259459 0.12366925 -0.3512631
0.28178958]
[-0.13334753 -0.04954815 -0.25465295 0.24649057 -0.2279619 -0.28001565
-0.39679827 -0.04089724 0.00797555 -0.10170815 -0.16054606 -0.30139029
0.2061848 ]
[-0.2563837 -0.53207434 -0.34137815 0.03786815 -0.31757434 -0.23399435
-0.19757685 -0.23160466 -0.0064688 -0.2690925 -0.00493114 -0.33975095
0.09928135]
[-0.22582371 -0.29611053 -0.32233347 -0.06020676 -0.08718786 -0.15149611
-0.10249412 0.03286242 -0.20792372 -0.50794713 -0.22276992 -0.27776894
-0.02476073]
[-0.09220091 -0.01874849 -0.24491338 -1.0630276 -0.27652161 -0.25984815
0.1062008 -0.49439892 0.13526263 -0.21060919 -0.75759196 -0.3610422
-1.3456134 ]]
Progress: 33.7% ... Training loss: 0.188 ... Validation loss: 0.331[[-0.25381775]
[ 0.23199596]
[-0.08143125]
[ 1.36234797]
[ 0.25152917]
[-0.0346633 ]
[-0.96452204]
[-0.81967038]
[-0.543032 ]
[-0.83779829]
[ 1.28827695]
[ 2.99539 ]
[-2.59169735]]
[[ -5.17010019e-01 -4.93127759e-01 -5.90397182e-01 5.05909232e-02
-2.90322489e-01 -5.95922858e-01 1.21925705e-01 -2.10751987e-01
-2.68262757e-01 -2.91105075e-01 2.91538580e-01 1.04845506e+00
4.04569474e-01]
[ 1.34276665e-02 -1.35376917e-01 4.83972941e-02 -1.30053901e-01
-3.90854479e-02 5.85275210e-02 -8.29209102e-02 1.88371256e-01
-1.47959222e-01 -1.71231431e-01 -1.44853065e-01 -1.17447163e-01
-1.48961695e-01]
[ -2.93676267e-01 1.31834009e-01 -3.86631424e-02 -1.48173060e-03
7.09666542e-02 -1.36873594e-01 -1.36516276e-01 -1.90101790e-01
2.75436587e-01 -5.68711776e-01 6.20205152e-02 6.54460440e-01
9.00513745e-01]
[ 2.69963061e-01 -2.44032252e-01 -2.76161307e-01 1.55494490e-01
-2.64986914e-01 1.15766211e-02 6.20391081e-01 -6.21794245e-01
3.60523252e-01 -1.78077419e-01 -5.01029720e-02 -3.14878994e-01
-3.84534022e-01]
[ 1.44577375e-01 1.25491384e-02 1.16045777e-01 -1.49424138e-01
-2.36523128e-02 7.48435657e-02 -1.95407807e-01 -1.72311732e-01
6.94089164e-02 2.67548810e-01 2.08110407e-02 -8.08373966e-02
-1.02167718e-01]
[ -4.87709565e-01 -6.21221995e-01 -6.00657441e-01 -5.84671623e-01
-5.96710549e-01 -5.65111576e-01 -4.16002962e-01 -1.48122982e-01
-4.88028100e-01 -2.30325895e-01 -6.05500672e-01 -9.21341647e-01
-7.21153522e-01]
[ -4.14731921e-01 -5.94305723e-01 -3.28583533e-01 -4.56550569e-01
-4.18734690e-01 -5.65694485e-01 -4.02824921e-01 -4.93855011e-01
-3.12231563e-01 -1.00405244e-01 -5.04915167e-01 -5.49550623e-01
-6.46414920e-01]
[ -3.45359509e-01 -3.47488563e-01 -4.89141140e-01 -1.70470778e-01
-3.23766997e-01 -4.27558714e-01 -2.55114029e-01 -2.85854273e-01
-2.69377276e-01 -5.96662729e-01 -3.38118242e-01 -8.44713287e-01
-6.42608489e-01]
[ -4.66227842e-01 -3.39205441e-01 -3.86813964e-01 -2.80644218e-01
-3.31305292e-01 -2.18571194e-01 -3.01082101e-02 -4.74645306e-01
-2.62845525e-01 -4.61298568e-01 -2.22139541e-01 -2.56789934e-01
-2.50506581e-01]
[ -9.57452040e-01 -9.60459740e-01 -9.92150063e-01 -7.63281150e-01
-1.05176559e+00 -9.92383603e-01 -5.15369636e-01 -5.57886231e-01
-7.28886664e-01 -5.73996607e-01 -8.34851818e-01 -6.90444785e-01
-8.94031633e-01]
[ -5.12659304e-01 -2.70365949e-01 -4.74163489e-01 -3.96345238e-01
-3.45954849e-01 -3.65314123e-01 -6.27110005e-01 -6.38490812e-01
-6.67442980e-01 -9.43473267e-02 -5.78192316e-01 -8.40756744e-01
-7.17388980e-01]
[ -1.22967087e-01 2.72096894e-02 -3.45215557e-01 -4.84014582e-01
-1.01709532e-01 -7.59040127e-02 -2.20534032e-01 -4.49427336e-01
-1.95748289e-01 3.76014304e-02 -5.34625779e-01 -1.19650527e+00
-7.68339147e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.55996416e-01 -1.25256216e-01 1.63961677e-01 -2.96551936e-01
-1.34829993e-01 1.13249406e-01 -1.35863521e-01 9.96522208e-03
-8.45961007e-02 6.47681557e-02 -2.24311253e-01 -4.77541442e-01
-7.63703254e-02]
[ -9.65296227e-02 -2.64492566e-01 -1.81737702e-01 -2.60681639e-01
-4.75278156e-01 -8.76204525e-02 -1.03673550e-01 -1.38427727e-02
-8.77550550e-02 -1.44634324e-02 -2.28785733e-01 -4.31020083e-01
-2.64123677e-01]
[ -6.37128632e-02 -3.57944512e-02 -2.25729197e-01 -2.59028817e-01
1.07960291e-01 -1.60877522e-01 -2.14468726e-01 1.46049273e-01
-2.06616052e-02 1.58355357e-01 -2.14163119e-01 -1.67028780e-02
-8.55221473e-02]
[ 3.80819064e-02 -1.66999407e-01 -1.49633585e-01 -1.02772197e-01
-1.25513358e-01 -1.07200393e-01 1.09986644e-01 -1.45310076e-01
-2.27855992e-02 3.60063684e-02 -4.77942875e-02 -1.20942062e-01
-2.98415602e-02]
[ -2.94913847e-01 -1.36655909e-01 -8.11106723e-02 -1.34482360e-01
-2.96758666e-01 -2.77137788e-01 -3.59414842e-01 -1.98608711e-03
-3.32796127e-01 -2.26170251e-01 1.40071482e-01 -1.69322692e-01
1.09400060e-01]
[ -2.34761824e-01 -1.22025232e-01 -9.66865949e-02 -2.63554381e-02
-8.28493997e-02 -1.21308203e-01 -8.90380434e-02 -1.54907492e-02
-1.44801576e-01 -1.26372445e-01 8.22876668e-03 -2.03672448e-01
-1.87690166e-01]
[ -1.81117693e-01 -7.37503556e-02 -2.30741028e-01 -2.29023816e-01
-1.60522612e-01 -2.06811284e-01 -3.68367033e-01 -1.20677025e-01
1.25233521e-01 -2.51616074e-01 -3.70621381e-01 -4.09975134e-01
-4.36786094e-01]
[ -3.72350645e-01 -5.68273261e-02 -1.52472353e-01 -1.04601805e-01
-4.48750003e-02 -3.14176550e-01 3.87628726e-02 -8.43403972e-02
-1.18697743e-01 4.23944871e-02 4.12660159e-02 -2.95839150e-01
-3.62745759e-01]
[ -1.57161085e-01 -1.41536509e-01 -5.38950910e-02 -2.30490163e-01
-1.27203402e-01 -2.95681865e-01 7.14612631e-02 -1.53792183e-01
-1.91050989e-01 5.40899902e-02 1.77627768e-01 -1.61030477e-02
-1.37142527e-01]
[ -1.29061871e-01 -1.70172903e-01 -1.15233512e-01 -3.10618769e-01
9.38475414e-02 -1.80594038e-02 -1.65455005e-01 -1.84115593e-01
1.13591221e-01 -9.02555517e-02 -1.35498036e-01 -2.94310710e-02
-3.06766568e-01]
[ -3.85133812e-02 -3.51548149e-02 -1.50263018e-01 -1.25194707e-01
-2.30500750e-01 6.30022946e-02 -4.17320928e-02 -4.37512844e-02
-2.20796080e-01 -9.12553041e-02 -1.45501980e-01 -3.89175071e-01
-2.19915781e-01]
[ -6.78642543e-02 2.08731460e-02 -1.29202964e-01 -3.53948205e-01
1.18296425e-01 2.02201821e-02 -1.91768519e-01 -1.46165057e-01
1.29633743e-01 -5.03688670e-02 -3.20803180e-01 -3.07582319e-01
-3.30508504e-01]
[ 6.72828004e-02 -3.00982115e-01 -8.79728902e-02 -4.66428800e-01
-2.15664857e-01 -9.14564187e-02 3.72901849e-02 7.33138847e-02
-3.71759773e-02 2.72281754e-01 -5.47835923e-01 -8.94732710e-01
4.73210536e-01]
[ -2.29828321e-01 -2.38124051e-01 -1.34271418e-01 -3.25191361e-01
-2.95808635e-01 -9.49351774e-02 1.97836754e-01 2.97463750e-02
2.74034533e-01 2.44132545e-02 -4.32641353e-01 -1.08412662e+00
6.65788083e-01]
[ -2.12420883e-02 -1.81504114e-01 1.87205667e-02 -3.31562390e-01
-1.66855537e-01 1.63931067e-01 2.05637904e-01 2.48298931e-01
-3.45449185e-02 2.18942995e-01 -2.55156727e-01 -1.18011714e+00
7.86871747e-01]
[ -6.82268477e-03 -4.00142174e-02 -1.27729614e-01 -1.47684894e-01
-1.76147992e-01 -4.87861516e-02 3.14160260e-01 1.60048911e-01
2.54961405e-01 3.54223237e-01 -5.15136803e-01 -1.13062374e+00
8.24578256e-01]
[ -8.91663080e-02 -2.75746392e-01 5.66407442e-02 -3.54106810e-01
-1.46424478e-01 1.15345373e-01 3.88529626e-01 1.42433514e-01
-6.68154993e-02 1.53517379e-01 -5.77685510e-01 -1.11349956e+00
8.78007190e-01]
[ 1.15180188e-01 -8.69097804e-02 1.37696605e-02 -1.69633975e-01
-8.08208740e-02 -1.97658311e-02 2.82673078e-01 3.75385470e-01
4.28430146e-01 2.52017133e-01 -5.76839600e-01 -1.05638564e+00
6.01342311e-01]
[ 3.44960649e-03 -1.44650047e-01 2.36112354e-02 1.50270528e-02
-9.80041258e-02 -2.83254993e-01 1.39111320e-01 3.83374032e-01
3.56255263e-02 1.41248585e-01 -2.84610145e-01 -9.08737630e-01
2.39517466e-01]
[ 1.05642187e-01 8.73253232e-02 1.03689902e-02 2.48397734e-01
-1.02018509e-01 -5.69920666e-02 -9.06892714e-02 -1.02201631e-01
-2.05371533e-01 -8.97325860e-02 -6.65648086e-02 1.55363110e-01
-5.45212648e-01]
[ 5.51966239e-02 -1.23930294e-01 1.51015932e-01 5.10105267e-01
2.34441495e-01 9.89731138e-03 -3.52031351e-01 -3.41821077e-01
-4.60366911e-03 -5.55339160e-01 3.25140890e-01 9.25260050e-01
-9.22022007e-01]
[ 2.22099488e-02 7.82267754e-02 -2.14724940e-01 1.30186966e-01
3.60464400e-02 -3.45757623e-03 -2.13265054e-01 -3.65193450e-01
-2.84688901e-01 -2.77863397e-01 -3.44978498e-03 -1.14559807e-01
-2.06401957e-01]
[ -7.29346662e-02 -2.02079547e-01 5.64519501e-02 1.19295659e-02
-1.24997947e-01 -1.37215177e-01 -7.12534864e-02 -6.80807312e-02
1.78784163e-02 -4.16408522e-01 -3.59923812e-01 -2.28809892e-01
1.58167917e-01]
[ -9.45542995e-03 -2.59974001e-01 4.83981166e-02 -3.83568781e-01
-1.85372929e-01 -2.35061766e-01 -3.56910210e-01 -4.13880268e-02
-7.11642542e-02 4.62007565e-03 -2.46086846e-01 2.78538215e-01
1.67085586e-01]
[ 1.55333792e-01 6.33335913e-02 -1.10963580e-01 -3.79666795e-01
-5.20734504e-02 -1.04645800e-01 -2.63199942e-01 -5.46533880e-02
-2.30753412e-01 -2.75242795e-01 -2.58863003e-01 5.32030447e-01
8.99199321e-02]
[ -1.86968218e-01 -1.74577618e-01 -1.19354785e-01 -3.66378500e-01
-4.65401412e-02 2.35745118e-02 -2.64760847e-01 -2.90090282e-01
-1.71494050e-01 -1.08876617e-01 -2.83600773e-01 3.93101783e-01
9.87721302e-04]
[ -5.39466089e-02 -1.95916500e-01 -1.69708637e-01 -3.76070175e-01
-3.95650305e-02 4.00749209e-02 -1.44463271e-01 -1.33128126e-01
-2.76883976e-01 -3.65821886e-01 -9.90102595e-02 2.86007804e-01
9.49053040e-02]
[ 9.44339955e-02 9.55206247e-02 -2.05351406e-02 -3.09615692e-01
-3.14332772e-01 4.06016640e-03 -2.40111312e-01 -3.66763353e-01
-3.50805312e-01 -6.99428396e-02 -1.56159984e-01 3.38455989e-01
6.63868307e-02]
[ -6.05323457e-02 -9.63777339e-03 -2.85097752e-01 -8.60389528e-02
7.04202601e-02 1.54869550e-01 -2.55559329e-01 -1.93855597e-01
-6.02338475e-02 -5.01740652e-02 1.64173251e-01 7.68833542e-01
-9.36462991e-02]
[ 1.45190501e-01 3.23176564e-01 -1.94389631e-01 7.81461805e-01
1.05719005e-01 4.01183378e-03 -1.91802706e-01 -3.65973819e-01
-2.17442066e-01 -3.01027565e-01 7.54885225e-01 9.12762894e-01
-1.41699408e+00]
[ 4.41264171e-03 1.60748885e-01 5.82986233e-02 4.04608107e-01
-1.06724670e-02 -6.36935763e-02 -2.63117863e-01 -3.15333028e-01
-2.71696828e-01 -1.79360824e-01 5.83688354e-01 8.59231169e-01
-1.36777971e+00]
[ -2.24757232e-02 -1.44862580e-01 -1.46743779e-01 3.30433895e-01
-1.88546375e-01 2.38470587e-01 -1.96475072e-02 -1.52692050e-01
-2.23620472e-01 -3.27850978e-01 2.03624287e-01 5.20456795e-01
-7.04840870e-01]
[ 8.61329000e-02 -3.83257121e-01 -5.05358408e-02 3.25932522e-02
-1.18166349e-01 2.00013385e-01 9.13980001e-02 1.76037925e-01
-1.86913814e-01 9.73654278e-03 -5.48358897e-02 3.07777794e-01
-3.95908126e-01]
[ 2.12348015e-01 -2.96051695e-01 -1.18540485e-01 -6.54733104e-02
-2.17712063e-01 1.22781581e-01 4.43467463e-02 -1.20461796e-01
-6.20566882e-02 -3.81253306e-02 -1.60303191e-01 -2.09738728e-01
-2.36323723e-01]
[ -1.31112122e-01 -8.17806710e-02 3.85186948e-02 -2.51736700e-01
-6.08005278e-02 -1.41191327e-01 5.95323631e-02 4.73445876e-03
-9.42098148e-02 3.18154078e-02 -3.32527094e-01 -4.83226937e-01
-1.21070058e-01]
[ -1.43157711e-01 -1.34410782e-01 -6.92677851e-02 -2.90558903e-01
-3.44514479e-01 -2.89303812e-01 1.65484272e-01 1.49274019e-01
8.85598056e-03 1.27517417e-01 -2.83410537e-01 -8.87922741e-01
3.17366170e-02]
[ -1.31378150e-01 -2.48097235e-01 -3.05199174e-01 -1.00816382e+00
-3.01998058e-01 -2.09335826e-01 -1.00807454e-01 -4.00573236e-02
4.39528935e-02 -4.84480184e-01 -7.84118068e-01 -6.86335639e-01
-1.41659992e+00]
[ -1.23111419e-01 1.32473177e-01 1.34374548e-02 1.51627470e-01
-2.02466473e-01 -1.76946215e-01 -1.51296438e-01 1.36760260e-02
-1.41805198e-01 -1.24047731e-01 -1.22218568e-01 -4.19842511e-01
1.17868691e-01]
[ -3.65238813e-01 -1.18700781e-01 -2.73259254e-01 3.79774431e-01
-2.00164436e-01 -2.32972429e-01 -1.56932423e-01 -9.71793617e-02
3.31228197e-03 4.25386235e-02 1.24774638e-01 -3.50448108e-01
2.80989495e-01]
[ -1.32684472e-01 -5.08213550e-02 -2.54477230e-01 2.38405523e-01
-2.29228006e-01 -2.79972369e-01 -3.93921494e-01 -3.70597665e-02
1.03626349e-02 -9.88046508e-02 -1.67499322e-01 -3.16969111e-01
2.18659238e-01]
[ -2.56505279e-01 -5.32080182e-01 -3.41343671e-01 4.04003690e-02
-3.17597765e-01 -2.33993527e-01 -1.98395657e-01 -2.30221538e-01
-7.30442859e-03 -2.68497903e-01 -3.08381600e-03 -3.35329162e-01
1.02640385e-01]
[ -2.25719354e-01 -2.96808266e-01 -3.22225776e-01 -6.35904920e-02
-8.80171446e-02 -1.51477415e-01 -1.01776767e-01 3.55272587e-02
-2.06841163e-01 -5.07070693e-01 -2.27518153e-01 -2.90807008e-01
-1.32630558e-02]
[ -9.18366678e-02 -1.98313035e-02 -2.44803946e-01 -1.07027814e+00
-2.77600275e-01 -2.59830185e-01 1.10478588e-01 -4.91507943e-01
1.37871364e-01 -2.09685633e-01 -7.65186010e-01 -3.73962830e-01
-1.34038215e+00]]
Progress: 33.8% ... Training loss: 0.213 ... Validation loss: 0.333[[-0.2388944 ]
[ 0.2556214 ]
[-0.06091132]
[ 1.40178265]
[ 0.27432678]
[-0.01808111]
[-0.93625764]
[-0.78197578]
[-0.51344123]
[-0.81528037]
[ 1.33005958]
[ 3.06302562]
[-2.54587573]]
[[ -5.18096183e-01 -4.90970415e-01 -5.90963389e-01 6.83839562e-02
-2.88008414e-01 -5.96092117e-01 1.15384923e-01 -2.21286000e-01
-2.72779771e-01 -2.98352924e-01 3.11053889e-01 1.08389548e+00
3.67264452e-01]
[ 1.31313120e-02 -1.35091800e-01 4.83015611e-02 -1.28504397e-01
-3.88152756e-02 5.84896082e-02 -8.44911587e-02 1.87298899e-01
-1.48834334e-01 -1.71711234e-01 -1.43045238e-01 -1.12517866e-01
-1.54105454e-01]
[ -2.95355553e-01 1.36065365e-01 -3.95696748e-02 2.68197483e-02
7.49839538e-02 -1.37170146e-01 -1.46936750e-01 -2.04112124e-01
2.67046174e-01 -5.76980080e-01 9.08657049e-02 7.03898968e-01
8.35344283e-01]
[ 2.70836488e-01 -2.47489361e-01 -2.75230908e-01 1.37965307e-01
-2.68629052e-01 1.17895513e-02 6.23566231e-01 -6.04514152e-01
3.65174994e-01 -1.67934882e-01 -7.37687988e-02 -3.62488330e-01
-3.28365626e-01]
[ 1.45297958e-01 1.22081734e-02 1.15919664e-01 -1.51148572e-01
-2.33346520e-02 7.49144162e-02 -1.90937507e-01 -1.76416218e-01
7.10571882e-02 2.64810689e-01 2.39184549e-02 -6.56743005e-02
-1.16311472e-01]
[ -4.87664279e-01 -6.21399206e-01 -6.00678935e-01 -5.84871457e-01
-5.96749420e-01 -5.65113886e-01 -4.16211250e-01 -1.48914427e-01
-4.88194720e-01 -2.30709712e-01 -6.05251998e-01 -9.19094489e-01
-7.22279123e-01]
[ -4.16496507e-01 -5.92503505e-01 -3.29307676e-01 -4.43028700e-01
-4.16553419e-01 -5.65930482e-01 -4.11826905e-01 -5.03322927e-01
-3.18019184e-01 -1.08841254e-01 -4.90334357e-01 -5.11897680e-01
-6.77358576e-01]
[ -3.45832694e-01 -3.46189716e-01 -4.89401600e-01 -1.59242192e-01
-3.22521657e-01 -4.27642754e-01 -2.57992646e-01 -2.91014814e-01
-2.71905392e-01 -5.98595522e-01 -3.28389604e-01 -8.32053631e-01
-6.64408244e-01]
[ -4.67470331e-01 -3.37619083e-01 -3.87231197e-01 -2.70715874e-01
-3.29868978e-01 -2.18756482e-01 -3.78340200e-02 -4.81403868e-01
-2.66521839e-01 -4.66106345e-01 -2.12400260e-01 -2.33092968e-01
-2.69168855e-01]
[ -9.60840078e-01 -9.56007267e-01 -9.93551827e-01 -7.27893740e-01
-1.04700263e+00 -9.92875847e-01 -5.34033886e-01 -5.79862275e-01
-7.40370501e-01 -5.89919924e-01 -7.99317439e-01 -6.13023900e-01
-9.60198875e-01]
[ -5.12457428e-01 -2.70476771e-01 -4.74133878e-01 -3.98401551e-01
-3.46087118e-01 -3.65304642e-01 -6.27059903e-01 -6.38104622e-01
-6.67385471e-01 -9.31448209e-02 -5.80377406e-01 -8.43834835e-01
-7.21005043e-01]
[ -1.23215900e-01 2.73782515e-02 -3.45266734e-01 -4.82866715e-01
-1.01516173e-01 -7.59288852e-02 -2.21734583e-01 -4.50015947e-01
-1.96480633e-01 3.67618455e-02 -5.33677666e-01 -1.19459134e+00
-7.71087128e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.56191137e-01 -1.25173281e-01 1.63880791e-01 -2.95464509e-01
-1.34626789e-01 1.13218758e-01 -1.36619516e-01 8.41664846e-03
-8.50505204e-02 6.32992305e-02 -2.22860089e-01 -4.72732744e-01
-7.73590099e-02]
[ -9.64919117e-02 -2.64512364e-01 -1.81733974e-01 -2.60911600e-01
-4.75280789e-01 -8.76178623e-02 -1.03664210e-01 -1.39464754e-02
-8.77332693e-02 -1.43599092e-02 -2.28970456e-01 -4.31210051e-01
-2.63981494e-01]
[ -6.34686513e-02 -3.60508527e-02 -2.25668950e-01 -2.60169382e-01
1.07727735e-01 -1.60849691e-01 -2.13945809e-01 1.46905349e-01
-2.03088695e-02 1.59529127e-01 -2.15228418e-01 -2.00393891e-02
-8.53594141e-02]
[ 3.75339342e-02 -1.66671932e-01 -1.49794902e-01 -1.00805611e-01
-1.25042638e-01 -1.07261092e-01 1.07915902e-01 -1.47159203e-01
-2.39605675e-02 3.40457630e-02 -4.60838882e-02 -1.16417833e-01
-3.30493371e-02]
[ -2.95795829e-01 -1.35710147e-01 -8.14813525e-02 -1.25872720e-01
-2.95674766e-01 -2.77256722e-01 -3.64562712e-01 -7.28035797e-03
-3.36073885e-01 -2.30238276e-01 1.50108479e-01 -1.42809751e-01
9.16009409e-02]
[ -2.35132083e-01 -1.21135488e-01 -9.69292577e-02 -2.03519174e-02
-8.19282770e-02 -1.21376041e-01 -9.01983906e-02 -1.86842528e-02
-1.46311564e-01 -1.29322496e-01 1.38027211e-02 -1.94827577e-01
-2.02612675e-01]
[ -1.81361180e-01 -7.32025063e-02 -2.30821208e-01 -2.24364502e-01
-1.60027777e-01 -2.06846955e-01 -3.70208023e-01 -1.22838616e-01
1.23794976e-01 -2.52309844e-01 -3.66815371e-01 -4.05985574e-01
-4.44811813e-01]
[ -3.72357290e-01 -5.67232166e-02 -1.52496037e-01 -1.03143945e-01
-4.47309634e-02 -3.14184141e-01 3.84907702e-02 -8.49451455e-02
-1.18962264e-01 4.21112961e-02 4.22459156e-02 -2.94209974e-01
-3.66423142e-01]
[ -1.57781253e-01 -1.40364267e-01 -5.41967988e-02 -2.22605461e-01
-1.26053434e-01 -2.95778340e-01 6.69481262e-02 -1.58514563e-01
-1.93444824e-01 5.11819814e-02 1.86472444e-01 3.41153252e-03
-1.55187487e-01]
[ -1.28900291e-01 -1.70199067e-01 -1.15241411e-01 -3.11720892e-01
9.38279617e-02 -1.80442376e-02 -1.64814512e-01 -1.84792428e-01
1.13681943e-01 -8.99948172e-02 -1.36142499e-01 -2.76066668e-02
-3.08394536e-01]
[ -3.93672367e-02 -3.45686564e-02 -1.50437030e-01 -1.20775634e-01
-2.30008161e-01 6.28851499e-02 -4.63774850e-02 -4.61952706e-02
-2.22555341e-01 -9.35102386e-02 -1.42451662e-01 -3.82772757e-01
-2.23872360e-01]
[ -6.80236427e-02 2.10294467e-02 -1.29247239e-01 -3.53084713e-01
1.18414873e-01 2.02019608e-02 -1.92349393e-01 -1.46600877e-01
1.29283124e-01 -5.08797810e-02 -3.20064713e-01 -3.05849889e-01
-3.31094007e-01]
[ 6.70939894e-02 -3.00864351e-01 -8.80056842e-02 -4.65577886e-01
-2.15541273e-01 -9.14735223e-02 3.61456921e-02 7.27849897e-02
-3.77455985e-02 2.71631485e-01 -5.47154897e-01 -8.93723695e-01
4.71386149e-01]
[ -2.29915424e-01 -2.38008987e-01 -1.34288277e-01 -3.25013385e-01
-2.95717189e-01 -9.49454910e-02 1.97482705e-01 2.95843735e-02
2.73712939e-01 2.43385932e-02 -4.32377766e-01 -1.08374196e+00
6.65235149e-01]
[ -2.13594794e-02 -1.81411048e-01 1.86899782e-02 -3.31194133e-01
-1.66759843e-01 1.63916540e-01 2.04995299e-01 2.47736679e-01
-3.48972445e-02 2.18535798e-01 -2.54823590e-01 -1.17973111e+00
7.85918381e-01]
[ -6.97704075e-03 -3.98700078e-02 -1.27768937e-01 -1.46429453e-01
-1.75994985e-01 -4.88070690e-02 3.13222718e-01 1.59655024e-01
2.54423705e-01 3.53666173e-01 -5.14412703e-01 -1.12993687e+00
8.21982498e-01]
[ -8.92056575e-02 -2.75715403e-01 5.66270222e-02 -3.53595857e-01
-1.46366248e-01 1.15339574e-01 3.88353820e-01 1.42191090e-01
-6.69583063e-02 1.53415121e-01 -5.77560387e-01 -1.11336746e+00
8.76599156e-01]
[ 1.15025020e-01 -8.67976557e-02 1.37171235e-02 -1.68344582e-01
-8.06902833e-02 -1.97860047e-02 2.82002389e-01 3.74568634e-01
4.27964175e-01 2.51385683e-01 -5.76133218e-01 -1.05575149e+00
5.98707227e-01]
[ 3.57005351e-03 -1.44718551e-01 2.36283146e-02 1.50584539e-02
-9.80515071e-02 -2.83247526e-01 1.39732886e-01 3.83757687e-01
3.59795136e-02 1.41355491e-01 -2.84605765e-01 -9.08582524e-01
2.38847098e-01]
[ 1.05772635e-01 8.72162430e-02 1.04142811e-02 2.48676627e-01
-1.02145775e-01 -5.69819362e-02 -9.06388977e-02 -1.01626219e-01
-2.05212307e-01 -8.87228154e-02 -6.66319242e-02 1.54952154e-01
-5.45578380e-01]
[ 5.42045029e-02 -1.23371242e-01 1.50744025e-01 5.18941129e-01
2.35220155e-01 9.78426300e-03 -3.56473350e-01 -3.44831057e-01
-6.94398479e-03 -5.59361503e-01 3.32759356e-01 9.41044561e-01
-9.26958026e-01]
[ 2.21933540e-02 7.82655415e-02 -2.14745112e-01 1.30330411e-01
3.60982214e-02 -3.46141179e-03 -2.13063933e-01 -3.65088982e-01
-2.84834180e-01 -2.77938384e-01 -3.07851043e-03 -1.13572465e-01
-2.07935059e-01]
[ -7.31073266e-02 -2.01912248e-01 5.63930270e-02 1.32169476e-02
-1.24796116e-01 -1.37235340e-01 -7.20849913e-02 -6.89648544e-02
1.73703326e-02 -4.16976373e-01 -3.59041568e-01 -2.26879448e-01
1.56096109e-01]
[ -9.97764299e-03 -2.59551129e-01 4.82110918e-02 -3.82603335e-01
-1.84858013e-01 -2.35133130e-01 -3.58996365e-01 -4.42691293e-02
-7.26420214e-02 2.39662863e-03 -2.44340323e-01 2.86434422e-01
1.63734227e-01]
[ 1.54956777e-01 6.38109999e-02 -1.11107226e-01 -3.78452027e-01
-5.15850510e-02 -1.04692299e-01 -2.64967830e-01 -5.71830663e-02
-2.31792671e-01 -2.77004319e-01 -2.56096968e-01 5.41744146e-01
8.33778968e-02]
[ -1.87065835e-01 -1.74286717e-01 -1.19450899e-01 -3.65742195e-01
-4.62032781e-02 2.35514950e-02 -2.65336485e-01 -2.91495738e-01
-1.72168381e-01 -1.10160639e-01 -2.82108486e-01 3.98016548e-01
-4.23443363e-03]
[ -5.45335614e-02 -1.95351131e-01 -1.69896158e-01 -3.73045109e-01
-3.90077314e-02 3.99991399e-02 -1.48043584e-01 -1.35680242e-01
-2.78798631e-01 -3.67233142e-01 -9.54781760e-02 2.96486824e-01
8.66470701e-02]
[ 9.41664723e-02 9.58968697e-02 -2.06506218e-02 -3.08448995e-01
-3.14015796e-01 4.00646339e-03 -2.40963269e-01 -3.68089426e-01
-3.51112503e-01 -7.10780044e-02 -1.54549449e-01 3.42782798e-01
6.27712371e-02]
[ -6.06008273e-02 -9.52388555e-03 -2.85137772e-01 -8.55813559e-02
7.05377837e-02 1.54856743e-01 -2.55771666e-01 -1.94408897e-01
-6.04627860e-02 -5.07197037e-02 1.64919515e-01 7.71217629e-01
-9.53692624e-02]
[ 1.45089327e-01 3.24393000e-01 -1.94575876e-01 7.91454163e-01
1.06795546e-01 3.97793531e-03 -1.93830055e-01 -3.70616519e-01
-2.19441615e-01 -3.02413077e-01 7.64239847e-01 9.26129732e-01
-1.43693353e+00]
[ 4.72139647e-03 1.60562692e-01 5.83734864e-02 4.04198762e-01
-1.08408582e-02 -6.36496007e-02 -2.63268149e-01 -3.15087165e-01
-2.71715318e-01 -1.78214071e-01 5.83225884e-01 8.61210771e-01
-1.36896360e+00]
[ -2.24889434e-02 -1.44813575e-01 -1.46770741e-01 3.31911581e-01
-1.88488859e-01 2.38459317e-01 -1.99387752e-02 -1.53529083e-01
-2.23623835e-01 -3.28260757e-01 2.05149539e-01 5.22529225e-01
-7.07749570e-01]
[ 8.60307028e-02 -3.83077222e-01 -5.06256238e-02 3.33838967e-02
-1.17979385e-01 1.99987478e-01 9.13931500e-02 1.75108264e-01
-1.87138540e-01 8.90181087e-03 -5.40173589e-02 3.09965372e-01
-3.98885815e-01]
[ 2.12419066e-01 -2.96187735e-01 -1.18506338e-01 -6.58972009e-02
-2.17838336e-01 1.22792280e-01 4.50456154e-02 -1.19865674e-01
-6.16220270e-02 -3.78584060e-02 -1.61034227e-01 -2.13271946e-01
-2.34033717e-01]
[ -1.31141232e-01 -8.18321778e-02 3.85312324e-02 -2.51042536e-01
-6.08380161e-02 -1.41192863e-01 5.87716283e-02 4.84788084e-03
-9.40887770e-02 3.17001458e-02 -3.32185445e-01 -4.84396333e-01
-1.20698658e-01]
[ -1.43134327e-01 -1.34419602e-01 -6.92654092e-02 -2.90697351e-01
-3.44521445e-01 -2.89302057e-01 1.65605107e-01 1.49334133e-01
8.90036525e-03 1.27621085e-01 -2.83496013e-01 -8.87963705e-01
3.18125851e-02]
[ -1.32345305e-01 -2.47321754e-01 -3.05493017e-01 -1.00717413e+00
-3.01285605e-01 -2.09461150e-01 -1.04408708e-01 -4.37916499e-02
4.20165401e-02 -4.88166525e-01 -7.81195429e-01 -6.74819243e-01
-1.42210409e+00]
[ -1.23742803e-01 1.33190076e-01 1.32255251e-02 1.56265782e-01
-2.01884046e-01 -1.77038767e-01 -1.54582089e-01 1.12718156e-02
-1.43523004e-01 -1.25705935e-01 -1.18012180e-01 -4.09920125e-01
1.09403327e-01]
[ -3.65859097e-01 -1.17271400e-01 -2.73582671e-01 3.92295435e-01
-1.98707085e-01 -2.33072409e-01 -1.61877488e-01 -1.02634979e-01
-1.42756852e-04 3.90237027e-02 1.35863907e-01 -3.30763383e-01
2.59435725e-01]
[ -1.33157069e-01 -5.01009027e-02 -2.54622881e-01 2.44546772e-01
-2.28503849e-01 -2.80034910e-01 -3.96486468e-01 -4.04111817e-02
8.62161429e-03 -1.00455121e-01 -1.62364091e-01 -3.08338431e-01
2.08867036e-01]
[ -2.57269069e-01 -5.31404104e-01 -3.41623666e-01 4.87167472e-02
-3.16679368e-01 -2.34097682e-01 -2.02801327e-01 -2.34095875e-01
-1.01015079e-02 -2.71858010e-01 5.08283910e-03 -3.18094701e-01
8.85229753e-02]
[ -2.26095843e-01 -2.96510966e-01 -3.22410154e-01 -6.04215342e-02
-8.75469090e-02 -1.51532893e-01 -1.04321779e-01 3.21389844e-02
-2.07939979e-01 -5.09591735e-01 -2.24030177e-01 -2.80375744e-01
-2.29537595e-02]
[ -9.14399410e-02 -1.99366822e-02 -2.44788060e-01 -1.07157478e+00
-2.77641240e-01 -2.59797791e-01 1.12011515e-01 -4.91478226e-01
1.38458806e-01 -2.08854944e-01 -7.65896766e-01 -3.75126019e-01
-1.34378981e+00]]
Progress: 33.8% ... Training loss: 0.192 ... Validation loss: 0.338[[-0.25989257]
[ 0.22658594]
[-0.08078579]
[ 1.3804655 ]
[ 0.24812644]
[-0.03982989]
[-0.96015649]
[-0.81302957]
[-0.53570237]
[-0.84922591]
[ 1.30769781]
[ 3.03647729]
[-2.55489168]]
[[ -5.17190168e-01 -4.91013025e-01 -5.90860494e-01 6.81138881e-02
-2.88334131e-01 -5.96053514e-01 1.19987515e-01 -2.20275179e-01
-2.71523999e-01 -2.94454673e-01 3.09419337e-01 1.06921952e+00
3.63824958e-01]
[ 1.36932297e-02 -1.35590107e-01 4.84129724e-02 -1.32752536e-01
-3.94598284e-02 5.85219411e-02 -8.10776994e-02 1.87404153e-01
-1.47627089e-01 -1.70805160e-01 -1.47819282e-01 -1.21072736e-01
-1.51836763e-01]
[ -2.95779186e-01 1.36292604e-01 -3.97712953e-02 3.24373875e-02
7.56030590e-02 -1.37216754e-01 -1.47616938e-01 -2.06841230e-01
2.67199002e-01 -5.83516246e-01 9.81707194e-02 7.11852285e-01
8.21143902e-01]
[ 2.68838962e-01 -2.43195382e-01 -2.76213908e-01 1.47751298e-01
-2.64125886e-01 1.15639007e-02 6.25145227e-01 -6.20245242e-01
3.63208867e-01 -1.85385444e-01 -5.57742287e-02 -3.11224279e-01
-3.50946031e-01]
[ 1.46040270e-01 1.12028155e-02 1.16239128e-01 -1.52126683e-01
-2.43590802e-02 7.49940800e-02 -1.92689356e-01 -1.70287899e-01
7.13077552e-02 2.72283553e-01 1.98316705e-02 -7.75571197e-02
-9.57337505e-02]
[ -4.86953324e-01 -6.22545568e-01 -6.00471205e-01 -5.89717545e-01
-5.97828457e-01 -5.65054957e-01 -4.15099151e-01 -1.45884972e-01
-4.87066096e-01 -2.26510593e-01 -6.11658435e-01 -9.34086228e-01
-7.13779269e-01]
[ -4.15533398e-01 -5.93489335e-01 -3.29023117e-01 -4.50183764e-01
-4.17882656e-01 -5.65869227e-01 -4.07520223e-01 -4.97577663e-01
-3.15932625e-01 -1.02462277e-01 -4.97834599e-01 -5.37463776e-01
-6.70084520e-01]
[ -3.44785695e-01 -3.47417721e-01 -4.89233967e-01 -1.62438244e-01
-3.23562045e-01 -4.27580667e-01 -2.52877897e-01 -2.89736293e-01
-2.68843071e-01 -5.97801113e-01 -3.31523870e-01 -8.44491564e-01
-6.69575794e-01]
[ -4.66167499e-01 -3.39118831e-01 -3.86930192e-01 -2.79835806e-01
-3.31497431e-01 -2.18638699e-01 -3.25675502e-02 -4.77260433e-01
-2.64037357e-01 -4.61005910e-01 -2.21192987e-01 -2.49858774e-01
-2.63745258e-01]
[ -9.58751526e-01 -9.58326582e-01 -9.93031317e-01 -7.38235589e-01
-1.04947592e+00 -9.92731794e-01 -5.25374655e-01 -5.70172241e-01
-7.35295783e-01 -5.79651608e-01 -8.10613887e-01 -6.49988686e-01
-9.53165478e-01]
[ -5.10862079e-01 -2.72342450e-01 -4.73834138e-01 -4.10670881e-01
-3.47949282e-01 -3.65191563e-01 -6.20285984e-01 -6.35112460e-01
-6.64296751e-01 -8.89214609e-02 -5.91947774e-01 -8.69696180e-01
-7.17255335e-01]
[ -1.22875907e-01 2.67033009e-02 -3.45126058e-01 -4.84572670e-01
-1.02257837e-01 -7.58859627e-02 -2.21367733e-01 -4.48501468e-01
-1.95882085e-01 3.87431080e-02 -5.36644521e-01 -1.20152679e+00
-7.65840276e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.56284119e-01 -1.25054462e-01 1.63847665e-01 -2.95662047e-01
-1.34434928e-01 1.13207097e-01 -1.37300368e-01 7.47075419e-03
-8.54255824e-02 6.23946696e-02 -2.22696118e-01 -4.69500614e-01
-7.90738890e-02]
[ -9.63449494e-02 -2.64716422e-01 -1.81691572e-01 -2.62098440e-01
-4.75452855e-01 -8.76053742e-02 -1.03108237e-01 -1.27949102e-02
-8.74334391e-02 -1.30845418e-02 -2.30669765e-01 -4.36234892e-01
-2.61646163e-01]
[ -6.26014641e-02 -3.74675598e-02 -2.25381045e-01 -2.65295834e-01
1.06230922e-01 -1.60774188e-01 -2.12300758e-01 1.51225762e-01
-1.87499606e-02 1.64863058e-01 -2.21843831e-01 -3.78523515e-02
-7.49461029e-02]
[ 3.82969411e-02 -1.67443553e-01 -1.49582329e-01 -1.06360047e-01
-1.26085236e-01 -1.07214934e-01 1.11375902e-01 -1.43392329e-01
-2.22197590e-02 3.85269082e-02 -5.25326011e-02 -1.37057984e-01
-2.88319025e-02]
[ -2.95867740e-01 -1.35512119e-01 -8.15107214e-02 -1.24693766e-01
-2.95482069e-01 -2.77262482e-01 -3.64486227e-01 -7.09833137e-03
-3.36333217e-01 -2.30106375e-01 1.51384210e-01 -1.40865655e-01
9.12068228e-02]
[ -2.35169064e-01 -1.20847851e-01 -9.69596667e-02 -2.08545874e-02
-8.17440140e-02 -1.21380965e-01 -9.06019256e-02 -1.95712504e-02
-1.46642263e-01 -1.29170131e-01 1.42587867e-02 -1.91944884e-01
-2.04447552e-01]
[ -1.80711066e-01 -7.45849776e-02 -2.30664480e-01 -2.28154364e-01
-1.61074088e-01 -2.06803922e-01 -3.66383974e-01 -1.20079249e-01
1.26405492e-01 -2.50970586e-01 -3.71248387e-01 -4.21411244e-01
-4.45721246e-01]
[ -3.72249423e-01 -5.66260162e-02 -1.52507369e-01 -1.01299188e-01
-4.45394459e-02 -3.14179561e-01 3.82889696e-02 -8.55342019e-02
-1.19028616e-01 4.19629766e-02 4.40269498e-02 -2.91983503e-01
-3.69960182e-01]
[ -1.57643453e-01 -1.40477736e-01 -5.41619902e-02 -2.24112777e-01
-1.26372605e-01 -2.95767020e-01 6.78075717e-02 -1.58008170e-01
-1.93087335e-01 5.05518400e-02 1.85096416e-01 1.38926269e-03
-1.52441727e-01]
[ -1.28300360e-01 -1.70553563e-01 -1.15137550e-01 -3.15672473e-01
9.32675780e-02 -1.79986058e-02 -1.61795985e-01 -1.83359729e-01
1.15167314e-01 -8.81428094e-02 -1.39519686e-01 -3.40271598e-02
-3.04860780e-01]
[ -3.86600354e-02 -3.56725838e-02 -1.50261668e-01 -1.25008665e-01
-2.30987718e-01 6.29501702e-02 -4.37688436e-02 -4.43118019e-02
-2.21422839e-01 -9.08711760e-02 -1.47037426e-01 -3.94082043e-01
-2.23726997e-01]
[ -6.77779428e-02 2.08145701e-02 -1.29195718e-01 -3.54375836e-01
1.18194319e-01 2.02206251e-02 -1.91311376e-01 -1.45985061e-01
1.29891129e-01 -4.99288568e-02 -3.21039756e-01 -3.07241180e-01
-3.30064661e-01]
[ 6.70684813e-02 -3.00833889e-01 -8.80224138e-02 -4.65926477e-01
-2.15511454e-01 -9.14767362e-02 3.64088721e-02 7.25459893e-02
-3.76220141e-02 2.71453474e-01 -5.47335783e-01 -8.94277140e-01
4.71799468e-01]
[ -2.29910420e-01 -2.38011641e-01 -1.34287657e-01 -3.25029051e-01
-2.95719364e-01 -9.49452287e-02 1.97530067e-01 2.96113611e-02
2.73729276e-01 2.43731649e-02 -4.32393992e-01 -1.08376335e+00
6.65252389e-01]
[ -2.13521911e-02 -1.81436921e-01 1.86926305e-02 -3.31715809e-01
-1.66788681e-01 1.63917567e-01 2.05307317e-01 2.47822524e-01
-3.47406670e-02 2.18587285e-01 -2.55263550e-01 -1.18035269e+00
7.86978909e-01]
[ -6.83218357e-03 -4.00736060e-02 -1.27732972e-01 -1.47881793e-01
-1.76217411e-01 -4.87972737e-02 3.14667462e-01 1.60864038e-01
2.55136693e-01 3.54594592e-01 -5.15589860e-01 -1.13295347e+00
8.25654831e-01]
[ -8.91970368e-02 -2.75733092e-01 5.66297308e-02 -3.53824681e-01
-1.46378835e-01 1.15340011e-01 3.88521092e-01 1.42252047e-01
-6.68907851e-02 1.53475828e-01 -5.77738492e-01 -1.11381027e+00
8.77096396e-01]
[ 1.14720038e-01 -8.66246038e-02 1.36768445e-02 -1.67242629e-01
-8.05192407e-02 -1.98032060e-02 2.80688439e-01 3.73776172e-01
4.27322473e-01 2.50208719e-01 -5.75578604e-01 -1.05552336e+00
5.97730833e-01]
[ 3.54616460e-03 -1.44709693e-01 2.36222250e-02 1.50326128e-02
-9.80410782e-02 -2.83249249e-01 1.39658356e-01 3.83634258e-01
3.59882239e-02 1.41228866e-01 -2.84624733e-01 -9.08667182e-01
2.39048478e-01]
[ 1.06642807e-01 8.61619011e-02 1.05542084e-02 2.42683940e-01
-1.03082336e-01 -5.69283174e-02 -8.47907547e-02 -9.84636569e-02
-2.01779821e-01 -8.69106115e-02 -7.04379896e-02 1.39663091e-01
-5.41887742e-01]
[ 5.51235216e-02 -1.24309367e-01 1.50964467e-01 5.12190416e-01
2.33876272e-01 9.84466608e-03 -3.50701446e-01 -3.41866393e-01
-4.45663637e-03 -5.56572670e-01 3.25558522e-01 9.20338927e-01
-9.21360202e-01]
[ 2.22499063e-02 7.82108665e-02 -2.14722425e-01 1.30121524e-01
3.60469794e-02 -3.45618893e-03 -2.13123311e-01 -3.64735594e-01
-2.84761578e-01 -2.77574018e-01 -3.18489063e-03 -1.13869038e-01
-2.07719530e-01]
[ -7.33280616e-02 -2.01286054e-01 5.63220324e-02 1.76786902e-02
-1.24175417e-01 -1.37251855e-01 -7.55437885e-02 -7.13448288e-02
1.52905583e-02 -4.16988656e-01 -3.56172772e-01 -2.13266706e-01
1.48059227e-01]
[ -1.03560728e-02 -2.59147289e-01 4.81367281e-02 -3.81119693e-01
-1.84483215e-01 -2.35158486e-01 -3.61338777e-01 -4.48332103e-02
-7.37480337e-02 1.40611041e-03 -2.42798354e-01 2.91722411e-01
1.61187954e-01]
[ 1.55046133e-01 6.36196143e-02 -1.11059789e-01 -3.79485486e-01
-5.17632820e-02 -1.04684390e-01 -2.64888611e-01 -5.65354343e-02
-2.31595264e-01 -2.76654465e-01 -2.56853806e-01 5.38830762e-01
8.53781482e-02]
[ -1.87141190e-01 -1.74279391e-01 -1.19467703e-01 -3.66094902e-01
-4.61673957e-02 2.35441418e-02 -2.65500648e-01 -2.92192039e-01
-1.72298251e-01 -1.10849932e-01 -2.82497837e-01 3.99383145e-01
-2.60423151e-03]
[ -5.43373671e-02 -1.95693228e-01 -1.69827302e-01 -3.74929292e-01
-3.93760051e-02 4.00197420e-02 -1.47063264e-01 -1.34380653e-01
-2.78092262e-01 -3.66218272e-01 -9.74940949e-02 2.90743595e-01
9.13759461e-02]
[ 9.40330379e-02 9.63298855e-02 -2.07202166e-02 -3.07722878e-01
-3.13637668e-01 3.98828225e-03 -2.42230819e-01 -3.69237775e-01
-3.51793572e-01 -7.11154383e-02 -1.53645402e-01 3.46942641e-01
6.04678760e-02]
[ -6.00725843e-02 -1.02177732e-02 -2.84987239e-01 -8.80439879e-02
6.98001545e-02 1.54906325e-01 -2.54917425e-01 -1.92675658e-01
-5.96620985e-02 -4.78110657e-02 1.61983420e-01 7.62914884e-01
-9.09320117e-02]
[ 1.46453400e-01 3.21968544e-01 -1.94201427e-01 7.82423455e-01
1.04624381e-01 4.09829303e-03 -1.88825601e-01 -3.64765762e-01
-2.16345814e-01 -2.97702835e-01 7.54375145e-01 9.01341718e-01
-1.43467729e+00]
[ 5.17460537e-03 1.60419380e-01 5.84235554e-02 4.05527144e-01
-1.09390668e-02 -6.36274375e-02 -2.62137490e-01 -3.15330922e-01
-2.71276173e-01 -1.77032485e-01 5.84296093e-01 8.58123680e-01
-1.37506004e+00]
[ -2.24970746e-02 -1.44717439e-01 -1.46773258e-01 3.33124130e-01
-1.88408860e-01 2.38455984e-01 -2.05117860e-02 -1.53736704e-01
-2.24030957e-01 -3.28044941e-01 2.06088095e-01 5.24690558e-01
-7.09844158e-01]
[ 8.60684467e-02 -3.83100034e-01 -5.06205674e-02 3.29104150e-02
-1.18023321e-01 1.99990387e-01 9.16670858e-02 1.75260441e-01
-1.87086900e-01 8.99664663e-03 -5.44263452e-02 3.09570457e-01
-3.98152213e-01]
[ 2.12805312e-01 -2.96549234e-01 -1.18410340e-01 -6.83554717e-02
-2.18243873e-01 1.22821419e-01 4.68645153e-02 -1.17825853e-01
-6.06946011e-02 -3.55550076e-02 -1.63839401e-01 -2.20438377e-01
-2.30041177e-01]
[ -1.31123921e-01 -8.18762118e-02 3.85396258e-02 -2.51372980e-01
-6.08869611e-02 -1.41191150e-01 5.89197119e-02 5.06397320e-03
-9.39991260e-02 3.18444540e-02 -3.32518040e-01 -4.85264431e-01
-1.19985112e-01]
[ -1.43023859e-01 -1.34537993e-01 -6.92329063e-02 -2.91757760e-01
-3.44649720e-01 -2.89294267e-01 1.66514464e-01 1.50123058e-01
9.32161791e-03 1.28341016e-01 -2.84573635e-01 -8.90246267e-01
3.40379368e-02]
[ -1.31617913e-01 -2.48516807e-01 -3.05360230e-01 -1.01475154e+00
-3.02360986e-01 -2.09417175e-01 -9.90619384e-02 -4.08571661e-02
4.54006492e-02 -4.87671966e-01 -7.87925165e-01 -6.92659593e-01
-1.41955240e+00]
[ -1.23028667e-01 1.31964600e-01 1.34653453e-02 1.49931810e-01
-2.03220708e-01 -1.76975412e-01 -1.50965656e-01 1.44138196e-02
-1.41394781e-01 -1.23489211e-01 -1.24753234e-01 -4.26371663e-01
1.20447812e-01]
[ -3.65675560e-01 -1.17474023e-01 -2.73491573e-01 3.91975946e-01
-1.98984754e-01 -2.33052878e-01 -1.61895759e-01 -1.00524844e-01
-3.84457742e-05 4.12629796e-02 1.34853045e-01 -3.33750013e-01
2.64058081e-01]
[ -1.32850105e-01 -5.00306408e-02 -2.54590987e-01 2.46861605e-01
-2.28429773e-01 -2.80016534e-01 -3.96570617e-01 -4.05489973e-02
8.28553943e-03 -9.82356890e-02 -1.61044420e-01 -3.03949623e-01
2.05351592e-01]
[ -2.56762068e-01 -5.32031654e-01 -3.41463408e-01 4.66022775e-02
-3.17453537e-01 -2.34044668e-01 -2.01471236e-01 -2.32275816e-01
-9.06621859e-03 -2.68977044e-01 1.87648685e-03 -3.28912866e-01
9.58946425e-02]
[ -2.25818025e-01 -2.96783377e-01 -3.22339982e-01 -6.22100929e-02
-8.78437281e-02 -1.51516937e-01 -1.03268478e-01 3.31371355e-02
-2.07387439e-01 -5.08333739e-01 -2.25704315e-01 -2.86415191e-01
-2.24498643e-02]
[ -9.01328973e-02 -2.13437766e-02 -2.44553165e-01 -1.08007284e+00
-2.79031731e-01 -2.59711944e-01 1.16567339e-01 -4.88148568e-01
1.40352395e-01 -2.03690959e-01 -7.73687965e-01 -3.95140270e-01
-1.35033851e+00]]
Progress: 33.9% ... Training loss: 0.182 ... Validation loss: 0.319[[-0.26061754]
[ 0.22913384]
[-0.07823758]
[ 1.38287093]
[ 0.25135874]
[-0.03724327]
[-0.96426201]
[-0.80791037]
[-0.53984164]
[-0.83955484]
[ 1.31378507]
[ 3.04416289]
[-2.55900114]]
[[ -5.17494399e-01 -4.90338323e-01 -5.90998551e-01 7.20330551e-02
-2.87601478e-01 -5.96151432e-01 1.18618838e-01 -2.21884093e-01
-2.71788785e-01 -2.97146711e-01 3.14117743e-01 1.07857575e+00
3.64235229e-01]
[ 1.37125158e-02 -1.35636654e-01 4.84197782e-02 -1.33434236e-01
-3.94901667e-02 5.85239111e-02 -8.08957881e-02 1.87542699e-01
-1.47506143e-01 -1.70896465e-01 -1.48328934e-01 -1.23063622e-01
-1.51152960e-01]
[ -2.95012140e-01 1.35821537e-01 -3.95688544e-02 2.99186236e-02
7.51298899e-02 -1.37154408e-01 -1.43663994e-01 -2.03469941e-01
2.69364064e-01 -5.81107926e-01 9.58176136e-02 7.00159127e-01
8.28229269e-01]
[ 2.71315948e-01 -2.45178654e-01 -2.75541054e-01 1.34715546e-01
-2.66071864e-01 1.19117247e-02 6.33913077e-01 -6.13500025e-01
3.68665480e-01 -1.75364689e-01 -6.84797379e-02 -3.36482578e-01
-3.37126529e-01]
[ 1.44199124e-01 1.38893989e-02 1.15413546e-01 -1.37754194e-01
-2.15033029e-02 7.46588760e-02 -2.00923843e-01 -1.84080543e-01
6.61339460e-02 2.61767013e-01 3.57396781e-02 -3.30654259e-02
-1.18098407e-01]
[ -4.87478367e-01 -6.22029666e-01 -6.00655146e-01 -5.89917141e-01
-5.97240978e-01 -5.65132901e-01 -4.16851176e-01 -1.49121512e-01
-4.88090142e-01 -2.30035296e-01 -6.10327251e-01 -9.25185156e-01
-7.17384456e-01]
[ -4.14756285e-01 -5.93988661e-01 -3.28844522e-01 -4.55250149e-01
-4.18423488e-01 -5.65799985e-01 -4.01778749e-01 -4.94857302e-01
-3.12839286e-01 -1.00263568e-01 -5.01994459e-01 -5.50321732e-01
-6.59750444e-01]
[ -3.44871359e-01 -3.47261307e-01 -4.89277545e-01 -1.60159839e-01
-3.23464939e-01 -4.27608850e-01 -2.53542299e-01 -2.90286707e-01
-2.69204475e-01 -5.98609857e-01 -3.30257194e-01 -8.44616754e-01
-6.73276727e-01]
[ -4.66487344e-01 -3.38783742e-01 -3.87035557e-01 -2.76430070e-01
-3.31014092e-01 -2.18697881e-01 -3.47554315e-02 -4.78967266e-01
-2.65112788e-01 -4.62875118e-01 -2.17264836e-01 -2.40292657e-01
-2.69290283e-01]
[ -9.58893466e-01 -9.58180869e-01 -9.93093907e-01 -7.37526416e-01
-1.04931472e+00 -9.92782890e-01 -5.23000580e-01 -5.71353854e-01
-7.34335758e-01 -5.81688473e-01 -8.09254924e-01 -6.53032290e-01
-9.53668158e-01]
[ -5.11964709e-01 -2.71173894e-01 -4.74147002e-01 -4.04953536e-01
-3.46647195e-01 -3.65382972e-01 -6.25591653e-01 -6.38188537e-01
-6.67216527e-01 -9.38627591e-02 -5.85715420e-01 -8.53678439e-01
-7.24941294e-01]
[ -1.21784775e-01 2.58971095e-02 -3.44904893e-01 -4.90581027e-01
-1.03094028e-01 -7.57395254e-02 -2.17298973e-01 -4.47017204e-01
-1.93289877e-01 4.17173280e-02 -5.41869686e-01 -1.20901688e+00
-7.60168706e-01]
[ -1.83399725e-02 2.03886396e-01 1.01983881e-01 6.90185120e-02
8.36568235e-02 2.59515855e-02 9.65703905e-02 -8.75102374e-02
-1.62464650e-01 -2.57123036e-01 -2.51327150e-01 1.99510548e-01
1.06092365e-01]
[ -2.56526819e-01 -1.24799853e-01 1.63740772e-01 -2.95381046e-01
-1.34148304e-01 1.13160304e-01 -1.38782609e-01 5.47464903e-03
-8.61462464e-02 6.04460660e-02 -2.21326505e-01 -4.61634028e-01
-8.16412991e-02]
[ -9.63091950e-02 -2.64737637e-01 -1.81685898e-01 -2.63080560e-01
-4.75535938e-01 -8.75975111e-02 -1.02740797e-01 -1.28309151e-02
-8.73103645e-02 -1.30210892e-02 -2.31598230e-01 -4.39255779e-01
-2.62214833e-01]
[ -6.29404070e-02 -3.72080544e-02 -2.25453623e-01 -2.65542940e-01
1.06511807e-01 -1.60815705e-01 -2.13048274e-01 1.50318752e-01
-1.92334976e-02 1.63571811e-01 -2.21725712e-01 -3.56776265e-02
-7.31360390e-02]
[ 3.79975530e-02 -1.67145075e-01 -1.49675744e-01 -1.03426644e-01
-1.25703777e-01 -1.07265168e-01 1.10330049e-01 -1.44456136e-01
-2.27015763e-02 3.66729518e-02 -4.96358466e-02 -1.32753508e-01
-3.16597348e-02]
[ -2.95157511e-01 -1.36047896e-01 -8.13141572e-02 -1.29763533e-01
-2.96038624e-01 -2.77171871e-01 -3.60411030e-01 -4.82298730e-03
-3.34221080e-01 -2.27152003e-01 1.46540541e-01 -1.51427792e-01
9.99510561e-02]
[ -2.34933241e-01 -1.21001320e-01 -9.69248068e-02 -2.26302703e-02
-8.19275066e-02 -1.21370781e-01 -8.84030998e-02 -1.87933246e-02
-1.45442175e-01 -1.29079979e-01 1.31516551e-02 -1.95760139e-01
-2.02206577e-01]
[ -1.80719267e-01 -7.45856573e-02 -2.30666127e-01 -2.28092030e-01
-1.61052726e-01 -2.06807018e-01 -3.66257545e-01 -1.20152790e-01
1.26434749e-01 -2.50999986e-01 -3.71148210e-01 -4.21855319e-01
-4.46396386e-01]
[ -3.72554770e-01 -5.62959675e-02 -1.52590425e-01 -9.77868740e-02
-4.42153831e-02 -3.14226435e-01 3.63895633e-02 -8.63321447e-02
-1.20129236e-01 4.09518170e-02 4.70636639e-02 -2.86790683e-01
-3.73121812e-01]
[ -1.57475297e-01 -1.40570214e-01 -5.41440324e-02 -2.24673142e-01
-1.26533218e-01 -2.95757768e-01 6.82983990e-02 -1.58197324e-01
-1.92608183e-01 5.04541744e-02 1.84074274e-01 -1.62977320e-03
-1.54076464e-01]
[ -1.28561223e-01 -1.70219229e-01 -1.15215979e-01 -3.13072530e-01
9.37040463e-02 -1.80452574e-02 -1.63279319e-01 -1.84367132e-01
1.14240547e-01 -8.93920010e-02 -1.36564320e-01 -2.61775362e-02
-3.08992887e-01]
[ -3.87112587e-02 -3.56582709e-02 -1.50264009e-01 -1.24705892e-01
-2.30967399e-01 6.29428985e-02 -4.39611221e-02 -4.43224486e-02
-2.21519910e-01 -9.09841427e-02 -1.46848714e-01 -3.94138519e-01
-2.23794414e-01]
[ -6.75746785e-02 2.06349777e-02 -1.29166704e-01 -3.55014400e-01
1.18053976e-01 2.02490859e-02 -1.90582301e-01 -1.45730143e-01
1.30390355e-01 -4.94465881e-02 -3.21437652e-01 -3.08227502e-01
-3.29742057e-01]
[ 6.69614332e-02 -3.00778278e-01 -8.80450399e-02 -4.65609540e-01
-2.15460218e-01 -9.14875094e-02 3.58620421e-02 7.19524759e-02
-3.78445355e-02 2.70843116e-01 -5.47077275e-01 -8.93820250e-01
4.71048824e-01]
[ -2.29878389e-01 -2.38044864e-01 -1.34280343e-01 -3.25742573e-01
-2.95754145e-01 -9.49413965e-02 1.98092614e-01 2.97978021e-02
2.73996656e-01 2.44637423e-02 -4.32858146e-01 -1.08483512e+00
6.66668095e-01]
[ -2.14233386e-02 -1.81375398e-01 1.86780833e-02 -3.31285358e-01
-1.66723448e-01 1.63906359e-01 2.04829690e-01 2.47647120e-01
-3.50039449e-02 2.18342065e-01 -2.54818877e-01 -1.17990111e+00
7.86171603e-01]
[ -6.99699600e-03 -3.99903309e-02 -1.27761673e-01 -1.47612303e-01
-1.76137673e-01 -4.88192734e-02 3.14011642e-01 1.60534725e-01
2.54778253e-01 3.53976847e-01 -5.15374721e-01 -1.13285345e+00
8.25436551e-01]
[ -8.93670815e-02 -2.75603720e-01 5.65682016e-02 -3.53136442e-01
-1.46227948e-01 1.15312156e-01 3.88106400e-01 1.41864491e-01
-6.71685802e-02 1.52921714e-01 -5.77140731e-01 -1.11373867e+00
8.75119269e-01]
[ 1.14719620e-01 -8.66347537e-02 1.36782078e-02 -1.67290955e-01
-8.05294579e-02 -1.98027277e-02 2.80697175e-01 3.73763359e-01
4.27337836e-01 2.50182556e-01 -5.75623365e-01 -1.05558843e+00
5.97863697e-01]
[ 3.57827890e-03 -1.44716062e-01 2.36298589e-02 1.52740767e-02
-9.80517936e-02 -2.83249733e-01 1.39936384e-01 3.83556784e-01
3.60551183e-02 1.41411346e-01 -2.84575052e-01 -9.08849979e-01
2.38126485e-01]
[ 1.06989668e-01 8.58329679e-02 1.06303003e-02 2.42012460e-01
-1.03344151e-01 -5.68806867e-02 -8.29920011e-02 -9.79518133e-02
-2.00696003e-01 -8.64207256e-02 -7.08235343e-02 1.36615209e-01
-5.41914657e-01]
[ 5.55380817e-02 -1.24559047e-01 1.51057668e-01 5.10215606e-01
2.33570530e-01 9.89431821e-03 -3.48924484e-01 -3.40982871e-01
-3.55441143e-03 -5.55270774e-01 3.23301509e-01 9.14999280e-01
-9.20360156e-01]
[ 2.22770467e-02 7.81639305e-02 -2.14702167e-01 1.29959065e-01
3.60077299e-02 -3.45406350e-03 -2.13086828e-01 -3.64672545e-01
-2.84678739e-01 -2.77606018e-01 -3.24130858e-03 -1.14593949e-01
-2.06907257e-01]
[ -7.31704272e-02 -2.01376571e-01 5.63616500e-02 1.66003901e-02
-1.24268110e-01 -1.37232940e-01 -7.47304745e-02 -7.08588155e-02
1.56701406e-02 -4.16299278e-01 -3.56912236e-01 -2.14145410e-01
1.49199614e-01]
[ -1.00831328e-02 -2.59458999e-01 4.82488288e-02 -3.84108643e-01
-1.84885002e-01 -2.35120635e-01 -3.59816988e-01 -4.31882936e-02
-7.26305488e-02 2.75308605e-03 -2.45717227e-01 2.84406626e-01
1.68186815e-01]
[ 1.54618589e-01 6.39665671e-02 -1.11176026e-01 -3.78675777e-01
-5.13561441e-02 -1.04747576e-01 -2.66636673e-01 -5.82315050e-02
-2.32621943e-01 -2.78157822e-01 -2.55306600e-01 5.44980587e-01
8.31387205e-02]
[ -1.87313712e-01 -1.74247082e-01 -1.19482535e-01 -3.66471077e-01
-4.61326482e-02 2.35250687e-02 -2.66313249e-01 -2.92107751e-01
-1.72443450e-01 -1.11409083e-01 -2.83110016e-01 3.98439857e-01
-3.79612296e-04]
[ -5.47449114e-02 -1.95213194e-01 -1.69962046e-01 -3.74773658e-01
-3.88678308e-02 3.99507437e-02 -1.48948880e-01 -1.36781051e-01
-2.79186732e-01 -3.68794178e-01 -9.57448649e-02 3.01156933e-01
8.93741886e-02]
[ 9.40053994e-02 9.62372678e-02 -2.07161537e-02 -3.08604475e-01
-3.13777177e-01 3.98934840e-03 -2.42204374e-01 -3.69037577e-01
-3.51521956e-01 -7.12202515e-02 -1.54607684e-01 3.44061488e-01
6.31903619e-02]
[ -6.01529525e-02 -9.96666828e-03 -2.85053177e-01 -8.76960334e-02
7.00752566e-02 1.54881192e-01 -2.55173302e-01 -1.93264632e-01
-6.01908260e-02 -4.83173413e-02 1.62849161e-01 7.67625803e-01
-9.27754379e-02]
[ 1.46341992e-01 3.22117197e-01 -1.94246019e-01 7.85114632e-01
1.04842425e-01 4.08712005e-03 -1.89288337e-01 -3.65546378e-01
-2.16892333e-01 -2.98861010e-01 7.57365621e-01 9.05830935e-01
-1.43839260e+00]
[ 5.17871833e-03 1.60441868e-01 5.84307519e-02 4.07043155e-01
-1.08243055e-02 -6.36386150e-02 -2.62658871e-01 -3.15098437e-01
-2.71498594e-01 -1.77432840e-01 5.85404105e-01 8.60964351e-01
-1.37651685e+00]
[ -2.26355293e-02 -1.44331873e-01 -1.46907784e-01 3.36846161e-01
-1.88035633e-01 2.38419989e-01 -2.10431011e-02 -1.55504954e-01
-2.24430872e-01 -3.29412958e-01 2.09643873e-01 5.31337897e-01
-7.16230763e-01]
[ 8.60107143e-02 -3.83074928e-01 -5.06301953e-02 3.34543669e-02
-1.17996007e-01 1.99977507e-01 9.14696422e-02 1.75102529e-01
-1.87029202e-01 8.85373656e-03 -5.44384425e-02 3.07641089e-01
-3.98369325e-01]
[ 2.13164227e-01 -2.96711159e-01 -1.18342346e-01 -6.94523093e-02
-2.18397971e-01 1.22864802e-01 4.82206104e-02 -1.17203413e-01
-5.99602099e-02 -3.41024129e-02 -1.64987961e-01 -2.21867074e-01
-2.28981292e-01]
[ -1.30980955e-01 -8.20630818e-02 3.85993101e-02 -2.52730979e-01
-6.11193857e-02 -1.41171287e-01 6.04252328e-02 6.39675648e-03
-9.32505344e-02 3.27474988e-02 -3.33969969e-01 -4.90333416e-01
-1.17389142e-01]
[ -1.43029889e-01 -1.34532978e-01 -6.92358140e-02 -2.91722195e-01
-3.44645200e-01 -2.89295197e-01 1.66476957e-01 1.50069945e-01
9.31215566e-03 1.28284801e-01 -2.84536412e-01 -8.90215557e-01
3.39804938e-02]
[ -1.31602304e-01 -2.48626780e-01 -3.05328042e-01 -1.01664878e+00
-3.02492107e-01 -2.09420216e-01 -9.76775365e-02 -3.98487101e-02
4.58473695e-02 -4.87413501e-01 -7.89475079e-01 -6.97218737e-01
-1.41885735e+00]
[ -1.23135011e-01 1.32282796e-01 1.33544267e-02 1.52462870e-01
-2.02884458e-01 -1.77011317e-01 -1.51780518e-01 1.28843985e-02
-1.41767951e-01 -1.24747494e-01 -1.21735069e-01 -4.19532861e-01
1.16596176e-01]
[ -3.65643227e-01 -1.17335391e-01 -2.73509345e-01 3.93378775e-01
-1.98840220e-01 -2.33070535e-01 -1.62248834e-01 -1.00438249e-01
-7.77120107e-05 4.12268756e-02 1.36094847e-01 -3.30240714e-01
2.65625783e-01]
[ -1.32434053e-01 -5.05249655e-02 -2.54461760e-01 2.43173439e-01
-2.28936673e-01 -2.79953895e-01 -3.94850713e-01 -3.92303641e-02
9.84116611e-03 -9.67753933e-02 -1.64423970e-01 -3.11473694e-01
2.12285374e-01]
[ -2.57088927e-01 -5.31638210e-01 -3.41571395e-01 5.08252862e-02
-3.17048687e-01 -2.34101635e-01 -2.03286889e-01 -2.33863265e-01
-1.01409803e-02 -2.70779265e-01 5.20918368e-03 -3.24664503e-01
9.15549758e-02]
[ -2.25767504e-01 -2.96902194e-01 -3.22315242e-01 -6.30819057e-02
-8.79329757e-02 -1.51503940e-01 -1.02729113e-01 3.31159816e-02
-2.07207128e-01 -5.08405609e-01 -2.26027381e-01 -2.87721104e-01
-2.10935597e-02]
[ -9.03676475e-02 -2.09628541e-02 -2.44656932e-01 -1.08135436e+00
-2.78563004e-01 -2.59770078e-01 1.17044423e-01 -4.90197655e-01
1.40289392e-01 -2.06245186e-01 -7.73661947e-01 -3.90863565e-01
-1.35521711e+00]]
Progress: 33.9% ... Training loss: 0.181 ... Validation loss: 0.320[[-0.24929334]
[ 0.23778648]
[-0.06992065]
[ 1.40698317]
[ 0.26208118]
[-0.02969116]
[-0.94127321]
[-0.79642671]
[-0.5216016 ]
[-0.82519526]
[ 1.33286437]
[ 3.06749337]
[-2.55284107]]
[[ -5.19249267e-01 -4.88520916e-01 -5.91490150e-01 8.58496079e-02
-2.85404356e-01 -5.96353012e-01 1.09166870e-01 -2.28681319e-01
-2.76982603e-01 -3.04761636e-01 3.28337514e-01 1.11285423e+00
3.45509180e-01]
[ 1.36421751e-02 -1.35604057e-01 4.83976431e-02 -1.33713965e-01
-3.94699340e-02 5.85117373e-02 -8.08098492e-02 1.87416302e-01
-1.47501340e-01 -1.71198339e-01 -1.48549456e-01 -1.24552693e-01
-1.50678517e-01]
[ -2.95631339e-01 1.36399545e-01 -3.97129132e-02 3.75512243e-02
7.59396813e-02 -1.37248912e-01 -1.48203033e-01 -2.02749374e-01
2.66545707e-01 -5.81762671e-01 1.01952512e-01 7.11533116e-01
8.19919840e-01]
[ 2.69445284e-01 -2.43581505e-01 -2.75947642e-01 1.49389131e-01
-2.64154722e-01 1.16663731e-02 6.22671549e-01 -6.17340708e-01
3.62398318e-01 -1.79810789e-01 -5.49790754e-02 -2.97536589e-01
-3.52566985e-01]
[ 1.43834772e-01 1.41197473e-02 1.15160877e-01 -1.39079042e-01
-2.12175533e-02 7.46150092e-02 -1.95559950e-01 -1.85245249e-01
6.72043218e-02 2.57656168e-01 3.44473901e-02 -3.96391220e-02
-1.17466285e-01]
[ -4.88192635e-01 -6.21553340e-01 -6.00808336e-01 -5.88010262e-01
-5.96651828e-01 -5.65199807e-01 -4.19125485e-01 -1.52503068e-01
-4.89033200e-01 -2.33413843e-01 -6.08311754e-01 -9.21346788e-01
-7.21352330e-01]
[ -4.15423433e-01 -5.93474449e-01 -3.29023430e-01 -4.49713142e-01
-4.17804802e-01 -5.65869329e-01 -4.05401910e-01 -4.96464971e-01
-3.15074599e-01 -1.02753604e-01 -4.96033272e-01 -5.37655648e-01
-6.66025909e-01]
[ -3.45819519e-01 -3.46502835e-01 -4.89473637e-01 -1.53132142e-01
-3.22475356e-01 -4.27728245e-01 -2.58558356e-01 -2.92200061e-01
-2.71860465e-01 -6.00489478e-01 -3.25623530e-01 -8.38433217e-01
-6.77846278e-01]
[ -4.66679469e-01 -3.38723759e-01 -3.87069310e-01 -2.73490541e-01
-3.30964238e-01 -2.18697285e-01 -3.75341301e-02 -4.78979908e-01
-2.66207246e-01 -4.62848945e-01 -2.14880068e-01 -2.35492116e-01
-2.71926073e-01]
[ -9.59328482e-01 -9.58018011e-01 -9.93197020e-01 -7.32408532e-01
-1.04908619e+00 -9.92802866e-01 -5.26364280e-01 -5.72897317e-01
-7.35518866e-01 -5.82879350e-01 -8.06209680e-01 -6.52633008e-01
-9.55549956e-01]
[ -5.13886877e-01 -2.69716813e-01 -4.74568990e-01 -3.93480951e-01
-3.44856051e-01 -3.65598846e-01 -6.34816013e-01 -6.42758242e-01
-6.72525470e-01 -9.99002259e-02 -5.75279738e-01 -8.29620090e-01
-7.39581168e-01]
[ -1.22108140e-01 2.61873379e-02 -3.44977154e-01 -4.88999548e-01
-1.02766544e-01 -7.57810909e-02 -2.18988697e-01 -4.48143097e-01
-1.94034570e-01 4.07217417e-02 -5.39812722e-01 -1.20537268e+00
-7.61561091e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.56206191e-01 -1.25017673e-01 1.63811201e-01 -2.96858148e-01
-1.34332445e-01 1.13206123e-01 -1.37412247e-01 6.09810390e-03
-8.54815843e-02 6.17385000e-02 -2.22589816e-01 -4.63293635e-01
-8.15338482e-02]
[ -9.67448232e-02 -2.64429403e-01 -1.81794836e-01 -2.61486395e-01
-4.75275633e-01 -8.76495644e-02 -1.04053757e-01 -1.40860613e-02
-8.77437231e-02 -1.46522151e-02 -2.30271397e-01 -4.39744416e-01
-2.63056578e-01]
[ -6.36622408e-02 -3.68644601e-02 -2.25549782e-01 -2.63902542e-01
1.06965060e-01 -1.60878593e-01 -2.16369474e-01 1.47981078e-01
-2.07272599e-02 1.60676199e-01 -2.20036709e-01 -3.13519894e-02
-7.43782691e-02]
[ 3.81120950e-02 -1.67199707e-01 -1.49648929e-01 -1.03497647e-01
-1.25763904e-01 -1.07253447e-01 1.10520475e-01 -1.44284581e-01
-2.24996010e-02 3.70331655e-02 -4.98108030e-02 -1.33479795e-01
-3.14146748e-02]
[ -2.95691250e-01 -1.35556072e-01 -8.14786534e-02 -1.25758027e-01
-2.95485427e-01 -2.77238122e-01 -3.63496143e-01 -6.97034475e-03
-3.35970260e-01 -2.29422471e-01 1.51108696e-01 -1.41039974e-01
9.30325715e-02]
[ -2.35448961e-01 -1.20227448e-01 -9.71386203e-02 -1.58175828e-02
-8.10633316e-02 -1.21445601e-01 -9.02617950e-02 -2.13970881e-02
-1.47272303e-01 -1.31552629e-01 1.95817007e-02 -1.82498155e-01
-2.10691370e-01]
[ -1.81041544e-01 -7.43336764e-02 -2.30744461e-01 -2.26207076e-01
-1.60722951e-01 -2.06845083e-01 -3.67938424e-01 -1.21006369e-01
1.25363962e-01 -2.51448359e-01 -3.70371086e-01 -4.17150205e-01
-4.48114513e-01]
[ -3.72712656e-01 -5.64008657e-02 -1.52567138e-01 -9.82688554e-02
-4.41689766e-02 -3.14239450e-01 3.55123945e-02 -8.56566666e-02
-1.20377139e-01 4.10549805e-02 4.65798218e-02 -2.89518268e-01
-3.73035631e-01]
[ -1.58265095e-01 -1.39987529e-01 -5.43127937e-02 -2.18467830e-01
-1.25956105e-01 -2.95853711e-01 6.32037198e-02 -1.59530183e-01
-1.94794801e-01 4.84394089e-02 1.89455552e-01 7.93841345e-03
-1.58305378e-01]
[ -1.28358762e-01 -1.70443208e-01 -1.15149636e-01 -3.14537491e-01
9.35143138e-02 -1.80106484e-02 -1.62114432e-01 -1.83606917e-01
1.14827237e-01 -8.86197511e-02 -1.37917660e-01 -2.97698596e-02
-3.05413179e-01]
[ -3.87611006e-02 -3.57311904e-02 -1.50254079e-01 -1.24164020e-01
-2.31071352e-01 6.29474160e-02 -4.46689287e-02 -4.38229480e-02
-2.21670705e-01 -9.07402667e-02 -1.47149312e-01 -3.96223547e-01
-2.23720830e-01]
[ -6.72072881e-02 2.03660284e-02 -1.29094948e-01 -3.56793136e-01
1.17754975e-01 2.03004031e-02 -1.89061701e-01 -1.44845187e-01
1.31170739e-01 -4.82075626e-02 -3.23038927e-01 -3.11708246e-01
-3.27848426e-01]
[ 6.69459247e-02 -3.00813191e-01 -8.80430094e-02 -4.66031066e-01
-2.15491907e-01 -9.14878624e-02 3.59143728e-02 7.18727554e-02
-3.78080370e-02 2.70789467e-01 -5.47322276e-01 -8.94053467e-01
4.71842718e-01]
[ -2.29895959e-01 -2.38029849e-01 -1.34290523e-01 -3.25660781e-01
-2.95728077e-01 -9.49446895e-02 1.98042521e-01 2.96200352e-02
2.73944072e-01 2.43405949e-02 -4.32709263e-01 -1.08464473e+00
6.66275920e-01]
[ -2.16947658e-02 -1.81172573e-01 1.85992052e-02 -3.30466575e-01
-1.66584689e-01 1.63866832e-01 2.04418419e-01 2.47059844e-01
-3.52337808e-02 2.17346820e-01 -2.54337307e-01 -1.18121429e+00
7.85247639e-01]
[ -7.16062540e-03 -3.98805442e-02 -1.27785056e-01 -1.46698975e-01
-1.76020746e-01 -4.88392925e-02 3.13299530e-01 1.60241809e-01
2.54321644e-01 3.53488587e-01 -5.14804588e-01 -1.13231984e+00
8.23756007e-01]
[ -8.93910173e-02 -2.75600457e-01 5.65630614e-02 -3.52970763e-01
-1.46243589e-01 1.15307923e-01 3.88337709e-01 1.41794531e-01
-6.70373276e-02 1.52725880e-01 -5.77284499e-01 -1.11481766e+00
8.75246395e-01]
[ 1.14652312e-01 -8.66034895e-02 1.36678109e-02 -1.67186758e-01
-8.04818392e-02 -1.98114054e-02 2.80532629e-01 3.73548679e-01
4.27297806e-01 2.49985747e-01 -5.75609619e-01 -1.05585447e+00
5.98062368e-01]
[ 3.49388574e-03 -1.44667294e-01 2.36120239e-02 1.60582114e-02
-9.79915458e-02 -2.83257010e-01 1.39341203e-01 3.83074604e-01
3.57936445e-02 1.40958463e-01 -2.84049577e-01 -9.08099673e-01
2.36991470e-01]
[ 1.06583934e-01 8.61394815e-02 1.05486146e-02 2.46528530e-01
-1.03028313e-01 -5.69257045e-02 -8.62536293e-02 -9.90942329e-02
-2.02048141e-01 -8.75648191e-02 -6.70939339e-02 1.43975443e-01
-5.46882805e-01]
[ 5.47668291e-02 -1.23735458e-01 1.50815210e-01 5.18964842e-01
2.34677988e-01 9.79197415e-03 -3.52228428e-01 -3.42873546e-01
-6.28068439e-03 -5.57221500e-01 3.30956481e-01 9.33347602e-01
-9.28770707e-01]
[ 2.20712938e-02 7.82277220e-02 -2.14723867e-01 1.30887149e-01
3.60818209e-02 -3.47348420e-03 -2.13991761e-01 -3.65274149e-01
-2.84871652e-01 -2.78755848e-01 -2.58760571e-03 -1.14442199e-01
-2.06595289e-01]
[ -7.35121802e-02 -2.01123996e-01 5.62770112e-02 1.73596499e-02
-1.24012771e-01 -1.37275967e-01 -7.63860329e-02 -7.20911483e-02
1.48333741e-02 -4.17656357e-01 -3.56066175e-01 -2.11316972e-01
1.48523239e-01]
[ -1.09704504e-02 -2.58763984e-01 4.80449254e-02 -3.81548228e-01
-1.84055856e-01 -2.35218483e-01 -3.64915600e-01 -4.64404624e-02
-7.52507208e-02 -3.95856821e-04 -2.42065162e-01 2.99319228e-01
1.63206461e-01]
[ 1.54721128e-01 6.38882377e-02 -1.11159122e-01 -3.79154825e-01
-5.14236924e-02 -1.04733408e-01 -2.66223074e-01 -5.82754633e-02
-2.32437068e-01 -2.77990720e-01 -2.55498936e-01 5.45045951e-01
8.33921633e-02]
[ -1.87147854e-01 -1.74420101e-01 -1.19427011e-01 -3.67674902e-01
-4.63328051e-02 2.35520967e-02 -2.65603096e-01 -2.91187814e-01
-1.71967733e-01 -1.10325610e-01 -2.84115222e-01 3.95247984e-01
2.08987408e-03]
[ -5.47139325e-02 -1.95419277e-01 -1.69892370e-01 -3.76992683e-01
-3.90997237e-02 3.99705091e-02 -1.48655674e-01 -1.35371875e-01
-2.78780546e-01 -3.68055384e-01 -9.79410743e-02 2.94474286e-01
9.60282326e-02]
[ 9.43817641e-02 9.59020043e-02 -2.06193683e-02 -3.10990807e-01
-3.14072048e-01 4.04930573e-03 -2.40264942e-01 -3.67978306e-01
-3.50732657e-01 -6.97704211e-02 -1.56608263e-01 3.39746168e-01
6.69703646e-02]
[ -5.99978891e-02 -9.94909865e-03 -2.85043559e-01 -8.84311635e-02
7.01027828e-02 1.54899888e-01 -2.54791574e-01 -1.93296251e-01
-6.00982861e-02 -4.78202135e-02 1.63002620e-01 7.67529099e-01
-9.41673392e-02]
[ 1.46635629e-01 3.21691371e-01 -1.94160908e-01 7.84690210e-01
1.04515190e-01 4.12982063e-03 -1.88156923e-01 -3.64679811e-01
-2.15825805e-01 -2.98425168e-01 7.55504219e-01 8.97458002e-01
-1.44015321e+00]
[ 4.92193934e-03 1.60679630e-01 5.83784767e-02 4.10037253e-01
-1.06389487e-02 -6.36702486e-02 -2.64401056e-01 -3.15925965e-01
-2.72132493e-01 -1.78178539e-01 5.88064451e-01 8.66431437e-01
-1.37825825e+00]
[ -2.25725313e-02 -1.44267007e-01 -1.46922668e-01 3.37325870e-01
-1.87984843e-01 2.38424824e-01 -2.04500721e-02 -1.55173267e-01
-2.24410018e-01 -3.29072887e-01 2.10016530e-01 5.31364172e-01
-7.17831238e-01]
[ 8.59913495e-02 -3.83101616e-01 -5.06308678e-02 3.33046470e-02
-1.18051854e-01 1.99978702e-01 9.13747163e-02 1.75220965e-01
-1.86987272e-01 8.72858509e-03 -5.46628821e-02 3.07176059e-01
-3.97805584e-01]
[ 2.13123071e-01 -2.96663581e-01 -1.18353662e-01 -6.88728429e-02
-2.18347595e-01 1.22858593e-01 4.78751752e-02 -1.17408371e-01
-6.02002034e-02 -3.40417137e-02 -1.64444873e-01 -2.20968420e-01
-2.30029357e-01]
[ -1.31035201e-01 -8.19576113e-02 3.85803071e-02 -2.52086193e-01
-6.10138707e-02 -1.41178269e-01 5.98656782e-02 6.20258770e-03
-9.35426600e-02 3.28460922e-02 -3.33551911e-01 -4.89178520e-01
-1.18629387e-01]
[ -1.43111903e-01 -1.34469516e-01 -6.92550536e-02 -2.91371091e-01
-3.44564103e-01 -2.89302729e-01 1.65938507e-01 1.49775582e-01
9.07246993e-03 1.27818584e-01 -2.84096172e-01 -8.89399021e-01
3.33292592e-02]
[ -1.32185469e-01 -2.48491734e-01 -3.05405994e-01 -1.01635027e+00
-3.02140587e-01 -2.09460915e-01 -1.01282905e-01 -4.07130043e-02
4.42242292e-02 -4.88847279e-01 -7.88989427e-01 -6.93659587e-01
-1.42309226e+00]
[ -1.23570924e-01 1.32643093e-01 1.32272536e-02 1.55372802e-01
-2.02628628e-01 -1.77082155e-01 -1.53607834e-01 1.13556862e-02
-1.42334156e-01 -1.26409500e-01 -1.19086394e-01 -4.18149126e-01
1.16063492e-01]
[ -3.65845981e-01 -1.16972575e-01 -2.73565583e-01 3.98370314e-01
-1.98488865e-01 -2.33085221e-01 -1.64206690e-01 -1.01390806e-01
-1.19830090e-03 4.06672810e-02 1.40413633e-01 -3.23219126e-01
2.61450489e-01]
[ -1.32463127e-01 -5.04926932e-02 -2.54492634e-01 2.44692029e-01
-2.28727145e-01 -2.79947658e-01 -3.94621452e-01 -3.83566064e-02
9.61205695e-03 -9.68805337e-02 -1.63089422e-01 -3.09460373e-01
2.13972195e-01]
[ -2.57169004e-01 -5.31783942e-01 -3.41525422e-01 5.17431077e-02
-3.17243229e-01 -2.34087146e-01 -2.04636274e-01 -2.32817720e-01
-1.03376995e-02 -2.70384448e-01 5.41709442e-03 -3.25970737e-01
9.25773293e-02]
[ -2.26687378e-01 -2.96136437e-01 -3.22522728e-01 -5.63942599e-02
-8.69784505e-02 -1.51622179e-01 -1.06673243e-01 2.97124761e-02
-2.09557153e-01 -5.11000487e-01 -2.20889297e-01 -2.76700406e-01
-2.71844097e-02]
[ -9.06384913e-02 -2.06643172e-02 -2.44765122e-01 -1.08126729e+00
-2.78243948e-01 -2.59801390e-01 1.15806992e-01 -4.92283109e-01
1.39446360e-01 -2.08006637e-01 -7.72800487e-01 -3.87067292e-01
-1.36034123e+00]]
Progress: 34.0% ... Training loss: 0.187 ... Validation loss: 0.326[[-0.26557319]
[ 0.22460973]
[-0.08194141]
[ 1.3916609 ]
[ 0.24591848]
[-0.043277 ]
[-0.96536928]
[-0.80999886]
[-0.54665874]
[-0.84669815]
[ 1.31232601]
[ 3.03991433]
[-2.57442283]]
[[ -5.17031613e-01 -4.90398853e-01 -5.90981286e-01 7.04635076e-02
-2.87880524e-01 -5.96126652e-01 1.22236114e-01 -2.19376157e-01
-2.69982484e-01 -2.94927623e-01 3.12826460e-01 1.07284965e+00
3.72834576e-01]
[ 1.34498421e-02 -1.35080447e-01 4.82923110e-02 -1.31923937e-01
-3.89329489e-02 5.84630149e-02 -8.08989291e-02 1.86111416e-01
-1.48088039e-01 -1.71598321e-01 -1.47737867e-01 -1.20729507e-01
-1.54039903e-01]
[ -2.95059282e-01 1.35388529e-01 -3.94267318e-02 3.10378091e-02
7.45788622e-02 -1.37189883e-01 -1.44590831e-01 -1.98254421e-01
2.70106795e-01 -5.79208782e-01 9.18897596e-02 6.86841350e-01
8.40362292e-01]
[ 2.70920357e-01 -2.44116297e-01 -2.75794775e-01 1.48128250e-01
-2.64631363e-01 1.17925889e-02 6.27705756e-01 -6.18460806e-01
3.64358117e-01 -1.77115815e-01 -5.47545895e-02 -2.90965625e-01
-3.60936328e-01]
[ 1.47340231e-01 1.03998186e-02 1.16146567e-01 -1.59811068e-01
-2.51640527e-02 7.50093938e-02 -1.80932832e-01 -1.75898697e-01
7.76298919e-02 2.68304270e-01 1.35428020e-02 -1.06683906e-01
-8.86051689e-02]
[ -4.87932704e-01 -6.21804289e-01 -6.00765882e-01 -5.90828209e-01
-5.96847279e-01 -5.65170367e-01 -4.17465187e-01 -1.51314150e-01
-4.88329317e-01 -2.31325027e-01 -6.11159782e-01 -9.27554252e-01
-7.17967695e-01]
[ -4.13822997e-01 -5.94653740e-01 -3.28631234e-01 -4.61272632e-01
-4.19478890e-01 -5.65715923e-01 -3.95677849e-01 -4.91342100e-01
-3.09555704e-01 -9.56877255e-02 -5.07883813e-01 -5.70759756e-01
-6.46947215e-01]
[ -3.45365123e-01 -3.46930522e-01 -4.89385347e-01 -1.55764210e-01
-3.23083899e-01 -4.27692383e-01 -2.56278454e-01 -2.90763923e-01
-2.70118017e-01 -5.99060701e-01 -3.30066532e-01 -8.47181524e-01
-6.74562100e-01]
[ -4.65961104e-01 -3.39517843e-01 -3.86878172e-01 -2.75605096e-01
-3.31883935e-01 -2.18600077e-01 -3.57955849e-02 -4.77514949e-01
-2.65016620e-01 -4.60708085e-01 -2.16817663e-01 -2.39457242e-01
-2.67569261e-01]
[ -9.58670286e-01 -9.59084367e-01 -9.92883253e-01 -7.40883698e-01
-1.05052733e+00 -9.92732376e-01 -5.21348785e-01 -5.66561250e-01
-7.31515819e-01 -5.78223229e-01 -8.14715473e-01 -6.80095412e-01
-9.31585485e-01]
[ -5.12585111e-01 -2.70519289e-01 -4.74335947e-01 -3.99804085e-01
-3.45946185e-01 -3.65464870e-01 -6.29222123e-01 -6.41654617e-01
-6.69747719e-01 -9.55690954e-02 -5.82762035e-01 -8.42367671e-01
-7.36589340e-01]
[ -1.21034972e-01 2.54041581e-02 -3.44809888e-01 -4.93325310e-01
-1.03633047e-01 -7.56696403e-02 -2.14195275e-01 -4.46369903e-01
-1.91659515e-01 4.44588198e-02 -5.44903799e-01 -1.21718770e+00
-7.58413070e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.56168065e-01 -1.25037246e-01 1.63802373e-01 -2.97336840e-01
-1.34351852e-01 1.13209444e-01 -1.37121668e-01 6.05025099e-03
-8.53518244e-02 6.19556522e-02 -2.23141360e-01 -4.64601626e-01
-8.13586537e-02]
[ -9.64011327e-02 -2.64705064e-01 -1.81730376e-01 -2.63249856e-01
-4.75517154e-01 -8.76108057e-02 -1.02668920e-01 -1.27025965e-02
-8.71254262e-02 -1.27943225e-02 -2.32199171e-01 -4.43740964e-01
-2.61205109e-01]
[ -6.34503602e-02 -3.70709410e-02 -2.25495937e-01 -2.66299962e-01
1.06699087e-01 -1.60856819e-01 -2.14956847e-01 1.49405162e-01
-2.00497913e-02 1.62209875e-01 -2.21924053e-01 -3.62409294e-02
-6.98978853e-02]
[ 3.89416894e-02 -1.67877597e-01 -1.49441172e-01 -1.06491629e-01
-1.26540348e-01 -1.07173922e-01 1.14382085e-01 -1.41821119e-01
-2.02170596e-02 4.11689835e-02 -5.41398712e-02 -1.49161805e-01
-2.64755488e-02]
[ -2.95520684e-01 -1.35510513e-01 -8.14583489e-02 -1.27807603e-01
-2.95531037e-01 -2.77225632e-01 -3.61536249e-01 -6.87873278e-03
-3.35329379e-01 -2.28433142e-01 1.49797260e-01 -1.40353474e-01
9.68609727e-02]
[ -2.34829170e-01 -1.20991748e-01 -9.69395028e-02 -2.37629376e-02
-8.21819633e-02 -1.21371032e-01 -8.57201607e-02 -1.79353007e-02
-1.44127982e-01 -1.29758139e-01 1.13098272e-02 -2.04839909e-01
-1.95893747e-01]
[ -1.81309966e-01 -7.37461813e-02 -2.30864021e-01 -2.21432941e-01
-1.60126174e-01 -2.06901147e-01 -3.69490076e-01 -1.22737911e-01
1.24321807e-01 -2.52123894e-01 -3.67517955e-01 -4.10528854e-01
-4.57809691e-01]
[ -3.72089348e-01 -5.70771458e-02 -1.52412945e-01 -1.02655331e-01
-4.49552890e-02 -3.14171372e-01 3.85363085e-02 -8.39739791e-02
-1.18354758e-01 4.24760828e-02 4.27095009e-02 -2.97086650e-01
-3.68483647e-01]
[ -1.58373207e-01 -1.40037155e-01 -5.43140447e-02 -2.17874265e-01
-1.26059819e-01 -2.95853543e-01 6.18072380e-02 -1.59475140e-01
-1.95139771e-01 4.81309553e-02 1.89532815e-01 9.15976908e-03
-1.55886262e-01]
[ -1.27596404e-01 -1.71203767e-01 -1.14959871e-01 -3.16997191e-01
9.26989311e-02 -1.79116955e-02 -1.59538463e-01 -1.81938600e-01
1.16186032e-01 -8.59152006e-02 -1.40267578e-01 -3.70032658e-02
-3.02136736e-01]
[ -3.87926115e-02 -3.56650975e-02 -1.50273840e-01 -1.24362869e-01
-2.31007389e-01 6.29367504e-02 -4.49623740e-02 -4.43793595e-02
-2.21785691e-01 -9.10212919e-02 -1.46897438e-01 -3.94293996e-01
-2.23536195e-01]
[ -6.73654284e-02 2.04452409e-02 -1.29120911e-01 -3.56611386e-01
1.17869453e-01 2.02854145e-02 -1.89468379e-01 -1.45526952e-01
1.30954260e-01 -4.88722287e-02 -3.22801082e-01 -3.11172976e-01
-3.28553304e-01]
[ 6.69706713e-02 -3.00836275e-01 -8.80379939e-02 -4.66965587e-01
-2.15541761e-01 -9.14858755e-02 3.64466945e-02 7.20994338e-02
-3.75906204e-02 2.70946283e-01 -5.47908471e-01 -8.95663949e-01
4.73938609e-01]
[ -2.29978194e-01 -2.38003552e-01 -1.34294287e-01 -3.26006158e-01
-2.95721722e-01 -9.49500653e-02 1.97812255e-01 2.95246965e-02
2.73751147e-01 2.43684914e-02 -4.33121278e-01 -1.08578489e+00
6.67706353e-01]
[ -2.16314951e-02 -1.81225095e-01 1.86089938e-02 -3.31285287e-01
-1.66667560e-01 1.63873585e-01 2.05361949e-01 2.47352229e-01
-3.48558226e-02 2.17689191e-01 -2.55196138e-01 -1.18240954e+00
7.87097862e-01]
[ -7.07881659e-03 -3.99276189e-02 -1.27770953e-01 -1.47064549e-01
-1.76074598e-01 -4.88319321e-02 3.13788289e-01 1.60440788e-01
2.54582636e-01 3.53867497e-01 -5.15092792e-01 -1.13291402e+00
8.24503641e-01]
[ -8.93574668e-02 -2.75623940e-01 5.65730670e-02 -3.53075003e-01
-1.46275647e-01 1.15311636e-01 3.88805409e-01 1.42163832e-01
-6.69085663e-02 1.52785378e-01 -5.77388450e-01 -1.11549424e+00
8.75744790e-01]
[ 1.14821204e-01 -8.67177197e-02 1.36954323e-02 -1.68176650e-01
-8.06154241e-02 -1.97978682e-02 2.81711420e-01 3.74158647e-01
4.27944900e-01 2.50674184e-01 -5.76365867e-01 -1.05746427e+00
5.99528021e-01]
[ 3.86399492e-03 -1.45012363e-01 2.37058052e-02 1.28028838e-02
-9.83592592e-02 -2.83228813e-01 1.42225012e-01 3.85235432e-01
3.72364119e-02 1.42555660e-01 -2.86769356e-01 -9.13496570e-01
2.42670700e-01]
[ 1.06376355e-01 8.63577947e-02 1.05031245e-02 2.49453994e-01
-1.02822066e-01 -5.69465970e-02 -8.82232674e-02 -9.98404597e-02
-2.02783781e-01 -8.86367281e-02 -6.44940535e-02 1.49867162e-01
-5.49636574e-01]
[ 5.59973538e-02 -1.24726280e-01 1.51109192e-01 5.13419756e-01
2.33413160e-01 9.91863053e-03 -3.47276530e-01 -3.40898988e-01
-3.13442966e-03 -5.54100876e-01 3.25224800e-01 9.15528831e-01
-9.29060310e-01]
[ 2.25425346e-02 7.75775200e-02 -2.14613366e-01 1.26741489e-01
3.53682459e-02 -3.41368137e-03 -2.11365969e-01 -3.63562093e-01
-2.83151107e-01 -2.77392455e-01 -6.76044970e-03 -1.25127910e-01
-1.99926423e-01]
[ -7.37029746e-02 -2.00945328e-01 5.62211757e-02 1.82154676e-02
-1.23829283e-01 -1.37295932e-01 -7.75249081e-02 -7.28887272e-02
1.42581009e-02 -4.18060338e-01 -3.55331173e-01 -2.09727500e-01
1.47693994e-01]
[ -1.08910914e-02 -2.58844854e-01 4.80784714e-02 -3.81962497e-01
-1.84137692e-01 -2.35210841e-01 -3.64735973e-01 -4.59696025e-02
-7.50679485e-02 1.50892583e-04 -2.42574475e-01 2.97694792e-01
1.64509829e-01]
[ 1.54702409e-01 6.37564016e-02 -1.11141006e-01 -3.80963832e-01
-5.16221454e-02 -1.04726056e-01 -2.65799864e-01 -5.86689225e-02
-2.32139204e-01 -2.78125127e-01 -2.57447901e-01 5.42198537e-01
8.81741993e-02]
[ -1.87330816e-01 -1.73970609e-01 -1.19523413e-01 -3.65382516e-01
-4.59058406e-02 2.35127347e-02 -2.66154641e-01 -2.92275146e-01
-1.72647461e-01 -1.10366706e-01 -2.83176823e-01 3.99143285e-01
-2.30357318e-03]
[ -5.47225089e-02 -1.95574944e-01 -1.69838340e-01 -3.77652436e-01
-3.92180404e-02 3.99744237e-02 -1.49572308e-01 -1.34874579e-01
-2.78783399e-01 -3.67655655e-01 -9.86545543e-02 2.92806314e-01
9.93241969e-02]
[ 9.45096774e-02 9.58568468e-02 -2.06010343e-02 -3.11548430e-01
-3.14113458e-01 4.06646065e-03 -2.40205008e-01 -3.67910847e-01
-3.50657839e-01 -6.92913220e-02 -1.56685015e-01 3.40160088e-01
6.64010926e-02]
[ -5.97393299e-02 -1.02095370e-02 -2.85008357e-01 -9.31708322e-02
6.98042612e-02 1.54927685e-01 -2.53437203e-01 -1.92247080e-01
-5.92849808e-02 -4.69534727e-02 1.59809740e-01 7.64814285e-01
-8.66489508e-02]
[ 1.46582305e-01 3.21731238e-01 -1.94168205e-01 7.85542554e-01
1.04533336e-01 4.12911742e-03 -1.88436745e-01 -3.64709415e-01
-2.16037050e-01 -2.98635773e-01 7.56334523e-01 8.99093059e-01
-1.44079689e+00]
[ 4.94481510e-03 1.60745395e-01 5.83680184e-02 4.10788775e-01
-1.05732729e-02 -6.36691421e-02 -2.64313490e-01 -3.15814005e-01
-2.72219622e-01 -1.78202504e-01 5.88683080e-01 8.68439833e-01
-1.37887445e+00]
[ -2.18752920e-02 -1.44747795e-01 -1.46793645e-01 3.35490031e-01
-1.88516932e-01 2.38497988e-01 -1.79227564e-02 -1.54087426e-01
-2.22987742e-01 -3.26304561e-01 2.07053272e-01 5.22883495e-01
-7.17302739e-01]
[ 8.60898332e-02 -3.83173604e-01 -5.06024559e-02 3.25928118e-02
-1.18170059e-01 1.99992003e-01 9.18906943e-02 1.75710947e-01
-1.86758873e-01 9.20927715e-03 -5.53902926e-02 3.05387308e-01
-3.96587896e-01]
[ 2.12970410e-01 -2.96511850e-01 -1.18392885e-01 -6.70956604e-02
-2.18189421e-01 1.22842775e-01 4.70261254e-02 -1.18140948e-01
-6.07633768e-02 -3.45855577e-02 -1.63196775e-01 -2.18071061e-01
-2.33069237e-01]
[ -1.30798201e-01 -8.22621687e-02 3.86819504e-02 -2.53204026e-01
-6.13929667e-02 -1.41152774e-01 6.13956324e-02 8.11163202e-03
-9.26514916e-02 3.48161554e-02 -3.35371631e-01 -4.97298490e-01
-1.15338976e-01]
[ -1.43147495e-01 -1.34473869e-01 -6.92656100e-02 -2.91599652e-01
-3.44560670e-01 -2.89309631e-01 1.66526588e-01 1.49644216e-01
9.42389792e-03 1.27726179e-01 -2.84564124e-01 -8.91783384e-01
3.41959901e-02]
[ -1.31242202e-01 -2.49277785e-01 -3.05180088e-01 -1.02313989e+00
-3.03308386e-01 -2.09362819e-01 -9.61271785e-02 -3.80883752e-02
4.73763338e-02 -4.86026420e-01 -7.95999930e-01 -7.10792336e-01
-1.42045858e+00]
[ -1.23561770e-01 1.33019734e-01 1.31827130e-02 1.57233251e-01
-2.02230430e-01 -1.77107549e-01 -1.53299896e-01 1.07597509e-02
-1.42753278e-01 -1.25653219e-01 -1.18524713e-01 -4.15225762e-01
1.14234631e-01]
[ -3.65794257e-01 -1.17171211e-01 -2.73515734e-01 3.97385058e-01
-1.98833780e-01 -2.33062008e-01 -1.64182389e-01 -1.00013116e-01
-7.98663274e-04 4.20938424e-02 1.38636851e-01 -3.25747764e-01
2.67823019e-01]
[ -1.32021744e-01 -5.10569559e-02 -2.54370804e-01 2.41273718e-01
-2.29337932e-01 -2.79892917e-01 -3.92869497e-01 -3.61237041e-02
1.10188574e-02 -9.47025944e-02 -1.66548114e-01 -3.18655462e-01
2.22062019e-01]
[ -2.56876080e-01 -5.32236242e-01 -3.41416077e-01 4.85191249e-02
-3.17751982e-01 -2.34048320e-01 -2.03141232e-01 -2.30652882e-01
-9.44454588e-03 -2.68699002e-01 1.90505719e-03 -3.33879853e-01
1.01745587e-01]
[ -2.26581337e-01 -2.96337700e-01 -3.22485217e-01 -5.89416106e-02
-8.72437524e-02 -1.51607121e-01 -1.05392550e-01 2.99649890e-02
-2.08891549e-01 -5.10677942e-01 -2.23250797e-01 -2.82474734e-01
-2.24125930e-02]
[ -8.94498545e-02 -2.14904579e-02 -2.44550946e-01 -1.08528727e+00
-2.79142368e-01 -2.59690015e-01 1.21194144e-01 -4.91126860e-01
1.42504035e-01 -2.04471939e-01 -7.76321820e-01 -3.99475742e-01
-1.35944416e+00]]
Progress: 34.0% ... Training loss: 0.186 ... Validation loss: 0.319[[-0.2465632 ]
[ 0.24052828]
[-0.06679469]
[ 1.40783105]
[ 0.26506754]
[-0.02596247]
[-0.94109154]
[-0.78957328]
[-0.52228184]
[-0.8185105 ]
[ 1.32857342]
[ 3.07001654]
[-2.56785227]]
[[ -5.18423130e-01 -4.89329503e-01 -5.91391333e-01 7.65304767e-02
-2.86014898e-01 -5.96369919e-01 1.16429168e-01 -2.22650586e-01
-2.73762431e-01 -3.00408140e-01 3.21557939e-01 1.10026597e+00
3.59080981e-01]
[ 1.32446691e-02 -1.34956226e-01 4.82332281e-02 -1.31122380e-01
-3.87924999e-02 5.84291256e-02 -8.15983166e-02 1.85395203e-01
-1.48449909e-01 -1.72370747e-01 -1.47065373e-01 -1.19650564e-01
-1.55514721e-01]
[ -2.94415837e-01 1.35528782e-01 -3.93311138e-02 3.20458801e-02
7.50777465e-02 -1.37169207e-01 -1.43564881e-01 -1.95474618e-01
2.70000514e-01 -5.75887962e-01 9.38747059e-02 7.00595044e-01
8.35296421e-01]
[ 2.70769071e-01 -2.44347151e-01 -2.75585650e-01 1.53764996e-01
-2.64748105e-01 1.17753039e-02 6.26426546e-01 -6.12929838e-01
3.64040601e-01 -1.73547156e-01 -5.19687325e-02 -2.97524413e-01
-3.56138342e-01]
[ 1.45086863e-01 1.21066870e-02 1.15381630e-01 -1.59905249e-01
-2.34466267e-02 7.46037233e-02 -1.80834794e-01 -1.79177615e-01
7.38458489e-02 2.54179393e-01 1.73705377e-02 -1.02130146e-01
-9.55159486e-02]
[ -4.88721114e-01 -6.21495522e-01 -6.00920729e-01 -5.89915066e-01
-5.96505666e-01 -5.65275226e-01 -4.20177032e-01 -1.53279882e-01
-4.89793968e-01 -2.34102908e-01 -6.10788622e-01 -9.31027936e-01
-7.19185597e-01]
[ -4.15206338e-01 -5.93636403e-01 -3.29051062e-01 -4.56064328e-01
-4.17935140e-01 -5.65921645e-01 -4.00825266e-01 -4.98179738e-01
-3.12421323e-01 -1.02141997e-01 -5.00909638e-01 -5.47431474e-01
-6.60901374e-01]
[ -3.45874634e-01 -3.46453655e-01 -4.89519776e-01 -1.52622467e-01
-3.22530139e-01 -4.27771823e-01 -2.58390962e-01 -2.92018136e-01
-2.71361844e-01 -5.99926808e-01 -3.27535319e-01 -8.43524584e-01
-6.78883436e-01]
[ -4.67039030e-01 -3.38394496e-01 -3.87205141e-01 -2.71336934e-01
-3.30544711e-01 -2.18814611e-01 -4.18843185e-02 -4.79553177e-01
-2.68802563e-01 -4.64708613e-01 -2.10791956e-01 -2.16820703e-01
-2.74321627e-01]
[ -9.59904065e-01 -9.57945718e-01 -9.93355036e-01 -7.37224899e-01
-1.04902037e+00 -9.92959207e-01 -5.25906810e-01 -5.74321238e-01
-7.34131012e-01 -5.83689336e-01 -8.09760903e-01 -6.61057258e-01
-9.43391459e-01]
[ -5.14063830e-01 -2.69267639e-01 -4.74710381e-01 -3.93855180e-01
-3.44349025e-01 -3.65708063e-01 -6.35979039e-01 -6.43664802e-01
-6.74217366e-01 -1.01144548e-01 -5.75393899e-01 -8.20313410e-01
-7.47440536e-01]
[ -1.22081663e-01 2.59401774e-02 -3.44999743e-01 -4.89401661e-01
-1.02958814e-01 -7.58041706e-02 -2.18940837e-01 -4.48695542e-01
-1.93934715e-01 4.14015929e-02 -5.41324251e-01 -1.21213204e+00
-7.62001665e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.56585649e-01 -1.24885681e-01 1.63724627e-01 -2.97133258e-01
-1.34205484e-01 1.13162576e-01 -1.38827971e-01 4.85760117e-03
-8.59791859e-02 6.03674294e-02 -2.22767929e-01 -4.65117854e-01
-8.14921410e-02]
[ -9.65637088e-02 -2.64653995e-01 -1.81766855e-01 -2.62931103e-01
-4.75460068e-01 -8.76382120e-02 -1.02898958e-01 -1.26954883e-02
-8.75119360e-02 -1.29686888e-02 -2.32371350e-01 -4.46090718e-01
-2.61635414e-01]
[ -6.39674354e-02 -3.68924167e-02 -2.25559911e-01 -2.65179582e-01
1.06960992e-01 -1.60903061e-01 -2.17307018e-01 1.48575570e-01
-2.12460679e-02 1.60293040e-01 -2.21025466e-01 -3.40863840e-02
-7.08278259e-02]
[ 3.76716343e-02 -1.66840859e-01 -1.49847152e-01 -1.01866118e-01
-1.25254845e-01 -1.07364515e-01 1.09531640e-01 -1.47721800e-01
-2.30034259e-02 3.54609531e-02 -4.82816421e-02 -1.30609803e-01
-3.81785169e-02]
[ -2.95126182e-01 -1.35913881e-01 -8.13295090e-02 -1.29341181e-01
-2.95842120e-01 -2.77174916e-01 -3.59804624e-01 -5.89144833e-03
-3.33994197e-01 -2.26834436e-01 1.47925435e-01 -1.45090947e-01
1.00415951e-01]
[ -2.34815429e-01 -1.20924424e-01 -9.69728804e-02 -2.44738609e-02
-8.20765098e-02 -1.21380312e-01 -8.51264664e-02 -1.81570799e-02
-1.43889747e-01 -1.30188402e-01 1.12154943e-02 -2.03212927e-01
-1.96920245e-01]
[ -1.81271425e-01 -7.38360803e-02 -2.30874820e-01 -2.21444139e-01
-1.60125167e-01 -2.06903552e-01 -3.68101960e-01 -1.22642971e-01
1.24665383e-01 -2.51979281e-01 -3.67609149e-01 -4.14862759e-01
-4.58123515e-01]
[ -3.72225018e-01 -5.68141704e-02 -1.52470941e-01 -1.00731720e-01
-4.47217043e-02 -3.14200449e-01 3.73986522e-02 -8.48274282e-02
-1.19006334e-01 4.19629406e-02 4.42034883e-02 -2.93847183e-01
-3.72134357e-01]
[ -1.58995795e-01 -1.39504289e-01 -5.44457122e-02 -2.14896108e-01
-1.25411005e-01 -2.95941775e-01 5.73386142e-02 -1.61161589e-01
-1.97331774e-01 4.71474901e-02 1.92606300e-01 2.12285643e-02
-1.59186737e-01]
[ -1.28396431e-01 -1.70362714e-01 -1.15193965e-01 -3.13274464e-01
9.37688677e-02 -1.80695888e-02 -1.63668036e-01 -1.82979636e-01
1.13306456e-01 -8.88701367e-02 -1.35149336e-01 -2.05512452e-02
-3.08968224e-01]
[ -3.88803596e-02 -3.55276168e-02 -1.50331211e-01 -1.23972978e-01
-2.30915095e-01 6.29161589e-02 -4.52616645e-02 -4.50363581e-02
-2.21928552e-01 -9.15384525e-02 -1.46232047e-01 -3.91995509e-01
-2.24225416e-01]
[ -6.75580770e-02 2.06052306e-02 -1.29176340e-01 -3.56106947e-01
1.18056933e-01 2.02487297e-02 -1.90070217e-01 -1.46329463e-01
1.30539757e-01 -4.99279126e-02 -3.22150651e-01 -3.09479837e-01
-3.29345129e-01]
[ 6.68321448e-02 -3.00717972e-01 -8.80745696e-02 -4.66520346e-01
-2.15411366e-01 -9.15059706e-02 3.58764547e-02 7.15088064e-02
-3.79245751e-02 2.70274236e-01 -5.47552069e-01 -8.95028359e-01
4.72656963e-01]
[ -2.30220261e-01 -2.37831468e-01 -1.34363018e-01 -3.25406003e-01
-2.95545685e-01 -9.49881032e-02 1.96866639e-01 2.90343550e-02
2.73186711e-01 2.33159027e-02 -4.32550235e-01 -1.08546655e+00
6.66267423e-01]
[ -2.16979220e-02 -1.81188143e-01 1.85881526e-02 -3.31075720e-01
-1.66612566e-01 1.63861254e-01 2.04905699e-01 2.46795439e-01
-3.49538805e-02 2.17196389e-01 -2.54979511e-01 -1.18240516e+00
7.86441000e-01]
[ -7.18045749e-03 -3.99195968e-02 -1.27781183e-01 -1.46710724e-01
-1.76054575e-01 -4.88468846e-02 3.13596409e-01 1.60289329e-01
2.54528867e-01 3.53428202e-01 -5.14895015e-01 -1.13375102e+00
8.24329178e-01]
[ -8.92296265e-02 -2.75689764e-01 5.66005846e-02 -3.53383731e-01
-1.46366692e-01 1.15327634e-01 3.90095154e-01 1.42636902e-01
-6.62965595e-02 1.53389975e-01 -5.77831001e-01 -1.11713093e+00
8.76988040e-01]
[ 1.14721043e-01 -8.66441293e-02 1.36654596e-02 -1.67537492e-01
-8.05561330e-02 -1.98123542e-02 2.81279428e-01 3.73660540e-01
4.27736626e-01 2.50264118e-01 -5.76022237e-01 -1.05743170e+00
5.98566477e-01]
[ 4.03256518e-03 -1.45085681e-01 2.37275407e-02 1.25519165e-02
-9.84347779e-02 -2.83213724e-01 1.42966772e-01 3.85266617e-01
3.76541595e-02 1.42844359e-01 -2.86932941e-01 -9.13613691e-01
2.42261362e-01]
[ 1.07020094e-01 8.57983037e-02 1.06402227e-02 2.46150769e-01
-1.03246440e-01 -5.68789645e-02 -8.39747471e-02 -9.79374393e-02
-2.00529042e-01 -8.66497267e-02 -6.74072333e-02 1.37873516e-01
-5.47276260e-01]
[ 5.52607160e-02 -1.24176829e-01 1.50941674e-01 5.21233239e-01
2.34315739e-01 9.80657227e-03 -3.51984019e-01 -3.42569702e-01
-5.84883064e-03 -5.55546026e-01 3.32328374e-01 9.31353880e-01
-9.37591817e-01]
[ 2.22864691e-02 7.78143000e-02 -2.14669029e-01 1.27693989e-01
3.56352127e-02 -3.45225398e-03 -2.12294092e-01 -3.63934162e-01
-2.83652808e-01 -2.78043108e-01 -6.04806376e-03 -1.24786839e-01
-2.00352166e-01]
[ -7.38074064e-02 -2.00780546e-01 5.61688833e-02 1.88591678e-02
-1.23653667e-01 -1.37313785e-01 -7.79097633e-02 -7.37562875e-02
1.37042250e-02 -4.18370367e-01 -3.54740898e-01 -2.07015591e-01
1.45753197e-01]
[ -1.13440603e-02 -2.58863639e-01 4.80512716e-02 -3.83352160e-01
-1.84127225e-01 -2.35242759e-01 -3.66244336e-01 -4.58822239e-02
-7.53713351e-02 -1.42150322e-03 -2.43824812e-01 2.95588473e-01
1.68938005e-01]
[ 1.54099934e-01 6.42837457e-02 -1.11317436e-01 -3.79439426e-01
-5.10968293e-02 -1.04801163e-01 -2.68037027e-01 -6.13683677e-02
-2.33503747e-01 -2.80198775e-01 -2.55412863e-01 5.50662368e-01
8.50202025e-02]
[ -1.88192507e-01 -1.73036964e-01 -1.19816555e-01 -3.63485465e-01
-4.48267928e-02 2.33406572e-02 -2.70791723e-01 -2.94833749e-01
-1.75716772e-01 -1.14816536e-01 -2.78769077e-01 4.18435112e-01
-1.03372516e-02]
[ -5.51553123e-02 -1.95141567e-01 -1.69999085e-01 -3.76548155e-01
-3.85837451e-02 3.98930537e-02 -1.52108461e-01 -1.37594499e-01
-2.79897705e-01 -3.69464429e-01 -9.63169789e-02 3.04330612e-01
9.48301427e-02]
[ 9.46951318e-02 9.55815456e-02 -2.05209393e-02 -3.13308847e-01
-3.14331743e-01 4.09749602e-03 -2.39189867e-01 -3.67023510e-01
-3.50070359e-01 -6.84092498e-02 -1.58644064e-01 3.35088992e-01
7.08617069e-02]
[ -5.97264408e-02 -1.02365194e-02 -2.85000735e-01 -9.30176304e-02
6.97986165e-02 1.54931858e-01 -2.53691961e-01 -1.92532540e-01
-5.94325550e-02 -4.71015004e-02 1.60135482e-01 7.65783217e-01
-8.71756991e-02]
[ 1.46619199e-01 3.21684444e-01 -1.94157639e-01 7.85335584e-01
1.04499315e-01 4.13419649e-03 -1.88272586e-01 -3.64462954e-01
-2.15953498e-01 -2.98384826e-01 7.55979228e-01 8.97893725e-01
-1.44072287e+00]
[ 4.85214031e-03 1.60878158e-01 5.83317265e-02 4.11575173e-01
-1.04957957e-02 -6.36862496e-02 -2.64725585e-01 -3.16074613e-01
-2.72444050e-01 -1.78491939e-01 5.89417746e-01 8.70316737e-01
-1.37950447e+00]
[ -2.20505101e-02 -1.44597025e-01 -1.46826603e-01 3.36510391e-01
-1.88381981e-01 2.38473507e-01 -1.87746535e-02 -1.54274990e-01
-2.23519503e-01 -3.26528743e-01 2.07838644e-01 5.24427718e-01
-7.18411356e-01]
[ 8.61403812e-02 -3.83202527e-01 -5.05872934e-02 3.22558837e-02
-1.18210289e-01 2.00001892e-01 9.22064832e-02 1.76026846e-01
-1.86651099e-01 9.50944482e-03 -5.56564322e-02 3.04842298e-01
-3.96356747e-01]
[ 2.12749646e-01 -2.96309070e-01 -1.18460649e-01 -6.58852138e-02
-2.18003995e-01 1.22812965e-01 4.58065057e-02 -1.18901868e-01
-6.14719056e-02 -3.53889816e-02 -1.62071261e-01 -2.14733671e-01
-2.34966873e-01]
[ -1.30886270e-01 -8.21841574e-02 3.86693011e-02 -2.52577532e-01
-6.13344231e-02 -1.41165702e-01 6.10778596e-02 8.17926186e-03
-9.29818948e-02 3.47433217e-02 -3.35046885e-01 -4.96786060e-01
-1.16407154e-01]
[ -1.43459997e-01 -1.34270788e-01 -6.93524761e-02 -2.90491669e-01
-3.44384628e-01 -2.89349895e-01 1.65282320e-01 1.48206615e-01
8.82326852e-03 1.26229088e-01 -2.83479847e-01 -8.89517828e-01
3.18864638e-02]
[ -1.32458240e-01 -2.48328646e-01 -3.05517786e-01 -1.02040914e+00
-3.02138801e-01 -2.09532608e-01 -1.00684079e-01 -4.34759100e-02
4.46371169e-02 -4.90194645e-01 -7.91537384e-01 -6.89614375e-01
-1.42673374e+00]
[ -1.23779719e-01 1.33266332e-01 1.30879928e-02 1.59040263e-01
-2.02057342e-01 -1.77147342e-01 -1.54250118e-01 9.56615671e-03
-1.43302044e-01 -1.26476589e-01 -1.17213233e-01 -4.13312233e-01
1.12144551e-01]
[ -3.65647068e-01 -1.17337265e-01 -2.73446011e-01 3.95669423e-01
-1.98993475e-01 -2.33031539e-01 -1.63594965e-01 -9.89955994e-02
-2.60905232e-04 4.30193958e-02 1.36737353e-01 -3.30689989e-01
2.71260947e-01]
[ -1.32561629e-01 -5.07456594e-02 -2.54468309e-01 2.45343132e-01
-2.28876901e-01 -2.79966536e-01 -3.95934709e-01 -3.70862976e-02
9.31197526e-03 -9.61058999e-02 -1.63437496e-01 -3.12817504e-01
2.17727041e-01]
[ -2.57228086e-01 -5.32107353e-01 -3.41465253e-01 5.11586126e-02
-3.17477370e-01 -2.34084526e-01 -2.05038746e-01 -2.31282835e-01
-1.05356858e-02 -2.69809569e-01 3.93264393e-03 -3.30704608e-01
9.80198977e-02]
[ -2.27219748e-01 -2.95925857e-01 -3.22659663e-01 -5.58522698e-02
-8.66920140e-02 -1.51705601e-01 -1.07851324e-01 2.77504457e-02
-2.10155608e-01 -5.13139575e-01 -2.20429345e-01 -2.77220193e-01
-2.68565182e-02]
[ -9.03919424e-02 -2.04458503e-02 -2.44903196e-01 -1.08437629e+00
-2.77834380e-01 -2.59907150e-01 1.17474840e-01 -4.93851970e-01
1.39956301e-01 -2.09529180e-01 -7.72253751e-01 -3.85744673e-01
-1.36825802e+00]]
Progress: 34.0% ... Training loss: 0.183 ... Validation loss: 0.329[[-0.25729784]
[ 0.22603707]
[-0.07509689]
[ 1.38329377]
[ 0.25064452]
[-0.03702579]
[-0.9673768 ]
[-0.79169191]
[-0.54400334]
[-0.82592282]
[ 1.31205335]
[ 3.05834098]
[-2.57457071]]
[[ -5.17695039e-01 -4.90749061e-01 -5.91233138e-01 6.28439992e-02
-2.87523827e-01 -5.96299540e-01 1.24987307e-01 -2.23758387e-01
-2.68694089e-01 -3.02365269e-01 3.12065696e-01 1.08521679e+00
3.62948858e-01]
[ 1.35135890e-02 -1.35196576e-01 4.82962662e-02 -1.33409667e-01
-3.90513598e-02 5.84568168e-02 -7.96916761e-02 1.86338015e-01
-1.47728266e-01 -1.71467464e-01 -1.48900506e-01 -1.22772963e-01
-1.52363404e-01]
[ -2.93599704e-01 1.34432703e-01 -3.92431874e-02 1.31103612e-02
7.34997315e-02 -1.37131371e-01 -1.30722398e-01 -1.96525074e-01
2.76504270e-01 -5.77408672e-01 7.89093635e-02 6.69270084e-01
8.43720009e-01]
[ 2.72444784e-01 -2.47053322e-01 -2.75019574e-01 1.40396908e-01
-2.67674114e-01 1.19373810e-02 6.39111790e-01 -6.00882531e-01
3.71935909e-01 -1.64750049e-01 -7.05307627e-02 -3.44855843e-01
-3.14275544e-01]
[ 1.43672221e-01 1.39515028e-02 1.15093453e-01 -1.46904197e-01
-2.13801511e-02 7.44444107e-02 -1.89696854e-01 -1.85850952e-01
6.92023444e-02 2.49861539e-01 2.87892772e-02 -6.91162486e-02
-9.89998297e-02]
[ -4.88950458e-01 -6.21504380e-01 -6.00938568e-01 -5.89257090e-01
-5.96346766e-01 -5.65282947e-01 -4.22516009e-01 -1.54982262e-01
-4.90641464e-01 -2.35736914e-01 -6.09474584e-01 -9.21886355e-01
-7.21242915e-01]
[ -4.15671978e-01 -5.92516415e-01 -3.29285921e-01 -4.50091634e-01
-4.16703608e-01 -5.65980011e-01 -4.03977480e-01 -5.02552644e-01
-3.14503807e-01 -1.05057825e-01 -4.91162539e-01 -5.19770339e-01
-6.76221510e-01]
[ -3.43853375e-01 -3.49322681e-01 -4.89010956e-01 -1.77928438e-01
-3.25931643e-01 -4.27583581e-01 -2.42080892e-01 -2.86297241e-01
-2.62578988e-01 -5.94964212e-01 -3.50808706e-01 -8.93064842e-01
-6.55522863e-01]
[ -4.66196256e-01 -3.39138228e-01 -3.87013138e-01 -2.75026128e-01
-3.31346838e-01 -2.18715660e-01 -3.80556416e-02 -4.77022436e-01
-2.67138792e-01 -4.61808968e-01 -2.14578173e-01 -2.25426004e-01
-2.70331621e-01]
[ -9.59826375e-01 -9.57688477e-01 -9.93473281e-01 -7.40638066e-01
-1.04880032e+00 -9.92959152e-01 -5.23077619e-01 -5.78066214e-01
-7.33112227e-01 -5.86711346e-01 -8.08708463e-01 -6.51814138e-01
-9.53235573e-01]
[ -5.12077474e-01 -2.72052457e-01 -4.74146090e-01 -4.11645748e-01
-3.47321283e-01 -3.65494672e-01 -6.25231296e-01 -6.38236849e-01
-6.68005735e-01 -9.46793534e-02 -5.91499385e-01 -8.49958765e-01
-7.27888498e-01]
[ -1.21976661e-01 2.59661268e-02 -3.44997664e-01 -4.90562420e-01
-1.03019810e-01 -7.57965109e-02 -2.17870217e-01 -4.48202169e-01
-1.93648484e-01 4.12708149e-02 -5.42269670e-01 -1.21307265e+00
-7.61736464e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.56425968e-01 -1.25199062e-01 1.63788441e-01 -2.97241769e-01
-1.34465334e-01 1.13188385e-01 -1.39060248e-01 6.06274746e-03
-8.60178342e-02 6.16756524e-02 -2.23439644e-01 -4.66380899e-01
-8.06546346e-02]
[ -9.69055243e-02 -2.64458258e-01 -1.81824070e-01 -2.61877972e-01
-4.75271030e-01 -8.76656949e-02 -1.04744394e-01 -1.40194535e-02
-8.81021370e-02 -1.49682761e-02 -2.31196821e-01 -4.42744812e-01
-2.62456223e-01]
[ -6.37911514e-02 -3.69920103e-02 -2.25522949e-01 -2.65965997e-01
1.06996085e-01 -1.60894455e-01 -2.17036403e-01 1.47436161e-01
-2.10623453e-02 1.60520029e-01 -2.20653943e-01 -2.82225762e-02
-7.16522792e-02]
[ 3.69676870e-02 -1.66159965e-01 -1.50002115e-01 -9.58954556e-02
-1.24490574e-01 -1.07426371e-01 1.06479789e-01 -1.49165581e-01
-2.47673549e-02 3.23915396e-02 -4.24044314e-02 -1.20740079e-01
-4.37447396e-02]
[ -2.95328489e-01 -1.35131470e-01 -8.15040657e-02 -1.27944572e-01
-2.95094219e-01 -2.77205461e-01 -3.61250931e-01 -9.40327309e-03
-3.35113030e-01 -2.28756405e-01 1.52307677e-01 -1.27480702e-01
8.90412758e-02]
[ -2.34495310e-01 -1.21362958e-01 -9.68778958e-02 -2.91775238e-02
-8.26895818e-02 -1.21344812e-01 -8.16989801e-02 -1.59667315e-02
-1.42095383e-01 -1.29438606e-01 7.45737037e-03 -2.13745248e-01
-1.93813466e-01]
[ -1.81075542e-01 -7.41536951e-02 -2.30829644e-01 -2.24276018e-01
-1.60487966e-01 -2.06884045e-01 -3.66838356e-01 -1.21861540e-01
1.25501384e-01 -2.51524907e-01 -3.70181131e-01 -4.19994319e-01
-4.54152466e-01]
[ -3.71526312e-01 -5.78610470e-02 -1.52332939e-01 -1.11051509e-01
-4.58665556e-02 -3.14137221e-01 4.47522425e-02 -8.29686947e-02
-1.15544093e-01 4.42841061e-02 3.50492001e-02 -3.12940187e-01
-3.62227639e-01]
[ -1.58159828e-01 -1.40541244e-01 -5.42173728e-02 -2.22272765e-01
-1.26615584e-01 -2.95870324e-01 6.17375001e-02 -1.60653565e-01
-1.94579947e-01 4.87911887e-02 1.85387010e-01 8.36300621e-03
-1.52797913e-01]
[ -1.28151575e-01 -1.70501458e-01 -1.15144671e-01 -3.13920458e-01
9.35721170e-02 -1.80404254e-02 -1.62569734e-01 -1.82450630e-01
1.13965945e-01 -8.81813094e-02 -1.36097129e-01 -2.36419544e-02
-3.06193747e-01]
[ -3.83481795e-02 -3.60705234e-02 -1.50204676e-01 -1.26878382e-01
-2.31455603e-01 6.29794111e-02 -4.27794275e-02 -4.32183142e-02
-2.21048195e-01 -8.95724928e-02 -1.48932800e-01 -3.97409251e-01
-2.23096866e-01]
[ -6.73046348e-02 2.03791660e-02 -1.29124589e-01 -3.57213530e-01
1.17829839e-01 2.02732052e-02 -1.89141512e-01 -1.45624866e-01
1.31000012e-01 -4.89835690e-02 -3.22930675e-01 -3.10122427e-01
-3.28899750e-01]
[ 6.68095524e-02 -3.00685809e-01 -8.80821972e-02 -4.66333329e-01
-2.15368799e-01 -9.15089740e-02 3.58498361e-02 7.12878727e-02
-3.79661140e-02 2.70099428e-01 -5.47409553e-01 -8.95044276e-01
4.72214836e-01]
[ -2.30246289e-01 -2.37783212e-01 -1.34371359e-01 -3.25017500e-01
-2.95493957e-01 -9.49918693e-02 1.96577113e-01 2.87781833e-02
2.72997741e-01 2.32506339e-02 -4.32335336e-01 -1.08498751e+00
6.65286665e-01]
[ -2.15454608e-02 -1.81347251e-01 1.86156272e-02 -3.32716310e-01
-1.66776568e-01 1.63877078e-01 2.06052025e-01 2.47176427e-01
-3.43810625e-02 2.17842361e-01 -2.56294765e-01 -1.18347131e+00
7.89376093e-01]
[ -7.23964129e-03 -3.98791678e-02 -1.27788967e-01 -1.46456638e-01
-1.76028164e-01 -4.88522781e-02 3.13336084e-01 1.60206602e-01
2.54392222e-01 3.53300417e-01 -5.14799100e-01 -1.13376911e+00
8.24045430e-01]
[ -8.92040589e-02 -2.75744922e-01 5.66075472e-02 -3.53427200e-01
-1.46416719e-01 1.15329852e-01 3.90487883e-01 1.42793407e-01
-6.61000291e-02 1.53483705e-01 -5.78007494e-01 -1.11768279e+00
8.77321832e-01]
[ 1.14835283e-01 -8.67540561e-02 1.36893969e-02 -1.69045514e-01
-8.06745370e-02 -1.98032906e-02 2.82393308e-01 3.74296154e-01
4.28305881e-01 2.50823638e-01 -5.76894116e-01 -1.05906737e+00
6.01308317e-01]
[ 4.38907152e-03 -1.45344811e-01 2.37910053e-02 1.19537920e-02
-9.86942905e-02 -2.83190958e-01 1.44676361e-01 3.85771752e-01
3.85792065e-02 1.44051209e-01 -2.87615025e-01 -9.15324765e-01
2.42644966e-01]
[ 1.07285623e-01 8.53642469e-02 1.07049372e-02 2.43340749e-01
-1.03689394e-01 -5.68492099e-02 -8.22093219e-02 -9.72772493e-02
-1.99582243e-01 -8.55600877e-02 -7.00114715e-02 1.32697232e-01
-5.43782799e-01]
[ 5.64378430e-02 -1.26073402e-01 1.51296088e-01 5.08946188e-01
2.31944352e-01 9.92017136e-03 -3.43259481e-01 -3.38723268e-01
-2.77666480e-04 -5.53936844e-01 3.18666715e-01 8.97602727e-01
-9.28976142e-01]
[ 2.24945132e-02 7.73869360e-02 -2.14608317e-01 1.25811061e-01
3.52467451e-02 -3.42522195e-03 -2.10948845e-01 -3.62965055e-01
-2.82759103e-01 -2.77476914e-01 -7.93961465e-03 -1.28588213e-01
-1.97966861e-01]
[ -7.38084600e-02 -2.00907675e-01 5.62030035e-02 1.74876343e-02
-1.23832114e-01 -1.37307560e-01 -7.80458866e-02 -7.34851171e-02
1.39016774e-02 -4.18251773e-01 -3.55862188e-01 -2.10084104e-01
1.49153015e-01]
[ -1.14133054e-02 -2.58687140e-01 4.80056822e-02 -3.83098985e-01
-1.83952781e-01 -2.35247795e-01 -3.66807729e-01 -4.67951552e-02
-7.58519382e-02 -1.95344672e-03 -2.42810076e-01 3.01000311e-01
1.66107586e-01]
[ 1.54066448e-01 6.44467825e-02 -1.11339148e-01 -3.79161573e-01
-5.09532016e-02 -1.04803409e-01 -2.68637692e-01 -6.23349321e-02
-2.33833793e-01 -2.80390523e-01 -2.54415093e-01 5.54373765e-01
8.20011051e-02]
[ -1.88137415e-01 -1.73123230e-01 -1.19794833e-01 -3.63860396e-01
-4.49255783e-02 2.33480955e-02 -2.70609852e-01 -2.94443232e-01
-1.75612176e-01 -1.14483811e-01 -2.79140515e-01 4.17426108e-01
-9.50174666e-03]
[ -5.56387997e-02 -1.94338173e-01 -1.70164646e-01 -3.74849642e-01
-3.76428197e-02 3.98414093e-02 -1.55159114e-01 -1.41864694e-01
-2.81862578e-01 -3.71990298e-01 -9.19548871e-02 3.23988643e-01
8.60884627e-02]
[ 9.48785668e-02 9.54164410e-02 -2.04968387e-02 -3.15670036e-01
-3.14525269e-01 4.11688222e-03 -2.37887769e-01 -3.66814031e-01
-3.49331007e-01 -6.79336336e-02 -1.60763240e-01 3.30429751e-01
7.60470050e-02]
[ -5.99030854e-02 -9.82456952e-03 -2.85078831e-01 -9.21190977e-02
7.02790174e-02 1.54908282e-01 -2.54758109e-01 -1.94291125e-01
-6.01331488e-02 -4.83107431e-02 1.63072319e-01 7.73230724e-01
-9.12800588e-02]
[ 1.46692242e-01 3.21408026e-01 -1.94087965e-01 7.85328459e-01
1.04223304e-01 4.15903409e-03 -1.88016709e-01 -3.62959294e-01
-2.16105158e-01 -2.97570295e-01 7.55260820e-01 8.94241247e-01
-1.44149380e+00]
[ 4.76095615e-03 1.61090775e-01 5.82595414e-02 4.13931077e-01
-1.01725845e-02 -6.37030214e-02 -2.65520435e-01 -3.16535682e-01
-2.72905640e-01 -1.79712722e-01 5.92087502e-01 8.76993064e-01
-1.38243766e+00]
[ -2.20379206e-02 -1.44572837e-01 -1.46824875e-01 3.36592523e-01
-1.88388062e-01 2.38475814e-01 -1.86967191e-02 -1.54199450e-01
-2.23643180e-01 -3.26334901e-01 2.07888660e-01 5.24872292e-01
-7.19014100e-01]
[ 8.62695715e-02 -3.83270976e-01 -5.05654336e-02 3.17330567e-02
-1.18308629e-01 2.00017593e-01 9.29694417e-02 1.76464570e-01
-1.86358776e-01 9.92806643e-03 -5.61387694e-02 3.03662982e-01
-3.96280943e-01]
[ 2.12749646e-01 -2.96309070e-01 -1.18460649e-01 -6.58852138e-02
-2.18003995e-01 1.22812965e-01 4.58065057e-02 -1.18901868e-01
-6.14719056e-02 -3.53889816e-02 -1.62071261e-01 -2.14733671e-01
-2.34966873e-01]
[ -1.30576685e-01 -8.24511421e-02 3.87398633e-02 -2.55312249e-01
-6.16241655e-02 -1.41134646e-01 6.33363442e-02 9.21932600e-03
-9.21055166e-02 3.58357774e-02 -3.37202297e-01 -5.00561387e-01
-1.12716940e-01]
[ -1.43390452e-01 -1.34353280e-01 -6.93429011e-02 -2.91109351e-01
-3.44445457e-01 -2.89344560e-01 1.65681218e-01 1.48230013e-01
9.03469270e-03 1.26371470e-01 -2.83791630e-01 -8.89617951e-01
3.24932328e-02]
[ -1.32480292e-01 -2.48172370e-01 -3.05573103e-01 -1.02487271e+00
-3.02063548e-01 -2.09539880e-01 -9.85338058e-02 -4.46338609e-02
4.49585163e-02 -4.91706941e-01 -7.92831177e-01 -6.90022939e-01
-1.43181751e+00]
[ -1.23194746e-01 1.32560125e-01 1.32466588e-02 1.54157342e-01
-2.02776839e-01 -1.77092261e-01 -1.51361108e-01 1.16688605e-02
-1.41801251e-01 -1.24179794e-01 -1.21138206e-01 -4.22206913e-01
1.19857489e-01]
[ -3.65138357e-01 -1.17928736e-01 -2.73372528e-01 3.91131778e-01
-1.99597146e-01 -2.32981528e-01 -1.59686195e-01 -9.84463283e-02
1.65215268e-03 4.40886249e-02 1.33276110e-01 -3.36744654e-01
2.80009861e-01]
[ -1.32516291e-01 -5.08644321e-02 -2.54441053e-01 2.44367390e-01
-2.28928449e-01 -2.79961693e-01 -3.95391620e-01 -3.59795770e-02
9.55588384e-03 -9.54217454e-02 -1.64120765e-01 -3.14014114e-01
2.20056894e-01]
[ -2.56924166e-01 -5.32391820e-01 -3.41398204e-01 5.16639711e-02
-3.17769490e-01 -2.34042536e-01 -2.04800893e-01 -2.31353825e-01
-9.93264572e-03 -2.69873586e-01 4.28241267e-03 -3.28210157e-01
1.00741183e-01]
[ -2.27310822e-01 -2.95913259e-01 -3.22648911e-01 -5.53464196e-02
-8.66361217e-02 -1.51706738e-01 -1.08684392e-01 2.81217129e-02
-2.10519943e-01 -5.12967529e-01 -2.20507517e-01 -2.75686038e-01
-2.81512835e-02]
[ -8.95527116e-02 -2.14154348e-02 -2.44736961e-01 -1.09289212e+00
-2.79111890e-01 -2.59829562e-01 1.23226467e-01 -4.94576641e-01
1.43255084e-01 -2.08862685e-01 -7.79160536e-01 -3.94561604e-01
-1.37341934e+00]]
Progress: 34.1% ... Training loss: 0.182 ... Validation loss: 0.326[[-0.2502391 ]
[ 0.22846753]
[-0.07424748]
[ 1.39658239]
[ 0.2532159 ]
[-0.03137606]
[-0.95310851]
[-0.79122657]
[-0.53696396]
[-0.82489611]
[ 1.31802546]
[ 3.05577632]
[-2.58443006]]
[[ -5.17726112e-01 -4.90842605e-01 -5.91203853e-01 6.69901254e-02
-2.87416704e-01 -5.96303228e-01 1.24082035e-01 -2.22036536e-01
-2.68915829e-01 -3.01223369e-01 3.14476515e-01 1.09073379e+00
3.66845126e-01]
[ 1.32384107e-02 -1.35018285e-01 4.82287618e-02 -1.31220500e-01
-3.87978498e-02 5.84264231e-02 -8.10368175e-02 1.85786942e-01
-1.48359330e-01 -1.72239256e-01 -1.47079269e-01 -1.17760190e-01
-1.54146751e-01]
[ -2.93160426e-01 1.33433560e-01 -3.89961314e-02 1.17899342e-02
7.25999480e-02 -1.37006886e-01 -1.28561959e-01 -1.93460433e-01
2.79249659e-01 -5.77553533e-01 7.65999941e-02 6.56470641e-01
8.53191535e-01]
[ 2.70423078e-01 -2.45064364e-01 -2.75596959e-01 1.61285234e-01
-2.65205374e-01 1.16643534e-02 6.27615340e-01 -6.10397255e-01
3.65053867e-01 -1.74196164e-01 -5.32503027e-02 -3.09183014e-01
-3.44624143e-01]
[ 1.44726240e-01 1.39210119e-02 1.15113307e-01 -1.52671983e-01
-2.17026290e-02 7.45729822e-02 -1.81185659e-01 -1.81663480e-01
7.17831262e-02 2.54033614e-01 2.66756638e-02 -7.43364428e-02
-8.56195426e-02]
[ -4.89398460e-01 -6.21033368e-01 -6.01050188e-01 -5.87924507e-01
-5.95911664e-01 -5.65345476e-01 -4.24591468e-01 -1.56645716e-01
-4.91614584e-01 -2.37302597e-01 -6.08545024e-01 -9.16181488e-01
-7.22937729e-01]
[ -4.15458422e-01 -5.93355201e-01 -3.29070605e-01 -4.55224213e-01
-4.17474492e-01 -5.65932972e-01 -4.02077390e-01 -4.97827578e-01
-3.12928788e-01 -1.01999918e-01 -4.97709602e-01 -5.31837218e-01
-6.60695014e-01]
[ -3.44497702e-01 -3.48767318e-01 -4.89144820e-01 -1.70115951e-01
-3.25245292e-01 -4.27665570e-01 -2.46577193e-01 -2.88474780e-01
-2.64745733e-01 -5.96582541e-01 -3.44438082e-01 -8.86943705e-01
-6.65032878e-01]
[ -4.66547774e-01 -3.38914882e-01 -3.87046398e-01 -2.72257820e-01
-3.31146200e-01 -2.18768614e-01 -4.04062779e-02 -4.78457271e-01
-2.67899212e-01 -4.63380002e-01 -2.13021293e-01 -2.23572977e-01
-2.70974503e-01]
[ -9.60228882e-01 -9.57878086e-01 -9.93347990e-01 -7.38774606e-01
-1.04896616e+00 -9.92993749e-01 -5.27172387e-01 -5.76905894e-01
-7.33852247e-01 -5.84866346e-01 -8.10510516e-01 -6.55720793e-01
-9.41506163e-01]
[ -5.12869414e-01 -2.71511823e-01 -4.74325564e-01 -4.06078974e-01
-3.46652242e-01 -3.65600618e-01 -6.28296577e-01 -6.39879748e-01
-6.69633628e-01 -9.83852069e-02 -5.86556796e-01 -8.42476683e-01
-7.37566337e-01]
[ -1.22012504e-01 2.60260374e-02 -3.45006908e-01 -4.91211856e-01
-1.02971800e-01 -7.58064023e-02 -2.17732473e-01 -4.48270353e-01
-1.93605837e-01 4.14345301e-02 -5.43100207e-01 -1.21503592e+00
-7.60109249e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.56497862e-01 -1.25142161e-01 1.63776416e-01 -2.97393809e-01
-1.34428088e-01 1.13179453e-01 -1.39035436e-01 6.22060819e-03
-8.60147187e-02 6.18369396e-02 -2.23710878e-01 -4.67430864e-01
-8.01015367e-02]
[ -9.68889146e-02 -2.64420730e-01 -1.81833880e-01 -2.62609693e-01
-4.75238476e-01 -8.76648151e-02 -1.04874018e-01 -1.47097151e-02
-8.80925212e-02 -1.53393550e-02 -2.31432913e-01 -4.39857872e-01
-2.62469102e-01]
[ -6.39247939e-02 -3.69998556e-02 -2.25481413e-01 -2.65615406e-01
1.06983168e-01 -1.60908526e-01 -2.18974299e-01 1.47739797e-01
-2.18234347e-02 1.61078981e-01 -2.20979458e-01 -2.62136261e-02
-7.26299009e-02]
[ 3.65043558e-02 -1.65970245e-01 -1.50081881e-01 -9.49623211e-02
-1.24188224e-01 -1.07482860e-01 1.04835858e-01 -1.49217723e-01
-2.57208911e-02 3.18662232e-02 -4.18977177e-02 -1.18124970e-01
-4.05433579e-02]
[ -2.94911932e-01 -1.35475419e-01 -8.13830006e-02 -1.31286949e-01
-2.95472233e-01 -2.77156170e-01 -3.59072294e-01 -7.86505308e-03
-3.33694758e-01 -2.26963695e-01 1.48394715e-01 -1.36147328e-01
9.58123338e-02]
[ -2.34409468e-01 -1.21675766e-01 -9.68403827e-02 -2.97933201e-02
-8.29870918e-02 -1.21325377e-01 -8.01611233e-02 -1.45110202e-02
-1.41172607e-01 -1.29357638e-01 6.54184671e-03 -2.16662916e-01
-1.91276889e-01]
[ -1.81036029e-01 -7.44204338e-02 -2.30782094e-01 -2.25551480e-01
-1.60719296e-01 -2.06868926e-01 -3.66719605e-01 -1.21052590e-01
1.26068230e-01 -2.51282357e-01 -3.71977250e-01 -4.27723362e-01
-4.48817260e-01]
[ -3.71711606e-01 -5.75973993e-02 -1.52378416e-01 -1.06299643e-01
-4.55433678e-02 -3.14159634e-01 4.24324761e-02 -8.42880238e-02
-1.16956716e-01 4.36236523e-02 3.92262504e-02 -3.07112078e-01
-3.70562046e-01]
[ -1.58122100e-01 -1.40498001e-01 -5.42062308e-02 -2.22179350e-01
-1.26683233e-01 -2.95860978e-01 6.26542613e-02 -1.60873027e-01
-1.94211780e-01 4.86529799e-02 1.85368702e-01 6.49820398e-03
-1.54993430e-01]
[ -1.28526570e-01 -1.70142531e-01 -1.15217017e-01 -3.09894722e-01
9.39639274e-02 -1.80983504e-02 -1.65029595e-01 -1.83094628e-01
1.12887822e-01 -8.96610780e-02 -1.32854003e-01 -1.77214322e-02
-3.08116714e-01]
[ -3.85291891e-02 -3.58694601e-02 -1.50249280e-01 -1.26263469e-01
-2.31280557e-01 6.29497904e-02 -4.39153075e-02 -4.43141133e-02
-2.21420764e-01 -8.99398733e-02 -1.48260802e-01 -3.94092648e-01
-2.23805179e-01]
[ -6.77210081e-02 2.05704124e-02 -1.29182793e-01 -3.55084992e-01
1.18106272e-01 2.02181515e-02 -1.91313676e-01 -1.46419015e-01
1.29963895e-01 -4.99749675e-02 -3.21743812e-01 -3.08858401e-01
-3.29466578e-01]
[ 6.68218221e-02 -3.00691490e-01 -8.80795135e-02 -4.66392858e-01
-2.15377824e-01 -9.15071521e-02 3.59219402e-02 7.13254649e-02
-3.79275861e-02 2.70150621e-01 -5.47464530e-01 -8.95124244e-01
4.72369363e-01]
[ -2.30395788e-01 -2.37723503e-01 -1.34392901e-01 -3.24869164e-01
-2.95435459e-01 -9.50111787e-02 1.95920210e-01 2.83877369e-02
2.72633458e-01 2.26478238e-02 -4.32265690e-01 -1.08518505e+00
6.65502812e-01]
[ -2.14806229e-02 -1.81383614e-01 1.86310795e-02 -3.33058341e-01
-1.66831807e-01 1.63885986e-01 2.06536033e-01 2.47535010e-01
-3.42001353e-02 2.18232549e-01 -2.56699265e-01 -1.18422443e+00
7.90490441e-01]
[ -7.17579657e-03 -3.98985542e-02 -1.27775782e-01 -1.46878327e-01
-1.76047349e-01 -4.88484504e-02 3.14056061e-01 1.60418569e-01
2.54696299e-01 3.53844828e-01 -5.15236083e-01 -1.13491718e+00
8.24970385e-01]
[ -8.91232198e-02 -2.75791986e-01 5.66225497e-02 -3.53866362e-01
-1.46482550e-01 1.15338549e-01 3.91252048e-01 1.43087708e-01
-6.57641154e-02 1.53939560e-01 -5.78406218e-01 -1.11889778e+00
8.78490424e-01]
[ 1.14728554e-01 -8.66773432e-02 1.36689306e-02 -1.68378288e-01
-8.05960380e-02 -1.98155931e-02 2.81857565e-01 3.74007054e-01
4.27994311e-01 2.50435082e-01 -5.76458543e-01 -1.05849224e+00
6.00206853e-01]
[ 4.31179911e-03 -1.45276230e-01 2.37759071e-02 1.29915177e-02
-9.85977971e-02 -2.83199756e-01 1.43960587e-01 3.85517415e-01
3.82114643e-02 1.43828130e-01 -2.86814001e-01 -9.14498392e-01
2.40928473e-01]
[ 1.07276397e-01 8.51802478e-02 1.07385473e-02 2.44430241e-01
-1.03935929e-01 -5.68421288e-02 -8.21314902e-02 -9.65790807e-02
-1.99574273e-01 -8.51129980e-02 -7.03284101e-02 1.29264147e-01
-5.44783927e-01]
[ 5.63506691e-02 -1.26216843e-01 1.51314012e-01 5.11097465e-01
2.31951265e-01 9.92165750e-03 -3.44377004e-01 -3.39001685e-01
-5.23170557e-04 -5.54473767e-01 3.20081653e-01 8.99878097e-01
-9.30709284e-01]
[ 2.25604935e-02 7.73519224e-02 -2.14596212e-01 1.25651251e-01
3.52176870e-02 -3.41915112e-03 -2.10629575e-01 -3.62904161e-01
-2.82565382e-01 -2.77350366e-01 -8.15789248e-03 -1.29067982e-01
-1.97853060e-01]
[ -7.37871611e-02 -2.00940131e-01 5.62209940e-02 1.69687877e-02
-1.23885848e-01 -1.37303981e-01 -7.79339043e-02 -7.32721564e-02
1.40802480e-02 -4.18097174e-01 -3.56572273e-01 -2.11904176e-01
1.50816341e-01]
[ -1.13501271e-02 -2.58762042e-01 4.80388078e-02 -3.83739415e-01
-1.84070241e-01 -2.35233099e-01 -3.66376604e-01 -4.62401795e-02
-7.55408313e-02 -1.64085023e-03 -2.43519624e-01 2.98565190e-01
1.68043015e-01]
[ 1.53655211e-01 6.47617768e-02 -1.11427267e-01 -3.78846644e-01
-5.06726669e-02 -1.04856052e-01 -2.70743468e-01 -6.40187800e-02
-2.34559792e-01 -2.81473881e-01 -2.53333877e-01 5.60173253e-01
8.14067629e-02]
[ -1.88064426e-01 -1.73300974e-01 -1.19753890e-01 -3.64885576e-01
-4.51035657e-02 2.33635755e-02 -2.70240102e-01 -2.93785226e-01
-1.75094073e-01 -1.14171604e-01 -2.80201833e-01 4.13643053e-01
-6.16541088e-03]
[ -5.58390472e-02 -1.94063022e-01 -1.70261654e-01 -3.75576270e-01
-3.73036805e-02 3.97983720e-02 -1.55318733e-01 -1.43267280e-01
-2.82196719e-01 -3.72993873e-01 -9.20017196e-02 3.25189794e-01
8.70183066e-02]
[ 9.48782983e-02 9.52579409e-02 -2.04794753e-02 -3.18170619e-01
-3.14646761e-01 4.11968210e-03 -2.37184599e-01 -3.66107988e-01
-3.48806019e-01 -6.82156711e-02 -1.62810754e-01 3.28215127e-01
8.05912494e-02]
[ -6.00902917e-02 -9.87099994e-03 -2.85043231e-01 -9.22982491e-02
7.03029056e-02 1.54896551e-01 -2.56440687e-01 -1.94271793e-01
-6.04601941e-02 -4.85287550e-02 1.62314476e-01 7.74141613e-01
-8.67693402e-02]
[ 1.46652371e-01 3.21583507e-01 -1.94102560e-01 7.86582821e-01
1.04341147e-01 4.15574387e-03 -1.88261893e-01 -3.63216974e-01
-2.16292742e-01 -2.97755931e-01 7.56339165e-01 8.93978168e-01
-1.44399185e+00]
[ 4.85062911e-03 1.61238823e-01 5.82383696e-02 4.16428689e-01
-1.00317414e-02 -6.37123784e-02 -2.66253741e-01 -3.15900038e-01
-2.73352130e-01 -1.79552829e-01 5.94477918e-01 8.80932297e-01
-1.38615667e+00]
[ -2.21253296e-02 -1.44585623e-01 -1.46824004e-01 3.37545162e-01
-1.88415059e-01 2.38464824e-01 -1.86344918e-02 -1.53892376e-01
-2.23490547e-01 -3.26310601e-01 2.07958266e-01 5.23807261e-01
-7.19374920e-01]
[ 8.58265353e-02 -3.82984176e-01 -5.06499395e-02 3.49425952e-02
-1.17937675e-01 1.99958796e-01 9.03300241e-02 1.75250569e-01
-1.87812593e-01 8.69572739e-03 -5.36849727e-02 3.09336655e-01
-4.00536118e-01]
[ 2.12790455e-01 -2.96323913e-01 -1.18441685e-01 -6.56636363e-02
-2.18010441e-01 1.22815310e-01 4.53834193e-02 -1.18897420e-01
-6.15492988e-02 -3.49163759e-02 -1.62044758e-01 -2.14502969e-01
-2.35007723e-01]
[ -1.30677896e-01 -8.23996256e-02 3.87394122e-02 -2.54521131e-01
-6.16054418e-02 -1.41140983e-01 6.27401162e-02 9.22778652e-03
-9.25610200e-02 3.59146808e-02 -3.37103406e-01 -5.01151085e-01
-1.13339317e-01]
[ -1.43296077e-01 -1.34410730e-01 -6.93181922e-02 -2.91651345e-01
-3.44497586e-01 -2.89335194e-01 1.66154440e-01 1.48681216e-01
9.25996063e-03 1.26900269e-01 -2.84238045e-01 -8.89960565e-01
3.32025993e-02]
[ -1.32444697e-01 -2.48346740e-01 -3.05541627e-01 -1.02862754e+00
-3.02196798e-01 -2.09547306e-01 -9.79219118e-02 -4.59450301e-02
4.52868471e-02 -4.92695187e-01 -7.95484366e-01 -6.92004867e-01
-1.43467258e+00]
[ -1.23902562e-01 1.33006095e-01 1.31282769e-02 1.61030619e-01
-2.02303262e-01 -1.77160400e-01 -1.55545661e-01 1.00120185e-02
-1.43039815e-01 -1.26418393e-01 -1.16073775e-01 -4.16069199e-01
1.20490789e-01]
[ -3.65277432e-01 -1.17902135e-01 -2.73363834e-01 3.92747290e-01
-1.99519292e-01 -2.33007681e-01 -1.61293619e-01 -9.79783286e-02
1.06088886e-03 4.41402100e-02 1.34261327e-01 -3.35873134e-01
2.80578465e-01]
[ -1.32466357e-01 -5.08597665e-02 -2.54405945e-01 2.44489324e-01
-2.28926330e-01 -2.79969487e-01 -3.95943460e-01 -3.46072782e-02
9.14034685e-03 -9.39251017e-02 -1.65198025e-01 -3.17532924e-01
2.21299290e-01]
[ -2.56879288e-01 -5.32490984e-01 -3.41353294e-01 5.28612838e-02
-3.17828663e-01 -2.34023246e-01 -2.05827157e-01 -2.30639406e-01
-1.00879972e-02 -2.69206272e-01 4.57640535e-03 -3.30462778e-01
1.02368502e-01]
[ -2.27604281e-01 -2.95687123e-01 -3.22697010e-01 -5.33253427e-02
-8.63323182e-02 -1.51746870e-01 -1.09828403e-01 2.76892807e-02
-2.11143686e-01 -5.13003880e-01 -2.19211718e-01 -2.71906908e-01
-2.90716831e-02]
[ -8.97730580e-02 -2.14343395e-02 -2.44754094e-01 -1.09418561e+00
-2.79225614e-01 -2.59849641e-01 1.24106359e-01 -4.94281678e-01
1.43625946e-01 -2.09512168e-01 -7.80759526e-01 -3.95984456e-01
-1.37003671e+00]]
Progress: 34.1% ... Training loss: 0.181 ... Validation loss: 0.325[[-0.24476924]
[ 0.23227226]
[-0.06856353]
[ 1.40394007]
[ 0.25832044]
[-0.02629106]
[-0.9474152 ]
[-0.78797829]
[-0.52553743]
[-0.81874201]
[ 1.32239666]
[ 3.05883926]
[-2.5858634 ]]
[[-0.51815964 -0.49093987 -0.59125152 0.07235952 -0.28736402 -0.59633449
0.12144612 -0.22234634 -0.26983214 -0.30332798 0.31720147 1.09793728
0.3633162 ]
[ 0.01329715 -0.1350732 0.04823993 -0.13179342 -0.03885517 0.05843046
-0.08055798 0.18597424 -0.1481466 -0.17219459 -0.14745445 -0.11806853
-0.1533126 ]
[-0.29371402 0.13326143 -0.03911734 0.0071641 0.0724774 -0.13706312
-0.1295152 -0.19213734 0.27793342 -0.57831819 0.0711829 0.6632504
0.8518984 ]
[ 0.26977387 -0.24474527 -0.27575669 0.17110486 -0.26425769 0.01161944
0.62284459 -0.6155289 0.36270721 -0.17728882 -0.04251402 -0.29021765
-0.35741234]
[ 0.14442541 0.01429129 0.11500559 -0.15551535 -0.0216037 0.07451626
-0.18121102 -0.18103919 0.06993387 0.25408917 0.02508538 -0.07519306
-0.08465275]
[-0.48992686 -0.62081217 -0.60114136 -0.58460039 -0.59563761 -0.56540285
-0.42767899 -0.15860149 -0.4926888 -0.24006206 -0.60642896 -0.91492153
-0.72612269]
[-0.41610002 -0.59266701 -0.32925968 -0.45070739 -0.41683314 -0.5659836
-0.40540638 -0.49917604 -0.3159118 -0.10336539 -0.49272251 -0.51650515
-0.66960742]
[-0.3447098 -0.34891232 -0.48917664 -0.16997341 -0.32523067 -0.42770316
-0.24764075 -0.28823821 -0.26529503 -0.59650821 -0.3457755 -0.88290925
-0.66752189]
[-0.46640463 -0.33898773 -0.38707454 -0.27467598 -0.33109247 -0.21876243
-0.03886402 -0.4780716 -0.26755659 -0.46336763 -0.21450024 -0.22130366
-0.26603844]
[-0.96079004 -0.95777106 -0.99348059 -0.73885804 -1.0488686 -0.99304571
-0.53051538 -0.57714781 -0.73629381 -0.58610964 -0.81147485 -0.64429886
-0.94542795]
[-0.51337114 -0.2713375 -0.47443498 -0.40351215 -0.34625771 -0.36566777
-0.62965035 -0.64078002 -0.67051497 -0.09994296 -0.58476161 -0.84048448
-0.73965259]
[-0.12218857 0.02643622 -0.34510509 -0.48812991 -0.10248013 -0.07582669
-0.21897352 -0.44981015 -0.19454684 0.04019736 -0.53964426 -1.20555426
-0.76375153]
[-0.01818113 0.20378522 0.1020193 0.06825768 0.08355694 0.02597395
0.09715595 -0.0871864 -0.16215672 -0.25662114 -0.25186992 0.19889725
0.10655774]
[-0.25669931 -0.12503432 0.16372298 -0.29583171 -0.13426776 0.113151
-0.14036587 0.00512906 -0.0865099 0.06053918 -0.2225622 -0.46626504
-0.0820292 ]
[-0.09714331 -0.26422917 -0.18189089 -0.26110952 -0.47505496 -0.08769344
-0.10607291 -0.01600963 -0.08856126 -0.01665911 -0.2302882 -0.43831199
-0.2640878 ]
[-0.06391178 -0.0371647 -0.22542943 -0.26593254 0.10677708 -0.16089742
-0.21911106 0.14878705 -0.02175304 0.16167829 -0.22183065 -0.02967305
-0.0708127 ]
[ 0.0368228 -0.16624256 -0.14995052 -0.09716473 -0.1245442 -0.10743974
0.10548794 -0.14704693 -0.02536132 0.03424012 -0.04399271 -0.12327811
-0.03845782]
[-0.29559881 -0.13493125 -0.08162016 -0.12768669 -0.29486137 -0.27722114
-0.36190046 -0.01077495 -0.3361154 -0.22980707 0.15278495 -0.12102613
0.08758619]
[-0.23471826 -0.12137027 -0.09692789 -0.02715808 -0.08265891 -0.12135603
-0.08137941 -0.01499809 -0.14191382 -0.13081702 0.00831309 -0.21195519
-0.19429128]
[-0.18139231 -0.07396658 -0.23088511 -0.22348864 -0.16025873 -0.20692113
-0.36851854 -0.12260002 0.12458026 -0.25208179 -0.37055683 -0.41975896
-0.45398377]
[-0.37144749 -0.05810334 -0.15230097 -0.10936164 -0.04601605 -0.31413536
0.04449119 -0.08314518 -0.11573392 0.04445279 0.03586317 -0.31481562
-0.36836212]
[-0.15819919 -0.1405675 -0.05419572 -0.22131212 -0.12665364 -0.29586371
0.06185438 -0.16018439 -0.1944266 0.04917342 0.18581882 0.00937921
-0.15211947]
[-0.12845022 -0.17011701 -0.11522679 -0.31085148 0.09399771 -0.0180951
-0.16431823 -0.18286494 0.11288058 -0.08972131 -0.13317127 -0.01646199
-0.30789269]
[-0.03825905 -0.03607182 -0.15020313 -0.12791683 -0.2314442 0.06298305
-0.04298607 -0.0438897 -0.22094778 -0.08916231 -0.14939793 -0.39444635
-0.22191346]
[-0.06801714 0.02084846 -0.12929255 -0.35355586 0.11848157 0.02017138
-0.19229153 -0.14746877 0.12941006 -0.05133359 -0.32001877 -0.30393828
-0.33025585]
[ 0.06676275 -0.30064597 -0.08809259 -0.46616958 -0.21533104 -0.09151364
0.03559836 0.07113798 -0.03811868 0.26991904 -0.54729743 -0.89478805
0.47185392]
[-0.23038226 -0.23773341 -0.13438752 -0.32496935 -0.29545055 -0.09500937
0.19603145 0.0284737 0.27266822 0.02276277 -0.4323851 -1.08547884
0.66578003]
[-0.02146998 -0.181382 0.01863319 -0.33300756 -0.16685344 0.16388697
0.20656548 0.24770777 -0.03423838 0.21842272 -0.25678967 -1.184524
0.79058127]
[-0.00724255 -0.03985901 -0.1277873 -0.14672236 -0.17601336 -0.04885573
0.31376345 0.16019616 0.25457575 0.35359208 -0.51514495 -1.1348813
0.8248598 ]
[-0.08901066 -0.27586642 0.0566431 -0.35453723 -0.14656543 0.11535014
0.39221789 0.14356227 -0.06524918 0.15425761 -0.57889413 -1.11975288
0.88003558]
[ 0.11459059 -0.08661712 0.01364391 -0.16791661 -0.08052085 -0.01983027
0.28123281 0.37339851 0.42770645 0.24970643 -0.57614136 -1.05856533
0.59969077]
[ 0.00432869 -0.14529783 0.02377641 0.01285858 -0.09861801 -0.28319921
0.14419517 0.38558629 0.0382923 0.14367044 -0.28686959 -0.91429595
0.2409514 ]
[ 0.10786475 0.08456969 0.0108707 0.24169219 -0.10445937 -0.05678251
-0.07931486 -0.09562868 -0.19803062 -0.08323236 -0.0726881 0.12335231
-0.54349111]
[ 0.0556451 -0.12575049 0.15113471 0.51779099 0.23269366 0.00984243
-0.34798501 -0.34069897 -0.00253622 -0.55652719 0.32589782 0.9124661
-0.93487208]
[ 0.0223685 0.07753398 -0.21463027 0.12866745 0.03546581 -0.00344444
-0.212437 -0.36407374 -0.2831276 -0.27818475 -0.00595901 -0.12434903
-0.20129849]
[-0.07384922 -0.20088517 0.05620285 0.01736772 -0.12378759 -0.13731155
-0.07853159 -0.07376208 0.01380158 -0.41827102 -0.35614165 -0.21004365
0.14966015]
[-0.01169815 -0.25842623 0.04789098 -0.3826386 -0.18369971 -0.23526658
-0.36774608 -0.04836272 -0.07681659 -0.00331033 -0.24124994 0.3081051
0.16285218]
[ 0.1537698 0.06453133 -0.11137263 -0.37996983 -0.05089476 -0.10483788
-0.27018623 -0.06314348 -0.23412791 -0.28094595 -0.2545219 0.55639262
0.08460317]
[-0.18854311 -0.17266152 -0.11995088 -0.36369202 -0.04437872 0.02328122
-0.27254355 -0.29628401 -0.17730058 -0.11582883 -0.2780972 0.42776267
-0.01179633]
[-0.05593144 -0.19403702 -0.17025826 -0.37679088 -0.03734632 0.03979555
-0.15559832 -0.14237165 -0.28234186 -0.37266674 -0.09342943 0.3237834
0.09028061]
[ 0.09464267 0.09539892 -0.02054584 -0.31884802 -0.31453434 0.00410149
-0.23815393 -0.36662722 -0.34924654 -0.06930313 -0.16303056 0.33091845
0.08168803]
[-0.06014614 -0.00987138 -0.28504631 -0.09269621 0.07031389 0.15489003
-0.25676149 -0.1944553 -0.0605869 -0.0488943 0.1621602 0.77593974
-0.08538458]
[ 0.14692146 0.32107564 -0.19402425 0.78216734 0.10381108 0.0041918
-0.1860992 -0.36166832 -0.21481612 -0.29725629 0.75169046 0.88505865
-1.44001304]
[ 0.00457431 0.16160482 0.05814872 0.41923365 -0.00965461 -0.06374239
-0.26738384 -0.31655976 -0.27414647 -0.18091738 0.59705329 0.88615384
-1.38846565]
[-0.02193405 -0.1445956 -0.14676403 0.33671436 -0.18848445 0.23848482
-0.01803311 -0.15287763 -0.22330053 -0.32507084 0.20709119 0.52037605
-0.71963654]
[ 0.08580701 -0.38302829 -0.05060341 0.0370633 -0.118084 0.19996521
0.08968932 0.17623776 -0.18822664 0.00953872 -0.05292996 0.30729148
-0.40330382]
[ 0.2130139 -0.29651938 -0.11838738 -0.06645806 -0.21825368 0.12283943
0.04662685 -0.11806379 -0.06099849 -0.0341419 -0.16327128 -0.21869686
-0.23398142]
[-0.13075367 -0.08234272 0.03872012 -0.25392108 -0.06152686 -0.14114934
0.06217782 0.00885991 -0.09280032 0.03561198 -0.33657623 -0.50008169
-0.11424401]
[-0.14326982 -0.1344299 -0.06931191 -0.29181055 -0.34451604 -0.28933163
0.16632396 0.14881838 0.00930656 0.12702558 -0.28435909 -0.89004847
0.03334924]
[-0.13318259 -0.24768031 -0.30578154 -1.02794017 -0.30159696 -0.20962172
-0.10047159 -0.04803392 0.04237628 -0.49532597 -0.79382593 -0.67761488
-1.44266351]
[-0.12369487 0.13272023 0.01320012 0.15912704 -0.20259429 -0.17713355
-0.15420097 0.01106907 -0.14235165 -0.12566829 -0.11775541 -0.42010196
0.12470231]
[-0.36513878 -0.11818063 -0.27329994 0.39218837 -0.19977108 -0.23298544
-0.16141011 -0.09786062 0.00145664 0.04441287 0.13309019 -0.33827702
0.28390933]
[-0.1328346 -0.05033742 -0.25452559 0.2493554 -0.22837804 -0.28000386
-0.39800799 -0.03575421 0.00761366 -0.09520095 -0.16077715 -0.30677817
0.21560977]
[-0.2576339 -0.5323233 -0.34151406 0.05769792 -0.31731606 -0.23410542
-0.20951737 -0.23199713 -0.0114897 -0.27216299 0.00835897 -0.32315235
0.09953872]
[-0.22738602 -0.29581575 -0.32263109 -0.05402194 -0.08647749 -0.15172529
-0.10978104 0.02870151 -0.21104117 -0.51138888 -0.22094653 -0.27318362
-0.02970444]
[-0.08971587 -0.02140627 -0.24477564 -1.09585126 -0.27921459 -0.25986876
0.12519741 -0.4945571 0.14401455 -0.20932479 -0.78174703 -0.39783047
-1.37008642]]
Progress: 34.2% ... Training loss: 0.182 ... Validation loss: 0.329[[-0.25907219]
[ 0.22496414]
[-0.07568433]
[ 1.39053432]
[ 0.25025781]
[-0.03621206]
[-0.9753743 ]
[-0.79183619]
[-0.54293245]
[-0.83281033]
[ 1.31058541]
[ 3.05307059]
[-2.59740849]]
[[-0.51691721 -0.49129617 -0.59105507 0.0661004 -0.28793094 -0.59624107
0.13010908 -0.22068408 -0.26652975 -0.29716377 0.31181063 1.08512789
0.37646059]
[ 0.01323432 -0.13491974 0.04819857 -0.13092018 -0.03876778 0.05842346
-0.08092178 0.18548504 -0.14843485 -0.17257166 -0.14612714 -0.11461672
-0.15668425]
[-0.29351976 0.13397846 -0.03917262 0.01202197 0.07321251 -0.13706568
-0.13006003 -0.1967097 0.27654732 -0.57846559 0.0756036 0.6782948
0.8410383 ]
[ 0.27293195 -0.2471789 -0.27516984 0.15365072 -0.26664671 0.01186336
0.64131434 -0.6087498 0.37281598 -0.16899061 -0.0571432 -0.32735869
-0.3386331 ]
[ 0.14419781 0.01435988 0.1148843 -0.15536308 -0.02166451 0.07449966
-0.17812254 -0.18088079 0.07068955 0.25293802 0.02486085 -0.0806133
-0.08187069]
[-0.48969302 -0.6211183 -0.60108842 -0.5866196 -0.59596122 -0.56537677
-0.42676236 -0.15764197 -0.49216466 -0.23854189 -0.60820539 -0.91990659
-0.72349023]
[-0.41427523 -0.59397429 -0.32889965 -0.46089267 -0.41826589 -0.56584058
-0.39619616 -0.49563359 -0.31147265 -0.09660199 -0.50106183 -0.53869016
-0.66125751]
[-0.34447786 -0.34829899 -0.48926988 -0.16704397 -0.32456246 -0.42770864
-0.24665062 -0.29193592 -0.26608805 -0.59650395 -0.34310473 -0.86839612
-0.67819566]
[-0.46605951 -0.33936129 -0.38697152 -0.28114291 -0.33167959 -0.21871094
-0.03500761 -0.4760171 -0.26547361 -0.46194454 -0.22033881 -0.23623263
-0.25276739]
[-0.95996668 -0.95773107 -0.99342746 -0.74356036 -1.04893947 -0.99298154
-0.52316988 -0.57738922 -0.73438993 -0.58185351 -0.81562373 -0.64849066
-0.94313515]
[-0.51191799 -0.27250082 -0.47414058 -0.41374582 -0.34752328 -0.36555003
-0.62329768 -0.63809145 -0.66690689 -0.09583665 -0.59269898 -0.8602838
-0.7294734 ]
[-0.1218294 0.02618591 -0.34502988 -0.48893592 -0.10281897 -0.07579349
-0.21769829 -0.44939857 -0.19380554 0.04154582 -0.54084156 -1.20914904
-0.76264385]
[-0.01818113 0.20378522 0.1020193 0.06825768 0.08355694 0.02597395
0.09715595 -0.0871864 -0.16215672 -0.25662114 -0.25186992 0.19889725
0.10655774]
[-0.25658443 -0.12504477 0.16372629 -0.29637806 -0.13430411 0.11315874
-0.13933056 0.00561133 -0.08620122 0.06127047 -0.22311995 -0.46791312
-0.08211567]
[-0.0973791 -0.26414108 -0.1819216 -0.26036954 -0.47496912 -0.0877105
-0.10697138 -0.01674073 -0.08897929 -0.01753539 -0.22963329 -0.43745396
-0.26453592]
[-0.06337814 -0.03772302 -0.22531198 -0.26976892 0.1061811 -0.16084745
-0.21764671 0.15054337 -0.02079301 0.16410825 -0.22490598 -0.03589492
-0.06737804]
[ 0.03741123 -0.16657166 -0.14984364 -0.09981798 -0.12504172 -0.10738814
0.10814033 -0.14554722 -0.02405386 0.03664539 -0.04659063 -0.13017739
-0.03503189]
[-0.29470233 -0.13562947 -0.0814288 -0.1327061 -0.2956313 -0.27715295
-0.35644033 -0.00887483 -0.33349104 -0.22692951 0.14804228 -0.13804739
0.09286634]
[-0.23480622 -0.12123831 -0.09696579 -0.02615945 -0.0823652 -0.12137092
-0.0817887 -0.0160971 -0.14242081 -0.13087033 0.00985936 -0.2050248
-0.19696707]
[-0.18165509 -0.07334491 -0.23101284 -0.21855113 -0.15963124 -0.20696449
-0.37049165 -0.12573082 0.12266384 -0.25307459 -0.3666468 -0.40834733
-0.46585669]
[-0.37143012 -0.05777155 -0.152337 -0.10845997 -0.04570594 -0.31413204
0.04392528 -0.08438319 -0.11594698 0.04388904 0.03712734 -0.31114717
-0.37172791]
[-0.15774373 -0.14090822 -0.05409165 -0.22618544 -0.12697722 -0.29583387
0.0654966 -0.15862606 -0.19289719 0.05101715 0.18197411 0.00590497
-0.14381602]
[-0.12777148 -0.17084687 -0.11504005 -0.31636448 0.09309199 -0.01800299
-0.15977725 -0.18041918 0.11553425 -0.08730088 -0.13880501 -0.03300248
-0.29650579]
[-0.03835204 -0.03597011 -0.15024562 -0.12800982 -0.23135388 0.06297181
-0.04301674 -0.04438431 -0.2211493 -0.08969825 -0.14909275 -0.39275381
-0.22254053]
[-0.06798693 0.02086628 -0.12930476 -0.35434094 0.11852793 0.02017027
-0.19223608 -0.14755902 0.12953571 -0.05130888 -0.32053075 -0.30427999
-0.32943112]
[ 0.06676763 -0.30065772 -0.08810532 -0.46674177 -0.21531487 -0.09151708
0.03617067 0.07112237 -0.03804159 0.26989875 -0.5476875 -0.89562831
0.47262348]
[-0.2304353 -0.23768453 -0.13439923 -0.32448403 -0.29538991 -0.09501651
0.19558483 0.02803131 0.27237552 0.02259243 -0.43213497 -1.08485999
0.66455097]
[-0.02146481 -0.18134058 0.01862874 -0.33329863 -0.16682945 0.163885
0.20699817 0.24753402 -0.03417419 0.21850445 -0.2573923 -1.18536089
0.79130305]
[-0.00720476 -0.03989423 -0.12778845 -0.14790624 -0.17604044 -0.04885761
0.31495047 0.16054471 0.25509796 0.35414277 -0.51595749 -1.13712569
0.82776003]
[-0.08893002 -0.27590862 0.05666208 -0.35470005 -0.14662356 0.11535693
0.3930226 0.14377315 -0.06495893 0.1548511 -0.5792182 -1.12109873
0.8805484 ]
[ 0.11465534 -0.08666131 0.01365611 -0.16809456 -0.08055951 -0.01982358
0.2815782 0.3736533 0.42786622 0.24996012 -0.57626791 -1.05869626
0.59986557]
[ 0.00424006 -0.145233 0.02375442 0.01384576 -0.09854067 -0.28320611
0.14349238 0.38505572 0.03798009 0.14323235 -0.28622671 -0.91341422
0.2395603 ]
[ 0.10888265 0.08366958 0.01105744 0.23690705 -0.10521605 -0.05671087
-0.07304233 -0.09385554 -0.19507569 -0.0803219 -0.07696742 0.10928615
-0.54079729]
[ 0.05588029 -0.1258056 0.1511746 0.51797171 0.23261146 0.00986021
-0.34731792 -0.34062167 -0.00237842 -0.55603618 0.32606825 0.9138212
-0.93707505]
[ 0.02244631 0.07742126 -0.21460236 0.12831028 0.03534542 -0.00343552
-0.21191635 -0.36343365 -0.28290853 -0.2776479 -0.0065908 -0.12693943
-0.20072526]
[-0.07346172 -0.20123339 0.05630802 0.01296175 -0.12427189 -0.13726961
-0.07556676 -0.07250166 0.01531279 -0.41698273 -0.3599538 -0.21885484
0.15797835]
[-0.01208302 -0.25787068 0.047744 -0.38290809 -0.18316384 -0.23530556
-0.36979522 -0.05142009 -0.07805429 -0.00511352 -0.23972649 0.31802158
0.16212225]
[ 0.15396248 0.06427653 -0.11132222 -0.38140887 -0.05117255 -0.10481521
-0.26947127 -0.06234032 -0.2336551 -0.28017527 -0.25569182 0.55335654
0.08741477]
[-0.1885043 -0.17270014 -0.11993867 -0.36486921 -0.04446862 0.02328371
-0.27219551 -0.29582926 -0.17704971 -0.11555616 -0.27910906 0.42589778
-0.00927971]
[-0.05596654 -0.19399156 -0.17027182 -0.37670555 -0.03724412 0.03979102
-0.15654154 -0.14316776 -0.28262297 -0.37280947 -0.09311861 0.32765317
0.08998877]
[ 0.09485757 0.09504366 -0.02048138 -0.32095093 -0.31487599 0.00412859
-0.23707824 -0.36581486 -0.34852627 -0.06834972 -0.16493563 0.32585899
0.08631013]
[-0.06039519 -0.00945355 -0.28512173 -0.0913297 0.07074991 0.15485866
-0.25846222 -0.1953823 -0.06168171 -0.05002837 0.16455493 0.7833186
-0.08878113]
[ 0.1471339 0.32108437 -0.19399821 0.78266351 0.10373313 0.00421035
-0.18610918 -0.3617491 -0.21465727 -0.29644002 0.75219367 0.88493097
-1.44262361]
[ 0.00460825 0.16157007 0.05815865 0.4189673 -0.00968281 -0.06373678
-0.267345 -0.31658836 -0.27413062 -0.18080004 0.59689945 0.88651451
-1.38840625]
[-0.02160903 -0.14477158 -0.1466933 0.33525282 -0.18876769 0.23852957
-0.01587088 -0.15203738 -0.22246399 -0.32384208 0.20539223 0.51662807
-0.72116616]
[ 0.08599871 -0.38299303 -0.05059762 0.03780602 -0.11808783 0.1999743
0.0903168 0.17580178 -0.18805968 0.01026887 -0.05287265 0.3072064
-0.40560909]
[ 0.21328561 -0.29668469 -0.11833193 -0.06766242 -0.21851024 0.12286509
0.04810741 -0.11697116 -0.06039036 -0.03304005 -0.16463708 -0.22266186
-0.23241838]
[-0.13078272 -0.08230828 0.03871474 -0.25370631 -0.06148148 -0.14115243
0.0620044 0.00890522 -0.09291468 0.03559259 -0.33634667 -0.50005245
-0.1145505 ]
[-0.14318719 -0.13448165 -0.06928168 -0.2922542 -0.34456239 -0.28932691
0.16710825 0.14955166 0.00970589 0.12776727 -0.28544057 -0.89329285
0.03468511]
[-0.13262498 -0.24785217 -0.30571057 -1.0305782 -0.30184121 -0.20957376
-0.09787783 -0.04836493 0.04342056 -0.49377685 -0.79491344 -0.67369826
-1.44610028]
[-0.12363889 0.13293882 0.01320584 0.16185348 -0.20244324 -0.17713411
-0.15446255 0.01053428 -0.14275598 -0.1247846 -0.11525907 -0.41500151
0.12241176]
[-0.36498453 -0.11845344 -0.27323745 0.38993666 -0.20008834 -0.23296298
-0.1601276 -0.09661431 0.00215172 0.04564595 0.13070198 -0.34485691
0.28976235]
[-0.13231465 -0.0506089 -0.2544693 0.24698138 -0.22866947 -0.27996841
-0.39548935 -0.03518409 0.00867471 -0.09304828 -0.16288001 -0.31109269
0.21998254]
[-0.25714522 -0.53288361 -0.34137881 0.05153038 -0.31803154 -0.23404209
-0.2057456 -0.22998732 -0.00950379 -0.27058084 0.00212212 -0.33835717
0.10973694]
[-0.22719745 -0.29590599 -0.32258839 -0.05499064 -0.08665428 -0.15170521
-0.10942152 0.02902626 -0.2108799 -0.51062467 -0.22224731 -0.27669169
-0.02930538]
[-0.08904522 -0.02163182 -0.24472631 -1.09991969 -0.2792957 -0.25984235
0.12990618 -0.49498355 0.14572457 -0.20777882 -0.78441071 -0.40482613
-1.37160252]]
Progress: 34.2% ... Training loss: 0.179 ... Validation loss: 0.319[[-0.25452094]
[ 0.23603154]
[-0.06912111]
[ 1.3979901 ]
[ 0.25996063]
[-0.03227054]
[-0.96922364]
[-0.7802056 ]
[-0.53161451]
[-0.8238737 ]
[ 1.32195651]
[ 3.0845008 ]
[-2.58748155]]
[[ -5.17860305e-01 -4.89594708e-01 -5.91494492e-01 7.38351068e-02
-2.86087152e-01 -5.96364238e-01 1.27664519e-01 -2.27991931e-01
-2.70114610e-01 -3.02676202e-01 3.22590322e-01 1.11925252e+00
3.53476882e-01]
[ 1.32026246e-02 -1.34912797e-01 4.81866026e-02 -1.30879514e-01
-3.87773319e-02 5.84268616e-02 -8.09138125e-02 1.85185621e-01
-1.48483887e-01 -1.73005305e-01 -1.45904877e-01 -1.13827445e-01
-1.57043890e-01]
[ -2.94529961e-01 1.36332430e-01 -3.95874648e-02 2.66490902e-02
7.53626248e-02 -1.37223829e-01 -1.35105596e-01 -2.05201893e-01
2.71199922e-01 -5.82148629e-01 9.06576551e-02 7.17005404e-01
8.14599888e-01]
[ 2.74511494e-01 -2.49738577e-01 -2.74639606e-01 1.35481532e-01
-2.69153977e-01 1.20329255e-02 6.49169986e-01 -6.00614499e-01
3.79095842e-01 -1.63873296e-01 -7.52142302e-02 -3.72154968e-01
-3.18999590e-01]
[ 1.43006352e-01 1.58729239e-02 1.14537732e-01 -1.50539465e-01
-2.01342579e-02 7.43929972e-02 -1.82713334e-01 -1.86105010e-01
6.68811840e-02 2.46859117e-01 3.29035172e-02 -5.42916232e-02
-9.48418626e-02]
[ -4.89247105e-01 -6.21415075e-01 -6.01019028e-01 -5.89763644e-01
-5.96283387e-01 -5.65310121e-01 -4.24639239e-01 -1.56504994e-01
-4.91321793e-01 -2.36908234e-01 -6.10420619e-01 -9.23135719e-01
-7.23764995e-01]
[ -4.14637004e-01 -5.93807590e-01 -3.28983822e-01 -4.60314683e-01
-4.17896889e-01 -5.65867667e-01 -3.98937760e-01 -4.97730366e-01
-3.12495684e-01 -9.92144837e-02 -4.98825273e-01 -5.30053133e-01
-6.65619373e-01]
[ -3.45087206e-01 -3.46730238e-01 -4.89589508e-01 -1.59279622e-01
-3.23068420e-01 -4.27810746e-01 -2.48074081e-01 -2.97341541e-01
-2.69193250e-01 -5.99069380e-01 -3.34183126e-01 -8.45203917e-01
-6.96734443e-01]
[ -4.66566610e-01 -3.38966665e-01 -3.87077154e-01 -2.79947305e-01
-3.31276680e-01 -2.18780609e-01 -3.80313360e-02 -4.77108549e-01
-2.66870342e-01 -4.63705257e-01 -2.19112655e-01 -2.32741437e-01
-2.55240524e-01]
[ -9.60672291e-01 -9.56329913e-01 -9.93768978e-01 -7.33770068e-01
-1.04756603e+00 -9.93082160e-01 -5.26476058e-01 -5.83655841e-01
-7.38136666e-01 -5.84725427e-01 -8.05887574e-01 -6.25684322e-01
-9.63621065e-01]
[ -5.12109233e-01 -2.72539366e-01 -4.74146040e-01 -4.15641762e-01
-3.47370037e-01 -3.65562926e-01 -6.24371102e-01 -6.38412765e-01
-6.66983063e-01 -9.75762239e-02 -5.92380719e-01 -8.54551948e-01
-7.29422040e-01]
[ -1.21964842e-01 2.66566068e-02 -3.45122945e-01 -4.90436369e-01
-1.02401863e-01 -7.58121927e-02 -2.18384364e-01 -4.50267492e-01
-1.94664734e-01 4.08523319e-02 -5.40726897e-01 -1.20559595e+00
-7.67857856e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.56282412e-01 -1.25218711e-01 1.63751454e-01 -2.98174645e-01
-1.34461469e-01 1.13190161e-01 -1.37924810e-01 5.53828847e-03
-8.55627974e-02 6.18508995e-02 -2.24475851e-01 -4.69523435e-01
-8.31383111e-02]
[ -9.72355649e-02 -2.64252386e-01 -1.81890676e-01 -2.61292841e-01
-4.75074280e-01 -8.76823485e-02 -1.06314046e-01 -1.59790433e-02
-8.86955526e-02 -1.68084481e-02 -2.30310586e-01 -4.38439771e-01
-2.64793727e-01]
[ -6.32649570e-02 -3.77367885e-02 -2.25298778e-01 -2.71061353e-01
1.06211293e-01 -1.60833852e-01 -2.17618895e-01 1.50761013e-01
-2.07663189e-02 1.64374460e-01 -2.25085022e-01 -3.34807782e-02
-6.68088854e-02]
[ 3.66683578e-02 -1.66213123e-01 -1.49994828e-01 -9.70299943e-02
-1.24477983e-01 -1.07455873e-01 1.04662156e-01 -1.47645235e-01
-2.55407770e-02 3.32257807e-02 -4.38416597e-02 -1.24590256e-01
-3.80057287e-02]
[ -2.94657193e-01 -1.35627135e-01 -8.14236716e-02 -1.32196240e-01
-2.95700820e-01 -2.77146241e-01 -3.57044068e-01 -9.24489030e-03
-3.33673401e-01 -2.27402822e-01 1.48686304e-01 -1.37394981e-01
8.99404732e-02]
[ -2.34720704e-01 -1.21122464e-01 -9.69925160e-02 -2.58583317e-02
-8.22088012e-02 -1.21372947e-01 -8.11919192e-02 -1.72734171e-02
-1.42591977e-01 -1.30206811e-01 1.10364375e-02 -1.98638149e-01
-1.99829142e-01]
[ -1.81836658e-01 -7.25593821e-02 -2.31156982e-01 -2.12203974e-01
-1.58909450e-01 -2.06999627e-01 -3.71195270e-01 -1.29198513e-01
1.20987361e-01 -2.54257046e-01 -3.60539894e-01 -3.95291713e-01
-4.77578173e-01]
[ -3.71817507e-01 -5.72031587e-02 -1.52451104e-01 -1.08447284e-01
-4.51759588e-02 -3.14184689e-01 4.32135020e-02 -8.51294752e-02
-1.16914621e-01 4.27075517e-02 3.82936445e-02 -3.05912172e-01
-3.74769801e-01]
[ -1.57867816e-01 -1.40820318e-01 -5.41151045e-02 -2.25061197e-01
-1.26895413e-01 -2.95853302e-01 6.49134990e-02 -1.58669894e-01
-1.93303332e-01 5.08189734e-02 1.82836571e-01 7.05741332e-03
-1.45673557e-01]
[ -1.27967633e-01 -1.70719708e-01 -1.15078446e-01 -3.16577377e-01
9.32249451e-02 -1.80278072e-02 -1.60546754e-01 -1.80673042e-01
1.15137544e-01 -8.81297347e-02 -1.38911948e-01 -3.33511888e-02
-2.96644734e-01]
[ -3.82949994e-02 -3.59256078e-02 -1.50240946e-01 -1.28197823e-01
-2.31326691e-01 6.29766918e-02 -4.32861968e-02 -4.44339316e-02
-2.21231810e-01 -8.95411795e-02 -1.49283195e-01 -3.91460314e-01
-2.22496858e-01]
[ -6.81335968e-02 2.09083932e-02 -1.29325878e-01 -3.54616858e-01
1.18559702e-01 2.01550808e-02 -1.92870044e-01 -1.47716467e-01
1.29274686e-01 -5.17241080e-02 -3.20557793e-01 -3.05020766e-01
-3.28890430e-01]
[ 6.64917017e-02 -3.00453227e-01 -8.81790558e-02 -4.65878813e-01
-2.15075554e-01 -9.15522740e-02 3.50656396e-02 7.03140177e-02
-3.86901541e-02 2.68878315e-01 -5.46926262e-01 -8.94464604e-01
4.69983970e-01]
[ -2.30477766e-01 -2.37657550e-01 -1.34406142e-01 -3.24308397e-01
-2.95363943e-01 -9.50202537e-02 1.95199604e-01 2.79506410e-02
2.72168580e-01 2.24349874e-02 -4.31885359e-01 -1.08431794e+00
6.64126561e-01]
[ -2.16266183e-02 -1.81241937e-01 1.85929097e-02 -3.33038081e-01
-1.66729599e-01 1.63861768e-01 2.06297599e-01 2.46944905e-01
-3.44703030e-02 2.17838771e-01 -2.57188016e-01 -1.18558577e+00
7.91159393e-01]
[ -7.24931219e-03 -3.98634655e-02 -1.27798416e-01 -1.47759889e-01
-1.76007200e-01 -4.88626280e-02 3.14730275e-01 1.60366008e-01
2.54991319e-01 3.53944405e-01 -5.15853475e-01 -1.13701933e+00
8.27532544e-01]
[ -8.88823104e-02 -2.75979143e-01 5.66806142e-02 -3.54731224e-01
-1.46697463e-01 1.15364240e-01 3.93428732e-01 1.43876290e-01
-6.47921690e-02 1.55102532e-01 -5.79537100e-01 -1.12182696e+00
8.81218984e-01]
[ 1.14701488e-01 -8.67138392e-02 1.36726098e-02 -1.68225192e-01
-8.06167743e-02 -1.98170776e-02 2.81784747e-01 3.73848807e-01
4.28009513e-01 2.50137446e-01 -5.76351990e-01 -1.05885867e+00
6.00139199e-01]
[ 4.12169102e-03 -1.45173129e-01 2.37255319e-02 1.46607712e-02
-9.84776041e-02 -2.83221740e-01 1.43645102e-01 3.84563642e-01
3.79680428e-02 1.42780704e-01 -2.85770374e-01 -9.14419322e-01
2.38260997e-01]
[ 1.09122013e-01 8.36209831e-02 1.10507728e-02 2.37863859e-01
-1.05268990e-01 -5.66984855e-02 -7.11078631e-02 -9.44662302e-02
-1.94637453e-01 -7.98322086e-02 -7.61533766e-02 1.11239468e-01
-5.45571568e-01]
[ 5.63318792e-02 -1.26050896e-01 1.51269475e-01 5.15684453e-01
2.32279587e-01 9.91192376e-03 -3.45312173e-01 -3.40085734e-01
-1.26516596e-03 -5.55253675e-01 3.24187642e-01 9.09828466e-01
-9.36448203e-01]
[ 2.22222998e-02 7.75138116e-02 -2.14630028e-01 1.29237758e-01
3.54716688e-02 -3.46393636e-03 -2.12883119e-01 -3.63628618e-01
-2.83208607e-01 -2.78334566e-01 -6.07156837e-03 -1.27176139e-01
-2.00656325e-01]
[ -7.33859628e-02 -2.01295313e-01 5.63311489e-02 1.22150494e-02
-1.24353040e-01 -1.37257697e-01 -7.53851002e-02 -7.22901126e-02
1.54345915e-02 -4.16627388e-01 -3.60338261e-01 -2.19131333e-01
1.58756211e-01]
[ -1.29561874e-02 -2.57257013e-01 4.75197975e-02 -3.81111557e-01
-1.82388819e-01 -2.35397189e-01 -3.74004410e-01 -5.46782298e-02
-8.05716291e-02 -8.59821926e-03 -2.36175176e-01 3.32937297e-01
1.56934986e-01]
[ 1.53494629e-01 6.49212017e-02 -1.11448091e-01 -3.80092280e-01
-5.05365577e-02 -1.04868800e-01 -2.71676575e-01 -6.35732733e-02
-2.35158473e-01 -2.81729596e-01 -2.53072172e-01 5.62672325e-01
8.29420204e-02]
[ -1.88518603e-01 -1.72520902e-01 -1.19974113e-01 -3.64865949e-01
-4.43061068e-02 2.32718260e-02 -2.72611427e-01 -2.96416980e-01
-1.77419304e-01 -1.15681238e-01 -2.78626728e-01 4.29864343e-01
-1.10991651e-02]
[ -5.62787666e-02 -1.93802542e-01 -1.70323126e-01 -3.77245296e-01
-3.69939221e-02 3.97604231e-02 -1.57609638e-01 -1.43263324e-01
-2.83043250e-01 -3.74451406e-01 -9.32164856e-02 3.31523403e-01
9.17145743e-02]
[ 9.49029443e-02 9.50131732e-02 -2.04708080e-02 -3.21256372e-01
-3.14921465e-01 4.13475707e-03 -2.36888126e-01 -3.65656278e-01
-3.48420743e-01 -6.80535889e-02 -1.65154966e-01 3.25193430e-01
8.68143229e-02]
[ -6.01596072e-02 -9.70489210e-03 -2.85059140e-01 -9.31984403e-02
7.04627044e-02 1.54893957e-01 -2.57739691e-01 -1.94385774e-01
-6.11203888e-02 -4.88250130e-02 1.63021248e-01 7.79435183e-01
-8.57916475e-02]
[ 1.47109069e-01 3.21472766e-01 -1.94060106e-01 7.86491698e-01
1.04122571e-01 4.19564666e-03 -1.86206647e-01 -3.63592244e-01
-2.15405322e-01 -2.96859774e-01 7.55850730e-01 8.90820462e-01
-1.44871646e+00]
[ 5.05567147e-03 1.61596897e-01 5.81616805e-02 4.19166736e-01
-9.63731384e-03 -6.36918284e-02 -2.65446246e-01 -3.17706442e-01
-2.73556049e-01 -1.79998711e-01 5.97670991e-01 8.88653849e-01
-1.39282409e+00]
[ -2.16700684e-02 -1.44738409e-01 -1.46668081e-01 3.36132508e-01
-1.88731573e-01 2.38525784e-01 -1.67865109e-02 -1.51455564e-01
-2.22799542e-01 -3.23250464e-01 2.05703533e-01 5.16124748e-01
-7.21245845e-01]
[ 8.59713892e-02 -3.82995908e-01 -5.06037755e-02 3.78823524e-02
-1.18081874e-01 1.99968144e-01 9.01827681e-02 1.75838695e-01
-1.88100495e-01 1.02194605e-02 -5.28255120e-02 3.06913791e-01
-4.05566251e-01]
[ 2.13550458e-01 -2.96835446e-01 -1.18275719e-01 -6.85438151e-02
-2.18686230e-01 1.22904838e-01 4.89680541e-02 -1.15845524e-01
-6.01397321e-02 -3.19112235e-02 -1.65469967e-01 -2.23682545e-01
-2.32393058e-01]
[ -1.30937505e-01 -8.21912615e-02 3.86786697e-02 -2.53108186e-01
-6.13584348e-02 -1.41170858e-01 6.11085926e-02 8.61092448e-03
-9.34108372e-02 3.51434413e-02 -3.35798260e-01 -4.99020703e-01
-1.15384442e-01]
[ -1.43270640e-01 -1.34439341e-01 -6.93018060e-02 -2.91912153e-01
-3.44524252e-01 -2.89333100e-01 1.66802480e-01 1.49533685e-01
9.54993944e-03 1.27289308e-01 -2.85017182e-01 -8.93103713e-01
3.37434930e-02]
[ -1.32804129e-01 -2.47717025e-01 -3.05774930e-01 -1.03074555e+00
-3.01593853e-01 -2.09584328e-01 -9.94835457e-02 -4.99300749e-02
4.24104630e-02 -4.95258040e-01 -7.93814923e-01 -6.65069630e-01
-1.45179822e+00]
[ -1.23538333e-01 1.32918735e-01 1.32232808e-02 1.62129646e-01
-2.02536098e-01 -1.77116339e-01 -1.54322967e-01 9.84955712e-03
-1.42576926e-01 -1.24595446e-01 -1.14553686e-01 -4.15231997e-01
1.22373019e-01]
[ -3.64741623e-01 -1.18693069e-01 -2.73176947e-01 3.87226421e-01
-2.00389532e-01 -2.32922489e-01 -1.58900046e-01 -9.50691346e-02
2.84584076e-03 4.70873511e-02 1.28526719e-01 -3.51280983e-01
2.93107855e-01]
[ -1.32339632e-01 -5.01407000e-02 -2.54522701e-01 2.50823843e-01
-2.28243868e-01 -2.79975089e-01 -3.96023915e-01 -3.72728855e-02
7.68079827e-03 -9.32576359e-02 -1.59693146e-01 -3.03713651e-01
2.12069438e-01]
[ -2.57336604e-01 -5.32587198e-01 -3.41475360e-01 5.60954512e-02
-3.17680235e-01 -2.34067177e-01 -2.06968427e-01 -2.31944152e-01
-1.04386187e-02 -2.71995869e-01 6.36053342e-03 -3.28932489e-01
1.03953860e-01]
[ -2.27228449e-01 -2.95848333e-01 -3.22588664e-01 -5.45840451e-02
-8.66082632e-02 -1.51706963e-01 -1.09698049e-01 2.92582057e-02
-2.11092194e-01 -5.10442961e-01 -2.22132389e-01 -2.77083181e-01
-3.07415147e-02]
[ -8.99944724e-02 -2.04962022e-02 -2.45029707e-01 -1.09973850e+00
-2.78028153e-01 -2.59988756e-01 1.27113011e-01 -4.97922041e-01
1.43320417e-01 -2.11790488e-01 -7.81410458e-01 -3.91121151e-01
-1.37972758e+00]]
Progress: 34.3% ... Training loss: 0.188 ... Validation loss: 0.330[[-0.26297061]
[ 0.23053369]
[-0.07560293]
[ 1.39711833]
[ 0.25196565]
[-0.03988972]
[-0.98641562]
[-0.79013878]
[-0.54258757]
[-0.8286506 ]
[ 1.31909857]
[ 3.07236637]
[-2.59894518]]
[[ -5.17473129e-01 -4.89570840e-01 -5.91458450e-01 8.00011148e-02
-2.86435124e-01 -5.96334836e-01 1.30266812e-01 -2.25703183e-01
-2.69748277e-01 -3.01047857e-01 3.24691370e-01 1.11279627e+00
3.54691466e-01]
[ 1.37965140e-02 -1.35304146e-01 4.83529703e-02 -1.35712802e-01
-3.93097361e-02 5.85118926e-02 -7.80805649e-02 1.87940360e-01
-1.47406740e-01 -1.70724605e-01 -1.50192671e-01 -1.22950330e-01
-1.54343327e-01]
[ -2.94401918e-01 1.36507698e-01 -3.95868590e-02 3.02113017e-02
7.54729243e-02 -1.37212831e-01 -1.34734285e-01 -2.04168826e-01
2.71384841e-01 -5.81854892e-01 9.28958304e-02 7.19678564e-01
8.25335125e-01]
[ 2.76115667e-01 -2.50589719e-01 -2.74542568e-01 1.26065463e-01
-2.69914669e-01 1.21530333e-02 6.56344044e-01 -6.04139003e-01
3.82875020e-01 -1.63043970e-01 -7.94607115e-02 -3.77199606e-01
-3.22773529e-01]
[ 1.41473011e-01 1.74584590e-02 1.14212919e-01 -1.31934387e-01
-1.79718367e-02 7.41926560e-02 -1.93736646e-01 -1.90819871e-01
6.14986586e-02 2.43424865e-01 4.76983982e-02 -2.81112263e-02
-1.11558212e-01]
[ -4.89217429e-01 -6.21522957e-01 -6.00986102e-01 -5.89944544e-01
-5.96481879e-01 -5.65303544e-01 -4.24661277e-01 -1.56122617e-01
-4.91411063e-01 -2.36886750e-01 -6.10991506e-01 -9.28567716e-01
-7.26033122e-01]
[ -4.13842690e-01 -5.94283713e-01 -3.28830951e-01 -4.61942857e-01
-4.18565022e-01 -5.65805709e-01 -3.93451430e-01 -4.95017034e-01
-3.09882142e-01 -9.58890119e-02 -5.02872596e-01 -5.50173667e-01
-6.58472611e-01]
[ -3.45202647e-01 -3.46517544e-01 -4.89615732e-01 -1.56512713e-01
-3.22937822e-01 -4.27815750e-01 -2.49801552e-01 -2.96977723e-01
-2.70293334e-01 -5.99331649e-01 -3.31946679e-01 -8.36445620e-01
-6.92984437e-01]
[ -4.65552844e-01 -3.39720615e-01 -3.86852001e-01 -2.87399023e-01
-3.32302641e-01 -2.18636285e-01 -3.25354280e-02 -4.74886711e-01
-2.64106144e-01 -4.62165006e-01 -2.25698543e-01 -2.50360934e-01
-2.52460819e-01]
[ -9.59780034e-01 -9.56906843e-01 -9.93465761e-01 -7.37013880e-01
-1.04866727e+00 -9.92946581e-01 -5.22047325e-01 -5.78113416e-01
-7.36012380e-01 -5.80826113e-01 -8.11632002e-01 -6.46394134e-01
-9.50686866e-01]
[ -5.10942770e-01 -2.73499760e-01 -4.73918230e-01 -4.22062398e-01
-3.48506386e-01 -3.65423576e-01 -6.18397080e-01 -6.36080012e-01
-6.64036125e-01 -9.47632268e-02 -5.98353947e-01 -8.69897083e-01
-7.24213899e-01]
[ -1.22301250e-01 2.70686697e-02 -3.45269247e-01 -4.87265804e-01
-1.01926267e-01 -7.58792674e-02 -2.19554390e-01 -4.52461306e-01
-1.95547574e-01 3.87649588e-02 -5.37976891e-01 -1.20395473e+00
-7.74591849e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.56171115e-01 -1.25361031e-01 1.63801299e-01 -2.98996739e-01
-1.34633472e-01 1.13208577e-01 -1.37243666e-01 6.73040480e-03
-8.53866031e-02 6.26456591e-02 -2.25810069e-01 -4.74890236e-01
-8.38183979e-02]
[ -9.75263217e-02 -2.64145120e-01 -1.81920846e-01 -2.59903148e-01
-4.74967153e-01 -8.77072250e-02 -1.07808060e-01 -1.69697498e-02
-8.93510186e-02 -1.79127902e-02 -2.29192544e-01 -4.36329791e-01
-2.64720521e-01]
[ -6.25248121e-02 -3.82045260e-02 -2.25230319e-01 -2.73992823e-01
1.05664121e-01 -1.60778497e-01 -2.14678199e-01 1.51283874e-01
-1.92166675e-02 1.66292197e-01 -2.27745362e-01 -4.15380168e-02
-6.83438382e-02]
[ 3.70651384e-02 -1.66761833e-01 -1.49843805e-01 -1.00633319e-01
-1.25181501e-01 -1.07408758e-01 1.07442714e-01 -1.44462010e-01
-2.40126025e-02 3.61170347e-02 -4.92355232e-02 -1.39439771e-01
-3.04544966e-02]
[ -2.94267006e-01 -1.35939892e-01 -8.13134009e-02 -1.33312526e-01
-2.96064113e-01 -2.77105887e-01 -3.54984096e-01 -8.42318352e-03
-3.32403806e-01 -2.26367912e-01 1.47152726e-01 -1.45876100e-01
9.28895882e-02]
[ -2.35249987e-01 -1.20312453e-01 -9.71514453e-02 -2.17192553e-02
-8.14317142e-02 -1.21437386e-01 -8.27811483e-02 -1.84690878e-02
-1.43957330e-01 -1.32288763e-01 1.53117234e-02 -1.89908202e-01
-2.00933032e-01]
[ -1.81773229e-01 -7.27360106e-02 -2.31115608e-01 -2.11825630e-01
-1.59072100e-01 -2.06989614e-01 -3.71785400e-01 -1.29199463e-01
1.20930212e-01 -2.53978180e-01 -3.60236606e-01 -3.93409801e-01
-4.75996830e-01]
[ -3.72174541e-01 -5.65039992e-02 -1.52589486e-01 -1.01562052e-01
-4.44052760e-02 -3.14231501e-01 3.98226652e-02 -8.69061815e-02
-1.19013336e-01 4.11145786e-02 4.49312769e-02 -2.91158997e-01
-3.81613755e-01]
[ -1.57233433e-01 -1.41487180e-01 -5.39733637e-02 -2.31163871e-01
-1.27794605e-01 -2.95768299e-01 6.94538909e-02 -1.56774544e-01
-1.90818528e-01 5.16527271e-02 1.76626909e-01 -7.61364412e-03
-1.40684592e-01]
[ -1.27916811e-01 -1.70853726e-01 -1.15030645e-01 -3.17299951e-01
9.30369569e-02 -1.80103917e-02 -1.59621854e-01 -1.79922386e-01
1.15502271e-01 -8.77082197e-02 -1.40066932e-01 -3.86056507e-02
-2.94123399e-01]
[ -3.78854430e-02 -3.61338453e-02 -1.50151279e-01 -1.31829915e-01
-2.31647977e-01 6.30356304e-02 -4.13399408e-02 -4.31664234e-02
-2.20464787e-01 -8.85223157e-02 -1.52091747e-01 -3.96481478e-01
-2.21076924e-01]
[ -6.80308094e-02 2.08239649e-02 -1.29313849e-01 -3.54972572e-01
1.18499921e-01 2.01664539e-02 -1.92447023e-01 -1.47704493e-01
1.29499586e-01 -5.15115623e-02 -3.20764492e-01 -3.05208156e-01
-3.28404326e-01]
[ 6.63471543e-02 -3.00372712e-01 -8.82009434e-02 -4.65387605e-01
-2.14978025e-01 -9.15679625e-02 3.47252456e-02 7.00276386e-02
-3.89220817e-02 2.68467203e-01 -5.46536054e-01 -8.94017423e-01
4.69045003e-01]
[ -2.30423995e-01 -2.37705731e-01 -1.34394900e-01 -3.25103824e-01
-2.95421260e-01 -9.50167853e-02 1.96082278e-01 2.83825179e-02
2.72494163e-01 2.28250982e-02 -4.32629313e-01 -1.08587648e+00
6.65881429e-01]
[ -2.17942607e-02 -1.81177689e-01 1.85857770e-02 -3.33201327e-01
-1.66684250e-01 1.63845898e-01 2.06269153e-01 2.46945141e-01
-3.45743502e-02 2.17262040e-01 -2.57441680e-01 -1.18796869e+00
7.92135607e-01]
[ -7.17267757e-03 -3.99226578e-02 -1.27789610e-01 -1.48241835e-01
-1.76063981e-01 -4.88554684e-02 3.15282189e-01 1.60605554e-01
2.55261397e-01 3.54184722e-01 -5.16104232e-01 -1.13737546e+00
8.28216447e-01]
[ -8.88974071e-02 -2.75977915e-01 5.66784912e-02 -3.54723119e-01
-1.46689388e-01 1.15362785e-01 3.93382269e-01 1.43824194e-01
-6.47959954e-02 1.55024651e-01 -5.79536758e-01 -1.12189348e+00
8.81289514e-01]
[ 1.14453623e-01 -8.65773036e-02 1.36393945e-02 -1.67569115e-01
-8.04845734e-02 -1.98431630e-02 2.81034859e-01 3.73434395e-01
4.27513647e-01 2.49370917e-01 -5.75847633e-01 -1.05875191e+00
5.99195179e-01]
[ 4.03668240e-03 -1.45105524e-01 2.36933574e-02 1.52169244e-02
-9.83994962e-02 -2.83231691e-01 1.43349642e-01 3.83918018e-01
3.78610632e-02 1.42078220e-01 -2.85256967e-01 -9.13891440e-01
2.37393727e-01]
[ 1.08944487e-01 8.38356815e-02 1.10014070e-02 2.40604676e-01
-1.05056196e-01 -5.67175978e-02 -7.30762511e-02 -9.53332517e-02
-1.95250824e-01 -8.06600660e-02 -7.36308710e-02 1.17965158e-01
-5.48712694e-01]
[ 5.75442551e-02 -1.26875646e-01 1.51545223e-01 5.12157558e-01
2.31204543e-01 1.00586948e-02 -3.40990531e-01 -3.37712754e-01
1.24340610e-03 -5.53083322e-01 3.20638074e-01 8.96826231e-01
-9.36445807e-01]
[ 2.21843283e-02 7.74669934e-02 -2.14631538e-01 1.28479066e-01
3.54608115e-02 -3.46874091e-03 -2.12710973e-01 -3.63420713e-01
-2.83021047e-01 -2.78462593e-01 -6.61252077e-03 -1.29629921e-01
-1.98699449e-01]
[ -7.33452481e-02 -2.01305730e-01 5.63497179e-02 1.10129220e-02
-1.24414007e-01 -1.37249976e-01 -7.53931841e-02 -7.17503425e-02
1.55074256e-02 -4.16340789e-01 -3.61141636e-01 -2.19360501e-01
1.60827443e-01]
[ -1.28669213e-02 -2.57326166e-01 4.75327969e-02 -3.82811120e-01
-1.82512255e-01 -2.35381178e-01 -3.73333853e-01 -5.46095929e-02
-8.01781050e-02 -8.66317128e-03 -2.37277897e-01 3.30105057e-01
1.61189638e-01]
[ 1.53510489e-01 6.49422439e-02 -1.11448556e-01 -3.80896574e-01
-5.05713468e-02 -1.04863240e-01 -2.71562276e-01 -6.33094631e-02
-2.35194765e-01 -2.81529087e-01 -2.53635032e-01 5.62702039e-01
8.47978762e-02]
[ -1.88316806e-01 -1.72736198e-01 -1.19918077e-01 -3.67379648e-01
-4.45768001e-02 2.32960621e-02 -2.71178319e-01 -2.95274696e-01
-1.76570064e-01 -1.14696885e-01 -2.80988224e-01 4.24038083e-01
-5.48174366e-03]
[ -5.61002055e-02 -1.94029983e-01 -1.70269144e-01 -3.78662971e-01
-3.72373726e-02 3.97841878e-02 -1.57099856e-01 -1.42665397e-01
-2.82605418e-01 -3.73869353e-01 -9.46161372e-02 3.28418256e-01
9.46125096e-02]
[ 9.49783730e-02 9.48736119e-02 -2.04431193e-02 -3.22116574e-01
-3.15075890e-01 4.15217534e-03 -2.36545314e-01 -3.65636874e-01
-3.48120015e-01 -6.78868651e-02 -1.66041357e-01 3.22640600e-01
8.93392585e-02]
[ -6.00998000e-02 -9.91333781e-03 -2.85022646e-01 -9.38078799e-02
7.02505840e-02 1.54906752e-01 -2.57284073e-01 -1.93873811e-01
-6.07350195e-02 -4.84907024e-02 1.61838468e-01 7.77099607e-01
-8.33582988e-02]
[ 1.47655511e-01 3.21021741e-01 -1.93990637e-01 7.85003813e-01
1.03612186e-01 4.24071726e-03 -1.83801761e-01 -3.62449594e-01
-2.14231103e-01 -2.95161637e-01 7.53164209e-01 8.82558153e-01
-1.44996200e+00]
[ 5.12011650e-03 1.62150029e-01 5.80838453e-02 4.23399833e-01
-9.06116610e-03 -6.36920578e-02 -2.65400054e-01 -3.18421420e-01
-2.74453701e-01 -1.80676221e-01 6.01538607e-01 8.93778410e-01
-1.40210609e+00]
[ -2.19881548e-02 -1.44366334e-01 -1.46746227e-01 3.39530500e-01
-1.88362164e-01 2.38480253e-01 -1.85998918e-02 -1.52622393e-01
-2.23871192e-01 -3.24046984e-01 2.08453179e-01 5.22726227e-01
-7.25229338e-01]
[ 8.61891031e-02 -3.83222708e-01 -5.05406803e-02 3.54968505e-02
-1.18423275e-01 1.99996383e-01 9.20081294e-02 1.77389224e-01
-1.87394214e-01 1.13881505e-02 -5.53523496e-02 2.99777014e-01
-4.01816552e-01]
[ 2.13307213e-01 -2.96637852e-01 -1.18310660e-01 -6.66480398e-02
-2.18474733e-01 1.22880109e-01 4.73197502e-02 -1.16626709e-01
-6.12013326e-02 -3.23813157e-02 -1.64026899e-01 -2.18409005e-01
-2.34998640e-01]
[ -1.30752291e-01 -8.23476504e-02 3.87216138e-02 -2.54096713e-01
-6.15445850e-02 -1.41150869e-01 6.24346285e-02 9.26833102e-03
-9.28621085e-02 3.61200828e-02 -3.36765692e-01 -5.02129556e-01
-1.14092495e-01]
[ -1.43129370e-01 -1.34589808e-01 -6.92553553e-02 -2.92690138e-01
-3.44679534e-01 -2.89319995e-01 1.67876988e-01 1.50396650e-01
1.02009878e-02 1.28215142e-01 -2.86157022e-01 -8.97144977e-01
3.60180250e-02]
[ -1.31931896e-01 -2.48731801e-01 -3.05527029e-01 -1.03719299e+00
-3.02856459e-01 -2.09473203e-01 -9.44383235e-02 -4.63311508e-02
4.49449676e-02 -4.92102814e-01 -8.01541587e-01 -6.83536615e-01
-1.44836681e+00]
[ -1.23438530e-01 1.32748917e-01 1.32882399e-02 1.62523138e-01
-2.02706788e-01 -1.77099728e-01 -1.54913071e-01 1.06877149e-02
-1.42365868e-01 -1.23720027e-01 -1.14724710e-01 -4.15150064e-01
1.24471862e-01]
[ -3.64831866e-01 -1.18643073e-01 -2.73175293e-01 3.91975812e-01
-2.00193433e-01 -2.32920814e-01 -1.62156744e-01 -9.61547634e-02
1.75947132e-03 4.62032842e-02 1.32796537e-01 -3.42957106e-01
2.92643858e-01]
[ -1.32972395e-01 -4.92200129e-02 -2.54744780e-01 2.57723192e-01
-2.27339984e-01 -2.80049155e-01 -3.97399502e-01 -4.01097286e-02
6.11270043e-03 -9.65353632e-02 -1.52941411e-01 -2.92801971e-01
2.05858517e-01]
[ -2.56831383e-01 -5.32712332e-01 -3.41377088e-01 5.19652438e-02
-3.18017667e-01 -2.33997448e-01 -2.03705373e-01 -2.29832767e-01
-9.20624366e-03 -2.70844317e-01 3.45929080e-03 -3.36550047e-01
1.08425356e-01]
[ -2.26924290e-01 -2.96170335e-01 -3.22500237e-01 -5.88888392e-02
-8.70160998e-02 -1.51673040e-01 -1.06874435e-01 3.15454911e-02
-2.09752954e-01 -5.09291632e-01 -2.26901328e-01 -2.93446885e-01
-2.21278053e-02]
[ -8.93305690e-02 -2.09604161e-02 -2.44924117e-01 -1.10339217e+00
-2.78711560e-01 -2.59939899e-01 1.30436238e-01 -4.97153958e-01
1.44846091e-01 -2.09337282e-01 -7.85831792e-01 -4.02404130e-01
-1.38025977e+00]]
Progress: 34.4% ... Training loss: 0.185 ... Validation loss: 0.325[[-0.26315603]
[ 0.22233111]
[-0.07953221]
[ 1.3928706 ]
[ 0.24390814]
[-0.04032875]
[-0.98961556]
[-0.80413166]
[-0.54957333]
[-0.83495704]
[ 1.3058297 ]
[ 3.03320196]
[-2.6122699 ]]
[[-0.51591191 -0.49171772 -0.59090515 0.06825808 -0.2887651 -0.59612279
0.14077911 -0.21653724 -0.2634148 -0.29414584 0.31022035 1.07010239
0.37758414]
[ 0.01331298 -0.13484134 0.04820425 -0.13355546 -0.03885964 0.05842792
-0.07894646 0.18606861 -0.14847702 -0.17203081 -0.14951789 -0.12157573
-0.15983201]
[-0.29387427 0.13407857 -0.03916392 0.02088832 0.07322946 -0.1371301
-0.13002643 -0.19595777 0.27754181 -0.58028255 0.07747532 0.66672203
0.84929918]
[ 0.27424938 -0.24797383 -0.27525513 0.14182581 -0.26698366 0.01181243
0.64696981 -0.6168459 0.37487701 -0.17228998 -0.06125351 -0.33652948
-0.36405097]
[ 0.14309634 0.01573466 0.1147518 -0.14431102 -0.02013671 0.07446068
-0.1840315 -0.18399213 0.0687987 0.24963819 0.0340849 -0.05644384
-0.08600769]
[-0.4891079 -0.62166698 -0.60095396 -0.59203502 -0.5967116 -0.56526547
-0.42394684 -0.15488104 -0.49116768 -0.23559443 -0.61317175 -0.93222863
-0.72215587]
[-0.41418657 -0.59403667 -0.32887495 -0.4621257 -0.41849359 -0.56586604
-0.39341153 -0.49391287 -0.3100967 -0.09576378 -0.50399567 -0.5570715
-0.65308672]
[-0.34431513 -0.34835022 -0.4892663 -0.16460684 -0.32474351 -0.42769986
-0.24217139 -0.29122465 -0.26482228 -0.59587826 -0.3437192 -0.87742346
-0.68109062]
[-0.46583598 -0.33957545 -0.38689397 -0.2847639 -0.33203955 -0.2186771
-0.03564983 -0.47533847 -0.26585733 -0.46318305 -0.22448264 -0.25049094
-0.25734683]
[-0.95841549 -0.95919151 -0.99293738 -0.74760551 -1.05091236 -0.99272767
-0.51442812 -0.56781964 -0.73050304 -0.5740862 -0.82610758 -0.69154153
-0.92704323]
[-0.51168311 -0.27293854 -0.47410326 -0.41974891 -0.34808716 -0.36556205
-0.61979391 -0.63830039 -0.66527033 -0.0967294 -0.59828273 -0.87678428
-0.73111891]
[-0.12255541 0.02720763 -0.34531699 -0.48672 -0.10180128 -0.07590688
-0.22050666 -0.45288765 -0.19607402 0.0378441 -0.53743248 -1.20358673
-0.77505952]
[-0.01818113 0.20378522 0.1020193 0.06825768 0.08355694 0.02597395
0.09715595 -0.0871864 -0.16215672 -0.25662114 -0.25186992 0.19889725
0.10655774]
[-0.25602628 -0.12542597 0.16383725 -0.29937858 -0.13471935 0.1132311
-0.1366828 0.00720248 -0.08517488 0.06334114 -0.22644146 -0.47586601
-0.08357331]
[-0.097568 -0.26418269 -0.18193097 -0.26044378 -0.4750047 -0.08770267
-0.10761101 -0.01693492 -0.0893119 -0.01787591 -0.22969502 -0.43715706
-0.263551 ]
[-0.06247288 -0.0382825 -0.22520717 -0.27553369 0.10548956 -0.1607617
-0.21446636 0.15239054 -0.01908344 0.16729172 -0.22923977 -0.04480638
-0.06497407]
[ 0.03692222 -0.16673916 -0.14982282 -0.1009499 -0.12525597 -0.10742619
0.10729975 -0.14335734 -0.02426385 0.03675698 -0.0500398 -0.14491219
-0.02789709]
[-0.29460397 -0.13565311 -0.0813947 -0.13260514 -0.29579223 -0.27715875
-0.35591734 -0.00865091 -0.33295605 -0.22761453 0.14760702 -0.14454374
0.09384382]
[-0.23504643 -0.12050107 -0.09711541 -0.02293686 -0.08164438 -0.12141391
-0.0815764 -0.01823826 -0.14315695 -0.13165447 0.01406021 -0.19347111
-0.19860892]
[-0.18170362 -0.07345943 -0.23101604 -0.21291932 -0.15965151 -0.2069853
-0.37057677 -0.12668545 0.12288139 -0.25353478 -0.36409344 -0.40901001
-0.47275336]
[-0.37162662 -0.05715663 -0.15242439 -0.10616402 -0.04527251 -0.31415078
0.04442148 -0.08456221 -0.11657478 0.04277089 0.04018677 -0.3080668
-0.37677919]
[-0.15686042 -0.14197 -0.05388312 -0.23420571 -0.12821381 -0.29572295
0.07210953 -0.15580143 -0.18949474 0.05279026 0.17249376 -0.02011129
-0.13688173]
[-0.1284261 -0.17050533 -0.11513398 -0.31300775 0.09355753 -0.01809099
-0.16407224 -0.18106178 0.1132484 -0.08867252 -0.1365782 -0.02990112
-0.29883711]
[-0.03781235 -0.03617868 -0.15012894 -0.13200444 -0.2317249 0.0630473
-0.04074895 -0.04279698 -0.22031769 -0.0885522 -0.15243315 -0.39848537
-0.22216167]
[-0.06809389 0.02085443 -0.12931684 -0.35479494 0.11853446 0.02016075
-0.1928789 -0.14783995 0.12926058 -0.05166124 -0.32080751 -0.30579537
-0.32883594]
[ 0.06635163 -0.3003728 -0.08819497 -0.46561629 -0.21498315 -0.09156726
0.03479136 0.07022105 -0.03892186 0.26871715 -0.546743 -0.89462825
0.46964168]
[-0.23046981 -0.23766419 -0.13440305 -0.32490165 -0.29538826 -0.09502485
0.19582748 0.02830215 0.2723316 0.0228072 -0.43250652 -1.0859054
0.66559315]
[-0.02195617 -0.1810859 0.01855095 -0.33260342 -0.1665992 0.16382281
0.20565883 0.24677496 -0.03486286 0.21673364 -0.25712617 -1.18858895
0.79116928]
[-0.00729059 -0.03983888 -0.12781238 -0.14801456 -0.17597905 -0.04887433
0.31469448 0.1601867 0.25498188 0.35374608 -0.5159674 -1.13728691
0.82800786]
[-0.08882893 -0.27600294 0.05669492 -0.35466797 -0.14673193 0.11536872
0.39378776 0.14408521 -0.06472642 0.1555246 -0.57968221 -1.12269787
0.8813944 ]
[ 0.11476775 -0.08682023 0.0137118 -0.16833347 -0.08072685 -0.01981525
0.2833184 0.37444699 0.42879018 0.25083667 -0.57708129 -1.0625159
0.60130842]
[ 0.00392831 -0.14500711 0.02365944 0.01657056 -0.09827363 -0.28324557
0.14251279 0.38332407 0.03740771 0.14166664 -0.28421741 -0.91199715
0.23477764]
[ 0.10923682 0.08342588 0.01106895 0.23881996 -0.10539285 -0.05668371
-0.07032086 -0.09388176 -0.19393073 -0.0799234 -0.07530634 0.10980024
-0.54837133]
[ 0.05804904 -0.12744234 0.15167857 0.51038461 0.23063445 0.0101248
-0.33881773 -0.33667914 0.00233489 -0.55177409 0.31860864 0.88958642
-0.93798114]
[ 0.02216383 0.07744502 -0.21463187 0.12873225 0.03544511 -0.00347148
-0.21271724 -0.36345976 -0.28293892 -0.27857947 -0.00653114 -0.1305163
-0.1987313 ]
[-0.07354491 -0.20125558 0.05632732 0.01041565 -0.12432126 -0.13728161
-0.07684247 -0.07169486 0.01498048 -0.41666659 -0.36158778 -0.22052853
0.16346838]
[-0.01270746 -0.25754891 0.04759969 -0.38460832 -0.18281931 -0.23535987
-0.37274583 -0.05419554 -0.07959241 -0.00815692 -0.23887012 0.32487293
0.16615076]
[ 0.15358392 0.06466621 -0.11140658 -0.38174718 -0.05080493 -0.10484799
-0.27073086 -0.06268391 -0.2343711 -0.28159118 -0.25472282 0.55698445
0.08911465]
[-0.18868772 -0.17252358 -0.11999926 -0.3680188 -0.04435252 0.02324617
-0.27192409 -0.29582189 -0.17706412 -0.11601912 -0.28137241 0.42381159
-0.00319285]
[-0.05593933 -0.19422601 -0.17021589 -0.38103018 -0.03750432 0.03981378
-0.15642135 -0.14166014 -0.28205764 -0.37330057 -0.09727738 0.32482508
0.09995063]
[ 0.09493635 0.09487423 -0.02044655 -0.32229522 -0.31507407 0.00414749
-0.23664409 -0.36550372 -0.34819329 -0.06800957 -0.16614117 0.32217026
0.08989543]
[-0.05972983 -0.01031081 -0.28491787 -0.09626864 0.06978968 0.1549749
-0.25617177 -0.19138005 -0.05997925 -0.04588971 0.15905225 0.76995208
-0.07887337]
[ 0.14760833 0.32121279 -0.19401546 0.78643265 0.10375875 0.00423305
-0.18418023 -0.3627888 -0.21452077 -0.29579353 0.75449383 0.88553119
-1.45079393]
[ 0.00557134 0.16145966 0.05823381 0.41913929 -0.00969955 -0.06362319
-0.2632601 -0.31645836 -0.27256637 -0.1796275 0.59619904 0.88358392
-1.39892748]
[-0.0218949 -0.14447916 -0.14671389 0.33903175 -0.18846903 0.23849961
-0.01825373 -0.15217788 -0.22366084 -0.32360932 0.20789854 0.52113844
-0.7246539 ]
[ 0.08616515 -0.38323099 -0.05054579 0.03617265 -0.11842775 0.19999492
0.09219185 0.177705 -0.18739438 0.0114826 -0.05509909 0.2990439
-0.40292817]
[ 0.212741 -0.29604473 -0.11846862 -0.06226019 -0.21792199 0.12278639
0.04537106 -0.11830639 -0.06258081 -0.03346164 -0.16166851 -0.21586711
-0.24142622]
[-0.13072475 -0.08238182 0.03873876 -0.2545652 -0.06161532 -0.14114748
0.06261848 0.00982423 -0.09278834 0.03664074 -0.33732673 -0.50388034
-0.1128955 ]
[-0.14357486 -0.13433293 -0.06932689 -0.29093496 -0.34442607 -0.28937196
0.16631673 0.14995355 0.00917284 0.12708743 -0.2848505 -0.89636837
0.03361241]
[-0.1317006 -0.24942182 -0.30540758 -1.04208096 -0.30352778 -0.20942741
-0.09080228 -0.04285452 0.04708013 -0.49210025 -0.80716154 -0.69947226
-1.44434304]
[-0.12401878 0.13332054 0.01314142 0.16626428 -0.20219189 -0.17719547
-0.15672306 0.00908761 -0.1437205 -0.12491006 -0.11291742 -0.41410173
0.12189175]
[-0.36459955 -0.11904594 -0.27309035 0.38898331 -0.20065346 -0.23287179
-0.1607343 -0.09421323 0.00273033 0.0476586 0.1296093 -0.35148214
0.29906684]
[-0.13282939 -0.04942453 -0.25468374 0.25605498 -0.22756226 -0.28002716
-0.39682592 -0.03921737 0.00662093 -0.09591079 -0.15451359 -0.2976314
0.20920491]
[-0.25735445 -0.53256227 -0.34141903 0.0568313 -0.31777324 -0.23406233
-0.2076938 -0.22957045 -0.01097292 -0.27090302 0.00596147 -0.33474283
0.10708298]
[-0.22674397 -0.29631626 -0.3224536 -0.06064587 -0.08726799 -0.15164232
-0.10598411 0.03228977 -0.20919383 -0.50852918 -0.2292446 -0.30192855
-0.02043226]
[-0.08864415 -0.02182326 -0.24475181 -1.108426 -0.27956626 -0.25987399
0.13498236 -0.49522392 0.14754272 -0.20708057 -0.79127857 -0.41915449
-1.37555501]]
Progress: 34.4% ... Training loss: 0.189 ... Validation loss: 0.324[[-0.25556521]
[ 0.23014003]
[-0.07042498]
[ 1.4112528 ]
[ 0.25291814]
[-0.03027029]
[-0.96251456]
[-0.77983492]
[-0.53257822]
[-0.81568852]
[ 1.3239725 ]
[ 3.05731435]
[-2.59158647]]
[[-0.51660803 -0.49071122 -0.5912236 0.08168601 -0.28751823 -0.59626813
0.13243313 -0.22454556 -0.26699316 -0.29797449 0.32291261 1.10054453
0.35288689]
[ 0.01297285 -0.13460143 0.04811544 -0.13141036 -0.03864405 0.05838561
-0.08088292 0.18509829 -0.14946662 -0.1730044 -0.14803378 -0.11970091
-0.16478134]
[-0.2938149 0.133427 -0.03909516 0.02921087 0.07327413 -0.13708664
-0.1335257 -0.19605823 0.27574946 -0.57826402 0.08380658 0.67635209
0.83338287]
[ 0.27499692 -0.24861199 -0.2749986 0.13693127 -0.26811883 0.01188827
0.64883305 -0.613294 0.37565558 -0.16808061 -0.06755186 -0.36069002
-0.36496044]
[ 0.1436002 0.01564852 0.11486944 -0.14806127 -0.0207163 0.07454884
-0.17899641 -0.178847 0.06995436 0.24969175 0.03129489 -0.06222728
-0.07450052]
[-0.48955138 -0.62143767 -0.60106689 -0.58992453 -0.59655072 -0.56532678
-0.42661042 -0.1569306 -0.49187771 -0.23852179 -0.61105203 -0.92990908
-0.72317372]
[-0.41392444 -0.59401675 -0.32893588 -0.46012526 -0.41858446 -0.56585097
-0.39369799 -0.49646621 -0.31031327 -0.09750233 -0.50162729 -0.55528163
-0.66740763]
[-0.34514714 -0.34792448 -0.489444 -0.15586727 -0.32389412 -0.42782026
-0.24952518 -0.29536648 -0.26819716 -0.59777175 -0.33754736 -0.86611552
-0.69548991]
[-0.46690258 -0.33856885 -0.38718733 -0.27960132 -0.33095655 -0.21885157
-0.04214896 -0.48021388 -0.26868959 -0.46725386 -0.21828839 -0.23468866
-0.26910021]
[-0.96100548 -0.9572398 -0.9936628 -0.72764497 -1.0484967 -0.99309323
-0.53228834 -0.58022077 -0.73886444 -0.5851722 -0.80733459 -0.64805942
-0.9608478 ]
[-0.51123149 -0.2733343 -0.47401004 -0.42157792 -0.34852327 -0.36552798
-0.61857493 -0.63898401 -0.66392842 -0.09652984 -0.59963686 -0.8850822
-0.73383558]
[-0.12249701 0.02733324 -0.34532973 -0.48683845 -0.10177844 -0.0759165
-0.22066838 -0.45342304 -0.19618826 0.03810034 -0.53799713 -1.20755128
-0.78002972]
[-0.01818113 0.20378522 0.1020193 0.06825768 0.08355694 0.02597395
0.09715595 -0.0871864 -0.16215672 -0.25662114 -0.25186992 0.19889725
0.10655774]
[-0.25660361 -0.1251164 0.1637024 -0.29596493 -0.13436099 0.11314501
-0.13984276 0.00500859 -0.08619681 0.0601512 -0.22337159 -0.47130978
-0.0862237 ]
[-0.09762198 -0.26411679 -0.1819385 -0.25993495 -0.47494997 -0.08771117
-0.10797975 -0.0172592 -0.08941459 -0.01802954 -0.22933488 -0.4361372
-0.26343632]
[-0.06212713 -0.03855029 -0.22516102 -0.27771577 0.10513735 -0.16072235
-0.21247038 0.1529653 -0.01814473 0.16827842 -0.23099557 -0.05152283
-0.0634358 ]
[ 0.03690189 -0.16630091 -0.14996443 -0.09917977 -0.12492732 -0.10745255
0.10675073 -0.14573185 -0.02491261 0.03453309 -0.04799102 -0.13961693
-0.03693039]
[-0.29483459 -0.13541507 -0.0814649 -0.13037973 -0.29564351 -0.27718381
-0.35762176 -0.00973961 -0.33389025 -0.2286585 0.14958336 -0.14021771
0.08853364]
[-0.23480874 -0.12091042 -0.09703448 -0.02270832 -0.08192462 -0.12137646
-0.08206461 -0.01885931 -0.14292827 -0.13100866 0.01362915 -0.19323619
-0.20198122]
[-0.18183042 -0.07362173 -0.23100693 -0.20955723 -0.15955672 -0.20700346
-0.37222387 -0.12733411 0.12226546 -0.2538364 -0.36176758 -0.40647522
-0.47802277]
[-0.3718517 -0.05696447 -0.15248435 -0.10368414 -0.04499513 -0.31418319
0.04197856 -0.08575284 -0.11768734 0.0422285 0.0420158 -0.30514463
-0.38006842]
[-0.15751056 -0.14124815 -0.05407335 -0.23090638 -0.12741584 -0.29582158
0.06726746 -0.15954843 -0.19150174 0.05076661 0.17741201 -0.00683276
-0.1463608 ]
[-0.12873039 -0.17028337 -0.11519925 -0.31123366 0.09383195 -0.0181434
-0.16541988 -0.18168129 0.11240687 -0.08962017 -0.13508174 -0.02809465
-0.30246659]
[-0.03787577 -0.03612901 -0.15014229 -0.13155856 -0.23167957 0.06303615
-0.04110198 -0.04291159 -0.22048411 -0.0887804 -0.15216704 -0.39836767
-0.22273415]
[-0.0685053 0.02113802 -0.12941498 -0.35410761 0.11878897 0.02010161
-0.19477475 -0.149112 0.12841046 -0.05326901 -0.32005729 -0.30395122
-0.32937448]
[ 0.06600277 -0.30017656 -0.08826541 -0.4639657 -0.2147694 -0.09160692
0.03289394 0.06927042 -0.03994599 0.26770456 -0.54562989 -0.89327148
0.46568627]
[-0.23051704 -0.23761131 -0.13442094 -0.32467178 -0.29533837 -0.09503368
0.19546065 0.02795303 0.27212476 0.02262303 -0.43231365 -1.0856626
0.66501683]
[-0.02260303 -0.180627 0.0183744 -0.32929397 -0.16606342 0.16372182
0.20202307 0.24420729 -0.03657376 0.21429351 -0.25415744 -1.1861787
0.78247758]
[-0.00739335 -0.03980013 -0.12782745 -0.14783456 -0.17594165 -0.0488873
0.31435607 0.15990658 0.2548711 0.35333443 -0.51588428 -1.13734128
0.82792947]
[-0.08914862 -0.27582329 0.05663381 -0.35333746 -0.14651603 0.11531965
0.39243772 0.1434408 -0.06541214 0.15446805 -0.57889312 -1.12221645
0.87896788]
[ 0.11453324 -0.0866713 0.01366065 -0.16685745 -0.08054839 -0.01984608
0.28183436 0.37338568 0.42796225 0.25001103 -0.57620718 -1.06158289
0.59831764]
[ 0.00381029 -0.1449547 0.02363544 0.0172371 -0.09821045 -0.28326031
0.14191051 0.38288195 0.03718632 0.1411461 -0.28384824 -0.91195316
0.23438864]
[ 0.10975243 0.08282493 0.0112046 0.23816753 -0.10588362 -0.0566201
-0.06821072 -0.09284239 -0.19250605 -0.07843522 -0.07585976 0.105199
-0.54875255]
[ 0.05936295 -0.12799853 0.15191406 0.50632618 0.22990524 0.01027433
-0.3346946 -0.3356284 0.00482148 -0.54823353 0.31536908 0.8857456
-0.93832255]
[ 0.02203062 0.07755879 -0.21466075 0.12985518 0.0355808 -0.00349488
-0.21339819 -0.3639444 -0.28318704 -0.27906106 -0.00581935 -0.12997442
-0.19964666]
[-0.07383941 -0.20087829 0.05622124 0.01238813 -0.1238898 -0.13732597
-0.07919683 -0.0738117 0.01360493 -0.41736403 -0.35989728 -0.21320692
0.15839385]
[-0.01267755 -0.25758387 0.04760757 -0.38486545 -0.1828527 -0.23535587
-0.37262606 -0.05409592 -0.07948706 -0.00809704 -0.23900766 0.32450216
0.16663152]
[ 0.15336551 0.06496367 -0.11148975 -0.38119226 -0.05047015 -0.10488164
-0.27298499 -0.06495324 -0.23503038 -0.28248206 -0.25260858 0.56592532
0.08517015]
[-0.1890452 -0.17218303 -0.12013147 -0.36737162 -0.04398187 0.02319288
-0.27323019 -0.2971182 -0.17803522 -0.11806863 -0.28025266 0.43015277
-0.00514801]
[-0.05591249 -0.19424379 -0.17020928 -0.3811881 -0.03752302 0.03981752
-0.1563123 -0.14148909 -0.28200243 -0.37312835 -0.09746608 0.32426693
0.10035868]
[ 0.09477894 0.09479469 -0.02044502 -0.3234417 -0.3151091 0.00412631
-0.23743931 -0.3655148 -0.34803367 -0.06882942 -0.16680087 0.31926918
0.09380407]
[-0.05953106 -0.01067879 -0.28485226 -0.09802511 0.06938142 0.15501174
-0.2550216 -0.18983843 -0.05912383 -0.04509937 0.15711953 0.76500909
-0.07434396]
[ 0.14744155 0.32142399 -0.19407842 0.789627 0.10394462 0.0042146
-0.18463936 -0.36425972 -0.21493297 -0.29731543 0.7575862 0.89065891
-1.45423944]
[ 0.00547717 0.16154345 0.05819985 0.42020984 -0.00962071 -0.06363836
-0.26377792 -0.31688209 -0.27284769 -0.18041246 0.59741475 0.88625398
-1.3994953 ]
[-0.02221684 -0.14422893 -0.14679179 0.34161881 -0.18820645 0.23845272
-0.02031281 -0.15313131 -0.22475771 -0.32465332 0.21040638 0.52651686
-0.72837641]
[ 0.0861942 -0.38319565 -0.05053507 0.0385317 -0.11835184 0.19999294
0.09129575 0.17738736 -0.18791206 0.01183041 -0.05349693 0.30207328
-0.40782331]
[ 0.21276139 -0.29605697 -0.11846373 -0.06236782 -0.21793641 0.12279014
0.04546689 -0.11821376 -0.06255502 -0.03337991 -0.16175434 -0.21598459
-0.2413241 ]
[-0.13103789 -0.08214824 0.03866699 -0.25315665 -0.06136224 -0.14118962
0.06122538 0.00923933 -0.09357881 0.0357031 -0.33613116 -0.50243235
-0.11473203]
[-0.14391432 -0.13405272 -0.06942706 -0.28854543 -0.34411713 -0.28941693
0.16419647 0.14856257 0.00806669 0.12565553 -0.28283894 -0.8940292
0.02887981]
[-0.13162293 -0.24896488 -0.30546817 -1.04209058 -0.30323419 -0.20944708
-0.09370495 -0.0471183 0.04643595 -0.49246648 -0.80536522 -0.69130242
-1.45450512]
[-0.12442445 0.13345631 0.01306427 0.16805016 -0.20202815 -0.177245
-0.15889845 0.00831491 -0.14462503 -0.12616999 -0.11199567 -0.41549306
0.11944324]
[-0.36486078 -0.11879204 -0.27317603 0.39171947 -0.20046998 -0.23290908
-0.16166224 -0.09473412 0.00197713 0.04619399 0.13249622 -0.34517905
0.29797668]
[-0.1326429 -0.04944782 -0.25466299 0.25653779 -0.22750606 -0.28001173
-0.39654357 -0.04013202 0.00703127 -0.09609041 -0.15398334 -0.29739795
0.20583085]
[-0.25832586 -0.53186106 -0.34167316 0.06702612 -0.31679516 -0.23421036
-0.21498879 -0.23439621 -0.01486333 -0.27498909 0.01438569 -0.31779997
0.0881049 ]
[-0.22736405 -0.29578176 -0.32262458 -0.05529467 -0.08663021 -0.15173135
-0.11029833 0.02961462 -0.21124474 -0.51037316 -0.22508705 -0.29664458
-0.02879924]
[-0.08872989 -0.02220073 -0.24476898 -1.11095416 -0.27987672 -0.25988699
0.13551226 -0.49487113 0.14824187 -0.20851034 -0.79314138 -0.42347674
-1.37262658]]
Progress: 34.5% ... Training loss: 0.178 ... Validation loss: 0.329[[-0.25825801]
[ 0.22625655]
[-0.07372893]
[ 1.42103748]
[ 0.25064323]
[-0.03341201]
[-0.96511427]
[-0.78740568]
[-0.53476773]
[-0.82096295]
[ 1.33287107]
[ 3.06191276]
[-2.59747287]]
[[-0.51661428 -0.49046403 -0.59123394 0.08971366 -0.28710517 -0.59625405
0.13104843 -0.22509204 -0.26696007 -0.29716558 0.32985178 1.1108849
0.35405596]
[ 0.01279724 -0.1344264 0.04806153 -0.13007509 -0.03851028 0.05836737
-0.08191624 0.18413802 -0.14994685 -0.17402819 -0.14677776 -0.11655217
-0.16816544]
[-0.29401577 0.13272774 -0.03910554 0.03006925 0.07274708 -0.13707794
-0.13595812 -0.19423061 0.27671817 -0.58051206 0.08445493 0.66590166
0.84110072]
[ 0.27464185 -0.24764492 -0.27520729 0.1432912 -0.26658753 0.0117779
0.64766731 -0.6171504 0.37334356 -0.16973195 -0.0613454 -0.33896122
-0.3750184 ]
[ 0.14316323 0.01666788 0.11473558 -0.14346897 -0.02033746 0.07450883
-0.1815518 -0.18125896 0.06914921 0.2496289 0.03376583 -0.06646338
-0.074937 ]
[-0.48969943 -0.62152737 -0.60102363 -0.5895424 -0.59661193 -0.56532261
-0.42733138 -0.15602094 -0.49200469 -0.23816748 -0.61220091 -0.93486381
-0.72231373]
[-0.41271609 -0.5949781 -0.32863291 -0.46658055 -0.41960708 -0.56574797
-0.38709286 -0.49193745 -0.30724794 -0.09228095 -0.50788601 -0.57085709
-0.65920811]
[-0.3457417 -0.34723162 -0.48964772 -0.14543979 -0.32311038 -0.42786254
-0.25537536 -0.29835792 -0.27012516 -0.60174495 -0.32659932 -0.84485353
-0.70328654]
[-0.46684676 -0.33868999 -0.38715115 -0.28050513 -0.33105805 -0.21883736
-0.0418133 -0.47946993 -0.26842224 -0.46688544 -0.21938601 -0.23766581
-0.26698909]
[-0.96077591 -0.9573537 -0.99358927 -0.72377846 -1.04874126 -0.99304535
-0.53223449 -0.57859399 -0.7380687 -0.58387099 -0.8043305 -0.64831371
-0.95963964]
[-0.51140601 -0.27331668 -0.47399278 -0.41886914 -0.34822234 -0.36553681
-0.62088271 -0.63855935 -0.66487298 -0.09707013 -0.59684128 -0.87907808
-0.73385798]
[-0.12203049 0.0269502 -0.34524181 -0.48996321 -0.1022364 -0.07587645
-0.21804482 -0.45228355 -0.19476175 0.03931033 -0.541354 -1.21554646
-0.77784147]
[-0.01818113 0.20378522 0.1020193 0.06825768 0.08355694 0.02597395
0.09715595 -0.0871864 -0.16215672 -0.25662114 -0.25186992 0.19889725
0.10655774]
[-0.2562065 -0.12551878 0.16384617 -0.29821664 -0.13478338 0.11319942
-0.13762439 0.00772288 -0.08534447 0.06281692 -0.22620574 -0.4786537
-0.08443377]
[-0.09779711 -0.26401272 -0.18197754 -0.2594854 -0.47487668 -0.08772725
-0.10936926 -0.01825392 -0.08980802 -0.01901078 -0.22877628 -0.43409785
-0.2637209 ]
[-0.06247177 -0.03851234 -0.22517654 -0.27526763 0.1053422 -0.16074439
-0.21443547 0.15327188 -0.01887983 0.16799512 -0.22946985 -0.04897044
-0.06228105]
[ 0.03736717 -0.16644038 -0.14989557 -0.10091705 -0.12520298 -0.10742374
0.1092875 -0.14515529 -0.02384646 0.03599978 -0.04957331 -0.14453477
-0.03725576]
[-0.29398551 -0.13608339 -0.0812747 -0.13551419 -0.29633464 -0.27710808
-0.3528325 -0.00706743 -0.33165368 -0.22562073 0.14491914 -0.15113894
0.09440119]
[-0.23479338 -0.12095885 -0.09702702 -0.02260661 -0.08197523 -0.1213734
-0.08208638 -0.01869434 -0.14289021 -0.1309121 0.01342142 -0.19388818
-0.20134788]
[-0.18134898 -0.07466801 -0.23080574 -0.21513344 -0.16058981 -0.2069333
-0.37031717 -0.12403372 0.12455216 -0.25259033 -0.36699429 -0.42193645
-0.46777568]
[-0.37211731 -0.05652801 -0.15259725 -0.10119959 -0.04452426 -0.31421601
0.04031736 -0.08652135 -0.11888307 0.04113158 0.04452922 -0.299286
-0.38283047]
[-0.15821255 -0.14006826 -0.05433231 -0.21885987 -0.12620427 -0.29588799
0.06203867 -0.16451897 -0.19401785 0.04703723 0.18973703 0.02092627
-0.1595552 ]
[-0.12876076 -0.17027042 -0.11520401 -0.3109682 0.09385295 -0.01814808
-0.16549749 -0.18170654 0.11244933 -0.08973476 -0.13486338 -0.02765343
-0.30223217]
[-0.03765988 -0.0362731 -0.1500973 -0.13280143 -0.23181614 0.06306392
-0.04023137 -0.04218043 -0.22014243 -0.08801932 -0.15302468 -0.39929191
-0.22150521]
[-0.06889016 0.02133637 -0.12946155 -0.35251048 0.11901526 0.02006281
-0.19638283 -0.14962816 0.12766457 -0.05436656 -0.31938286 -0.30462673
-0.33059011]
[ 0.06604183 -0.30012852 -0.08827395 -0.46393218 -0.21471823 -0.09160533
0.03331071 0.06920634 -0.03989573 0.26774381 -0.54557631 -0.89311214
0.46549996]
[-0.23057187 -0.23757666 -0.1344352 -0.32435368 -0.29531569 -0.09503901
0.19509593 0.0278365 0.27193637 0.0225319 -0.43215897 -1.08578159
0.66431877]
[-0.02249373 -0.18069233 0.01839103 -0.33000005 -0.16612613 0.16373538
0.20254825 0.2444515 -0.03630528 0.21461592 -0.25462049 -1.18649403
0.78347855]
[-0.00775893 -0.03954368 -0.12788534 -0.14618919 -0.17570156 -0.04892581
0.31301743 0.15941156 0.25411511 0.35211008 -0.51490002 -1.13702339
0.82531373]
[-0.08914213 -0.27581977 0.05663281 -0.35353711 -0.14652312 0.11531919
0.39275281 0.14350343 -0.06526802 0.15442345 -0.5790667 -1.12271713
0.87948307]
[ 0.11462901 -0.08672637 0.01367903 -0.16755599 -0.08061202 -0.01983895
0.28277199 0.37385319 0.42836537 0.25044312 -0.57679195 -1.06274856
0.59982991]
[ 0.00378419 -0.14492043 0.02362617 0.01769674 -0.0981695 -0.28326307
0.14167677 0.38263209 0.03707199 0.14093601 -0.28345614 -0.91135666
0.23357628]
[ 0.11083446 0.08224873 0.01136644 0.23587788 -0.10648851 -0.05653321
-0.0636863 -0.09099676 -0.19047351 -0.07573273 -0.07754517 0.1008624
-0.55093262]
[ 0.05911007 -0.12773243 0.1518979 0.51279579 0.23041153 0.01025311
-0.33809259 -0.33632893 0.00338899 -0.54863107 0.3203134 0.89758729
-0.94346287]
[ 0.02178287 0.0777242 -0.2146978 0.13154075 0.03579137 -0.00352424
-0.21448481 -0.36433213 -0.28365055 -0.27987446 -0.00466085 -0.12891273
-0.20101229]
[-0.07412202 -0.20072184 0.05616869 0.01222703 -0.12369999 -0.13735099
-0.08129982 -0.07525963 0.01293927 -0.41830951 -0.35944628 -0.21076963
0.15985532]
[-0.01266185 -0.25759108 0.04762598 -0.38598063 -0.18291096 -0.23535195
-0.37299033 -0.05340758 -0.07949526 -0.00752989 -0.23990516 0.32273983
0.16880649]
[ 0.15370522 0.0645032 -0.111392 -0.3836944 -0.05089492 -0.10484341
-0.2719976 -0.06359215 -0.23406659 -0.28148348 -0.2546278 0.55926692
0.09087627]
[-0.18911955 -0.17213889 -0.12014374 -0.36739818 -0.04394316 0.02318442
-0.27345531 -0.29740464 -0.17815715 -0.11835959 -0.28032123 0.43010428
-0.00463171]
[-0.05587921 -0.19430233 -0.17018994 -0.38147814 -0.03757675 0.03982234
-0.15620227 -0.14121591 -0.28191645 -0.37293856 -0.09783254 0.32316489
0.10134425]
[ 0.09438478 0.09515367 -0.02057758 -0.32281888 -0.31484965 0.00408622
-0.23810622 -0.36721407 -0.34860062 -0.07109063 -0.16549881 0.3252658
0.09189633]
[-0.05945616 -0.01086521 -0.28481402 -0.09929052 0.06921644 0.15502784
-0.25469669 -0.18949912 -0.05880512 -0.04474717 0.15592569 0.76200987
-0.07138019]
[ 0.14743158 0.32105468 -0.19401858 0.78992056 0.10363777 0.00422843
-0.18540295 -0.36293247 -0.21467602 -0.29745549 0.75748021 0.88819939
-1.45403165]
[ 0.00519127 0.16210207 0.05808424 0.42619672 -0.00909303 -0.06366128
-0.26466171 -0.31900945 -0.27361894 -0.18207989 0.60297972 0.89468692
-1.40534217]
[-0.02203855 -0.14440876 -0.146736 0.34070355 -0.18842047 0.23848012
-0.01957973 -0.15178749 -0.22442023 -0.32346699 0.20916183 0.52209302
-0.72766372]
[ 0.08632466 -0.38333166 -0.05049224 0.03724167 -0.11852402 0.20000959
0.09195749 0.17800585 -0.1874379 0.0125324 -0.05485854 0.29838678
-0.4049772 ]
[ 0.21293128 -0.29616921 -0.11842845 -0.06323267 -0.21806474 0.12280826
0.04610206 -0.11747994 -0.06218207 -0.03259806 -0.16257278 -0.21731944
-0.24004999]
[-0.13096233 -0.08220944 0.03869956 -0.25346223 -0.06146972 -0.14118
0.06171665 0.01002305 -0.0934634 0.03669884 -0.33659663 -0.50352221
-0.11444541]
[-0.14374906 -0.13419084 -0.06938809 -0.28997992 -0.3442372 -0.28940152
0.16533182 0.14923929 0.00860916 0.12644283 -0.28395317 -0.89511617
0.03084298]
[-0.13074213 -0.24984596 -0.30526345 -1.04761545 -0.30415876 -0.20936357
-0.08987411 -0.04398648 0.04888251 -0.4901918 -0.810404 -0.70068098
-1.4540589 ]
[-0.12445064 0.13327299 0.01309487 0.16903171 -0.20217018 -0.17723274
-0.16003995 0.00819755 -0.14440424 -0.12638485 -0.11138011 -0.41517537
0.12304391]
[-0.36491588 -0.11876736 -0.27313333 0.39287361 -0.20053645 -0.23290935
-0.16309165 -0.09399777 0.00173693 0.04702109 0.13297803 -0.34569215
0.29798564]
[-0.13295757 -0.04875777 -0.25479778 0.26168345 -0.22685681 -0.28004657
-0.39726463 -0.0418705 0.00624555 -0.09769443 -0.14868358 -0.29050348
0.20412365]
[-0.25893072 -0.53154531 -0.34175073 0.07256429 -0.31626299 -0.23425712
-0.2186288 -0.23502806 -0.01659634 -0.27660116 0.01878187 -0.30825997
0.08634392]
[-0.2269933 -0.29604551 -0.322566 -0.05755218 -0.08690373 -0.15168939
-0.1083776 0.03078215 -0.21044511 -0.50931735 -0.22641621 -0.29839124
-0.02605607]
[-0.08845904 -0.02238238 -0.24471452 -1.11254079 -0.28005313 -0.25986373
0.1370623 -0.4942282 0.14881151 -0.20726606 -0.79512393 -0.43083591
-1.37258342]]
Progress: 34.5% ... Training loss: 0.178 ... Validation loss: 0.328[[-0.26583487]
[ 0.22186136]
[-0.07805739]
[ 1.41607544]
[ 0.24624697]
[-0.03937609]
[-0.97532566]
[-0.79652135]
[-0.54206816]
[-0.83135263]
[ 1.32345063]
[ 3.05454804]
[-2.59705889]]
[[ -5.15948708e-01 -4.91455757e-01 -5.90997294e-01 8.48360646e-02
-2.88040119e-01 -5.96148419e-01 1.32768586e-01 -2.20903865e-01
-2.65472118e-01 -2.93747921e-01 3.23345216e-01 1.10661620e+00
3.55939983e-01]
[ 1.27544613e-02 -1.34355345e-01 4.80774718e-02 -1.30327226e-01
-3.84586893e-02 5.83737766e-02 -8.20622183e-02 1.85189629e-01
-1.50239782e-01 -1.72888920e-01 -1.46876149e-01 -1.16191172e-01
-1.70624201e-01]
[ -2.95624196e-01 1.33749136e-01 -3.94724303e-02 3.37771086e-02
7.35773909e-02 -1.37283875e-01 -1.42139221e-01 -1.98550959e-01
2.74218256e-01 -5.87911224e-01 8.79335941e-02 6.86702517e-01
8.34768642e-01]
[ 2.75410409e-01 -2.47180390e-01 -2.75342025e-01 1.48683918e-01
-2.66071283e-01 1.17945851e-02 6.51099524e-01 -6.24632378e-01
3.75266953e-01 -1.72300028e-01 -5.23702726e-02 -3.22229956e-01
-3.81972598e-01]
[ 1.44837494e-01 1.48995831e-02 1.15252842e-01 -1.53482751e-01
-2.22550844e-02 7.47369935e-02 -1.77263572e-01 -1.74178523e-01
7.21012140e-02 2.57673132e-01 2.15832007e-02 -9.09890963e-02
-6.76267597e-02]
[ -4.89499116e-01 -6.21774865e-01 -6.00883344e-01 -5.92047816e-01
-5.96822521e-01 -5.65269040e-01 -4.28218541e-01 -1.53308887e-01
-4.92419421e-01 -2.35350262e-01 -6.15437604e-01 -9.36027283e-01
-7.23491725e-01]
[ -4.12089442e-01 -5.95352723e-01 -3.28534582e-01 -4.68924484e-01
-4.19858217e-01 -5.65692325e-01 -3.84802509e-01 -4.91786974e-01
-3.06016045e-01 -9.04854908e-02 -5.10341116e-01 -5.71685075e-01
-6.58660905e-01]
[ -3.46176840e-01 -3.47115690e-01 -4.89733671e-01 -1.46570776e-01
-3.23026905e-01 -4.27910478e-01 -2.56127224e-01 -2.98266988e-01
-2.70502930e-01 -6.02675196e-01 -3.27518554e-01 -8.40307412e-01
-7.06785247e-01]
[ -4.66058572e-01 -3.39093291e-01 -3.87027026e-01 -2.82598651e-01
-3.31640917e-01 -2.18744130e-01 -3.91689500e-02 -4.78685933e-01
-2.66657946e-01 -4.65305344e-01 -2.22142687e-01 -2.44657717e-01
-2.67666622e-01]
[ -9.59908618e-01 -9.58524411e-01 -9.93258421e-01 -7.32187694e-01
-1.04998122e+00 -9.92893343e-01 -5.29724285e-01 -5.73216521e-01
-7.36296421e-01 -5.79742157e-01 -8.13287081e-01 -6.57359423e-01
-9.57477546e-01]
[ -5.12642109e-01 -2.72061623e-01 -4.74306494e-01 -4.10994185e-01
-3.46861456e-01 -3.65696695e-01 -6.26480486e-01 -6.41872895e-01
-6.67858371e-01 -9.99584007e-02 -5.89689374e-01 -8.61664827e-01
-7.43477472e-01]
[ -1.20481685e-01 2.59563612e-02 -3.44982160e-01 -4.97502793e-01
-1.03318438e-01 -7.57140710e-02 -2.11661560e-01 -4.50610013e-01
-1.91344945e-01 4.33322995e-02 -5.48917024e-01 -1.22835125e+00
-7.75191106e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.55983773e-01 -1.25762152e-01 1.63948159e-01 -2.99818491e-01
-1.35032057e-01 1.13238195e-01 -1.36977869e-01 9.70509794e-03
-8.50765627e-02 6.46912305e-02 -2.28256855e-01 -4.83980317e-01
-8.34694729e-02]
[ -9.75145871e-02 -2.64185684e-01 -1.81902470e-01 -2.61455544e-01
-4.75072680e-01 -8.76854827e-02 -1.08182958e-01 -1.62997205e-02
-8.93680350e-02 -1.70926899e-02 -2.30809970e-01 -4.38388364e-01
-2.61353930e-01]
[ -6.31582725e-02 -3.79571370e-02 -2.25330356e-01 -2.71455236e-01
1.06064485e-01 -1.60820444e-01 -2.18543775e-01 1.50119444e-01
-2.07983429e-02 1.65223917e-01 -2.26580637e-01 -3.64765858e-02
-7.08855454e-02]
[ 3.76694628e-02 -1.66642091e-01 -1.49841712e-01 -1.02861908e-01
-1.25438040e-01 -1.07392864e-01 1.10584440e-01 -1.44673712e-01
-2.32673914e-02 3.71440596e-02 -5.10498755e-02 -1.45826096e-01
-3.66411786e-02]
[ -2.93191899e-01 -1.36632725e-01 -8.11171215e-02 -1.39398201e-01
-2.96852632e-01 -2.77033149e-01 -3.49744471e-01 -5.83281549e-03
-3.29882967e-01 -2.23196243e-01 1.41244091e-01 -1.57462474e-01
9.76082099e-02]
[ -2.34797839e-01 -1.21382258e-01 -9.69655330e-02 -2.32634780e-02
-8.23578921e-02 -1.21358379e-01 -8.21255358e-02 -1.74344693e-02
-1.42435999e-01 -1.30784099e-01 1.10479478e-02 -1.96605416e-01
-1.98987489e-01]
[ -1.81492254e-01 -7.44649166e-02 -2.30843928e-01 -2.14904246e-01
-1.60449174e-01 -2.06954402e-01 -3.71126234e-01 -1.24404357e-01
1.23937602e-01 -2.53193065e-01 -3.66641475e-01 -4.18338231e-01
-4.69243808e-01]
[ -3.71637894e-01 -5.70698053e-02 -1.52495204e-01 -1.05812250e-01
-4.50347136e-02 -3.14167552e-01 4.42530618e-02 -8.51967457e-02
-1.16859182e-01 4.24900506e-02 4.06805649e-02 -3.08996430e-01
-3.77640328e-01]
[ -1.59109610e-01 -1.39036982e-01 -5.45962755e-02 -2.13491513e-01
-1.25250323e-01 -2.95987405e-01 5.65974373e-02 -1.67168035e-01
-1.96795372e-01 4.44506012e-02 1.96202505e-01 4.07788998e-02
-1.69080421e-01]
[ -1.28094856e-01 -1.70713530e-01 -1.15061231e-01 -3.12970403e-01
9.32565702e-02 -1.80667286e-02 -1.62517269e-01 -1.80543996e-01
1.14183232e-01 -8.79605478e-02 -1.38056840e-01 -3.82062881e-02
-3.02319876e-01]
[ -3.75207182e-02 -3.63271846e-02 -1.50081603e-01 -1.33141590e-01
-2.31882534e-01 6.30804344e-02 -3.96334202e-02 -4.20197347e-02
-2.19848796e-01 -8.77151145e-02 -1.53234277e-01 -3.99398134e-01
-2.21252274e-01]
[ -6.88644890e-02 2.12670756e-02 -1.29439312e-01 -3.52981530e-01
1.18990881e-01 2.00661944e-02 -1.96421062e-01 -1.49278895e-01
1.27615544e-01 -5.40695234e-02 -3.19596459e-01 -3.04689957e-01
-3.30667923e-01]
[ 6.59270855e-02 -3.00016108e-01 -8.83007487e-02 -4.63511850e-01
-2.14598489e-01 -9.16188956e-02 3.29267566e-02 6.87139525e-02
-4.02048797e-02 2.67470598e-01 -5.45347832e-01 -8.92871876e-01
4.64606731e-01]
[ -2.30662587e-01 -2.37543225e-01 -1.34447971e-01 -3.24067975e-01
-2.95266493e-01 -9.50483341e-02 1.94751454e-01 2.76959899e-02
2.71740659e-01 2.22490609e-02 -4.31976231e-01 -1.08571502e+00
6.64133103e-01]
[ -2.25092686e-02 -1.80720314e-01 1.83928141e-02 -3.30448303e-01
-1.66148684e-01 1.63737183e-01 2.02538309e-01 2.44560289e-01
-3.63108603e-02 2.14610389e-01 -2.54863164e-01 -1.18658815e+00
7.84198259e-01]
[ -7.76046061e-03 -3.95490660e-02 -1.27882141e-01 -1.46605826e-01
-1.75727275e-01 -4.89252703e-02 3.13292860e-01 1.59640355e-01
2.54187391e-01 3.52221784e-01 -5.15178762e-01 -1.13787580e+00
8.26427757e-01]
[ -8.91437681e-02 -2.75846854e-01 5.66357994e-02 -3.53793635e-01
-1.46546173e-01 1.15319836e-01 3.92908599e-01 1.43576054e-01
-6.51929095e-02 1.54445819e-01 -5.79252808e-01 -1.12298194e+00
8.80090402e-01]
[ 1.14695613e-01 -8.67468099e-02 1.36874101e-02 -1.67617287e-01
-8.06412958e-02 -1.98346007e-02 2.83206603e-01 3.74065287e-01
4.28547422e-01 2.50783507e-01 -5.76868918e-01 -1.06304072e+00
5.99742726e-01]
[ 3.75956708e-03 -1.44902183e-01 2.36193092e-02 1.78840821e-02
-9.81439721e-02 -2.83264766e-01 1.41588722e-01 3.82470411e-01
3.70130981e-02 1.40762221e-01 -2.83298091e-01 -9.10999812e-01
2.33196977e-01]
[ 1.10980015e-01 8.20375664e-02 1.14036058e-02 2.37278736e-01
-1.06562149e-01 -5.65299478e-02 -6.32560853e-02 -9.01041187e-02
-1.90185543e-01 -7.53478128e-02 -7.66285640e-02 1.01073885e-01
-5.54035642e-01]
[ 5.96680671e-02 -1.28237794e-01 1.52048132e-01 5.10935601e-01
2.29838810e-01 1.03308573e-02 -3.35804399e-01 -3.35728764e-01
5.40728316e-03 -5.47894194e-01 3.18127103e-01 8.89582364e-01
-9.42889055e-01]
[ 2.22345395e-02 7.73833039e-02 -2.14612197e-01 1.29119660e-01
3.54532334e-02 -3.47465555e-03 -2.12603121e-01 -3.63524737e-01
-2.82669105e-01 -2.78505304e-01 -6.62021731e-03 -1.31004258e-01
-1.99391619e-01]
[ -7.44241079e-02 -2.00433580e-01 5.60834847e-02 1.37129054e-02
-1.23365734e-01 -1.37387127e-01 -8.33832259e-02 -7.64489295e-02
1.20711881e-02 -4.19559298e-01 -3.57837708e-01 -2.05367115e-01
1.57382237e-01]
[ -1.26795148e-02 -2.57538578e-01 4.76059650e-02 -3.86780008e-01
-1.82844881e-01 -2.35348204e-01 -3.73515636e-01 -5.39533780e-02
-7.98067316e-02 -8.03798617e-03 -2.39622747e-01 3.26379932e-01
1.69082763e-01]
[ 1.53474801e-01 6.48403361e-02 -1.11478878e-01 -3.82605596e-01
-5.06019310e-02 -1.04872125e-01 -2.72857625e-01 -6.43321049e-02
-2.34653889e-01 -2.81834207e-01 -2.53570413e-01 5.62937656e-01
8.81052020e-02]
[ -1.89343432e-01 -1.71713266e-01 -1.20238890e-01 -3.66182194e-01
-4.34637997e-02 2.31424139e-02 -2.74418537e-01 -2.98628256e-01
-1.79336140e-01 -1.18893144e-01 -2.79218033e-01 4.36714508e-01
-8.35955428e-03]
[ -5.58834625e-02 -1.94329267e-01 -1.70182008e-01 -3.81658982e-01
-3.76021638e-02 3.98229861e-02 -1.56164441e-01 -1.40892586e-01
-2.81886649e-01 -3.72741800e-01 -9.81924931e-02 3.21656436e-01
1.02382749e-01]
[ 9.38084273e-02 9.58722488e-02 -2.07271455e-02 -3.20870521e-01
-3.14248684e-01 4.02109148e-03 -2.41340568e-01 -3.69809261e-01
-3.50159314e-01 -7.34368729e-02 -1.62574212e-01 3.38730040e-01
8.62807480e-02]
[ -5.94111976e-02 -1.09779129e-02 -2.84791834e-01 -1.00090840e-01
6.90727182e-02 1.55040055e-01 -2.54409277e-01 -1.88912577e-01
-5.85913988e-02 -4.45373795e-02 1.54994288e-01 7.60346448e-01
-6.95838610e-02]
[ 1.47717631e-01 3.20534059e-01 -1.93907175e-01 7.87954013e-01
1.03146868e-01 4.26830092e-03 -1.84445076e-01 -3.60722279e-01
-2.13940888e-01 -2.95535142e-01 7.54263365e-01 8.78737499e-01
-1.45314069e+00]
[ 5.92074416e-03 1.61406326e-01 5.82648872e-02 4.23210834e-01
-9.85203766e-03 -6.35752587e-02 -2.61884365e-01 -3.17290026e-01
-2.71863384e-01 -1.79532801e-01 5.98217842e-01 8.87383784e-01
-1.40415663e+00]
[ -2.18812228e-02 -1.44593191e-01 -1.46651931e-01 3.38773393e-01
-1.88615915e-01 2.38516011e-01 -1.90787329e-02 -1.49407318e-01
-2.24280194e-01 -3.21661474e-01 2.07360979e-01 5.18442268e-01
-7.25439422e-01]
[ 8.62940014e-02 -3.83286112e-01 -5.05035240e-02 3.78140177e-02
-1.18473852e-01 2.00005222e-01 9.16040289e-02 1.77763094e-01
-1.87593753e-01 1.24006494e-02 -5.43446666e-02 2.99768379e-01
-4.05933251e-01]
[ 2.13113317e-01 -2.96328728e-01 -1.18382553e-01 -6.45949309e-02
-2.18259514e-01 1.22829573e-01 4.71189905e-02 -1.16921459e-01
-6.15532749e-02 -3.20222718e-02 -1.63988236e-01 -2.20936007e-01
-2.37471191e-01]
[ -1.30908691e-01 -8.22509379e-02 3.87095825e-02 -2.53937862e-01
-6.15017435e-02 -1.41175720e-01 6.23007940e-02 1.02773104e-02
-9.33613504e-02 3.69753199e-02 -3.37066338e-01 -5.04684944e-01
-1.13960378e-01]
[ -1.43610257e-01 -1.34252296e-01 -6.93683031e-02 -2.90694364e-01
-3.44290212e-01 -2.89388016e-01 1.65845230e-01 1.49353008e-01
8.82031644e-03 1.27063699e-01 -2.84410519e-01 -8.94631102e-01
3.11166782e-02]
[ -1.30303829e-01 -2.49989731e-01 -3.05224899e-01 -1.05072486e+00
-3.04410389e-01 -2.09329875e-01 -8.75781805e-02 -4.37831858e-02
4.98671823e-02 -4.89148185e-01 -8.14040808e-01 -7.08496353e-01
-1.45680811e+00]
[ -1.24374998e-01 1.33125192e-01 1.31643310e-02 1.67643055e-01
-2.02285511e-01 -1.77210035e-01 -1.59226785e-01 1.02411555e-02
-1.44204614e-01 -1.24538721e-01 -1.12798445e-01 -4.18369883e-01
1.25538479e-01]
[ -3.65119821e-01 -1.18535649e-01 -2.73187460e-01 3.94490111e-01
-2.00296546e-01 -2.32943741e-01 -1.64133396e-01 -9.45111960e-02
1.25076607e-03 4.63314485e-02 1.34230265e-01 -3.43469453e-01
2.96180677e-01]
[ -1.32638705e-01 -4.89214376e-02 -2.54746235e-01 2.60110987e-01
-2.26996028e-01 -2.80015158e-01 -3.96095632e-01 -4.17124911e-02
6.81478220e-03 -9.64606263e-02 -1.49900420e-01 -2.90449181e-01
2.04938483e-01]
[ -2.59064798e-01 -5.31506449e-01 -3.41753827e-01 7.51372188e-02
-3.16180965e-01 -2.34259704e-01 -2.20713980e-01 -2.34749661e-01
-1.73210100e-02 -2.76394696e-01 2.05219558e-02 -3.02964888e-01
8.56890787e-02]
[ -2.26690993e-01 -2.96258449e-01 -3.22499096e-01 -5.93968133e-02
-8.70907447e-02 -1.51644744e-01 -1.07417630e-01 3.15887707e-02
-2.09875387e-01 -5.08403085e-01 -2.28571064e-01 -2.98240080e-01
-2.37241261e-02]
[ -8.80761436e-02 -2.28942685e-02 -2.44606955e-01 -1.11688891e+00
-2.80643003e-01 -2.59804714e-01 1.38246858e-01 -4.93467250e-01
1.49902785e-01 -2.06558164e-01 -7.99057123e-01 -4.31986527e-01
-1.37782278e+00]]
Progress: 34.5% ... Training loss: 0.179 ... Validation loss: 0.320[[-0.26369676]
[ 0.22644039]
[-0.07506797]
[ 1.41892393]
[ 0.24999654]
[-0.03673214]
[-0.98060565]
[-0.79539273]
[-0.53983332]
[-0.82753752]
[ 1.32748915]
[ 3.06078883]
[-2.59678395]]
[[ -5.15884441e-01 -4.91192054e-01 -5.91066068e-01 8.79878623e-02
-2.87876384e-01 -5.96120401e-01 1.34697711e-01 -2.22137519e-01
-2.65528194e-01 -2.94721327e-01 3.25952182e-01 1.11148581e+00
3.51000294e-01]
[ 1.23871609e-02 -1.33794512e-01 4.79299715e-02 -1.26606227e-01
-3.79361475e-02 5.83198245e-02 -8.39470291e-02 1.83800157e-01
-1.51626172e-01 -1.73565309e-01 -1.44519176e-01 -1.11371806e-01
-1.77770880e-01]
[ -2.96261859e-01 1.34638157e-01 -3.98321503e-02 3.88609090e-02
7.44535160e-02 -1.37426196e-01 -1.45080518e-01 -2.02833786e-01
2.73215700e-01 -5.91652129e-01 9.31701400e-02 6.93235585e-01
8.28658568e-01]
[ 2.75759147e-01 -2.47805437e-01 -2.75297234e-01 1.43756169e-01
-2.66662882e-01 1.18151232e-02 6.55104956e-01 -6.23506283e-01
3.77292856e-01 -1.72264029e-01 -5.79491012e-02 -3.38986451e-01
-3.74842815e-01]
[ 1.43120648e-01 1.61520148e-02 1.14892960e-01 -1.40430780e-01
-2.09288620e-02 7.45436652e-02 -1.86513704e-01 -1.79313561e-01
6.78116583e-02 2.50713302e-01 3.33825366e-02 -6.53549500e-02
-8.06180198e-02]
[ -4.89684502e-01 -6.21644642e-01 -6.00882777e-01 -5.91123897e-01
-5.96621072e-01 -5.65257354e-01 -4.28159081e-01 -1.53858818e-01
-4.93011317e-01 -2.35728000e-01 -6.14767040e-01 -9.31246823e-01
-7.26341243e-01]
[ -4.12552760e-01 -5.94767660e-01 -3.28691641e-01 -4.65774687e-01
-4.19393425e-01 -5.65755608e-01 -3.86953574e-01 -4.92987940e-01
-3.07663318e-01 -9.21210756e-02 -5.06738582e-01 -5.67603492e-01
-6.64151230e-01]
[ -3.45818066e-01 -3.47242833e-01 -4.89746913e-01 -1.48019217e-01
-3.23080737e-01 -4.27894685e-01 -2.53607588e-01 -2.97770609e-01
-2.69286235e-01 -6.01631596e-01 -3.29170280e-01 -8.43101518e-01
-7.06848998e-01]
[ -4.66103597e-01 -3.39037248e-01 -3.87032315e-01 -2.83496119e-01
-3.31656425e-01 -2.18758382e-01 -3.82737407e-02 -4.78767555e-01
-2.66507709e-01 -4.65671265e-01 -2.22808429e-01 -2.47376081e-01
-2.65322492e-01]
[ -9.59495588e-01 -9.58771305e-01 -9.93153202e-01 -7.33691623e-01
-1.05027186e+00 -9.92813176e-01 -5.25445978e-01 -5.71664139e-01
-7.34861219e-01 -5.78864311e-01 -8.13436153e-01 -6.56446327e-01
-9.54348679e-01]
[ -5.12954672e-01 -2.71685938e-01 -4.74422882e-01 -4.10890324e-01
-3.46605419e-01 -3.65725594e-01 -6.27237691e-01 -6.42719044e-01
-6.68781278e-01 -1.00514408e-01 -5.90323561e-01 -8.63365088e-01
-7.45581921e-01]
[ -1.20917108e-01 2.64717585e-02 -3.45146014e-01 -4.94374918e-01
-1.02686940e-01 -7.58153944e-02 -2.13859423e-01 -4.52652387e-01
-1.92729477e-01 4.16748179e-02 -5.46178133e-01 -1.22421451e+00
-7.82274989e-01]
[ -1.81811251e-02 2.03785222e-01 1.02019302e-01 6.82576762e-02
8.35569357e-02 2.59739514e-02 9.71559484e-02 -8.71863973e-02
-1.62156725e-01 -2.56621138e-01 -2.51869925e-01 1.98897248e-01
1.06557743e-01]
[ -2.55641640e-01 -1.25925332e-01 1.64032414e-01 -3.01208742e-01
-1.35257215e-01 1.13282102e-01 -1.35438277e-01 1.14957025e-02
-8.45249493e-02 6.67678217e-02 -2.29930931e-01 -4.89423937e-01
-8.45988466e-02]
[ -9.73118298e-02 -2.64359669e-01 -1.81843759e-01 -2.63065603e-01
-4.75266528e-01 -8.76450354e-02 -1.07132330e-01 -1.51837154e-02
-8.90343187e-02 -1.58121460e-02 -2.32171617e-01 -4.41202973e-01
-2.59741610e-01]
[ -6.36401129e-02 -3.76769530e-02 -2.25390332e-01 -2.68325393e-01
1.06443955e-01 -1.60854213e-01 -2.20413294e-01 1.47900564e-01
-2.18829476e-02 1.62826077e-01 -2.23753759e-01 -2.62450784e-02
-7.37100012e-02]
[ 3.74257112e-02 -1.66455902e-01 -1.49920040e-01 -1.01283271e-01
-1.25190054e-01 -1.07430866e-01 1.09276664e-01 -1.45989550e-01
-2.40111770e-02 3.57273283e-02 -4.92749697e-02 -1.41782156e-01
-3.98260239e-02]
[ -2.93582130e-01 -1.36094833e-01 -8.12769560e-02 -1.35524332e-01
-2.96407631e-01 -2.77083934e-01 -3.51707694e-01 -7.44896040e-03
-3.31409086e-01 -2.25093841e-01 1.45508709e-01 -1.49932182e-01
9.11752517e-02]
[ -2.34893504e-01 -1.21259630e-01 -9.69884429e-02 -2.50792141e-02
-8.22697193e-02 -1.21378621e-01 -8.15643556e-02 -1.71096033e-02
-1.42301455e-01 -1.30540283e-01 9.54439534e-03 -1.99378058e-01
-1.95389892e-01]
[ -1.81682589e-01 -7.42844550e-02 -2.30917819e-01 -2.14033156e-01
-1.60263023e-01 -2.06983003e-01 -3.71991391e-01 -1.24899691e-01
1.23649154e-01 -2.53467862e-01 -3.66806972e-01 -4.20816339e-01
-4.69596464e-01]
[ -3.71447917e-01 -5.71827750e-02 -1.52461996e-01 -1.06784446e-01
-4.51087907e-02 -3.14153235e-01 4.58159934e-02 -8.45286142e-02
-1.16218224e-01 4.27695111e-02 4.04901662e-02 -3.08722061e-01
-3.77967482e-01]
[ -1.58489626e-01 -1.39515287e-01 -5.44796635e-02 -2.16225717e-01
-1.25734688e-01 -2.95912618e-01 5.96859824e-02 -1.66064333e-01
-1.95225005e-01 4.62248494e-02 1.93177090e-01 3.40660069e-02
-1.66519582e-01]
[ -1.28150445e-01 -1.70741971e-01 -1.15069931e-01 -3.12757955e-01
9.31861673e-02 -1.80675856e-02 -1.62496323e-01 -1.80660317e-01
1.14210644e-01 -8.81179483e-02 -1.38057202e-01 -3.91032455e-02
-3.00572852e-01]
[ -3.76427572e-02 -3.61437002e-02 -1.50115085e-01 -1.32845473e-01
-2.31717689e-01 6.30533444e-02 -4.00616636e-02 -4.23785559e-02
-2.20181094e-01 -8.81181811e-02 -1.52583877e-01 -3.97273262e-01
-2.22012275e-01]
[ -6.89748441e-02 2.13773030e-02 -1.29469997e-01 -3.52693281e-01
1.19124007e-01 2.00420258e-02 -1.96487725e-01 -1.49497005e-01
1.27459951e-01 -5.45123922e-02 -3.19236680e-01 -3.04426536e-01
-3.31233724e-01]
[ 6.60758965e-02 -3.00105032e-01 -8.82750056e-02 -4.64605312e-01
-2.14691472e-01 -9.15995357e-02 3.38397551e-02 6.92278830e-02
-3.97979685e-02 2.68098525e-01 -5.45974958e-01 -8.93313717e-01
4.65972215e-01]
[ -2.30765196e-01 -2.37481782e-01 -1.34475385e-01 -3.24186094e-01
-2.95181947e-01 -9.50628223e-02 1.94307246e-01 2.74301825e-02
2.71512165e-01 2.17420193e-02 -4.31792287e-01 -1.08524419e+00
6.64006745e-01]
[ -2.29117870e-02 -1.80520101e-01 1.83001149e-02 -3.29266459e-01
-1.65920552e-01 1.63676881e-01 2.00825476e-01 2.43186401e-01
-3.70204494e-02 2.13143107e-01 -2.53726728e-01 -1.18643778e+00
7.82470435e-01]
[ -7.69674344e-03 -3.96100177e-02 -1.27867085e-01 -1.46907125e-01
-1.75812827e-01 -4.89133007e-02 3.13761140e-01 1.59900709e-01
2.54417396e-01 3.52523847e-01 -5.15477116e-01 -1.13858064e+00
8.27126658e-01]
[ -8.89980219e-02 -2.75960122e-01 5.66757237e-02 -3.54543512e-01
-1.46673473e-01 1.15337501e-01 3.94371854e-01 1.44283746e-01
-6.46389723e-02 1.54890594e-01 -5.79986954e-01 -1.12462820e+00
8.82043444e-01]
[ 1.14552628e-01 -8.66739415e-02 1.36621486e-02 -1.67189809e-01
-8.05612242e-02 -1.98495060e-02 2.82638248e-01 3.73868044e-01
4.28228156e-01 2.50302675e-01 -5.76618199e-01 -1.06273992e+00
5.99198865e-01]
[ 3.69086367e-03 -1.44870649e-01 2.36079426e-02 1.82218880e-02
-9.81029235e-02 -2.83271054e-01 1.41221898e-01 3.82260042e-01
3.68661949e-02 1.40499414e-01 -2.83072999e-01 -9.10747556e-01
2.32953735e-01]
[ 1.11099396e-01 8.19114388e-02 1.14155905e-02 2.36632107e-01
-1.06639764e-01 -5.65225258e-02 -6.22641730e-02 -8.99941378e-02
-1.89690708e-01 -7.52473027e-02 -7.69010262e-02 1.00419149e-01
-5.54270833e-01]
[ 5.97825848e-02 -1.28322126e-01 1.52105295e-01 5.11622196e-01
2.29762023e-01 1.03634033e-02 -3.34879263e-01 -3.35460067e-01
5.54859659e-03 -5.47951003e-01 3.18326258e-01 8.91674085e-01
-9.42966650e-01]
[ 2.21843685e-02 7.74133110e-02 -2.14627167e-01 1.29483153e-01
3.54973883e-02 -3.48355496e-03 -2.12638227e-01 -3.63757492e-01
-2.82699584e-01 -2.78747175e-01 -6.43918672e-03 -1.31159574e-01
-1.99698855e-01]
[ -7.45201328e-02 -2.00324243e-01 5.60535845e-02 1.47342502e-02
-1.23266865e-01 -1.37399072e-01 -8.41583356e-02 -7.66073697e-02
1.17178181e-02 -4.19560673e-01 -3.56942018e-01 -2.03333176e-01
1.55496308e-01]
[ -1.28174296e-02 -2.57532688e-01 4.76022036e-02 -3.87282588e-01
-1.82822865e-01 -2.35360346e-01 -3.73923971e-01 -5.41634143e-02
-7.99864342e-02 -8.59585286e-03 -2.40030200e-01 3.25434447e-01
1.70623642e-01]
[ 1.53339067e-01 6.49490882e-02 -1.11504648e-01 -3.83039175e-01
-5.04766122e-02 -1.04885977e-01 -2.72970641e-01 -6.52999377e-02
-2.34725808e-01 -2.82812185e-01 -2.53787223e-01 5.65347095e-01
8.94560047e-02]
[ -1.89277679e-01 -1.71660854e-01 -1.20247784e-01 -3.67047815e-01
-4.34388668e-02 2.31485705e-02 -2.73875212e-01 -2.98384974e-01
-1.79316751e-01 -1.18389384e-01 -2.79740512e-01 4.36238495e-01
-7.62860899e-03]
[ -5.61290429e-02 -1.94049964e-01 -1.70271415e-01 -3.82192921e-01
-3.73082128e-02 3.97769936e-02 -1.56803940e-01 -1.42070093e-01
-2.82277806e-01 -3.73372231e-01 -9.84349326e-02 3.21954077e-01
1.03766119e-01]
[ 9.37944190e-02 9.58707758e-02 -2.07380470e-02 -3.21268937e-01
-3.14258847e-01 4.02101687e-03 -2.41604891e-01 -3.69777385e-01
-3.50303508e-01 -7.33939357e-02 -1.62372460e-01 3.40441738e-01
8.57107262e-02]
[ -5.93013214e-02 -1.10651490e-02 -2.84783019e-01 -1.00665285e-01
6.90067681e-02 1.55036196e-01 -2.54221802e-01 -1.88878681e-01
-5.79987495e-02 -4.44813439e-02 1.54153244e-01 7.57522796e-01
-6.85267229e-02]
[ 1.47821205e-01 3.20506227e-01 -1.93898795e-01 7.87607457e-01
1.03113415e-01 4.27915314e-03 -1.83911307e-01 -3.60517860e-01
-2.13859254e-01 -2.95148252e-01 7.53971159e-01 8.78758844e-01
-1.45336348e+00]
[ 5.94296386e-03 1.61562745e-01 5.82177909e-02 4.25438435e-01
-9.73150061e-03 -6.35690764e-02 -2.61682679e-01 -3.17800400e-01
-2.72210301e-01 -1.79976941e-01 6.00676232e-01 8.90307036e-01
-1.40941259e+00]
[ -2.19190162e-02 -1.44528179e-01 -1.46632456e-01 3.41393606e-01
-1.88517052e-01 2.38513586e-01 -2.00360917e-02 -1.49039780e-01
-2.24885102e-01 -3.21525914e-01 2.09493473e-01 5.22191602e-01
-7.29680297e-01]
[ 8.66479973e-02 -3.83544565e-01 -5.03818765e-02 3.60666851e-02
-1.18846466e-01 2.00071267e-01 9.33148392e-02 1.79908656e-01
-1.86939993e-01 1.44394854e-02 -5.62733653e-02 2.93602362e-01
-4.03616124e-01]
[ 2.13197417e-01 -2.96353176e-01 -1.18373599e-01 -6.47882532e-02
-2.18290382e-01 1.22839734e-01 4.73933378e-02 -1.16988055e-01
-6.14240215e-02 -3.18304573e-02 -1.64086910e-01 -2.20250962e-01
-2.37824027e-01]
[ -1.31083884e-01 -8.19393643e-02 3.86183978e-02 -2.52357066e-01
-6.12247656e-02 -1.41213095e-01 6.18762781e-02 9.34147475e-03
-9.38610876e-02 3.65237091e-02 -3.36437043e-01 -5.04457114e-01
-1.17021241e-01]
[ -1.43667668e-01 -1.34219827e-01 -6.93818421e-02 -2.90908551e-01
-3.44259445e-01 -2.89393884e-01 1.65664960e-01 1.49436326e-01
8.67102962e-03 1.26976991e-01 -2.84466996e-01 -8.94592870e-01
3.15100983e-02]
[ -1.30189394e-01 -2.49758484e-01 -3.05221940e-01 -1.05202224e+00
-3.04252930e-01 -2.09315735e-01 -8.68197655e-02 -4.36141575e-02
4.95352570e-02 -4.88067924e-01 -8.13994690e-01 -7.02601127e-01
-1.46186105e+00]
[ -1.24478470e-01 1.33419366e-01 1.30908131e-02 1.69045345e-01
-2.02016303e-01 -1.77236927e-01 -1.59511654e-01 9.55034606e-03
-1.44695439e-01 -1.24477579e-01 -1.12463592e-01 -4.18401765e-01
1.22233339e-01]
[ -3.65403429e-01 -1.18245077e-01 -2.73263983e-01 3.97576224e-01
-1.99943560e-01 -2.32991651e-01 -1.65512407e-01 -9.52765915e-02
3.87760124e-04 4.48327663e-02 1.37656550e-01 -3.38024665e-01
2.90765248e-01]
[ -1.32613513e-01 -4.90434630e-02 -2.54736474e-01 2.61438833e-01
-2.27056763e-01 -2.79991720e-01 -3.95667391e-01 -4.25591862e-02
7.24785610e-03 -9.70450392e-02 -1.48579649e-01 -2.87978194e-01
2.08308031e-01]
[ -2.59159804e-01 -5.31440788e-01 -3.41787055e-01 7.49383828e-02
-3.16126398e-01 -2.34279156e-01 -2.20408876e-01 -2.34663376e-01
-1.73507243e-02 -2.76560810e-01 2.00646045e-02 -3.05056160e-01
8.82018930e-02]
[ -2.26706753e-01 -2.96298597e-01 -3.22474865e-01 -6.06229598e-02
-8.71930693e-02 -1.51639738e-01 -1.06943363e-01 3.22774400e-02
-2.09805367e-01 -5.08284796e-01 -2.29768291e-01 -3.01980322e-01
-2.18475753e-02]
[ -8.80528801e-02 -2.29695634e-02 -2.44635660e-01 -1.11825499e+00
-2.80717263e-01 -2.59803100e-01 1.39267949e-01 -4.93444473e-01
1.50242926e-01 -2.06904290e-01 -8.00574942e-01 -4.36584560e-01
-1.37786765e+00]]
Progress: 34.6% ... Training loss: 0.177 ... Validation loss: 0.319[[-0.2741297 ]
[ 0.20761433]
[-0.08606264]
[ 1.401207 ]
[ 0.23362235]
[-0.04800168]
[-1.00276287]
[-0.81699638]
[-0.5652281 ]
[-0.83808946]
[ 1.30626107]
[ 3.00431188]
[-2.63025938]]
[[-0.51455409 -0.49350661 -0.5905678 0.07076279 -0.29043548 -0.59591533
0.14771437 -0.21098978 -0.25713504 -0.28997999 0.30703827 1.0561445
0.38864152]
[ 0.0124721 -0.13384154 0.04794945 -0.12709895 -0.03799096 0.05832984
-0.0833854 0.18408342 -0.15139922 -0.17319972 -0.14495219 -0.11223434
-0.17675499]
[-0.29444892 0.13065359 -0.03904843 0.01368287 0.07022083 -0.1371374
-0.13115945 -0.18746102 0.28505839 -0.58629561 0.06539692 0.62000961
0.88596464]
[ 0.27584656 -0.24603654 -0.27573227 0.15901551 -0.26461031 0.01168867
0.65068717 -0.63549517 0.37351716 -0.17452847 -0.03884522 -0.29571199
-0.41730147]
[ 0.14295024 0.0163581 0.11491137 -0.13836751 -0.02064594 0.07455144
-0.18611112 -0.18133322 0.06895314 0.24829816 0.03617589 -0.06397979
-0.08060467]
[-0.48985616 -0.62183767 -0.60085683 -0.59195309 -0.59670245 -0.56524993
-0.42812938 -0.15370139 -0.49311284 -0.23635095 -0.61576783 -0.93395702
-0.72848558]
[-0.41194508 -0.59513603 -0.32861845 -0.47031192 -0.41978287 -0.56571011
-0.38258362 -0.49145123 -0.30578429 -0.09020504 -0.51043031 -0.58525543
-0.66014646]
[-0.34496239 -0.34923678 -0.48935971 -0.16080648 -0.32522033 -0.42773968
-0.24737139 -0.29004484 -0.26340591 -0.59922935 -0.34270244 -0.8744982
-0.67674683]
[-0.46523128 -0.33984884 -0.38679748 -0.28900415 -0.33241094 -0.21862733
-0.03406883 -0.47558908 -0.264631 -0.4616436 -0.22845337 -0.2583428
-0.25747608]
[-0.95812949 -0.96136067 -0.99256739 -0.7535026 -1.05300104 -0.99257427
-0.51252921 -0.56027747 -0.7270496 -0.57237846 -0.83527545 -0.71790719
-0.91683194]
[-0.51314387 -0.27166167 -0.47442768 -0.40908913 -0.34642934 -0.36573814
-0.62989734 -0.64284146 -0.66940952 -0.10192741 -0.58729113 -0.85262297
-0.74601172]
[-0.11992999 0.02566992 -0.34500584 -0.50002686 -0.10349877 -0.07570278
-0.20927577 -0.45131825 -0.19037832 0.04432498 -0.55124089 -1.2362213
-0.77955292]
[-0.01818113 0.20378522 0.1020193 0.06825768 0.08355694 0.02597395
0.09715595 -0.0871864 -0.16215672 -0.25662114 -0.25186992 0.19889725
0.10655774]
[-0.25533485 -0.1262271 0.164131 -0.30211638 -0.13557531 0.11333289
-0.13426858 0.01278066 -0.08400197 0.06819903 -0.23139613 -0.49227019
-0.08460988]
[-0.09748964 -0.26437647 -0.18185519 -0.26401415 -0.4752885 -0.08765568
-0.10752465 -0.01511538 -0.08924122 -0.01638632 -0.23284532 -0.44321473
-0.25978205]
[-0.06355347 -0.03781104 -0.22541086 -0.2687185 0.10644283 -0.16085681
-0.21993495 0.14675859 -0.02148805 0.16250067 -0.22425982 -0.02933527
-0.07563851]
[ 0.03726516 -0.16621309 -0.14997294 -0.10143623 -0.12501796 -0.10744607
0.10927184 -0.14592509 -0.02416566 0.03514513 -0.04915501 -0.14308962
-0.03791353]
[-0.29376527 -0.13602419 -0.08128483 -0.13523524 -0.29632471 -0.27710871
-0.35225054 -0.00708166 -0.33174539 -0.22509932 0.14591948 -0.1521024
0.09407034]
[-0.23398232 -0.12234387 -0.09673186 -0.03239272 -0.0834051 -0.12126495
-0.07566131 -0.01323092 -0.13899403 -0.12778507 0.00226608 -0.22013869
-0.18589933]
[-0.18111637 -0.07546893 -0.23070723 -0.22155693 -0.1614014 -0.20689853
-0.36781569 -0.1215211 0.12744159 -0.25241005 -0.37458004 -0.44267557
-0.45836987]
[-0.37135402 -0.05750624 -0.15238697 -0.10883674 -0.04548055 -0.31412514
0.04642982 -0.08250873 -0.11534336 0.04296046 0.03850117 -0.31085659
-0.37084072]
[-0.15848515 -0.13958087 -0.05445226 -0.21727294 -0.12590305 -0.29590364
0.0600178 -0.16512531 -0.19512648 0.04732613 0.19133074 0.03286934
-0.15888575]
[-0.12791367 -0.17092496 -0.11500672 -0.31351056 0.0930402 -0.01802899
-0.16140754 -0.1799444 0.11458168 -0.08697887 -0.13884607 -0.04103356
-0.2993147 ]
[-0.03741744 -0.03630848 -0.15007882 -0.13446521 -0.23183707 0.06308603
-0.03940666 -0.04200226 -0.21979813 -0.0874609 -0.15373651 -0.39918567
-0.22178761]
[-0.06872062 0.0211551 -0.12942375 -0.35393272 0.11892449 0.02007694
-0.19512318 -0.14885008 0.12794705 -0.05363495 -0.32016385 -0.30593238
-0.33121288]
[ 0.06613866 -0.30013385 -0.08826147 -0.46510355 -0.21473688 -0.09159299
0.03437535 0.06944028 -0.0396003 0.26841299 -0.54644112 -0.89441852
0.46723618]
[-0.23074039 -0.23749528 -0.13447133 -0.32423532 -0.29520117 -0.0950594
0.19445787 0.02752158 0.27159003 0.02183499 -0.43184864 -1.08533729
0.66416337]
[-0.02303845 -0.18044697 0.01827531 -0.32898967 -0.165834 0.16366127
0.20046888 0.2428705 -0.03721716 0.21274217 -0.25358471 -1.18674751
0.7821393 ]
[-0.00773011 -0.03959552 -0.12787477 -0.14672063 -0.17580899 -0.04891524
0.31361156 0.15969918 0.25437243 0.35232021 -0.51541507 -1.13866306
0.82671497]
[-0.08924731 -0.27578658 0.05660617 -0.35297197 -0.14646057 0.11529606
0.39297353 0.1432518 -0.06536281 0.1537655 -0.5789427 -1.12333687
0.87853656]
[ 0.11459635 -0.08671594 0.01367173 -0.16726597 -0.08059426 -0.01984633
0.28296115 0.37402618 0.42840404 0.25044556 -0.57681858 -1.06319655
0.59941646]
[ 0.00363944 -0.14483995 0.02359455 0.01871426 -0.09805444 -0.2832768
0.14088427 0.38215354 0.03666797 0.14032795 -0.28275295 -0.91035904
0.23204131]
[ 0.11229451 0.08099421 0.01165986 0.23097997 -0.10753235 -0.05639074
-0.05583191 -0.08768911 -0.18654722 -0.07194414 -0.0813856 0.08880852
-0.55197774]
[ 0.05958721 -0.128442 0.1521015 0.51238025 0.22977705 0.01033415
-0.33499824 -0.33538207 0.00622528 -0.54873845 0.31860847 0.88823261
-0.94409571]
[ 0.02220808 0.07738646 -0.21461986 0.12989752 0.03553456 -0.00347649
-0.21187549 -0.36377708 -0.28259915 -0.2790878 -0.00580749 -0.1299234
-0.20154948]
[-0.07426782 -0.20058144 0.056133 0.01172734 -0.123609 -0.13736044
-0.08241693 -0.07555148 0.01273989 -0.41862461 -0.35923222 -0.20936774
0.16123281]
[-0.01334934 -0.25732905 0.04751127 -0.38766924 -0.18258811 -0.2354107
-0.37577437 -0.05506493 -0.08092897 -0.00963357 -0.24071934 0.32586538
0.17356326]
[ 0.15381449 0.06438955 -0.1113669 -0.38671604 -0.05107308 -0.10482136
-0.27160152 -0.06359514 -0.23357544 -0.28140843 -0.25736337 0.55921432
0.0962495 ]
[-0.18921671 -0.17177497 -0.12020494 -0.36853995 -0.04358744 0.02316345
-0.27362872 -0.29748169 -0.17904884 -0.11762641 -0.28138813 0.43370039
-0.00378141]
[-0.05608651 -0.19427017 -0.17021678 -0.38421869 -0.03761635 0.03979047
-0.15589208 -0.14049497 -0.28192753 -0.37289716 -0.10090665 0.31679201
0.10903904]
[ 0.09382988 0.09539187 -0.02064855 -0.32439352 -0.31464313 0.00403834
-0.24132096 -0.36858184 -0.34938409 -0.07329316 -0.16526318 0.33267461
0.09364045]
[-0.05932285 -0.0109984 -0.28479969 -0.10019864 0.06907672 0.15503039
-0.25433642 -0.18920484 -0.05811241 -0.04469788 0.1546672 0.75876345
-0.06965334]
[ 0.14792744 0.3206423 -0.19395097 0.78836785 0.1031587 0.00428131
-0.18345776 -0.3609514 -0.21383005 -0.29481523 0.75502354 0.8782206
-1.45568404]
[ 0.0062977 0.16134621 0.05828993 0.42506718 -0.01004154 -0.06350786
-0.26087733 -0.31649857 -0.27149924 -0.17914746 0.59972108 0.88974851
-1.40925353]
[-0.02160992 -0.14518749 -0.14650129 0.33762372 -0.18907497 0.2385791
-0.01782388 -0.14571028 -0.22337552 -0.31978534 0.20535269 0.51063963
-0.72291541]
[ 0.08663571 -0.38356452 -0.05036243 0.0358625 -0.11890898 0.2000754
0.09318106 0.18037863 -0.18699741 0.01479167 -0.05667853 0.29221824
-0.40295551]
[ 0.21358128 -0.29669624 -0.11829797 -0.06785833 -0.21867377 0.12288994
0.04993976 -0.11591455 -0.06013971 -0.03080042 -0.1669554 -0.2273858
-0.23267497]
[-0.13101899 -0.0819866 0.0386332 -0.2529379 -0.06126169 -0.14120565
0.06236078 0.00953409 -0.09365737 0.03668962 -0.33681531 -0.50508234
-0.11617645]
[-0.14371744 -0.13422075 -0.06937773 -0.29151205 -0.34425767 -0.28939638
0.16570665 0.14972437 0.00866295 0.12700014 -0.28486433 -0.89537967
0.03287896]
[-0.12991017 -0.25008886 -0.30514058 -1.05492597 -0.30465545 -0.209272
-0.08414953 -0.04314359 0.05072088 -0.48735897 -0.81569521 -0.70806345
-1.46237907]
[-0.12457789 0.13371569 0.01304475 0.17177072 -0.20177761 -0.17724391
-0.16030722 0.00935169 -0.14497077 -0.12519114 -0.10989086 -0.41296599
0.12396973]
[-0.36497312 -0.11909682 -0.27303597 0.39006308 -0.20087115 -0.2329116
-0.16187886 -0.09099005 0.00237766 0.04812244 0.12935755 -0.3556945
0.3066083 ]
[-0.1320334 -0.04953306 -0.25460132 0.25912085 -0.22730677 -0.27992653
-0.39534848 -0.04041653 0.00769187 -0.09470272 -0.1500875 -0.29048692
0.21112786]
[-0.25906006 -0.53163194 -0.34174227 0.07389244 -0.3163572 -0.234256
-0.22021381 -0.23412443 -0.0169351 -0.27616502 0.01846018 -0.31287703
0.09127892]
[-0.22680468 -0.29672359 -0.32242587 -0.06447798 -0.08763584 -0.15162958
-0.10561737 0.03362241 -0.20895621 -0.50911642 -0.23346554 -0.30761649
-0.01451401]
[-0.08708091 -0.02434495 -0.24440673 -1.12700628 -0.28206721 -0.25967944
0.14676053 -0.4894311 0.15516848 -0.20437284 -0.81020824 -0.46564794
-1.36835049]]
Progress: 34.6% ... Training loss: 0.222 ... Validation loss: 0.339[[-0.24500649]
[ 0.24447261]
[-0.05763258]
[ 1.458191 ]
[ 0.26654209]
[-0.02168624]
[-0.95133288]
[-0.76099596]
[-0.51853952]
[-0.79077753]
[ 1.35971525]
[ 3.07743086]
[-2.58670331]]
[[ -5.18202078e-01 -4.89893894e-01 -5.91757646e-01 1.05491322e-01
-2.86445353e-01 -5.96479360e-01 1.24725627e-01 -2.30577205e-01
-2.69853617e-01 -3.05008665e-01 3.39932184e-01 1.14604924e+00
3.33572810e-01]
[ 1.22224001e-02 -1.33628289e-01 4.78791339e-02 -1.24819103e-01
-3.77609985e-02 5.82953060e-02 -8.55172152e-02 1.83087262e-01
-1.52348500e-01 -1.73741833e-01 -1.42305771e-01 -1.04930088e-01
-1.83268211e-01]
[ -2.94669868e-01 1.33714407e-01 -3.95533281e-02 3.51764639e-02
7.30200313e-02 -1.37298076e-01 -1.39274502e-01 -1.93037049e-01
2.75441474e-01 -5.85388764e-01 8.73746118e-02 6.95865582e-01
8.24539477e-01]
[ 2.76719867e-01 -2.48719019e-01 -2.74735415e-01 1.50192339e-01
-2.67454640e-01 1.19856413e-02 6.53021243e-01 -6.19226541e-01
3.77084023e-01 -1.61701328e-01 -5.32844114e-02 -3.49755010e-01
-3.72918380e-01]
[ 1.39715999e-01 1.93199940e-02 1.13835663e-01 -1.30828155e-01
-1.80564754e-02 7.40474291e-02 -1.87871062e-01 -1.88491329e-01
6.33683889e-02 2.34669407e-01 4.93512047e-02 -3.39517347e-02
-9.88561153e-02]
[ -4.91852513e-01 -6.20823337e-01 -6.01333445e-01 -5.85330108e-01
-5.95557062e-01 -5.65545548e-01 -4.35741210e-01 -1.62445131e-01
-4.96482658e-01 -2.45250490e-01 -6.09776870e-01 -9.20618457e-01
-7.35093620e-01]
[ -4.13825733e-01 -5.93513466e-01 -3.29329399e-01 -4.55845698e-01
-4.17853332e-01 -5.66004792e-01 -3.92614700e-01 -5.00509555e-01
-3.11463753e-01 -9.95924934e-02 -4.95678372e-01 -5.47339106e-01
-6.89222742e-01]
[ -3.47344166e-01 -3.46487453e-01 -4.90088266e-01 -1.35057594e-01
-3.22308044e-01 -4.28163594e-01 -2.62668812e-01 -3.00895823e-01
-2.73804431e-01 -6.04935334e-01 -3.20649989e-01 -8.14042653e-01
-7.22635755e-01]
[ -4.65452962e-01 -3.39409320e-01 -3.86951290e-01 -2.84151897e-01
-3.32062856e-01 -2.18685303e-01 -3.54931845e-02 -4.78844403e-01
-2.64859096e-01 -4.63247942e-01 -2.24294602e-01 -2.53634430e-01
-2.56428357e-01]
[ -9.63260126e-01 -9.56739026e-01 -9.94273536e-01 -7.09618321e-01
-1.04777235e+00 -9.93435686e-01 -5.43036361e-01 -5.88415112e-01
-7.43393920e-01 -5.94430671e-01 -7.95265673e-01 -6.11938021e-01
-9.90382485e-01]
[ -5.12385596e-01 -2.72018735e-01 -4.74310980e-01 -4.12705488e-01
-3.46901761e-01 -3.65627236e-01 -6.26516019e-01 -6.42726179e-01
-6.67586295e-01 -9.96859430e-02 -5.91050128e-01 -8.62886605e-01
-7.40965046e-01]
[ -1.21864421e-01 2.71605277e-02 -3.45450915e-01 -4.89012545e-01
-1.01991942e-01 -7.59987163e-02 -2.15960993e-01 -4.54815557e-01
-1.95167064e-01 3.91396182e-02 -5.40873895e-01 -1.21582348e+00
-7.91282750e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55791823e-01 -1.26012021e-01 1.64003627e-01 -3.01259531e-01
-1.35371736e-01 1.13260846e-01 -1.35969329e-01 1.12157454e-02
-8.47554339e-02 6.65246166e-02 -2.30696093e-01 -4.92117866e-01
-8.53501729e-02]
[ -9.85277724e-02 -2.63953253e-01 -1.82067851e-01 -2.59532288e-01
-4.74828056e-01 -8.78033527e-02 -1.11522153e-01 -1.90432002e-02
-9.08119423e-02 -2.05165705e-02 -2.29294264e-01 -4.37196345e-01
-2.63133709e-01]
[ -6.41534035e-02 -3.74386409e-02 -2.25574976e-01 -2.67683943e-01
1.06922422e-01 -1.60937726e-01 -2.22083147e-01 1.43390613e-01
-2.25972288e-02 1.59375148e-01 -2.22884691e-01 -2.39853705e-02
-7.84147453e-02]
[ 3.67705893e-02 -1.65682752e-01 -1.50190020e-01 -9.62957686e-02
-1.24399832e-01 -1.07520767e-01 1.07249352e-01 -1.49425091e-01
-2.54730367e-02 3.16071031e-02 -4.38844306e-02 -1.32796389e-01
-4.69091595e-02]
[ -2.94447989e-01 -1.35573325e-01 -8.14552154e-02 -1.29936198e-01
-2.95751486e-01 -2.77208441e-01 -3.57008500e-01 -9.19200292e-03
-3.34062724e-01 -2.27074578e-01 1.51254405e-01 -1.37812429e-01
8.45093428e-02]
[ -2.35153455e-01 -1.21083909e-01 -9.72218093e-02 -2.25216402e-02
-8.19912251e-02 -1.21498806e-01 -8.21615696e-02 -1.90732030e-02
-1.43187980e-01 -1.33210415e-01 1.09745617e-02 -1.97019966e-01
-2.06165872e-01]
[ -1.82286732e-01 -7.39182762e-02 -2.31055987e-01 -2.09331144e-01
-1.59964726e-01 -2.07097301e-01 -3.73744630e-01 -1.26832615e-01
1.22281687e-01 -2.55379938e-01 -3.64583976e-01 -4.10647934e-01
-4.79524344e-01]
[ -3.71718937e-01 -5.70545187e-02 -1.52509245e-01 -1.05345654e-01
-4.49558462e-02 -3.14200811e-01 4.41320546e-02 -8.41356009e-02
-1.16746749e-01 4.20677782e-02 4.17531272e-02 -3.03058772e-01
-3.77647840e-01]
[ -1.58938925e-01 -1.39077538e-01 -5.46410203e-02 -2.09642913e-01
-1.25291152e-01 -2.95972895e-01 5.49712422e-02 -1.68314559e-01
-1.97248617e-01 4.57736054e-02 1.99379675e-01 5.13581071e-02
-1.71050249e-01]
[ -1.27573115e-01 -1.71074073e-01 -1.14962831e-01 -3.15782647e-01
9.27400126e-02 -1.79695318e-02 -1.59346209e-01 -1.80047638e-01
1.15777576e-01 -8.63308291e-02 -1.40631046e-01 -4.65102082e-02
-2.91335377e-01]
[ -3.75476861e-02 -3.61756809e-02 -1.50116227e-01 -1.33309313e-01
-2.31717874e-01 6.30545068e-02 -4.01073932e-02 -4.26570847e-02
-2.20193711e-01 -8.80235539e-02 -1.52865953e-01 -3.97272964e-01
-2.23947572e-01]
[ -6.89788865e-02 2.12395925e-02 -1.29458807e-01 -3.51156922e-01
1.19118655e-01 2.00294323e-02 -1.96448055e-01 -1.49559432e-01
1.27408293e-01 -5.40337571e-02 -3.18532466e-01 -3.03486415e-01
-3.31740312e-01]
[ 6.56759220e-02 -2.99956164e-01 -8.83359006e-02 -4.64217066e-01
-2.14552351e-01 -9.16482881e-02 3.24204546e-02 6.82701519e-02
-4.06239004e-02 2.67092453e-01 -5.45634945e-01 -8.93581134e-01
4.66052790e-01]
[ -2.31016096e-01 -2.37320854e-01 -1.34547946e-01 -3.22771856e-01
-2.95040079e-01 -9.51050334e-02 1.93045591e-01 2.63676847e-02
2.70726233e-01 2.06457810e-02 -4.30732650e-01 -1.08372920e+00
6.61105414e-01]
[ -2.33224228e-02 -1.80242618e-01 1.81815155e-02 -3.27264465e-01
-1.65601751e-01 1.63611162e-01 1.98701424e-01 2.41625111e-01
-3.82101574e-02 2.11425451e-01 -2.51890086e-01 -1.18486453e+00
7.77193067e-01]
[ -7.73895048e-03 -3.95967740e-02 -1.27875996e-01 -1.46750464e-01
-1.75813336e-01 -4.89152906e-02 3.13561606e-01 1.59697647e-01
2.54366829e-01 3.52346434e-01 -5.15427857e-01 -1.13856908e+00
8.26629153e-01]
[ -8.94609065e-02 -2.75627356e-01 5.65313458e-02 -3.51760913e-01
-1.46249762e-01 1.15249295e-01 3.91598574e-01 1.42135657e-01
-6.58112161e-02 1.53086174e-01 -5.78054540e-01 -1.12193835e+00
8.76495063e-01]
[ 1.14327603e-01 -8.64563654e-02 1.36047268e-02 -1.64529776e-01
-8.03356530e-02 -1.98923622e-02 2.81408379e-01 3.72630309e-01
4.27405275e-01 2.49678835e-01 -5.75448101e-01 -1.06154901e+00
5.94789702e-01]
[ 3.50644053e-03 -1.44795518e-01 2.35327574e-02 1.93338426e-02
-9.79733026e-02 -2.83292214e-01 1.40992229e-01 3.81571891e-01
3.69132238e-02 1.39517290e-01 -2.82223328e-01 -9.10253132e-01
2.31434488e-01]
[ 1.12057181e-01 8.12700656e-02 1.15635811e-02 2.35371028e-01
-1.07283100e-01 -5.64228257e-02 -5.75804852e-02 -8.95218653e-02
-1.87709714e-01 -7.33360681e-02 -7.85117037e-02 9.76296919e-02
-5.58391812e-01]
[ 5.86587979e-02 -1.28135442e-01 1.51937224e-01 5.22668287e-01
2.30471870e-01 1.02050303e-02 -3.41723996e-01 -3.38932344e-01
3.80825187e-03 -5.50929343e-01 3.26375813e-01 9.05432311e-01
-9.48978614e-01]
[ 2.20312845e-02 7.74586415e-02 -2.14647180e-01 1.30865075e-01
3.56321253e-02 -3.50007856e-03 -2.12727378e-01 -3.64328780e-01
-2.82908480e-01 -2.79783176e-01 -4.99393515e-03 -1.28103867e-01
-2.02759252e-01]
[ -7.45155253e-02 -2.00435541e-01 5.60757086e-02 1.25136324e-02
-1.23456230e-01 -1.37402174e-01 -8.32660983e-02 -7.62424738e-02
1.21050253e-02 -4.19268421e-01 -3.58736887e-01 -2.08383286e-01
1.60007951e-01]
[ -1.34426199e-02 -2.57149180e-01 4.74330189e-02 -3.87533429e-01
-1.82383224e-01 -2.35417727e-01 -3.76182703e-01 -5.71596751e-02
-8.16094843e-02 -1.06965245e-02 -2.39764420e-01 3.33710609e-01
1.70064176e-01]
[ 1.54230822e-01 6.40999663e-02 -1.11287878e-01 -3.90458084e-01
-5.15067764e-02 -1.04733554e-01 -2.69578772e-01 -6.31591131e-02
-2.32324260e-01 -2.80424996e-01 -2.60363735e-01 5.53317326e-01
1.01223919e-01]
[ -1.89558710e-01 -1.71323439e-01 -1.20384500e-01 -3.67427357e-01
-4.30256186e-02 2.30923835e-02 -2.75715241e-01 -3.00331719e-01
-1.80381760e-01 -1.20862749e-01 -2.79042246e-01 4.47632233e-01
-8.85812745e-03]
[ -5.65736575e-02 -1.93818022e-01 -1.70370196e-01 -3.81217881e-01
-3.70762548e-02 3.97065703e-02 -1.58980441e-01 -1.43104746e-01
-2.83501533e-01 -3.74482706e-01 -9.70960903e-02 3.28547147e-01
1.00390872e-01]
[ 9.37163281e-02 9.55295986e-02 -2.06972569e-02 -3.23834064e-01
-3.14542563e-01 4.01760572e-03 -2.41473351e-01 -3.69221666e-01
-3.49635556e-01 -7.38989083e-02 -1.64624154e-01 3.34386193e-01
9.19843343e-02]
[ -5.94697827e-02 -1.06762673e-02 -2.84868581e-01 -9.88720372e-02
6.93825393e-02 1.54984567e-01 -2.55275427e-01 -1.90575104e-01
-5.89558044e-02 -4.53130867e-02 1.56036968e-01 7.64565341e-01
-7.35680183e-02]
[ 1.46580270e-01 3.22138053e-01 -1.94341417e-01 7.99771086e-01
1.04627929e-01 4.05027145e-03 -1.88053134e-01 -3.64625593e-01
-2.17676740e-01 -2.98715044e-01 7.65845194e-01 9.00184141e-01
-1.46778366e+00]
[ 5.90552539e-03 1.61823677e-01 5.81242036e-02 4.29258527e-01
-9.59300715e-03 -6.35743584e-02 -2.63236692e-01 -3.18635573e-01
-2.72169575e-01 -1.81388689e-01 6.04063346e-01 8.96594845e-01
-1.41287770e+00]
[ -2.19550577e-02 -1.44748520e-01 -1.46610642e-01 3.42244718e-01
-1.88647489e-01 2.38505543e-01 -2.02371851e-02 -1.47483594e-01
-2.24847191e-01 -3.20555508e-01 2.09054653e-01 5.20457923e-01
-7.29872893e-01]
[ 8.67802575e-02 -3.83633576e-01 -5.03366686e-02 3.53465523e-02
-1.19023668e-01 2.00095971e-01 9.41204615e-02 1.80744248e-01
-1.86713226e-01 1.53944299e-02 -5.71578095e-02 2.90081982e-01
-4.02791221e-01]
[ 2.13199978e-01 -2.96426939e-01 -1.18428378e-01 -6.45192712e-02
-2.18308872e-01 1.22820950e-01 4.78938527e-02 -1.17496410e-01
-6.15027755e-02 -3.23343069e-02 -1.63775885e-01 -2.20516676e-01
-2.40460925e-01]
[ -1.31099487e-01 -8.19100087e-02 3.85995312e-02 -2.52447292e-01
-6.11770543e-02 -1.41219372e-01 6.19293941e-02 9.20712383e-03
-9.39130732e-02 3.62783450e-02 -3.36385381e-01 -5.04120574e-01
-1.17121309e-01]
[ -1.43792759e-01 -1.34156808e-01 -6.93991585e-02 -2.90789297e-01
-3.44200476e-01 -2.89408725e-01 1.65079512e-01 1.49362659e-01
8.35310516e-03 1.26757727e-01 -2.84368469e-01 -8.94831603e-01
3.17016678e-02]
[ -1.30675338e-01 -2.49552633e-01 -3.05367249e-01 -1.05317667e+00
-3.03958236e-01 -2.09389841e-01 -8.70103654e-02 -4.73952228e-02
4.87188590e-02 -4.90854715e-01 -8.12677202e-01 -6.94388190e-01
-1.46857696e+00]
[ -1.27085954e-01 1.36355347e-01 1.22049962e-02 1.93829480e-01
-1.99335210e-01 -1.77647889e-01 -1.72662063e-01 -4.88975767e-04
-1.52156065e-01 -1.33712559e-01 -9.02559291e-02 -3.70432174e-01
9.38567433e-02]
[ -3.65455202e-01 -1.18407599e-01 -2.73266512e-01 3.96722342e-01
-2.00155005e-01 -2.33022162e-01 -1.64763579e-01 -9.49806907e-02
5.73865483e-04 4.50785240e-02 1.35031637e-01 -3.47467803e-01
2.96568083e-01]
[ -1.32370799e-01 -4.91787548e-02 -2.54701309e-01 2.62420945e-01
-2.27015394e-01 -2.79975976e-01 -3.96957493e-01 -4.23782371e-02
6.43173859e-03 -9.60951783e-02 -1.47736318e-01 -2.83468225e-01
2.05022418e-01]
[ -2.59274162e-01 -5.31639255e-01 -3.41814059e-01 7.66976642e-02
-3.16242255e-01 -2.34269010e-01 -2.22078119e-01 -2.35546073e-01
-1.76491487e-02 -2.77616413e-01 2.14198817e-02 -3.08618556e-01
8.76236115e-02]
[ -2.28514539e-01 -2.95697493e-01 -3.22813359e-01 -5.00993465e-02
-8.61638199e-02 -1.51910610e-01 -1.16006838e-01 2.71614312e-02
-2.13514648e-01 -5.13706816e-01 -2.22686285e-01 -2.83076270e-01
-2.84491416e-02]
[ -8.75446969e-02 -2.37574111e-02 -2.44620425e-01 -1.12626719e+00
-2.81466001e-01 -2.59775747e-01 1.44359027e-01 -4.93412219e-01
1.53016308e-01 -2.07474836e-01 -8.07671296e-01 -4.49482307e-01
-1.37882903e+00]]
Progress: 34.7% ... Training loss: 0.208 ... Validation loss: 0.352[[-0.26949876]
[ 0.22016335]
[-0.07725492]
[ 1.41386882]
[ 0.24294933]
[-0.04593282]
[-0.99306012]
[-0.79597927]
[-0.5479404 ]
[-0.82872139]
[ 1.32503984]
[ 3.04867471]
[-2.61882083]]
[[-0.51715747 -0.49126735 -0.59151292 0.08706668 -0.28798368 -0.59638683
0.13360362 -0.22393924 -0.26559321 -0.29841596 0.32654023 1.12102664
0.36163785]
[ 0.01264841 -0.13394481 0.04795642 -0.12868557 -0.0381283 0.05833266
-0.08327999 0.18479043 -0.15129262 -0.17254393 -0.14509722 -0.1113042
-0.17867437]
[-0.29687729 0.1338024 -0.03977966 0.03433297 0.07341652 -0.1374501
-0.14782616 -0.19888042 0.2746573 -0.59398643 0.08651331 0.69305688
0.84465427]
[ 0.27736754 -0.24803332 -0.27493817 0.14979464 -0.26706389 0.01201146
0.66038369 -0.62467026 0.37864108 -0.16393188 -0.05134638 -0.33197434
-0.38113597]
[ 0.13936092 0.01909285 0.11391965 -0.12148285 -0.01799266 0.07402264
-0.19471666 -0.18948362 0.06238793 0.23274261 0.05039609 -0.03678584
-0.10030919]
[-0.49064482 -0.6218142 -0.60107553 -0.59220139 -0.5965509 -0.56544431
-0.4308994 -0.15616671 -0.49465512 -0.23876779 -0.61608242 -0.93311652
-0.73116214]
[-0.41297862 -0.59385645 -0.32921896 -0.46451508 -0.41835877 -0.56594502
-0.38929918 -0.49878992 -0.31039877 -0.09539703 -0.49977421 -0.55085674
-0.68071262]
[-0.34663313 -0.34809384 -0.48983024 -0.1499652 -0.32399391 -0.42808968
-0.25625486 -0.29489708 -0.269772 -0.60108832 -0.33365286 -0.83972565
-0.69594814]
[-0.46359331 -0.34107817 -0.38662957 -0.29691872 -0.33388035 -0.21850978
-0.02620122 -0.47443256 -0.26049223 -0.45791295 -0.23552915 -0.27472524
-0.24599273]
[-0.96034942 -0.95927815 -0.99368092 -0.73641863 -1.05045185 -0.99319234
-0.52683838 -0.57505077 -0.73615847 -0.58147133 -0.81675465 -0.65258098
-0.9593155 ]
[-0.51088487 -0.27392759 -0.47398767 -0.42694802 -0.34902746 -0.36548533
-0.61898293 -0.63733322 -0.66369111 -0.09384942 -0.6030389 -0.88407135
-0.72217636]
[-0.12165035 0.02699942 -0.34541873 -0.49118481 -0.10218939 -0.07597353
-0.21582881 -0.45516421 -0.19500587 0.04020393 -0.54203495 -1.21678528
-0.79157357]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25540517 -0.12631406 0.16409211 -0.30342335 -0.13569386 0.11329567
-0.13479188 0.01268773 -0.08428249 0.06810368 -0.23248105 -0.49375998
-0.08435204]
[-0.09806814 -0.26440144 -0.1819474 -0.26203892 -0.4751842 -0.08776204
-0.10965471 -0.01567023 -0.09017889 -0.01728338 -0.23230683 -0.44585401
-0.26223374]
[-0.06387912 -0.03764255 -0.22552579 -0.2693379 0.10669278 -0.16092072
-0.22102601 0.14460392 -0.02220419 0.16061085 -0.22380113 -0.02457139
-0.07663997]
[ 0.03793341 -0.16665594 -0.14995426 -0.10549852 -0.12567651 -0.10742978
0.11295539 -0.14489073 -0.02270192 0.03746825 -0.05168387 -0.15168017
-0.03179504]
[-0.29464636 -0.13513249 -0.08153557 -0.12930315 -0.29529967 -0.27722468
-0.3580982 -0.01099226 -0.33488037 -0.22799698 0.15377555 -0.13049727
0.0791231 ]
[-0.23527898 -0.12096935 -0.09726337 -0.02315927 -0.08179993 -0.1215098
-0.08332984 -0.01987296 -0.14392917 -0.13392397 0.01124913 -0.19194429
-0.20700082]
[-0.18231403 -0.07425707 -0.23102158 -0.21226805 -0.16029974 -0.20709209
-0.37392245 -0.12573054 0.12247379 -0.25518483 -0.36713536 -0.41324805
-0.47287043]
[-0.37096077 -0.05844996 -0.15229772 -0.11580148 -0.04639738 -0.31413267
0.05028947 -0.07969454 -0.11309083 0.04505822 0.0322322 -0.32729954
-0.36067586]
[-0.15894348 -0.13892382 -0.0546333 -0.21107861 -0.12514547 -0.29597294
0.05565085 -0.16803362 -0.19702642 0.04648794 0.19859892 0.05299815
-0.16792217]
[-0.12657467 -0.17221063 -0.11478055 -0.32257538 0.09157009 -0.01787306
-0.15425092 -0.17803135 0.11856549 -0.08354835 -0.1474587 -0.06073815
-0.28418563]
[-0.0368736 -0.03648007 -0.15001966 -0.13771741 -0.23213168 0.06311347
-0.0368237 -0.04094598 -0.21902266 -0.08619659 -0.15599598 -0.40174692
-0.22182333]
[-0.06871172 0.0210239 -0.12941515 -0.35281101 0.11887208 0.02005424
-0.19517307 -0.14869487 0.12795959 -0.05295606 -0.31964282 -0.30499445
-0.33076924]
[ 0.0657672 -0.30005768 -0.08830545 -0.46473978 -0.21469333 -0.09164134
0.03279715 0.06893292 -0.04042887 0.26790424 -0.54632315 -0.89591683
0.46774317]
[-0.23091259 -0.23743016 -0.13452509 -0.32507126 -0.29517514 -0.095097
0.19470982 0.02724104 0.27148283 0.02124904 -0.43264544 -1.08733153
0.6660293 ]
[-0.02328041 -0.1802603 0.01818681 -0.32771286 -0.16563084 0.16361294
0.19909471 0.24186549 -0.03808272 0.21167564 -0.25218723 -1.18547289
0.77804177]
[-0.00763579 -0.03973472 -0.12786005 -0.14881593 -0.17595487 -0.0489092
0.31512335 0.16020625 0.25516474 0.35298205 -0.5169309 -1.14150375
0.83045069]
[-0.08941184 -0.27567333 0.05654255 -0.3525644 -0.14630642 0.11525341
0.39225443 0.14251806 -0.06565828 0.1533634 -0.5786108 -1.12280034
0.87780053]
[ 0.11431762 -0.08645078 0.01360347 -0.16446644 -0.08032769 -0.01989323
0.28136559 0.37261763 0.4273805 0.24965244 -0.57541143 -1.06152241
0.59469315]
[ 0.00388573 -0.14515412 0.02359364 0.01668532 -0.09834334 -0.28327184
0.14364102 0.3827336 0.03822735 0.14083715 -0.28429371 -0.91308443
0.23393712]
[ 0.11223823 0.08115547 0.01159118 0.23495201 -0.10739002 -0.05641277
-0.05686731 -0.08896239 -0.18745447 -0.07259344 -0.07885024 0.09695025
-0.55832487]
[ 0.05926441 -0.12844462 0.15204043 0.51930727 0.23000628 0.01025872
-0.33904398 -0.33715849 0.00479055 -0.54921121 0.32382191 0.90144481
-0.94849634]
[ 0.02208115 0.07729026 -0.21462185 0.12947939 0.03544497 -0.00349439
-0.21232672 -0.36354873 -0.28258991 -0.27952992 -0.00600539 -0.1322257
-0.19983122]
[-0.07444567 -0.20062705 0.05610585 0.01043785 -0.12366499 -0.13739567
-0.0825091 -0.07532186 0.01262954 -0.41894529 -0.36032208 -0.21319264
0.16403298]
[-0.01340512 -0.2572405 0.0474617 -0.38855815 -0.18252126 -0.23541058
-0.37628016 -0.0565658 -0.0816006 -0.01026379 -0.2408805 0.33293789
0.17253464]
[ 0.1542069 0.06411597 -0.11126042 -0.39151531 -0.05150227 -0.1047279
-0.27088011 -0.06246842 -0.23277605 -0.2794887 -0.26052395 0.55497361
0.10259839]
[-0.18942959 -0.17145084 -0.12038063 -0.36949118 -0.04321157 0.02310102
-0.27549332 -0.30032957 -0.18050623 -0.12049209 -0.27993919 0.44987869
-0.0047903 ]
[-0.05653351 -0.19370777 -0.1704218 -0.38256928 -0.03691105 0.03970866
-0.15931961 -0.14495101 -0.28359292 -0.37509774 -0.09619081 0.3341131
0.09799535]
[ 0.09394213 0.09515974 -0.02061731 -0.32661737 -0.31493525 0.00404319
-0.24018075 -0.36790315 -0.34881906 -0.07252006 -0.16780061 0.32650065
0.09941007]
[-0.05907619 -0.01090285 -0.28481808 -0.10143569 0.0691363 0.15501501
-0.25360233 -0.19018219 -0.0581521 -0.04386557 0.15414982 0.76389521
-0.07230891]
[ 0.14726128 0.32138933 -0.19423053 0.79492098 0.10390702 0.00410959
-0.18540008 -0.36340099 -0.21626622 -0.29706819 0.76145748 0.89329734
-1.46571095]
[ 0.00613548 0.16138635 0.05821714 0.42821283 -0.00998568 -0.06354588
-0.26274802 -0.31671063 -0.27167257 -0.17984117 0.60206836 0.88924938
-1.41270977]
[-0.02146006 -0.1453427 -0.14649728 0.33800189 -0.18921866 0.23855857
-0.01754195 -0.14533176 -0.2237014 -0.31836077 0.20498639 0.51107673
-0.72685752]
[ 0.08702011 -0.38393297 -0.0502552 0.03283181 -0.11937262 0.20012022
0.09567477 0.1828523 -0.18598361 0.01689234 -0.05980718 0.28173094
-0.39876941]
[ 0.2135783 -0.29658728 -0.11837324 -0.06688273 -0.21849311 0.12285278
0.04983636 -0.11638641 -0.06076502 -0.031135 -0.16554897 -0.22300085
-0.23838235]
[-0.13101615 -0.08199733 0.0386195 -0.25303505 -0.06126526 -0.14121209
0.06258253 0.00968473 -0.09368254 0.03675825 -0.33683768 -0.50500365
-0.11660532]
[-0.14374165 -0.13420061 -0.06939531 -0.29158952 -0.34426995 -0.28940443
0.16569754 0.14977182 0.00853239 0.12719197 -0.28486974 -0.89568382
0.03269369]
[-0.13095556 -0.24889977 -0.30543093 -1.05147882 -0.30326667 -0.20941588
-0.08960019 -0.04882062 0.0468788 -0.49072539 -0.81031657 -0.68188743
-1.4750351 ]
[-0.12619174 0.13527092 0.01242354 0.18507601 -0.20034025 -0.17756925
-0.16759953 0.00318273 -0.1498365 -0.13000783 -0.09781081 -0.38635951
0.10484947]
[-0.36487268 -0.11917355 -0.27312633 0.39002289 -0.2009432 -0.23296694
-0.16157805 -0.09196117 0.00254889 0.04840905 0.12947625 -0.35690728
0.30749344]
[-0.13101719 -0.05081976 -0.25444191 0.25046601 -0.22884358 -0.27985379
-0.39020741 -0.03735092 0.01020275 -0.09123584 -0.15730813 -0.30723156
0.22398914]
[-0.25860684 -0.53232771 -0.34163802 0.06957182 -0.31708999 -0.23420475
-0.21780432 -0.23154015 -0.01554717 -0.27427843 0.0141319 -0.3251412
0.10141303]
[-0.22743453 -0.29645341 -0.32263319 -0.05840441 -0.08719177 -0.15181847
-0.11084879 0.03034612 -0.21140444 -0.51026457 -0.22896006 -0.29488128
-0.02328438]
[-0.08721664 -0.02408361 -0.24458297 -1.12834137 -0.28166311 -0.25975171
0.14638212 -0.49248734 0.1538704 -0.20641879 -0.80842688 -0.44731478
-1.38264504]]
Progress: 34.8% ... Training loss: 0.179 ... Validation loss: 0.318[[-0.26044863]
[ 0.22958374]
[-0.06833278]
[ 1.43480052]
[ 0.25151158]
[-0.03655469]
[-0.97939164]
[-0.78301004]
[-0.53590418]
[-0.8138967 ]
[ 1.33541757]
[ 3.05637189]
[-2.61500331]]
[[ -5.17071777e-01 -4.91764973e-01 -5.91452584e-01 8.93693930e-02
-2.88539671e-01 -5.96339406e-01 1.33742337e-01 -2.23298279e-01
-2.64506864e-01 -2.97743469e-01 3.24177458e-01 1.10868860e+00
3.64043125e-01]
[ 1.27298935e-02 -1.34010745e-01 4.79821724e-02 -1.29042221e-01
-3.81936355e-02 5.83485599e-02 -8.31017859e-02 1.85097612e-01
-1.51233137e-01 -1.72232130e-01 -1.45352874e-01 -1.11399410e-01
-1.78463093e-01]
[ -2.96011715e-01 1.33546914e-01 -3.96421319e-02 2.68562914e-02
7.28664789e-02 -1.37347573e-01 -1.43739213e-01 -1.94702900e-01
2.76349775e-01 -5.89169644e-01 7.83670675e-02 6.82123642e-01
8.46090036e-01]
[ 2.77293833e-01 -2.48497241e-01 -2.74838032e-01 1.54096664e-01
-2.67401149e-01 1.20585380e-02 6.58603018e-01 -6.25984795e-01
3.77338630e-01 -1.64542538e-01 -4.82020430e-02 -3.21400665e-01
-3.78979453e-01]
[ 1.40481476e-01 1.75551377e-02 1.14171123e-01 -1.39066897e-01
-1.95772022e-02 7.41926299e-02 -1.84365483e-01 -1.81438506e-01
6.70474804e-02 2.37228513e-01 3.65143943e-02 -6.57330948e-02
-7.93185468e-02]
[ -4.91453510e-01 -6.21587896e-01 -6.01193920e-01 -5.85553801e-01
-5.96182440e-01 -5.65537857e-01 -4.35442828e-01 -1.58140852e-01
-4.96461650e-01 -2.41345764e-01 -6.12618706e-01 -9.26511458e-01
-7.32788848e-01]
[ -4.13498534e-01 -5.93337059e-01 -3.29386807e-01 -4.62574743e-01
-4.17786965e-01 -5.66038938e-01 -3.89615954e-01 -5.00485109e-01
-3.11227994e-01 -9.78313122e-02 -4.97938401e-01 -5.53505880e-01
-6.88884043e-01]
[ -3.46402409e-01 -3.48289302e-01 -4.89817228e-01 -1.52419814e-01
-3.24371884e-01 -4.28061247e-01 -2.55217209e-01 -2.94179057e-01
-2.69408518e-01 -5.99703945e-01 -3.38075878e-01 -8.44427273e-01
-6.94204217e-01]
[ -4.64512777e-01 -3.40054175e-01 -3.86918571e-01 -2.87200238e-01
-3.32748416e-01 -2.18702338e-01 -3.18628755e-02 -4.78550336e-01
-2.63157977e-01 -4.61399835e-01 -2.27121265e-01 -2.58376284e-01
-2.55493057e-01]
[ -9.61986810e-01 -9.58013721e-01 -9.94078887e-01 -7.20227334e-01
-1.04890657e+00 -9.93477620e-01 -5.36415051e-01 -5.80538381e-01
-7.40935119e-01 -5.86066987e-01 -8.06653339e-01 -6.31414023e-01
-9.67183978e-01]
[ -5.11587406e-01 -2.73359164e-01 -4.74191435e-01 -4.25186575e-01
-3.48591429e-01 -3.65606685e-01 -6.20422025e-01 -6.39058590e-01
-6.64677358e-01 -9.72816654e-02 -6.01709963e-01 -8.84657646e-01
-7.33717670e-01]
[ -1.21327783e-01 2.67407948e-02 -3.45379235e-01 -4.93285745e-01
-1.02476464e-01 -7.59184775e-02 -2.14297255e-01 -4.55020319e-01
-1.94181003e-01 4.11170605e-02 -5.44180811e-01 -1.22176268e+00
-7.89718324e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55798515e-01 -1.26211581e-01 1.64032947e-01 -3.00391727e-01
-1.35526550e-01 1.13248728e-01 -1.37077726e-01 1.16680719e-02
-8.51422116e-02 6.64596028e-02 -2.30472049e-01 -4.91225419e-01
-8.46685105e-02]
[ -9.81109562e-02 -2.64383659e-01 -1.81958168e-01 -2.61976356e-01
-4.75168626e-01 -8.77681607e-02 -1.09755246e-01 -1.58763414e-02
-9.02330833e-02 -1.74739925e-02 -2.32228455e-01 -4.45781771e-01
-2.62372966e-01]
[ -6.42984904e-02 -3.74866510e-02 -2.25591592e-01 -2.65428924e-01
1.06938439e-01 -1.60969102e-01 -2.23411162e-01 1.43512164e-01
-2.32318854e-02 1.59505282e-01 -2.22218798e-01 -2.02806440e-02
-7.87294280e-02]
[ 3.76077837e-02 -1.66408093e-01 -1.50047076e-01 -1.03235647e-01
-1.25360949e-01 -1.07482605e-01 1.11664052e-01 -1.45997191e-01
-2.34682254e-02 3.59527785e-02 -5.01541667e-02 -1.50199457e-01
-3.66644837e-02]
[ -2.95051174e-01 -1.34774121e-01 -8.16592275e-02 -1.27455680e-01
-2.94919815e-01 -2.77280491e-01 -3.59958170e-01 -1.28096785e-02
-3.36133595e-01 -2.30044332e-01 1.56224400e-01 -1.24250112e-01
7.27057845e-02]
[ -2.35020932e-01 -1.21188068e-01 -9.71830407e-02 -2.62534533e-02
-8.20598412e-02 -1.21487060e-01 -8.03930057e-02 -1.78140058e-02
-1.42570228e-01 -1.32061489e-01 8.21606853e-03 -2.04795857e-01
-2.00877540e-01]
[ -1.82581824e-01 -7.40887182e-02 -2.31071916e-01 -2.09204869e-01
-1.60066817e-01 -2.07130251e-01 -3.76410830e-01 -1.26266008e-01
1.21064865e-01 -2.55347889e-01 -3.66089952e-01 -4.06031449e-01
-4.75992140e-01]
[ -3.70718185e-01 -5.86503796e-02 -1.52241410e-01 -1.17874760e-01
-4.67668730e-02 -3.14096779e-01 5.18761465e-02 -7.93130981e-02
-1.12246733e-01 4.53129403e-02 3.02870742e-02 -3.33159274e-01
-3.61761257e-01]
[ -1.58834695e-01 -1.38615090e-01 -5.47203529e-02 -2.10712277e-01
-1.24956754e-01 -2.95975287e-01 5.63364315e-02 -1.69309353e-01
-1.96566097e-01 4.66208812e-02 1.98786112e-01 5.29877489e-02
-1.68397722e-01]
[ -1.27073071e-01 -1.71810400e-01 -1.14909914e-01 -3.18657917e-01
9.21182177e-02 -1.79745845e-02 -1.57235464e-01 -1.79529726e-01
1.16910753e-01 -8.50549904e-02 -1.44275093e-01 -5.23821168e-02
-2.88161312e-01]
[ -3.72280385e-02 -3.62201621e-02 -1.50101447e-01 -1.35020530e-01
-2.31873230e-01 6.30450477e-02 -3.84176579e-02 -4.17806647e-02
-2.19761728e-01 -8.74646376e-02 -1.53842593e-01 -3.98016551e-01
-2.23291413e-01]
[ -6.86318935e-02 2.09976706e-02 -1.29413291e-01 -3.52949123e-01
1.18843543e-01 2.00645539e-02 -1.94876665e-01 -1.48818682e-01
1.28122103e-01 -5.28801405e-02 -3.19598114e-01 -3.04597899e-01
-3.30488714e-01]
[ 6.54604330e-02 -2.99925263e-01 -8.83569212e-02 -4.63961938e-01
-2.14548713e-01 -9.16793964e-02 3.14888713e-02 6.85866954e-02
-4.10575640e-02 2.66910187e-01 -5.45859314e-01 -8.96090034e-01
4.66507253e-01]
[ -2.30959761e-01 -2.37378639e-01 -1.34545424e-01 -3.24890049e-01
-2.95118805e-01 -9.51055548e-02 1.94488530e-01 2.68799082e-02
2.71337067e-01 2.09359790e-02 -4.32602611e-01 -1.08721844e+00
6.65421370e-01]
[ -2.33495386e-02 -1.80228323e-01 1.81716114e-02 -3.27574118e-01
-1.65597662e-01 1.63600853e-01 1.98576673e-01 2.41394346e-01
-3.82462389e-02 2.11299072e-01 -2.52005412e-01 -1.18531544e+00
7.77850517e-01]
[ -7.92573299e-03 -3.95455561e-02 -1.27920218e-01 -1.47294777e-01
-1.75759832e-01 -4.89499961e-02 3.13895930e-01 1.59399621e-01
2.54461932e-01 3.51943285e-01 -5.15783124e-01 -1.14048900e+00
8.27296597e-01]
[ -8.95218895e-02 -2.75581062e-01 5.65067111e-02 -3.51892466e-01
-1.46191793e-01 1.15233959e-01 3.91789021e-01 1.42034092e-01
-6.59045599e-02 1.52749560e-01 -5.78067351e-01 -1.12167981e+00
8.76165126e-01]
[ 1.14166402e-01 -8.63381417e-02 1.35647357e-02 -1.63554713e-01
-8.01984454e-02 -1.99167851e-02 2.80663689e-01 3.72165440e-01
4.26986157e-01 2.49009155e-01 -5.74884328e-01 -1.06109680e+00
5.92904133e-01]
[ 3.82141084e-03 -1.45103197e-01 2.35748226e-02 1.80119644e-02
-9.82346855e-02 -2.83281384e-01 1.42903237e-01 3.82210675e-01
3.79432723e-02 1.40476572e-01 -2.83224868e-01 -9.11544949e-01
2.31609819e-01]
[ 1.12439626e-01 8.09548826e-02 1.16483538e-02 2.33633748e-01
-1.07592134e-01 -5.63881000e-02 -5.46496132e-02 -8.82775808e-02
-1.86552968e-01 -7.17831192e-02 -8.02532382e-02 8.95811421e-02
-5.57389244e-01]
[ 5.82277986e-02 -1.27964072e-01 1.51849595e-01 5.30897414e-01
2.30646838e-01 1.01177629e-02 -3.45316640e-01 -3.40664438e-01
1.69021430e-03 -5.52827969e-01 3.31759009e-01 9.20803244e-01
-9.56078392e-01]
[ 2.21756552e-02 7.71536149e-02 -2.14589612e-01 1.28233314e-01
3.53096663e-02 -3.47615098e-03 -2.11827267e-01 -3.62911245e-01
-2.82319952e-01 -2.79175098e-01 -7.10641338e-03 -1.35176962e-01
-1.97716880e-01]
[ -7.46626808e-02 -2.00312363e-01 5.60300205e-02 1.08865018e-02
-1.23404561e-01 -1.37426294e-01 -8.40234873e-02 -7.61404507e-02
1.15407611e-02 -4.19494270e-01 -3.59423684e-01 -2.08175718e-01
1.62776197e-01]
[ -1.33840319e-02 -2.57259771e-01 4.74712313e-02 -3.89741286e-01
-1.82594686e-01 -2.35405212e-01 -3.76080278e-01 -5.64232154e-02
-8.13536178e-02 -1.01557272e-02 -2.41852405e-01 3.31423390e-01
1.75045104e-01]
[ 1.54152694e-01 6.41621541e-02 -1.11276357e-01 -3.91928657e-01
-5.14854837e-02 -1.04738941e-01 -2.70741248e-01 -6.25380938e-02
-2.32753847e-01 -2.79740456e-01 -2.61044828e-01 5.54184199e-01
1.04012521e-01]
[ -1.89541453e-01 -1.71175996e-01 -1.20479896e-01 -3.68703480e-01
-4.28870643e-02 2.30679904e-02 -2.76293605e-01 -3.02260831e-01
-1.81394075e-01 -1.21429412e-01 -2.78084135e-01 4.58170498e-01
-9.52741199e-03]
[ -5.64708006e-02 -1.93747672e-01 -1.70398571e-01 -3.83048950e-01
-3.69949695e-02 3.97198833e-02 -1.59039578e-01 -1.44083402e-01
-2.83427940e-01 -3.74455037e-01 -9.71111667e-02 3.31037396e-01
1.00187702e-01]
[ 9.37945704e-02 9.53185552e-02 -2.06570688e-02 -3.26754407e-01
-3.14765688e-01 4.01447755e-03 -2.40596579e-01 -3.67903471e-01
-3.48985921e-01 -7.27866746e-02 -1.68078376e-01 3.26578366e-01
9.97223661e-02]
[ -5.88124957e-02 -1.11160188e-02 -2.84795802e-01 -1.04628787e-01
6.88763357e-02 1.55048053e-01 -2.51823017e-01 -1.89901670e-01
-5.72383087e-02 -4.32156206e-02 1.51355717e-01 7.60293529e-01
-6.80822759e-02]
[ 1.47131088e-01 3.21831248e-01 -1.94327751e-01 7.99847298e-01
1.04359501e-01 4.07105980e-03 -1.86915439e-01 -3.65119345e-01
-2.16895138e-01 -2.97506674e-01 7.65613770e-01 8.97118881e-01
-1.47227313e+00]
[ 6.16836726e-03 1.61115577e-01 5.82646977e-02 4.27702319e-01
-1.02361090e-02 -6.35407594e-02 -2.62803319e-01 -3.15742342e-01
-2.70942849e-01 -1.79993645e-01 6.00404830e-01 8.85880551e-01
-1.41132288e+00]
[ -2.15815294e-02 -1.45233811e-01 -1.46528104e-01 3.39174057e-01
-1.89105452e-01 2.38534106e-01 -1.81738538e-02 -1.45672157e-01
-2.24094699e-01 -3.18634734e-01 2.06001268e-01 5.13323361e-01
-7.28147355e-01]
[ 8.72270309e-02 -3.84016181e-01 -5.02057062e-02 3.26106090e-02
-1.19469248e-01 2.00150589e-01 9.65718766e-02 1.83293655e-01
-1.85501295e-01 1.77079919e-02 -6.04453686e-02 2.78697041e-01
-3.98753635e-01]
[ 2.13325448e-01 -2.96396727e-01 -1.18439834e-01 -6.55175491e-02
-2.18316273e-01 1.22809680e-01 4.90411034e-02 -1.16820091e-01
-6.13329189e-02 -3.20270555e-02 -1.64332224e-01 -2.21256203e-01
-2.40574805e-01]
[ -1.30999557e-01 -8.19910875e-02 3.86210673e-02 -2.52903683e-01
-6.12680880e-02 -1.41214763e-01 6.26032727e-02 9.86847922e-03
-9.37079328e-02 3.70314813e-02 -3.36912375e-01 -5.05451626e-01
-1.16897151e-01]
[ -1.43548475e-01 -1.34346397e-01 -6.93437942e-02 -2.92986166e-01
-3.44407162e-01 -2.89378876e-01 1.67361335e-01 1.50758805e-01
9.28771807e-03 1.28141006e-01 -2.86274037e-01 -8.98683573e-01
3.48838292e-02]
[ -1.30600836e-01 -2.49449889e-01 -3.05337598e-01 -1.05625166e+00
-3.03920838e-01 -2.09366693e-01 -8.66317794e-02 -4.76863954e-02
4.85415305e-02 -4.90340496e-01 -8.15024297e-01 -6.91098967e-01
-1.47667436e+00]
[ -1.26544407e-01 1.35865813e-01 1.23160947e-02 1.92485537e-01
-1.99703650e-01 -1.77623374e-01 -1.71337367e-01 6.91370333e-04
-1.51592972e-01 -1.31040390e-01 -9.16108328e-02 -3.73708369e-01
9.78120779e-02]
[ -3.65352412e-01 -1.18729586e-01 -2.73324056e-01 3.94863822e-01
-2.00436987e-01 -2.33075944e-01 -1.64096824e-01 -9.42963308e-02
1.31715438e-03 4.59858178e-02 1.32987429e-01 -3.51033523e-01
3.04224460e-01]
[ -1.31814940e-01 -5.05263491e-02 -2.54572658e-01 2.56840689e-01
-2.28379184e-01 -2.79946232e-01 -3.94857386e-01 -3.96611686e-02
8.36034833e-03 -9.42506261e-02 -1.53680550e-01 -2.97732745e-01
2.21501664e-01]
[ -2.58547244e-01 -5.32515715e-01 -3.41574137e-01 6.73447522e-02
-3.17342863e-01 -2.34191506e-01 -2.16842142e-01 -2.30082836e-01
-1.48289123e-02 -2.73521962e-01 1.08898916e-02 -3.35740141e-01
1.09437124e-01]
[ -2.27894111e-01 -2.95958070e-01 -3.22767520e-01 -5.44199231e-02
-8.66152103e-02 -1.51905646e-01 -1.12758522e-01 2.87746511e-02
-2.12511665e-01 -5.11545133e-01 -2.25579312e-01 -2.89617383e-01
-2.73269974e-02]
[ -8.75585977e-02 -2.35988589e-02 -2.44732170e-01 -1.12809929e+00
-2.81245599e-01 -2.59822985e-01 1.45783630e-01 -4.93439721e-01
1.52489225e-01 -2.06923802e-01 -8.07912256e-01 -4.45188645e-01
-1.38974794e+00]]
Progress: 34.8% ... Training loss: 0.177 ... Validation loss: 0.319[[-0.25976481]
[ 0.22911684]
[-0.06921576]
[ 1.43458431]
[ 0.25143993]
[-0.03631816]
[-0.97907578]
[-0.78047937]
[-0.53525455]
[-0.81526967]
[ 1.33713681]
[ 3.06543204]
[-2.61942565]]
[[ -5.17796518e-01 -4.91064228e-01 -5.91542269e-01 9.62646725e-02
-2.87709708e-01 -5.96422611e-01 1.30411751e-01 -2.26084688e-01
-2.66172035e-01 -2.99869855e-01 3.31112970e-01 1.11553457e+00
3.60111094e-01]
[ 1.28531281e-02 -1.34082059e-01 4.79963343e-02 -1.30265040e-01
-3.82591121e-02 5.83619414e-02 -8.21371258e-02 1.85397231e-01
-1.50796407e-01 -1.71992846e-01 -1.46131038e-01 -1.13373865e-01
-1.77544922e-01]
[ -2.95990073e-01 1.33473414e-01 -3.96065377e-02 2.64698447e-02
7.29033945e-02 -1.37365243e-01 -1.46017003e-01 -1.93727952e-01
2.76488663e-01 -5.89353850e-01 8.04851205e-02 6.81439828e-01
8.51970852e-01]
[ 2.76704199e-01 -2.47780081e-01 -2.74968981e-01 1.54373594e-01
-2.67359832e-01 1.20226628e-02 6.58168400e-01 -6.26114490e-01
3.76470780e-01 -1.65707608e-01 -4.89231069e-02 -3.20980360e-01
-3.72852623e-01]
[ 1.40334456e-01 1.70986919e-02 1.14249031e-01 -1.43250069e-01
-2.00432070e-02 7.41945191e-02 -1.83042636e-01 -1.80188770e-01
6.78760161e-02 2.35322633e-01 3.14592002e-02 -6.66357384e-02
-7.61681168e-02]
[ -4.91764108e-01 -6.21580083e-01 -6.01216932e-01 -5.85549798e-01
-5.96021905e-01 -5.65557979e-01 -4.37192267e-01 -1.59753225e-01
-4.97193705e-01 -2.42890850e-01 -6.13088982e-01 -9.24832091e-01
-7.35008946e-01]
[ -4.13142377e-01 -5.93570292e-01 -3.29323372e-01 -4.63252129e-01
-4.17998344e-01 -5.66008358e-01 -3.87908764e-01 -4.99922013e-01
-3.10363545e-01 -9.60558597e-02 -4.97312980e-01 -5.54048543e-01
-6.88317139e-01]
[ -3.46359461e-01 -3.48537579e-01 -4.89754768e-01 -1.57424206e-01
-3.24791856e-01 -4.28026782e-01 -2.55391333e-01 -2.92636191e-01
-2.68929988e-01 -5.98996241e-01 -3.42119407e-01 -8.46668439e-01
-6.82661148e-01]
[ -4.64639374e-01 -3.39603219e-01 -3.86969856e-01 -2.83816537e-01
-3.32210404e-01 -2.18748419e-01 -3.24209844e-02 -4.79920336e-01
-2.63671027e-01 -4.61643193e-01 -2.23950762e-01 -2.60992242e-01
-2.63990061e-01]
[ -9.61553727e-01 -9.58256139e-01 -9.93961379e-01 -7.20218052e-01
-1.04874703e+00 -9.93441892e-01 -5.35582999e-01 -5.81322397e-01
-7.39962871e-01 -5.84505005e-01 -8.05243132e-01 -6.31045277e-01
-9.69187804e-01]
[ -5.11711545e-01 -2.73353568e-01 -4.74235064e-01 -4.26417898e-01
-3.48681398e-01 -3.65614286e-01 -6.21069404e-01 -6.39654727e-01
-6.64773734e-01 -9.81529536e-02 -6.03241345e-01 -8.87430394e-01
-7.33528692e-01]
[ -1.21674817e-01 2.69548753e-02 -3.45401517e-01 -4.94357778e-01
-1.02478833e-01 -7.59477616e-02 -2.15256410e-01 -4.54516576e-01
-1.94959000e-01 4.11210786e-02 -5.44777516e-01 -1.22307910e+00
-7.86510605e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55760894e-01 -1.26267480e-01 1.64052193e-01 -3.00896857e-01
-1.35579881e-01 1.13258269e-01 -1.36949027e-01 1.22442643e-02
-8.51338025e-02 6.70747897e-02 -2.31322071e-01 -4.92737662e-01
-8.50207772e-02]
[ -9.83317267e-02 -2.64406567e-01 -1.81963826e-01 -2.60888038e-01
-4.75160966e-01 -8.77809627e-02 -1.10786626e-01 -1.61797033e-02
-9.03872732e-02 -1.81151627e-02 -2.32189814e-01 -4.48447749e-01
-2.62122329e-01]
[ -6.43376859e-02 -3.74537614e-02 -2.25609659e-01 -2.66186155e-01
1.07070911e-01 -1.60971848e-01 -2.24166302e-01 1.42004799e-01
-2.36744047e-02 1.58408966e-01 -2.22168299e-01 -1.47721880e-02
-8.06770224e-02]
[ 3.81742321e-02 -1.66795952e-01 -1.49940105e-01 -1.06196390e-01
-1.25765632e-01 -1.07426957e-01 1.14661737e-01 -1.44505662e-01
-2.20499118e-02 3.84865999e-02 -5.20717833e-02 -1.54530110e-01
-3.13655482e-02]
[ -2.95368289e-01 -1.34463456e-01 -8.17488821e-02 -1.24470157e-01
-2.94554746e-01 -2.77326247e-01 -3.61423470e-01 -1.44548986e-02
-3.37055954e-01 -2.31296079e-01 1.59383316e-01 -1.18035581e-01
6.67145108e-02]
[ -2.34991578e-01 -1.21202331e-01 -9.71669804e-02 -2.70817427e-02
-8.21243152e-02 -1.21485845e-01 -7.99471234e-02 -1.73737538e-02
-1.42215588e-01 -1.31762887e-01 7.68651348e-03 -2.06243764e-01
-1.99347237e-01]
[ -1.83003850e-01 -7.42041439e-02 -2.31043979e-01 -2.11326250e-01
-1.60318413e-01 -2.07146412e-01 -3.78590002e-01 -1.24624808e-01
1.20618805e-01 -2.55966256e-01 -3.68237604e-01 -4.09795654e-01
-4.69892696e-01]
[ -3.70738936e-01 -5.84877775e-02 -1.52253478e-01 -1.16198348e-01
-4.65939066e-02 -3.14103062e-01 5.14519370e-02 -7.97472752e-02
-1.12451168e-01 4.50757799e-02 3.19587858e-02 -3.30091501e-01
-3.62363213e-01]
[ -1.58312767e-01 -1.39021060e-01 -5.46543277e-02 -2.15089905e-01
-1.25358787e-01 -2.95910124e-01 5.86510740e-02 -1.68842088e-01
-1.95432516e-01 4.81730614e-02 1.95317619e-01 5.03722747e-02
-1.62530554e-01]
[ -1.27050412e-01 -1.71536042e-01 -1.14918479e-01 -3.16136211e-01
9.24743050e-02 -1.79907388e-02 -1.57216724e-01 -1.80386448e-01
1.16709117e-01 -8.47284701e-02 -1.41733863e-01 -5.54236591e-02
-2.93393901e-01]
[ -3.73713034e-02 -3.60208789e-02 -1.50148516e-01 -1.33839210e-01
-2.31688334e-01 6.30168426e-02 -3.90056202e-02 -4.23123793e-02
-2.20079949e-01 -8.81132890e-02 -1.52905175e-01 -3.97196985e-01
-2.26583008e-01]
[ -6.86848711e-02 2.09974552e-02 -1.29416853e-01 -3.53146071e-01
1.18867705e-01 2.00599376e-02 -1.95113632e-01 -1.49032969e-01
1.27994452e-01 -5.30183284e-02 -3.19801073e-01 -3.04550641e-01
-3.30725054e-01]
[ 6.53103101e-02 -2.99853037e-01 -8.83767616e-02 -4.63765666e-01
-2.14468765e-01 -9.16933242e-02 3.06217420e-02 6.83586107e-02
-4.15099923e-02 2.66532173e-01 -5.45681067e-01 -8.95310039e-01
4.66418324e-01]
[ -2.30848276e-01 -2.37423463e-01 -1.34525689e-01 -3.25481014e-01
-2.95169959e-01 -9.50926271e-02 1.95108169e-01 2.71136607e-02
2.71660919e-01 2.14222745e-02 -4.33076900e-01 -1.08779502e+00
6.66520731e-01]
[ -2.33651300e-02 -1.80221339e-01 1.81654697e-02 -3.27764672e-01
-1.65592035e-01 1.63598848e-01 1.98613548e-01 2.41559875e-01
-3.82744262e-02 2.11276312e-01 -2.52132078e-01 -1.18571353e+00
7.77970581e-01]
[ -8.15068707e-03 -3.93590087e-02 -1.27970607e-01 -1.46214205e-01
-1.75600672e-01 -4.89831504e-02 3.12916307e-01 1.58738281e-01
2.53957474e-01 3.51015999e-01 -5.15018494e-01 -1.14004298e+00
8.25255858e-01]
[ -8.94989634e-02 -2.75598373e-01 5.65101646e-02 -3.52107391e-01
-1.46215941e-01 1.15237242e-01 3.91963255e-01 1.42088638e-01
-6.58178727e-02 1.52794399e-01 -5.78183679e-01 -1.12186232e+00
8.76605210e-01]
[ 1.14235294e-01 -8.63702991e-02 1.35705343e-02 -1.63717310e-01
-8.02270507e-02 -1.99249849e-02 2.82010855e-01 3.72672916e-01
4.27682990e-01 2.49725926e-01 -5.75338780e-01 -1.06354903e+00
5.93696483e-01]
[ 3.91706165e-03 -1.45159193e-01 2.35831025e-02 1.76241676e-02
-9.83064537e-02 -2.83273428e-01 1.43814760e-01 3.82310966e-01
3.84961741e-02 1.40681006e-01 -2.83773308e-01 -9.13960415e-01
2.32418893e-01]
[ 1.12563161e-01 8.07990776e-02 1.16948558e-02 2.33674645e-01
-1.07734417e-01 -5.63679943e-02 -5.44214560e-02 -8.83914908e-02
-1.86091587e-01 -7.17609171e-02 -8.03833204e-02 8.82434287e-02
-5.56974434e-01]
[ 5.81642977e-02 -1.27882820e-01 1.51818006e-01 5.31819894e-01
2.30763177e-01 1.01096033e-02 -3.45560116e-01 -3.41180098e-01
1.54946418e-03 -5.53261928e-01 3.32622566e-01 9.22825755e-01
-9.57018606e-01]
[ 2.20864796e-02 7.71851767e-02 -2.14596326e-01 1.28978133e-01
3.53781908e-02 -3.48346998e-03 -2.12385236e-01 -3.62994776e-01
-2.82538943e-01 -2.79452272e-01 -6.56167693e-03 -1.34100102e-01
-1.98347057e-01]
[ -7.46434078e-02 -2.00455595e-01 5.60694568e-02 9.43614210e-03
-1.23539717e-01 -1.37420724e-01 -8.36978449e-02 -7.53474534e-02
1.20374076e-02 -4.19242478e-01 -3.60343619e-01 -2.11498446e-01
1.66165631e-01]
[ -1.39861896e-02 -2.56846969e-01 4.73395346e-02 -3.88163338e-01
-1.82112988e-01 -2.35467263e-01 -3.78704190e-01 -5.92726845e-02
-8.27798585e-02 -1.25498949e-02 -2.39711125e-01 3.39131457e-01
1.72659712e-01]
[ 1.54316839e-01 6.38819196e-02 -1.11223535e-01 -3.94028792e-01
-5.18167636e-02 -1.04710812e-01 -2.69763260e-01 -6.15529917e-02
-2.31868607e-01 -2.79227678e-01 -2.63330905e-01 5.48431565e-01
1.09690989e-01]
[ -1.89228160e-01 -1.71488191e-01 -1.20410806e-01 -3.71199069e-01
-4.32697506e-02 2.31117207e-02 -2.74608321e-01 -3.01027631e-01
-1.80593033e-01 -1.19944878e-01 -2.80029289e-01 4.52181764e-01
-4.83933972e-03]
[ -5.61427395e-02 -1.94030832e-01 -1.70360094e-01 -3.86444312e-01
-3.72978298e-02 3.97523386e-02 -1.57323645e-01 -1.43848643e-01
-2.82338637e-01 -3.73891846e-01 -9.99047094e-02 3.28930732e-01
1.04361653e-01]
[ 9.32758104e-02 9.56856998e-02 -2.07106359e-02 -3.26624400e-01
-3.14527953e-01 3.96367024e-03 -2.43058428e-01 -3.67849902e-01
-3.50174600e-01 -7.35571266e-02 -1.67799271e-01 3.30069289e-01
1.00473660e-01]
[ -5.88168221e-02 -1.07434441e-02 -2.84876757e-01 -1.03913250e-01
6.94959507e-02 1.55014711e-01 -2.52236567e-01 -1.93301901e-01
-5.77983608e-02 -4.49447268e-02 1.54761501e-01 7.69665186e-01
-7.57017856e-02]
[ 1.47372507e-01 3.21705461e-01 -1.94257185e-01 8.01606358e-01
1.04274601e-01 4.10072610e-03 -1.88636875e-01 -3.64367906e-01
-2.17338213e-01 -2.96596638e-01 7.67136745e-01 8.98982217e-01
-1.47507491e+00]
[ 6.45051552e-03 1.60814891e-01 5.83501235e-02 4.26860098e-01
-1.04763710e-02 -6.35007123e-02 -2.61650089e-01 -3.14237303e-01
-2.70542910e-01 -1.78111481e-01 5.98748152e-01 8.79789419e-01
-1.41201258e+00]
[ -2.16646969e-02 -1.45125471e-01 -1.46550625e-01 3.40516568e-01
-1.88996080e-01 2.38520342e-01 -1.87641519e-02 -1.46199205e-01
-2.24405310e-01 -3.18932760e-01 2.07304954e-01 5.16307843e-01
-7.29777591e-01]
[ 8.74287699e-02 -3.84174666e-01 -5.01540559e-02 3.21565274e-02
-1.19691956e-01 2.00188040e-01 9.81537426e-02 1.84262843e-01
-1.84889875e-01 1.87300275e-02 -6.15203924e-02 2.73722842e-01
-3.98386913e-01]
[ 2.13283061e-01 -2.96335645e-01 -1.18446518e-01 -6.51351273e-02
-2.18294186e-01 1.22808475e-01 4.86306742e-02 -1.16652257e-01
-6.17687101e-02 -3.17112076e-02 -1.64185301e-01 -2.20239168e-01
-2.41461884e-01]
[ -1.31036425e-01 -8.18803503e-02 3.86096761e-02 -2.51784267e-01
-6.11560636e-02 -1.41221348e-01 6.19331127e-02 9.39198285e-03
-9.41362766e-02 3.69941558e-02 -3.36228912e-01 -5.02859250e-01
-1.19385176e-01]
[ -1.43728122e-01 -1.34270518e-01 -6.93619425e-02 -2.93007595e-01
-3.44334285e-01 -2.89400835e-01 1.67369148e-01 1.50983444e-01
9.11795499e-03 1.27687068e-01 -2.86299637e-01 -9.00158581e-01
3.57547903e-02]
[ -1.31450347e-01 -2.48824440e-01 -3.05510283e-01 -1.05364933e+00
-3.03133456e-01 -2.09452528e-01 -9.09771769e-02 -5.18799262e-02
4.59411373e-02 -4.93929810e-01 -8.11199825e-01 -6.74880098e-01
-1.48192567e+00]
[ -1.26567019e-01 1.35845365e-01 1.23014512e-02 1.92524266e-01
-1.99690396e-01 -1.77623786e-01 -1.71209909e-01 4.96931319e-04
-1.51344671e-01 -1.31426575e-01 -9.15929923e-02 -3.74247633e-01
9.77741851e-02]
[ -3.64851241e-01 -1.19189093e-01 -2.73205030e-01 3.91764497e-01
-2.00930833e-01 -2.33009965e-01 -1.62161839e-01 -9.27341386e-02
2.69049041e-03 4.73107453e-02 1.29911201e-01 -3.55382844e-01
3.10068644e-01]
[ -1.31385404e-01 -5.08153989e-02 -2.54498439e-01 2.55149288e-01
-2.28725492e-01 -2.79897862e-01 -3.93523442e-01 -3.86662178e-02
8.92772333e-03 -9.23785602e-02 -1.54935630e-01 -3.04755587e-01
2.24905791e-01]
[ -2.58154315e-01 -5.32816611e-01 -3.41489276e-01 6.56430770e-02
-3.17754377e-01 -2.34132027e-01 -2.15745529e-01 -2.28680051e-01
-1.38876984e-02 -2.72148021e-01 9.24748198e-03 -3.39116784e-01
1.13546913e-01]
[ -2.28296168e-01 -2.95675060e-01 -3.22857611e-01 -5.17782673e-02
-8.60476069e-02 -1.51979015e-01 -1.15475246e-01 2.63300539e-02
-2.13417623e-01 -5.13342681e-01 -2.22213119e-01 -2.85906246e-01
-3.49822411e-02]
[ -8.76461448e-02 -2.34601601e-02 -2.44681259e-01 -1.12918368e+00
-2.81294975e-01 -2.59838353e-01 1.47578271e-01 -4.91443492e-01
1.52963224e-01 -2.05026977e-01 -8.09864924e-01 -4.53551001e-01
-1.38876872e+00]]
Progress: 34.9% ... Training loss: 0.177 ... Validation loss: 0.321[[-0.25636556]
[ 0.23101103]
[-0.0694041 ]
[ 1.43120191]
[ 0.25059791]
[-0.03614679]
[-0.97795461]
[-0.78427422]
[-0.53405696]
[-0.81501815]
[ 1.33507155]
[ 3.06449461]
[-2.63243209]]
[[ -5.18066356e-01 -4.90931009e-01 -5.91526473e-01 9.12927660e-02
-2.87851982e-01 -5.96401732e-01 1.32752102e-01 -2.23935821e-01
-2.65694909e-01 -2.98842500e-01 3.28362321e-01 1.11200197e+00
3.74432461e-01]
[ 1.28071133e-02 -1.33755934e-01 4.79482054e-02 -1.29220544e-01
-3.79855956e-02 5.83390692e-02 -8.17971160e-02 1.84469894e-01
-1.51164803e-01 -1.71849411e-01 -1.45402609e-01 -1.09859678e-01
-1.81001215e-01]
[ -2.95840292e-01 1.33968352e-01 -3.96936649e-02 2.74672039e-02
7.31445286e-02 -1.37355547e-01 -1.47150973e-01 -1.94823510e-01
2.75395071e-01 -5.88772683e-01 8.40651810e-02 6.96976235e-01
8.52470108e-01]
[ 2.75142102e-01 -2.47113684e-01 -2.75115388e-01 1.56592394e-01
-2.66791859e-01 1.18853165e-02 6.52046562e-01 -6.27469720e-01
3.73714705e-01 -1.70270188e-01 -4.52965398e-02 -3.14638772e-01
-3.78785731e-01]
[ 1.39551092e-01 1.79189061e-02 1.14034371e-01 -1.33438377e-01
-1.88770904e-02 7.41132184e-02 -1.90858690e-01 -1.85259330e-01
6.43497432e-02 2.32846396e-01 4.04111910e-02 -4.34981983e-02
-9.65636271e-02]
[ -4.91980179e-01 -6.21530895e-01 -6.01234846e-01 -5.85876350e-01
-5.96032789e-01 -5.65580449e-01 -4.37498468e-01 -1.59382164e-01
-4.97435873e-01 -2.43036137e-01 -6.14193449e-01 -9.30428235e-01
-7.32838636e-01]
[ -4.13011151e-01 -5.93655036e-01 -3.29310198e-01 -4.66445086e-01
-4.18008008e-01 -5.65979505e-01 -3.86298104e-01 -4.99894927e-01
-3.10205758e-01 -9.50034007e-02 -4.98120874e-01 -5.50087564e-01
-6.86008262e-01]
[ -3.47381743e-01 -3.47503432e-01 -4.89917667e-01 -1.53481050e-01
-3.24077678e-01 -4.28136756e-01 -2.59724513e-01 -2.93524712e-01
-2.71425759e-01 -6.01283647e-01 -3.37542103e-01 -8.35462406e-01
-6.82714155e-01]
[ -4.63954410e-01 -3.40355643e-01 -3.86782869e-01 -2.89227627e-01
-3.33077668e-01 -2.18632687e-01 -2.77943981e-02 -4.76989333e-01
-2.61223561e-01 -4.59157615e-01 -2.30139394e-01 -2.79407199e-01
-2.53972504e-01]
[ -9.60985630e-01 -9.58492926e-01 -9.93821164e-01 -7.25764539e-01
-1.04927821e+00 -9.93346648e-01 -5.31090192e-01 -5.77328989e-01
-7.38690297e-01 -5.80651995e-01 -8.09634414e-01 -6.39448680e-01
-9.54686488e-01]
[ -5.12101011e-01 -2.73276432e-01 -4.74276864e-01 -4.26061517e-01
-3.48542042e-01 -3.65652649e-01 -6.22307203e-01 -6.40236660e-01
-6.65238185e-01 -9.94473616e-02 -6.02814231e-01 -8.86853316e-01
-7.32852870e-01]
[ -1.22275610e-01 2.73606943e-02 -3.45480585e-01 -4.94155113e-01
-1.02260649e-01 -7.59925021e-02 -2.16913553e-01 -4.55487423e-01
-1.95899810e-01 3.96678212e-02 -5.44337037e-01 -1.22409686e+00
-7.87244006e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55967832e-01 -1.26179527e-01 1.64027250e-01 -3.00233994e-01
-1.35471191e-01 1.13234769e-01 -1.37822363e-01 1.19199663e-02
-8.55748368e-02 6.66267190e-02 -2.31174134e-01 -4.93477911e-01
-8.52926866e-02]
[ -9.84755753e-02 -2.64314152e-01 -1.81985416e-01 -2.60788745e-01
-4.75077809e-01 -8.77965849e-02 -1.10897921e-01 -1.62807388e-02
-9.05920358e-02 -1.85457476e-02 -2.32064599e-01 -4.48591048e-01
-2.62323631e-01]
[ -6.43889183e-02 -3.75484320e-02 -2.25580964e-01 -2.67236717e-01
1.06964966e-01 -1.60962509e-01 -2.24630994e-01 1.42641582e-01
-2.37368838e-02 1.58669461e-01 -2.23168187e-01 -1.62548775e-02
-7.80692175e-02]
[ 3.84138066e-02 -1.66844281e-01 -1.49933208e-01 -1.07047946e-01
-1.25805579e-01 -1.07401283e-01 1.16495557e-01 -1.44668616e-01
-2.13860816e-02 3.92089129e-02 -5.27354512e-02 -1.56929470e-01
-3.15300416e-02]
[ -2.95373819e-01 -1.34383528e-01 -8.17851346e-02 -1.25697030e-01
-2.94406409e-01 -2.77334342e-01 -3.61155147e-01 -1.48599142e-02
-3.37543556e-01 -2.30873565e-01 1.59831365e-01 -1.11472934e-01
6.58256151e-02]
[ -2.34834286e-01 -1.21414507e-01 -9.71106165e-02 -2.88006029e-02
-8.24056657e-02 -1.21460920e-01 -7.86285336e-02 -1.62821395e-02
-1.41407335e-01 -1.31089039e-01 6.15129352e-03 -2.11046379e-01
-1.95128529e-01]
[ -1.83126756e-01 -7.39329946e-02 -2.31089089e-01 -2.09873468e-01
-1.60091368e-01 -2.07174205e-01 -3.79302325e-01 -1.25751796e-01
1.20098795e-01 -2.56305652e-01 -3.67054755e-01 -4.06732896e-01
-4.72117342e-01]
[ -3.70829080e-01 -5.83285811e-02 -1.52288802e-01 -1.15554316e-01
-4.64541494e-02 -3.14116349e-01 5.06968487e-02 -8.03788406e-02
-1.12863294e-01 4.47055420e-02 3.27876180e-02 -3.27098652e-01
-3.63501808e-01]
[ -1.59015988e-01 -1.38555216e-01 -5.46933435e-02 -2.14392454e-01
-1.25142739e-01 -2.95957486e-01 5.66020149e-02 -1.67485609e-01
-1.96672190e-01 4.74073228e-02 1.96367072e-01 5.19207571e-02
-1.55351530e-01]
[ -1.26494476e-01 -1.72015783e-01 -1.14802311e-01 -3.19676459e-01
9.18282306e-02 -1.79034994e-02 -1.54184936e-01 -1.78902182e-01
1.18553176e-01 -8.32649308e-02 -1.45269673e-01 -6.53037862e-02
-2.88473805e-01]
[ -3.72559421e-02 -3.61680422e-02 -1.50118913e-01 -1.34755930e-01
-2.31808601e-01 6.30379523e-02 -3.82500366e-02 -4.17377300e-02
-2.19808834e-01 -8.78156640e-02 -1.53751398e-01 -3.99618694e-01
-2.25234167e-01]
[ -6.88513783e-02 2.10692173e-02 -1.29432995e-01 -3.52385113e-01
1.18964620e-01 2.00394484e-02 -1.95758079e-01 -1.48984275e-01
1.27642198e-01 -5.33992890e-02 -3.19526288e-01 -3.05691420e-01
-3.31665950e-01]
[ 6.52139841e-02 -2.99803668e-01 -8.83992337e-02 -4.64108537e-01
-2.14429077e-01 -9.17056102e-02 3.09851569e-02 6.82670602e-02
-4.15073337e-02 2.66415987e-01 -5.46080855e-01 -8.96916128e-01
4.67225294e-01]
[ -2.30718812e-01 -2.37540529e-01 -1.34493931e-01 -3.26921090e-01
-2.95282558e-01 -9.50772983e-02 1.96281588e-01 2.78578171e-02
2.72218448e-01 2.22156487e-02 -4.34293301e-01 -1.09022888e+00
6.69879060e-01]
[ -2.33214212e-02 -1.80281948e-01 1.81814186e-02 -3.28245941e-01
-1.65658810e-01 1.63606903e-01 1.98981624e-01 2.41877073e-01
-3.81073790e-02 2.11591622e-01 -2.52663817e-01 -1.18659948e+00
7.79209767e-01]
[ -8.34833291e-03 -3.93053715e-02 -1.27988719e-01 -1.46948744e-01
-1.75570164e-01 -4.90070355e-02 3.12970136e-01 1.58710941e-01
2.53817393e-01 3.50729891e-01 -5.15570884e-01 -1.14182807e+00
8.27757433e-01]
[ -8.97592891e-02 -2.75418342e-01 5.64624395e-02 -3.50805219e-01
-1.46014808e-01 1.15199992e-01 3.90930069e-01 1.41664447e-01
-6.64085310e-02 1.51952495e-01 -5.77337193e-01 -1.12154135e+00
8.74212824e-01]
[ 1.14217286e-01 -8.64055528e-02 1.35747983e-02 -1.63881585e-01
-8.02540859e-02 -1.99292810e-02 2.82451841e-01 3.72801696e-01
4.27846311e-01 2.49776061e-01 -5.75617250e-01 -1.06497796e+00
5.94372209e-01]
[ 3.91028519e-03 -1.45135886e-01 2.35771798e-02 1.80826391e-02
-9.82799179e-02 -2.83276958e-01 1.43996067e-01 3.82216871e-01
3.85675226e-02 1.40494777e-01 -2.83451486e-01 -9.14389503e-01
2.31193083e-01]
[ 1.12508003e-01 8.08646033e-02 1.16784751e-02 2.34463255e-01
-1.07686087e-01 -5.63723360e-02 -5.49215662e-02 -8.86698383e-02
-1.86230063e-01 -7.19684138e-02 -7.96719774e-02 9.01242639e-02
-5.57679591e-01]
[ 5.84103172e-02 -1.28025559e-01 1.51862567e-01 5.31426023e-01
2.30529366e-01 1.01435937e-02 -3.44126489e-01 -3.40557458e-01
2.32901610e-03 -5.52833365e-01 3.32063875e-01 9.18811276e-01
-9.57601157e-01]
[ 2.21589145e-02 7.70376464e-02 -2.14578133e-01 1.27499153e-01
3.51912977e-02 -3.46105132e-03 -2.11562772e-01 -3.63052385e-01
-2.82025785e-01 -2.79438166e-01 -7.95735526e-03 -1.36770242e-01
-1.95656187e-01]
[ -7.45793782e-02 -2.00486811e-01 5.60762729e-02 8.12850386e-03
-1.23605697e-01 -1.37413176e-01 -8.29724073e-02 -7.53356874e-02
1.23035316e-02 -4.19122824e-01 -3.61348440e-01 -2.12804042e-01
1.68227084e-01]
[ -1.39013222e-02 -2.57043000e-01 4.73780266e-02 -3.89457032e-01
-1.82312763e-01 -2.35452748e-01 -3.78343403e-01 -5.84759695e-02
-8.21983890e-02 -1.23925471e-02 -2.40650908e-01 3.35201104e-01
1.76072018e-01]
[ 1.54163213e-01 6.38073781e-02 -1.11195472e-01 -3.94329086e-01
-5.18324790e-02 -1.04710791e-01 -2.70866770e-01 -6.12457028e-02
-2.32158325e-01 -2.79443889e-01 -2.63536996e-01 5.48909348e-01
1.11868235e-01]
[ -1.89031877e-01 -1.71877257e-01 -1.20306410e-01 -3.74457511e-01
-4.37831421e-02 2.31519540e-02 -2.72989793e-01 -2.98854707e-01
-1.79575111e-01 -1.18684418e-01 -2.83322155e-01 4.41579850e-01
4.48200379e-03]
[ -5.63827064e-02 -1.93801092e-01 -1.70448282e-01 -3.87664456e-01
-3.71038341e-02 3.97288744e-02 -1.58587358e-01 -1.44315404e-01
-2.83497544e-01 -3.74654146e-01 -9.93221363e-02 3.36639833e-01
1.04395634e-01]
[ 9.25621528e-02 9.61920203e-02 -2.07833407e-02 -3.24888532e-01
-3.14126826e-01 3.90464795e-03 -2.46289787e-01 -3.68024998e-01
-3.51800042e-01 -7.49792593e-02 -1.65110777e-01 3.36694489e-01
9.91560691e-02]
[ -5.88868864e-02 -1.04872963e-02 -2.84915191e-01 -1.02264927e-01
6.97344367e-02 1.54996112e-01 -2.52634582e-01 -1.94327121e-01
-5.83164505e-02 -4.49633741e-02 1.55835297e-01 7.73861946e-01
-7.95232367e-02]
[ 1.47303909e-01 3.21855796e-01 -1.94276583e-01 8.03697854e-01
1.04416996e-01 4.09529018e-03 -1.89424474e-01 -3.64668334e-01
-2.17845921e-01 -2.97001584e-01 7.68983583e-01 9.02508644e-01
-1.47732411e+00]
[ 6.46495822e-03 1.60896046e-01 5.83337194e-02 4.27897335e-01
-1.03795398e-02 -6.35004923e-02 -2.61774121e-01 -3.14259210e-01
-2.70685970e-01 -1.78040386e-01 5.99767501e-01 8.82273922e-01
-1.41319507e+00]
[ -2.11384430e-02 -1.45474216e-01 -1.46457905e-01 3.38395603e-01
-1.89343325e-01 2.38581358e-01 -1.62698331e-02 -1.45549452e-01
-2.23168137e-01 -3.17171079e-01 2.04603813e-01 5.08959120e-01
-7.27838331e-01]
[ 8.74637090e-02 -3.84103456e-01 -5.01537273e-02 3.28815357e-02
-1.19616197e-01 2.00190561e-01 9.80625874e-02 1.84137401e-01
-1.85133316e-01 1.90368563e-02 -6.09029299e-02 2.75369521e-01
-4.00459985e-01]
[ 2.13337720e-01 -2.96236880e-01 -1.18464872e-01 -6.52846008e-02
-2.18218343e-01 1.22808222e-01 4.86943739e-02 -1.16829703e-01
-6.19260586e-02 -3.14197502e-02 -1.64103865e-01 -2.19051406e-01
-2.42150525e-01]
[ -1.31053107e-01 -8.18253803e-02 3.85986024e-02 -2.51413661e-01
-6.11015339e-02 -1.41224715e-01 6.17748816e-02 9.14991371e-03
-9.42412711e-02 3.68900885e-02 -3.35972299e-01 -5.02209439e-01
-1.20182212e-01]
[ -1.43720550e-01 -1.34302064e-01 -6.93529671e-02 -2.93466300e-01
-3.44363861e-01 -2.89398831e-01 1.67558029e-01 1.51180354e-01
9.24589182e-03 1.27788629e-01 -2.86791678e-01 -9.01268280e-01
3.70156613e-02]
[ -1.31720176e-01 -2.48645472e-01 -3.05569207e-01 -1.05379736e+00
-3.02915366e-01 -2.09459521e-01 -9.21713068e-02 -5.30532100e-02
4.49838683e-02 -4.95330729e-01 -8.10140661e-01 -6.66773392e-01
-1.48784757e+00]
[ -1.26372001e-01 1.35797156e-01 1.23414696e-02 1.91514378e-01
-1.99763461e-01 -1.77604711e-01 -1.69652291e-01 8.69234903e-04
-1.50997462e-01 -1.29963384e-01 -9.29540732e-02 -3.76075032e-01
1.01493845e-01]
[ -3.64905935e-01 -1.19034393e-01 -2.73243058e-01 3.93394323e-01
-2.00839376e-01 -2.33013661e-01 -1.62383585e-01 -9.33525291e-02
2.29775871e-03 4.71323421e-02 1.30912448e-01 -3.54557204e-01
3.09188810e-01]
[ -1.31155896e-01 -5.11165006e-02 -2.54435664e-01 2.52272844e-01
-2.28994926e-01 -2.79868231e-01 -3.91732268e-01 -3.68147821e-02
1.00528785e-02 -9.11815811e-02 -1.57607691e-01 -3.11444749e-01
2.32711734e-01]
[ -2.57895430e-01 -5.33182940e-01 -3.41375389e-01 6.17072581e-02
-3.18306735e-01 -2.34083516e-01 -2.13519833e-01 -2.26083082e-01
-1.27568937e-02 -2.70540197e-01 4.67612839e-03 -3.53241440e-01
1.24672221e-01]
[ -2.28493822e-01 -2.95660983e-01 -3.22875678e-01 -5.13728660e-02
-8.60227575e-02 -1.51997571e-01 -1.15889289e-01 2.65107129e-02
-2.13310132e-01 -5.13992779e-01 -2.21522372e-01 -2.87566894e-01
-3.26185451e-02]
[ -8.82295406e-02 -2.28460973e-02 -2.44763572e-01 -1.12823617e+00
-2.80908150e-01 -2.59894185e-01 1.45431566e-01 -4.92212557e-01
1.51469880e-01 -2.05960206e-01 -8.07535276e-01 -4.47025571e-01
-1.39253785e+00]]
Progress: 34.9% ... Training loss: 0.177 ... Validation loss: 0.314[[-0.26281122]
[ 0.22819094]
[-0.07238716]
[ 1.42968185]
[ 0.24718251]
[-0.04145283]
[-0.98111728]
[-0.79324475]
[-0.53997257]
[-0.82649035]
[ 1.33375198]
[ 3.06615545]
[-2.64130363]]
[[ -5.17572506e-01 -4.91082641e-01 -5.91449534e-01 9.23927651e-02
-2.88043927e-01 -5.96350067e-01 1.33351535e-01 -2.22298789e-01
-2.64808319e-01 -2.95468148e-01 3.29275651e-01 1.11318596e+00
3.83913413e-01]
[ 1.28577403e-02 -1.33784442e-01 4.79567514e-02 -1.29604795e-01
-3.80122712e-02 5.83450145e-02 -8.14745694e-02 1.84656613e-01
-1.51052347e-01 -1.71668720e-01 -1.45692227e-01 -1.10177385e-01
-1.80404902e-01]
[ -2.96855351e-01 1.34573588e-01 -3.98498376e-02 2.98810824e-02
7.33651600e-02 -1.37436881e-01 -1.49140135e-01 -1.97056400e-01
2.75697354e-01 -5.94905080e-01 8.82123344e-02 6.94329806e-01
8.59043230e-01]
[ 2.75407617e-01 -2.47497815e-01 -2.75088412e-01 1.62539516e-01
-2.66771893e-01 1.19036383e-02 6.52566262e-01 -6.30492329e-01
3.73725033e-01 -1.71653421e-01 -4.06712244e-02 -2.88329753e-01
-3.87509185e-01]
[ 1.40176337e-01 1.80131693e-02 1.14105719e-01 -1.38281612e-01
-1.91222951e-02 7.41646857e-02 -1.85066242e-01 -1.79801048e-01
6.63604607e-02 2.36702903e-01 3.57092724e-02 -7.22532542e-02
-9.58670652e-02]
[ -4.91060782e-01 -6.22232783e-01 -6.01067749e-01 -5.90016668e-01
-5.96669286e-01 -5.65455253e-01 -4.35631100e-01 -1.56172078e-01
-4.96365483e-01 -2.39003301e-01 -6.18310375e-01 -9.35449502e-01
-7.28421907e-01]
[ -4.12748106e-01 -5.93830133e-01 -3.29252202e-01 -4.66568807e-01
-4.18188029e-01 -5.65952607e-01 -3.85851059e-01 -4.99368561e-01
-3.10107217e-01 -9.30189895e-02 -4.98374781e-01 -5.46219140e-01
-6.84163222e-01]
[ -3.47209412e-01 -3.47654638e-01 -4.89901795e-01 -1.55850320e-01
-3.24370606e-01 -4.28103756e-01 -2.57909619e-01 -2.92611207e-01
-2.70113458e-01 -6.01319959e-01 -3.39084534e-01 -8.43126970e-01
-6.76409748e-01]
[ -4.64171845e-01 -3.40042941e-01 -3.86833131e-01 -2.88525497e-01
-3.32725062e-01 -2.18660244e-01 -2.90373624e-02 -4.77470596e-01
-2.61514627e-01 -4.59956050e-01 -2.28841237e-01 -2.79270727e-01
-2.57559795e-01]
[ -9.60743818e-01 -9.59023841e-01 -9.93685854e-01 -7.27140328e-01
-1.04976507e+00 -9.93254551e-01 -5.33142286e-01 -5.74143348e-01
-7.38435455e-01 -5.77274385e-01 -8.11845032e-01 -6.44034131e-01
-9.43811391e-01]
[ -5.11742972e-01 -2.73080648e-01 -4.74311048e-01 -4.27484727e-01
-3.48354676e-01 -3.65649426e-01 -6.19994212e-01 -6.40442914e-01
-6.64554051e-01 -9.88657171e-02 -6.02942802e-01 -8.86842798e-01
-7.34650013e-01]
[ -1.21738123e-01 2.69803356e-02 -3.45391006e-01 -4.97287295e-01
-1.02717988e-01 -7.59302854e-02 -2.14288109e-01 -4.54298115e-01
-1.94648619e-01 4.08910675e-02 -5.46612955e-01 -1.22820287e+00
-7.87343075e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.56025186e-01 -1.26200125e-01 1.64013453e-01 -3.00544048e-01
-1.35451680e-01 1.13233367e-01 -1.38651435e-01 1.14466687e-02
-8.58207675e-02 6.60601514e-02 -2.31453092e-01 -4.93070487e-01
-8.52081107e-02]
[ -9.76824531e-02 -2.64846191e-01 -1.81851907e-01 -2.65514922e-01
-4.75540333e-01 -8.77002766e-02 -1.08065690e-01 -1.35270672e-02
-8.93618322e-02 -1.48547326e-02 -2.36332953e-01 -4.53856840e-01
-2.60133941e-01]
[ -6.39691385e-02 -3.78283503e-02 -2.25505066e-01 -2.67129546e-01
1.06628387e-01 -1.60914829e-01 -2.23539406e-01 1.43843699e-01
-2.31535068e-02 1.60486639e-01 -2.23336179e-01 -1.85105940e-02
-7.58101961e-02]
[ 3.81788262e-02 -1.66926187e-01 -1.49883495e-01 -1.04895613e-01
-1.25861897e-01 -1.07414795e-01 1.15006153e-01 -1.42920267e-01
-2.19129063e-02 4.05005652e-02 -5.21335659e-02 -1.58084205e-01
-2.62257318e-02]
[ -2.95375074e-01 -1.34108149e-01 -8.18565454e-02 -1.25825770e-01
-2.94137483e-01 -2.77349889e-01 -3.60650506e-01 -1.59622752e-02
-3.37664505e-01 -2.31516195e-01 1.60687241e-01 -1.06071483e-01
6.25771632e-02]
[ -2.34547629e-01 -1.21531387e-01 -9.70941335e-02 -2.94844016e-02
-8.26094826e-02 -1.21421441e-01 -7.78124201e-02 -1.68427917e-02
-1.40969626e-01 -1.30812208e-01 5.85275460e-03 -2.08308788e-01
-1.95190470e-01]
[ -1.82939341e-01 -7.43170972e-02 -2.31028102e-01 -2.13165736e-01
-1.60486422e-01 -2.07138772e-01 -3.77664558e-01 -1.24210431e-01
1.21485285e-01 -2.55827158e-01 -3.69625140e-01 -4.15453336e-01
-4.65810097e-01]
[ -3.71039810e-01 -5.80973296e-02 -1.52328827e-01 -1.12997083e-01
-4.61924598e-02 -3.14142639e-01 4.86559644e-02 -8.11778940e-02
-1.13772474e-01 4.39054724e-02 3.50176918e-02 -3.23063906e-01
-3.67191370e-01]
[ -1.59092036e-01 -1.38263259e-01 -5.47559546e-02 -2.14789656e-01
-1.24872997e-01 -2.95981234e-01 5.64608127e-02 -1.68622888e-01
-1.96764147e-01 4.69253709e-02 1.97577853e-01 5.62588205e-02
-1.56820979e-01]
[ -1.26310214e-01 -1.72303406e-01 -1.14710122e-01 -3.21030142e-01
9.14804506e-02 -1.78548212e-02 -1.52849883e-01 -1.77290442e-01
1.19393316e-01 -8.24519912e-02 -1.47313436e-01 -7.38025092e-02
-2.85989628e-01]
[ -3.71592126e-02 -3.62338668e-02 -1.50101185e-01 -1.35529817e-01
-2.31868991e-01 6.30527621e-02 -3.78605955e-02 -4.15511824e-02
-2.19642237e-01 -8.74847224e-02 -1.54341668e-01 -4.00207246e-01
-2.24603469e-01]
[ -6.91016371e-02 2.13240332e-02 -1.29500956e-01 -3.51467221e-01
1.19250375e-01 1.99950974e-02 -1.96978007e-01 -1.49786730e-01
1.27082690e-01 -5.44246212e-02 -3.18821752e-01 -3.04807673e-01
-3.33477380e-01]
[ 6.51607139e-02 -2.99774979e-01 -8.84113683e-02 -4.64078529e-01
-2.14401802e-01 -9.17127002e-02 3.06294613e-02 6.79931942e-02
-4.15955756e-02 2.66112413e-01 -5.46042290e-01 -8.97016719e-01
4.67319925e-01]
[ -2.30808710e-01 -2.37455755e-01 -1.34520348e-01 -3.26628961e-01
-2.95199224e-01 -9.50928594e-02 1.95776881e-01 2.74441093e-02
2.71945137e-01 2.17815219e-02 -4.33978902e-01 -1.08982130e+00
6.69100655e-01]
[ -2.32007505e-02 -1.80343459e-01 1.82039877e-02 -3.29348389e-01
-1.65723598e-01 1.63621843e-01 1.99951329e-01 2.42358161e-01
-3.77573910e-02 2.12203761e-01 -2.53561646e-01 -1.18771952e+00
7.81247649e-01]
[ -8.54825543e-03 -3.91425127e-02 -1.28022842e-01 -1.45887961e-01
-1.75410846e-01 -4.90342345e-02 3.12133638e-01 1.58381312e-01
2.53391926e-01 3.50077273e-01 -5.14908966e-01 -1.14141679e+00
8.25646550e-01]
[ -8.99310583e-02 -2.75266226e-01 5.64157006e-02 -3.49799120e-01
-1.45821632e-01 1.15169778e-01 3.89857681e-01 1.40942134e-01
-6.68996814e-02 1.51258512e-01 -5.76620386e-01 -1.12080488e+00
8.71586994e-01]
[ 1.14488085e-01 -8.66730855e-02 1.36237293e-02 -1.65305900e-01
-8.05278743e-02 -1.99016409e-02 2.84617135e-01 3.73846556e-01
4.28960485e-01 2.50685673e-01 -5.76817523e-01 -1.06832431e+00
5.97162425e-01]
[ 3.91198679e-03 -1.45136475e-01 2.35773904e-02 1.80724737e-02
-9.82805541e-02 -2.83276850e-01 1.44004036e-01 3.82220044e-01
3.85715841e-02 1.40500729e-01 -2.83456363e-01 -9.14392778e-01
2.31201170e-01]
[ 1.12923849e-01 8.07893305e-02 1.17210724e-02 2.34333983e-01
-1.07759823e-01 -5.63435218e-02 -5.37211457e-02 -8.84734225e-02
-1.85727143e-01 -7.08260655e-02 -7.93707434e-02 9.08917845e-02
-5.60236846e-01]
[ 5.84393666e-02 -1.28268790e-01 1.51919520e-01 5.33656541e-01
2.30358361e-01 1.01678812e-02 -3.45167467e-01 -3.40523669e-01
2.23467024e-03 -5.52828204e-01 3.33421285e-01 9.23695510e-01
-9.58527213e-01]
[ 2.23852563e-02 7.69132832e-02 -2.14555133e-01 1.26108809e-01
3.50818750e-02 -3.43680071e-03 -2.10495327e-01 -3.62504658e-01
-2.81637977e-01 -2.78650836e-01 -8.97166285e-03 -1.37551659e-01
-1.94844711e-01]
[ -7.46943246e-02 -2.00342544e-01 5.60350618e-02 8.81155309e-03
-1.23429101e-01 -1.37428630e-01 -8.45373233e-02 -7.64495265e-02
1.16894132e-02 -4.19431350e-01 -3.60895104e-01 -2.08625514e-01
1.67401482e-01]
[ -1.41729322e-02 -2.56877404e-01 4.73097795e-02 -3.89440949e-01
-1.82124244e-01 -2.35479303e-01 -3.80139450e-01 -5.96563597e-02
-8.32284355e-02 -1.37381710e-02 -2.39950448e-01 3.40110234e-01
1.75883266e-01]
[ 1.54086997e-01 6.39465557e-02 -1.11233884e-01 -3.94249100e-01
-5.17486799e-02 -1.04719607e-01 -2.71036622e-01 -6.16379194e-02
-2.32446294e-01 -2.79434665e-01 -2.63192525e-01 5.50576888e-01
1.11338329e-01]
[ -1.88859073e-01 -1.72176177e-01 -1.20245103e-01 -3.77886598e-01
-4.41527270e-02 2.31835417e-02 -2.71369146e-01 -2.97973147e-01
-1.78506686e-01 -1.18042770e-01 -2.86459565e-01 4.33558043e-01
1.23421726e-02]
[ -5.65476529e-02 -1.93524778e-01 -1.70517983e-01 -3.86697417e-01
-3.67565747e-02 3.96959937e-02 -1.60031961e-01 -1.45907385e-01
-2.84123573e-01 -3.75377009e-01 -9.70201287e-02 3.43665642e-01
9.99565522e-02]
[ 9.26492490e-02 9.60572939e-02 -2.07489739e-02 -3.25679086e-01
-3.14232980e-01 3.91939189e-03 -2.45869607e-01 -3.67327566e-01
-3.51588235e-01 -7.42863968e-02 -1.66016840e-01 3.33788994e-01
1.01546301e-01]
[ -5.86516097e-02 -1.06130666e-02 -2.84889597e-01 -1.04254309e-01
6.95879631e-02 1.55028040e-01 -2.51493644e-01 -1.93069192e-01
-5.77837769e-02 -4.40083412e-02 1.54427657e-01 7.71482464e-01
-7.73276668e-02]
[ 1.47404814e-01 3.21834915e-01 -1.94251330e-01 8.05610815e-01
1.04496266e-01 4.10973127e-03 -1.90192011e-01 -3.64319184e-01
-2.18071863e-01 -2.96443887e-01 7.70354934e-01 9.05730039e-01
-1.48005004e+00]
[ 6.50555053e-03 1.61145910e-01 5.82862072e-02 4.29933483e-01
-1.01487593e-02 -6.35054888e-02 -2.61819355e-01 -3.14799443e-01
-2.70927250e-01 -1.77992781e-01 6.01476736e-01 8.84404797e-01
-1.41677158e+00]
[ -2.09269193e-02 -1.45870522e-01 -1.46362470e-01 3.35879081e-01
-1.89768758e-01 2.38642495e-01 -1.51407199e-02 -1.43695758e-01
-2.22156209e-01 -3.16471251e-01 2.02154271e-01 5.00220995e-01
-7.23670749e-01]
[ 8.75996721e-02 -3.84254819e-01 -5.01027230e-02 3.09033744e-02
-1.19872403e-01 2.00215752e-01 9.89805363e-02 1.85467107e-01
-1.84610879e-01 1.98049096e-02 -6.29027618e-02 2.70886525e-01
-3.96431647e-01]
[ 2.13223783e-01 -2.96116675e-01 -1.18488860e-01 -6.45231464e-02
-2.18109816e-01 1.22795027e-01 4.78991102e-02 -1.17071376e-01
-6.24125525e-02 -3.15740969e-02 -1.63325325e-01 -2.16766340e-01
-2.43562482e-01]
[ -1.30787185e-01 -8.21304269e-02 3.86934737e-02 -2.53565602e-01
-6.15012061e-02 -1.41192682e-01 6.39266600e-02 1.10490442e-02
-9.30086251e-02 3.83885891e-02 -3.38409826e-01 -5.11427331e-01
-1.14754215e-01]
[ -1.43641189e-01 -1.34335901e-01 -6.93358708e-02 -2.93561546e-01
-3.44401655e-01 -2.89390436e-01 1.68046651e-01 1.51573243e-01
9.38158315e-03 1.28253795e-01 -2.87001220e-01 -9.01477171e-01
3.68785399e-02]
[ -1.31050152e-01 -2.48985993e-01 -3.05484400e-01 -1.05623218e+00
-3.03231707e-01 -2.09377338e-01 -9.02421997e-02 -5.31756841e-02
4.61770704e-02 -4.93328482e-01 -8.11463591e-01 -6.64981220e-01
-1.49321657e+00]
[ -1.26066989e-01 1.35479552e-01 1.24357408e-02 1.89617646e-01
-2.00113357e-01 -1.77560054e-01 -1.67832517e-01 2.39949709e-03
-1.50141493e-01 -1.28333990e-01 -9.46438946e-02 -3.83737887e-01
1.08300918e-01]
[ -3.64906305e-01 -1.18845847e-01 -2.73240578e-01 3.95888720e-01
-2.00620627e-01 -2.33001012e-01 -1.63788323e-01 -9.33182754e-02
1.64887969e-03 4.72657217e-02 1.33343886e-01 -3.47609052e-01
3.06613969e-01]
[ -1.30854344e-01 -5.12474009e-02 -2.54401713e-01 2.50475684e-01
-2.29103392e-01 -2.79841298e-01 -3.90405400e-01 -3.58366578e-02
1.05925830e-02 -8.99115534e-02 -1.58847790e-01 -3.13039907e-01
2.32846236e-01]
[ -2.57576431e-01 -5.33510349e-01 -3.41283044e-01 5.75375511e-02
-3.18808326e-01 -2.34033191e-01 -2.11106641e-01 -2.24342160e-01
-1.14490126e-02 -2.69031551e-01 3.32289295e-04 -3.65946973e-01
1.33392246e-01]
[ -2.28703613e-01 -2.95747615e-01 -3.22861703e-01 -4.91471805e-02
-8.60254451e-02 -1.52002642e-01 -1.18268523e-01 2.80727617e-02
-2.13816691e-01 -5.13594067e-01 -2.20822540e-01 -2.87158241e-01
-2.95054614e-02]
[ -8.84776298e-02 -2.25470645e-02 -2.44894698e-01 -1.12858901e+00
-2.80604757e-01 -2.59948324e-01 1.44612941e-01 -4.93767000e-01
1.50918728e-01 -2.07720111e-01 -8.06684964e-01 -4.42891938e-01
-1.39438982e+00]]
Progress: 35.0% ... Training loss: 0.178 ... Validation loss: 0.313[[-0.25909962]
[ 0.23565936]
[-0.06787531]
[ 1.43429294]
[ 0.25655177]
[-0.03515695]
[-0.98268224]
[-0.77669032]
[-0.53386325]
[-0.81826578]
[ 1.33647276]
[ 3.07156186]
[-2.63181592]]
[[-0.51800973 -0.49032398 -0.5915905 0.0972717 -0.28692181 -0.59646303
0.13228035 -0.22701522 -0.26654263 -0.29760078 0.33304608 1.12406746
0.37451866]
[ 0.01299638 -0.13368558 0.0479593 -0.12988835 -0.03788102 0.05835775
-0.08016801 0.1839522 -0.15104532 -0.17128292 -0.14627785 -0.11030292
-0.18169964]
[-0.29689176 0.13522763 -0.03987184 0.03193629 0.07393364 -0.13750406
-0.14828469 -0.20000482 0.27445275 -0.59326378 0.08972267 0.69281734
0.84595283]
[ 0.27703066 -0.25000941 -0.27444399 0.14492042 -0.269815 0.01223935
0.6617421 -0.62201776 0.37949797 -0.16483217 -0.0559971 -0.31967063
-0.35059601]
[ 0.13938315 0.01854508 0.11401153 -0.13163298 -0.01877061 0.07404574
-0.18993894 -0.17730863 0.06327422 0.23579393 0.04073943 -0.06454537
-0.10088844]
[-0.49154703 -0.62169561 -0.60123417 -0.58594828 -0.59585969 -0.56554185
-0.43723079 -0.15838634 -0.49747798 -0.24214483 -0.61490648 -0.92876396
-0.73669512]
[-0.41204859 -0.59456216 -0.32902576 -0.47158155 -0.4189467 -0.56584925
-0.38212136 -0.49713277 -0.30778889 -0.09051443 -0.5034899 -0.56233229
-0.6756883 ]
[-0.34785451 -0.34667714 -0.49012063 -0.15049786 -0.32319079 -0.42825122
-0.25983972 -0.29749694 -0.27285462 -0.60306029 -0.33451354 -0.8320935
-0.69137499]
[-0.46453121 -0.33964359 -0.38691918 -0.28696017 -0.33240483 -0.21872408
-0.03063713 -0.47805119 -0.26208354 -0.46103423 -0.22725426 -0.27620077
-0.25771633]
[-0.96059982 -0.95904171 -0.99365469 -0.72606442 -1.04951604 -0.99324396
-0.53126733 -0.57670787 -0.7379921 -0.57791719 -0.81173325 -0.64509909
-0.94205086]
[-0.51179799 -0.27284856 -0.47434591 -0.42872434 -0.34814527 -0.36569369
-0.61999439 -0.64139944 -0.6645267 -0.09882039 -0.60420951 -0.89071663
-0.73832684]
[-0.1226183 0.02794812 -0.34563217 -0.49115015 -0.10162545 -0.07609115
-0.21756275 -0.45622187 -0.19722357 0.03803305 -0.54101127 -1.21858826
-0.80034685]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25601061 -0.12618252 0.16399827 -0.30091923 -0.13539793 0.1132326
-0.13857802 0.01090047 -0.08583147 0.06559908 -0.23150123 -0.4917566
-0.08541097]
[-0.09747234 -0.26500372 -0.18180421 -0.26660439 -0.47567332 -0.08767158
-0.10710177 -0.01260147 -0.08902491 -0.01393643 -0.23738572 -0.45632232
-0.2601239 ]
[-0.06471143 -0.03715107 -0.22570304 -0.26168973 0.10751492 -0.16103204
-0.22625212 0.14141545 -0.02462257 0.15693097 -0.21893857 -0.01108895
-0.08317225]
[ 0.03838684 -0.16697744 -0.14985785 -0.10489543 -0.12592902 -0.10739254
0.11525764 -0.1430004 -0.02172174 0.04074058 -0.05194981 -0.15762521
-0.02655333]
[-0.29518963 -0.13446777 -0.08176105 -0.12724413 -0.29445485 -0.27731556
-0.35916508 -0.01431056 -0.33694571 -0.23006656 0.15799393 -0.1150432
0.06689634]
[-0.23440135 -0.12158853 -0.09705844 -0.03092205 -0.08265184 -0.12140826
-0.07716093 -0.01774786 -0.14048649 -0.13073192 0.0056903 -0.20948338
-0.19692346]
[-0.18364567 -0.07354234 -0.23118713 -0.20591031 -0.15956567 -0.20726331
-0.38111236 -0.12744205 0.11882547 -0.25759795 -0.36402669 -0.40318001
-0.47683764]
[-0.37121141 -0.05777468 -0.15238992 -0.11041319 -0.04586824 -0.31417662
0.04754314 -0.08231149 -0.11452259 0.04328903 0.03715678 -0.31772267
-0.37164954]
[-0.15873202 -0.13851026 -0.05470683 -0.22056531 -0.12511784 -0.29594559
0.06030456 -0.16785689 -0.19523456 0.04805412 0.19280785 0.04437683
-0.15144986]
[-0.12625837 -0.17238059 -0.11468548 -0.32096577 0.09139909 -0.01784187
-0.15273704 -0.17687013 0.1195144 -0.0822137 -0.14747014 -0.07415139
-0.28438349]
[-0.03749334 -0.03591001 -0.15018659 -0.13488515 -0.23163894 0.0629911
-0.03929797 -0.04234998 -0.22020348 -0.08852626 -0.15340549 -0.3977732
-0.22553909]
[-0.06911478 0.02133961 -0.12950544 -0.35138584 0.1192721 0.01999163
-0.19704949 -0.14987149 0.12704871 -0.05448988 -0.3187467 -0.30453234
-0.3336571 ]
[ 0.06518509 -0.29974723 -0.08841337 -0.46397177 -0.21439086 -0.0917118
0.03072883 0.06796986 -0.04164267 0.2661919 -0.5460142 -0.89692676
0.46685719]
[-0.23088909 -0.2373896 -0.13454179 -0.32658214 -0.29513794 -0.09510317
0.19545263 0.02732251 0.27177778 0.02142992 -0.43392532 -1.09000609
0.66909155]
[-0.02324326 -0.18027938 0.01819439 -0.32939132 -0.16568018 0.16361407
0.20016603 0.24219754 -0.0377958 0.21196267 -0.25362289 -1.18845506
0.78114751]
[-0.00853043 -0.03917208 -0.12801815 -0.14675441 -0.17545565 -0.04903201
0.31262485 0.15854429 0.25364195 0.35018057 -0.51550986 -1.14251376
0.82752921]
[-0.08977788 -0.27535947 0.05644558 -0.35057521 -0.14593305 0.11519254
0.39093835 0.14152224 -0.06643005 0.15187717 -0.57712838 -1.12144336
0.87310037]
[ 0.11419422 -0.08628447 0.0134975 -0.16419631 -0.08007911 -0.01996326
0.28429104 0.37317029 0.42848244 0.24933524 -0.57569604 -1.06773216
0.5924028 ]
[ 0.00401229 -0.14519102 0.02359262 0.01764252 -0.0983357 -0.28326833
0.14460716 0.38251673 0.03888335 0.14069621 -0.28378262 -0.91472653
0.23147061]
[ 0.11275826 0.08096853 0.01168445 0.23725 -0.10756517 -0.05636374
-0.05500793 -0.08923838 -0.18651668 -0.07153814 -0.07720072 0.09745936
-0.56388255]
[ 0.05825118 -0.12825383 0.15189414 0.53632541 0.23049804 0.01014494
-0.3454139 -0.34211648 0.00245427 -0.55454261 0.33547057 0.92472005
-0.95922869]
[ 0.02220141 0.07713567 -0.21458784 0.12848218 0.03535713 -0.00346608
-0.21181967 -0.36313572 -0.28224646 -0.27932887 -0.00711963 -0.13372124
-0.19848314]
[-0.07463663 -0.2003966 0.05605453 0.00795655 -0.12348603 -0.1374216
-0.08400726 -0.07576019 0.01186667 -0.41899534 -0.36153559 -0.21056945
0.16914567]
[-0.01424908 -0.2567383 0.04727627 -0.38891366 -0.18198296 -0.23549058
-0.38078022 -0.060259 -0.0837071 -0.01404739 -0.23906546 0.34380543
0.1735039 ]
[ 0.15448352 0.0636013 -0.11114702 -0.39641614 -0.05206975 -0.10466231
-0.26986666 -0.06071685 -0.23160618 -0.27823587 -0.26495895 0.54723766
0.11469781]
[-0.1890134 -0.17185855 -0.12031869 -0.37566419 -0.04376967 0.02314681
-0.27217384 -0.30029102 -0.17923312 -0.11928931 -0.28442786 0.43912272
0.00766935]
[-0.0567136 -0.19336471 -0.1705585 -0.38718103 -0.03654511 0.03967015
-0.16114388 -0.14696104 -0.2844159 -0.37558614 -0.09695475 0.34695101
0.10131846]
[ 0.09236615 0.09616791 -0.02079504 -0.32723164 -0.31416929 0.00387023
-0.24633683 -0.36718609 -0.35146847 -0.07493295 -0.16702985 0.32970274
0.10618159]
[-0.05864932 -0.010617 -0.28488852 -0.10427377 0.06958474 0.15502854
-0.25148805 -0.1930444 -0.05777802 -0.04398389 0.15439536 0.77138316
-0.07725418]
[ 0.14743654 0.32185511 -0.19426411 0.80565053 0.10456512 0.00410674
-0.19038814 -0.36427491 -0.21791118 -0.29657859 0.77057339 0.90540601
-1.48067486]
[ 0.00712995 0.16040241 0.05845259 0.4245204 -0.01085098 -0.0634233
-0.25792429 -0.31313478 -0.26912745 -0.17568607 0.59549115 0.86900103
-1.4139073 ]
[-0.0209952 -0.14549305 -0.14639911 0.3389713 -0.18937377 0.23861496
-0.01544604 -0.14433953 -0.22316275 -0.31687112 0.20490321 0.50736246
-0.7304672 ]
[ 0.08762271 -0.38414294 -0.05011639 0.03133576 -0.11976897 0.20020751
0.09932057 0.18499042 -0.18487991 0.02018036 -0.06260764 0.2711839
-0.39772683]
[ 0.21296559 -0.29604369 -0.11848913 -0.06318926 -0.21802282 0.12276567
0.04692376 -0.11679543 -0.06300807 -0.03150273 -0.16276814 -0.21820993
-0.24390961]
[-0.13077752 -0.08214432 0.03869656 -0.25376773 -0.06151688 -0.14119125
0.06407501 0.01112505 -0.092956 0.03844922 -0.33860149 -0.51181088
-0.11441691]
[-0.14391303 -0.13408899 -0.06939637 -0.29164913 -0.34416797 -0.28942453
0.16607794 0.1503164 0.00836775 0.12732162 -0.28550488 -0.89887689
0.03335003]
[-0.13157389 -0.24842473 -0.30563368 -1.05489586 -0.30266604 -0.20948569
-0.09307522 -0.05594721 0.04501713 -0.49530599 -0.80921464 -0.6550139
-1.497305 ]
[-0.12581734 0.13523713 0.01250196 0.18661507 -0.20034248 -0.17752134
-0.16575636 0.0036725 -0.14932655 -0.12739288 -0.09735801 -0.38976887
0.11291334]
[-0.36477254 -0.11896795 -0.27321013 0.39520026 -0.20060025 -0.23300558
-0.16190877 -0.09411612 0.00227793 0.04675346 0.13203811 -0.35190553
0.31026889]
[-0.13097985 -0.05089817 -0.25446881 0.25409967 -0.22875493 -0.27986904
-0.39174412 -0.03814298 0.00947403 -0.09068638 -0.15641203 -0.30661372
0.22551361]
[-0.25838574 -0.53276643 -0.34150205 0.06265303 -0.31786965 -0.23416569
-0.21371643 -0.22645839 -0.01331086 -0.2716749 0.00490269 -0.35900592
0.12378033]
[-0.2287957 -0.29549527 -0.32290136 -0.04729985 -0.08575725 -0.15202117
-0.11864833 0.02788545 -0.21409862 -0.51362384 -0.21933556 -0.28577821
-0.03027142]
[-0.08810159 -0.02290729 -0.24476119 -1.13084765 -0.28096603 -0.25988989
0.1464187 -0.49230557 0.15179277 -0.206179 -0.80896042 -0.45260326
-1.39577831]]
Progress: 35.0% ... Training loss: 0.176 ... Validation loss: 0.314[[-0.26779552]
[ 0.2191155 ]
[-0.07848907]
[ 1.42203109]
[ 0.24206167]
[-0.0423588 ]
[-0.98656244]
[-0.79098355]
[-0.55049215]
[-0.83279796]
[ 1.31429188]
[ 3.03501698]
[-2.64217368]]
[[-0.5166355 -0.49191879 -0.59126037 0.08711308 -0.28866314 -0.59631461
0.13772827 -0.22354388 -0.26239693 -0.29274855 0.3191051 1.09600269
0.38296975]
[ 0.01301943 -0.13371042 0.04797002 -0.13003676 -0.03790897 0.05836233
-0.08008338 0.18415165 -0.1510045 -0.17110385 -0.14649009 -0.11077813
-0.18126148]
[-0.29513227 0.13245278 -0.03940193 0.01665788 0.07119158 -0.13728262
-0.14284526 -0.19267592 0.28292326 -0.58930398 0.07469899 0.65060759
0.86310297]
[ 0.27487609 -0.24719876 -0.275093 0.16323679 -0.26691352 0.01194648
0.65791701 -0.63357937 0.37419161 -0.1750484 -0.03864784 -0.2892306
-0.38078594]
[ 0.14407556 0.01328759 0.11527149 -0.16701388 -0.02426712 0.07458872
-0.1688163 -0.1584237 0.07724535 0.25751872 0.0023357 -0.16004496
-0.03872837]
[-0.49103754 -0.6223621 -0.6010701 -0.58950837 -0.59647435 -0.56546338
-0.4357408 -0.15607947 -0.49679653 -0.23965337 -0.61857843 -0.93508647
-0.73388352]
[-0.41157632 -0.59524979 -0.32888073 -0.47499954 -0.41967181 -0.56579594
-0.38308294 -0.49542836 -0.3072935 -0.08771637 -0.50800544 -0.57290289
-0.67216083]
[-0.34654466 -0.34851601 -0.48977299 -0.1589834 -0.32497072 -0.42810128
-0.25424212 -0.29289929 -0.26720771 -0.59986602 -0.34438076 -0.86204709
-0.68226051]
[-0.46480838 -0.33933705 -0.38698168 -0.28596112 -0.33218562 -0.21877642
-0.03099736 -0.47908796 -0.2624565 -0.46227952 -0.22842189 -0.28067918
-0.26020236]
[-0.95907974 -0.96121712 -0.99318962 -0.73512042 -1.05166666 -0.99306452
-0.52656006 -0.57054751 -0.73214317 -0.57278845 -0.82455701 -0.68199802
-0.92541964]
[-0.51129328 -0.27325858 -0.47420864 -0.43006474 -0.34851982 -0.36563297
-0.6194626 -0.64031864 -0.66405163 -0.09640255 -0.60697625 -0.8967389
-0.74214481]
[-0.12262866 0.02764709 -0.34564026 -0.49521832 -0.10200078 -0.07610193
-0.21703603 -0.45589086 -0.1970968 0.03772499 -0.54464312 -1.22699216
-0.80019258]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25579537 -0.12644768 0.16406238 -0.30299869 -0.13561966 0.11326804
-0.13784972 0.01150819 -0.08566715 0.06645768 -0.23346473 -0.49210858
-0.08453353]
[-0.09742837 -0.26501902 -0.18179123 -0.26663653 -0.47572298 -0.08766251
-0.10687813 -0.0124391 -0.08888759 -0.01376355 -0.23756507 -0.45690745
-0.25902626]
[-0.06409599 -0.03791999 -0.22553527 -0.26229419 0.10692102 -0.16096264
-0.22599926 0.1430974 -0.02387764 0.15994412 -0.2211765 -0.01996924
-0.08208194]
[ 0.03860659 -0.16729045 -0.14973396 -0.10626398 -0.12639066 -0.10736746
0.11578786 -0.14056068 -0.0213063 0.04258161 -0.05475782 -0.16804433
-0.02267581]
[-0.29533539 -0.13444224 -0.08180911 -0.12992588 -0.29449121 -0.27732603
-0.36046699 -0.01470714 -0.33724598 -0.23041621 0.15655417 -0.11354298
0.06657283]
[-0.23429086 -0.12182858 -0.09703083 -0.03296098 -0.08283345 -0.12139044
-0.07630437 -0.01746475 -0.13980642 -0.13062684 0.00442878 -0.21195839
-0.19314391]
[-0.18299853 -0.07484363 -0.23095614 -0.21216323 -0.16082993 -0.20716508
-0.37861697 -0.12336392 0.12239936 -0.25648832 -0.37074439 -0.42338581
-0.46864296]
[-0.37106089 -0.05771144 -0.15240199 -0.11000293 -0.04589585 -0.31417816
0.04787703 -0.08311415 -0.11439446 0.04322153 0.03748557 -0.31708644
-0.37714075]
[-0.15800581 -0.13913685 -0.05454319 -0.22360139 -0.12572924 -0.29587751
0.06500173 -0.16690321 -0.19282889 0.05072225 0.18759952 0.02914466
-0.14817668]
[-0.1263432 -0.17230329 -0.11470795 -0.31951425 0.09152346 -0.01785354
-0.15314828 -0.17696957 0.11925102 -0.08245856 -0.14663899 -0.07367878
-0.28565291]
[-0.037804 -0.03560282 -0.15025953 -0.13351651 -0.23138254 0.06294292
-0.04108415 -0.04330876 -0.22100531 -0.08973016 -0.15246467 -0.39522909
-0.22717381]
[-0.06928785 0.02151021 -0.12954662 -0.35098655 0.11943898 0.01996977
-0.1979024 -0.15024854 0.12661519 -0.05515396 -0.3182537 -0.30286111
-0.33416104]
[ 0.06514889 -0.29971507 -0.08842066 -0.46372051 -0.21435441 -0.09171658
0.03057168 0.06788945 -0.04176275 0.26610549 -0.54586068 -0.89675231
0.46627751]
[-0.23104763 -0.23731196 -0.13455659 -0.32625332 -0.29505122 -0.09511866
0.19505356 0.02716656 0.27143958 0.02094729 -0.43381256 -1.09064175
0.66916197]
[-0.02317801 -0.1803304 0.01821049 -0.32999004 -0.16575204 0.16362233
0.20066909 0.24265513 -0.0375619 0.21235102 -0.25419384 -1.18966045
0.78275377]
[-0.00855896 -0.03912937 -0.1280239 -0.14639294 -0.17542664 -0.04903545
0.31238564 0.1584215 0.25349622 0.3501519 -0.51537429 -1.14232252
0.82679548]
[-0.08990746 -0.27530672 0.05642258 -0.35025566 -0.14584909 0.11517501
0.39120955 0.14136093 -0.06651405 0.15131597 -0.57712937 -1.12189657
0.87268703]
[ 0.11408203 -0.08620879 0.01347331 -0.16340715 -0.07999998 -0.01998188
0.2843039 0.37303638 0.42847375 0.2488423 -0.57535817 -1.06853447
0.59134464]
[ 0.00378789 -0.14506023 0.02355865 0.01908903 -0.09817272 -0.28328939
0.14337635 0.38197647 0.03825042 0.13999292 -0.28262198 -0.9131692
0.22935432]
[ 0.11328456 0.0804824 0.01179366 0.23692824 -0.1079062 -0.05630901
-0.05315134 -0.08793975 -0.18551862 -0.06984635 -0.07794457 0.0948246
-0.56433348]
[ 0.05935881 -0.12948521 0.15218368 0.52986746 0.22905141 0.01026814
-0.3389618 -0.33934145 0.0066344 -0.55182495 0.32762518 0.89816446
-0.95685558]
[ 0.02192848 0.07722537 -0.21459755 0.13089371 0.03552809 -0.00349735
-0.21344058 -0.36341038 -0.28273901 -0.28016118 -0.00584428 -0.13326718
-0.20021219]
[-0.07491574 -0.20009295 0.05600198 0.0083415 -0.12322474 -0.13745638
-0.08619353 -0.07590821 0.01096731 -0.41965464 -0.36062466 -0.20748557
0.16930518]
[-0.01428853 -0.25667707 0.04725677 -0.39000421 -0.18188128 -0.23550357
-0.38153222 -0.06133847 -0.08381524 -0.0141188 -0.24015891 0.34442582
0.17599834]
[ 0.1543684 0.06383309 -0.11119557 -0.39595804 -0.05187025 -0.10467784
-0.27070121 -0.06202267 -0.23200954 -0.27872942 -0.26394672 0.55097192
0.11172801]
[-0.18921627 -0.17158511 -0.12040462 -0.37549928 -0.0434918 0.02310142
-0.27318481 -0.30238646 -0.17958427 -0.12115392 -0.28375013 0.44372762
0.00785742]
[-0.0563246 -0.19385785 -0.17041355 -0.39071601 -0.03715036 0.0397356
-0.15969324 -0.14379062 -0.28334569 -0.37317514 -0.10145841 0.33517748
0.11166751]
[ 0.09204973 0.09642657 -0.02083097 -0.32694912 -0.31400456 0.00384325
-0.24851346 -0.36694128 -0.35231198 -0.07559485 -0.16604441 0.33331428
0.10613639]
[-0.05841365 -0.01095133 -0.28481842 -0.10623298 0.06925233 0.1550666
-0.25079454 -0.19224271 -0.0570196 -0.04289317 0.15251005 0.76669278
-0.07353893]
[ 0.14896307 0.31973502 -0.19392611 0.7937029 0.1025793 0.00428137
-0.18468735 -0.35910471 -0.21380839 -0.29117202 0.75785675 0.87793185
-1.47163412]
[ 0.00699718 0.16054621 0.0584322 0.42662182 -0.01067651 -0.06343247
-0.25906042 -0.31367905 -0.26969991 -0.17614995 0.59716065 0.87268999
-1.4156551 ]
[-0.02094746 -0.14526396 -0.14642863 0.34109693 -0.18916914 0.23861366
-0.015672 -0.14497843 -0.22353579 -0.31675713 0.20685603 0.51211039
-0.73540928]
[ 0.08766578 -0.38417848 -0.05011392 0.03158191 -0.11981139 0.20021506
0.09942557 0.18509395 -0.1848648 0.02029666 -0.06217646 0.27183898
-0.39862285]
[ 0.2130988 -0.29612383 -0.11847083 -0.06354563 -0.21811389 0.12278157
0.0476313 -0.11637486 -0.06258139 -0.0309956 -0.16317159 -0.21989137
-0.24366815]
[-0.13089181 -0.08203282 0.03867208 -0.2527745 -0.06138617 -0.14120504
0.06332666 0.01058725 -0.09330805 0.03793382 -0.3378928 -0.51022
-0.11607357]
[-0.14381058 -0.13425828 -0.06935526 -0.29251175 -0.34431606 -0.28941083
0.16680846 0.1512651 0.00875849 0.12803412 -0.28648779 -0.90101047
0.03541798]
[-0.13054986 -0.2496889 -0.30539604 -1.06193757 -0.30397847 -0.209364
-0.08851314 -0.05218863 0.04870851 -0.49363495 -0.81600385 -0.67047106
-1.49353495]
[-0.12553953 0.13485254 0.01261739 0.18626971 -0.20071802 -0.1774903
-0.16625009 0.00484707 -0.14909314 -0.12539635 -0.09875577 -0.3947016
0.1161967 ]
[-0.36474724 -0.11902133 -0.27316656 0.39533655 -0.20063478 -0.23300679
-0.16258366 -0.09378505 0.00244938 0.0477481 0.13044515 -0.35656677
0.31337597]
[-0.13022569 -0.05201735 -0.25424445 0.24781042 -0.22981055 -0.27977295
-0.38976365 -0.03474558 0.01138992 -0.08746089 -0.16277097 -0.32327662
0.23630938]
[-0.25862932 -0.53268111 -0.34152745 0.06476564 -0.31770768 -0.23418459
-0.21540467 -0.22669214 -0.01391477 -0.27234768 0.00594112 -0.35979363
0.1236154 ]
[-0.22916539 -0.29528556 -0.32296046 -0.04452638 -0.08544328 -0.15205485
-0.12042233 0.02733904 -0.21483909 -0.51448711 -0.21750531 -0.28240158
-0.03128756]
[-0.0875552 -0.02326748 -0.24470344 -1.13665828 -0.28156434 -0.25985553
0.15027279 -0.49261486 0.15357579 -0.20529213 -0.81491256 -0.46480325
-1.40258597]]
Progress: 35.0% ... Training loss: 0.197 ... Validation loss: 0.334[[-0.25234861]
[ 0.24384291]
[-0.05887844]
[ 1.43616641]
[ 0.26377162]
[-0.02456141]
[-0.97097966]
[-0.75089165]
[-0.5268075 ]
[-0.79816388]
[ 1.33593498]
[ 3.08085407]
[-2.61049358]]
[[ -5.17826941e-01 -4.90277316e-01 -5.91809011e-01 9.05789044e-02
-2.86884254e-01 -5.96524808e-01 1.33783484e-01 -2.35826795e-01
-2.65334312e-01 -3.04234113e-01 3.28779772e-01 1.13747103e+00
3.59227990e-01]
[ 1.36707776e-02 -1.34075679e-01 4.80772981e-02 -1.35623502e-01
-3.83863940e-02 5.84219109e-02 -7.63083079e-02 1.84284372e-01
-1.49491417e-01 -1.70286666e-01 -1.51007880e-01 -1.18833255e-01
-1.79720978e-01]
[ -2.95700607e-01 1.34898051e-01 -3.99863275e-02 3.13994671e-02
7.34636457e-02 -1.37485631e-01 -1.47512638e-01 -2.02474138e-01
2.77467124e-01 -5.93063585e-01 8.85843867e-02 6.90169727e-01
8.17231883e-01]
[ 2.78369454e-01 -2.52269870e-01 -2.73523857e-01 1.33792321e-01
-2.72521998e-01 1.25241523e-02 6.74614927e-01 -6.06471320e-01
3.84994810e-01 -1.54605001e-01 -7.60146881e-02 -4.02940596e-01
-3.09498644e-01]
[ 1.40833278e-01 1.64861087e-02 1.14094457e-01 -1.44905474e-01
-2.07310599e-02 7.41440475e-02 -1.80065187e-01 -1.76997315e-01
6.94249488e-02 2.37757492e-01 2.87364429e-02 -9.89008053e-02
-8.29828275e-02]
[ -4.91856539e-01 -6.21772701e-01 -6.01314530e-01 -5.89426249e-01
-5.95774464e-01 -5.65579038e-01 -4.38216236e-01 -1.61759671e-01
-4.98413144e-01 -2.45525711e-01 -6.16151386e-01 -9.21071517e-01
-7.41102318e-01]
[ -4.12766084e-01 -5.93672002e-01 -3.29369578e-01 -4.65219862e-01
-4.18093957e-01 -5.65996984e-01 -3.87444048e-01 -5.01636620e-01
-3.10831178e-01 -9.49789813e-02 -4.96963920e-01 -5.46007271e-01
-6.96465265e-01]
[ -3.46889067e-01 -3.47495207e-01 -4.90026909e-01 -1.56184572e-01
-3.24108570e-01 -4.28192783e-01 -2.55170562e-01 -2.98457127e-01
-2.69532515e-01 -6.02711964e-01 -3.41451898e-01 -8.48991641e-01
-6.98318356e-01]
[ -4.65803636e-01 -3.38283318e-01 -3.87287309e-01 -2.81285317e-01
-3.31048726e-01 -2.18980479e-01 -3.55931399e-02 -4.82573059e-01
-2.64718351e-01 -4.65147666e-01 -2.22652300e-01 -2.64001531e-01
-2.69447222e-01]
[ -9.61554997e-01 -9.57686176e-01 -9.94259504e-01 -7.18343732e-01
-1.04805347e+00 -9.93483449e-01 -5.36824187e-01 -5.89135158e-01
-7.40239197e-01 -5.87166308e-01 -8.03251415e-01 -6.12924285e-01
-9.79903696e-01]
[ -5.11832805e-01 -2.72751963e-01 -4.74350465e-01 -4.29916878e-01
-3.48041184e-01 -3.65776473e-01 -6.20746350e-01 -6.41751365e-01
-6.64928607e-01 -9.95444417e-02 -6.05958093e-01 -8.92899599e-01
-7.44621072e-01]
[ -1.22962292e-01 2.78512521e-02 -3.45721388e-01 -4.94806447e-01
-1.01815816e-01 -7.61517644e-02 -2.17848915e-01 -4.56801888e-01
-1.97864724e-01 3.63956919e-02 -5.44799857e-01 -1.22926153e+00
-8.00058200e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.56141462e-01 -1.26183995e-01 1.63936976e-01 -3.03388181e-01
-1.35313310e-01 1.13207305e-01 -1.39257890e-01 8.94602441e-03
-8.63488919e-02 6.38063634e-02 -2.32458249e-01 -4.85205976e-01
-8.59156895e-02]
[ -9.76134245e-02 -2.64928502e-01 -1.81832601e-01 -2.66310738e-01
-4.75640102e-01 -8.76861579e-02 -1.07414083e-01 -1.30974172e-02
-8.93706139e-02 -1.48979780e-02 -2.36802397e-01 -4.55539170e-01
-2.60689612e-01]
[ -6.45457344e-02 -3.76005435e-02 -2.25637611e-01 -2.61141892e-01
1.07299136e-01 -1.61014100e-01 -2.27178870e-01 1.40453769e-01
-2.46869166e-02 1.57285085e-01 -2.19715396e-01 -1.36223613e-02
-8.60118003e-02]
[ 3.78938609e-02 -1.66562778e-01 -1.49975288e-01 -1.02374500e-01
-1.25666374e-01 -1.07469750e-01 1.13512957e-01 -1.44074922e-01
-2.30372973e-02 3.83243291e-02 -4.99684242e-02 -1.54065526e-01
-3.01971568e-02]
[ -2.95791797e-01 -1.33839292e-01 -8.20066245e-02 -1.24855781e-01
-2.93771594e-01 -2.77414512e-01 -3.62902836e-01 -1.67253358e-02
-3.38841030e-01 -2.32811317e-01 1.61934045e-01 -9.87234727e-02
5.76952280e-02]
[ -2.34456212e-01 -1.21338147e-01 -9.71493168e-02 -3.04169576e-02
-8.24222554e-02 -1.21429555e-01 -7.66847315e-02 -1.93810200e-02
-1.40649188e-01 -1.31923378e-01 6.90868257e-03 -2.09706296e-01
-2.05606592e-01]
[ -1.83545655e-01 -7.41836190e-02 -2.31112600e-01 -2.06817110e-01
-1.60220049e-01 -2.07250723e-01 -3.81303845e-01 -1.25428971e-01
1.20181576e-01 -2.57792362e-01 -3.67259443e-01 -4.15674033e-01
-4.77787221e-01]
[ -3.71335095e-01 -5.72688386e-02 -1.52523521e-01 -1.07525903e-01
-4.54795905e-02 -3.14231079e-01 4.63857613e-02 -8.47692640e-02
-1.15537411e-01 4.19455071e-02 3.99049442e-02 -3.11336622e-01
-3.82543754e-01]
[ -1.57509309e-01 -1.39307373e-01 -5.45059154e-02 -2.30159497e-01
-1.25931075e-01 -2.95827489e-01 6.76977183e-02 -1.68919709e-01
-1.91627035e-01 5.04387002e-02 1.84475162e-01 3.04885906e-02
-1.48105041e-01]
[ -1.26780558e-01 -1.71782848e-01 -1.14849108e-01 -3.16277930e-01
9.21188972e-02 -1.79506596e-02 -1.54956899e-01 -1.78461391e-01
1.18137708e-01 -8.37265689e-02 -1.43721211e-01 -6.62329657e-02
-2.91013561e-01]
[ -3.82053754e-02 -3.52422663e-02 -1.50363466e-01 -1.32335258e-01
-2.31091160e-01 6.28674160e-02 -4.26241325e-02 -4.39792306e-02
-2.21670940e-01 -9.06557266e-02 -1.51074790e-01 -3.91580302e-01
-2.28437335e-01]
[ -6.91573232e-02 2.14441540e-02 -1.29527212e-01 -3.51924916e-01
1.19382209e-01 1.99844101e-02 -1.97217567e-01 -1.49968166e-01
1.26954925e-01 -5.45521063e-02 -3.19053743e-01 -3.03785732e-01
-3.34050164e-01]
[ 6.47996600e-02 -2.99490927e-01 -8.85085553e-02 -4.63023357e-01
-2.14098442e-01 -9.17584506e-02 2.90139259e-02 6.64500333e-02
-4.26775277e-02 2.64697957e-01 -5.45006856e-01 -8.95398825e-01
4.64370685e-01]
[ -2.31275035e-01 -2.37152271e-01 -1.34602305e-01 -3.25861059e-01
-2.94910067e-01 -9.51494240e-02 1.94161414e-01 2.65021158e-02
2.70840606e-01 1.99269571e-02 -4.33364792e-01 -1.09022513e+00
6.68168118e-01]
[ -2.35573251e-02 -1.80107852e-01 1.81380849e-02 -3.28838208e-01
-1.65521163e-01 1.63564025e-01 1.99522265e-01 2.42207789e-01
-3.84511528e-02 2.11231110e-01 -2.53293937e-01 -1.18922405e+00
7.80857686e-01]
[ -8.61435130e-03 -3.90907822e-02 -1.28051678e-01 -1.46298086e-01
-1.75418562e-01 -4.90429926e-02 3.12531109e-01 1.58494722e-01
2.53470559e-01 3.49822112e-01 -5.15260126e-01 -1.14312300e+00
8.26462031e-01]
[ -8.99221909e-02 -2.75298077e-01 5.64190925e-02 -3.50167283e-01
-1.45840259e-01 1.15172995e-01 3.91139500e-01 1.41332106e-01
-6.65470703e-02 1.51260317e-01 -5.77080512e-01 -1.12186826e+00
8.72519412e-01]
[ 1.14041130e-01 -8.61847515e-02 1.34661727e-02 -1.63170847e-01
-7.99752043e-02 -1.99867000e-02 2.84131169e-01 3.72952200e-01
4.28359497e-01 2.48743331e-01 -5.75256453e-01 -1.06844375e+00
5.90971519e-01]
[ 4.07245827e-03 -1.45215431e-01 2.36179295e-02 1.81094169e-02
-9.83297379e-02 -2.83259342e-01 1.44708329e-01 3.82520045e-01
3.89570424e-02 1.40785212e-01 -2.83337635e-01 -9.13739163e-01
2.30135136e-01]
[ 1.12964104e-01 8.07605566e-02 1.17137325e-02 2.38896037e-01
-1.07665617e-01 -5.63539099e-02 -5.44415139e-02 -8.85125394e-02
-1.86303768e-01 -7.09199002e-02 -7.63682423e-02 9.66468314e-02
-5.66752869e-01]
[ 5.99339606e-02 -1.29987032e-01 1.52344259e-01 5.24885412e-01
2.28320543e-01 1.03368526e-02 -3.34310745e-01 -3.37466155e-01
8.60394189e-03 -5.51254337e-01 3.22553782e-01 8.82409083e-01
-9.53641436e-01]
[ 2.17085786e-02 7.74505596e-02 -2.14639073e-01 1.33772625e-01
3.58344075e-02 -3.52819011e-03 -2.15011156e-01 -3.64347646e-01
-2.83573250e-01 -2.81072217e-01 -3.31658797e-03 -1.26960947e-01
-2.05323975e-01]
[ -7.49983099e-02 -1.99948583e-01 5.59494118e-02 9.14911851e-03
-1.23050095e-01 -1.37469457e-01 -8.71762071e-02 -7.66190864e-02
1.03231376e-02 -4.20034250e-01 -3.59630159e-01 -2.01978947e-01
1.66154294e-01]
[ -1.42888758e-02 -2.56678639e-01 4.72535140e-02 -3.90261723e-01
-1.81906111e-01 -2.35502805e-01 -3.81189016e-01 -6.13047924e-02
-8.37383687e-02 -1.41443642e-02 -2.40435796e-01 3.43686994e-01
1.76764923e-01]
[ 1.53977865e-01 6.44401011e-02 -1.11366860e-01 -3.95911881e-01
-5.12580345e-02 -1.04729413e-01 -2.72034184e-01 -6.57157849e-02
-2.33097689e-01 -2.81500665e-01 -2.61318764e-01 5.65668484e-01
1.06300851e-01]
[ -1.89541194e-01 -1.71185834e-01 -1.20547930e-01 -3.73846371e-01
-4.29731194e-02 2.30311539e-02 -2.75259307e-01 -3.04887720e-01
-1.80661876e-01 -1.23233220e-01 -2.81347284e-01 4.54436952e-01
3.60206236e-03]
[ -5.65816003e-02 -1.93361396e-01 -1.70563520e-01 -3.88758162e-01
-3.65419684e-02 3.96640078e-02 -1.61809510e-01 -1.46525987e-01
-2.84515498e-01 -3.74226118e-01 -9.79796958e-02 3.47683307e-01
1.02957864e-01]
[ 9.13124341e-02 9.71090997e-02 -2.10765014e-02 -3.25885608e-01
-3.13441374e-01 3.71124921e-03 -2.51554539e-01 -3.70651938e-01
-3.53528898e-01 -7.91157383e-02 -1.63904693e-01 3.44690787e-01
1.02103875e-01]
[ -5.85022058e-02 -1.06173491e-02 -2.84901520e-01 -1.04997512e-01
6.95746558e-02 1.55037082e-01 -2.51066031e-01 -1.93490613e-01
-5.76923130e-02 -4.33817276e-02 1.54146602e-01 7.71988647e-01
-7.78361773e-02]
[ 1.48511030e-01 3.20456837e-01 -1.94127564e-01 7.99829158e-01
1.03416760e-01 4.19654824e-03 -1.86117237e-01 -3.62150513e-01
-2.14986868e-01 -2.94103041e-01 7.64187135e-01 8.89726812e-01
-1.47934114e+00]
[ 7.23090838e-03 1.60341031e-01 5.84885277e-02 4.24779213e-01
-1.08938425e-02 -6.33990563e-02 -2.58074191e-01 -3.12775365e-01
-2.69119672e-01 -1.75139096e-01 5.95524331e-01 8.69346799e-01
-1.41454363e+00]
[ -2.08665626e-02 -1.45337821e-01 -1.46404056e-01 3.40611468e-01
-1.89253768e-01 2.38630512e-01 -1.50551727e-02 -1.44452304e-01
-2.23257261e-01 -3.16416737e-01 2.06263359e-01 5.10401619e-01
-7.35428162e-01]
[ 8.74959877e-02 -3.83969670e-01 -5.01756361e-02 3.40914755e-02
-1.19571884e-01 2.00185481e-01 9.81263960e-02 1.83806024e-01
-1.85562348e-01 1.95275939e-02 -6.01384158e-02 2.76981325e-01
-4.02857347e-01]
[ 2.12791687e-01 -2.95822152e-01 -1.18568475e-01 -6.09119701e-02
-2.17789420e-01 1.22736417e-01 4.67054043e-02 -1.18061128e-01
-6.36936382e-02 -3.23862259e-02 -1.60945919e-01 -2.13340942e-01
-2.50834073e-01]
[ -1.30891195e-01 -8.20314336e-02 3.86741510e-02 -2.52861843e-01
-6.13869327e-02 -1.41203832e-01 6.33442418e-02 1.05973690e-02
-9.33269159e-02 3.79327125e-02 -3.37951398e-01 -5.10217495e-01
-1.15984644e-01]
[ -1.43916473e-01 -1.34157225e-01 -6.93752121e-02 -2.92081220e-01
-3.44241290e-01 -2.89425453e-01 1.66529551e-01 1.51161432e-01
8.47757800e-03 1.27895666e-01 -2.86413859e-01 -9.01485150e-01
3.48313721e-02]
[ -1.31716186e-01 -2.48504104e-01 -3.05781038e-01 -1.06105311e+00
-3.02841894e-01 -2.09579605e-01 -9.33598111e-02 -5.93852400e-02
4.70905167e-02 -5.01033003e-01 -8.10939660e-01 -6.46349189e-01
-1.50550978e+00]
[ -1.24964560e-01 1.34705551e-01 1.26691539e-02 1.82077536e-01
-2.01033916e-01 -1.77439684e-01 -1.62692849e-01 4.75845763e-03
-1.48419091e-01 -1.24628397e-01 -1.02349076e-01 -3.99681474e-01
1.14640481e-01]
[ -3.64974418e-01 -1.18391347e-01 -2.73383756e-01 4.00131953e-01
-1.99934901e-01 -2.33067011e-01 -1.62898472e-01 -9.64701918e-02
1.40369884e-03 4.51914272e-02 1.35049438e-01 -3.45266003e-01
3.04522834e-01]
[ -1.30965905e-01 -5.13517400e-02 -2.54426027e-01 2.54270244e-01
-2.29098496e-01 -2.79879241e-01 -3.93070622e-01 -3.78775241e-02
9.06076232e-03 -9.03244235e-02 -1.57991718e-01 -3.10794601e-01
2.24069823e-01]
[ -2.58992998e-01 -5.32365968e-01 -3.41652555e-01 6.73184951e-02
-3.17310391e-01 -2.34255794e-01 -2.16445396e-01 -2.28197135e-01
-1.47669819e-02 -2.73505528e-01 8.42982468e-03 -3.56212387e-01
1.19322870e-01]
[ -2.29503278e-01 -2.94874829e-01 -3.23083186e-01 -4.10753024e-02
-8.49227325e-02 -1.52117509e-01 -1.21569352e-01 2.55122066e-02
-2.15644073e-01 -5.15827305e-01 -2.13692470e-01 -2.76422951e-01
-3.69136056e-02]
[ -8.86432990e-02 -2.20850152e-02 -2.45016435e-01 -1.13327330e+00
-2.80438014e-01 -2.60002438e-01 1.45010993e-01 -4.97112125e-01
1.49810829e-01 -2.09592827e-01 -8.09901518e-01 -4.46644232e-01
-1.41486959e+00]]
Progress: 35.1% ... Training loss: 0.193 ... Validation loss: 0.343[[-0.27278375]
[ 0.21893452]
[-0.08094166]
[ 1.40323439]
[ 0.23762804]
[-0.04426272]
[-1.00584177]
[-0.78572132]
[-0.5643641 ]
[-0.8239291 ]
[ 1.29703329]
[ 3.02180073]
[-2.64504412]]
[[-0.51639675 -0.49200552 -0.59139531 0.07531 -0.28916872 -0.59636598
0.14608985 -0.22506484 -0.25999445 -0.29573446 0.31154915 1.09709533
0.39274028]
[ 0.01367078 -0.13407568 0.0480773 -0.1356235 -0.03838639 0.05842191
-0.07630831 0.18428437 -0.14949142 -0.17028667 -0.15100788 -0.11883326
-0.17972098]
[-0.29347165 0.13087655 -0.03926971 0.00677593 0.06940779 -0.13725294
-0.13542894 -0.19375902 0.28706287 -0.58773759 0.06348752 0.63327424
0.86264325]
[ 0.27898337 -0.25098615 -0.27386657 0.14340903 -0.27122585 0.01251681
0.67523041 -0.61881598 0.38461434 -0.1608243 -0.06263344 -0.36320604
-0.34595579]
[ 0.1425411 0.01529672 0.11438935 -0.14953224 -0.02168166 0.07429602
-0.17742761 -0.1804181 0.07206702 0.24093377 0.02138445 -0.09599438
-0.08232928]
[-0.49175586 -0.6215775 -0.60130531 -0.59123469 -0.59569415 -0.565568
-0.43652418 -0.16026379 -0.49815655 -0.24443317 -0.61772916 -0.924913
-0.73938303]
[-0.41135585 -0.59558418 -0.32889407 -0.47964309 -0.4203083 -0.56585988
-0.3800857 -0.49331997 -0.30605317 -0.0870928 -0.51214071 -0.58194162
-0.67454264]
[-0.3448155 -0.34994004 -0.48956712 -0.17238753 -0.32679641 -0.4279954
-0.24335144 -0.29198352 -0.26288276 -0.59770096 -0.35649718 -0.87965297
-0.67792775]
[-0.46524436 -0.33899528 -0.38714704 -0.2848289 -0.33184415 -0.21891586
-0.03170418 -0.47987377 -0.26284572 -0.46245375 -0.2275757 -0.27512601
-0.2591523 ]
[-0.95912842 -0.96096404 -0.99349629 -0.74359795 -1.05179504 -0.99322356
-0.52074192 -0.57163085 -0.7315613 -0.57352752 -0.82989226 -0.67553511
-0.93052708]
[-0.51065597 -0.27393261 -0.47410762 -0.43787784 -0.3494847 -0.36567171
-0.61432279 -0.64016648 -0.66124347 -0.09760044 -0.61286191 -0.90734958
-0.7409385 ]
[-0.12242193 0.027436 -0.34564267 -0.49756948 -0.10224804 -0.07610629
-0.21559626 -0.45690565 -0.19667077 0.03749655 -0.54797844 -1.23376237
-0.79878994]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25596195 -0.12629233 0.16398839 -0.30473777 -0.13548531 0.11323159
-0.13827083 0.01024336 -0.08606998 0.06534127 -0.23396781 -0.48820358
-0.08427661]
[-0.09735848 -0.2650204 -0.18180204 -0.26747563 -0.47574528 -0.08767061
-0.10593672 -0.0118532 -0.08887509 -0.01367513 -0.23811117 -0.45963212
-0.26065386]
[-0.06474911 -0.03732711 -0.22567899 -0.26175519 0.1074783 -0.16103034
-0.22712033 0.14028452 -0.02479631 0.15653487 -0.21947457 -0.01282087
-0.083699 ]
[ 0.03843051 -0.16737796 -0.14976217 -0.10890534 -0.12656402 -0.10741739
0.11564424 -0.14018141 -0.02147787 0.04213963 -0.05683289 -0.17027893
-0.01838716]
[-0.29558443 -0.13432071 -0.08189973 -0.12831233 -0.29427226 -0.27739102
-0.36126958 -0.01467589 -0.33768148 -0.23123298 0.15720372 -0.10851476
0.06303682]
[-0.23383866 -0.12202324 -0.09698461 -0.03502583 -0.08326218 -0.12137058
-0.07334934 -0.01700961 -0.13859728 -0.12983248 0.00277534 -0.22146098
-0.19950556]
[-0.18346911 -0.07436322 -0.23108176 -0.20649075 -0.16041512 -0.20723771
-0.38043301 -0.12494413 0.12077023 -0.25792043 -0.36707529 -0.41582124
-0.47614306]
[-0.37010719 -0.05873064 -0.15225218 -0.11670337 -0.04710957 -0.3141162
0.05317767 -0.08107452 -0.1115722 0.04473511 0.03145647 -0.33086552
-0.37266407]
[-0.15667825 -0.14021 -0.05434335 -0.23789598 -0.12682739 -0.29575511
0.0723268 -0.16672679 -0.18935736 0.05297125 0.17671068 0.01925145
-0.13758803]
[-0.12634608 -0.17214913 -0.11476749 -0.31854796 0.09160354 -0.01790047
-0.15180808 -0.17688538 0.11957216 -0.08177944 -0.145972 -0.07120654
-0.28510827]
[-0.03817541 -0.0352571 -0.15035861 -0.13246757 -0.23111033 0.06287063
-0.04250351 -0.04386267 -0.2216334 -0.09054936 -0.15119247 -0.39171556
-0.2282964 ]
[-0.06920615 0.02140403 -0.12951897 -0.35118915 0.11935705 0.01998244
-0.19764323 -0.14973449 0.12678045 -0.05460814 -0.31907408 -0.30527685
-0.33505004]
[ 0.06492424 -0.29960398 -0.08848346 -0.46393323 -0.21422783 -0.09174809
0.03008267 0.06706985 -0.04214671 0.26527976 -0.54585804 -0.89779952
0.46658786]
[-0.23137838 -0.23705269 -0.1346099 -0.32564172 -0.2948502 -0.09515728
0.19390943 0.02662648 0.27061374 0.01985313 -0.43321965 -1.09080537
0.66843582]
[-0.02346596 -0.18014651 0.01815141 -0.3293932 -0.16557725 0.16357342
0.20027326 0.24261485 -0.03820742 0.21164001 -0.25378558 -1.18983542
0.78187899]
[-0.00845756 -0.03922267 -0.12802546 -0.14715399 -0.17558949 -0.04902794
0.31375016 0.1591986 0.25395252 0.35068511 -0.51598127 -1.14461995
0.82824748]
[-0.08979175 -0.27546977 0.05646053 -0.35076687 -0.14607379 0.11519302
0.39225433 0.14206002 -0.06599352 0.15193355 -0.57784925 -1.12407857
0.87479985]
[ 0.11414595 -0.08628459 0.01349202 -0.16397185 -0.08009496 -0.01998045
0.28555378 0.3739159 0.42901175 0.24942453 -0.57585192 -1.07047205
0.59225801]
[ 0.00403712 -0.145188 0.02361271 0.01827688 -0.09830362 -0.28326243
0.14457498 0.38248311 0.03888876 0.14067495 -0.28323502 -0.91370997
0.22995374]
[ 0.11264434 0.08115553 0.0116491 0.24254633 -0.10731369 -0.0563804
-0.05585825 -0.08992546 -0.18739133 -0.07213475 -0.07373103 0.10417914
-0.57093244]
[ 0.06140017 -0.13115566 0.15261796 0.51721779 0.22688093 0.01045806
-0.32801695 -0.33473778 0.01232084 -0.54803471 0.31592404 0.86780768
-0.95208733]
[ 0.02171881 0.07741053 -0.21463617 0.13335304 0.0357827 -0.00352694
-0.21478478 -0.36432172 -0.28346408 -0.28107066 -0.00361667 -0.12805724
-0.2044366 ]
[-0.07485462 -0.20015315 0.05598992 0.00704112 -0.12330985 -0.13745571
-0.08613195 -0.07546421 0.01099608 -0.41945716 -0.36115519 -0.20736353
0.17077256]
[-0.01424606 -0.25678212 0.04725829 -0.3930997 -0.18203371 -0.23549511
-0.38074984 -0.06100667 -0.08346725 -0.01411544 -0.24197808 0.34262326
0.18173764]
[ 0.15404355 0.06421735 -0.11133689 -0.39790476 -0.0514559 -0.10472152
-0.2710958 -0.06502773 -0.23251241 -0.28124899 -0.26335791 0.56099498
0.11140407]
[-0.18946463 -0.17130972 -0.12052045 -0.37485922 -0.04313529 0.02304209
-0.27468727 -0.30442537 -0.18021843 -0.12284454 -0.2824571 0.45140054
0.00628733]
[-0.05660641 -0.19349802 -0.17054809 -0.38937227 -0.0367035 0.03966656
-0.16189099 -0.14583591 -0.2844814 -0.37393253 -0.09864576 0.34591781
0.10542058]
[ 0.09142753 0.09686904 -0.02102531 -0.32766547 -0.31361895 0.00372378
-0.25095743 -0.37025541 -0.35308065 -0.07859421 -0.16607087 0.34153208
0.10744237]
[-0.05828766 -0.0108017 -0.28486852 -0.10693863 0.06933447 0.15505602
-0.24969585 -0.19283785 -0.05686217 -0.04219839 0.15120771 0.76736535
-0.07304877]
[ 0.14856208 0.32032323 -0.19409675 0.79905164 0.10328998 0.00420229
-0.18630071 -0.36193271 -0.21472564 -0.29404299 0.76327315 0.88791578
-1.47763025]
[ 0.00832203 0.1589973 0.0587903 0.41668394 -0.01220345 -0.06329576
-0.25398168 -0.30891457 -0.26665076 -0.17074295 0.58670132 0.85298862
-1.40948709]
[-0.02069636 -0.14547004 -0.14636647 0.33908535 -0.18940273 0.23865023
-0.01382383 -0.14353349 -0.2227401 -0.31568617 0.20469113 0.50702439
-0.73429279]
[ 0.08772325 -0.38427355 -0.05010689 0.0321674 -0.11997869 0.20021245
0.10059459 0.18604589 -0.18465095 0.02080053 -0.06280801 0.26719135
-0.40008927]
[ 0.2131235 -0.29614651 -0.11848808 -0.06339351 -0.21817538 0.12276806
0.04812863 -0.11641793 -0.06279842 -0.03081379 -0.16301807 -0.21863357
-0.24711203]
[-0.13084344 -0.08217993 0.03870575 -0.25371435 -0.06152796 -0.14119754
0.06360297 0.01122552 -0.09312623 0.03834306 -0.33889452 -0.51290906
-0.11375037]
[-0.14395147 -0.13418715 -0.06937479 -0.29234413 -0.34424969 -0.28942939
0.1668235 0.15144425 0.008589 0.12786161 -0.28668256 -0.9025564
0.03562446]
[-0.12977219 -0.25017672 -0.3054013 -1.07211843 -0.30496466 -0.20940057
-0.0819044 -0.05326594 0.05282343 -0.4955939 -0.82125679 -0.67151431
-1.49911684]
[-0.12482389 0.13419305 0.01277739 0.17931902 -0.20147911 -0.17742228
-0.16190742 0.0068792 -0.14768557 -0.12341419 -0.10555376 -0.40929891
0.12256783]
[-0.36470419 -0.11887097 -0.27329023 0.3965001 -0.20051044 -0.23303748
-0.16108736 -0.09465692 0.00272934 0.04703831 0.13129348 -0.3555614
0.31477674]
[-0.13050979 -0.05195137 -0.25428917 0.25006963 -0.22968711 -0.27983882
-0.39061213 -0.03559292 0.01031033 -0.08789727 -0.16262096 -0.31857528
0.23341867]
[-0.25787403 -0.53357162 -0.34137506 0.05526649 -0.31876168 -0.23414668
-0.21051169 -0.22342136 -0.01108551 -0.26897761 -0.00381995 -0.38137092
0.13656906]
[-0.22946456 -0.29487328 -0.32306864 -0.04167548 -0.08496249 -0.15211039
-0.12077061 0.02616724 -0.21548554 -0.51532725 -0.21421809 -0.27726359
-0.0348459 ]
[-0.08846823 -0.0224903 -0.24494204 -1.13494302 -0.28083215 -0.25997492
0.14652659 -0.49589542 0.15048617 -0.2088645 -0.81194236 -0.44934808
-1.41377906]]
Progress: 35.1% ... Training loss: 0.196 ... Validation loss: 0.334[[-0.24692223]
[ 0.25158426]
[-0.05635126]
[ 1.44670983]
[ 0.26771085]
[-0.0168706 ]
[-0.95322259]
[-0.74883174]
[-0.51895429]
[-0.78659241]
[ 1.33552032]
[ 3.06832157]
[-2.60600492]]
[[ -5.18281205e-01 -4.89757931e-01 -5.91969481e-01 9.34148365e-02
-2.86763942e-01 -5.96693065e-01 1.34162091e-01 -2.35307108e-01
-2.66627325e-01 -3.04835066e-01 3.28998040e-01 1.14165462e+00
3.54709637e-01]
[ 1.33194181e-02 -1.33543349e-01 4.79215549e-02 -1.32411139e-01
-3.78831866e-02 5.83572130e-02 -7.81900379e-02 1.82628063e-01
-1.50567891e-01 -1.71871333e-01 -1.47336410e-01 -1.06952295e-01
-1.88904733e-01]
[ -2.95708320e-01 1.33966609e-01 -4.00293663e-02 3.47042412e-02
7.25244340e-02 -1.37643609e-01 -1.53781612e-01 -2.04644206e-01
2.77110463e-01 -5.95415809e-01 8.74210588e-02 6.84301994e-01
8.17187272e-01]
[ 2.77904479e-01 -2.51684324e-01 -2.73638156e-01 1.48171610e-01
-2.71438210e-01 1.24255334e-02 6.65858007e-01 -6.13063712e-01
3.80486809e-01 -1.59107102e-01 -6.42457673e-02 -3.87785092e-01
-3.48625743e-01]
[ 1.42459020e-01 1.52177326e-02 1.14238719e-01 -1.51560869e-01
-2.17253165e-02 7.42766700e-02 -1.73672981e-01 -1.80404843e-01
7.43142028e-02 2.38679396e-01 2.16816240e-02 -9.42244822e-02
-7.32443262e-02]
[ -4.92396910e-01 -6.21005801e-01 -6.01484247e-01 -5.87924041e-01
-5.95173622e-01 -5.65675031e-01 -4.39662192e-01 -1.64285442e-01
-4.99761234e-01 -2.48009416e-01 -6.14035349e-01 -9.11431486e-01
-7.46044389e-01]
[ -4.12125003e-01 -5.94674599e-01 -3.29166624e-01 -4.77501786e-01
-4.19524277e-01 -5.65975821e-01 -3.83205547e-01 -4.96444306e-01
-3.08203313e-01 -9.15972420e-02 -5.09440683e-01 -5.72937747e-01
-6.89276339e-01]
[ -3.47376607e-01 -3.47084315e-01 -4.90339030e-01 -1.47896560e-01
-3.23973045e-01 -4.28421638e-01 -2.60274523e-01 -3.02398409e-01
-2.72087497e-01 -6.05072241e-01 -3.36565261e-01 -8.39280097e-01
-7.14131153e-01]
[ -4.67082730e-01 -3.37666051e-01 -3.87580834e-01 -2.74543312e-01
-3.30232039e-01 -2.19232310e-01 -3.97073296e-02 -4.83821901e-01
-2.67516419e-01 -4.68676496e-01 -2.18552828e-01 -2.59962741e-01
-2.73287205e-01]
[ -9.61290878e-01 -9.58349269e-01 -9.94185783e-01 -7.23249798e-01
-1.04944892e+00 -9.93566100e-01 -5.35975547e-01 -5.83455463e-01
-7.40060719e-01 -5.82663061e-01 -8.12623592e-01 -6.30290667e-01
-9.68151862e-01]
[ -5.13310524e-01 -2.71636312e-01 -4.74851966e-01 -4.24554011e-01
-3.46997415e-01 -3.66124539e-01 -6.25419934e-01 -6.47286183e-01
-6.67449447e-01 -1.06855670e-01 -5.99765303e-01 -8.79735794e-01
-7.63125688e-01]
[ -1.23414616e-01 2.81911563e-02 -3.45866017e-01 -4.91012947e-01
-1.01341403e-01 -7.62765632e-02 -2.20449576e-01 -4.59470348e-01
-1.99595638e-01 3.42126006e-02 -5.42995088e-01 -1.22859907e+00
-8.10711344e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.56041395e-01 -1.26209137e-01 1.63961904e-01 -3.04468063e-01
-1.35453289e-01 1.13216231e-01 -1.38350337e-01 9.77730280e-03
-8.63145227e-02 6.48814973e-02 -2.33583723e-01 -4.86983008e-01
-8.61536998e-02]
[ -9.77251050e-02 -2.64707779e-01 -1.81922773e-01 -2.65682477e-01
-4.75507889e-01 -8.77307369e-02 -1.07147060e-01 -1.40759998e-02
-8.93444857e-02 -1.58945112e-02 -2.36327565e-01 -4.55256481e-01
-2.63642222e-01]
[ -6.53160586e-02 -3.70094498e-02 -2.25758662e-01 -2.59440544e-01
1.07908834e-01 -1.61093998e-01 -2.31095279e-01 1.38300051e-01
-2.66845267e-02 1.54300284e-01 -2.17024652e-01 -1.52207054e-03
-8.71143258e-02]
[ 3.83241031e-02 -1.67134007e-01 -1.49848724e-01 -1.09470709e-01
-1.26391481e-01 -1.07432331e-01 1.15299729e-01 -1.41689930e-01
-2.18876537e-02 4.10185817e-02 -5.67974707e-02 -1.63585408e-01
-2.16903429e-02]
[ -2.95773417e-01 -1.33899530e-01 -8.19979064e-02 -1.27385187e-01
-2.93979521e-01 -2.77441354e-01 -3.61579469e-01 -1.55612483e-02
-3.38063172e-01 -2.32931108e-01 1.58122335e-01 -1.09901291e-01
5.48045112e-02]
[ -2.34407431e-01 -1.21672043e-01 -9.71144233e-02 -3.16326300e-02
-8.28405917e-02 -1.21465308e-01 -7.59172990e-02 -1.79773981e-02
-1.39967843e-01 -1.31396903e-01 5.16279050e-03 -2.19526551e-01
-2.03627857e-01]
[ -1.83713140e-01 -7.39189197e-02 -2.31169992e-01 -2.01882982e-01
-1.60029878e-01 -2.07285184e-01 -3.82210846e-01 -1.27475691e-01
1.19341101e-01 -2.58756809e-01 -3.63852050e-01 -4.09558851e-01
-4.84697764e-01]
[ -3.70679954e-01 -5.79359286e-02 -1.52445235e-01 -1.09501745e-01
-4.63221370e-02 -3.14208896e-01 4.79355735e-02 -8.44836151e-02
-1.14465941e-01 4.27973764e-02 3.69025852e-02 -3.19322433e-01
-3.83285988e-01]
[ -1.58424203e-01 -1.38602883e-01 -5.48242898e-02 -2.24994032e-01
-1.25161097e-01 -2.96028546e-01 6.19285900e-02 -1.71456777e-01
-1.94601100e-01 4.80817042e-02 1.88839070e-01 4.37826164e-02
-1.57418241e-01]
[ -1.27358875e-01 -1.71358503e-01 -1.15013629e-01 -3.12691375e-01
9.25751504e-02 -1.80824189e-02 -1.56315608e-01 -1.79028814e-01
1.16816893e-01 -8.54052681e-02 -1.40687481e-01 -6.21851248e-02
-2.92747973e-01]
[ -3.83911000e-02 -3.50943663e-02 -1.50414058e-01 -1.31164314e-01
-2.30927572e-01 6.28274871e-02 -4.31144795e-02 -4.42678804e-02
-2.21985560e-01 -9.11946455e-02 -1.50197856e-01 -3.89804670e-01
-2.29498098e-01]
[ -6.93474325e-02 2.15409601e-02 -1.29570909e-01 -3.50964305e-01
1.19516939e-01 1.99546442e-02 -1.97803536e-01 -1.49989217e-01
1.26588420e-01 -5.50507239e-02 -3.18761420e-01 -3.04660706e-01
-3.34996624e-01]
[ 6.45789808e-02 -2.99370408e-01 -8.85666773e-02 -4.63138332e-01
-2.13979205e-01 -9.17977537e-02 2.82472987e-02 6.62239529e-02
-4.31143971e-02 2.64011958e-01 -5.44964266e-01 -8.96153969e-01
4.64375404e-01]
[ -2.31549695e-01 -2.36980891e-01 -1.34638599e-01 -3.25486431e-01
-2.94782878e-01 -9.51773428e-02 1.93376799e-01 2.65324162e-02
2.70233979e-01 1.93266771e-02 -4.33045150e-01 -1.09061806e+00
6.68310983e-01]
[ -2.37066076e-02 -1.79924126e-01 1.80817693e-02 -3.27512452e-01
-1.65353615e-01 1.63527618e-01 1.98724301e-01 2.41274568e-01
-3.90973392e-02 2.10944442e-01 -2.52609991e-01 -1.18822849e+00
7.77623760e-01]
[ -8.77781037e-03 -3.90398291e-02 -1.28083023e-01 -1.45631989e-01
-1.75432688e-01 -4.90688720e-02 3.12444397e-01 1.58587119e-01
2.53232852e-01 3.49586313e-01 -5.15117924e-01 -1.14428268e+00
8.25601180e-01]
[ -9.02145380e-02 -2.75171956e-01 5.63669059e-02 -3.47650795e-01
-1.45741216e-01 1.15119942e-01 3.89975250e-01 1.40951505e-01
-6.72592656e-02 1.50617403e-01 -5.75805085e-01 -1.12223273e+00
8.68300620e-01]
[ 1.14073809e-01 -8.62388604e-02 1.34675476e-02 -1.63696766e-01
-8.00545238e-02 -1.99916951e-02 2.85290120e-01 3.73610382e-01
4.28896994e-01 2.49130527e-01 -5.75688374e-01 -1.07039247e+00
5.91883583e-01]
[ 3.72332612e-03 -1.44899794e-01 2.35469364e-02 2.19817099e-02
-9.79584474e-02 -2.83306082e-01 1.42134989e-01 3.81364817e-01
3.75596708e-02 1.39227339e-01 -2.80289067e-01 -9.09708068e-01
2.23042840e-01]
[ 1.12615253e-01 8.11899361e-02 1.16387987e-02 2.43640568e-01
-1.07272152e-01 -5.63785367e-02 -5.58481093e-02 -8.98427464e-02
-1.87489359e-01 -7.22674997e-02 -7.28620873e-02 1.04971732e-01
-5.72035497e-01]
[ 6.16754708e-02 -1.31318883e-01 1.52705392e-01 5.15389448e-01
2.26620067e-01 1.04829994e-02 -3.25700993e-01 -3.33407460e-01
1.35081100e-02 -5.47006533e-01 3.13369483e-01 8.57761653e-01
-9.51157546e-01]
[ 2.16687652e-02 7.74611699e-02 -2.14648266e-01 1.33669588e-01
3.58289842e-02 -3.53660044e-03 -2.14994636e-01 -3.64399898e-01
-2.83551596e-01 -2.81197807e-01 -3.39588876e-03 -1.27840163e-01
-2.04835178e-01]
[ -7.52631062e-02 -1.99707581e-01 5.58428133e-02 8.72646446e-03
-1.22885980e-01 -1.37512574e-01 -8.92390709e-02 -7.71087459e-02
9.24558724e-03 -4.20625929e-01 -3.59436034e-01 -2.00978207e-01
1.67590978e-01]
[ -1.48851239e-02 -2.56410024e-01 4.71090339e-02 -3.92922190e-01
-1.81592229e-01 -2.35589855e-01 -3.82644306e-01 -6.22190668e-02
-8.46383086e-02 -1.64580777e-02 -2.41490455e-01 3.44818281e-01
1.83176509e-01]
[ 1.54040502e-01 6.42244930e-02 -1.11338891e-01 -3.97864234e-01
-5.14507333e-02 -1.04721972e-01 -2.71116201e-01 -6.50524224e-02
-2.32526130e-01 -2.81257195e-01 -2.63322780e-01 5.61145824e-01
1.11268001e-01]
[ -1.89773327e-01 -1.70891448e-01 -1.20644860e-01 -3.72343787e-01
-4.27048995e-02 2.29914116e-02 -2.76978051e-01 -3.05479261e-01
-1.81274446e-01 -1.24031992e-01 -2.79183208e-01 4.60431610e-01
-1.33941055e-03]
[ -5.65723402e-02 -1.93521015e-01 -1.70539526e-01 -3.89522915e-01
-3.67398548e-02 3.96741390e-02 -1.61757171e-01 -1.45714329e-01
-2.84403859e-01 -3.73802007e-01 -9.88220960e-02 3.45568841e-01
1.05699040e-01]
[ 9.07930445e-02 9.75933247e-02 -2.12911360e-02 -3.25724450e-01
-3.13068544e-01 3.62028600e-03 -2.53073097e-01 -3.73972821e-01
-3.54158702e-01 -8.25290707e-02 -1.63292305e-01 3.54137194e-01
1.01807796e-01]
[ -5.85630802e-02 -1.05371162e-02 -2.84938027e-01 -1.05875439e-01
6.96707354e-02 1.55012355e-01 -2.51716982e-01 -1.94466846e-01
-5.78386884e-02 -4.37186540e-02 1.52998466e-01 7.76181600e-01
-7.52469693e-02]
[ 1.48292335e-01 3.20813628e-01 -1.94211238e-01 8.03086698e-01
1.03753933e-01 4.14176084e-03 -1.87739803e-01 -3.63565854e-01
-2.15808738e-01 -2.95550071e-01 7.67169184e-01 8.96985251e-01
-1.48130325e+00]
[ 8.62864997e-03 1.58941331e-01 5.88397526e-02 4.17487105e-01
-1.21922413e-02 -6.32596351e-02 -2.53672742e-01 -3.08971261e-01
-2.66497400e-01 -1.69501882e-01 5.87871277e-01 8.57896658e-01
-1.41186243e+00]
[ -2.13441133e-02 -1.44704490e-01 -1.46560692e-01 3.46805697e-01
-1.88654056e-01 2.38525224e-01 -1.72950391e-02 -1.46666581e-01
-2.24950217e-01 -3.17461511e-01 2.11027409e-01 5.20138714e-01
-7.45180924e-01]
[ 8.72304925e-02 -3.83790653e-01 -5.02477523e-02 3.65632060e-02
-1.19429750e-01 2.00114684e-01 9.78051922e-02 1.83968613e-01
-1.86152425e-01 1.89628700e-02 -5.91441643e-02 2.73487522e-01
-4.07209193e-01]
[ 2.12678098e-01 -2.95836627e-01 -1.18579512e-01 -6.12143648e-02
-2.17840434e-01 1.22701392e-01 4.59500292e-02 -1.17382675e-01
-6.39464786e-02 -3.20747774e-02 -1.61108418e-01 -2.15616412e-01
-2.49676895e-01]
[ -1.31253527e-01 -8.18939978e-02 3.86130831e-02 -2.51161389e-01
-6.12189605e-02 -1.41256715e-01 6.13353943e-02 1.05474741e-02
-9.45143824e-02 3.74174937e-02 -3.37168659e-01 -5.10884416e-01
-1.17823878e-01]
[ -1.43876899e-01 -1.34272761e-01 -6.93402543e-02 -2.92105854e-01
-3.44319105e-01 -2.89412398e-01 1.66881322e-01 1.51727800e-01
8.76951147e-03 1.28162242e-01 -2.86740405e-01 -9.02467345e-01
3.52409199e-02]
[ -1.30494762e-01 -2.49609632e-01 -3.05568493e-01 -1.07173008e+00
-3.04328455e-01 -2.09531802e-01 -8.42672421e-02 -5.58549959e-02
5.15145219e-02 -4.98435331e-01 -8.20412723e-01 -6.68032693e-01
-1.50256611e+00]
[ -1.25673546e-01 1.35099495e-01 1.25088771e-02 1.85934880e-01
-2.00658997e-01 -1.77558403e-01 -1.66580609e-01 3.97149817e-03
-1.49965512e-01 -1.26185123e-01 -9.97519613e-02 -3.96041856e-01
1.09654483e-01]
[ -3.66094676e-01 -1.17312762e-01 -2.73717749e-01 4.11615083e-01
-1.98835502e-01 -2.33306093e-01 -1.69827832e-01 -1.00969138e-01
-2.19911363e-03 4.08069470e-02 1.44165636e-01 -3.31932471e-01
2.91560220e-01]
[ -1.31200052e-01 -5.11743354e-02 -2.54480342e-01 2.57266066e-01
-2.28986343e-01 -2.79952307e-01 -3.94092809e-01 -3.92785946e-02
7.79290065e-03 -9.02328984e-02 -1.57869222e-01 -3.09389016e-01
2.20296772e-01]
[ -2.58520504e-01 -5.33152150e-01 -3.41518978e-01 5.92721204e-02
-3.18278469e-01 -2.34250973e-01 -2.13274703e-01 -2.24068986e-01
-1.27100342e-02 -2.70865078e-01 -5.09304190e-04 -3.77272552e-01
1.34021515e-01]
[ -2.29903117e-01 -2.94613753e-01 -3.23142586e-01 -3.73910291e-02
-8.46062995e-02 -1.52170176e-01 -1.24158671e-01 2.47763207e-02
-2.16834278e-01 -5.16231661e-01 -2.10415744e-01 -2.71129761e-01
-4.06254050e-02]
[ -8.95399103e-02 -2.13118519e-02 -2.45326983e-01 -1.13232022e+00
-2.79763546e-01 -2.60127045e-01 1.40750751e-01 -4.99871239e-01
1.46863900e-01 -2.13567985e-01 -8.07976479e-01 -4.31112600e-01
-1.42448436e+00]]
Progress: 35.2% ... Training loss: 0.189 ... Validation loss: 0.341[[-0.26578319]
[ 0.22352408]
[-0.07679637]
[ 1.40730904]
[ 0.23902424]
[-0.03657098]
[-0.99379942]
[-0.7929329 ]
[-0.55585672]
[-0.81473001]
[ 1.29323215]
[ 2.99279314]
[-2.6492983 ]]
[[ -5.16079592e-01 -4.93060504e-01 -5.91388824e-01 6.32185449e-02
-2.90585870e-01 -5.96530195e-01 1.52985596e-01 -2.20237444e-01
-2.57099491e-01 -2.94247583e-01 2.98566734e-01 1.07329370e+00
4.11320002e-01]
[ 1.33530540e-02 -1.33562805e-01 4.79273888e-02 -1.32622302e-01
-3.79061160e-02 5.83597420e-02 -7.79905505e-02 1.82784844e-01
-1.50493334e-01 -1.71729729e-01 -1.47458021e-01 -1.07032629e-01
-1.88605719e-01]
[ -2.94341765e-01 1.29564625e-01 -3.95172993e-02 4.95238341e-03
6.81530796e-02 -1.37525775e-01 -1.40249116e-01 -1.95197422e-01
2.87628039e-01 -5.93208046e-01 5.69178216e-02 6.05833212e-01
8.77106243e-01]
[ 2.76804260e-01 -2.49311919e-01 -2.74117315e-01 1.60659913e-01
-2.68735617e-01 1.23282527e-02 6.63319019e-01 -6.25240112e-01
3.77112563e-01 -1.67275298e-01 -4.79462275e-02 -3.49566894e-01
-3.73306945e-01]
[ 1.42025752e-01 1.57372827e-02 1.14187078e-01 -1.38948757e-01
-2.07356634e-02 7.42467556e-02 -1.84987505e-01 -1.85242907e-01
7.03332875e-02 2.39414898e-01 2.69257166e-02 -6.54263894e-02
-9.13992530e-02]
[ -4.91094976e-01 -6.22104914e-01 -6.01198386e-01 -5.93806201e-01
-5.96388757e-01 -5.65590203e-01 -4.34716035e-01 -1.57825056e-01
-4.97440412e-01 -2.41355829e-01 -6.19845900e-01 -9.23405379e-01
-7.43103798e-01]
[ -4.11547917e-01 -5.95673789e-01 -3.28959289e-01 -4.86833724e-01
-4.20794265e-01 -5.65929249e-01 -3.78709555e-01 -4.91494319e-01
-3.05704784e-01 -8.77843696e-02 -5.19942134e-01 -5.96651812e-01
-6.73289997e-01]
[ -3.45275314e-01 -3.50557930e-01 -4.89854270e-01 -1.71300738e-01
-3.27439380e-01 -4.28279240e-01 -2.44959227e-01 -2.92506738e-01
-2.62965437e-01 -5.99594743e-01 -3.57992286e-01 -8.91672027e-01
-6.77267823e-01]
[ -4.66917108e-01 -3.37737771e-01 -3.87551759e-01 -2.79330750e-01
-3.30583317e-01 -2.19213317e-01 -3.62533567e-02 -4.81559025e-01
-2.66474223e-01 -4.68322642e-01 -2.22765015e-01 -2.73596301e-01
-2.65458914e-01]
[ -9.57937060e-01 -9.62777315e-01 -9.93378849e-01 -7.58869481e-01
-1.05446224e+00 -9.93333797e-01 -5.11638915e-01 -5.62589882e-01
-7.27349258e-01 -5.69147557e-01 -8.46846449e-01 -7.14667461e-01
-9.09154439e-01]
[ -5.12734703e-01 -2.72664809e-01 -4.74682482e-01 -4.30193929e-01
-3.48032838e-01 -3.66076024e-01 -6.22945455e-01 -6.44766411e-01
-6.65839004e-01 -1.04599526e-01 -6.05475907e-01 -8.92354707e-01
-7.58265066e-01]
[ -1.23198322e-01 2.80040611e-02 -3.45835405e-01 -4.93159060e-01
-1.01595392e-01 -7.62645905e-02 -2.19049270e-01 -4.59290780e-01
-1.98933933e-01 3.47387643e-02 -5.45012841e-01 -1.23331681e+00
-8.10950833e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55449946e-01 -1.26676430e-01 1.64095327e-01 -3.08374212e-01
-1.36082992e-01 1.13259869e-01 -1.35116591e-01 1.27317235e-02
-8.49985102e-02 6.81680081e-02 -2.37360105e-01 -4.95363650e-01
-8.37532324e-02]
[ -9.73001880e-02 -2.65068042e-01 -1.81846323e-01 -2.67843454e-01
-4.75807730e-01 -8.77061522e-02 -1.05558107e-01 -1.21765142e-02
-8.87374771e-02 -1.38935307e-02 -2.38089776e-01 -4.57425249e-01
-2.62009100e-01]
[ -6.49879616e-02 -3.73393146e-02 -2.25674348e-01 -2.59788685e-01
1.07532338e-01 -1.61072264e-01 -2.30761837e-01 1.40144825e-01
-2.61572021e-02 1.55896301e-01 -2.17755993e-01 -3.92505710e-03
-8.75009275e-02]
[ 3.83154767e-02 -1.67199822e-01 -1.49817439e-01 -1.09679246e-01
-1.26579971e-01 -1.07429954e-01 1.16123173e-01 -1.40038281e-01
-2.16786875e-02 4.19719021e-02 -5.80969978e-02 -1.70059117e-01
-1.99256466e-02]
[ -2.95602810e-01 -1.34185870e-01 -8.19322758e-02 -1.31006741e-01
-2.94278982e-01 -2.77428526e-01 -3.60434791e-01 -1.42699511e-02
-3.37430055e-01 -2.31401558e-01 1.53893469e-01 -1.17968108e-01
6.48815165e-02]
[ -2.33915593e-01 -1.22502952e-01 -9.69808635e-02 -3.92105355e-02
-8.38552958e-02 -1.21426299e-01 -7.25766985e-02 -1.52095324e-02
-1.37854623e-01 -1.29899493e-01 -1.66596465e-03 -2.33058647e-01
-1.95551849e-01]
[ -1.83054433e-01 -7.51050081e-02 -2.31011967e-01 -2.08916075e-01
-1.61201289e-01 -2.07236164e-01 -3.78500791e-01 -1.24786220e-01
1.22313425e-01 -2.57571867e-01 -3.69391622e-01 -4.26840345e-01
-4.74440362e-01]
[ -3.69797796e-01 -5.93118642e-02 -1.52241915e-01 -1.17105755e-01
-4.76517773e-02 -3.14151693e-01 5.40493273e-02 -8.05816797e-02
-1.11007722e-01 4.55177465e-02 2.99272144e-02 -3.33547820e-01
-3.73258839e-01]
[ -1.58112327e-01 -1.39208433e-01 -5.47517920e-02 -2.31151120e-01
-1.25758006e-01 -2.96012187e-01 6.61662372e-02 -1.68850645e-01
-1.92765554e-01 4.96003970e-02 1.81739800e-01 2.58086449e-02
-1.44148869e-01]
[ -1.27091405e-01 -1.71665380e-01 -1.14941956e-01 -3.16065785e-01
9.19680237e-02 -1.80536301e-02 -1.53021549e-01 -1.77003117e-01
1.18210361e-01 -8.51151089e-02 -1.43979243e-01 -7.58677707e-02
-2.86971793e-01]
[ -3.80369599e-02 -3.53434496e-02 -1.50363843e-01 -1.33458337e-01
-2.31163472e-01 6.28523595e-02 -4.14561369e-02 -4.32227034e-02
-2.21394736e-01 -9.00495121e-02 -1.51762233e-01 -3.91595938e-01
-2.27706503e-01]
[ -6.96741329e-02 2.19613408e-02 -1.29644272e-01 -3.50084131e-01
1.19963883e-01 1.99270207e-02 -1.99070840e-01 -1.51102200e-01
1.25915999e-01 -5.64759992e-02 -3.17615200e-01 -3.00394368e-01
-3.36064462e-01]
[ 6.47223201e-02 -2.99537230e-01 -8.85306833e-02 -4.65150662e-01
-2.14188571e-01 -9.17878433e-02 2.96264364e-02 6.71135976e-02
-4.25771724e-02 2.64858179e-01 -5.46471575e-01 -9.00057169e-01
4.69043989e-01]
[ -2.31647190e-01 -2.36883613e-01 -1.34654163e-01 -3.24905201e-01
-2.94685096e-01 -9.51845490e-02 1.92910325e-01 2.63487944e-02
2.69988414e-01 1.90317619e-02 -4.32664417e-01 -1.09036759e+00
6.67124981e-01]
[ -2.36221830e-02 -1.79980853e-01 1.80948709e-02 -3.28619564e-01
-1.65429582e-01 1.63531185e-01 1.99872314e-01 2.42025733e-01
-3.87486134e-02 2.11694206e-01 -2.53593737e-01 -1.18994137e+00
7.80016924e-01]
[ -8.88496570e-03 -3.89979844e-02 -1.28091287e-01 -1.45204833e-01
-1.75400669e-01 -4.90745903e-02 3.12586156e-01 1.58973879e-01
2.53130344e-01 3.49610306e-01 -5.15258472e-01 -1.14574075e+00
8.25482416e-01]
[ -9.02346820e-02 -2.75145497e-01 5.63637268e-02 -3.47746264e-01
-1.45704210e-01 1.15118185e-01 3.90049732e-01 1.40964257e-01
-6.73051086e-02 1.50624770e-01 -5.75818228e-01 -1.12219244e+00
8.68171014e-01]
[ 1.14179219e-01 -8.63222159e-02 1.34851440e-02 -1.65090558e-01
-8.01621298e-02 -1.99850303e-02 2.86342684e-01 3.74207683e-01
4.29398995e-01 2.49611415e-01 -5.76604883e-01 -1.07197702e+00
5.94393687e-01]
[ 3.76365672e-03 -1.44951838e-01 2.35517740e-02 2.12783415e-02
-9.80136601e-02 -2.83305700e-01 1.42817110e-01 3.81686162e-01
3.78881041e-02 1.39228439e-01 -2.80705824e-01 -9.10313664e-01
2.23771528e-01]
[ 1.13103696e-01 8.05891061e-02 1.17378313e-02 2.42079498e-01
-1.07781074e-01 -5.63523672e-02 -5.31065012e-02 -8.82658083e-02
-1.86074413e-01 -7.06939540e-02 -7.43571492e-02 1.00112950e-01
-5.71924697e-01]
[ 6.28429218e-02 -1.32385034e-01 1.52938931e-01 5.08527148e-01
2.25245145e-01 1.05585418e-02 -3.20044196e-01 -3.29166997e-01
1.69410166e-02 -5.43471274e-01 3.07528744e-01 8.39147086e-01
-9.49359398e-01]
[ 2.17845704e-02 7.72121289e-02 -2.14616159e-01 1.31228473e-01
3.55953557e-02 -3.52374115e-03 -2.13619388e-01 -3.63601723e-01
-2.83069552e-01 -2.81127071e-01 -5.35187122e-03 -1.32702151e-01
-2.00865401e-01]
[ -7.54845800e-02 -1.99507694e-01 5.57985953e-02 9.01227054e-03
-1.22744611e-01 -1.37523789e-01 -9.06113617e-02 -7.73806976e-02
8.41568903e-03 -4.21029704e-01 -3.58890922e-01 -1.97478639e-01
1.67886553e-01]
[ -1.47973146e-02 -2.56465369e-01 4.71250729e-02 -3.93372712e-01
-1.81632917e-01 -2.35585635e-01 -3.82257600e-01 -6.18098879e-02
-8.44967821e-02 -1.60353819e-02 -2.41790443e-01 3.44399827e-01
1.83604343e-01]
[ 1.53854723e-01 6.44306247e-02 -1.11381652e-01 -3.98588983e-01
-5.13007545e-02 -1.04731634e-01 -2.71091620e-01 -6.53905258e-02
-2.32656012e-01 -2.82190386e-01 -2.63467263e-01 5.61363186e-01
1.12908880e-01]
[ -1.89547566e-01 -1.71473160e-01 -1.20568381e-01 -3.77634322e-01
-4.33338934e-02 2.30109237e-02 -2.75085463e-01 -3.03830497e-01
-1.79620848e-01 -1.23282091e-01 -2.83580594e-01 4.48432201e-01
1.08696639e-02]
[ -5.58159041e-02 -1.94493617e-01 -1.70371849e-01 -3.96262079e-01
-3.78534114e-02 3.97298307e-02 -1.57568917e-01 -1.42857065e-01
-2.81970949e-01 -3.71405776e-01 -1.06111137e-01 3.30633267e-01
1.20481422e-01]
[ 9.08889345e-02 9.74937034e-02 -2.12859361e-02 -3.29337007e-01
-3.13131625e-01 3.62422187e-03 -2.51866971e-01 -3.73710282e-01
-3.53532140e-01 -8.26006256e-02 -1.66327103e-01 3.49946925e-01
1.09378318e-01]
[ -5.85171237e-02 -1.07186189e-02 -2.84916211e-01 -1.06666428e-01
6.95084716e-02 1.55015895e-01 -2.51755900e-01 -1.93807719e-01
-5.76213226e-02 -4.35057603e-02 1.51982142e-01 7.74381771e-01
-7.29441828e-02]
[ 1.48820654e-01 3.19871025e-01 -1.94049656e-01 7.98921103e-01
1.02861906e-01 4.18129519e-03 -1.86261600e-01 -3.61140561e-01
-2.14472135e-01 -2.93272300e-01 7.62106793e-01 8.86630913e-01
-1.47938319e+00]
[ 8.74551938e-03 1.58607357e-01 5.88889410e-02 4.16176482e-01
-1.25313351e-02 -6.32488245e-02 -2.52877777e-01 -3.07880011e-01
-2.65886172e-01 -1.69114566e-01 5.85756303e-01 8.53255941e-01
-1.41101373e+00]
[ -2.12041249e-02 -1.44836813e-01 -1.46541764e-01 3.45437386e-01
-1.88818147e-01 2.38534643e-01 -1.62491703e-02 -1.46336910e-01
-2.24419712e-01 -3.17246269e-01 2.09548773e-01 5.16769993e-01
-7.43832181e-01]
[ 8.74506977e-02 -3.84038972e-01 -5.01849810e-02 3.55057764e-02
-1.19747769e-01 2.00135366e-01 9.94273577e-02 1.85689749e-01
-1.85481101e-01 2.01824130e-02 -6.04473267e-02 2.67620116e-01
-4.06120008e-01]
[ 2.12950479e-01 -2.96092196e-01 -1.18519177e-01 -6.32832537e-02
-2.18110681e-01 1.22719734e-01 4.73683172e-02 -1.15883222e-01
-6.33579786e-02 -3.06558649e-02 -1.63035282e-01 -2.20817341e-01
-2.46716364e-01]
[ -1.31124547e-01 -8.20045551e-02 3.86471050e-02 -2.51774495e-01
-6.13913903e-02 -1.41248821e-01 6.22951941e-02 1.16716881e-02
-9.41983029e-02 3.84525832e-02 -3.38052308e-01 -5.14584753e-01
-1.16721850e-01]
[ -1.43862717e-01 -1.34298903e-01 -6.93294830e-02 -2.92436733e-01
-3.44349880e-01 -2.89412724e-01 1.67701144e-01 1.52483962e-01
8.93433345e-03 1.28539020e-01 -2.87395969e-01 -9.04112861e-01
3.56162876e-02]
[ -1.29037247e-01 -2.51281415e-01 -3.05224905e-01 -1.08120707e+00
-3.06344760e-01 -2.09436615e-01 -7.52291969e-02 -4.72168121e-02
5.61557009e-02 -4.92391719e-01 -8.31612082e-01 -6.99331423e-01
-1.49762767e+00]
[ -1.25271015e-01 1.34372436e-01 1.26142091e-02 1.81251103e-01
-2.01322472e-01 -1.77529240e-01 -1.64400110e-01 6.18441717e-03
-1.48270023e-01 -1.24873621e-01 -1.03588473e-01 -4.05226036e-01
1.20713223e-01]
[ -3.65508889e-01 -1.17914006e-01 -2.73580128e-01 4.04077961e-01
-1.99566729e-01 -2.33267361e-01 -1.65499271e-01 -9.82377895e-02
-1.48722864e-04 4.42530982e-02 1.37156881e-01 -3.44810044e-01
3.03966497e-01]
[ -1.30863940e-01 -5.19530617e-02 -2.54375386e-01 2.50697720e-01
-2.29689369e-01 -2.79925762e-01 -3.90925286e-01 -3.61269123e-02
9.37066782e-03 -8.87009607e-02 -1.64714038e-01 -3.25153871e-01
2.34920357e-01]
[ -2.58220392e-01 -5.33509137e-01 -3.41423538e-01 5.51103263e-02
-3.18740924e-01 -2.34226226e-01 -2.10735543e-01 -2.22189729e-01
-1.14099634e-02 -2.69654410e-01 -5.01100182e-03 -3.86643389e-01
1.44489109e-01]
[ -2.29414930e-01 -2.95314372e-01 -3.23037594e-01 -4.33984500e-02
-8.55494108e-02 -1.52125798e-01 -1.20168001e-01 2.80364167e-02
-2.15114816e-01 -5.14762228e-01 -2.15390478e-01 -2.86013968e-01
-2.90738978e-02]
[ -8.89642211e-02 -2.21190728e-02 -2.45211880e-01 -1.13729048e+00
-2.80546682e-01 -2.60093006e-01 1.43717711e-01 -4.98179805e-01
1.48863150e-01 -2.12283477e-01 -8.11561819e-01 -4.39445666e-01
-1.42591196e+00]]
Progress: 35.2% ... Training loss: 0.217 ... Validation loss: 0.341[[-0.25549679]
[ 0.23967825]
[-0.06383865]
[ 1.43441075]
[ 0.2550202 ]
[-0.02521691]
[-0.96675049]
[-0.76683913]
[-0.52865827]
[-0.79872937]
[ 1.31370981]
[ 3.0219205 ]
[-2.61191348]]
[[-0.51726752 -0.49161663 -0.59178245 0.07836963 -0.28885665 -0.59669181
0.14450205 -0.22956691 -0.26215036 -0.29904356 0.31044227 1.09764298
0.374214 ]
[ 0.0132505 -0.13348553 0.04789848 -0.1317408 -0.03782316 0.05834598
-0.07882137 0.18232524 -0.1508243 -0.17216231 -0.14675801 -0.1055527
-0.19065769]
[-0.29598656 0.13265667 -0.04031992 0.02758562 0.07105645 -0.13779146
-0.15078153 -0.20772431 0.27922148 -0.60102691 0.07730749 0.65348973
0.82549943]
[ 0.2764612 -0.25076252 -0.27384635 0.15320994 -0.27000861 0.01231028
0.65965833 -0.62190987 0.3770277 -0.16640381 -0.06065526 -0.39209326
-0.35662564]
[ 0.14348231 0.01536451 0.11432844 -0.14489623 -0.02125682 0.07440979
-0.17351849 -0.18002524 0.0747034 0.24428342 0.02252272 -0.08420138
-0.08172659]
[-0.49137228 -0.62212434 -0.60117956 -0.59243072 -0.59632069 -0.565605
-0.43739012 -0.15828044 -0.49850649 -0.24190092 -0.61995547 -0.92517686
-0.74569055]
[-0.41219008 -0.59454084 -0.3293724 -0.47714792 -0.41950309 -0.56606557
-0.38302 -0.49908916 -0.30850339 -0.09293858 -0.51013744 -0.57363707
-0.70402139]
[-0.34665495 -0.34867095 -0.4903101 -0.15544082 -0.32558334 -0.42846234
-0.25415596 -0.30015582 -0.26917162 -0.60409465 -0.34617054 -0.86697127
-0.70733357]
[-0.46707501 -0.33777809 -0.38754888 -0.27917243 -0.3306032 -0.21923557
-0.03614138 -0.48160783 -0.26673113 -0.46854038 -0.22384417 -0.2824627
-0.26655799]
[-0.95916853 -0.9607264 -0.99389049 -0.73701074 -1.05235447 -0.99352404
-0.52114454 -0.57332303 -0.73383099 -0.5747281 -0.828891 -0.68137793
-0.95415113]
[-0.51381923 -0.27170876 -0.47495959 -0.42474006 -0.34702413 -0.36621947
-0.62855476 -0.64823084 -0.66898056 -0.10820818 -0.60124629 -0.88048742
-0.77131948]
[-0.12333932 0.02795728 -0.34589389 -0.49339215 -0.10151649 -0.07628736
-0.22000362 -0.46084132 -0.19963843 0.03351101 -0.54676018 -1.24139599
-0.81738269]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25532204 -0.12678983 0.16413239 -0.30922615 -0.13620445 0.11327859
-0.13477883 0.01340756 -0.08487934 0.06887312 -0.23813614 -0.49682584
-0.08333837]
[-0.09739859 -0.26505236 -0.18184437 -0.26684869 -0.475774 -0.08771537
-0.10641892 -0.01235388 -0.08916485 -0.01409431 -0.23799102 -0.45840749
-0.26366322]
[-0.06505156 -0.03747608 -0.22566925 -0.25956139 0.10749207 -0.16107767
-0.23211318 0.13916219 -0.02639109 0.15556391 -0.21849697 -0.00675822
-0.08854377]
[ 0.03816766 -0.16694913 -0.14988991 -0.10711097 -0.1262875 -0.10746319
0.11562572 -0.1424149 -0.02194162 0.04013067 -0.05586045 -0.16642691
-0.02928671]
[-0.29616964 -0.13363727 -0.08216029 -0.12683636 -0.29367609 -0.27751008
-0.36302183 -0.01711876 -0.33905708 -0.23424377 0.15862701 -0.10611426
0.05403193]
[-0.23445904 -0.12154743 -0.09725104 -0.03222964 -0.08279697 -0.12152373
-0.07651413 -0.01949658 -0.14063103 -0.132294 0.0049109 -0.21666986
-0.21260397]
[-0.18389164 -0.07402705 -0.23120423 -0.20068369 -0.16028287 -0.20733451
-0.38299919 -0.12781908 0.11903063 -0.2593916 -0.36326944 -0.41593783
-0.48569397]
[-0.370399 -0.05862684 -0.15241646 -0.11211099 -0.04694879 -0.31423449
0.05006022 -0.08307167 -0.11335712 0.04344384 0.03368138 -0.32904271
-0.3830677 ]
[-0.15762991 -0.13959316 -0.05468717 -0.23163425 -0.12602531 -0.29595721
0.06835939 -0.16887833 -0.19181494 0.05083288 0.18029052 0.02428315
-0.14762761]
[-0.12729389 -0.17165361 -0.11494841 -0.31638191 0.09197317 -0.01806767
-0.15391476 -0.17688569 0.11775902 -0.0857264 -0.1443889 -0.07897041
-0.28605591]
[-0.03819867 -0.03524175 -0.15039444 -0.13258389 -0.23108666 0.06283206
-0.04221516 -0.04374245 -0.22175011 -0.09063456 -0.15126771 -0.39129653
-0.22883327]
[-0.06951877 0.02190948 -0.12962571 -0.35039662 0.11989752 0.01993919
-0.19829723 -0.15090084 0.12628497 -0.05612945 -0.31781811 -0.30099288
-0.33625045]
[ 0.06462934 -0.29946494 -0.08855009 -0.4641753 -0.21409313 -0.0917989
0.02869204 0.06660973 -0.04304342 0.2645963 -0.5458173 -0.89876369
0.46648512]
[-0.23181851 -0.23672503 -0.13470021 -0.32359338 -0.29452426 -0.09520844
0.19095381 0.0253112 0.26901198 0.01846237 -0.43167438 -1.08861325
0.66397863]
[-0.02407921 -0.17968146 0.01800554 -0.32655535 -0.16511762 0.16346699
0.1975177 0.24100735 -0.04003627 0.21033371 -0.25194042 -1.18826075
0.77618428]
[-0.00907084 -0.03885113 -0.12812626 -0.14360954 -0.1752515 -0.04909653
0.31137292 0.15838215 0.25247031 0.3490062 -0.51423922 -1.14459919
0.82199399]
[-0.09046245 -0.27502523 0.05632031 -0.34625788 -0.14557547 0.11509412
0.38900583 0.14050334 -0.06789618 0.14987028 -0.57491546 -1.12156171
0.86499282]
[ 0.1139279 -0.08621535 0.01345668 -0.16362572 -0.08006702 -0.02001478
0.28562393 0.37361858 0.42895684 0.24879948 -0.57589084 -1.07235195
0.5927438 ]
[ 0.00329518 -0.14459499 0.02344661 0.02441992 -0.09766115 -0.28335436
0.140587 0.38021472 0.03665263 0.13757376 -0.27866225 -0.9088889
0.21878942]
[ 0.11301036 0.08051214 0.01174974 0.24350212 -0.1077729 -0.05635826
-0.05258212 -0.0882151 -0.18607984 -0.0705843 -0.0741552 0.09587526
-0.5727277 ]
[ 0.06327125 -0.13245859 0.15299043 0.50944514 0.22511487 0.01059263
-0.31838013 -0.32909675 0.01789048 -0.54214906 0.30821838 0.83808296
-0.95173491]
[ 0.02148779 0.07743474 -0.21468411 0.13352126 0.03589837 -0.00355852
-0.21509137 -0.36483023 -0.2836377 -0.28251772 -0.00314846 -0.12754267
-0.20434642]
[-0.07621327 -0.19905625 0.05568925 0.01177766 -0.1222196 -0.13758911
-0.09471383 -0.0790649 0.00636351 -0.4226831 -0.35696653 -0.19215804
0.16498551]
[-0.01474185 -0.25650222 0.0471395 -0.39353534 -0.18167315 -0.23558056
-0.38216186 -0.06171398 -0.08440811 -0.01585491 -0.24191389 0.34418876
0.18380654]
[ 0.15382564 0.06465057 -0.11142096 -0.398517 -0.05110753 -0.10473125
-0.27211315 -0.06612638 -0.23315986 -0.28253762 -0.26259286 0.56694216
0.10954483]
[-0.18965612 -0.17143164 -0.1205907 -0.37734632 -0.04328392 0.0229985
-0.27538665 -0.30389341 -0.1797944 -0.12361027 -0.28330546 0.44860223
0.01072892]
[-0.05577336 -0.19447131 -0.17038152 -0.39644625 -0.03781104 0.03973109
-0.15738014 -0.14336094 -0.28181192 -0.3714246 -0.10622606 0.33104169
0.11988979]
[ 0.09053869 0.0979857 -0.02142161 -0.32726485 -0.3127111 0.00357575
-0.25372554 -0.37548093 -0.35454034 -0.08425125 -0.16344418 0.36058066
0.10310887]
[-0.05870782 -0.01053473 -0.28497507 -0.10539605 0.06970569 0.15498893
-0.25261564 -0.19454801 -0.05821782 -0.04442568 0.15340874 0.77855562
-0.0760125 ]
[ 0.14957199 0.31976156 -0.19400257 0.79946653 0.10277545 0.0042356
-0.1836089 -0.36229648 -0.21389259 -0.29142278 0.76229462 0.88454218
-1.48682031]
[ 0.00903937 0.15831965 0.05892108 0.41577994 -0.01281416 -0.06321991
-0.25112785 -0.30725506 -0.26542628 -0.16856577 0.58485197 0.85230829
-1.41180806]
[-0.02089987 -0.14497018 -0.14648689 0.34431559 -0.18900814 0.23857919
-0.01548353 -0.14601467 -0.22394718 -0.31651803 0.20824043 0.51524245
-0.74316477]
[ 0.08728567 -0.38393603 -0.05021769 0.03631486 -0.11962031 0.20011295
0.09836194 0.18515351 -0.18599372 0.01974056 -0.05974793 0.2693531
-0.40671867]
[ 0.21293677 -0.29605102 -0.11854055 -0.06304447 -0.21807136 0.1227178
0.04759569 -0.11618931 -0.06342138 -0.03090203 -0.16283097 -0.21969271
-0.2484264 ]
[-0.13163718 -0.0813493 0.03844429 -0.24749206 -0.06065292 -0.14133541
0.05939908 0.0091444 -0.09612587 0.03624905 -0.33459074 -0.50920324
-0.1259156 ]
[-0.14385196 -0.13431499 -0.06932181 -0.2925106 -0.34436327 -0.28940941
0.16779179 0.15249664 0.00896793 0.12860055 -0.28751603 -0.90419321
0.03582887]
[-0.1301511 -0.25044347 -0.30544887 -1.07690345 -0.3054425 -0.20957154
-0.08225519 -0.05040953 0.05268091 -0.49538095 -0.82775442 -0.6879847
-1.50473159]
[-0.12551571 0.13459681 0.01249154 0.18479828 -0.20102594 -0.1775691
-0.16681431 0.00382652 -0.14944432 -0.1261424 -0.10117711 -0.40017269
0.1119444 ]
[-0.36600585 -0.11703149 -0.27377877 0.41186953 -0.19874432 -0.23334964
-0.16902473 -0.1011063 -0.00262702 0.04188521 0.14388432 -0.33213541
0.29201968]
[-0.13142111 -0.05117336 -0.25455778 0.25683279 -0.22895009 -0.27999651
-0.39321282 -0.03926428 0.00715326 -0.09105901 -0.15998548 -0.31725641
0.22089438]
[-0.25909497 -0.53274228 -0.34169676 0.06388243 -0.31780722 -0.23433448
-0.21648852 -0.22687691 -0.01463157 -0.27381646 0.00182663 -0.37416802
0.12758809]
[-0.22956139 -0.29530532 -0.32306116 -0.04204512 -0.08544874 -0.15212538
-0.12126885 0.02749255 -0.21542034 -0.51583335 -0.21398471 -0.2836868
-0.03263042]
[-0.08798751 -0.02265934 -0.24503465 -1.14211383 -0.28114614 -0.26001382
0.14975544 -0.49714038 0.15140729 -0.2084833 -0.81709251 -0.45414273
-1.42809183]]
Progress: 35.3% ... Training loss: 0.175 ... Validation loss: 0.324[[-0.25544535]
[ 0.24366736]
[-0.06128235]
[ 1.44524997]
[ 0.25895991]
[-0.02473955]
[-0.9676726 ]
[-0.76238495]
[-0.52687999]
[-0.79694747]
[ 1.32403544]
[ 3.03797765]
[-2.61071042]]
[[-0.51791742 -0.49075653 -0.59190935 0.08838362 -0.2877786 -0.59675868
0.14047504 -0.23172333 -0.26431282 -0.30070247 0.31795814 1.11042345
0.3693023 ]
[ 0.01335908 -0.13358511 0.04792974 -0.13253163 -0.03794684 0.058362
-0.07832453 0.18294948 -0.15065798 -0.17171234 -0.14743063 -0.10743438
-0.18984623]
[-0.29604822 0.13391677 -0.04042208 0.03226893 0.07213615 -0.13783526
-0.15283817 -0.21052359 0.27744808 -0.60147078 0.08319756 0.67460691
0.81305422]
[ 0.27733014 -0.25194972 -0.27367324 0.14466537 -0.27107667 0.01241575
0.66399179 -0.6194591 0.38000276 -0.16555848 -0.06640157 -0.39683444
-0.345913 ]
[ 0.14358627 0.01499839 0.11434544 -0.14809007 -0.02167988 0.07441806
-0.1722537 -0.17954606 0.07453143 0.24430645 0.01982746 -0.08761948
-0.07874588]
[-0.49187798 -0.62183861 -0.6012706 -0.58991879 -0.59588693 -0.56564814
-0.439674 -0.16022952 -0.4996487 -0.24413303 -0.61810029 -0.92332967
-0.74833007]
[-0.41245135 -0.59449192 -0.32942755 -0.47558672 -0.41934879 -0.56608418
-0.38296025 -0.49840176 -0.30907175 -0.09260029 -0.50900168 -0.57234027
-0.70094027]
[-0.34641343 -0.34827088 -0.49030564 -0.15105317 -0.32518351 -0.42845674
-0.2550732 -0.30185349 -0.2696356 -0.60415632 -0.34188204 -0.85191631
-0.71469163]
[-0.46677603 -0.33783073 -0.38754479 -0.28129801 -0.33079299 -0.21920926
-0.03413689 -0.48117563 -0.26596339 -0.46806865 -0.22476699 -0.2816198
-0.26391187]
[-0.95938302 -0.96023482 -0.99398851 -0.73082348 -1.05189823 -0.99355116
-0.52110666 -0.57449211 -0.73447082 -0.57523718 -0.82371241 -0.66890013
-0.95379972]
[-0.5137127 -0.27174973 -0.47497888 -0.42582489 -0.3469166 -0.36621386
-0.62815366 -0.64847557 -0.66901038 -0.1079332 -0.60126681 -0.87874773
-0.77234497]
[-0.12345784 0.02818876 -0.34591423 -0.49215939 -0.10128214 -0.0762957
-0.22157947 -0.46195465 -0.20037559 0.03226135 -0.54556164 -1.23657164
-0.82097896]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25575401 -0.12661719 0.16407037 -0.30717452 -0.13599231 0.11324794
-0.13674584 0.01250475 -0.08563527 0.06734953 -0.23680306 -0.49631543
-0.08337766]
[-0.09732214 -0.26510859 -0.18184345 -0.26739718 -0.47579989 -0.08770963
-0.10613807 -0.01258096 -0.08909549 -0.01402581 -0.23860488 -0.45940572
-0.2636062 ]
[-0.0650263 -0.03744647 -0.22566698 -0.25976591 0.10753182 -0.16107986
-0.23189275 0.13891714 -0.0263494 0.15557979 -0.2184594 -0.00739492
-0.0889803 ]
[ 0.03807274 -0.16706875 -0.14989206 -0.10474331 -0.12623756 -0.10746645
0.11569488 -0.14179417 -0.02222167 0.04030436 -0.05394729 -0.16365573
-0.03076347]
[-0.29646222 -0.13341406 -0.08222773 -0.12729208 -0.29349716 -0.27753204
-0.36348176 -0.01732851 -0.33962482 -0.23455917 0.15818057 -0.10649749
0.05795958]
[-0.23448685 -0.12146442 -0.09726965 -0.03177062 -0.08270449 -0.12152777
-0.07671142 -0.01977398 -0.14082305 -0.1325014 0.00544012 -0.21546471
-0.21425013]
[-0.18383778 -0.07397754 -0.23121388 -0.20047872 -0.16021941 -0.20733541
-0.38214933 -0.12790504 0.11925945 -0.25931933 -0.36276461 -0.41350584
-0.48539643]
[-0.37014315 -0.05845426 -0.15238238 -0.10872289 -0.04682254 -0.31421766
0.04860273 -0.08419047 -0.11382721 0.04347467 0.03655632 -0.31769984
-0.38888766]
[-0.15768244 -0.13947306 -0.05469751 -0.23093244 -0.12586395 -0.29596543
0.06813598 -0.16919654 -0.19190625 0.05074814 0.18097963 0.02508552
-0.14852665]
[-0.1272971 -0.17165373 -0.11496005 -0.31620845 0.09201465 -0.01807125
-0.15368951 -0.17691021 0.11774819 -0.08559331 -0.14412428 -0.07811129
-0.28478737]
[-0.03820127 -0.03511031 -0.15042044 -0.13337683 -0.23107854 0.06283314
-0.04194022 -0.04389195 -0.22172486 -0.09100265 -0.15136571 -0.3893922
-0.22848387]
[-0.06925103 0.02178542 -0.12959277 -0.3514064 0.11974763 0.0199605
-0.19704943 -0.15048961 0.12688102 -0.05560823 -0.31844972 -0.30176033
-0.33610319]
[ 0.06467178 -0.29950302 -0.08854299 -0.46496152 -0.21416065 -0.09179311
0.02910653 0.06672343 -0.04289982 0.26489243 -0.54632022 -0.89995513
0.46823369]
[-0.23178394 -0.2367534 -0.13469386 -0.32401797 -0.29455308 -0.09520609
0.19131093 0.02541556 0.26919999 0.01862238 -0.43202993 -1.08927003
0.66492086]
[-0.0239153 -0.17979728 0.01803686 -0.3276434 -0.16522705 0.16348248
0.1985147 0.24157195 -0.03961205 0.21109716 -0.25283593 -1.18928642
0.77837741]
[-0.00899732 -0.03890989 -0.12811573 -0.14433315 -0.17530707 -0.04909089
0.31203107 0.15863298 0.25280784 0.34931616 -0.51468135 -1.14534977
0.8233122 ]
[-0.09031693 -0.27513881 0.05635043 -0.34687259 -0.14568673 0.1151069
0.39012926 0.1409393 -0.06735055 0.15026996 -0.57544359 -1.12223236
0.86632699]
[ 0.11383307 -0.08614876 0.0134444 -0.16333523 -0.07997378 -0.02002246
0.2852542 0.37328702 0.42876126 0.2484643 -0.57565928 -1.07214578
0.59199346]
[ 0.00317656 -0.14454623 0.02343004 0.02511492 -0.09759658 -0.28336371
0.1399475 0.37987302 0.03635278 0.13710604 -0.27816899 -0.90859755
0.21804778]
[ 0.11346689 0.08013225 0.0118614 0.2436305 -0.10814208 -0.05632283
-0.05162589 -0.08706022 -0.18555443 -0.06850472 -0.07472343 0.09345662
-0.57408311]
[ 0.06306468 -0.13250748 0.15292348 0.51403481 0.22526606 0.01058464
-0.31959574 -0.33081286 0.01755278 -0.54467675 0.31206651 0.84874982
-0.95434579]
[ 0.02142424 0.07743336 -0.21468562 0.13354129 0.03589889 -0.00356277
-0.21531396 -0.36484245 -0.28367578 -0.28276141 -0.00321865 -0.12834155
-0.20356619]
[-0.07634694 -0.19889751 0.05563652 0.0118657 -0.12207909 -0.13760344
-0.09500313 -0.07974245 0.0061001 -0.42324342 -0.35668716 -0.19165311
0.16497396]
[-0.01514387 -0.25625239 0.0470566 -0.39353268 -0.18144111 -0.2356095
-0.3832655 -0.06214627 -0.08521591 -0.01715303 -0.24169617 0.34500059
0.18503791]
[ 0.15399975 0.06454452 -0.11139524 -0.39914202 -0.05122752 -0.10471939
-0.27157161 -0.06585306 -0.23286645 -0.28184273 -0.26328412 0.565136
0.11046055]
[-0.18970606 -0.17144181 -0.12058832 -0.37775189 -0.0433047 0.02299774
-0.27552554 -0.30350607 -0.17986569 -0.12362264 -0.28355288 0.44716399
0.01194666]
[-0.05609226 -0.19418988 -0.17043874 -0.39579375 -0.03752781 0.03970088
-0.15874265 -0.14413689 -0.28254533 -0.37219628 -0.10527285 0.33234042
0.11921898]
[ 0.09046761 0.09812893 -0.0214446 -0.32774867 -0.31265446 0.00356353
-0.25398583 -0.37567006 -0.35461919 -0.08444245 -0.16388146 0.36112703
0.10438298]
[-0.05876555 -0.0103761 -0.28499039 -0.10403262 0.06995366 0.15498027
-0.25322011 -0.19528827 -0.05857713 -0.04460528 0.15485432 0.78153391
-0.07952556]
[ 0.14948971 0.32019619 -0.1940441 0.80162846 0.1031706 0.00422267
-0.18477096 -0.36290348 -0.21468873 -0.29180023 0.76443495 0.89134104
-1.49006047]
[ 0.00903241 0.15842072 0.05890457 0.4166555 -0.01274472 -0.06322369
-0.25113618 -0.30737229 -0.26562189 -0.1685463 0.58543073 0.85362706
-1.41275766]
[-0.02077382 -0.14488641 -0.14649958 0.34590283 -0.18895132 0.23858928
-0.01545406 -0.14693305 -0.22404863 -0.3165446 0.20960627 0.52015957
-0.74697917]
[ 0.08734915 -0.38395952 -0.05020839 0.03616939 -0.11964594 0.20011858
0.0986803 0.18544773 -0.18589794 0.02000673 -0.05987101 0.26916454
-0.4066831 ]
[ 0.21296658 -0.29607088 -0.11853512 -0.06318645 -0.21809337 0.1227204
0.04767673 -0.11605288 -0.06338075 -0.03076005 -0.16291825 -0.219793
-0.24833176]
[-0.13168027 -0.08134708 0.03844635 -0.24735605 -0.06062713 -0.14134014
0.05928418 0.0092362 -0.09626102 0.036246 -0.33435073 -0.5086382
-0.12658835]
[-0.14373914 -0.13441747 -0.06930222 -0.2933273 -0.34445206 -0.28940107
0.16866994 0.15302144 0.00938053 0.12898008 -0.28800418 -0.90500981
0.03680342]
[-0.13006393 -0.25056138 -0.30546327 -1.07925025 -0.30560837 -0.20956102
-0.08062735 -0.05025969 0.05303917 -0.49568206 -0.82890337 -0.68931721
-1.50603484]
[-0.12562112 0.13476831 0.01244549 0.18714044 -0.20079259 -0.17758418
-0.16722069 0.00323777 -0.14966018 -0.12649642 -0.098927 -0.39431293
0.11216295]
[-0.36617563 -0.11662983 -0.27380774 0.41406188 -0.19836521 -0.23336352
-0.17024355 -0.10114502 -0.00348103 0.04175955 0.14605483 -0.32618997
0.29151529]
[-0.131444 -0.05104046 -0.25458208 0.25965583 -0.22884281 -0.27999581
-0.3943562 -0.04053024 0.00681616 -0.09152454 -0.15778581 -0.31119667
0.21904365]
[-0.25951117 -0.53257938 -0.34176497 0.06758899 -0.3174098 -0.23436931
-0.21845291 -0.22791128 -0.01566177 -0.27541558 0.00464682 -0.36839923
0.12822691]
[-0.22915547 -0.29550171 -0.32299398 -0.04399133 -0.08563214 -0.1520887
-0.11964604 0.02790753 -0.21476205 -0.51467815 -0.21561985 -0.2857646
-0.03289288]
[-0.08799278 -0.02253193 -0.24505755 -1.14254974 -0.28111591 -0.26002778
0.15010088 -0.49730454 0.15142111 -0.20827683 -0.8173923 -0.45532432
-1.42929872]]
Progress: 35.4% ... Training loss: 0.177 ... Validation loss: 0.323[[-0.2700165 ]
[ 0.21647111]
[-0.0817258 ]
[ 1.4207979 ]
[ 0.23174752]
[-0.04124596]
[-0.99431175]
[-0.79421075]
[-0.55799384]
[-0.8180875 ]
[ 1.29607507]
[ 2.97899029]
[-2.63819033]]
[[ -5.16427951e-01 -4.92606125e-01 -5.91536426e-01 7.37862813e-02
-2.89948780e-01 -5.96636224e-01 1.54024894e-01 -2.23229692e-01
-2.56749424e-01 -2.94327715e-01 3.02112312e-01 1.05646256e+00
3.91201020e-01]
[ 1.33791063e-02 -1.33596825e-01 4.79334392e-02 -1.32616391e-01
-3.79570944e-02 5.83635495e-02 -7.82506670e-02 1.83025265e-01
-1.50629954e-01 -1.71634274e-01 -1.47486268e-01 -1.07464104e-01
-1.89737256e-01]
[ -2.93818896e-01 1.30062747e-01 -3.96996814e-02 1.15182882e-02
6.79762449e-02 -1.37603787e-01 -1.38856461e-01 -1.99981871e-01
2.88643285e-01 -5.95640935e-01 6.25960357e-02 6.02050347e-01
8.45121585e-01]
[ 2.75707750e-01 -2.48192323e-01 -2.74592730e-01 1.59480008e-01
-2.66999278e-01 1.21657571e-02 6.62993868e-01 -6.34772804e-01
3.76470402e-01 -1.77526421e-01 -4.72565478e-02 -3.35624980e-01
-3.74203970e-01]
[ 1.44148334e-01 1.45730373e-02 1.14479707e-01 -1.46100120e-01
-2.21334954e-02 7.44698471e-02 -1.71224653e-01 -1.79065698e-01
7.54096182e-02 2.46734166e-01 1.90477901e-02 -9.60146638e-02
-8.29186627e-02]
[ -4.91342569e-01 -6.22667495e-01 -6.01081694e-01 -5.93728670e-01
-5.96754635e-01 -5.65578270e-01 -4.38246088e-01 -1.56979252e-01
-4.98754491e-01 -2.40367291e-01 -6.23202258e-01 -9.39126042e-01
-7.42732017e-01]
[ -4.11578298e-01 -5.95763506e-01 -3.29108955e-01 -4.85223414e-01
-4.20671061e-01 -5.65998680e-01 -3.77747234e-01 -4.93424469e-01
-3.05949753e-01 -8.77747809e-02 -5.18899552e-01 -5.99360583e-01
-6.81027503e-01]
[ -3.45083914e-01 -3.50581247e-01 -4.89907820e-01 -1.62787965e-01
-3.27719411e-01 -4.28325037e-01 -2.45471736e-01 -2.95756299e-01
-2.62625853e-01 -6.00746665e-01 -3.54018402e-01 -8.98469723e-01
-7.01796495e-01]
[ -4.66301184e-01 -3.38307285e-01 -3.87464233e-01 -2.84409582e-01
-3.31218544e-01 -2.19160746e-01 -3.22214479e-02 -4.80307947e-01
-2.65067907e-01 -4.66707758e-01 -2.27673950e-01 -2.86718246e-01
-2.60605581e-01]
[ -9.57573259e-01 -9.63019289e-01 -9.93440938e-01 -7.48607637e-01
-1.05492089e+00 -9.93384305e-01 -5.07006088e-01 -5.63411623e-01
-7.25974050e-01 -5.67582060e-01 -8.43253569e-01 -7.38383099e-01
-9.27486854e-01]
[ -5.12559691e-01 -2.73366327e-01 -4.74646003e-01 -4.35059612e-01
-3.48508151e-01 -3.66086215e-01 -6.23870551e-01 -6.45226995e-01
-6.65854091e-01 -1.03545631e-01 -6.09743785e-01 -8.98182893e-01
-7.59311393e-01]
[ -1.23207784e-01 2.77024237e-02 -3.45808792e-01 -4.93433439e-01
-1.01819369e-01 -7.62546161e-02 -2.21805331e-01 -4.61091282e-01
-2.00107204e-01 3.35804602e-02 -5.47586671e-01 -1.24212206e+00
-8.18613155e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55897345e-01 -1.26489964e-01 1.64029688e-01 -3.06602317e-01
-1.35839973e-01 1.13230742e-01 -1.37408343e-01 1.15848422e-02
-8.58886410e-02 6.65262849e-02 -2.36173404e-01 -4.94726611e-01
-8.42163438e-02]
[ -9.71707501e-02 -2.65369636e-01 -1.81783489e-01 -2.68893196e-01
-4.76037779e-01 -8.76876304e-02 -1.04744643e-01 -1.02034554e-02
-8.86980897e-02 -1.19730469e-02 -2.41207804e-01 -4.70366755e-01
-2.60851334e-01]
[ -6.47890423e-02 -3.79463963e-02 -2.25535357e-01 -2.61442321e-01
1.06969497e-01 -1.61039054e-01 -2.32306250e-01 1.40148668e-01
-2.61408588e-02 1.57167007e-01 -2.20763743e-01 -1.33806669e-02
-8.59259818e-02]
[ 3.81545290e-02 -1.67189163e-01 -1.49845003e-01 -1.06633025e-01
-1.26405327e-01 -1.07461132e-01 1.16321990e-01 -1.40552210e-01
-2.19151883e-02 4.15436974e-02 -5.58288856e-02 -1.68983497e-01
-2.64873601e-02]
[ -2.95750063e-01 -1.34100040e-01 -8.20572137e-02 -1.33230605e-01
-2.94189374e-01 -2.77475041e-01 -3.59356638e-01 -1.45653772e-02
-3.37454147e-01 -2.31805086e-01 1.52341514e-01 -1.19753829e-01
7.00882708e-02]
[ -2.33722831e-01 -1.22932385e-01 -9.69708326e-02 -3.82579509e-02
-8.42053299e-02 -1.21433101e-01 -7.35594681e-02 -1.66301291e-02
-1.37830551e-01 -1.29992844e-01 -1.07786839e-03 -2.38379494e-01
-2.07086419e-01]
[ -1.83683061e-01 -7.45876103e-02 -2.31131386e-01 -2.03195661e-01
-1.60953110e-01 -2.07313174e-01 -3.80402592e-01 -1.26034629e-01
1.21217955e-01 -2.59010703e-01 -3.65866868e-01 -4.28697261e-01
-4.80751243e-01]
[ -3.69597421e-01 -5.90847138e-02 -1.52271992e-01 -1.14925934e-01
-4.75799713e-02 -3.14180660e-01 5.46482131e-02 -8.25437431e-02
-1.10764094e-01 4.47631548e-02 3.06008084e-02 -3.36725826e-01
-3.85266249e-01]
[ -1.57571480e-01 -1.39637127e-01 -5.46664123e-02 -2.29946992e-01
-1.25998171e-01 -2.95950171e-01 6.80662836e-02 -1.68461619e-01
-1.91887281e-01 5.14585520e-02 1.81510630e-01 2.65007637e-02
-1.46636679e-01]
[ -1.27214163e-01 -1.71739551e-01 -1.14946019e-01 -3.16795101e-01
9.19161241e-02 -1.80622546e-02 -1.53477739e-01 -1.76817174e-01
1.17832359e-01 -8.54200154e-02 -1.44535145e-01 -7.88262715e-02
-2.83722404e-01]
[ -3.77992133e-02 -3.54968723e-02 -1.50359183e-01 -1.35685993e-01
-2.31384341e-01 6.28720548e-02 -4.03341180e-02 -4.32596693e-02
-2.21000184e-01 -8.98954488e-02 -1.53533840e-01 -3.92826968e-01
-2.27313605e-01]
[ -6.91378845e-02 2.16831043e-02 -1.29573465e-01 -3.51953197e-01
1.19634554e-01 1.99710771e-02 -1.96653630e-01 -1.50112628e-01
1.27130790e-01 -5.51531774e-02 -3.18870873e-01 -3.02420085e-01
-3.35321782e-01]
[ 6.45146630e-02 -2.99433381e-01 -8.85628112e-02 -4.64801588e-01
-2.14084029e-01 -9.18065857e-02 2.85180961e-02 6.63172288e-02
-4.32007576e-02 2.64478274e-01 -5.46169039e-01 -9.00342085e-01
4.68770029e-01]
[ -2.31722848e-01 -2.36785039e-01 -1.34686826e-01 -3.24542281e-01
-2.94590803e-01 -9.52007073e-02 1.91723356e-01 2.54816443e-02
2.69382969e-01 1.89117178e-02 -4.32340875e-01 -1.08961466e+00
6.65568149e-01]
[ -2.39774777e-02 -1.79765991e-01 1.80210146e-02 -3.28345969e-01
-1.65176311e-01 1.63475948e-01 1.98626429e-01 2.41316044e-01
-3.95144163e-02 2.10756888e-01 -2.53217510e-01 -1.19010267e+00
7.79926596e-01]
[ -8.94900361e-03 -3.89632647e-02 -1.28109116e-01 -1.44578323e-01
-1.75357552e-01 -4.90878390e-02 3.12491634e-01 1.58828541e-01
2.53085191e-01 3.49447977e-01 -5.14904818e-01 -1.14600141e+00
8.23902186e-01]
[ -9.02022631e-02 -2.75241764e-01 5.63758552e-02 -3.47710528e-01
-1.45798043e-01 1.15118052e-01 3.91014430e-01 1.41350216e-01
-6.70262599e-02 1.50768947e-01 -5.75993522e-01 -1.12300834e+00
8.67952802e-01]
[ 1.13817267e-01 -8.61629858e-02 1.34467014e-02 -1.64114997e-01
-7.99882110e-02 -2.00238767e-02 2.85559258e-01 3.73489417e-01
4.28906585e-01 2.48547111e-01 -5.76186297e-01 -1.07316660e+00
5.93790426e-01]
[ 3.17250876e-03 -1.44564223e-01 2.34222362e-02 2.50784840e-02
-9.76087176e-02 -2.83370037e-01 1.41025570e-01 3.80178413e-01
3.68195509e-02 1.37274754e-01 -2.78573781e-01 -9.11178880e-01
2.18067087e-01]
[ 1.13521220e-01 8.02005496e-02 1.18796952e-02 2.45402892e-01
-1.08106648e-01 -5.63186178e-02 -5.19860432e-02 -8.70708809e-02
-1.85916740e-01 -6.80488924e-02 -7.37814147e-02 9.67231226e-02
-5.76663564e-01]
[ 6.45120502e-02 -1.34564471e-01 1.53328678e-01 5.01373132e-01
2.22932208e-01 1.07199521e-02 -3.10144033e-01 -3.26325614e-01
2.40258346e-02 -5.41004545e-01 2.99442505e-01 8.06123804e-01
-9.46909200e-01]
[ 2.13469677e-02 7.72752213e-02 -2.14678086e-01 1.32758857e-01
3.57545277e-02 -3.56617073e-03 -2.15062402e-01 -3.64222954e-01
-2.83247504e-01 -2.83152749e-01 -4.11269937e-03 -1.34381139e-01
-2.00433196e-01]
[ -7.63851462e-02 -1.98859289e-01 5.56342274e-02 1.17712239e-02
-1.22045810e-01 -1.37605637e-01 -9.54419470e-02 -7.99397890e-02
5.93653515e-03 -4.23308649e-01 -3.56729661e-01 -1.91479049e-01
1.65552295e-01]
[ -1.49791615e-02 -2.56438377e-01 4.71041407e-02 -3.94609447e-01
-1.81626363e-01 -2.35593705e-01 -3.82640402e-01 -6.14754360e-02
-8.48574734e-02 -1.64216615e-02 -2.42671722e-01 3.42885596e-01
1.87060930e-01]
[ 1.54337313e-01 6.40652547e-02 -1.11323637e-01 -4.01671911e-01
-5.16983840e-02 -1.04684789e-01 -2.70220793e-01 -6.44047655e-02
-2.31903904e-01 -2.80933263e-01 -2.65157346e-01 5.60365572e-01
1.14733365e-01]
[ -1.89499590e-01 -1.71786496e-01 -1.20513341e-01 -3.79814115e-01
-4.36998894e-02 2.30269595e-02 -2.74842501e-01 -3.02646124e-01
-1.79109346e-01 -1.22738769e-01 -2.85401583e-01 4.42247037e-01
1.67667190e-02]
[ -5.58200753e-02 -1.94654886e-01 -1.70340889e-01 -3.99343737e-01
-3.80555296e-02 3.97349338e-02 -1.57277979e-01 -1.42427358e-01
-2.81462362e-01 -3.70902930e-01 -1.09162243e-01 3.22310245e-01
1.28694061e-01]
[ 9.05871755e-02 9.78842240e-02 -2.13969739e-02 -3.29264533e-01
-3.12838784e-01 3.57587464e-03 -2.53434831e-01 -3.74831871e-01
-3.54216501e-01 -8.38073615e-02 -1.65527835e-01 3.57133480e-01
1.08272366e-01]
[ -5.86179090e-02 -1.04409776e-02 -2.84978131e-01 -1.04543129e-01
6.99391331e-02 1.54989279e-01 -2.52840464e-01 -1.95508541e-01
-5.83605257e-02 -4.42252691e-02 1.54419253e-01 7.82209197e-01
-7.93290643e-02]
[ 1.49930436e-01 3.19708243e-01 -1.93971307e-01 7.99135130e-01
1.02786286e-01 4.26555066e-03 -1.82989692e-01 -3.62090146e-01
-2.13889605e-01 -2.90593475e-01 7.62030593e-01 8.86301387e-01
-1.48999646e+00]
[ 9.05749580e-03 1.58076848e-01 5.89946264e-02 4.18111178e-01
-1.30355418e-02 -6.32076158e-02 -2.52092135e-01 -3.05862473e-01
-2.65816191e-01 -1.67167579e-01 5.85475504e-01 8.49991772e-01
-1.41362628e+00]
[ -2.07074942e-02 -1.44788592e-01 -1.46513165e-01 3.46694635e-01
-1.88866352e-01 2.38590401e-01 -1.49204528e-02 -1.46725358e-01
-2.24058879e-01 -3.16219766e-01 2.10137083e-01 5.20574341e-01
-7.48996448e-01]
[ 8.74772639e-02 -3.84189077e-01 -5.01441986e-02 3.34064153e-02
-1.19958070e-01 2.00140280e-01 9.91580667e-02 1.87232470e-01
-1.85499932e-01 2.13067404e-02 -6.24281072e-02 2.61630135e-01
-4.01304142e-01]
[ 2.12980414e-01 -2.96095071e-01 -1.18524606e-01 -6.25194329e-02
-2.18129684e-01 1.22721353e-01 4.78637657e-02 -1.15733464e-01
-6.33543964e-02 -3.05946503e-02 -1.63034232e-01 -2.21598745e-01
-2.49267302e-01]
[ -1.31678699e-01 -8.13430116e-02 3.84448032e-02 -2.47290106e-01
-6.06212874e-02 -1.41340139e-01 5.92540150e-02 9.18924960e-03
-9.62759056e-02 3.62268492e-02 -3.34259683e-01 -5.08327432e-01
-1.26848223e-01]
[ -1.43821263e-01 -1.34308791e-01 -6.93172786e-02 -2.93366687e-01
-3.44384606e-01 -2.89409014e-01 1.68211031e-01 1.52902323e-01
8.94946633e-03 1.29063457e-01 -2.88103146e-01 -9.05235332e-01
3.71448017e-02]
[ -1.29662898e-01 -2.51040312e-01 -3.05386023e-01 -1.08253966e+00
-3.06049633e-01 -2.09533431e-01 -7.75630502e-02 -4.80295326e-02
5.45204406e-02 -4.94479363e-01 -8.32121924e-01 -7.00907971e-01
-1.50244753e+00]
[ -1.25469205e-01 1.34713480e-01 1.24922359e-02 1.87329377e-01
-2.00883894e-01 -1.77571037e-01 -1.66874845e-01 3.84106171e-03
-1.49521455e-01 -1.25429280e-01 -9.91025197e-02 -3.94323514e-01
1.13712394e-01]
[ -3.65654741e-01 -1.17533141e-01 -2.73664533e-01 4.08560807e-01
-1.99256791e-01 -2.33302895e-01 -1.67537604e-01 -9.82877741e-02
-1.79056564e-03 4.42908688e-02 1.41190934e-01 -3.36605918e-01
3.02345182e-01]
[ -1.30926987e-01 -5.17327675e-02 -2.54460243e-01 2.54497860e-01
-2.29473006e-01 -2.79940633e-01 -3.91794758e-01 -3.91330046e-02
8.61519348e-03 -9.00228566e-02 -1.62323647e-01 -3.23117504e-01
2.29912159e-01]
[ -2.59535012e-01 -5.32853783e-01 -3.41653128e-01 6.83965587e-02
-3.17831381e-01 -2.34344364e-01 -2.20270264e-01 -2.26392954e-01
-1.62386805e-02 -2.73651823e-01 3.66722578e-03 -3.75380889e-01
1.33470228e-01]
[ -2.28880639e-01 -2.95750484e-01 -3.22928423e-01 -4.60241494e-02
-8.59470999e-02 -1.52059958e-01 -1.18333570e-01 2.93304760e-02
-2.14171945e-01 -5.13525730e-01 -2.17576169e-01 -2.90257259e-01
-2.96650791e-02]
[ -8.66217997e-02 -2.47667506e-02 -2.44638105e-01 -1.15585791e+00
-2.83476474e-01 -2.59902415e-01 1.60086063e-01 -4.92141314e-01
1.58219856e-01 -2.04134047e-01 -8.31703739e-01 -5.04380418e-01
-1.42289275e+00]]
Progress: 35.4% ... Training loss: 0.215 ... Validation loss: 0.352[[-0.25248175]
[ 0.24287407]
[-0.06183225]
[ 1.45813685]
[ 0.2584674 ]
[-0.0209359 ]
[-0.96237349]
[-0.76145034]
[-0.5273548 ]
[-0.79425826]
[ 1.32680877]
[ 3.01898104]
[-2.60197577]]
[[ -5.17986696e-01 -4.90892077e-01 -5.91914068e-01 9.18633638e-02
-2.87821440e-01 -5.96890508e-01 1.44014221e-01 -2.31031330e-01
-2.61993036e-01 -3.00265163e-01 3.17431549e-01 1.09128938e+00
3.65965421e-01]
[ 1.30340716e-02 -1.32998058e-01 4.77432732e-02 -1.31022282e-01
-3.72659181e-02 5.82577722e-02 -7.83698358e-02 1.81005389e-01
-1.51455241e-01 -1.72519871e-01 -1.46514360e-01 -1.04143026e-01
-1.95801916e-01]
[ -2.95044568e-01 1.32898121e-01 -4.05026995e-02 2.64559842e-02
7.08046644e-02 -1.37902864e-01 -1.47051334e-01 -2.10257719e-01
2.81558321e-01 -6.01766792e-01 7.89236937e-02 6.52382190e-01
7.97421130e-01]
[ 2.75936557e-01 -2.50144632e-01 -2.74010086e-01 1.58163195e-01
-2.68772130e-01 1.23564559e-02 6.61435675e-01 -6.28292973e-01
3.77752040e-01 -1.74773192e-01 -5.39692579e-02 -3.61064246e-01
-3.46809037e-01]
[ 1.45254666e-01 1.38557412e-02 1.14601739e-01 -1.57474173e-01
-2.32331984e-02 7.46038629e-02 -1.62602550e-01 -1.74587322e-01
7.83212897e-02 2.48866738e-01 1.38258920e-02 -1.05164213e-01
-7.63809260e-02]
[ -4.92431154e-01 -6.21976683e-01 -6.01322364e-01 -5.86134258e-01
-5.95919414e-01 -5.65720070e-01 -4.44330894e-01 -1.62310484e-01
-5.01098314e-01 -2.45119098e-01 -6.17691764e-01 -9.24020373e-01
-7.50263413e-01]
[ -4.11746950e-01 -5.95704675e-01 -3.29168637e-01 -4.84426636e-01
-4.20459864e-01 -5.66041269e-01 -3.78294175e-01 -4.93395394e-01
-3.07178898e-01 -8.83432066e-02 -5.18307043e-01 -6.00454316e-01
-6.87009983e-01]
[ -3.46569292e-01 -3.48207510e-01 -4.90527056e-01 -1.44895401e-01
-3.25244511e-01 -4.28593447e-01 -2.55444240e-01 -3.04866151e-01
-2.68732350e-01 -6.06779972e-01 -3.37640974e-01 -8.56345721e-01
-7.33616356e-01]
[ -4.67607200e-01 -3.37156685e-01 -3.87874137e-01 -2.76617402e-01
-3.29987494e-01 -2.19400806e-01 -3.66930186e-02 -4.84374481e-01
-2.68127545e-01 -4.70575760e-01 -2.21587613e-01 -2.72233405e-01
-2.72975382e-01]
[ -9.59405442e-01 -9.61514066e-01 -9.93988451e-01 -7.29401459e-01
-1.05312101e+00 -9.93688587e-01 -5.17104208e-01 -5.71873242e-01
-7.32574838e-01 -5.74792424e-01 -8.28758687e-01 -7.03472489e-01
-9.57758965e-01]
[ -5.14640698e-01 -2.70619031e-01 -4.75403485e-01 -4.20499957e-01
-3.45676696e-01 -3.66459280e-01 -6.33373325e-01 -6.54517815e-01
-6.71314065e-01 -1.10895488e-01 -5.95852519e-01 -8.62736255e-01
-7.84823044e-01]
[ -1.23343224e-01 2.77238863e-02 -3.45833288e-01 -4.93123339e-01
-1.01698335e-01 -7.62701273e-02 -2.23280260e-01 -4.61817389e-01
-2.00785545e-01 3.29191395e-02 -5.47406049e-01 -1.24185853e+00
-8.20532932e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.56071900e-01 -1.26406974e-01 1.63977087e-01 -3.05834775e-01
-1.35742131e-01 1.13204632e-01 -1.38336878e-01 1.05815209e-02
-8.62081409e-02 6.53971622e-02 -2.35582758e-01 -4.93549100e-01
-8.52052468e-02]
[ -9.74571516e-02 -2.65186028e-01 -1.81843456e-01 -2.68263627e-01
-4.75893831e-01 -8.77243052e-02 -1.05787696e-01 -1.10271705e-02
-8.91755536e-02 -1.29450890e-02 -2.40798379e-01 -4.70308913e-01
-2.61469139e-01]
[ -6.54728212e-02 -3.75443910e-02 -2.25661120e-01 -2.53993285e-01
1.07626243e-01 -1.61122332e-01 -2.37567109e-01 1.36288156e-01
-2.81142912e-02 1.54226702e-01 -2.15448117e-01 3.47540712e-03
-9.40892805e-02]
[ 3.80915590e-02 -1.67246839e-01 -1.49829198e-01 -1.05437532e-01
-1.26418339e-01 -1.07471470e-01 1.16027411e-01 -1.40126851e-01
-2.21599422e-02 4.18318173e-02 -5.53447106e-02 -1.71304678e-01
-2.79784624e-02]
[ -2.95544308e-01 -1.34247465e-01 -8.19995964e-02 -1.35926653e-01
-2.94342807e-01 -2.77457853e-01 -3.56956148e-01 -1.33401249e-02
-3.36896781e-01 -2.31210962e-01 1.50467965e-01 -1.26420490e-01
7.20058774e-02]
[ -2.34335903e-01 -1.22194382e-01 -9.72630407e-02 -3.21743167e-02
-8.33897669e-02 -1.21546167e-01 -7.72984349e-02 -2.05550081e-02
-1.40518207e-01 -1.32478363e-01 4.32498385e-03 -2.24246744e-01
-2.21963780e-01]
[ -1.83895111e-01 -7.43017394e-02 -2.31231743e-01 -2.00450108e-01
-1.60636420e-01 -2.07365975e-01 -3.81269952e-01 -1.27354152e-01
1.20459692e-01 -2.59633677e-01 -3.64021450e-01 -4.22911845e-01
-4.86238442e-01]
[ -3.70210710e-01 -5.83088628e-02 -1.52465038e-01 -1.07966564e-01
-4.67743602e-02 -3.14269411e-01 4.98001888e-02 -8.55302972e-02
-1.13396178e-01 4.26128885e-02 3.59389123e-02 -3.25861127e-01
-3.95028496e-01]
[ -1.57893083e-01 -1.38728073e-01 -5.48380493e-02 -2.27145509e-01
-1.25133632e-01 -2.96021829e-01 6.69256937e-02 -1.70824568e-01
-1.92841570e-01 4.94933433e-02 1.85633756e-01 3.92506951e-02
-1.54609639e-01]
[ -1.28095613e-01 -1.70857146e-01 -1.15277020e-01 -3.11589471e-01
9.28861283e-02 -1.82310204e-02 -1.56761376e-01 -1.79891470e-01
1.15543510e-01 -8.83869004e-02 -1.39425503e-01 -6.39584559e-02
-2.92937547e-01]
[ -3.78571419e-02 -3.54492088e-02 -1.50375204e-01 -1.35142268e-01
-2.31337203e-01 6.28597748e-02 -4.06980622e-02 -4.35159093e-02
-2.21139049e-01 -9.01457117e-02 -1.53140950e-01 -3.92127182e-01
-2.27916152e-01]
[ -6.94851705e-02 2.18547367e-02 -1.29633778e-01 -3.49562251e-01
1.19835287e-01 1.99247533e-02 -1.98360397e-01 -1.50629794e-01
1.26309476e-01 -5.57743781e-02 -3.17442460e-01 -3.00003289e-01
-3.35764364e-01]
[ 6.42983388e-02 -2.99256007e-01 -8.86173660e-02 -4.63411688e-01
-2.13885740e-01 -9.18347179e-02 2.72098794e-02 6.53310309e-02
-4.40240322e-02 2.63721149e-01 -5.44951381e-01 -8.97556522e-01
4.65235596e-01]
[ -2.32011822e-01 -2.36549130e-01 -1.34766541e-01 -3.22661122e-01
-2.94331465e-01 -9.52456589e-02 1.89984552e-01 2.46023417e-02
2.68348235e-01 1.79681609e-02 -4.30986396e-01 -1.08815285e+00
6.61002449e-01]
[ -2.40225574e-02 -1.79741489e-01 1.80093923e-02 -3.28085480e-01
-1.65142914e-01 1.63469384e-01 1.98348727e-01 2.41114309e-01
-3.96393290e-02 2.10576287e-01 -2.53010665e-01 -1.18986645e+00
7.79244669e-01]
[ -9.07039807e-03 -3.87792063e-02 -1.28157365e-01 -1.43475108e-01
-1.75185410e-01 -4.91095228e-02 3.11848793e-01 1.58203443e-01
2.52606080e-01 3.48849348e-01 -5.14282096e-01 -1.14535229e+00
8.21741481e-01]
[ -9.03006929e-02 -2.75195938e-01 5.63603716e-02 -3.47089233e-01
-1.45744837e-01 1.15103420e-01 3.90445308e-01 1.41025153e-01
-6.73041156e-02 1.50403051e-01 -5.75617164e-01 -1.12274108e+00
8.66723085e-01]
[ 1.13921660e-01 -8.62175405e-02 1.34693001e-02 -1.64581433e-01
-8.00592400e-02 -2.00135586e-02 2.86425663e-01 3.73980576e-01
4.29348756e-01 2.49023562e-01 -5.76564142e-01 -1.07416449e+00
5.94796630e-01]
[ 3.26737250e-03 -1.44676161e-01 2.34521767e-02 2.50126179e-02
-9.76934251e-02 -2.83361971e-01 1.41867078e-01 3.80591632e-01
3.72674753e-02 1.37565469e-01 -2.78827783e-01 -9.12259415e-01
2.18492807e-01]
[ 1.13643900e-01 8.01731589e-02 1.19179312e-02 2.46864847e-01
-1.08086768e-01 -5.63223583e-02 -5.17723055e-02 -8.63109553e-02
-1.86149061e-01 -6.75284957e-02 -7.28794616e-02 9.30292368e-02
-5.78517314e-01]
[ 6.36981438e-02 -1.34229645e-01 1.53182356e-01 5.07938699e-01
2.23514326e-01 1.06113831e-02 -3.13140387e-01 -3.28555396e-01
2.24173090e-02 -5.43110479e-01 3.03135315e-01 8.12634168e-01
-9.49371570e-01]
[ 2.12495916e-02 7.72960711e-02 -2.14686313e-01 1.33445929e-01
3.58113538e-02 -3.57387811e-03 -2.15330492e-01 -3.63952367e-01
-2.83378845e-01 -2.83576107e-01 -3.59314160e-03 -1.33901293e-01
-2.00905541e-01]
[ -7.66445308e-02 -1.98555717e-01 5.55366921e-02 1.40043048e-02
-1.21678334e-01 -1.37649627e-01 -9.68836617e-02 -8.15720415e-02
5.24441625e-03 -4.24282060e-01 -3.55260005e-01 -1.87239471e-01
1.61732427e-01]
[ -1.55385753e-02 -2.55913109e-01 4.69162936e-02 -3.92484271e-01
-1.81085589e-01 -2.35666356e-01 -3.85783551e-01 -6.34530008e-02
-8.69198781e-02 -1.82797304e-02 -2.40294089e-01 3.51688294e-01
1.81970764e-01]
[ 1.53990241e-01 6.45083250e-02 -1.11464096e-01 -4.00311274e-01
-5.12789348e-02 -1.04755866e-01 -2.71073579e-01 -6.60193163e-02
-2.32555307e-01 -2.81990324e-01 -2.63849499e-01 5.65151172e-01
1.10605230e-01]
[ -1.89488983e-01 -1.71823735e-01 -1.20505112e-01 -3.80061507e-01
-4.37436232e-02 2.30306032e-02 -2.74739378e-01 -3.02558217e-01
-1.79049165e-01 -1.22652076e-01 -2.85639821e-01 4.41743328e-01
1.71923166e-02]
[ -5.55966066e-02 -1.94735845e-01 -1.70318736e-01 -4.00339087e-01
-3.81214582e-02 3.97565456e-02 -1.56459920e-01 -1.42108466e-01
-2.81016978e-01 -3.70165928e-01 -1.09942205e-01 3.22680957e-01
1.29047762e-01]
[ 9.03876076e-02 9.83084554e-02 -2.15477970e-02 -3.28216588e-01
-3.12503236e-01 3.52370083e-03 -2.53754422e-01 -3.76318367e-01
-3.54983417e-01 -8.50605500e-02 -1.63722601e-01 3.64192645e-01
1.03341570e-01]
[ -5.89563047e-02 -9.76728575e-03 -2.85128777e-01 -1.02759985e-01
7.06456373e-02 1.54920713e-01 -2.54594901e-01 -1.97411168e-01
-5.95610909e-02 -4.61551623e-02 1.58116159e-01 7.92496356e-01
-8.50993243e-02]
[ 1.49690701e-01 3.20008057e-01 -1.94027949e-01 8.01284733e-01
1.03041026e-01 4.23738780e-03 -1.84629794e-01 -3.62334306e-01
-2.14386166e-01 -2.91141689e-01 7.64153027e-01 8.91752054e-01
-1.49113265e+00]
[ 9.08281624e-03 1.58062894e-01 5.90116650e-02 4.18165647e-01
-1.30568658e-02 -6.32019532e-02 -2.52560763e-01 -3.06052091e-01
-2.65982754e-01 -1.66935474e-01 5.85607532e-01 8.51557338e-01
-1.41295991e+00]
[ -2.08214186e-02 -1.44701936e-01 -1.46543321e-01 3.49033316e-01
-1.88741692e-01 2.38570229e-01 -1.61663112e-02 -1.47867168e-01
-2.24546551e-01 -3.17209091e-01 2.12042601e-01 5.27042949e-01
-7.52847306e-01]
[ 8.68657354e-02 -3.83561256e-01 -5.03634938e-02 4.02709161e-02
-1.19204683e-01 2.00022433e-01 9.56818484e-02 1.83176660e-01
-1.87534767e-01 1.90286220e-02 -5.74228260e-02 2.74457082e-01
-4.12515415e-01]
[ 2.12957338e-01 -2.96081066e-01 -1.18526104e-01 -6.20122588e-02
-2.18116348e-01 1.22721288e-01 4.74954725e-02 -1.15869310e-01
-6.35236526e-02 -3.06023905e-02 -1.62670043e-01 -2.20525937e-01
-2.50223438e-01]
[ -1.31678997e-01 -8.13289671e-02 3.84427337e-02 -2.46946002e-01
-6.06043618e-02 -1.41341070e-01 5.91243555e-02 9.09507925e-03
-9.63364869e-02 3.61565749e-02 -3.34036152e-01 -5.07738805e-01
-1.27716344e-01]
[ -1.44077346e-01 -1.34144294e-01 -6.93838214e-02 -2.92294876e-01
-3.44253511e-01 -2.89439561e-01 1.66933943e-01 1.51804171e-01
8.31565431e-03 1.27838947e-01 -2.87188969e-01 -9.04246848e-01
3.52864240e-02]
[ -1.29849317e-01 -2.50871690e-01 -3.05440403e-01 -1.08224918e+00
-3.05869013e-01 -2.09558662e-01 -7.77430944e-02 -4.81863442e-02
5.42015430e-02 -4.95125930e-01 -8.31260687e-01 -6.99122996e-01
-1.50202307e+00]
[ -1.26781602e-01 1.36166473e-01 1.20776854e-02 1.97239417e-01
-1.99370064e-01 -1.77804238e-01 -1.71932593e-01 -1.02812288e-03
-1.52714323e-01 -1.29263102e-01 -9.15959726e-02 -3.75883483e-01
1.01349549e-01]
[ -3.65965670e-01 -1.17191869e-01 -2.73758860e-01 4.14184669e-01
-1.98991811e-01 -2.33340707e-01 -1.71303074e-01 -1.00451187e-01
-3.48413018e-03 4.25010568e-02 1.45182780e-01 -3.28247022e-01
2.95091903e-01]
[ -1.31152311e-01 -5.14420535e-02 -2.54550506e-01 2.58445635e-01
-2.29160670e-01 -2.79978021e-01 -3.94473916e-01 -4.16037152e-02
7.20916632e-03 -9.12987473e-02 -1.60093195e-01 -3.17176781e-01
2.21797183e-01]
[ -2.60452431e-01 -5.32129500e-01 -3.41953596e-01 7.67769789e-02
-3.16830181e-01 -2.34495319e-01 -2.24735282e-01 -2.30239053e-01
-1.92917417e-02 -2.77018940e-01 1.14057067e-02 -3.57529735e-01
1.19234829e-01]
[ -2.29587497e-01 -2.95261296e-01 -3.23106023e-01 -4.01929942e-02
-8.51782676e-02 -1.52167719e-01 -1.23191871e-01 2.60347749e-02
-2.16039161e-01 -5.16003861e-01 -2.13017198e-01 -2.78640334e-01
-3.82570877e-02]
[ -8.70110852e-02 -2.39598413e-02 -2.44836008e-01 -1.15576570e+00
-2.82765905e-01 -2.60002924e-01 1.60015979e-01 -4.93817940e-01
1.57012387e-01 -2.05964248e-01 -8.30024504e-01 -4.97752342e-01
-1.43046224e+00]]
Progress: 35.5% ... Training loss: 0.178 ... Validation loss: 0.325[[-0.25899518]
[ 0.23758045]
[-0.06725221]
[ 1.45225141]
[ 0.25294035]
[-0.02666601]
[-0.9820638 ]
[-0.77037786]
[-0.53740858]
[-0.80173083]
[ 1.31612912]
[ 2.99558717]
[-2.62213291]]
[[ -5.16996758e-01 -4.92379409e-01 -5.91576628e-01 8.09410464e-02
-2.89423249e-01 -5.96817720e-01 1.54132119e-01 -2.23639773e-01
-2.56447238e-01 -2.95593154e-01 3.04506082e-01 1.05271575e+00
3.93845912e-01]
[ 1.30877371e-02 -1.33054847e-01 4.77549496e-02 -1.31866455e-01
-3.73385300e-02 5.82635147e-02 -7.78610484e-02 1.81420605e-01
-1.51205615e-01 -1.72440061e-01 -1.47165714e-01 -1.05321730e-01
-1.94478805e-01]
[ -2.95859458e-01 1.32975855e-01 -4.05130707e-02 2.23853541e-02
7.01874063e-02 -1.37966024e-01 -1.45792242e-01 -2.08075993e-01
2.82908690e-01 -6.03128696e-01 7.17273850e-02 6.26010453e-01
8.23928703e-01]
[ 2.77086983e-01 -2.50884253e-01 -2.73840171e-01 1.54179779e-01
-2.69294429e-01 1.24526004e-02 6.66791680e-01 -6.25612068e-01
3.79798862e-01 -1.70830036e-01 -5.60265930e-02 -3.67825702e-01
-3.45929080e-01]
[ 1.44808396e-01 1.38964072e-02 1.14548428e-01 -1.54669447e-01
-2.31193302e-02 7.45587769e-02 -1.67568773e-01 -1.77595212e-01
7.70188812e-02 2.48400985e-01 1.36215369e-02 -1.00291320e-01
-7.88437994e-02]
[ -4.91690648e-01 -6.22325980e-01 -6.01217990e-01 -5.89578218e-01
-5.96251079e-01 -5.65670167e-01 -4.40772538e-01 -1.60798053e-01
-4.99764455e-01 -2.42588081e-01 -6.19832824e-01 -9.24997229e-01
-7.50363566e-01]
[ -4.12215320e-01 -5.95707052e-01 -3.29205430e-01 -4.84879006e-01
-4.20309640e-01 -5.66064543e-01 -3.78582761e-01 -4.93286709e-01
-3.07556226e-01 -8.94701289e-02 -5.19368804e-01 -6.07766651e-01
-6.81002828e-01]
[ -3.46193214e-01 -3.48538274e-01 -4.90408200e-01 -1.48191894e-01
-3.25809911e-01 -4.28579219e-01 -2.51125779e-01 -3.02532083e-01
-2.66675322e-01 -6.04940787e-01 -3.42749778e-01 -8.69362870e-01
-7.22748702e-01]
[ -4.67055218e-01 -3.37619003e-01 -3.87772680e-01 -2.81281494e-01
-3.30504788e-01 -2.19350344e-01 -3.35486402e-02 -4.82589764e-01
-2.66657894e-01 -4.68792167e-01 -2.25232028e-01 -2.77981731e-01
-2.67007905e-01]
[ -9.58889219e-01 -9.62014154e-01 -9.93875107e-01 -7.39404004e-01
-1.05386895e+00 -9.93654996e-01 -5.08154222e-01 -5.67925331e-01
-7.28766870e-01 -5.72713808e-01 -8.38570308e-01 -7.27342980e-01
-9.37691852e-01]
[ -5.13797250e-01 -2.71347142e-01 -4.75199993e-01 -4.23710008e-01
-3.46331429e-01 -3.66391652e-01 -6.30596570e-01 -6.52541445e-01
-6.70099196e-01 -1.07433399e-01 -5.99225472e-01 -8.67446622e-01
-7.79072805e-01]
[ -1.23502700e-01 2.78073291e-02 -3.45862232e-01 -4.91767658e-01
-1.01559794e-01 -7.62800272e-02 -2.24274390e-01 -4.62001767e-01
-2.01325172e-01 3.24053074e-02 -5.46177516e-01 -1.24033234e+00
-8.23608152e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55540934e-01 -1.26773829e-01 1.64084273e-01 -3.08320999e-01
-1.36092818e-01 1.13247979e-01 -1.36170262e-01 1.19909878e-02
-8.53460614e-02 6.73188133e-02 -2.37221774e-01 -4.95114922e-01
-8.40676874e-02]
[ -9.73484537e-02 -2.65173786e-01 -1.81842606e-01 -2.68529217e-01
-4.75899333e-01 -8.77215638e-02 -1.05214742e-01 -1.06199254e-02
-8.89642192e-02 -1.24116061e-02 -2.41147446e-01 -4.71007295e-01
-2.62858037e-01]
[ -6.57035861e-02 -3.73485863e-02 -2.25724859e-01 -2.52525260e-01
1.07999319e-01 -1.61137575e-01 -2.38508646e-01 1.34860092e-01
-2.86819708e-02 1.53007850e-01 -2.13841860e-01 9.28784967e-03
-9.52860426e-02]
[ 3.77109236e-02 -1.67026773e-01 -1.49890112e-01 -1.03045716e-01
-1.26145094e-01 -1.07493761e-01 1.13929161e-01 -1.41115421e-01
-2.30378202e-02 4.02775594e-02 -5.36003388e-02 -1.68178089e-01
-3.02699477e-02]
[ -2.95508932e-01 -1.34371076e-01 -8.19855866e-02 -1.38020316e-01
-2.94495905e-01 -2.77454474e-01 -3.55646561e-01 -1.25490039e-02
-3.36893066e-01 -2.30711408e-01 1.48440795e-01 -1.34603164e-01
7.51982877e-02]
[ -2.34081202e-01 -1.22708459e-01 -9.71469091e-02 -3.60591230e-02
-8.40558029e-02 -1.21523741e-01 -7.48644932e-02 -1.79178468e-02
-1.38797994e-01 -1.31006246e-01 3.63501383e-04 -2.35489841e-01
-2.12924923e-01]
[ -1.84507297e-01 -7.34487703e-02 -2.31359677e-01 -1.93504126e-01
-1.59777064e-01 -2.07412809e-01 -3.84562004e-01 -1.29033767e-01
1.18214204e-01 -2.60745227e-01 -3.58689988e-01 -4.10416229e-01
-4.90638630e-01]
[ -3.70237982e-01 -5.83494625e-02 -1.52460915e-01 -1.09613825e-01
-4.68766890e-02 -3.14272375e-01 5.03267416e-02 -8.50991958e-02
-1.13146449e-01 4.26960893e-02 3.45630671e-02 -3.28231298e-01
-3.90808623e-01]
[ -1.56907508e-01 -1.39672825e-01 -5.46313061e-02 -2.34880087e-01
-1.26168284e-01 -2.95963328e-01 7.37972775e-02 -1.67963534e-01
-1.89214056e-01 5.23252979e-02 1.77860211e-01 1.94257933e-02
-1.45493581e-01]
[ -1.27944751e-01 -1.71004129e-01 -1.15241497e-01 -3.12985452e-01
9.26702809e-02 -1.82144576e-02 -1.55527513e-01 -1.79244074e-01
1.16188974e-01 -8.77897501e-02 -1.41006838e-01 -6.73195450e-02
-2.89647084e-01]
[ -3.76438243e-02 -3.55365658e-02 -1.50359486e-01 -1.37473633e-01
-2.31406408e-01 6.28746671e-02 -3.95856497e-02 -4.33084509e-02
-2.20669072e-01 -8.97664767e-02 -1.54138935e-01 -3.91694784e-01
-2.25739795e-01]
[ -6.93136144e-02 2.16531328e-02 -1.29593582e-01 -3.50385523e-01
1.19662827e-01 1.99415553e-02 -1.97523457e-01 -1.50185626e-01
1.26693706e-01 -5.51811905e-02 -3.18375145e-01 -3.01678862e-01
-3.35916476e-01]
[ 6.43225410e-02 -2.99272921e-01 -8.86125972e-02 -4.63607670e-01
-2.13907010e-01 -9.18331482e-02 2.73834270e-02 6.54245198e-02
-4.39375211e-02 2.63802542e-01 -5.45115714e-01 -8.97751517e-01
4.65700829e-01]
[ -2.31906757e-01 -2.36634763e-01 -1.34751728e-01 -3.24163718e-01
-2.94421795e-01 -9.52380800e-02 1.91059954e-01 2.51157338e-02
2.68922398e-01 1.82991056e-02 -4.31858764e-01 -1.08937024e+00
6.63701519e-01]
[ -2.41070758e-02 -1.79714912e-01 1.79907007e-02 -3.27939142e-01
-1.65099758e-01 1.63462482e-01 1.98206378e-01 2.40933603e-01
-3.96068376e-02 2.10148132e-01 -2.52853164e-01 -1.19055921e+00
7.79473029e-01]
[ -9.17334478e-03 -3.87324290e-02 -1.28176434e-01 -1.43263530e-01
-1.75149781e-01 -4.91163183e-02 3.12147953e-01 1.58190694e-01
2.52670515e-01 3.48616919e-01 -5.14114402e-01 -1.14662912e+00
8.21744071e-01]
[ -9.02200031e-02 -2.75253495e-01 5.63739713e-02 -3.47893718e-01
-1.45822060e-01 1.15110485e-01 3.91225877e-01 1.41326913e-01
-6.69337773e-02 1.50644650e-01 -5.76103675e-01 -1.12340855e+00
8.68202425e-01]
[ 1.13969797e-01 -8.62224638e-02 1.34709089e-02 -1.65058469e-01
-8.00969226e-02 -2.00120055e-02 2.87050144e-01 3.74354546e-01
4.29595298e-01 2.49280364e-01 -5.76889836e-01 -1.07495847e+00
5.95608374e-01]
[ 3.47631809e-03 -1.44883890e-01 2.34996401e-02 2.42765496e-02
-9.78934556e-02 -2.83349250e-01 1.43182134e-01 3.81515989e-01
3.78867991e-02 1.38623632e-01 -2.79985727e-01 -9.14703107e-01
2.19586379e-01]
[ 1.13681338e-01 8.03481907e-02 1.19172194e-02 2.49135981e-01
-1.07914647e-01 -5.63253029e-02 -5.18851358e-02 -8.62116953e-02
-1.86464287e-01 -6.73065712e-02 -7.16090299e-02 9.37433180e-02
-5.81955584e-01]
[ 6.40378208e-02 -1.34433808e-01 1.53247420e-01 5.08370859e-01
2.23464836e-01 1.06281968e-02 -3.10580468e-01 -3.28021390e-01
2.34782313e-02 -5.42278947e-01 3.02340282e-01 8.10627821e-01
-9.51097823e-01]
[ 2.11882297e-02 7.72738032e-02 -2.14686075e-01 1.32772856e-01
3.58060610e-02 -3.57642598e-03 -2.15210952e-01 -3.63746037e-01
-2.83360522e-01 -2.83750616e-01 -4.06619367e-03 -1.35690647e-01
-1.99813726e-01]
[ -7.66796676e-02 -1.98552093e-01 5.55348489e-02 1.36654435e-02
-1.21690350e-01 -1.37647418e-01 -9.71073839e-02 -8.13648309e-02
5.01070469e-03 -4.24199760e-01 -3.55383218e-01 -1.87226781e-01
1.62296393e-01]
[ -1.54198144e-02 -2.56239488e-01 4.69792667e-02 -3.95692669e-01
-1.81559306e-01 -2.35650863e-01 -3.85213632e-01 -6.18203640e-02
-8.61987488e-02 -1.75943710e-02 -2.43265250e-01 3.46003793e-01
1.88774811e-01]
[ 1.54267605e-01 6.42236113e-02 -1.11400805e-01 -4.02030031e-01
-5.15006867e-02 -1.04737224e-01 -2.70022948e-01 -6.52386233e-02
-2.32001336e-01 -2.81108263e-01 -2.65412952e-01 5.61724482e-01
1.13615532e-01]
[ -1.89275088e-01 -1.72368228e-01 -1.20412178e-01 -3.85038890e-01
-4.42764179e-02 2.30541175e-02 -2.72691558e-01 -3.01123862e-01
-1.77705317e-01 -1.21573057e-01 -2.90507366e-01 4.29979714e-01
2.89895370e-02]
[ -5.56909865e-02 -1.94551085e-01 -1.70365004e-01 -4.01135441e-01
-3.80230559e-02 3.97433992e-02 -1.56288894e-01 -1.43111711e-01
-2.80902063e-01 -3.70926315e-01 -1.10447513e-01 3.23377862e-01
1.30476672e-01]
[ 9.05549466e-02 9.82414544e-02 -2.15247827e-02 -3.29217042e-01
-3.12548635e-01 3.53884492e-03 -2.53475609e-01 -3.76305667e-01
-3.54992348e-01 -8.43258041e-02 -1.64201259e-01 3.65388637e-01
1.03974425e-01]
[ -5.90453903e-02 -9.50917514e-03 -2.85169939e-01 -1.01739399e-01
7.09211518e-02 1.54907942e-01 -2.55028002e-01 -1.98531206e-01
-5.99336732e-02 -4.70745157e-02 1.59399936e-01 7.97173342e-01
-8.73046263e-02]
[ 1.49577419e-01 3.20177366e-01 -1.94056109e-01 8.02700089e-01
1.03181067e-01 4.22958632e-03 -1.85116457e-01 -3.62737760e-01
-2.14747650e-01 -2.91452917e-01 7.65421431e-01 8.94676323e-01
-1.49222706e+00]
[ 9.24123122e-03 1.57907617e-01 5.90534996e-02 4.18275317e-01
-1.32530692e-02 -6.31860775e-02 -2.51797952e-01 -3.05288820e-01
-2.65730431e-01 -1.66176788e-01 5.84840135e-01 8.49320854e-01
-1.41421293e+00]
[ -2.05035497e-02 -1.44882654e-01 -1.46496471e-01 3.47938584e-01
-1.88947168e-01 2.38596267e-01 -1.47649542e-02 -1.47324490e-01
-2.24100171e-01 -3.16018530e-01 2.11446596e-01 5.25405691e-01
-7.53855500e-01]
[ 8.67397766e-02 -3.83516956e-01 -5.03803988e-02 4.03039777e-02
-1.19158279e-01 2.00015372e-01 9.51475290e-02 1.83032002e-01
-1.87745173e-01 1.85518055e-02 -5.74544817e-02 2.74192968e-01
-4.12145105e-01]
[ 2.12754451e-01 -2.95921351e-01 -1.18558641e-01 -6.13098078e-02
-2.17965094e-01 1.22707203e-01 4.66903925e-02 -1.16148713e-01
-6.41246153e-02 -3.11178224e-02 -1.61994125e-01 -2.19752594e-01
-2.50890150e-01]
[ -1.31737579e-01 -8.13287230e-02 3.84435185e-02 -2.47268218e-01
-6.06189529e-02 -1.41343968e-01 5.90581151e-02 9.22331444e-03
-9.64174389e-02 3.62107097e-02 -3.34382708e-01 -5.09502602e-01
-1.26541819e-01]
[ -1.44006810e-01 -1.34199729e-01 -6.93698167e-02 -2.92647731e-01
-3.44296900e-01 -2.89435506e-01 1.67240806e-01 1.52139985e-01
8.47750150e-03 1.28194905e-01 -2.87442850e-01 -9.04436525e-01
3.57668566e-02]
[ -1.29077904e-01 -2.51458999e-01 -3.05291945e-01 -1.08842363e+00
-3.06657093e-01 -2.09510219e-01 -7.19534141e-02 -4.43088399e-02
5.67102738e-02 -4.92297529e-01 -8.37843882e-01 -7.19566082e-01
-1.49970189e+00]
[ -1.26433751e-01 1.35675705e-01 1.21950590e-02 1.93886730e-01
-1.99890646e-01 -1.77776725e-01 -1.69767706e-01 5.02640873e-04
-1.51735774e-01 -1.27433315e-01 -9.48568794e-02 -3.86419142e-01
1.09577648e-01]
[ -3.65866920e-01 -1.16975732e-01 -2.73772136e-01 4.16348788e-01
-1.98733082e-01 -2.33333550e-01 -1.71707515e-01 -1.01591849e-01
-3.85464190e-03 4.25424376e-02 1.46658431e-01 -3.23381057e-01
2.91219894e-01]
[ -1.30769950e-01 -5.19230263e-02 -2.54456078e-01 2.54061618e-01
-2.29649211e-01 -2.79947007e-01 -3.92154834e-01 -3.94078214e-02
8.76748885e-03 -8.95002149e-02 -1.63698770e-01 -3.25039658e-01
2.32002965e-01]
[ -2.60680824e-01 -5.31999308e-01 -3.41973450e-01 7.72812707e-02
-3.16722391e-01 -2.34505240e-01 -2.24706384e-01 -2.29919906e-01
-1.94034146e-02 -2.77499407e-01 1.15940061e-02 -3.58095955e-01
1.21526382e-01]
[ -2.29846712e-01 -2.95259131e-01 -3.23120576e-01 -3.88367667e-02
-8.50284170e-02 -1.52177256e-01 -1.23879028e-01 2.60215192e-02
-2.16352809e-01 -5.16486659e-01 -2.12059533e-01 -2.74296471e-01
-3.40838622e-02]
[ -8.69236562e-02 -2.38940403e-02 -2.44860692e-01 -1.15773610e+00
-2.82749207e-01 -2.60006274e-01 1.61537640e-01 -4.94847427e-01
1.57245827e-01 -2.06472211e-01 -8.31152483e-01 -4.94608994e-01
-1.43106795e+00]]
Progress: 35.5% ... Training loss: 0.184 ... Validation loss: 0.331[[-0.25294051]
[ 0.24394237]
[-0.0630889 ]
[ 1.46428773]
[ 0.25711525]
[-0.02175535]
[-0.97250838]
[-0.76847961]
[-0.52988037]
[-0.79740437]
[ 1.32717955]
[ 3.00208865]
[-2.6229176 ]]
[[ -5.17548935e-01 -4.91959795e-01 -5.91637348e-01 8.96562684e-02
-2.88989164e-01 -5.96855634e-01 1.51884145e-01 -2.24321563e-01
-2.57646824e-01 -2.97794995e-01 3.10069377e-01 1.05438411e+00
3.87374881e-01]
[ 1.29741090e-02 -1.32922536e-01 4.77171481e-02 -1.31247256e-01
-3.71974049e-02 5.82490526e-02 -7.86286950e-02 1.80994402e-01
-1.51726019e-01 -1.72532844e-01 -1.46769124e-01 -1.02742094e-01
-1.97773410e-01]
[ -2.96002598e-01 1.33792804e-01 -4.06477593e-02 1.94493450e-02
7.04604969e-02 -1.37993582e-01 -1.44623215e-01 -2.10896208e-01
2.83917761e-01 -6.06263041e-01 7.04453117e-02 6.17855674e-01
8.29379160e-01]
[ 2.76002803e-01 -2.51249629e-01 -2.73863424e-01 1.58147856e-01
-2.69229316e-01 1.23644611e-02 6.62664045e-01 -6.24449238e-01
3.78613455e-01 -1.72838998e-01 -5.48092734e-02 -3.73663529e-01
-3.45690505e-01]
[ 1.44166156e-01 1.54536040e-02 1.14244178e-01 -1.49236770e-01
-2.20692666e-02 7.44759806e-02 -1.72143020e-01 -1.82797991e-01
7.42906448e-02 2.43384835e-01 1.94445684e-02 -8.69768749e-02
-9.04362723e-02]
[ -4.91202368e-01 -6.22886488e-01 -6.01098302e-01 -5.91843016e-01
-5.96773610e-01 -5.65618134e-01 -4.39748068e-01 -1.58155795e-01
-4.99482109e-01 -2.40026845e-01 -6.21683860e-01 -9.28341452e-01
-7.47858131e-01]
[ -4.12658069e-01 -5.95480370e-01 -3.29243231e-01 -4.81260105e-01
-4.20064152e-01 -5.66092956e-01 -3.78946098e-01 -4.94021716e-01
-3.07675012e-01 -9.14216460e-02 -5.17125749e-01 -6.10491816e-01
-6.85115704e-01]
[ -3.46417928e-01 -3.48064585e-01 -4.90517882e-01 -1.48724423e-01
-3.25538354e-01 -4.28604826e-01 -2.52135495e-01 -3.03912079e-01
-2.67461083e-01 -6.05792422e-01 -3.42508790e-01 -8.65593045e-01
-7.19530583e-01]
[ -4.67942873e-01 -3.36624201e-01 -3.87983372e-01 -2.73094784e-01
-3.29546086e-01 -2.19448782e-01 -3.80459185e-02 -4.85526587e-01
-2.68837957e-01 -4.71650491e-01 -2.19066546e-01 -2.67702630e-01
-2.75561007e-01]
[ -9.59475185e-01 -9.60972714e-01 -9.94100286e-01 -7.32538771e-01
-1.05287377e+00 -9.93730658e-01 -5.10700390e-01 -5.71150315e-01
-7.30288757e-01 -5.75503623e-01 -8.33587535e-01 -7.21430756e-01
-9.43855889e-01]
[ -5.13499247e-01 -2.71738416e-01 -4.75113102e-01 -4.27059991e-01
-3.46796715e-01 -3.66361371e-01 -6.29042165e-01 -6.50831706e-01
-6.69305968e-01 -1.05597206e-01 -6.01668162e-01 -8.71974445e-01
-7.73890187e-01]
[ -1.24281574e-01 2.82918272e-02 -3.45962429e-01 -4.86274622e-01
-1.01136476e-01 -7.63350711e-02 -2.28128490e-01 -4.62896091e-01
-2.03398776e-01 3.02586888e-02 -5.41919109e-01 -1.23373720e+00
-8.29569156e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55545116e-01 -1.26890506e-01 1.64080929e-01 -3.07433617e-01
-1.36147475e-01 1.13252388e-01 -1.36549120e-01 1.22389494e-02
-8.57411658e-02 6.73776643e-02 -2.36526092e-01 -4.92867837e-01
-8.55979032e-02]
[ -9.70672091e-02 -2.65346683e-01 -1.81785003e-01 -2.70051186e-01
-4.76061440e-01 -8.76963768e-02 -1.04096721e-01 -9.38582809e-03
-8.84975178e-02 -1.11073031e-02 -2.42392411e-01 -4.73524967e-01
-2.61324378e-01]
[ -6.54991156e-02 -3.76176292e-02 -2.25660507e-01 -2.54140616e-01
1.07696804e-01 -1.61115939e-01 -2.38258282e-01 1.35999350e-01
-2.84850098e-02 1.54181285e-01 -2.15140398e-01 6.18764810e-03
-9.27870578e-02]
[ 3.75983743e-02 -1.66831019e-01 -1.49949838e-01 -1.00648622e-01
-1.25853860e-01 -1.07507393e-01 1.13192752e-01 -1.42444483e-01
-2.33883444e-02 3.91723278e-02 -5.11929239e-02 -1.61987742e-01
-3.31888340e-02]
[ -2.96034153e-01 -1.34109737e-01 -8.20218078e-02 -1.35029546e-01
-2.94318495e-01 -2.77486113e-01 -3.56394001e-01 -1.26231504e-02
-3.37276686e-01 -2.32377558e-01 1.49736580e-01 -1.40488382e-01
7.13731022e-02]
[ -2.33893470e-01 -1.22938443e-01 -9.70895888e-02 -3.78601150e-02
-8.42854524e-02 -1.21507268e-01 -7.37277492e-02 -1.72201948e-02
-1.38183044e-01 -1.30217077e-01 -1.12253663e-03 -2.38638134e-01
-2.10169169e-01]
[ -1.84453687e-01 -7.35403545e-02 -2.31358770e-01 -1.94145134e-01
-1.59862126e-01 -2.07407119e-01 -3.84252387e-01 -1.28924668e-01
1.18647253e-01 -2.60809173e-01 -3.59056268e-01 -4.12414654e-01
-4.87265406e-01]
[ -3.70592396e-01 -5.77103231e-02 -1.52595238e-01 -1.08731203e-01
-4.63954347e-02 -3.14311996e-01 4.85315238e-02 -8.70413149e-02
-1.14706986e-01 4.17085630e-02 3.63127058e-02 -3.19976834e-01
-3.93777885e-01]
[ -1.56940482e-01 -1.39324472e-01 -5.46697909e-02 -2.31734887e-01
-1.25907223e-01 -2.95972536e-01 7.33896939e-02 -1.68569769e-01
-1.89427763e-01 5.15459356e-02 1.80010753e-01 2.12632828e-02
-1.47684830e-01]
[ -1.27988059e-01 -1.70977101e-01 -1.15246972e-01 -3.12548908e-01
9.26606838e-02 -1.82157089e-02 -1.56102912e-01 -1.79249907e-01
1.15975760e-01 -8.77186159e-02 -1.40916379e-01 -6.68086172e-02
-2.90252821e-01]
[ -3.81775252e-02 -3.50729674e-02 -1.50476460e-01 -1.35278011e-01
-2.30998959e-01 6.28160649e-02 -4.15926145e-02 -4.48065430e-02
-2.21691055e-01 -9.14795970e-02 -1.52327842e-01 -3.88343552e-01
-2.28900260e-01]
[ -6.95011599e-02 2.17327704e-02 -1.29617703e-01 -3.48733145e-01
1.19841226e-01 1.99216885e-02 -1.98536193e-01 -1.50567774e-01
1.26318470e-01 -5.53629849e-02 -3.17381448e-01 -2.99441064e-01
-3.35819520e-01]
[ 6.43750799e-02 -2.99317662e-01 -8.86057765e-02 -4.64096860e-01
-2.13952488e-01 -9.18293632e-02 2.77010579e-02 6.55392895e-02
-4.37466090e-02 2.63936851e-01 -5.45375315e-01 -8.98168008e-01
4.66609838e-01]
[ -2.32002025e-01 -2.36553922e-01 -1.34766729e-01 -3.23432428e-01
-2.94342103e-01 -9.52434354e-02 1.89963367e-01 2.48273858e-02
2.68312328e-01 1.80421615e-02 -4.31178320e-01 -1.08820499e+00
6.62059551e-01]
[ -2.40629398e-02 -1.79761602e-01 1.80014762e-02 -3.28572245e-01
-1.65144682e-01 1.63466245e-01 1.98728424e-01 2.41185201e-01
-3.93890345e-02 2.10374867e-01 -2.53358191e-01 -1.19113637e+00
7.80817728e-01]
[ -9.17561073e-03 -3.87309831e-02 -1.28176937e-01 -1.43236282e-01
-1.75148036e-01 -4.91164901e-02 3.12124171e-01 1.58180827e-01
2.52658520e-01 3.48602474e-01 -5.14090545e-01 -1.14658870e+00
8.21669555e-01]
[ -9.02885425e-02 -2.75251414e-01 5.63703351e-02 -3.47388953e-01
-1.45824885e-01 1.15104218e-01 3.91651349e-01 1.41644424e-01
-6.68894551e-02 1.50446103e-01 -5.75950954e-01 -1.12416007e+00
8.67944168e-01]
[ 1.13916187e-01 -8.61839563e-02 1.34540137e-02 -1.64896678e-01
-8.00644587e-02 -2.00175438e-02 2.86883139e-01 3.74124151e-01
4.29530294e-01 2.49062033e-01 -5.76790383e-01 -1.07495892e+00
5.95421584e-01]
[ 3.43649592e-03 -1.44861085e-01 2.34948736e-02 2.52582500e-02
-9.79047932e-02 -2.83350957e-01 1.42435002e-01 3.81119489e-01
3.76499282e-02 1.38482246e-01 -2.79377988e-01 -9.13672312e-01
2.18140352e-01]
[ 1.13091417e-01 8.06871152e-02 1.18585735e-02 2.54442206e-01
-1.07627284e-01 -5.63538647e-02 -5.47660650e-02 -8.65260595e-02
-1.88342746e-01 -6.84995978e-02 -6.76050853e-02 1.00043438e-01
-5.87616708e-01]
[ 6.36487442e-02 -1.34361678e-01 1.53195870e-01 5.12543556e-01
2.23768907e-01 1.05843467e-02 -3.12275048e-01 -3.29673422e-01
2.32044130e-02 -5.43807426e-01 3.04431291e-01 8.10858429e-01
-9.52035997e-01]
[ 2.11441436e-02 7.73003776e-02 -2.14693520e-01 1.33078608e-01
3.58367991e-02 -3.58035787e-03 -2.15383992e-01 -3.63829587e-01
-2.83437176e-01 -2.83922394e-01 -3.81745423e-03 -1.35468465e-01
-2.00082039e-01]
[ -7.65646166e-02 -1.98622075e-01 5.55618788e-02 1.26458163e-02
-1.21772237e-01 -1.37635514e-01 -9.63170514e-02 -8.06660932e-02
5.31523931e-03 -4.23638918e-01 -3.56085189e-01 -1.88581220e-01
1.63766304e-01]
[ -1.57255382e-02 -2.55915866e-01 4.68908537e-02 -3.94897280e-01
-1.81295099e-01 -2.35689252e-01 -3.86596475e-01 -6.26473916e-02
-8.68952869e-02 -1.83730154e-02 -2.42830588e-01 3.48082219e-01
1.87891407e-01]
[ 1.54623111e-01 6.36702983e-02 -1.11302426e-01 -4.04854216e-01
-5.20171566e-02 -1.04701570e-01 -2.68741243e-01 -6.33241368e-02
-2.30717506e-01 -2.80108095e-01 -2.67711097e-01 5.53522524e-01
1.20625258e-01]
[ -1.89138555e-01 -1.72623929e-01 -1.20359271e-01 -3.86408418e-01
-4.45174496e-02 2.30750768e-02 -2.72268956e-01 -3.00389980e-01
-1.77336537e-01 -1.20687219e-01 -2.91478455e-01 4.27722284e-01
3.10725199e-02]
[ -5.57209715e-02 -1.94201216e-01 -1.70416300e-01 -4.01205122e-01
-3.77678393e-02 3.97335914e-02 -1.56683074e-01 -1.44178687e-01
-2.81400287e-01 -3.71135158e-01 -1.10359144e-01 3.27613097e-01
1.29305673e-01]
[ 9.02070014e-02 9.88367827e-02 -2.16603844e-02 -3.27865685e-01
-3.12123375e-01 3.49748046e-03 -2.54724395e-01 -3.78223558e-01
-3.56052042e-01 -8.57569933e-02 -1.62135226e-01 3.72572251e-01
9.99005154e-02]
[ -5.91172286e-02 -9.50600069e-03 -2.85182221e-01 -1.01904112e-01
7.09302439e-02 1.54902033e-01 -2.55226366e-01 -1.98409550e-01
-5.99029368e-02 -4.73655147e-02 1.59487750e-01 7.96357055e-01
-8.66259808e-02]
[ 1.49442976e-01 3.20787219e-01 -1.94158582e-01 8.07677315e-01
1.03754582e-01 4.20701254e-03 -1.86216918e-01 -3.64553133e-01
-2.15611984e-01 -2.93110958e-01 7.70071337e-01 9.02528579e-01
-1.49968468e+00]
[ 9.41604382e-03 1.57744889e-01 5.91079143e-02 4.16902943e-01
-1.34031923e-02 -6.31690730e-02 -2.50909179e-01 -3.04367834e-01
-2.65347948e-01 -1.65244426e-01 5.83376086e-01 8.45847002e-01
-1.41382803e+00]
[ -2.02860370e-02 -1.45066554e-01 -1.46439456e-01 3.45953753e-01
-1.89139319e-01 2.38623103e-01 -1.37826531e-02 -1.46208994e-01
-2.23598422e-01 -3.14930242e-01 2.09708982e-01 5.22151369e-01
-7.51677471e-01]
[ 8.67301003e-02 -3.83465849e-01 -5.03859634e-02 4.12979896e-02
-1.19104770e-01 2.00010952e-01 9.51879149e-02 1.82969012e-01
-1.87818273e-01 1.85280611e-02 -5.71425130e-02 2.74002658e-01
-4.13170480e-01]
[ 2.12555782e-01 -2.95783748e-01 -1.18600508e-01 -6.04445423e-02
-2.17829923e-01 1.22685882e-01 4.58107926e-02 -1.16757422e-01
-6.45581311e-02 -3.19310055e-02 -1.61254183e-01 -2.18643099e-01
-2.52010460e-01]
[ -1.31567340e-01 -8.14764445e-02 3.84837095e-02 -2.48629560e-01
-6.07771173e-02 -1.41329448e-01 6.01155933e-02 9.81235509e-03
-9.59605740e-02 3.70068840e-02 -3.35391382e-01 -5.11028210e-01
-1.24591005e-01]
[ -1.43959106e-01 -1.34254156e-01 -6.93598936e-02 -2.93525589e-01
-3.44351334e-01 -2.89431189e-01 1.67653507e-01 1.52226276e-01
8.67150217e-03 1.28397530e-01 -2.87984792e-01 -9.05085551e-01
3.70225054e-02]
[ -1.29439549e-01 -2.50917116e-01 -3.05408113e-01 -1.08788634e+00
-3.06288032e-01 -2.09550728e-01 -7.30548566e-02 -4.53138476e-02
5.52682844e-02 -4.92974295e-01 -8.36671354e-01 -7.15240343e-01
-1.50314219e+00]
[ -1.26616016e-01 1.35837038e-01 1.21436464e-02 1.94285153e-01
-1.99741482e-01 -1.77798492e-01 -1.70431218e-01 2.13082417e-04
-1.52337687e-01 -1.27365992e-01 -9.45073822e-02 -3.83877387e-01
1.06374484e-01]
[ -3.66081612e-01 -1.16649730e-01 -2.73831639e-01 4.19928950e-01
-1.98393428e-01 -2.33356037e-01 -1.72864339e-01 -1.02819120e-01
-4.24044600e-03 4.07745068e-02 1.49713575e-01 -3.20868787e-01
2.87863852e-01]
[ -1.30981101e-01 -5.16960541e-02 -2.54511578e-01 2.56335556e-01
-2.29473642e-01 -2.79959134e-01 -3.93241174e-01 -3.97426984e-02
8.19088533e-03 -9.02064403e-02 -1.61488296e-01 -3.21312002e-01
2.29529812e-01]
[ -2.60912435e-01 -5.32156315e-01 -3.41942451e-01 7.99587701e-02
-3.16888976e-01 -2.34503634e-01 -2.26765306e-01 -2.29304162e-01
-2.00043662e-02 -2.77927435e-01 1.27597701e-02 -3.58922580e-01
1.26224655e-01]
[ -2.29900414e-01 -2.95351283e-01 -3.23122670e-01 -3.72046365e-02
-8.49613200e-02 -1.52184765e-01 -1.25035473e-01 2.59997092e-02
-2.16301122e-01 -5.16501126e-01 -2.11194571e-01 -2.72962875e-01
-3.23412109e-02]
[ -8.67354264e-02 -2.37664078e-02 -2.44845501e-01 -1.15982726e+00
-2.82729948e-01 -2.60003907e-01 1.63915265e-01 -4.94994216e-01
1.57999139e-01 -2.06046358e-01 -8.33172362e-01 -5.00243848e-01
-1.43197863e+00]]
Progress: 35.5% ... Training loss: 0.180 ... Validation loss: 0.327[[-0.24787974]
[ 0.24230803]
[-0.06221236]
[ 1.47749573]
[ 0.25804947]
[-0.02077835]
[-0.96216717]
[-0.76597483]
[-0.52535764]
[-0.79037017]
[ 1.3392719 ]
[ 3.0146338 ]
[-2.62560206]]
[[ -5.18684890e-01 -4.90914486e-01 -5.91826994e-01 1.03925644e-01
-2.87574856e-01 -5.96929272e-01 1.42911492e-01 -2.29481084e-01
-2.61650294e-01 -3.00778088e-01 3.22693912e-01 1.08540169e+00
3.78439775e-01]
[ 1.29286622e-02 -1.32879709e-01 4.77038203e-02 -1.31094457e-01
-3.71629988e-02 5.82449583e-02 -7.87129229e-02 1.80814716e-01
-1.51766543e-01 -1.72720454e-01 -1.46635835e-01 -1.02593728e-01
-1.97938864e-01]
[ -2.95234915e-01 1.32370815e-01 -4.02933580e-02 1.67166687e-02
6.89332434e-02 -1.37905957e-01 -1.43013304e-01 -2.06201329e-01
2.86753328e-01 -6.04268338e-01 6.74244214e-02 6.03788238e-01
8.32244860e-01]
[ 2.75198892e-01 -2.49676521e-01 -2.74117687e-01 1.66867589e-01
-2.67737301e-01 1.22934475e-02 6.59418410e-01 -6.27909411e-01
3.75171167e-01 -1.76063484e-01 -4.57810285e-02 -3.53936883e-01
-3.57897967e-01]
[ 1.43425933e-01 1.60808670e-02 1.13994547e-01 -1.45941365e-01
-2.12382649e-02 7.43867956e-02 -1.70290017e-01 -1.82191540e-01
7.35364901e-02 2.40501963e-01 1.99210108e-02 -9.64283922e-02
-8.39210421e-02]
[ -4.91823573e-01 -6.22527397e-01 -6.01216940e-01 -5.88353075e-01
-5.96199648e-01 -5.65662168e-01 -4.42206855e-01 -1.60324440e-01
-5.00634882e-01 -2.42019678e-01 -6.18665157e-01 -9.22575984e-01
-7.49788270e-01]
[ -4.12944484e-01 -5.95212837e-01 -3.29318664e-01 -4.79014754e-01
-4.19798919e-01 -5.66114385e-01 -3.80085310e-01 -4.94559834e-01
-3.08586138e-01 -9.31164219e-02 -5.14312097e-01 -6.07571388e-01
-6.90858381e-01]
[ -3.46727290e-01 -3.48292895e-01 -4.90467746e-01 -1.44419603e-01
-3.25591324e-01 -4.28598711e-01 -2.56437195e-01 -3.04539798e-01
-2.68180546e-01 -6.06136598e-01 -3.38924191e-01 -8.57277399e-01
-7.19705852e-01]
[ -4.67672784e-01 -3.36985956e-01 -3.87898504e-01 -2.74713446e-01
-3.29967997e-01 -2.19416790e-01 -3.66757693e-02 -4.83898188e-01
-2.68015029e-01 -4.70337585e-01 -2.20668185e-01 -2.70962384e-01
-2.72560999e-01]
[ -9.59916281e-01 -9.60929006e-01 -9.94120259e-01 -7.24867209e-01
-1.05270221e+00 -9.93738901e-01 -5.15697310e-01 -5.72559298e-01
-7.31488069e-01 -5.76930508e-01 -8.26736567e-01 -7.08854930e-01
-9.52766581e-01]
[ -5.13693853e-01 -2.71834614e-01 -4.75120431e-01 -4.28406971e-01
-3.46798993e-01 -3.66362206e-01 -6.28830676e-01 -6.50528158e-01
-6.69262110e-01 -1.06121416e-01 -6.02333735e-01 -8.73305570e-01
-7.69148213e-01]
[ -1.24592765e-01 2.83808759e-02 -3.45994196e-01 -4.84177755e-01
-1.00941438e-01 -7.63533494e-02 -2.29872608e-01 -4.63496739e-01
-2.04203757e-01 2.94909048e-02 -5.40289190e-01 -1.23124011e+00
-8.30248515e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55584585e-01 -1.26807377e-01 1.64054499e-01 -3.08326543e-01
-1.36103602e-01 1.13251387e-01 -1.36443894e-01 1.17884374e-02
-8.56902977e-02 6.71020967e-02 -2.36865182e-01 -4.91883382e-01
-8.55874336e-02]
[ -9.74381581e-02 -2.65211954e-01 -1.81831333e-01 -2.67297065e-01
-4.75796699e-01 -8.77227842e-02 -1.06300199e-01 -1.05393858e-02
-8.94217042e-02 -1.20319077e-02 -2.40441443e-01 -4.71035848e-01
-2.62114173e-01]
[ -6.57841427e-02 -3.74314430e-02 -2.25711919e-01 -2.52125973e-01
1.08017093e-01 -1.61136333e-01 -2.39161252e-01 1.35284039e-01
-2.91037287e-02 1.53202667e-01 -2.13453874e-01 8.58823976e-03
-9.45156035e-02]
[ 3.75691799e-02 -1.66775528e-01 -1.49963678e-01 -1.00836686e-01
-1.25782187e-01 -1.07513918e-01 1.12475038e-01 -1.42414339e-01
-2.37612447e-02 3.92335839e-02 -5.12520860e-02 -1.61785351e-01
-3.40697137e-02]
[ -2.96393201e-01 -1.33785027e-01 -8.21197659e-02 -1.31844523e-01
-2.93951309e-01 -2.77510388e-01 -3.57694719e-01 -1.34064036e-02
-3.38300422e-01 -2.33817859e-01 1.52985779e-01 -1.34235110e-01
6.80642713e-02]
[ -2.33561187e-01 -1.23527160e-01 -9.69680342e-02 -4.14462743e-02
-8.49156127e-02 -1.21473451e-01 -7.11957464e-02 -1.53049726e-02
-1.36459877e-01 -1.29732337e-01 -4.85369255e-03 -2.49956181e-01
-2.06472593e-01]
[ -1.84304836e-01 -7.39339159e-02 -2.31292972e-01 -1.94063238e-01
-1.60175341e-01 -2.07390906e-01 -3.83898912e-01 -1.28055294e-01
1.19319483e-01 -2.60627285e-01 -3.59043874e-01 -4.16155516e-01
-4.87050728e-01]
[ -3.70543225e-01 -5.78751781e-02 -1.52563612e-01 -1.09241326e-01
-4.65926573e-02 -3.14304904e-01 4.85622829e-02 -8.66549667e-02
-1.14504118e-01 4.19083694e-02 3.55731858e-02 -3.22408800e-01
-3.92005921e-01]
[ -1.57610458e-01 -1.38547528e-01 -5.47996837e-02 -2.24401046e-01
-1.25033984e-01 -2.96011189e-01 6.75208834e-02 -1.72030958e-01
-1.91950947e-01 5.01782546e-02 1.87560804e-01 4.38034189e-02
-1.54537766e-01]
[ -1.27555207e-01 -1.71439978e-01 -1.15125420e-01 -3.14904604e-01
9.21503829e-02 -1.81726035e-02 -1.54000020e-01 -1.77400805e-01
1.17101825e-01 -8.58206756e-02 -1.42925797e-01 -7.09469080e-02
-2.86736729e-01]
[ -3.81456958e-02 -3.50243424e-02 -1.50479231e-01 -1.36017552e-01
-2.30980958e-01 6.28185453e-02 -4.14356599e-02 -4.48047341e-02
-2.21638119e-01 -9.12966954e-02 -1.52754843e-01 -3.87718845e-01
-2.28806074e-01]
[ -6.96893741e-02 2.17695248e-02 -1.29648668e-01 -3.47408710e-01
1.19897437e-01 1.99088803e-02 -1.99353360e-01 -1.50762034e-01
1.25992628e-01 -5.61036255e-02 -3.16709924e-01 -2.99564779e-01
-3.36410575e-01]
[ 6.42503801e-02 -2.99237800e-01 -8.86242419e-02 -4.63810310e-01
-2.13872182e-01 -9.18368858e-02 2.70407548e-02 6.51911731e-02
-4.40418645e-02 2.63480378e-01 -5.45110567e-01 -8.97844751e-01
4.66146979e-01]
[ -2.32111079e-01 -2.36472767e-01 -1.34786543e-01 -3.22784266e-01
-2.94263739e-01 -9.52500974e-02 1.89068233e-01 2.44936124e-02
2.67839428e-01 1.75359291e-02 -4.30737811e-01 -1.08728462e+00
6.60445037e-01]
[ -2.40044379e-02 -1.79790351e-01 1.80105105e-02 -3.28967753e-01
-1.65176067e-01 1.63471861e-01 1.99082420e-01 2.41358424e-01
-3.92554776e-02 2.10631785e-01 -2.53648737e-01 -1.19123439e+00
7.81409505e-01]
[ -9.33354910e-03 -3.86172584e-02 -1.28217432e-01 -1.42933915e-01
-1.75032882e-01 -4.91303044e-02 3.11842178e-01 1.57752754e-01
2.52431008e-01 3.48202356e-01 -5.13951564e-01 -1.14690307e+00
8.21030178e-01]
[ -9.03015654e-02 -2.75239639e-01 5.63679558e-02 -3.47262815e-01
-1.45812928e-01 1.15103196e-01 3.91562973e-01 1.41599430e-01
-6.69398781e-02 1.50405339e-01 -5.75886669e-01 -1.12410059e+00
8.67701297e-01]
[ 1.13873853e-01 -8.61686277e-02 1.34376277e-02 -1.64448558e-01
-8.00237951e-02 -2.00216214e-02 2.86864651e-01 3.73735023e-01
4.29524549e-01 2.48754806e-01 -5.76485237e-01 -1.07479413e+00
5.94644108e-01]
[ 3.57888988e-03 -1.44944715e-01 2.35245032e-02 2.53891644e-02
-9.80193916e-02 -2.83338434e-01 1.43114442e-01 3.81697071e-01
3.79589419e-02 1.39018018e-01 -2.79453169e-01 -9.13671633e-01
2.17491803e-01]
[ 1.12851953e-01 8.08162954e-02 1.18227884e-02 2.56145186e-01
-1.07447440e-01 -5.63764960e-02 -5.55682169e-02 -8.71679851e-02
-1.88578303e-01 -6.96969909e-02 -6.64271631e-02 1.01150531e-01
-5.88346452e-01]
[ 6.28761840e-02 -1.33953253e-01 1.53059592e-01 5.20457499e-01
2.24517187e-01 1.05318328e-02 -3.15535256e-01 -3.32155022e-01
2.17647723e-02 -5.46836736e-01 3.11757831e-01 8.23731067e-01
-9.56631070e-01]
[ 2.09890491e-02 7.74281406e-02 -2.14720996e-01 1.33756959e-01
3.59675269e-02 -3.59474983e-03 -2.15805014e-01 -3.63992661e-01
-2.83626753e-01 -2.84416677e-01 -3.22741117e-03 -1.35093472e-01
-2.00548514e-01]
[ -7.64028172e-02 -1.98778610e-01 5.56032340e-02 1.14951979e-02
-1.21942277e-01 -1.37620922e-01 -9.56053680e-02 -8.02549285e-02
5.68514303e-03 -4.23137462e-01 -3.56871439e-01 -1.89566120e-01
1.65235754e-01]
[ -1.60263506e-02 -2.55882115e-01 4.68672654e-02 -3.95625060e-01
-1.81347500e-01 -2.35699082e-01 -3.87971922e-01 -6.23512520e-02
-8.73243246e-02 -1.92051129e-02 -2.43524206e-01 3.45725557e-01
1.91389866e-01]
[ 1.54484754e-01 6.40312865e-02 -1.11349225e-01 -4.03983984e-01
-5.16521226e-02 -1.04712393e-01 -2.71210597e-01 -6.58353565e-02
-2.31539409e-01 -2.80401986e-01 -2.65827985e-01 5.63158802e-01
1.17304881e-01]
[ -1.89075954e-01 -1.72749200e-01 -1.20336838e-01 -3.86983890e-01
-4.46155346e-02 2.30843600e-02 -2.72130018e-01 -3.00275414e-01
-1.77159340e-01 -1.20442961e-01 -2.91814728e-01 4.27095096e-01
3.16594773e-02]
[ -5.56285040e-02 -1.94322607e-01 -1.70393998e-01 -4.03207163e-01
-3.79067966e-02 3.97412120e-02 -1.56270261e-01 -1.43468113e-01
-2.81117352e-01 -3.70691466e-01 -1.12018880e-01 3.25628877e-01
1.33149327e-01]
[ 9.02279979e-02 9.88213001e-02 -2.16632933e-02 -3.29244001e-01
-3.12179769e-01 3.49416821e-03 -2.54539563e-01 -3.78008662e-01
-3.55875751e-01 -8.55397656e-02 -1.63446877e-01 3.71153784e-01
1.02219208e-01]
[ -5.90861982e-02 -9.56016223e-03 -2.85173494e-01 -1.02205124e-01
7.08821119e-02 1.54905922e-01 -2.55072365e-01 -1.98240625e-01
-5.97747083e-02 -4.72648774e-02 1.59242103e-01 7.95560700e-01
-8.61060732e-02]
[ 1.49455042e-01 3.20733728e-01 -1.94129711e-01 8.12735765e-01
1.03738562e-01 4.21861260e-03 -1.87537549e-01 -3.64137641e-01
-2.16286391e-01 -2.93049860e-01 7.74307926e-01 9.07220524e-01
-1.50676683e+00]
[ 9.37178101e-03 1.57766607e-01 5.91016664e-02 4.17073786e-01
-1.33928789e-02 -6.31723760e-02 -2.51161195e-01 -3.04415308e-01
-2.65379181e-01 -1.65474205e-01 5.83509124e-01 8.45929748e-01
-1.41356476e+00]
[ -1.98772770e-02 -1.45508111e-01 -1.46348286e-01 3.42629303e-01
-1.89530966e-01 2.38666352e-01 -1.15620669e-02 -1.44742233e-01
-2.22527201e-01 -3.13481913e-01 2.06739240e-01 5.16885204e-01
-7.49250759e-01]
[ 8.67871490e-02 -3.83521140e-01 -5.03677291e-02 4.15300294e-02
-1.19159325e-01 2.00015284e-01 9.51447779e-02 1.83031777e-01
-1.87844467e-01 1.87123636e-02 -5.69258249e-02 2.74409937e-01
-4.13732811e-01]
[ 2.12546693e-01 -2.95833941e-01 -1.18593283e-01 -6.04939278e-02
-2.17896298e-01 1.22685718e-01 4.55925566e-02 -1.16387378e-01
-6.45432944e-02 -3.15809905e-02 -1.61491049e-01 -2.20914638e-01
-2.51204053e-01]
[ -1.31485085e-01 -8.15811628e-02 3.85152970e-02 -2.48962717e-01
-6.08893161e-02 -1.41321694e-01 6.06000465e-02 1.04084757e-02
-9.57868601e-02 3.76497583e-02 -3.35739928e-01 -5.11618639e-01
-1.24206151e-01]
[ -1.43929232e-01 -1.34310796e-01 -6.93529123e-02 -2.93435490e-01
-3.44396876e-01 -2.89428936e-01 1.67889711e-01 1.52331317e-01
8.77355598e-03 1.28479638e-01 -2.87993024e-01 -9.05276977e-01
3.66060776e-02]
[ -1.28906003e-01 -2.51048417e-01 -3.05319745e-01 -1.09053315e+00
-3.06556557e-01 -2.09513972e-01 -7.05513696e-02 -4.51791855e-02
5.66969490e-02 -4.91272793e-01 -8.37381141e-01 -7.11596086e-01
-1.50785670e+00]
[ -1.26283410e-01 1.35381662e-01 1.22409897e-02 1.91614331e-01
-2.00196485e-01 -1.77762935e-01 -1.69314392e-01 1.24760742e-03
-1.51514027e-01 -1.25949811e-01 -9.66829632e-02 -3.88790320e-01
1.10098342e-01]
[ -3.66094592e-01 -1.16505123e-01 -2.73843435e-01 4.20776466e-01
-1.98277993e-01 -2.33353400e-01 -1.72191181e-01 -1.03040931e-01
-4.50014486e-03 4.08296340e-02 1.50567898e-01 -3.18565065e-01
2.88362890e-01]
[ -1.30823752e-01 -5.16400996e-02 -2.54481855e-01 2.57839741e-01
-2.29483562e-01 -2.79946138e-01 -3.93787877e-01 -3.91950887e-02
7.70947811e-03 -8.89165385e-02 -1.60506363e-01 -3.21789284e-01
2.29335778e-01]
[ -2.61826737e-01 -5.31711718e-01 -3.42086233e-01 8.99929536e-02
-3.16132197e-01 -2.34560331e-01 -2.32641012e-01 -2.31513065e-01
-2.27430567e-02 -2.80511566e-01 2.07212600e-02 -3.44794400e-01
1.21549572e-01]
[ -2.30430681e-01 -2.95087646e-01 -3.23203697e-01 -3.44912784e-02
-8.45544653e-02 -1.52225054e-01 -1.26910947e-01 2.46643500e-02
-2.16912606e-01 -5.18760183e-01 -2.08973037e-01 -2.68692921e-01
-3.31432336e-02]
[ -8.72482735e-02 -2.40519672e-02 -2.44883398e-01 -1.16118742e+00
-2.82911256e-01 -2.60022224e-01 1.61390125e-01 -4.94651023e-01
1.57877659e-01 -2.08384760e-01 -8.34490961e-01 -5.05457957e-01
-1.43066395e+00]]
Progress: 35.6% ... Training loss: 0.178 ... Validation loss: 0.329[[-0.25230071]
[ 0.2432557 ]
[-0.06126188]
[ 1.46753506]
[ 0.2589424 ]
[-0.0254078 ]
[-0.96797827]
[-0.76794644]
[-0.52612113]
[-0.79400058]
[ 1.33588817]
[ 3.02625506]
[-2.63086655]]
[[-0.51914306 -0.49013456 -0.59201518 0.10151966 -0.28673265 -0.59696966
0.14124416 -0.23295443 -0.26299918 -0.30391382 0.32403391 1.101557
0.37563244]
[ 0.0130996 -0.13300814 0.04773241 -0.13254653 -0.03728083 0.05825827
-0.07770051 0.1812517 -0.15133757 -0.17237261 -0.14742803 -0.10407915
-0.19728298]
[-0.29676367 0.13384741 -0.04071532 0.02231537 0.07045962 -0.13804069
-0.14884485 -0.21238162 0.2837963 -0.61211324 0.07537736 0.62109194
0.82277529]
[ 0.27682482 -0.25147465 -0.27368063 0.16028692 -0.26953105 0.01241814
0.66741138 -0.62151853 0.38013877 -0.16902244 -0.05507287 -0.384163
-0.33162671]
[ 0.14306112 0.01723815 0.11369219 -0.13877415 -0.02004118 0.07437066
-0.17316371 -0.19123027 0.07156492 0.23523086 0.02732967 -0.06231512
-0.10260278]
[-0.49149971 -0.62273933 -0.60117335 -0.59123656 -0.59636798 -0.56563794
-0.44170641 -0.15930427 -0.50052242 -0.24080559 -0.62021432 -0.92036194
-0.74899875]
[-0.41380277 -0.59408191 -0.32958235 -0.47833008 -0.41873944 -0.566175
-0.3834287 -0.49827401 -0.31104567 -0.09698741 -0.5102148 -0.58919521
-0.69848745]
[-0.34700988 -0.34795156 -0.49055148 -0.14445647 -0.32525534 -0.42862352
-0.25739781 -0.30540005 -0.26879876 -0.60739357 -0.33801428 -0.85335465
-0.71851834]
[-0.46642691 -0.33804278 -0.38765056 -0.28280051 -0.33102344 -0.21930741
-0.0307699 -0.48089477 -0.26508324 -0.46617087 -0.22715712 -0.27948899
-0.26425572]
[-0.9601055 -0.96047124 -0.99427655 -0.72938797 -1.05236035 -0.99373506
-0.51615341 -0.57429306 -0.73238784 -0.57882993 -0.82639722 -0.69656102
-0.95470062]
[-0.51330944 -0.27192804 -0.47508445 -0.43242131 -0.34685104 -0.36633877
-0.62667453 -0.64947047 -0.66867527 -0.10501706 -0.60428672 -0.8702962
-0.76632753]
[-0.12435911 0.02822004 -0.34592978 -0.48596541 -0.10105957 -0.07633245
-0.22947034 -0.46337151 -0.20392431 0.03053882 -0.54170644 -1.23055702
-0.82848192]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25575232 -0.12658415 0.16399456 -0.30832598 -0.13589507 0.1132351
-0.13777532 0.01030369 -0.08627455 0.06565439 -0.23592943 -0.48513701
-0.08733316]
[-0.09711851 -0.26551235 -0.18176051 -0.26955418 -0.47604275 -0.08769357
-0.10494084 -0.00861964 -0.08898503 -0.01013943 -0.24242641 -0.47472961
-0.2603234 ]
[-0.06560943 -0.03754129 -0.2256725 -0.25329485 0.10792746 -0.16112642
-0.23864773 0.13602916 -0.02888208 0.15442032 -0.21423488 0.0078574
-0.09611443]
[ 0.03729323 -0.16645499 -0.15004264 -0.10054839 -0.1254762 -0.10752913
0.11173081 -0.14362725 -0.02425835 0.0374641 -0.05028012 -0.1560926
-0.03555523]
[-0.29693536 -0.13298519 -0.08230308 -0.12995441 -0.2932348 -0.27755133
-0.35960381 -0.01617397 -0.34000158 -0.2360563 0.15682513 -0.12154486
0.06264873]
[-0.23363083 -0.12351909 -0.09698851 -0.04220947 -0.08488188 -0.1214784
-0.07190609 -0.01555922 -0.13677902 -0.13030182 -0.00516117 -0.25004101
-0.20546334]
[-0.18438513 -0.07399602 -0.23129429 -0.1951748 -0.16020965 -0.20739423
-0.38411963 -0.12749867 0.11952482 -0.26089608 -0.35966241 -0.41740074
-0.4855742 ]
[-0.37069604 -0.05763579 -0.15261516 -0.10814724 -0.0463942 -0.31431593
0.04772264 -0.08734054 -0.11513433 0.04145668 0.03664064 -0.3188576
-0.39338937]
[-0.157524 -0.13852732 -0.05479084 -0.22569444 -0.12505247 -0.29601034
0.06846879 -0.17197615 -0.19165025 0.05027529 0.18666058 0.04255146
-0.15107563]
[-0.12717858 -0.17180453 -0.11504571 -0.31759801 0.09179058 -0.01813705
-0.15208526 -0.17640758 0.1181152 -0.0845261 -0.1449725 -0.07436518
-0.28395628]
[-0.03756338 -0.03549826 -0.1503615 -0.13875666 -0.23144299 0.06286952
-0.03916442 -0.04337604 -0.22056228 -0.08928689 -0.15489533 -0.38971628
-0.22581043]
[-0.06951169 0.0216726 -0.12962553 -0.34897786 0.11981621 0.0199223
-0.1985024 -0.15060604 0.12643744 -0.05561672 -0.31777594 -0.29983665
-0.33564305]
[ 0.06441567 -0.29937485 -0.08859301 -0.46538625 -0.21401384 -0.09182636
0.02827105 0.06583675 -0.04360528 0.26425449 -0.5462745 -0.8995585
0.46876607]
[-0.23202943 -0.23653705 -0.13477217 -0.32350113 -0.29433735 -0.09524302
0.18966643 0.02472614 0.26813649 0.01793492 -0.43120886 -1.08776545
0.66172196]
[-0.02396996 -0.17982186 0.01801941 -0.3292551 -0.16520641 0.16347463
0.19932573 0.24152304 -0.03914908 0.21084343 -0.25394468 -1.19166486
0.7821413 ]
[-0.00927893 -0.03867518 -0.12820699 -0.14338042 -0.17508286 -0.04912688
0.31240213 0.15799374 0.25271206 0.34842098 -0.51427725 -1.1474178
0.82196684]
[-0.09032636 -0.2752221 0.0563571 -0.34728353 -0.14579878 0.11510092
0.39149003 0.14143567 -0.06689776 0.15020911 -0.57586994 -1.12411728
0.8678111 ]
[ 0.11385135 -0.08614754 0.01343196 -0.16422544 -0.08000222 -0.02002339
0.2867275 0.3735619 0.42944961 0.24858173 -0.57631251 -1.07456633
0.59415051]
[ 0.0037542 -0.14506348 0.02355552 0.02562028 -0.09812155 -0.28332234
0.14365582 0.38180415 0.03811242 0.13942976 -0.27927405 -0.91258613
0.21599957]
[ 0.1129379 0.08065955 0.01184297 0.25608862 -0.10758195 -0.05636595
-0.05482163 -0.08657853 -0.18804029 -0.06987559 -0.06640334 0.09932556
-0.5889477 ]
[ 0.06286081 -0.13393754 0.15305644 0.52058173 0.22453597 0.0105305
-0.31561871 -0.33218009 0.02171787 -0.54686474 0.31187515 0.82390078
-0.95671634]
[ 0.02118171 0.0772284 -0.21468573 0.13233734 0.03577559 -0.00357785
-0.21464156 -0.36350103 -0.28312652 -0.28386736 -0.00456629 -0.13762278
-0.19904728]
[-0.07637269 -0.19877789 0.05561609 0.01080258 -0.1219437 -0.13761529
-0.09587304 -0.08020771 0.00540708 -0.42278581 -0.35719188 -0.18818957
0.16615374]
[-0.01588588 -0.25590802 0.04687684 -0.39717858 -0.18142862 -0.23568943
-0.38745476 -0.06209395 -0.08726974 -0.01859523 -0.24476179 0.34549691
0.19325216]
[ 0.15425959 0.06413796 -0.11142756 -0.40646392 -0.05159801 -0.10471882
-0.27161804 -0.06699987 -0.23166284 -0.28244075 -0.26621404 0.56907561
0.11930811]
[-0.18951063 -0.17229036 -0.12041416 -0.38660785 -0.04417943 0.02305007
-0.27434775 -0.30085087 -0.17841515 -0.1215892 -0.29099607 0.43181989
0.0311914 ]
[-0.05572397 -0.19407786 -0.17045313 -0.40292246 -0.03767061 0.03972961
-0.15741352 -0.14506102 -0.28169281 -0.37188954 -0.1109219 0.33317074
0.13066173]
[ 0.09019523 0.09897159 -0.0216818 -0.32848994 -0.31197445 0.00348953
-0.25482096 -0.37827756 -0.35612898 -0.08555042 -0.16258474 0.3735435
0.09948322]
[-0.05916045 -0.00936973 -0.2852151 -0.10374201 0.07109655 0.15489623
-0.25547334 -0.19889262 -0.05965878 -0.0475544 0.15918281 0.79416296
-0.08402051]
[ 0.14942139 0.32072946 -0.19413415 0.81301763 0.10373818 0.00421772
-0.18774243 -0.36402288 -0.21642689 -0.29305534 0.77474169 0.9075278
-1.50721385]
[ 0.00938209 0.15773625 0.05912145 0.41674067 -0.01347758 -0.06316957
-0.25129381 -0.30398204 -0.26556424 -0.16488823 0.583154 0.8452344
-1.41356702]
[-0.01942198 -0.14583815 -0.14626595 0.34044629 -0.18983679 0.23870618
-0.00966523 -0.14369406 -0.22160554 -0.31184809 0.20488034 0.51496945
-0.7485544 ]
[ 0.08672273 -0.38339339 -0.05039272 0.04256884 -0.11900094 0.20000753
0.0949559 0.18244412 -0.18814108 0.01834269 -0.05593296 0.27683651
-0.4160396 ]
[ 0.21249322 -0.29572258 -0.11862145 -0.05993381 -0.21779832 0.12268074
0.04557069 -0.11642975 -0.06486048 -0.03174626 -0.16089813 -0.21953329
-0.25309785]
[-0.13143922 -0.08161594 0.03852347 -0.2492764 -0.06092391 -0.14131809
0.06090807 0.01057649 -0.09565407 0.0377987 -0.33596793 -0.51203281
-0.12383097]
[-0.14389587 -0.13436107 -0.06934076 -0.29401598 -0.34444994 -0.28942395
0.1677471 0.1524856 0.00870736 0.12863738 -0.28829007 -0.90467613
0.03715708]
[-0.12891144 -0.25093768 -0.30535478 -1.09106791 -0.30635618 -0.20951485
-0.06997846 -0.04493796 0.056491 -0.49123554 -0.83650264 -0.70644298
-1.51014298]
[-0.12574602 0.13488441 0.01234011 0.18663609 -0.20064888 -0.17772409
-0.16594357 0.00288608 -0.15000187 -0.1240345 -0.10025219 -0.39525081
0.11611398]
[-0.36590975 -0.11693039 -0.27376735 0.41731442 -0.19875842 -0.2333319
-0.17091821 -0.10107403 -0.00400287 0.0425001 0.14781954 -0.32368092
0.29203771]
[-0.13036971 -0.05208 -0.25439798 0.25546411 -0.22990916 -0.27990534
-0.39225903 -0.03854589 0.00904067 -0.08749189 -0.16286622 -0.32790249
0.23427777]
[-0.26123689 -0.53214996 -0.34196785 0.0865391 -0.31665462 -0.23450979
-0.22992629 -0.22993437 -0.02154222 -0.2784985 0.01778566 -0.34975345
0.12699785]
[-0.23039943 -0.29504636 -0.32319569 -0.03469513 -0.0845219 -0.15221963
-0.12643198 0.02488046 -0.21676458 -0.51857875 -0.20913402 -0.26883851
-0.03370521]
[-0.08861137 -0.02219983 -0.24528972 -1.15650177 -0.28109168 -0.26013026
0.15355319 -0.50149246 0.15336063 -0.2153741 -0.82662632 -0.47183049
-1.44524318]]
Progress: 35.6% ... Training loss: 0.175 ... Validation loss: 0.324[[-0.24650022]
[ 0.2516678 ]
[-0.05686735]
[ 1.47667497]
[ 0.26595565]
[-0.01979877]
[-0.96057134]
[-0.76943958]
[-0.51804648]
[-0.79240592]
[ 1.34554676]
[ 3.03617441]
[-2.65014118]]
[[-0.51944715 -0.48979092 -0.59200445 0.10295488 -0.28641466 -0.59700401
0.14030591 -0.23098009 -0.26310271 -0.30435208 0.32519907 1.10998132
0.39174377]
[ 0.01339498 -0.13325424 0.04778949 -0.13632649 -0.03753271 0.05827753
-0.07529242 0.18264019 -0.15025076 -0.1715882 -0.15000181 -0.10796671
-0.19184224]
[-0.29730119 0.13428751 -0.04077708 0.02232177 0.0707612 -0.13810543
-0.14972417 -0.21137228 0.28371876 -0.61373245 0.07403436 0.62169824
0.83932774]
[ 0.2768333 -0.25116068 -0.27384101 0.1599045 -0.26898011 0.01238861
0.66678603 -0.62631441 0.37971936 -0.17203006 -0.04990215 -0.36680383
-0.34070022]
[ 0.14360999 0.01714834 0.11378246 -0.13510523 -0.02007254 0.074448
-0.17300129 -0.189615 0.07178354 0.24014672 0.02915927 -0.06425502
-0.09930298]
[-0.49140289 -0.62253918 -0.60115726 -0.59014658 -0.59613118 -0.56561841
-0.44303034 -0.15975193 -0.50127532 -0.24043942 -0.61861368 -0.91095647
-0.75014204]
[-0.41384666 -0.59425481 -0.3295534 -0.48243567 -0.41893887 -0.56619106
-0.38328378 -0.49628134 -0.31014028 -0.09638398 -0.51411924 -0.59386781
-0.6895551 ]
[-0.34765596 -0.34720208 -0.49067447 -0.14333222 -0.32463313 -0.42868273
-0.25821926 -0.30527565 -0.2699156 -0.60871887 -0.33652135 -0.84867249
-0.70828213]
[-0.46709808 -0.33744305 -0.38777992 -0.27589024 -0.33037499 -0.21937616
-0.03565574 -0.48329113 -0.26719071 -0.46868287 -0.22154046 -0.27094382
-0.27053272]
[-0.96060439 -0.96022728 -0.99426068 -0.7278946 -1.05223571 -0.99378634
-0.51934119 -0.57234659 -0.73352002 -0.57899727 -0.82720138 -0.69809158
-0.94263252]
[-0.51373191 -0.2714204 -0.47517806 -0.43148717 -0.34627254 -0.36637269
-0.62898424 -0.6504715 -0.66966036 -0.10611621 -0.60193497 -0.85965961
-0.76380711]
[-0.12470205 0.02884491 -0.34605933 -0.483374 -0.10045468 -0.07637173
-0.23085916 -0.46504389 -0.20487886 0.02893761 -0.53844826 -1.22170285
-0.83132216]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25574903 -0.12663036 0.16400717 -0.30881615 -0.13598552 0.11324092
-0.13776059 0.01069014 -0.08627091 0.06598375 -0.23665377 -0.4876452
-0.08638909]
[-0.09709328 -0.26556259 -0.18173513 -0.26931457 -0.47609583 -0.08768297
-0.1047873 -0.00778291 -0.08897979 -0.00968201 -0.24210916 -0.47434182
-0.25779759]
[-0.06565789 -0.03714734 -0.22570799 -0.25147645 0.10836074 -0.16113341
-0.24042073 0.13439176 -0.02980666 0.15371474 -0.21200073 0.0193461
-0.10075843]
[ 0.03726279 -0.16642499 -0.15001969 -0.10023533 -0.12538907 -0.10753438
0.11095025 -0.14292319 -0.02436155 0.03789494 -0.04979999 -0.15364468
-0.03598718]
[-0.29707965 -0.13273619 -0.0823634 -0.13119464 -0.29295382 -0.2775755
-0.35996615 -0.01704631 -0.34013496 -0.23657187 0.15675178 -0.12112754
0.06484664]
[-0.2335975 -0.12381102 -0.09694619 -0.04409762 -0.08532419 -0.12147413
-0.07118036 -0.01372942 -0.13586321 -0.13022202 -0.00875501 -0.258084
-0.1976574 ]
[-0.18461509 -0.07350371 -0.23136788 -0.19152643 -0.15975332 -0.20742116
-0.38570455 -0.1291667 0.11836752 -0.26131841 -0.35668744 -0.41013676
-0.48918374]
[-0.37073446 -0.05770056 -0.15259737 -0.10883928 -0.04649465 -0.31431492
0.04798534 -0.08671475 -0.11485028 0.04154178 0.03607125 -0.32104542
-0.38781223]
[-0.15789757 -0.13827446 -0.05485359 -0.22810187 -0.12482958 -0.29604433
0.06898304 -0.1706877 -0.19193887 0.04956925 0.18558077 0.0431372
-0.14494154]
[-0.12753759 -0.17137408 -0.11513417 -0.31227546 0.09233283 -0.01818184
-0.15503712 -0.17792081 0.11663794 -0.08589611 -0.14012605 -0.06637081
-0.28905096]
[-0.03772632 -0.03540289 -0.15038505 -0.1375198 -0.23140563 0.06285891
-0.04028301 -0.04410549 -0.22083423 -0.08998415 -0.15440019 -0.38899893
-0.22595652]
[-0.06945075 0.02155826 -0.12960971 -0.34981978 0.11975032 0.01992882
-0.19848836 -0.15058383 0.12651316 -0.05545014 -0.31827752 -0.30044062
-0.33515346]
[ 0.06445375 -0.29941376 -0.0885795 -0.46553143 -0.21407143 -0.09182261
0.02828296 0.06618221 -0.04356605 0.26458009 -0.54644984 -0.90006184
0.46921567]
[-0.23202179 -0.2365081 -0.13477732 -0.32335659 -0.29431576 -0.09524431
0.18972208 0.0249051 0.26811192 0.01807756 -0.43110683 -1.08788911
0.66146043]
[-0.02406815 -0.17972025 0.01799696 -0.32858043 -0.16512039 0.1634639
0.19881526 0.24130573 -0.03940459 0.21052532 -0.25340093 -1.19131366
0.78074847]
[-0.00926442 -0.03868908 -0.12820579 -0.14375692 -0.17509649 -0.04912621
0.31266695 0.15816042 0.25280946 0.34857229 -0.51446211 -1.14779865
0.82266331]
[-0.09018004 -0.27536107 0.05638911 -0.34779876 -0.14594587 0.11511421
0.39240938 0.14171035 -0.06648566 0.15080913 -0.57652538 -1.12521695
0.86924315]
[ 0.11380431 -0.08610465 0.0134161 -0.16381336 -0.0799574 -0.02002939
0.28646566 0.37321504 0.42932869 0.24822442 -0.57603633 -1.07426372
0.59324493]
[ 0.00403544 -0.14530933 0.02359789 0.02165638 -0.09837684 -0.28330692
0.14620621 0.38295167 0.0393506 0.14003654 -0.28204106 -0.91641632
0.22196227]
[ 0.11277384 0.08078887 0.01181316 0.25806736 -0.10751089 -0.05638529
-0.05584451 -0.08685031 -0.18841596 -0.07048582 -0.06526271 0.10030521
-0.58982296]
[ 0.06251577 -0.1335782 0.15296677 0.52445391 0.22502217 0.01049969
-0.31710822 -0.33321839 0.02060988 -0.54792454 0.31528806 0.83238042
-0.96003555]
[ 0.02121304 0.07719679 -0.21468059 0.13194762 0.03574641 -0.00357501
-0.21449566 -0.36342718 -0.28306647 -0.28377512 -0.0048576 -0.13800647
-0.19861978]
[-0.07614 -0.1991031 0.05569654 0.00689485 -0.12231926 -0.1375926
-0.09426854 -0.07901883 0.00651357 -0.42167402 -0.36040485 -0.19644482
0.17389687]
[-0.01601208 -0.25605882 0.04690355 -0.39901183 -0.1815904 -0.23569324
-0.38758966 -0.06136573 -0.08686696 -0.01892298 -0.24640444 0.34017183
0.19880968]
[ 0.15424322 0.06417663 -0.11141847 -0.40848204 -0.05164032 -0.10471725
-0.27165638 -0.06646286 -0.231544 -0.2821626 -0.26765519 0.56642798
0.12383755]
[-0.1896314 -0.17212295 -0.12043 -0.38680358 -0.04395413 0.02304099
-0.27636157 -0.3020761 -0.17920608 -0.12252342 -0.29049948 0.44076363
0.03013623]
[-0.05623069 -0.19365457 -0.17057091 -0.40467566 -0.03718571 0.03968684
-0.15931859 -0.14594019 -0.28264295 -0.37355028 -0.11113598 0.33930485
0.13399358]
[ 0.09049484 0.09843496 -0.02158096 -0.33141838 -0.31240239 0.00352376
-0.25388079 -0.37656184 -0.35519609 -0.08406876 -0.16591656 0.36671431
0.10593559]
[-0.05904862 -0.00954712 -0.28518149 -0.10506933 0.07088487 0.15491089
-0.25506793 -0.19801615 -0.05926266 -0.04672799 0.15771075 0.79130885
-0.08143077]
[ 0.14942506 0.3206495 -0.19411416 0.81384148 0.10368879 0.00421828
-0.1873638 -0.36409002 -0.2163 -0.29323414 0.77475261 0.90828528
-1.50903529]
[ 0.0085507 0.15917994 0.05888604 0.43007738 -0.01204666 -0.06325763
-0.25668841 -0.30848136 -0.26879203 -0.16838731 0.59564393 0.86807229
-1.42672695]
[-0.01953667 -0.14557601 -0.14632138 0.3430718 -0.18958661 0.23868922
-0.01051171 -0.144042 -0.22207626 -0.31236993 0.20711143 0.51994386
-0.75255557]
[ 0.08674693 -0.38338706 -0.05036584 0.04218039 -0.11910532 0.20001173
0.09496287 0.1833473 -0.18819809 0.01931383 -0.05691604 0.27257038
-0.41468786]
[ 0.21240937 -0.2956196 -0.11863922 -0.05940734 -0.21770976 0.12267309
0.04503568 -0.11665686 -0.06522935 -0.03195917 -0.16043854 -0.21840978
-0.25408525]
[-0.13137898 -0.08164041 0.03854031 -0.24897281 -0.06096306 -0.1413122
0.06110121 0.01094994 -0.09571223 0.03820105 -0.33591498 -0.51176337
-0.12493192]
[-0.14395721 -0.13432752 -0.06935153 -0.29395262 -0.34441654 -0.28943172
0.16753688 0.15236875 0.00851286 0.12846035 -0.28832909 -0.90537087
0.03726173]
[-0.1289408 -0.25089928 -0.30534613 -1.09127784 -0.30626674 -0.20951908
-0.07055931 -0.04382529 0.05629364 -0.49040936 -0.83619011 -0.7046414
-1.51165139]
[-0.12580213 0.13526576 0.01228138 0.18811016 -0.20034587 -0.17774836
-0.16561096 0.00281115 -0.15033199 -0.12445552 -0.09846568 -0.39100362
0.11450394]
[-0.36552316 -0.11742825 -0.27366633 0.41480958 -0.19920231 -0.23328821
-0.16963567 -0.09901796 -0.00322434 0.04438473 0.14509703 -0.33057193
0.30060242]
[-0.13047339 -0.05184426 -0.254404 0.25702395 -0.22978499 -0.27991587
-0.39256318 -0.03921243 0.00943694 -0.08800603 -0.16186694 -0.32781031
0.24041691]
[-0.26138003 -0.53222783 -0.3419378 0.08807872 -0.31675197 -0.23451824
-0.23169809 -0.22915718 -0.02183925 -0.27853157 0.01815436 -0.35438263
0.1327038 ]
[-0.23045114 -0.29489852 -0.32322638 -0.03343098 -0.08433035 -0.15222577
-0.12628158 0.02472699 -0.21710519 -0.51843776 -0.20781732 -0.26499543
-0.03436865]
[-0.08987825 -0.02105095 -0.2455413 -1.15460577 -0.27995058 -0.26024484
0.14755814 -0.5052704 0.15027913 -0.22012536 -0.82388177 -0.45233415
-1.45012281]]
Progress: 35.7% ... Training loss: 0.174 ... Validation loss: 0.322[[-0.25170679]
[ 0.26152384]
[-0.05375877]
[ 1.48487331]
[ 0.27097957]
[-0.02100403]
[-0.96681982]
[-0.76895945]
[-0.51757199]
[-0.80851458]
[ 1.35397799]
[ 3.0631087 ]
[-2.64375242]]
[[ -5.18885807e-01 -4.89378459e-01 -5.92008105e-01 1.07416625e-01
-2.86202266e-01 -5.96986574e-01 1.42390168e-01 -2.30245066e-01
-2.62272730e-01 -3.00959153e-01 3.30198560e-01 1.11726545e+00
3.91260579e-01]
[ 1.30671502e-02 -1.32578273e-01 4.76844212e-02 -1.33112896e-01
-3.69183915e-02 5.82459046e-02 -7.62950481e-02 1.80693949e-01
-1.51218785e-01 -1.72146584e-01 -1.48069542e-01 -1.00837926e-01
-1.98882709e-01]
[ -3.00319486e-01 1.38907933e-01 -4.16312178e-02 4.76314140e-02
7.50075554e-02 -1.38350968e-01 -1.61897326e-01 -2.29424203e-01
2.75835190e-01 -6.26880340e-01 9.69539454e-02 6.83131599e-01
7.99900578e-01]
[ 2.78447500e-01 -2.54020368e-01 -2.73441546e-01 1.53372888e-01
-2.71231382e-01 1.25036632e-02 6.73214671e-01 -6.22222763e-01
3.85771944e-01 -1.71420087e-01 -5.69008809e-02 -3.85899907e-01
-3.19270239e-01]
[ 1.44446891e-01 1.70616981e-02 1.13900018e-01 -1.39662787e-01
-2.07644520e-02 7.45262772e-02 -1.69529708e-01 -1.87139520e-01
7.25866741e-02 2.43415802e-01 2.84876864e-02 -6.83568697e-02
-8.84147822e-02]
[ -4.90510577e-01 -6.23207978e-01 -6.01012219e-01 -5.94329965e-01
-5.96684155e-01 -5.65561810e-01 -4.40052002e-01 -1.55700488e-01
-5.00023249e-01 -2.36381347e-01 -6.21349809e-01 -9.17324319e-01
-7.46698524e-01]
[ -4.13045091e-01 -5.94541348e-01 -3.29437065e-01 -4.86825651e-01
-4.19564096e-01 -5.66138534e-01 -3.79862619e-01 -4.93678841e-01
-3.08938145e-01 -9.17580944e-02 -5.17818527e-01 -5.97483169e-01
-6.86566080e-01]
[ -3.48268885e-01 -3.45373982e-01 -4.90945912e-01 -1.31499331e-01
-3.23104298e-01 -4.28742692e-01 -2.60757575e-01 -3.10694481e-01
-2.72526449e-01 -6.10534403e-01 -3.26230908e-01 -8.21659863e-01
-7.23561008e-01]
[ -4.67471769e-01 -3.36692506e-01 -3.87908196e-01 -2.75432228e-01
-3.29821204e-01 -2.19412952e-01 -3.72471416e-02 -4.85164032e-01
-2.68091605e-01 -4.69975753e-01 -2.19984421e-01 -2.61978431e-01
-2.74739879e-01]
[ -9.60944857e-01 -9.58263808e-01 -9.94489227e-01 -7.20726935e-01
-1.05109827e+00 -9.93818502e-01 -5.20835742e-01 -5.74786558e-01
-7.36093080e-01 -5.77643599e-01 -8.18924663e-01 -6.70750390e-01
-9.53083312e-01]
[ -5.13484656e-01 -2.71201611e-01 -4.75162517e-01 -4.28892180e-01
-3.46005167e-01 -3.66364959e-01 -6.29426403e-01 -6.50478921e-01
-6.70339365e-01 -1.04203559e-01 -6.00601194e-01 -8.52954987e-01
-7.71428423e-01]
[ -1.23901579e-01 2.82859479e-02 -3.45984680e-01 -4.89419116e-01
-1.00955076e-01 -7.63349297e-02 -2.26652658e-01 -4.63234298e-01
-2.02684343e-01 3.12468247e-02 -5.42647670e-01 -1.22975386e+00
-8.26303563e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55769028e-01 -1.26734855e-01 1.64037819e-01 -3.07072654e-01
-1.36008172e-01 1.13244934e-01 -1.38890938e-01 1.13483319e-02
-8.66624877e-02 6.61099899e-02 -2.35425609e-01 -4.86014393e-01
-8.61088976e-02]
[ -9.65302725e-02 -2.65922196e-01 -1.81649282e-01 -2.72936123e-01
-4.76415784e-01 -8.76453924e-02 -1.02577363e-01 -6.04088741e-03
-8.80736142e-02 -7.43124894e-03 -2.44618249e-01 -4.77198424e-01
-2.54890224e-01]
[ -6.51937579e-02 -3.74769899e-02 -2.25641566e-01 -2.54213184e-01
1.08035841e-01 -1.61112568e-01 -2.38377313e-01 1.36886057e-01
-2.89840807e-02 1.56704141e-01 -2.14126034e-01 1.19748434e-02
-9.94218768e-02]
[ 3.76888705e-02 -1.66813827e-01 -1.49906276e-01 -1.02406677e-01
-1.25938364e-01 -1.07500785e-01 1.12926256e-01 -1.40504023e-01
-2.34770181e-02 4.08024572e-02 -5.26399329e-02 -1.61567022e-01
-3.05969003e-02]
[ -2.97167898e-01 -1.32355927e-01 -8.24429649e-02 -1.31128861e-01
-2.92698179e-01 -2.77584962e-01 -3.60345677e-01 -1.82912516e-02
-3.40714116e-01 -2.37099140e-01 1.57537114e-01 -1.15393342e-01
6.15345456e-02]
[ -2.33432219e-01 -1.23571837e-01 -9.69662836e-02 -4.28052796e-02
-8.51469033e-02 -1.21467401e-01 -7.02355279e-02 -1.45685120e-02
-1.35727443e-01 -1.30043938e-01 -6.88925392e-03 -2.53046280e-01
-2.02066609e-01]
[ -1.84986924e-01 -7.24894742e-02 -2.31535745e-01 -1.87055015e-01
-1.58913960e-01 -2.07462365e-01 -3.85540066e-01 -1.31961267e-01
1.17233639e-01 -2.62090969e-01 -3.53285072e-01 -3.99042985e-01
-4.98064982e-01]
[ -3.71005175e-01 -5.70830985e-02 -1.52672356e-01 -1.04394424e-01
-4.60028583e-02 -3.14334291e-01 4.59324771e-02 -8.81634984e-02
-1.16006346e-01 4.06100739e-02 4.03035267e-02 -3.10909042e-01
-3.91677063e-01]
[ -1.57911236e-01 -1.38126936e-01 -5.48837831e-02 -2.27028872e-01
-1.24703736e-01 -2.96047432e-01 6.76680667e-02 -1.71798723e-01
-1.92256283e-01 4.92399655e-02 1.87599944e-01 5.09449299e-02
-1.47028431e-01]
[ -1.27800589e-01 -1.70904864e-01 -1.15223073e-01 -3.12453340e-01
9.27430426e-02 -1.82118949e-02 -1.55745006e-01 -1.79248479e-01
1.16146867e-01 -8.68971895e-02 -1.40021477e-01 -6.17402533e-02
-2.90342765e-01]
[ -3.78091944e-02 -3.53240908e-02 -1.50393227e-01 -1.36943161e-01
-2.31378877e-01 6.28542328e-02 -4.06163779e-02 -4.40053560e-02
-2.21026850e-01 -9.00883415e-02 -1.54104803e-01 -3.88958393e-01
-2.26125194e-01]
[ -6.92516588e-02 2.14174601e-02 -1.29574616e-01 -3.51062248e-01
1.19544648e-01 1.99463265e-02 -1.97638299e-01 -1.49869391e-01
1.26968358e-01 -5.46605277e-02 -3.19325135e-01 -3.02407327e-01
-3.34106630e-01]
[ 6.44790437e-02 -2.99430344e-01 -8.85746279e-02 -4.65744091e-01
-2.14096131e-01 -9.18208427e-02 2.84903015e-02 6.63024948e-02
-4.34905383e-02 2.64694771e-01 -5.46632576e-01 -9.00461012e-01
4.69786053e-01]
[ -2.31948814e-01 -2.36567534e-01 -1.34765202e-01 -3.24077819e-01
-2.94380256e-01 -9.52385640e-02 1.90333546e-01 2.51917473e-02
2.68419346e-01 1.83146529e-02 -4.31534453e-01 -1.08819435e+00
6.62751673e-01]
[ -2.42128677e-02 -1.79475329e-01 1.79421172e-02 -3.28123623e-01
-1.64854413e-01 1.63445398e-01 1.98662134e-01 2.40998049e-01
-3.95331134e-02 2.10071777e-01 -2.52748820e-01 -1.19150796e+00
7.78524471e-01]
[ -9.24474178e-03 -3.86881095e-02 -1.28204866e-01 -1.43891251e-01
-1.75102165e-01 -4.91254324e-02 3.12825724e-01 1.58212283e-01
2.52879312e-01 3.48700247e-01 -5.14571096e-01 -1.14797090e+00
8.22938505e-01]
[ -9.01228137e-02 -2.75405650e-01 5.64056220e-02 -3.47912981e-01
-1.46017040e-01 1.15117943e-01 3.92961564e-01 1.42200042e-01
-6.63834807e-02 1.51370412e-01 -5.76825073e-01 -1.12631112e+00
8.69894065e-01]
[ 1.13853813e-01 -8.61425925e-02 1.34253839e-02 -1.64084574e-01
-8.00155918e-02 -2.00263374e-02 2.87099525e-01 3.73590993e-01
4.29595355e-01 2.48422949e-01 -5.76241237e-01 -1.07492947e+00
5.93557715e-01]
[ 4.19981758e-03 -1.45403573e-01 2.36153422e-02 2.10839103e-02
-9.84910530e-02 -2.83298946e-01 1.47443933e-01 3.83466344e-01
3.99474370e-02 1.40696401e-01 -2.82621664e-01 -9.18077854e-01
2.22436188e-01]
[ 1.13045941e-01 8.05519327e-02 1.18684641e-02 2.59539623e-01
-1.07694451e-01 -5.63672059e-02 -5.49723312e-02 -8.66440056e-02
-1.87584935e-01 -6.96181930e-02 -6.46123202e-02 9.94796417e-02
-5.92395288e-01]
[ 6.24334560e-02 -1.33502464e-01 1.52952847e-01 5.26231671e-01
2.25141832e-01 1.04929517e-02 -3.18275338e-01 -3.33280891e-01
2.01576809e-02 -5.48437418e-01 3.16851071e-01 8.35325908e-01
-9.61021815e-01]
[ 2.13640767e-02 7.70534468e-02 -2.14656554e-01 1.31263276e-01
3.56176338e-02 -3.56560869e-03 -2.14064372e-01 -3.63097036e-01
-2.82825335e-01 -2.83276549e-01 -5.28286478e-03 -1.37941650e-01
-1.98047412e-01]
[ -7.61456628e-02 -1.98975451e-01 5.56635686e-02 6.53999047e-03
-1.22160974e-01 -1.37599127e-01 -9.45900327e-02 -7.92530365e-02
6.25023573e-03 -4.21663647e-01 -3.60169758e-01 -1.93620431e-01
1.73425799e-01]
[ -1.58003887e-02 -2.56111103e-01 4.69237840e-02 -4.01096930e-01
-1.81742869e-01 -2.35682773e-01 -3.86599027e-01 -6.08006787e-02
-8.67598444e-02 -1.77909613e-02 -2.48026682e-01 3.39172677e-01
2.01750918e-01]
[ 1.53590680e-01 6.54707705e-02 -1.11635973e-01 -4.04582425e-01
-5.04541148e-02 -1.04775881e-01 -2.74121380e-01 -7.08069039e-02
-2.33752706e-01 -2.83947774e-01 -2.63953735e-01 5.84299776e-01
1.12999545e-01]
[ -1.89596480e-01 -1.71962075e-01 -1.20437940e-01 -3.86711539e-01
-4.37795360e-02 2.30414159e-02 -2.76411560e-01 -3.02251048e-01
-1.79393879e-01 -1.22256574e-01 -2.90305259e-01 4.42963578e-01
2.82469016e-02]
[ -5.60936866e-02 -1.93888136e-01 -1.70517136e-01 -4.05678207e-01
-3.74620632e-02 3.97009173e-02 -1.59018815e-01 -1.44976741e-01
-2.82348441e-01 -3.72592428e-01 -1.12334266e-01 3.35836771e-01
1.36888373e-01]
[ 9.02174753e-02 9.89509799e-02 -2.16811453e-02 -3.31536551e-01
-3.12050777e-01 3.49558205e-03 -2.55963814e-01 -3.77921144e-01
-3.56370843e-01 -8.49866476e-02 -1.64305292e-01 3.75567158e-01
1.02686533e-01]
[ -5.89221856e-02 -9.70324739e-03 -2.85147188e-01 -1.06285884e-01
7.06770918e-02 1.54924328e-01 -2.54520562e-01 -1.97182763e-01
-5.88951070e-02 -4.58200836e-02 1.56230453e-01 7.87640337e-01
-7.88057927e-02]
[ 1.49243528e-01 3.21103090e-01 -1.94161429e-01 8.17547547e-01
1.04042017e-01 4.20547285e-03 -1.88898150e-01 -3.65049916e-01
-2.17082086e-01 -2.93898574e-01 7.78129453e-01 9.15523214e-01
-1.51152319e+00]
[ 8.35791321e-03 1.59743602e-01 5.88103908e-02 4.35276588e-01
-1.16247327e-02 -6.32700230e-02 -2.57365964e-01 -3.09956830e-01
-2.69843621e-01 -1.69109418e-01 6.00259193e-01 8.75495608e-01
-1.43311478e+00]
[ -1.93961964e-02 -1.45727024e-01 -1.46285417e-01 3.42671179e-01
-1.89728232e-01 2.38702253e-01 -1.03454926e-02 -1.43370146e-01
-2.21933980e-01 -3.11609189e-01 2.06716139e-01 5.19330303e-01
-7.52402558e-01]
[ 8.72872597e-02 -3.83755490e-01 -5.02733557e-02 3.79447614e-02
-1.19585194e-01 2.00050099e-01 9.76579514e-02 1.85162963e-01
-1.87043316e-01 2.16334241e-02 -6.05970569e-02 2.64957282e-01
-4.09724391e-01]
[ 2.12383305e-01 -2.95568513e-01 -1.18645916e-01 -5.87244930e-02
-2.17666872e-01 1.22671595e-01 4.45966723e-02 -1.16697767e-01
-6.54534780e-02 -3.19676019e-02 -1.59909318e-01 -2.17223053e-01
-2.55248259e-01]
[ -1.31200000e-01 -8.17327273e-02 3.85634882e-02 -2.50121995e-01
-6.10877892e-02 -1.41300793e-01 6.19767352e-02 1.15673527e-02
-9.54134297e-02 3.90272470e-02 -3.36489720e-01 -5.12398523e-01
-1.24252059e-01]
[ -1.43868985e-01 -1.34506083e-01 -6.93333355e-02 -2.94248564e-01
-3.44552883e-01 -2.89425827e-01 1.68417897e-01 1.52847534e-01
9.07275357e-03 1.28653232e-01 -2.88865198e-01 -9.07667785e-01
3.80728386e-02]
[ -1.28766918e-01 -2.50574034e-01 -3.05382823e-01 -1.09179325e+00
-3.06090650e-01 -2.09520692e-01 -6.98055667e-02 -4.48147176e-02
5.60874306e-02 -4.89693576e-01 -8.34475906e-01 -6.92744014e-01
-1.51728165e+00]
[ -1.26392874e-01 1.36555224e-01 1.21197218e-02 1.97528471e-01
-1.99292640e-01 -1.77796881e-01 -1.69044405e-01 4.41881416e-04
-1.52910874e-01 -1.25044649e-01 -9.15281634e-02 -3.75912643e-01
1.06006636e-01]
[ -3.65294490e-01 -1.17728226e-01 -2.73589599e-01 4.13877185e-01
-1.99518418e-01 -2.33268761e-01 -1.69647037e-01 -9.69911849e-02
-3.07865663e-03 4.61322078e-02 1.44049747e-01 -3.33887208e-01
3.04050296e-01]
[ -1.29737570e-01 -5.21583376e-02 -2.54336809e-01 2.54582386e-01
-2.30194055e-01 -2.79872166e-01 -3.89745605e-01 -3.85849637e-02
1.07608073e-02 -8.57837829e-02 -1.63452703e-01 -3.30760413e-01
2.42778113e-01]
[ -2.61147474e-01 -5.32362611e-01 -3.41892571e-01 8.58210415e-02
-3.17009643e-01 -2.34498571e-01 -2.30189921e-01 -2.27531618e-01
-2.09787723e-02 -2.76594819e-01 1.57250782e-02 -3.62002462e-01
1.36691799e-01]
[ -2.30365088e-01 -2.94747023e-01 -3.23224358e-01 -3.20498090e-02
-8.41589467e-02 -1.52219896e-01 -1.26750213e-01 2.45536875e-02
-2.17301359e-01 -5.17936128e-01 -2.06480198e-01 -2.60163733e-01
-3.77621538e-02]
[ -9.00372251e-02 -2.04450282e-02 -2.45672471e-01 -1.15554067e+00
-2.79464028e-01 -2.60271018e-01 1.48661887e-01 -5.06656002e-01
1.49872825e-01 -2.21084586e-01 -8.23397196e-01 -4.44274188e-01
-1.45545233e+00]]
Progress: 35.8% ... Training loss: 0.183 ... Validation loss: 0.319[[-0.25813485]
[ 0.25202157]
[-0.06041561]
[ 1.47076113]
[ 0.26125825]
[-0.02659448]
[-0.98319174]
[-0.78188493]
[-0.5331449 ]
[-0.81574075]
[ 1.33944357]
[ 3.05036349]
[-2.65741393]]
[[ -5.18520890e-01 -4.89232590e-01 -5.92055488e-01 1.02064080e-01
-2.86058349e-01 -5.96989342e-01 1.49728449e-01 -2.29524531e-01
-2.59621447e-01 -3.01608201e-01 3.28741201e-01 1.11604861e+00
3.91998250e-01]
[ 1.29943249e-02 -1.32510660e-01 4.76585245e-02 -1.32801168e-01
-3.68544400e-02 5.82398282e-02 -7.64619077e-02 1.80173966e-01
-1.51306779e-01 -1.72690666e-01 -1.47610023e-01 -9.96276284e-02
-1.99643004e-01]
[ -2.99210986e-01 1.37251191e-01 -4.13784749e-02 2.63422882e-02
7.34340993e-02 -1.38253457e-01 -1.52470688e-01 -2.23861914e-01
2.81936692e-01 -6.25107376e-01 8.23875933e-02 6.55989514e-01
8.16693297e-01]
[ 2.77876278e-01 -2.52586281e-01 -2.73749840e-01 1.57852399e-01
-2.69546671e-01 1.23957687e-02 6.79041495e-01 -6.25903660e-01
3.87544273e-01 -1.77443029e-01 -5.10351245e-02 -3.83190321e-01
-3.21848043e-01]
[ 1.44965921e-01 1.77278045e-02 1.13878990e-01 -1.45330685e-01
-2.00150000e-02 7.45286877e-02 -1.72393371e-01 -1.88226853e-01
7.04221514e-02 2.43955308e-01 2.89203150e-02 -4.57447607e-02
-1.00876085e-01]
[ -4.90728300e-01 -6.23253288e-01 -6.00999436e-01 -5.91570391e-01
-5.96710155e-01 -5.65568842e-01 -4.43011369e-01 -1.56534553e-01
-5.01046548e-01 -2.37037965e-01 -6.20337079e-01 -9.13221013e-01
-7.48281225e-01]
[ -4.12478333e-01 -5.95564780e-01 -3.29250609e-01 -4.93915715e-01
-4.20679000e-01 -5.66080469e-01 -3.76797839e-01 -4.90150962e-01
-3.06717465e-01 -8.84972387e-02 -5.25737378e-01 -6.16021677e-01
-6.75714582e-01]
[ -3.47171212e-01 -3.46294371e-01 -4.90824557e-01 -1.42589511e-01
-3.24019837e-01 -4.28674465e-01 -2.51197953e-01 -3.08018764e-01
-2.67553421e-01 -6.08356400e-01 -3.32986942e-01 -8.36524606e-01
-7.15305998e-01]
[ -4.67645325e-01 -3.36458124e-01 -3.87960867e-01 -2.77068142e-01
-3.29590241e-01 -2.19431643e-01 -3.75357424e-02 -4.84852425e-01
-2.68672285e-01 -4.70876689e-01 -2.20438112e-01 -2.60488940e-01
-2.75273804e-01]
[ -9.59519811e-01 -9.59893604e-01 -9.94257768e-01 -7.34588374e-01
-1.05271227e+00 -9.93712702e-01 -5.09705235e-01 -5.69922549e-01
-7.29853225e-01 -5.73450348e-01 -8.30112191e-01 -6.94847892e-01
-9.38481812e-01]
[ -5.14046843e-01 -2.70754686e-01 -4.75254906e-01 -4.29807591e-01
-3.45624424e-01 -3.66410014e-01 -6.31111060e-01 -6.50861485e-01
-6.71339201e-01 -1.06363727e-01 -6.00427297e-01 -8.51084705e-01
-7.68572205e-01]
[ -1.23491285e-01 2.77140682e-02 -3.45855826e-01 -4.91698850e-01
-1.01547299e-01 -7.62951063e-02 -2.26722075e-01 -4.62034605e-01
-2.02334634e-01 3.30950471e-02 -5.45749884e-01 -1.23533709e+00
-8.26771400e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.56272890e-01 -1.26415516e-01 1.63945550e-01 -3.03162774e-01
-1.35640852e-01 1.13207159e-01 -1.41077317e-01 9.72321877e-03
-8.74234150e-02 6.39387295e-02 -2.33042432e-01 -4.83424102e-01
-8.85234357e-02]
[ -9.65599148e-02 -2.65882922e-01 -1.81659130e-01 -2.72533503e-01
-4.76377719e-01 -8.76487948e-02 -1.02657360e-01 -6.35970305e-03
-8.81197273e-02 -7.68344141e-03 -2.44281342e-01 -4.76638894e-01
-2.55150915e-01]
[ -6.50624704e-02 -3.77969147e-02 -2.25536391e-01 -2.54990201e-01
1.07678817e-01 -1.61088545e-01 -2.40000924e-01 1.37651490e-01
-2.95258017e-02 1.58077052e-01 -2.15555126e-01 1.24727530e-02
-9.69076541e-02]
[ 3.79346896e-02 -1.67052279e-01 -1.49847070e-01 -1.04014771e-01
-1.26231960e-01 -1.07483985e-01 1.14573449e-01 -1.39030849e-01
-2.28688780e-02 4.24813920e-02 -5.42561380e-02 -1.66299622e-01
-2.70612241e-02]
[ -2.96781394e-01 -1.32683800e-01 -8.23850435e-02 -1.34044479e-01
-2.92963280e-01 -2.77557923e-01 -3.58415284e-01 -1.81326619e-02
-3.39691148e-01 -2.36012534e-01 1.55115964e-01 -1.19533267e-01
6.15822099e-02]
[ -2.33188160e-01 -1.24112791e-01 -9.68861712e-02 -4.82548858e-02
-8.58072739e-02 -1.21439477e-01 -6.83935539e-02 -1.31349137e-02
-1.34067608e-01 -1.29523159e-01 -1.21908465e-02 -2.66207104e-01
-1.97344353e-01]
[ -1.84379407e-01 -7.33772310e-02 -2.31433748e-01 -1.93162482e-01
-1.59715277e-01 -2.07418505e-01 -3.79984003e-01 -1.29130118e-01
1.20637296e-01 -2.60897212e-01 -3.58420165e-01 -4.14405243e-01
-4.92700913e-01]
[ -3.70963522e-01 -5.68814420e-02 -1.52695029e-01 -1.04963342e-01
-4.58283813e-02 -3.14335631e-01 4.68444483e-02 -8.84399913e-02
-1.15964512e-01 4.07042727e-02 4.15765461e-02 -3.04630799e-01
-3.90610780e-01]
[ -1.57841860e-01 -1.38152266e-01 -5.48779129e-02 -2.28078846e-01
-1.24733616e-01 -2.96044682e-01 6.84079575e-02 -1.71490311e-01
-1.91947527e-01 4.96224529e-02 1.86731383e-01 5.01191876e-02
-1.45526198e-01]
[ -1.27910983e-01 -1.70765450e-01 -1.15262450e-01 -3.14259716e-01
9.28803351e-02 -1.82236642e-02 -1.55575008e-01 -1.78824220e-01
1.15779176e-01 -8.76962416e-02 -1.40507747e-01 -6.06003690e-02
-2.90307004e-01]
[ -3.78450365e-02 -3.52192018e-02 -1.50412257e-01 -1.36872157e-01
-2.31276051e-01 6.28453836e-02 -4.09898929e-02 -4.45140016e-02
-2.21183518e-01 -9.03856886e-02 -1.53926649e-01 -3.87340356e-01
-2.26616454e-01]
[ -6.90249831e-02 2.11984299e-02 -1.29533778e-01 -3.52219266e-01
1.19306473e-01 1.99676342e-02 -1.96795846e-01 -1.48853799e-01
1.27386016e-01 -5.35890447e-02 -3.20354275e-01 -3.04680327e-01
-3.32738424e-01]
[ 6.44424040e-02 -2.99501678e-01 -8.85723607e-02 -4.66626434e-01
-2.14160347e-01 -9.18215909e-02 2.87354908e-02 6.65754440e-02
-4.34426160e-02 2.64669407e-01 -5.47221755e-01 -9.01557304e-01
4.71461653e-01]
[ -2.32029035e-01 -2.36493640e-01 -1.34778394e-01 -3.24005486e-01
-2.94337315e-01 -9.52459389e-02 1.90205685e-01 2.51538376e-02
2.68276327e-01 1.81940229e-02 -4.31518740e-01 -1.08831215e+00
6.62901437e-01]
[ -2.41752733e-02 -1.79538306e-01 1.79494233e-02 -3.29300572e-01
-1.64931445e-01 1.63448942e-01 1.99425217e-01 2.41292510e-01
-3.92104307e-02 2.10252228e-01 -2.53704100e-01 -1.19308342e+00
7.81045845e-01]
[ -9.32811090e-03 -3.86048675e-02 -1.28227633e-01 -1.43890601e-01
-1.75041571e-01 -4.91334595e-02 3.12644145e-01 1.57736351e-01
2.52837172e-01 3.48369304e-01 -5.14577879e-01 -1.14795324e+00
8.22685794e-01]
[ -8.99229671e-02 -2.75598682e-01 5.64383336e-02 -3.48995851e-01
-1.46214110e-01 1.15131604e-01 3.95246391e-01 1.43031112e-01
-6.53311545e-02 1.52122738e-01 -5.77725576e-01 -1.12932557e+00
8.72737016e-01]
[ 1.13845013e-01 -8.61267515e-02 1.34189459e-02 -1.64489663e-01
-8.00013904e-02 -2.00290215e-02 2.87390130e-01 3.73555016e-01
4.29717238e-01 2.48244552e-01 -5.76543926e-01 -1.07540152e+00
5.93980668e-01]
[ 4.34521657e-03 -1.45554396e-01 2.36355252e-02 1.99447169e-02
-9.86482921e-02 -2.83290924e-01 1.48772064e-01 3.84257363e-01
4.06768583e-02 1.40994457e-01 -2.83349705e-01 -9.19874799e-01
2.23529332e-01]
[ 1.13387386e-01 8.03499570e-02 1.19048981e-02 2.57831920e-01
-1.07892579e-01 -5.63540010e-02 -5.20848042e-02 -8.54160574e-02
-1.86508911e-01 -6.85811937e-02 -6.63424322e-02 9.21598878e-02
-5.91577175e-01]
[ 6.25993967e-02 -1.33577769e-01 1.52934254e-01 5.27566247e-01
2.25124257e-01 1.04985239e-02 -3.17629324e-01 -3.35134932e-01
2.08573769e-02 -5.49315016e-01 3.17901413e-01 8.38328678e-01
-9.63508824e-01]
[ 2.12895307e-02 7.69217659e-02 -2.14642929e-01 1.31489196e-01
3.55278170e-02 -3.56671446e-03 -2.14552590e-01 -3.63120242e-01
-2.82583522e-01 -2.83817041e-01 -5.69340742e-03 -1.40834475e-01
-1.96176536e-01]
[ -7.60721819e-02 -1.99077623e-01 5.56947668e-02 5.06455485e-03
-1.22323832e-01 -1.37590968e-01 -9.40862960e-02 -7.81243248e-02
6.41991533e-03 -4.20826900e-01 -3.61271570e-01 -1.96852244e-01
1.76310326e-01]
[ -1.58576317e-02 -2.56059666e-01 4.69025083e-02 -4.00861651e-01
-1.81690774e-01 -2.35687429e-01 -3.86717131e-01 -6.12249022e-02
-8.68280369e-02 -1.82312528e-02 -2.47661834e-01 3.40152445e-01
2.01150283e-01]
[ 1.53563564e-01 6.55460013e-02 -1.11647552e-01 -4.05043614e-01
-5.03865692e-02 -1.04775321e-01 -2.74308745e-01 -7.14213807e-02
-2.33776645e-01 -2.84205019e-01 -2.63761084e-01 5.85675591e-01
1.13382464e-01]
[ -1.89947608e-01 -1.71530089e-01 -1.20522152e-01 -3.88272548e-01
-4.34043641e-02 2.30032392e-02 -2.77252933e-01 -3.02476956e-01
-1.80299348e-01 -1.23692829e-01 -2.90038332e-01 4.47460450e-01
2.97552862e-02]
[ -5.61219381e-02 -1.93501307e-01 -1.70553699e-01 -4.05250414e-01
-3.71138550e-02 3.96952527e-02 -1.60029880e-01 -1.46151933e-01
-2.83091275e-01 -3.72722352e-01 -1.10304326e-01 3.43232186e-01
1.32593242e-01]
[ 9.01598669e-02 9.90929452e-02 -2.17087973e-02 -3.31681240e-01
-3.11949910e-01 3.48573129e-03 -2.56064547e-01 -3.78300125e-01
-3.56549165e-01 -8.51930264e-02 -1.64213656e-01 3.77244373e-01
1.02805411e-01]
[ -5.89047720e-02 -1.00783516e-02 -2.85073866e-01 -1.08233754e-01
7.02898137e-02 1.54942057e-01 -2.55415962e-01 -1.96413832e-01
-5.86432477e-02 -4.52592876e-02 1.54148932e-01 7.86309905e-01
-7.31983151e-02]
[ 1.49565174e-01 3.20376571e-01 -1.94056693e-01 8.13192790e-01
1.03409149e-01 4.23907585e-03 -1.87411750e-01 -3.63347737e-01
-2.15792301e-01 -2.92617412e-01 7.73501703e-01 9.06313565e-01
-1.50789553e+00]
[ 8.86130637e-03 1.58877812e-01 5.89633514e-02 4.31956405e-01
-1.24619580e-02 -6.32173621e-02 -2.55828989e-01 -3.07357119e-01
-2.68516363e-01 -1.67033709e-01 5.95674972e-01 8.61883466e-01
-1.43203784e+00]
[ -1.93741187e-02 -1.45666859e-01 -1.46283020e-01 3.44095293e-01
-1.89682011e-01 2.38705720e-01 -1.06560621e-02 -1.43651391e-01
-2.22047851e-01 -3.11595177e-01 2.07723794e-01 5.21177414e-01
-7.54454602e-01]
[ 8.74110176e-02 -3.83875119e-01 -5.02508367e-02 3.64727032e-02
-1.19741091e-01 2.00060748e-01 9.88330995e-02 1.85878107e-01
-1.86491031e-01 2.19737981e-02 -6.18754593e-02 2.60703631e-01
-4.07530524e-01]
[ 2.12621483e-01 -2.95714146e-01 -1.18612416e-01 -5.93545683e-02
-2.17828587e-01 1.22690758e-01 4.55658462e-02 -1.15783643e-01
-6.50621580e-02 -3.09381016e-02 -1.60490219e-01 -2.18263589e-01
-2.55117238e-01]
[ -1.31447449e-01 -8.14511036e-02 3.85122524e-02 -2.47861748e-01
-6.07675723e-02 -1.41320566e-01 6.04682485e-02 1.07641064e-02
-9.62765274e-02 3.80915779e-02 -3.34584305e-01 -5.08602294e-01
-1.28430429e-01]
[ -1.43733635e-01 -1.34641074e-01 -6.93050629e-02 -2.95524647e-01
-3.44667506e-01 -2.89417194e-01 1.69448271e-01 1.53612761e-01
9.46941346e-03 1.29607592e-01 -2.90028434e-01 -9.09103274e-01
4.00021818e-02]
[ -1.28209236e-01 -2.51051319e-01 -3.05328981e-01 -1.09868947e+00
-3.06503055e-01 -2.09497145e-01 -6.40746893e-02 -4.30098594e-02
5.87929408e-02 -4.88754180e-01 -8.39574035e-01 -7.01424943e-01
-1.51858750e+00]
[ -1.26482681e-01 1.36495568e-01 1.20831913e-02 1.98290487e-01
-1.99281110e-01 -1.77802731e-01 -1.68947767e-01 -3.92770196e-04
-1.52727414e-01 -1.25899187e-01 -9.08127392e-02 -3.74197794e-01
1.08511882e-01]
[ -3.65087405e-01 -1.18370566e-01 -2.73503587e-01 4.09179698e-01
-2.00165388e-01 -2.33240472e-01 -1.67905428e-01 -9.54045743e-02
-1.52651789e-03 4.73610568e-02 1.39625523e-01 -3.45419441e-01
3.14447111e-01]
[ -1.29733501e-01 -5.21174711e-02 -2.54323549e-01 2.57401996e-01
-2.30115949e-01 -2.79869070e-01 -3.91439992e-01 -3.94363553e-02
1.02641627e-02 -8.58886627e-02 -1.61594498e-01 -3.24457471e-01
2.38834664e-01]
[ -2.60618679e-01 -5.33384550e-01 -3.41702660e-01 8.10578956e-02
-3.18125557e-01 -2.34435898e-01 -2.28953725e-01 -2.24640706e-01
-1.95102140e-02 -2.73906353e-01 9.39173147e-03 -3.76452362e-01
1.47247538e-01]
[ -2.29966798e-01 -2.95056559e-01 -3.23150117e-01 -3.52694107e-02
-8.46020569e-02 -1.52189076e-01 -1.24457006e-01 2.68862278e-02
-2.16346901e-01 -5.16036771e-01 -2.08994318e-01 -2.66457985e-01
-3.26358432e-02]
[ -9.03701879e-02 -1.97298890e-02 -2.45785283e-01 -1.15660243e+00
-2.78760746e-01 -2.60313027e-01 1.48634180e-01 -5.07903742e-01
1.49095072e-01 -2.22999931e-01 -8.21716852e-01 -4.39145119e-01
-1.46179726e+00]]
Progress: 35.8% ... Training loss: 0.174 ... Validation loss: 0.315[[-0.25782308]
[ 0.24985887]
[-0.06190682]
[ 1.46363427]
[ 0.2575238 ]
[-0.02713019]
[-0.98005643]
[-0.7889274 ]
[-0.53202954]
[-0.81659222]
[ 1.3318149 ]
[ 3.03444576]
[-2.6663632 ]]
[[ -5.17961261e-01 -4.90174100e-01 -5.91845148e-01 9.26313793e-02
-2.87233904e-01 -5.96917654e-01 1.53701760e-01 -2.24924589e-01
-2.57225365e-01 -2.99805409e-01 3.19830540e-01 1.09197018e+00
4.05218935e-01]
[ 1.32668567e-02 -1.32713399e-01 4.77151793e-02 -1.35129044e-01
-3.70441338e-02 5.82658552e-02 -7.53225021e-02 1.81317353e-01
-1.50964914e-01 -1.71272931e-01 -1.49646006e-01 -1.03526175e-01
-1.99034331e-01]
[ -2.99438032e-01 1.36868481e-01 -4.14225923e-02 2.32647187e-02
7.28842538e-02 -1.38285300e-01 -1.52595942e-01 -2.25323570e-01
2.83213414e-01 -6.28073828e-01 7.81871076e-02 6.44007275e-01
8.23445850e-01]
[ 2.76462362e-01 -2.51821982e-01 -2.73926355e-01 1.67090474e-01
-2.68643776e-01 1.23119517e-02 6.71324308e-01 -6.29744089e-01
3.84000141e-01 -1.83273242e-01 -4.30213040e-02 -3.75033622e-01
-3.43570497e-01]
[ 1.44147804e-01 1.88781857e-02 1.13608747e-01 -1.40552962e-01
-1.87407045e-02 7.44564729e-02 -1.76961192e-01 -1.92651051e-01
6.76881415e-02 2.38825987e-01 3.54076201e-02 -2.33816245e-02
-1.05852177e-01]
[ -4.90309541e-01 -6.23724115e-01 -6.00897314e-01 -5.95236388e-01
-5.97041017e-01 -5.65520802e-01 -4.41885514e-01 -1.54233775e-01
-5.00818901e-01 -2.34692816e-01 -6.23457740e-01 -9.17695308e-01
-7.45957448e-01]
[ -4.13055148e-01 -5.95080602e-01 -3.29315438e-01 -4.91197394e-01
-4.20494995e-01 -5.66113929e-01 -3.78844869e-01 -4.90934248e-01
-3.07876623e-01 -9.04186537e-02 -5.24148048e-01 -6.20126084e-01
-6.79567157e-01]
[ -3.46480071e-01 -3.47516997e-01 -4.90632688e-01 -1.52851413e-01
-3.25346859e-01 -4.28599850e-01 -2.47048032e-01 -3.04263102e-01
-2.64609599e-01 -6.06420948e-01 -3.42943309e-01 -8.56690731e-01
-7.00029797e-01]
[ -4.68121164e-01 -3.35693416e-01 -3.88108137e-01 -2.75333154e-01
-3.28877167e-01 -2.19502469e-01 -3.94412657e-02 -4.87039916e-01
-2.70473594e-01 -4.73333986e-01 -2.17330203e-01 -2.52295559e-01
-2.82152976e-01]
[ -9.59796427e-01 -9.59721947e-01 -9.94308520e-01 -7.39059653e-01
-1.05273318e+00 -9.93747501e-01 -5.09550405e-01 -5.68608460e-01
-7.30324705e-01 -5.73688744e-01 -8.34316041e-01 -7.04270113e-01
-9.32486782e-01]
[ -5.13221657e-01 -2.71837013e-01 -4.75027866e-01 -4.37749300e-01
-3.46889103e-01 -3.66299808e-01 -6.28242986e-01 -6.48446934e-01
-6.69385903e-01 -1.04825709e-01 -6.06816162e-01 -8.63307020e-01
-7.63097109e-01]
[ -1.23982609e-01 2.81801715e-02 -3.45950224e-01 -4.88760454e-01
-1.01022511e-01 -7.63521432e-02 -2.28421755e-01 -4.62677583e-01
-2.03605447e-01 3.16973127e-02 -5.43536959e-01 -1.23424400e+00
-8.31373293e-01]
[ -1.83547993e-02 2.03855777e-01 1.01983881e-01 6.86657880e-02
8.36291339e-02 2.59482176e-02 9.66023054e-02 -8.75751101e-02
-1.62522780e-01 -2.57222367e-01 -2.51533580e-01 1.99212694e-01
1.06265924e-01]
[ -2.55940195e-01 -1.26700758e-01 1.64024337e-01 -3.05961588e-01
-1.35909316e-01 1.13242318e-01 -1.39729708e-01 1.16142960e-02
-8.69946174e-02 6.59869315e-02 -2.35549850e-01 -4.88153276e-01
-8.74618843e-02]
[ -9.63796514e-02 -2.66009957e-01 -1.81636394e-01 -2.73567832e-01
-4.76464465e-01 -8.76343494e-02 -1.01941373e-01 -5.72728819e-03
-8.78720000e-02 -6.91189928e-03 -2.45055555e-01 -4.77664037e-01
-2.54120960e-01]
[ -6.54247129e-02 -3.77806369e-02 -2.25557293e-01 -2.54388839e-01
1.07835508e-01 -1.61099403e-01 -2.42311437e-01 1.37254125e-01
-3.06073683e-02 1.56663158e-01 -2.14738905e-01 1.65887926e-02
-9.66785857e-02]
[ 3.77362307e-02 -1.66971807e-01 -1.49848846e-01 -1.04235639e-01
-1.26275128e-01 -1.07493509e-01 1.13852348e-01 -1.38370055e-01
-2.32760182e-02 4.25256620e-02 -5.46212077e-02 -1.67900689e-01
-2.51205886e-02]
[ -2.96951078e-01 -1.32472290e-01 -8.24102560e-02 -1.30540546e-01
-2.92868092e-01 -2.77576926e-01 -3.59225513e-01 -1.89201461e-02
-3.40174767e-01 -2.36777736e-01 1.57179195e-01 -1.21839155e-01
5.43229741e-02]
[ -2.33036322e-01 -1.24230764e-01 -9.68691958e-02 -5.00439507e-02
-8.60261111e-02 -1.21423962e-01 -6.73907730e-02 -1.29913353e-02
-1.33472972e-01 -1.29227163e-01 -1.47188256e-02 -2.70660632e-01
-1.95632352e-01]
[ -1.83897766e-01 -7.40080091e-02 -2.31346256e-01 -1.99417584e-01
-1.60444702e-01 -2.07372073e-01 -3.77430696e-01 -1.27737528e-01
1.22487656e-01 -2.60151103e-01 -3.63423019e-01 -4.26258059e-01
-4.85134458e-01]
[ -3.70969157e-01 -5.69604691e-02 -1.52677213e-01 -1.05605544e-01
-4.59344576e-02 -3.14330866e-01 4.71885832e-02 -8.78109266e-02
-1.15610105e-01 4.08631501e-02 4.07250856e-02 -3.06494547e-01
-3.88133837e-01]
[ -1.57926044e-01 -1.38128315e-01 -5.48777627e-02 -2.29011933e-01
-1.24719619e-01 -2.96061780e-01 6.83546625e-02 -1.71291547e-01
-1.92279768e-01 4.90599777e-02 1.86693738e-01 4.83403546e-02
-1.45034991e-01]
[ -1.27963976e-01 -1.70460432e-01 -1.15324433e-01 -3.14505039e-01
9.31423453e-02 -1.82460927e-02 -1.55549971e-01 -1.79863933e-01
1.15201290e-01 -8.85326632e-02 -1.40081586e-01 -5.60860261e-02
-2.93366454e-01]
[ -3.78250617e-02 -3.52627703e-02 -1.50400286e-01 -1.37018814e-01
-2.31289744e-01 6.28500748e-02 -4.09710305e-02 -4.41101133e-02
-2.21145912e-01 -8.99876446e-02 -1.54047636e-01 -3.88296619e-01
-2.25193685e-01]
[ -6.92609508e-02 2.14002585e-02 -1.29577943e-01 -3.51733703e-01
1.19484193e-01 1.99439080e-02 -1.97585204e-01 -1.49495749e-01
1.26965939e-01 -5.45722057e-02 -3.19852054e-01 -3.03295696e-01
-3.33482092e-01]
[ 6.44334536e-02 -2.99495529e-01 -8.85751124e-02 -4.66649466e-01
-2.14152416e-01 -9.18224271e-02 2.86522469e-02 6.64724451e-02
-4.34473219e-02 2.64558060e-01 -5.47206127e-01 -9.01501836e-01
4.71512573e-01]
[ -2.32115306e-01 -2.36433141e-01 -1.34791020e-01 -3.23425647e-01
-2.94302789e-01 -9.52535695e-02 1.89615255e-01 2.51128674e-02
2.67938260e-01 1.79529565e-02 -4.31162520e-01 -1.08852169e+00
6.61981142e-01]
[ -2.41895180e-02 -1.79524830e-01 1.79446129e-02 -3.29496379e-01
-1.64922408e-01 1.63446960e-01 1.99514032e-01 2.41211450e-01
-3.91645280e-02 2.10130002e-01 -2.53803167e-01 -1.19320074e+00
7.81400662e-01]
[ -9.33524019e-03 -3.86081016e-02 -1.28228003e-01 -1.43961617e-01
-1.75048043e-01 -4.91337548e-02 3.12684695e-01 1.57766556e-01
2.52859088e-01 3.48329217e-01 -5.14634200e-01 -1.14820971e+00
8.22903491e-01]
[ -9.03966427e-02 -2.75238004e-01 5.63584356e-02 -3.46131371e-01
-1.45816652e-01 1.15079198e-01 3.93311238e-01 1.42178296e-01
-6.65637748e-02 1.50589784e-01 -5.75762479e-01 -1.12818346e+00
8.67156318e-01]
[ 1.13936505e-01 -8.62309280e-02 1.34414256e-02 -1.65167121e-01
-8.01051192e-02 -2.00208231e-02 2.88013308e-01 3.74115413e-01
4.30044198e-01 2.48697537e-01 -5.77058607e-01 -1.07628790e+00
5.95325375e-01]
[ 4.48452334e-03 -1.45641713e-01 2.36574853e-02 1.96679144e-02
-9.87793000e-02 -2.83281721e-01 1.49624788e-01 3.85059660e-01
4.09435623e-02 1.41677712e-01 -2.83569395e-01 -9.20731521e-01
2.23453736e-01]
[ 1.13291621e-01 8.04693173e-02 1.18849931e-02 2.59527733e-01
-1.07774704e-01 -5.63609611e-02 -5.26074353e-02 -8.56263385e-02
-1.86742101e-01 -6.89946492e-02 -6.49896353e-02 9.47557202e-02
-5.94135767e-01]
[ 6.34014008e-02 -1.34339214e-01 1.53109394e-01 5.21948486e-01
2.24089447e-01 1.05691331e-02 -3.12897424e-01 -3.32950176e-01
2.36358578e-02 -5.47296625e-01 3.12407641e-01 8.19604108e-01
-9.61842570e-01]
[ 2.08429147e-02 7.72799328e-02 -2.14719273e-01 1.33862253e-01
3.59369236e-02 -3.60736592e-03 -2.16109310e-01 -3.64353465e-01
-2.83325208e-01 -2.85448534e-01 -3.71484266e-03 -1.38441500e-01
-1.98447544e-01]
[ -7.63122227e-02 -1.98685757e-01 5.56141507e-02 5.99152407e-03
-1.21938514e-01 -1.37618168e-01 -9.60795562e-02 -7.96476590e-02
4.88577761e-03 -4.21576282e-01 -3.60222076e-01 -1.89102147e-01
1.74021625e-01]
[ -1.64245875e-02 -2.55877449e-01 4.68840766e-02 -4.01413995e-01
-1.81464403e-01 -2.35714503e-01 -3.89044560e-01 -6.13339244e-02
-8.77863616e-02 -1.99283923e-02 -2.48389132e-01 3.39834039e-01
2.05867102e-01]
[ 1.53810485e-01 6.51194639e-02 -1.11580756e-01 -4.07709289e-01
-5.07651246e-02 -1.04749453e-01 -2.73006269e-01 -6.98077442e-02
-2.32935853e-01 -2.83193008e-01 -2.66324686e-01 5.79310715e-01
1.19421742e-01]
[ -1.90024078e-01 -1.71447874e-01 -1.20549889e-01 -3.89216630e-01
-4.33349735e-02 2.29883143e-02 -2.77188719e-01 -3.02656327e-01
-1.80394820e-01 -1.24068885e-01 -2.90711879e-01 4.48438532e-01
3.16211437e-02]
[ -5.58821564e-02 -1.93646864e-01 -1.70509024e-01 -4.07260465e-01
-3.73537515e-02 3.97205130e-02 -1.59400620e-01 -1.45316430e-01
-2.82853215e-01 -3.71531491e-01 -1.12178321e-01 3.41109937e-01
1.35656206e-01]
[ 9.01749963e-02 9.90089041e-02 -2.17140343e-02 -3.33282223e-01
-3.12064849e-01 3.48963281e-03 -2.56356405e-01 -3.77817001e-01
-3.56755142e-01 -8.49837548e-02 -1.65186944e-01 3.76447581e-01
1.05527293e-01]
[ -5.90129083e-02 -9.84375218e-03 -2.85121210e-01 -1.07820210e-01
7.05934899e-02 1.54920912e-01 -2.56073880e-01 -1.97574770e-01
-5.89629248e-02 -4.62445993e-02 1.55991171e-01 7.90299523e-01
-7.54521218e-02]
[ 1.49846994e-01 3.20344524e-01 -1.94041157e-01 8.12651976e-01
1.03319101e-01 4.26610471e-03 -1.86221973e-01 -3.63276074e-01
-2.15445608e-01 -2.92105222e-01 7.73310707e-01 9.05395532e-01
-1.51020324e+00]
[ 8.92834293e-03 1.58512665e-01 5.90175183e-02 4.30729878e-01
-1.27718986e-02 -6.32060323e-02 -2.55363233e-01 -3.06336945e-01
-2.68009732e-01 -1.66654791e-01 5.93489017e-01 8.58458467e-01
-1.43049530e+00]
[ -1.93247287e-02 -1.45680604e-01 -1.46284040e-01 3.44561166e-01
-1.89640847e-01 2.38712670e-01 -1.04882212e-02 -1.43910981e-01
-2.22103439e-01 -3.11426090e-01 2.08595985e-01 5.22755306e-01
-7.57021679e-01]
[ 8.74461623e-02 -3.83968866e-01 -5.02345467e-02 3.56494277e-02
-1.19867232e-01 2.00068219e-01 9.89876788e-02 1.86247967e-01
-1.86237483e-01 2.20777950e-02 -6.26117490e-02 2.58915963e-01
-4.05771007e-01]
[ 2.12851419e-01 -2.95888639e-01 -1.18565433e-01 -6.11677194e-02
-2.18083282e-01 1.22715241e-01 4.67869122e-02 -1.14791843e-01
-6.46126017e-02 -2.98532740e-02 -1.62131902e-01 -2.22764974e-01
-2.52310241e-01]
[ -1.31450299e-01 -8.14485274e-02 3.85110383e-02 -2.47831237e-01
-6.07622717e-02 -1.41320108e-01 6.03077106e-02 1.07164533e-02
-9.63609688e-02 3.81016537e-02 -3.34550805e-01 -5.08400764e-01
-1.28516468e-01]
[ -1.43747245e-01 -1.34605956e-01 -6.93088946e-02 -2.95310542e-01
-3.44645231e-01 -2.89418480e-01 1.69358541e-01 1.53536266e-01
9.40906089e-03 1.29584130e-01 -2.89921768e-01 -9.09052925e-01
3.96296859e-02]
[ -1.28931111e-01 -2.50287811e-01 -3.05491634e-01 -1.09869760e+00
-3.05785194e-01 -2.09557965e-01 -6.79676007e-02 -4.71940928e-02
5.62683121e-02 -4.92562424e-01 -8.36475062e-01 -6.86852553e-01
-1.52848100e+00]
[ -1.26370356e-01 1.36318418e-01 1.20979512e-02 1.96919402e-01
-1.99416414e-01 -1.77787310e-01 -1.68059414e-01 7.65212297e-04
-1.52329928e-01 -1.25680452e-01 -9.15064728e-02 -3.77733999e-01
1.12099368e-01]
[ -3.65246435e-01 -1.18144146e-01 -2.73530536e-01 4.11655846e-01
-1.99948028e-01 -2.33257117e-01 -1.69073428e-01 -9.56028047e-02
-2.41375478e-03 4.69342609e-02 1.41515319e-01 -3.43710458e-01
3.08251305e-01]
[ -1.29703553e-01 -5.20348172e-02 -2.54321395e-01 2.58644096e-01
-2.30004523e-01 -2.79865253e-01 -3.92132630e-01 -3.91509525e-02
9.81114781e-03 -8.55212303e-02 -1.60607156e-01 -3.22645835e-01
2.37345911e-01]
[ -2.60079471e-01 -5.34187294e-01 -3.41548807e-01 7.37347646e-02
-3.19157055e-01 -2.34374621e-01 -2.25040931e-01 -2.21381280e-01
-1.69592130e-02 -2.71810385e-01 1.60521884e-03 -3.96893115e-01
1.62554472e-01]
[ -2.29780650e-01 -2.95261152e-01 -3.23097653e-01 -3.67245379e-02
-8.48836891e-02 -1.52170601e-01 -1.23528180e-01 2.85055337e-02
-2.15974674e-01 -5.14843637e-01 -2.10631101e-01 -2.72359999e-01
-2.77792292e-02]
[ -9.02996658e-02 -2.00625513e-02 -2.45737021e-01 -1.15963780e+00
-2.79119762e-01 -2.60316181e-01 1.49980979e-01 -5.06757734e-01
1.49850242e-01 -2.22738272e-01 -8.25955724e-01 -4.47910600e-01
-1.46110200e+00]]
Progress: 35.9% ... Training loss: 0.177 ... Validation loss: 0.315[[-0.25141682]
[ 0.25308449]
[-0.06177223]
[ 1.47584933]
[ 0.26166884]
[-0.02336225]
[-0.96373719]
[-0.79339846]
[-0.51483667]
[-0.81416737]
[ 1.33783065]
[ 3.0347101 ]
[-2.66188432]]
[[-0.51832841 -0.49013415 -0.59174427 0.09745651 -0.28701828 -0.59693594
0.15043735 -0.22412892 -0.25946008 -0.30008908 0.32168799 1.09124697
0.40449324]
[ 0.01384763 -0.13334534 0.04790477 -0.14433911 -0.03773928 0.0583284
-0.07046272 0.18533063 -0.14927304 -0.16872246 -0.15716789 -0.12176179
-0.18979433]
[-0.30002216 0.1377978 -0.04159871 0.03075995 0.07375133 -0.13836145
-0.15552695 -0.23039976 0.28070204 -0.6320328 0.08382126 0.65331206
0.81124869]
[ 0.27325791 -0.24987687 -0.27448401 0.1866974 -0.26629323 0.01202293
0.65923992 -0.63870194 0.3781207 -0.19722246 -0.02869715 -0.35417863
-0.37252002]
[ 0.14546109 0.0178985 0.11383837 -0.14516974 -0.01977033 0.0746095
-0.17336485 -0.18664754 0.0696364 0.24643554 0.03181332 -0.03210085
-0.09285578]
[-0.48998828 -0.62411836 -0.6007914 -0.59489807 -0.59725359 -0.56547793
-0.44154575 -0.1519264 -0.50086009 -0.23275758 -0.62349112 -0.91858173
-0.74627764]
[-0.41362325 -0.59509892 -0.32925034 -0.48900087 -0.42062195 -0.56614106
-0.381513 -0.48839608 -0.30931003 -0.09125375 -0.52554387 -0.63511695
-0.67662701]
[-0.3470618 -0.34664166 -0.49078617 -0.14468883 -0.32435195 -0.42867034
-0.25084799 -0.3077005 -0.26747074 -0.60849302 -0.33605021 -0.84003828
-0.71283786]
[-0.46835556 -0.33549614 -0.38814537 -0.27559888 -0.3286334 -0.21952888
-0.04159238 -0.48821146 -0.27118486 -0.47453344 -0.21808448 -0.25299385
-0.28163401]
[-0.95963752 -0.95972722 -0.99419927 -0.73426622 -1.05249812 -0.99373617
-0.51200909 -0.56712404 -0.73254563 -0.57223338 -0.83204991 -0.70169411
-0.93844178]
[-0.51359183 -0.27179826 -0.47503643 -0.43566276 -0.34686936 -0.36631485
-0.63024589 -0.6485809 -0.6701059 -0.10600198 -0.60682658 -0.86891084
-0.76249449]
[-0.1248343 0.02880675 -0.3460706 -0.48520872 -0.10037817 -0.07642959
-0.23223959 -0.46379144 -0.20571153 0.02924683 -0.54108304 -1.23113933
-0.83569005]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.25603186 -0.12678776 0.16404263 -0.30465728 -0.13588473 0.11324363
-0.14065432 0.01237094 -0.08763836 0.0663332 -0.23453859 -0.48663146
-0.08815369]
[-0.09609563 -0.26618634 -0.18158153 -0.27476963 -0.47662541 -0.0876085
-0.10094953 -0.00454435 -0.08749376 -0.00581152 -0.24598831 -0.47955149
-0.25332778]
[-0.06585839 -0.0375967 -0.22556443 -0.25000044 0.10808807 -0.16112447
-0.24516386 0.13727517 -0.03199576 0.15586874 -0.21205802 0.01939367
-0.09707055]
[ 0.03764221 -0.16694814 -0.14985226 -0.10350222 -0.12625048 -0.1074996
0.11307791 -0.13837716 -0.0235377 0.04238161 -0.0545194 -0.16830623
-0.02521628]
[-0.29669269 -0.13292085 -0.0822737 -0.13594695 -0.29349921 -0.27754405
-0.35611188 -0.01594645 -0.3387797 -0.23574399 0.15163255 -0.13958409
0.06298492]
[-0.23348643 -0.12387445 -0.0969522 -0.04610088 -0.08562632 -0.12146649
-0.07064239 -0.01419517 -0.13517847 -0.1308429 -0.01240324 -0.26865362
-0.20326945]
[-0.18452257 -0.07315515 -0.23147081 -0.19232517 -0.15959675 -0.20743871
-0.38162288 -0.13049825 0.1196082 -0.26174439 -0.3578071 -0.40918034
-0.49567596]
[-0.37073235 -0.057135 -0.1526598 -0.10682424 -0.04599967 -0.31431882
0.04858958 -0.08774507 -0.11498241 0.04115337 0.04003094 -0.30830025
-0.38948332]
[-0.15806275 -0.13799336 -0.05491077 -0.22748371 -0.12457924 -0.29607091
0.06794131 -0.17169835 -0.19255939 0.04845304 0.18814934 0.04896474
-0.14417285]
[-0.12792547 -0.17059902 -0.11529715 -0.31491214 0.09301331 -0.01823679
-0.15570133 -0.17956518 0.11534978 -0.08829943 -0.14086291 -0.05914982
-0.29125518]
[-0.03767222 -0.0353075 -0.15038725 -0.13849481 -0.2312968 0.0628634
-0.0408958 -0.04427286 -0.22104234 -0.08964327 -0.15515487 -0.38821718
-0.22492667]
[-0.0694635 0.02157838 -0.12961398 -0.35058183 0.11968679 0.01991748
-0.19888635 -0.15001686 0.12642425 -0.05533739 -0.31926139 -0.30242666
-0.33513926]
[ 0.06432473 -0.29942547 -0.08859503 -0.46590622 -0.21407922 -0.09183057
0.02800094 0.06618422 -0.04381491 0.26406398 -0.54673867 -0.9008925
0.46967135]
[-0.23220549 -0.23635061 -0.13481149 -0.32278286 -0.29422073 -0.09526466
0.18897831 0.02464916 0.2675992 0.01756333 -0.43069732 -1.08803853
0.66059215]
[-0.02442964 -0.17935932 0.01790624 -0.32848202 -0.16474971 0.16342308
0.19844154 0.24057073 -0.03968976 0.20930098 -0.25303951 -1.19277747
0.77977799]
[-0.00981751 -0.03820112 -0.12830628 -0.14068684 -0.17467251 -0.04918006
0.31020166 0.15685856 0.25147613 0.34654234 -0.51275527 -1.14678685
0.8169272 ]
[-0.09031691 -0.27529449 0.05637749 -0.34621681 -0.14587307 0.11508614
0.3940586 0.14256206 -0.06633738 0.15104094 -0.57599995 -1.12875382
0.86751662]
[ 0.11378121 -0.08606593 0.01340928 -0.16362316 -0.07993235 -0.0200361
0.286844 0.37331939 0.42943433 0.24809152 -0.5761796 -1.07505301
0.59245811]
[ 0.00437735 -0.14556502 0.02363818 0.02095101 -0.09868083 -0.28329329
0.14922952 0.38461053 0.04084802 0.14119075 -0.28293018 -0.92063838
0.22183455]
[ 0.11296465 0.0805602 0.01185095 0.26148551 -0.10759951 -0.05638327
-0.05308943 -0.08529466 -0.1871283 -0.06988288 -0.06349585 0.09469877
-0.5961114 ]
[ 0.0635367 -0.13466791 0.15319384 0.51874707 0.2237518 0.01058248
-0.31172789 -0.33120426 0.02423603 -0.54727405 0.30972829 0.81145393
-0.95606501]
[ 0.02092777 0.07721837 -0.21470243 0.13465301 0.03591944 -0.00359879
-0.21608445 -0.36442479 -0.28324631 -0.28528867 -0.00335374 -0.13715827
-0.19964591]
[-0.07618886 -0.19881016 0.05564714 0.00501256 -0.1220676 -0.13760557
-0.09549321 -0.07912255 0.00513805 -0.42107015 -0.36094311 -0.19044735
0.17549322]
[-0.01650418 -0.2558247 0.04686358 -0.40113207 -0.18139415 -0.23572189
-0.3893249 -0.06196065 -0.0878948 -0.02055824 -0.24805609 0.34134286
0.20540688]
[ 0.15397433 0.06487339 -0.11152873 -0.40920609 -0.05105715 -0.10472979
-0.27230909 -0.06884447 -0.23243574 -0.28217933 -0.26816755 0.57468982
0.12381012]
[-0.19073623 -0.17041636 -0.12071688 -0.38632092 -0.0423355 0.02289785
-0.2820236 -0.30545059 -0.18289399 -0.12685133 -0.28708636 0.46299278
0.02559862]
[-0.05570718 -0.19396837 -0.17043394 -0.40966725 -0.03774134 0.03974547
-0.15848566 -0.14340923 -0.28224225 -0.36998548 -0.11510194 0.33226891
0.14343036]
[ 0.09037883 0.09866556 -0.02165368 -0.33517137 -0.31232965 0.0035142
-0.25540708 -0.37686801 -0.35609194 -0.08416806 -0.16701253 0.37123681
0.11025715]
[-0.05892147 -0.00991253 -0.28511405 -0.10818672 0.07053271 0.15492968
-0.25562116 -0.19755566 -0.05878353 -0.04615754 0.15589416 0.79016721
-0.07536764]
[ 0.1496922 0.32054018 -0.19406946 0.81561622 0.1035819 0.00425394
-0.18745351 -0.36402927 -0.21624339 -0.29272731 0.77601406 0.91111781
-1.51288271]
[ 0.0086643 0.15891455 0.05893693 0.43504408 -0.01236024 -0.06323233
-0.25710678 -0.30760424 -0.2691626 -0.16757652 0.59773548 0.86747913
-1.43476354]
[-0.01858003 -0.14637435 -0.14612092 0.33909597 -0.19022019 0.2388033
-0.00683369 -0.14071474 -0.22061003 -0.30805729 0.20385415 0.51177997
-0.75310357]
[ 0.08739141 -0.38387312 -0.05020917 0.03941948 -0.11981413 0.20006072
0.09718647 0.18572272 -0.18727049 0.02263149 -0.06110198 0.26230343
-0.41113806]
[ 0.21286806 -0.29589049 -0.11855968 -0.06073799 -0.21810242 0.12271838
0.04639107 -0.11482209 -0.0647456 -0.02972296 -0.16203023 -0.22230256
-0.25255893]
[-0.13156331 -0.08138957 0.03848952 -0.24747655 -0.0606749 -0.14133184
0.05988485 0.01059357 -0.09662192 0.03776342 -0.33429682 -0.50877599
-0.12882439]
[-0.14373983 -0.13459361 -0.06931038 -0.29524988 -0.34463636 -0.28941874
0.16948286 0.15348859 0.00944889 0.12953292 -0.28986551 -0.90890358
0.03929984]
[-0.12858012 -0.25055515 -0.30540997 -1.10042822 -0.30611559 -0.20952892
-0.06614947 -0.04553106 0.05722796 -0.49116915 -0.83854414 -0.69288392
-1.52678002]
[-0.12579558 0.13561278 0.01231703 0.187706 -0.2002238 -0.17772177
-0.16358458 0.00569846 -0.15070577 -0.12241507 -0.09977841 -0.40106549
0.12331436]
[-0.36550699 -0.11789421 -0.27356474 0.41567846 -0.19973857 -0.23328343
-0.17169749 -0.09652314 -0.00387801 0.04631086 0.14349569 -0.34199068
0.30383762]
[-0.12978645 -0.05219583 -0.25429369 0.26052785 -0.23004273 -0.27985607
-0.39399978 -0.03976037 0.00915063 -0.08565985 -0.16082821 -0.32324237
0.23405071]
[-0.26150269 -0.533129 -0.34179911 0.08905586 -0.31785712 -0.23449379
-0.23383731 -0.22530484 -0.02143431 -0.27700316 0.01375344 -0.37547233
0.15115595]
[-0.22976711 -0.29528483 -0.3230792 -0.03627802 -0.08485507 -0.15216741
-0.12397064 0.02866562 -0.21619161 -0.51459033 -0.21042268 -0.27305316
-0.02836129]
[-0.09053527 -0.01955306 -0.24581911 -1.15993606 -0.27858263 -0.2603588
0.14913863 -0.50782418 0.14903624 -0.22386683 -0.82502104 -0.44032174
-1.46399765]]
Progress: 35.9% ... Training loss: 0.175 ... Validation loss: 0.310[[-0.2571638 ]
[ 0.24865471]
[-0.06455465]
[ 1.47551639]
[ 0.25810429]
[-0.02903304]
[-0.96207069]
[-0.79173491]
[-0.51787403]
[-0.81783587]
[ 1.33609365]
[ 3.0307356 ]
[-2.67091565]]
[[-0.5180778 -0.49026251 -0.59171859 0.0970379 -0.28722565 -0.59690913
0.14948206 -0.22628621 -0.25910648 -0.30117895 0.32009878 1.0948668
0.40779255]
[ 0.0141643 -0.13359686 0.04793084 -0.1465661 -0.03787372 0.05834734
-0.06939893 0.18522205 -0.14892484 -0.16834442 -0.15811972 -0.12143512
-0.19340358]
[-0.30019386 0.1373855 -0.04146527 0.02815667 0.07339493 -0.13837758
-0.15486998 -0.22754716 0.28234018 -0.63199579 0.07999077 0.63348071
0.8264599 ]
[ 0.27407488 -0.25030838 -0.27438573 0.18270253 -0.26650825 0.01206103
0.66217419 -0.63693454 0.37796148 -0.19263803 -0.0298469 -0.35414761
-0.37898932]
[ 0.14805792 0.01540073 0.11440226 -0.15970271 -0.02234408 0.07484864
-0.16077767 -0.17863432 0.07665353 0.25746651 0.01607376 -0.06994787
-0.07046935]
[-0.4897553 -0.6241881 -0.60076982 -0.59549187 -0.5975234 -0.56545606
-0.44181811 -0.15161681 -0.50055382 -0.23268236 -0.62399615 -0.91531572
-0.74520484]
[-0.41345596 -0.59515862 -0.3292689 -0.48710127 -0.42038892 -0.56613192
-0.38244203 -0.4918467 -0.3091635 -0.0919135 -0.52406078 -0.63049728
-0.68098308]
[-0.34689153 -0.34705715 -0.49069245 -0.14728036 -0.32475974 -0.42865096
-0.25036994 -0.30545912 -0.26662258 -0.60812633 -0.33962588 -0.85167254
-0.70406204]
[-0.46803783 -0.33576635 -0.38810381 -0.27706585 -0.32890303 -0.21949554
-0.04115409 -0.48761649 -0.27130806 -0.47291969 -0.21935013 -0.25327885
-0.28246165]
[-0.96011503 -0.95967844 -0.99425386 -0.73087895 -1.05234699 -0.99376012
-0.51769237 -0.56977271 -0.7336797 -0.57609602 -0.83068865 -0.69523462
-0.93750248]
[-0.51301813 -0.27205679 -0.47495129 -0.43827892 -0.34719007 -0.36627105
-0.6284219 -0.64718894 -0.66951278 -0.10361953 -0.60839348 -0.87218373
-0.76125332]
[-0.12404224 0.02820136 -0.34596287 -0.48873254 -0.10092278 -0.07636571
-0.22866537 -0.4628394 -0.20399282 0.03212293 -0.54474066 -1.2383595
-0.83320561]
[-0.0183548 0.20385578 0.10198388 0.06866579 0.08362913 0.02594822
0.09660231 -0.08757511 -0.16252278 -0.25722237 -0.25153358 0.19921269
0.10626592]
[-0.2560002 -0.12678024 0.16404733 -0.30389996 -0.13589132 0.11324737
-0.14083704 0.01239036 -0.08759196 0.06634873 -0.23442253 -0.48636901
-0.08819609]
[-0.09626979 -0.2659775 -0.1816284 -0.27501616 -0.47654916 -0.08761652
-0.10256301 -0.00606896 -0.08794464 -0.00748559 -0.24540153 -0.47294347
-0.25424747]
[-0.06544496 -0.03792569 -0.22549942 -0.25182851 0.10772427 -0.16109556
-0.24349138 0.13880742 -0.03116738 0.15777839 -0.21389272 0.01399874
-0.09570599]
[ 0.03760396 -0.166883 -0.14990844 -0.10142415 -0.12594042 -0.10750584
0.11120025 -0.14119619 -0.0241387 0.0410469 -0.05312058 -0.16080736
-0.03076037]
[-0.29662105 -0.13278636 -0.0822916 -0.13426767 -0.29333598 -0.2775436
-0.35573338 -0.01691523 -0.33871277 -0.23581736 0.15351931 -0.13694545
0.06049137]
[-0.23338297 -0.12435714 -0.0968542 -0.04836008 -0.08613506 -0.12144557
-0.06997176 -0.01247343 -0.13418255 -0.13013491 -0.01576984 -0.27823228
-0.19595813]
[-0.18428187 -0.07342716 -0.23141393 -0.19335127 -0.1597736 -0.20741935
-0.38139755 -0.1301042 0.12011125 -0.26143252 -0.35825657 -0.40965043
-0.49560478]
[-0.37095943 -0.05677335 -0.1527159 -0.1043084 -0.04566099 -0.31433933
0.04702478 -0.08829793 -0.11582925 0.04043566 0.04194793 -0.30560639
-0.39101667]
[-0.15806824 -0.13808001 -0.05489239 -0.22974291 -0.12471235 -0.29607433
0.06879838 -0.17070823 -0.19222247 0.04858173 0.18598513 0.04199094
-0.13827268]
[-0.12817653 -0.17031351 -0.11536708 -0.3131658 0.09330035 -0.018265
-0.15726862 -0.18063875 0.11432029 -0.08901233 -0.13945252 -0.05499705
-0.29525571]
[-0.03722633 -0.03572943 -0.15030346 -0.14102764 -0.23167935 0.06291031
-0.03920911 -0.04330777 -0.22016664 -0.08789777 -0.15737335 -0.39110701
-0.22189314]
[-0.06918598 0.02129235 -0.12955545 -0.35195945 0.11936896 0.01994734
-0.19785615 -0.14900537 0.12687693 -0.05424793 -0.32040698 -0.30500753
-0.33362148]
[ 0.06419351 -0.29933938 -0.08861707 -0.46537273 -0.21396096 -0.09184047
0.02753501 0.06581832 -0.04402601 0.2637127 -0.54643284 -0.90074623
0.46879843]
[-0.23244971 -0.23610419 -0.13486064 -0.32081358 -0.29400063 -0.09528592
0.18714399 0.02368002 0.26652626 0.01667976 -0.42934413 -1.08599322
0.6564817 ]
[-0.02444227 -0.17935247 0.01790416 -0.32839436 -0.16474156 0.16342194
0.19836445 0.24051303 -0.03971624 0.20923259 -0.25297041 -1.19273752
0.77959319]
[-0.00985162 -0.03816189 -0.12831765 -0.14037804 -0.17462905 -0.04918277
0.30993996 0.15650771 0.25141677 0.34618819 -0.51255812 -1.1464113
0.81616175]
[-0.09031224 -0.27528975 0.0563775 -0.34613039 -0.14586965 0.11508641
0.39403259 0.14255007 -0.06635951 0.15106364 -0.57594748 -1.12859553
0.86733404]
[ 0.1137444 -0.08604691 0.01340473 -0.16346204 -0.07991292 -0.0200382
0.28669945 0.37317478 0.42936304 0.24794857 -0.57611218 -1.07501595
0.592292 ]
[ 0.00441337 -0.14554852 0.02362644 0.02088017 -0.09867537 -0.28329255
0.14958946 0.38459679 0.04100225 0.14128174 -0.28293186 -0.92070028
0.22158407]
[ 0.11309876 0.08054305 0.01185436 0.26268075 -0.10751972 -0.05637998
-0.05331778 -0.08532861 -0.18738022 -0.07004406 -0.06198383 0.09921157
-0.59923097]
[ 0.06349219 -0.13464336 0.15317589 0.52000989 0.22377598 0.01057845
-0.3119533 -0.33120237 0.02416935 -0.54754081 0.31039608 0.81196366
-0.95650367]
[ 0.02098717 0.07716049 -0.21468873 0.13460419 0.03589759 -0.00359045
-0.2163912 -0.3643339 -0.28325155 -0.28502953 -0.00333682 -0.1352001
-0.19992911]
[-0.07616326 -0.19900817 0.05569294 0.00227317 -0.12230197 -0.13759743
-0.09520383 -0.07827888 0.00555537 -0.42091929 -0.36297257 -0.19684302
0.18195062]
[-0.01655319 -0.25586701 0.04687778 -0.40200458 -0.18151267 -0.23572628
-0.38957327 -0.061185 -0.08775611 -0.02038012 -0.24948309 0.3383013
0.20812185]
[ 0.15404795 0.06478253 -0.11151267 -0.40963024 -0.05114603 -0.10472229
-0.27208079 -0.06859083 -0.23230658 -0.28189598 -0.26847013 0.5739461
0.12451388]
[-0.19060544 -0.17065037 -0.12069485 -0.38846003 -0.04246767 0.02291692
-0.28201163 -0.30600549 -0.18247037 -0.12692953 -0.28834401 0.46599917
0.0287995 ]
[-0.05561375 -0.19407426 -0.1703989 -0.41046657 -0.03788896 0.03975691
-0.15817065 -0.14247949 -0.28200861 -0.36934051 -0.11630259 0.33038735
0.1451197 ]
[ 0.0902813 0.09868903 -0.0216582 -0.33643802 -0.3124059 0.00350963
-0.25583634 -0.37742393 -0.3560015 -0.08523319 -0.16801782 0.37181935
0.11442038]
[-0.05852741 -0.01026543 -0.2850495 -0.11072197 0.07019029 0.15496737
-0.25413056 -0.19644358 -0.0580117 -0.04445824 0.15357122 0.78581957
-0.0723248 ]
[ 0.14971574 0.32069217 -0.19409668 0.81809558 0.10378195 0.00425005
-0.18757399 -0.36513763 -0.21641638 -0.29291349 0.77832418 0.91413854
-1.51684505]
[ 0.00877053 0.15900192 0.05894529 0.43608602 -0.01226343 -0.0632281
-0.25739576 -0.30766132 -0.2693409 -0.16726838 0.59872436 0.86952436
-1.43703672]
[-0.0181142 -0.1468727 -0.14603982 0.33736356 -0.1906693 0.23884127
-0.00425705 -0.14011013 -0.21914557 -0.30674591 0.20116142 0.50392033
-0.75107492]
[ 0.08751484 -0.38392857 -0.05018918 0.03886359 -0.11987839 0.20007089
0.09768072 0.18603877 -0.18705952 0.02314803 -0.06144379 0.26180574
-0.41112755]
[ 0.21279747 -0.29588875 -0.11856339 -0.06041669 -0.21810888 0.12271511
0.04584247 -0.11467337 -0.06505728 -0.02970154 -0.16168043 -0.22226329
-0.2526571 ]
[-0.13154055 -0.08140672 0.03848411 -0.24755247 -0.06066223 -0.14133103
0.05996984 0.01016801 -0.09661006 0.03760751 -0.33437864 -0.50850507
-0.1291933 ]
[-0.14382442 -0.13444678 -0.06933657 -0.29418978 -0.34450042 -0.28942738
0.16855253 0.15275664 0.00903053 0.12915562 -0.28895587 -0.90685597
0.03702999]
[-0.12841632 -0.25053486 -0.30540671 -1.10040497 -0.3060637 -0.20952209
-0.06681802 -0.04572406 0.0569404 -0.49084009 -0.83796927 -0.68550548
-1.52928697]
[-0.12532816 0.13513157 0.01236688 0.18247058 -0.2005658 -0.17769419
-0.16070208 0.00602724 -0.14931597 -0.12148484 -0.10293737 -0.40726445
0.12525351]
[-0.36544177 -0.11782696 -0.27355218 0.41734655 -0.19970163 -0.23327313
-0.17264211 -0.09642455 -0.00418365 0.04665023 0.14447898 -0.33847218
0.30435866]
[-0.12954469 -0.05237957 -0.25426728 0.25981958 -0.23019451 -0.27983576
-0.39343597 -0.03973599 0.00931959 -0.08488937 -0.16187349 -0.32534479
0.23499294]
[-0.26155163 -0.53329305 -0.3417598 0.08990985 -0.31801968 -0.23448628
-0.23420879 -0.22440594 -0.02106382 -0.27700627 0.01283815 -0.38467892
0.15732175]
[-0.22976346 -0.29521767 -0.32308338 -0.03495768 -0.08478448 -0.15216439
-0.12476838 0.02834082 -0.21646096 -0.51452692 -0.20939936 -0.26951225
-0.03039573]
[-0.09053991 -0.0196939 -0.24580804 -1.16061075 -0.27879992 -0.26035063
0.14818966 -0.50896172 0.14914729 -0.22490035 -0.82634624 -0.44128521
-1.46435955]]
Progress: 36.0% ... Training loss: 0.177 ... Validation loss: 0.313[[-0.25628453]
[ 0.25472467]
[-0.05910955]
[ 1.48865974]
[ 0.26193723]
[-0.02613012]
[-0.96090168]
[-0.77607733]
[-0.51134808]
[-0.80713642]
[ 1.34800037]
[ 3.05132637]
[-2.65035142]]
[[-0.51860253 -0.4886785 -0.5919814 0.10996063 -0.28582206 -0.59698955
0.14772158 -0.23330268 -0.26226315 -0.30516672 0.33114809 1.12263472
0.3774012 ]
[ 0.01386501 -0.13305382 0.04779701 -0.14380602 -0.03742354 0.05831195
-0.0710592 0.18361332 -0.14992744 -0.16962713 -0.15494639 -0.1114225
-0.20355413]
[-0.30194394 0.1399404 -0.04194454 0.0524247 0.07546133 -0.13854774
-0.16465423 -0.23402558 0.277338 -0.63849836 0.10307999 0.67472613
0.78910072]
[ 0.27561437 -0.25228389 -0.27388447 0.16516217 -0.26823235 0.01222887
0.66830529 -0.62708039 0.38119234 -0.18284102 -0.04769452 -0.39375389
-0.3543204 ]
[ 0.14657788 0.01830528 0.11375247 -0.13598024 -0.01951912 0.07462905
-0.16872981 -0.19045796 0.07095449 0.24927662 0.03836843 -0.01999975
-0.11257886]
[-0.48919233 -0.62448156 -0.60073893 -0.59773419 -0.59784158 -0.5654216
-0.44059952 -0.1524334 -0.50023402 -0.23171128 -0.62625493 -0.91634928
-0.74854901]
[-0.41417008 -0.5945259 -0.32947428 -0.481602 -0.41970881 -0.56620113
-0.38436529 -0.49558711 -0.31071371 -0.09631255 -0.51904199 -0.61751727
-0.69591243]
[-0.34784698 -0.34538879 -0.49098143 -0.1326883 -0.3232314 -0.42875665
-0.25719806 -0.31068276 -0.27017187 -0.61170065 -0.32575365 -0.82403636
-0.72478054]
[-0.46743542 -0.33638784 -0.38794305 -0.28240867 -0.32977538 -0.21943172
-0.03614435 -0.48589769 -0.26900842 -0.47148883 -0.22616263 -0.27454893
-0.2796952 ]
[-0.96068351 -0.95830316 -0.99454158 -0.71793587 -1.05140658 -0.99384126
-0.51895749 -0.57755659 -0.73530688 -0.58155176 -0.82011224 -0.67432138
-0.96353389]
[-0.51342056 -0.27171992 -0.47501421 -0.43474871 -0.34676334 -0.36629396
-0.63159415 -0.64852454 -0.67070188 -0.10518213 -0.60526961 -0.86580567
-0.76737363]
[-0.12387817 0.02813496 -0.34598095 -0.49023337 -0.10105275 -0.07636756
-0.22810063 -0.4626537 -0.20399107 0.03256057 -0.54645822 -1.24299149
-0.83772912]
[-0.01805215 0.20359614 0.10204989 0.06619953 0.08340989 0.0259775
0.09795189 -0.08670317 -0.1621883 -0.25621308 -0.25369659 0.19486595
0.10671558]
[-0.25585296 -0.12688125 0.1640625 -0.30547443 -0.13596008 0.11325434
-0.14030753 0.0120267 -0.08758324 0.06649967 -0.23592756 -0.49055518
-0.08968715]
[-0.09636547 -0.265882 -0.18165474 -0.27466939 -0.47644233 -0.08762819
-0.10320002 -0.0072049 -0.08813495 -0.00828177 -0.24494941 -0.46992071
-0.25458459]
[-0.06507686 -0.03811097 -0.22548149 -0.25250481 0.10747028 -0.16106997
-0.24257424 0.13913028 -0.03091018 0.15881694 -0.21479508 0.01443724
-0.09745581]
[ 0.03672502 -0.16628991 -0.15010777 -0.09614119 -0.12512619 -0.10757822
0.10736616 -0.14451576 -0.02596186 0.03661596 -0.04817856 -0.14727477
-0.03744295]
[-0.2961864 -0.13316755 -0.08219212 -0.13732584 -0.29389747 -0.27750503
-0.35249986 -0.01529065 -0.33742186 -0.23403441 0.15014733 -0.14720595
0.05959742]
[-0.23366803 -0.12388549 -0.09696935 -0.04476612 -0.0856631 -0.12148452
-0.07144662 -0.01460566 -0.13528628 -0.13190425 -0.01207482 -0.2683402
-0.20404177]
[-0.18422753 -0.07358188 -0.23140232 -0.1917251 -0.15990067 -0.20740609
-0.38153757 -0.13020396 0.12024176 -0.26170254 -0.35689208 -0.4113666
-0.49807824]
[-0.37144997 -0.05590652 -0.15285663 -0.09864422 -0.04490372 -0.31439575
0.04339199 -0.09097599 -0.11774265 0.03883588 0.0476229 -0.29077988
-0.39784513]
[-0.15808836 -0.1375978 -0.0549373 -0.22604631 -0.12433736 -0.29608996
0.06989841 -0.17181377 -0.19232598 0.04862713 0.18825716 0.04482835
-0.14615633]
[-0.12756056 -0.17100682 -0.11519198 -0.31713059 0.09247829 -0.0181768
-0.15428919 -0.17872488 0.11610564 -0.08717243 -0.14357245 -0.06808151
-0.29059932]
[-0.03770069 -0.03520837 -0.15042469 -0.13901466 -0.23124379 0.06284353
-0.04110454 -0.04481302 -0.22117584 -0.09000896 -0.15560847 -0.38721401
-0.22648424]
[-0.06906576 0.02116364 -0.12952978 -0.35240314 0.11925945 0.01995996
-0.19752463 -0.14858849 0.12706749 -0.05369966 -0.32085348 -0.30589052
-0.33348861]
[ 0.06420936 -0.2993614 -0.08861298 -0.46581695 -0.21398545 -0.09183765
0.02763167 0.06584314 -0.04396171 0.26377396 -0.54663596 -0.90100913
0.46969926]
[-0.2326218 -0.23605211 -0.13488497 -0.32081092 -0.29393961 -0.09530167
0.18687119 0.02343639 0.26633128 0.01611173 -0.42930492 -1.08626598
0.65722455]
[-0.02465421 -0.17919876 0.01786489 -0.32788359 -0.16459717 0.16339776
0.1973633 0.23997732 -0.040115 0.2084814 -0.25241677 -1.1927202
0.77899566]
[-0.01011091 -0.037907 -0.12836525 -0.13877431 -0.17441353 -0.04921381
0.30882641 0.15602857 0.25082979 0.34524691 -0.51155963 -1.14585703
0.81309066]
[-0.09042878 -0.27521736 0.0563596 -0.34613158 -0.14584243 0.11507325
0.39404613 0.14271569 -0.06643486 0.1507841 -0.57600746 -1.1292851
0.86729617]
[ 0.11363604 -0.08602415 0.01338293 -0.16340569 -0.0798725 -0.02005137
0.28650037 0.37278602 0.42932859 0.24753468 -0.5760758 -1.0754029
0.59229974]
[ 0.00415484 -0.14538331 0.02357534 0.02294465 -0.09848653 -0.28331269
0.14827688 0.38381864 0.04035747 0.14023388 -0.28164058 -0.91962188
0.21865972]
[ 0.11307887 0.08068476 0.01184492 0.26474164 -0.10733876 -0.05638459
-0.05449471 -0.08582139 -0.1878754 -0.07013394 -0.06021965 0.10332342
-0.60188449]
[ 0.06436387 -0.13544605 0.15339736 0.51691345 0.22285189 0.01066867
-0.30596327 -0.32921954 0.0268732 -0.54510841 0.30499714 0.79447192
-0.95587132]
[ 0.02111442 0.07703192 -0.21466357 0.13415358 0.03577819 -0.00357848
-0.21569818 -0.36387784 -0.28297614 -0.28447907 -0.00399031 -0.13720781
-0.19941026]
[-0.07619728 -0.19896006 0.05567788 0.00275467 -0.12224913 -0.13760101
-0.09538452 -0.07853079 0.00540464 -0.42116238 -0.36257415 -0.19561862
0.18073459]
[-0.01658648 -0.25584438 0.04686729 -0.4020737 -0.18148913 -0.23573076
-0.38953486 -0.0612895 -0.08776585 -0.02046232 -0.24946144 0.33849607
0.20805464]
[ 0.15373415 0.06492436 -0.11154777 -0.40940797 -0.05097387 -0.10474084
-0.27344408 -0.0689833 -0.23280161 -0.28299238 -0.26790833 0.57676513
0.12531039]
[-0.19099188 -0.1700914 -0.1208114 -0.38636985 -0.04197458 0.02286787
-0.28438146 -0.30798087 -0.18318014 -0.12899435 -0.2857356 0.47498085
0.02492362]
[-0.05565312 -0.19406432 -0.17040663 -0.41052332 -0.03789036 0.03975237
-0.15826182 -0.14237742 -0.28203176 -0.369378 -0.116452 0.32952149
0.14593104]
[ 0.09029623 0.09907567 -0.02173801 -0.33603801 -0.31217754 0.00350921
-0.25643923 -0.37952731 -0.35644239 -0.08574329 -0.16625213 0.3820408
0.10962195]
[-0.05853938 -0.01022887 -0.28505409 -0.11044329 0.07022314 0.15496555
-0.25425726 -0.19654802 -0.05809501 -0.04451645 0.15385428 0.78643899
-0.07294144]
[ 0.15052716 0.31980753 -0.19396015 0.81339906 0.10287106 0.00434131
-0.18452569 -0.36264083 -0.21456145 -0.29087442 0.77434095 0.90189393
-1.51765712]
[ 0.00896901 0.15924274 0.05893396 0.4379452 -0.01204679 -0.06321339
-0.25669799 -0.30844432 -0.26981738 -0.16701505 0.60075984 0.87388356
-1.44178477]
[-0.01870129 -0.14593886 -0.14624605 0.34655972 -0.18973765 0.23875728
-0.00777939 -0.1445902 -0.22162515 -0.30980032 0.20971716 0.52544036
-0.7669982 ]
[ 0.08750797 -0.38396605 -0.05017085 0.03973698 -0.1199518 0.20007193
0.09765781 0.18592674 -0.18710253 0.02350253 -0.06173266 0.25943314
-0.41083486]
[ 0.2129284 -0.29598589 -0.11853915 -0.06107595 -0.21819097 0.12272832
0.04634749 -0.11440402 -0.0647407 -0.02931948 -0.16221101 -0.22308789
-0.25184606]
[-0.13168745 -0.0812366 0.03843913 -0.24672853 -0.06048038 -0.14134739
0.05920519 0.00950959 -0.0970866 0.03692444 -0.33363392 -0.50718187
-0.13075433]
[-0.14379276 -0.13450035 -0.06932583 -0.29473365 -0.34453809 -0.28942436
0.16906728 0.15308102 0.00915411 0.12943257 -0.28952666 -0.90814916
0.03819319]
[-0.12926944 -0.25012423 -0.30555413 -1.09917001 -0.30554318 -0.20959555
-0.07195067 -0.04891859 0.05538228 -0.49470783 -0.83544528 -0.67445289
-1.53522744]
[-0.12540372 0.13571439 0.01226083 0.18598621 -0.20009172 -0.17771484
-0.16219603 0.00402093 -0.15058798 -0.1220245 -0.09977437 -0.39517032
0.11205924]
[-0.36581264 -0.11748605 -0.27362969 0.42006136 -0.19935007 -0.23331356
-0.17424955 -0.09738316 -0.00502397 0.04514935 0.14673813 -0.33501846
0.30195498]
[-0.13035844 -0.05099319 -0.25452477 0.27277703 -0.2288481 -0.27992648
-0.39715614 -0.04523515 0.00639713 -0.08906323 -0.1508379 -0.30271084
0.21638652]
[-0.26173861 -0.53308354 -0.34182392 0.09352255 -0.31776206 -0.23449748
-0.23554467 -0.22550874 -0.02179986 -0.27812557 0.01605141 -0.38144586
0.15373162]
[-0.22922007 -0.29568852 -0.32303451 -0.03899666 -0.08531595 -0.15211646
-0.12215936 0.02956028 -0.21530139 -0.51321471 -0.21244133 -0.27575076
-0.02732779]
[-0.08928723 -0.02076718 -0.24550703 -1.16810112 -0.28020072 -0.26023872
0.15634767 -0.50548159 0.15283661 -0.22058256 -0.83567955 -0.46920159
-1.45991812]]
Progress: 36.0% ... Training loss: 0.181 ... Validation loss: 0.318[[-0.26515794]
[ 0.2476933 ]
[-0.06581388]
[ 1.48134765]
[ 0.25620694]
[-0.03593052]
[-0.97049945]
[-0.78822611]
[-0.51951479]
[-0.81862993]
[ 1.34313305]
[ 3.05628513]
[-2.66712253]]
[[-0.51907587 -0.48789003 -0.59214552 0.11401306 -0.28488063 -0.59702066
0.14249179 -0.23472857 -0.26445736 -0.30623891 0.33661006 1.15061258
0.37899556]
[ 0.01386501 -0.13305382 0.04779701 -0.14380602 -0.03742354 0.05831195
-0.0710592 0.18361332 -0.14992744 -0.16962713 -0.15494639 -0.1114225
-0.20355413]
[-0.30307316 0.1404246 -0.04203719 0.05437567 0.07600675 -0.13861775
-0.1698003 -0.23381635 0.27658025 -0.64119336 0.1060527 0.68867886
0.80205552]
[ 0.27634012 -0.25173175 -0.27402982 0.16300775 -0.26766818 0.01223416
0.67451361 -0.63065597 0.38242034 -0.18359974 -0.04617387 -0.37790124
-0.36154976]
[ 0.14671029 0.01798628 0.11386718 -0.13386016 -0.0199865 0.07468737
-0.1713107 -0.1880724 0.07064791 0.25081508 0.03915658 -0.02662141
-0.10790039]
[-0.48872195 -0.62483913 -0.60067592 -0.60054959 -0.59821669 -0.56538211
-0.43889946 -0.15062919 -0.49952619 -0.22961284 -0.62904291 -0.92287765
-0.74536499]
[-0.41423686 -0.5944509 -0.32946304 -0.48146864 -0.41945137 -0.56621253
-0.38588465 -0.49562446 -0.31115796 -0.09594424 -0.51774289 -0.60550976
-0.69119497]
[-0.34786732 -0.34540701 -0.49097984 -0.13286614 -0.32322247 -0.42873562
-0.2582019 -0.30960086 -0.2701076 -0.61184503 -0.3246292 -0.81442359
-0.71716928]
[-0.46621007 -0.3374565 -0.38771453 -0.28991933 -0.33083069 -0.21929211
-0.03116435 -0.48281933 -0.26662083 -0.46788155 -0.23259322 -0.2886135
-0.27331002]
[-0.959773 -0.95923434 -0.99433496 -0.72385312 -1.05218983 -0.99371528
-0.5160678 -0.57314988 -0.73330205 -0.57780956 -0.82399143 -0.67341806
-0.95032155]
[-0.51326629 -0.27184268 -0.47496109 -0.43547098 -0.34687098 -0.36627162
-0.63227531 -0.64803475 -0.67076121 -0.10478076 -0.60595438 -0.86457499
-0.76093258]
[-0.12333434 0.02781945 -0.34593632 -0.49396441 -0.10132593 -0.07632717
-0.22615228 -0.46162308 -0.20322113 0.03434663 -0.54868928 -1.24409817
-0.83548459]
[-0.01805215 0.20359614 0.10204989 0.06619953 0.08340989 0.0259775
0.09795189 -0.08670317 -0.1621883 -0.25621308 -0.25369659 0.19486595
0.10671558]
[-0.2556236 -0.12709232 0.16410339 -0.30618973 -0.13617311 0.11327513
-0.13965794 0.01268812 -0.08729047 0.06764507 -0.23700059 -0.49378815
-0.08894951]
[-0.09610357 -0.26603766 -0.18163711 -0.27623562 -0.47656092 -0.08761062
-0.10222097 -0.00679019 -0.08775289 -0.00751066 -0.24625355 -0.47102666
-0.25466972]
[-0.06492414 -0.03830962 -0.22543179 -0.25394498 0.10723466 -0.1610516
-0.24241519 0.13997937 -0.03060476 0.15958583 -0.2158255 0.01206435
-0.09356244]
[ 0.03646925 -0.16616712 -0.15014163 -0.09541675 -0.12492652 -0.10760199
0.10527199 -0.14499325 -0.02666909 0.0354908 -0.04780574 -0.14509934
-0.03609064]
[-0.2961414 -0.13307307 -0.08220282 -0.13800758 -0.29378622 -0.27750642
-0.35123981 -0.01476786 -0.33712231 -0.2337428 0.15059651 -0.14444893
0.06304466]
[-0.23352935 -0.12413067 -0.09690928 -0.04548224 -0.08583866 -0.12146476
-0.07169084 -0.01420935 -0.13496697 -0.13082566 -0.01286336 -0.26443734
-0.20212823]
[-0.18402989 -0.07388587 -0.23135248 -0.19516635 -0.1601958 -0.20738587
-0.37961666 -0.12879715 0.12155338 -0.26116597 -0.3594292 -0.41653491
-0.49109389]
[-0.37168305 -0.05560613 -0.15288967 -0.09531526 -0.04458565 -0.31441111
0.04166878 -0.09148309 -0.11867372 0.03838242 0.05027871 -0.28477594
-0.39873375]
[-0.15819667 -0.13737616 -0.0549916 -0.22503454 -0.12408786 -0.29609245
0.06816085 -0.17240048 -0.19314525 0.04802208 0.19064506 0.05627953
-0.14771463]
[-0.12717523 -0.17138679 -0.11512043 -0.31949933 0.09210762 -0.01813368
-0.15270776 -0.17783827 0.11704605 -0.0860017 -0.1458759 -0.07360246
-0.28701075]
[-0.03692053 -0.03582276 -0.15027848 -0.14352669 -0.23186463 0.06293382
-0.03786586 -0.04249442 -0.21986147 -0.08768076 -0.15926208 -0.39519393
-0.22441621]
[-0.06905079 0.02116381 -0.1295294 -0.35239729 0.11924631 0.01996156
-0.19735736 -0.14854642 0.12707501 -0.05367744 -0.3208239 -0.30577265
-0.33304369]
[ 0.06419026 -0.29932673 -0.08861859 -0.4661003 -0.21394752 -0.09184119
0.02758968 0.06559564 -0.04403078 0.26376161 -0.54685489 -0.90120105
0.47022627]
[-0.2325754 -0.23612995 -0.13487014 -0.32179339 -0.29400563 -0.09529643
0.18731852 0.02371866 0.26653775 0.01642926 -0.42994672 -1.08726599
0.65939126]
[-0.02451285 -0.17935016 0.01789186 -0.32968323 -0.1647577 0.16341411
0.19874823 0.24067117 -0.03947123 0.20895666 -0.25374136 -1.19430018
0.78254475]
[-0.00991791 -0.03811913 -0.12832971 -0.14070241 -0.17460389 -0.04919926
0.31088119 0.15682462 0.25181396 0.34621531 -0.5128528 -1.14895556
0.81736053]
[-0.09035946 -0.27526337 0.05637344 -0.34631811 -0.14588361 0.11507853
0.39452653 0.14294669 -0.06623337 0.15103622 -0.57616406 -1.12945453
0.8676528 ]
[ 0.11345743 -0.08593306 0.01335448 -0.16246974 -0.07977612 -0.02006624
0.2856652 0.37208187 0.42898115 0.24671934 -0.57559987 -1.07521701
0.59132263]
[ 0.00442088 -0.14558189 0.02362313 0.02220151 -0.0986588 -0.28329701
0.15005656 0.38470878 0.04120273 0.14101226 -0.28234903 -0.92039303
0.21890665]
[ 0.11294229 0.08092186 0.01181641 0.26739621 -0.10712349 -0.05639238
-0.05566027 -0.08625817 -0.18840334 -0.07078256 -0.05817173 0.10869284
-0.60447616]
[ 0.06468767 -0.13528607 0.15338171 0.51979792 0.22306134 0.01070165
-0.305219 -0.32977549 0.02648906 -0.54453751 0.30834502 0.80439633
-0.96107621]
[ 0.02107184 0.07702012 -0.21466685 0.13430925 0.03577535 -0.00358192
-0.21592354 -0.36396663 -0.28301192 -0.28470353 -0.00393238 -0.1375599
-0.19916936]
[-0.07647281 -0.19874376 0.05563502 0.00396815 -0.12201385 -0.13761922
-0.09773801 -0.07923974 0.00436949 -0.42190633 -0.36116623 -0.18940261
0.17912917]
[-0.01638148 -0.25621178 0.04695434 -0.40550804 -0.18192321 -0.23570429
-0.38949041 -0.05933629 -0.08711113 -0.01928519 -0.25188036 0.33364343
0.21619703]
[ 0.15424125 0.06440412 -0.11144384 -0.41313574 -0.05142902 -0.1046964
-0.27291976 -0.06815362 -0.23217302 -0.28093711 -0.27082533 0.57373902
0.13230508]
[-0.19121131 -0.16996898 -0.12084064 -0.38589192 -0.04174642 0.02285111
-0.28582618 -0.30853167 -0.1836917 -0.13000414 -0.28500656 0.47932956
0.02487002]
[-0.05569299 -0.19389906 -0.17043171 -0.41097201 -0.0377561 0.03974855
-0.15886265 -0.1427069 -0.28239621 -0.36960474 -0.11603815 0.33349246
0.14509248]
[ 0.09053207 0.09885315 -0.02170155 -0.33716069 -0.31236239 0.00353265
-0.25559366 -0.37926358 -0.35596933 -0.08509464 -0.16715929 0.38049697
0.11133788]
[-0.05847849 -0.01042255 -0.28502267 -0.11128913 0.07001061 0.15497932
-0.25387452 -0.19555301 -0.0577694 -0.04393617 0.15257776 0.78273229
-0.07036052]
[ 0.15067427 0.31986931 -0.19397863 0.81302001 0.10292378 0.00434905
-0.18374848 -0.3623999 -0.2143942 -0.29046483 0.77415409 0.90327021
-1.51856984]
[ 0.00891632 0.15924376 0.05893659 0.43818859 -0.01206683 -0.0632141
-0.25662314 -0.3082457 -0.26983113 -0.16721592 0.60069407 0.87254049
-1.44174351]
[-0.01840022 -0.14637078 -0.14615265 0.34431736 -0.19011926 0.23880298
-0.00643487 -0.1427962 -0.22086348 -0.3084094 0.20705285 0.51803597
-0.76461832]
[ 0.08761333 -0.38406317 -0.05015017 0.03861197 -0.12007823 0.20008292
0.09821525 0.18654979 -0.18679214 0.02398989 -0.06258478 0.25684697
-0.4092069 ]
[ 0.21298236 -0.29603083 -0.11852895 -0.06167929 -0.21823424 0.12273274
0.04678489 -0.11418973 -0.0645389 -0.02912775 -0.16268951 -0.22428541
-0.25100358]
[-0.1317415 -0.08115187 0.03842352 -0.24558367 -0.06038326 -0.14135267
0.05829753 0.00914583 -0.09746343 0.03662026 -0.33273383 -0.50460859
-0.13278836]
[-0.14382197 -0.13446852 -0.06933341 -0.29496221 -0.34451753 -0.28942831
0.16891906 0.15298849 0.00913145 0.129245 -0.28959155 -0.90826326
0.03862649]
[-0.12925469 -0.25021679 -0.30553861 -1.09922661 -0.30542736 -0.2095821
-0.07309371 -0.04890985 0.05515639 -0.49500848 -0.83570117 -0.66794714
-1.53762721]
[-0.12535707 0.13553883 0.01230963 0.18666803 -0.20021985 -0.17769856
-0.16199701 0.00505926 -0.15016178 -0.12145612 -0.09892015 -0.39428269
0.11806499]
[-0.36545059 -0.11804405 -0.27354134 0.41591844 -0.19984133 -0.23327254
-0.17249635 -0.09616931 -0.00384752 0.04642797 0.14289567 -0.34275893
0.30887907]
[-0.12959015 -0.05144581 -0.25442777 0.27141698 -0.22921821 -0.27986513
-0.3956834 -0.04374777 0.0070093 -0.08598529 -0.15218204 -0.30547852
0.22179474]
[-0.2615033 -0.53348408 -0.34175297 0.0908135 -0.31821015 -0.23446745
-0.23426541 -0.22392545 -0.02047969 -0.27744019 0.01321138 -0.38885585
0.1629868 ]
[-0.22871232 -0.29600646 -0.32295573 -0.04266841 -0.08572097 -0.15206392
-0.11967126 0.0310535 -0.21440118 -0.51185435 -0.21497304 -0.27994571
-0.02546946]
[-0.08961342 -0.02013941 -0.24560206 -1.16721312 -0.27963799 -0.26026467
0.15445528 -0.5063793 0.15134276 -0.22132293 -0.83251454 -0.45345456
-1.46507199]]
Progress: 36.0% ... Training loss: 0.178 ... Validation loss: 0.310[[-0.26859988]
[ 0.24237386]
[-0.07017977]
[ 1.47661887]
[ 0.24938731]
[-0.04066187]
[-0.97587297]
[-0.80575802]
[-0.52308358]
[-0.82855225]
[ 1.33357563]
[ 3.03688414]
[-2.68248318]]
[[-0.51845142 -0.48882774 -0.59190951 0.1091258 -0.28603492 -0.59692607
0.14604965 -0.22866196 -0.26251068 -0.30202142 0.33001405 1.13504838
0.39380411]
[ 0.01416194 -0.13329156 0.04785458 -0.14576478 -0.03764752 0.05835366
-0.06971111 0.18450378 -0.14933352 -0.16887988 -0.15643372 -0.11319618
-0.20174075]
[-0.3040267 0.14021166 -0.04213506 0.05672512 0.07595865 -0.13870144
-0.17287716 -0.23374321 0.27551597 -0.64388677 0.10597799 0.6938821
0.81324317]
[ 0.2750391 -0.24968714 -0.27449152 0.17612549 -0.26542331 0.01205899
0.67046411 -0.64298348 0.37884107 -0.19325125 -0.03068825 -0.33046603
-0.38530092]
[ 0.14898317 0.01549104 0.11445527 -0.14430242 -0.02242007 0.07498247
-0.16427959 -0.1794768 0.07497995 0.2637226 0.02630985 -0.06200604
-0.09555123]
[-0.48784497 -0.6259634 -0.60039982 -0.60505576 -0.5993197 -0.56525566
-0.43801709 -0.14482397 -0.49831744 -0.22454998 -0.63466133 -0.94136919
-0.74129968]
[-0.41519717 -0.59378832 -0.32964426 -0.48130435 -0.41888379 -0.56633068
-0.38932642 -0.4959515 -0.31319141 -0.09745641 -0.51814426 -0.60487026
-0.68750336]
[-0.34755091 -0.34596513 -0.49089382 -0.13448818 -0.32369983 -0.42867889
-0.25650386 -0.30815179 -0.26905586 -0.6106819 -0.32716243 -0.81797465
-0.71049596]
[-0.46559787 -0.33753507 -0.38763159 -0.29356146 -0.3312549 -0.21921526
-0.02714193 -0.48108879 -0.26522263 -0.4666559 -0.23497375 -0.29154252
-0.27318884]
[-0.95832052 -0.96088023 -0.99390542 -0.73677821 -1.0541989 -0.99349624
-0.51041661 -0.56308318 -0.73028061 -0.56964121 -0.83710386 -0.70212989
-0.92857711]
[-0.51386495 -0.27125813 -0.47510535 -0.43187557 -0.34636901 -0.36634704
-0.6346673 -0.6488563 -0.67212461 -0.1065712 -0.60307839 -0.85791772
-0.76651189]
[-0.12334287 0.02778242 -0.34595777 -0.49424077 -0.10125583 -0.07632889
-0.22625044 -0.46221045 -0.20325394 0.03390819 -0.54938637 -1.24637572
-0.83709831]
[-0.01805215 0.20359614 0.10204989 0.06619953 0.08340989 0.0259775
0.09795189 -0.08670317 -0.1621883 -0.25621308 -0.25369659 0.19486595
0.10671558]
[-0.25552434 -0.12724139 0.16415627 -0.30685773 -0.13635343 0.11329319
-0.13962568 0.01362882 -0.08710787 0.06858941 -0.23817221 -0.49737864
-0.08695037]
[-0.0960809 -0.26616198 -0.18160418 -0.27691869 -0.47664841 -0.08759554
-0.1027669 -0.00623329 -0.08775992 -0.0072074 -0.2469795 -0.47259256
-0.2535911 ]
[-0.0643118 -0.03915739 -0.22524385 -0.25798725 0.10631968 -0.1609664
-0.24155769 0.14454828 -0.02963701 0.16376373 -0.22098642 -0.00650625
-0.08903258]
[ 0.03597933 -0.16578031 -0.15023633 -0.09411724 -0.12456112 -0.10765898
0.10356012 -0.14560742 -0.02757116 0.03380866 -0.04669888 -0.14402029
-0.0356753 ]
[-0.29648106 -0.13277283 -0.08229434 -0.13773449 -0.29349974 -0.27755354
-0.35278696 -0.01541261 -0.3382254 -0.23458042 0.15103259 -0.13945529
0.0609059 ]
[-0.23346618 -0.12448848 -0.0968567 -0.04872052 -0.08623113 -0.12145121
-0.07022786 -0.01218261 -0.13423323 -0.13022146 -0.01628367 -0.26976098
-0.1940268 ]
[-0.18413286 -0.07377969 -0.23137156 -0.1940205 -0.16012119 -0.20739275
-0.3799769 -0.1292176 0.12136651 -0.26123315 -0.35882631 -0.41632575
-0.49185501]
[-0.37156784 -0.05565623 -0.15287751 -0.0937589 -0.04455741 -0.31439431
0.04132762 -0.09196832 -0.11876606 0.03878443 0.0512573 -0.2812901
-0.3997697 ]
[-0.15787119 -0.13767501 -0.05493537 -0.22735064 -0.1243237 -0.29605959
0.07054826 -0.17097393 -0.19214364 0.04910959 0.18869951 0.05280904
-0.14461078]
[-0.12709728 -0.17139423 -0.11509311 -0.31883054 0.09196315 -0.01811836
-0.15212414 -0.17732187 0.11738416 -0.08572759 -0.14550933 -0.07433604
-0.28720669]
[-0.03648765 -0.03584399 -0.15023899 -0.14740898 -0.2320799 0.06298796
-0.03555959 -0.04186316 -0.2192085 -0.08715015 -0.16147016 -0.39618848
-0.22504409]
[-0.06902192 0.02112879 -0.12952179 -0.35211695 0.11922543 0.01996343
-0.19732002 -0.14839152 0.12711487 -0.05347497 -0.32061601 -0.30562318
-0.33296086]
[ 0.06401755 -0.29919904 -0.08865147 -0.46563713 -0.21382878 -0.09186124
0.02691337 0.06518383 -0.04435274 0.26327531 -0.54646192 -0.90100882
0.46965671]
[-0.23247904 -0.2361861 -0.13484806 -0.32260649 -0.29407321 -0.09528426
0.18803164 0.02418917 0.26685753 0.01701871 -0.43056002 -1.08790705
0.66097881]
[-0.02465481 -0.17927224 0.01786801 -0.32915569 -0.16467043 0.16339709
0.19804859 0.2402888 -0.03977097 0.20837188 -0.2532675 -1.19390851
0.7816325 ]
[-0.00997231 -0.03806382 -0.12834507 -0.14044536 -0.17455217 -0.04920512
0.31070474 0.15658767 0.25173091 0.34600924 -0.51272428 -1.14886171
0.81690993]
[-0.09056306 -0.27514604 0.0563341 -0.34595225 -0.14573368 0.11505178
0.39376714 0.14232996 -0.06657172 0.1504214 -0.57591067 -1.12940739
0.86721255]
[ 0.11369842 -0.08617591 0.01340545 -0.16381428 -0.08005924 -0.02003778
0.28792235 0.37355268 0.43001405 0.24793302 -0.57683598 -1.07870979
0.59394587]
[ 0.00450016 -0.14562058 0.02363991 0.02205595 -0.09872105 -0.28328858
0.15101346 0.38541 0.04139077 0.1414214 -0.28281786 -0.92201735
0.21872083]
[ 0.11314756 0.08073274 0.01186619 0.26725858 -0.10736147 -0.05636731
-0.05535045 -0.08515337 -0.18834359 -0.06950616 -0.05881755 0.10645314
-0.60431668]
[ 0.06544936 -0.13555897 0.15349196 0.51754643 0.22268303 0.01081035
-0.30264464 -0.32852533 0.02718104 -0.54271213 0.30740449 0.80502459
-0.96293138]
[ 0.02099837 0.07707118 -0.21468028 0.13458074 0.03585418 -0.00359257
-0.21601805 -0.3641599 -0.28304315 -0.28506746 -0.0037632 -0.13747484
-0.19931289]
[-0.07633968 -0.19884776 0.05566925 0.00273319 -0.12213883 -0.13760149
-0.09699424 -0.07878378 0.0047994 -0.42147407 -0.36204 -0.19068616
0.18091302]
[-0.01661973 -0.25614707 0.04694766 -0.40534668 -0.1819073 -0.23572564
-0.3907436 -0.05925188 -0.08742571 -0.01959298 -0.25204226 0.33193868
0.2180016 ]
[ 0.15423622 0.06451759 -0.11145965 -0.41375079 -0.05140476 -0.10470081
-0.27303721 -0.06796193 -0.23232785 -0.28080165 -0.27088379 0.57519233
0.13271632]
[-0.1915591 -0.16954329 -0.12096017 -0.38591938 -0.04126002 0.02279514
-0.28727084 -0.3097765 -0.18468848 -0.13147773 -0.28442412 0.48540175
0.02513274]
[-0.05550038 -0.19428345 -0.17034757 -0.41384807 -0.03828039 0.0397845
-0.15785694 -0.14056232 -0.28157903 -0.36846529 -0.11970726 0.32554814
0.15297005]
[ 0.09057074 0.09863732 -0.02167417 -0.33878441 -0.31257232 0.00354398
-0.25507909 -0.37833284 -0.35564555 -0.08502814 -0.16869601 0.37831067
0.11402766]
[-0.05794011 -0.01119672 -0.28488461 -0.11491274 0.06929554 0.15506434
-0.2519964 -0.19358245 -0.05625605 -0.04154304 0.14866099 0.77317237
-0.06383977]
[ 0.15038579 0.31997883 -0.19400447 0.81453826 0.10302829 0.00431577
-0.18509238 -0.36230381 -0.21491715 -0.29094198 0.77503629 0.90456343
-1.51857198]
[ 0.00933655 0.15889368 0.05905208 0.43665661 -0.01242708 -0.06316389
-0.25603164 -0.30612953 -0.26954604 -0.16473234 0.59855155 0.86545944
-1.44227385]
[-0.01814985 -0.146547 -0.14611573 0.34327472 -0.19031354 0.23883892
-0.00540348 -0.14217273 -0.22041227 -0.30793392 0.20642618 0.51525515
-0.76457215]
[ 0.08745892 -0.38394383 -0.05018106 0.04026026 -0.11995319 0.20005856
0.09707987 0.18581708 -0.18719369 0.02327003 -0.06150085 0.25880275
-0.4106945 ]
[ 0.21272567 -0.29582297 -0.11857111 -0.05914893 -0.21802858 0.12270552
0.04501642 -0.11522339 -0.06552425 -0.02983799 -0.16085688 -0.21881391
-0.25489874]
[-0.1316535 -0.08122388 0.03844316 -0.24658359 -0.06045959 -0.1413413
0.05892223 0.00957644 -0.09717209 0.03708121 -0.33333438 -0.5056506
-0.13150598]
[-0.14408484 -0.1341604 -0.0694095 -0.29404391 -0.34416845 -0.28946986
0.16834832 0.15245682 0.00880272 0.12822817 -0.28883314 -0.90869902
0.03660102]
[-0.12918931 -0.25008595 -0.30558401 -1.1005056 -0.30542143 -0.20959241
-0.07182275 -0.04816561 0.05507051 -0.49424067 -0.83653719 -0.66724386
-1.53862209]
[-0.12539118 0.13539785 0.01233631 0.18541661 -0.20031482 -0.17770036
-0.16167774 0.00590279 -0.14967312 -0.12118595 -0.10051672 -0.3992794
0.12373654]
[-0.36542497 -0.11823025 -0.2735042 0.41624108 -0.20004794 -0.23325746
-0.17326905 -0.09580892 -0.00371874 0.04703342 0.14239505 -0.347866
0.31107823]
[-0.12979118 -0.05126817 -0.25443483 0.27507149 -0.22899649 -0.27988946
-0.39762432 -0.04386204 0.00586264 -0.08571609 -0.1500516 -0.30172509
0.21802932]
[-0.26146876 -0.53346737 -0.34173454 0.08991169 -0.31822393 -0.23446074
-0.23330929 -0.22248686 -0.02018497 -0.27650097 0.01241394 -0.3933471
0.16693902]
[-0.22763783 -0.29704314 -0.32270603 -0.05289602 -0.08701276 -0.15190418
-0.11483928 0.03700556 -0.21213738 -0.5081483 -0.22422047 -0.29857713
-0.01619707]
[-0.08973301 -0.02019911 -0.24561771 -1.16713648 -0.27969548 -0.26026787
0.15295162 -0.50694606 0.15102458 -0.22194136 -0.83260046 -0.44901691
-1.46685559]]
Progress: 36.1% ... Training loss: 0.177 ... Validation loss: 0.309[[-0.25913408]
[ 0.26008107]
[-0.05796158]
[ 1.50086333]
[ 0.26775555]
[-0.02993474]
[-0.97102416]
[-0.78039983]
[-0.51293266]
[-0.80722541]
[ 1.35839545]
[ 3.07960978]
[-2.67320387]]
[[-0.51983133 -0.48619689 -0.59240121 0.12902128 -0.28332182 -0.59717262
0.14286135 -0.23909406 -0.26619338 -0.31008991 0.34778104 1.16949599
0.37085655]
[ 0.01413206 -0.13327368 0.04785188 -0.14614412 -0.03763793 0.05834874
-0.0696661 0.18450989 -0.14928635 -0.16904369 -0.1569204 -0.11502757
-0.20088439]
[-0.30373565 0.14159648 -0.04216957 0.06921222 0.07731236 -0.13868759
-0.16891037 -0.23571596 0.27497747 -0.64336114 0.11579233 0.70829431
0.80514841]
[ 0.27768966 -0.25372451 -0.2735996 0.14604608 -0.26939914 0.01248392
0.68019166 -0.62515867 0.38633465 -0.17973864 -0.05716292 -0.38270776
-0.33968305]
[ 0.1472661 0.0171596 0.11392924 -0.13751659 -0.02086508 0.07472652
-0.1694197 -0.18806962 0.07209668 0.25372804 0.03402893 -0.03987155
-0.10306681]
[-0.48854464 -0.62543416 -0.60062648 -0.60240673 -0.59873561 -0.56536543
-0.43997938 -0.14934448 -0.49939244 -0.2289799 -0.63182862 -0.93357396
-0.74811072]
[-0.41620193 -0.59224988 -0.32997062 -0.4716349 -0.41712988 -0.56648685
-0.39309446 -0.50087067 -0.31608797 -0.10173525 -0.50819215 -0.58727107
-0.70092179]
[-0.34706087 -0.34585233 -0.49087425 -0.13199828 -0.32370927 -0.42862721
-0.25187931 -0.30993606 -0.26795892 -0.61017805 -0.32602778 -0.8150113
-0.71196367]
[-0.46643153 -0.33661554 -0.38780154 -0.28779026 -0.33036359 -0.21935311
-0.03080479 -0.4829538 -0.26698228 -0.46915782 -0.22980809 -0.28112027
-0.27700034]
[-0.95927182 -0.9595809 -0.99426242 -0.72610654 -1.05302255 -0.99364623
-0.51247956 -0.57111168 -0.73279857 -0.57606941 -0.82780888 -0.68148708
-0.94288195]
[-0.51463177 -0.26989541 -0.47537025 -0.42395352 -0.34473039 -0.36649277
-0.63614157 -0.65315866 -0.67357241 -0.10986864 -0.59526359 -0.84602027
-0.77779686]
[-0.1236728 0.02822038 -0.34603927 -0.49225491 -0.10085092 -0.07638529
-0.22748184 -0.46296854 -0.20392245 0.032927 -0.54741102 -1.24013595
-0.83701718]
[-0.01805215 0.20359614 0.10204989 0.06619953 0.08340989 0.0259775
0.09795189 -0.08670317 -0.1621883 -0.25621308 -0.25369659 0.19486595
0.10671558]
[-0.25581893 -0.12694112 0.1640461 -0.30505142 -0.13605222 0.11323792
-0.1402468 0.01140261 -0.08745727 0.06636336 -0.23629319 -0.49308735
-0.08943079]
[-0.09628917 -0.26602905 -0.18166188 -0.27619365 -0.47653661 -0.08762287
-0.10342868 -0.00751865 -0.08809441 -0.0083717 -0.24626223 -0.47057582
-0.25487421]
[-0.06490694 -0.03792661 -0.2254725 -0.24982037 0.10782993 -0.16107355
-0.2435046 0.14037392 -0.0313009 0.1607358 -0.21308698 0.00650075
-0.10240427]
[ 0.03592455 -0.16581197 -0.15022959 -0.09403477 -0.12461435 -0.10766457
0.10328037 -0.14491981 -0.02768718 0.0339498 -0.04687565 -0.14649003
-0.03555992]
[-0.29671551 -0.1324668 -0.082401 -0.13694417 -0.29321753 -0.27758742
-0.35426779 -0.01696249 -0.3393006 -0.2357376 0.15287075 -0.13129399
0.05833583]
[-0.23337084 -0.12482211 -0.09680016 -0.05149818 -0.08654983 -0.12141696
-0.06899067 -0.01078433 -0.13349313 -0.12996248 -0.01873032 -0.27528077
-0.18757791]
[-0.18435725 -0.07288331 -0.23151367 -0.18547593 -0.15936014 -0.20744909
-0.38019319 -0.13321399 0.11995146 -0.26265799 -0.35210713 -0.39990401
-0.50599867]
[-0.37147109 -0.05562868 -0.15286414 -0.09346325 -0.04460193 -0.31437968
0.04250844 -0.09187731 -0.11837336 0.03891572 0.05173093 -0.28293947
-0.39830357]
[-0.15737743 -0.13818528 -0.05484081 -0.23111792 -0.12474727 -0.29599831
0.07320969 -0.16998749 -0.19072928 0.05056834 0.18503483 0.04605431
-0.138983 ]
[-0.12760494 -0.17077683 -0.11519861 -0.31477218 0.09257489 -0.01820313
-0.15442481 -0.17839662 0.11616821 -0.08721809 -0.14184139 -0.06617787
-0.2900161 ]
[-0.03665955 -0.03570519 -0.15027805 -0.14699617 -0.23192928 0.06295756
-0.03608548 -0.04229227 -0.21941935 -0.08780983 -0.16096668 -0.39579494
-0.22574836]
[-0.06946463 0.02145423 -0.12960654 -0.34987482 0.11955643 0.01990191
-0.19913484 -0.14990773 0.12631426 -0.05502148 -0.3189409 -0.30289932
-0.33476509]
[ 0.06397366 -0.2991673 -0.08867073 -0.46626543 -0.21378974 -0.09187373
0.02721051 0.06487368 -0.04418638 0.26301229 -0.54679583 -0.90188017
0.47087989]
[-0.23254646 -0.23614257 -0.13486474 -0.32234221 -0.29402447 -0.09529207
0.18759796 0.02387721 0.26660776 0.01673825 -0.43023084 -1.08739065
0.66021883]
[-0.02463055 -0.17930176 0.0178737 -0.32977258 -0.16471022 0.16340109
0.19845507 0.24053845 -0.03957202 0.20847608 -0.25369376 -1.1948917
0.78311509]
[-0.01007969 -0.03799303 -0.12836118 -0.13987981 -0.17448459 -0.04922007
0.31020376 0.15632638 0.25145684 0.3457021 -0.51241433 -1.14860352
0.81598434]
[-0.09069497 -0.27506485 0.05629944 -0.34551381 -0.14564756 0.11503099
0.39320947 0.14174169 -0.06680717 0.14985419 -0.57558384 -1.12916188
0.86610291]
[ 0.11365328 -0.08619548 0.01340457 -0.16385023 -0.08007101 -0.02004079
0.28793137 0.37352602 0.4300514 0.24777229 -0.57683749 -1.07890074
0.59424218]
[ 0.0046462 -0.145724 0.02365982 0.02224391 -0.09879169 -0.28327509
0.15181775 0.38555786 0.04185309 0.14144401 -0.28245618 -0.92179581
0.21671936]
[ 0.11328224 0.08078431 0.01186715 0.26838563 -0.10733386 -0.05635243
-0.05488883 -0.08516251 -0.18849764 -0.06909681 -0.05804838 0.10989943
-0.60673664]
[ 0.06537058 -0.13548297 0.15347062 0.5182054 0.22277082 0.01079933
-0.30291546 -0.32863987 0.02695871 -0.54288421 0.3078975 0.80622442
-0.96352325]
[ 0.02094214 0.07706199 -0.21467768 0.13474474 0.03581144 -0.00360593
-0.21592886 -0.36349562 -0.28297724 -0.2849046 -0.00403227 -0.14061561
-0.19897527]
[-0.07658377 -0.19859908 0.05558701 0.00286695 -0.12193389 -0.13762886
-0.09811069 -0.08022874 0.00420564 -0.42281309 -0.36154139 -0.18718921
0.18055764]
[-0.01700566 -0.25592618 0.04686055 -0.40475651 -0.18164088 -0.23577499
-0.39171348 -0.06046339 -0.08794143 -0.02105731 -0.25137264 0.33261669
0.21748321]
[ 0.15415598 0.0645752 -0.11148155 -0.41368074 -0.05135266 -0.10471241
-0.2732248 -0.06835746 -0.23241802 -0.2812045 -0.27075935 0.57550592
0.1326223 ]
[-0.19126117 -0.16992744 -0.12089094 -0.38894678 -0.04160271 0.02284463
-0.28612992 -0.30922165 -0.18402648 -0.13055346 -0.2864539 0.48464173
0.02900648]
[-0.05553023 -0.19424322 -0.17035735 -0.41365461 -0.0382322 0.03977858
-0.15795733 -0.14071537 -0.28162374 -0.36856286 -0.1194958 0.32600195
0.15253279]
[ 0.09053722 0.09864528 -0.02171085 -0.34050058 -0.31253128 0.0035277
-0.25433867 -0.37920462 -0.35527632 -0.08601606 -0.16997327 0.37746742
0.11695833]
[-0.05792342 -0.01115795 -0.28488594 -0.11446643 0.06934901 0.15506399
-0.25213765 -0.19392974 -0.05638932 -0.0414697 0.14915974 0.77413021
-0.06512134]
[ 0.14913255 0.32201577 -0.19435199 0.82947566 0.10522373 0.00409767
-0.19058014 -0.36780234 -0.21817587 -0.29577012 0.78868433 0.92880055
-1.53365666]
[ 0.00912093 0.15950626 0.05894039 0.44252699 -0.01189668 -0.06319822
-0.25677069 -0.30815007 -0.27067014 -0.16572796 0.6037591 0.87363143
-1.44930567]
[-0.01808774 -0.14651621 -0.1461037 0.34337372 -0.19036827 0.23885335
-0.00462228 -0.14246446 -0.22024493 -0.30795122 0.20614885 0.51536934
-0.76471276]
[ 0.08734431 -0.38372045 -0.0502202 0.042617 -0.11971051 0.20003478
0.09658236 0.18429173 -0.18779571 0.02272285 -0.06003571 0.26379641
-0.41495361]
[ 0.21278663 -0.29593637 -0.11855458 -0.05984018 -0.21812344 0.12271299
0.04590116 -0.11464312 -0.0651032 -0.02982528 -0.16152523 -0.22198655
-0.25419928]
[-0.13160438 -0.08130672 0.03845237 -0.24721195 -0.06054677 -0.14133251
0.05939197 0.00954051 -0.09691913 0.03690242 -0.33382349 -0.50636685
-0.1308216 ]
[-0.14403683 -0.13419094 -0.06940275 -0.29422352 -0.34419572 -0.28946403
0.16849798 0.15258915 0.00886312 0.12842133 -0.28888886 -0.90854548
0.03657573]
[-0.12922309 -0.25009348 -0.30563783 -1.10222819 -0.30547581 -0.20961938
-0.07034926 -0.04816594 0.05559798 -0.49517784 -0.83717302 -0.66809283
-1.53919413]
[-0.12581338 0.13586505 0.01227894 0.18781525 -0.19986709 -0.17776924
-0.16336102 0.005671 -0.15028066 -0.12231941 -0.09833611 -0.39573846
0.12653738]
[-0.36498891 -0.11864821 -0.27342019 0.41337907 -0.20046161 -0.23319437
-0.17136493 -0.09493235 -0.00275932 0.04849622 0.13993982 -0.35140615
0.31450691]
[-0.13016457 -0.05004904 -0.25464613 0.286353 -0.22785742 -0.27997116
-0.39902754 -0.05010141 0.00343671 -0.08779813 -0.14103016 -0.27951288
0.20187019]
[-0.26186606 -0.53317107 -0.34185256 0.09405957 -0.31784457 -0.23451467
-0.23564881 -0.22510315 -0.02124563 -0.27887385 0.01646963 -0.38450461
0.16077491]
[-0.22855969 -0.29574098 -0.3229553 -0.04591563 -0.08551974 -0.15205171
-0.11654361 0.03321473 -0.21344076 -0.51237219 -0.21761316 -0.29113284
-0.02338279]
[-0.09006858 -0.0199584 -0.24571535 -1.16678072 -0.27946672 -0.26030408
0.15193571 -0.50803296 0.15030093 -0.22336156 -0.8322893 -0.4478877
-1.46851279]]
Progress: 36.1% ... Training loss: 0.187 ... Validation loss: 0.314[[-0.26666228]
[ 0.24496494]
[-0.06814363]
[ 1.46988457]
[ 0.25093789]
[-0.03731932]
[-0.99742035]
[-0.79765554]
[-0.53903878]
[-0.81913688]
[ 1.33098216]
[ 3.04002768]
[-2.70667432]]
[[ -5.17846566e-01 -4.88670782e-01 -5.91958063e-01 1.10031967e-01
-2.85873550e-01 -5.96969720e-01 1.57760377e-01 -2.29895366e-01
-2.59111784e-01 -3.01695938e-01 3.28576074e-01 1.12593420e+00
4.05593348e-01]
[ 1.40603661e-02 -1.33093937e-01 4.78279579e-02 -1.44968970e-01
-3.74800779e-02 5.83398621e-02 -6.99978592e-02 1.83735871e-01
-1.49638567e-01 -1.69322240e-01 -1.55969581e-01 -1.12744717e-01
-2.03801674e-01]
[ -3.01202419e-01 1.37926944e-01 -4.15382105e-02 4.64071778e-02
7.37189137e-02 -1.38373464e-01 -1.50697731e-01 -2.23395607e-01
2.85280555e-01 -6.35353663e-01 9.47862987e-02 6.56929957e-01
8.41563429e-01]
[ 2.78220603e-01 -2.53564279e-01 -2.73597111e-01 1.44165985e-01
-2.69326640e-01 1.25101777e-02 6.83363773e-01 -6.26336413e-01
3.87053601e-01 -1.78431405e-01 -5.70091675e-02 -3.80741113e-01
-3.48890326e-01]
[ 1.46191916e-01 1.93641847e-02 1.13566757e-01 -1.17964218e-01
-1.81443420e-02 7.45136080e-02 -1.79959118e-01 -1.97071782e-01
6.66841077e-02 2.52999356e-01 4.81667273e-02 1.02980090e-03
-1.21028528e-01]
[ -4.88400832e-01 -6.25685448e-01 -6.00629024e-01 -6.04872723e-01
-5.99045028e-01 -5.65357503e-01 -4.39399345e-01 -1.49823334e-01
-4.99386517e-01 -2.28886430e-01 -6.33644621e-01 -9.35982761e-01
-7.47616251e-01]
[ -4.15125140e-01 -5.93301387e-01 -3.29728858e-01 -4.81325720e-01
-4.18352765e-01 -5.66380705e-01 -3.85559993e-01 -4.96706215e-01
-3.12309615e-01 -9.67204102e-02 -5.16869673e-01 -6.07943708e-01
-6.84439800e-01]
[ -3.45552022e-01 -3.48139180e-01 -4.90522035e-01 -1.48359578e-01
-3.25932789e-01 -4.28464829e-01 -2.40058757e-01 -3.01892888e-01
-2.61347101e-01 -6.05621371e-01 -3.40324722e-01 -8.50071101e-01
-6.88662706e-01]
[ -4.67066260e-01 -3.36326569e-01 -3.87860924e-01 -2.91254521e-01
-3.30269752e-01 -2.19409348e-01 -3.18948647e-02 -4.83505971e-01
-2.67708325e-01 -4.71008140e-01 -2.32128194e-01 -2.83078798e-01
-2.69597981e-01]
[ -9.58163310e-01 -9.61579056e-01 -9.93948152e-01 -7.45998390e-01
-1.05513562e+00 -9.93532717e-01 -4.99229502e-01 -5.63094183e-01
-7.25968836e-01 -5.72361672e-01 -8.43864184e-01 -7.22566747e-01
-9.12820823e-01]
[ -5.14020879e-01 -2.70818985e-01 -4.75189549e-01 -4.32197762e-01
-3.45834682e-01 -3.66414557e-01 -6.32622051e-01 -6.50663670e-01
-6.71436103e-01 -1.06893040e-01 -6.02650072e-01 -8.59469736e-01
-7.61288468e-01]
[ -1.23297485e-01 2.78414337e-02 -3.46002184e-01 -4.96101193e-01
-1.01295547e-01 -7.63567967e-02 -2.25406452e-01 -4.62304430e-01
-2.03218437e-01 3.40583374e-02 -5.51079809e-01 -1.24570660e+00
-8.35906907e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.55877914e-01 -1.26904124e-01 1.64034284e-01 -3.04764743e-01
-1.36008062e-01 1.13226672e-01 -1.40789085e-01 1.10096704e-02
-8.76368140e-02 6.59501097e-02 -2.35985123e-01 -4.92527348e-01
-8.98120721e-02]
[ -9.67844193e-02 -2.65709609e-01 -1.81730703e-01 -2.75713275e-01
-4.76292009e-01 -8.76732932e-02 -1.04753810e-01 -9.09980043e-03
-8.89090772e-02 -1.02503216e-02 -2.45951492e-01 -4.70359339e-01
-2.54602611e-01]
[ -6.45687367e-02 -3.82047267e-02 -2.25427451e-01 -2.50074694e-01
1.07578771e-01 -1.61042184e-01 -2.42990581e-01 1.41300097e-01
-3.11917670e-02 1.62087544e-01 -2.13437707e-01 5.61858120e-03
-1.03233620e-01]
[ 3.61697070e-02 -1.66021400e-01 -1.50193656e-01 -9.73650232e-02
-1.24854644e-01 -1.07647959e-01 1.05417847e-01 -1.43866467e-01
-2.68309989e-02 3.56458270e-02 -4.91336146e-02 -1.50249235e-01
-2.84759413e-02]
[ -2.96239684e-01 -1.32974934e-01 -8.22813072e-02 -1.40993804e-01
-2.93771530e-01 -2.77537928e-01 -3.50842171e-01 -1.52441593e-02
-3.37568464e-01 -2.33269648e-01 1.48411511e-01 -1.41636570e-01
6.69196869e-02]
[ -2.33136376e-01 -1.25121288e-01 -9.67340274e-02 -5.35134157e-02
-8.69486979e-02 -1.21391756e-01 -6.70173480e-02 -9.71947018e-03
-1.32245743e-01 -1.29759009e-01 -2.08179156e-02 -2.82254824e-01
-1.87833412e-01]
[ -1.83868424e-01 -7.35035294e-02 -2.31414865e-01 -1.89797330e-01
-1.60018189e-01 -2.07395155e-01 -3.76584749e-01 -1.31121706e-01
1.22151829e-01 -2.61769591e-01 -3.54616030e-01 -4.09327413e-01
-5.02715145e-01]
[ -3.71052197e-01 -5.65525584e-02 -1.52730567e-01 -1.01750887e-01
-4.55203969e-02 -3.14323091e-01 4.65477091e-02 -8.83534291e-02
-1.16017825e-01 4.04968249e-02 4.49139020e-02 -2.98520030e-01
-3.83084689e-01]
[ -1.56606093e-01 -1.39269173e-01 -5.46612491e-02 -2.38233549e-01
-1.25800764e-01 -2.95912955e-01 7.88831555e-02 -1.66560852e-01
-1.88092248e-01 5.35276783e-02 1.77257041e-01 3.13424565e-02
-1.27512697e-01]
[ -1.27635265e-01 -1.70809858e-01 -1.15190599e-01 -3.16191235e-01
9.25137297e-02 -1.82066791e-02 -1.54105321e-01 -1.78262344e-01
1.16249614e-01 -8.73348193e-02 -1.42763314e-01 -6.84898590e-02
-2.85776953e-01]
[ -3.67240031e-02 -3.54888496e-02 -1.50322442e-01 -1.47869992e-01
-2.31785576e-01 6.29413309e-02 -3.56983386e-02 -4.25013019e-02
-2.19534294e-01 -8.83690212e-02 -1.60735438e-01 -3.93757690e-01
-2.26905893e-01]
[ -6.96936100e-02 2.15366472e-02 -1.29636222e-01 -3.50957257e-01
1.19597483e-01 1.98850024e-02 -2.00500696e-01 -1.50487801e-01
1.25874304e-01 -5.53870551e-02 -3.19720348e-01 -3.01827004e-01
-3.34612927e-01]
[ 6.40093232e-02 -2.99199181e-01 -8.86662114e-02 -4.66715978e-01
-2.13827108e-01 -9.18706730e-02 2.75503424e-02 6.49832238e-02
-4.39909650e-02 2.63084272e-01 -5.47060839e-01 -9.02502141e-01
4.71800873e-01]
[ -2.32588013e-01 -2.36107353e-01 -1.34870910e-01 -3.22338768e-01
-2.94001195e-01 -9.52973421e-02 1.87218367e-01 2.37700484e-02
2.66409184e-01 1.66839268e-02 -4.30189779e-01 -1.08745251e+00
6.60556270e-01]
[ -2.46557046e-02 -1.79377401e-01 1.78799419e-02 -3.30715190e-01
-1.64787508e-01 1.63398354e-01 1.98814214e-01 2.40508862e-01
-3.93413297e-02 2.08316111e-01 -2.54538862e-01 -1.19618190e+00
7.85719190e-01]
[ -9.98146606e-03 -3.81259981e-02 -1.28342645e-01 -1.41864499e-01
-1.74623573e-01 -4.92117719e-02 3.11405863e-01 1.57050186e-01
2.52042898e-01 3.46325412e-01 -5.13716432e-01 -1.15136280e+00
8.20066863e-01]
[ -9.05633885e-02 -2.75200097e-01 5.63304414e-02 -3.46512191e-01
-1.45790840e-01 1.15046052e-01 3.94738707e-01 1.42651459e-01
-6.62029795e-02 1.50371135e-01 -5.76416636e-01 -1.13101661e+00
8.68658237e-01]
[ 1.13715438e-01 -8.63758394e-02 1.34304985e-02 -1.65213560e-01
-8.02707008e-02 -2.00436599e-02 2.89950121e-01 3.74233336e-01
4.30991882e-01 2.48081568e-01 -5.78257825e-01 -1.08362565e+00
5.97849308e-01]
[ 4.72050359e-03 -1.45753679e-01 2.36687710e-02 2.22029060e-02
-9.88252557e-02 -2.83271339e-01 1.52239689e-01 3.85582052e-01
4.20834055e-02 1.41714708e-01 -2.82610934e-01 -9.22422144e-01
2.16600272e-01]
[ 1.13466237e-01 8.06231901e-02 1.18919758e-02 2.66636809e-01
-1.07463175e-01 -5.63291783e-02 -5.39261912e-02 -8.44447034e-02
-1.88150627e-01 -6.85256026e-02 -5.90164788e-02 1.08374369e-01
-6.05318366e-01]
[ 6.58468033e-02 -1.36245015e-01 1.53599844e-01 5.12922851e-01
2.21917610e-01 1.08562458e-02 -2.98939205e-01 -3.26264851e-01
2.94268990e-02 -5.42337193e-01 3.04222603e-01 7.91302788e-01
-9.61118838e-01]
[ 2.08264477e-02 7.71585136e-02 -2.14695542e-01 1.35334320e-01
3.58971685e-02 -3.62099978e-03 -2.16171151e-01 -3.63631099e-01
-2.83016677e-01 -2.85333535e-01 -3.95637006e-03 -1.41904278e-01
-1.98982411e-01]
[ -7.63852597e-02 -1.98810812e-01 5.56453507e-02 4.41178953e-04
-1.22187857e-01 -1.37603663e-01 -9.69920230e-02 -7.96448712e-02
4.94539519e-03 -4.21858131e-01 -3.63683030e-01 -1.91965660e-01
1.85399791e-01]
[ -1.67606617e-02 -2.56314503e-01 4.69354552e-02 -4.07925829e-01
-1.82066501e-01 -2.35746605e-01 -3.90360926e-01 -5.88587651e-02
-8.70545570e-02 -1.98114690e-02 -2.54004132e-01 3.25637976e-01
2.24011316e-01]
[ 1.53615715e-01 6.49871526e-02 -1.11546116e-01 -4.12305085e-01
-5.09925342e-02 -1.04761476e-01 -2.75686033e-01 -7.01207638e-02
-2.33563988e-01 -2.82558218e-01 -2.69546593e-01 5.78687270e-01
1.31238391e-01]
[ -1.90907245e-01 -1.70391607e-01 -1.20797445e-01 -3.92287076e-01
-4.21245615e-02 2.28901078e-02 -2.84501226e-01 -3.08153795e-01
-1.83129635e-01 -1.28918245e-01 -2.89485910e-01 4.78637629e-01
3.49485159e-02]
[ -5.56728741e-02 -1.94212943e-01 -1.70382797e-01 -4.14944480e-01
-3.82566911e-02 3.97715194e-02 -1.57838083e-01 -1.40887035e-01
-2.81697698e-01 -3.69244649e-01 -1.20292439e-01 3.25932670e-01
1.55188993e-01]
[ 9.06397559e-02 9.82608827e-02 -2.16753902e-02 -3.44763934e-01
-3.12881162e-01 3.53641065e-03 -2.52898455e-01 -3.77747094e-01
-3.54602482e-01 -8.52345222e-02 -1.73821155e-01 3.71813227e-01
1.24546087e-01]
[ -5.79135062e-02 -1.11669075e-02 -2.84880619e-01 -1.15399403e-01
6.93324704e-02 1.55060501e-01 -2.52342586e-01 -1.93623854e-01
-5.65747583e-02 -4.11482578e-02 1.48531511e-01 7.75103435e-01
-6.30830968e-02]
[ 1.49423302e-01 3.21838809e-01 -1.94333745e-01 8.28139873e-01
1.05048226e-01 4.12665906e-03 -1.89501187e-01 -3.67574648e-01
-2.17667319e-01 -2.94869822e-01 7.87792705e-01 9.29522766e-01
-1.53389118e+00]
[ 9.41417096e-03 1.59194883e-01 5.89817247e-02 4.40817674e-01
-1.22034290e-02 -6.31713691e-02 -2.55352459e-01 -3.07474727e-01
-2.70051683e-01 -1.65132021e-01 6.01935685e-01 8.70958143e-01
-1.44960690e+00]
[ -1.80136362e-02 -1.46678311e-01 -1.46082007e-01 3.42814383e-01
-1.90502760e-01 2.38862906e-01 -4.05656430e-03 -1.41838980e-01
-2.19837359e-01 -3.07919026e-01 2.05297845e-01 5.11716950e-01
-7.64327545e-01]
[ 8.74392497e-02 -3.83732483e-01 -5.02207465e-02 4.24672646e-02
-1.19728931e-01 2.00042137e-01 9.70912932e-02 1.84170385e-01
-1.87652366e-01 2.27956066e-02 -5.99320471e-02 2.64397757e-01
-4.15840566e-01]
[ 2.12808215e-01 -2.95969157e-01 -1.18544645e-01 -6.02033904e-02
-2.18205473e-01 1.22710285e-01 4.62482920e-02 -1.14156759e-01
-6.50174354e-02 -2.96446600e-02 -1.62341561e-01 -2.25066483e-01
-2.53204680e-01]
[ -1.31430075e-01 -8.14623716e-02 3.84837192e-02 -2.48291841e-01
-6.06880940e-02 -1.41316433e-01 6.04312962e-02 9.89215314e-03
-9.64505559e-02 3.75071597e-02 -3.34801000e-01 -5.07596342e-01
-1.29917461e-01]
[ -1.43997777e-01 -1.34248168e-01 -6.93954313e-02 -2.94743784e-01
-3.44263269e-01 -2.89462470e-01 1.69203427e-01 1.53140574e-01
9.14462940e-03 1.28678754e-01 -2.89531952e-01 -9.10330902e-01
3.73797333e-02]
[ -1.29466555e-01 -2.50146346e-01 -3.05644884e-01 -1.10724074e+00
-3.05687850e-01 -2.09663393e-01 -6.71142864e-02 -4.69810756e-02
5.70612500e-02 -4.96682593e-01 -8.41471503e-01 -6.78453764e-01
-1.53603004e+00]
[ -1.25955827e-01 1.35914400e-01 1.22847741e-02 1.88537937e-01
-1.99848602e-01 -1.77780935e-01 -1.64303712e-01 5.51621329e-03
-1.50542990e-01 -1.22251578e-01 -9.86043351e-02 -3.98058530e-01
1.28425246e-01]
[ -3.63916577e-01 -1.19953358e-01 -2.73203766e-01 4.02683671e-01
-2.01758415e-01 -2.33071509e-01 -1.65441134e-01 -9.13352346e-02
5.37374858e-04 5.28349544e-02 1.31282452e-01 -3.67320374e-01
3.28485104e-01]
[ -1.29577486e-01 -5.08891946e-02 -2.54510267e-01 2.80109892e-01
-2.28594794e-01 -2.79908149e-01 -3.95709318e-01 -4.74278116e-02
5.21212011e-03 -8.51268208e-02 -1.46013567e-01 -2.89892744e-01
2.13887228e-01]
[ -2.61596915e-01 -5.33704690e-01 -3.41756944e-01 9.02782016e-02
-3.18475115e-01 -2.34466512e-01 -2.33216106e-01 -2.23490301e-01
-2.01253322e-02 -2.78062202e-01 1.28401932e-02 -3.92164974e-01
1.71091392e-01]
[ -2.27980190e-01 -2.96168317e-01 -3.22896886e-01 -5.09281954e-02
-8.60868379e-02 -1.51992393e-01 -1.13176543e-01 3.53960423e-02
-2.12112531e-01 -5.10407503e-01 -2.21346269e-01 -2.97118472e-01
-1.87914405e-02]
[ -9.00960226e-02 -2.01493010e-02 -2.45688387e-01 -1.16874079e+00
-2.79703348e-01 -2.60321493e-01 1.53446618e-01 -5.07951315e-01
1.51249399e-01 -2.23896342e-01 -8.33829858e-01 -4.55366389e-01
-1.46678803e+00]]
Progress: 36.2% ... Training loss: 0.182 ... Validation loss: 0.321[[-0.2501979 ]
[ 0.25723132]
[-0.05758758]
[ 1.50074967]
[ 0.26504104]
[-0.02092541]
[-0.96093917]
[-0.78009083]
[-0.51349748]
[-0.80059958]
[ 1.35093353]
[ 3.04754898]
[-2.6952102 ]]
[[ -5.18410054e-01 -4.88722622e-01 -5.91959054e-01 1.16645358e-01
-2.85608148e-01 -5.97026386e-01 1.51697979e-01 -2.30819456e-01
-2.60616154e-01 -3.02963427e-01 3.32258056e-01 1.13191750e+00
4.02853233e-01]
[ 1.40774871e-02 -1.33107943e-01 4.78314798e-02 -1.45057588e-01
-3.74954383e-02 5.83422644e-02 -6.99140964e-02 1.83773930e-01
-1.49600624e-01 -1.69262302e-01 -1.56047044e-01 -1.12845383e-01
-2.03700109e-01]
[ -3.00651096e-01 1.37416769e-01 -4.13873916e-02 4.71485479e-02
7.32462504e-02 -1.38288269e-01 -1.47073390e-01 -2.17647204e-01
2.86255600e-01 -6.32133167e-01 9.55045922e-02 6.62472342e-01
8.42331916e-01]
[ 2.75429733e-01 -2.50727531e-01 -2.74145535e-01 1.68601190e-01
-2.66419384e-01 1.21489199e-02 6.68091601e-01 -6.34503716e-01
3.78283998e-01 -1.86956488e-01 -3.81088252e-02 -3.49508550e-01
-3.76996190e-01]
[ 1.49130437e-01 1.75175967e-02 1.14101373e-01 -1.37132059e-01
-2.05642430e-02 7.48715266e-02 -1.65269188e-01 -1.88025139e-01
7.34870822e-02 2.63604838e-01 3.58188233e-02 -3.28128604e-02
-9.78623493e-02]
[ -4.89213471e-01 -6.25318540e-01 -6.00759852e-01 -6.01185024e-01
-5.98648287e-01 -5.65455281e-01 -4.43848164e-01 -1.52442839e-01
-5.00773144e-01 -2.32033839e-01 -6.31792127e-01 -9.36613377e-01
-7.50109132e-01]
[ -4.15048381e-01 -5.93367116e-01 -3.29718627e-01 -4.81457602e-01
-4.18423322e-01 -5.66396931e-01 -3.84596918e-01 -4.96875980e-01
-3.11888035e-01 -9.66976012e-02 -5.18189261e-01 -6.15013021e-01
-6.85971840e-01]
[ -3.46741425e-01 -3.47111914e-01 -4.90737619e-01 -1.36277467e-01
-3.24710946e-01 -4.28600651e-01 -2.48344292e-01 -3.05350318e-01
-2.65519316e-01 -6.08396503e-01 -3.30723263e-01 -8.25340263e-01
-7.01329119e-01]
[ -4.68612317e-01 -3.35148086e-01 -3.88146790e-01 -2.81435411e-01
-3.28929989e-01 -2.19639234e-01 -4.05882503e-02 -4.87548188e-01
-2.71704514e-01 -4.75639669e-01 -2.24418961e-01 -2.68408619e-01
-2.81891553e-01]
[ -9.59628414e-01 -9.60687122e-01 -9.94225712e-01 -7.32186625e-01
-1.05399088e+00 -9.93743038e-01 -5.09503424e-01 -5.68569615e-01
-7.29655118e-01 -5.77191931e-01 -8.34417473e-01 -7.06798646e-01
-9.26305905e-01]
[ -5.15636498e-01 -2.69413837e-01 -4.75479146e-01 -4.21635454e-01
-3.44344817e-01 -3.66629114e-01 -6.41161164e-01 -6.54877306e-01
-6.75909187e-01 -1.11626102e-01 -5.94773283e-01 -8.43970532e-01
-7.73786017e-01]
[ -1.23688100e-01 2.80512781e-02 -3.46057072e-01 -4.95018228e-01
-1.01042357e-01 -7.64116303e-02 -2.27058083e-01 -4.62904281e-01
-2.04192522e-01 3.30903974e-02 -5.50559711e-01 -1.24527281e+00
-8.38909183e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.56371709e-01 -1.26682987e-01 1.63942299e-01 -3.02249889e-01
-1.35783124e-01 1.13167567e-01 -1.43563153e-01 9.37536426e-03
-8.85042942e-02 6.38397113e-02 -2.34447609e-01 -4.92483347e-01
-9.19026183e-02]
[ -9.69515062e-02 -2.65652046e-01 -1.81749677e-01 -2.74880993e-01
-4.76254106e-01 -8.76843107e-02 -1.05613235e-01 -9.68459601e-03
-8.91850063e-02 -1.09363608e-02 -2.45697358e-01 -4.70585542e-01
-2.54675390e-01]
[ -6.44941708e-02 -3.83447323e-02 -2.25388089e-01 -2.51228061e-01
1.07455093e-01 -1.61036459e-01 -2.43041188e-01 1.41985053e-01
-3.09271014e-02 1.62984920e-01 -2.14733566e-01 1.35617075e-03
-1.00196575e-01]
[ 3.62371248e-02 -1.66112718e-01 -1.50183270e-01 -9.67220709e-02
-1.24893088e-01 -1.07642298e-01 1.05115947e-01 -1.44368499e-01
-2.68862267e-02 3.55318899e-02 -4.91829914e-02 -1.50306293e-01
-3.08583614e-02]
[ -2.96230898e-01 -1.32871620e-01 -8.23139598e-02 -1.40502534e-01
-2.93693376e-01 -2.77553756e-01 -3.49634834e-01 -1.54749949e-02
-3.37362839e-01 -2.33724929e-01 1.48747955e-01 -1.44540876e-01
6.47147004e-02]
[ -2.33150127e-01 -1.25542091e-01 -9.66758051e-02 -5.59285865e-02
-8.73285516e-02 -1.21388657e-01 -6.58584770e-02 -8.22686783e-03
-1.31531345e-01 -1.29584972e-01 -2.41087069e-02 -2.86106188e-01
-1.84325472e-01]
[ -1.84139207e-01 -7.34017731e-02 -2.31439505e-01 -1.88211800e-01
-1.59865682e-01 -2.07422516e-01 -3.78206442e-01 -1.31276931e-01
1.21544027e-01 -2.62079690e-01 -3.54138986e-01 -4.09697456e-01
-5.02174475e-01]
[ -3.71626549e-01 -5.56213380e-02 -1.52896991e-01 -9.12866442e-02
-4.44936616e-02 -3.14399232e-01 4.09480580e-02 -9.10680566e-02
-1.19103974e-01 3.88116372e-02 5.41711231e-02 -2.77484550e-01
-3.95258322e-01]
[ -1.57362480e-01 -1.38549341e-01 -5.48255554e-02 -2.33934227e-01
-1.25029019e-01 -2.96008379e-01 7.38887262e-02 -1.70048377e-01
-1.90460192e-01 5.13318123e-02 1.82191024e-01 4.50232462e-02
-1.36703560e-01]
[ -1.28284839e-01 -1.70300927e-01 -1.15296763e-01 -3.12852237e-01
9.30101568e-02 -1.82951547e-02 -1.57029249e-01 -1.78920311e-01
1.14750050e-01 -8.91410189e-02 -1.40263000e-01 -6.57106354e-02
-2.88960876e-01]
[ -3.69640917e-02 -3.52297965e-02 -1.50379726e-01 -1.46431934e-01
-2.31564040e-01 6.28916581e-02 -3.69082161e-02 -4.35251196e-02
-2.20102199e-01 -8.95030428e-02 -1.59366889e-01 -3.90445992e-01
-2.29017716e-01]
[ -7.01499002e-02 2.17928919e-02 -1.29703807e-01 -3.47539190e-01
1.20017303e-01 1.98138303e-02 -2.02995992e-01 -1.51963148e-01
1.24884165e-01 -5.64926994e-02 -3.17905925e-01 -2.99305723e-01
-3.37272513e-01]
[ 6.39000177e-02 -2.99141535e-01 -8.86888160e-02 -4.66477748e-01
-2.13765107e-01 -9.18846080e-02 2.69689330e-02 6.45842935e-02
-4.42000190e-02 2.62616626e-01 -5.46867345e-01 -9.02333422e-01
4.71284911e-01]
[ -2.32891421e-01 -2.35945215e-01 -1.34920689e-01 -3.20993601e-01
-2.93822950e-01 -9.53355994e-02 1.85821081e-01 2.30323059e-02
2.65581522e-01 1.56683046e-02 -4.29293364e-01 -1.08681569e+00
6.58222058e-01]
[ -2.48025246e-02 -1.79243976e-01 1.78347556e-02 -3.30102155e-01
-1.64659060e-01 1.63374265e-01 1.98102986e-01 2.39698648e-01
-3.96093387e-02 2.07560231e-01 -2.53925160e-01 -1.19572212e+00
7.84110649e-01]
[ -1.00715312e-02 -3.80617244e-02 -1.28360868e-01 -1.41300297e-01
-1.74559353e-01 -4.92233456e-02 3.10882900e-01 1.56572552e-01
2.51860415e-01 3.45795742e-01 -5.13387066e-01 -1.15108187e+00
8.18948298e-01]
[ -9.05886915e-02 -2.75183431e-01 5.63255092e-02 -3.46472713e-01
-1.45774106e-01 1.15042305e-01 3.94600999e-01 1.42576824e-01
-6.62581186e-02 1.50261917e-01 -5.76381715e-01 -1.13098105e+00
8.68604467e-01]
[ 1.13474507e-01 -8.62044477e-02 1.33862509e-02 -1.63458802e-01
-8.00894415e-02 -2.00757904e-02 2.88634653e-01 3.73615231e-01
4.30313893e-01 2.47292594e-01 -5.77064448e-01 -1.08232917e+00
5.94438899e-01]
[ 4.51712305e-03 -1.45677725e-01 2.36409039e-02 2.35937917e-02
-9.87451295e-02 -2.83290596e-01 1.51442841e-01 3.84845427e-01
4.18526027e-02 1.40742452e-01 -2.81918683e-01 -9.22223655e-01
2.15283210e-01]
[ 1.13461293e-01 8.07150419e-02 1.18818029e-02 2.68224723e-01
-1.07314918e-01 -5.63450465e-02 -5.34212156e-02 -8.44140375e-02
-1.87990539e-01 -6.90693518e-02 -5.83027798e-02 1.06623248e-01
-6.07274798e-01]
[ 6.51747615e-02 -1.35645193e-01 1.53476878e-01 5.20644037e-01
2.22703036e-01 1.07737718e-02 -3.04106275e-01 -3.28191788e-01
2.70653586e-02 -5.43588098e-01 3.10158180e-01 8.05213945e-01
-9.66368963e-01]
[ 2.05314367e-02 7.73424594e-02 -2.14740210e-01 1.37276105e-01
3.60919516e-02 -3.65631226e-03 -2.17568020e-01 -3.64087310e-01
-2.83634896e-01 -2.86445392e-01 -2.47942660e-03 -1.40326185e-01
-2.00938674e-01]
[ -7.63195898e-02 -1.98815540e-01 5.56552794e-02 -4.40711913e-05
-1.22192207e-01 -1.37603947e-01 -9.77913649e-02 -7.99255015e-02
4.89882072e-03 -4.21267517e-01 -3.63747816e-01 -1.90535321e-01
1.85801256e-01]
[ -1.72061985e-02 -2.55848612e-01 4.68585821e-02 -4.06092176e-01
-1.81581441e-01 -2.35802120e-01 -3.93170878e-01 -6.02923918e-02
-8.85896645e-02 -2.05225961e-02 -2.52478083e-01 3.33057159e-01
2.21246666e-01]
[ 1.53317461e-01 6.53046833e-02 -1.11612253e-01 -4.11147444e-01
-5.07000033e-02 -1.04793000e-01 -2.77291201e-01 -7.15939312e-02
-2.34389831e-01 -2.83071760e-01 -2.68156717e-01 5.83776788e-01
1.28788243e-01]
[ -1.90787229e-01 -1.70680653e-01 -1.20728139e-01 -3.93892699e-01
-4.24419911e-02 2.29156408e-02 -2.84023724e-01 -3.06973994e-01
-1.82607259e-01 -1.27752696e-01 -2.91324224e-01 4.72672949e-01
4.01338262e-02]
[ -5.57784222e-02 -1.94087977e-01 -1.70410665e-01 -4.14768193e-01
-3.81039737e-02 3.97579637e-02 -1.58235248e-01 -1.41781493e-01
-2.81854413e-01 -3.70164404e-01 -1.19796545e-01 3.29159298e-01
1.54782043e-01]
[ 9.05063807e-02 9.83752705e-02 -2.17057105e-02 -3.44243527e-01
-3.12735877e-01 3.51372523e-03 -2.53185537e-01 -3.78346016e-01
-3.54765139e-01 -8.58649483e-02 -1.73445916e-01 3.72223857e-01
1.23440497e-01]
[ -5.81728878e-02 -1.05939909e-02 -2.84988156e-01 -1.13769697e-01
6.98941612e-02 1.55002543e-01 -2.54014828e-01 -1.95754732e-01
-5.76082281e-02 -4.26581161e-02 1.51307399e-01 7.85040982e-01
-6.73729721e-02]
[ 1.49808430e-01 3.21579519e-01 -1.94272870e-01 8.27105271e-01
1.04808826e-01 4.16611826e-03 -1.88083164e-01 -3.66500132e-01
-2.17292697e-01 -2.92892887e-01 7.86286232e-01 9.25903239e-01
-1.53490765e+00]
[ 9.37474719e-03 1.58918140e-01 5.90127885e-02 4.42417320e-01
-1.24208925e-02 -6.31678370e-02 -2.55750846e-01 -3.06536048e-01
-2.70027068e-01 -1.65639536e-01 6.02196858e-01 8.72267545e-01
-1.44950242e+00]
[ -1.81020710e-02 -1.46631578e-01 -1.46097926e-01 3.44210157e-01
-1.90477915e-01 2.38845319e-01 -4.46566560e-03 -1.42187288e-01
-2.20010992e-01 -3.08288532e-01 2.06004224e-01 5.11872641e-01
-7.65624405e-01]
[ 8.73071174e-02 -3.83684237e-01 -5.02378461e-02 4.24351450e-02
-1.19696016e-01 2.00022879e-01 9.67702942e-02 1.84059999e-01
-1.87909961e-01 2.26534062e-02 -6.00685961e-02 2.63685714e-01
-4.15363632e-01]
[ 2.12531218e-01 -2.95945751e-01 -1.18585819e-01 -5.83045937e-02
-2.18127956e-01 1.22678193e-01 4.53753039e-02 -1.14043820e-01
-6.52769889e-02 -3.06713618e-02 -1.61017135e-01 -2.26076776e-01
-2.54784167e-01]
[ -1.31441028e-01 -8.14914810e-02 3.84845084e-02 -2.47610955e-01
-6.07196495e-02 -1.41317745e-01 6.02733341e-02 1.00809161e-02
-9.64167332e-02 3.74832417e-02 -3.34668777e-01 -5.10066470e-01
-1.30412995e-01]
[ -1.44158683e-01 -1.34153518e-01 -6.94158625e-02 -2.94218588e-01
-3.44177342e-01 -2.89482290e-01 1.68095502e-01 1.52833701e-01
8.77770235e-03 1.28314720e-01 -2.89209124e-01 -9.10646982e-01
3.71535393e-02]
[ -1.30018946e-01 -2.49432167e-01 -3.05789013e-01 -1.10489808e+00
-3.04881114e-01 -2.09738185e-01 -7.05754425e-02 -5.05585539e-02
5.50294197e-02 -4.98030928e-01 -8.37932094e-01 -6.64706399e-01
-1.54314400e+00]
[ -1.26009410e-01 1.35859936e-01 1.22965876e-02 1.90980939e-01
-1.99891439e-01 -1.77784438e-01 -1.66761626e-01 5.09988159e-03
-1.51284353e-01 -1.22017584e-01 -9.73510769e-02 -3.95755395e-01
1.27093347e-01]
[ -3.64856154e-01 -1.18735752e-01 -2.73449383e-01 4.14392932e-01
-2.00643178e-01 -2.33215137e-01 -1.71821907e-01 -9.50047669e-02
-2.81559629e-03 4.89727565e-02 1.40698512e-01 -3.50497798e-01
3.14679956e-01]
[ -1.30096722e-01 -5.05653579e-02 -2.54572196e-01 2.83609320e-01
-2.28266631e-01 -2.79964671e-01 -3.98321347e-01 -4.78484765e-02
4.15488257e-03 -8.61147426e-02 -1.43868547e-01 -2.88417583e-01
2.14324821e-01]
[ -2.62225890e-01 -5.33137420e-01 -3.41886176e-01 9.56534726e-02
-3.17862419e-01 -2.34559189e-01 -2.36944964e-01 -2.25479617e-01
-2.19438843e-02 -2.79975007e-01 1.68796352e-02 -3.86519784e-01
1.62041693e-01]
[ -2.28752553e-01 -2.95701170e-01 -3.23017167e-01 -4.59623727e-02
-8.54494623e-02 -1.52094888e-01 -1.17146586e-01 3.31043763e-02
-2.13873287e-01 -5.12563700e-01 -2.18217482e-01 -2.91712035e-01
-2.32955145e-02]
[ -9.01012359e-02 -2.08779490e-02 -2.45621058e-01 -1.17361919e+00
-2.80272929e-01 -2.60327587e-01 1.55592724e-01 -5.05875245e-01
1.52878658e-01 -2.24394142e-01 -8.39508236e-01 -4.69065165e-01
-1.46040575e+00]]
Progress: 36.2% ... Training loss: 0.173 ... Validation loss: 0.311[[-0.2494445 ]
[ 0.25963396]
[-0.05504261]
[ 1.50145727]
[ 0.26726695]
[-0.019654 ]
[-0.96192217]
[-0.77698695]
[-0.51378205]
[-0.79549688]
[ 1.35430832]
[ 3.05566576]
[-2.69336989]]
[[ -5.18783888e-01 -4.88250862e-01 -5.92054695e-01 1.16544717e-01
-2.85137151e-01 -5.97052578e-01 1.51108285e-01 -2.32233638e-01
-2.61469666e-01 -3.05459010e-01 3.33854948e-01 1.13606977e+00
3.95576927e-01]
[ 1.41494721e-02 -1.33153047e-01 4.78436670e-02 -1.45589058e-01
-3.75405274e-02 5.83465714e-02 -6.95910915e-02 1.84034810e-01
-1.49449746e-01 -1.69129754e-01 -1.56437120e-01 -1.13343004e-01
-2.03245063e-01]
[ -3.00499326e-01 1.37145646e-01 -4.14211062e-02 4.64453214e-02
7.33468417e-02 -1.38302204e-01 -1.44903125e-01 -2.21404619e-01
2.87132596e-01 -6.34434628e-01 9.55751295e-02 6.57016140e-01
8.36418662e-01]
[ 2.76873883e-01 -2.52518598e-01 -2.73852383e-01 1.57390030e-01
-2.68405851e-01 1.22605925e-02 6.74993943e-01 -6.31215549e-01
3.83322409e-01 -1.82818819e-01 -5.00227758e-02 -3.80440082e-01
-3.58836201e-01]
[ 1.48747476e-01 1.84846143e-02 1.13915927e-01 -1.35197039e-01
-1.93171083e-02 7.48354739e-02 -1.66833915e-01 -1.90061797e-01
7.15818945e-02 2.60393908e-01 4.18841707e-02 -1.19707913e-02
-1.08190611e-01]
[ -4.88812272e-01 -6.25596622e-01 -6.00686032e-01 -6.03851859e-01
-5.99062824e-01 -5.65419086e-01 -4.42556286e-01 -1.50649192e-01
-5.00020733e-01 -2.30349167e-01 -6.33831905e-01 -9.38496181e-01
-7.49058440e-01]
[ -4.15531525e-01 -5.92852334e-01 -3.29854894e-01 -4.80210439e-01
-4.17879835e-01 -5.66429245e-01 -3.85514102e-01 -4.99354538e-01
-3.12695305e-01 -9.97611711e-02 -5.16164196e-01 -6.11636306e-01
-6.93390119e-01]
[ -3.46639837e-01 -3.47353398e-01 -4.90715274e-01 -1.38727038e-01
-3.24962676e-01 -4.28592040e-01 -2.47329257e-01 -3.05859532e-01
-2.64748200e-01 -6.08809828e-01 -3.32281770e-01 -8.30789979e-01
-7.01776848e-01]
[ -4.68931109e-01 -3.34631931e-01 -3.88222360e-01 -2.78329484e-01
-3.28356490e-01 -2.19676160e-01 -4.24818106e-02 -4.88403052e-01
-2.73027393e-01 -4.77206537e-01 -2.20949660e-01 -2.61844662e-01
-2.84398099e-01]
[ -9.59767986e-01 -9.60168279e-01 -9.94293526e-01 -7.30600108e-01
-1.05346773e+00 -9.93753065e-01 -5.09993707e-01 -5.69234416e-01
-7.30745092e-01 -5.78442902e-01 -8.30622974e-01 -7.01876300e-01
-9.35971074e-01]
[ -5.16248473e-01 -2.69120997e-01 -4.75557791e-01 -4.22195481e-01
-3.44167068e-01 -3.66672552e-01 -6.42786546e-01 -6.56310503e-01
-6.76220755e-01 -1.14529376e-01 -5.94989355e-01 -8.43914504e-01
-7.74468341e-01]
[ -1.23235703e-01 2.77509676e-02 -3.46026286e-01 -4.96808034e-01
-1.01292533e-01 -7.63826004e-02 -2.25446248e-01 -4.62855272e-01
-2.03397602e-01 3.38855514e-02 -5.52242057e-01 -1.24764304e+00
-8.37883550e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.55906209e-01 -1.27015309e-01 1.64048218e-01 -3.04682865e-01
-1.36146331e-01 1.13206067e-01 -1.41869578e-01 1.16046762e-02
-8.79048281e-02 6.60978201e-02 -2.36095266e-01 -4.94472825e-01
-9.01113352e-02]
[ -9.74700693e-02 -2.65261019e-01 -1.81838515e-01 -2.72765902e-01
-4.75949633e-01 -8.77210976e-02 -1.07825894e-01 -1.12296317e-02
-8.99400089e-02 -1.33453486e-02 -2.44191250e-01 -4.67626638e-01
-2.56997824e-01]
[ -6.43776150e-02 -3.84086037e-02 -2.25375753e-01 -2.52390929e-01
1.07381004e-01 -1.61027386e-01 -2.42485691e-01 1.42507878e-01
-3.07286085e-02 1.63497980e-01 -2.15475223e-01 8.04474945e-05
-9.93213592e-02]
[ 3.59868233e-02 -1.65785419e-01 -1.50261406e-01 -9.60242751e-02
-1.24610105e-01 -1.07657792e-01 1.04304678e-01 -1.45622927e-01
-2.76307857e-02 3.41342277e-02 -4.76661489e-02 -1.43360344e-01
-3.51332037e-02]
[ -2.96285225e-01 -1.32921627e-01 -8.23186712e-02 -1.40325375e-01
-2.93737229e-01 -2.77552320e-01 -3.49602771e-01 -1.58267614e-02
-3.37200773e-01 -2.34040290e-01 1.48038980e-01 -1.50210618e-01
6.35948775e-02]
[ -2.33245739e-01 -1.25256585e-01 -9.67344303e-02 -5.48578447e-02
-8.69671414e-02 -1.21406998e-01 -6.56731202e-02 -9.29361763e-03
-1.31748207e-01 -1.30549640e-01 -2.22862950e-02 -2.82436106e-01
-1.87836913e-01]
[ -1.84228534e-01 -7.33126819e-02 -2.31453746e-01 -1.86454689e-01
-1.59737634e-01 -2.07429911e-01 -3.79035782e-01 -1.31750282e-01
1.21043109e-01 -2.62250825e-01 -3.53098812e-01 -4.07277803e-01
-5.03798056e-01]
[ -3.71164856e-01 -5.63777920e-02 -1.52786229e-01 -9.63645923e-02
-4.52741727e-02 -3.14359707e-01 4.43968465e-02 -8.97721597e-02
-1.17095180e-01 3.97044573e-02 4.95643281e-02 -2.90949403e-01
-3.92338741e-01]
[ -1.57319073e-01 -1.38581035e-01 -5.48222947e-02 -2.36149892e-01
-1.25116829e-01 -2.96000226e-01 7.37890618e-02 -1.70309082e-01
-1.90220565e-01 5.10241244e-02 1.81120726e-01 4.46942433e-02
-1.33317911e-01]
[ -1.28708739e-01 -1.69646511e-01 -1.15405686e-01 -3.08124112e-01
9.37525915e-02 -1.83420753e-02 -1.59541519e-01 -1.80559997e-01
1.13064485e-01 -9.11284802e-02 -1.34941776e-01 -5.59058631e-02
-2.95018847e-01]
[ -3.71501108e-02 -3.50266997e-02 -1.50407036e-01 -1.45697843e-01
-2.31360977e-01 6.28751484e-02 -3.77522323e-02 -4.35360626e-02
-2.20515447e-01 -8.98440573e-02 -1.58902739e-01 -3.89831302e-01
-2.29579185e-01]
[ -6.99181563e-02 2.15881776e-02 -1.29670973e-01 -3.48693164e-01
1.19795080e-01 1.98341574e-02 -2.02105884e-01 -1.51457505e-01
1.25385252e-01 -5.56218025e-02 -3.18905371e-01 -3.00382823e-01
-3.36094544e-01]
[ 6.37106499e-02 -2.99006795e-01 -8.87287939e-02 -4.65375448e-01
-2.13647942e-01 -9.18942096e-02 2.58813929e-02 6.38279783e-02
-4.46319631e-02 2.61650072e-01 -5.46095837e-01 -9.01492498e-01
4.69018296e-01]
[ -2.32947376e-01 -2.35887419e-01 -1.34931173e-01 -3.20923987e-01
-2.93780022e-01 -9.53402636e-02 1.85492307e-01 2.29321658e-02
2.65387586e-01 1.55252829e-02 -4.29233716e-01 -1.08664144e+00
6.58072853e-01]
[ -2.48808957e-02 -1.79111179e-01 1.78095507e-02 -3.29351968e-01
-1.64531649e-01 1.63365261e-01 1.97763312e-01 2.39240602e-01
-3.98481369e-02 2.07182556e-01 -2.53338141e-01 -1.19518456e+00
7.82676447e-01]
[ -1.01311968e-02 -3.80322492e-02 -1.28368156e-01 -1.41522189e-01
-1.74540321e-01 -4.92271172e-02 3.10903117e-01 1.56589535e-01
2.51851099e-01 3.45625784e-01 -5.13514081e-01 -1.15145229e+00
8.19753348e-01]
[ -9.05602610e-02 -2.75188938e-01 5.63290070e-02 -3.46610441e-01
-1.45784420e-01 1.15044245e-01 3.94774095e-01 1.42677959e-01
-6.62150382e-02 1.50394714e-01 -5.76445632e-01 -1.13098717e+00
8.68724836e-01]
[ 1.13414987e-01 -8.61412818e-02 1.33736516e-02 -1.63328801e-01
-8.00302837e-02 -2.00824971e-02 2.88637688e-01 3.73426284e-01
4.30296757e-01 2.46978094e-01 -5.77063718e-01 -1.08275055e+00
5.94371704e-01]
[ 4.45445831e-03 -1.45594999e-01 2.36220527e-02 2.44078935e-02
-9.86407702e-02 -2.83293757e-01 1.51158634e-01 3.84474023e-01
4.16722008e-02 1.40280545e-01 -2.81279302e-01 -9.20684399e-01
2.13443860e-01]
[ 1.13521550e-01 8.06892602e-02 1.18899019e-02 2.67882019e-01
-1.07327390e-01 -5.63415306e-02 -5.31900292e-02 -8.41860108e-02
-1.87931304e-01 -6.88170608e-02 -5.83880206e-02 1.06849969e-01
-6.07335879e-01]
[ 6.55147722e-02 -1.36127648e-01 1.53561382e-01 5.19476089e-01
2.22233484e-01 1.07979563e-02 -3.01483530e-01 -3.27582941e-01
2.84262311e-02 -5.43012779e-01 3.08822118e-01 7.99364016e-01
-9.67139536e-01]
[ 2.05020420e-02 7.73190966e-02 -2.14731940e-01 1.37480242e-01
3.60963466e-02 -3.65663380e-03 -2.17841965e-01 -3.63859554e-01
-2.83834318e-01 -2.86500520e-01 -2.24910066e-03 -1.39970184e-01
-2.01142165e-01]
[ -7.61369107e-02 -1.98989881e-01 5.57011825e-02 -1.52081780e-03
-1.22409416e-01 -1.37588446e-01 -9.69562670e-02 -7.91554113e-02
5.29610914e-03 -4.20518150e-01 -3.64681275e-01 -1.91808206e-01
1.87725499e-01]
[ -1.70314742e-02 -2.55936782e-01 4.68727839e-02 -4.07335206e-01
-1.81689842e-01 -2.35788814e-01 -3.92322700e-01 -6.00746215e-02
-8.82418522e-02 -2.02019983e-02 -2.53373107e-01 3.32319263e-01
2.23113831e-01]
[ 1.53369220e-01 6.51157869e-02 -1.11584134e-01 -4.12418577e-01
-5.08837874e-02 -1.04787307e-01 -2.76816481e-01 -7.08540444e-02
-2.34029579e-01 -2.82863724e-01 -2.69382131e-01 5.80686053e-01
1.31921319e-01]
[ -1.90925339e-01 -1.70621300e-01 -1.20748592e-01 -3.95306000e-01
-4.24209836e-02 2.28970015e-02 -2.84259174e-01 -3.06988580e-01
-1.82509545e-01 -1.28197949e-01 -2.92235066e-01 4.70668279e-01
4.39399531e-02]
[ -5.57909518e-02 -1.93926817e-01 -1.70443569e-01 -4.15117362e-01
-3.78725553e-02 3.97549822e-02 -1.58695970e-01 -1.42489443e-01
-2.82089072e-01 -3.70431172e-01 -1.19195153e-01 3.33477547e-01
1.52865154e-01]
[ 8.99555836e-02 9.88927220e-02 -2.18118378e-02 -3.44462160e-01
-3.12386337e-01 3.48062187e-03 -2.55540788e-01 -3.79915900e-01
-3.55754487e-01 -8.85721614e-02 -1.72061617e-01 3.81241944e-01
1.21652692e-01]
[ -5.81296781e-02 -1.04444957e-02 -2.85014022e-01 -1.13362127e-01
7.00915176e-02 1.55000335e-01 -2.54196748e-01 -1.96402075e-01
-5.80434431e-02 -4.29816995e-02 1.52895019e-01 7.89836461e-01
-7.06974414e-02]
[ 1.49705317e-01 3.21881989e-01 -1.94320285e-01 8.30212615e-01
1.05169080e-01 4.14846373e-03 -1.89002913e-01 -3.67572702e-01
-2.17901248e-01 -2.93530467e-01 7.89288667e-01 9.30919086e-01
-1.53866779e+00]
[ 9.32206861e-03 1.59105096e-01 5.89769745e-02 4.43815302e-01
-1.22373139e-02 -6.31776828e-02 -2.56003168e-01 -3.06971319e-01
-2.70264383e-01 -1.65863404e-01 6.03389080e-01 8.75280304e-01
-1.45084709e+00]
[ -1.76076575e-02 -1.47319945e-01 -1.45978678e-01 3.39596227e-01
-1.91113852e-01 2.38897797e-01 -8.27915442e-04 -1.39948165e-01
-2.18213619e-01 -3.06390428e-01 2.01063764e-01 4.96996782e-01
-7.61883111e-01]
[ 8.72419932e-02 -3.83645286e-01 -5.02370067e-02 4.34290950e-02
-1.19657386e-01 2.00016672e-01 9.63369647e-02 1.83927874e-01
-1.88031438e-01 2.25632612e-02 -5.98868932e-02 2.62333386e-01
-4.15800432e-01]
[ 2.12670496e-01 -2.96028711e-01 -1.18559335e-01 -5.82728402e-02
-2.18220997e-01 1.22687760e-01 4.57414515e-02 -1.13446979e-01
-6.51922505e-02 -2.97519623e-02 -1.61172342e-01 -2.26986341e-01
-2.55252446e-01]
[ -1.31477594e-01 -8.14105696e-02 3.84638534e-02 -2.46737215e-01
-6.06292758e-02 -1.41321095e-01 5.96405643e-02 9.63388409e-03
-9.67594157e-02 3.72900675e-02 -3.33849469e-01 -5.07983069e-01
-1.32896426e-01]
[ -1.44478737e-01 -1.33879750e-01 -6.94670629e-02 -2.92408370e-01
-3.43942521e-01 -2.89501690e-01 1.66165147e-01 1.51939866e-01
7.86291544e-03 1.27276047e-01 -2.87697994e-01 -9.09065573e-01
3.47485542e-02]
[ -1.29964287e-01 -2.49265843e-01 -3.05811786e-01 -1.10637536e+00
-3.04742320e-01 -2.09734708e-01 -6.96122136e-02 -5.05739344e-02
5.51862344e-02 -4.98291200e-01 -8.38857183e-01 -6.64087967e-01
-1.54759938e+00]
[ -1.26171732e-01 1.35851922e-01 1.22826457e-02 1.91900272e-01
-1.99891472e-01 -1.77793347e-01 -1.67711334e-01 4.96320579e-03
-1.51411396e-01 -1.22886880e-01 -9.69737396e-02 -3.97193115e-01
1.28141395e-01]
[ -3.64512479e-01 -1.18936509e-01 -2.73405436e-01 4.12521007e-01
-2.00850464e-01 -2.33188482e-01 -1.70326441e-01 -9.40728847e-02
-2.30031243e-03 5.07204690e-02 1.39267142e-01 -3.51457935e-01
3.16128862e-01]
[ -1.29704442e-01 -5.09186926e-02 -2.54525515e-01 2.81137771e-01
-2.28544396e-01 -2.79937454e-01 -3.96686989e-01 -4.72961810e-02
4.98316108e-03 -8.52228657e-02 -1.45761194e-01 -2.91979051e-01
2.17045035e-01]
[ -2.62698004e-01 -5.32711509e-01 -3.41965479e-01 1.01286320e-01
-3.17298574e-01 -2.34600664e-01 -2.39507751e-01 -2.26904259e-01
-2.36508407e-02 -2.81452069e-01 2.14811126e-02 -3.79838621e-01
1.56013016e-01]
[ -2.28744555e-01 -2.95498976e-01 -3.23069249e-01 -4.54307068e-02
-8.52756372e-02 -1.52100830e-01 -1.16742651e-01 3.24755046e-02
-2.13764121e-01 -5.12810026e-01 -2.17394770e-01 -2.89428185e-01
-2.32712709e-02]
[ -9.05645607e-02 -2.05988991e-02 -2.45659259e-01 -1.17564560e+00
-2.80213590e-01 -2.60353044e-01 1.54104401e-01 -5.07202842e-01
1.52496492e-01 -2.27539866e-01 -8.39164576e-01 -4.70081133e-01
-1.46448497e+00]]
Progress: 36.3% ... Training loss: 0.173 ... Validation loss: 0.317[[-0.25611879]
[ 0.248542 ]
[-0.0616353 ]
[ 1.48404556]
[ 0.25733054]
[-0.0281523 ]
[-0.97993164]
[-0.78849762]
[-0.52892555]
[-0.80153368]
[ 1.33893086]
[ 3.03477573]
[-2.71330891]]
[[ -5.18121679e-01 -4.89456472e-01 -5.91892287e-01 1.10449276e-01
-2.86162448e-01 -5.97005821e-01 1.57785942e-01 -2.27970704e-01
-2.57700745e-01 -3.03127827e-01 3.26951124e-01 1.11617017e+00
4.13537809e-01]
[ 1.41856499e-02 -1.33242641e-01 4.78612490e-02 -1.45987825e-01
-3.76424486e-02 5.83511820e-02 -6.95179556e-02 1.84420206e-01
-1.49326274e-01 -1.68797687e-01 -1.57127900e-01 -1.14450446e-01
-2.01808393e-01]
[ -2.99881063e-01 1.35634925e-01 -4.12066968e-02 2.79689073e-02
7.18018182e-02 -1.38252384e-01 -1.40249883e-01 -2.14620014e-01
2.90778421e-01 -6.31769600e-01 8.04412224e-02 6.28607482e-01
8.60785745e-01]
[ 2.77253687e-01 -2.51903815e-01 -2.73929682e-01 1.57275883e-01
-2.67944972e-01 1.22548685e-02 6.78138304e-01 -6.35133593e-01
3.83858514e-01 -1.83902269e-01 -4.57764244e-02 -3.66967550e-01
-3.75131562e-01]
[ 1.48352022e-01 1.83554328e-02 1.13955125e-01 -1.34342690e-01
-1.92103958e-02 7.48361940e-02 -1.72928421e-01 -1.91303175e-01
6.96857180e-02 2.59877396e-01 4.10885181e-02 -3.26045708e-03
-1.01325735e-01]
[ -4.89078982e-01 -6.25326187e-01 -6.00734836e-01 -6.02362190e-01
-5.98829502e-01 -5.65438845e-01 -4.44067533e-01 -1.51926164e-01
-5.00589231e-01 -2.31301780e-01 -6.32838817e-01 -9.35508224e-01
-7.50771607e-01]
[ -4.16287233e-01 -5.92293995e-01 -3.29998964e-01 -4.76417523e-01
-4.17210594e-01 -5.66476461e-01 -3.89068986e-01 -5.00611701e-01
-3.14900381e-01 -1.02404392e-01 -5.12585227e-01 -5.98485658e-01
-6.95082492e-01]
[ -3.45653177e-01 -3.48865952e-01 -4.90479913e-01 -1.52647057e-01
-3.26382068e-01 -4.28521443e-01 -2.41140242e-01 -3.01380865e-01
-2.60503738e-01 -6.05939883e-01 -3.43679865e-01 -8.53601556e-01
-6.81623435e-01]
[ -4.67598352e-01 -3.36152546e-01 -3.87956219e-01 -2.87404603e-01
-3.29946570e-01 -2.19554034e-01 -3.44266294e-02 -4.83140262e-01
-2.69378696e-01 -4.72274990e-01 -2.29336789e-01 -2.82294847e-01
-2.74108710e-01]
[ -9.59408410e-01 -9.61631749e-01 -9.94126728e-01 -7.41810973e-01
-1.05476380e+00 -9.93693203e-01 -5.04977740e-01 -5.63600224e-01
-7.27691009e-01 -5.76875941e-01 -8.40869800e-01 -7.23001317e-01
-9.14765769e-01]
[ -5.15677283e-01 -2.69500113e-01 -4.75474932e-01 -4.26498050e-01
-3.44613682e-01 -3.66631935e-01 -6.40169150e-01 -6.55136887e-01
-6.75006618e-01 -1.12837206e-01 -5.98164066e-01 -8.47569185e-01
-7.69994353e-01]
[ -1.22869470e-01 2.73891588e-02 -3.45967314e-01 -4.99007153e-01
-1.01656760e-01 -7.63573322e-02 -2.23901545e-01 -4.62455758e-01
-2.02546237e-01 3.48320767e-02 -5.54033685e-01 -1.24998650e+00
-8.36525584e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.55976734e-01 -1.26996652e-01 1.64040680e-01 -3.04459214e-01
-1.36135049e-01 1.13201335e-01 -1.42301219e-01 1.13958034e-02
-8.80084368e-02 6.58538187e-02 -2.36005720e-01 -4.94506999e-01
-9.01794830e-02]
[ -9.75471833e-02 -2.65163139e-01 -1.81857294e-01 -2.71855737e-01
-4.75843350e-01 -8.77265659e-02 -1.08584990e-01 -1.22711365e-02
-9.01678201e-02 -1.38404723e-02 -2.43304664e-01 -4.63298259e-01
-2.58342871e-01]
[ -6.46305331e-02 -3.81432276e-02 -2.25440884e-01 -2.49864491e-01
1.07746079e-01 -1.61044982e-01 -2.43511637e-01 1.41339571e-01
-3.13122859e-02 1.62050498e-01 -2.13604339e-01 3.79729017e-03
-1.01112901e-01]
[ 3.53766235e-02 -1.65509141e-01 -1.50335152e-01 -9.59300494e-02
-1.24300832e-01 -1.07691087e-01 1.00916198e-01 -1.45850329e-01
-2.94606976e-02 3.28322369e-02 -4.71690683e-02 -1.36925739e-01
-3.41744905e-02]
[ -2.96252185e-01 -1.32915140e-01 -8.23175830e-02 -1.39351923e-01
-2.93746427e-01 -2.77551177e-01 -3.49707518e-01 -1.56823646e-02
-3.37294801e-01 -2.33999263e-01 1.48507415e-01 -1.50897716e-01
6.34704429e-02]
[ -2.33180527e-01 -1.25462346e-01 -9.67080529e-02 -5.68211502e-02
-8.71835085e-02 -1.21401245e-01 -6.45685693e-02 -8.00727244e-03
-1.31136313e-01 -1.30124461e-01 -2.42736609e-02 -2.85792372e-01
-1.84175644e-01]
[ -1.83983866e-01 -7.38771329e-02 -2.31385227e-01 -1.91655936e-01
-1.60272342e-01 -2.07405886e-01 -3.76847473e-01 -1.29969477e-01
1.22686090e-01 -2.61534200e-01 -3.56859871e-01 -4.14715462e-01
-4.96291151e-01]
[ -3.71052648e-01 -5.65915702e-02 -1.52740956e-01 -9.83136987e-02
-4.54316509e-02 -3.14355314e-01 4.46869486e-02 -8.91925374e-02
-1.16649970e-01 4.04172072e-02 4.81335224e-02 -2.93214394e-01
-3.88052412e-01]
[ -1.56673851e-01 -1.39107168e-01 -5.47258501e-02 -2.41531722e-01
-1.25694105e-01 -2.95961363e-01 7.85078166e-02 -1.68425066e-01
-1.88164917e-01 5.27280867e-02 1.76279580e-01 3.38867161e-02
-1.28094376e-01]
[ -1.27690364e-01 -1.70805417e-01 -1.15203314e-01 -3.14576827e-01
9.25091314e-02 -1.82483554e-02 -1.54376765e-01 -1.77008756e-01
1.15772194e-01 -8.75634380e-02 -1.40857273e-01 -7.06825382e-02
-2.87400758e-01]
[ -3.69557916e-02 -3.51828899e-02 -1.50377354e-01 -1.46918914e-01
-2.31489812e-01 6.28926070e-02 -3.65366245e-02 -4.29359443e-02
-2.20059087e-01 -8.92864171e-02 -1.59747417e-01 -3.91386552e-01
-2.28753567e-01]
[ -6.99234460e-02 2.15443232e-02 -1.29666908e-01 -3.48964374e-01
1.19763580e-01 1.98356405e-02 -2.01899987e-01 -1.51430641e-01
1.25424071e-01 -5.56497732e-02 -3.19150518e-01 -3.01066167e-01
-3.35808571e-01]
[ 6.35519739e-02 -2.98948096e-01 -8.87410673e-02 -4.65588394e-01
-2.13605800e-01 -9.19025163e-02 2.54801701e-02 6.37407170e-02
-4.49514859e-02 2.61329019e-01 -5.46168878e-01 -9.02166772e-01
4.70016611e-01]
[ -2.33028991e-01 -2.35843345e-01 -1.34939032e-01 -3.20778383e-01
-2.93748830e-01 -9.53450769e-02 1.85273006e-01 2.28043579e-02
2.65283904e-01 1.52537004e-02 -4.29133461e-01 -1.08668684e+00
6.58183870e-01]
[ -2.48753336e-02 -1.79134472e-01 1.78117990e-02 -3.29381891e-01
-1.64570912e-01 1.63366285e-01 1.98069691e-01 2.39525578e-01
-3.97080888e-02 2.07282777e-01 -2.53475090e-01 -1.19640261e+00
7.83485739e-01]
[ -1.00370663e-02 -3.81426302e-02 -1.28351443e-01 -1.41962837e-01
-1.74640974e-01 -4.92201245e-02 3.11803211e-01 1.57080336e-01
2.52232454e-01 3.46119239e-01 -5.14024635e-01 -1.15287186e+00
8.20919889e-01]
[ -9.05418040e-02 -2.75197667e-01 5.63262803e-02 -3.46736264e-01
-1.45797534e-01 1.15044215e-01 3.94926310e-01 1.42595313e-01
-6.60776385e-02 1.50377753e-01 -5.76580063e-01 -1.13108464e+00
8.68970369e-01]
[ 1.13708285e-01 -8.64164781e-02 1.34261157e-02 -1.64749187e-01
-8.03290122e-02 -2.00634543e-02 2.90962209e-01 3.74615242e-01
4.31485851e-01 2.48182473e-01 -5.78161593e-01 -1.08613118e+00
5.97376736e-01]
[ 4.75857034e-03 -1.45852949e-01 2.36637538e-02 2.22395629e-02
-9.89076019e-02 -2.83279238e-01 1.54168131e-01 3.85932765e-01
4.30570678e-02 1.41058926e-01 -2.83041237e-01 -9.24390727e-01
2.15465747e-01]
[ 1.14081263e-01 8.02350425e-02 1.19529325e-02 2.64199186e-01
-1.07742015e-01 -5.63088817e-02 -4.99298841e-02 -8.34129953e-02
-1.86280631e-01 -6.76741041e-02 -6.12334407e-02 1.00164456e-01
-6.05783122e-01]
[ 6.53582445e-02 -1.36025141e-01 1.53521623e-01 5.22039799e-01
2.22493033e-01 1.07905500e-02 -3.02401194e-01 -3.29331503e-01
2.81390163e-02 -5.44581366e-01 3.11141019e-01 8.06749354e-01
-9.68135263e-01]
[ 2.05631771e-02 7.72480564e-02 -2.14721567e-01 1.36747431e-01
3.60238177e-02 -3.65218805e-03 -2.17447027e-01 -3.63727139e-01
-2.83587928e-01 -2.86349268e-01 -2.85158921e-03 -1.40787750e-01
-2.00212401e-01]
[ -7.60489766e-02 -1.99047178e-01 5.57111265e-02 -2.61918172e-03
-1.22452998e-01 -1.37583972e-01 -9.61814272e-02 -7.87485511e-02
5.64942339e-03 -4.20300332e-01 -3.65311547e-01 -1.93258401e-01
1.89102240e-01]
[ -1.67478509e-02 -2.56397720e-01 4.69561170e-02 -4.09771974e-01
-1.82094269e-01 -2.35768252e-01 -3.91324301e-01 -5.87985983e-02
-8.73009790e-02 -1.90709488e-02 -2.55507158e-01 3.27140966e-01
2.28529614e-01]
[ 1.53261551e-01 6.52939100e-02 -1.11600983e-01 -4.12578351e-01
-5.07500838e-02 -1.04795216e-01 -2.77105239e-01 -7.14062935e-02
-2.34617260e-01 -2.82772643e-01 -2.69474354e-01 5.82629580e-01
1.32327305e-01]
[ -1.91152795e-01 -1.70387534e-01 -1.20802010e-01 -3.94805574e-01
-4.21696653e-02 2.28796133e-02 -2.85361451e-01 -3.07678664e-01
-1.83353117e-01 -1.29007178e-01 -2.91554915e-01 4.75478225e-01
4.25000184e-02]
[ -5.60949039e-02 -1.93686226e-01 -1.70478854e-01 -4.15567540e-01
-3.77110752e-02 3.97420352e-02 -1.61127890e-01 -1.42521229e-01
-2.83431354e-01 -3.70525175e-01 -1.19202184e-01 3.37196193e-01
1.53579787e-01]
[ 9.00002220e-02 9.86451684e-02 -2.17749878e-02 -3.47265822e-01
-3.12656698e-01 3.48803925e-03 -2.55114893e-01 -3.78540242e-01
-3.55310693e-01 -8.81653935e-02 -1.75150794e-01 3.75715509e-01
1.28000721e-01]
[ -5.81538217e-02 -1.04359873e-02 -2.85009289e-01 -1.13635761e-01
7.00670208e-02 1.54999571e-01 -2.54456640e-01 -1.96302160e-01
-5.81095529e-02 -4.28171599e-02 1.52541972e-01 7.90190983e-01
-6.93173312e-02]
[ 1.50010355e-01 3.21174592e-01 -1.94236624e-01 8.26763393e-01
1.04549696e-01 4.18100393e-03 -1.87564049e-01 -3.65577784e-01
-2.16767861e-01 -2.92577122e-01 7.85823312e-01 9.20995657e-01
-1.53622282e+00]
[ 9.31606528e-03 1.59174076e-01 5.89627960e-02 4.44282764e-01
-1.21838962e-02 -6.31791001e-02 -2.56030586e-01 -3.07249367e-01
-2.70317866e-01 -1.66033766e-01 6.03874552e-01 8.76498149e-01
-1.45159390e+00]
[ -1.74019958e-02 -1.47562487e-01 -1.45933219e-01 3.38128654e-01
-1.91340155e-01 2.38920259e-01 5.08166305e-04 -1.39126675e-01
-2.17567836e-01 -3.05899907e-01 1.99573961e-01 4.92418522e-01
-7.60772656e-01]
[ 8.73486854e-02 -3.83814554e-01 -5.02017546e-02 4.21951408e-02
-1.19897324e-01 2.00031957e-01 9.69530502e-02 1.84843605e-01
-1.87587955e-01 2.28390826e-02 -6.08938288e-02 2.58395161e-01
-4.12976813e-01]
[ 2.12712269e-01 -2.96077050e-01 -1.18548867e-01 -5.85595647e-02
-2.18277515e-01 1.22691449e-01 4.59074501e-02 -1.13230116e-01
-6.51175528e-02 -2.95019732e-02 -1.61445879e-01 -2.27644536e-01
-2.54749091e-01]
[ -1.31323831e-01 -8.16267971e-02 3.85029296e-02 -2.47616176e-01
-6.08233516e-02 -1.41306078e-01 6.00404301e-02 1.02558224e-02
-9.65008567e-02 3.79744257e-02 -3.34623864e-01 -5.08664757e-01
-1.31740752e-01]
[ -1.44681228e-01 -1.33669027e-01 -6.95113937e-02 -2.90445608e-01
-3.43697402e-01 -2.89515082e-01 1.64487851e-01 1.50687327e-01
7.16232930e-03 1.26197548e-01 -2.86017418e-01 -9.05639027e-01
3.04487906e-02]
[ -1.29599595e-01 -2.49475209e-01 -3.05782242e-01 -1.11121731e+00
-3.04994611e-01 -2.09716032e-01 -6.50525785e-02 -4.91382091e-02
5.65735506e-02 -4.97398320e-01 -8.42692161e-01 -6.69664129e-01
-1.54687236e+00]
[ -1.26065275e-01 1.35459410e-01 1.23495916e-02 1.89566783e-01
-2.00261790e-01 -1.77784385e-01 -1.67020779e-01 6.20532390e-03
-1.50766209e-01 -1.22058585e-01 -9.97953023e-02 -4.05345154e-01
1.35068594e-01]
[ -3.64048466e-01 -1.19535372e-01 -2.73338240e-01 4.08882962e-01
-2.01327641e-01 -2.33147734e-01 -1.68127701e-01 -9.29577517e-02
-9.20437897e-04 5.18931920e-02 1.36426308e-01 -3.55298701e-01
3.21435691e-01]
[ -1.29209014e-01 -5.15880520e-02 -2.54414322e-01 2.76899400e-01
-2.29137720e-01 -2.79900811e-01 -3.94615794e-01 -4.55760930e-02
6.34791591e-03 -8.33140232e-02 -1.48941877e-01 -2.98537107e-01
2.24434305e-01]
[ -2.62368808e-01 -5.33114878e-01 -3.41892173e-01 9.78936696e-02
-3.17714681e-01 -2.34572852e-01 -2.37933846e-01 -2.25277518e-01
-2.25527491e-02 -2.80442663e-01 1.77325615e-02 -3.85496596e-01
1.62240067e-01]
[ -2.28783702e-01 -2.95703222e-01 -3.23043951e-01 -4.48439862e-02
-8.54854328e-02 -1.52085854e-01 -1.17696690e-01 3.22576368e-02
-2.13708693e-01 -5.13539999e-01 -2.17113393e-01 -2.90496011e-01
-2.25043852e-02]
[ -9.09882019e-02 -2.03255798e-02 -2.45724112e-01 -1.17550037e+00
-2.80001487e-01 -2.60375114e-01 1.53142476e-01 -5.06917457e-01
1.51685424e-01 -2.28416382e-01 -8.38232510e-01 -4.66351466e-01
-1.46479196e+00]]
Progress: 36.4% ... Training loss: 0.180 ... Validation loss: 0.315[[-0.24749533]
[ 0.25726688]
[-0.05397098]
[ 1.50340056]
[ 0.2679142 ]
[-0.02076792]
[-0.94769481]
[-0.77011986]
[-0.50568326]
[-0.79189542]
[ 1.35361092]
[ 3.06236774]
[-2.69150931]]
[[ -5.19286087e-01 -4.88317152e-01 -5.92149218e-01 1.27467292e-01
-2.84648745e-01 -5.97117647e-01 1.44853694e-01 -2.35997316e-01
-2.63081953e-01 -3.09156047e-01 3.39608553e-01 1.15753691e+00
3.85555422e-01]
[ 1.41911893e-02 -1.33245404e-01 4.78621526e-02 -1.46011893e-01
-3.76459139e-02 5.83516542e-02 -6.94938518e-02 1.84432774e-01
-1.49316995e-01 -1.68778639e-01 -1.57142721e-01 -1.14457172e-01
-2.01792648e-01]
[ -3.01084800e-01 1.36866805e-01 -4.14829063e-02 4.25130518e-02
7.33314566e-02 -1.38393199e-01 -1.49996371e-01 -2.22104694e-01
2.85901742e-01 -6.35390590e-01 8.98766220e-02 6.56276311e-01
8.28707274e-01]
[ 2.76254497e-01 -2.51477041e-01 -2.74075229e-01 1.59356172e-01
-2.67662496e-01 1.21766930e-02 6.71489750e-01 -6.35248407e-01
3.81134406e-01 -1.87914493e-01 -4.36954587e-02 -3.59568929e-01
-3.72171284e-01]
[ 1.50386149e-01 1.49079367e-02 1.14486559e-01 -1.60995370e-01
-2.26166378e-02 7.51032462e-02 -1.58911973e-01 -1.77954923e-01
7.74859897e-02 2.66873197e-01 1.89838120e-02 -4.65802459e-02
-5.44319625e-02]
[ -4.88721951e-01 -6.25698061e-01 -6.00658893e-01 -6.01856792e-01
-5.99063004e-01 -5.65396995e-01 -4.44173545e-01 -1.51815610e-01
-5.00256907e-01 -2.30343596e-01 -6.32996537e-01 -9.34134726e-01
-7.52505643e-01]
[ -4.17529856e-01 -5.91446482e-01 -3.30214295e-01 -4.68891962e-01
-4.16240950e-01 -5.66561808e-01 -3.98396547e-01 -5.04796789e-01
-3.19318840e-01 -1.07698957e-01 -5.05984246e-01 -5.72456616e-01
-7.06876628e-01]
[ -3.46310315e-01 -3.47912536e-01 -4.90661054e-01 -1.45306444e-01
-3.25308247e-01 -4.28605724e-01 -2.47642874e-01 -3.06512687e-01
-2.63666023e-01 -6.07864482e-01 -3.38850312e-01 -8.37429254e-01
-7.00252442e-01]
[ -4.68153225e-01 -3.35552013e-01 -3.88073010e-01 -2.82734590e-01
-3.29338125e-01 -2.19619639e-01 -3.91605763e-02 -4.85055028e-01
-2.71207377e-01 -4.73963101e-01 -2.25247482e-01 -2.71336604e-01
-2.79316328e-01]
[ -9.61909343e-01 -9.59389524e-01 -9.94608298e-01 -7.19766416e-01
-1.05216419e+00 -9.93917780e-01 -5.25883128e-01 -5.75608075e-01
-7.37064382e-01 -5.86794059e-01 -8.23398437e-01 -6.66866662e-01
-9.51456670e-01]
[ -5.15803067e-01 -2.69429291e-01 -4.75489150e-01 -4.25184826e-01
-3.44530398e-01 -3.66637400e-01 -6.41722023e-01 -6.54768963e-01
-6.75555089e-01 -1.12430716e-01 -5.98095347e-01 -8.47327649e-01
-7.72002864e-01]
[ -1.22340355e-01 2.71056998e-02 -3.45908846e-01 -5.02323348e-01
-1.01921249e-01 -7.63206709e-02 -2.22113437e-01 -4.61936952e-01
-2.01701494e-01 3.63946134e-02 -5.56211647e-01 -1.25182960e+00
-8.35190969e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.56000219e-01 -1.27045179e-01 1.64048717e-01 -3.04018239e-01
-1.36157791e-01 1.13200983e-01 -1.42741121e-01 1.10547827e-02
-8.80898250e-02 6.56756709e-02 -2.35746463e-01 -4.93727213e-01
-9.09229548e-02]
[ -9.71172723e-02 -2.65439610e-01 -1.81781960e-01 -2.73464681e-01
-4.76094302e-01 -8.76832722e-02 -1.06989104e-01 -1.06201595e-02
-8.94435297e-02 -1.20842806e-02 -2.44593944e-01 -4.65374317e-01
-2.57274226e-01]
[ -6.50410345e-02 -3.79751147e-02 -2.25497238e-01 -2.46550684e-01
1.08079032e-01 -1.61067067e-01 -2.47310053e-01 1.39131649e-01
-3.27726550e-02 1.59787549e-01 -2.11133794e-01 1.46230361e-02
-1.05503946e-01]
[ 3.47153879e-02 -1.65134309e-01 -1.50436933e-01 -9.52159801e-02
-1.23939795e-01 -1.07737858e-01 9.75280167e-02 -1.47132584e-01
-3.14228375e-02 3.09612690e-02 -4.59677113e-02 -1.29475974e-01
-3.60227961e-02]
[ -2.96118048e-01 -1.32916931e-01 -8.23177456e-02 -1.39335220e-01
-2.93715325e-01 -2.77542726e-01 -3.49861927e-01 -1.61717454e-02
-3.37321239e-01 -2.33752536e-01 1.48527397e-01 -1.48785877e-01
6.07075189e-02]
[ -2.33741346e-01 -1.24896427e-01 -9.68319433e-02 -4.85010448e-02
-8.65135761e-02 -1.21455635e-01 -7.00519036e-02 -1.10588107e-02
-1.33447997e-01 -1.32787729e-01 -1.83549896e-02 -2.73065147e-01
-1.96170805e-01]
[ -1.84194549e-01 -7.34780240e-02 -2.31433132e-01 -1.88044987e-01
-1.59849264e-01 -2.07431915e-01 -3.79507200e-01 -1.31883716e-01
1.21057997e-01 -2.62043490e-01 -3.54180856e-01 -4.06964858e-01
-5.02901056e-01]
[ -3.71118997e-01 -5.65684699e-02 -1.52775351e-01 -9.73754383e-02
-4.52763011e-02 -3.14370431e-01 4.39363756e-02 -9.05611705e-02
-1.16911448e-01 4.01551384e-02 4.79782938e-02 -2.90857521e-01
-3.93493596e-01]
[ -1.56948096e-01 -1.38734565e-01 -5.47979070e-02 -2.39989949e-01
-1.25485372e-01 -2.95983653e-01 7.62358035e-02 -1.69383580e-01
-1.88684011e-01 5.14880641e-02 1.78114016e-01 4.03959742e-02
-1.29727034e-01]
[ -1.28182716e-01 -1.70373789e-01 -1.15284521e-01 -3.11184857e-01
9.29598691e-02 -1.83053120e-02 -1.57244857e-01 -1.77899794e-01
1.14335541e-01 -8.88013722e-02 -1.37997681e-01 -6.50242312e-02
-2.91360668e-01]
[ -3.68611960e-02 -3.52689288e-02 -1.50356875e-01 -1.47515745e-01
-2.31563437e-01 6.29036818e-02 -3.67350486e-02 -4.26159851e-02
-2.20099595e-01 -8.86986018e-02 -1.60351369e-01 -3.92257762e-01
-2.27736301e-01]
[ -6.99800210e-02 2.16514358e-02 -1.29690324e-01 -3.49005625e-01
1.19896385e-01 1.98234297e-02 -2.02152955e-01 -1.52018156e-01
1.25350525e-01 -5.59649491e-02 -3.18982793e-01 -2.99755216e-01
-3.35874715e-01]
[ 6.33326592e-02 -2.98676963e-01 -8.87906700e-02 -4.63319217e-01
-2.13284160e-01 -9.19281423e-02 2.38053446e-02 6.26768869e-02
-4.57982839e-02 2.60611129e-01 -5.44506104e-01 -8.99458175e-01
4.64939353e-01]
[ -2.33166589e-01 -2.35675918e-01 -1.34964902e-01 -3.19306124e-01
-2.93586399e-01 -9.53609982e-02 1.83934267e-01 2.21429560e-02
2.64501092e-01 1.50139735e-02 -4.28314018e-01 -1.08572934e+00
6.55180184e-01]
[ -2.49738104e-02 -1.79051035e-01 1.77854350e-02 -3.28972920e-01
-1.64483565e-01 1.63354265e-01 1.97691950e-01 2.39033690e-01
-3.99126958e-02 2.06879715e-01 -2.53077465e-01 -1.19577067e+00
7.82484635e-01]
[ -1.01608609e-02 -3.80243198e-02 -1.28375204e-01 -1.40720301e-01
-1.74532324e-01 -4.92331116e-02 3.11027514e-01 1.56687515e-01
2.51812921e-01 3.45639625e-01 -5.13348333e-01 -1.15265067e+00
8.18635110e-01]
[ -9.05842121e-02 -2.75125216e-01 5.63138504e-02 -3.45829415e-01
-1.45713185e-01 1.15038015e-01 3.94308169e-01 1.42195057e-01
-6.63351973e-02 1.50238749e-01 -5.76076228e-01 -1.13020866e+00
8.66943936e-01]
[ 1.13735546e-01 -8.64739343e-02 1.34326478e-02 -1.65016720e-01
-8.03651334e-02 -2.00610591e-02 2.91264093e-01 3.74652469e-01
4.31696178e-01 2.48167750e-01 -5.78342423e-01 -1.08648220e+00
5.98067859e-01]
[ 4.68675140e-03 -1.45797818e-01 2.36486480e-02 2.29851219e-02
-9.88427022e-02 -2.83285245e-01 1.53640504e-01 3.85589130e-01
4.28384424e-02 1.40752594e-01 -2.82596284e-01 -9.23767700e-01
2.14446839e-01]
[ 1.13630893e-01 8.04701160e-02 1.18740134e-02 2.69317510e-01
-1.07480488e-01 -5.63415961e-02 -5.33035529e-02 -8.47571672e-02
-1.87378202e-01 -7.00473092e-02 -5.75303858e-02 1.10031361e-01
-6.09419652e-01]
[ 6.51549827e-02 -1.35908155e-01 1.53490405e-01 5.23295233e-01
2.22656686e-01 1.07717471e-02 -3.03165714e-01 -3.29740018e-01
2.77604264e-02 -5.45165471e-01 3.12006073e-01 8.08300689e-01
-9.68544418e-01]
[ 2.09175013e-02 7.70471420e-02 -2.14671966e-01 1.36250465e-01
3.59009110e-02 -3.62239428e-03 -2.16904861e-01 -3.63611916e-01
-2.83006048e-01 -2.85431146e-01 -3.25713564e-03 -1.39170278e-01
-2.01656057e-01]
[ -7.59957669e-02 -1.99028604e-01 5.57061722e-02 -3.71315281e-03
-1.22456566e-01 -1.37582396e-01 -9.59335540e-02 -7.86251131e-02
5.69279116e-03 -4.20071234e-01 -3.65623930e-01 -1.92186168e-01
1.89812966e-01]
[ -1.70427914e-02 -2.56190751e-01 4.69024856e-02 -4.08737419e-01
-1.81833000e-01 -2.35786586e-01 -3.93320396e-01 -5.97872834e-02
-8.82523204e-02 -2.05537487e-02 -2.54275279e-01 3.34036083e-01
2.26362137e-01]
[ 1.53114119e-01 6.54095767e-02 -1.11628649e-01 -4.12567741e-01
-5.06448015e-02 -1.04804581e-01 -2.77843355e-01 -7.18685927e-02
-2.35192468e-01 -2.82991264e-01 -2.69281202e-01 5.85694426e-01
1.31579436e-01]
[ -1.91419760e-01 -1.70166759e-01 -1.20842705e-01 -3.94669054e-01
-4.20088846e-02 2.28615868e-02 -2.87329957e-01 -3.07933947e-01
-1.84395841e-01 -1.29916728e-01 -2.90974525e-01 4.79873987e-01
4.20043928e-02]
[ -5.62776775e-02 -1.93535678e-01 -1.70515490e-01 -4.15821083e-01
-3.74949545e-02 3.97246594e-02 -1.62526760e-01 -1.43788555e-01
-2.84149899e-01 -3.71017177e-01 -1.18835745e-01 3.41033235e-01
1.52891164e-01]
[ 8.93545516e-02 9.92396346e-02 -2.18857032e-02 -3.46048870e-01
-3.12173352e-01 3.42628999e-03 -2.57809958e-01 -3.79443004e-01
-3.56512516e-01 -8.99811958e-02 -1.73376903e-01 3.78691230e-01
1.27218332e-01]
[ -5.80232160e-02 -1.05507680e-02 -2.84983644e-01 -1.14421841e-01
6.99218457e-02 1.55014152e-01 -2.54128421e-01 -1.96030215e-01
-5.78200096e-02 -4.21741386e-02 1.51513864e-01 7.88415012e-01
-6.76480396e-02]
[ 1.50245462e-01 3.20732040e-01 -1.94185695e-01 8.25889812e-01
1.04203353e-01 4.20152845e-03 -1.86465101e-01 -3.65107436e-01
-2.16059986e-01 -2.91674552e-01 7.83931100e-01 9.18476461e-01
-1.53598733e+00]
[ 9.28923829e-03 1.59286861e-01 5.89527387e-02 4.46201902e-01
-1.20304972e-02 -6.31816739e-02 -2.56598778e-01 -3.07942387e-01
-2.70673218e-01 -1.66203271e-01 6.05553348e-01 8.79683778e-01
-1.45486334e+00]
[ -1.73498206e-02 -1.47541528e-01 -1.45921170e-01 3.39693688e-01
-1.91274072e-01 2.38923269e-01 -2.20236657e-04 -1.38997936e-01
-2.17865503e-01 -3.05453889e-01 2.00676234e-01 4.94821869e-01
-7.63914724e-01]
[ 8.74330029e-02 -3.83879833e-01 -5.01813745e-02 4.25076929e-02
-1.19951335e-01 2.00041507e-01 9.68745057e-02 1.84847643e-01
-1.87602121e-01 2.29461905e-02 -6.08362033e-02 2.59020648e-01
-4.13486379e-01]
[ 2.12629628e-01 -2.95923253e-01 -1.18572009e-01 -5.55614034e-02
-2.18058051e-01 1.22682159e-01 4.41432979e-02 -1.14627208e-01
-6.58712147e-02 -3.01704934e-02 -1.59365282e-01 -2.21561782e-01
-2.60228896e-01]
[ -1.31329592e-01 -8.14634268e-02 3.84760783e-02 -2.46864278e-01
-6.06513456e-02 -1.41311360e-01 5.85670532e-02 9.20745929e-03
-9.71372685e-02 3.79288689e-02 -3.33856228e-01 -5.03595478e-01
-1.34493446e-01]
[ -1.44715777e-01 -1.33636314e-01 -6.95162307e-02 -2.89996877e-01
-3.43663114e-01 -2.89517619e-01 1.64158884e-01 1.50536596e-01
7.00523113e-03 1.26062538e-01 -2.85741936e-01 -9.05120910e-01
2.97144308e-02]
[ -1.30540017e-01 -2.48723440e-01 -3.05948076e-01 -1.10910682e+00
-3.04196439e-01 -2.09805293e-01 -7.00660802e-02 -5.18159092e-02
5.38891075e-02 -4.99656927e-01 -8.39988086e-01 -6.59195417e-01
-1.55213843e+00]
[ -1.26103540e-01 1.35485969e-01 1.23460319e-02 1.91206522e-01
-2.00232273e-01 -1.77785840e-01 -1.68504327e-01 5.71862509e-03
-1.51009134e-01 -1.22352978e-01 -9.86808766e-02 -4.02703988e-01
1.33108643e-01]
[ -3.64354235e-01 -1.19435699e-01 -2.73383177e-01 4.13100950e-01
-2.01210755e-01 -2.33170186e-01 -1.70841716e-01 -9.42477192e-02
-1.97104496e-03 4.99298554e-02 1.38859618e-01 -3.50490124e-01
3.16926570e-01]
[ -1.28720187e-01 -5.17491132e-02 -2.54366024e-01 2.78170496e-01
-2.29189541e-01 -2.79865870e-01 -3.94725930e-01 -4.63992915e-02
6.35485229e-03 -8.19298618e-02 -1.48029636e-01 -2.91431469e-01
2.19839479e-01]
[ -2.62521319e-01 -5.32581226e-01 -3.41968860e-01 1.03818743e-01
-3.17123043e-01 -2.34597134e-01 -2.39912872e-01 -2.27804881e-01
-2.38252008e-02 -2.81021458e-01 2.28005226e-02 -3.75686239e-01
1.53465324e-01]
[ -2.29126543e-01 -2.95380987e-01 -3.23101738e-01 -4.10017719e-02
-8.50254672e-02 -1.52121162e-01 -1.21016266e-01 3.05513313e-02
-2.14996378e-01 -5.14538797e-01 -2.15023987e-01 -2.84882286e-01
-3.05942997e-02]
[ -9.17948240e-02 -1.98688186e-02 -2.45860926e-01 -1.17446539e+00
-2.79527435e-01 -2.60430677e-01 1.47092126e-01 -5.08527344e-01
1.49139500e-01 -2.31655706e-01 -8.37191807e-01 -4.52266555e-01
-1.46896214e+00]]
Progress: 36.4% ... Training loss: 0.176 ... Validation loss: 0.322[[-0.2639682 ]
[ 0.24151199]
[-0.06428216]
[ 1.47790487]
[ 0.25206304]
[-0.03638097]
[-0.98300852]
[-0.78527911]
[-0.53233306]
[-0.80889373]
[ 1.33108669]
[ 3.03892529]
[-2.71372359]]
[[ -5.17807640e-01 -4.90178971e-01 -5.91885744e-01 1.12760695e-01
-2.86647179e-01 -5.96994895e-01 1.55288976e-01 -2.31252007e-01
-2.57497779e-01 -3.04086033e-01 3.26990301e-01 1.13159866e+00
4.12974803e-01]
[ 1.43707439e-02 -1.33347868e-01 4.78868134e-02 -1.47262572e-01
-3.77450621e-02 5.83656191e-02 -6.90509966e-02 1.85167472e-01
-1.49353905e-01 -1.67279397e-01 -1.58652834e-01 -1.16445454e-01
-2.03825075e-01]
[ -3.00710462e-01 1.35772811e-01 -4.14009022e-02 2.96240517e-02
7.19211499e-02 -1.38346841e-01 -1.45340116e-01 -2.18899843e-01
2.89892464e-01 -6.35733186e-01 8.01450643e-02 6.31210367e-01
8.55361712e-01]
[ 2.78843861e-01 -2.52426294e-01 -2.73907699e-01 1.48796735e-01
-2.68919018e-01 1.23340200e-02 6.86466243e-01 -6.36427780e-01
3.87695867e-01 -1.83420627e-01 -5.06872445e-02 -3.65456406e-01
-3.71192418e-01]
[ 1.50482643e-01 1.40604509e-02 1.14596018e-01 -1.60764295e-01
-2.25518268e-02 7.51085895e-02 -1.61349626e-01 -1.76270843e-01
7.63046048e-02 2.67500120e-01 1.74699601e-02 -4.90429776e-02
-4.81040256e-02]
[ -4.88751541e-01 -6.25923693e-01 -6.00614045e-01 -5.98762514e-01
-5.99061368e-01 -5.65374686e-01 -4.45370781e-01 -1.51498840e-01
-5.00840613e-01 -2.29798277e-01 -6.31197991e-01 -9.27262730e-01
-7.52742378e-01]
[ -4.15977818e-01 -5.92438202e-01 -3.30019868e-01 -4.81990763e-01
-4.17751859e-01 -5.66462705e-01 -3.89771916e-01 -5.02532326e-01
-3.15245022e-01 -1.02761670e-01 -5.16206613e-01 -5.89420245e-01
-6.97365643e-01]
[ -3.45557744e-01 -3.49187629e-01 -4.90539679e-01 -1.55205193e-01
-3.26520750e-01 -4.28539713e-01 -2.41891069e-01 -3.02672779e-01
-2.60108488e-01 -6.05600391e-01 -3.46960456e-01 -8.57593600e-01
-6.78944769e-01]
[ -4.67360085e-01 -3.36288444e-01 -3.87945465e-01 -2.88469307e-01
-3.30082744e-01 -2.19547156e-01 -3.45277706e-02 -4.82797757e-01
-2.69292855e-01 -4.71645737e-01 -2.29511206e-01 -2.80373142e-01
-2.75762973e-01]
[ -9.60738274e-01 -9.60953080e-01 -9.94359054e-01 -7.30200529e-01
-1.05380374e+00 -9.93800108e-01 -5.17661826e-01 -5.70191551e-01
-7.32915392e-01 -5.83112206e-01 -8.32595641e-01 -6.88505964e-01
-9.33694791e-01]
[ -5.15300387e-01 -2.69980863e-01 -4.75403367e-01 -4.31847530e-01
-3.45109160e-01 -3.66593200e-01 -6.38733939e-01 -6.53453624e-01
-6.73986414e-01 -1.09840352e-01 -6.02355044e-01 -8.51266111e-01
-7.61523762e-01]
[ -1.20945947e-01 2.59919515e-02 -3.45755679e-01 -5.10864522e-01
-1.03169333e-01 -7.62226381e-02 -2.15510817e-01 -4.59990403e-01
-1.98456990e-01 4.01864602e-02 -5.63552434e-01 -1.26554436e+00
-8.29296671e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.55592305e-01 -1.27383361e-01 1.64131167e-01 -3.07953099e-01
-1.36502058e-01 1.13234483e-01 -1.40959143e-01 1.29519227e-02
-8.74937122e-02 6.80232163e-02 -2.39226025e-01 -4.99027201e-01
-8.89499575e-02]
[ -9.73034330e-02 -2.65528471e-01 -1.81767462e-01 -2.70876359e-01
-4.76125020e-01 -8.76846025e-02 -1.08503314e-01 -1.07259703e-02
-8.98417496e-02 -1.25621454e-02 -2.43721270e-01 -4.64705731e-01
-2.57165334e-01]
[ -6.55986082e-02 -3.75308897e-02 -2.25584839e-01 -2.40835598e-01
1.08656222e-01 -1.61099824e-01 -2.49687886e-01 1.37474337e-01
-3.41648653e-02 1.57539071e-01 -2.05903917e-01 2.67191920e-02
-1.08636230e-01]
[ 3.52191316e-02 -1.65491182e-01 -1.50378278e-01 -9.79061018e-02
-1.24354171e-01 -1.07709591e-01 9.96781434e-02 -1.46214809e-01
-3.05485487e-02 3.28921329e-02 -4.81835450e-02 -1.34656964e-01
-3.31629097e-02]
[ -2.95601071e-01 -1.33039314e-01 -8.22804961e-02 -1.44394460e-01
-2.94104162e-01 -2.77515969e-01 -3.46384117e-01 -1.66934853e-02
-3.35750718e-01 -2.32626603e-01 1.44766494e-01 -1.50702891e-01
5.88313806e-02]
[ -2.33331494e-01 -1.25281913e-01 -9.67611344e-02 -5.23324382e-02
-8.70779191e-02 -1.21421272e-01 -6.77429115e-02 -9.68672743e-03
-1.32235833e-01 -1.31312754e-01 -2.12414739e-02 -2.79934436e-01
-1.88658164e-01]
[ -1.83789473e-01 -7.42183826e-02 -2.31352882e-01 -1.93304392e-01
-1.60520056e-01 -2.07391406e-01 -3.76318702e-01 -1.29446793e-01
1.23381317e-01 -2.60941639e-01 -3.57936608e-01 -4.18752463e-01
-4.90599896e-01]
[ -3.70919157e-01 -5.69719980e-02 -1.52717537e-01 -1.00338194e-01
-4.57126330e-02 -3.14347644e-01 4.54948727e-02 -8.92115042e-02
-1.16004662e-01 4.09169451e-02 4.50051150e-02 -2.96970173e-01
-3.85768456e-01]
[ -1.56725967e-01 -1.38953586e-01 -5.47945303e-02 -2.42756568e-01
-1.25683127e-01 -2.95974725e-01 7.75280556e-02 -1.69144248e-01
-1.88070436e-01 5.20287521e-02 1.75653979e-01 3.55461221e-02
-1.28445163e-01]
[ -1.27885318e-01 -1.70630375e-01 -1.15235782e-01 -3.13702041e-01
9.25912338e-02 -1.82779217e-02 -1.55116484e-01 -1.77103790e-01
1.15270367e-01 -8.81254091e-02 -1.39982796e-01 -7.04846390e-02
-2.89831508e-01]
[ -3.63464509e-02 -3.57288057e-02 -1.50277960e-01 -1.50703609e-01
-2.31917395e-01 6.29494454e-02 -3.39429927e-02 -4.11203086e-02
-2.18982934e-01 -8.69782032e-02 -1.62534008e-01 -3.95257211e-01
-2.24988693e-01]
[ -6.96458031e-02 2.13494893e-02 -1.29647285e-01 -3.50737581e-01
1.19622815e-01 1.98491580e-02 -2.01127488e-01 -1.51559483e-01
1.25954870e-01 -5.48545700e-02 -3.20183527e-01 -3.01335230e-01
-3.34770370e-01]
[ 6.33766995e-02 -2.98731168e-01 -8.87901390e-02 -4.64376641e-01
-2.13326271e-01 -9.19251891e-02 2.43125650e-02 6.27710099e-02
-4.55173035e-02 2.60712261e-01 -5.45019826e-01 -9.00484116e-01
4.66822557e-01]
[ -2.33086097e-01 -2.35819401e-01 -1.34944800e-01 -3.21093587e-01
-2.93725719e-01 -9.53532825e-02 1.84808601e-01 2.27968425e-02
2.65030781e-01 1.54824333e-02 -4.29414331e-01 -1.08810379e+00
6.58884309e-01]
[ -2.50140534e-02 -1.78999280e-01 1.77669329e-02 -3.28994441e-01
-1.64426407e-01 1.63349394e-01 1.97806266e-01 2.38777421e-01
-3.99003887e-02 2.06565659e-01 -2.53107940e-01 -1.19586663e+00
7.82245678e-01]
[ -9.93987284e-03 -3.83039308e-02 -1.28337479e-01 -1.43045968e-01
-1.74801111e-01 -4.92180421e-02 3.13075523e-01 1.57612462e-01
2.52835393e-01 3.46645592e-01 -5.14816557e-01 -1.15567218e+00
8.23440617e-01]
[ -9.06388700e-02 -2.75102812e-01 5.63063083e-02 -3.46227194e-01
-1.45682812e-01 1.15033454e-01 3.94537750e-01 1.42222389e-01
-6.62658467e-02 1.49951465e-01 -5.76271081e-01 -1.13083012e+00
8.68013565e-01]
[ 1.13736397e-01 -8.64918169e-02 1.34363737e-02 -1.64962488e-01
-8.03941887e-02 -2.00596259e-02 2.91345368e-01 3.74741946e-01
4.31728824e-01 2.48252224e-01 -5.78375588e-01 -1.08660020e+00
5.98113749e-01]
[ 4.83216836e-03 -1.45869348e-01 2.36651552e-02 2.25810472e-02
-9.89382409e-02 -2.83279618e-01 1.54643624e-01 3.85901456e-01
4.32453681e-02 1.41312211e-01 -2.82976944e-01 -9.25246539e-01
2.14677272e-01]
[ 1.13873292e-01 8.02664558e-02 1.19102210e-02 2.68436129e-01
-1.07626250e-01 -5.63221115e-02 -5.20540334e-02 -8.40378076e-02
-1.86913210e-01 -6.93484597e-02 -5.82478816e-02 1.08514793e-01
-6.09168920e-01]
[ 6.52332127e-02 -1.36109812e-01 1.53541298e-01 5.26064273e-01
2.22590195e-01 1.07815052e-02 -3.01152623e-01 -3.31005609e-01
2.89439367e-02 -5.46671959e-01 3.12946713e-01 8.05572247e-01
-9.71086480e-01]
[ 2.12463791e-02 7.66692382e-02 -2.14610432e-01 1.33392919e-01
3.55192174e-02 -3.59397165e-03 -2.15430377e-01 -3.63010309e-01
-2.82170673e-01 -2.84279699e-01 -5.60181101e-03 -1.42545055e-01
-1.97887547e-01]
[ -7.60721219e-02 -1.98929067e-01 5.56861349e-02 -3.23256030e-03
-1.22371393e-01 -1.37586034e-01 -9.69465201e-02 -7.86901380e-02
5.12779786e-03 -4.20198426e-01 -3.64942718e-01 -1.88165700e-01
1.88426393e-01]
[ -1.73672575e-02 -2.55650100e-01 4.67899913e-02 -4.06708249e-01
-1.81311472e-01 -2.35811526e-01 -3.94980501e-01 -6.17555507e-02
-8.95407164e-02 -2.18450742e-02 -2.51913092e-01 3.44178910e-01
2.20484078e-01]
[ 1.53351834e-01 6.51029983e-02 -1.11572697e-01 -4.14222367e-01
-5.09755767e-02 -1.04788482e-01 -2.77222358e-01 -7.07882770e-02
-2.34730908e-01 -2.82006956e-01 -2.70887017e-01 5.80243443e-01
1.35742310e-01]
[ -1.91221680e-01 -1.70587438e-01 -1.20772028e-01 -3.98263065e-01
-4.25389700e-02 2.28883560e-02 -2.86246120e-01 -3.06155056e-01
-1.83833372e-01 -1.28158088e-01 -2.94133935e-01 4.74363271e-01
4.92589806e-02]
[ -5.61612553e-02 -1.93713514e-01 -1.70484021e-01 -4.16894356e-01
-3.76471472e-02 3.97356363e-02 -1.62211391e-01 -1.43051722e-01
-2.83925101e-01 -3.70416601e-01 -1.19808270e-01 3.40224836e-01
1.54501625e-01]
[ 8.92080822e-02 9.95755257e-02 -2.19538262e-02 -3.45562102e-01
-3.11903966e-01 3.41093832e-03 -2.58806395e-01 -3.80981082e-01
-3.56887048e-01 -9.08707556e-02 -1.72054779e-01 3.86821471e-01
1.25617895e-01]
[ -5.77146264e-02 -1.08925082e-02 -2.84954557e-01 -1.18296513e-01
6.95650226e-02 1.55035727e-01 -2.52441938e-01 -1.95424641e-01
-5.65396890e-02 -4.15437206e-02 1.48652818e-01 7.82806220e-01
-6.16040908e-02]
[ 1.51010627e-01 3.19792491e-01 -1.94056520e-01 8.19872373e-01
1.03361971e-01 4.25686418e-03 -1.83363972e-01 -3.62609191e-01
-2.14506906e-01 -2.88509075e-01 7.77927323e-01 9.04492975e-01
-1.53350503e+00]
[ 9.15412589e-03 1.59657359e-01 5.89262773e-02 4.50063683e-01
-1.17390847e-02 -6.31869017e-02 -2.57620643e-01 -3.08408032e-01
-2.71611324e-01 -1.66609527e-01 6.08736115e-01 8.87156173e-01
-1.45793848e+00]
[ -1.71354424e-02 -1.47982613e-01 -1.45859304e-01 3.36008211e-01
-1.91707937e-01 2.38952694e-01 1.04082475e-03 -1.37176224e-01
-2.16913636e-01 -3.04631861e-01 1.97801286e-01 4.86279181e-01
-7.58268052e-01]
[ 8.79757884e-02 -3.84187568e-01 -5.01175696e-02 3.85642165e-02
-1.20444889e-01 2.00083144e-01 9.98718719e-02 1.85825612e-01
-1.86116129e-01 2.41757748e-02 -6.38841541e-02 2.51837780e-01
-4.10213822e-01]
[ 2.12745194e-01 -2.96066684e-01 -1.18544178e-01 -5.60338993e-02
-2.18228634e-01 1.22691114e-01 4.47012134e-02 -1.14188637e-01
-6.56026260e-02 -2.95295344e-02 -1.59998835e-01 -2.24302186e-01
-2.59310602e-01]
[ -1.31135436e-01 -8.16730324e-02 3.85182909e-02 -2.48028801e-01
-6.08812794e-02 -1.41295225e-01 5.98046265e-02 1.00614669e-02
-9.66755747e-02 3.88788448e-02 -3.35107127e-01 -5.06424165e-01
-1.32972607e-01]
[ -1.44704468e-01 -1.33647756e-01 -6.95141749e-02 -2.90103602e-01
-3.43676587e-01 -2.89516496e-01 1.64205582e-01 1.50558707e-01
7.04481088e-03 1.26096849e-01 -2.85835048e-01 -9.05166408e-01
2.99003687e-02]
[ -1.30423188e-01 -2.48549075e-01 -3.05986266e-01 -1.11180113e+00
-3.04142050e-01 -2.09806232e-01 -6.77179347e-02 -5.26363669e-02
5.45190500e-02 -5.00581229e-01 -8.41055885e-01 -6.56135468e-01
-1.55640587e+00]
[ -1.25747595e-01 1.34984605e-01 1.24460398e-02 1.88770559e-01
-2.00731920e-01 -1.77747150e-01 -1.67168641e-01 7.19593875e-03
-1.50351048e-01 -1.20422744e-01 -1.00977796e-01 -4.06359687e-01
1.37215813e-01]
[ -3.63613057e-01 -1.20191894e-01 -2.73309777e-01 4.07558801e-01
-2.01894322e-01 -2.33114818e-01 -1.66963397e-01 -9.37366885e-02
-1.05884087e-04 5.17939606e-02 1.34178867e-01 -3.58724625e-01
3.21100543e-01]
[ -1.28551110e-01 -5.22028388e-02 -2.54323359e-01 2.76563327e-01
-2.29618750e-01 -2.79846173e-01 -3.94381705e-01 -4.56529053e-02
7.33571368e-03 -8.09126132e-02 -1.49962052e-01 -2.97846819e-01
2.30021423e-01]
[ -2.62599996e-01 -5.32702506e-01 -3.41949568e-01 1.03949881e-01
-3.17290287e-01 -2.34588271e-01 -2.39678299e-01 -2.26900117e-01
-2.39213809e-02 -2.80577522e-01 2.28251767e-02 -3.74552141e-01
1.58849454e-01]
[ -2.27960663e-01 -2.96532555e-01 -3.22890468e-01 -5.11960792e-02
-8.62788727e-02 -1.52018087e-01 -1.14474326e-01 3.51112863e-02
-2.11726122e-01 -5.10841890e-01 -2.23246497e-01 -3.02824416e-01
-1.60338079e-02]
[ -9.11968984e-02 -2.02879269e-02 -2.45781177e-01 -1.17776062e+00
-2.80015146e-01 -2.60395527e-01 1.50221244e-01 -5.07227926e-01
1.50793542e-01 -2.29619771e-01 -8.39813756e-01 -4.59505441e-01
-1.46896712e+00]]
Progress: 36.5% ... Training loss: 0.174 ... Validation loss: 0.312[[-0.26031225]
[ 0.24910881]
[-0.05705205]
[ 1.48154842]
[ 0.26027198]
[-0.03186979]
[-0.97202903]
[-0.77452701]
[-0.52177587]
[-0.80342366]
[ 1.33423765]
[ 3.05044663]
[-2.70358843]]
[[ -5.18171303e-01 -4.89815366e-01 -5.91958625e-01 1.17522416e-01
-2.86165590e-01 -5.97044092e-01 1.52697990e-01 -2.34258856e-01
-2.58176161e-01 -3.06736363e-01 3.29817868e-01 1.14228089e+00
4.07721440e-01]
[ 1.43065237e-02 -1.33379506e-01 4.78903022e-02 -1.46898485e-01
-3.77585765e-02 5.83667002e-02 -6.97886271e-02 1.85254777e-01
-1.49599523e-01 -1.67480790e-01 -1.58759027e-01 -1.15847346e-01
-2.03890596e-01]
[ -3.02010970e-01 1.38160369e-01 -4.18236233e-02 4.12728203e-02
7.41032407e-02 -1.38580066e-01 -1.47914654e-01 -2.22148981e-01
2.87010188e-01 -6.41248967e-01 9.07263239e-02 6.49502313e-01
8.40856660e-01]
[ 2.79397003e-01 -2.53429992e-01 -2.73772803e-01 1.45393425e-01
-2.69998110e-01 1.24576307e-02 6.89277575e-01 -6.34292646e-01
3.89727260e-01 -1.81480780e-01 -5.39395485e-02 -3.75372810e-01
-3.63512860e-01]
[ 1.51314336e-01 1.28387033e-02 1.14822800e-01 -1.73611299e-01
-2.38064258e-02 7.52365891e-02 -1.54438191e-01 -1.68759362e-01
7.91387767e-02 2.71666960e-01 6.06770659e-03 -7.57122920e-02
-3.49931572e-02]
[ -4.88376637e-01 -6.26448147e-01 -6.00517544e-01 -6.01436853e-01
-5.99532549e-01 -5.65314646e-01 -4.46074466e-01 -1.51245678e-01
-5.00737543e-01 -2.28841753e-01 -6.33723467e-01 -9.29361332e-01
-7.54525371e-01]
[ -4.17695474e-01 -5.90776396e-01 -3.30422344e-01 -4.74072118e-01
-4.16042296e-01 -5.66683809e-01 -3.96938173e-01 -5.07272875e-01
-3.19305441e-01 -1.08943666e-01 -5.08855363e-01 -5.71283410e-01
-7.11119731e-01]
[ -3.45546921e-01 -3.48674807e-01 -4.90626636e-01 -1.53241256e-01
-3.26123034e-01 -4.28562972e-01 -2.42402115e-01 -3.03799817e-01
-2.60547932e-01 -6.06146945e-01 -3.45095417e-01 -8.50358752e-01
-6.82802485e-01]
[ -4.67118165e-01 -3.36585157e-01 -3.87918838e-01 -2.91470974e-01
-3.30210410e-01 -2.19526419e-01 -3.42201189e-02 -4.82928723e-01
-2.69037330e-01 -4.70506147e-01 -2.32307038e-01 -2.82485300e-01
-2.74612611e-01]
[ -9.61242127e-01 -9.60639417e-01 -9.94460633e-01 -7.25243339e-01
-1.05352125e+00 -9.93854611e-01 -5.22627811e-01 -5.73106182e-01
-7.34316256e-01 -5.85255485e-01 -8.30268422e-01 -6.77833844e-01
-9.39198702e-01]
[ -5.15900243e-01 -2.69125580e-01 -4.75574006e-01 -4.31306134e-01
-3.44094388e-01 -3.66693067e-01 -6.41924195e-01 -6.54695482e-01
-6.76564793e-01 -1.11416327e-01 -6.00619073e-01 -8.43107256e-01
-7.70839331e-01]
[ -1.20932246e-01 2.61764665e-02 -3.45849766e-01 -5.12156530e-01
-1.02958163e-01 -7.62318531e-02 -2.15427913e-01 -4.61579304e-01
-1.98619016e-01 3.92732792e-02 -5.63720645e-01 -1.26321441e+00
-8.32721626e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.55464920e-01 -1.27551333e-01 1.64172566e-01 -3.08977590e-01
-1.36650614e-01 1.13263988e-01 -1.41314339e-01 1.32108111e-02
-8.75552494e-02 6.84129951e-02 -2.40312908e-01 -5.00213972e-01
-8.92937599e-02]
[ -9.75923839e-02 -2.65405797e-01 -1.81816722e-01 -2.69549484e-01
-4.75959199e-01 -8.77182198e-02 -1.10161725e-01 -1.27662279e-02
-9.04200932e-02 -1.41731083e-02 -2.42731755e-01 -4.61225917e-01
-2.58415426e-01]
[ -6.52951629e-02 -3.76660727e-02 -2.25536278e-01 -2.41010482e-01
1.08628724e-01 -1.61084215e-01 -2.49495092e-01 1.38214425e-01
-3.42162865e-02 1.58766548e-01 -2.05617134e-01 2.66698992e-02
-1.13227183e-01]
[ 3.43423461e-02 -1.64877212e-01 -1.50548318e-01 -9.49264642e-02
-1.23634806e-01 -1.07806036e-01 9.55930016e-02 -1.49085380e-01
-3.23578348e-02 2.98034522e-02 -4.55006424e-02 -1.22968573e-01
-3.63949907e-02]
[ -2.96485735e-01 -1.31989773e-01 -8.25322581e-02 -1.40544518e-01
-2.93208913e-01 -2.77633301e-01 -3.49108836e-01 -1.90803077e-02
-3.37752394e-01 -2.35924393e-01 1.48884194e-01 -1.43250549e-01
5.23854625e-02]
[ -2.33310269e-01 -1.25490975e-01 -9.67322980e-02 -5.38830531e-02
-8.73024229e-02 -1.21407623e-01 -6.73108282e-02 -8.65942266e-03
-1.31817284e-01 -1.31445658e-01 -2.31916849e-02 -2.84773863e-01
-1.85873687e-01]
[ -1.83761410e-01 -7.40213901e-02 -2.31365232e-01 -1.91029914e-01
-1.60390487e-01 -2.07395474e-01 -3.76326880e-01 -1.29865282e-01
1.23400974e-01 -2.60925523e-01 -3.56059165e-01 -4.16490368e-01
-4.92794699e-01]
[ -3.71243705e-01 -5.63814104e-02 -1.52839058e-01 -9.88938758e-02
-4.51075595e-02 -3.14409161e-01 4.41204601e-02 -9.05153651e-02
-1.17278241e-01 3.98378576e-02 4.66718972e-02 -2.91268597e-01
-3.91460801e-01]
[ -1.56513540e-01 -1.39127937e-01 -5.47679010e-02 -2.42835755e-01
-1.25901114e-01 -2.95949741e-01 7.76990058e-02 -1.68938872e-01
-1.87704341e-01 5.24545385e-02 1.74677747e-01 3.59724390e-02
-1.28531535e-01]
[ -1.28284345e-01 -1.70427997e-01 -1.15313361e-01 -3.13066895e-01
9.29319422e-02 -1.83354719e-02 -1.56805799e-01 -1.78113618e-01
1.14277977e-01 -8.91204815e-02 -1.39329680e-01 -6.94693253e-02
-2.90230945e-01]
[ -3.62484630e-02 -3.57203330e-02 -1.50277002e-01 -1.51406055e-01
-2.31904573e-01 6.29523554e-02 -3.39995213e-02 -4.13367727e-02
-2.18841557e-01 -8.67960363e-02 -1.62734038e-01 -3.93758454e-01
-2.23872256e-01]
[ -6.87523694e-02 2.06049018e-02 -1.29477464e-01 -3.55509777e-01
1.18881183e-01 1.99694443e-02 -1.98044752e-01 -1.49290237e-01
1.27636156e-01 -5.15238321e-02 -3.24349432e-01 -3.07623420e-01
-3.32679914e-01]
[ 6.34226435e-02 -2.98748866e-01 -8.87895769e-02 -4.64611044e-01
-2.13325044e-01 -9.19193903e-02 2.44661056e-02 6.26731671e-02
-4.54450854e-02 2.60699194e-01 -5.45048819e-01 -9.00157707e-01
4.66768735e-01]
[ -2.33305357e-01 -2.35590534e-01 -1.34994348e-01 -3.20152345e-01
-2.93510312e-01 -9.53838672e-02 1.83756522e-01 2.20779813e-02
2.64366659e-01 1.47731159e-02 -4.28619374e-01 -1.08723982e+00
6.56573634e-01]
[ -2.49809645e-02 -1.78983033e-01 1.77668133e-02 -3.29401660e-01
-1.64431838e-01 1.63351500e-01 1.98231623e-01 2.38946804e-01
-3.97792819e-02 2.06731985e-01 -2.53534499e-01 -1.19640034e+00
7.83122854e-01]
[ -1.01571746e-02 -3.81823632e-02 -1.28375377e-01 -1.42065338e-01
-1.74688143e-01 -4.92429701e-02 3.11669519e-01 1.56644410e-01
2.52310416e-01 3.45618542e-01 -5.14197473e-01 -1.15494023e+00
8.21882459e-01]
[ -9.07641430e-02 -2.75024575e-01 5.62804216e-02 -3.45823797e-01
-1.45587023e-01 1.15016953e-01 3.93968883e-01 1.41814280e-01
-6.65297064e-02 1.49404000e-01 -5.75976465e-01 -1.13047625e+00
8.66929669e-01]
[ 1.13269782e-01 -8.61511602e-02 1.33467297e-02 -1.62418281e-01
-8.00657717e-02 -2.01231713e-02 2.89772365e-01 3.73803025e-01
4.30906455e-01 2.46847605e-01 -5.76888141e-01 -1.08651399e+00
5.93954886e-01]
[ 4.97322667e-03 -1.45980240e-01 2.36808821e-02 2.17802335e-02
-9.90563787e-02 -2.83267664e-01 1.55831188e-01 3.86507950e-01
4.38947379e-02 1.41577491e-01 -2.83438518e-01 -9.26671481e-01
2.15375490e-01]
[ 1.13718318e-01 8.03966541e-02 1.18847571e-02 2.71617828e-01
-1.07520293e-01 -5.63273973e-02 -5.37462971e-02 -8.48081340e-02
-1.87339640e-01 -6.97768590e-02 -5.60803182e-02 1.13963339e-01
-6.12017589e-01]
[ 6.52578083e-02 -1.36201574e-01 1.53551574e-01 5.25837171e-01
2.22505146e-01 1.07863458e-02 -3.01079996e-01 -3.31334420e-01
2.91522688e-02 -5.46809317e-01 3.12477524e-01 8.05097875e-01
-9.70682634e-01]
[ 2.13892848e-02 7.65426061e-02 -2.14579544e-01 1.32292931e-01
3.53712023e-02 -3.57768047e-03 -2.14748508e-01 -3.62267352e-01
-2.81897710e-01 -2.83718021e-01 -6.41363547e-03 -1.44603909e-01
-1.96124010e-01]
[ -7.64244683e-02 -1.98658980e-01 5.56038151e-02 -1.62898717e-03
-1.22047016e-01 -1.37635162e-01 -9.92185728e-02 -8.04269632e-02
4.03078893e-03 -4.21251760e-01 -3.63668069e-01 -1.84285993e-01
1.86152470e-01]
[ -1.76379671e-02 -2.55500268e-01 4.67430587e-02 -4.06314477e-01
-1.81106638e-01 -2.35849314e-01 -3.95986598e-01 -6.20163359e-02
-8.98895717e-02 -2.26339347e-02 -2.51511260e-01 3.43993238e-01
2.21412367e-01]
[ 1.53569424e-01 6.48215618e-02 -1.11541408e-01 -4.17168412e-01
-5.12283243e-02 -1.04755703e-01 -2.76557529e-01 -7.00408422e-02
-2.34252340e-01 -2.81469251e-01 -2.72978463e-01 5.78244205e-01
1.40394909e-01]
[ -1.91712075e-01 -1.69869059e-01 -1.20930614e-01 -3.96324079e-01
-4.17508366e-02 2.28066460e-02 -2.89400787e-01 -3.09133416e-01
-1.85600276e-01 -1.30763484e-01 -2.91283849e-01 4.89686964e-01
4.43336209e-02]
[ -5.66572816e-02 -1.93062017e-01 -1.70658874e-01 -4.16120906e-01
-3.69670812e-02 3.96592451e-02 -1.63524140e-01 -1.45545497e-01
-2.85057831e-01 -3.72686602e-01 -1.17862441e-01 3.48248145e-01
1.50677123e-01]
[ 8.92934062e-02 9.95056654e-02 -2.19392939e-02 -3.45948926e-01
-3.11977852e-01 3.42476493e-03 -2.58463910e-01 -3.80794855e-01
-3.56728262e-01 -9.05973537e-02 -1.72367769e-01 3.86380715e-01
1.26032898e-01]
[ -5.78893005e-02 -1.05377660e-02 -2.85000539e-01 -1.16696314e-01
7.00253998e-02 1.54997616e-01 -2.53382786e-01 -1.96403037e-01
-5.71768774e-02 -4.22380823e-02 1.50432362e-01 7.86408439e-01
-6.57941137e-02]
[ 1.51192898e-01 3.19550610e-01 -1.94016783e-01 8.18806841e-01
1.03125231e-01 4.28131822e-03 -1.82884622e-01 -3.61809441e-01
-2.14252490e-01 -2.87715340e-01 7.76539862e-01 9.02324469e-01
-1.53329477e+00]
[ 9.91867805e-03 1.59250714e-01 5.90642772e-02 4.48506353e-01
-1.22569162e-02 -6.30826952e-02 -2.56012753e-01 -3.06351642e-01
-2.71016779e-01 -1.63252040e-01 6.07119111e-01 8.84754333e-01
-1.46104838e+00]
[ -1.68583012e-02 -1.48386149e-01 -1.45773152e-01 3.33297052e-01
-1.92113233e-01 2.39005038e-01 2.70683049e-03 -1.35638500e-01
-2.16088299e-01 -3.03714147e-01 1.95266629e-01 4.82130647e-01
-7.55090473e-01]
[ 8.79914926e-02 -3.84227810e-01 -5.01092367e-02 3.83784385e-02
-1.20500001e-01 2.00085194e-01 1.00195772e-01 1.86034090e-01
-1.85895677e-01 2.41450650e-02 -6.42249718e-02 2.49552017e-01
-4.09390014e-01]
[ 2.12729274e-01 -2.96033379e-01 -1.18546083e-01 -5.52220280e-02
-2.18190126e-01 1.22686382e-01 4.42363660e-02 -1.14200158e-01
-6.58478593e-02 -2.94634019e-02 -1.59400335e-01 -2.23340554e-01
-2.60631241e-01]
[ -1.31155260e-01 -8.16154125e-02 3.85095380e-02 -2.47461464e-01
-6.08086548e-02 -1.41299202e-01 5.95207905e-02 9.69131988e-03
-9.68348415e-02 3.88202358e-02 -3.34735390e-01 -5.04927679e-01
-1.34332231e-01]
[ -1.44721332e-01 -1.33654946e-01 -6.95080851e-02 -2.90015194e-01
-3.43698595e-01 -2.89518050e-01 1.64254143e-01 1.50819215e-01
7.13639159e-03 1.26293500e-01 -2.86043398e-01 -9.06981283e-01
3.07236783e-02]
[ -1.31569250e-01 -2.47901096e-01 -3.06189115e-01 -1.11061873e+00
-3.03317121e-01 -2.09969174e-01 -7.27179923e-02 -5.58764049e-02
5.24564866e-02 -5.04670096e-01 -8.40143651e-01 -6.46606775e-01
-1.55810911e+00]
[ -1.26197293e-01 1.35499638e-01 1.23492861e-02 1.94248312e-01
-2.00360247e-01 -1.77778229e-01 -1.70533476e-01 5.85321347e-03
-1.51996585e-01 -1.21463040e-01 -9.71076305e-02 -4.00092056e-01
1.31436164e-01]
[ -3.63356703e-01 -1.20297453e-01 -2.73291073e-01 4.07375214e-01
-2.01994504e-01 -2.33083471e-01 -1.66584276e-01 -9.41943437e-02
1.11906495e-04 5.19367900e-02 1.34181370e-01 -3.56117734e-01
3.18495368e-01]
[ -1.27672492e-01 -5.30322401e-02 -2.54179669e-01 2.71656029e-01
-2.30388211e-01 -2.79738623e-01 -3.91775824e-01 -4.40644727e-02
9.02271252e-03 -7.82883301e-02 -1.54049872e-01 -3.04360045e-01
2.33859308e-01]
[ -2.62629106e-01 -5.32674499e-01 -3.41936011e-01 1.05121167e-01
-3.17265971e-01 -2.34587511e-01 -2.40070653e-01 -2.26775993e-01
-2.42944089e-02 -2.80137005e-01 2.31491625e-02 -3.75035528e-01
1.58161197e-01]
[ -2.27962690e-01 -2.96387300e-01 -3.22924309e-01 -5.09158267e-02
-8.60015107e-02 -1.52027154e-01 -1.14681677e-01 3.46375548e-02
-2.12078966e-01 -5.11155488e-01 -2.22965381e-01 -3.02201597e-01
-2.18428353e-02]
[ -9.17949811e-02 -1.93357802e-02 -2.45989988e-01 -1.17657485e+00
-2.79135353e-01 -2.60495680e-01 1.48127503e-01 -5.09171721e-01
1.49181456e-01 -2.32017076e-01 -8.37220960e-01 -4.50373936e-01
-1.47446409e+00]]
Progress: 36.5% ... Training loss: 0.171 ... Validation loss: 0.313[[-0.25897794]
[ 0.24658777]
[-0.05823635]
[ 1.48606835]
[ 0.2575723 ]
[-0.03060963]
[-0.96663061]
[-0.79046557]
[-0.51699236]
[-0.8135862 ]
[ 1.33687503]
[ 3.04233274]
[-2.72049449]]
[[ -5.17799537e-01 -4.90904904e-01 -5.91774063e-01 1.12666466e-01
-2.87031630e-01 -5.96984522e-01 1.55519283e-01 -2.27091957e-01
-2.56396863e-01 -3.02444753e-01 3.25551265e-01 1.12773373e+00
4.29903211e-01]
[ 1.46881699e-02 -1.33643840e-01 4.79536407e-02 -1.48963063e-01
-3.79857406e-02 5.84054243e-02 -6.85337869e-02 1.86330626e-01
-1.49095287e-01 -1.66250195e-01 -1.60248398e-01 -1.17478708e-01
-2.02681374e-01]
[ -3.03178951e-01 1.38638845e-01 -4.19824147e-02 4.16677053e-02
7.46350053e-02 -1.38692619e-01 -1.49234386e-01 -2.22991381e-01
2.86795899e-01 -6.46951107e-01 9.19586190e-02 6.54895165e-01
8.55965381e-01]
[ 2.76874572e-01 -2.50969835e-01 -2.74189289e-01 1.70607264e-01
-2.66636739e-01 1.21379354e-02 6.74294833e-01 -6.45960557e-01
3.82594119e-01 -1.90964742e-01 -3.41328092e-02 -3.27318756e-01
-3.89828022e-01]
[ 1.51004616e-01 1.49593230e-02 1.14494874e-01 -1.64344175e-01
-2.20068147e-02 7.51326066e-02 -1.57428582e-01 -1.76189373e-01
7.58184519e-02 2.68254390e-01 1.63334572e-02 -4.86938865e-02
-5.97133774e-02]
[ -4.87651408e-01 -6.27181650e-01 -6.00385240e-01 -6.06472801e-01
-6.00355910e-01 -5.65234812e-01 -4.43639102e-01 -1.47284345e-01
-4.99609445e-01 -2.24779638e-01 -6.38176280e-01 -9.40787151e-01
-7.51037892e-01]
[ -4.17737825e-01 -5.90764780e-01 -3.30433242e-01 -4.73747840e-01
-4.15920986e-01 -5.66685685e-01 -3.96894147e-01 -5.06054104e-01
-3.19489277e-01 -1.07919926e-01 -5.08334129e-01 -5.70896423e-01
-7.05672700e-01]
[ -3.45597839e-01 -3.49182792e-01 -4.90578398e-01 -1.54645629e-01
-3.26592708e-01 -4.28552496e-01 -2.41952046e-01 -3.01318401e-01
-2.60078958e-01 -6.05613326e-01 -3.46675839e-01 -8.53734826e-01
-6.74184368e-01]
[ -4.67927195e-01 -3.36012817e-01 -3.88009138e-01 -2.87001532e-01
-3.29689287e-01 -2.19621622e-01 -3.75318420e-02 -4.83338858e-01
-2.71004914e-01 -4.72609565e-01 -2.29350746e-01 -2.80223751e-01
-2.79844900e-01]
[ -9.61329157e-01 -9.61133750e-01 -9.94398242e-01 -7.27242311e-01
-1.05425915e+00 -9.93838462e-01 -5.22343191e-01 -5.67776948e-01
-7.34207698e-01 -5.82508551e-01 -8.33038651e-01 -6.89572247e-01
-9.26440731e-01]
[ -5.15323025e-01 -2.70022531e-01 -4.75447241e-01 -4.35117373e-01
-3.44746323e-01 -3.66619172e-01 -6.40205705e-01 -6.51703657e-01
-6.75564348e-01 -1.08644076e-01 -6.03900808e-01 -8.49191205e-01
-7.67658066e-01]
[ -1.21599504e-01 2.69102188e-02 -3.45959579e-01 -5.07992921e-01
-1.02218924e-01 -7.63286681e-02 -2.17813287e-01 -4.62648979e-01
-2.00282367e-01 3.72701494e-02 -5.60224389e-01 -1.25754541e+00
-8.36340525e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.55740565e-01 -1.27497291e-01 1.64157344e-01 -3.09190891e-01
-1.36599314e-01 1.13243804e-01 -1.42386462e-01 1.32319790e-02
-8.78672665e-02 6.78176941e-02 -2.40447874e-01 -5.01446948e-01
-8.82227206e-02]
[ -9.74912802e-02 -2.65402426e-01 -1.81811079e-01 -2.69731878e-01
-4.75948820e-01 -8.77142989e-02 -1.09841528e-01 -1.24526598e-02
-9.04437322e-02 -1.39364773e-02 -2.42824920e-01 -4.60942486e-01
-2.59842626e-01]
[ -6.43316837e-02 -3.87544061e-02 -2.25338013e-01 -2.46424900e-01
1.07563559e-01 -1.60964025e-01 -2.47240080e-01 1.43083969e-01
-3.29721835e-02 1.64595788e-01 -2.10823589e-01 1.71707614e-02
-1.08022705e-01]
[ 3.45306914e-02 -1.65015453e-01 -1.50516209e-01 -9.53904495e-02
-1.23803745e-01 -1.07787127e-01 9.66887037e-02 -1.48289130e-01
-3.19295042e-02 3.08662107e-02 -4.62300325e-02 -1.26963682e-01
-3.41729291e-02]
[ -2.96556001e-01 -1.31849089e-01 -8.25635229e-02 -1.41000658e-01
-2.93077633e-01 -2.77643040e-01 -3.48577972e-01 -1.92370948e-02
-3.37525571e-01 -2.36239197e-01 1.48822286e-01 -1.44013772e-01
5.57147786e-02]
[ -2.33475116e-01 -1.25434498e-01 -9.67651345e-02 -5.47683290e-02
-8.72981291e-02 -1.21426753e-01 -6.71496102e-02 -8.05820187e-03
-1.31815831e-01 -1.32429434e-01 -2.35047336e-02 -2.85480712e-01
-1.82378219e-01]
[ -1.84024255e-01 -7.39134013e-02 -2.31382726e-01 -1.89982258e-01
-1.60299740e-01 -2.07423483e-01 -3.77503792e-01 -1.29626433e-01
1.22716953e-01 -2.61282511e-01 -3.55827839e-01 -4.16504963e-01
-4.92056389e-01]
[ -3.71021340e-01 -5.68623719e-02 -1.52785305e-01 -1.02313413e-01
-4.55855501e-02 -3.14380375e-01 4.63444196e-02 -8.91816117e-02
-1.16076166e-01 4.05528292e-02 4.36540366e-02 -2.98650175e-01
-3.86030264e-01]
[ -1.56622846e-01 -1.39039114e-01 -5.47928250e-02 -2.38843501e-01
-1.25654975e-01 -2.95961470e-01 7.62935772e-02 -1.69172696e-01
-1.88405670e-01 5.23684073e-02 1.78230137e-01 4.22614795e-02
-1.31024931e-01]
[ -1.28680583e-01 -1.69992013e-01 -1.15365183e-01 -3.10687006e-01
9.33686908e-02 -1.83878509e-02 -1.58390785e-01 -1.78514160e-01
1.13199365e-01 -9.01013356e-02 -1.37100186e-01 -6.36989219e-02
-2.92321060e-01]
[ -3.65917818e-02 -3.54373332e-02 -1.50332896e-01 -1.49723386e-01
-2.31668627e-01 6.29089667e-02 -3.54239440e-02 -4.21193807e-02
-2.19515435e-01 -8.80506287e-02 -1.61484946e-01 -3.92598559e-01
-2.26641147e-01]
[ -6.87822668e-02 2.04845394e-02 -1.29458432e-01 -3.55223795e-01
1.18735841e-01 1.99754279e-02 -1.98350094e-01 -1.48639446e-01
1.27452519e-01 -5.12789308e-02 -3.24610649e-01 -3.09686080e-01
-3.33071185e-01]
[ 6.33350939e-02 -2.98713021e-01 -8.88009300e-02 -4.64546959e-01
-2.13297576e-01 -9.19258685e-02 2.40605441e-02 6.25580770e-02
-4.56753878e-02 2.60441001e-01 -5.44974909e-01 -9.00226909e-01
4.66767390e-01]
[ -2.33287269e-01 -2.35608972e-01 -1.34989419e-01 -3.20367451e-01
-2.93538717e-01 -9.53813249e-02 1.83888013e-01 2.21898294e-02
2.64429561e-01 1.49064392e-02 -4.28799623e-01 -1.08756691e+00
6.57084728e-01]
[ -2.49650769e-02 -1.78991388e-01 1.77695473e-02 -3.29432543e-01
-1.64441390e-01 1.63353120e-01 1.98313500e-01 2.39005980e-01
-3.97450944e-02 2.06800308e-01 -2.53568871e-01 -1.19643191e+00
7.83174120e-01]
[ -1.01840489e-02 -3.81678768e-02 -1.28378110e-01 -1.42276965e-01
-1.74666729e-01 -4.92481941e-02 3.11674705e-01 1.56617542e-01
2.52266663e-01 3.45584367e-01 -5.14393920e-01 -1.15529808e+00
8.22430189e-01]
[ -9.12448671e-02 -2.74649603e-01 5.62031418e-02 -3.42912903e-01
-1.45222434e-01 1.14955768e-01 3.91950204e-01 1.41152503e-01
-6.76777939e-02 1.48011137e-01 -5.74110066e-01 -1.12956314e+00
8.60704864e-01]
[ 1.13371332e-01 -8.62615020e-02 1.33610564e-02 -1.63251878e-01
-8.01634795e-02 -2.01180299e-02 2.90981781e-01 3.74069649e-01
4.31568875e-01 2.47093272e-01 -5.77588113e-01 -1.08832139e+00
5.96116433e-01]
[ 4.97322667e-03 -1.45980240e-01 2.36808821e-02 2.17802335e-02
-9.90563787e-02 -2.83267664e-01 1.55831188e-01 3.86507950e-01
4.38947379e-02 1.41577491e-01 -2.83438518e-01 -9.26671481e-01
2.15375490e-01]
[ 1.14103622e-01 8.00644426e-02 1.19482430e-02 2.68411538e-01
-1.07797204e-01 -5.62866747e-02 -5.21451422e-02 -8.34358722e-02
-1.86622506e-01 -6.85116267e-02 -5.82566976e-02 1.09829017e-01
-6.09172962e-01]
[ 6.47037420e-02 -1.35761180e-01 1.53454286e-01 5.33617843e-01
2.23276981e-01 1.07333833e-02 -3.05054642e-01 -3.32634196e-01
2.72693395e-02 -5.47856512e-01 3.18574934e-01 8.20201448e-01
-9.75989450e-01]
[ 2.12848174e-02 7.66407565e-02 -2.14586328e-01 1.34201161e-01
3.54797726e-02 -3.59285454e-03 -2.15408690e-01 -3.62232891e-01
-2.82134246e-01 -2.83939330e-01 -5.31006164e-03 -1.43866031e-01
-1.97839585e-01]
[ -7.64292384e-02 -1.98738746e-01 5.56171790e-02 -2.63657450e-03
-1.22169726e-01 -1.37632648e-01 -9.92669338e-02 -7.98976829e-02
4.03707410e-03 -4.21036007e-01 -3.64527738e-01 -1.86539744e-01
1.88341091e-01]
[ -1.75865059e-02 -2.55525913e-01 4.67474839e-02 -4.06767826e-01
-1.81145591e-01 -2.35843276e-01 -3.95731883e-01 -6.20404576e-02
-8.98478791e-02 -2.24900103e-02 -2.51663427e-01 3.44350860e-01
2.21947862e-01]
[ 1.53649319e-01 6.45566905e-02 -1.11514829e-01 -4.19588112e-01
-5.14581941e-02 -1.04750344e-01 -2.75748770e-01 -6.99422045e-02
-2.33731827e-01 -2.81532014e-01 -2.74921803e-01 5.73091912e-01
1.44969379e-01]
[ -1.91461501e-01 -1.70395128e-01 -1.20837283e-01 -4.01880539e-01
-4.24802464e-02 2.28504939e-02 -2.87632076e-01 -3.05973684e-01
-1.84401519e-01 -1.28992288e-01 -2.96338188e-01 4.79282246e-01
5.41986864e-02]
[ -5.66394402e-02 -1.93247952e-01 -1.70640757e-01 -4.17648389e-01
-3.71236042e-02 3.96654140e-02 -1.63121635e-01 -1.44889025e-01
-2.84641971e-01 -3.72646588e-01 -1.19219928e-01 3.44412974e-01
1.54685281e-01]
[ 8.90912781e-02 9.96587211e-02 -2.19783121e-02 -3.46322153e-01
-3.11884784e-01 3.40265543e-03 -2.58957377e-01 -3.80811237e-01
-3.57067653e-01 -9.11422916e-02 -1.72339327e-01 3.86712213e-01
1.26589619e-01]
[ -5.79932639e-02 -1.03510436e-02 -2.85036729e-01 -1.15735827e-01
7.02731834e-02 1.54979582e-01 -2.53781921e-01 -1.97265298e-01
-5.75771019e-02 -4.28236741e-02 1.51814484e-01 7.89085865e-01
-6.89143134e-02]
[ 1.51027006e-01 3.19841553e-01 -1.94056373e-01 8.21075425e-01
1.03310740e-01 4.25763067e-03 -1.84197993e-01 -3.60987367e-01
-2.15289612e-01 -2.87627256e-01 7.78667627e-01 9.07905271e-01
-1.53692255e+00]
[ 9.71545176e-03 1.59515592e-01 5.90139496e-02 4.52449404e-01
-1.19604330e-02 -6.31037699e-02 -2.57873251e-01 -3.07222703e-01
-2.71939589e-01 -1.64041249e-01 6.10855589e-01 8.92224939e-01
-1.46463248e+00]
[ -1.64542014e-02 -1.48841619e-01 -1.45684898e-01 3.30237370e-01
-1.92575531e-01 2.39060502e-01 4.30369147e-03 -1.34275049e-01
-2.15171253e-01 -3.01993650e-01 1.92602251e-01 4.75618808e-01
-7.52087875e-01]
[ 8.79423560e-02 -3.84205140e-01 -5.01069293e-02 3.92294019e-02
-1.20505068e-01 2.00080013e-01 9.98612720e-02 1.85845953e-01
-1.86218733e-01 2.41757971e-02 -6.42125221e-02 2.49427202e-01
-4.09891517e-01]
[ 2.13058698e-01 -2.96354363e-01 -1.18470758e-01 -5.70292677e-02
-2.18570080e-01 1.22723662e-01 4.59819746e-02 -1.12435061e-01
-6.50727778e-02 -2.73723656e-02 -1.61789321e-01 -2.31356731e-01
-2.56847801e-01]
[ -1.31089447e-01 -8.16842605e-02 3.85267950e-02 -2.48142272e-01
-6.08861867e-02 -1.41290269e-01 5.99794425e-02 1.02295173e-02
-9.66404070e-02 3.92123513e-02 -3.35237025e-01 -5.05879024e-01
-1.33334244e-01]
[ -1.44635542e-01 -1.33797658e-01 -6.94926133e-02 -2.90965725e-01
-3.43851026e-01 -2.89509338e-01 1.65315341e-01 1.51358760e-01
7.59994446e-03 1.26539897e-01 -2.86818237e-01 -9.08329612e-01
3.14973201e-02]
[ -1.31590881e-01 -2.48205010e-01 -3.06164671e-01 -1.11240288e+00
-3.03633900e-01 -2.09952116e-01 -7.20197905e-02 -5.47337079e-02
5.26382601e-02 -5.04472368e-01 -8.41469736e-01 -6.49354116e-01
-1.55820005e+00]
[ -1.25711576e-01 1.35023933e-01 1.24092444e-02 1.90729327e-01
-2.00800895e-01 -1.77732962e-01 -1.67777862e-01 7.48620896e-03
-1.50828904e-01 -1.20380399e-01 -9.99589597e-02 -4.07068856e-01
1.39845919e-01]
[ -3.63344929e-01 -1.20332408e-01 -2.73244703e-01 4.06974575e-01
-2.02106415e-01 -2.33079327e-01 -1.67492893e-01 -9.21445509e-02
-4.18410391e-04 5.36118048e-02 1.33935966e-01 -3.56569003e-01
3.21522206e-01]
[ -1.27988411e-01 -5.30857333e-02 -2.54181328e-01 2.71894360e-01
-2.30469501e-01 -2.79765579e-01 -3.92956702e-01 -4.36391698e-02
8.61992025e-03 -7.84930676e-02 -1.55068402e-01 -3.08986283e-01
2.36860761e-01]
[ -2.62822532e-01 -5.32679621e-01 -3.41958411e-01 1.04590295e-01
-3.17391862e-01 -2.34607365e-01 -2.40556420e-01 -2.25695273e-01
-2.42992927e-02 -2.80576604e-01 2.27749614e-02 -3.77411158e-01
1.59659260e-01]
[ -2.28480994e-01 -2.95977064e-01 -3.22987873e-01 -4.46415503e-02
-8.52713623e-02 -1.52078466e-01 -1.18307190e-01 3.39794013e-02
-2.13851109e-01 -5.11750085e-01 -2.17883512e-01 -2.91624805e-01
-2.55994824e-02]
[ -9.14202621e-02 -1.95303578e-02 -2.45953795e-01 -1.17849941e+00
-2.79439584e-01 -2.60470799e-01 1.50492197e-01 -5.07593692e-01
1.49987790e-01 -2.30217471e-01 -8.39042988e-01 -4.55926808e-01
-1.47423228e+00]]
Progress: 36.5% ... Training loss: 0.175 ... Validation loss: 0.307[[-0.26614724]
[ 0.24692349]
[-0.05567352]
[ 1.49004939]
[ 0.25996269]
[-0.03128783]
[-0.97911921]
[-0.78061679]
[-0.51799148]
[-0.81736355]
[ 1.34238769]
[ 3.05680075]
[-2.70876734]]
[[ -5.17283056e-01 -4.90939478e-01 -5.91780777e-01 1.14525981e-01
-2.86946338e-01 -5.96982750e-01 1.58853717e-01 -2.28430408e-01
-2.55378358e-01 -3.02372688e-01 3.27914925e-01 1.12764482e+00
4.23242033e-01]
[ 1.46316197e-02 -1.33519545e-01 4.79294273e-02 -1.48003623e-01
-3.78732181e-02 5.83967835e-02 -6.88664118e-02 1.85894528e-01
-1.49405923e-01 -1.66519926e-01 -1.59009379e-01 -1.15133255e-01
-2.05511760e-01]
[ -3.04529506e-01 1.41314215e-01 -4.23814855e-02 6.67531492e-02
7.73818408e-02 -1.38892125e-01 -1.55397737e-01 -2.32644223e-01
2.80549559e-01 -6.50848769e-01 1.12812920e-01 6.93223014e-01
8.18306298e-01]
[ 2.80750825e-01 -2.55064842e-01 -2.73501706e-01 1.37403321e-01
-2.70808111e-01 1.25378724e-02 6.93003393e-01 -6.34648076e-01
3.93655219e-01 -1.79135355e-01 -6.26438612e-02 -3.83271567e-01
-3.48011433e-01]
[ 1.49098288e-01 1.71395622e-02 1.14146765e-01 -1.48238621e-01
-1.99262953e-02 7.49473934e-02 -1.67459260e-01 -1.81394751e-01
7.02462336e-02 2.62082046e-01 3.06041334e-02 -2.25027987e-02
-8.02395599e-02]
[ -4.87508527e-01 -6.27385274e-01 -6.00381263e-01 -6.07175399e-01
-6.00523299e-01 -5.65229259e-01 -4.43683282e-01 -1.47019042e-01
-4.99482206e-01 -2.24422085e-01 -6.38701726e-01 -9.40735990e-01
-7.51540060e-01]
[ -4.16831087e-01 -5.91203557e-01 -3.30345890e-01 -4.78051271e-01
-4.16370700e-01 -5.66613298e-01 -3.93174055e-01 -5.05738528e-01
-3.17772844e-01 -1.05082454e-01 -5.10786309e-01 -5.71446639e-01
-7.04549014e-01]
[ -3.45895557e-01 -3.48045508e-01 -4.90809952e-01 -1.43102838e-01
-3.25270393e-01 -4.28658373e-01 -2.42992681e-01 -3.06777066e-01
-2.62681962e-01 -6.07051498e-01 -3.37564268e-01 -8.35407065e-01
-6.98764712e-01]
[ -4.67734788e-01 -3.36284820e-01 -3.87986482e-01 -2.89781480e-01
-3.29907188e-01 -2.19598609e-01 -3.66357492e-02 -4.83641374e-01
-2.70316555e-01 -4.72801200e-01 -2.31770271e-01 -2.87094291e-01
-2.75958010e-01]
[ -9.62367899e-01 -9.59323460e-01 -9.94756876e-01 -7.09852271e-01
-1.05228738e+00 -9.94012448e-01 -5.27924393e-01 -5.75577845e-01
-7.38958944e-01 -5.86558752e-01 -8.18451692e-01 -6.58677839e-01
-9.54798217e-01]
[ -5.14166094e-01 -2.70953160e-01 -4.75286170e-01 -4.45081561e-01
-3.45719705e-01 -3.66521492e-01 -6.34377872e-01 -6.49373582e-01
-6.72509695e-01 -1.04658693e-01 -6.11035384e-01 -8.63613882e-01
-7.57692297e-01]
[ -1.20773384e-01 2.62534356e-02 -3.45879583e-01 -5.11661959e-01
-1.02730008e-01 -7.62572834e-02 -2.14528547e-01 -4.62358459e-01
-1.98656746e-01 3.89001852e-02 -5.63962352e-01 -1.26305898e+00
-8.38020742e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.55987271e-01 -1.27407094e-01 1.64115730e-01 -3.07368516e-01
-1.36442617e-01 1.13218067e-01 -1.43992593e-01 1.20597101e-02
-8.83065598e-02 6.64280492e-02 -2.39114305e-01 -4.98896611e-01
-8.99443241e-02]
[ -9.75414863e-02 -2.65384932e-01 -1.81815533e-01 -2.69512136e-01
-4.75939311e-01 -8.77224718e-02 -1.09993858e-01 -1.23061467e-02
-9.05744989e-02 -1.38422767e-02 -2.42874644e-01 -4.61414854e-01
-2.59879871e-01]
[ -6.33966025e-02 -3.94064603e-02 -2.25230988e-01 -2.52216739e-01
1.06837982e-01 -1.60878849e-01 -2.43437834e-01 1.45216216e-01
-3.12702537e-02 1.67959817e-01 -2.14871593e-01 1.27502027e-02
-1.05151912e-01]
[ 3.45081256e-02 -1.64980820e-01 -1.50521737e-01 -9.51159340e-02
-1.23760826e-01 -1.07786843e-01 9.64813070e-02 -1.48321291e-01
-3.19488579e-02 3.06743914e-02 -4.57479003e-02 -1.25359637e-01
-3.49573220e-02]
[ -2.96175457e-01 -1.32098803e-01 -8.25065541e-02 -1.43592820e-01
-2.93280886e-01 -2.77612213e-01 -3.46771616e-01 -1.88286674e-02
-3.36625290e-01 -2.34890888e-01 1.47370273e-01 -1.46762804e-01
5.84220018e-02]
[ -2.33888976e-01 -1.24686158e-01 -9.69332748e-02 -4.70725897e-02
-8.63985251e-02 -1.21504918e-01 -6.99426025e-02 -1.22675437e-02
-1.33862835e-01 -1.33944910e-01 -1.77383735e-02 -2.71981001e-01
-1.96757308e-01]
[ -1.84478770e-01 -7.31236525e-02 -2.31498501e-01 -1.83056472e-01
-1.59566231e-01 -2.07484229e-01 -3.79627393e-01 -1.32220929e-01
1.20578256e-01 -2.62204119e-01 -3.50371796e-01 -4.05506392e-01
-5.00815614e-01]
[ -3.71046726e-01 -5.66467445e-02 -1.52813051e-01 -1.00863893e-01
-4.53678351e-02 -3.14395038e-01 4.64393593e-02 -8.96481720e-02
-1.16302535e-01 4.03058000e-02 4.57904375e-02 -2.93089628e-01
-3.89705135e-01]
[ -1.55967415e-01 -1.39610219e-01 -5.47263543e-02 -2.42676993e-01
-1.26113447e-01 -2.95918924e-01 8.03281139e-02 -1.68214519e-01
-1.86583019e-01 5.35880199e-02 1.74294495e-01 3.07784459e-02
-1.29876523e-01]
[ -1.28678566e-01 -1.70077977e-01 -1.15350046e-01 -3.11412283e-01
9.32681416e-02 -1.83844403e-02 -1.58180381e-01 -1.78655105e-01
1.13423806e-01 -9.03620066e-02 -1.38010817e-01 -6.65143231e-02
-2.90360669e-01]
[ -3.62754369e-02 -3.57084440e-02 -1.50296952e-01 -1.51543847e-01
-2.31901352e-01 6.29471009e-02 -3.44660274e-02 -4.18201711e-02
-2.18913327e-01 -8.73071536e-02 -1.62827476e-01 -3.94072542e-01
-2.24930779e-01]
[ -6.89141373e-02 2.06413226e-02 -1.29494288e-01 -3.55091428e-01
1.18883778e-01 1.99576101e-02 -1.98842671e-01 -1.49148548e-01
1.27131619e-01 -5.19570916e-02 -3.24332191e-01 -3.09526749e-01
-3.34183877e-01]
[ 6.31302001e-02 -2.98610426e-01 -8.88301725e-02 -4.63905001e-01
-2.13163212e-01 -9.19477263e-02 2.29998376e-02 6.18741504e-02
-4.60762116e-02 2.59736309e-01 -5.44474765e-01 -8.99404950e-01
4.65838877e-01]
[ -2.33321341e-01 -2.35579000e-01 -1.34995027e-01 -3.21230954e-01
-2.93532250e-01 -9.53878416e-02 1.84055573e-01 2.22119037e-02
2.64522588e-01 1.47738748e-02 -4.29310371e-01 -1.08841703e+00
6.58954429e-01]
[ -2.49537926e-02 -1.78990949e-01 1.77709501e-02 -3.29936925e-01
-1.64440469e-01 1.63351802e-01 1.98657028e-01 2.39120143e-01
-3.96703408e-02 2.06907115e-01 -2.53944991e-01 -1.19700157e+00
7.84436121e-01]
[ -1.03790528e-02 -3.80305914e-02 -1.28402629e-01 -1.41563247e-01
-1.74534197e-01 -4.92708427e-02 3.11221593e-01 1.56558418e-01
2.51991184e-01 3.44988611e-01 -5.13991355e-01 -1.15551617e+00
8.21388187e-01]
[ -9.15605757e-02 -2.74419845e-01 5.61477001e-02 -3.40439411e-01
-1.44980123e-01 1.14915842e-01 3.89995518e-01 1.40207568e-01
-6.85977771e-02 1.47026764e-01 -5.72584255e-01 -1.12819319e+00
8.56172745e-01]
[ 1.13396036e-01 -8.62967206e-02 1.33668965e-02 -1.63623729e-01
-8.01968704e-02 -2.01157232e-02 2.91214252e-01 3.74224790e-01
4.31696240e-01 2.47167195e-01 -5.77765627e-01 -1.08845989e+00
5.96731161e-01]
[ 5.09672339e-03 -1.46046561e-01 2.36818988e-02 2.09853930e-02
-9.91232069e-02 -2.83267228e-01 1.57059555e-01 3.86807540e-01
4.44195317e-02 1.41934407e-01 -2.83967613e-01 -9.27611783e-01
2.15065860e-01]
[ 1.14287549e-01 7.99782124e-02 1.19599935e-02 2.67563024e-01
-1.07907247e-01 -5.62759542e-02 -5.05500250e-02 -8.27754280e-02
-1.86214149e-01 -6.81321619e-02 -5.93247790e-02 1.06509941e-01
-6.09704559e-01]
[ 6.43331469e-02 -1.35425215e-01 1.53363488e-01 5.37413228e-01
2.23720283e-01 1.06886338e-02 -3.06609506e-01 -3.34037154e-01
2.62548665e-02 -5.48936410e-01 3.21551911e-01 8.26085714e-01
-9.79006719e-01]
[ 2.11816530e-02 7.67635699e-02 -2.14612902e-01 1.35493065e-01
3.55889757e-02 -3.60467978e-03 -2.16050238e-01 -3.62936533e-01
-2.82284596e-01 -2.84828849e-01 -4.14907932e-03 -1.41904500e-01
-1.99464812e-01]
[ -7.64522792e-02 -1.98729082e-01 5.56131673e-02 -2.76120321e-03
-1.22167961e-01 -1.37635327e-01 -9.92520898e-02 -7.99270006e-02
4.05333883e-03 -4.21120892e-01 -3.64668832e-01 -1.87255464e-01
1.88649095e-01]
[ -1.68462753e-02 -2.56147632e-01 4.68867576e-02 -4.13181199e-01
-1.81841321e-01 -2.35772705e-01 -3.91766297e-01 -6.04533008e-02
-8.76377965e-02 -2.01694741e-02 -2.56567209e-01 3.32909733e-01
2.32986272e-01]
[ 1.53907314e-01 6.42984172e-02 -1.11485689e-01 -4.21461395e-01
-5.16591566e-02 -1.04721116e-01 -2.74658832e-01 -6.94132138e-02
-2.33148647e-01 -2.80838100e-01 -2.76207859e-01 5.71373027e-01
1.46819127e-01]
[ -1.91225154e-01 -1.70625788e-01 -1.20786950e-01 -4.03464588e-01
-4.26946408e-02 2.28787327e-02 -2.86615745e-01 -3.05544842e-01
-1.83743696e-01 -1.28119175e-01 -2.97752704e-01 4.75608448e-01
5.76380401e-02]
[ -5.66474081e-02 -1.93207988e-01 -1.70643476e-01 -4.17612478e-01
-3.71021902e-02 3.96636000e-02 -1.63213073e-01 -1.44944771e-01
-2.84798353e-01 -3.72526933e-01 -1.19164812e-01 3.45066287e-01
1.54380614e-01]
[ 8.92542541e-02 9.95921423e-02 -2.19691869e-02 -3.47246673e-01
-3.11913123e-01 3.41779512e-03 -2.58243191e-01 -3.81022976e-01
-3.56772415e-01 -9.06838621e-02 -1.72780959e-01 3.86331490e-01
1.26840737e-01]
[ -5.80131514e-02 -1.00956362e-02 -2.85069188e-01 -1.14166500e-01
7.05447538e-02 1.54970620e-01 -2.54166091e-01 -1.98071728e-01
-5.80527863e-02 -4.32104025e-02 1.53735481e-01 7.93884732e-01
-7.39449118e-02]
[ 1.51544488e-01 3.19555684e-01 -1.93996037e-01 8.19759161e-01
1.03041398e-01 4.30852003e-03 -1.82722819e-01 -3.60357157e-01
-2.14978488e-01 -2.85525534e-01 7.78053959e-01 9.08319028e-01
-1.54018393e+00]
[ 1.00600390e-02 1.59384167e-01 5.90188883e-02 4.53465988e-01
-1.20202298e-02 -6.30845729e-02 -2.56700811e-01 -3.07918334e-01
-2.71691852e-01 -1.63529948e-01 6.11296861e-01 8.93944876e-01
-1.46802006e+00]
[ -1.65011781e-02 -1.48744035e-01 -1.45707691e-01 3.31294966e-01
-1.92479572e-01 2.39050400e-01 4.01111657e-03 -1.34704248e-01
-2.15432525e-01 -3.02320188e-01 1.93474425e-01 4.77855767e-01
-7.54002589e-01]
[ 8.77155677e-02 -3.83958554e-01 -5.01546001e-02 4.27389192e-02
-1.20247954e-01 2.00052026e-01 9.78229638e-02 1.84360901e-01
-1.87140529e-01 2.33106203e-02 -6.17661534e-02 2.55322666e-01
-4.14667553e-01]
[ 2.12994471e-01 -2.96097137e-01 -1.18516925e-01 -5.45392610e-02
-2.18295364e-01 1.22703583e-01 4.53597794e-02 -1.13958039e-01
-6.58004783e-02 -2.74197637e-02 -1.59984217e-01 -2.25849055e-01
-2.63438055e-01]
[ -1.31247280e-01 -8.14801439e-02 3.84762577e-02 -2.46307741e-01
-6.06120043e-02 -1.41309907e-01 5.87685785e-02 9.20763337e-03
-9.72341189e-02 3.84043425e-02 -3.33535480e-01 -5.01465510e-01
-1.37815196e-01]
[ -1.44524104e-01 -1.33861862e-01 -6.94847938e-02 -2.92019631e-01
-3.43950709e-01 -2.89500886e-01 1.66135638e-01 1.51804408e-01
7.87688182e-03 1.27014871e-01 -2.87450564e-01 -9.09082657e-01
3.25248643e-02]
[ -1.31621498e-01 -2.48188551e-01 -3.06182841e-01 -1.11369324e+00
-3.03591387e-01 -2.09970191e-01 -7.11550486e-02 -5.47520242e-02
5.28018995e-02 -5.04831146e-01 -8.42530132e-01 -6.52977055e-01
-1.55826137e+00]
[ -1.25971238e-01 1.35194252e-01 1.23704440e-02 1.92725750e-01
-2.00633774e-01 -1.77762907e-01 -1.68640390e-01 6.85258979e-03
-1.51392506e-01 -1.20975167e-01 -9.83264646e-02 -4.06152748e-01
1.39401214e-01]
[ -3.62977721e-01 -1.20667824e-01 -2.73205241e-01 4.06199491e-01
-2.02340538e-01 -2.33043755e-01 -1.67436897e-01 -9.26991513e-02
6.04710923e-07 5.39903952e-02 1.33284919e-01 -3.55756551e-01
3.19987701e-01]
[ -1.27097046e-01 -5.36130010e-02 -2.54072508e-01 2.67636559e-01
-2.30954785e-01 -2.79690321e-01 -3.89813435e-01 -4.28634570e-02
9.99344307e-03 -7.55590073e-02 -1.58754829e-01 -3.13206512e-01
2.39080562e-01]
[ -2.63293549e-01 -5.31661653e-01 -3.42146717e-01 1.14876679e-01
-3.16287042e-01 -2.34686296e-01 -2.43276491e-01 -2.29996885e-01
-2.68435511e-02 -2.82045411e-01 3.16937183e-02 -3.59033414e-01
1.44451330e-01]
[ -2.28493624e-01 -2.95582657e-01 -3.23068090e-01 -4.36004727e-02
-8.49077113e-02 -1.52098905e-01 -1.17881457e-01 3.29710309e-02
-2.14136881e-01 -5.11970449e-01 -2.15989632e-01 -2.85390059e-01
-3.16790683e-02]
[ -9.09605999e-02 -2.00439496e-02 -2.45894151e-01 -1.18174324e+00
-2.79910970e-01 -2.60439161e-01 1.53116428e-01 -5.07033188e-01
1.51354272e-01 -2.29322186e-01 -8.42375830e-01 -4.63466524e-01
-1.47319597e+00]]
Progress: 36.6% ... Training loss: 0.173 ... Validation loss: 0.309[[-0.26362168]
[ 0.24010231]
[-0.05949627]
[ 1.4678848 ]
[ 0.25188748]
[-0.03145214]
[-0.98131652]
[-0.80018665]
[-0.52217664]
[-0.81932383]
[ 1.31866424]
[ 3.01055563]
[-2.74395156]]
[[ -5.15866951e-01 -4.92845643e-01 -5.91422373e-01 9.42490588e-02
-2.89364532e-01 -5.96803353e-01 1.69052241e-01 -2.18150946e-01
-2.49490227e-01 -2.95856519e-01 3.09049330e-01 1.08443018e+00
4.63783901e-01]
[ 1.51135799e-02 -1.34276135e-01 4.80646309e-02 -1.54771734e-01
-3.85962655e-02 5.84852205e-02 -6.69217049e-02 1.89294629e-01
-1.48570206e-01 -1.64719590e-01 -1.64967475e-01 -1.29654629e-01
-2.01463373e-01]
[ -3.03267127e-01 1.38337178e-01 -4.19846447e-02 4.28230815e-02
7.42365794e-02 -1.38672469e-01 -1.47202556e-01 -2.22325740e-01
2.88247146e-01 -6.48503940e-01 9.05669821e-02 6.47296292e-01
8.71059385e-01]
[ 2.78718744e-01 -2.51826633e-01 -2.74069024e-01 1.65134358e-01
-2.67263013e-01 1.22236544e-02 6.83583404e-01 -6.49872244e-01
3.87278109e-01 -1.87022462e-01 -3.81307390e-02 -3.32866676e-01
-3.90801570e-01]
[ 1.47584383e-01 1.84209315e-02 1.13889732e-01 -1.40918148e-01
-1.86495384e-02 7.47551469e-02 -1.75049140e-01 -1.86232095e-01
6.70270349e-02 2.56145613e-01 3.66527457e-02 -7.46712542e-06
-8.37196657e-02]
[ -4.87003579e-01 -6.27723943e-01 -6.00302112e-01 -6.08801976e-01
-6.00953484e-01 -5.65173493e-01 -4.41978806e-01 -1.45379969e-01
-4.98687190e-01 -2.22502741e-01 -6.40556915e-01 -9.45722372e-01
-7.51015185e-01]
[ -4.16756624e-01 -5.91324898e-01 -3.30301241e-01 -4.82023583e-01
-4.16638089e-01 -5.66596176e-01 -3.91756794e-01 -5.04197055e-01
-3.17424812e-01 -1.03842884e-01 -5.14848197e-01 -5.83470832e-01
-6.97675274e-01]
[ -3.45571109e-01 -3.49379151e-01 -4.90629323e-01 -1.54514580e-01
-3.26763968e-01 -4.28587977e-01 -2.39681826e-01 -3.00497521e-01
-2.59362937e-01 -6.05685174e-01 -3.48891285e-01 -8.60576435e-01
-6.71330933e-01]
[ -4.68604021e-01 -3.36016151e-01 -3.88071399e-01 -2.95650428e-01
-3.29566103e-01 -2.19677848e-01 -3.86948792e-02 -4.83114305e-01
-2.71840552e-01 -4.75048646e-01 -2.35703435e-01 -2.95986415e-01
-2.70265472e-01]
[ -9.61531834e-01 -9.61610626e-01 -9.94387195e-01 -7.30899319e-01
-1.05481087e+00 -9.93842934e-01 -5.21550737e-01 -5.64013291e-01
-7.34706046e-01 -5.82430615e-01 -8.39061453e-01 -7.05513169e-01
-9.15848505e-01]
[ -5.14224606e-01 -2.70718122e-01 -4.75329727e-01 -4.48918610e-01
-3.45643663e-01 -3.66541566e-01 -6.33531469e-01 -6.49789946e-01
-6.72336402e-01 -1.04611547e-01 -6.13371269e-01 -8.69321791e-01
-7.53966990e-01]
[ -1.21516312e-01 2.67805816e-02 -3.45986196e-01 -5.09657441e-01
-1.02132617e-01 -7.63426808e-02 -2.17375145e-01 -4.63519489e-01
-2.00144863e-01 3.70026933e-02 -5.62193964e-01 -1.26158781e+00
-8.40170830e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.55820255e-01 -1.27523617e-01 1.64158682e-01 -3.07755701e-01
-1.36620186e-01 1.13238869e-01 -1.43772552e-01 1.28281664e-02
-8.81071399e-02 6.70715139e-02 -2.39688338e-01 -5.01078138e-01
-8.95628759e-02]
[ -9.74786456e-02 -2.65396507e-01 -1.81812163e-01 -2.69978610e-01
-4.75953679e-01 -8.77172838e-02 -1.09720267e-01 -1.24311240e-02
-9.04541091e-02 -1.36477158e-02 -2.43317876e-01 -4.61653853e-01
-2.60134070e-01]
[ -6.30075202e-02 -3.97516662e-02 -2.25162478e-01 -2.53869730e-01
1.06418476e-01 -1.60845274e-01 -2.41816197e-01 1.46714129e-01
-3.04733259e-02 1.69877513e-01 -2.16544009e-01 7.69568719e-03
-1.02303080e-01]
[ 3.43637283e-02 -1.64971706e-01 -1.50517395e-01 -9.68590565e-02
-1.23860376e-01 -1.07790562e-01 9.64885802e-02 -1.47588830e-01
-3.21419747e-02 3.10064124e-02 -4.79296448e-02 -1.30514640e-01
-3.05566739e-02]
[ -2.96110909e-01 -1.32092915e-01 -8.24909274e-02 -1.44957845e-01
-2.93281100e-01 -2.77607727e-01 -3.45547957e-01 -1.82589450e-02
-3.36170545e-01 -2.34862959e-01 1.46349284e-01 -1.51264986e-01
6.19992938e-02]
[ -2.33908497e-01 -1.25020272e-01 -9.69019201e-02 -5.02670096e-02
-8.68028742e-02 -1.21484975e-01 -7.02262627e-02 -1.11086187e-02
-1.33608329e-01 -1.34151520e-01 -2.09506391e-02 -2.77536974e-01
-1.91095224e-01]
[ -1.84381100e-01 -7.38097904e-02 -2.31416669e-01 -1.87376544e-01
-1.60249125e-01 -2.07449199e-01 -3.78929015e-01 -1.29743025e-01
1.22101660e-01 -2.61708760e-01 -3.54773172e-01 -4.16682699e-01
-4.89713736e-01]
[ -3.70974865e-01 -5.68062477e-02 -1.52780970e-01 -1.02938252e-01
-4.55840861e-02 -3.14387889e-01 4.72747294e-02 -8.84244166e-02
-1.15746058e-01 4.04947408e-02 4.36175395e-02 -2.98224465e-01
-3.84678824e-01]
[ -1.55861515e-01 -1.39672532e-01 -5.47172698e-02 -2.44261184e-01
-1.26202865e-01 -2.95912453e-01 8.15625365e-02 -1.67547179e-01
-1.86021790e-01 5.40393063e-02 1.72990870e-01 2.85530214e-02
-1.27435198e-01]
[ -1.29622595e-01 -1.69427280e-01 -1.15488684e-01 -3.11875936e-01
9.39854490e-02 -1.84946202e-02 -1.60701439e-01 -1.80369630e-01
1.11811240e-01 -9.29301676e-02 -1.37286025e-01 -6.46651313e-02
-2.86899694e-01]
[ -3.61982403e-02 -3.59974406e-02 -1.50256850e-01 -1.56328223e-01
-2.32196937e-01 6.29725630e-02 -3.40339668e-02 -3.99260823e-02
-2.18818698e-01 -8.71320201e-02 -1.66912399e-01 -4.03101941e-01
-2.23646551e-01]
[ -6.88076781e-02 2.04550107e-02 -1.29465394e-01 -3.55935139e-01
1.18716107e-01 1.99774458e-02 -1.98210925e-01 -1.48312454e-01
1.27313651e-01 -5.13309199e-02 -3.25166739e-01 -3.12193841e-01
-3.33589768e-01]
[ 6.30693284e-02 -2.98555565e-01 -8.88389497e-02 -4.63718358e-01
-2.13106080e-01 -9.19525266e-02 2.25015084e-02 6.17628285e-02
-4.63276553e-02 2.59579577e-01 -5.44175580e-01 -8.98299229e-01
4.65122217e-01]
[ -2.33414884e-01 -2.35475491e-01 -1.35015661e-01 -3.20371474e-01
-2.93437320e-01 -9.53993301e-02 1.83383694e-01 2.19198583e-02
2.64176693e-01 1.45298717e-02 -4.28743909e-01 -1.08790524e+00
6.57093285e-01]
[ -2.49905868e-02 -1.78979979e-01 1.77664029e-02 -3.30540842e-01
-1.64453570e-01 1.63347215e-01 1.98833139e-01 2.38964544e-01
-3.95633919e-02 2.06702389e-01 -2.54395108e-01 -1.19770812e+00
7.85974242e-01]
[ -1.04994878e-02 -3.79465285e-02 -1.28422736e-01 -1.41150011e-01
-1.74475879e-01 -4.92813022e-02 3.10841469e-01 1.56386668e-01
2.51706587e-01 3.44411131e-01 -5.13830716e-01 -1.15549465e+00
8.20328119e-01]
[ -9.16120294e-02 -2.74369785e-01 5.61396550e-02 -3.39834363e-01
-1.44929797e-01 1.14908868e-01 3.90077154e-01 1.40434770e-01
-6.86943534e-02 1.46878613e-01 -5.72424248e-01 -1.12866807e+00
8.55308985e-01]
[ 1.13281978e-01 -8.62266983e-02 1.33489184e-02 -1.63183525e-01
-8.01349911e-02 -2.01299448e-02 2.91202318e-01 3.74293578e-01
4.31664196e-01 2.46751677e-01 -5.77695714e-01 -1.08907369e+00
5.96316620e-01]
[ 4.97886548e-03 -1.45971476e-01 2.36600370e-02 2.15443318e-02
-9.90602976e-02 -2.83281249e-01 1.56797723e-01 3.86621204e-01
4.42505014e-02 1.41725305e-01 -2.83618510e-01 -9.28292556e-01
2.14469248e-01]
[ 1.14134669e-01 8.01581197e-02 1.19221229e-02 2.69858014e-01
-1.07737731e-01 -5.62971445e-02 -5.15802892e-02 -8.36204391e-02
-1.86591922e-01 -6.89042589e-02 -5.79425749e-02 1.08644795e-01
-6.11324127e-01]
[ 6.44657251e-02 -1.35523184e-01 1.53399623e-01 5.36876145e-01
2.23553510e-01 1.07064439e-02 -3.06061700e-01 -3.32944470e-01
2.64117000e-02 -5.48035873e-01 3.20963478e-01 8.23735287e-01
-9.79048306e-01]
[ 2.11716592e-02 7.67750511e-02 -2.14613413e-01 1.35468412e-01
3.56406447e-02 -3.60617941e-03 -2.15860163e-01 -3.62939889e-01
-2.82273256e-01 -2.85247944e-01 -3.83819298e-03 -1.41318868e-01
-1.99743365e-01]
[ -7.62341221e-02 -1.99058331e-01 5.56767939e-02 -6.50576064e-03
-1.22590486e-01 -1.37604032e-01 -9.76062349e-02 -7.85192980e-02
5.18604323e-03 -4.20484427e-01 -3.67563362e-01 -1.94709483e-01
1.95511450e-01]
[ -1.69792680e-02 -2.56114015e-01 4.68805434e-02 -4.16136444e-01
-1.81844614e-01 -2.35793002e-01 -3.91753936e-01 -5.97725123e-02
-8.76398158e-02 -2.01253636e-02 -2.58966351e-01 3.27210458e-01
2.39526437e-01]
[ 1.53829139e-01 6.42677930e-02 -1.11491152e-01 -4.22620019e-01
-5.17114872e-02 -1.04724513e-01 -2.74565064e-01 -6.92048893e-02
-2.33127695e-01 -2.80868548e-01 -2.77250530e-01 5.70696734e-01
1.49881159e-01]
[ -1.91281445e-01 -1.70614987e-01 -1.20804329e-01 -4.04653563e-01
-4.27378892e-02 2.28701048e-02 -2.85980354e-01 -3.05543676e-01
-1.83456937e-01 -1.28311334e-01 -2.98563369e-01 4.73409725e-01
6.04789992e-02]
[ -5.69305174e-02 -1.93259382e-01 -1.70633245e-01 -4.19153543e-01
-3.71430991e-02 3.96408722e-02 -1.64416629e-01 -1.44275578e-01
-2.85106134e-01 -3.72626774e-01 -1.20575728e-01 3.40578265e-01
1.59494868e-01]
[ 8.94955729e-02 9.90870399e-02 -2.18929681e-02 -3.50985920e-01
-3.12354695e-01 3.45660207e-03 -2.56837233e-01 -3.79185735e-01
-3.55741626e-01 -8.95509671e-02 -1.76551799e-01 3.78751834e-01
1.34616397e-01]
[ -5.81586848e-02 -9.96900838e-03 -2.85098225e-01 -1.15639990e-01
7.06235460e-02 1.54948829e-01 -2.54686910e-01 -1.97887825e-01
-5.79994950e-02 -4.40075025e-02 1.53041802e-01 7.93906820e-01
-7.00336628e-02]
[ 1.52068798e-01 3.18761898e-01 -1.93858671e-01 8.13286917e-01
1.02277507e-01 4.40345810e-03 -1.80604279e-01 -3.56906787e-01
-2.14090444e-01 -2.83520324e-01 7.72252899e-01 8.94599267e-01
-1.53695216e+00]
[ 1.02617873e-02 1.59284267e-01 5.90466764e-02 4.52440416e-01
-1.21058304e-02 -6.30649295e-02 -2.56106011e-01 -3.07585433e-01
-2.71409178e-01 -1.62853459e-01 6.10405075e-01 8.93308294e-01
-1.46789255e+00]
[ -1.60060295e-02 -1.49273828e-01 -1.45612577e-01 3.26295153e-01
-1.93067014e-01 2.39117900e-01 6.81225795e-03 -1.32576483e-01
-2.14004964e-01 -3.00616506e-01 1.89399469e-01 4.70735751e-01
-7.47560119e-01]
[ 8.75473062e-02 -3.83847355e-01 -5.01806417e-02 4.46222478e-02
-1.20105426e-01 2.00029562e-01 9.66471980e-02 1.83766753e-01
-1.87726493e-01 2.29408438e-02 -6.04049457e-02 2.57939235e-01
-4.16849064e-01]
[ 2.12769922e-01 -2.95980166e-01 -1.18547678e-01 -5.37734595e-02
-2.18194311e-01 1.22680455e-01 4.46372914e-02 -1.14507888e-01
-6.61119640e-02 -2.82788504e-02 -1.59533561e-01 -2.25784802e-01
-2.64126843e-01]
[ -1.31164241e-01 -8.15977111e-02 3.85071889e-02 -2.47075794e-01
-6.07537505e-02 -1.41301861e-01 5.89507962e-02 9.84061023e-03
-9.71123830e-02 3.91009419e-02 -3.34327527e-01 -5.03704819e-01
-1.36060881e-01]
[ -1.44538978e-01 -1.33870636e-01 -6.94874768e-02 -2.92674343e-01
-3.43967393e-01 -2.89503210e-01 1.66500432e-01 1.51779976e-01
8.05993120e-03 1.26991990e-01 -2.88117243e-01 -9.10579047e-01
3.41717216e-02]
[ -1.32626528e-01 -2.47250576e-01 -3.06376979e-01 -1.11346823e+00
-3.02600932e-01 -2.10113638e-01 -7.27577424e-02 -5.63874962e-02
5.11313933e-02 -5.07937619e-01 -8.40733386e-01 -6.46950436e-01
-1.55983754e+00]
[ -1.25955846e-01 1.35082967e-01 1.24052224e-02 1.91943269e-01
-2.00797998e-01 -1.77761613e-01 -1.68785901e-01 7.69056290e-03
-1.51496440e-01 -1.20291140e-01 -9.93125765e-02 -4.11088121e-01
1.41649601e-01]
[ -3.62905426e-01 -1.20958494e-01 -2.73168654e-01 4.04664664e-01
-2.02626851e-01 -2.33026454e-01 -1.67047037e-01 -9.24072029e-02
6.03415744e-04 5.40799034e-02 1.31356014e-01 -3.60700880e-01
3.24681411e-01]
[ -1.27056135e-01 -5.38887532e-02 -2.54031301e-01 2.65919546e-01
-2.31213312e-01 -2.79675540e-01 -3.89715415e-01 -4.17031892e-02
1.03280128e-02 -7.52415233e-02 -1.60854928e-01 -3.18934308e-01
2.42379859e-01]
[ -2.62185390e-01 -5.33150769e-01 -3.41867464e-01 1.00009191e-01
-3.17955502e-01 -2.34517341e-01 -2.37298199e-01 -2.22779570e-01
-2.36433479e-02 -2.77050314e-01 1.73030909e-02 -3.91093857e-01
1.67565016e-01]
[ -2.28394972e-01 -2.96220548e-01 -3.22970112e-01 -4.86421701e-02
-8.57222953e-02 -1.52056439e-01 -1.16810223e-01 3.59822979e-02
-2.12703142e-01 -5.11482162e-01 -2.21462994e-01 -2.98307784e-01
-1.83075896e-02]
[ -9.12563552e-02 -1.97021919e-02 -2.45970306e-01 -1.18090432e+00
-2.79559382e-01 -2.60476468e-01 1.51700689e-01 -5.07929328e-01
1.50495464e-01 -2.30512325e-01 -8.40470728e-01 -4.59979546e-01
-1.47782143e+00]]
Progress: 36.6% ... Training loss: 0.194 ... Validation loss: 0.330[[-0.26126082]
[ 0.24469674]
[-0.05603707]
[ 1.47190293]
[ 0.25721942]
[-0.0270038 ]
[-0.96799474]
[-0.7860839 ]
[-0.51222701]
[-0.80912649]
[ 1.32347526]
[ 3.02474911]
[-2.72865877]]
[[ -5.17164078e-01 -4.91504124e-01 -5.91697358e-01 1.01169418e-01
-2.87629327e-01 -5.96955327e-01 1.59404114e-01 -2.25163036e-01
-2.54115903e-01 -3.02233143e-01 3.16126763e-01 1.11237624e+00
4.38143567e-01]
[ 1.55376446e-02 -1.34756691e-01 4.81646121e-02 -1.58714082e-01
-3.91018739e-02 5.85268572e-02 -6.52899883e-02 1.89633218e-01
-1.47438368e-01 -1.64669899e-01 -1.68239108e-01 -1.36880477e-01
-1.98821319e-01]
[ -3.03759150e-01 1.38779621e-01 -4.19738463e-02 4.80499892e-02
7.49279425e-02 -1.38709784e-01 -1.48880551e-01 -2.24034226e-01
2.86656000e-01 -6.51079794e-01 9.69692461e-02 6.64810664e-01
8.65710874e-01]
[ 2.79149983e-01 -2.52766082e-01 -2.73768266e-01 1.58203581e-01
-2.68150963e-01 1.23254752e-02 6.86954795e-01 -6.43748047e-01
3.88673059e-01 -1.82774263e-01 -4.55334425e-02 -3.53366743e-01
-3.71023221e-01]
[ 1.48588587e-01 1.76710655e-02 1.14007883e-01 -1.45346877e-01
-1.94896860e-02 7.48550950e-02 -1.68997691e-01 -1.83128167e-01
6.97174041e-02 2.58376946e-01 3.20764896e-02 -8.67796233e-03
-8.12588753e-02]
[ -4.87194760e-01 -6.27611695e-01 -6.00357260e-01 -6.10002996e-01
-6.00694359e-01 -5.65214355e-01 -4.44969567e-01 -1.46793712e-01
-4.99583757e-01 -2.23953545e-01 -6.41590399e-01 -9.44247616e-01
-7.57682615e-01]
[ -4.16840579e-01 -5.91261436e-01 -3.30321774e-01 -4.83105877e-01
-4.16459080e-01 -5.66600778e-01 -3.92219716e-01 -5.04720184e-01
-3.17996383e-01 -1.04427426e-01 -5.14826728e-01 -5.76256860e-01
-7.00569201e-01]
[ -3.45664889e-01 -3.49087183e-01 -4.90643091e-01 -1.51414189e-01
-3.26472893e-01 -4.28612410e-01 -2.41789437e-01 -3.03201113e-01
-2.60414858e-01 -6.07213769e-01 -3.45608095e-01 -8.50503202e-01
-6.82878919e-01]
[ -4.69002526e-01 -3.35492640e-01 -3.88176608e-01 -2.91659244e-01
-3.29057346e-01 -2.19734119e-01 -4.10585576e-02 -4.85439723e-01
-2.72847514e-01 -4.77005639e-01 -2.33036110e-01 -2.91429140e-01
-2.76760883e-01]
[ -9.61771863e-01 -9.61017684e-01 -9.94534947e-01 -7.23513907e-01
-1.05403794e+00 -9.93912625e-01 -5.25519101e-01 -5.69322723e-01
-7.36144700e-01 -5.85170043e-01 -8.33676914e-01 -6.90186896e-01
-9.33746516e-01]
[ -5.14286821e-01 -2.70851162e-01 -4.75283711e-01 -4.52451409e-01
-3.45691517e-01 -3.66544851e-01 -6.34811429e-01 -6.50114631e-01
-6.72799904e-01 -1.06645368e-01 -6.15837528e-01 -8.68041109e-01
-7.56664417e-01]
[ -1.21981489e-01 2.73118669e-02 -3.46079117e-01 -5.08701793e-01
-1.01619734e-01 -7.63958731e-02 -2.20051793e-01 -4.64851255e-01
-2.01769727e-01 3.62550086e-02 -5.60173744e-01 -1.25487553e+00
-8.47180147e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.56116494e-01 -1.27459815e-01 1.64102706e-01 -3.06954498e-01
-1.36498592e-01 1.13203792e-01 -1.45756856e-01 1.14336232e-02
-8.85781556e-02 6.57354322e-02 -2.39399367e-01 -5.01735700e-01
-9.18629850e-02]
[ -9.70075081e-02 -2.65498662e-01 -1.81796802e-01 -2.73599892e-01
-4.76154139e-01 -8.76810147e-02 -1.07605254e-01 -1.19733092e-02
-8.96761840e-02 -1.26692979e-02 -2.45565298e-01 -4.64414426e-01
-2.61423047e-01]
[ -6.35301582e-02 -3.96107395e-02 -2.25168670e-01 -2.52219746e-01
1.06774903e-01 -1.60891515e-01 -2.46347204e-01 1.46917805e-01
-3.23240223e-02 1.68903941e-01 -2.15737172e-01 1.38189889e-02
-1.05394687e-01]
[ 3.42958608e-02 -1.64785773e-01 -1.50575307e-01 -9.69189387e-02
-1.23588058e-01 -1.07797169e-01 9.55020189e-02 -1.49670438e-01
-3.26658500e-02 2.97257313e-02 -4.68823950e-02 -1.20441741e-01
-3.53916538e-02]
[ -2.96025749e-01 -1.32090401e-01 -8.24823513e-02 -1.45645051e-01
-2.93299238e-01 -2.77610303e-01 -3.43647277e-01 -1.76704172e-02
-3.35657773e-01 -2.34525944e-01 1.45921437e-01 -1.53890504e-01
6.35520956e-02]
[ -2.34066343e-01 -1.24979374e-01 -9.69152616e-02 -4.90710613e-02
-8.67553550e-02 -1.21498291e-01 -7.09489970e-02 -1.13277945e-02
-1.34028225e-01 -1.34742256e-01 -2.02735059e-02 -2.76886288e-01
-1.92010913e-01]
[ -1.84533567e-01 -7.36677968e-02 -2.31433952e-01 -1.86051899e-01
-1.60111434e-01 -2.07464384e-01 -3.80219250e-01 -1.30381527e-01
1.21447165e-01 -2.62096233e-01 -3.53772261e-01 -4.15168825e-01
-4.91952724e-01]
[ -3.70841292e-01 -5.68047987e-02 -1.52791589e-01 -1.02054487e-01
-4.55591194e-02 -3.14382578e-01 4.78038007e-02 -8.91104119e-02
-1.15485159e-01 4.03874770e-02 4.40610499e-02 -2.96436673e-01
-3.88076270e-01]
[ -1.55741276e-01 -1.39671843e-01 -5.46694595e-02 -2.44784034e-01
-1.26202037e-01 -2.95905619e-01 8.09507830e-02 -1.68543561e-01
-1.86132201e-01 5.36296070e-02 1.73723610e-01 3.25038017e-02
-1.31492554e-01]
[ -1.29458955e-01 -1.69383042e-01 -1.15487470e-01 -3.11304713e-01
9.40610792e-02 -1.84787555e-02 -1.60330996e-01 -1.80765578e-01
1.11949583e-01 -9.27253466e-02 -1.37019567e-01 -6.50839308e-02
-2.91106082e-01]
[ -3.68598997e-02 -3.54334924e-02 -1.50385279e-01 -1.52602315e-01
-2.31680291e-01 6.28866932e-02 -3.72208044e-02 -4.22065677e-02
-2.20195907e-01 -8.95972744e-02 -1.64105882e-01 -3.96590981e-01
-2.26570005e-01]
[ -6.86901338e-02 2.03619635e-02 -1.29443258e-01 -3.56388334e-01
1.18619052e-01 1.99918698e-02 -1.97737670e-01 -1.47835713e-01
1.27504291e-01 -5.08213454e-02 -3.25623298e-01 -3.13022447e-01
-3.33492329e-01]
[ 6.27636962e-02 -2.98312306e-01 -8.88945300e-02 -4.62688745e-01
-2.12874791e-01 -9.19853182e-02 2.08078612e-02 6.05359389e-02
-4.70693123e-02 2.58385628e-01 -5.43208478e-01 -8.96055652e-01
4.62446905e-01]
[ -2.33484556e-01 -2.35410987e-01 -1.35032738e-01 -3.20038922e-01
-2.93376362e-01 -9.54083291e-02 1.82930727e-01 2.16453468e-02
2.63952676e-01 1.43206282e-02 -4.28461208e-01 -1.08770766e+00
6.56319308e-01]
[ -2.51245361e-02 -1.78850693e-01 1.77383330e-02 -3.29393586e-01
-1.64325409e-01 1.63329687e-01 1.97826357e-01 2.38225904e-01
-3.99402596e-02 2.06007336e-01 -2.53576546e-01 -1.19678399e+00
7.83941134e-01]
[ -1.06048859e-02 -3.78446437e-02 -1.28441659e-01 -1.39772162e-01
-1.74344665e-01 -4.92959484e-02 3.10018312e-01 1.56006492e-01
2.51299177e-01 3.43866080e-01 -5.12829438e-01 -1.15394483e+00
8.17771118e-01]
[ -9.15528969e-02 -2.74423399e-01 5.61486671e-02 -3.39866335e-01
-1.44988485e-01 1.14913261e-01 3.90748556e-01 1.40540623e-01
-6.83923755e-02 1.47181445e-01 -5.72655414e-01 -1.12947493e+00
8.55896879e-01]
[ 1.12978534e-01 -8.59780468e-02 1.32909730e-02 -1.60569019e-01
-7.98648725e-02 -2.01621654e-02 2.89385315e-01 3.72950055e-01
4.30731329e-01 2.45413215e-01 -5.76073143e-01 -1.08679744e+00
5.91108283e-01]
[ 5.23276593e-03 -1.46146264e-01 2.36905525e-02 2.02973795e-02
-9.92439275e-02 -2.83265329e-01 1.58661572e-01 3.86833601e-01
4.52282119e-02 1.41970992e-01 -2.84651642e-01 -9.30626132e-01
2.15570956e-01]
[ 1.14245309e-01 8.00653162e-02 1.19380779e-02 2.69541656e-01
-1.07803821e-01 -5.62835776e-02 -5.08998791e-02 -8.33277724e-02
-1.86368871e-01 -6.85678485e-02 -5.81853392e-02 1.08020941e-01
-6.11253350e-01]
[ 6.52922013e-02 -1.36190146e-01 1.53575561e-01 5.32071903e-01
2.22801690e-01 1.07854654e-02 -3.03080001e-01 -3.31042060e-01
2.79659835e-02 -5.45689902e-01 3.16896298e-01 8.15882967e-01
-9.76038281e-01]
[ 2.16157856e-02 7.63457355e-02 -2.14535977e-01 1.33789257e-01
3.52738281e-02 -3.56588409e-03 -2.14024859e-01 -3.61579770e-01
-2.81072440e-01 -2.83930493e-01 -5.45381268e-03 -1.44671486e-01
-1.97986113e-01]
[ -7.67487535e-02 -1.98709939e-01 5.55893036e-02 -4.48284490e-03
-1.22149132e-01 -1.37644397e-01 -1.00766324e-01 -7.99110654e-02
3.59906535e-03 -4.22264975e-01 -3.65809521e-01 -1.86064013e-01
1.92124928e-01]
[ -1.69778862e-02 -2.56138181e-01 4.68801396e-02 -4.16268386e-01
-1.81860901e-01 -2.35792935e-01 -3.91748140e-01 -5.98109993e-02
-8.76029121e-02 -2.02233640e-02 -2.59031620e-01 3.26992818e-01
2.39645960e-01]
[ 1.53888333e-01 6.41836332e-02 -1.11477942e-01 -4.23392833e-01
-5.18373474e-02 -1.04718706e-01 -2.74215972e-01 -6.89497833e-02
-2.32847830e-01 -2.80525108e-01 -2.78144716e-01 5.68302223e-01
1.51623746e-01]
[ -1.91898448e-01 -1.70035876e-01 -1.20910736e-01 -4.03021146e-01
-4.19758517e-02 2.27858410e-02 -2.89844503e-01 -3.08507135e-01
-1.84991592e-01 -1.31234270e-01 -2.96288193e-01 4.84467447e-01
5.73615790e-02]
[ -5.73816008e-02 -1.92744853e-01 -1.70730118e-01 -4.17983781e-01
-3.65454462e-02 3.95956888e-02 -1.66832725e-01 -1.46277885e-01
-2.86342492e-01 -3.74414106e-01 -1.17891940e-01 3.51635262e-01
1.54708215e-01]
[ 8.92062387e-02 9.93614147e-02 -2.19553940e-02 -3.50348586e-01
-3.12157205e-01 3.42255977e-03 -2.57397047e-01 -3.79817829e-01
-3.56141870e-01 -9.07758480e-02 -1.75587370e-01 3.80338226e-01
1.32825397e-01]
[ -5.81647620e-02 -9.96258016e-03 -2.85101740e-01 -1.15614830e-01
7.06418268e-02 1.54946798e-01 -2.54680475e-01 -1.97968756e-01
-5.79993573e-02 -4.40761573e-02 1.53107476e-01 7.94087689e-01
-7.01148519e-02]
[ 1.52380484e-01 3.18612178e-01 -1.93818574e-01 8.12729310e-01
1.02172545e-01 4.43226090e-03 -1.79772306e-01 -3.55954709e-01
-2.14050462e-01 -2.82090255e-01 7.71759015e-01 8.95901199e-01
-1.53835997e+00]
[ 1.06745168e-02 1.58873164e-01 5.91452553e-02 4.50440148e-01
-1.25311571e-02 -6.30215883e-02 -2.55020335e-01 -3.05668270e-01
-2.70762588e-01 -1.60566496e-01 6.07795256e-01 8.86292563e-01
-1.46713816e+00]
[ -1.58487287e-02 -1.49225006e-01 -1.45619279e-01 3.27350146e-01
-1.93076661e-01 2.39140449e-01 7.54994420e-03 -1.32911152e-01
-2.13805526e-01 -3.00472955e-01 1.90310886e-01 4.72188517e-01
-7.51233827e-01]
[ 8.73843795e-02 -3.83684972e-01 -5.02231292e-02 4.63848762e-02
-1.19858053e-01 2.00005300e-01 9.58594803e-02 1.82668545e-01
-1.88223995e-01 2.20598062e-02 -5.87928687e-02 2.62285327e-01
-4.20519687e-01]
[ 2.12809473e-01 -2.96010174e-01 -1.18538828e-01 -5.41558347e-02
-2.18228685e-01 1.22684874e-01 4.48637056e-02 -1.14321941e-01
-6.60229301e-02 -2.80684670e-02 -1.59827496e-01 -2.26295427e-01
-2.63622518e-01]
[ -1.31225563e-01 -8.15476508e-02 3.84945700e-02 -2.46649134e-01
-6.07068195e-02 -1.41308018e-01 5.85159900e-02 9.47798086e-03
-9.72644103e-02 3.87079125e-02 -3.33968598e-01 -5.03125297e-01
-1.36713484e-01]
[ -1.44962046e-01 -1.33534493e-01 -6.95552078e-02 -2.91176042e-01
-3.43718785e-01 -2.89545070e-01 1.64315950e-01 1.50498648e-01
7.07370477e-03 1.25646475e-01 -2.86949333e-01 -9.09551200e-01
3.27337521e-02]
[ -1.32509976e-01 -2.47286933e-01 -3.06335113e-01 -1.11460398e+00
-3.02484789e-01 -2.10093470e-01 -7.40015223e-02 -5.57494891e-02
5.05461407e-02 -5.07258127e-01 -8.41380330e-01 -6.41436176e-01
-1.56465239e+00]
[ -1.25664794e-01 1.34709147e-01 1.24747832e-02 1.88834313e-01
-2.01199714e-01 -1.77737627e-01 -1.68205050e-01 7.42425540e-03
-1.50602628e-01 -1.20906084e-01 -1.02047398e-01 -4.17367453e-01
1.42222251e-01]
[ -3.63053292e-01 -1.20623511e-01 -2.73220671e-01 4.07180134e-01
-2.02389364e-01 -2.33049391e-01 -1.68338749e-01 -9.37424834e-02
-3.80675489e-04 5.33835920e-02 1.33422633e-01 -3.57546868e-01
3.17240007e-01]
[ -1.26864759e-01 -5.39258003e-02 -2.54018684e-01 2.66846809e-01
-2.31208831e-01 -2.79666774e-01 -3.90174882e-01 -4.23031090e-02
1.02425587e-02 -7.43630754e-02 -1.60307874e-01 -3.16845708e-01
2.39336230e-01]
[ -2.62747235e-01 -5.32675669e-01 -3.41982509e-01 1.04698433e-01
-3.17373096e-01 -2.34589739e-01 -2.39660220e-01 -2.24862050e-01
-2.50666319e-02 -2.79223637e-01 2.11485528e-02 -3.84376397e-01
1.61116327e-01]
[ -2.28379222e-01 -2.96228473e-01 -3.22974740e-01 -4.85586787e-02
-8.56519456e-02 -1.52061200e-01 -1.17253124e-01 3.55852877e-02
-2.12786022e-01 -5.11646051e-01 -2.21303758e-01 -2.96954096e-01
-2.05168608e-02]
[ -9.19287938e-02 -1.90659382e-02 -2.46117316e-01 -1.18006682e+00
-2.78930567e-01 -2.60555460e-01 1.48994748e-01 -5.10852220e-01
1.49235594e-01 -2.33942730e-01 -8.38768835e-01 -4.49208998e-01
-1.48204099e+00]]
Progress: 36.7% ... Training loss: 0.174 ... Validation loss: 0.312[[-0.25621271]
[ 0.25483394]
[-0.04803535]
[ 1.48746622]
[ 0.26561121]
[-0.02069257]
[-0.95447877]
[-0.77087861]
[-0.49721599]
[-0.79845413]
[ 1.33815082]
[ 3.05581419]
[-2.7097657 ]]
[[ -5.18442404e-01 -4.89901081e-01 -5.92006878e-01 1.15752831e-01
-2.85974691e-01 -5.97094570e-01 1.51612543e-01 -2.32126076e-01
-2.58328181e-01 -3.07504186e-01 3.29382746e-01 1.14317729e+00
4.11340527e-01]
[ 1.52089367e-02 -1.34513933e-01 4.80949181e-02 -1.56352296e-01
-3.88809775e-02 5.84996348e-02 -6.70757293e-02 1.87977505e-01
-1.48057186e-01 -1.66586894e-01 -1.66651973e-01 -1.31821160e-01
-2.02663773e-01]
[ -3.03824434e-01 1.41123644e-01 -4.22967545e-02 6.58928978e-02
7.76818121e-02 -1.38783186e-01 -1.54942103e-01 -2.33541856e-01
2.80668544e-01 -6.51321529e-01 1.14135089e-01 7.20521043e-01
8.24081684e-01]
[ 2.79551288e-01 -2.54499118e-01 -2.73487123e-01 1.46589753e-01
-2.69630296e-01 1.23939475e-02 6.90241883e-01 -6.38721332e-01
3.92081458e-01 -1.82128307e-01 -5.65996448e-02 -3.77113338e-01
-3.48512758e-01]
[ 1.47932084e-01 1.83331180e-02 1.13829212e-01 -1.47486725e-01
-1.90078984e-02 7.47886892e-02 -1.72408636e-01 -1.86027301e-01
6.83155355e-02 2.56300205e-01 3.33108148e-02 1.13931813e-03
-7.76753492e-02]
[ -4.87572012e-01 -6.27385751e-01 -6.00444380e-01 -6.08130132e-01
-6.00621761e-01 -5.65253866e-01 -4.47026510e-01 -1.47950710e-01
-5.00164003e-01 -2.25920825e-01 -6.39875936e-01 -9.43280756e-01
-7.63190797e-01]
[ -4.16307863e-01 -5.91993745e-01 -3.30238273e-01 -4.88777836e-01
-4.17071893e-01 -5.66554235e-01 -3.90661045e-01 -5.03492707e-01
-3.17138472e-01 -1.01811861e-01 -5.19427178e-01 -5.80302364e-01
-6.98305798e-01]
[ -3.46544717e-01 -3.46897589e-01 -4.90953525e-01 -1.34556029e-01
-3.24362996e-01 -4.28727608e-01 -2.48292074e-01 -3.11158380e-01
-2.64940426e-01 -6.10839943e-01 -3.31230505e-01 -8.19077962e-01
-7.12034291e-01]
[ -4.69476347e-01 -3.35110001e-01 -3.88249784e-01 -2.90787613e-01
-3.28743437e-01 -2.19776777e-01 -4.36950391e-02 -4.86419731e-01
-2.74196931e-01 -4.78884793e-01 -2.31697368e-01 -2.86403993e-01
-2.79880507e-01]
[ -9.62735074e-01 -9.59012428e-01 -9.94881653e-01 -7.08497271e-01
-1.05222154e+00 -9.94032866e-01 -5.33273718e-01 -5.77428629e-01
-7.41271609e-01 -5.88416964e-01 -8.19798497e-01 -6.54373205e-01
-9.65340632e-01]
[ -5.14801258e-01 -2.70282740e-01 -4.75388546e-01 -4.48316969e-01
-3.45119302e-01 -3.66599612e-01 -6.38024567e-01 -6.51541614e-01
-6.74024972e-01 -1.09268663e-01 -6.12285508e-01 -8.61142943e-01
-7.63878737e-01]
[ -1.21702026e-01 2.68040580e-02 -3.46014807e-01 -5.13922174e-01
-1.02124758e-01 -7.63716936e-02 -2.18721428e-01 -4.64185162e-01
-2.01015069e-01 3.72681816e-02 -5.64773837e-01 -1.26421564e+00
-8.43891485e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.56427871e-01 -1.27290973e-01 1.64043025e-01 -3.04757805e-01
-1.36283771e-01 1.13170153e-01 -1.47113515e-01 1.03625031e-02
-8.90846830e-02 6.43257039e-02 -2.37636415e-01 -5.00130986e-01
-9.49381081e-02]
[ -9.77265235e-02 -2.64960741e-01 -1.81923476e-01 -2.71920518e-01
-4.75749461e-01 -8.77454674e-02 -1.10350468e-01 -1.46218831e-02
-9.07285136e-02 -1.63049064e-02 -2.43556646e-01 -4.58155918e-01
-2.64874626e-01]
[ -6.29276936e-02 -4.00945847e-02 -2.25073031e-01 -2.54010925e-01
1.06236326e-01 -1.60839014e-01 -2.44524331e-01 1.49198176e-01
-3.13777244e-02 1.71824629e-01 -2.17739643e-01 6.54886451e-03
-1.03994318e-01]
[ 3.41335571e-02 -1.64794067e-01 -1.50568315e-01 -9.74157632e-02
-1.23538492e-01 -1.07803169e-01 9.33404005e-02 -1.49399145e-01
-3.34191146e-02 2.99218094e-02 -4.69534539e-02 -1.16669620e-01
-3.66412875e-02]
[ -2.95321381e-01 -1.32985622e-01 -8.23695141e-02 -1.51541727e-01
-2.94081107e-01 -2.77553912e-01 -3.40330850e-01 -1.62471747e-02
-3.33872184e-01 -2.32237532e-01 1.40557704e-01 -1.65925500e-01
6.75680372e-02]
[ -2.33942485e-01 -1.24898675e-01 -9.69461117e-02 -4.94780041e-02
-8.66745222e-02 -1.21496291e-01 -6.89126400e-02 -1.18090096e-02
-1.33549996e-01 -1.34678563e-01 -2.01132365e-02 -2.76342911e-01
-1.93395927e-01]
[ -1.85102063e-01 -7.26298419e-02 -2.31556159e-01 -1.78210113e-01
-1.59170807e-01 -2.07519125e-01 -3.83731411e-01 -1.33375835e-01
1.18890976e-01 -2.63254716e-01 -3.47702563e-01 -3.99980553e-01
-5.03849813e-01]
[ -3.71291354e-01 -5.58007528e-02 -1.52952580e-01 -9.45116384e-02
-4.45218782e-02 -3.14448512e-01 4.33662050e-02 -9.28909678e-02
-1.17976109e-01 3.86044417e-02 5.03774093e-02 -2.81853526e-01
-4.02937305e-01]
[ -1.55793011e-01 -1.39393467e-01 -5.47105220e-02 -2.42217536e-01
-1.25978035e-01 -2.95909703e-01 8.07648943e-02 -1.69810378e-01
-1.86311512e-01 5.28092402e-02 1.76379214e-01 3.81550767e-02
-1.33047749e-01]
[ -1.29584105e-01 -1.69171300e-01 -1.15523661e-01 -3.11432566e-01
9.42480054e-02 -1.84945920e-02 -1.61626719e-01 -1.81144505e-01
1.11132490e-01 -9.35091416e-02 -1.35922853e-01 -5.91362541e-02
-2.94702011e-01]
[ -3.68079995e-02 -3.54905539e-02 -1.50375154e-01 -1.53021793e-01
-2.31733656e-01 6.28933334e-02 -3.71062818e-02 -4.19744241e-02
-2.20155855e-01 -8.94193026e-02 -1.64506733e-01 -3.97485108e-01
-2.26569442e-01]
[ -6.89827701e-02 2.05526706e-02 -1.29478428e-01 -3.55145886e-01
1.18737758e-01 1.99682025e-02 -1.98970382e-01 -1.48288042e-01
1.27012467e-01 -5.17342137e-02 -3.25025088e-01 -3.13000547e-01
-3.33358380e-01]
[ 6.25655814e-02 -2.98069631e-01 -8.89453240e-02 -4.61690233e-01
-2.12618073e-01 -9.20062561e-02 1.99609191e-02 5.95245123e-02
-4.75882644e-02 2.57616336e-01 -5.42267588e-01 -8.93598283e-01
4.58997116e-01]
[ -2.33729354e-01 -2.35294380e-01 -1.35065351e-01 -3.19983076e-01
-2.93279724e-01 -9.54281575e-02 1.82219947e-01 2.11274026e-02
2.63488418e-01 1.37096883e-02 -4.28251668e-01 -1.08770009e+00
6.55920927e-01]
[ -2.52631582e-02 -1.78761747e-01 1.77187505e-02 -3.28933427e-01
-1.64225987e-01 1.63314022e-01 1.97057746e-01 2.37635394e-01
-4.02629916e-02 2.05486773e-01 -2.53201677e-01 -1.19639829e+00
7.83296999e-01]
[ -1.07977018e-02 -3.76816397e-02 -1.28465975e-01 -1.39285903e-01
-1.74216362e-01 -4.93144938e-02 3.09618277e-01 1.56047393e-01
2.51011670e-01 3.43498272e-01 -5.12501240e-01 -1.15428962e+00
8.17272080e-01]
[ -9.14497044e-02 -2.74492637e-01 5.61671781e-02 -3.39988275e-01
-1.45074917e-01 1.14923382e-01 3.91175097e-01 1.40724043e-01
-6.81585021e-02 1.47503447e-01 -5.72780470e-01 -1.12963496e+00
8.56186820e-01]
[ 1.12826139e-01 -8.57297666e-02 1.32467764e-02 -1.59107551e-01
-7.96374619e-02 -2.01834480e-02 2.89086337e-01 3.72285486e-01
4.30434010e-01 2.44861218e-01 -5.75498160e-01 -1.08679960e+00
5.88625206e-01]
[ 5.27940979e-03 -1.46185742e-01 2.36965748e-02 2.00160708e-02
-9.92902951e-02 -2.83261601e-01 1.58795627e-01 3.86828596e-01
4.53466601e-02 1.41948170e-01 -2.84861437e-01 -9.30739693e-01
2.16019870e-01]
[ 1.14296213e-01 7.98838380e-02 1.19563285e-02 2.69645165e-01
-1.07992647e-01 -5.62728462e-02 -4.96045487e-02 -8.25983376e-02
-1.85697366e-01 -6.85491543e-02 -5.86706026e-02 1.04151735e-01
-6.11537230e-01]
[ 6.55693910e-02 -1.36273754e-01 1.53610065e-01 5.32331694e-01
2.22653915e-01 1.08104647e-02 -3.01899150e-01 -3.30796969e-01
2.82993312e-02 -5.44874533e-01 3.17078496e-01 8.15889374e-01
-9.78129770e-01]
[ 2.13743826e-02 7.65707480e-02 -2.14568681e-01 1.36531123e-01
3.55639007e-02 -3.59316504e-03 -2.15661336e-01 -3.62411543e-01
-2.81767876e-01 -2.84735929e-01 -3.47845403e-03 -1.41060508e-01
-2.01444429e-01]
[ -7.67439957e-02 -1.98723486e-01 5.55868639e-02 -4.68951179e-03
-1.22167740e-01 -1.37642971e-01 -1.00831130e-01 -8.02052809e-02
3.64822708e-03 -4.22508488e-01 -3.65900032e-01 -1.85982427e-01
1.92492913e-01]
[ -1.72859286e-02 -2.55715754e-01 4.67920970e-02 -4.15467436e-01
-1.81410910e-01 -2.35825824e-01 -3.94293732e-01 -6.10093002e-02
-8.93907314e-02 -2.09902493e-02 -2.57289498e-01 3.37846667e-01
2.34897102e-01]
[ 1.53863812e-01 6.41832420e-02 -1.11482948e-01 -4.23514896e-01
-5.18452113e-02 -1.04721716e-01 -2.74297065e-01 -6.90770958e-02
-2.32853656e-01 -2.80625784e-01 -2.78244324e-01 5.67921742e-01
1.52153394e-01]
[ -1.91926787e-01 -1.69986929e-01 -1.20926832e-01 -4.02561840e-01
-4.19193202e-02 2.27787428e-02 -2.90230811e-01 -3.09533521e-01
-1.85011030e-01 -1.31920214e-01 -2.95745631e-01 4.86982124e-01
5.61958267e-02]
[ -5.80198949e-02 -1.92073439e-01 -1.70861970e-01 -4.16467339e-01
-3.58200628e-02 3.95312666e-02 -1.70457411e-01 -1.48819503e-01
-2.88347577e-01 -3.76276388e-01 -1.15198354e-01 3.63214411e-01
1.49791312e-01]
[ 8.88848662e-02 9.95822419e-02 -2.19943052e-02 -3.49794453e-01
-3.12020203e-01 3.39788963e-03 -2.58793379e-01 -3.80460284e-01
-3.56553605e-01 -9.21750449e-02 -1.74801289e-01 3.82759857e-01
1.32307786e-01]
[ -5.80622565e-02 -1.00817834e-02 -2.85082521e-01 -1.16324317e-01
7.04844447e-02 1.54959471e-01 -2.54075152e-01 -1.97318720e-01
-5.76432891e-02 -4.35538081e-02 1.52161734e-01 7.91271763e-01
-6.87847640e-02]
[ 1.53273792e-01 3.17721153e-01 -1.93689645e-01 8.07716795e-01
1.01306580e-01 4.50390024e-03 -1.76213146e-01 -3.54190682e-01
-2.12311131e-01 -2.79041188e-01 7.66579304e-01 8.81353495e-01
-1.53710111e+00]
[ 1.04468531e-02 1.59680720e-01 5.90327938e-02 4.57870709e-01
-1.17720803e-02 -6.30486322e-02 -2.57196102e-01 -3.08140466e-01
-2.72045937e-01 -1.62401780e-01 6.14805650e-01 9.02550456e-01
-1.47592578e+00]
[ -1.59160415e-02 -1.49091141e-01 -1.45640623e-01 3.29623254e-01
-1.92877795e-01 2.39124615e-01 6.06622335e-03 -1.33812061e-01
-2.14443121e-01 -3.00649012e-01 1.92395853e-01 4.77497349e-01
-7.54619073e-01]
[ 8.73862463e-02 -3.83681433e-01 -5.02117921e-02 4.62811670e-02
-1.19898320e-01 2.00008795e-01 9.59347435e-02 1.83374919e-01
-1.88322242e-01 2.27104988e-02 -5.90087363e-02 2.61008374e-01
-4.20257703e-01]
[ 2.13031867e-01 -2.96167693e-01 -1.18510254e-01 -5.53735966e-02
-2.18433165e-01 1.22706435e-01 4.57722452e-02 -1.13574238e-01
-6.55692043e-02 -2.71543593e-02 -1.60619569e-01 -2.28093404e-01
-2.62251478e-01]
[ -1.31240591e-01 -8.15038672e-02 3.84904976e-02 -2.46220423e-01
-6.06690644e-02 -1.41309780e-01 5.83684396e-02 9.30670644e-03
-9.74193004e-02 3.86606783e-02 -3.33667301e-01 -5.02018416e-01
-1.37758643e-01]
[ -1.45064270e-01 -1.33350020e-01 -6.95833524e-02 -2.89500519e-01
-3.43534399e-01 -2.89555996e-01 1.63061175e-01 1.49560760e-01
6.51111367e-03 1.25263080e-01 -2.85722408e-01 -9.07463201e-01
2.92307664e-02]
[ -1.32802750e-01 -2.47066419e-01 -3.06417187e-01 -1.11567944e+00
-3.02217583e-01 -2.10128265e-01 -7.51230451e-02 -5.73944488e-02
4.92840628e-02 -5.07597558e-01 -8.41053279e-01 -6.35749175e-01
-1.57074675e+00]
[ -1.26702439e-01 1.36035693e-01 1.22451244e-02 1.99705150e-01
-2.00072622e-01 -1.77839630e-01 -1.73200054e-01 2.44154073e-03
-1.53250491e-01 -1.24995145e-01 -9.38219295e-02 -4.00439972e-01
1.29339058e-01]
[ -3.63120927e-01 -1.20285940e-01 -2.73262093e-01 4.09023144e-01
-2.02087450e-01 -2.33060788e-01 -1.69001266e-01 -9.42365095e-02
-7.40400264e-04 5.30131974e-02 1.35149550e-01 -3.53202636e-01
3.16416554e-01]
[ -1.26360902e-01 -5.42974036e-02 -2.53963279e-01 2.65074870e-01
-2.31558276e-01 -2.79628775e-01 -3.88899086e-01 -4.25440650e-02
1.09907170e-02 -7.30979418e-02 -1.62406821e-01 -3.24401672e-01
2.40370404e-01]
[ -2.63159406e-01 -5.32273672e-01 -3.42050806e-01 1.11751757e-01
-3.16830696e-01 -2.34634333e-01 -2.43287282e-01 -2.26647822e-01
-2.64329228e-02 -2.80832987e-01 2.69230534e-02 -3.72077887e-01
1.53720999e-01]
[ -2.27747768e-01 -2.96402188e-01 -3.22916264e-01 -5.02122854e-02
-8.59298479e-02 -1.52007344e-01 -1.16127129e-01 3.64146600e-02
-2.12555101e-01 -5.09195422e-01 -2.22591993e-01 -2.97150691e-01
-2.49563342e-02]
[ -9.24520651e-02 -1.87413794e-02 -2.46196977e-01 -1.18140228e+00
-2.78658241e-01 -2.60605350e-01 1.47361671e-01 -5.11399959e-01
1.48295151e-01 -2.36107300e-01 -8.38605245e-01 -4.47341921e-01
-1.48695912e+00]]
Progress: 36.8% ... Training loss: 0.178 ... Validation loss: 0.309[[-0.26589277]
[ 0.23773145]
[-0.06172242]
[ 1.46868188]
[ 0.2516596 ]
[-0.03070866]
[-0.9666955 ]
[-0.7914275 ]
[-0.51197652]
[-0.81746344]
[ 1.3158007 ]
[ 3.02522908]
[-2.74756464]]
[[ -5.17584787e-01 -4.91443011e-01 -5.91745910e-01 1.02358923e-01
-2.87387232e-01 -5.97029341e-01 1.58605262e-01 -2.25074575e-01
-2.54973941e-01 -3.02140733e-01 3.16928867e-01 1.11750974e+00
4.43454652e-01]
[ 1.55622121e-02 -1.34722837e-01 4.81513352e-02 -1.58661113e-01
-3.91105240e-02 5.85216253e-02 -6.58358177e-02 1.89282098e-01
-1.47629470e-01 -1.64949874e-01 -1.68561220e-01 -1.35415229e-01
-2.01796256e-01]
[ -3.03015337e-01 1.38566842e-01 -4.20137606e-02 5.11168287e-02
7.53317104e-02 -1.38673930e-01 -1.51065383e-01 -2.26374287e-01
2.85089558e-01 -6.47113826e-01 1.00770506e-01 6.90658015e-01
8.71124787e-01]
[ 2.77854406e-01 -2.51644326e-01 -2.73942002e-01 1.61302106e-01
-2.66777705e-01 1.22509767e-02 6.87569323e-01 -6.49959041e-01
3.87876760e-01 -1.91858835e-01 -3.91276364e-02 -3.35001503e-01
-3.84406317e-01]
[ 1.51364174e-01 1.44144955e-02 1.14620052e-01 -1.67771074e-01
-2.31090640e-02 7.50750481e-02 -1.63069718e-01 -1.71959636e-01
7.55014691e-02 2.74830184e-01 8.26836721e-03 -5.98762949e-02
-3.78349730e-02]
[ -4.87378476e-01 -6.27798064e-01 -6.00380996e-01 -6.11145244e-01
-6.00962335e-01 -5.65241118e-01 -4.46777307e-01 -1.45977099e-01
-4.99972506e-01 -2.24153886e-01 -6.42611931e-01 -9.50182129e-01
-7.60485014e-01]
[ -4.15785154e-01 -5.92774750e-01 -3.30034884e-01 -4.97004797e-01
-4.17918050e-01 -5.66506806e-01 -3.89331873e-01 -4.99611363e-01
-3.15917508e-01 -9.83510031e-02 -5.27633403e-01 -5.91499537e-01
-6.78018256e-01]
[ -3.45917201e-01 -3.48356526e-01 -4.90792372e-01 -1.44174891e-01
-3.25693902e-01 -4.28669175e-01 -2.43758781e-01 -3.06445534e-01
-2.62020730e-01 -6.08457850e-01 -3.38586102e-01 -8.35985242e-01
-6.85380729e-01]
[ -4.68817600e-01 -3.35675213e-01 -3.88149671e-01 -2.93212578e-01
-3.29183002e-01 -2.19730145e-01 -4.09170702e-02 -4.85790304e-01
-2.72847160e-01 -4.76267607e-01 -2.35240358e-01 -2.96676463e-01
-2.78397049e-01]
[ -9.61416284e-01 -9.61061375e-01 -9.94524420e-01 -7.24326218e-01
-1.05413523e+00 -9.93936980e-01 -5.27602704e-01 -5.68480166e-01
-7.37554087e-01 -5.80207890e-01 -8.35027839e-01 -6.85301589e-01
-9.24732199e-01]
[ -5.14605512e-01 -2.70818409e-01 -4.75300844e-01 -4.52725039e-01
-3.45646428e-01 -3.66569073e-01 -6.37449480e-01 -6.50238402e-01
-6.73140045e-01 -1.08339392e-01 -6.16446115e-01 -8.71675292e-01
-7.55973870e-01]
[ -1.21214053e-01 2.61712078e-02 -3.45931702e-01 -5.16971057e-01
-1.02641143e-01 -7.63328784e-02 -2.16077895e-01 -4.63239608e-01
-1.99935590e-01 3.83569127e-02 -5.67224694e-01 -1.26803320e+00
-8.41274439e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.56577288e-01 -1.27229432e-01 1.64024386e-01 -3.03864520e-01
-1.36196616e-01 1.13157810e-01 -1.47996193e-01 9.78101538e-03
-8.94146049e-02 6.35830374e-02 -2.37088056e-01 -4.99724818e-01
-9.65320372e-02]
[ -9.76843819e-02 -2.65129838e-01 -1.81883750e-01 -2.74317691e-01
-4.75878819e-01 -8.77416050e-02 -1.10177836e-01 -1.34961570e-02
-9.07614597e-02 -1.54856634e-02 -2.45266418e-01 -4.61749786e-01
-2.63395958e-01]
[ -6.29934651e-02 -4.00621651e-02 -2.25056023e-01 -2.54306312e-01
1.06377576e-01 -1.60843361e-01 -2.46214084e-01 1.49828450e-01
-3.19412293e-02 1.71954785e-01 -2.17757645e-01 1.19706326e-02
-1.00672414e-01]
[ 3.45008367e-02 -1.65241817e-01 -1.50465893e-01 -9.94168749e-02
-1.24029353e-01 -1.07770147e-01 9.38968715e-02 -1.47620019e-01
-3.28384492e-02 3.19029676e-02 -4.95057446e-02 -1.20472111e-01
-3.12895789e-02]
[ -2.95076821e-01 -1.33383079e-01 -8.22939290e-02 -1.56181326e-01
-2.94539766e-01 -2.77532877e-01 -3.38689371e-01 -1.46335310e-02
-3.33032648e-01 -2.30567787e-01 1.35900182e-01 -1.76716164e-01
7.63341268e-02]
[ -2.33668682e-01 -1.25224794e-01 -9.68933469e-02 -5.27552579e-02
-8.70703243e-02 -1.21476830e-01 -6.69689663e-02 -1.04223169e-02
-1.32468392e-01 -1.33430436e-01 -2.32004401e-02 -2.83135348e-01
-1.86316215e-01]
[ -1.84959679e-01 -7.29365959e-02 -2.31524779e-01 -1.79820981e-01
-1.59420591e-01 -2.07505403e-01 -3.82628972e-01 -1.32453079e-01
1.19707862e-01 -2.62887723e-01 -3.48606652e-01 -4.03002318e-01
-4.97693284e-01]
[ -3.70835013e-01 -5.68500625e-02 -1.52832964e-01 -1.01442137e-01
-4.55418336e-02 -3.14404484e-01 4.70932404e-02 -8.96712484e-02
-1.15914227e-01 4.03254144e-02 4.46218410e-02 -2.95353464e-01
-3.86823872e-01]
[ -1.55509308e-01 -1.39628676e-01 -5.46787122e-02 -2.44521672e-01
-1.26083500e-01 -2.95899590e-01 8.25072435e-02 -1.69428528e-01
-1.85751164e-01 5.42483216e-02 1.74568769e-01 3.29023046e-02
-1.30373680e-01]
[ -1.29011851e-01 -1.69813182e-01 -1.15404698e-01 -3.13369227e-01
9.36180056e-02 -1.84349779e-02 -1.60270083e-01 -1.79288600e-01
1.12097925e-01 -9.08470936e-02 -1.38726987e-01 -6.69323018e-02
-2.91953936e-01]
[ -3.67628960e-02 -3.54325764e-02 -1.50386389e-01 -1.53361082e-01
-2.31672776e-01 6.28897533e-02 -3.72677181e-02 -4.27029908e-02
-2.20095961e-01 -8.96552376e-02 -1.64678107e-01 -3.95066164e-01
-2.26147164e-01]
[ -6.91926422e-02 2.07568451e-02 -1.29509787e-01 -3.53593094e-01
1.18971158e-01 1.99488563e-02 -1.99589594e-01 -1.48696452e-01
1.26654516e-01 -5.25660607e-02 -3.23943853e-01 -3.11975740e-01
-3.34746571e-01]
[ 6.26416084e-02 -2.98110464e-01 -8.89316658e-02 -4.62598130e-01
-2.12695926e-01 -9.20012823e-02 2.05714659e-02 5.99161411e-02
-4.72931636e-02 2.58138075e-01 -5.43078918e-01 -8.95409114e-01
4.61465783e-01]
[ -2.33591737e-01 -2.35402855e-01 -1.35048672e-01 -3.21683046e-01
-2.93390236e-01 -9.54185775e-02 1.83606436e-01 2.16317958e-02
2.64129526e-01 1.42244212e-02 -4.29231804e-01 -1.08935566e+00
6.58978722e-01]
[ -2.52065081e-02 -1.78860510e-01 1.77375165e-02 -3.29131335e-01
-1.64324011e-01 1.63318224e-01 1.97231407e-01 2.38051619e-01
-4.01353177e-02 2.05930093e-01 -2.53613484e-01 -1.19791502e+00
7.84112983e-01]
[ -1.07652786e-02 -3.79178400e-02 -1.28443823e-01 -1.42199269e-01
-1.74444293e-01 -4.93099351e-02 3.11486961e-01 1.56715534e-01
2.51842023e-01 3.43818472e-01 -5.14388856e-01 -1.15821733e+00
8.23716864e-01]
[ -9.14486021e-02 -2.74531555e-01 5.61695605e-02 -3.40064549e-01
-1.45095113e-01 1.14921594e-01 3.91421986e-01 1.40774701e-01
-6.80543865e-02 1.47345776e-01 -5.72888975e-01 -1.13015060e+00
8.56333181e-01]
[ 1.12854163e-01 -8.57537300e-02 1.32514845e-02 -1.59322831e-01
-7.96675124e-02 -2.01816258e-02 2.89244622e-01 3.72398500e-01
4.30497618e-01 2.44997585e-01 -5.75642367e-01 -1.08701557e+00
5.89065817e-01]
[ 5.25769575e-03 -1.46174311e-01 2.36936449e-02 2.01500165e-02
-9.92732706e-02 -2.83263100e-01 1.58674061e-01 3.86739105e-01
4.53133983e-02 1.41842059e-01 -2.84776255e-01 -9.30693744e-01
2.15897229e-01]
[ 1.14375163e-01 7.97306166e-02 1.19758392e-02 2.72560973e-01
-1.08124087e-01 -5.62692639e-02 -4.82530572e-02 -8.22011993e-02
-1.85381312e-01 -6.79578280e-02 -5.86841342e-02 9.72243479e-02
-6.14552877e-01]
[ 6.56766590e-02 -1.36214280e-01 1.53631335e-01 5.32570792e-01
2.22775975e-01 1.08111395e-02 -3.01886935e-01 -3.29718695e-01
2.79856270e-02 -5.43742915e-01 3.17360237e-01 8.17257826e-01
-9.80325160e-01]
[ 2.13692241e-02 7.64451798e-02 -2.14557246e-01 1.36000957e-01
3.55113387e-02 -3.59668640e-03 -2.15186881e-01 -3.61833989e-01
-2.81595895e-01 -2.84637693e-01 -4.18132771e-03 -1.44549432e-01
-2.00223355e-01]
[ -7.64898116e-02 -1.98895877e-01 5.56183080e-02 -7.21658025e-03
-1.22390422e-01 -1.37625922e-01 -9.92642091e-02 -7.94925666e-02
4.40640091e-03 -4.21675287e-01 -3.67719460e-01 -1.90148921e-01
1.96699266e-01]
[ -1.70789239e-02 -2.56019674e-01 4.68569075e-02 -4.17747807e-01
-1.81760807e-01 -2.35814741e-01 -3.93534449e-01 -5.96622279e-02
-8.87197702e-02 -1.97561316e-02 -2.60010798e-01 3.29999710e-01
2.42641328e-01]
[ 1.54488544e-01 6.33052314e-02 -1.11367262e-01 -4.29330657e-01
-5.27270225e-02 -1.04673763e-01 -2.72000977e-01 -6.62182872e-02
-2.31247812e-01 -2.78466351e-01 -2.83725491e-01 5.57896575e-01
1.63788643e-01]
[ -1.92279493e-01 -1.69489532e-01 -1.21001086e-01 -4.01305156e-01
-4.13837942e-02 2.27455174e-02 -2.92867629e-01 -3.11441817e-01
-1.86154688e-01 -1.34103001e-01 -2.93989484e-01 4.98296988e-01
5.33495702e-02]
[ -5.83397627e-02 -1.91760789e-01 -1.70913779e-01 -4.16203906e-01
-3.54852892e-02 3.95078982e-02 -1.72503485e-01 -1.49861419e-01
-2.89144342e-01 -3.77128866e-01 -1.13414502e-01 3.68737832e-01
1.48263145e-01]
[ 8.93741827e-02 9.86544065e-02 -2.18758026e-02 -3.55289877e-01
-3.12724300e-01 3.44247265e-03 -2.56685753e-01 -3.78128141e-01
-3.55061717e-01 -9.05329629e-02 -1.79601321e-01 3.71117225e-01
1.44186253e-01]
[ -5.79800140e-02 -1.05612669e-02 -2.85007485e-01 -1.18005397e-01
7.00984113e-02 1.54977997e-01 -2.54476386e-01 -1.95809442e-01
-5.71058642e-02 -4.22493421e-02 1.49768291e-01 7.86520610e-01
-6.07652313e-02]
[ 1.53321091e-01 3.17519623e-01 -1.93660278e-01 8.06053586e-01
1.01142732e-01 4.51387425e-03 -1.76288907e-01 -3.53338621e-01
-2.12181935e-01 -2.78791751e-01 7.65424127e-01 8.79388951e-01
-1.53566652e+00]
[ 1.08335407e-02 1.59577662e-01 5.90868932e-02 4.58111926e-01
-1.19644904e-02 -6.30162365e-02 -2.56625276e-01 -3.08412640e-01
-2.71897022e-01 -1.60930300e-01 6.14644138e-01 9.02436704e-01
-1.47793137e+00]
[ -1.56544732e-02 -1.49329222e-01 -1.45599356e-01 3.27049718e-01
-1.93233942e-01 2.39152201e-01 7.22249826e-03 -1.33115826e-01
-2.13917579e-01 -2.99658129e-01 1.89991483e-01 4.73627549e-01
-7.51382123e-01]
[ 8.72142679e-02 -3.83633962e-01 -5.02208559e-02 4.67113830e-02
-1.19852354e-01 1.99999414e-01 9.54197097e-02 1.83192512e-01
-1.88622429e-01 2.21638724e-02 -5.86393732e-02 2.61365273e-01
-4.20411588e-01]
[ 2.12918793e-01 -2.96098007e-01 -1.18523911e-01 -5.48873457e-02
-2.18374382e-01 1.22698824e-01 4.50981057e-02 -1.13862689e-01
-6.59005811e-02 -2.73813492e-02 -1.60223084e-01 -2.27161887e-01
-2.62732635e-01]
[ -1.31184457e-01 -8.15613832e-02 3.85034081e-02 -2.46565747e-01
-6.07121467e-02 -1.41305941e-01 5.86010141e-02 9.56529887e-03
-9.73267182e-02 3.89950463e-02 -3.33945263e-01 -5.02363007e-01
-1.37266748e-01]
[ -1.45004495e-01 -1.33377828e-01 -6.95772853e-02 -2.89830433e-01
-3.43557157e-01 -2.89552744e-01 1.63449127e-01 1.49776792e-01
6.60147206e-03 1.25585814e-01 -2.85961588e-01 -9.07498739e-01
2.94673128e-02]
[ -1.32788281e-01 -2.47011266e-01 -3.06437030e-01 -1.11580671e+00
-3.02183590e-01 -2.10127593e-01 -7.54406547e-02 -5.82086800e-02
4.88162257e-02 -5.07836699e-01 -8.39848456e-01 -6.29823297e-01
-1.57439936e+00]
[ -1.25714731e-01 1.34748342e-01 1.24825230e-02 1.91290968e-01
-2.01250349e-01 -1.77766514e-01 -1.68712239e-01 7.59780454e-03
-1.50826649e-01 -1.19429943e-01 -1.01604583e-01 -4.17374806e-01
1.46967014e-01]
[ -3.62886135e-01 -1.20674454e-01 -2.73210371e-01 4.06460603e-01
-2.02425137e-01 -2.33040523e-01 -1.68079002e-01 -9.34232194e-02
-1.61526335e-05 5.38537787e-02 1.32685412e-01 -3.60319058e-01
3.22057785e-01]
[ -1.26052227e-01 -5.49958704e-02 -2.53886289e-01 2.63343635e-01
-2.31991613e-01 -2.79604738e-01 -3.88937409e-01 -3.95529609e-02
1.15143918e-02 -7.07622206e-02 -1.64413869e-01 -3.28366814e-01
2.49700962e-01]
[ -2.62551510e-01 -5.32836794e-01 -3.41934008e-01 1.06060025e-01
-3.17539141e-01 -2.34581795e-01 -2.39878069e-01 -2.25092097e-01
-2.43945713e-02 -2.78701524e-01 2.08987163e-02 -3.87398039e-01
1.65666908e-01]
[ -2.27452081e-01 -2.97064407e-01 -3.22801789e-01 -5.52194234e-02
-8.66853270e-02 -1.51976323e-01 -1.14314480e-01 3.89967532e-02
-2.11213408e-01 -5.07932647e-01 -2.27566667e-01 -3.10286532e-01
-1.35895810e-02]
[ -9.28987858e-02 -1.84143265e-02 -2.46246479e-01 -1.18115408e+00
-2.78236761e-01 -2.60641757e-01 1.45975298e-01 -5.12486975e-01
1.47393108e-01 -2.37776826e-01 -8.38398025e-01 -4.42073702e-01
-1.48808858e+00]]
Progress: 36.8% ... Training loss: 0.181 ... Validation loss: 0.316[[-0.24717907]
[ 0.25781692]
[-0.04425989]
[ 1.49911293]
[ 0.2725034 ]
[-0.01334462]
[-0.93875658]
[-0.76503881]
[-0.48159425]
[-0.7923521 ]
[ 1.34300972]
[ 3.06594419]
[-2.71758176]]
[[ -5.19557293e-01 -4.89534172e-01 -5.92222773e-01 1.20624127e-01
-2.84928527e-01 -5.97257721e-01 1.49203082e-01 -2.35500304e-01
-2.59552264e-01 -3.10644065e-01 3.35163321e-01 1.16533324e+00
4.09588675e-01]
[ 1.58446463e-02 -1.35014299e-01 4.82204406e-02 -1.62473722e-01
-3.94152096e-02 5.85718718e-02 -6.42498005e-02 1.90682164e-01
-1.47090244e-01 -1.64348274e-01 -1.71905482e-01 -1.41945875e-01
-2.01963114e-01]
[ -3.04903228e-01 1.40447009e-01 -4.23870741e-02 6.55316678e-02
7.76472380e-02 -1.38893564e-01 -1.58894032e-01 -2.30362982e-01
2.79570836e-01 -6.49318622e-01 1.14095006e-01 7.23762607e-01
8.42886954e-01]
[ 2.77002680e-01 -2.51322724e-01 -2.73963952e-01 1.62868520e-01
-2.66802731e-01 1.22067859e-02 6.86345215e-01 -6.44418250e-01
3.85894876e-01 -1.91898923e-01 -4.01182616e-02 -3.48908350e-01
-3.76900289e-01]
[ 1.50076347e-01 1.51945602e-02 1.14336195e-01 -1.57996433e-01
-2.24788242e-02 7.49366987e-02 -1.67062933e-01 -1.75534381e-01
7.23201474e-02 2.68550878e-01 1.45611854e-02 -5.24148394e-02
-5.01293553e-02]
[ -4.88000390e-01 -6.27388708e-01 -6.00535267e-01 -6.07437932e-01
-6.00601674e-01 -5.65301941e-01 -4.49641539e-01 -1.49888822e-01
-5.00774296e-01 -2.28630512e-01 -6.39066186e-01 -9.40476776e-01
-7.65995037e-01]
[ -4.17018812e-01 -5.91893480e-01 -3.30299139e-01 -4.87522525e-01
-4.16851922e-01 -5.66635288e-01 -3.94571499e-01 -5.02694105e-01
-3.19269194e-01 -1.02834158e-01 -5.19628761e-01 -5.76445696e-01
-6.96962990e-01]
[ -3.47527928e-01 -3.46664881e-01 -4.91150408e-01 -1.30288758e-01
-3.23582956e-01 -4.28849160e-01 -2.52122367e-01 -3.13831887e-01
-2.66962257e-01 -6.12234898e-01 -3.25595778e-01 -8.01489852e-01
-7.10240862e-01]
[ -4.69444450e-01 -3.34776057e-01 -3.88293732e-01 -2.92179594e-01
-3.28426274e-01 -2.19813510e-01 -4.37910191e-02 -4.86481547e-01
-2.74615700e-01 -4.78391189e-01 -2.33282581e-01 -2.87833834e-01
-2.86260124e-01]
[ -9.63188953e-01 -9.59486105e-01 -9.94979623e-01 -7.09089773e-01
-1.05214336e+00 -9.94137289e-01 -5.36292369e-01 -5.79259226e-01
-7.42152500e-01 -5.88282904e-01 -8.21219138e-01 -6.49594932e-01
-9.55858955e-01]
[ -5.16636487e-01 -2.68891380e-01 -4.75714329e-01 -4.42385030e-01
-3.43771969e-01 -3.66785976e-01 -6.45728314e-01 -6.53762796e-01
-6.78054791e-01 -1.14588843e-01 -6.06201367e-01 -8.46609285e-01
-7.75165050e-01]
[ -1.21503559e-01 2.65503345e-02 -3.45983637e-01 -5.14438809e-01
-1.02213003e-01 -7.63683191e-02 -2.18450786e-01 -4.64008214e-01
-2.01285975e-01 3.78209674e-02 -5.64779655e-01 -1.26070865e+00
-8.48134470e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.56773657e-01 -1.27085902e-01 1.63940365e-01 -3.01161013e-01
-1.36024964e-01 1.13136577e-01 -1.49236139e-01 7.25911044e-03
-8.96010552e-02 6.11508498e-02 -2.34933562e-01 -4.93337206e-01
-9.93440770e-02]
[ -9.79857531e-02 -2.64879755e-01 -1.81939848e-01 -2.74260627e-01
-4.75725302e-01 -8.77716710e-02 -1.11328672e-01 -1.42868687e-02
-9.11492932e-02 -1.70215939e-02 -2.44463626e-01 -4.58631790e-01
-2.64679799e-01]
[ -6.29339281e-02 -4.02456229e-02 -2.25016717e-01 -2.54343464e-01
1.06204981e-01 -1.60834640e-01 -2.46585472e-01 1.50233554e-01
-3.20549979e-02 1.72359367e-01 -2.18124045e-01 1.05297292e-02
-1.02223404e-01]
[ 3.39173915e-02 -1.64832783e-01 -1.50587551e-01 -9.51753030e-02
-1.23560659e-01 -1.07835143e-01 9.16980531e-02 -1.48915682e-01
-3.42672966e-02 2.94214536e-02 -4.61370591e-02 -1.16222231e-01
-4.03295591e-02]
[ -2.95716297e-01 -1.32863805e-01 -8.24460282e-02 -1.51437625e-01
-2.93947991e-01 -2.77592393e-01 -3.41108310e-01 -1.64553650e-02
-3.34648591e-01 -2.32773667e-01 1.40393175e-01 -1.66134046e-01
6.87123534e-02]
[ -2.33812219e-01 -1.25111524e-01 -9.69267507e-02 -5.13185596e-02
-8.68960082e-02 -1.21498756e-01 -6.75782973e-02 -1.08606932e-02
-1.32849002e-01 -1.33786822e-01 -2.23140921e-02 -2.82788014e-01
-1.89176639e-01]
[ -1.85609927e-01 -7.23309312e-02 -2.31653270e-01 -1.72928793e-01
-1.58733054e-01 -2.07571172e-01 -3.85015981e-01 -1.34194183e-01
1.17629065e-01 -2.64191003e-01 -3.44168129e-01 -3.90098677e-01
-5.06625043e-01]
[ -3.70757785e-01 -5.70418481e-02 -1.52825569e-01 -1.03323721e-01
-4.56472764e-02 -3.14403662e-01 4.89790171e-02 -8.95837828e-02
-1.15125590e-01 4.02901917e-02 4.30218205e-02 -3.03846789e-01
-3.86207773e-01]
[ -1.56899495e-01 -1.37889383e-01 -5.49929716e-02 -2.35114211e-01
-1.24256000e-01 -2.96053497e-01 7.27036732e-02 -1.75527510e-01
-1.90260650e-01 5.09224305e-02 1.86117959e-01 6.94471161e-02
-1.48609446e-01]
[ -1.29341411e-01 -1.69404225e-01 -1.15486612e-01 -3.09956805e-01
9.40550951e-02 -1.84869245e-02 -1.61878662e-01 -1.80502998e-01
1.11140791e-01 -9.22366679e-02 -1.35723389e-01 -6.06158935e-02
-2.96360533e-01]
[ -3.65203244e-02 -3.55141663e-02 -1.50343698e-01 -1.57454193e-01
-2.31790154e-01 6.29208909e-02 -3.60382511e-02 -4.16499242e-02
-2.19690067e-01 -8.90270070e-02 -1.67646152e-01 -3.98539327e-01
-2.25933011e-01]
[ -6.94309352e-02 2.09059981e-02 -1.29547857e-01 -3.52367156e-01
1.19148957e-01 1.99248811e-02 -2.00257813e-01 -1.49391175e-01
1.26255312e-01 -5.33934191e-02 -3.23207522e-01 -3.10920937e-01
-3.36011620e-01]
[ 6.24763398e-02 -2.97972720e-01 -8.89577114e-02 -4.61796613e-01
-2.12563662e-01 -9.20160929e-02 1.93144043e-02 5.93065900e-02
-4.78944448e-02 2.57646730e-01 -5.42427636e-01 -8.93944363e-01
4.60099328e-01]
[ -2.33723362e-01 -2.35299750e-01 -1.35076166e-01 -3.20606285e-01
-2.93266855e-01 -9.54328669e-02 1.82738587e-01 2.10853106e-02
2.63697046e-01 1.34871633e-02 -4.28359581e-01 -1.08841201e+00
6.56487633e-01]
[ -2.53959210e-02 -1.78771173e-01 1.77035465e-02 -3.28463521e-01
-1.64209836e-01 1.63298472e-01 1.96605409e-01 2.37976812e-01
-4.05484282e-02 2.05332030e-01 -2.52949643e-01 -1.19757636e+00
7.82024898e-01]
[ -1.08760687e-02 -3.78336054e-02 -1.28467970e-01 -1.41536126e-01
-1.74366391e-01 -4.93218412e-02 3.10951046e-01 1.56105003e-01
2.51660475e-01 3.43221470e-01 -5.14021073e-01 -1.15774190e+00
8.22350110e-01]
[ -9.19220578e-02 -2.74152739e-01 5.60755987e-02 -3.37057745e-01
-1.44694432e-01 1.14861324e-01 3.89258131e-01 1.39256497e-01
-6.92866803e-02 1.45650188e-01 -5.71162421e-01 -1.12871969e+00
8.49968473e-01]
[ 1.12875899e-01 -8.57872043e-02 1.32586596e-02 -1.59515991e-01
-7.97083067e-02 -2.01809751e-02 2.89639821e-01 3.72720108e-01
4.30599714e-01 2.45346179e-01 -5.75833460e-01 -1.08782959e+00
5.89550323e-01]
[ 5.32367551e-03 -1.46204016e-01 2.36990469e-02 2.01280149e-02
-9.93111887e-02 -2.83259443e-01 1.58983833e-01 3.86711575e-01
4.54723178e-02 1.41939249e-01 -2.84832147e-01 -9.31145464e-01
2.15518336e-01]
[ 1.14642664e-01 7.94447862e-02 1.20115868e-02 2.70701248e-01
-1.08355515e-01 -5.62463093e-02 -4.56067291e-02 -8.16038346e-02
-1.84185699e-01 -6.72906761e-02 -6.03673183e-02 8.97846717e-02
-6.13671369e-01]
[ 6.48853992e-02 -1.35370214e-01 1.53412576e-01 5.44590888e-01
2.23858245e-01 1.07339747e-02 -3.06049931e-01 -3.33531544e-01
2.54097597e-02 -5.46731585e-01 3.27101139e-01 8.41079910e-01
-9.91200441e-01]
[ 2.12569851e-02 7.65117884e-02 -2.14570733e-01 1.36486459e-01
3.55780613e-02 -3.60771037e-03 -2.15714045e-01 -3.61980175e-01
-2.81801446e-01 -2.85045159e-01 -3.79933836e-03 -1.44103050e-01
-2.00639219e-01]
[ -7.65329924e-02 -1.98778416e-01 5.55895891e-02 -7.01221693e-03
-1.22275299e-01 -1.37634431e-01 -9.93259079e-02 -7.98006550e-02
4.18742641e-03 -4.21808323e-01 -3.67386342e-01 -1.88802334e-01
1.95240566e-01]
[ -1.74799595e-02 -2.55813678e-01 4.67794626e-02 -4.17594183e-01
-1.81536599e-01 -2.35849193e-01 -3.94727780e-01 -6.03835931e-02
-8.93730057e-02 -2.10191385e-02 -2.59450813e-01 3.31265415e-01
2.42344888e-01]
[ 1.54333578e-01 6.35425684e-02 -1.11417726e-01 -4.28092546e-01
-5.24767884e-02 -1.04694080e-01 -2.72552455e-01 -6.74914661e-02
-2.31551927e-01 -2.79344408e-01 -2.82571444e-01 5.61855686e-01
1.60466249e-01]
[ -1.92567146e-01 -1.69141137e-01 -1.21051113e-01 -4.00049957e-01
-4.09832468e-02 2.27127381e-02 -2.94894080e-01 -3.12193883e-01
-1.87185386e-01 -1.34615131e-01 -2.92152567e-01 5.04627124e-01
5.05555596e-02]
[ -5.88091710e-02 -1.90915515e-01 -1.71077316e-01 -4.13945904e-01
-3.45568808e-02 3.94339440e-02 -1.76049485e-01 -1.54632219e-01
-2.90698375e-01 -3.78912429e-01 -1.08642000e-01 3.88026949e-01
1.38422498e-01]
[ 8.86569552e-02 9.92887228e-02 -2.19962654e-02 -3.54076714e-01
-3.12284101e-01 3.36936612e-03 -2.60083377e-01 -3.78999315e-01
-3.56333012e-01 -9.28900845e-02 -1.77566863e-01 3.78345777e-01
1.42028068e-01]
[ -5.79787264e-02 -1.04303440e-02 -2.85030987e-01 -1.17030086e-01
7.02562880e-02 1.54969089e-01 -2.54733675e-01 -1.96515979e-01
-5.72993696e-02 -4.25717014e-02 1.50950128e-01 7.90347813e-01
-6.40602695e-02]
[ 1.53406069e-01 3.17378298e-01 -1.93622338e-01 8.05436075e-01
1.01030156e-01 4.52282654e-03 -1.76259755e-01 -3.52724062e-01
-2.12183956e-01 -2.78274685e-01 7.64831119e-01 8.77868285e-01
-1.53541208e+00]
[ 1.11254446e-02 1.59361297e-01 5.91642921e-02 4.55815070e-01
-1.22120154e-02 -6.29677871e-02 -2.55068901e-01 -3.06639529e-01
-2.71641354e-01 -1.59786794e-01 6.12385238e-01 8.97770922e-01
-1.47766625e+00]
[ -1.59380638e-02 -1.49251218e-01 -1.45651789e-01 3.30323253e-01
-1.93119965e-01 2.39119898e-01 5.81490258e-03 -1.33762291e-01
-2.14328444e-01 -3.01067155e-01 1.92274994e-01 4.78491006e-01
-7.54343551e-01]
[ 8.71224933e-02 -3.83585527e-01 -5.02315564e-02 4.74381276e-02
-1.19799373e-01 1.99991493e-01 9.49046714e-02 1.83111525e-01
-1.88908931e-01 2.18850094e-02 -5.81105509e-02 2.62664663e-01
-4.21439409e-01]
[ 2.12608522e-01 -2.95789885e-01 -1.18591343e-01 -5.13469470e-02
-2.18012207e-01 1.22663119e-01 4.34114258e-02 -1.15478225e-01
-6.70500732e-02 -2.84751420e-02 -1.57513101e-01 -2.19569605e-01
-2.70190828e-01]
[ -1.31220844e-01 -8.16293067e-02 3.85095387e-02 -2.46936099e-01
-6.07971460e-02 -1.41304557e-01 5.88829925e-02 1.01029162e-02
-9.72254174e-02 3.91068567e-02 -3.34350410e-01 -5.04467607e-01
-1.36380849e-01]
[ -1.45061483e-01 -1.33379952e-01 -6.95851165e-02 -2.89922216e-01
-3.43550579e-01 -2.89554275e-01 1.63672955e-01 1.49952810e-01
6.64119907e-03 1.25386431e-01 -2.86075631e-01 -9.08328459e-01
2.94778539e-02]
[ -1.33470212e-01 -2.45998877e-01 -3.06623027e-01 -1.11249379e+00
-3.01027236e-01 -2.10205355e-01 -8.03923641e-02 -6.27323606e-02
4.60659076e-02 -5.09517308e-01 -8.33577745e-01 -6.05116107e-01
-1.58797904e+00]
[ -1.26403223e-01 1.35415761e-01 1.22818018e-02 1.98221212e-01
-2.00582008e-01 -1.77855101e-01 -1.72494839e-01 3.59899331e-03
-1.52497579e-01 -1.22995763e-01 -9.62734852e-02 -4.05472813e-01
1.38028897e-01]
[ -3.63070602e-01 -1.20459742e-01 -2.73271519e-01 4.09587370e-01
-2.02143748e-01 -2.33065438e-01 -1.69416637e-01 -9.45243850e-02
-8.19141987e-04 5.25316615e-02 1.35460901e-01 -3.54489010e-01
3.15794779e-01]
[ -1.27368220e-01 -5.37071320e-02 -2.54150972e-01 2.77204128e-01
-2.30580683e-01 -2.79732048e-01 -3.95398304e-01 -4.34807525e-02
7.38325825e-03 -7.46768489e-02 -1.53619090e-01 -3.02029901e-01
2.32799713e-01]
[ -2.62903072e-01 -5.32676727e-01 -3.41986797e-01 1.07384838e-01
-3.17213790e-01 -2.34606220e-01 -2.41160072e-01 -2.25061554e-01
-2.57873444e-02 -2.79888589e-01 2.15125915e-02 -3.88906304e-01
1.57521274e-01]
[ -2.27724822e-01 -2.96678945e-01 -3.22879039e-01 -5.28137746e-02
-8.62194015e-02 -1.52010989e-01 -1.15515641e-01 3.69208061e-02
-2.12024615e-01 -5.09125170e-01 -2.25116741e-01 -3.02885163e-01
-2.03198892e-02]
[ -9.34967460e-02 -1.82616876e-02 -2.46324511e-01 -1.18400628e+00
-2.78250586e-01 -2.60716745e-01 1.45649910e-01 -5.11962183e-01
1.48088915e-01 -2.39774475e-01 -8.40135414e-01 -4.48645740e-01
-1.48470855e+00]]
Progress: 36.9% ... Training loss: 0.182 ... Validation loss: 0.309[[-0.26937435]
[ 0.23175275]
[-0.06119736]
[ 1.45526329]
[ 0.24690148]
[-0.03107899]
[-0.98547804]
[-0.78729186]
[-0.52367369]
[-0.81093919]
[ 1.31214899]
[ 3.02033067]
[-2.75329414]]
[[ -5.17942150e-01 -4.91935187e-01 -5.91998562e-01 9.58853116e-02
-2.87507332e-01 -5.97181786e-01 1.62559372e-01 -2.28616535e-01
-2.52883882e-01 -3.07774178e-01 3.17143848e-01 1.13584947e+00
4.44741581e-01]
[ 1.61050711e-02 -1.35454931e-01 4.82579659e-02 -1.68075774e-01
-3.98079379e-02 5.85832056e-02 -6.19234949e-02 1.92711430e-01
-1.45852236e-01 -1.63872954e-01 -1.74999384e-01 -1.53236114e-01
-1.95900149e-01]
[ -3.02122757e-01 1.35060788e-01 -4.18219940e-02 2.89511091e-02
7.24679724e-02 -1.38741520e-01 -1.39697067e-01 -2.12840283e-01
2.91443571e-01 -6.43012489e-01 8.27654487e-02 6.61101052e-01
8.95851478e-01]
[ 2.80226574e-01 -2.52737782e-01 -2.73661933e-01 1.47917045e-01
-2.68563755e-01 1.23442862e-02 7.02809577e-01 -6.40691659e-01
3.92677457e-01 -1.80235278e-01 -4.87223980e-02 -3.84319043e-01
-3.65365733e-01]
[ 1.49083067e-01 1.87606297e-02 1.14032319e-01 -1.27083558e-01
-1.87085589e-02 7.48641454e-02 -1.78618533e-01 -1.90776466e-01
6.59595083e-02 2.63949735e-01 3.62317097e-02 -2.05208725e-03
-9.73723343e-02]
[ -4.88564132e-01 -6.26842440e-01 -6.00633538e-01 -6.06277687e-01
-6.00052188e-01 -5.65331435e-01 -4.52059153e-01 -1.53471016e-01
-5.01899367e-01 -2.32329907e-01 -6.36715054e-01 -9.27845710e-01
-7.67092546e-01]
[ -4.14605784e-01 -5.94065038e-01 -3.29944502e-01 -5.04402809e-01
-4.19347849e-01 -5.66523045e-01 -3.84115721e-01 -4.95652972e-01
-3.14056842e-01 -9.36814854e-02 -5.33688240e-01 -6.07781488e-01
-6.80617443e-01]
[ -3.45154509e-01 -3.50207299e-01 -4.90776767e-01 -1.58031422e-01
-3.27071125e-01 -4.28736782e-01 -2.35217426e-01 -3.03482601e-01
-2.57513251e-01 -6.07467015e-01 -3.46234768e-01 -8.45737484e-01
-6.73169999e-01]
[ -4.69392847e-01 -3.34926963e-01 -3.88282597e-01 -2.93421537e-01
-3.28569434e-01 -2.19809569e-01 -4.31307109e-02 -4.86278959e-01
-2.74309658e-01 -4.77852138e-01 -2.34013319e-01 -2.88399172e-01
-2.83219780e-01]
[ -9.61650047e-01 -9.62291047e-01 -9.94691855e-01 -7.34986122e-01
-1.05481406e+00 -9.94066068e-01 -5.23546781e-01 -5.71251537e-01
-7.34672897e-01 -5.86546856e-01 -8.39850932e-01 -6.84128897e-01
-9.23195292e-01]
[ -5.14870731e-01 -2.70694298e-01 -4.75467015e-01 -4.55884608e-01
-3.45863427e-01 -3.66696951e-01 -6.37275406e-01 -6.49402628e-01
-6.73776580e-01 -1.08646380e-01 -6.16104198e-01 -8.66979437e-01
-7.57085263e-01]
[ -1.20533912e-01 2.58395808e-02 -3.45877578e-01 -5.19747529e-01
-1.03028620e-01 -7.63294989e-02 -2.14045870e-01 -4.62365260e-01
-1.99201458e-01 4.09026678e-02 -5.69323106e-01 -1.26932223e+00
-8.43518674e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.57003196e-01 -1.26848625e-01 1.63888010e-01 -3.00287404e-01
-1.35726689e-01 1.13122418e-01 -1.50173212e-01 5.30838694e-03
-8.99490156e-02 5.96078133e-02 -2.33743367e-01 -4.87975064e-01
-1.00377098e-01]
[ -9.84219912e-02 -2.64555545e-01 -1.81991473e-01 -2.73462923e-01
-4.75450941e-01 -8.77897523e-02 -1.13474372e-01 -1.58533112e-02
-9.20435808e-02 -1.91464012e-02 -2.43445090e-01 -4.53339707e-01
-2.65226715e-01]
[ -6.20504759e-02 -4.10365879e-02 -2.24894483e-01 -2.60466496e-01
1.05300002e-01 -1.60796525e-01 -2.43317025e-01 1.52364275e-01
-3.04882362e-02 1.75617215e-01 -2.22360144e-01 1.70302497e-03
-9.67618688e-02]
[ 3.48128128e-02 -1.65501611e-01 -1.50470294e-01 -9.89474733e-02
-1.24318866e-01 -1.07796173e-01 9.53846254e-02 -1.46974497e-01
-3.24449914e-02 3.29207152e-02 -4.94605796e-02 -1.24678943e-01
-3.60590861e-02]
[ -2.95087094e-01 -1.33194676e-01 -8.23683353e-02 -1.55852948e-01
-2.94434693e-01 -2.77562667e-01 -3.37971688e-01 -1.51960658e-02
-3.33313531e-01 -2.30393792e-01 1.36792769e-01 -1.74578871e-01
7.12258311e-02]
[ -2.33328325e-01 -1.26266291e-01 -9.68052083e-02 -5.90937841e-02
-8.79313476e-02 -1.21472587e-01 -6.34453834e-02 -7.36545732e-03
-1.30513840e-01 -1.32826670e-01 -2.98630599e-02 -2.96701131e-01
-1.79951719e-01]
[ -1.84800617e-01 -7.41198504e-02 -2.31488855e-01 -1.87182582e-01
-1.60430175e-01 -2.07528076e-01 -3.79640839e-01 -1.27930269e-01
1.21505504e-01 -2.62840826e-01 -3.53898295e-01 -4.11959304e-01
-4.85249292e-01]
[ -3.70261508e-01 -5.73666657e-02 -1.52776198e-01 -1.05981145e-01
-4.60806351e-02 -3.14380245e-01 5.34744685e-02 -8.89015915e-02
-1.13181881e-01 4.10461922e-02 4.15690720e-02 -3.09249068e-01
-3.83989149e-01]
[ -1.56239532e-01 -1.38568714e-01 -5.49130601e-02 -2.41123670e-01
-1.24937585e-01 -2.96027403e-01 7.66607933e-02 -1.74020975e-01
-1.88388144e-01 5.25223089e-02 1.81483439e-01 6.22569923e-02
-1.40008307e-01]
[ -1.29269105e-01 -1.69548095e-01 -1.15473344e-01 -3.11149541e-01
9.39019956e-02 -1.84814226e-02 -1.61213996e-01 -1.80281718e-01
1.11450329e-01 -9.16084029e-02 -1.36487124e-01 -6.08757499e-02
-2.93340737e-01]
[ -3.65184020e-02 -3.55107888e-02 -1.50344521e-01 -1.57600271e-01
-2.31788009e-01 6.29207154e-02 -3.61233021e-02 -4.16722932e-02
-2.19674399e-01 -8.90824595e-02 -1.67639441e-01 -3.98483358e-01
-2.25708613e-01]
[ -6.94225973e-02 2.09048882e-02 -1.29547604e-01 -3.52397882e-01
1.19146796e-01 1.99252771e-02 -2.00203510e-01 -1.49341190e-01
1.26262742e-01 -5.33413683e-02 -3.23210878e-01 -3.10794583e-01
-3.35982552e-01]
[ 6.25619164e-02 -2.98101683e-01 -8.89394861e-02 -4.63285821e-01
-2.12706119e-01 -9.20111733e-02 2.00984204e-02 5.98658257e-02
-4.74497922e-02 2.58032259e-01 -5.43386982e-01 -8.95583480e-01
4.63097655e-01]
[ -2.33740311e-01 -2.35297232e-01 -1.35075073e-01 -3.20932412e-01
-2.93276272e-01 -9.54341067e-02 1.82870412e-01 2.13271275e-02
2.63703440e-01 1.36657529e-02 -4.28609627e-01 -1.08901039e+00
6.57481504e-01]
[ -2.52535347e-02 -1.78940668e-01 1.77251813e-02 -3.29965785e-01
-1.64385288e-01 1.63306866e-01 1.97715707e-01 2.38515888e-01
-4.00822661e-02 2.05832817e-01 -2.54039216e-01 -1.19869035e+00
7.84689743e-01]
[ -1.06918720e-02 -3.80300866e-02 -1.28445005e-01 -1.43106857e-01
-1.74587438e-01 -4.93123253e-02 3.12465105e-01 1.56901248e-01
2.52296552e-01 3.44090999e-01 -5.15189637e-01 -1.15997681e+00
8.25344799e-01]
[ -9.16730422e-02 -2.74368588e-01 5.61063781e-02 -3.39141856e-01
-1.44959946e-01 1.14874842e-01 3.91465591e-01 1.40221931e-01
-6.83757027e-02 1.46409885e-01 -5.72448009e-01 -1.13085725e+00
8.53168720e-01]
[ 1.12986342e-01 -8.59035633e-02 1.32706064e-02 -1.60835735e-01
-7.98232144e-02 -2.01762442e-02 2.90406963e-01 3.73185504e-01
4.31004743e-01 2.45722072e-01 -5.76532891e-01 -1.08919083e+00
5.91967115e-01]
[ 5.58550086e-03 -1.46433623e-01 2.37335320e-02 1.82251537e-02
-9.95949100e-02 -2.83249349e-01 1.60308301e-01 3.87653235e-01
4.61221888e-02 1.42827367e-01 -2.86240477e-01 -9.33152022e-01
2.18202865e-01]
[ 1.15141742e-01 7.87867023e-02 1.20691842e-02 2.63007848e-01
-1.08923459e-01 -5.62272644e-02 -4.12729131e-02 -7.91976228e-02
-1.82026721e-01 -6.64276313e-02 -6.49764866e-02 7.29186365e-02
-6.06885122e-01]
[ 6.54307915e-02 -1.36100516e-01 1.53501092e-01 5.39917673e-01
2.23061097e-01 1.07597910e-02 -3.02626403e-01 -3.32031313e-01
2.75861438e-02 -5.46252596e-01 3.23676053e-01 8.28786137e-01
-9.90127901e-01]
[ 2.12062027e-02 7.65351030e-02 -2.14576029e-01 1.37021137e-01
3.56156673e-02 -3.61104018e-03 -2.15846840e-01 -3.62150437e-01
-2.81821840e-01 -2.85285812e-01 -3.60981159e-03 -1.44797869e-01
-2.00851407e-01]
[ -7.65749971e-02 -1.98915318e-01 5.56091334e-02 -8.19989127e-03
-1.22472688e-01 -1.37630983e-01 -9.96968500e-02 -7.96408983e-02
4.26362591e-03 -4.22220539e-01 -3.68180986e-01 -1.91272771e-01
1.98591300e-01]
[ -1.74411098e-02 -2.55903639e-01 4.67909476e-02 -4.18497240e-01
-1.81643037e-01 -2.35846887e-01 -3.94621072e-01 -6.01779001e-02
-8.93606879e-02 -2.07907089e-02 -2.59829899e-01 3.30632190e-01
2.44041663e-01]
[ 1.54373713e-01 6.34115470e-02 -1.11411885e-01 -4.29857103e-01
-5.25857197e-02 -1.04693152e-01 -2.72012687e-01 -6.78910799e-02
-2.31144465e-01 -2.79621510e-01 -2.84067467e-01 5.60363716e-01
1.64556927e-01]
[ -1.92440817e-01 -1.69208175e-01 -1.21045053e-01 -4.02275163e-01
-4.11299163e-02 2.27184185e-02 -2.94404807e-01 -3.12881126e-01
-1.86899074e-01 -1.34741215e-01 -2.93125157e-01 5.05482839e-01
5.34649436e-02]
[ -5.88050954e-02 -1.90869127e-01 -1.71092898e-01 -4.15122583e-01
-3.45571207e-02 3.94306518e-02 -1.76067186e-01 -1.55047513e-01
-2.90838497e-01 -3.79033090e-01 -1.09016997e-01 3.89653429e-01
1.40363336e-01]
[ 8.86844856e-02 9.89750494e-02 -2.19815043e-02 -3.56450410e-01
-3.12551158e-01 3.37320398e-03 -2.59770122e-01 -3.78035455e-01
-3.55794264e-01 -9.29960381e-02 -1.79080933e-01 3.77608235e-01
1.45120537e-01]
[ -5.80965649e-02 -1.02191871e-02 -2.85044852e-01 -1.16667635e-01
7.04973530e-02 1.54962207e-01 -2.55615577e-01 -1.97708440e-01
-5.78568772e-02 -4.32092763e-02 1.51586684e-01 7.96273485e-01
-6.38300109e-02]
[ 1.53734452e-01 3.16784464e-01 -1.93568079e-01 8.01459533e-01
1.00398448e-01 4.53999792e-03 -1.75291179e-01 -3.51018049e-01
-2.11412790e-01 -2.77487514e-01 7.61555133e-01 8.74004512e-01
-1.53126699e+00]
[ 1.12751705e-02 1.58889257e-01 5.92237896e-02 4.56166794e-01
-1.26351925e-02 -6.29572907e-02 -2.54116154e-01 -3.05209345e-01
-2.70974646e-01 -1.59266284e-01 6.10408555e-01 8.92577268e-01
-1.47977289e+00]
[ -1.55689030e-02 -1.49570078e-01 -1.45595730e-01 3.27657951e-01
-1.93433128e-01 2.39138644e-01 7.54636229e-03 -1.32933683e-01
-2.13429411e-01 -2.99838949e-01 1.89823987e-01 4.72914788e-01
-7.51058524e-01]
[ 8.78604837e-02 -3.84079735e-01 -5.01415690e-02 4.33223193e-02
-1.20373492e-01 2.00022381e-01 9.79711482e-02 1.84695867e-01
-1.87422568e-01 2.47427204e-02 -6.17862713e-02 2.54292271e-01
-4.16708051e-01]
[ 2.12641710e-01 -2.95796264e-01 -1.18589202e-01 -5.14578073e-02
-2.18009527e-01 1.22663428e-01 4.35349085e-02 -1.15402560e-01
-6.70073459e-02 -2.83437995e-02 -1.57399344e-01 -2.19195060e-01
-2.70547217e-01]
[ -1.30801760e-01 -8.20296869e-02 3.85562585e-02 -2.48932399e-01
-6.11884043e-02 -1.41287434e-01 6.09801836e-02 1.09224612e-02
-9.61381170e-02 3.99973915e-02 -3.35841696e-01 -5.06546628e-01
-1.34850809e-01]
[ -1.44911965e-01 -1.33512507e-01 -6.95628285e-02 -2.90818371e-01
-3.43671943e-01 -2.89547431e-01 1.64694157e-01 1.50639525e-01
7.07269068e-03 1.26122806e-01 -2.86796321e-01 -9.09263951e-01
3.06975799e-02]
[ -1.33197458e-01 -2.46311202e-01 -3.06590805e-01 -1.11559483e+00
-3.01268391e-01 -2.10198225e-01 -7.84343307e-02 -6.38831874e-02
4.73515574e-02 -5.10456184e-01 -8.34849963e-01 -5.97142835e-01
-1.58898845e+00]
[ -1.25542745e-01 1.34477791e-01 1.24265658e-02 1.91452514e-01
-2.01485209e-01 -1.77814636e-01 -1.68915263e-01 6.29258129e-03
-1.50480128e-01 -1.19442171e-01 -1.01189096e-01 -4.17099305e-01
1.47935813e-01]
[ -3.62890413e-01 -1.20561700e-01 -2.73253552e-01 4.08604229e-01
-2.02274618e-01 -2.33054362e-01 -1.68018277e-01 -9.43282937e-02
-2.52354039e-04 5.29139020e-02 1.34475014e-01 -3.57201386e-01
3.19102404e-01]
[ -1.26190031e-01 -5.48898463e-02 -2.54017331e-01 2.65052175e-01
-2.31774795e-01 -2.79681911e-01 -3.88355162e-01 -3.92874586e-02
1.07520639e-02 -7.11801220e-02 -1.60956464e-01 -3.22048855e-01
2.47572179e-01]
[ -2.62748676e-01 -5.32892376e-01 -3.41955990e-01 1.05853846e-01
-3.17477373e-01 -2.34598745e-01 -2.40538169e-01 -2.24223571e-01
-2.52174736e-02 -2.79097072e-01 1.98272376e-02 -3.92929395e-01
1.61883730e-01]
[ -2.26768030e-01 -2.98002150e-01 -3.22721028e-01 -6.57817885e-02
-8.78924407e-02 -1.51958491e-01 -1.08938684e-01 4.24897549e-02
-2.08855616e-01 -5.06371489e-01 -2.35040650e-01 -3.20451607e-01
1.53863048e-03]
[ -9.28252361e-02 -1.95064800e-02 -2.46200783e-01 -1.19120708e+00
-2.79422397e-01 -2.60686460e-01 1.50075351e-01 -5.10290450e-01
1.50953681e-01 -2.39053143e-01 -8.47093137e-01 -4.64189350e-01
-1.48254788e+00]]
Progress: 36.9% ... Training loss: 0.187 ... Validation loss: 0.318[[-0.25073305]
[ 0.24993647]
[-0.04594824]
[ 1.49236963]
[ 0.26641896]
[-0.01417286]
[-0.93789022]
[-0.76847751]
[-0.48483432]
[-0.79055245]
[ 1.33972175]
[ 3.05568768]
[-2.71946426]]
[[ -5.19886061e-01 -4.90124031e-01 -5.92370092e-01 1.16237070e-01
-2.85313218e-01 -5.97393090e-01 1.47329750e-01 -2.35821295e-01
-2.60286091e-01 -3.13811597e-01 3.34480772e-01 1.17934771e+00
4.06925592e-01]
[ 1.60937062e-02 -1.35478661e-01 4.82656879e-02 -1.67855952e-01
-3.98249385e-02 5.85832334e-02 -6.22802084e-02 1.92832543e-01
-1.46042870e-01 -1.63735738e-01 -1.74883909e-01 -1.52727285e-01
-1.96370046e-01]
[ -3.04019501e-01 1.37855026e-01 -4.24467507e-02 5.27247426e-02
7.54692621e-02 -1.39004906e-01 -1.54945289e-01 -2.24831240e-01
2.83000642e-01 -6.50832721e-01 1.03508677e-01 7.18703569e-01
8.49350564e-01]
[ 2.76977572e-01 -2.50678423e-01 -2.74153822e-01 1.67790360e-01
-2.66458421e-01 1.20138452e-02 6.86676987e-01 -6.49663043e-01
3.85447441e-01 -1.90968622e-01 -3.48193260e-02 -3.61820134e-01
-3.83990048e-01]
[ 1.49617815e-01 1.81674328e-02 1.14111195e-01 -1.42032139e-01
-1.92393766e-02 7.48948233e-02 -1.71739143e-01 -1.85141493e-01
6.90049041e-02 2.64904911e-01 2.87226413e-02 -1.88425955e-02
-7.60086551e-02]
[ -4.88436125e-01 -6.27101990e-01 -6.00553462e-01 -6.07129374e-01
-6.00343696e-01 -5.65300913e-01 -4.51640818e-01 -1.51532265e-01
-5.01690570e-01 -2.30668886e-01 -6.38227167e-01 -9.34489554e-01
-7.65711685e-01]
[ -4.16553687e-01 -5.92374702e-01 -3.30434881e-01 -4.88885929e-01
-4.17328332e-01 -5.66733970e-01 -3.95420936e-01 -5.03261326e-01
-3.20374633e-01 -1.01689438e-01 -5.21058042e-01 -5.76997568e-01
-7.11057579e-01]
[ -3.46298084e-01 -3.48863833e-01 -4.91033615e-01 -1.42325751e-01
-3.25626699e-01 -4.28868347e-01 -2.46302258e-01 -3.10044447e-01
-2.62792761e-01 -6.10711067e-01 -3.34198223e-01 -8.17695185e-01
-7.00424501e-01]
[ -4.70374885e-01 -3.34218694e-01 -3.88420447e-01 -2.87834232e-01
-3.27745571e-01 -2.19925752e-01 -4.77837661e-02 -4.87022111e-01
-2.76898342e-01 -4.80556027e-01 -2.29804477e-01 -2.81277554e-01
-2.93358739e-01]
[ -9.63447772e-01 -9.60609687e-01 -9.95097432e-01 -7.08826730e-01
-1.05277512e+00 -9.94235129e-01 -5.40483232e-01 -5.79899899e-01
-7.43167993e-01 -5.91667420e-01 -8.21825875e-01 -6.45128678e-01
-9.68148061e-01]
[ -5.16043249e-01 -2.69439194e-01 -4.75741143e-01 -4.49095204e-01
-3.44534477e-01 -3.66851904e-01 -6.43011409e-01 -6.52198083e-01
-6.77241521e-01 -1.13052944e-01 -6.09584718e-01 -8.50215927e-01
-7.74611302e-01]
[ -1.21509178e-01 2.63856376e-02 -3.46002874e-01 -5.16738155e-01
-1.02400209e-01 -7.64336350e-02 -2.17998183e-01 -4.63896044e-01
-2.01218612e-01 3.81349223e-02 -5.66504170e-01 -1.26578197e+00
-8.47492603e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.56735410e-01 -1.27183625e-01 1.63984313e-01 -3.02361836e-01
-1.36078838e-01 1.13165079e-01 -1.49335194e-01 7.61061130e-03
-8.96388804e-02 6.17411246e-02 -2.35839454e-01 -4.93187970e-01
-9.75081545e-02]
[ -9.85062099e-02 -2.64503876e-01 -1.82002888e-01 -2.72534211e-01
-4.75412846e-01 -8.77983690e-02 -1.13528973e-01 -1.59947466e-02
-9.20901739e-02 -1.94695585e-02 -2.42823860e-01 -4.53734111e-01
-2.66763750e-01]
[ -6.23216970e-02 -4.09040661e-02 -2.24932127e-01 -2.59238943e-01
1.05471538e-01 -1.60821717e-01 -2.44430208e-01 1.51620043e-01
-3.09637134e-02 1.74778139e-01 -2.21817360e-01 1.10114249e-03
-9.78048800e-02]
[ 3.45434822e-02 -1.65387758e-01 -1.50516749e-01 -9.70790901e-02
-1.24092848e-01 -1.07824867e-01 9.36141978e-02 -1.47590353e-01
-3.33457747e-02 3.18997308e-02 -4.80406707e-02 -1.23903710e-01
-4.06293095e-02]
[ -2.95773362e-01 -1.32443285e-01 -8.25681390e-02 -1.50758534e-01
-2.93711411e-01 -2.77638610e-01 -3.40583575e-01 -1.74170037e-02
-3.35258905e-01 -2.33229426e-01 1.41411407e-01 -1.62836435e-01
6.24089130e-02]
[ -2.34397097e-01 -1.25178778e-01 -9.70958824e-02 -4.81415599e-02
-8.66363896e-02 -1.21596534e-01 -7.15018319e-02 -1.31799099e-02
-1.34534835e-01 -1.37065537e-01 -2.15170989e-02 -2.73544909e-01
-2.02015909e-01]
[ -1.84956193e-01 -7.39620421e-02 -2.31512272e-01 -1.85472718e-01
-1.60307261e-01 -2.07542705e-01 -3.80955179e-01 -1.28506580e-01
1.20826460e-01 -2.63118899e-01 -3.53282024e-01 -4.11038633e-01
-4.87333210e-01]
[ -3.70771562e-01 -5.66558925e-02 -1.52902726e-01 -9.80875927e-02
-4.52976709e-02 -3.14441546e-01 4.77936405e-02 -9.23028249e-02
-1.15994484e-01 3.93677563e-02 4.82691642e-02 -2.92799537e-01
-3.98887982e-01]
[ -1.56519801e-01 -1.38463408e-01 -5.49371103e-02 -2.37789556e-01
-1.24758915e-01 -2.96049302e-01 7.49878093e-02 -1.74496297e-01
-1.89391040e-01 5.21338014e-02 1.83351716e-01 6.30852197e-02
-1.46842110e-01]
[ -1.30284809e-01 -1.68746104e-01 -1.15630339e-01 -3.06001690e-01
9.47364633e-02 -1.86003407e-02 -1.66981283e-01 -1.81646898e-01
1.08812726e-01 -9.45986371e-02 -1.31493005e-01 -4.78369799e-02
-3.00153451e-01]
[ -3.63484250e-02 -3.56264481e-02 -1.50321578e-01 -1.57670555e-01
-2.31837837e-01 6.29339749e-02 -3.53396977e-02 -4.13635734e-02
-2.19377376e-01 -8.87042361e-02 -1.67929532e-01 -3.99913187e-01
-2.26414686e-01]
[ -6.94644572e-02 2.09252431e-02 -1.29554869e-01 -3.52451663e-01
1.19172166e-01 1.99203441e-02 -2.00407915e-01 -1.49571775e-01
1.26199762e-01 -5.35548060e-02 -3.23188508e-01 -3.10762657e-01
-3.35937512e-01]
[ 6.24848996e-02 -2.98057786e-01 -8.89530673e-02 -4.63190138e-01
-2.12654481e-01 -9.20198892e-02 1.97939984e-02 5.95664379e-02
-4.75734137e-02 2.57703483e-01 -5.43277241e-01 -8.95450856e-01
4.63006112e-01]
[ -2.33946551e-01 -2.35163305e-01 -1.35104437e-01 -3.19949786e-01
-2.93124138e-01 -9.54567647e-02 1.81653689e-01 2.09302455e-02
2.63052838e-01 1.31150504e-02 -4.27847109e-01 -1.08819546e+00
6.55749117e-01]
[ -2.55739113e-02 -1.78695872e-01 1.76597378e-02 -3.27911075e-01
-1.64107439e-01 1.63269133e-01 1.96194024e-01 2.37373316e-01
-4.08837634e-02 2.04347922e-01 -2.52029839e-01 -1.19633317e+00
7.78857140e-01]
[ -1.08226775e-02 -3.79604808e-02 -1.28461624e-01 -1.42389217e-01
-1.74527397e-01 -4.93217709e-02 3.11862469e-01 1.56721308e-01
2.51983447e-01 3.43711144e-01 -5.14810112e-01 -1.15976450e+00
8.24149513e-01]
[ -9.20527085e-02 -2.74164752e-01 5.60440019e-02 -3.37750906e-01
-1.44730587e-01 1.14835051e-01 3.89782784e-01 1.39501950e-01
-6.91770432e-02 1.45118532e-01 -5.71619097e-01 -1.13026399e+00
8.50492801e-01]
[ 1.12577332e-01 -8.56546323e-02 1.32151369e-02 -1.58296917e-01
-7.95159964e-02 -2.02175311e-02 2.88544410e-01 3.72209877e-01
4.29939206e-01 2.44594646e-01 -5.75114053e-01 -1.08797474e+00
5.87813711e-01]
[ 5.28090398e-03 -1.46231917e-01 2.36694512e-02 2.12973873e-02
-9.93323801e-02 -2.83275749e-01 1.58147650e-01 3.86175974e-01
4.51392751e-02 1.41480357e-01 -2.84178432e-01 -9.30953519e-01
2.13310362e-01]
[ 1.14814797e-01 7.90542915e-02 1.20138251e-02 2.68128331e-01
-1.08643005e-01 -5.62512475e-02 -4.42836076e-02 -7.97660204e-02
-1.83255130e-01 -6.71408469e-02 -6.15016891e-02 8.11762368e-02
-6.11912896e-01]
[ 6.51390160e-02 -1.35820463e-01 1.53412406e-01 5.43770085e-01
2.23426514e-01 1.07316206e-02 -3.03882265e-01 -3.33239733e-01
2.65506097e-02 -5.47387120e-01 3.26818668e-01 8.36203180e-01
-9.94980345e-01]
[ 2.12388164e-02 7.65127688e-02 -2.14563841e-01 1.37416523e-01
3.55873800e-02 -3.60342737e-03 -2.16095284e-01 -3.62345873e-01
-2.81854527e-01 -2.85357667e-01 -3.26829867e-03 -1.43403217e-01
-2.01806904e-01]
[ -7.65156369e-02 -1.98907955e-01 5.56154447e-02 -8.03483819e-03
-1.22479182e-01 -1.37625656e-01 -9.95888696e-02 -7.96846814e-02
4.27135116e-03 -4.22002617e-01 -3.68150140e-01 -1.90867159e-01
1.98070840e-01]
[ -1.77207009e-02 -2.55568112e-01 4.67004868e-02 -4.16667675e-01
-1.81247875e-01 -2.35876944e-01 -3.96699301e-01 -6.21835598e-02
-9.06172588e-02 -2.18991216e-02 -2.57671047e-01 3.40895001e-01
2.38423763e-01]
[ 1.54456457e-01 6.32505236e-02 -1.11385877e-01 -4.30773446e-01
-5.27336536e-02 -1.04683487e-01 -2.71710716e-01 -6.73126866e-02
-2.30709928e-01 -2.79442814e-01 -2.85015661e-01 5.57532923e-01
1.67174227e-01]
[ -1.92427009e-01 -1.69214965e-01 -1.21047928e-01 -4.02473804e-01
-4.11420472e-02 2.27193019e-02 -2.94249113e-01 -3.12593396e-01
-1.86870940e-01 -1.34505424e-01 -2.93273059e-01 5.04697665e-01
5.37301128e-02]
[ -5.90382491e-02 -1.90526337e-01 -1.71143847e-01 -4.14982583e-01
-3.41878447e-02 3.94006011e-02 -1.77597614e-01 -1.55137016e-01
-2.91790317e-01 -3.79453725e-01 -1.07664937e-01 3.95620727e-01
1.38247187e-01]
[ 8.83775762e-02 9.91967172e-02 -2.20207086e-02 -3.55682987e-01
-3.12328401e-01 3.33871590e-03 -2.61183932e-01 -3.78593155e-01
-3.56405230e-01 -9.38371694e-02 -1.78034602e-01 3.80766774e-01
1.44198004e-01]
[ -5.82619318e-02 -9.91078032e-03 -2.85109786e-01 -1.16065252e-01
7.07906766e-02 1.54935072e-01 -2.56012407e-01 -1.98381634e-01
-5.83707362e-02 -4.40412716e-02 1.52702040e-01 8.00491427e-01
-6.61977865e-02]
[ 1.53980375e-01 3.16469064e-01 -1.93492011e-01 7.99564440e-01
1.00073538e-01 4.57283983e-03 -1.74811068e-01 -3.49390304e-01
-2.11090502e-01 -2.76156603e-01 7.59584155e-01 8.68639952e-01
-1.53071885e+00]
[ 1.13981324e-02 1.58762685e-01 5.92492699e-02 4.55691807e-01
-1.27221276e-02 -6.29424508e-02 -2.53481258e-01 -3.04891612e-01
-2.70745688e-01 -1.58836925e-01 6.09811882e-01 8.90864993e-01
-1.47969548e+00]
[ -1.57270794e-02 -1.49338780e-01 -1.45635759e-01 3.31470857e-01
-1.93166279e-01 2.39111675e-01 5.84720669e-03 -1.33872217e-01
-2.14227106e-01 -3.00328888e-01 1.92592376e-01 4.78825862e-01
-7.57113197e-01]
[ 8.75422327e-02 -3.83791826e-01 -5.02157397e-02 4.84523843e-02
-1.20013911e-01 1.99977458e-01 9.56516125e-02 1.83302543e-01
-1.88629075e-01 2.39978691e-02 -5.81828137e-02 2.60277058e-01
-4.25348911e-01]
[ 2.12411997e-01 -2.95614864e-01 -1.18616988e-01 -4.92590438e-02
-2.17844479e-01 1.22641211e-01 4.20453144e-02 -1.15954451e-01
-6.78599514e-02 -2.85812373e-02 -1.56250651e-01 -2.16927006e-01
-2.73604496e-01]
[ -1.31174912e-01 -8.15226963e-02 3.84457349e-02 -2.44295639e-01
-6.06407903e-02 -1.41333357e-01 5.74015175e-02 8.51121054e-03
-9.79300535e-02 3.83689999e-02 -3.32524660e-01 -4.99286878e-01
-1.44166646e-01]
[ -1.44904140e-01 -1.33515559e-01 -6.95619712e-02 -2.90879000e-01
-3.43675204e-01 -2.89546805e-01 1.64761463e-01 1.50682065e-01
7.09106538e-03 1.26167660e-01 -2.86840002e-01 -9.09297226e-01
3.07596478e-02]
[ -1.33432820e-01 -2.46298346e-01 -3.06606876e-01 -1.11609870e+00
-3.01166359e-01 -2.10207556e-01 -7.99627270e-02 -6.37536362e-02
4.61810629e-02 -5.10752365e-01 -8.35085802e-01 -5.94482229e-01
-1.59317127e+00]
[ -1.26495822e-01 1.35319196e-01 1.22439638e-02 2.00690405e-01
-2.00710620e-01 -1.77916597e-01 -1.75444748e-01 2.93291898e-03
-1.53242172e-01 -1.22561740e-01 -9.47520272e-02 -4.03011611e-01
1.35495505e-01]
[ -3.63606588e-01 -1.19944872e-01 -2.73422783e-01 4.16629594e-01
-2.01534003e-01 -2.33136911e-01 -1.72624022e-01 -9.71562922e-02
-2.64006623e-03 4.98140734e-02 1.40078880e-01 -3.50286265e-01
3.07012315e-01]
[ -1.26593001e-01 -5.44823615e-02 -2.54094720e-01 2.70788264e-01
-2.31356369e-01 -2.79720986e-01 -3.92002317e-01 -4.07144562e-02
8.72254515e-03 -7.18892972e-02 -1.57581091e-01 -3.14383530e-01
2.37247299e-01]
[ -2.63299293e-01 -5.32537429e-01 -3.42055466e-01 1.12795267e-01
-3.16944118e-01 -2.34655948e-01 -2.45461636e-01 -2.26806088e-01
-2.72544995e-02 -2.80956348e-01 2.53442026e-02 -3.82671655e-01
1.51098440e-01]
[ -2.27388143e-01 -2.97516207e-01 -3.22844381e-01 -6.06386158e-02
-8.72759216e-02 -1.52026787e-01 -1.12704399e-01 4.02670677e-02
-2.10652795e-01 -5.08334054e-01 -2.31161024e-01 -3.12274467e-01
-8.05471579e-03]
[ -9.32924308e-02 -1.87434241e-02 -2.46337661e-01 -1.18982899e+00
-2.78611535e-01 -2.60756195e-01 1.48450547e-01 -5.10974740e-01
1.49160465e-01 -2.40301422e-01 -8.44306725e-01 -4.54648982e-01
-1.48958388e+00]]
Progress: 37.0% ... Training loss: 0.178 ... Validation loss: 0.313[[-0.2731827 ]
[ 0.2228459 ]
[-0.06348089]
[ 1.46182893]
[ 0.24380769]
[-0.03478918]
[-0.97558887]
[-0.79323125]
[-0.52055365]
[-0.81574099]
[ 1.31590884]
[ 3.02846707]
[-2.74927598]]
[[ -5.18776298e-01 -4.91563503e-01 -5.92191685e-01 1.10620780e-01
-2.86727714e-01 -5.97341751e-01 1.54725824e-01 -2.29719662e-01
-2.56313811e-01 -3.08773941e-01 3.27853932e-01 1.14571661e+00
4.29551963e-01]
[ 1.67803741e-02 -1.36210588e-01 4.83433338e-02 -1.72461361e-01
-4.04314077e-02 5.86142013e-02 -5.91500055e-02 1.93493778e-01
-1.44715747e-01 -1.62981980e-01 -1.79078884e-01 -1.60131791e-01
-1.95500095e-01]
[ -3.02150533e-01 1.34757149e-01 -4.21675419e-02 3.85080609e-02
7.30371207e-02 -1.38906774e-01 -1.42864619e-01 -2.20214121e-01
2.91958871e-01 -6.49476709e-01 9.12072583e-02 6.75297586e-01
8.85791750e-01]
[ 2.78902695e-01 -2.52653640e-01 -2.73955446e-01 1.48261001e-01
-2.68165038e-01 1.21025711e-02 6.98272039e-01 -6.49874107e-01
3.90588884e-01 -1.90327478e-01 -4.99075313e-02 -3.71726242e-01
-3.77254968e-01]
[ 1.49846151e-01 1.86273898e-02 1.14140950e-01 -1.36921612e-01
-1.87387078e-02 7.48982920e-02 -1.75355233e-01 -1.85808787e-01
6.87944854e-02 2.68211013e-01 3.05447133e-02 -1.97546598e-02
-8.23703722e-02]
[ -4.88136057e-01 -6.27435798e-01 -6.00472429e-01 -6.08827499e-01
-6.00794903e-01 -5.65282515e-01 -4.51453420e-01 -1.48287536e-01
-5.01641589e-01 -2.28283425e-01 -6.40277483e-01 -9.41970982e-01
-7.59959060e-01]
[ -4.15182397e-01 -5.93398145e-01 -3.30258693e-01 -4.95386318e-01
-4.18414768e-01 -5.66673307e-01 -3.88744913e-01 -5.00231656e-01
-3.17243191e-01 -9.65243822e-02 -5.26633298e-01 -5.93310530e-01
-6.99866855e-01]
[ -3.44164266e-01 -3.51897299e-01 -4.90694159e-01 -1.61329778e-01
-3.28267714e-01 -4.28759943e-01 -2.33602916e-01 -3.03384224e-01
-2.55464169e-01 -6.06134137e-01 -3.50171870e-01 -8.56487798e-01
-6.71979439e-01]
[ -4.69760637e-01 -3.34832436e-01 -3.88341427e-01 -2.92106330e-01
-3.28349376e-01 -2.19881120e-01 -4.49653257e-02 -4.85790786e-01
-2.75557031e-01 -4.78859770e-01 -2.33466016e-01 -2.87813693e-01
-2.89817495e-01]
[ -9.61843745e-01 -9.62316344e-01 -9.94833672e-01 -7.20344110e-01
-1.05442534e+00 -9.94150882e-01 -5.29390011e-01 -5.71906918e-01
-7.37427826e-01 -5.85210494e-01 -8.31285940e-01 -6.78435021e-01
-9.43183160e-01]
[ -5.13989596e-01 -2.71758945e-01 -4.75455635e-01 -4.63290560e-01
-3.46607083e-01 -3.66750067e-01 -6.35082308e-01 -6.47685211e-01
-6.72873603e-01 -1.08131825e-01 -6.21644672e-01 -8.72889726e-01
-7.60091026e-01]
[ -1.20747434e-01 2.54075863e-02 -3.45876443e-01 -5.22500058e-01
-1.03459847e-01 -7.63876223e-02 -2.14639302e-01 -4.62235949e-01
-1.99476369e-01 4.05805809e-02 -5.72244909e-01 -1.27892497e+00
-8.38048124e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.56689206e-01 -1.27240464e-01 1.63999211e-01 -3.01548944e-01
-1.36103773e-01 1.13166986e-01 -1.49627085e-01 8.06505885e-03
-8.97182709e-02 6.17825527e-02 -2.34861359e-01 -4.90351731e-01
-9.73711373e-02]
[ -9.86245224e-02 -2.64535845e-01 -1.81984965e-01 -2.73380491e-01
-4.75504471e-01 -8.77999285e-02 -1.13863220e-01 -1.49845299e-02
-9.24788804e-02 -1.90244315e-02 -2.44169736e-01 -4.57830644e-01
-2.63980286e-01]
[ -6.18579081e-02 -4.11919949e-02 -2.24881871e-01 -2.62133571e-01
1.05057335e-01 -1.60800195e-01 -2.43030545e-01 1.53381462e-01
-3.02758096e-02 1.76996663e-01 -2.24579678e-01 -6.44812978e-03
-9.46851291e-02]
[ 3.51666312e-02 -1.65818200e-01 -1.50440998e-01 -1.00094326e-01
-1.24618522e-01 -1.07799282e-01 9.60315699e-02 -1.45935324e-01
-3.21256303e-02 3.42757742e-02 -5.05197404e-02 -1.31495007e-01
-3.47289811e-02]
[ -2.95542020e-01 -1.32623584e-01 -8.25309662e-02 -1.50712901e-01
-2.93847567e-01 -2.77625991e-01 -3.38499573e-01 -1.69200154e-02
-3.34362335e-01 -2.32222030e-01 1.41075315e-01 -1.67500082e-01
6.63500001e-02]
[ -2.34093329e-01 -1.25499506e-01 -9.70466503e-02 -5.04500036e-02
-8.69158639e-02 -1.21582189e-01 -6.99977487e-02 -1.24145143e-02
-1.33803744e-01 -1.36052917e-01 -2.32119608e-02 -2.76164451e-01
-2.00668378e-01]
[ -1.83887715e-01 -7.56174054e-02 -2.31339236e-01 -1.92917069e-01
-1.61698516e-01 -2.07487868e-01 -3.74964222e-01 -1.25153435e-01
1.25145148e-01 -2.61082539e-01 -3.59497078e-01 -4.32997201e-01
-4.72817721e-01]
[ -3.70658762e-01 -5.69115230e-02 -1.52873648e-01 -1.01294809e-01
-4.55823155e-02 -3.14432319e-01 4.93032962e-02 -9.10715606e-02
-1.15297532e-01 3.99273941e-02 4.60301795e-02 -2.96238343e-01
-3.92779479e-01]
[ -1.55361518e-01 -1.39646264e-01 -5.47959707e-02 -2.45986493e-01
-1.25816182e-01 -2.95992289e-01 8.09438188e-02 -1.72353142e-01
-1.86635425e-01 5.41717386e-02 1.75790702e-01 4.79300245e-02
-1.38949713e-01]
[ -1.30161257e-01 -1.68886304e-01 -1.15608385e-01 -3.06585464e-01
9.45822174e-02 -1.85923211e-02 -1.66500375e-01 -1.81314450e-01
1.09084988e-01 -9.40918665e-02 -1.32121352e-01 -4.86726307e-02
-2.98397679e-01]
[ -3.60939579e-02 -3.58583036e-02 -1.50291263e-01 -1.59705733e-01
-2.32019161e-01 6.29502981e-02 -3.42343306e-02 -4.11523694e-02
-2.18905736e-01 -8.81238967e-02 -1.69734605e-01 -4.02362004e-01
-2.26920218e-01]
[ -6.93125536e-02 2.06948975e-02 -1.29519928e-01 -3.54252784e-01
1.18930509e-01 1.99326046e-02 -1.99848591e-01 -1.48820539e-01
1.26467321e-01 -5.25532864e-02 -3.24360671e-01 -3.12364710e-01
-3.34003664e-01]
[ 6.26098728e-02 -2.98168956e-01 -8.89361728e-02 -4.64580279e-01
-2.12789551e-01 -9.20136521e-02 2.05870436e-02 5.98485543e-02
-4.71467000e-02 2.58164769e-01 -5.44249521e-01 -8.96939031e-01
4.65595499e-01]
[ -2.33835117e-01 -2.35244184e-01 -1.35088821e-01 -3.21151264e-01
-2.93206275e-01 -9.54508810e-02 1.82570410e-01 2.13024269e-02
2.63479846e-01 1.35507456e-02 -4.28619391e-01 -1.08862086e+00
6.57773086e-01]
[ -2.55950359e-02 -1.78695049e-01 1.76590405e-02 -3.28120841e-01
-1.64106036e-01 1.63267827e-01 1.96298059e-01 2.37438410e-01
-4.08086994e-02 2.04237488e-01 -2.52129773e-01 -1.19656073e+00
7.79493002e-01]
[ -1.08447879e-02 -3.79625260e-02 -1.28461024e-01 -1.42791806e-01
-1.74555220e-01 -4.93230257e-02 3.12142713e-01 1.56797767e-01
2.52072492e-01 3.43843183e-01 -5.15172467e-01 -1.16057338e+00
8.25522509e-01]
[ -9.20011049e-02 -2.74184727e-01 5.60466879e-02 -3.37916137e-01
-1.44766312e-01 1.14837398e-01 3.90427026e-01 1.39758657e-01
-6.88677906e-02 1.45146664e-01 -5.71774125e-01 -1.13069309e+00
8.50562792e-01]
[ 1.12629405e-01 -8.56951491e-02 1.32217802e-02 -1.59013917e-01
-7.95669170e-02 -2.02148154e-02 2.89036313e-01 3.72419009e-01
4.30185911e-01 2.44830084e-01 -5.75608843e-01 -1.08862256e+00
5.89061650e-01]
[ 5.48901718e-03 -1.46408275e-01 2.36946630e-02 1.93772274e-02
-9.95449239e-02 -2.83269186e-01 1.60343814e-01 3.87243172e-01
4.60548208e-02 1.42039802e-01 -2.85359076e-01 -9.33703860e-01
2.15128239e-01]
[ 1.14875011e-01 7.88630203e-02 1.20408763e-02 2.68376134e-01
-1.08750403e-01 -5.62448336e-02 -4.43015915e-02 -7.96629062e-02
-1.83177056e-01 -6.69695644e-02 -6.10524236e-02 8.21100564e-02
-6.12079134e-01]
[ 6.50707568e-02 -1.35806460e-01 1.53419190e-01 5.45622372e-01
2.23496371e-01 1.07277113e-02 -3.04829791e-01 -3.32820681e-01
2.62082425e-02 -5.47545947e-01 3.28273381e-01 8.38030656e-01
-9.95592722e-01]
[ 2.13030985e-02 7.62811189e-02 -2.14541407e-01 1.35938631e-01
3.53546720e-02 -3.59747842e-03 -2.15602516e-01 -3.61738490e-01
-2.81615052e-01 -2.85074412e-01 -4.48926729e-03 -1.46069597e-01
-1.99170289e-01]
[ -7.64524354e-02 -1.99004152e-01 5.56348318e-02 -8.71734302e-03
-1.22577273e-01 -1.37620921e-01 -9.93692244e-02 -7.92962826e-02
4.43212044e-03 -4.21757984e-01 -3.68635132e-01 -1.91783941e-01
1.99297688e-01]
[ -1.78750132e-02 -2.55579824e-01 4.66997594e-02 -4.18557509e-01
-1.81304847e-01 -2.35884010e-01 -3.98162904e-01 -6.20108337e-02
-9.07976146e-02 -2.19118490e-02 -2.59057605e-01 3.38269277e-01
2.43510925e-01]
[ 1.54660175e-01 6.27514482e-02 -1.11329676e-01 -4.32816726e-01
-5.32517055e-02 -1.04673127e-01 -2.70829954e-01 -6.55726723e-02
-2.30018056e-01 -2.78528869e-01 -2.87103809e-01 5.48421220e-01
1.74181827e-01]
[ -1.92294398e-01 -1.69337831e-01 -1.21028866e-01 -4.03355277e-01
-4.12894384e-02 2.27280962e-02 -2.93601127e-01 -3.12184240e-01
-1.86570589e-01 -1.33885912e-01 -2.93930811e-01 5.03389115e-01
5.50357921e-02]
[ -5.83253135e-02 -1.91483721e-01 -1.71012721e-01 -4.20658628e-01
-3.51788722e-02 3.94431888e-02 -1.74400444e-01 -1.52327007e-01
-2.89597422e-01 -3.76897217e-01 -1.13438953e-01 3.80995905e-01
1.53081662e-01]
[ 8.84848958e-02 9.89522686e-02 -2.19947121e-02 -3.57732455e-01
-3.12491716e-01 3.34464886e-03 -2.60763626e-01 -3.78022038e-01
-3.55881334e-01 -9.34800057e-02 -1.79901623e-01 3.76477279e-01
1.49326896e-01]
[ -5.79821471e-02 -1.01004842e-02 -2.85094641e-01 -1.17457042e-01
7.05514739e-02 1.54951575e-01 -2.54982676e-01 -1.98336140e-01
-5.77598542e-02 -4.39655443e-02 1.51738390e-01 7.98349515e-01
-6.52991140e-02]
[ 1.54732882e-01 3.16026873e-01 -1.93445143e-01 7.98077912e-01
9.97703061e-02 4.60213933e-03 -1.72157780e-01 -3.49478002e-01
-2.10219361e-01 -2.75389328e-01 7.58467228e-01 8.66873125e-01
-1.53643292e+00]
[ 1.21139177e-02 1.58167813e-01 5.93180601e-02 4.53031355e-01
-1.31522817e-02 -6.29096576e-02 -2.50198188e-01 -3.04821833e-01
-2.69428948e-01 -1.57075304e-01 6.07465072e-01 8.84946204e-01
-1.48153673e+00]
[ -1.53415300e-02 -1.49667652e-01 -1.45580016e-01 3.29452534e-01
-1.93499445e-01 2.39136186e-01 7.60389942e-03 -1.32203674e-01
-2.13468594e-01 -2.98671315e-01 1.90400382e-01 4.71912978e-01
-7.55676187e-01]
[ 8.75769750e-02 -3.83866385e-01 -5.02025629e-02 4.78562672e-02
-1.20117105e-01 1.99980787e-01 9.61171323e-02 1.83869650e-01
-1.88449900e-01 2.43739368e-02 -5.87813992e-02 2.58339097e-01
-4.24472036e-01]
[ 2.12776991e-01 -2.95911881e-01 -1.18566758e-01 -5.10110099e-02
-2.18155745e-01 1.22658000e-01 4.38824871e-02 -1.14862823e-01
-6.68755868e-02 -2.73301883e-02 -1.58029841e-01 -2.22699144e-01
-2.71110859e-01]
[ -1.31058983e-01 -8.16534085e-02 3.84690111e-02 -2.44946258e-01
-6.07617786e-02 -1.41326768e-01 5.83656537e-02 9.06884027e-03
-9.76461696e-02 3.89981230e-02 -3.33160677e-01 -5.01077376e-01
-1.43739968e-01]
[ -1.44760678e-01 -1.33691369e-01 -6.95337730e-02 -2.93191073e-01
-3.43828547e-01 -2.89539505e-01 1.66297179e-01 1.51385673e-01
7.78275037e-03 1.26756582e-01 -2.88854795e-01 -9.12619914e-01
3.49050751e-02]
[ -1.32839884e-01 -2.46855961e-01 -3.06536502e-01 -1.12001793e+00
-3.01784628e-01 -2.10179749e-01 -7.56496900e-02 -6.09855577e-02
4.84900907e-02 -5.09151400e-01 -8.38882266e-01 -6.04928113e-01
-1.58707988e+00]
[ -1.24941164e-01 1.33472674e-01 1.24809526e-02 1.88769765e-01
-2.02320191e-01 -1.77838070e-01 -1.68396033e-01 6.51089626e-03
-1.49949909e-01 -1.19114748e-01 -1.04199263e-01 -4.21160192e-01
1.46586778e-01]
[ -3.63014047e-01 -1.21076004e-01 -2.73278092e-01 4.08523384e-01
-2.02560690e-01 -2.33098563e-01 -1.68665230e-01 -9.40857317e-02
9.37535552e-05 5.26752873e-02 1.32651473e-01 -3.67283809e-01
3.27434328e-01]
[ -1.25929692e-01 -5.51380175e-02 -2.53994457e-01 2.66063917e-01
-2.32017261e-01 -2.79690444e-01 -3.89426019e-01 -3.87431149e-02
1.01278470e-02 -6.92319051e-02 -1.61601330e-01 -3.23880790e-01
2.44390295e-01]
[ -2.63147832e-01 -5.32262384e-01 -3.42057684e-01 1.17011740e-01
-3.16684397e-01 -2.34647576e-01 -2.45554942e-01 -2.26802613e-01
-2.75552423e-02 -2.79776764e-01 2.91491680e-02 -3.77811933e-01
1.48476563e-01]
[ -2.26797210e-01 -2.97960205e-01 -3.22791182e-01 -6.44202548e-02
-8.78070283e-02 -1.51994487e-01 -1.10143633e-01 4.15715422e-02
-2.09470198e-01 -5.06819055e-01 -2.34266808e-01 -3.18049170e-01
-4.17785293e-03]
[ -9.30188453e-02 -1.93880037e-02 -2.46265262e-01 -1.19306802e+00
-2.79207193e-01 -2.60739994e-01 1.50467450e-01 -5.09504699e-01
1.50388526e-01 -2.39738864e-01 -8.47575317e-01 -4.67767874e-01
-1.48665689e+00]]
Progress: 37.0% ... Training loss: 0.177 ... Validation loss: 0.310[[-0.2511099 ]
[ 0.24134978]
[-0.04859267]
[ 1.49407936]
[ 0.2629673 ]
[-0.01552312]
[-0.93306911]
[-0.77865865]
[-0.48516484]
[-0.79492127]
[ 1.33971455]
[ 3.05943901]
[-2.72684884]]
[[-0.52044881 -0.49014477 -0.59247999 0.12642794 -0.285037 -0.59751902
0.14471214 -0.23378062 -0.26209694 -0.31315726 0.34107313 1.18352489
0.40597877]
[ 0.01661211 -0.13592582 0.04824772 -0.17051081 -0.04017129 0.05859044
-0.06003473 0.1917612 -0.14537379 -0.16362386 -0.17739971 -0.15357789
-0.20145263]
[-0.30235811 0.13621427 -0.04236619 0.04208411 0.07430789 -0.13896826
-0.14691624 -0.22283538 0.28753511 -0.65048093 0.09852052 0.71224035
0.85835745]
[ 0.27476533 -0.2502836 -0.27448762 0.17129873 -0.26544679 0.01164755
0.68013906 -0.65515942 0.38163723 -0.20202998 -0.03250077 -0.34238495
-0.39448264]
[ 0.15068443 0.01857536 0.11428625 -0.15052389 -0.01927013 0.07498048
-0.16929608 -0.17882249 0.07034156 0.27094169 0.02350491 -0.03179747
-0.06836143]
[-0.48767692 -0.62772898 -0.60043045 -0.61139142 -0.6011122 -0.56523714
-0.4496453 -0.14704774 -0.50084062 -0.22620796 -0.64310566 -0.94837521
-0.75976109]
[-0.41723871 -0.59246135 -0.33056138 -0.48519486 -0.4174056 -0.56685714
-0.39776053 -0.50348127 -0.32121448 -0.10233225 -0.51924832 -0.58009716
-0.70967192]
[-0.34537482 -0.3504776 -0.49097282 -0.15069307 -0.32674882 -0.42890901
-0.24068359 -0.30718981 -0.2600839 -0.60974275 -0.34029496 -0.826669
-0.69161453]
[-0.47143241 -0.33357856 -0.38860421 -0.28015358 -0.32675749 -0.22011879
-0.05373934 -0.4894949 -0.27980113 -0.48325991 -0.2243502 -0.26945843
-0.30105979]
[-0.96336628 -0.96126396 -0.99514301 -0.70196562 -1.05303658 -0.99432635
-0.53924284 -0.57764081 -0.74194141 -0.58888242 -0.81891724 -0.65026522
-0.9643608 ]
[-0.51610433 -0.26987227 -0.475852 -0.45596002 -0.34469364 -0.36700934
-0.64483235 -0.6509145 -0.67843111 -0.11405336 -0.61375499 -0.8496936
-0.77425765]
[-0.12158967 0.0257857 -0.34597289 -0.51799209 -0.10295939 -0.07647808
-0.21809861 -0.46279228 -0.20143943 0.03843287 -0.56895377 -1.2753077
-0.84318834]
[-0.01805215 0.20359614 0.10204989 0.06619953 0.08340989 0.0259775
0.09795189 -0.08670317 -0.1621883 -0.25621308 -0.25369659 0.19486595
0.10671558]
[-0.25673514 -0.12726395 0.16396292 -0.30223801 -0.13609323 0.11315746
-0.14962746 0.00751694 -0.08969888 0.06158788 -0.23569271 -0.49239954
-0.09847869]
[-0.09845199 -0.26459039 -0.18196871 -0.27427259 -0.47555886 -0.08778246
-0.11327646 -0.01490601 -0.09222212 -0.01859405 -0.24479367 -0.45770355
-0.2642206 ]
[-0.06152076 -0.04149768 -0.22479506 -0.26336066 0.10468971 -0.16075886
-0.24191899 0.1555069 -0.02980752 0.17913505 -0.22629861 -0.01236521
-0.09224668]
[ 0.03379944 -0.16517846 -0.15064319 -0.09454068 -0.12381966 -0.10793451
0.09033052 -0.14832447 -0.03453671 0.02989604 -0.04665674 -0.12487476
-0.03935274]
[-0.29645333 -0.13196681 -0.08271872 -0.14428154 -0.29327968 -0.27770922
-0.34313746 -0.01914506 -0.33663751 -0.23491438 0.14628957 -0.15519089
0.05747428]
[-0.23402006 -0.12557721 -0.09702379 -0.04937984 -0.08695233 -0.1215717
-0.06961454 -0.01222141 -0.13354747 -0.13560145 -0.02258875 -0.27616075
-0.20225971]
[-0.18434843 -0.07509929 -0.23141535 -0.18980485 -0.161176 -0.20754334
-0.37798263 -0.12626436 0.12309891 -0.26223054 -0.3562024 -0.41989455
-0.48114059]
[-0.37092538 -0.05647363 -0.15296666 -0.10055056 -0.04517573 -0.31447611
0.0481842 -0.09181417 -0.11634007 0.03891609 0.04710606 -0.29159788
-0.39553519]
[-0.15572635 -0.13935939 -0.05486993 -0.24166895 -0.12543754 -0.29602511
0.07889028 -0.1736722 -0.18772266 0.05308902 0.17941138 0.05574731
-0.1432867 ]
[-0.13057188 -0.16832438 -0.11570524 -0.30251513 0.09528644 -0.01866966
-0.1696182 -0.18258575 0.10715725 -0.09536419 -0.12809405 -0.03702252
-0.3074648 ]
[-0.03620371 -0.03574342 -0.15031499 -0.15888433 -0.2319263 0.06293378
-0.0346601 -0.04132429 -0.21910891 -0.08853905 -0.16896436 -0.40101169
-0.22716525]
[-0.07043803 0.0212573 -0.12965808 -0.34734847 0.11970952 0.01979205
-0.20491834 -0.150959 0.12442562 -0.05511843 -0.32012617 -0.30703767
-0.33576018]
[ 0.06215578 -0.29786485 -0.08902632 -0.46191273 -0.21238554 -0.09207385
0.01834448 0.05829429 -0.04818396 0.25680909 -0.54221467 -0.89359785
0.46002693]
[-0.23383383 -0.23524652 -0.13508868 -0.3211976 -0.29320862 -0.09545055
0.18256012 0.02137227 0.26347406 0.01360201 -0.42862046 -1.08858014
0.65772975]
[-0.02581976 -0.17856802 0.01762081 -0.32689229 -0.16397391 0.16324199
0.19530184 0.2369035 -0.04129294 0.20346743 -0.25129547 -1.1960442
0.77736741]
[-0.011076 -0.03780817 -0.12850606 -0.14168256 -0.17438415 -0.04934895
0.31129555 0.1562519 0.25152145 0.34313445 -0.51435827 -1.16001273
0.82296404]
[-0.09208303 -0.27413215 0.05603236 -0.33749249 -0.14471723 0.11482722
0.38993686 0.13950511 -0.06907296 0.14488356 -0.5715598 -1.13052335
0.84975523]
[ 0.11271818 -0.08576348 0.01323564 -0.15934472 -0.07964799 -0.02020831
0.29018737 0.37303415 0.43070405 0.24517341 -0.57595163 -1.09046263
0.58983031]
[ 0.0054567 -0.14638164 0.02368416 0.02002951 -0.09952206 -0.28327427
0.16016157 0.38693357 0.04596921 0.14175297 -0.2849332 -0.93343989
0.21408384]
[ 0.1142975 0.07899546 0.01197796 0.27460584 -0.1084959 -0.05628759
-0.04784506 -0.08027842 -0.18416731 -0.06944927 -0.05633249 0.08929699
-0.61738581]
[ 0.06428783 -0.13529212 0.15327658 0.55578272 0.22431434 0.01063956
-0.30932758 -0.3353672 0.02402684 -0.54945498 0.33566156 0.85395662
-1.00178069]
[ 0.02118014 0.07631241 -0.2145518 0.1363866 0.03540278 -0.0036143
-0.21597162 -0.36203361 -0.28166056 -0.28544676 -0.00448532 -0.14702881
-0.1986462 ]
[-0.07663153 -0.19880931 0.05559138 -0.00808243 -0.12238076 -0.13764009
-0.10024834 -0.08007957 0.00380434 -0.42206459 -0.36829957 -0.18963391
0.19797516]
[-0.0180075 -0.25528914 0.04660281 -0.41670944 -0.18102896 -0.23590521
-0.39885003 -0.06371329 -0.0914487 -0.02241777 -0.2573542 0.34546486
0.23714197]
[ 0.15457426 0.06283817 -0.11134271 -0.43247891 -0.05316853 -0.10468019
-0.27126589 -0.06592781 -0.23040575 -0.27868127 -0.2865948 0.55134488
0.17308484]
[-0.19267562 -0.16885706 -0.12113151 -0.40277791 -0.04080914 0.02267218
-0.29528808 -0.31274006 -0.18776035 -0.1351859 -0.29253057 0.50862893
0.05276005]
[-0.05882835 -0.19113336 -0.17109505 -0.42038354 -0.03476334 0.03938202
-0.17639272 -0.15274568 -0.29061811 -0.37848661 -0.11220388 0.38530022
0.15236785]
[ 0.0880637 0.09916741 -0.0220523 -0.35753069 -0.31236127 0.00330624
-0.26239884 -0.37828568 -0.35650489 -0.09464011 -0.17945466 0.37724569
0.15019259]
[-0.05825804 -0.00979046 -0.28511825 -0.11673534 0.07084976 0.15491533
-0.25681453 -0.19846955 -0.05903496 -0.0441404 0.15302518 0.8051724
-0.0661985 ]
[ 0.15495986 0.31586857 -0.19341483 0.79687951 0.09964413 0.00462521
-0.1712142 -0.34888997 -0.20985127 -0.27445762 0.75722766 0.86475751
-1.53631549]
[ 0.01220656 0.15813354 0.05933814 0.4525026 -0.01319322 -0.06290485
-0.25009953 -0.3044871 -0.26926226 -0.1566568 0.60696368 0.88434163
-1.48081152]
[-0.01538273 -0.14978061 -0.14554096 0.32891202 -0.19367682 0.23914198
0.007418 -0.13064448 -0.21347361 -0.29799484 0.18928151 0.46609729
-0.75292915]
[ 0.08734403 -0.3836821 -0.05024237 0.04998533 -0.11990703 0.19995318
0.09480368 0.18294293 -0.18922047 0.02368535 -0.05724114 0.2629768
-0.42800341]
[ 0.21277967 -0.29585995 -0.11857032 -0.04997627 -0.21811955 0.12265416
0.04367423 -0.11516343 -0.06712778 -0.02725648 -0.15765128 -0.22186776
-0.27295906]
[-0.13107855 -0.0816535 0.03846872 -0.24466787 -0.06075701 -0.14132887
0.05834111 0.00911224 -0.09769704 0.0390683 -0.33306857 -0.50153484
-0.14404783]
[-0.14487234 -0.13350546 -0.06956192 -0.29128748 -0.34362889 -0.28955754
0.16510135 0.15075091 0.00713627 0.1264736 -0.28746515 -0.90872357
0.03067988]
[-0.13236434 -0.24714288 -0.30646217 -1.12207462 -0.30206836 -0.21013686
-0.07322367 -0.05939709 0.04965457 -0.50788636 -0.84027898 -0.6066737
-1.58676128]
[-0.1251136 0.13376904 0.01236662 0.19212534 -0.20203641 -0.17786231
-0.17014985 0.00419668 -0.15112072 -0.11935134 -0.10187354 -0.41203428
0.13742062]
[-0.36378603 -0.12046196 -0.27341869 0.41551803 -0.20193324 -0.23319901
-0.17255382 -0.09563376 -0.00209025 0.05036507 0.13789374 -0.35799608
0.32064658]
[-0.12658673 -0.0548052 -0.25407482 0.2729431 -0.2315083 -0.27974353
-0.39382438 -0.04080341 0.00846478 -0.07133527 -0.15673982 -0.31425462
0.23895559]
[-0.26388395 -0.53188943 -0.34216687 0.12242061 -0.31616435 -0.23471943
-0.24936286 -0.22843864 -0.02949747 -0.2820077 0.03333591 -0.37207959
0.14023891]
[-0.22776617 -0.29757975 -0.32291154 -0.05865684 -0.08717064 -0.15210484
-0.11492896 0.03985503 -0.21119756 -0.50884783 -0.23141814 -0.31480676
-0.00502652]
[-0.09466735 -0.01778053 -0.24657689 -1.18919603 -0.27769743 -0.2609481
0.14361327 -0.51133761 0.14587736 -0.24383518 -0.84209399 -0.44805366
-1.49698502]]
Progress: 37.0% ... Training loss: 0.175 ... Validation loss: 0.316[[-0.26846642]
[ 0.22130824]
[-0.06417358]
[ 1.46743226]
[ 0.24324873]
[-0.03190304]
[-0.96789831]
[-0.8018867 ]
[-0.51869613]
[-0.8116509 ]
[ 1.31533134]
[ 3.02318588]
[-2.76406768]]
[[-0.51952489 -0.49121186 -0.59230241 0.11317769 -0.28637668 -0.59746446
0.15240084 -0.22810804 -0.25865455 -0.30978614 0.32978355 1.15961854
0.4324928 ]
[ 0.01686081 -0.1360726 0.04828115 -0.17173727 -0.04027114 0.05860327
-0.05925383 0.19217169 -0.14510914 -0.16283195 -0.17829883 -0.1539761
-0.20138522]
[-0.30059495 0.13299132 -0.04192173 0.02132657 0.07064024 -0.13883914
-0.13549434 -0.21203485 0.29673528 -0.647423 0.08035414 0.65625506
0.9025306 ]
[ 0.27580944 -0.25036929 -0.2745078 0.16568747 -0.26509913 0.01166642
0.6875292 -0.65827289 0.38356939 -0.20231496 -0.03149699 -0.33081406
-0.39558657]
[ 0.15102238 0.01811007 0.11440722 -0.13833442 -0.01899462 0.0749969
-0.17768105 -0.18144186 0.06855992 0.2741603 0.02453039 -0.0324017
-0.09378489]
[-0.48780089 -0.6276573 -0.60042073 -0.61318018 -0.60088712 -0.56523738
-0.45133843 -0.1475171 -0.50175928 -0.22656109 -0.64400571 -0.94082058
-0.75848245]
[-0.41627265 -0.59316176 -0.33041101 -0.49262646 -0.41837863 -0.56680917
-0.39132688 -0.49958413 -0.31863356 -0.09841491 -0.52558455 -0.594199
-0.6949266 ]
[-0.34305016 -0.35320166 -0.49058832 -0.17038298 -0.32964802 -0.42877789
-0.2275356 -0.29885774 -0.25174768 -0.60506456 -0.35584289 -0.86856174
-0.66265671]
[-0.47108856 -0.33405796 -0.38850986 -0.28351658 -0.3273489 -0.22008471
-0.05119651 -0.48739117 -0.27855592 -0.48158536 -0.22801358 -0.279575
-0.29580614]
[-0.96123174 -0.96375575 -0.99472249 -0.72464322 -1.05587044 -0.99419426
-0.52480453 -0.56663158 -0.73383671 -0.58223904 -0.8372186 -0.69585402
-0.92889669]
[-0.51508161 -0.27080891 -0.47569673 -0.46407706 -0.34569424 -0.36694691
-0.63945212 -0.64838144 -0.67607858 -0.11140954 -0.61993717 -0.85823194
-0.76096287]
[-0.12123633 0.02538196 -0.34590975 -0.51947074 -0.10336351 -0.07645968
-0.21748583 -0.462471 -0.20065296 0.03906264 -0.57091783 -1.27973708
-0.84171181]
[-0.01805215 0.20359614 0.10204989 0.06619953 0.08340989 0.0259775
0.09795189 -0.08670317 -0.1621883 -0.25621308 -0.25369659 0.19486595
0.10671558]
[-0.25689572 -0.12716651 0.16393621 -0.3028016 -0.13600569 0.11315117
-0.15024414 0.00691234 -0.09001516 0.06066186 -0.2358043 -0.4904831
-0.09884029]
[-0.09795524 -0.26492669 -0.18189589 -0.27658077 -0.47580942 -0.08775658
-0.11164826 -0.01334043 -0.09161686 -0.0164885 -0.24682034 -0.4606862
-0.26356568]
[-0.06193013 -0.04121463 -0.22483035 -0.26257415 0.1050358 -0.16077731
-0.24433831 0.15396537 -0.03090901 0.17769314 -0.22530627 -0.00436363
-0.09120799]
[ 0.03426827 -0.16549871 -0.15056874 -0.09693871 -0.12429609 -0.10791305
0.09368719 -0.1460521 -0.03332401 0.03223991 -0.04920046 -0.1328159
-0.03381403]
[-0.29612208 -0.13217816 -0.08267821 -0.14882339 -0.29354027 -0.27769326
-0.34093521 -0.01830739 -0.33589373 -0.23393048 0.14309048 -0.15956624
0.0648355 ]
[-0.23394716 -0.12576021 -0.09699862 -0.04985623 -0.08722781 -0.12156475
-0.06820897 -0.01103983 -0.13264317 -0.13557582 -0.02338908 -0.27834969
-0.1998812 ]
[-0.18328309 -0.0764633 -0.23122695 -0.19847042 -0.16260526 -0.20748068
-0.37261641 -0.12223773 0.12727488 -0.26022004 -0.3625699 -0.44299725
-0.47337274]
[-0.37063897 -0.05684423 -0.15289951 -0.10314403 -0.04555923 -0.31445696
0.04975603 -0.09058957 -0.11526853 0.03980363 0.04520995 -0.29811961
-0.38864614]
[-0.15477318 -0.14038203 -0.05471893 -0.25109002 -0.1265261 -0.29597369
0.08474772 -0.17063447 -0.18499807 0.05535557 0.17123296 0.04202302
-0.12705088]
[-0.13011111 -0.16876653 -0.11561818 -0.305079 0.09477344 -0.01863171
-0.16715544 -0.18077429 0.1084919 -0.09359599 -0.13065615 -0.04446437
-0.30432371]
[-0.03633875 -0.03563913 -0.15033451 -0.15818222 -0.23182841 0.062924
-0.03538462 -0.04169433 -0.21936854 -0.08904132 -0.16847151 -0.40033682
-0.22809115]
[-0.07035785 0.02119062 -0.1296442 -0.34757833 0.11961682 0.01979804
-0.20457744 -0.15053687 0.12457392 -0.054723 -0.32037346 -0.30790843
-0.33524313]
[ 0.06223389 -0.29787867 -0.08902023 -0.46195762 -0.2124024 -0.09207054
0.01864571 0.05843052 -0.04807963 0.25717331 -0.5422973 -0.89353019
0.45979325]
[-0.23369097 -0.23537374 -0.13506645 -0.32259067 -0.29332496 -0.09544226
0.18359983 0.02189103 0.26400617 0.01408773 -0.42946134 -1.08947067
0.66013636]
[-0.02561649 -0.17870234 0.01764863 -0.32870528 -0.16415729 0.16325322
0.1969498 0.23783469 -0.0407403 0.20430637 -0.25266774 -1.19798204
0.78108016]
[-0.01108563 -0.03780826 -0.12850721 -0.14226347 -0.17438122 -0.04934952
0.31183761 0.15626683 0.25171066 0.34323955 -0.51463428 -1.16029404
0.82397811]
[-0.09201227 -0.27422535 0.05605208 -0.33840319 -0.14487751 0.11483197
0.39104578 0.14030956 -0.0687585 0.1453358 -0.57234231 -1.13303849
0.8524813 ]
[ 0.11300765 -0.08599867 0.01328352 -0.16049793 -0.07992005 -0.02019402
0.2920925 0.37422904 0.43166759 0.24633802 -0.57677644 -1.09258594
0.59200325]
[ 0.00544983 -0.14635417 0.02368147 0.02037714 -0.09949174 -0.28327473
0.16000212 0.38694195 0.04585385 0.1417688 -0.28468288 -0.93298445
0.21332772]
[ 0.11450612 0.07878427 0.01199469 0.27307268 -0.10866326 -0.05628085
-0.04603503 -0.07934856 -0.18312898 -0.06936101 -0.05751127 0.08188558
-0.61718336]
[ 0.06457903 -0.13562669 0.15333177 0.55404672 0.22392181 0.0106557
-0.30750662 -0.33376561 0.02517167 -0.54900005 0.33481826 0.84773964
-1.00222475]
[ 0.02141717 0.07611211 -0.21452792 0.13483819 0.0352014 -0.00360431
-0.21466029 -0.36181803 -0.28103417 -0.28488682 -0.00575797 -0.14990183
-0.1974487 ]
[-0.07633844 -0.19903585 0.05562884 -0.01056665 -0.12262095 -0.13762568
-0.09890844 -0.07979767 0.00453085 -0.42170942 -0.36971078 -0.19069399
0.20071859]
[-0.01844025 -0.25498309 0.04653654 -0.41643931 -0.18066763 -0.23592429
-0.40100772 -0.06581274 -0.09239973 -0.02474827 -0.25654001 0.3515083
0.23744009]
[ 0.15472428 0.06260575 -0.11132362 -0.43566278 -0.05347535 -0.10467434
-0.26971699 -0.06504113 -0.22968213 -0.27827946 -0.28948887 0.54403921
0.18013856]
[-0.19244617 -0.16952603 -0.12104098 -0.40805488 -0.04164329 0.02269864
-0.29402676 -0.30995555 -0.18646439 -0.13433955 -0.29650005 0.49984828
0.06409409]
[-0.05840673 -0.19166406 -0.17101886 -0.42405429 -0.03536085 0.03940777
-0.17453541 -0.15079902 -0.28947882 -0.37711092 -0.11582157 0.37742244
0.16073642]
[ 0.0882482 0.09893565 -0.02201353 -0.35945578 -0.31260314 0.00331856
-0.26155191 -0.377913 -0.35609837 -0.09401362 -0.18143235 0.37445696
0.15318498]
[-0.05848649 -0.00958351 -0.28514312 -0.11594646 0.07111368 0.15490248
-0.25842951 -0.19979126 -0.05979022 -0.04513441 0.15411517 0.81229957
-0.06672354]
[ 0.15495866 0.31608406 -0.19342529 0.7986404 0.09984724 0.00462358
-0.17185882 -0.3495642 -0.21012434 -0.27438614 0.75876932 0.86668931
-1.53912011]
[ 0.01296961 0.15743243 0.05947808 0.44979465 -0.01377298 -0.06286302
-0.24810951 -0.30277583 -0.26788823 -0.15409724 0.60341021 0.8772342
-1.48033312]
[-0.01512691 -0.15005388 -0.14548152 0.32794143 -0.19401082 0.2391654
0.00843673 -0.12906478 -0.21283852 -0.29671487 0.18765576 0.46026309
-0.75172308]
[ 0.0872957 -0.3835803 -0.05025708 0.0500619 -0.11985141 0.19994934
0.09481387 0.1826178 -0.18928195 0.02347035 -0.05713986 0.26276962
-0.42829356]
[ 0.21304608 -0.29606983 -0.11852728 -0.05276747 -0.21837035 0.12267151
0.0453725 -0.11409866 -0.06642593 -0.02629049 -0.15968654 -0.2253064
-0.26939365]
[-0.13102285 -0.08172965 0.03848023 -0.24548818 -0.06085063 -0.14132561
0.05897004 0.00942291 -0.09742633 0.03924971 -0.33376801 -0.50348084
-0.1424346 ]
[-0.14477547 -0.13369467 -0.06953836 -0.29226057 -0.34379578 -0.2895516
0.16642158 0.15174031 0.00779674 0.12673637 -0.28845228 -0.91230971
0.03288321]
[-0.13142978 -0.24830131 -0.30627708 -1.12902701 -0.30323744 -0.21007639
-0.06784173 -0.05633604 0.05320994 -0.50618123 -0.84553869 -0.62259801
-1.58453233]
[-0.12450163 0.13346718 0.01246123 0.18960034 -0.20226168 -0.17783267
-0.16768219 0.00507656 -0.15009084 -0.11711271 -0.10368777 -0.41606605
0.14087515]
[-0.36374002 -0.12050947 -0.27340711 0.41433741 -0.20202554 -0.23319596
-0.17195625 -0.09471981 -0.00186383 0.05097274 0.13671755 -0.3606118
0.32276622]
[-0.12621626 -0.05548868 -0.25400801 0.26766074 -0.23215031 -0.27971912
-0.39147062 -0.03851502 0.00994423 -0.07034333 -0.16084742 -0.3225969
0.25074009]
[-0.26320637 -0.53268813 -0.34202271 0.11557174 -0.31718039 -0.23467464
-0.24588488 -0.22515826 -0.02753731 -0.27938152 0.0263975 -0.38805704
0.15516692]
[-0.22711746 -0.29835807 -0.32278497 -0.06685817 -0.08820707 -0.15205975
-0.11017257 0.0437626 -0.20870218 -0.5071238 -0.23782512 -0.32795621
0.01215553]
[-0.09444606 -0.01784443 -0.24656678 -1.19047874 -0.27775488 -0.26094262
0.14500929 -0.51180524 0.14637439 -0.2438118 -0.84283846 -0.44656919
-1.49844728]]
Progress: 37.1% ... Training loss: 0.189 ... Validation loss: 0.306[[-0.26472947]
[ 0.22973705]
[-0.05735588]
[ 1.4875838 ]
[ 0.25230198]
[-0.02840179]
[-0.95874049]
[-0.78107451]
[-0.50531849]
[-0.80267486]
[ 1.32938464]
[ 3.05130886]
[-2.7303135 ]]
[[ -5.20721998e-01 -4.89752843e-01 -5.92637914e-01 1.30396014e-01
-2.84607290e-01 -5.97605990e-01 1.45412179e-01 -2.35145211e-01
-2.62642411e-01 -3.14495757e-01 3.44308464e-01 1.19908612e+00
4.03152760e-01]
[ 1.60998911e-02 -1.34988431e-01 4.80360913e-02 -1.63798434e-01
-3.92328772e-02 5.85113610e-02 -6.32248243e-02 1.87313504e-01
-1.47819370e-01 -1.64905762e-01 -1.72587717e-01 -1.34129528e-01
-2.22454389e-01]
[ -3.02210734e-01 1.35461261e-01 -4.23820825e-02 4.33985473e-02
7.32022399e-02 -1.39031149e-01 -1.47716209e-01 -2.22768685e-01
2.89165345e-01 -6.50114030e-01 9.69559964e-02 7.09819351e-01
8.54140378e-01]
[ 2.76705006e-01 -2.51640478e-01 -2.74269696e-01 1.57759076e-01
-2.66715663e-01 1.18383537e-02 6.91269240e-01 -6.52424847e-01
3.86389361e-01 -1.99502309e-01 -3.88043210e-02 -3.48316506e-01
-3.77189063e-01]
[ 1.51268086e-01 1.76886113e-02 1.14620591e-01 -1.46160476e-01
-1.94115720e-02 7.50393988e-02 -1.77205245e-01 -1.78427591e-01
7.06153652e-02 2.75409962e-01 2.17918875e-02 -4.12876639e-02
-8.02795137e-02]
[ -4.88607835e-01 -6.27201879e-01 -6.00584768e-01 -6.08426757e-01
-6.00279043e-01 -5.65324715e-01 -4.54555598e-01 -1.49326261e-01
-5.03234701e-01 -2.30086696e-01 -6.40174563e-01 -9.34023872e-01
-7.61045572e-01]
[ -4.16299632e-01 -5.93279719e-01 -3.30410292e-01 -4.92210151e-01
-4.18230598e-01 -5.66823067e-01 -3.92532602e-01 -5.00455313e-01
-3.18749959e-01 -9.88070749e-02 -5.24816396e-01 -5.93808156e-01
-7.01609086e-01]
[ -3.44689730e-01 -3.51067694e-01 -4.91010656e-01 -1.49343354e-01
-3.27404028e-01 -4.28968058e-01 -2.38310057e-01 -3.07631975e-01
-2.58466470e-01 -6.08853787e-01 -3.40187365e-01 -8.25826566e-01
-7.01139085e-01]
[ -4.69816068e-01 -3.34864275e-01 -3.88328655e-01 -2.89781020e-01
-3.28359444e-01 -2.19935972e-01 -4.58955981e-02 -4.86849559e-01
-2.75739400e-01 -4.79143621e-01 -2.33760438e-01 -2.90179327e-01
-2.98326076e-01]
[ -9.62185069e-01 -9.62410282e-01 -9.95022961e-01 -7.08467915e-01
-1.05422722e+00 -9.94328629e-01 -5.32058673e-01 -5.74911528e-01
-7.38618327e-01 -5.85496343e-01 -8.25647546e-01 -6.63886230e-01
-9.65080218e-01]
[ -5.16029692e-01 -2.69857538e-01 -4.75899275e-01 -4.55589136e-01
-3.44752603e-01 -3.67035830e-01 -6.44363275e-01 -6.52615703e-01
-6.78195639e-01 -1.15665845e-01 -6.12552194e-01 -8.42410021e-01
-7.78376424e-01]
[ -1.20535923e-01 2.47502291e-02 -3.45811178e-01 -5.24189035e-01
-1.03958800e-01 -7.63790388e-02 -2.15216953e-01 -4.60869752e-01
-1.99248383e-01 4.13109854e-02 -5.75365876e-01 -1.28820838e+00
-8.38362638e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.57178245e-01 -1.27047526e-01 1.63872965e-01 -2.99559980e-01
-1.35753436e-01 1.13111893e-01 -1.51109888e-01 6.40864672e-03
-9.04235138e-02 5.96958025e-02 -2.33279446e-01 -4.86866660e-01
-9.94204872e-02]
[ -9.82143317e-02 -2.64817048e-01 -1.81935953e-01 -2.76146715e-01
-4.75673140e-01 -8.77829764e-02 -1.12893299e-01 -1.36020018e-02
-9.19556657e-02 -1.74719495e-02 -2.46608865e-01 -4.61139921e-01
-2.64329576e-01]
[ -6.19484049e-02 -4.11706241e-02 -2.24838459e-01 -2.62094706e-01
1.05080235e-01 -1.60776990e-01 -2.44563759e-01 1.53805626e-01
-3.11341817e-02 1.77197841e-01 -2.24829774e-01 -2.80419169e-03
-9.14589709e-02]
[ 3.42145896e-02 -1.65426728e-01 -1.50571081e-01 -9.63268545e-02
-1.24211074e-01 -1.07918192e-01 9.33241119e-02 -1.46144130e-01
-3.35402203e-02 3.20740528e-02 -4.87462460e-02 -1.32232426e-01
-3.62470262e-02]
[ -2.95921146e-01 -1.32335378e-01 -8.26554179e-02 -1.50387924e-01
-2.93541506e-01 -2.77686478e-01 -3.40419877e-01 -1.85467804e-02
-3.35361903e-01 -2.33635360e-01 1.42615701e-01 -1.61806916e-01
6.25180091e-02]
[ -2.34339006e-01 -1.25544430e-01 -9.70730549e-02 -4.67779423e-02
-8.69444013e-02 -1.21604044e-01 -7.03971752e-02 -1.24543737e-02
-1.33648887e-01 -1.36788977e-01 -2.15698069e-02 -2.74027435e-01
-2.05520825e-01]
[ -1.83581335e-01 -7.59340120e-02 -2.31337617e-01 -1.91804431e-01
-1.62053606e-01 -2.07524595e-01 -3.74704677e-01 -1.25623801e-01
1.25441957e-01 -2.60943204e-01 -3.59064791e-01 -4.30884138e-01
-4.86132095e-01]
[ -3.71264062e-01 -5.59560104e-02 -1.53052453e-01 -9.54092571e-02
-4.45935595e-02 -3.14535872e-01 4.46954489e-02 -9.37808517e-02
-1.18104219e-01 3.82984529e-02 5.21290912e-02 -2.79363250e-01
-4.00391536e-01]
[ -1.55402765e-01 -1.39797835e-01 -5.48614750e-02 -2.45836021e-01
-1.25892348e-01 -2.96031680e-01 8.16575926e-02 -1.72496439e-01
-1.86610253e-01 5.41404457e-02 1.75658285e-01 5.29748255e-02
-1.38641186e-01]
[ -1.28940565e-01 -1.69466360e-01 -1.15425671e-01 -3.10673163e-01
9.37639082e-02 -1.84928088e-02 -1.61931913e-01 -1.79658247e-01
1.11052017e-01 -9.11897527e-02 -1.35275839e-01 -5.52681028e-02
-3.05752849e-01]
[ -3.59092422e-02 -3.59573291e-02 -1.50283158e-01 -1.60343520e-01
-2.32089544e-01 6.29734251e-02 -3.40979045e-02 -4.12251765e-02
-2.18598731e-01 -8.79877597e-02 -1.70582826e-01 -4.02173328e-01
-2.27588090e-01]
[ -7.08015114e-02 2.14688916e-02 -1.29720957e-01 -3.45813432e-01
1.19925807e-01 1.97508972e-02 -2.06372946e-01 -1.51924736e-01
1.23693143e-01 -5.64759015e-02 -3.18995563e-01 -3.05158284e-01
-3.36484723e-01]
[ 6.21417145e-02 -2.97824150e-01 -8.90354802e-02 -4.61696840e-01
-2.12352210e-01 -9.20795580e-02 1.81423873e-02 5.80696747e-02
-4.82609402e-02 2.56730374e-01 -5.42077054e-01 -8.93009023e-01
4.59265372e-01]
[ -2.33866512e-01 -2.35206089e-01 -1.35109397e-01 -3.21920092e-01
-2.93182993e-01 -9.54636415e-02 1.82879808e-01 2.11304602e-02
2.63580245e-01 1.33778644e-02 -4.28976643e-01 -1.08896984e+00
6.58404491e-01]
[ -2.56747881e-02 -1.78665003e-01 1.76322355e-02 -3.28481485e-01
-1.64122687e-01 1.63245341e-01 1.96698140e-01 2.37543762e-01
-4.08122217e-02 2.04070760e-01 -2.52486131e-01 -1.19786912e+00
7.80722789e-01]
[ -1.12074641e-02 -3.76446040e-02 -1.28537260e-01 -1.40344344e-01
-1.74220591e-01 -4.93656523e-02 3.10742355e-01 1.55308903e-01
2.51034324e-01 3.42846042e-01 -5.13696816e-01 -1.15908422e+00
8.19732815e-01]
[ -9.19256928e-02 -2.74268532e-01 5.60659029e-02 -3.38707492e-01
-1.44930095e-01 1.14839720e-01 3.91714041e-01 1.40565969e-01
-6.84639587e-02 1.45605568e-01 -5.72659425e-01 -1.13364604e+00
8.53132023e-01]
[ 1.12791965e-01 -8.58239027e-02 1.32370501e-02 -1.58834226e-01
-7.97489039e-02 -2.02202030e-02 2.91459809e-01 3.73642238e-01
4.31340714e-01 2.45411366e-01 -5.76081672e-01 -1.09286248e+00
5.89046382e-01]
[ 5.34530462e-03 -1.46279743e-01 2.36630939e-02 2.11477169e-02
-9.94162180e-02 -2.83283301e-01 1.59588608e-01 3.86736820e-01
4.56009723e-02 1.41611681e-01 -2.84217386e-01 -9.32794427e-01
2.12245659e-01]
[ 1.14603917e-01 7.87449530e-02 1.19873597e-02 2.74432681e-01
-1.08622552e-01 -5.62728947e-02 -4.53770199e-02 -7.93715984e-02
-1.83082283e-01 -6.94906452e-02 -5.63266232e-02 8.47488888e-02
-6.19972234e-01]
[ 6.48818048e-02 -1.35872639e-01 1.53402452e-01 5.56636302e-01
2.23678605e-01 1.07077397e-02 -3.07247071e-01 -3.34254459e-01
2.55339732e-02 -5.49083024e-01 3.36657048e-01 8.48167294e-01
-1.00544435e+00]
[ 2.13528621e-02 7.60710200e-02 -2.14535703e-01 1.34468367e-01
3.51439556e-02 -3.61051051e-03 -2.14435159e-01 -3.61602094e-01
-2.80747738e-01 -2.85250761e-01 -6.03091892e-03 -1.52810634e-01
-1.95936995e-01]
[ -7.64053454e-02 -1.98694503e-01 5.55574622e-02 -6.54849783e-03
-1.22227121e-01 -1.37642674e-01 -9.96617755e-02 -8.22678373e-02
3.51221955e-03 -4.21898668e-01 -3.67649427e-01 -1.80624166e-01
1.91421910e-01]
[ -1.88806653e-02 -2.54635944e-01 4.64324377e-02 -4.14623481e-01
-1.80288038e-01 -2.35973227e-01 -4.03204270e-01 -6.74622522e-02
-9.36079632e-02 -2.61718182e-02 -2.54898605e-01 3.57503185e-01
2.32621375e-01]
[ 1.54179634e-01 6.32468553e-02 -1.11460202e-01 -4.31703517e-01
-5.28487426e-02 -1.04731774e-01 -2.71950360e-01 -6.67124254e-02
-2.30846359e-01 -2.79543801e-01 -2.85586406e-01 5.54855286e-01
1.70426014e-01]
[ -1.92538390e-01 -1.69511133e-01 -1.21047757e-01 -4.08400892e-01
-4.16384719e-02 2.26914395e-02 -2.94169430e-01 -3.09770777e-01
-1.86552966e-01 -1.34460124e-01 -2.96901240e-01 4.99036119e-01
6.53286603e-02]
[ -5.88193447e-02 -1.91395625e-01 -1.71074893e-01 -4.23281902e-01
-3.50999989e-02 3.93675657e-02 -1.77044994e-01 -1.51640538e-01
-2.90549079e-01 -3.78161838e-01 -1.14624324e-01 3.81309424e-01
1.60088443e-01]
[ 8.84236488e-02 9.88403111e-02 -2.19864433e-02 -3.59901352e-01
-3.12673181e-01 3.33397733e-03 -2.61023045e-01 -3.77341005e-01
-3.55961680e-01 -9.32224722e-02 -1.81850708e-01 3.73786606e-01
1.53664734e-01]
[ -5.85243771e-02 -9.32811362e-03 -2.85215620e-01 -1.15154150e-01
7.14621140e-02 1.54884245e-01 -2.58286056e-01 -2.01893260e-01
-5.99851623e-02 -4.64084313e-02 1.56214555e-01 8.18084541e-01
-7.27284408e-02]
[ 1.55455527e-01 3.15624630e-01 -1.93352440e-01 7.95941665e-01
9.95106723e-02 4.67725332e-03 -1.70487725e-01 -3.48547111e-01
-2.09146714e-01 -2.73197486e-01 7.55997864e-01 8.62584006e-01
-1.53810909e+00]
[ 1.33657683e-02 1.57064166e-01 5.95861335e-02 4.47960952e-01
-1.41487864e-02 -6.28217088e-02 -2.47211233e-01 -3.01838183e-01
-2.67128830e-01 -1.52520191e-01 6.01205535e-01 8.71768023e-01
-1.47899366e+00]
[ -1.50982785e-02 -1.49924616e-01 -1.45484120e-01 3.30599577e-01
-1.93890167e-01 2.39167763e-01 7.22594379e-03 -1.29818903e-01
-2.13331754e-01 -2.96568026e-01 1.89746869e-01 4.66184543e-01
-7.56368086e-01]
[ 8.72084422e-02 -3.83492649e-01 -5.02720038e-02 5.10511394e-02
-1.19768223e-01 1.99940075e-01 9.41047462e-02 1.82144124e-01
-1.89691802e-01 2.33909140e-02 -5.64491788e-02 2.65433540e-01
-4.30138844e-01]
[ 2.12697721e-01 -2.95845534e-01 -1.18588065e-01 -5.05579652e-02
-2.18095480e-01 1.22633580e-01 4.37981751e-02 -1.14919681e-01
-6.73317200e-02 -2.71817070e-02 -1.58065110e-01 -2.22394126e-01
-2.72830630e-01]
[ -1.30988193e-01 -8.17408305e-02 3.84867941e-02 -2.45765781e-01
-6.08714616e-02 -1.41321616e-01 5.91819996e-02 9.66771770e-03
-9.73579157e-02 3.95225333e-02 -3.33926084e-01 -5.03559757e-01
-1.42070866e-01]
[ -1.44732714e-01 -1.33707706e-01 -6.95315941e-02 -2.92712870e-01
-3.43817349e-01 -2.89547168e-01 1.66506751e-01 1.51856087e-01
7.85954450e-03 1.26960363e-01 -2.88713297e-01 -9.11941598e-01
3.33622343e-02]
[ -1.31015036e-01 -2.48627627e-01 -3.06197471e-01 -1.13137033e+00
-3.03563471e-01 -2.10039650e-01 -6.56717312e-02 -5.47115524e-02
5.43425821e-02 -5.04781376e-01 -8.47609128e-01 -6.29221662e-01
-1.58243422e+00]
[ -1.25420305e-01 1.34549427e-01 1.22067678e-02 1.96842511e-01
-2.01302705e-01 -1.77936713e-01 -1.72238975e-01 1.06454536e-03
-1.52623194e-01 -1.19787447e-01 -9.76107731e-02 -3.99859287e-01
1.22595155e-01]
[ -3.63556823e-01 -1.20742879e-01 -2.73376545e-01 4.13689546e-01
-2.02182115e-01 -2.33165303e-01 -1.71512667e-01 -9.45760567e-02
-1.41803777e-03 5.12962834e-02 1.35300652e-01 -3.60464711e-01
3.23873361e-01]
[ -1.26323321e-01 -5.50898964e-02 -2.54048171e-01 2.74381124e-01
-2.31590470e-01 -2.79741348e-01 -3.94945602e-01 -4.12402704e-02
7.77092568e-03 -6.97108058e-02 -1.57421496e-01 -3.09337965e-01
2.36030553e-01]
[ -2.64253002e-01 -5.32124003e-01 -3.42216760e-01 1.24782173e-01
-3.16354644e-01 -2.34789474e-01 -2.51368779e-01 -2.27879782e-01
-3.01314379e-02 -2.82878303e-01 3.30791949e-02 -3.76989360e-01
1.48238305e-01]
[ -2.27046299e-01 -2.97960232e-01 -3.22882856e-01 -6.48756721e-02
-8.77751718e-02 -1.52064315e-01 -1.10048323e-01 4.06195808e-02
-2.09032215e-01 -5.08173766e-01 -2.34616457e-01 -3.19243071e-01
-7.07054985e-04]
[ -9.42437961e-02 -1.80625806e-02 -2.46494853e-01 -1.19269811e+00
-2.78059166e-01 -2.60907007e-01 1.45890699e-01 -5.11884648e-01
1.46931694e-01 -2.44211499e-01 -8.44236432e-01 -4.50020743e-01
-1.49911972e+00]]
Progress: 37.1% ... Training loss: 0.170 ... Validation loss: 0.306[[-0.26546619]
[ 0.22681018]
[-0.05796623]
[ 1.48477422]
[ 0.2505161 ]
[-0.02650539]
[-0.96098285]
[-0.78227916]
[-0.50907637]
[-0.80455694]
[ 1.32178459]
[ 3.0303544 ]
[-2.74481464]]
[[ -5.19763172e-01 -4.91158668e-01 -5.92364081e-01 1.20756557e-01
-2.86087263e-01 -5.97515235e-01 1.51910077e-01 -2.29331747e-01
-2.58504652e-01 -3.11332722e-01 3.33568419e-01 1.16553975e+00
4.22367560e-01]
[ 1.59683820e-02 -1.34886553e-01 4.80137282e-02 -1.62871469e-01
-3.91548420e-02 5.84979473e-02 -6.40034186e-02 1.86882924e-01
-1.48218268e-01 -1.65170640e-01 -1.72162179e-01 -1.33842550e-01
-2.23729856e-01]
[ -3.01740527e-01 1.34214626e-01 -4.22233968e-02 3.47898183e-02
7.21162675e-02 -1.38982487e-01 -1.41472300e-01 -2.19135222e-01
2.92994295e-01 -6.49743881e-01 8.88249076e-02 6.83462747e-01
8.72463568e-01]
[ 2.76685017e-01 -2.51502280e-01 -2.74315734e-01 1.64546212e-01
-2.66542258e-01 1.18435732e-02 6.89928537e-01 -6.54091811e-01
3.86030543e-01 -1.99675755e-01 -3.28602962e-02 -3.39399344e-01
-3.90340632e-01]
[ 1.51569779e-01 1.76064868e-02 1.14708384e-01 -1.51565655e-01
-1.96929472e-02 7.50681384e-02 -1.76206666e-01 -1.76590871e-01
7.15157965e-02 2.77180142e-01 1.72214195e-02 -4.89166406e-02
-6.70239932e-02]
[ -4.88380678e-01 -6.27307851e-01 -6.00561942e-01 -6.09367835e-01
-6.00343371e-01 -5.65304537e-01 -4.53834062e-01 -1.48915720e-01
-5.03037304e-01 -2.29324517e-01 -6.41047841e-01 -9.34638449e-01
-7.63411575e-01]
[ -4.16018873e-01 -5.93230255e-01 -3.30396511e-01 -4.93820552e-01
-4.18293326e-01 -5.66814512e-01 -3.91734397e-01 -5.00152546e-01
-3.18541658e-01 -9.81708813e-02 -5.26587160e-01 -5.96608209e-01
-7.03671657e-01]
[ -3.44360056e-01 -3.51959414e-01 -4.90909245e-01 -1.53621874e-01
-3.28209301e-01 -4.28935792e-01 -2.34292986e-01 -3.05126625e-01
-2.55957824e-01 -6.07731763e-01 -3.44895928e-01 -8.42272835e-01
-6.92208043e-01]
[ -4.70581902e-01 -3.34436338e-01 -3.88422805e-01 -2.88685506e-01
-3.27852103e-01 -2.20030950e-01 -4.94548271e-02 -4.88633472e-01
-2.77173926e-01 -4.80999495e-01 -2.33528809e-01 -2.86998305e-01
-2.92875605e-01]
[ -9.62693301e-01 -9.62403938e-01 -9.95050539e-01 -7.08919025e-01
-1.05418261e+00 -9.94411818e-01 -5.32305967e-01 -5.74810624e-01
-7.38191206e-01 -5.86816968e-01 -8.28956359e-01 -6.74981148e-01
-9.59891966e-01]
[ -5.15340774e-01 -2.70494946e-01 -4.75793755e-01 -4.61497145e-01
-3.45328333e-01 -3.66971077e-01 -6.41460472e-01 -6.50830266e-01
-6.76718835e-01 -1.13340934e-01 -6.16802733e-01 -8.48658900e-01
-7.70286066e-01]
[ -1.20644854e-01 2.48610021e-02 -3.45845251e-01 -5.23564400e-01
-1.03852670e-01 -7.63945823e-02 -2.15894879e-01 -4.61321349e-01
-1.99672489e-01 4.09712231e-02 -5.74927499e-01 -1.28754446e+00
-8.41688310e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.57051788e-01 -1.27102200e-01 1.63891646e-01 -3.00268458e-01
-1.35816302e-01 1.13124610e-01 -1.50573663e-01 6.84026064e-03
-9.01656298e-02 6.02217418e-02 -2.33939621e-01 -4.88472109e-01
-1.00006701e-01]
[ -9.80278118e-02 -2.64949101e-01 -1.81918925e-01 -2.77331087e-01
-4.75774244e-01 -8.77668027e-02 -1.12104807e-01 -1.31338213e-02
-9.17407008e-02 -1.67379536e-02 -2.47562963e-01 -4.61944796e-01
-2.64449697e-01]
[ -6.16768686e-02 -4.13399880e-02 -2.24797253e-01 -2.62635910e-01
1.04865777e-01 -1.60752973e-01 -2.44218591e-01 1.54207030e-01
-3.07644335e-02 1.78120365e-01 -2.25612695e-01 -3.10759519e-03
-9.13863592e-02]
[ 3.43032552e-02 -1.65527747e-01 -1.50550807e-01 -9.69648355e-02
-1.24333487e-01 -1.07908461e-01 9.36744606e-02 -1.45778624e-01
-3.33866795e-02 3.25166208e-02 -4.92311099e-02 -1.33465886e-01
-3.46728456e-02]
[ -2.95635451e-01 -1.32560801e-01 -8.25827670e-02 -1.52822260e-01
-2.93863517e-01 -2.77663798e-01 -3.38437322e-01 -1.71341030e-02
-3.34380598e-01 -2.32596584e-01 1.39634235e-01 -1.71859111e-01
6.34060580e-02]
[ -2.34869003e-01 -1.24799914e-01 -9.72318284e-02 -4.45706555e-02
-8.61628328e-02 -1.21672824e-01 -7.27229318e-02 -1.51552996e-02
-1.35302436e-01 -1.38978363e-01 -1.89259342e-02 -2.62303405e-01
-2.10502008e-01]
[ -1.83192260e-01 -7.67036218e-02 -2.31255395e-01 -1.94136083e-01
-1.62638156e-01 -2.07494508e-01 -3.72068637e-01 -1.24483076e-01
1.27314950e-01 -2.60415287e-01 -3.61448291e-01 -4.43020680e-01
-4.85532389e-01]
[ -3.71213967e-01 -5.62017705e-02 -1.53016616e-01 -9.74522134e-02
-4.48325186e-02 -3.14524060e-01 4.57696735e-02 -9.26203533e-02
-1.17491152e-01 3.86870730e-02 5.02749426e-02 -2.83709162e-01
-3.93870716e-01]
[ -1.55198589e-01 -1.40092552e-01 -5.47862081e-02 -2.47699574e-01
-1.26288752e-01 -2.96004027e-01 8.35061441e-02 -1.70592273e-01
-1.85674751e-01 5.52977662e-02 1.72704587e-01 4.48880411e-02
-1.30769847e-01]
[ -1.29081451e-01 -1.69379038e-01 -1.15443525e-01 -3.10229872e-01
9.38695166e-02 -1.85082618e-02 -1.62527401e-01 -1.79893586e-01
1.10765780e-01 -9.15477769e-02 -1.34958727e-01 -5.49237482e-02
-3.06036772e-01]
[ -3.63495284e-02 -3.56701449e-02 -1.50348698e-01 -1.57780451e-01
-2.31777714e-01 6.29249912e-02 -3.64977637e-02 -4.27334161e-02
-2.19466307e-01 -8.88903928e-02 -1.68607322e-01 -3.97184553e-01
-2.28464807e-01]
[ -7.12208069e-02 2.18221986e-02 -1.29798090e-01 -3.45017030e-01
1.20344577e-01 1.96947136e-02 -2.08635865e-01 -1.53330258e-01
1.22581318e-01 -5.80989948e-02 -3.17998156e-01 -3.00326699e-01
-3.37210333e-01]
[ 6.21102685e-02 -2.97788884e-01 -8.90406140e-02 -4.61477267e-01
-2.12318888e-01 -9.20824744e-02 1.79592652e-02 5.79535120e-02
-4.83733689e-02 2.56670468e-01 -5.41940448e-01 -8.92745926e-01
4.58779429e-01]
[ -2.34041062e-01 -2.35072731e-01 -1.35136687e-01 -3.21419471e-01
-2.93080785e-01 -9.54815254e-02 1.82221761e-01 2.08419351e-02
2.63161649e-01 1.29016908e-02 -4.28784256e-01 -1.08929443e+00
6.57858601e-01]
[ -2.57747406e-02 -1.78588771e-01 1.76122463e-02 -3.28000604e-01
-1.64044664e-01 1.63234606e-01 1.96136991e-01 2.37073176e-01
-4.10553462e-02 2.03551778e-01 -2.51997166e-01 -1.19746842e+00
7.79617507e-01]
[ -1.11564659e-02 -3.76814160e-02 -1.28534861e-01 -1.40698506e-01
-1.74255546e-01 -4.93635569e-02 3.11441373e-01 1.55382374e-01
2.51409086e-01 3.43003653e-01 -5.14017332e-01 -1.16046791e+00
8.20452006e-01]
[ -9.18467977e-02 -2.74341215e-01 5.60840851e-02 -3.38878845e-01
-1.45027230e-01 1.14846334e-01 3.92540929e-01 1.40997002e-01
-6.81907786e-02 1.45806036e-01 -5.72964619e-01 -1.13496058e+00
8.53859449e-01]
[ 1.12767694e-01 -8.57792773e-02 1.32302679e-02 -1.58603813e-01
-7.97124155e-02 -2.02229213e-02 2.91434025e-01 3.73496632e-01
4.31222722e-01 2.45370217e-01 -5.76018656e-01 -1.09272308e+00
5.88410346e-01]
[ 5.43982811e-03 -1.46357817e-01 2.36763536e-02 2.09184729e-02
-9.94868575e-02 -2.83276373e-01 1.60115020e-01 3.87134354e-01
4.59362858e-02 1.41668997e-01 -2.84273405e-01 -9.32867974e-01
2.12139236e-01]
[ 1.14909831e-01 7.81001288e-02 1.20609508e-02 2.72778682e-01
-1.09087475e-01 -5.62399896e-02 -4.29875439e-02 -7.81183738e-02
-1.81077212e-01 -6.93445144e-02 -5.73645717e-02 7.42310096e-02
-6.18705603e-01]
[ 6.47866334e-02 -1.35883402e-01 1.53428670e-01 5.57041856e-01
2.23565563e-01 1.06951495e-02 -3.07055226e-01 -3.33693994e-01
2.58386711e-02 -5.49086665e-01 3.35513487e-01 8.40526551e-01
-1.00524331e+00]
[ 2.12648916e-02 7.61912832e-02 -2.14554237e-01 1.35971252e-01
3.52936119e-02 -3.62328052e-03 -2.15132801e-01 -3.62080978e-01
-2.81083725e-01 -2.85430825e-01 -4.92053402e-03 -1.50526538e-01
-1.98260017e-01]
[ -7.64538703e-02 -1.98647687e-01 5.55487186e-02 -6.01885288e-03
-1.22153087e-01 -1.37646069e-01 -1.00151167e-01 -8.24064012e-02
3.31452014e-03 -4.21892257e-01 -3.67165371e-01 -1.78743157e-01
1.90879658e-01]
[ -1.87622762e-02 -2.54808372e-01 4.64742214e-02 -4.18518192e-01
-1.80581714e-01 -2.35961219e-01 -4.01997928e-01 -6.63028416e-02
-9.29033084e-02 -2.48847386e-02 -2.58774366e-01 3.49509308e-01
2.41934052e-01]
[ 1.54443785e-01 6.29278772e-02 -1.11408252e-01 -4.35404570e-01
-5.32167723e-02 -1.04706419e-01 -2.70457878e-01 -6.57313689e-02
-2.29977486e-01 -2.78560453e-01 -2.88813202e-01 5.49413428e-01
1.78640982e-01]
[ -1.92990101e-01 -1.69197591e-01 -1.21119436e-01 -4.08476189e-01
-4.12977411e-02 2.26358169e-02 -2.96657455e-01 -3.10839589e-01
-1.87602097e-01 -1.36058162e-01 -2.96469297e-01 5.03089131e-01
6.63680917e-02]
[ -5.89890323e-02 -1.91308815e-01 -1.71095552e-01 -4.23414880e-01
-3.50306507e-02 3.93455199e-02 -1.77791500e-01 -1.52032475e-01
-2.90853946e-01 -3.78494776e-01 -1.14674751e-01 3.82505196e-01
1.60919593e-01]
[ 8.85376737e-02 9.86055210e-02 -2.19490672e-02 -3.61177068e-01
-3.12849049e-01 3.34722671e-03 -2.60522589e-01 -3.76666587e-01
-3.55673810e-01 -9.27144401e-02 -1.83167669e-01 3.71063552e-01
1.56394118e-01]
[ -5.87307906e-02 -9.00229503e-03 -2.85277169e-01 -1.14406989e-01
7.18558348e-02 1.54854758e-01 -2.59427548e-01 -2.02900300e-01
-6.07425532e-02 -4.77026661e-02 1.57780306e-01 8.24552035e-01
-7.49911616e-02]
[ 1.55873199e-01 3.15337861e-01 -1.93310861e-01 7.93355914e-01
9.92350902e-02 4.71529847e-03 -1.68840623e-01 -3.47692004e-01
-2.08519838e-01 -2.71783596e-01 7.54100218e-01 8.61698776e-01
-1.53802033e+00]
[ 1.33413904e-02 1.57172421e-01 5.95741717e-02 4.48684537e-01
-1.40682854e-02 -6.28235847e-02 -2.47340706e-01 -3.01983174e-01
-2.67335859e-01 -1.52523723e-01 6.01825827e-01 8.73799690e-01
-1.47975592e+00]
[ -1.49642342e-02 -1.50000618e-01 -1.45455922e-01 3.29584243e-01
-1.93987673e-01 2.39187148e-01 7.95335860e-03 -1.28995110e-01
-2.13104159e-01 -2.95816831e-01 1.88925581e-01 4.64778293e-01
-7.55701695e-01]
[ 8.69754887e-02 -3.83179786e-01 -5.03334009e-02 5.54144733e-02
-1.19416393e-01 1.99907758e-01 9.24483819e-02 1.80603903e-01
-1.90817625e-01 2.26923519e-02 -5.37694831e-02 2.72648941e-01
-4.37158031e-01]
[ 2.12760200e-01 -2.95915948e-01 -1.18581781e-01 -5.09146278e-02
-2.18174654e-01 1.22642234e-01 4.39378503e-02 -1.14938839e-01
-6.73210801e-02 -2.69454374e-02 -1.58536404e-01 -2.23291248e-01
-2.72560975e-01]
[ -1.30857267e-01 -8.19027095e-02 3.85214458e-02 -2.46101597e-01
-6.10139984e-02 -1.41309710e-01 6.00183530e-02 1.01888961e-02
-9.68617462e-02 3.99446186e-02 -3.34469795e-01 -5.05585779e-01
-1.41544795e-01]
[ -1.44785946e-01 -1.33667429e-01 -6.95494788e-02 -2.92368932e-01
-3.43739134e-01 -2.89553935e-01 1.66077866e-01 1.51370626e-01
7.69373052e-03 1.26662273e-01 -2.88540244e-01 -9.11924729e-01
3.25114187e-02]
[ -1.31173564e-01 -2.48346726e-01 -3.06220405e-01 -1.13341359e+00
-3.03399265e-01 -2.10081611e-01 -6.50859632e-02 -5.47945398e-02
5.45425497e-02 -5.05271581e-01 -8.49469519e-01 -6.31873766e-01
-1.58358305e+00]
[ -1.25790352e-01 1.34497650e-01 1.21951220e-02 1.98808869e-01
-2.01327722e-01 -1.77957880e-01 -1.74651488e-01 9.68751153e-04
-1.53358790e-01 -1.20498459e-01 -9.74456901e-02 -4.00395663e-01
1.25256365e-01]
[ -3.63230816e-01 -1.21205975e-01 -2.73303808e-01 4.11582393e-01
-2.02584644e-01 -2.33131393e-01 -1.71118800e-01 -9.39242550e-02
-8.55449763e-04 5.23469120e-02 1.33118782e-01 -3.64271236e-01
3.26153765e-01]
[ -1.26498637e-01 -5.49130341e-02 -2.54087654e-01 2.76952098e-01
-2.31431557e-01 -2.79763927e-01 -3.95740275e-01 -4.22636312e-02
7.22569307e-03 -6.96852086e-02 -1.56422544e-01 -3.05870705e-01
2.35967642e-01]
[ -2.64007496e-01 -5.32362741e-01 -3.42144934e-01 1.22429791e-01
-3.16684186e-01 -2.34761218e-01 -2.50340292e-01 -2.26190746e-01
-2.93539106e-02 -2.81298415e-01 3.02050719e-02 -3.84465262e-01
1.54054874e-01]
[ -2.27056002e-01 -2.97958962e-01 -3.22901160e-01 -6.52894822e-02
-8.77682422e-02 -1.52069747e-01 -1.09710004e-01 4.05555558e-02
-2.08876425e-01 -5.08451601e-01 -2.35130569e-01 -3.19791062e-01
6.16150828e-04]
[ -9.40299614e-02 -1.82882934e-02 -2.46503181e-01 -1.19605332e+00
-2.78057114e-01 -2.60912014e-01 1.48729027e-01 -5.11524574e-01
1.47996468e-01 -2.44724038e-01 -8.45090945e-01 -4.55148981e-01
-1.50003644e+00]]
Progress: 37.2% ... Training loss: 0.170 ... Validation loss: 0.305[[-0.2582926 ]
[ 0.23625098]
[-0.05068559]
[ 1.48879219]
[ 0.25690304]
[-0.01892932]
[-0.9613548 ]
[-0.77238982]
[-0.50598782]
[-0.79391434]
[ 1.32800085]
[ 3.03179964]
[-2.73509988]]
[[ -5.19166248e-01 -4.91936895e-01 -5.92252881e-01 1.14568601e-01
-2.87071739e-01 -5.97472994e-01 1.59245542e-01 -2.27288463e-01
-2.54210122e-01 -3.11935315e-01 3.28739608e-01 1.14237506e+00
4.21559203e-01]
[ 1.57429362e-02 -1.34427951e-01 4.79197815e-02 -1.59131745e-01
-3.86163360e-02 5.84583992e-02 -6.53395075e-02 1.84297748e-01
-1.49350838e-01 -1.65772061e-01 -1.69157074e-01 -1.23448477e-01
-2.33379221e-01]
[ -3.02186656e-01 1.34717513e-01 -4.23822196e-02 3.60818002e-02
7.23158194e-02 -1.39043007e-01 -1.40462307e-01 -2.20583040e-01
2.93433496e-01 -6.52247484e-01 9.04990094e-02 6.83461202e-01
8.43484709e-01]
[ 2.77290865e-01 -2.52535930e-01 -2.74066368e-01 1.55448002e-01
-2.67696912e-01 1.19452669e-02 6.94138658e-01 -6.49172165e-01
3.88218798e-01 -1.96147930e-01 -4.10812398e-02 -3.59110993e-01
-3.61075607e-01]
[ 1.50721784e-01 1.89442535e-02 1.14545237e-01 -1.40406578e-01
-1.84467556e-02 7.49813526e-02 -1.77697953e-01 -1.76257153e-01
6.74517992e-02 2.74947147e-01 2.50086168e-02 -3.71136072e-02
-7.80044373e-02]
[ -4.88831341e-01 -6.27102853e-01 -6.00616663e-01 -6.06907284e-01
-6.00172426e-01 -5.65339377e-01 -4.55842248e-01 -1.50215545e-01
-5.03697069e-01 -2.31071564e-01 -6.39126105e-01 -9.32361255e-01
-7.64285884e-01]
[ -4.16628894e-01 -5.92393938e-01 -3.30560139e-01 -4.89821194e-01
-4.17459032e-01 -5.66879728e-01 -3.94742647e-01 -5.02120654e-01
-3.20716365e-01 -1.01402319e-01 -5.21146239e-01 -5.78726822e-01
-7.15585321e-01]
[ -3.44517635e-01 -3.51988323e-01 -4.90939802e-01 -1.57798707e-01
-3.28488802e-01 -4.28957709e-01 -2.31126970e-01 -3.05248803e-01
-2.54142044e-01 -6.07749384e-01 -3.48744311e-01 -8.60619551e-01
-6.97501796e-01]
[ -4.70774251e-01 -3.34006316e-01 -3.88501167e-01 -2.88730506e-01
-3.27409852e-01 -2.20066645e-01 -4.98806347e-02 -4.90351019e-01
-2.77594255e-01 -4.81644371e-01 -2.32291631e-01 -2.79925467e-01
-2.94752006e-01]
[ -9.63140130e-01 -9.61872745e-01 -9.95185516e-01 -7.09035366e-01
-1.05387369e+00 -9.94482025e-01 -5.32086209e-01 -5.78144934e-01
-7.37821197e-01 -5.89171562e-01 -8.27491418e-01 -6.71296785e-01
-9.78434755e-01]
[ -5.15968365e-01 -2.69920210e-01 -4.75912653e-01 -4.60941205e-01
-3.44751154e-01 -3.67028014e-01 -6.42921109e-01 -6.51809308e-01
-6.77731409e-01 -1.15206620e-01 -6.15314851e-01 -8.46410683e-01
-7.67292024e-01]
[ -1.20981044e-01 2.51975000e-02 -3.45918646e-01 -5.21765923e-01
-1.03570775e-01 -7.64251057e-02 -2.16930227e-01 -4.62115655e-01
-2.00468946e-01 3.95505206e-02 -5.73128872e-01 -1.28459234e+00
-8.46097690e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.57123586e-01 -1.27061067e-01 1.63878032e-01 -3.00204068e-01
-1.35782785e-01 1.13117950e-01 -1.50822263e-01 6.60083615e-03
-9.02487361e-02 5.99356767e-02 -2.33795064e-01 -4.88337654e-01
-1.00150809e-01]
[ -9.83463628e-02 -2.64802757e-01 -1.81957821e-01 -2.74864095e-01
-4.75628649e-01 -8.77913019e-02 -1.13873613e-01 -1.45488049e-02
-9.22112633e-02 -1.83721145e-02 -2.45867046e-01 -4.59250441e-01
-2.65808639e-01]
[ -6.14802631e-02 -4.15173362e-02 -2.24759329e-01 -2.64035110e-01
1.04659104e-01 -1.60734647e-01 -2.43422952e-01 1.54978602e-01
-3.04089140e-02 1.79146966e-01 -2.26513486e-01 -5.33009042e-03
-8.94956760e-02]
[ 3.38698134e-02 -1.64843567e-01 -1.50668884e-01 -9.44924244e-02
-1.23635671e-01 -1.07952851e-01 9.14286410e-02 -1.47610818e-01
-3.50065276e-02 3.02106386e-02 -4.53645265e-02 -1.19709430e-01
-4.25780098e-02]
[ -2.95910553e-01 -1.32189601e-01 -8.26623243e-02 -1.50315627e-01
-2.93542389e-01 -2.77695128e-01 -3.39199986e-01 -1.79760694e-02
-3.35095574e-01 -2.33803265e-01 1.41997838e-01 -1.67012559e-01
5.82006605e-02]
[ -2.34643508e-01 -1.25065173e-01 -9.72025618e-02 -4.66520468e-02
-8.63355797e-02 -1.21661228e-01 -7.08942990e-02 -1.45570308e-02
-1.34453903e-01 -1.38776579e-01 -2.03812765e-02 -2.66521388e-01
-2.10593974e-01]
[ -1.83048847e-01 -7.70982635e-02 -2.31181829e-01 -1.95981474e-01
-1.63384642e-01 -2.07474851e-01 -3.68942438e-01 -1.22789696e-01
1.29819410e-01 -2.60762025e-01 -3.63455347e-01 -4.58455480e-01
-4.90375805e-01]
[ -3.71201842e-01 -5.61910723e-02 -1.53025959e-01 -9.85736312e-02
-4.48045234e-02 -3.14526538e-01 4.66051369e-02 -9.27654796e-02
-1.17315074e-01 3.87575969e-02 4.92477315e-02 -2.84981747e-01
-3.92818237e-01]
[ -1.55635214e-01 -1.39661283e-01 -5.48836670e-02 -2.47819532e-01
-1.25817229e-01 -2.96046465e-01 8.10439829e-02 -1.72355817e-01
-1.87202416e-01 5.53374049e-02 1.72590763e-01 4.70484225e-02
-1.32155923e-01]
[ -1.29111333e-01 -1.69127433e-01 -1.15493663e-01 -3.09196098e-01
9.41447486e-02 -1.85251942e-02 -1.62436239e-01 -1.80756937e-01
1.10695291e-01 -9.15502190e-02 -1.33769443e-01 -5.13639589e-02
-3.08215944e-01]
[ -3.61336374e-02 -3.57920958e-02 -1.50318596e-01 -1.59092089e-01
-2.31912286e-01 6.29459885e-02 -3.53309362e-02 -4.19836110e-02
-2.19096791e-01 -8.81948868e-02 -1.69335873e-01 -3.97741447e-01
-2.27602642e-01]
[ -7.18595477e-02 2.22873971e-02 -1.29889133e-01 -3.43444157e-01
1.20800239e-01 1.96351964e-02 -2.11267963e-01 -1.55150353e-01
1.21374837e-01 -5.99919629e-02 -3.16273874e-01 -2.94889230e-01
-3.37859546e-01]
[ 6.21111824e-02 -2.97791754e-01 -8.90395423e-02 -4.62028942e-01
-2.12321549e-01 -9.20829085e-02 1.81144053e-02 5.81487978e-02
-4.83691048e-02 2.56753030e-01 -5.42266907e-01 -8.93269017e-01
4.59982359e-01]
[ -2.34009262e-01 -2.35128635e-01 -1.35134941e-01 -3.22491887e-01
-2.93125736e-01 -9.54790924e-02 1.83033694e-01 2.09617396e-02
2.63524470e-01 1.29652688e-02 -4.29433855e-01 -1.09036519e+00
6.59622039e-01]
[ -2.57732794e-02 -1.78592676e-01 1.76115247e-02 -3.28252777e-01
-1.64045172e-01 1.63232947e-01 1.96116885e-01 2.36949620e-01
-4.10275293e-02 2.03501853e-01 -2.52136107e-01 -1.19757145e+00
7.80081747e-01]
[ -1.11906484e-02 -3.76616339e-02 -1.28538033e-01 -1.40901319e-01
-1.74258175e-01 -4.93653168e-02 3.11642673e-01 1.55480216e-01
2.51462102e-01 3.42895065e-01 -5.14178578e-01 -1.16125857e+00
8.21158525e-01]
[ -9.19354308e-02 -2.74305982e-01 5.60726861e-02 -3.38527274e-01
-1.44980492e-01 1.14838218e-01 3.92040009e-01 1.40709713e-01
-6.83715601e-02 1.45458695e-01 -5.72717189e-01 -1.13454104e+00
8.53235652e-01]
[ 1.12766448e-01 -8.56846909e-02 1.32171525e-02 -1.58156884e-01
-7.96068045e-02 -2.02266767e-02 2.91368845e-01 3.73206500e-01
4.31086752e-01 2.45287629e-01 -5.75708335e-01 -1.09215541e+00
5.87297659e-01]
[ 5.53074284e-03 -1.46372538e-01 2.36853184e-02 2.07434649e-02
-9.95114844e-02 -2.83268077e-01 1.60397706e-01 3.87366667e-01
4.59419184e-02 1.41979588e-01 -2.84305302e-01 -9.32350372e-01
2.11520597e-01]
[ 1.15578510e-01 7.74329967e-02 1.21684959e-02 2.69059060e-01
-1.09692320e-01 -5.61931598e-02 -3.79384013e-02 -7.65496203e-02
-1.78815557e-01 -6.77046112e-02 -6.15693759e-02 5.81624863e-02
-6.16007197e-01]
[ 6.54896325e-02 -1.36983078e-01 1.53611810e-01 5.47588741e-01
2.22183139e-01 1.07651778e-02 -3.01338389e-01 -3.29340747e-01
3.05556735e-02 -5.48324645e-01 3.28022155e-01 8.12057049e-01
-9.99415111e-01]
[ 2.11893805e-02 7.62327278e-02 -2.14559282e-01 1.36780954e-01
3.53284828e-02 -3.62895276e-03 -2.15376197e-01 -3.62278430e-01
-2.81154942e-01 -2.85863828e-01 -4.48069306e-03 -1.49941238e-01
-1.98995264e-01]
[ -7.66194002e-02 -1.98404830e-01 5.54979359e-02 -6.05807286e-03
-1.21937494e-01 -1.37658879e-01 -1.01447746e-01 -8.32468306e-02
2.61379675e-03 -4.22017126e-01 -3.66705510e-01 -1.76269955e-01
1.90509396e-01]
[ -1.88329717e-02 -2.54664772e-01 4.64479277e-02 -4.18087892e-01
-1.80441092e-01 -2.35968255e-01 -4.03125995e-01 -6.70366730e-02
-9.34886883e-02 -2.47534288e-02 -2.58080594e-01 3.53440800e-01
2.40535186e-01]
[ 1.53836457e-01 6.33276297e-02 -1.11478914e-01 -4.34449656e-01
-5.28318117e-02 -1.04754244e-01 -2.73594710e-01 -6.73057387e-02
-2.31353682e-01 -2.79596314e-01 -2.87768346e-01 5.54864854e-01
1.78012795e-01]
[ -1.93020138e-01 -1.69260843e-01 -1.21125948e-01 -4.08805241e-01
-4.13103065e-02 2.26346549e-02 -2.96806279e-01 -3.11093879e-01
-1.87494664e-01 -1.36557759e-01 -2.96389088e-01 5.04054657e-01
6.60465274e-02]
[ -5.90268721e-02 -1.91124021e-01 -1.71125012e-01 -4.23499359e-01
-3.48357643e-02 3.93298310e-02 -1.78434921e-01 -1.52733303e-01
-2.91110707e-01 -3.78113814e-01 -1.14500053e-01 3.84996253e-01
1.60424292e-01]
[ 8.81196739e-02 9.89886642e-02 -2.20610542e-02 -3.61704740e-01
-3.12533453e-01 3.30707233e-03 -2.61194921e-01 -3.77895179e-01
-3.56395463e-01 -9.46941662e-02 -1.82349831e-01 3.77422858e-01
1.53161530e-01]
[ -5.93153545e-02 -8.33474408e-03 -2.85402928e-01 -1.11715305e-01
7.25952297e-02 1.54794145e-01 -2.62027878e-01 -2.04646996e-01
-6.25599850e-02 -5.03088938e-02 1.61509711e-01 8.36048217e-01
-8.14775709e-02]
[ 1.55493526e-01 3.15837064e-01 -1.93379231e-01 7.97260262e-01
9.96678590e-02 4.67994569e-03 -1.70574226e-01 -3.48484283e-01
-2.09639881e-01 -2.72570457e-01 7.57575137e-01 8.68685008e-01
-1.54064709e+00]
[ 1.30014960e-02 1.57481133e-01 5.95020007e-02 4.52746747e-01
-1.37088768e-02 -6.28545908e-02 -2.48924825e-01 -3.03579147e-01
-2.68137403e-01 -1.54205530e-01 6.05397906e-01 8.80712970e-01
-1.48261189e+00]
[ -1.49818236e-02 -1.49939280e-01 -1.45466715e-01 3.30250409e-01
-1.93944901e-01 2.39184086e-01 7.78417599e-03 -1.29231459e-01
-2.13256647e-01 -2.95838737e-01 1.89427664e-01 4.66415972e-01
-7.57075790e-01]
[ 8.69788465e-02 -3.83078055e-01 -5.03291968e-02 5.82280926e-02
-1.19334839e-01 1.99905492e-01 9.17458463e-02 1.80211478e-01
-1.91498739e-01 2.35005200e-02 -5.22760778e-02 2.75250407e-01
-4.43081914e-01]
[ 2.12606942e-01 -2.95713085e-01 -1.18610792e-01 -4.88419963e-02
-2.18003620e-01 1.22626947e-01 4.34274375e-02 -1.15679773e-01
-6.78778773e-02 -2.71991783e-02 -1.57656747e-01 -2.21943093e-01
-2.75906403e-01]
[ -1.30837926e-01 -8.18870882e-02 3.85105819e-02 -2.46078637e-01
-6.09937739e-02 -1.41306343e-01 6.03850382e-02 9.98853892e-03
-9.68336721e-02 3.97993705e-02 -3.34312256e-01 -5.04668571e-01
-1.42687379e-01]
[ -1.44712042e-01 -1.33719753e-01 -6.95373014e-02 -2.92950644e-01
-3.43781966e-01 -2.89548898e-01 1.66373756e-01 1.51631506e-01
7.84509420e-03 1.26999484e-01 -2.88862429e-01 -9.11676780e-01
3.31818329e-02]
[ -1.31605092e-01 -2.48163615e-01 -3.06267687e-01 -1.13853090e+00
-3.03596340e-01 -2.10111427e-01 -6.66436989e-02 -5.52692429e-02
5.55376472e-02 -5.06599082e-01 -8.52584828e-01 -6.40044246e-01
-1.58638341e+00]
[ -1.25822315e-01 1.34905890e-01 1.21572518e-02 2.01168268e-01
-2.00973841e-01 -1.77978376e-01 -1.74728538e-01 -1.44530048e-06
-1.53726515e-01 -1.19988490e-01 -9.48252699e-02 -3.92555296e-01
1.24296038e-01]
[ -3.63272711e-01 -1.21202257e-01 -2.73331930e-01 4.11779764e-01
-2.02641130e-01 -2.33131540e-01 -1.70734538e-01 -9.45125490e-02
-9.69559401e-04 5.17814953e-02 1.33290076e-01 -3.65021825e-01
3.25429947e-01]
[ -1.27030742e-01 -5.45168337e-02 -2.54168505e-01 2.82150592e-01
-2.31034659e-01 -2.79811718e-01 -3.97918008e-01 -4.43940639e-02
5.52887897e-03 -7.12566618e-02 -1.53701677e-01 -2.97842282e-01
2.27496488e-01]
[ -2.64115381e-01 -5.32105300e-01 -3.42203151e-01 1.25126968e-01
-3.16348468e-01 -2.34782967e-01 -2.50908940e-01 -2.27661811e-01
-2.97918161e-02 -2.82080678e-01 3.30487274e-02 -3.78828212e-01
1.50186193e-01]
[ -2.26968531e-01 -2.97892026e-01 -3.22915060e-01 -6.55401813e-02
-8.76361342e-02 -1.52066922e-01 -1.08710172e-01 4.07353138e-02
-2.08822150e-01 -5.08284768e-01 -2.34773575e-01 -3.16058445e-01
-2.26746626e-04]
[ -9.43826668e-02 -1.81615131e-02 -2.46564208e-01 -1.19889968e+00
-2.77854167e-01 -2.60952506e-01 1.49449872e-01 -5.11177298e-01
1.48124629e-01 -2.46795188e-01 -8.45937417e-01 -4.62581669e-01
-1.50232732e+00]]
Progress: 37.2% ... Training loss: 0.167 ... Validation loss: 0.307[[-0.25666971]
[ 0.2377786 ]
[-0.04934599]
[ 1.49447156]
[ 0.26019851]
[-0.01626255]
[-0.95904559]
[-0.7725717 ]
[-0.50331512]
[-0.79383354]
[ 1.33204666]
[ 3.03783116]
[-2.73491927]]
[[ -5.19578677e-01 -4.91328186e-01 -5.92300448e-01 1.16978171e-01
-2.86398176e-01 -5.97506253e-01 1.59440327e-01 -2.28277816e-01
-2.54613171e-01 -3.12602074e-01 3.31161276e-01 1.14499260e+00
4.18706238e-01]
[ 1.59044474e-02 -1.34538087e-01 4.79416833e-02 -1.60310003e-01
-3.87404870e-02 5.84723683e-02 -6.45453422e-02 1.85174502e-01
-1.49128453e-01 -1.65019386e-01 -1.69800392e-01 -1.24453349e-01
-2.33351705e-01]
[ -3.02280178e-01 1.35456854e-01 -4.24697867e-02 4.10515428e-02
7.29532590e-02 -1.39067694e-01 -1.40785139e-01 -2.22364011e-01
2.93278093e-01 -6.54373302e-01 9.56820799e-02 6.91430275e-01
8.36310828e-01]
[ 2.76444598e-01 -2.52429458e-01 -2.74155813e-01 1.61146170e-01
-2.67505011e-01 1.18883734e-02 6.91907494e-01 -6.48956730e-01
3.87195527e-01 -1.98927289e-01 -3.73561721e-02 -3.55847965e-01
-3.57782052e-01]
[ 1.51199234e-01 1.89739479e-02 1.14594468e-01 -1.40738945e-01
-1.88462615e-02 7.50165956e-02 -1.76896968e-01 -1.75337807e-01
6.80717023e-02 2.75571785e-01 2.33608129e-02 -4.67864833e-02
-8.54332074e-02]
[ -4.88756912e-01 -6.27165847e-01 -6.00586744e-01 -6.08342559e-01
-6.00183913e-01 -5.65329631e-01 -4.55240146e-01 -1.49233918e-01
-5.03739245e-01 -2.30069500e-01 -6.40204877e-01 -9.35331807e-01
-7.65172877e-01]
[ -4.17042509e-01 -5.92019236e-01 -3.30638036e-01 -4.87489977e-01
-4.16921087e-01 -5.66918129e-01 -3.96317632e-01 -5.03785065e-01
-3.21533159e-01 -1.02674053e-01 -5.19363560e-01 -5.75987121e-01
-7.23268632e-01]
[ -3.44261196e-01 -3.51993267e-01 -4.90929432e-01 -1.58967516e-01
-3.28499426e-01 -4.28945177e-01 -2.29287440e-01 -3.05030017e-01
-2.53293878e-01 -6.07233688e-01 -3.48563522e-01 -8.58863863e-01
-6.96224477e-01]
[ -4.71099169e-01 -3.33958670e-01 -3.88515711e-01 -2.86378960e-01
-3.27293179e-01 -2.20090269e-01 -5.15388731e-02 -4.90213134e-01
-2.78470024e-01 -4.81806657e-01 -2.31366614e-01 -2.79629126e-01
-2.92595388e-01]
[ -9.62615530e-01 -9.62161311e-01 -9.95103320e-01 -7.13166833e-01
-1.05407599e+00 -9.94458375e-01 -5.28760837e-01 -5.76115005e-01
-7.36466192e-01 -5.86133742e-01 -8.30429215e-01 -6.78646277e-01
-9.74596959e-01]
[ -5.16182487e-01 -2.69752124e-01 -4.75960643e-01 -4.58710681e-01
-3.44549008e-01 -3.67043962e-01 -6.43856821e-01 -6.51810357e-01
-6.78335908e-01 -1.15478999e-01 -6.14004527e-01 -8.44038937e-01
-7.69670413e-01]
[ -1.21699188e-01 2.56723917e-02 -3.46005002e-01 -5.17786302e-01
-1.02938114e-01 -7.64725553e-02 -2.20111480e-01 -4.64470648e-01
-2.02106025e-01 3.68688207e-02 -5.69691686e-01 -1.27779342e+00
-8.52693462e-01]
[ -1.80521490e-02 2.03596143e-01 1.02049893e-01 6.61995343e-02
8.34098886e-02 2.59775014e-02 9.79518861e-02 -8.67031691e-02
-1.62188301e-01 -2.56213079e-01 -2.53696587e-01 1.94865950e-01
1.06715578e-01]
[ -2.57098153e-01 -1.27094793e-01 1.63882090e-01 -3.01730388e-01
-1.35813007e-01 1.13121605e-01 -1.50398390e-01 6.63437709e-03
-9.02433361e-02 6.02884421e-02 -2.34917492e-01 -4.89273907e-01
-9.95263001e-02]
[ -9.84153432e-02 -2.64761357e-01 -1.81956656e-01 -2.74097592e-01
-4.75559885e-01 -8.77959557e-02 -1.13940411e-01 -1.42132016e-02
-9.22631943e-02 -1.81932746e-02 -2.45399926e-01 -4.59729409e-01
-2.65798843e-01]
[ -6.16351019e-02 -4.14442684e-02 -2.24762351e-01 -2.63504640e-01
1.04755702e-01 -1.60739723e-01 -2.44556315e-01 1.54759810e-01
-3.09267716e-02 1.78731701e-01 -2.26295730e-01 -6.15788851e-03
-9.18270298e-02]
[ 3.36946172e-02 -1.64586944e-01 -1.50724909e-01 -9.39678794e-02
-1.23241056e-01 -1.07969220e-01 9.03425064e-02 -1.49595084e-01
-3.54695068e-02 2.92740028e-02 -4.39942483e-02 -1.12060952e-01
-4.55512241e-02]
[ -2.96015142e-01 -1.32230435e-01 -8.26649167e-02 -1.50373081e-01
-2.93576498e-01 -2.77701263e-01 -3.39503806e-01 -1.75758566e-02
-3.35223493e-01 -2.33887030e-01 1.41090642e-01 -1.70599226e-01
5.69735950e-02]
[ -2.34895381e-01 -1.24582617e-01 -9.72708220e-02 -4.35807670e-02
-8.58291059e-02 -1.21690830e-01 -7.16820901e-02 -1.59176560e-02
-1.35214748e-01 -1.39561468e-01 -1.73473542e-02 -2.62446315e-01
-2.18326378e-01]
[ -1.82994132e-01 -7.71922037e-02 -2.31170332e-01 -1.96581369e-01
-1.63473148e-01 -2.07470819e-01 -3.68369081e-01 -1.22427086e-01
1.30183534e-01 -2.60646996e-01 -3.63798300e-01 -4.59834429e-01
-4.88824943e-01]
[ -3.71163580e-01 -5.61818372e-02 -1.53022599e-01 -9.91782222e-02
-4.48714162e-02 -3.14523026e-01 4.74524037e-02 -9.24542065e-02
-1.16898332e-01 3.89394451e-02 4.87933715e-02 -2.87170097e-01
-3.89308968e-01]
[ -1.55147283e-01 -1.40118185e-01 -5.48032477e-02 -2.50364554e-01
-1.26253747e-01 -2.96013329e-01 8.41588816e-02 -1.70489275e-01
-1.85975763e-01 5.69388600e-02 1.70088209e-01 4.18859555e-02
-1.28632193e-01]
[ -1.29211431e-01 -1.69062433e-01 -1.15500572e-01 -3.07255658e-01
9.42924630e-02 -1.85352327e-02 -1.63829632e-01 -1.81185938e-01
1.10197485e-01 -9.17191500e-02 -1.32132475e-01 -4.66637579e-02
-3.08752881e-01]
[ -3.66236422e-02 -3.54916064e-02 -1.50384549e-01 -1.56838167e-01
-2.31606275e-01 6.29104001e-02 -3.75250803e-02 -4.27535550e-02
-2.20082593e-01 -8.94141044e-02 -1.67887074e-01 -3.96239476e-01
-2.28217825e-01]
[ -7.15279746e-02 2.20388386e-02 -1.29839021e-01 -3.45119358e-01
1.20568819e-01 1.96585779e-02 -2.10053507e-01 -1.54023619e-01
1.21880485e-01 -5.87294555e-02 -3.17309513e-01 -2.96434321e-01
-3.36797921e-01]
[ 6.20327758e-02 -2.97780019e-01 -8.90455780e-02 -4.62299908e-01
-2.12321505e-01 -9.20866592e-02 1.78175711e-02 5.81525174e-02
-4.85315725e-02 2.56602926e-01 -5.42571125e-01 -8.93862742e-01
4.60795340e-01]
[ -2.34055709e-01 -2.35094652e-01 -1.35145859e-01 -3.22223917e-01
-2.93085262e-01 -9.54826365e-02 1.82832836e-01 2.06954172e-02
2.63396779e-01 1.26791403e-02 -4.29207150e-01 -1.09012107e+00
6.58766316e-01]
[ -2.58543629e-02 -1.78564977e-01 1.76031295e-02 -3.28454899e-01
-1.64011236e-01 1.63226805e-01 1.95972016e-01 2.36851155e-01
-4.11165390e-02 2.03285640e-01 -2.52237686e-01 -1.19814555e+00
7.80711050e-01]
[ -1.13135623e-02 -3.75736595e-02 -1.28557287e-01 -1.41191030e-01
-1.74165116e-01 -4.93749255e-02 3.11839912e-01 1.55170810e-01
2.51527401e-01 3.42506786e-01 -5.14190865e-01 -1.16220015e+00
8.21421165e-01]
[ -9.20175821e-02 -2.74282422e-01 5.60634342e-02 -3.38211100e-01
-1.44941162e-01 1.14833543e-01 3.91931624e-01 1.40640463e-01
-6.84246078e-02 1.45163975e-01 -5.72555734e-01 -1.13464498e+00
8.52975515e-01]
[ 1.12746513e-01 -8.56862894e-02 1.32195593e-02 -1.58701346e-01
-7.96245676e-02 -2.02275720e-02 2.91681687e-01 3.73326265e-01
4.31148140e-01 2.45302498e-01 -5.76023916e-01 -1.09282300e+00
5.88374537e-01]
[ 5.56004930e-03 -1.46367288e-01 2.36856806e-02 2.10672730e-02
-9.95010277e-02 -2.83267560e-01 1.60494834e-01 3.87324187e-01
4.60213587e-02 1.41925813e-01 -2.84206300e-01 -9.32131188e-01
2.10666373e-01]
[ 1.15256620e-01 7.76900849e-02 1.21258462e-02 2.72142419e-01
-1.09408366e-01 -5.62139402e-02 -3.99764911e-02 -7.71818349e-02
-1.79731997e-01 -6.86603782e-02 -5.91880260e-02 6.27417772e-02
-6.19047984e-01]
[ 6.51548805e-02 -1.36838646e-01 1.53583033e-01 5.50793855e-01
2.22325883e-01 1.07400735e-02 -3.02432409e-01 -3.29549353e-01
3.01547032e-02 -5.48841461e-01 3.29918761e-01 8.11041248e-01
-1.00081400e+00]
[ 2.12374059e-02 7.60662798e-02 -2.14541359e-01 1.35821427e-01
3.51710736e-02 -3.62221388e-03 -2.15032426e-01 -3.62024719e-01
-2.80860702e-01 -2.85787983e-01 -5.23475421e-03 -1.51088755e-01
-1.97071504e-01]
[ -7.67944165e-02 -1.98274604e-01 5.54691544e-02 -6.53544947e-03
-1.21847093e-01 -1.37671912e-01 -1.01779931e-01 -8.36930273e-02
2.54822619e-03 -4.22648861e-01 -3.66882436e-01 -1.77243381e-01
1.92069918e-01]
[ -1.86830904e-02 -2.54802973e-01 4.64757251e-02 -4.18866372e-01
-1.80590949e-01 -2.35957403e-01 -4.02738451e-01 -6.66750790e-02
-9.31407818e-02 -2.41664730e-02 -2.58705650e-01 3.52053513e-01
2.42043862e-01]
[ 1.53865619e-01 6.32592485e-02 -1.11470004e-01 -4.35142677e-01
-5.29173030e-02 -1.04751831e-01 -2.73296764e-01 -6.69334846e-02
-2.31171027e-01 -2.79491214e-01 -2.88477593e-01 5.53165697e-01
1.79774373e-01]
[ -1.93104373e-01 -1.69184948e-01 -1.21143646e-01 -4.08366924e-01
-4.12190469e-02 2.26278773e-02 -2.97069681e-01 -3.11284844e-01
-1.87700044e-01 -1.36882913e-01 -2.95917329e-01 5.04856220e-01
6.49861465e-02]
[ -5.92347243e-02 -1.90695781e-01 -1.71192795e-01 -4.22454683e-01
-3.42789753e-02 3.93103893e-02 -1.80351902e-01 -1.55447159e-01
-2.91998320e-01 -3.79065381e-01 -1.12314405e-01 3.96617477e-01
1.54807245e-01]
[ 8.82553193e-02 9.88667780e-02 -2.20376785e-02 -3.62740067e-01
-3.12650661e-01 3.31831659e-03 -2.60514389e-01 -3.77377336e-01
-3.56150024e-01 -9.41462241e-02 -1.83234699e-01 3.75873007e-01
1.54836611e-01]
[ -5.97884077e-02 -7.86518228e-03 -2.85474090e-01 -1.09759689e-01
7.31342658e-02 1.54751277e-01 -2.64159853e-01 -2.05844264e-01
-6.37506124e-02 -5.18496624e-02 1.63848777e-01 8.42803198e-01
-8.38724010e-02]
[ 1.56169264e-01 3.15356587e-01 -1.93290650e-01 7.95693775e-01
9.92496386e-02 4.72953751e-03 -1.68488533e-01 -3.47630573e-01
-2.08720615e-01 -2.70205102e-01 7.55621099e-01 8.65604521e-01
-1.54264491e+00]
[ 1.27301882e-02 1.57699692e-01 5.94664428e-02 4.55475204e-01
-1.34308989e-02 -6.28780507e-02 -2.50381467e-01 -3.04224675e-01
-2.68729313e-01 -1.55071433e-01 6.07479886e-01 8.84137393e-01
-1.48378241e+00]
[ -1.46167306e-02 -1.50165902e-01 -1.45426634e-01 3.27943815e-01
-1.94170499e-01 2.39209883e-01 9.45241060e-03 -1.27800601e-01
-2.12724438e-01 -2.94569665e-01 1.88122744e-01 4.64361336e-01
-7.57447196e-01]
[ 8.71023336e-02 -3.83142308e-01 -5.03040126e-02 5.82566175e-02
-1.19415310e-01 1.99915422e-01 9.25947238e-02 1.81198440e-01
-1.91114631e-01 2.42034759e-02 -5.27501686e-02 2.71465084e-01
-4.43682180e-01]
[ 2.12916485e-01 -2.95979792e-01 -1.18558220e-01 -5.05051494e-02
-2.18325832e-01 1.22649748e-01 4.51866008e-02 -1.14512013e-01
-6.72258142e-02 -2.59866129e-02 -1.59448255e-01 -2.26833547e-01
-2.73740867e-01]
[ -1.30846371e-01 -8.18794251e-02 3.85097402e-02 -2.45985329e-01
-6.09967319e-02 -1.41306516e-01 6.03926027e-02 1.00214125e-02
-9.68658277e-02 3.97713187e-02 -3.34345533e-01 -5.05022203e-01
-1.42595579e-01]
[ -1.44678100e-01 -1.33752637e-01 -6.95295422e-02 -2.93570063e-01
-3.43771733e-01 -2.89548277e-01 1.66879871e-01 1.52024901e-01
7.91738843e-03 1.27407545e-01 -2.89454629e-01 -9.12681873e-01
3.41987359e-02]
[ -1.31519569e-01 -2.48204715e-01 -3.06244185e-01 -1.13961029e+00
-3.03547991e-01 -2.10108835e-01 -6.60227953e-02 -5.52316767e-02
5.57657063e-02 -5.06137646e-01 -8.53409333e-01 -6.39923325e-01
-1.58791084e+00]
[ -1.25953023e-01 1.35210692e-01 1.21190874e-02 2.03591746e-01
-2.00679698e-01 -1.77989760e-01 -1.74692594e-01 6.63528113e-04
-1.54289142e-01 -1.19553318e-01 -9.23917018e-02 -3.89433644e-01
1.21989412e-01]
[ -3.63258952e-01 -1.21316201e-01 -2.73301334e-01 4.10460203e-01
-2.02774633e-01 -2.33125802e-01 -1.70666207e-01 -9.36948425e-02
-9.77155370e-04 5.19852662e-02 1.32236025e-01 -3.67453128e-01
3.27932603e-01]
[ -1.26708751e-01 -5.47231276e-02 -2.54132772e-01 2.80094780e-01
-2.31235240e-01 -2.79791803e-01 -3.96479485e-01 -4.39648497e-02
6.26319486e-03 -7.03406907e-02 -1.55222105e-01 -3.00287492e-01
2.29757685e-01]
[ -2.64586193e-01 -5.31814951e-01 -3.42267127e-01 1.29506738e-01
-3.15897390e-01 -2.34816465e-01 -2.53801330e-01 -2.27832272e-01
-3.12200095e-02 -2.83065369e-01 3.61864966e-02 -3.72195921e-01
1.50202704e-01]
[ -2.27371324e-01 -2.97578437e-01 -3.22979770e-01 -6.29418263e-02
-8.72575858e-02 -1.52096398e-01 -1.10556229e-01 3.89998068e-02
-2.09454907e-01 -5.09950775e-01 -2.32456860e-01 -3.11875983e-01
-3.51248769e-03]
[ -9.42072917e-02 -1.83545034e-02 -2.46539340e-01 -1.20176784e+00
-2.78059694e-01 -2.60946141e-01 1.51233025e-01 -5.11546904e-01
1.48906854e-01 -2.46077100e-01 -8.48616773e-01 -4.69941302e-01
-1.50512425e+00]]
Progress: 37.3% ... Training loss: 0.167 ... Validation loss: 0.305[[-0.26190643]
[ 0.23501841]
[-0.05258462]
[ 1.48356315]
[ 0.25652036]
[-0.02029694]
[-0.97108327]
[-0.78186796]
[-0.51202541]
[-0.8072399 ]
[ 1.32252045]
[ 3.02633584]
[-2.74854857]]
[[ -5.18273901e-01 -4.92588603e-01 -5.92116829e-01 1.07079939e-01
-2.87939326e-01 -5.97433119e-01 1.68401085e-01 -2.23692179e-01
-2.50390047e-01 -3.07276880e-01 3.21439797e-01 1.11818624e+00
4.37657345e-01]
[ 1.62954656e-02 -1.34916966e-01 4.80031423e-02 -1.63586463e-01
-3.90188746e-02 5.84938723e-02 -6.26187886e-02 1.86419254e-01
-1.48145979e-01 -1.64293999e-01 -1.71465630e-01 -1.27536627e-01
-2.31156655e-01]
[ -3.02892834e-01 1.35706216e-01 -4.25760400e-02 3.78102772e-02
7.32346408e-02 -1.39105981e-01 -1.41494788e-01 -2.25750559e-01
2.94292033e-01 -6.57813659e-01 9.41781892e-02 6.88390660e-01
8.42119215e-01]
[ 2.76877122e-01 -2.53135106e-01 -2.74114016e-01 1.58671361e-01
-2.68074310e-01 1.19046901e-02 6.96898601e-01 -6.49785476e-01
3.89429378e-01 -2.00823914e-01 -3.86383380e-02 -3.60673748e-01
-3.56560962e-01]
[ 1.53118041e-01 1.68312241e-02 1.14997086e-01 -1.48423752e-01
-2.09768362e-02 7.51331975e-02 -1.72217617e-01 -1.67939408e-01
7.19042493e-02 2.83198743e-01 1.35076767e-02 -7.74180109e-02
-7.36565635e-02]
[ -4.88277955e-01 -6.27606795e-01 -6.00492488e-01 -6.10444788e-01
-6.00738058e-01 -5.65294322e-01 -4.53928106e-01 -1.46125056e-01
-5.03194293e-01 -2.27489341e-01 -6.42663997e-01 -9.43430474e-01
-7.61594135e-01]
[ -4.16910636e-01 -5.91978591e-01 -3.30620861e-01 -4.91757373e-01
-4.16926997e-01 -5.66916073e-01 -3.95677377e-01 -5.03070608e-01
-3.21482283e-01 -1.01852352e-01 -5.22258719e-01 -5.76164612e-01
-7.19053309e-01]
[ -3.43653630e-01 -3.52420580e-01 -4.90881699e-01 -1.64272489e-01
-3.28892483e-01 -4.28920949e-01 -2.24833638e-01 -3.04691639e-01
-2.50736451e-01 -6.06036276e-01 -3.51932412e-01 -8.66798418e-01
-6.91081078e-01]
[ -4.71135014e-01 -3.34005740e-01 -3.88516871e-01 -2.88618719e-01
-3.27364190e-01 -2.20088840e-01 -5.05140855e-02 -4.89601854e-01
-2.78378564e-01 -4.80891140e-01 -2.33272464e-01 -2.82542047e-01
-2.86280029e-01]
[ -9.61561268e-01 -9.63050892e-01 -9.94931372e-01 -7.22769889e-01
-1.05499902e+00 -9.94399375e-01 -5.23100829e-01 -5.71433833e-01
-7.33758436e-01 -5.81375993e-01 -8.37449121e-01 -6.91093023e-01
-9.63237161e-01]
[ -5.15612905e-01 -2.70375647e-01 -4.75852966e-01 -4.64615570e-01
-3.45253461e-01 -3.67006515e-01 -6.41200104e-01 -6.49944500e-01
-6.76978130e-01 -1.13267585e-01 -6.19692312e-01 -8.54511325e-01
-7.59614587e-01]
[ -1.22012071e-01 2.62475590e-02 -3.46110545e-01 -5.16512480e-01
-1.02398163e-01 -7.64990939e-02 -2.20585165e-01 -4.65954180e-01
-2.02671652e-01 3.58642305e-02 -5.67863620e-01 -1.27422180e+00
-8.54616579e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57191655e-01 -1.27102460e-01 1.63882372e-01 -3.00770018e-01
-1.35813728e-01 1.13121391e-01 -1.50987493e-01 6.45793813e-03
-9.05560085e-02 5.98574619e-02 -2.34485653e-01 -4.88756075e-01
-1.00010863e-01]
[ -9.81855471e-02 -2.64897455e-01 -1.81920228e-01 -2.75237973e-01
-4.75708690e-01 -8.77826814e-02 -1.13264691e-01 -1.31391568e-02
-9.20370669e-02 -1.72493679e-02 -2.46171933e-01 -4.60955011e-01
-2.64919389e-01]
[ -6.13496284e-02 -4.17314429e-02 -2.24707360e-01 -2.64912669e-01
1.04374673e-01 -1.60721097e-01 -2.43762657e-01 1.56605412e-01
-3.03945383e-02 1.80467100e-01 -2.28111586e-01 -1.29691593e-02
-8.85757430e-02]
[ 3.37033562e-02 -1.64534576e-01 -1.50710775e-01 -9.58087022e-02
-1.23254812e-01 -1.07970996e-01 8.98228668e-02 -1.48648831e-01
-3.57799852e-02 2.97511372e-02 -4.53635456e-02 -1.10503828e-01
-4.35623223e-02]
[ -2.95994749e-01 -1.32123957e-01 -8.26831779e-02 -1.52384758e-01
-2.93456904e-01 -2.77704098e-01 -3.38759530e-01 -1.81400296e-02
-3.35106222e-01 -2.34009668e-01 1.39986780e-01 -1.71618278e-01
5.88107689e-02]
[ -2.35005155e-01 -1.24341653e-01 -9.73052596e-02 -4.32654115e-02
-8.56962422e-02 -1.21697670e-01 -7.20383598e-02 -1.67363786e-02
-1.35434918e-01 -1.39627033e-01 -1.72816209e-02 -2.59432247e-01
-2.18112104e-01]
[ -1.82533430e-01 -7.77637718e-02 -2.31091218e-01 -2.01931975e-01
-1.63918072e-01 -2.07445181e-01 -3.65986128e-01 -1.21144265e-01
1.31917413e-01 -2.60093652e-01 -3.66952194e-01 -4.66733182e-01
-4.83685405e-01]
[ -3.70798989e-01 -5.65695257e-02 -1.52980784e-01 -1.02027210e-01
-4.52921392e-02 -3.14505330e-01 4.99688637e-02 -9.16339955e-02
-1.15562392e-01 3.99580737e-02 4.63337576e-02 -2.91457826e-01
-3.86065216e-01]
[ -1.55404019e-01 -1.39825761e-01 -5.48423061e-02 -2.46933822e-01
-1.25907988e-01 -2.96032046e-01 8.36706763e-02 -1.71123822e-01
-1.86632934e-01 5.66244941e-02 1.72451222e-01 4.21185777e-02
-1.32702085e-01]
[ -1.28991089e-01 -1.69146597e-01 -1.15494681e-01 -3.10591632e-01
9.41512008e-02 -1.85240678e-02 -1.61996064e-01 -1.81205856e-01
1.10864564e-01 -9.08564934e-02 -1.34538397e-01 -4.91402609e-02
-3.03711124e-01]
[ -3.68394033e-02 -3.53686299e-02 -1.50410903e-01 -1.55627603e-01
-2.31433966e-01 6.28977440e-02 -3.82902758e-02 -4.29429871e-02
-2.20476365e-01 -8.98735383e-02 -1.66997570e-01 -3.95802647e-01
-2.27868028e-01]
[ -7.12596857e-02 2.18233018e-02 -1.29795562e-01 -3.47014259e-01
1.20325390e-01 1.96782384e-02 -2.08850844e-01 -1.52816341e-01
1.22406934e-01 -5.74127525e-02 -3.18608169e-01 -2.98597523e-01
-3.34936576e-01]
[ 6.20827817e-02 -2.97810265e-01 -8.90426247e-02 -4.63648083e-01
-2.12369522e-01 -9.20846666e-02 1.84817276e-02 5.82589807e-02
-4.83635918e-02 2.56986991e-01 -5.43433873e-01 -8.94905215e-01
4.63126393e-01]
[ -2.34171922e-01 -2.35057584e-01 -1.35158684e-01 -3.22106432e-01
-2.93054589e-01 -9.54881231e-02 1.82534896e-01 2.05261183e-02
2.63230499e-01 1.22699482e-02 -4.29076523e-01 -1.09012416e+00
6.58941308e-01]
[ -2.56242008e-02 -1.78722820e-01 1.76370173e-02 -3.30184388e-01
-1.64204387e-01 1.63240442e-01 1.97592740e-01 2.37630307e-01
-4.04861600e-02 2.04346388e-01 -2.53781328e-01 -1.20011547e+00
7.84378717e-01]
[ -1.13854285e-02 -3.75311785e-02 -1.28568501e-01 -1.41227041e-01
-1.74130860e-01 -4.93803323e-02 3.11977424e-01 1.55102335e-01
2.51572020e-01 3.42248156e-01 -5.14072198e-01 -1.16250694e+00
8.21756308e-01]
[ -9.20124396e-02 -2.74284907e-01 5.60638603e-02 -3.38261570e-01
-1.44944214e-01 1.14833763e-01 3.91972034e-01 1.40663343e-01
-6.84091865e-02 1.45185951e-01 -5.72578463e-01 -1.13467764e+00
8.53067979e-01]
[ 1.12738784e-01 -8.56869778e-02 1.32194424e-02 -1.58885436e-01
-7.96345850e-02 -2.02285388e-02 2.91830002e-01 3.73634497e-01
4.31166539e-01 2.45465936e-01 -5.76130238e-01 -1.09343576e+00
5.88803407e-01]
[ 5.75629023e-03 -1.46482739e-01 2.37049415e-02 2.07149750e-02
-9.96262230e-02 -2.83259854e-01 1.61585444e-01 3.87536821e-01
4.65221359e-02 1.42528673e-01 -2.84734945e-01 -9.33194158e-01
2.09842210e-01]
[ 1.15962761e-01 7.71123580e-02 1.22064898e-02 2.68567098e-01
-1.09879593e-01 -5.61859537e-02 -3.60147966e-02 -7.60535419e-02
-1.77733467e-01 -6.74793743e-02 -6.20480708e-02 5.43153449e-02
-6.17344979e-01]
[ 6.49436213e-02 -1.36708045e-01 1.53551507e-01 5.51745291e-01
2.22490052e-01 1.07264459e-02 -3.03027437e-01 -3.29885397e-01
2.98814004e-02 -5.49471168e-01 3.30724633e-01 8.11374031e-01
-1.00089519e+00]
[ 2.14406080e-02 7.58845299e-02 -2.14506081e-01 1.35454753e-01
3.50240521e-02 -3.61034183e-03 -2.14299873e-01 -3.61263106e-01
-2.80562960e-01 -2.84995844e-01 -5.69925862e-03 -1.51709817e-01
-1.97029508e-01]
[ -7.67305079e-02 -1.98333765e-01 5.54805447e-02 -7.19460635e-03
-1.21927052e-01 -1.37668309e-01 -1.01429438e-01 -8.31850766e-02
2.71944853e-03 -4.22402669e-01 -3.67263452e-01 -1.78339312e-01
1.93016017e-01]
[ -1.87011923e-02 -2.54741133e-01 4.64579901e-02 -4.19810723e-01
-1.80547506e-01 -2.35959973e-01 -4.02590819e-01 -6.68968336e-02
-9.30585454e-02 -2.43700882e-02 -2.59339979e-01 3.51327960e-01
2.43909247e-01]
[ 1.53954318e-01 6.32193342e-02 -1.11466789e-01 -4.36424543e-01
-5.29826243e-02 -1.04748609e-01 -2.72777751e-01 -6.68225002e-02
-2.31108439e-01 -2.78840829e-01 -2.89473522e-01 5.51834721e-01
1.82239687e-01]
[ -1.93296487e-01 -1.69122106e-01 -1.21154677e-01 -4.08245002e-01
-4.11426844e-02 2.26213766e-02 -2.98050992e-01 -3.11183707e-01
-1.88012335e-01 -1.37250484e-01 -2.95943016e-01 5.04654345e-01
6.58974652e-02]
[ -5.90567833e-02 -1.90802323e-01 -1.71181384e-01 -4.25627190e-01
-3.44370724e-02 3.93199422e-02 -1.79205787e-01 -1.55202160e-01
-2.91495928e-01 -3.78706125e-01 -1.14704623e-01 3.93111697e-01
1.60470977e-01]
[ 8.82831133e-02 9.89227395e-02 -2.20322038e-02 -3.63504771e-01
-3.12633508e-01 3.32132629e-03 -2.60718492e-01 -3.77677599e-01
-3.56320798e-01 -9.36865558e-02 -1.83773864e-01 3.76831389e-01
1.55724820e-01]
[ -5.99756304e-02 -7.73872262e-03 -2.85504311e-01 -1.09474772e-01
7.32599801e-02 1.54742108e-01 -2.65179255e-01 -2.06323639e-01
-6.43262406e-02 -5.27866269e-02 1.64498263e-01 8.46708586e-01
-8.47789949e-02]
[ 1.55921904e-01 3.15586419e-01 -1.93319713e-01 7.97172025e-01
9.94726488e-02 4.71709701e-03 -1.69387385e-01 -3.47949916e-01
-2.09213527e-01 -2.70673053e-01 7.56897003e-01 8.67688076e-01
-1.54344687e+00]
[ 1.29923809e-02 1.57554006e-01 5.95075768e-02 4.54879055e-01
-1.35427147e-02 -6.28646740e-02 -2.50163039e-01 -3.04233597e-01
-2.68145705e-01 -1.54270608e-01 6.06911759e-01 8.81897987e-01
-1.48440754e+00]
[ -1.44092423e-02 -1.50474257e-01 -1.45375827e-01 3.25263881e-01
-1.94558996e-01 2.39228904e-01 1.07090605e-02 -1.25737346e-01
-2.12040394e-01 -2.93491968e-01 1.85605221e-01 4.57999080e-01
-7.53151040e-01]
[ 8.69293081e-02 -3.82945137e-01 -5.03297448e-02 5.97829639e-02
-1.19215148e-01 1.99903660e-01 9.16461157e-02 1.80824900e-01
-1.91679814e-01 2.40539644e-02 -5.16865372e-02 2.74203376e-01
-4.45901400e-01]
[ 2.13206344e-01 -2.96146118e-01 -1.18520302e-01 -5.18691586e-02
-2.18543354e-01 1.22668081e-01 4.62108582e-02 -1.13526688e-01
-6.68208101e-02 -2.47653993e-02 -1.60308529e-01 -2.27639019e-01
-2.73186001e-01]
[ -1.30802426e-01 -8.18989652e-02 3.85171157e-02 -2.46221268e-01
-6.10181209e-02 -1.41303109e-01 6.05280707e-02 1.01903239e-02
-9.68215251e-02 4.00370309e-02 -3.34498182e-01 -5.04802184e-01
-1.42533821e-01]
[ -1.44823381e-01 -1.33659861e-01 -6.95432502e-02 -2.92623632e-01
-3.43670515e-01 -2.89554265e-01 1.66061967e-01 1.51573063e-01
7.50923034e-03 1.27058297e-01 -2.88674284e-01 -9.11698533e-01
3.24817899e-02]
[ -1.31223072e-01 -2.48132264e-01 -3.06244118e-01 -1.14088182e+00
-3.03567415e-01 -2.10103203e-01 -6.44416656e-02 -5.56026007e-02
5.60094991e-02 -5.04601931e-01 -8.54850537e-01 -6.40350014e-01
-1.59126967e+00]
[ -1.25473074e-01 1.34868496e-01 1.21793036e-02 2.01210772e-01
-2.00948183e-01 -1.77965271e-01 -1.72568070e-01 1.82646915e-03
-1.53335967e-01 -1.18552272e-01 -9.33625712e-02 -3.89517859e-01
1.23212037e-01]
[ -3.62198876e-01 -1.22282093e-01 -2.73116096e-01 4.01833088e-01
-2.03929529e-01 -2.33054819e-01 -1.65742727e-01 -9.06001036e-02
1.44818521e-03 5.63932431e-02 1.24605954e-01 -3.83165313e-01
3.41370046e-01]
[ -1.27013914e-01 -5.44910430e-02 -2.54166801e-01 2.81672352e-01
-2.31017677e-01 -2.79806896e-01 -3.97486013e-01 -4.44952129e-02
5.96125472e-03 -7.11182025e-02 -1.53947343e-01 -2.99234581e-01
2.31600001e-01]
[ -2.64591611e-01 -5.32082915e-01 -3.42222273e-01 1.27985239e-01
-3.16121481e-01 -2.34809927e-01 -2.53979179e-01 -2.26311406e-01
-3.08030607e-02 -2.82358347e-01 3.43413540e-02 -3.78675751e-01
1.54906676e-01]
[ -2.27115658e-01 -2.97684085e-01 -3.22955273e-01 -6.40891088e-02
-8.74540807e-02 -1.52079115e-01 -1.09697479e-01 4.02334595e-02
-2.09086959e-01 -5.08750523e-01 -2.32907838e-01 -3.13671050e-01
-2.83155282e-04]
[ -9.48063483e-02 -1.78520246e-02 -2.46662181e-01 -1.20231137e+00
-2.77437987e-01 -2.60992952e-01 1.50360404e-01 -5.12884838e-01
1.48046305e-01 -2.48636810e-01 -8.48182287e-01 -4.65619862e-01
-1.50694829e+00]]
Progress: 37.4% ... Training loss: 0.170 ... Validation loss: 0.306[[-0.25614722]
[ 0.24380191]
[-0.04401152]
[ 1.50121844]
[ 0.26723579]
[-0.01469782]
[-0.95628729]
[-0.76496077]
[-0.49854526]
[-0.7957061 ]
[ 1.34011484]
[ 3.06113569]
[-2.73140628]]
[[ -5.19722215e-01 -4.90775390e-01 -5.92467389e-01 1.23372128e-01
-2.85740098e-01 -5.97541582e-01 1.60499019e-01 -2.32076889e-01
-2.54686771e-01 -3.14041313e-01 3.36090260e-01 1.15525620e+00
4.12951639e-01]
[ 1.61007981e-02 -1.34548493e-01 4.79339685e-02 -1.59544705e-01
-3.86267836e-02 5.84789814e-02 -6.41645830e-02 1.84102325e-01
-1.49369183e-01 -1.64836814e-01 -1.68616992e-01 -1.16709380e-01
-2.41281273e-01]
[ -3.04139205e-01 1.37708483e-01 -4.28963564e-02 5.17460249e-02
7.50933215e-02 -1.39217787e-01 -1.49237883e-01 -2.32659199e-01
2.90578473e-01 -6.62269503e-01 1.06181553e-01 7.08628594e-01
8.20864204e-01]
[ 2.77422308e-01 -2.54435799e-01 -2.73922091e-01 1.53440425e-01
-2.69537243e-01 1.19607858e-02 6.98413417e-01 -6.43688023e-01
3.91114055e-01 -1.96183134e-01 -4.60107231e-02 -3.73542913e-01
-3.41445936e-01]
[ 1.52451111e-01 1.70190937e-02 1.14889417e-01 -1.50340840e-01
-2.09023280e-02 7.51031179e-02 -1.70181498e-01 -1.68436701e-01
7.21005403e-02 2.79448872e-01 1.40912094e-02 -7.57170713e-02
-7.08625576e-02]
[ -4.88335824e-01 -6.27505885e-01 -6.00503782e-01 -6.11638776e-01
-6.00524670e-01 -5.65298947e-01 -4.54271178e-01 -1.47242109e-01
-5.03747186e-01 -2.28177521e-01 -6.42643487e-01 -9.37578137e-01
-7.63168691e-01]
[ -4.18191134e-01 -5.90760542e-01 -3.30925673e-01 -4.78741620e-01
-4.15499701e-01 -5.67002133e-01 -4.03114538e-01 -5.08936782e-01
-3.25053356e-01 -1.07787057e-01 -5.10893860e-01 -5.48245722e-01
-7.35687667e-01]
[ -3.44046819e-01 -3.51832138e-01 -4.90996036e-01 -1.59485784e-01
-3.28332398e-01 -4.28950148e-01 -2.26650275e-01 -3.06965474e-01
-2.52017033e-01 -6.07223130e-01 -3.48274302e-01 -8.58636150e-01
-6.98920384e-01]
[ -4.70898014e-01 -3.34078317e-01 -3.88482601e-01 -2.87626143e-01
-3.27280995e-01 -2.20079970e-01 -5.03869510e-02 -4.90159960e-01
-2.78392687e-01 -4.79947815e-01 -2.32041903e-01 -2.82890503e-01
-2.90845902e-01]
[ -9.62848927e-01 -9.61610045e-01 -9.95235199e-01 -7.07451706e-01
-1.05338107e+00 -9.94486899e-01 -5.30720494e-01 -5.79083462e-01
-7.37792121e-01 -5.86657109e-01 -8.24742681e-01 -6.62807082e-01
-9.82904111e-01]
[ -5.15853701e-01 -2.69933596e-01 -4.75941526e-01 -4.62404312e-01
-3.44621620e-01 -3.67029267e-01 -6.43459242e-01 -6.52211512e-01
-6.78236489e-01 -1.15236806e-01 -6.16245360e-01 -8.41656728e-01
-7.67526172e-01]
[ -1.21978172e-01 2.61994848e-02 -3.46114330e-01 -5.16440877e-01
-1.02363992e-01 -7.64998304e-02 -2.20176098e-01 -4.65852708e-01
-2.02798278e-01 3.62481503e-02 -5.67742973e-01 -1.27377730e+00
-8.57652137e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57097914e-01 -1.27200134e-01 1.63900906e-01 -3.01113506e-01
-1.35895788e-01 1.13130123e-01 -1.50683932e-01 7.01144703e-03
-9.04905845e-02 6.03367877e-02 -2.34857904e-01 -4.89782037e-01
-9.95794875e-02]
[ -9.81959803e-02 -2.64938758e-01 -1.81923019e-01 -2.76118147e-01
-4.75719565e-01 -8.77881478e-02 -1.13132937e-01 -1.34244902e-02
-9.22360516e-02 -1.72114651e-02 -2.46965122e-01 -4.61461891e-01
-2.65369910e-01]
[ -6.16494471e-02 -4.13601340e-02 -2.24753892e-01 -2.64299580e-01
1.04783291e-01 -1.60741429e-01 -2.44988609e-01 1.54925669e-01
-3.10539652e-02 1.78735940e-01 -2.26490927e-01 -5.74097172e-03
-9.01232471e-02]
[ 3.30807015e-02 -1.64129023e-01 -1.50846051e-01 -9.08008972e-02
-1.22641837e-01 -1.08009597e-01 8.69988460e-02 -1.51130223e-01
-3.71462902e-02 2.64836559e-02 -4.11525267e-02 -9.99678459e-02
-4.86172886e-02]
[ -2.96494027e-01 -1.31450657e-01 -8.28292586e-02 -1.47200252e-01
-2.92764534e-01 -2.77742098e-01 -3.41307746e-01 -2.07769677e-02
-3.36586888e-01 -2.36143411e-01 1.45099032e-01 -1.59758923e-01
4.88003481e-02]
[ -2.35376906e-01 -1.23925164e-01 -9.73840286e-02 -3.85618758e-02
-8.52934351e-02 -1.21723981e-01 -7.50048720e-02 -1.86566593e-02
-1.36823950e-01 -1.40950555e-01 -1.38710220e-02 -2.50838647e-01
-2.23551570e-01]
[ -1.82508533e-01 -7.78330591e-02 -2.31101353e-01 -2.01309217e-01
-1.63949582e-01 -2.07442090e-01 -3.65329585e-01 -1.21728699e-01
1.32090152e-01 -2.60179306e-01 -3.66775489e-01 -4.67278064e-01
-4.86359454e-01]
[ -3.70873407e-01 -5.63877534e-02 -1.53004140e-01 -1.00762993e-01
-4.52192952e-02 -3.14509410e-01 4.96126724e-02 -9.17063087e-02
-1.15724814e-01 3.96859942e-02 4.72433134e-02 -2.89992512e-01
-3.85010702e-01]
[ -1.55624904e-01 -1.39559299e-01 -5.48841692e-02 -2.45437120e-01
-1.25592019e-01 -2.96049020e-01 8.21854176e-02 -1.71790626e-01
-1.87421455e-01 5.62530798e-02 1.73943183e-01 4.68521019e-02
-1.35727959e-01]
[ -1.28967974e-01 -1.69028302e-01 -1.15499872e-01 -3.08859872e-01
9.44229669e-02 -1.85306307e-02 -1.62664670e-01 -1.82222595e-01
1.10519797e-01 -9.07183745e-02 -1.32692496e-01 -4.81209849e-02
-3.08472797e-01]
[ -3.68997732e-02 -3.53270444e-02 -1.50416365e-01 -1.55421246e-01
-2.31398022e-01 6.28927943e-02 -3.84634274e-02 -4.30015791e-02
-2.20574324e-01 -9.00369478e-02 -1.66891013e-01 -3.96063345e-01
-2.28056745e-01]
[ -7.07363859e-02 2.13916252e-02 -1.29714813e-01 -3.49020280e-01
1.19920505e-01 1.97166777e-02 -2.07164529e-01 -1.51782450e-01
1.23238185e-01 -5.55860527e-02 -3.20053897e-01 -3.00109300e-01
-3.33883369e-01]
[ 6.21124221e-02 -2.97852051e-01 -8.90364354e-02 -4.64211006e-01
-2.12420635e-01 -9.20828856e-02 1.89548263e-02 5.85311224e-02
-4.81658235e-02 2.57135299e-01 -5.43800525e-01 -8.96034746e-01
4.64451404e-01]
[ -2.34343020e-01 -2.34865101e-01 -1.35206080e-01 -3.21056507e-01
-2.92856369e-01 -9.55046431e-02 1.81901378e-01 1.96418187e-02
2.62775979e-01 1.13334399e-02 -4.28246811e-01 -1.08939405e+00
6.56575305e-01]
[ -2.57882036e-02 -1.78614327e-01 1.76053837e-02 -3.29442032e-01
-1.64076920e-01 1.63226799e-01 1.96834340e-01 2.36918488e-01
-4.08452444e-02 2.03497495e-01 -2.53057351e-01 -1.19953621e+00
7.82316817e-01]
[ -1.14885730e-02 -3.74837846e-02 -1.28580374e-01 -1.40913366e-01
-1.74086986e-01 -4.93865215e-02 3.11613522e-01 1.54808286e-01
2.51431474e-01 3.41970162e-01 -5.13911171e-01 -1.16247598e+00
8.21469910e-01]
[ -9.20329542e-02 -2.74271009e-01 5.60609535e-02 -3.37992107e-01
-1.44929237e-01 1.14832591e-01 3.91780153e-01 1.40598698e-01
-6.85023743e-02 1.45115033e-01 -5.72438780e-01 -1.13447273e+00
8.52539145e-01]
[ 1.12642259e-01 -8.56366863e-02 1.32076761e-02 -1.58404348e-01
-7.95819037e-02 -2.02348149e-02 2.91412296e-01 3.73375196e-01
4.30962240e-01 2.45104970e-01 -5.75873496e-01 -1.09323710e+00
5.88252381e-01]
[ 5.68501719e-03 -1.46436225e-01 2.36912517e-02 2.15004553e-02
-9.95572074e-02 -2.83263819e-01 1.61037373e-01 3.87127066e-01
4.62696150e-02 1.42147900e-01 -2.84155213e-01 -9.32149854e-01
2.08373150e-01]
[ 1.16321576e-01 7.68317418e-02 1.22597944e-02 2.69651272e-01
-1.10172277e-01 -5.61554841e-02 -3.59130001e-02 -7.55854440e-02
-1.77545246e-01 -6.61951484e-02 -6.15575030e-02 5.75896861e-02
-6.19657922e-01]
[ 6.42915814e-02 -1.36365071e-01 1.53444639e-01 5.57070471e-01
2.22996699e-01 1.06934211e-02 -3.05572612e-01 -3.31378473e-01
2.87087641e-02 -5.52034616e-01 3.34814015e-01 8.20955965e-01
-1.00301514e+00]
[ 2.17320329e-02 7.56183474e-02 -2.14474842e-01 1.33619819e-01
3.47934685e-02 -3.59317210e-03 -2.12505231e-01 -3.60869752e-01
-2.79653036e-01 -2.84198618e-01 -6.98957662e-03 -1.55636243e-01
-1.95117077e-01]
[ -7.69444954e-02 -1.98054433e-01 5.54304378e-02 -4.38390706e-03
-1.21589478e-01 -1.37685134e-01 -1.03798717e-01 -8.43908264e-02
1.69643454e-03 -4.22650542e-01 -3.65105827e-01 -1.70237042e-01
1.87180870e-01]
[ -1.88221258e-02 -2.54452459e-01 4.64105147e-02 -4.17424921e-01
-1.80233609e-01 -2.35969742e-01 -4.03074801e-01 -6.85833965e-02
-9.39431207e-02 -2.47008258e-02 -2.57545417e-01 3.58545948e-01
2.37092103e-01]
[ 1.53826300e-01 6.32971335e-02 -1.11483167e-01 -4.35973955e-01
-5.29259068e-02 -1.04755699e-01 -2.73145791e-01 -6.68494687e-02
-2.31342853e-01 -2.79228209e-01 -2.88996914e-01 5.52054271e-01
1.81458662e-01]
[ -1.93277741e-01 -1.69172956e-01 -1.21147690e-01 -4.08611514e-01
-4.11981055e-02 2.26236729e-02 -2.97943849e-01 -3.10958171e-01
-1.87883614e-01 -1.37136371e-01 -2.96266388e-01 5.03742538e-01
6.67399563e-02]
[ -5.92570443e-02 -1.90734552e-01 -1.71185739e-01 -4.27234251e-01
-3.44055914e-02 3.93131035e-02 -1.79229891e-01 -1.54762190e-01
-2.91354671e-01 -3.79612146e-01 -1.15910237e-01 3.91695371e-01
1.64561691e-01]
[ 8.84830600e-02 9.87771520e-02 -2.20048128e-02 -3.64329004e-01
-3.12752473e-01 3.33617668e-03 -2.60013413e-01 -3.77331426e-01
-3.56005044e-01 -9.30284254e-02 -1.84369485e-01 3.76471019e-01
1.56425846e-01]
[ -6.01993553e-02 -7.26119752e-03 -2.85582967e-01 -1.07622695e-01
7.39207908e-02 1.54709448e-01 -2.66654927e-01 -2.08944803e-01
-6.51518332e-02 -5.43655948e-02 1.67948906e-01 8.52120220e-01
-9.15411147e-02]
[ 1.55886247e-01 3.15743530e-01 -1.93325016e-01 7.98224679e-01
9.96268733e-02 4.71621719e-03 -1.70090980e-01 -3.48404515e-01
-2.09599535e-01 -2.70788378e-01 7.58068947e-01 8.71615787e-01
-1.54446287e+00]
[ 1.32651100e-02 1.57654560e-01 5.94929633e-02 4.56724673e-01
-1.34499198e-02 -6.28525931e-02 -2.49784892e-01 -3.04473160e-01
-2.68267846e-01 -1.53439170e-01 6.08698219e-01 8.86471338e-01
-1.48801367e+00]
[ -1.45293326e-02 -1.50341504e-01 -1.45403096e-01 3.26067889e-01
-1.94421206e-01 2.39216941e-01 9.92457060e-03 -1.26294672e-01
-2.12487912e-01 -2.93784899e-01 1.86314964e-01 4.60648016e-01
-7.53707468e-01]
[ 8.66006689e-02 -3.82821490e-01 -5.03604716e-02 6.06201124e-02
-1.19066950e-01 1.99884700e-01 9.02189720e-02 1.80239820e-01
-1.92308927e-01 2.29198007e-02 -5.09105236e-02 2.76040582e-01
-4.46298521e-01]
[ 2.13261806e-01 -2.96176980e-01 -1.18511266e-01 -5.21232311e-02
-2.18585612e-01 1.22671992e-01 4.64286402e-02 -1.13313226e-01
-6.67223593e-02 -2.45607097e-02 -1.60525209e-01 -2.28154188e-01
-2.72767649e-01]
[ -1.30844653e-01 -8.18656228e-02 3.85063311e-02 -2.45926520e-01
-6.09825333e-02 -1.41307193e-01 6.06252613e-02 1.00852799e-02
-9.67718699e-02 3.97765707e-02 -3.34334715e-01 -5.05525986e-01
-1.43087873e-01]
[ -1.44852566e-01 -1.33549709e-01 -6.95617666e-02 -2.91957535e-01
-3.43577486e-01 -2.89557976e-01 1.65812311e-01 1.50998165e-01
7.28997478e-03 1.26847109e-01 -2.88159879e-01 -9.10713181e-01
3.05989440e-02]
[ -1.31534639e-01 -2.47806327e-01 -3.06304740e-01 -1.13912246e+00
-3.03206460e-01 -2.10131531e-01 -6.64121653e-02 -5.68804271e-02
5.49332905e-02 -5.05356099e-01 -8.53236039e-01 -6.34200016e-01
-1.59365350e+00]
[ -1.26200834e-01 1.35625925e-01 1.20218794e-02 2.10475972e-01
-2.00202118e-01 -1.78007585e-01 -1.77539480e-01 -9.44304497e-04
-1.55488182e-01 -1.20979037e-01 -8.61894278e-02 -3.71876188e-01
1.13298325e-01]
[ -3.62195091e-01 -1.22256020e-01 -2.73125758e-01 4.02337495e-01
-2.03918249e-01 -2.33053003e-01 -1.66210253e-01 -9.06843373e-02
1.01548578e-03 5.62994299e-02 1.25016980e-01 -3.83037130e-01
3.38082401e-01]
[ -1.26875887e-01 -5.44538981e-02 -2.54192701e-01 2.83247750e-01
-2.30890928e-01 -2.79796779e-01 -3.96913620e-01 -4.61302609e-02
5.84324737e-03 -7.12947387e-02 -1.52528495e-01 -2.92384056e-01
2.27814192e-01]
[ -2.64899421e-01 -5.31952019e-01 -3.42273659e-01 1.29023820e-01
-3.15963848e-01 -2.34826843e-01 -2.54696469e-01 -2.26726555e-01
-3.11977461e-02 -2.83702440e-01 3.51065774e-02 -3.78618283e-01
1.54379234e-01]
[ -2.27278112e-01 -2.97319395e-01 -3.23011232e-01 -6.09232269e-02
-8.69158572e-02 -1.52104020e-01 -1.11338206e-01 3.84843051e-02
-2.10055100e-01 -5.09088048e-01 -2.29657196e-01 -3.09842360e-01
-8.00819847e-03]
[ -9.49331251e-02 -1.76593718e-02 -2.46697400e-01 -1.20201915e+00
-2.77094932e-01 -2.61003434e-01 1.50085728e-01 -5.14767821e-01
1.47769591e-01 -2.50370326e-01 -8.46541629e-01 -4.58691358e-01
-1.50993890e+00]]
Progress: 37.4% ... Training loss: 0.174 ... Validation loss: 0.310[[-0.26998845]
[ 0.23508887]
[-0.05239484]
[ 1.48807651]
[ 0.25668511]
[-0.02514913]
[-0.97916968]
[-0.77598953]
[-0.51481422]
[-0.81230077]
[ 1.32665224]
[ 3.05410011]
[-2.74076363]]
[[ -5.18384765e-01 -4.91426662e-01 -5.92328290e-01 1.17466096e-01
-2.86921494e-01 -5.97473234e-01 1.67938254e-01 -2.28444089e-01
-2.51440023e-01 -3.09462856e-01 3.31285004e-01 1.13676702e+00
4.18560228e-01]
[ 1.60412669e-02 -1.34514425e-01 4.79258020e-02 -1.59343929e-01
-3.85947068e-02 5.84757240e-02 -6.43875275e-02 1.83971486e-01
-1.49459092e-01 -1.64998541e-01 -1.68515610e-01 -1.16710657e-01
-2.41311124e-01]
[ -3.04332003e-01 1.38188764e-01 -4.29316797e-02 5.43651725e-02
7.52332715e-02 -1.39220971e-01 -1.49666677e-01 -2.36023656e-01
2.90201775e-01 -6.65340493e-01 1.08969219e-01 7.13701110e-01
8.20106463e-01]
[ 2.79355585e-01 -2.55908050e-01 -2.73779192e-01 1.43097521e-01
-2.70824995e-01 1.20226936e-02 7.08633139e-01 -6.44379854e-01
3.96280921e-01 -1.93289899e-01 -5.63793710e-02 -3.85004074e-01
-3.41352634e-01]
[ 1.53131702e-01 1.71707520e-02 1.14912057e-01 -1.46859467e-01
-2.05578494e-02 7.51320962e-02 -1.72519771e-01 -1.70860435e-01
7.10259357e-02 2.80885891e-01 1.54507438e-02 -6.17875617e-02
-8.27331921e-02]
[ -4.88103567e-01 -6.27622248e-01 -6.00477489e-01 -6.14348048e-01
-6.00571152e-01 -5.65288108e-01 -4.53088628e-01 -1.46438083e-01
-5.03375432e-01 -2.27058508e-01 -6.44702748e-01 -9.40102035e-01
-7.62445702e-01]
[ -4.17005026e-01 -5.91774856e-01 -3.30733617e-01 -4.88701206e-01
-4.16777696e-01 -5.66945852e-01 -3.96937061e-01 -5.04273767e-01
-3.21815706e-01 -1.02287000e-01 -5.19400817e-01 -5.72116896e-01
-7.18800874e-01]
[ -3.43255484e-01 -3.52068771e-01 -4.90929358e-01 -1.60829519e-01
-3.28930746e-01 -4.28909536e-01 -2.22976171e-01 -3.07629852e-01
-2.50829591e-01 -6.06065331e-01 -3.49552540e-01 -8.59560102e-01
-7.02610899e-01]
[ -4.70580463e-01 -3.34336485e-01 -3.88459125e-01 -2.89948987e-01
-3.27510191e-01 -2.20061528e-01 -4.94217934e-02 -4.89396810e-01
-2.78012963e-01 -4.79210539e-01 -2.34158389e-01 -2.87011646e-01
-2.91551296e-01]
[ -9.62423950e-01 -9.61477786e-01 -9.95168039e-01 -7.08188982e-01
-1.05349712e+00 -9.94455733e-01 -5.28926197e-01 -5.76811238e-01
-7.37763863e-01 -5.83310476e-01 -8.24812549e-01 -6.66365290e-01
-9.76611718e-01]
[ -5.15388657e-01 -2.70384554e-01 -4.75873167e-01 -4.68770052e-01
-3.45313326e-01 -3.67010760e-01 -6.39796978e-01 -6.50799591e-01
-6.76553932e-01 -1.14000731e-01 -6.21459582e-01 -8.54256164e-01
-7.63112550e-01]
[ -1.20340941e-01 2.48927057e-02 -3.45941347e-01 -5.25673297e-01
-1.03708249e-01 -7.64233300e-02 -2.13633371e-01 -4.63971041e-01
-1.99332524e-01 4.01795896e-02 -5.76419825e-01 -1.28905983e+00
-8.55144279e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57061968e-01 -1.27224462e-01 1.63909725e-01 -3.01336152e-01
-1.35919291e-01 1.13131233e-01 -1.50617544e-01 7.28973019e-03
-9.04203918e-02 6.06973926e-02 -2.35329397e-01 -4.91125141e-01
-9.97652945e-02]
[ -9.77295813e-02 -2.65303131e-01 -1.81862519e-01 -2.79040732e-01
-4.76030664e-01 -8.77632052e-02 -1.11467664e-01 -1.18422390e-02
-9.14486633e-02 -1.52254955e-02 -2.49125114e-01 -4.65170522e-01
-2.63313256e-01]
[ -6.14425720e-02 -4.14381814e-02 -2.24741106e-01 -2.66652991e-01
1.04614155e-01 -1.60737771e-01 -2.43025912e-01 1.55224171e-01
-3.02596279e-02 1.79571576e-01 -2.28709574e-01 -1.18517325e-02
-8.66261645e-02]
[ 3.37058014e-02 -1.64644927e-01 -1.50738842e-01 -9.54030555e-02
-1.23359482e-01 -1.07975921e-01 8.96844173e-02 -1.48635127e-01
-3.58671720e-02 2.96627419e-02 -4.52702888e-02 -1.10342328e-01
-4.17096745e-02]
[ -2.96450006e-01 -1.31535216e-01 -8.28120991e-02 -1.49442743e-01
-2.92809367e-01 -2.77740811e-01 -3.40521016e-01 -2.02244450e-02
-3.36068286e-01 -2.36099746e-01 1.43766209e-01 -1.63437207e-01
5.34143889e-02]
[ -2.35281661e-01 -1.24070073e-01 -9.73595216e-02 -3.92164212e-02
-8.54473564e-02 -1.21716804e-01 -7.45689321e-02 -1.80893519e-02
-1.36516125e-01 -1.40601624e-01 -1.44214900e-02 -2.52917685e-01
-2.22560084e-01]
[ -1.82689004e-01 -7.75598596e-02 -2.31134972e-01 -1.99670556e-01
-1.63725285e-01 -2.07452875e-01 -3.66200673e-01 -1.22600214e-01
1.31116368e-01 -2.60556753e-01 -3.65754760e-01 -4.61913341e-01
-4.88815172e-01]
[ -3.70578084e-01 -5.66172544e-02 -1.52966466e-01 -1.01852166e-01
-4.57132107e-02 -3.14490390e-01 5.16837120e-02 -9.11122298e-02
-1.14713917e-01 3.97469671e-02 4.64905466e-02 -2.97558434e-01
-3.86258833e-01]
[ -1.54913911e-01 -1.39831312e-01 -5.48328638e-02 -2.48578651e-01
-1.25881988e-01 -2.96013099e-01 8.44850570e-02 -1.72721090e-01
-1.86376977e-01 5.74423258e-02 1.72261127e-01 5.09707708e-02
-1.36690738e-01]
[ -1.28814854e-01 -1.69133152e-01 -1.15485640e-01 -3.09374206e-01
9.42824717e-02 -1.85241071e-02 -1.62130477e-01 -1.81780528e-01
1.10830294e-01 -9.03294165e-02 -1.33876931e-01 -5.23795418e-02
-3.08454518e-01]
[ -3.67323925e-02 -3.54498628e-02 -1.50396947e-01 -1.55959951e-01
-2.31488377e-01 6.29015395e-02 -3.76861937e-02 -4.25605508e-02
-2.20335400e-01 -8.94026821e-02 -1.67293137e-01 -3.96612804e-01
-2.27755562e-01]
[ -7.08290669e-02 2.14342497e-02 -1.29726301e-01 -3.48712800e-01
1.19979059e-01 1.97115789e-02 -2.07578859e-01 -1.51665796e-01
1.23026278e-01 -5.57217947e-02 -3.20163002e-01 -3.01364620e-01
-3.34203400e-01]
[ 6.20371635e-02 -2.97808218e-01 -8.90449941e-02 -4.63875523e-01
-2.12372130e-01 -9.20858362e-02 1.84282733e-02 5.81703541e-02
-4.83455873e-02 2.56692109e-01 -5.43534309e-01 -8.95494751e-01
4.63739655e-01]
[ -2.34321411e-01 -2.34879635e-01 -1.35203188e-01 -3.21550220e-01
-2.92879053e-01 -9.55043442e-02 1.82058212e-01 1.96615783e-02
2.62800846e-01 1.15888357e-02 -4.28572713e-01 -1.08960866e+00
6.57413609e-01]
[ -2.58478703e-02 -1.78615048e-01 1.76087655e-02 -3.29360928e-01
-1.64069643e-01 1.63224860e-01 1.96985060e-01 2.37109904e-01
-4.08858070e-02 2.03511491e-01 -2.53341919e-01 -1.20076860e+00
7.83040814e-01]
[ -1.13507910e-02 -3.75826120e-02 -1.28569840e-01 -1.41736596e-01
-1.74190321e-01 -4.93815850e-02 3.12747859e-01 1.55099395e-01
2.51954268e-01 3.42477822e-01 -5.14502203e-01 -1.16400499e+00
8.22790907e-01]
[ -9.19926966e-02 -2.74318500e-01 5.60653396e-02 -3.38301564e-01
-1.44975144e-01 1.14834348e-01 3.92337280e-01 1.40771350e-01
-6.82017236e-02 1.45150512e-01 -5.72689551e-01 -1.13542253e+00
8.53107486e-01]
[ 1.12704770e-01 -8.56687965e-02 1.32135391e-02 -1.58639100e-01
-7.96214434e-02 -2.02323092e-02 2.91767494e-01 3.73633625e-01
4.31123181e-01 2.45358330e-01 -5.76002574e-01 -1.09342086e+00
5.88494873e-01]
[ 5.68330762e-03 -1.46433580e-01 2.36913638e-02 2.17438944e-02
-9.95492041e-02 -2.83264057e-01 1.60908051e-01 3.87023710e-01
4.62403428e-02 1.42110687e-01 -2.83997139e-01 -9.31921044e-01
2.08027540e-01]
[ 1.15910000e-01 7.72497169e-02 1.22135537e-02 2.75111571e-01
-1.09708947e-01 -5.61766778e-02 -3.86495529e-02 -7.64561257e-02
-1.79017580e-01 -6.70591440e-02 -5.78237828e-02 6.60173087e-02
-6.25090093e-01]
[ 6.46238601e-02 -1.36809484e-01 1.53497280e-01 5.53353967e-01
2.22355242e-01 1.07118045e-02 -3.02748048e-01 -3.30226269e-01
2.99886057e-02 -5.51475299e-01 3.31617755e-01 8.10932087e-01
-1.00250198e+00]
[ 2.16565683e-02 7.56531075e-02 -2.14481965e-01 1.33857492e-01
3.48401461e-02 -3.59588818e-03 -2.12815142e-01 -3.60936660e-01
-2.79708474e-01 -2.84593358e-01 -6.73498438e-03 -1.55145266e-01
-1.95001921e-01]
[ -7.68301851e-02 -1.98110962e-01 5.54409658e-02 -6.97229070e-03
-1.21653946e-01 -1.37683508e-01 -1.02792815e-01 -8.35466628e-02
2.14273698e-03 -4.22194683e-01 -3.66568171e-01 -1.74006599e-01
1.91297591e-01]
[ -1.88656711e-02 -2.54304895e-01 4.63858404e-02 -4.17673944e-01
-1.80104065e-01 -2.35972292e-01 -4.04142993e-01 -6.92360282e-02
-9.43105935e-02 -2.55183674e-02 -2.56531878e-01 3.64107096e-01
2.35756429e-01]
[ 1.53873203e-01 6.32642507e-02 -1.11477369e-01 -4.36058055e-01
-5.29542886e-02 -1.04753484e-01 -2.72955492e-01 -6.67354677e-02
-2.31259104e-01 -2.79061006e-01 -2.89087911e-01 5.51797220e-01
1.81585420e-01]
[ -1.93213835e-01 -1.69298941e-01 -1.21112787e-01 -4.10420216e-01
-4.14120964e-02 2.26308272e-02 -2.97620969e-01 -3.10041338e-01
-1.87882097e-01 -1.35933254e-01 -2.97995340e-01 4.99681064e-01
7.19783011e-02]
[ -5.95261758e-02 -1.90307947e-01 -1.71242353e-01 -4.27662715e-01
-3.40051627e-02 3.92952399e-02 -1.80211096e-01 -1.56036863e-01
-2.91962305e-01 -3.80750732e-01 -1.15272492e-01 3.97322200e-01
1.65419370e-01]
[ 8.84989909e-02 9.87284121e-02 -2.20002106e-02 -3.64637448e-01
-3.12797178e-01 3.33743337e-03 -2.59917737e-01 -3.77159472e-01
-3.55906742e-01 -9.29918408e-02 -1.84666720e-01 3.75636974e-01
1.57337308e-01]
[ -6.01620752e-02 -7.29423079e-03 -2.85574191e-01 -1.07445070e-01
7.39040389e-02 1.54711040e-01 -2.66708142e-01 -2.08592831e-01
-6.51457060e-02 -5.39940683e-02 1.67864719e-01 8.51077459e-01
-9.18158587e-02]
[ 1.56134815e-01 3.15552122e-01 -1.93283740e-01 7.98283528e-01
9.93888646e-02 4.73376250e-03 -1.69667947e-01 -3.48134728e-01
-2.09201746e-01 -2.69949575e-01 7.57819110e-01 8.68687335e-01
-1.54567963e+00]
[ 1.48559176e-02 1.56723487e-01 5.96372720e-02 4.51620865e-01
-1.44120919e-02 -6.27786748e-02 -2.44032818e-01 -3.03998847e-01
-2.65555974e-01 -1.49759852e-01 6.03286043e-01 8.77612970e-01
-1.48966684e+00]
[ -1.44152515e-02 -1.50467011e-01 -1.45384259e-01 3.25267765e-01
-1.94541733e-01 2.39225978e-01 1.07922932e-02 -1.25707965e-01
-2.12199327e-01 -2.93404689e-01 1.85676748e-01 4.58748209e-01
-7.53742615e-01]
[ 8.67520096e-02 -3.82959913e-01 -5.03351229e-02 5.97142673e-02
-1.19273198e-01 1.99894342e-01 9.08979618e-02 1.80930912e-01
-1.91937366e-01 2.36025025e-02 -5.18290636e-02 2.72623680e-01
-4.45400846e-01]
[ 2.13608878e-01 -2.96477046e-01 -1.18455903e-01 -5.63099240e-02
-2.18981940e-01 1.22689809e-01 4.87662459e-02 -1.11497526e-01
-6.57676977e-02 -2.26617467e-02 -1.64112186e-01 -2.37476879e-01
-2.65643355e-01]
[ -1.30647999e-01 -8.20630058e-02 3.85358090e-02 -2.47376031e-01
-6.11880579e-02 -1.41298653e-01 6.19173830e-02 1.08589608e-02
-9.61530071e-02 4.06190940e-02 -3.35471554e-01 -5.07918574e-01
-1.41467470e-01]
[ -1.44910251e-01 -1.33429445e-01 -6.95690817e-02 -2.91396692e-01
-3.43483242e-01 -2.89560577e-01 1.65471468e-01 1.50797221e-01
6.95060015e-03 1.26874505e-01 -2.87800792e-01 -9.10111582e-01
2.96020588e-02]
[ -1.30740191e-01 -2.48532688e-01 -3.06208129e-01 -1.14596754e+00
-3.04242077e-01 -2.10090012e-01 -6.08323155e-02 -5.49133452e-02
5.71702685e-02 -5.03193617e-01 -8.59539116e-01 -6.47915115e-01
-1.59329439e+00]
[ -1.25844850e-01 1.35235607e-01 1.20932179e-02 2.07265404e-01
-2.00561669e-01 -1.77988036e-01 -1.75728589e-01 7.80747721e-04
-1.54680708e-01 -1.19115038e-01 -8.89039937e-02 -3.78355710e-01
1.18318675e-01]
[ -3.62166992e-01 -1.22205860e-01 -2.73114695e-01 4.02189887e-01
-2.03907867e-01 -2.33054366e-01 -1.66043865e-01 -9.02278351e-02
9.32609025e-04 5.68211405e-02 1.24511507e-01 -3.86590138e-01
3.40382457e-01]
[ -1.26727628e-01 -5.41711860e-02 -2.54186450e-01 2.85617231e-01
-2.30718210e-01 -2.79788163e-01 -3.96538707e-01 -4.64157395e-02
5.69804771e-03 -7.06498911e-02 -1.49999405e-01 -2.89523747e-01
2.27077315e-01]
[ -2.63717655e-01 -5.32936718e-01 -3.42123220e-01 1.20447533e-01
-3.17094894e-01 -2.34768761e-01 -2.49455399e-01 -2.24388206e-01
-2.83020947e-02 -2.80311355e-01 2.73143691e-02 -3.93893730e-01
1.63815573e-01]
[ -2.27216591e-01 -2.97427874e-01 -3.22978564e-01 -6.01922801e-02
-8.70532702e-02 -1.52093922e-01 -1.12247015e-01 3.89155107e-02
-2.10369650e-01 -5.08382481e-01 -2.29442378e-01 -3.09281015e-01
-7.98715377e-03]
[ -9.49759497e-02 -1.74078631e-02 -2.46757268e-01 -1.20267547e+00
-2.76766425e-01 -2.61013762e-01 1.49820713e-01 -5.15834721e-01
1.47548684e-01 -2.51145872e-01 -8.45931155e-01 -4.54530102e-01
-1.51312505e+00]]
Progress: 37.5% ... Training loss: 0.169 ... Validation loss: 0.305[[-0.25443512]
[ 0.24453623]
[-0.04283276]
[ 1.50132951]
[ 0.26858645]
[-0.0121137 ]
[-0.95338831]
[-0.76562277]
[-0.49328065]
[-0.79054985]
[ 1.34171091]
[ 3.06865875]
[-2.74223262]]
[[ -5.20282081e-01 -4.90550019e-01 -5.92491258e-01 1.26783816e-01
-2.85469772e-01 -5.97606651e-01 1.57677691e-01 -2.30053596e-01
-2.55377146e-01 -3.15571412e-01 3.40128674e-01 1.16265896e+00
4.17523306e-01]
[ 1.59615234e-02 -1.34756693e-01 4.79015501e-02 -1.62120362e-01
-3.88077006e-02 5.84693818e-02 -6.46349800e-02 1.84213035e-01
-1.48933767e-01 -1.65451942e-01 -1.71038050e-01 -1.17762177e-01
-2.39403781e-01]
[ -3.03882623e-01 1.37102714e-01 -4.27510060e-02 4.71263368e-02
7.40587810e-02 -1.39150360e-01 -1.50760446e-01 -2.28209534e-01
2.90816420e-01 -6.62925671e-01 1.03472753e-01 7.13962793e-01
8.31317361e-01]
[ 2.78479869e-01 -2.54381443e-01 -2.73949472e-01 1.56857921e-01
-2.69097718e-01 1.19248299e-02 7.02278330e-01 -6.50703025e-01
3.91380842e-01 -1.96066448e-01 -4.35736187e-02 -3.57474970e-01
-3.73016920e-01]
[ 1.51456459e-01 1.84404744e-02 1.14698832e-01 -1.37071782e-01
-1.86798235e-02 7.49838684e-02 -1.80920773e-01 -1.76426874e-01
6.67962880e-02 2.74285659e-01 2.39639068e-02 -3.83997522e-02
-9.42842363e-02]
[ -4.89225541e-01 -6.27056177e-01 -6.00621372e-01 -6.08961379e-01
-5.99844695e-01 -5.65377007e-01 -4.57127209e-01 -1.49631824e-01
-5.05163775e-01 -2.31125968e-01 -6.40833915e-01 -9.35408766e-01
-7.64955027e-01]
[ -4.18546694e-01 -5.90680663e-01 -3.30966716e-01 -4.81809759e-01
-4.15378849e-01 -5.67060626e-01 -4.04339651e-01 -5.07974432e-01
-3.25619352e-01 -1.07533941e-01 -5.11374661e-01 -5.45688779e-01
-7.26548315e-01]
[ -3.43542519e-01 -3.52173573e-01 -4.90912368e-01 -1.60652512e-01
-3.28906247e-01 -4.28931741e-01 -2.26085388e-01 -3.06154416e-01
-2.51570841e-01 -6.07067074e-01 -3.48706155e-01 -8.50677214e-01
-7.00030359e-01]
[ -4.71051269e-01 -3.33960699e-01 -3.88525213e-01 -2.88848598e-01
-3.27135859e-01 -2.20103907e-01 -5.13322527e-02 -4.90808919e-01
-2.78865299e-01 -4.80714707e-01 -2.33261038e-01 -2.85071175e-01
-2.93432460e-01]
[ -9.64025513e-01 -9.60948324e-01 -9.95361302e-01 -7.01307593e-01
-1.05274317e+00 -9.94568626e-01 -5.37118945e-01 -5.79328685e-01
-7.40747277e-01 -5.88624034e-01 -8.18104410e-01 -6.44794144e-01
-9.71764426e-01]
[ -5.16246284e-01 -2.69654423e-01 -4.75996840e-01 -4.68134017e-01
-3.44369418e-01 -3.67083496e-01 -6.43426428e-01 -6.53037040e-01
-6.78405389e-01 -1.17468827e-01 -6.19126624e-01 -8.39086615e-01
-7.67267779e-01]
[ -1.21303236e-01 2.55643604e-02 -3.46050491e-01 -5.19635209e-01
-1.02881974e-01 -7.65059578e-02 -2.18272020e-01 -4.66047223e-01
-2.01683226e-01 3.71409320e-02 -5.71822197e-01 -1.28385578e+00
-8.65393733e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57184431e-01 -1.27157153e-01 1.63875516e-01 -2.99828034e-01
-1.35734260e-01 1.13114076e-01 -1.51121090e-01 6.44260359e-03
-9.05198060e-02 6.00038114e-02 -2.34299114e-01 -4.88811697e-01
-1.00293284e-01]
[ -9.84870495e-02 -2.64942622e-01 -1.81938356e-01 -2.75864946e-01
-4.75691454e-01 -8.78184143e-02 -1.14243604e-01 -1.32354270e-02
-9.26421757e-02 -1.74435341e-02 -2.47248031e-01 -4.65990800e-01
-2.65984512e-01]
[ -6.20820969e-02 -4.09259701e-02 -2.24841377e-01 -2.64426965e-01
1.05333082e-01 -1.60784056e-01 -2.45663335e-01 1.53239287e-01
-3.16830915e-02 1.76389437e-01 -2.25491430e-01 3.03925336e-04
-8.79858586e-02]
[ 3.29782247e-02 -1.64220034e-01 -1.50840499e-01 -9.33947850e-02
-1.22755237e-01 -1.08029784e-01 8.60844654e-02 -1.50417626e-01
-3.75006654e-02 2.76262790e-02 -4.21162550e-02 -9.82005197e-02
-4.47288004e-02]
[ -2.96685166e-01 -1.31244359e-01 -8.28638735e-02 -1.45899620e-01
-2.92508675e-01 -2.77759830e-01 -3.41896688e-01 -2.15059750e-02
-3.37065559e-01 -2.36872853e-01 1.46688710e-01 -1.56425316e-01
4.74168992e-02]
[ -2.35300126e-01 -1.24421331e-01 -9.73173683e-02 -4.29167881e-02
-8.59379339e-02 -1.21704618e-01 -7.39514236e-02 -1.58637411e-02
-1.35931927e-01 -1.40495995e-01 -1.78570684e-02 -2.60193204e-01
-2.13355104e-01]
[ -1.82696355e-01 -7.79288143e-02 -2.31094711e-01 -2.02971024e-01
-1.63932092e-01 -2.07453079e-01 -3.66888328e-01 -1.20796083e-01
1.31402679e-01 -2.60684673e-01 -3.67770258e-01 -4.61049514e-01
-4.83422360e-01]
[ -3.70902227e-01 -5.61586322e-02 -1.53027244e-01 -9.71442751e-02
-4.52165603e-02 -3.14526347e-01 4.88773943e-02 -9.26483656e-02
-1.16197252e-01 3.85298415e-02 5.04316407e-02 -2.87947453e-01
-3.93535551e-01]
[ -1.54993700e-01 -1.39703768e-01 -5.48436920e-02 -2.46387619e-01
-1.25717955e-01 -2.96019505e-01 8.37123748e-02 -1.73142728e-01
-1.86705656e-01 5.74710282e-02 1.74193587e-01 5.46654692e-02
-1.37946218e-01]
[ -1.28862893e-01 -1.69156562e-01 -1.15481182e-01 -3.09561018e-01
9.42919968e-02 -1.85243211e-02 -1.62112613e-01 -1.81799633e-01
1.10772176e-01 -9.02563777e-02 -1.34267347e-01 -5.44947183e-02
-3.08427437e-01]
[ -3.69233760e-02 -3.52499440e-02 -1.50427418e-01 -1.55242443e-01
-2.31332745e-01 6.28831345e-02 -3.87865015e-02 -4.33457210e-02
-2.20704200e-01 -9.00088791e-02 -1.66669681e-01 -3.94206797e-01
-2.28695086e-01]
[ -7.10995867e-02 2.16672567e-02 -1.29773427e-01 -3.48047393e-01
1.20226632e-01 1.96838543e-02 -2.08415581e-01 -1.52475338e-01
1.22556284e-01 -5.68949059e-02 -3.19381839e-01 -2.99407217e-01
-3.35338385e-01]
[ 6.16773409e-02 -2.97522758e-01 -8.91113858e-02 -4.62278246e-01
-2.12020608e-01 -9.21180145e-02 1.69248000e-02 5.71135455e-02
-4.92335870e-02 2.55331820e-01 -5.42233891e-01 -8.93581829e-01
4.59117979e-01]
[ -2.34446551e-01 -2.34809441e-01 -1.35219640e-01 -3.21248242e-01
-2.92818069e-01 -9.55141245e-02 1.81506690e-01 1.92964744e-02
2.62523686e-01 1.10938826e-02 -4.28330606e-01 -1.08943739e+00
6.56837394e-01]
[ -2.57374366e-02 -1.78703291e-01 1.76368580e-02 -3.30201661e-01
-1.64183989e-01 1.63234849e-01 1.97785149e-01 2.37898957e-01
-4.05692488e-02 2.04287666e-01 -2.54108773e-01 -1.20266506e+00
7.85354791e-01]
[ -1.14237994e-02 -3.75065222e-02 -1.28588276e-01 -1.41437253e-01
-1.74131619e-01 -4.93899685e-02 3.12721124e-01 1.54780553e-01
2.51922074e-01 3.42233984e-01 -5.14337860e-01 -1.16397521e+00
8.22025818e-01]
[ -9.20014029e-02 -2.74288016e-01 5.60599922e-02 -3.38040983e-01
-1.44939682e-01 1.14831500e-01 3.92297749e-01 1.40648426e-01
-6.82699409e-02 1.45118391e-01 -5.72564104e-01 -1.13520377e+00
8.52443810e-01]
[ 1.12154510e-01 -8.53932153e-02 1.31543089e-02 -1.56143787e-01
-7.92920399e-02 -2.02737966e-02 2.89625126e-01 3.72827638e-01
4.29949214e-01 2.43649146e-01 -5.74209231e-01 -1.09230602e+00
5.83818804e-01]
[ 5.89436412e-03 -1.46552984e-01 2.37217785e-02 2.13632760e-02
-9.96832345e-02 -2.83251277e-01 1.61665068e-01 3.87444637e-01
4.66301919e-02 1.42765674e-01 -2.84341957e-01 -9.32014076e-01
2.08118836e-01]
[ 1.16183710e-01 7.70587003e-02 1.22406793e-02 2.74359663e-01
-1.09844784e-01 -5.61586152e-02 -3.73407584e-02 -7.57710740e-02
-1.78262867e-01 -6.65776896e-02 -5.82403755e-02 6.54999377e-02
-6.24986678e-01]
[ 6.41590963e-02 -1.36534037e-01 1.53416085e-01 5.58051113e-01
2.22794210e-01 1.06716177e-02 -3.05169558e-01 -3.32342422e-01
2.88857166e-02 -5.53470397e-01 3.35256742e-01 8.18608643e-01
-1.00491225e+00]
[ 2.15331430e-02 7.56792328e-02 -2.14483190e-01 1.34516192e-01
3.48801726e-02 -3.60557088e-03 -2.13671978e-01 -3.61519730e-01
-2.79847290e-01 -2.85166957e-01 -6.10858284e-03 -1.54853121e-01
-1.95241828e-01]
[ -7.68674894e-02 -1.98231330e-01 5.54605712e-02 -7.73076591e-03
-1.21752417e-01 -1.37683553e-01 -1.02985134e-01 -8.30849473e-02
2.31457771e-03 -4.22210837e-01 -3.66982488e-01 -1.76223932e-01
1.93534563e-01]
[ -1.91293679e-02 -2.53997784e-01 4.63071181e-02 -4.16209285e-01
-1.79796689e-01 -2.35994083e-01 -4.05124637e-01 -7.09045897e-02
-9.50494503e-02 -2.66041113e-02 -2.55069359e-01 3.70818501e-01
2.31632909e-01]
[ 1.53874678e-01 6.32664711e-02 -1.11471308e-01 -4.36708029e-01
-5.29792563e-02 -1.04756852e-01 -2.73209783e-01 -6.69047582e-02
-2.31148399e-01 -2.78940260e-01 -2.89663575e-01 5.51216698e-01
1.83438304e-01]
[ -1.93057294e-01 -1.69670435e-01 -1.21043514e-01 -4.14291363e-01
-4.19324179e-02 2.26544885e-02 -2.96397368e-01 -3.07708278e-01
-1.86973505e-01 -1.34824927e-01 -3.01714884e-01 4.91608958e-01
8.03777944e-02]
[ -6.06955283e-02 -1.89585100e-01 -1.71396812e-01 -4.26534008e-01
-3.30380764e-02 3.92065206e-02 -1.85124247e-01 -1.58418147e-01
-2.94014209e-01 -3.85563281e-01 -1.12262112e-01 4.12352776e-01
1.64492201e-01]
[ 8.83027675e-02 9.86437139e-02 -2.20080252e-02 -3.65910181e-01
-3.12880695e-01 3.33297911e-03 -2.60405894e-01 -3.76958148e-01
-3.56063998e-01 -9.32866697e-02 -1.85670022e-01 3.72806091e-01
1.61242065e-01]
[ -6.08053034e-02 -6.58734331e-03 -2.85663471e-01 -1.04147178e-01
7.46058395e-02 1.54651124e-01 -2.69963900e-01 -2.09863770e-01
-6.72951138e-02 -5.58483418e-02 1.71708906e-01 8.64356444e-01
-9.65686490e-02]
[ 1.56150974e-01 3.15327865e-01 -1.93269199e-01 7.98062537e-01
9.92840366e-02 4.73933373e-03 -1.70585406e-01 -3.47328335e-01
-2.08983845e-01 -2.69976248e-01 7.57853772e-01 8.71440162e-01
-1.54371044e+00]
[ 1.46913176e-02 1.56961084e-01 5.95886178e-02 4.54786311e-01
-1.40697150e-02 -6.27921810e-02 -2.44981469e-01 -3.05396247e-01
-2.66187112e-01 -1.51065051e-01 6.06681949e-01 8.85204924e-01
-1.49257060e+00]
[ -1.44072303e-02 -1.50490739e-01 -1.45373466e-01 3.25784615e-01
-1.94567052e-01 2.39226692e-01 1.03276420e-02 -1.25813843e-01
-2.12331765e-01 -2.93118981e-01 1.85518623e-01 4.57844718e-01
-7.53594567e-01]
[ 8.67352497e-02 -3.82853341e-01 -5.03419425e-02 6.19019113e-02
-1.19167306e-01 1.99894470e-01 9.03488778e-02 1.80794335e-01
-1.92389220e-01 2.37344029e-02 -5.04043119e-02 2.75239569e-01
-4.49142526e-01]
[ 2.13550788e-01 -2.96449872e-01 -1.18461182e-01 -5.59620237e-02
-2.18958317e-01 1.22684884e-01 4.84321474e-02 -1.11547171e-01
-6.58953760e-02 -2.25866563e-02 -1.63977733e-01 -2.37775051e-01
-2.65707064e-01]
[ -1.30635449e-01 -8.20739415e-02 3.85378670e-02 -2.47441303e-01
-6.11997497e-02 -1.41297670e-01 6.20192628e-02 1.09083743e-02
-9.61015780e-02 4.06510060e-02 -3.35524837e-01 -5.08093293e-01
-1.41404664e-01]
[ -1.44867303e-01 -1.33413842e-01 -6.95638175e-02 -2.91448764e-01
-3.43469005e-01 -2.89559451e-01 1.65660477e-01 1.50767667e-01
6.96521581e-03 1.27192398e-01 -2.87907474e-01 -9.09980660e-01
2.94273704e-02]
[ -1.31384309e-01 -2.48257769e-01 -3.06280601e-01 -1.14580203e+00
-3.03804323e-01 -2.10138176e-01 -6.33822288e-02 -5.62171815e-02
5.60237428e-02 -5.05400085e-01 -8.58056034e-01 -6.36942341e-01
-1.59467976e+00]
[ -1.25685045e-01 1.35022126e-01 1.21074129e-02 2.05500849e-01
-2.00746240e-01 -1.77977122e-01 -1.74581452e-01 1.14134085e-03
-1.54106818e-01 -1.18305688e-01 -9.04669136e-02 -3.82377923e-01
1.22056550e-01]
[ -3.62694509e-01 -1.21793330e-01 -2.73181391e-01 4.07854827e-01
-2.03412426e-01 -2.33097887e-01 -1.69448810e-01 -9.19114165e-02
-8.27583352e-04 5.48349515e-02 1.28598893e-01 -3.80749092e-01
3.34545215e-01]
[ -1.26462102e-01 -5.47305724e-02 -2.54132494e-01 2.80630787e-01
-2.31241830e-01 -2.79767995e-01 -3.95713402e-01 -4.48437267e-02
6.85705802e-03 -6.99935359e-02 -1.53747336e-01 -2.93600042e-01
2.34083194e-01]
[ -2.64142007e-01 -5.32727794e-01 -3.42180461e-01 1.23855496e-01
-3.16811995e-01 -2.34794939e-01 -2.51079178e-01 -2.24723110e-01
-2.92127980e-02 -2.81962535e-01 3.01190439e-02 -3.89124385e-01
1.60522463e-01]
[ -2.28328014e-01 -2.96721301e-01 -3.23119071e-01 -5.19963046e-02
-8.62023664e-02 -1.52180183e-01 -1.17752456e-01 3.57566534e-02
-2.12546503e-01 -5.12042562e-01 -2.22962216e-01 -2.99517428e-01
-1.28331198e-02]
[ -9.61153547e-02 -1.63066955e-02 -2.46914583e-01 -1.19980336e+00
-2.75601098e-01 -2.61108976e-01 1.44471502e-01 -5.18117226e-01
1.44624482e-01 -2.54927970e-01 -8.41836883e-01 -4.35833602e-01
-1.51806450e+00]]
Progress: 37.5% ... Training loss: 0.174 ... Validation loss: 0.308[[-0.27148487]
[ 0.22953684]
[-0.05372566]
[ 1.47826344]
[ 0.25679412]
[-0.02578739]
[-0.98082119]
[-0.78223759]
[-0.51620796]
[-0.81322811]
[ 1.321441 ]
[ 3.05019683]
[-2.76313821]]
[[ -5.19366009e-01 -4.91815821e-01 -5.92301447e-01 1.16121525e-01
-2.86558464e-01 -5.97567053e-01 1.64792917e-01 -2.23403142e-01
-2.51903192e-01 -3.10120402e-01 3.30434046e-01 1.13663615e+00
4.46597893e-01]
[ 1.58356071e-02 -1.34522165e-01 4.78569855e-02 -1.61052446e-01
-3.85716469e-02 5.84598389e-02 -6.50239675e-02 1.83202214e-01
-1.49270573e-01 -1.66059706e-01 -1.69896843e-01 -1.13642444e-01
-2.42762096e-01]
[ -3.04215529e-01 1.37121972e-01 -4.28125495e-02 4.11698963e-02
7.41751345e-02 -1.39168836e-01 -1.49910836e-01 -2.29954739e-01
2.92116234e-01 -6.65752907e-01 1.00001864e-01 7.09241881e-01
8.45514695e-01]
[ 2.80276885e-01 -2.55357021e-01 -2.73894464e-01 1.47270711e-01
-2.70307809e-01 1.19954480e-02 7.11901607e-01 -6.54749727e-01
3.96050140e-01 -1.95977372e-01 -4.89205365e-02 -3.50973740e-01
-3.77480310e-01]
[ 1.52710180e-01 1.67318300e-02 1.14947736e-01 -1.41389748e-01
-2.00056827e-02 7.50420749e-02 -1.79402312e-01 -1.72606311e-01
6.96606157e-02 2.79677861e-01 1.79472410e-02 -5.72975477e-02
-7.83552591e-02]
[ -4.88649137e-01 -6.27683192e-01 -6.00509864e-01 -6.13180282e-01
-6.00394957e-01 -5.65348261e-01 -4.55807534e-01 -1.46178883e-01
-5.04829942e-01 -2.27487628e-01 -6.44918764e-01 -9.42831718e-01
-7.59300954e-01]
[ -4.17979347e-01 -5.90699749e-01 -3.30917269e-01 -4.83922601e-01
-4.15429816e-01 -5.67044696e-01 -4.00099325e-01 -5.06703783e-01
-3.24055120e-01 -1.04331067e-01 -5.13225722e-01 -5.50963855e-01
-7.21202253e-01]
[ -3.42578613e-01 -3.53392775e-01 -4.90787394e-01 -1.72073427e-01
-3.30118585e-01 -4.28891410e-01 -2.20755817e-01 -3.03292214e-01
-2.48362234e-01 -6.04674941e-01 -3.57561294e-01 -8.66166027e-01
-6.83048776e-01]
[ -4.70214308e-01 -3.34844304e-01 -3.88424426e-01 -2.94555987e-01
-3.27941661e-01 -2.20064573e-01 -4.73648741e-02 -4.89710083e-01
-2.76974681e-01 -4.78087284e-01 -2.38590495e-01 -2.93896908e-01
-2.89225678e-01]
[ -9.62592919e-01 -9.62372052e-01 -9.95127113e-01 -7.15712566e-01
-1.05413750e+00 -9.94512217e-01 -5.28881360e-01 -5.72588599e-01
-7.36807609e-01 -5.80997085e-01 -8.30522823e-01 -6.71814362e-01
-9.45018634e-01]
[ -5.15996251e-01 -2.69781275e-01 -4.75960934e-01 -4.69073294e-01
-3.44418419e-01 -3.67069437e-01 -6.41888596e-01 -6.52106238e-01
-6.78130859e-01 -1.16316193e-01 -6.19674893e-01 -8.39743813e-01
-7.66724788e-01]
[ -1.20041245e-01 2.43660336e-02 -3.45933870e-01 -5.27751008e-01
-1.04058017e-01 -7.64520868e-02 -2.13190486e-01 -4.65033483e-01
-1.98900136e-01 4.02221183e-02 -5.78976020e-01 -1.29319093e+00
-8.60494015e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57030118e-01 -1.27396077e-01 1.63916034e-01 -3.01559593e-01
-1.35926967e-01 1.13124147e-01 -1.50655373e-01 7.51738615e-03
-9.03446710e-02 6.10156629e-02 -2.35651037e-01 -4.91252847e-01
-9.90939841e-02]
[ -9.79837596e-02 -2.65296756e-01 -1.81875883e-01 -2.78686573e-01
-4.76078564e-01 -8.77974739e-02 -1.12000148e-01 -1.06690648e-02
-9.19933542e-02 -1.48937437e-02 -2.50189581e-01 -4.73697239e-01
-2.62811512e-01]
[ -6.23550870e-02 -4.05450686e-02 -2.24882970e-01 -2.62148135e-01
1.05877860e-01 -1.60797253e-01 -2.47737860e-01 1.51619070e-01
-3.26439401e-02 1.75441166e-01 -2.23199437e-01 8.72880163e-03
-9.32692267e-02]
[ 3.34569188e-02 -1.64661849e-01 -1.50736944e-01 -9.55023468e-02
-1.23323932e-01 -1.08008842e-01 8.85976457e-02 -1.47651372e-01
-3.63065397e-02 3.06282999e-02 -4.48421567e-02 -1.09775929e-01
-3.58972971e-02]
[ -2.96530428e-01 -1.31156603e-01 -8.28745116e-02 -1.47720676e-01
-2.92452870e-01 -2.77757991e-01 -3.40303194e-01 -2.16316653e-02
-3.36541339e-01 -2.35894890e-01 1.45531290e-01 -1.55527779e-01
5.02396704e-02]
[ -2.35158187e-01 -1.24663015e-01 -9.72925558e-02 -4.40418074e-02
-8.60833792e-02 -1.21698992e-01 -7.30789658e-02 -1.55417147e-02
-1.35451668e-01 -1.40158461e-01 -1.91481741e-02 -2.63371857e-01
-2.10214887e-01]
[ -1.82506900e-01 -7.82716638e-02 -2.31062101e-01 -2.06973205e-01
-1.64299111e-01 -2.07444737e-01 -3.65683085e-01 -1.19812974e-01
1.32422781e-01 -2.60423876e-01 -3.70373983e-01 -4.67942934e-01
-4.78536847e-01]
[ -3.70691391e-01 -5.63718903e-02 -1.53004472e-01 -9.95689104e-02
-4.54434514e-02 -3.14517742e-01 5.06051350e-02 -9.18012859e-02
-1.15290038e-01 3.92829957e-02 4.87927668e-02 -2.89723327e-01
-3.88816363e-01]
[ -1.54351038e-01 -1.40446428e-01 -5.47582155e-02 -2.52093114e-01
-1.26456256e-01 -2.95991229e-01 8.72560395e-02 -1.71560523e-01
-1.85171405e-01 5.91222395e-02 1.68812647e-01 4.48075677e-02
-1.29182287e-01]
[ -1.28775514e-01 -1.69220730e-01 -1.15468561e-01 -3.10237569e-01
9.42350841e-02 -1.85193388e-02 -1.61611517e-01 -1.81431056e-01
1.10955725e-01 -8.99411207e-02 -1.34650462e-01 -5.50001534e-02
-3.08260946e-01]
[ -3.69256806e-02 -3.52308165e-02 -1.50438028e-01 -1.54952558e-01
-2.31323236e-01 6.28805366e-02 -3.89669595e-02 -4.41249842e-02
-2.20675728e-01 -9.01178686e-02 -1.66710862e-01 -3.94092941e-01
-2.29666981e-01]
[ -7.04429802e-02 2.10700557e-02 -1.29708707e-01 -3.51660473e-01
1.19680252e-01 1.97143641e-02 -2.05969698e-01 -1.51775936e-01
1.23818272e-01 -5.48364545e-02 -3.22278601e-01 -3.01921773e-01
-3.34596536e-01]
[ 6.17701521e-02 -2.97566549e-01 -8.91073314e-02 -4.63212587e-01
-2.12087265e-01 -9.21143192e-02 1.77310622e-02 5.72989985e-02
-4.89356925e-02 2.55719882e-01 -5.42785134e-01 -8.93890719e-01
4.60165248e-01]
[ -2.34447517e-01 -2.34841272e-01 -1.35213429e-01 -3.21505850e-01
-2.92858592e-01 -9.55147077e-02 1.81993690e-01 1.97198721e-02
2.62682276e-01 1.14588738e-02 -4.28704089e-01 -1.09115361e+00
6.57564017e-01]
[ -2.56995951e-02 -1.78643267e-01 1.76381308e-02 -3.30078920e-01
-1.64149337e-01 1.63234610e-01 1.98067010e-01 2.37859277e-01
-4.05879505e-02 2.04668858e-01 -2.54276657e-01 -1.20285280e+00
7.85210833e-01]
[ -1.13472126e-02 -3.75978988e-02 -1.28574579e-01 -1.41812798e-01
-1.74228939e-01 -4.93865443e-02 3.13331311e-01 1.55216699e-01
2.52176215e-01 3.42680928e-01 -5.14722762e-01 -1.16497491e+00
8.23113596e-01]
[ -9.19841059e-02 -2.74301606e-01 5.60637537e-02 -3.38092036e-01
-1.44955494e-01 1.14831682e-01 3.92493459e-01 1.40543957e-01
-6.81201321e-02 1.45012441e-01 -5.72619093e-01 -1.13585629e+00
8.52684874e-01]
[ 1.12140748e-01 -8.54391838e-02 1.31543463e-02 -1.57612254e-01
-7.93362912e-02 -2.02754648e-02 2.90376959e-01 3.73054892e-01
4.30339256e-01 2.43502429e-01 -5.74938282e-01 -1.09386503e+00
5.86565627e-01]
[ 6.02196384e-03 -1.46659038e-01 2.37333106e-02 2.02755004e-02
-9.98227188e-02 -2.83247109e-01 1.62370212e-01 3.87724829e-01
4.70066909e-02 1.43063780e-01 -2.85162363e-01 -9.32760405e-01
2.09566922e-01]
[ 1.16236723e-01 7.70447688e-02 1.22508986e-02 2.75107827e-01
-1.09863997e-01 -5.61587682e-02 -3.73644157e-02 -7.52761343e-02
-1.78275153e-01 -6.57735816e-02 -5.82350912e-02 6.41884822e-02
-6.25352057e-01]
[ 6.44803340e-02 -1.36760579e-01 1.53438982e-01 5.58268381e-01
2.22638478e-01 1.06838647e-02 -3.03833118e-01 -3.32252439e-01
2.96870213e-02 -5.53750103e-01 3.35935251e-01 8.18094760e-01
-1.00644355e+00]
[ 2.14289067e-02 7.57517121e-02 -2.14496333e-01 1.34877622e-01
3.49921148e-02 -3.61104135e-03 -2.13941938e-01 -3.61974391e-01
-2.79944457e-01 -2.85738965e-01 -5.78488819e-03 -1.54630526e-01
-1.95267346e-01]
[ -7.69747334e-02 -1.98304037e-01 5.54630955e-02 -9.16981766e-03
-1.21833817e-01 -1.37688863e-01 -1.03848974e-01 -8.28425668e-02
2.47582621e-03 -4.22280964e-01 -3.67843169e-01 -1.79311762e-01
1.96708909e-01]
[ -1.91071040e-02 -2.53971535e-01 4.63231388e-02 -4.17536905e-01
-1.79804726e-01 -2.35993995e-01 -4.04917979e-01 -7.08086438e-02
-9.51892878e-02 -2.58519210e-02 -2.56597284e-01 3.68405296e-01
2.35853991e-01]
[ 1.53874633e-01 6.32920604e-02 -1.11467069e-01 -4.36650062e-01
-5.28981733e-02 -1.04755971e-01 -2.73097688e-01 -6.68456004e-02
-2.31168139e-01 -2.78940662e-01 -2.89685811e-01 5.51506820e-01
1.82727403e-01]
[ -1.92864235e-01 -1.69886910e-01 -1.21033022e-01 -4.16601938e-01
-4.21563769e-02 2.26624430e-02 -2.94970871e-01 -3.07784869e-01
-1.86191743e-01 -1.34344533e-01 -3.03259118e-01 4.89204899e-01
8.33384077e-02]
[ -6.05778018e-02 -1.89526285e-01 -1.71406108e-01 -4.27863661e-01
-3.30739215e-02 3.92123407e-02 -1.84379536e-01 -1.58254867e-01
-2.94049889e-01 -3.85064375e-01 -1.12982498e-01 4.12611264e-01
1.66007005e-01]
[ 8.85555841e-02 9.81245037e-02 -2.19332081e-02 -3.69302930e-01
-3.13209847e-01 3.34553760e-03 -2.59206809e-01 -3.74683922e-01
-3.55326114e-01 -9.14617255e-02 -1.89603660e-01 3.62371303e-01
1.70540155e-01]
[ -6.06446724e-02 -6.75394836e-03 -2.85638782e-01 -1.05689622e-01
7.44477862e-02 1.54660596e-01 -2.70236446e-01 -2.10127008e-01
-6.71711827e-02 -5.53717012e-02 1.70490933e-01 8.66494494e-01
-9.39491358e-02]
[ 1.57013470e-01 3.14577944e-01 -1.93194300e-01 7.93267900e-01
9.85818317e-02 4.77859434e-03 -1.67447344e-01 -3.46450028e-01
-2.07408263e-01 -2.67866147e-01 7.53913082e-01 8.68772373e-01
-1.54322306e+00]
[ 1.49369294e-02 1.56753489e-01 5.96289068e-02 4.53108136e-01
-1.42396677e-02 -6.27812093e-02 -2.44069500e-01 -3.04107521e-01
-2.65828176e-01 -1.49670821e-01 6.05195997e-01 8.82324462e-01
-1.49223889e+00]
[ -1.42148144e-02 -1.50642248e-01 -1.45349120e-01 3.24689524e-01
-1.94738451e-01 2.39236811e-01 1.12740222e-02 -1.25137987e-01
-2.11959364e-01 -2.92278697e-01 1.84571680e-01 4.55340322e-01
-7.52995086e-01]
[ 8.68347766e-02 -3.82950838e-01 -5.03285532e-02 6.18916184e-02
-1.19238962e-01 1.99898800e-01 9.05953775e-02 1.80857690e-01
-1.92278641e-01 2.39903248e-02 -5.05916111e-02 2.74602202e-01
-4.49142388e-01]
[ 2.13593678e-01 -2.96443782e-01 -1.18454331e-01 -5.63424254e-02
-2.18979392e-01 1.22687045e-01 4.85828147e-02 -1.11318854e-01
-6.59215856e-02 -2.22653668e-02 -1.64216603e-01 -2.37746232e-01
-2.65317392e-01]
[ -1.30485347e-01 -8.22098536e-02 3.85648028e-02 -2.48073084e-01
-6.13992949e-02 -1.41292188e-01 6.34649110e-02 1.19333758e-02
-9.56511512e-02 4.15440660e-02 -3.36347033e-01 -5.12385200e-01
-1.40671484e-01]
[ -1.44762356e-01 -1.33521481e-01 -6.95478380e-02 -2.92309120e-01
-3.43564780e-01 -2.89554501e-01 1.66244724e-01 1.51259019e-01
7.21109527e-03 1.27696714e-01 -2.88504486e-01 -9.10613752e-01
3.07652672e-02]
[ -1.31380970e-01 -2.48242359e-01 -3.06267157e-01 -1.14670431e+00
-3.03807782e-01 -2.10139417e-01 -6.32711704e-02 -5.63540752e-02
5.59303349e-02 -5.05025076e-01 -8.58239259e-01 -6.34149868e-01
-1.59494437e+00]
[ -1.25193832e-01 1.34326746e-01 1.22123275e-02 2.01426540e-01
-2.01366497e-01 -1.77951145e-01 -1.72122080e-01 3.15899273e-03
-1.52788678e-01 -1.16041548e-01 -9.45261310e-02 -3.92190799e-01
1.33273633e-01]
[ -3.62523063e-01 -1.22241107e-01 -2.73138728e-01 4.04583676e-01
-2.03800661e-01 -2.33086912e-01 -1.67989313e-01 -9.08362795e-02
2.53713920e-04 5.56043836e-02 1.25678995e-01 -3.88719237e-01
3.43434665e-01]
[ -1.25315129e-01 -5.59244723e-02 -2.54002062e-01 2.72021777e-01
-2.32365548e-01 -2.79718362e-01 -3.91074734e-01 -4.24330443e-02
9.56902951e-03 -6.66450243e-02 -1.60657065e-01 -3.04027580e-01
2.39929586e-01]
[ -2.63642711e-01 -5.33074520e-01 -3.42120714e-01 1.20330067e-01
-3.17158943e-01 -2.34775630e-01 -2.48733656e-01 -2.23198561e-01
-2.81911118e-02 -2.79828490e-01 2.64197952e-02 -3.96314685e-01
1.67498179e-01]
[ -2.28171015e-01 -2.96647752e-01 -3.23120879e-01 -5.35769158e-02
-8.61704808e-02 -1.52175693e-01 -1.15828520e-01 3.66813858e-02
-2.12175010e-01 -5.11436709e-01 -2.24086825e-01 -3.01536834e-01
-1.19899519e-02]
[ -9.56400027e-02 -1.64607785e-02 -2.46877260e-01 -1.20130061e+00
-2.75769735e-01 -2.61093779e-01 1.46390400e-01 -5.17248458e-01
1.45210593e-01 -2.52564191e-01 -8.43061460e-01 -4.38218381e-01
-1.51938321e+00]]
Progress: 37.5% ... Training loss: 0.169 ... Validation loss: 0.301[[-0.25615514]
[ 0.24610702]
[-0.04455406]
[ 1.50282453]
[ 0.27471053]
[-0.0122356 ]
[-0.94689602]
[-0.75790264]
[-0.48899538]
[-0.79607754]
[ 1.34153589]
[ 3.08813861]
[-2.74386017]]
[[ -5.21213631e-01 -4.89341927e-01 -5.92622510e-01 1.33592893e-01
-2.83722021e-01 -5.97749679e-01 1.51211802e-01 -2.33729045e-01
-2.58797738e-01 -3.15181921e-01 3.46890063e-01 1.17774411e+00
4.15586446e-01]
[ 1.62113548e-02 -1.35261905e-01 4.80218225e-02 -1.66485102e-01
-3.92383630e-02 5.85043793e-02 -6.35363136e-02 1.85981351e-01
-1.48226844e-01 -1.64701698e-01 -1.75256804e-01 -1.26537502e-01
-2.35000643e-01]
[ -3.04074854e-01 1.38232247e-01 -4.27475491e-02 5.52069216e-02
7.55982196e-02 -1.39190279e-01 -1.54662620e-01 -2.33743587e-01
2.88377258e-01 -6.62989409e-01 1.10392007e-01 7.39580390e-01
8.19945728e-01]
[ 2.79422214e-01 -2.56501894e-01 -2.73778741e-01 1.41027798e-01
-2.71722933e-01 1.20013120e-02 7.07946627e-01 -6.49580520e-01
3.95238311e-01 -1.96176754e-01 -5.62405221e-02 -3.69238841e-01
-3.38342507e-01]
[ 1.53131674e-01 1.58242994e-02 1.15059873e-01 -1.59299611e-01
-2.12292158e-02 7.50872022e-02 -1.73277211e-01 -1.65397415e-01
7.23083532e-02 2.80545540e-01 4.64660724e-03 -8.11010479e-02
-5.73279473e-02]
[ -4.89526771e-01 -6.27219380e-01 -6.00649577e-01 -6.10988135e-01
-5.99782186e-01 -5.65421389e-01 -4.59191235e-01 -1.48417070e-01
-5.06348591e-01 -2.30601061e-01 -6.43188779e-01 -9.40531388e-01
-7.64424643e-01]
[ -4.17312392e-01 -5.91995527e-01 -3.30645891e-01 -4.91904817e-01
-4.16713942e-01 -5.66967959e-01 -3.96383436e-01 -5.02198399e-01
-3.21560707e-01 -1.01108510e-01 -5.23132755e-01 -5.77642693e-01
-7.06390743e-01]
[ -3.44182479e-01 -3.51106486e-01 -4.91096684e-01 -1.55939482e-01
-3.27610629e-01 -4.29053233e-01 -2.31297832e-01 -3.11457304e-01
-2.55281510e-01 -6.08690302e-01 -3.43153096e-01 -8.25581470e-01
-7.12991459e-01]
[ -4.71458726e-01 -3.33292189e-01 -3.88684735e-01 -2.82889738e-01
-3.26188689e-01 -2.20193108e-01 -5.65123823e-02 -4.95494464e-01
-2.80620390e-01 -4.82073242e-01 -2.26499747e-01 -2.68644042e-01
-3.07192154e-01]
[ -9.63822804e-01 -9.60880761e-01 -9.95313154e-01 -6.98923852e-01
-1.05227497e+00 -9.94639135e-01 -5.40935288e-01 -5.80851806e-01
-7.42432020e-01 -5.84935345e-01 -8.17162603e-01 -6.41421243e-01
-9.76119683e-01]
[ -5.16635108e-01 -2.69266643e-01 -4.76026355e-01 -4.65247248e-01
-3.43737140e-01 -3.67123152e-01 -6.45508937e-01 -6.53906941e-01
-6.79743962e-01 -1.17250049e-01 -6.17753428e-01 -8.35478614e-01
-7.71894680e-01]
[ -1.21231464e-01 2.53665477e-02 -3.46120341e-01 -5.26355643e-01
-1.03012255e-01 -7.65582010e-02 -2.16873552e-01 -4.66651847e-01
-2.01251841e-01 3.72020397e-02 -5.75935808e-01 -1.28639034e+00
-8.62444412e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57188574e-01 -1.27291682e-01 1.63886439e-01 -3.01125091e-01
-1.35774017e-01 1.13109851e-01 -1.51415698e-01 6.63943281e-03
-9.06051577e-02 6.00214143e-02 -2.35180813e-01 -4.88698176e-01
-9.97967561e-02]
[ -9.85555791e-02 -2.65086960e-01 -1.81929229e-01 -2.77432603e-01
-4.75896400e-01 -8.78324085e-02 -1.14508406e-01 -1.22663629e-02
-9.30601612e-02 -1.69788327e-02 -2.49279729e-01 -4.72512937e-01
-2.63760045e-01]
[ -6.26649678e-02 -4.02440768e-02 -2.24956431e-01 -2.60736314e-01
1.06316641e-01 -1.60832861e-01 -2.48520850e-01 1.51024515e-01
-3.30782123e-02 1.74600068e-01 -2.21982240e-01 1.00019175e-02
-9.83399218e-02]
[ 3.33462778e-02 -1.64661985e-01 -1.50732870e-01 -9.50922531e-02
-1.23378912e-01 -1.08011243e-01 8.82787290e-02 -1.46790518e-01
-3.65486766e-02 3.04570327e-02 -4.49346918e-02 -1.12827483e-01
-3.64887886e-02]
[ -2.95769864e-01 -1.32270279e-01 -8.26329085e-02 -1.55208152e-01
-2.93503309e-01 -2.77686413e-01 -3.36848475e-01 -1.81949544e-02
-3.34247658e-01 -2.32838625e-01 1.37417749e-01 -1.75583338e-01
6.42174869e-02]
[ -2.35043074e-01 -1.24738760e-01 -9.72929052e-02 -4.46783408e-02
-8.61927612e-02 -1.21693519e-01 -7.18289663e-02 -1.60220865e-02
-1.34973424e-01 -1.39721413e-01 -2.01736788e-02 -2.64679373e-01
-2.10938195e-01]
[ -1.83322916e-01 -7.68541693e-02 -2.31232097e-01 -1.94644903e-01
-1.62862780e-01 -2.07530422e-01 -3.70415320e-01 -1.25160057e-01
1.28668032e-01 -2.62166742e-01 -3.60824084e-01 -4.43751456e-01
-4.99308456e-01]
[ -3.71491181e-01 -5.55442126e-02 -1.53128122e-01 -9.54128102e-02
-4.44693419e-02 -3.14589920e-01 4.47388912e-02 -9.39691857e-02
-1.18257191e-01 3.71266298e-02 5.37124633e-02 -2.73813401e-01
-3.95946034e-01]
[ -1.55173462e-01 -1.39394391e-01 -5.49295207e-02 -2.46113241e-01
-1.25312254e-01 -2.96073536e-01 8.17150075e-02 -1.75444890e-01
-1.87499930e-01 5.63230420e-02 1.76073911e-01 6.11742623e-02
-1.42426356e-01]
[ -1.28941797e-01 -1.68987929e-01 -1.15503799e-01 -3.06769265e-01
9.46183906e-02 -1.85391723e-02 -1.63813940e-01 -1.82389204e-01
1.10176425e-01 -9.02384948e-02 -1.31581541e-01 -5.03246791e-02
-3.10861384e-01]
[ -3.70516609e-02 -3.51517383e-02 -1.50449718e-01 -1.54214530e-01
-2.31258231e-01 6.28692472e-02 -3.95599710e-02 -4.43082515e-02
-2.20912426e-01 -9.04345163e-02 -1.66285239e-01 -3.93861943e-01
-2.30140181e-01]
[ -7.04963296e-02 2.10417805e-02 -1.29723688e-01 -3.51707332e-01
1.19707975e-01 1.97090966e-02 -2.06726317e-01 -1.51664832e-01
1.23527255e-01 -5.48178088e-02 -3.22547801e-01 -3.02434896e-01
-3.34539905e-01]
[ 6.12238062e-02 -2.97083348e-01 -8.92169231e-02 -4.61615540e-01
-2.11511845e-01 -9.21643654e-02 1.57974136e-02 5.58514328e-02
-5.00804605e-02 2.54103126e-01 -5.40921294e-01 -8.90676878e-01
4.54186551e-01]
[ -2.34531912e-01 -2.34774881e-01 -1.35228645e-01 -3.20817862e-01
-2.92802537e-01 -9.55214037e-02 1.81292480e-01 1.94862339e-02
2.62341229e-01 1.12454790e-02 -4.28270693e-01 -1.09062753e+00
6.56058918e-01]
[ -2.57680114e-02 -1.78589769e-01 1.76280082e-02 -3.29677921e-01
-1.64089279e-01 1.63227801e-01 1.97639113e-01 2.37554589e-01
-4.07598568e-02 2.04410111e-01 -2.53977320e-01 -1.20271479e+00
7.84456472e-01]
[ -1.15063564e-02 -3.75110710e-02 -1.28595889e-01 -1.41367119e-01
-1.74157002e-01 -4.93997685e-02 3.12796762e-01 1.54776785e-01
2.51888031e-01 3.42171902e-01 -5.14398237e-01 -1.16474579e+00
8.22367243e-01]
[ -9.19051149e-02 -2.74341301e-01 5.60737183e-02 -3.38350285e-01
-1.44999455e-01 1.14837308e-01 3.92974156e-01 1.40726746e-01
-6.79148096e-02 1.45311958e-01 -5.72803049e-01 -1.13611207e+00
8.53088706e-01]
[ 1.11966125e-01 -8.53979674e-02 1.31456914e-02 -1.57078589e-01
-7.92888445e-02 -2.02865768e-02 2.89938050e-01 3.72751492e-01
4.30008735e-01 2.42977827e-01 -5.74651900e-01 -1.09386156e+00
5.86058716e-01]
[ 5.91506309e-03 -1.46575216e-01 2.37107001e-02 2.14827865e-02
-9.97027030e-02 -2.83254928e-01 1.61681985e-01 3.87156440e-01
4.66763473e-02 1.42412048e-01 -2.84268018e-01 -9.31001771e-01
2.07231851e-01]
[ 1.16182043e-01 7.71064902e-02 1.22405658e-02 2.75839674e-01
-1.09801589e-01 -5.61654210e-02 -3.76484812e-02 -7.53690290e-02
-1.78466276e-01 -6.57222109e-02 -5.78328911e-02 6.44017650e-02
-6.26001748e-01]
[ 6.41583397e-02 -1.36564998e-01 1.53394637e-01 5.62284973e-01
2.23089390e-01 1.06485372e-02 -3.06513362e-01 -3.33284076e-01
2.85863571e-02 -5.54284997e-01 3.38931222e-01 8.23191885e-01
-1.00958088e+00]
[ 2.13090067e-02 7.57518250e-02 -2.14492941e-01 1.35284798e-01
3.50091305e-02 -3.61739223e-03 -2.14412094e-01 -3.62165334e-01
-2.80024871e-01 -2.86030243e-01 -5.84311826e-03 -1.55178655e-01
-1.94364389e-01]
[ -7.76225162e-02 -1.97821580e-01 5.53646033e-02 -6.42074841e-03
-1.21275771e-01 -1.37739684e-01 -1.08387971e-01 -8.50060783e-02
5.54402723e-04 -4.24488465e-01 -3.65782660e-01 -1.71430883e-01
1.93364810e-01]
[ -1.90437031e-02 -2.54009533e-01 4.63321462e-02 -4.17996531e-01
-1.79854333e-01 -2.35989860e-01 -4.04563597e-01 -7.06072667e-02
-9.50174372e-02 -2.56493876e-02 -2.56977406e-01 3.67289264e-01
2.36896575e-01]
[ 1.53062566e-01 6.43433574e-02 -1.11631983e-01 -4.33170365e-01
-5.17657611e-02 -1.04833059e-01 -2.77944039e-01 -7.12195753e-02
-2.33431978e-01 -2.81721120e-01 -2.84757329e-01 5.70794612e-01
1.72140527e-01]
[ -1.92939990e-01 -1.69767926e-01 -1.21029324e-01 -4.19279718e-01
-4.21174637e-02 2.26648430e-02 -2.95082129e-01 -3.07760872e-01
-1.86326644e-01 -1.34002186e-01 -3.04300959e-01 4.87121013e-01
8.94003715e-02]
[ -6.03945873e-02 -1.89655245e-01 -1.71381109e-01 -4.29134140e-01
-3.32370828e-02 3.92292541e-02 -1.83527191e-01 -1.57863426e-01
-2.93553515e-01 -3.84609933e-01 -1.14317960e-01 4.10141137e-01
1.68703036e-01]
[ 8.83790465e-02 9.83215531e-02 -2.19664884e-02 -3.68849530e-01
-3.13045439e-01 3.32741285e-03 -2.59835705e-01 -3.75109032e-01
-3.55741823e-01 -9.20623942e-02 -1.88896432e-01 3.64118760e-01
1.68945840e-01]
[ -6.06152946e-02 -6.77169393e-03 -2.85638318e-01 -1.05710292e-01
7.44377089e-02 1.54662391e-01 -2.70340383e-01 -2.10103433e-01
-6.70903379e-02 -5.54171016e-02 1.70684615e-01 8.66122166e-01
-9.43664218e-02]
[ 1.57171284e-01 3.14949058e-01 -1.93207200e-01 7.96288219e-01
9.89011031e-02 4.78393992e-03 -1.67633190e-01 -3.47600075e-01
-2.07884015e-01 -2.67227268e-01 7.56665980e-01 8.72699305e-01
-1.55061964e+00]
[ 1.49080935e-02 1.56354461e-01 5.97361197e-02 4.52399288e-01
-1.44980457e-02 -6.27789579e-02 -2.44950988e-01 -3.02245453e-01
-2.65648399e-01 -1.49193708e-01 6.03201914e-01 8.75650568e-01
-1.48926014e+00]
[ -1.43570618e-02 -1.50377550e-01 -1.45382359e-01 3.28647367e-01
-1.94441529e-01 2.39214572e-01 1.00060363e-02 -1.26281566e-01
-2.13036420e-01 -2.92665368e-01 1.87698701e-01 4.62064497e-01
-7.59901362e-01]
[ 8.64130241e-02 -3.82582636e-01 -5.04081181e-02 6.70739267e-02
-1.18771360e-01 1.99853070e-01 8.82901815e-02 1.79185148e-01
-1.93808309e-01 2.28382846e-02 -4.69991912e-02 2.83204292e-01
-4.57941440e-01]
[ 2.13763263e-01 -2.96559637e-01 -1.18423172e-01 -5.67522410e-02
-2.19124659e-01 1.22705692e-01 4.92197077e-02 -1.10739237e-01
-6.55155057e-02 -2.16705325e-02 -1.64766211e-01 -2.39501377e-01
-2.64681414e-01]
[ -1.30320285e-01 -8.23639342e-02 3.85953392e-02 -2.49158510e-01
-6.15542454e-02 -1.41279438e-01 6.43662398e-02 1.24970090e-02
-9.51629110e-02 4.22333836e-02 -3.37166159e-01 -5.14000639e-01
-1.39031770e-01]
[ -1.44727387e-01 -1.33547853e-01 -6.95416310e-02 -2.92279019e-01
-3.43588645e-01 -2.89553073e-01 1.66690601e-01 1.51290080e-01
7.39070475e-03 1.27827332e-01 -2.88682394e-01 -9.11612967e-01
3.08401154e-02]
[ -1.32196246e-01 -2.47497663e-01 -3.06371202e-01 -1.14515594e+00
-3.03041885e-01 -2.10205883e-01 -6.81485771e-02 -5.83563699e-02
5.39019598e-02 -5.07338320e-01 -8.55039668e-01 -6.23365496e-01
-1.60128943e+00]
[ -1.24872718e-01 1.33607209e-01 1.23662915e-02 1.96262019e-01
-2.01970966e-01 -1.77912471e-01 -1.70917176e-01 5.73670840e-03
-1.51751670e-01 -1.15055968e-01 -9.93836555e-02 -4.04463309e-01
1.40551900e-01]
[ -3.62417115e-01 -1.22230372e-01 -2.73141902e-01 4.05368426e-01
-2.03856321e-01 -2.33078218e-01 -1.67672061e-01 -9.17637794e-02
2.52716143e-04 5.58849266e-02 1.26023873e-01 -3.87872734e-01
3.43187326e-01]
[ -1.25637374e-01 -5.51251036e-02 -2.54091366e-01 2.79144411e-01
-2.31662213e-01 -2.79760546e-01 -3.93049905e-01 -4.54841935e-02
8.04118522e-03 -6.73637751e-02 -1.54669323e-01 -2.93302409e-01
2.30384732e-01]
[ -2.64476909e-01 -5.32316184e-01 -3.42292344e-01 1.28263156e-01
-3.16130383e-01 -2.34862666e-01 -2.52393897e-01 -2.26827396e-01
-3.04103731e-02 -2.82238689e-01 3.21017339e-02 -3.85042061e-01
1.54786477e-01]
[ -2.28589160e-01 -2.96074438e-01 -3.23214716e-01 -4.69422709e-02
-8.52610783e-02 -1.52228428e-01 -1.20052524e-01 3.46805384e-02
-2.13946449e-01 -5.12234142e-01 -2.18744199e-01 -2.92022892e-01
-2.22671999e-02]
[ -9.67361631e-02 -1.56212535e-02 -2.47007166e-01 -1.19814945e+00
-2.74927228e-01 -2.61179474e-01 1.40247732e-01 -5.19897821e-01
1.42132282e-01 -2.55482882e-01 -8.40438815e-01 -4.27629572e-01
-1.52575660e+00]]
Progress: 37.6% ... Training loss: 0.183 ... Validation loss: 0.320[[-0.25353606]
[ 0.24174659]
[-0.04708136]
[ 1.49520354]
[ 0.26926542]
[-0.01093051]
[-0.96138708]
[-0.77056102]
[-0.50131201]
[-0.79848006]
[ 1.32990511]
[ 3.06152749]
[-2.76644983]]
[[ -5.20075320e-01 -4.90954656e-01 -5.92413919e-01 1.23684216e-01
-2.85646966e-01 -5.97696730e-01 1.61426172e-01 -2.28490516e-01
-2.53638792e-01 -3.11227996e-01 3.35519053e-01 1.14341017e+00
4.41158601e-01]
[ 1.58402527e-02 -1.34727476e-01 4.79552527e-02 -1.63356603e-01
-3.87347306e-02 5.84845858e-02 -6.46968856e-02 1.84904307e-01
-1.49274641e-01 -1.64956066e-01 -1.73694291e-01 -1.23515433e-01
-2.40013551e-01]
[ -3.01385465e-01 1.35775060e-01 -4.23681480e-02 3.29548006e-02
7.26026140e-02 -1.39085174e-01 -1.38389874e-01 -2.24689393e-01
2.97288965e-01 -6.54644129e-01 8.90672391e-02 6.87234666e-01
8.47527976e-01]
[ 2.78953795e-01 -2.55678430e-01 -2.73974164e-01 1.44048855e-01
-2.70331838e-01 1.19535144e-02 7.11969739e-01 -6.55221787e-01
3.95861510e-01 -2.02227861e-01 -5.31862761e-02 -3.64473482e-01
-3.61427077e-01]
[ 1.52618327e-01 1.57211221e-02 1.15010141e-01 -1.57003644e-01
-2.11047010e-02 7.50686647e-02 -1.77609561e-01 -1.67089234e-01
7.23187427e-02 2.77795694e-01 6.15436852e-03 -7.67087921e-02
-5.72446409e-02]
[ -4.89868173e-01 -6.27352541e-01 -6.00659702e-01 -6.07163370e-01
-5.99811969e-01 -5.65426264e-01 -4.61303708e-01 -1.49107053e-01
-5.06982361e-01 -2.31478558e-01 -6.40867683e-01 -9.36567812e-01
-7.61163428e-01]
[ -4.16946517e-01 -5.92320421e-01 -3.30552625e-01 -4.99880360e-01
-4.17400875e-01 -5.66953263e-01 -3.92217572e-01 -4.98799461e-01
-3.19709743e-01 -9.88559823e-02 -5.30672945e-01 -6.04508528e-01
-6.91138469e-01]
[ -3.43504175e-01 -3.52068765e-01 -4.90980202e-01 -1.64872911e-01
-3.28756438e-01 -4.29026034e-01 -2.23625568e-01 -3.07558369e-01
-2.51207661e-01 -6.06062509e-01 -3.52319136e-01 -8.45646546e-01
-6.94161600e-01]
[ -4.72022774e-01 -3.32917127e-01 -3.88762704e-01 -2.80183608e-01
-3.25685141e-01 -2.20222910e-01 -5.83383750e-02 -4.96490065e-01
-2.81600052e-01 -4.83769682e-01 -2.24452337e-01 -2.66276334e-01
-3.08482736e-01]
[ -9.62944103e-01 -9.62245356e-01 -9.95105700e-01 -7.08758649e-01
-1.05395334e+00 -9.94597198e-01 -5.32200492e-01 -5.74992504e-01
-7.37266224e-01 -5.81643514e-01 -8.27626030e-01 -6.75760782e-01
-9.43892032e-01]
[ -5.16736201e-01 -2.69313140e-01 -4.76037285e-01 -4.66949573e-01
-3.43785979e-01 -3.67133280e-01 -6.44665708e-01 -6.53587039e-01
-6.79525128e-01 -1.16170578e-01 -6.20152502e-01 -8.38937158e-01
-7.65836145e-01]
[ -1.21870345e-01 2.57323689e-02 -3.46195211e-01 -5.25196598e-01
-1.02644018e-01 -7.65827933e-02 -2.18551916e-01 -4.67218761e-01
-2.02325090e-01 3.51371213e-02 -5.75411032e-01 -1.28919188e+00
-8.64677831e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57199310e-01 -1.27308093e-01 1.63880763e-01 -3.01324745e-01
-1.35739794e-01 1.13110690e-01 -1.51467173e-01 6.31379334e-03
-9.06318553e-02 5.98055870e-02 -2.34956749e-01 -4.87008141e-01
-9.86939600e-02]
[ -9.91142371e-02 -2.64981152e-01 -1.81972271e-01 -2.72007790e-01
-4.75665395e-01 -8.78486973e-02 -1.17398743e-01 -1.39810015e-02
-9.40427763e-02 -1.90534801e-02 -2.45961416e-01 -4.66682502e-01
-2.64165613e-01]
[ -6.26544156e-02 -4.03485425e-02 -2.24937676e-01 -2.61018260e-01
1.06176096e-01 -1.60829963e-01 -2.48726269e-01 1.51886024e-01
-3.31518682e-02 1.75240680e-01 -2.22546772e-01 7.02362333e-03
-9.66423975e-02]
[ 3.33027542e-02 -1.64704305e-01 -1.50690227e-01 -9.84305992e-02
-1.23695688e-01 -1.08009303e-01 8.87951486e-02 -1.44466707e-01
-3.62642037e-02 3.16929273e-02 -4.79942176e-02 -1.25302521e-01
-2.54805603e-02]
[ -2.95256462e-01 -1.32610680e-01 -8.25650596e-02 -1.59940259e-01
-2.93945492e-01 -2.77669987e-01 -3.32657995e-01 -1.67812889e-02
-3.32351184e-01 -2.31609454e-01 1.33076802e-01 -1.89689376e-01
6.79350763e-02]
[ -2.34998358e-01 -1.24804780e-01 -9.72906177e-02 -4.57634272e-02
-8.62847937e-02 -1.21691096e-01 -7.17110329e-02 -1.58939727e-02
-1.34909099e-01 -1.39271700e-01 -2.12525387e-02 -2.66093342e-01
-2.08598112e-01]
[ -1.83577935e-01 -7.66327924e-02 -2.31263436e-01 -1.91564802e-01
-1.62573462e-01 -2.07546788e-01 -3.71650621e-01 -1.25772121e-01
1.28369872e-01 -2.62483057e-01 -3.59781559e-01 -4.40703397e-01
-4.98476439e-01]
[ -3.70622145e-01 -5.66330076e-02 -1.53004382e-01 -1.04108007e-01
-4.57012218e-02 -3.14552194e-01 5.20031303e-02 -9.06547139e-02
-1.14590664e-01 3.96703261e-02 4.59429731e-02 -2.93555726e-01
-3.84052500e-01]
[ -1.55157770e-01 -1.39416615e-01 -5.49129082e-02 -2.48931127e-01
-1.25439265e-01 -2.96072024e-01 8.34660113e-02 -1.74594625e-01
-1.86976896e-01 5.61662744e-02 1.74007876e-01 5.66349920e-02
-1.39077889e-01]
[ -1.29199820e-01 -1.68720628e-01 -1.15536505e-01 -3.04936893e-01
9.48532066e-02 -1.85512151e-02 -1.64603018e-01 -1.82711300e-01
1.09775930e-01 -9.09304539e-02 -1.29962397e-01 -4.75981267e-02
-3.10257267e-01]
[ -3.70987150e-02 -3.52719185e-02 -1.50463201e-01 -1.53868672e-01
-2.31179183e-01 6.28656365e-02 -3.97252992e-02 -4.42146038e-02
-2.20943334e-01 -9.03195911e-02 -1.66299659e-01 -3.94254577e-01
-2.29761209e-01]
[ -7.06379850e-02 2.12028406e-02 -1.29747677e-01 -3.51618330e-01
1.19831016e-01 1.97008583e-02 -2.07329794e-01 -1.52063588e-01
1.23216335e-01 -5.52699204e-02 -3.22195760e-01 -3.00682033e-01
-3.35004898e-01]
[ 6.13365063e-02 -2.97227221e-01 -8.91998491e-02 -4.62339528e-01
-2.11670282e-01 -9.21597058e-02 1.66182736e-02 5.62854957e-02
-4.97229201e-02 2.54546366e-01 -5.41511585e-01 -8.92322431e-01
4.55730824e-01]
[ -2.34486360e-01 -2.34792909e-01 -1.35224674e-01 -3.21237233e-01
-2.92822542e-01 -9.55197119e-02 1.81681467e-01 1.96896480e-02
2.62478439e-01 1.15336604e-02 -4.28476157e-01 -1.09075144e+00
6.56528340e-01]
[ -2.56701753e-02 -1.78730305e-01 1.76472829e-02 -3.32225005e-01
-1.64251346e-01 1.63231153e-01 1.99434984e-01 2.38523813e-01
-4.01536250e-02 2.05108851e-01 -2.56101814e-01 -1.20651294e+00
7.90250262e-01]
[ -1.15166212e-02 -3.75071993e-02 -1.28597089e-01 -1.41324503e-01
-1.74148780e-01 -4.94001782e-02 3.12744323e-01 1.54738943e-01
2.51863144e-01 3.42086397e-01 -5.14384052e-01 -1.16474469e+00
8.22300475e-01]
[ -9.22579111e-02 -2.74084055e-01 5.60280194e-02 -3.36368228e-01
-1.44718264e-01 1.14819927e-01 3.91828541e-01 1.40220693e-01
-6.86416472e-02 1.44222169e-01 -5.71493331e-01 -1.13561841e+00
8.49511689e-01]
[ 1.12079692e-01 -8.54784253e-02 1.31583234e-02 -1.58159899e-01
-7.93802387e-02 -2.02826985e-02 2.90818209e-01 3.73118481e-01
4.30436618e-01 2.43277793e-01 -5.75261347e-01 -1.09484959e+00
5.88216467e-01]
[ 6.21540563e-03 -1.46932630e-01 2.37498316e-02 1.97106827e-02
-1.00018705e-01 -2.83245859e-01 1.63640394e-01 3.87878124e-01
4.78044817e-02 1.43104341e-01 -2.85561636e-01 -9.33318893e-01
2.08722132e-01]
[ 1.16210725e-01 7.70943263e-02 1.22433516e-02 2.75655015e-01
-1.09818030e-01 -5.61643707e-02 -3.75229925e-02 -7.52342050e-02
-1.78432164e-01 -6.55810525e-02 -5.79284479e-02 6.43316332e-02
-6.25967429e-01]
[ 6.33176712e-02 -1.36283516e-01 1.53313285e-01 5.70557075e-01
2.23600961e-01 1.06125694e-02 -3.09582594e-01 -3.36686114e-01
2.79303923e-02 -5.58636609e-01 3.43748196e-01 8.26184060e-01
-1.01116020e+00]
[ 2.14467811e-02 7.55389629e-02 -2.14466147e-01 1.34509546e-01
3.48035341e-02 -3.61196858e-03 -2.13527995e-01 -3.61578654e-01
-2.79658076e-01 -2.85433026e-01 -6.88538765e-03 -1.59126467e-01
-1.93074326e-01]
[ -7.73421391e-02 -1.98055954e-01 5.54072958e-02 -9.48411029e-03
-1.21598927e-01 -1.37728349e-01 -1.07144275e-01 -8.40656799e-02
1.18694432e-03 -4.23442960e-01 -3.67882658e-01 -1.75375064e-01
1.98760311e-01]
[ -1.88088121e-02 -2.54265098e-01 4.63888198e-02 -4.20363733e-01
-1.80207014e-01 -2.35979613e-01 -4.03487017e-01 -6.88237478e-02
-9.43673809e-02 -2.41575019e-02 -2.59349154e-01 3.60039100e-01
2.43000387e-01]
[ 1.52343205e-01 6.48246269e-02 -1.11705358e-01 -4.33593241e-01
-5.13716361e-02 -1.04857631e-01 -2.80345539e-01 -7.18142421e-02
-2.34329642e-01 -2.83658824e-01 -2.84796018e-01 5.71289684e-01
1.75315370e-01]
[ -1.93057039e-01 -1.69614712e-01 -1.21047869e-01 -4.18892623e-01
-4.19456245e-02 2.26596473e-02 -2.96301446e-01 -3.08201004e-01
-1.86814620e-01 -1.34561371e-01 -3.03426142e-01 4.93084852e-01
8.90496862e-02]
[ -6.02328225e-02 -1.89917227e-01 -1.71334381e-01 -4.30836035e-01
-3.36080778e-02 3.92400819e-02 -1.82913223e-01 -1.56409686e-01
-2.93121827e-01 -3.83619875e-01 -1.16129141e-01 4.04336760e-01
1.73707154e-01]
[ 8.83587273e-02 9.82461141e-02 -2.19650305e-02 -3.70425601e-01
-3.13138547e-01 3.32568672e-03 -2.60065968e-01 -3.75375395e-01
-3.55498235e-01 -9.24412818e-02 -1.89926924e-01 3.61712834e-01
1.73802730e-01]
[ -6.04055490e-02 -7.05756871e-03 -2.85613153e-01 -1.07093442e-01
7.41195460e-02 1.54672551e-01 -2.69141071e-01 -2.09513440e-01
-6.63536444e-02 -5.47733985e-02 1.68821677e-01 8.61992574e-01
-9.22900262e-02]
[ 1.57295011e-01 3.14959510e-01 -1.93220761e-01 7.97141279e-01
9.90014007e-02 4.78723231e-03 -1.67275381e-01 -3.48032021e-01
-2.07770040e-01 -2.67148404e-01 7.57147580e-01 8.74233193e-01
-1.55155556e+00]
[ 1.48787045e-02 1.56383795e-01 5.97305445e-02 4.52616745e-01
-1.44646405e-02 -6.27810242e-02 -2.45039874e-01 -3.02222007e-01
-2.65711301e-01 -1.49243077e-01 6.03345935e-01 8.75852742e-01
-1.48930871e+00]
[ -1.42392817e-02 -1.50417318e-01 -1.45360016e-01 3.28042218e-01
-1.94536950e-01 2.39222046e-01 1.08074495e-02 -1.25599286e-01
-2.12997670e-01 -2.91722394e-01 1.86917602e-01 4.60150949e-01
-7.60633944e-01]
[ 8.68157335e-02 -3.83032102e-01 -5.03382747e-02 6.23525391e-02
-1.19342419e-01 1.99875024e-01 9.12359286e-02 1.81355537e-01
-1.92334759e-01 2.42486027e-02 -5.05484886e-02 2.71742839e-01
-4.51956744e-01]
[ 2.13432658e-01 -2.96052847e-01 -1.18485715e-01 -5.38420164e-02
-2.18664511e-01 1.22687680e-01 4.81586083e-02 -1.11718014e-01
-6.65056802e-02 -2.17840736e-02 -1.63235803e-01 -2.36030112e-01
-2.69330218e-01]
[ -1.30233448e-01 -8.24724029e-02 3.86177385e-02 -2.49616633e-01
-6.16968092e-02 -1.41276008e-01 6.55467476e-02 1.32443185e-02
-9.47539957e-02 4.28967257e-02 -3.38242281e-01 -5.18462973e-01
-1.38152751e-01]
[ -1.44622491e-01 -1.33640508e-01 -6.95270944e-02 -2.93518724e-01
-3.43671332e-01 -2.89548371e-01 1.67585708e-01 1.51752233e-01
7.76082836e-03 1.28271863e-01 -2.89609139e-01 -9.13103491e-01
3.25773777e-02]
[ -1.31875904e-01 -2.47721997e-01 -3.06347277e-01 -1.15054527e+00
-3.03531384e-01 -2.10198877e-01 -6.30762897e-02 -5.80810740e-02
5.62354158e-02 -5.07834663e-01 -8.60216021e-01 -6.40470328e-01
-1.59962663e+00]
[ -1.24999641e-01 1.34013419e-01 1.23328742e-02 1.98387643e-01
-2.01655641e-01 -1.77920592e-01 -1.70745786e-01 5.11741550e-03
-1.52243707e-01 -1.14829477e-01 -9.82926857e-02 -4.01900023e-01
1.38591058e-01]
[ -3.62311805e-01 -1.22470281e-01 -2.73102453e-01 4.03023994e-01
-2.04148124e-01 -2.33071462e-01 -1.66601537e-01 -9.02978803e-02
6.33623382e-04 5.71465189e-02 1.23758891e-01 -3.93769685e-01
3.47557634e-01]
[ -1.25243750e-01 -5.57492843e-02 -2.54013353e-01 2.75966340e-01
-2.32275525e-01 -2.79737499e-01 -3.91329154e-01 -4.39478238e-02
9.04181247e-03 -6.56305886e-02 -1.57433789e-01 -2.99724682e-01
2.38922547e-01]
[ -2.64671390e-01 -5.32654853e-01 -3.42257826e-01 1.28581994e-01
-3.16444313e-01 -2.34866884e-01 -2.53182984e-01 -2.25880079e-01
-2.98403861e-02 -2.82670341e-01 3.11995587e-02 -3.92263034e-01
1.67294609e-01]
[ -2.28615068e-01 -2.96211267e-01 -3.23193416e-01 -4.73833989e-02
-8.53747709e-02 -1.52230963e-01 -1.19596497e-01 3.62728826e-02
-2.13567871e-01 -5.11547443e-01 -2.19770732e-01 -2.98723615e-01
-1.33525598e-02]
[ -9.70693990e-02 -1.55088143e-02 -2.47049300e-01 -1.19961904e+00
-2.74779293e-01 -2.61194194e-01 1.40445500e-01 -5.19483464e-01
1.42272144e-01 -2.56156472e-01 -8.41732999e-01 -4.27446732e-01
-1.52373670e+00]]
Progress: 37.6% ... Training loss: 0.167 ... Validation loss: 0.306[[-0.25265999]
[ 0.24768283]
[-0.04570246]
[ 1.50509041]
[ 0.27034899]
[-0.0091588 ]
[-0.95316928]
[-0.78047412]
[-0.49096321]
[-0.80707109]
[ 1.3336326 ]
[ 3.06259584]
[-2.76209183]]
[[ -5.18797292e-01 -4.91709678e-01 -5.92196585e-01 1.21352354e-01
-2.87031172e-01 -5.97657380e-01 1.65835008e-01 -2.22634583e-01
-2.51521720e-01 -3.04550929e-01 3.30799344e-01 1.12364681e+00
4.34855836e-01]
[ 1.58022670e-02 -1.34657448e-01 4.79535802e-02 -1.63192621e-01
-3.86829411e-02 5.84843090e-02 -6.49421172e-02 1.85225689e-01
-1.49586394e-01 -1.64432310e-01 -1.73754551e-01 -1.23830474e-01
-2.41802231e-01]
[ -3.04164726e-01 1.38886149e-01 -4.28582297e-02 5.29288545e-02
7.58006815e-02 -1.39202796e-01 -1.53501931e-01 -2.32878446e-01
2.90233320e-01 -6.66399500e-01 1.08360196e-01 7.37849393e-01
8.27142720e-01]
[ 2.77177341e-01 -2.52829014e-01 -2.74383840e-01 1.57780451e-01
-2.66868296e-01 1.18795628e-02 7.03170987e-01 -6.66594516e-01
3.90872846e-01 -2.11395006e-01 -3.73772042e-02 -3.04336318e-01
-3.64335309e-01]
[ 1.53076059e-01 1.58045123e-02 1.14894518e-01 -1.56180054e-01
-2.08495225e-02 7.50740721e-02 -1.73077542e-01 -1.68876619e-01
7.31653848e-02 2.76594532e-01 6.90444998e-03 -7.89191522e-02
-7.44327949e-02]
[ -4.89226641e-01 -6.27837375e-01 -6.00564893e-01 -6.10672727e-01
-6.00374988e-01 -5.65395799e-01 -4.59036305e-01 -1.46661625e-01
-5.06143462e-01 -2.28036465e-01 -6.44313489e-01 -9.43144371e-01
-7.63082955e-01]
[ -4.16105309e-01 -5.93125005e-01 -3.30429061e-01 -5.05677948e-01
-4.18588467e-01 -5.66926719e-01 -3.87989673e-01 -4.94506519e-01
-3.18305298e-01 -9.44837162e-02 -5.37927719e-01 -6.25034761e-01
-6.89103809e-01]
[ -3.44561183e-01 -3.50576793e-01 -4.91133018e-01 -1.56831228e-01
-3.27432297e-01 -4.29069188e-01 -2.29475707e-01 -3.09033359e-01
-2.54205279e-01 -6.08452306e-01 -3.45265516e-01 -8.27955673e-01
-7.05010924e-01]
[ -4.72734670e-01 -3.32210241e-01 -3.88872009e-01 -2.74517822e-01
-3.24933588e-01 -2.20254979e-01 -6.33910012e-02 -4.98452803e-01
-2.83839099e-01 -4.85907050e-01 -2.19583157e-01 -2.54713016e-01
-3.13929475e-01]
[ -9.63185444e-01 -9.62089551e-01 -9.95067103e-01 -7.03254198e-01
-1.05412663e+00 -9.94607411e-01 -5.35550412e-01 -5.71234228e-01
-7.38905059e-01 -5.79554069e-01 -8.25782293e-01 -6.78997411e-01
-9.55825568e-01]
[ -5.17595386e-01 -2.67897345e-01 -4.76246618e-01 -4.62018453e-01
-3.42417225e-01 -3.67172411e-01 -6.48959817e-01 -6.56080163e-01
-6.82708214e-01 -1.18263755e-01 -6.15577615e-01 -8.22964650e-01
-7.78147741e-01]
[ -1.21055984e-01 2.50702084e-02 -3.46068223e-01 -5.31231646e-01
-1.03514395e-01 -7.65516629e-02 -2.15315349e-01 -4.65183271e-01
-2.00496490e-01 3.84280469e-02 -5.80607434e-01 -1.29977636e+00
-8.56613630e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.56782362e-01 -1.27555620e-01 1.63935722e-01 -3.04764973e-01
-1.36034078e-01 1.13130157e-01 -1.49389655e-01 7.64063067e-03
-8.99876546e-02 6.16817672e-02 -2.37431891e-01 -4.89766308e-01
-9.91586276e-02]
[ -9.91577772e-02 -2.64882168e-01 -1.81991183e-01 -2.72119572e-01
-4.75604103e-01 -8.78515486e-02 -1.17492778e-01 -1.44148774e-02
-9.41459968e-02 -1.93497805e-02 -2.45842864e-01 -4.65642076e-01
-2.64905668e-01]
[ -6.23004902e-02 -4.09196322e-02 -2.24858327e-01 -2.62537444e-01
1.05545665e-01 -1.60813505e-01 -2.48279618e-01 1.53837567e-01
-3.24240324e-02 1.77817957e-01 -2.25090475e-01 -1.47401705e-03
-9.29207978e-02]
[ 3.38939373e-02 -1.65420307e-01 -1.50550827e-01 -1.02706541e-01
-1.24763632e-01 -1.07988129e-01 9.17153502e-02 -1.40867216e-01
-3.51535942e-02 3.53223418e-02 -5.35977688e-02 -1.46101172e-01
-2.78518634e-02]
[ -2.94744504e-01 -1.32909180e-01 -8.25038028e-02 -1.64307814e-01
-2.94392898e-01 -2.77653681e-01 -3.29611536e-01 -1.54642065e-02
-3.30885228e-01 -2.30231887e-01 1.29103736e-01 -1.99449179e-01
7.42303043e-02]
[ -2.35575261e-01 -1.24177402e-01 -9.74185708e-02 -4.03242648e-02
-8.54661768e-02 -1.21714985e-01 -7.47419258e-02 -1.79351188e-02
-1.37006680e-01 -1.41466814e-01 -1.67241858e-02 -2.51162297e-01
-2.15980074e-01]
[ -1.83619910e-01 -7.66228769e-02 -2.31262691e-01 -1.90711180e-01
-1.62596676e-01 -2.07550317e-01 -3.71687949e-01 -1.25031397e-01
1.28676117e-01 -2.62636206e-01 -3.59324338e-01 -4.40567985e-01
-4.99029747e-01]
[ -3.71486992e-01 -5.54576210e-02 -1.53139042e-01 -9.95570451e-02
-4.46212206e-02 -3.14585883e-01 4.75805942e-02 -9.21480034e-02
-1.17287606e-01 3.76940276e-02 5.01070410e-02 -2.82810068e-01
-3.91365833e-01]
[ -1.55499602e-01 -1.38845601e-01 -5.49677391e-02 -2.45116117e-01
-1.24903292e-01 -2.96088262e-01 8.00640568e-02 -1.75863003e-01
-1.88504331e-01 5.52523163e-02 1.78073486e-01 6.98169518e-02
-1.44703518e-01]
[ -1.29324032e-01 -1.68596892e-01 -1.15552944e-01 -3.03723924e-01
9.49892780e-02 -1.85571968e-02 -1.65682564e-01 -1.83161225e-01
1.09238903e-01 -9.12275665e-02 -1.28955507e-01 -4.57664327e-02
-3.12093159e-01]
[ -3.70142387e-02 -3.53306514e-02 -1.50454971e-01 -1.54270327e-01
-2.31228249e-01 6.28687207e-02 -3.93789857e-02 -4.40978476e-02
-2.20766490e-01 -9.01058041e-02 -1.66528519e-01 -3.94408654e-01
-2.29365632e-01]
[ -7.08893323e-02 2.13977168e-02 -1.29782568e-01 -3.48973188e-01
1.20036492e-01 1.96923341e-02 -2.08508104e-01 -1.52128765e-01
1.22753529e-01 -5.58250191e-02 -3.20489910e-01 -2.98428491e-01
-3.35312082e-01]
[ 6.11851671e-02 -2.97089094e-01 -8.92318983e-02 -4.61829592e-01
-2.11538067e-01 -9.21658930e-02 1.61594229e-02 5.56810644e-02
-5.00208471e-02 2.54000057e-01 -5.41036144e-01 -8.92094078e-01
4.54453243e-01]
[ -2.34404260e-01 -2.34845740e-01 -1.35213283e-01 -3.21945724e-01
-2.92889444e-01 -9.55162303e-02 1.82303740e-01 2.01367047e-02
2.62770772e-01 1.18673991e-02 -4.28791968e-01 -1.09094132e+00
6.57507228e-01]
[ -2.57217666e-02 -1.78722424e-01 1.76468302e-02 -3.32052852e-01
-1.64254106e-01 1.63229972e-01 1.99244711e-01 2.38637482e-01
-4.02113644e-02 2.05169094e-01 -2.56165092e-01 -1.20727187e+00
7.90484711e-01]
[ -1.16275953e-02 -3.74243682e-02 -1.28617934e-01 -1.40860643e-01
-1.74042043e-01 -4.94046381e-02 3.12500486e-01 1.54241290e-01
2.51689434e-01 3.41699272e-01 -5.14005378e-01 -1.16451465e+00
8.21031356e-01]
[ -9.21347196e-02 -2.74164384e-01 5.60471743e-02 -3.37170086e-01
-1.44837979e-01 1.14824303e-01 3.93143494e-01 1.40647252e-01
-6.81432795e-02 1.44800327e-01 -5.72259250e-01 -1.13748455e+00
8.51536222e-01]
[ 1.12020273e-01 -8.54341357e-02 1.31489488e-02 -1.57666896e-01
-7.93345628e-02 -2.02847319e-02 2.90509735e-01 3.73025427e-01
4.30281188e-01 2.43031567e-01 -5.74971725e-01 -1.09472559e+00
5.87271441e-01]
[ 6.37571340e-03 -1.47030583e-01 2.37634703e-02 1.90654858e-02
-1.00128473e-01 -2.83242236e-01 1.64898122e-01 3.88442207e-01
4.84488811e-02 1.43443504e-01 -2.85879897e-01 -9.34785217e-01
2.09000249e-01]
[ 1.16056124e-01 7.73295313e-02 1.22260587e-02 2.78639701e-01
-1.09626702e-01 -5.61691180e-02 -3.92719595e-02 -7.57540419e-02
-1.79366694e-01 -6.59103690e-02 -5.59767389e-02 6.95806814e-02
-6.29751053e-01]
[ 6.36800788e-02 -1.36771023e-01 1.53433426e-01 5.69697375e-01
2.22815193e-01 1.06227496e-02 -3.08059181e-01 -3.33210255e-01
2.86302056e-02 -5.55747106e-01 3.40583721e-01 8.08903564e-01
-1.01113215e+00]
[ 2.12251656e-02 7.57350824e-02 -2.14494529e-01 1.36784877e-01
3.50557895e-02 -3.61901846e-03 -2.14882796e-01 -3.62539275e-01
-2.80142764e-01 -2.86490763e-01 -4.96231621e-03 -1.53859570e-01
-1.96599018e-01]
[ -7.72913812e-02 -1.98101794e-01 5.54153894e-02 -1.10432207e-02
-1.21638680e-01 -1.37726588e-01 -1.06622186e-01 -8.44283472e-02
1.60945341e-03 -4.23872534e-01 -3.68894917e-01 -1.76660856e-01
2.01763779e-01]
[ -1.91559580e-02 -2.54052827e-01 4.63233245e-02 -4.20707085e-01
-1.79911219e-01 -2.35990781e-01 -4.04389493e-01 -6.97995420e-02
-9.50352304e-02 -2.55121118e-02 -2.59242521e-01 3.62276751e-01
2.43738919e-01]
[ 1.51784199e-01 6.53951994e-02 -1.11767476e-01 -4.32115953e-01
-5.08406977e-02 -1.04875394e-01 -2.83125699e-01 -7.24716660e-02
-2.35632853e-01 -2.84778264e-01 -2.83296532e-01 5.76340775e-01
1.74240612e-01]
[ -1.93625441e-01 -1.68730317e-01 -1.21185394e-01 -4.16954227e-01
-4.10088946e-02 2.26296272e-02 -3.00544419e-01 -3.10302352e-01
-1.89150764e-01 -1.37105951e-01 -3.00164541e-01 5.10856474e-01
8.27156078e-02]
[ -6.00638600e-02 -1.90048768e-01 -1.71308069e-01 -4.32264716e-01
-3.37860790e-02 3.92467394e-02 -1.82031175e-01 -1.55724233e-01
-2.92685094e-01 -3.82928843e-01 -1.17677523e-01 4.00378915e-01
1.77398813e-01]
[ 8.82886451e-02 9.84103745e-02 -2.19912459e-02 -3.70034831e-01
-3.13032366e-01 3.32228472e-03 -2.60284701e-01 -3.75847368e-01
-3.55730889e-01 -9.29093944e-02 -1.89143082e-01 3.63922504e-01
1.71563960e-01]
[ -6.02555435e-02 -7.30154017e-03 -2.85587982e-01 -1.08322257e-01
7.38174940e-02 1.54679572e-01 -2.68738644e-01 -2.08683979e-01
-6.59281254e-02 -5.39533850e-02 1.67782380e-01 8.58674499e-01
-8.94617520e-02]
[ 1.57576644e-01 3.14699184e-01 -1.93166861e-01 7.97165009e-01
9.86913566e-02 4.79787368e-03 -1.66885416e-01 -3.46913423e-01
-2.07495564e-01 -2.65366180e-01 7.56260686e-01 8.68998681e-01
-1.55407379e+00]
[ 1.50761303e-02 1.56241640e-01 5.97603182e-02 4.52604778e-01
-1.46681435e-02 -6.27737145e-02 -2.44420036e-01 -3.00934759e-01
-2.65499948e-01 -1.48121820e-01 6.02418653e-01 8.73797192e-01
-1.49060998e+00]
[ -1.39806396e-02 -1.50428988e-01 -1.45326109e-01 3.30247729e-01
-1.94564641e-01 2.39233153e-01 1.05799989e-02 -1.24469540e-01
-2.13314235e-01 -2.89828157e-01 1.88486629e-01 4.63515702e-01
-7.66587424e-01]
[ 8.70598702e-02 -3.83105031e-01 -5.03196997e-02 6.11219604e-02
-1.19442680e-01 1.99881151e-01 9.21844621e-02 1.81343455e-01
-1.92032395e-01 2.51474932e-02 -5.16852253e-02 2.70938230e-01
-4.50795324e-01]
[ 2.13409614e-01 -2.96029778e-01 -1.18491868e-01 -5.37651323e-02
-2.18633791e-01 1.22687028e-01 4.80746873e-02 -1.11741481e-01
-6.66080590e-02 -2.18371275e-02 -1.63077025e-01 -2.35493644e-01
-2.69823961e-01]
[ -1.30141255e-01 -8.26146631e-02 3.86375595e-02 -2.50161695e-01
-6.18692920e-02 -1.41272395e-01 6.62806154e-02 1.40801364e-02
-9.44288655e-02 4.36603884e-02 -3.38807199e-01 -5.21031342e-01
-1.37556750e-01]
[ -1.44763200e-01 -1.33520781e-01 -6.95448167e-02 -2.92766936e-01
-3.43556124e-01 -2.89553819e-01 1.66722026e-01 1.51419678e-01
7.29733525e-03 1.27923021e-01 -2.89041287e-01 -9.12435166e-01
3.15474294e-02]
[ -1.31616413e-01 -2.48177281e-01 -3.06289062e-01 -1.15472613e+00
-3.04183627e-01 -2.10188694e-01 -6.14000255e-02 -5.48260768e-02
5.71807842e-02 -5.06272549e-01 -8.65017054e-01 -6.56398757e-01
-1.59956534e+00]
[ -1.25529368e-01 1.34817046e-01 1.22303245e-02 2.04090858e-01
-2.00949986e-01 -1.77944181e-01 -1.73260989e-01 3.06611079e-03
-1.53457886e-01 -1.16581631e-01 -9.39396195e-02 -3.95202790e-01
1.31960917e-01]
[ -3.62399162e-01 -1.22192698e-01 -2.73121585e-01 4.05675779e-01
-2.03886724e-01 -2.33076164e-01 -1.68041836e-01 -9.06020946e-02
-2.64698434e-04 5.68669421e-02 1.25966464e-01 -3.88249568e-01
3.41550791e-01]
[ -1.25203623e-01 -5.56703318e-02 -2.54016602e-01 2.78425780e-01
-2.32316482e-01 -2.79736079e-01 -3.92877635e-01 -4.40476382e-02
8.54714723e-03 -6.46527534e-02 -1.55912930e-01 -2.96355259e-01
2.37767659e-01]
[ -2.64529620e-01 -5.32803160e-01 -3.42243537e-01 1.28153408e-01
-3.16510591e-01 -2.34859617e-01 -2.52131869e-01 -2.25283086e-01
-2.96602016e-02 -2.82164889e-01 3.07347887e-02 -3.91930547e-01
1.70570325e-01]
[ -2.28571595e-01 -2.96297840e-01 -3.23178982e-01 -4.78303525e-02
-8.54351176e-02 -1.52226590e-01 -1.19184152e-01 3.65679600e-02
-2.13349687e-01 -5.11496164e-01 -2.19732119e-01 -2.96941825e-01
-1.34001660e-02]
[ -9.72233420e-02 -1.50693724e-02 -2.47055054e-01 -1.20097655e+00
-2.74601441e-01 -2.61207359e-01 1.38402296e-01 -5.17874556e-01
1.40542252e-01 -2.53934228e-01 -8.43365086e-01 -4.27067955e-01
-1.52941515e+00]]
Progress: 37.7% ... Training loss: 0.172 ... Validation loss: 0.298[[-0.2569482 ]
[ 0.23931748]
[-0.05058902]
[ 1.50408549]
[ 0.26329376]
[-0.01545218]
[-0.96526616]
[-0.78015466]
[-0.50372985]
[-0.80516741]
[ 1.33087196]
[ 3.0630342 ]
[-2.77306282]]
[[ -5.18724769e-01 -4.91537969e-01 -5.92223614e-01 1.23635630e-01
-2.86768223e-01 -5.97653600e-01 1.66751841e-01 -2.25364816e-01
-2.51212501e-01 -3.05824809e-01 3.32920784e-01 1.13781080e+00
4.32331325e-01]
[ 1.59044652e-02 -1.34736354e-01 4.79670923e-02 -1.64060470e-01
-3.87632903e-02 5.84882141e-02 -6.42004533e-02 1.85575308e-01
-1.49283453e-01 -1.64086724e-01 -1.74227320e-01 -1.24239329e-01
-2.40476674e-01]
[ -3.03087022e-01 1.37743024e-01 -4.26606677e-02 4.80551052e-02
7.47943978e-02 -1.39162548e-01 -1.48528521e-01 -2.29511645e-01
2.94165361e-01 -6.64968582e-01 1.04529295e-01 7.28985578e-01
8.35125283e-01]
[ 2.77965562e-01 -2.52874605e-01 -2.74351822e-01 1.51970971e-01
-2.67199346e-01 1.19006222e-02 7.08215483e-01 -6.65222082e-01
3.93440089e-01 -2.09804919e-01 -4.03678459e-02 -3.10682705e-01
-3.61658270e-01]
[ 1.52518421e-01 1.60010826e-02 1.14816706e-01 -1.56434439e-01
-2.05837998e-02 7.50602698e-02 -1.75745649e-01 -1.74048961e-01
7.26149769e-02 2.71573566e-01 6.57401402e-03 -7.73296521e-02
-7.51916308e-02]
[ -4.89579045e-01 -6.27557082e-01 -6.00635132e-01 -6.07894496e-01
-6.00092388e-01 -5.65408844e-01 -4.60552126e-01 -1.49557435e-01
-5.06870530e-01 -2.30407972e-01 -6.41725984e-01 -9.35279143e-01
-7.66246421e-01]
[ -4.16454688e-01 -5.92691284e-01 -3.30489388e-01 -5.04974044e-01
-4.18206935e-01 -5.66934698e-01 -3.89350910e-01 -4.95947395e-01
-3.19143841e-01 -9.60105840e-02 -5.37048979e-01 -6.18211671e-01
-6.94504845e-01]
[ -3.43651292e-01 -3.51804388e-01 -4.90965952e-01 -1.61069056e-01
-3.28486697e-01 -4.29038018e-01 -2.24680564e-01 -3.06556114e-01
-2.50732584e-01 -6.07017240e-01 -3.48661912e-01 -8.40185819e-01
-6.96994637e-01]
[ -4.71976760e-01 -3.33151439e-01 -3.88728639e-01 -2.79942234e-01
-3.25938714e-01 -2.20220572e-01 -5.98265069e-02 -4.95694439e-01
-2.82077062e-01 -4.82558751e-01 -2.24816283e-01 -2.64195572e-01
-3.05475933e-01]
[ -9.63022906e-01 -9.62796733e-01 -9.94990104e-01 -7.04924154e-01
-1.05469968e+00 -9.94593685e-01 -5.32867717e-01 -5.71461923e-01
-7.36845139e-01 -5.81032386e-01 -8.27440806e-01 -6.79713695e-01
-9.51181197e-01]
[ -5.16814311e-01 -2.68620842e-01 -4.76135186e-01 -4.65104787e-01
-3.43162904e-01 -3.67142110e-01 -6.46577952e-01 -6.54264476e-01
-6.81466161e-01 -1.15749224e-01 -6.17483646e-01 -8.25174148e-01
-7.75801014e-01]
[ -1.21033577e-01 2.50461061e-02 -3.46076783e-01 -5.32655462e-01
-1.03591065e-01 -7.65511373e-02 -2.14897330e-01 -4.65872341e-01
-2.00129343e-01 3.82768235e-02 -5.82206167e-01 -1.30387496e+00
-8.55699401e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.56741483e-01 -1.27576073e-01 1.63928659e-01 -3.05128690e-01
-1.36044486e-01 1.13130360e-01 -1.49109850e-01 7.39592236e-03
-8.99193307e-02 6.17640344e-02 -2.37807104e-01 -4.90368792e-01
-9.91620529e-02]
[ -9.94753034e-02 -2.64734676e-01 -1.82029861e-01 -2.70874144e-01
-4.75440794e-01 -8.78618608e-02 -1.18569436e-01 -1.58306991e-02
-9.46566111e-02 -2.09627290e-02 -2.44595506e-01 -4.62882884e-01
-2.65474021e-01]
[ -6.26796371e-02 -4.06535916e-02 -2.24912228e-01 -2.59485393e-01
1.05892312e-01 -1.60826462e-01 -2.50464222e-01 1.51919925e-01
-3.33458151e-02 1.76131997e-01 -2.22739774e-01 4.48976172e-03
-9.72352600e-02]
[ 3.33911459e-02 -1.65083098e-01 -1.50593780e-01 -1.01486461e-01
-1.24525175e-01 -1.07996205e-01 8.91080391e-02 -1.40830701e-01
-3.65178341e-02 3.42374481e-02 -5.21375103e-02 -1.39748999e-01
-3.07822420e-02]
[ -2.94491945e-01 -1.33156862e-01 -8.24445247e-02 -1.64515450e-01
-2.94648903e-01 -2.77646264e-01 -3.28806974e-01 -1.47899181e-02
-3.30111966e-01 -2.29503321e-01 1.27718744e-01 -2.04160857e-01
7.32628372e-02]
[ -2.35119258e-01 -1.24473797e-01 -9.73819982e-02 -4.37714389e-02
-8.58542761e-02 -1.21701720e-01 -7.17959141e-02 -1.81259204e-02
-1.35469761e-01 -1.41346983e-01 -1.89011616e-02 -2.55565424e-01
-2.14355925e-01]
[ -1.82897900e-01 -7.75014868e-02 -2.31165176e-01 -1.95067894e-01
-1.63321420e-01 -2.07527942e-01 -3.67090695e-01 -1.23904729e-01
1.31297297e-01 -2.61727101e-01 -3.62287831e-01 -4.48871364e-01
-4.95078809e-01]
[ -3.71660900e-01 -5.51994300e-02 -1.53164729e-01 -9.64044463e-02
-4.43244294e-02 -3.14591024e-01 4.65082985e-02 -9.24724411e-02
-1.17833318e-01 3.72764338e-02 5.26735681e-02 -2.77912863e-01
-3.89375739e-01]
[ -1.55388218e-01 -1.39043963e-01 -5.49410173e-02 -2.46632168e-01
-1.25059794e-01 -2.96083770e-01 8.05154396e-02 -1.75059614e-01
-1.88158454e-01 5.59825300e-02 1.76335760e-01 6.80101276e-02
-1.43028788e-01]
[ -1.28766594e-01 -1.69195125e-01 -1.15460036e-01 -3.07142442e-01
9.43393676e-02 -1.85333628e-02 -1.63364532e-01 -1.81825208e-01
1.10454990e-01 -8.91591327e-02 -1.31907690e-01 -5.09683875e-02
-3.07383256e-01]
[ -3.69718549e-02 -3.53629001e-02 -1.50446501e-01 -1.54500863e-01
-2.31271419e-01 6.28709093e-02 -3.91068473e-02 -4.37056173e-02
-2.20656513e-01 -8.97995716e-02 -1.66746301e-01 -3.95080069e-01
-2.28240608e-01]
[ -7.07325969e-02 2.12059870e-02 -1.29755881e-01 -3.50283105e-01
1.19824734e-01 1.96995978e-02 -2.07753844e-01 -1.51505540e-01
1.23093371e-01 -5.50832823e-02 -3.21469669e-01 -2.99724361e-01
-3.33697510e-01]
[ 6.12262954e-02 -2.97106397e-01 -8.92280113e-02 -4.62102650e-01
-2.11560169e-01 -9.21644432e-02 1.64097434e-02 5.58035410e-02
-4.99354022e-02 2.54152690e-01 -5.41202755e-01 -8.92209585e-01
4.54832774e-01]
[ -2.34364936e-01 -2.34850803e-01 -1.35212528e-01 -3.22524598e-01
-2.92913252e-01 -9.55154620e-02 1.82914196e-01 2.01863003e-02
2.63007387e-01 1.21111944e-02 -4.29243744e-01 -1.09179459e+00
6.58494943e-01]
[ -2.56688484e-02 -1.78819675e-01 1.76607836e-02 -3.32840761e-01
-1.64356672e-01 1.63232347e-01 2.00120041e-01 2.39145723e-01
-3.98735227e-02 2.05425296e-01 -2.56884251e-01 -1.20904609e+00
7.92583649e-01]
[ -1.15955216e-02 -3.74706452e-02 -1.28612908e-01 -1.41904394e-01
-1.74105481e-01 -4.94027888e-02 3.13153651e-01 1.54719729e-01
2.51902883e-01 3.41893435e-01 -5.14599870e-01 -1.16545667e+00
8.23065132e-01]
[ -9.23009482e-02 -2.74139729e-01 5.60296343e-02 -3.37433352e-01
-1.44745848e-01 1.14818845e-01 3.93342307e-01 1.40375804e-01
-6.80620348e-02 1.44274366e-01 -5.72455721e-01 -1.13914271e+00
8.53257963e-01]
[ 1.12050974e-01 -8.54645902e-02 1.31519511e-02 -1.57959730e-01
-7.93614211e-02 -2.02839300e-02 2.90697886e-01 3.73083802e-01
4.30378366e-01 2.43088983e-01 -5.75116485e-01 -1.09492817e+00
5.87759271e-01]
[ 6.56428215e-03 -1.47136291e-01 2.37788099e-02 1.83997118e-02
-1.00243841e-01 -2.83238603e-01 1.65917117e-01 3.88877456e-01
4.89429547e-02 1.43913097e-01 -2.86355319e-01 -9.35283273e-01
2.09244739e-01]
[ 1.16136591e-01 7.73591359e-02 1.22295282e-02 2.81688791e-01
-1.09578636e-01 -5.61655578e-02 -4.07230372e-02 -7.62214351e-02
-1.79681249e-01 -6.63491963e-02 -5.32003227e-02 7.70063409e-02
-6.34413583e-01]
[ 6.41960105e-02 -1.37438771e-01 1.53552661e-01 5.67177300e-01
2.22118684e-01 1.06398482e-02 -3.05732212e-01 -3.31771313e-01
3.03930023e-02 -5.54610525e-01 3.37581940e-01 7.97261179e-01
-1.01046264e+00]
[ 2.12735655e-02 7.56258152e-02 -2.14475788e-01 1.36665595e-01
3.49096960e-02 -3.61723825e-03 -2.14668439e-01 -3.61844636e-01
-2.80004349e-01 -2.85937031e-01 -5.46728445e-03 -1.56641165e-01
-1.95978330e-01]
[ -7.71936568e-02 -1.98299401e-01 5.54480490e-02 -1.35346863e-02
-1.21844184e-01 -1.37722417e-01 -1.05524782e-01 -8.37714986e-02
2.35949684e-03 -4.23546135e-01 -3.70594995e-01 -1.82107531e-01
2.06916384e-01]
[ -1.92837480e-02 -2.53981546e-01 4.63107932e-02 -4.21248483e-01
-1.79830491e-01 -2.35993509e-01 -4.04999889e-01 -7.02407908e-02
-9.52609570e-02 -2.60106874e-02 -2.59211861e-01 3.63725639e-01
2.44814444e-01]
[ 1.51319626e-01 6.57045039e-02 -1.11817572e-01 -4.31871241e-01
-5.05591186e-02 -1.04882447e-01 -2.85715930e-01 -7.32852193e-02
-2.36970762e-01 -2.86342401e-01 -2.82073665e-01 5.85151439e-01
1.71717595e-01]
[ -1.93585765e-01 -1.68893295e-01 -1.21170081e-01 -4.17941282e-01
-4.11318178e-02 2.26319038e-02 -3.00354056e-01 -3.09895577e-01
-1.88764496e-01 -1.37157268e-01 -3.00845075e-01 5.08821842e-01
8.51152039e-02]
[ -6.00503647e-02 -1.90019061e-01 -1.71321952e-01 -4.32774051e-01
-3.36937385e-02 3.92492721e-02 -1.82333223e-01 -1.56822048e-01
-2.92951746e-01 -3.83052399e-01 -1.17210171e-01 4.05973558e-01
1.76055203e-01]
[ 8.84437665e-02 9.80277886e-02 -2.19406687e-02 -3.72826788e-01
-3.13382782e-01 3.32935551e-03 -2.59273122e-01 -3.74483495e-01
-3.54986181e-01 -9.19742191e-02 -1.92502893e-01 3.56590392e-01
1.78966641e-01]
[ -6.01013949e-02 -7.53436215e-03 -2.85558574e-01 -1.09919691e-01
7.35467703e-02 1.54687168e-01 -2.68053009e-01 -2.07649565e-01
-6.54817566e-02 -5.30654784e-02 1.66212311e-01 8.54503710e-01
-8.63545085e-02]
[ 1.57945990e-01 3.14366569e-01 -1.93120868e-01 7.95694982e-01
9.83659724e-02 4.80988173e-03 -1.65630187e-01 -3.46203979e-01
-2.06903932e-01 -2.63899232e-01 7.54679336e-01 8.66553952e-01
-1.55397359e+00]
[ 1.49741805e-02 1.56489931e-01 5.97104469e-02 4.57235151e-01
-1.42831654e-02 -6.27796987e-02 -2.44508782e-01 -3.02468405e-01
-2.65782206e-01 -1.49569966e-01 6.05940476e-01 8.78774271e-01
-1.49599376e+00]
[ -1.41542925e-02 -1.50279762e-01 -1.45350252e-01 3.32379132e-01
-1.94414423e-01 2.39226845e-01 9.76536238e-03 -1.25637715e-01
-2.13664000e-01 -2.91017307e-01 1.90212357e-01 4.68164048e-01
-7.69193544e-01]
[ 8.71045060e-02 -3.82903188e-01 -5.03414570e-02 6.26970370e-02
-1.19355271e-01 1.99879591e-01 9.22706396e-02 1.79743175e-01
-1.92128177e-01 2.49205180e-02 -5.09613119e-02 2.73298641e-01
-4.54464800e-01]
[ 2.13556353e-01 -2.96123305e-01 -1.18473223e-01 -5.42768226e-02
-2.18767203e-01 1.22691380e-01 4.88164516e-02 -1.11281546e-01
-6.63183850e-02 -2.12342756e-02 -1.63632643e-01 -2.37367723e-01
-2.69306106e-01]
[ -1.30136718e-01 -8.26536976e-02 3.86351035e-02 -2.50376444e-01
-6.18900715e-02 -1.41271562e-01 6.63788799e-02 1.39340390e-02
-9.44239468e-02 4.34797348e-02 -3.38738521e-01 -5.20051324e-01
-1.38253463e-01]
[ -1.44817922e-01 -1.33519230e-01 -6.95486739e-02 -2.92917763e-01
-3.43543080e-01 -2.89554331e-01 1.66558769e-01 1.51441010e-01
7.17843303e-03 1.27771910e-01 -2.89039103e-01 -9.11934436e-01
3.13380775e-02]
[ -1.31570598e-01 -2.48186515e-01 -3.06323659e-01 -1.15649550e+00
-3.04019136e-01 -2.10190889e-01 -6.07840049e-02 -5.66965455e-02
5.72976752e-02 -5.07347884e-01 -8.65589392e-01 -6.52171887e-01
-1.60418753e+00]
[ -1.25127657e-01 1.34291616e-01 1.23039155e-02 2.01084523e-01
-2.01424527e-01 -1.77929129e-01 -1.71051402e-01 3.98112234e-03
-1.52230853e-01 -1.15562190e-01 -9.56960665e-02 -3.97445431e-01
1.37595150e-01]
[ -3.62329374e-01 -1.22498091e-01 -2.73083791e-01 4.04181361e-01
-2.04256908e-01 -2.33068128e-01 -1.67372139e-01 -8.94377350e-02
2.93222274e-04 5.72076209e-02 1.24594995e-01 -3.91951167e-01
3.50153198e-01]
[ -1.25952982e-01 -5.48415559e-02 -2.54130787e-01 2.87623587e-01
-2.31444739e-01 -2.79759848e-01 -3.97214226e-01 -4.74451843e-02
6.16861245e-03 -6.70628982e-02 -1.49835188e-01 -2.81180970e-01
2.26148907e-01]
[ -2.64450342e-01 -5.32810530e-01 -3.42234923e-01 1.29339165e-01
-3.16472965e-01 -2.34856834e-01 -2.52009460e-01 -2.25471688e-01
-2.94821458e-02 -2.81992920e-01 3.16355307e-02 -3.91574715e-01
1.74241202e-01]
[ -2.28106075e-01 -2.96631148e-01 -3.23137310e-01 -5.17258907e-02
-8.59096781e-02 -1.52210221e-01 -1.16866609e-01 3.79635188e-02
-2.12080193e-01 -5.10471389e-01 -2.22321134e-01 -3.01898225e-01
-8.87167729e-03]
[ -9.65700739e-02 -1.61721937e-02 -2.46888073e-01 -1.20737455e+00
-2.75751407e-01 -2.61179082e-01 1.42286210e-01 -5.14993948e-01
1.43240512e-01 -2.52120621e-01 -8.49217579e-01 -4.42948688e-01
-1.52770489e+00]]
Progress: 37.8% ... Training loss: 0.168 ... Validation loss: 0.298[[-0.2517608 ]
[ 0.24056272]
[-0.04505051]
[ 1.50678942]
[ 0.26576747]
[-0.01064392]
[-0.96803115]
[-0.77366749]
[-0.50123789]
[-0.78788721]
[ 1.33089093]
[ 3.05702563]
[-2.77373152]]
[[ -5.18523414e-01 -4.92066565e-01 -5.92199274e-01 1.21287744e-01
-2.87033774e-01 -5.97642891e-01 1.71179512e-01 -2.25910230e-01
-2.49160180e-01 -3.07316914e-01 3.30177454e-01 1.13391691e+00
4.37616065e-01]
[ 1.59557490e-02 -1.34824165e-01 4.79875259e-02 -1.64999153e-01
-3.88328191e-02 5.84915540e-02 -6.39831979e-02 1.86293985e-01
-1.49217701e-01 -1.63464471e-01 -1.75160970e-01 -1.26853015e-01
-2.40109981e-01]
[ -3.02605172e-01 1.36501933e-01 -4.25441748e-02 3.68430443e-02
7.37097597e-02 -1.39140750e-01 -1.44526394e-01 -2.24954567e-01
2.96503380e-01 -6.62115086e-01 9.51505602e-02 7.12472825e-01
8.47823579e-01]
[ 2.78702665e-01 -2.53271342e-01 -2.74172130e-01 1.48090578e-01
-2.67661852e-01 1.19234722e-02 7.12740586e-01 -6.61456099e-01
3.95039277e-01 -2.05689290e-01 -4.36864070e-02 -3.29177850e-01
-3.54166485e-01]
[ 1.49872514e-01 1.86962046e-02 1.14332987e-01 -1.43418398e-01
-1.78305676e-02 7.49129720e-02 -1.86375762e-01 -1.81763536e-01
6.66690645e-02 2.60487428e-01 2.04804882e-02 -4.93682048e-02
-8.94953333e-02]
[ -4.89737038e-01 -6.27524591e-01 -6.00663731e-01 -6.06393265e-01
-6.00111099e-01 -5.65415394e-01 -4.61127627e-01 -1.50510988e-01
-5.06992490e-01 -2.31632266e-01 -6.41279958e-01 -9.37025281e-01
-7.68514073e-01]
[ -4.17402017e-01 -5.91732767e-01 -3.30703553e-01 -4.98953660e-01
-4.16979151e-01 -5.66991332e-01 -3.91211266e-01 -4.99449592e-01
-3.20979833e-01 -1.01256490e-01 -5.32160167e-01 -6.12106187e-01
-7.06934953e-01]
[ -3.43236597e-01 -3.52785240e-01 -4.90869680e-01 -1.68304801e-01
-3.29376190e-01 -4.29011109e-01 -2.21759700e-01 -3.05325792e-01
-2.48963244e-01 -6.05861858e-01 -3.54875416e-01 -8.48218481e-01
-6.87052210e-01]
[ -4.72130382e-01 -3.32823239e-01 -3.88781876e-01 -2.79886623e-01
-3.25695930e-01 -2.20234816e-01 -5.95052127e-02 -4.95772429e-01
-2.82250723e-01 -4.83154057e-01 -2.24238905e-01 -2.63075155e-01
-3.06619687e-01]
[ -9.62908148e-01 -9.62866713e-01 -9.95037567e-01 -7.05103519e-01
-1.05459730e+00 -9.94581763e-01 -5.29851551e-01 -5.73002757e-01
-7.35584664e-01 -5.82714669e-01 -8.27773485e-01 -6.81597902e-01
-9.49865320e-01]
[ -5.17043655e-01 -2.68799735e-01 -4.76178832e-01 -4.66588509e-01
-3.43313184e-01 -3.67165267e-01 -6.46005039e-01 -6.54958443e-01
-6.81434677e-01 -1.17637543e-01 -6.19627160e-01 -8.28405755e-01
-7.79421172e-01]
[ -1.21763239e-01 2.56333366e-02 -3.46185405e-01 -5.30650892e-01
-1.02980797e-01 -7.65904214e-02 -2.17680107e-01 -4.66940958e-01
-2.01783575e-01 3.59373003e-02 -5.80031262e-01 -1.30131205e+00
-8.59294206e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.56789015e-01 -1.27477291e-01 1.63901430e-01 -3.04493927e-01
-1.35962029e-01 1.13124268e-01 -1.49160225e-01 6.46505528e-03
-8.99208471e-02 6.10651909e-02 -2.37295293e-01 -4.89462510e-01
-1.00995795e-01]
[ -9.97308416e-02 -2.64591673e-01 -1.82065251e-01 -2.69753993e-01
-4.75315216e-01 -8.78746104e-02 -1.19500921e-01 -1.68616838e-02
-9.50687612e-02 -2.23009117e-02 -2.43990843e-01 -4.62914196e-01
-2.66222284e-01]
[ -6.30138028e-02 -4.05075372e-02 -2.24960867e-01 -2.56212979e-01
1.06182123e-01 -1.60837078e-01 -2.51596365e-01 1.50832224e-01
-3.40788312e-02 1.74299847e-01 -2.20607241e-01 9.93069594e-03
-9.94863355e-02]
[ 3.26131409e-02 -1.64354609e-01 -1.50755450e-01 -9.74108126e-02
-1.23724892e-01 -1.08040008e-01 8.61412563e-02 -1.43393818e-01
-3.82700571e-02 3.05848333e-02 -4.85791090e-02 -1.34350852e-01
-4.22441283e-02]
[ -2.94071898e-01 -1.33526071e-01 -8.23786104e-02 -1.67717420e-01
-2.95003392e-01 -2.77630674e-01 -3.25203197e-01 -1.31851601e-02
-3.28520081e-01 -2.28038627e-01 1.24586154e-01 -2.16010385e-01
7.84266827e-02]
[ -2.35178336e-01 -1.24460484e-01 -9.73903365e-02 -4.38721130e-02
-8.57695286e-02 -1.21703774e-01 -7.22803729e-02 -1.81186311e-02
-1.35528673e-01 -1.41697318e-01 -1.88807416e-02 -2.55353817e-01
-2.13207408e-01]
[ -1.82835760e-01 -7.77718546e-02 -2.31136155e-01 -1.97022442e-01
-1.63582680e-01 -2.07521890e-01 -3.66481055e-01 -1.22722617e-01
1.31916228e-01 -2.61489112e-01 -3.64028125e-01 -4.52957440e-01
-4.90447494e-01]
[ -3.71858352e-01 -5.50512307e-02 -1.53190958e-01 -9.55606046e-02
-4.41432171e-02 -3.14600682e-01 4.57928592e-02 -9.30598314e-02
-1.18346648e-01 3.67461459e-02 5.35609046e-02 -2.77524471e-01
-3.90380967e-01]
[ -1.55090084e-01 -1.39520766e-01 -5.49042227e-02 -2.50168906e-01
-1.25538554e-01 -2.96069366e-01 8.22369022e-02 -1.75447062e-01
-1.87532936e-01 5.66646520e-02 1.73208570e-01 6.90564236e-02
-1.42301183e-01]
[ -1.29016671e-01 -1.68962395e-01 -1.15499263e-01 -3.06114140e-01
9.45811853e-02 -1.85494907e-02 -1.64216655e-01 -1.81960526e-01
1.10010540e-01 -8.98259691e-02 -1.30956339e-01 -4.97136197e-02
-3.07578393e-01]
[ -3.68017723e-02 -3.53576241e-02 -1.50444662e-01 -1.56132077e-01
-2.31346420e-01 6.28779941e-02 -3.76830466e-02 -4.35119962e-02
-2.20218036e-01 -8.95584646e-02 -1.67565907e-01 -3.95877931e-01
-2.28580971e-01]
[ -7.06054003e-02 2.11448785e-02 -1.29742457e-01 -3.50491598e-01
1.19750699e-01 1.97070500e-02 -2.07173415e-01 -1.51073911e-01
1.23371885e-01 -5.45500699e-02 -3.21617791e-01 -3.00158908e-01
-3.33432183e-01]
[ 6.09870867e-02 -2.96842255e-01 -8.92797436e-02 -4.62038528e-01
-2.11297811e-01 -9.21764258e-02 1.54742990e-02 5.51461286e-02
-5.05868227e-02 2.53227889e-01 -5.40942467e-01 -8.91614891e-01
4.54320997e-01]
[ -2.34740133e-01 -2.34511537e-01 -1.35286985e-01 -3.20522828e-01
-2.92544699e-01 -9.55377557e-02 1.81491066e-01 1.92538975e-02
2.62060132e-01 1.04713546e-02 -4.27631271e-01 -1.09073268e+00
6.52989091e-01]
[ -2.56583370e-02 -1.78863353e-01 1.76618806e-02 -3.33316140e-01
-1.64390276e-01 1.63232633e-01 2.00416260e-01 2.39141076e-01
-3.97433222e-02 2.05402462e-01 -2.57275307e-01 -1.20997536e+00
7.93508621e-01]
[ -1.14760344e-02 -3.76470830e-02 -1.28590910e-01 -1.42706830e-01
-1.74262211e-01 -4.93965661e-02 3.14653691e-01 1.55324019e-01
2.52655617e-01 3.42478167e-01 -5.15431424e-01 -1.16859727e+00
8.26021103e-01]
[ -9.24534062e-02 -2.74023687e-01 5.60076962e-02 -3.36669256e-01
-1.44632667e-01 1.14809935e-01 3.92688963e-01 1.40143203e-01
-6.84037112e-02 1.43824405e-01 -5.71954966e-01 -1.13868794e+00
8.51808048e-01]
[ 1.12150701e-01 -8.55325048e-02 1.31612871e-02 -1.58623083e-01
-7.94288357e-02 -2.02802557e-02 2.91457386e-01 3.73316219e-01
4.30810637e-01 2.43311221e-01 -5.75534699e-01 -1.09599456e+00
5.88744880e-01]
[ 6.39927111e-03 -1.47029658e-01 2.37508811e-02 1.97219854e-02
-1.00127076e-01 -2.83245480e-01 1.64885177e-01 3.88267006e-01
4.85275146e-02 1.43187470e-01 -2.85641278e-01 -9.34508202e-01
2.07724320e-01]
[ 1.16050676e-01 7.75037470e-02 1.22052399e-02 2.83187333e-01
-1.09432149e-01 -5.61774110e-02 -4.00495084e-02 -7.70652608e-02
-1.79425064e-01 -6.76079197e-02 -5.24182184e-02 7.43601389e-02
-6.35845227e-01]
[ 6.46515671e-02 -1.37709042e-01 1.53597820e-01 5.66776186e-01
2.21930449e-01 1.06646736e-02 -3.02833674e-01 -3.31995598e-01
3.12662652e-02 -5.54418735e-01 3.37132206e-01 7.98092418e-01
-1.01195776e+00]
[ 2.12126630e-02 7.55936074e-02 -2.14469928e-01 1.36951235e-01
3.48815904e-02 -3.61747274e-03 -2.14815768e-01 -3.61859986e-01
-2.80021023e-01 -2.86282344e-01 -5.47787566e-03 -1.57169302e-01
-1.95596393e-01]
[ -7.73589210e-02 -1.98073437e-01 5.54011908e-02 -1.23621670e-02
-1.21586304e-01 -1.37731524e-01 -1.06970145e-01 -8.52357740e-02
1.69749405e-03 -4.24153478e-01 -3.69249102e-01 -1.76095117e-01
2.04351335e-01]
[ -1.94713210e-02 -2.53928781e-01 4.62947959e-02 -4.22046549e-01
-1.79776352e-01 -2.36003002e-01 -4.05644373e-01 -6.98776436e-02
-9.54248517e-02 -2.64703214e-02 -2.59721114e-01 3.62248612e-01
2.46845052e-01]
[ 1.51376796e-01 6.57254679e-02 -1.11820911e-01 -4.32384379e-01
-5.05355442e-02 -1.04880929e-01 -2.85499463e-01 -7.34782363e-02
-2.36954966e-01 -2.86249794e-01 -2.82250634e-01 5.84719814e-01
1.71613774e-01]
[ -1.93634348e-01 -1.68839767e-01 -1.21183127e-01 -4.17761005e-01
-4.10776164e-02 2.26286849e-02 -3.00503704e-01 -3.10242838e-01
-1.88869716e-01 -1.37574406e-01 -3.00585089e-01 5.10095407e-01
8.46164425e-02]
[ -6.01325918e-02 -1.89919839e-01 -1.71344856e-01 -4.32441194e-01
-3.35655678e-02 3.92430651e-02 -1.82685215e-01 -1.57121911e-01
-2.93106948e-01 -3.83302280e-01 -1.16814832e-01 4.07387854e-01
1.75037268e-01]
[ 8.81985205e-02 9.82900074e-02 -2.20039615e-02 -3.72847156e-01
-3.13171217e-01 3.31090575e-03 -2.59664695e-01 -3.75463543e-01
-3.55115383e-01 -9.34607424e-02 -1.92045241e-01 3.59643983e-01
1.77663578e-01]
[ -5.99970513e-02 -7.73821039e-03 -2.85529245e-01 -1.12245271e-01
7.32829165e-02 1.54699455e-01 -2.67629128e-01 -2.06546654e-01
-6.51788426e-02 -5.20320733e-02 1.64357800e-01 8.51189157e-01
-8.17469970e-02]
[ 1.58219617e-01 3.13800250e-01 -1.93071432e-01 7.94401202e-01
9.78909682e-02 4.82477892e-03 -1.63839948e-01 -3.45725597e-01
-2.06150796e-01 -2.63501080e-01 7.52894462e-01 8.63368567e-01
-1.55541232e+00]
[ 1.49531421e-02 1.56545928e-01 5.97080391e-02 4.57393618e-01
-1.42330137e-02 -6.27811893e-02 -2.44737717e-01 -3.02177849e-01
-2.65926649e-01 -1.49252805e-01 6.05942391e-01 8.78316804e-01
-1.49624205e+00]
[ -1.40076737e-02 -1.50461161e-01 -1.45321080e-01 3.31246598e-01
-1.94599451e-01 2.39237303e-01 1.04716666e-02 -1.24653964e-01
-2.13198158e-01 -2.90373726e-01 1.89172539e-01 4.65384472e-01
-7.67316787e-01]
[ 8.70631535e-02 -3.82893496e-01 -5.03472209e-02 6.31996481e-02
-1.19314530e-01 1.99877947e-01 9.20206311e-02 1.79403191e-01
-1.92326403e-01 2.45981593e-02 -5.05472995e-02 2.75208615e-01
-4.55387385e-01]
[ 2.13275630e-01 -2.95926653e-01 -1.18506929e-01 -5.33798577e-02
-2.18569045e-01 1.22676628e-01 4.76769058e-02 -1.11722945e-01
-6.68826280e-02 -2.20412016e-02 -1.62795262e-01 -2.36371894e-01
-2.70082922e-01]
[ -1.30107760e-01 -8.26933980e-02 3.86441284e-02 -2.50585969e-01
-6.19318106e-02 -1.41269957e-01 6.64619252e-02 1.40784511e-02
-9.43698456e-02 4.36409011e-02 -3.38955811e-01 -5.20571857e-01
-1.37712298e-01]
[ -1.44807469e-01 -1.33546795e-01 -6.95411567e-02 -2.93121146e-01
-3.43566927e-01 -2.89554111e-01 1.66810045e-01 1.51524546e-01
7.27461556e-03 1.27933858e-01 -2.89238367e-01 -9.12387922e-01
3.19242327e-02]
[ -1.32045122e-01 -2.47541047e-01 -3.06432187e-01 -1.15586571e+00
-3.03390416e-01 -2.10227742e-01 -6.17663514e-02 -5.86602597e-02
5.63917568e-02 -5.08894372e-01 -8.64011788e-01 -6.47969173e-01
-1.60751438e+00]
[ -1.25048582e-01 1.34238002e-01 1.23131327e-02 2.00127836e-01
-2.01472708e-01 -1.77925017e-01 -1.70479596e-01 4.59415806e-03
-1.51962700e-01 -1.14975238e-01 -9.65028894e-02 -3.98244579e-01
1.37922009e-01]
[ -3.63153001e-01 -1.21897388e-01 -2.73219913e-01 4.09696782e-01
-2.03627226e-01 -2.33113093e-01 -1.71387005e-01 -9.18944491e-02
-1.35758508e-03 5.30673644e-02 1.28495709e-01 -3.87646671e-01
3.43297066e-01]
[ -1.26225374e-01 -5.47060350e-02 -2.54180071e-01 2.90016979e-01
-2.31154723e-01 -2.79771086e-01 -3.97616107e-01 -4.91355996e-02
5.89806883e-03 -6.92098663e-02 -1.48368168e-01 -2.77109258e-01
2.27648097e-01]
[ -2.64538253e-01 -5.32649441e-01 -3.42260658e-01 1.30721841e-01
-3.16294168e-01 -2.34863253e-01 -2.52213791e-01 -2.25812408e-01
-2.98087744e-02 -2.82337780e-01 3.26778747e-02 -3.90872866e-01
1.72536398e-01]
[ -2.27995616e-01 -2.96799851e-01 -3.23115481e-01 -5.28154459e-02
-8.60981587e-02 -1.52199771e-01 -1.16545211e-01 3.88544260e-02
-2.11768084e-01 -5.09866717e-01 -2.23231719e-01 -3.04182654e-01
-6.89625227e-03]
[ -9.59454013e-02 -1.71543005e-02 -2.46799180e-01 -1.21490811e+00
-2.76679599e-01 -2.61144689e-01 1.47802732e-01 -5.13349745e-01
1.45451876e-01 -2.51043797e-01 -8.55789141e-01 -4.55698782e-01
-1.52551767e+00]]
Progress: 37.8% ... Training loss: 0.166 ... Validation loss: 0.300[[-0.26395478]
[ 0.23731168]
[-0.05108543]
[ 1.49262704]
[ 0.25921353]
[-0.01919334]
[-0.99530841]
[-0.78180678]
[-0.51473332]
[-0.80134665]
[ 1.31996326]
[ 3.05121018]
[-2.77640784]]
[[-0.516731 -0.49345391 -0.59195213 0.10532836 -0.28867597 -0.59758823
0.18515534 -0.22061724 -0.24409035 -0.30258452 0.31688341 1.09882955
0.45522417]
[ 0.01638468 -0.13500452 0.0480436 -0.16810486 -0.03897834 0.05850299
-0.062156 0.18864915 -0.14876517 -0.16101823 -0.17721092 -0.12921571
-0.24189965]
[-0.30349694 0.13859669 -0.04286123 0.04898036 0.07546377 -0.13919651
-0.14670965 -0.23192906 0.29415737 -0.66904095 0.10645054 0.74100126
0.82976982]
[ 0.28085198 -0.25637889 -0.27376413 0.12489753 -0.27044763 0.01200233
0.72863737 -0.65471438 0.40324063 -0.19900163 -0.06365549 -0.38418512
-0.30812053]
[ 0.15050995 0.01834586 0.11446785 -0.1403423 -0.01781767 0.07495497
-0.18940656 -0.18051157 0.0652207 0.26361833 0.02334079 -0.03238943
-0.09366366]
[-0.48980428 -0.62769697 -0.60061933 -0.60892332 -0.60024917 -0.56541309
-0.4615298 -0.149168 -0.50718198 -0.23085401 -0.6429716 -0.94124799
-0.76711589]
[-0.41572226 -0.59270135 -0.3305072 -0.51178781 -0.41829445 -0.56694064
-0.38328906 -0.49680182 -0.317423 -0.09632442 -0.54176273 -0.62625179
-0.69394512]
[-0.34334155 -0.35212995 -0.49096577 -0.16569147 -0.32888372 -0.42902387
-0.22016328 -0.3071577 -0.24958511 -0.60767787 -0.35275863 -0.84263354
-0.69869246]
[-0.47129194 -0.33318767 -0.38869755 -0.2837816 -0.32616761 -0.2202029
-0.05432323 -0.49362687 -0.28037846 -0.48065338 -0.22823334 -0.27553368
-0.30955753]
[-0.96183712 -0.96264685 -0.99497729 -0.7093351 -1.05484251 -0.99454494
-0.52211426 -0.57041834 -0.73406188 -0.5803099 -0.83074342 -0.68798037
-0.96305327]
[-0.51717136 -0.26872775 -0.47619234 -0.46756136 -0.34322374 -0.36717734
-0.64656616 -0.65503647 -0.68176782 -0.1174569 -0.62033095 -0.83018207
-0.77861015]
[-0.12036057 0.02449139 -0.34600318 -0.54209231 -0.10425762 -0.07654301
-0.21055785 -0.46514294 -0.19835547 0.03974688 -0.5895294 -1.31839516
-0.84710735]
[-0.01818056 0.20365939 0.10203381 0.0665193 0.08347329 0.02597061
0.09753973 -0.08699369 -0.16244349 -0.25666286 -0.25344598 0.19508984
0.10647589]
[-0.25696225 -0.12749323 0.16390918 -0.30555055 -0.13592986 0.11311916
-0.15027987 0.00639449 -0.09010793 0.06089764 -0.23835713 -0.49278012
-0.10086003]
[-0.09985364 -0.26455234 -0.18206942 -0.26961414 -0.47528169 -0.08787766
-0.11980389 -0.01699789 -0.09532247 -0.02265416 -0.243921 -0.46301028
-0.26614209]
[-0.06289277 -0.04075928 -0.22492098 -0.25714696 0.10590829 -0.16082938
-0.25147626 0.15168814 -0.03404782 0.1750445 -0.22135212 0.00790045
-0.09920153]
[ 0.03280757 -0.1642708 -0.15075201 -0.09982265 -0.12381696 -0.10803599
0.08727764 -0.14304678 -0.0378848 0.03132974 -0.05017737 -0.13472324
-0.03913213]
[-0.29280584 -0.13441954 -0.08221651 -0.17630163 -0.29597013 -0.27759347
-0.31846217 -0.01111546 -0.32555865 -0.22417115 0.11747106 -0.23134985
0.08888252]
[-0.23503958 -0.12459755 -0.09738509 -0.04737687 -0.08603241 -0.12169934
-0.07062492 -0.01739323 -0.13480256 -0.14220646 -0.02131829 -0.25906603
-0.2110563 ]
[-0.18295785 -0.07763662 -0.23114683 -0.1949706 -0.16344532 -0.20752486
-0.36719974 -0.12351281 0.13148056 -0.26196353 -0.36284092 -0.45219611
-0.49353294]
[-0.37221605 -0.05403703 -0.15332861 -0.09155113 -0.04327872 -0.3146229
0.04442054 -0.09643622 -0.11977725 0.03458881 0.0581448 -0.26253029
-0.40154579]
[-0.15457406 -0.13994735 -0.05482763 -0.25392772 -0.12611385 -0.29605124
0.0872287 -0.17321117 -0.18592492 0.05791084 0.16852413 0.0555482
-0.14182294]
[-0.1289847 -0.16866374 -0.11554097 -0.30402902 0.09490998 -0.01855358
-0.16403739 -0.18274657 0.11001248 -0.09008252 -0.12880485 -0.04623661
-0.3128457 ]
[-0.036493 -0.03560329 -0.15039284 -0.15822103 -0.23157622 0.06289485
-0.03668695 -0.04224148 -0.2197994 -0.08811907 -0.16932305 -0.39919734
-0.22710246]
[-0.07006066 0.020694 -0.12966611 -0.35308457 0.11932237 0.0197283
-0.2051815 -0.14911457 0.12416429 -0.05227944 -0.32338287 -0.30293769
-0.33228114]
[ 0.06090354 -0.29676864 -0.08929176 -0.46157213 -0.21122542 -0.09217951
0.01517002 0.05501031 -0.05078347 0.25301473 -0.54068018 -0.89158327
0.45338317]
[-0.23461346 -0.23464451 -0.13526749 -0.32211127 -0.29266342 -0.095533
0.18274175 0.01985899 0.26259632 0.0110438 -0.42875562 -1.09229041
0.65596933]
[-0.02566115 -0.17885444 0.01765848 -0.33336245 -0.16437947 0.1632321
0.20038284 0.23897122 -0.03975343 0.20525307 -0.25724701 -1.20984787
0.7934877 ]
[-0.01154881 -0.03757035 -0.1286015 -0.14219109 -0.17419336 -0.04939974
0.31433807 0.15523168 0.25245237 0.34231532 -0.51513238 -1.1683983
0.82489733]
[-0.09248264 -0.27400931 0.05600331 -0.33666391 -0.14461892 0.11480859
0.39251966 0.14002787 -0.06845343 0.14369904 -0.57193816 -1.13871105
0.85187384]
[ 0.11196319 -0.08545361 0.01314565 -0.15853928 -0.07935669 -0.0202871
0.29138246 0.37313998 0.43070026 0.24280709 -0.57558731 -1.09682637
0.58936054]
[ 0.00628661 -0.14689422 0.02373027 0.0208788 -0.09999229 -0.28324907
0.16437977 0.38765685 0.04814771 0.14284342 -0.28503749 -0.93372271
0.20576978]
[ 0.11691695 0.07686778 0.01232337 0.27864861 -0.11013094 -0.05614765
-0.0345262 -0.07376291 -0.17755102 -0.06481751 -0.05584584 0.06457989
-0.63613189]
[ 0.06528509 -0.13819564 0.15369337 0.56149899 0.22126908 0.01068565
-0.29785529 -0.3302211 0.03308862 -0.55307501 0.33175339 0.78404793
-1.01012991]
[ 0.02126561 0.07553405 -0.21446675 0.13679181 0.03482679 -0.00361735
-0.21462814 -0.36228604 -0.27978348 -0.28640921 -0.00589376 -0.1578486
-0.19448274]
[-0.07722679 -0.19826277 0.05541557 -0.01432298 -0.12179404 -0.13772546
-0.10615348 -0.0851458 0.00240556 -0.42416783 -0.37059294 -0.17931942
0.20836956]
[-0.01942233 -0.25401753 0.04632125 -0.42417821 -0.1798638 -0.23600259
-0.40507133 -0.06980578 -0.09497146 -0.02629385 -0.26165351 0.35688323
0.25246503]
[ 0.15156907 0.06547475 -0.11178352 -0.43376506 -0.05078151 -0.10487373
-0.28465477 -0.07263941 -0.23648207 -0.28558801 -0.2835836 0.58070092
0.17515677]
[-0.19354276 -0.16883326 -0.12117819 -0.41884003 -0.0411386 0.02263136
-0.29991897 -0.31005097 -0.18875511 -0.13694117 -0.30132601 0.50885478
0.08625934]
[-0.06038296 -0.1897972 -0.17137385 -0.43333533 -0.03345424 0.03923364
-0.18362313 -0.15747949 -0.29351195 -0.38425682 -0.1172561 0.40882068
0.1769106 ]
[ 0.08741243 0.10020386 -0.0222919 -0.3665063 -0.31157706 0.0032656
-0.26297073 -0.38174278 -0.35761109 -0.09835986 -0.18452665 0.38977156
0.15739484]
[-0.05993111 -0.00790939 -0.28550998 -0.11324881 0.07312702 0.15470343
-0.26733678 -0.20607503 -0.06483829 -0.05178798 0.16345521 0.84867712
-0.07950831]
[ 0.15807053 0.31410529 -0.19311023 0.79981052 0.09831069 0.00481626
-0.16526317 -0.34681356 -0.20719141 -0.26403968 0.75764716 0.87045566
-1.56198761]
[ 0.01553499 0.15583492 0.0598479 0.4535931 -0.0149315 -0.06275579
-0.24314263 -0.29973557 -0.26495123 -0.14647006 0.60197553 0.86733978
-1.49561587]
[-0.01362067 -0.15081113 -0.14525192 0.32913889 -0.19493929 0.23925938
0.0117672 -0.12311331 -0.21252439 -0.28864449 0.18702016 0.4600331
-0.76637952]
[ 0.08768729 -0.38326765 -0.05026433 0.05957295 -0.11978824 0.19990124
0.09479022 0.18132263 -0.19113914 0.02720752 -0.05356288 0.26950889
-0.4515043 ]
[ 0.21331169 -0.29594315 -0.11850334 -0.05338215 -0.21858893 0.12267861
0.04772735 -0.11144952 -0.06699465 -0.02179481 -0.16268953 -0.23609093
-0.27066146]
[-0.12995312 -0.08285414 0.03866546 -0.25153003 -0.06207346 -0.14126443
0.06698185 0.01442776 -0.09406653 0.0439986 -0.33957825 -0.52090685
-0.13657953]
[-0.14478144 -0.13350545 -0.06954543 -0.29320406 -0.34353217 -0.28955438
0.16689653 0.15140833 0.00719621 0.12821368 -0.28914696 -0.9120608
0.03136185]
[-0.13133875 -0.24807418 -0.30634331 -1.16315606 -0.30405199 -0.21020766
-0.05448519 -0.05596183 0.05914543 -0.50753721 -0.87071597 -0.66979768
-1.60601466]
[-0.12358225 0.13287965 0.0125487 0.18662824 -0.20279207 -0.17788199
-0.16272056 0.00933286 -0.14812267 -0.10959467 -0.10758282 -0.42140107
0.15423304]
[-0.36312303 -0.12133556 -0.27329393 0.4115312 -0.20326831 -0.23311599
-0.1706147 -0.09349877 -0.00168488 0.05270685 0.13108128 -0.37848378
0.33689739]
[-0.12589189 -0.05478952 -0.25414532 0.28906609 -0.23132408 -0.27975638
-0.39638221 -0.0489616 0.00606163 -0.06759999 -0.14991144 -0.27859469
0.2275396 ]
[-0.26456568 -0.5324276 -0.34226409 0.13566689 -0.31598135 -0.23486539
-0.25388131 -0.22694708 -0.03068764 -0.28232258 0.03667259 -0.38821038
0.16542026]
[-0.22763624 -0.29715799 -0.32305557 -0.05587369 -0.08656514 -0.15218278
-0.11457835 0.04060548 -0.21090085 -0.50873478 -0.22588384 -0.30872313
-0.00325763]
[-0.09646752 -0.01645495 -0.24691184 -1.21353433 -0.27616664 -0.26116231
0.14475544 -0.51566852 0.14365129 -0.25378303 -0.8535618 -0.44175516
-1.53353279]]
Progress: 37.9% ... Training loss: 0.173 ... Validation loss: 0.306[[-0.25194417]
[ 0.24429296]
[-0.04283665]
[ 1.50776236]
[ 0.26604027]
[-0.00911581]
[-0.97133899]
[-0.77089754]
[-0.49941843]
[-0.78569376]
[ 1.33000491]
[ 3.05233499]
[-2.77133376]]
[[-0.51727377 -0.49327313 -0.59200825 0.11205449 -0.28836307 -0.59761745
0.18144099 -0.22103964 -0.24531733 -0.30492241 0.32079176 1.10576797
0.4489467 ]
[ 0.01616201 -0.13466246 0.04797239 -0.16602902 -0.03865836 0.05848372
-0.0632989 0.18709138 -0.14942724 -0.16173511 -0.17539626 -0.12419048
-0.24724273]
[-0.30302736 0.13751073 -0.04271464 0.04669859 0.07450269 -0.13915842
-0.14477913 -0.22727795 0.29564152 -0.66653107 0.10255096 0.73656143
0.83385623]
[ 0.27937902 -0.25470239 -0.27398509 0.13584015 -0.26853985 0.01190141
0.72016651 -0.65874353 0.39793023 -0.20225425 -0.05428194 -0.36994179
-0.32690321]
[ 0.15131431 0.01765324 0.11459567 -0.14504779 -0.01839143 0.07499485
-0.18495853 -0.17657306 0.06775943 0.26693305 0.01924467 -0.05081863
-0.08540661]
[-0.49010713 -0.62754835 -0.60067458 -0.60865011 -0.60021006 -0.56543253
-0.46324899 -0.15056752 -0.50769897 -0.23180262 -0.64324953 -0.94338048
-0.76650788]
[-0.4167179 -0.59186357 -0.33069628 -0.50163043 -0.41721283 -0.56701115
-0.38864792 -0.50066824 -0.31979656 -0.10083796 -0.53436438 -0.61351921
-0.70937017]
[-0.34370431 -0.35222547 -0.4909718 -0.1662887 -0.32897927 -0.42904038
-0.22159929 -0.30621359 -0.24988845 -0.60823706 -0.35371108 -0.84525959
-0.69454512]
[-0.47196371 -0.3326915 -0.38879177 -0.28019849 -0.32568589 -0.22024821
-0.05759447 -0.4953415 -0.28197373 -0.48262977 -0.22561885 -0.27179798
-0.31481814]
[-0.96257605 -0.96255527 -0.99507925 -0.70580179 -1.05467558 -0.99459617
-0.52665007 -0.57334776 -0.73516789 -0.58374981 -0.82895088 -0.68783645
-0.96615205]
[-0.51828252 -0.26786702 -0.47635513 -0.46000418 -0.34231621 -0.36724652
-0.65184005 -0.65732904 -0.6843069 -0.12068909 -0.6146961 -0.82038591
-0.78560556]
[-0.12084349 0.02492613 -0.34608301 -0.53976632 -0.10382517 -0.07657438
-0.21253345 -0.46595741 -0.19949955 0.03842124 -0.58817434 -1.31662551
-0.85294348]
[-0.01818056 0.20365939 0.10203381 0.0665193 0.08347329 0.02597061
0.09753973 -0.08699369 -0.16244349 -0.25666286 -0.25344598 0.19508984
0.10647589]
[-0.25715128 -0.12737062 0.16387001 -0.30479403 -0.1357931 0.11310446
-0.15120683 0.00535713 -0.09044273 0.05997711 -0.23766905 -0.49179083
-0.10124056]
[-0.10007369 -0.26436201 -0.1821198 -0.26954331 -0.47516624 -0.08789425
-0.12047112 -0.01837625 -0.09564976 -0.02371062 -0.24364272 -0.4619168
-0.2672226 ]
[-0.06296964 -0.04077934 -0.22490616 -0.25517822 0.10590233 -0.16082627
-0.25284969 0.15213363 -0.03457938 0.17545444 -0.22043943 0.00785166
-0.09896641]
[ 0.03244646 -0.16388274 -0.15083483 -0.09562134 -0.12330827 -0.10805862
0.08516867 -0.14543911 -0.03870427 0.02876163 -0.04628159 -0.12845241
-0.04570805]
[-0.29313175 -0.13399563 -0.08231752 -0.1733424 -0.29548416 -0.27762261
-0.32007613 -0.01277895 -0.32650776 -0.22534249 0.11989193 -0.2267533
0.083148 ]
[-0.23519496 -0.12471163 -0.09737184 -0.04686808 -0.08614915 -0.12171026
-0.07111317 -0.01665564 -0.13477405 -0.14244931 -0.02242719 -0.26145426
-0.21222537]
[-0.18306898 -0.07763253 -0.23115067 -0.19421835 -0.16341114 -0.20753031
-0.36823212 -0.12343771 0.13117847 -0.26200633 -0.36273979 -0.45211194
-0.49336769]
[-0.37199243 -0.05459941 -0.15325587 -0.09499825 -0.0438461 -0.31460475
0.04601031 -0.09450792 -0.11866405 0.03527712 0.0551372 -0.26874864
-0.39517807]
[-0.15523373 -0.13932947 -0.05493058 -0.24969728 -0.12551969 -0.29609207
0.08377083 -0.1749584 -0.18771155 0.05598543 0.17225027 0.06126762
-0.14844541]
[-0.1291314 -0.16857779 -0.11555856 -0.30321957 0.09502374 -0.01856386
-0.16463039 -0.18291011 0.10961398 -0.09034755 -0.12822161 -0.04508451
-0.31319396]
[-0.03667325 -0.03548684 -0.15042105 -0.15807173 -0.23149158 0.06288306
-0.03725348 -0.04284752 -0.21999958 -0.088689 -0.16936464 -0.39905624
-0.22767195]
[-0.07019115 0.02082829 -0.12968553 -0.35262783 0.11944577 0.01971759
-0.20572797 -0.14934918 0.12388305 -0.05261298 -0.32304856 -0.30261953
-0.3324988 ]
[ 0.06076356 -0.29669403 -0.08930954 -0.46107067 -0.21114817 -0.09218803
0.01439972 0.05470967 -0.05117856 0.25262224 -0.5402343 -0.89099983
0.45202345]
[-0.23473705 -0.23460524 -0.13528155 -0.3219091 -0.2926108 -0.09554231
0.18217167 0.01948211 0.2623537 0.01060326 -0.42863315 -1.09255318
0.65617078]
[-0.02592603 -0.17867507 0.01761516 -0.33201644 -0.16421201 0.16321275
0.19908507 0.23797041 -0.04027639 0.20398953 -0.25607133 -1.20892646
0.7903907 ]
[-0.01201874 -0.0372149 -0.12867018 -0.13933694 -0.17388089 -0.04942817
0.31186903 0.15395885 0.25122849 0.34079611 -0.51360779 -1.16725483
0.81922775]
[-0.09247377 -0.27401335 0.0560046 -0.336683 -0.14462305 0.11480914
0.39257506 0.14005794 -0.06843027 0.14372826 -0.5719538 -1.13872741
0.85191699]
[ 0.1114442 -0.08507079 0.01308161 -0.15559264 -0.07898115 -0.02032038
0.28933174 0.37199875 0.42955651 0.24118731 -0.573963 -1.09582346
0.58465284]
[ 0.00635049 -0.14693147 0.02373406 0.02084934 -0.10003063 -0.28324663
0.16460776 0.38768628 0.04826512 0.14299968 -0.28513359 -0.93384144
0.20564527]
[ 0.11689695 0.0769394 0.01231093 0.27990702 -0.11005887 -0.05615122
-0.03439302 -0.07420861 -0.17751801 -0.06522434 -0.05508957 0.06634404
-0.63836763]
[ 0.06497259 -0.13800225 0.15364561 0.56355562 0.22153918 0.01066552
-0.29905451 -0.33053914 0.03244722 -0.55372058 0.33328071 0.78670852
-1.01106883]
[ 0.02114104 0.07552618 -0.21447815 0.13682003 0.03486143 -0.00362421
-0.21478333 -0.36242128 -0.27968179 -0.28701122 -0.00576884 -0.15821913
-0.1936552 ]
[-0.07720749 -0.19824065 0.05541816 -0.01431301 -0.12177004 -0.13772552
-0.10613958 -0.08519055 0.0024006 -0.4238831 -0.37068558 -0.17936264
0.20836142]
[-0.01935462 -0.25407602 0.04633339 -0.4245834 -0.17992952 -0.23599644
-0.40477424 -0.06950379 -0.09484661 -0.02594045 -0.26195607 0.35637762
0.25292505]
[ 0.1517384 0.06533439 -0.1117591 -0.43530659 -0.05090857 -0.1048687
-0.28385486 -0.07220811 -0.23589431 -0.28517912 -0.28458236 0.57774956
0.1784832 ]
[-0.1935371 -0.16888334 -0.12117101 -0.41900114 -0.04120667 0.02263372
-0.29991592 -0.30991793 -0.18871798 -0.13697051 -0.3015508 0.50835021
0.08684465]
[-0.06040658 -0.19001696 -0.17137577 -0.4357906 -0.03368923 0.03923545
-0.1834129 -0.15698781 -0.29330468 -0.38411365 -0.11890944 0.40820589
0.1804287 ]
[ 0.08734591 0.10025792 -0.02230304 -0.36713682 -0.31156029 0.00326065
-0.26298343 -0.38233822 -0.35762861 -0.09853753 -0.1850643 0.38900769
0.15901702]
[-0.05959232 -0.00819179 -0.28548057 -0.11550616 0.07285046 0.15472848
-0.26607954 -0.20525363 -0.06401507 -0.05070439 0.16182243 0.84557159
-0.07685511]
[ 0.1580069 0.31413652 -0.19310804 0.80172134 0.09844598 0.00481256
-0.16628752 -0.34726677 -0.20760267 -0.26428813 0.75924634 0.87326122
-1.56334432]
[ 0.0153689 0.15587987 0.05982487 0.45637244 -0.01484058 -0.06276618
-0.24373312 -0.30038288 -0.26503654 -0.14772817 0.60352824 0.87139014
-1.49793456]
[-0.0138507 -0.15043648 -0.14529775 0.33170493 -0.19462044 0.23923879
0.00982527 -0.1232352 -0.2134188 -0.28880037 0.18890376 0.46298334
-0.76986121]
[ 0.08769083 -0.38324846 -0.0502714 0.05993956 -0.11975464 0.19990075
0.09481122 0.18107804 -0.19115344 0.02698408 -0.0532365 0.27025837
-0.45253848]
[ 0.21316944 -0.29586809 -0.11851456 -0.05301676 -0.21850418 0.12267145
0.04715263 -0.11150219 -0.06732846 -0.02201853 -0.16241366 -0.23567006
-0.27083773]
[-0.12992898 -0.0828883 0.03867156 -0.25191093 -0.06211858 -0.14126236
0.06723816 0.01457137 -0.0939562 0.04414652 -0.33989335 -0.52152597
-0.13586853]
[-0.14514907 -0.13320183 -0.0695994 -0.29109901 -0.34323159 -0.28957478
0.16449245 0.15014055 0.00617245 0.12681535 -0.28743431 -0.90952711
0.02799195]
[-0.1318649 -0.24772045 -0.30642442 -1.16260042 -0.30373343 -0.21024568
-0.0564805 -0.05828668 0.05816964 -0.50953927 -0.86979061 -0.66660466
-1.60794326]
[-0.12408224 0.13345407 0.01241939 0.19134969 -0.20228916 -0.17791951
-0.16564335 0.00680117 -0.14946512 -0.11179203 -0.10451675 -0.41613786
0.14492112]
[-0.36315119 -0.12132818 -0.27332521 0.41199366 -0.20325019 -0.23311231
-0.17045788 -0.09378755 -0.00172721 0.05190595 0.13163562 -0.37998855
0.33556566]
[-0.12594958 -0.05486907 -0.25413715 0.28877933 -0.23133297 -0.27976554
-0.39658021 -0.04809622 0.00640988 -0.06777486 -0.15018957 -0.28133973
0.23143633]
[-0.26493711 -0.53215009 -0.34231669 0.14023542 -0.31562341 -0.23488823
-0.25627839 -0.22829181 -0.03190513 -0.28370115 0.04048131 -0.38098743
0.16116536]
[-0.22818649 -0.29680246 -0.32312281 -0.05188548 -0.08611875 -0.15221437
-0.11812123 0.03954199 -0.21231098 -0.50967654 -0.22358378 -0.30600409
-0.00788133]
[-0.09676687 -0.01655694 -0.24690306 -1.2141274 -0.27629476 -0.26117863
0.14386936 -0.51501684 0.14350205 -0.25428525 -0.85515574 -0.44419383
-1.53190901]]
Progress: 37.9% ... Training loss: 0.167 ... Validation loss: 0.300[[-0.2499074 ]
[ 0.2437964 ]
[-0.04217122]
[ 1.51333188]
[ 0.2661826 ]
[-0.00699539]
[-0.96712311]
[-0.77140913]
[-0.49350755]
[-0.78487117]
[ 1.33297976]
[ 3.05550256]
[-2.76610163]]
[[-0.5174561 -0.4934868 -0.59201792 0.11649894 -0.2882808 -0.59762108
0.17903555 -0.22203272 -0.24616599 -0.30562466 0.32363713 1.11219869
0.44479763]
[ 0.01617569 -0.13481232 0.04798171 -0.16717637 -0.03877331 0.0584848
-0.06320619 0.18764981 -0.14922865 -0.16176969 -0.17620369 -0.12720072
-0.24697301]
[-0.30340936 0.1377136 -0.0427673 0.05274473 0.07479737 -0.1391758
-0.14731923 -0.22884887 0.29394092 -0.66835522 0.107191 0.74582061
0.82571661]
[ 0.27909048 -0.25404444 -0.27406914 0.14012278 -0.26779375 0.0118779
0.7191207 -0.66302881 0.39746028 -0.20572279 -0.04976439 -0.35629555
-0.33409488]
[ 0.15112074 0.01827232 0.11457477 -0.14715464 -0.01812701 0.07498867
-0.18505755 -0.1754817 0.066607 0.26755787 0.01708038 -0.04988332
-0.08645627]
[-0.48996934 -0.62768145 -0.60065333 -0.61094221 -0.60030541 -0.56542722
-0.46295193 -0.14957723 -0.50746551 -0.23086308 -0.6454603 -0.94730203
-0.76592254]
[-0.41690065 -0.5918703 -0.3307077 -0.50147641 -0.41718589 -0.56701864
-0.38955875 -0.50102518 -0.32038863 -0.10186404 -0.53408187 -0.61114471
-0.71198967]
[-0.34376266 -0.35229939 -0.4909941 -0.16143944 -0.32880674 -0.42904408
-0.22362096 -0.30715562 -0.25101688 -0.60843372 -0.3495568 -0.83471285
-0.70317353]
[-0.47218515 -0.33252382 -0.38880493 -0.27922317 -0.32565073 -0.22025568
-0.05809135 -0.49523158 -0.28227414 -0.48329194 -0.22556217 -0.27521326
-0.31508599]
[-0.96273756 -0.96259313 -0.99508949 -0.69940082 -1.05451287 -0.994603
-0.5296163 -0.5729317 -0.73684634 -0.5836071 -0.82472248 -0.67929269
-0.97453563]
[-0.51838601 -0.26791439 -0.47637406 -0.46167466 -0.34230053 -0.36724716
-0.65232905 -0.65778094 -0.6844591 -0.12121641 -0.6152683 -0.81834617
-0.78653604]
[-0.12090323 0.0249653 -0.34607947 -0.54081032 -0.10386428 -0.07658026
-0.21221052 -0.46612033 -0.19945634 0.03786049 -0.58954781 -1.32162459
-0.85455985]
[-0.01818056 0.20365939 0.10203381 0.0665193 0.08347329 0.02597061
0.09753973 -0.08699369 -0.16244349 -0.25666286 -0.25344598 0.19508984
0.10647589]
[-0.2571132 -0.12736388 0.16385462 -0.30493766 -0.1357521 0.11310429
-0.15112366 0.00468044 -0.09038876 0.05971904 -0.23767341 -0.49073262
-0.10265822]
[-0.09994103 -0.26457319 -0.18207732 -0.2714239 -0.47536412 -0.08788691
-0.1201783 -0.01709018 -0.09531339 -0.02272032 -0.24562798 -0.46701369
-0.2651005 ]
[-0.06268446 -0.041059 -0.22485951 -0.2558061 0.10560919 -0.16081751
-0.25206072 0.15362467 -0.03416753 0.17702745 -0.22135778 0.00494088
-0.09943147]
[ 0.03205403 -0.16374569 -0.15086789 -0.09591155 -0.12304553 -0.10806828
0.08362835 -0.14586601 -0.03947863 0.02773674 -0.04565793 -0.12432548
-0.04399788]
[-0.29296695 -0.13404157 -0.08230242 -0.17466413 -0.29563215 -0.27762054
-0.31921002 -0.01293803 -0.32613318 -0.22530546 0.11846936 -0.23052836
0.08207951]
[-0.23536805 -0.12457881 -0.09740027 -0.04318756 -0.08595708 -0.12171736
-0.07230091 -0.01743013 -0.13546131 -0.14333803 -0.01974071 -0.25548727
-0.21763599]
[-0.18318403 -0.07758675 -0.23116467 -0.19343516 -0.1633527 -0.20753372
-0.3692347 -0.12376367 0.13042996 -0.26231995 -0.362107 -0.44964907
-0.49682651]
[-0.37196272 -0.0546974 -0.15325063 -0.09442211 -0.04387848 -0.31460281
0.0457213 -0.09445811 -0.11883156 0.03545455 0.05582031 -0.26631295
-0.39479824]
[-0.15514383 -0.13941133 -0.05493561 -0.24798663 -0.12548193 -0.29609157
0.08367354 -0.17524689 -0.18758905 0.05607271 0.17364393 0.06354422
-0.15071252]
[-0.12901845 -0.1686573 -0.1155425 -0.30453203 0.09487189 -0.01855951
-0.16379858 -0.18255018 0.11001471 -0.09005374 -0.12935892 -0.04872191
-0.3107945 ]
[-0.03695218 -0.03526175 -0.15045149 -0.15578731 -0.23131525 0.06287275
-0.03865512 -0.04326525 -0.22068179 -0.08956015 -0.16797396 -0.39802519
-0.23050168]
[-0.07040969 0.02103092 -0.12971033 -0.35239976 0.11963996 0.01970993
-0.20620461 -0.14966545 0.12345544 -0.05336076 -0.32270835 -0.30097332
-0.33312327]
[ 0.06074026 -0.29662123 -0.08932426 -0.46096026 -0.21107908 -0.09219004
0.01449043 0.05442161 -0.0511654 0.25247756 -0.5400176 -0.89065909
0.45116159]
[-0.23479409 -0.23456076 -0.13528716 -0.32169368 -0.2925604 -0.09554429
0.18214224 0.01953576 0.26222352 0.0105551 -0.42848566 -1.09249344
0.65588051]
[-0.02632408 -0.17834836 0.01756268 -0.33014766 -0.16392084 0.16319882
0.19743097 0.23726304 -0.04106952 0.20277223 -0.25469603 -1.20856856
0.78675564]
[-0.01224318 -0.03699469 -0.12869921 -0.13772222 -0.17368254 -0.04943631
0.31085492 0.15355886 0.25068428 0.33998901 -0.51273042 -1.16662533
0.8160948 ]
[-0.09242966 -0.27408124 0.05601515 -0.33667768 -0.14468098 0.11481125
0.39288607 0.14032589 -0.06827703 0.14388731 -0.57200707 -1.13881975
0.85204631]
[ 0.11144632 -0.08508427 0.01308018 -0.15582074 -0.07899096 -0.02032049
0.28946932 0.37202207 0.42963452 0.24112539 -0.57407708 -1.09600114
0.58502554]
[ 0.00627671 -0.14686034 0.02372326 0.02217209 -0.09995646 -0.28324833
0.16374798 0.3871406 0.04792445 0.1426697 -0.28434094 -0.93276183
0.20378705]
[ 0.11694337 0.07692982 0.01231064 0.28051575 -0.11007963 -0.05615309
-0.03428134 -0.07432535 -0.17735574 -0.06546708 -0.05479537 0.06609933
-0.63925819]
[ 0.06507142 -0.13807494 0.15365453 0.56596957 0.22164536 0.01066658
-0.3003091 -0.33115337 0.03197302 -0.55338201 0.33539178 0.79270052
-1.01370921]
[ 0.02114967 0.07542791 -0.21447168 0.13605495 0.0347385 -0.00362261
-0.21408737 -0.36197228 -0.27938277 -0.28723262 -0.00639473 -0.1611049
-0.19208187]
[-0.07717517 -0.19826808 0.05542495 -0.01479725 -0.1218136 -0.13772497
-0.10592981 -0.08506027 0.00253001 -0.42378539 -0.37106587 -0.18054701
0.20951985]
[-0.01970271 -0.25389708 0.04629077 -0.42466999 -0.17965648 -0.23600348
-0.40615269 -0.0702976 -0.09538582 -0.0274423 -0.2613233 0.36018755
0.25392602]
[ 0.15157353 0.06545452 -0.11177867 -0.43484326 -0.05080071 -0.10487339
-0.28449058 -0.07300835 -0.23609773 -0.28591161 -0.2841394 0.5793182
0.17785049]
[-0.19335554 -0.169095 -0.1211416 -0.42100939 -0.04144718 0.02264015
-0.29905609 -0.30940055 -0.18823708 -0.1362574 -0.30296161 0.50595861
0.09037092]
[-0.06056842 -0.18986934 -0.17139694 -0.43610771 -0.03354346 0.03923019
-0.18382275 -0.15722825 -0.29364937 -0.38457862 -0.11907214 0.40841104
0.18143795]
[ 0.08722601 0.10048668 -0.02233018 -0.36660476 -0.3113973 0.0032559
-0.26336194 -0.38288612 -0.35812418 -0.09880504 -0.18445724 0.39225119
0.15740541]
[-0.05972895 -0.00811784 -0.28549117 -0.11525448 0.07294397 0.15472405
-0.26665503 -0.20533441 -0.06431762 -0.05089398 0.16199583 0.84596777
-0.07672508]
[ 0.15835634 0.31368397 -0.19305324 0.7989685 0.09802382 0.00482501
-0.16499506 -0.34576625 -0.20697535 -0.26305556 0.75697312 0.86864454
-1.56248752]
[ 0.01556759 0.15556459 0.05987587 0.45464182 -0.01510956 -0.0627571
-0.2430907 -0.29893693 -0.26463308 -0.14666822 0.60162535 0.86576484
-1.49661357]
[-0.01389083 -0.15040417 -0.14530284 0.33348763 -0.19459545 0.23923737
0.00898814 -0.12306498 -0.21376821 -0.28884212 0.18999379 0.46520841
-0.77154087]
[ 0.0877845 -0.38324075 -0.05026846 0.06164107 -0.11973042 0.19990296
0.09460078 0.18074824 -0.19149946 0.02714477 -0.05223283 0.27322142
-0.45677761]
[ 0.21306971 -0.29575047 -0.11853385 -0.05119504 -0.21836034 0.12266727
0.04617334 -0.11219291 -0.06783045 -0.02230937 -0.16086955 -0.23163614
-0.27460238]
[-0.12965353 -0.0831298 0.0387032 -0.2532413 -0.06238977 -0.14125542
0.06881966 0.01512291 -0.09317332 0.04500036 -0.34099113 -0.52435257
-0.13481846]
[-0.14495728 -0.13337987 -0.06956772 -0.29242241 -0.34340007 -0.28956906
0.16564409 0.15098776 0.00662061 0.12781676 -0.28843947 -0.91080258
0.03017048]
[-0.13243253 -0.24728177 -0.30649806 -1.16185497 -0.30330696 -0.21026046
-0.05834617 -0.05900919 0.05691359 -0.51136354 -0.86858478 -0.66098037
-1.61011136]
[-0.12371957 0.13301874 0.01247324 0.18669385 -0.20274358 -0.17791073
-0.16351959 0.00793021 -0.14832619 -0.11079155 -0.10847318 -0.4268997
0.1472485 ]
[-0.36333227 -0.1210524 -0.27336629 0.41566617 -0.20299021 -0.23312143
-0.17264942 -0.09481772 -0.00283395 0.05107535 0.13378255 -0.37525602
0.32976685]
[-0.12598522 -0.05474207 -0.25414715 0.28998145 -0.2312787 -0.27976832
-0.39650657 -0.04859728 0.00643542 -0.06819842 -0.14907331 -0.27940674
0.23105462]
[-0.26530319 -0.5317794 -0.34237738 0.14844912 -0.31495475 -0.2349012
-0.26046431 -0.23034137 -0.03400215 -0.28438466 0.04740691 -0.36344922
0.15085525]
[-0.22791822 -0.29729126 -0.32304396 -0.05516614 -0.08665053 -0.15220026
-0.11704452 0.04185416 -0.21157841 -0.50830175 -0.22671283 -0.31397178
-0.00385196]
[-0.0965721 -0.01689102 -0.24687596 -1.2163382 -0.27657866 -0.26117523
0.14570607 -0.51435351 0.14427738 -0.25384393 -0.85718217 -0.4497079
-1.53053745]]
Progress: 38.0% ... Training loss: 0.168 ... Validation loss: 0.299[[-0.25022044]
[ 0.24226423]
[-0.04270671]
[ 1.51310247]
[ 0.2656522 ]
[-0.0087133 ]
[-0.97462986]
[-0.76923739]
[-0.50127185]
[-0.777852 ]
[ 1.33363366]
[ 3.05808489]
[-2.76669387]]
[[-0.51794768 -0.49273097 -0.59209768 0.11772734 -0.28745774 -0.59763413
0.17851974 -0.22349669 -0.24652672 -0.30833284 0.32682776 1.126397
0.44616913]
[ 0.0161112 -0.13448833 0.04795127 -0.16659185 -0.0385019 0.05848125
-0.06300486 0.18730578 -0.14973052 -0.16140453 -0.17596322 -0.12433969
-0.25148144]
[-0.30273768 0.13623263 -0.04262468 0.04697914 0.07346075 -0.13915853
-0.14261653 -0.22544419 0.29818434 -0.6676451 0.10142801 0.72841178
0.83347137]
[ 0.28020211 -0.25523708 -0.27382693 0.13678944 -0.26932708 0.01189942
0.72342365 -0.65738953 0.39941745 -0.19808997 -0.05470054 -0.37199851
-0.31934464]
[ 0.15118244 0.01865076 0.11454613 -0.14963688 -0.01756819 0.07499423
-0.18475895 -0.17923108 0.06633015 0.26479878 0.01779466 -0.032397
-0.08531704]
[-0.49026061 -0.62723756 -0.60070899 -0.61038982 -0.5998704 -0.5654348
-0.46335395 -0.15105502 -0.50793607 -0.23248306 -0.64433656 -0.94311708
-0.76938758]
[-0.4173201 -0.59126311 -0.33080856 -0.49874177 -0.41638672 -0.56702976
-0.39106132 -0.50336489 -0.32136327 -0.10484329 -0.5302705 -0.59545131
-0.71912954]
[-0.34319394 -0.35324531 -0.49087489 -0.16698398 -0.3297617 -0.42903028
-0.21832044 -0.3041514 -0.24776539 -0.60725745 -0.35418827 -0.84724884
-0.69818731]
[-0.47190845 -0.33292826 -0.38874015 -0.28251377 -0.32612336 -0.22024335
-0.05668606 -0.49377652 -0.28176306 -0.48188273 -0.22850381 -0.28241566
-0.3117072 ]
[-0.96222469 -0.96340765 -0.99500374 -0.7073994 -1.05522627 -0.99458825
-0.52328081 -0.57080834 -0.733475 -0.58401693 -0.82933152 -0.68548927
-0.97001358]
[-0.51819056 -0.26817283 -0.47635275 -0.46339756 -0.34260975 -0.36723844
-0.65107419 -0.65818474 -0.68390795 -0.1208878 -0.61738906 -0.82124949
-0.78805675]
[-0.12147685 0.02573896 -0.34615906 -0.53663695 -0.10303507 -0.07659629
-0.21499967 -0.46719811 -0.20106147 0.03592796 -0.58545603 -1.31238473
-0.85980107]
[-0.01818056 0.20365939 0.10203381 0.0665193 0.08347329 0.02597061
0.09753973 -0.08699369 -0.16244349 -0.25666286 -0.25344598 0.19508984
0.10647589]
[-0.25706405 -0.12739019 0.163877 -0.30570678 -0.13581421 0.11310578
-0.15058739 0.00557217 -0.09040303 0.06036294 -0.23814324 -0.49208258
-0.10314212]
[-0.10003599 -0.26448231 -0.18209528 -0.2708317 -0.47527527 -0.08788898
-0.12106657 -0.01814439 -0.09552344 -0.02357042 -0.24512265 -0.46483582
-0.26521883]
[-0.0630202 -0.04061508 -0.22492722 -0.25484434 0.10608541 -0.1608272
-0.25246006 0.15222881 -0.03455917 0.17537093 -0.22016541 0.00767904
-0.10205041]
[ 0.03150453 -0.16314706 -0.15097224 -0.09351036 -0.12236537 -0.10807928
0.08148461 -0.14857892 -0.04069535 0.02445239 -0.04275042 -0.11401567
-0.04952796]
[-0.29277034 -0.13416086 -0.08227465 -0.17420141 -0.29572202 -0.2776182
-0.31807851 -0.0121664 -0.3256566 -0.22455395 0.11846774 -0.23026602
0.08036785]
[-0.23524129 -0.12486071 -0.09737176 -0.04452181 -0.08608115 -0.12171321
-0.07170483 -0.0168157 -0.13497006 -0.14324119 -0.02029229 -0.25481589
-0.21687936]
[-0.1833028 -0.07780501 -0.23115624 -0.19471072 -0.16354002 -0.20753621
-0.3687281 -0.12256774 0.13117826 -0.26252717 -0.36360599 -0.45442664
-0.49555539]
[-0.3710843 -0.05538762 -0.15314111 -0.09908946 -0.04462304 -0.31458389
0.0510839 -0.09338345 -0.11616155 0.03682032 0.05246185 -0.27357497
-0.39264173]
[-0.1555265 -0.13905684 -0.05498278 -0.24628878 -0.12520086 -0.29609998
0.08204588 -0.17546306 -0.1885398 0.05551768 0.17515 0.06697552
-0.15044344]
[-0.12889894 -0.16887898 -0.1155138 -0.30709749 0.09462565 -0.01855352
-0.16281717 -0.18194689 0.11028487 -0.08941028 -0.13125617 -0.05260576
-0.30770239]
[-0.03692056 -0.03531837 -0.15043708 -0.15578061 -0.23138379 0.06287468
-0.03885572 -0.04291998 -0.22068555 -0.08932336 -0.16819634 -0.39925857
-0.23058353]
[-0.07019544 0.02085798 -0.12968539 -0.35345853 0.11944294 0.01971621
-0.20525824 -0.14914144 0.1239037 -0.05255955 -0.32345754 -0.30191743
-0.33236385]
[ 0.06087948 -0.29673982 -0.0893101 -0.46321891 -0.2112301 -0.09218722
0.01613264 0.05491969 -0.05051466 0.25310475 -0.54160007 -0.89378861
0.45559045]
[-0.23496852 -0.23442444 -0.13530797 -0.32107916 -0.29243184 -0.09554915
0.18138099 0.0192511 0.26179955 0.0099192 -0.42799366 -1.09212667
0.65473546]
[-0.02633675 -0.17832855 0.01755712 -0.32994266 -0.16389627 0.16319837
0.19738007 0.23710852 -0.04109378 0.20268076 -0.25455404 -1.20853236
0.78622335]
[-0.01220213 -0.0370336 -0.12869552 -0.13838479 -0.17372988 -0.04943536
0.31131467 0.15368658 0.25091729 0.34008021 -0.51314825 -1.16723144
0.81733202]
[-0.09247013 -0.27410628 0.05601301 -0.33580341 -0.14468184 0.11480987
0.3927795 0.14030025 -0.0682307 0.14363833 -0.57161291 -1.13891485
0.85044445]
[ 0.11143974 -0.08507264 0.01307837 -0.1558289 -0.07898358 -0.02032081
0.28950545 0.37197566 0.42964335 0.24106492 -0.57408157 -1.09612837
0.58503884]
[ 0.00652285 -0.14713426 0.02376407 0.02020133 -0.10024701 -0.28324406
0.16679502 0.38892876 0.04924623 0.14354958 -0.28595739 -0.93779975
0.20686643]
[ 0.11712325 0.0767204 0.01233402 0.28037583 -0.11025655 -0.05614882
-0.03366532 -0.07427702 -0.17689819 -0.0652739 -0.05508862 0.06631167
-0.63952145]
[ 0.06577299 -0.13871542 0.15375443 0.5624221 0.22098885 0.01068295
-0.29652466 -0.32960663 0.03365983 -0.5516434 0.33280608 0.78598575
-1.01433149]
[ 0.02090085 0.07565353 -0.21450379 0.13848922 0.03500496 -0.00362846
-0.21515487 -0.36263582 -0.27991476 -0.28835839 -0.00440649 -0.15757127
-0.19560363]
[-0.07710181 -0.19838839 0.05544081 -0.01567875 -0.12192556 -0.13772298
-0.10568595 -0.08475804 0.00283323 -0.42357589 -0.37151952 -0.18202329
0.21118791]
[-0.0203926 -0.2532828 0.0461886 -0.42232437 -0.17907071 -0.23601884
-0.4089061 -0.07222756 -0.09690596 -0.02972202 -0.25970909 0.36600624
0.25007021]
[ 0.15116858 0.06596899 -0.11185857 -0.43406841 -0.05027654 -0.1048821
-0.2853255 -0.07528278 -0.23676443 -0.28842435 -0.28254336 0.58846489
0.17453886]
[-0.19324637 -0.1691703 -0.12113169 -0.42153768 -0.04153746 0.02264317
-0.29854727 -0.30911939 -0.18802597 -0.13583357 -0.30329292 0.50558575
0.09076642]
[-0.06048801 -0.18980357 -0.17141824 -0.43731491 -0.03336655 0.03922956
-0.18379929 -0.15797819 -0.29363694 -0.38487598 -0.11900867 0.41223215
0.18208485]
[ 0.08729653 0.10041892 -0.02231659 -0.36812908 -0.31152106 0.00325942
-0.26316999 -0.38278611 -0.35808437 -0.09805815 -0.18561584 0.39135169
0.16040313]
[-0.05994269 -0.00792304 -0.28550333 -0.11454758 0.07313014 0.15471922
-0.26775106 -0.20547288 -0.06487299 -0.05123973 0.1627346 0.84840649
-0.07701567]
[ 0.15831666 0.31373021 -0.19305364 0.8004095 0.09815137 0.00482361
-0.16568083 -0.34578446 -0.20703332 -0.26393004 0.75830898 0.86943386
-1.56551999]
[ 0.01559558 0.15525929 0.05991053 0.45389363 -0.01536395 -0.06275428
-0.24317778 -0.29808065 -0.26425021 -0.14636064 0.60049617 0.86215733
-1.49509421]
[-0.01369619 -0.15058602 -0.14526864 0.33220768 -0.19487963 0.2392458
0.0097411 -0.12234738 -0.21350577 -0.28800647 0.18876563 0.46281292
-0.77089243]
[ 0.08782926 -0.38333648 -0.05024837 0.06127942 -0.11983821 0.19990584
0.09460337 0.1811679 -0.19143561 0.02746666 -0.05269758 0.27180665
-0.45603937]
[ 0.21301425 -0.29570426 -0.11854402 -0.05047578 -0.21832384 0.12266584
0.04581113 -0.11265011 -0.06792436 -0.02266046 -0.16039966 -0.23119596
-0.27542713]
[-0.1295268 -0.08325485 0.03872767 -0.25386312 -0.06250253 -0.14125197
0.06954255 0.01569541 -0.09289047 0.04576321 -0.34143714 -0.52489438
-0.13431159]
[-0.14497132 -0.13327665 -0.06958642 -0.29234574 -0.34324919 -0.28957118
0.16621883 0.15111408 0.00684866 0.12748849 -0.28820023 -0.91084738
0.02905247]
[-0.13171658 -0.24786892 -0.30640977 -1.16573404 -0.30391546 -0.2102444
-0.05380249 -0.0564013 0.05898542 -0.50915607 -0.87142321 -0.6650178
-1.60766576]
[-0.12370558 0.13320828 0.01246249 0.18678806 -0.20261437 -0.17791169
-0.16295593 0.00806341 -0.14854231 -0.11009206 -0.10882875 -0.42587615
0.145319 ]
[-0.36340646 -0.12067549 -0.27338461 0.41850073 -0.20260639 -0.23312391
-0.17370303 -0.09559186 -0.0033582 0.05078811 0.13628832 -0.37133918
0.32882603]
[-0.1258919 -0.05478539 -0.25414137 0.28936956 -0.23134312 -0.27976706
-0.39605505 -0.04825127 0.00663096 -0.06765489 -0.14950874 -0.2815493
0.23190098]
[-0.26561453 -0.5315598 -0.34242468 0.14965031 -0.31466131 -0.23490853
-0.26121596 -0.23106272 -0.03419343 -0.28575069 0.0485188 -0.36179366
0.15060482]
[-0.22792478 -0.29742426 -0.32303139 -0.05573458 -0.08677051 -0.15219696
-0.11694182 0.04225018 -0.21148342 -0.50835269 -0.22732693 -0.31506956
-0.003088 ]
[-0.09686859 -0.01721288 -0.24687878 -1.22095686 -0.27678566 -0.26117764
0.14665096 -0.51569934 0.14516404 -0.25760399 -0.85919431 -0.44888611
-1.53371251]]
Progress: 38.0% ... Training loss: 0.167 ... Validation loss: 0.303[[-0.24467904]
[ 0.24086038]
[-0.04405475]
[ 1.52410811]
[ 0.26550906]
[-0.00801657]
[-0.95372209]
[-0.77175679]
[-0.49608572]
[-0.7755029 ]
[ 1.33679247]
[ 3.05128008]
[-2.7675427 ]]
[[-0.5187768 -0.49207285 -0.5921726 0.12841732 -0.28660502 -0.59765575
0.17143904 -0.2246158 -0.24823588 -0.31144543 0.33416192 1.13564862
0.43548578]
[ 0.01617868 -0.13456286 0.04796244 -0.16712713 -0.03857635 0.05848418
-0.06281799 0.18762765 -0.14966695 -0.16113651 -0.17645065 -0.1253395
-0.25136888]
[-0.30213306 0.13520587 -0.0424944 0.04215909 0.07275345 -0.13913546
-0.14091721 -0.22198932 0.3017973 -0.66626596 0.09686858 0.70544488
0.84365249]
[ 0.27659927 -0.25203568 -0.27431157 0.16077383 -0.26603545 0.01179164
0.70703696 -0.66845649 0.39015544 -0.21018137 -0.03461849 -0.3221004
-0.345813 ]
[ 0.15429292 0.01502882 0.11511996 -0.17697043 -0.02162962 0.0751118
-0.17111098 -0.16520187 0.07396171 0.27822003 -0.00715478 -0.08894471
-0.04580385]
[-0.49083013 -0.62675865 -0.60077945 -0.60822028 -0.5993679 -0.56545329
-0.46647067 -0.15429717 -0.50912699 -0.23544039 -0.64268488 -0.9355838
-0.77254982]
[-0.41843692 -0.59042902 -0.33090924 -0.48772744 -0.41536008 -0.56706291
-0.39828042 -0.50393428 -0.32445582 -0.10693931 -0.52274843 -0.58737471
-0.73300315]
[-0.34292356 -0.35408652 -0.49076674 -0.1718517 -0.33053591 -0.42901547
-0.21705548 -0.30082898 -0.24560451 -0.60625828 -0.35951366 -0.86648766
-0.68693694]
[-0.47131536 -0.33361749 -0.3886426 -0.28501053 -0.32688453 -0.22021424
-0.05567239 -0.492226 -0.28088762 -0.47944674 -0.23176354 -0.29275035
-0.31371718]
[-0.96161655 -0.96479217 -0.99482043 -0.71013914 -1.05650049 -0.99455924
-0.52355511 -0.56627319 -0.73140883 -0.58136314 -0.83468368 -0.70847201
-0.96431233]
[-0.51854181 -0.26797394 -0.47637594 -0.46239276 -0.34225408 -0.36724485
-0.65388478 -0.65971339 -0.6848157 -0.12221609 -0.6170768 -0.8193009
-0.79293745]
[-0.12255661 0.02670715 -0.34628462 -0.52908263 -0.10212275 -0.07662661
-0.21997197 -0.46914321 -0.20346703 0.03298425 -0.57982749 -1.30531421
-0.86841708]
[-0.01818056 0.20365939 0.10203381 0.0665193 0.08347329 0.02597061
0.09753973 -0.08699369 -0.16244349 -0.25666286 -0.25344598 0.19508984
0.10647589]
[-0.25712967 -0.12733331 0.16386796 -0.30589782 -0.13576547 0.11310332
-0.15107677 0.00517855 -0.0905327 0.06001082 -0.23833489 -0.49185888
-0.10294208]
[-0.10044628 -0.26424083 -0.18213871 -0.26960427 -0.47504715 -0.08790214
-0.12294152 -0.01983312 -0.09628138 -0.02508435 -0.24445634 -0.46385747
-0.26593551]
[-0.06341215 -0.04028331 -0.22496205 -0.2526491 0.10650798 -0.16083708
-0.2551745 0.15127836 -0.03561663 0.17385258 -0.21864467 0.01460675
-0.10422423]
[ 0.03145981 -0.16301018 -0.15098176 -0.0900795 -0.12216339 -0.10808429
0.08066194 -0.14825724 -0.04110321 0.02459365 -0.04022613 -0.11255546
-0.05440692]
[-0.29365415 -0.13358591 -0.08235492 -0.16713538 -0.29508244 -0.27764151
-0.32301272 -0.0134176 -0.32774188 -0.2267515 0.12349755 -0.22449278
0.07077055]
[-0.23501303 -0.12534936 -0.09730078 -0.04831151 -0.08656887 -0.1217028
-0.07065438 -0.01506231 -0.13404997 -0.14222319 -0.02384619 -0.2633945
-0.21053817]
[-0.18299721 -0.07854683 -0.23108672 -0.19874933 -0.16420822 -0.20752405
-0.36684852 -0.12018202 0.13301089 -0.26212049 -0.36797497 -0.46968602
-0.48981395]
[-0.37120851 -0.05509331 -0.15315931 -0.09765245 -0.04437747 -0.31458709
0.05019173 -0.09393172 -0.11641733 0.03662848 0.05376195 -0.27258549
-0.39278468]
[-0.15584813 -0.13852412 -0.05505812 -0.24126062 -0.12465421 -0.29611256
0.07983051 -0.17724181 -0.18955678 0.05452992 0.17972472 0.07691425
-0.15593626]
[-0.12845101 -0.1693879 -0.11542979 -0.31093403 0.09402022 -0.01853351
-0.1615506 -0.18094748 0.11131347 -0.08768227 -0.13506936 -0.06115225
-0.30473248]
[-0.03672666 -0.03569922 -0.15039003 -0.15726462 -0.23170667 0.06288487
-0.03816036 -0.04169234 -0.22037212 -0.0883915 -0.17013698 -0.40529737
-0.23044579]
[-0.06995173 0.02059178 -0.12965176 -0.354684 0.11918772 0.01972533
-0.2042642 -0.14815686 0.12427279 -0.05164203 -0.32461652 -0.30374921
-0.33254709]
[ 0.06067004 -0.2966447 -0.08932846 -0.46339778 -0.21115776 -0.09219241
0.01563699 0.05490706 -0.05075237 0.25254811 -0.54161074 -0.8947821
0.45631922]
[-0.23497439 -0.23442082 -0.13530875 -0.32107173 -0.29242929 -0.09554932
0.18135306 0.01922453 0.26178773 0.00988878 -0.42798497 -1.09212107
0.65472695]
[-0.02650295 -0.17824741 0.0175425 -0.32978888 -0.16382859 0.16319314
0.19670294 0.23678774 -0.04140144 0.20207352 -0.25451632 -1.20887367
0.78648282]
[-0.01237457 -0.03691574 -0.12871654 -0.13751259 -0.17363266 -0.04944069
0.3105971 0.15312412 0.25059122 0.33958086 -0.51278672 -1.16702439
0.81631658]
[-0.09268815 -0.27397362 0.05599082 -0.33436829 -0.14457678 0.11480428
0.3923076 0.14042336 -0.06870183 0.14313653 -0.57102285 -1.13991044
0.8478754 ]
[ 0.11134076 -0.08502193 0.01307301 -0.15490711 -0.07894566 -0.02032314
0.28923218 0.37183872 0.42948095 0.24089996 -0.57377439 -1.09604847
0.58386931]
[ 0.00667695 -0.1472067 0.02378114 0.01990404 -0.10035044 -0.28324108
0.16751027 0.38926387 0.04954347 0.14417361 -0.28629312 -0.93845489
0.206981 ]
[ 0.11709875 0.0767756 0.01235223 0.28259939 -0.11029975 -0.05614876
-0.03473902 -0.0730599 -0.17739715 -0.06420095 -0.05408541 0.06492807
-0.64307969]
[ 0.06554384 -0.13856708 0.15371955 0.56585104 0.22126541 0.01067708
-0.29828921 -0.3305697 0.0329939 -0.55291909 0.33552815 0.79284038
-1.01620397]
[ 0.02079679 0.07571247 -0.21451419 0.13934544 0.03508859 -0.0036305
-0.2154373 -0.36280826 -0.28011757 -0.28893522 -0.00353885 -0.15550071
-0.19710568]
[-0.07739512 -0.19814096 0.05540314 -0.01465349 -0.12160337 -0.13773007
-0.10795345 -0.08551684 0.00187477 -0.42444266 -0.37030386 -0.17574743
0.2094927 ]
[-0.02022751 -0.25364155 0.04624166 -0.42475236 -0.1794133 -0.23601281
-0.40806203 -0.07072793 -0.096072 -0.02892997 -0.26196651 0.35973916
0.25578816]
[ 0.15124039 0.06584004 -0.11184102 -0.43497724 -0.05043523 -0.10487975
-0.28509038 -0.07463106 -0.23644384 -0.28807115 -0.28363363 0.58586519
0.17730472]
[-0.19333603 -0.16897801 -0.12115142 -0.42080346 -0.04126315 0.0226371
-0.29935687 -0.31037047 -0.18833189 -0.13639975 -0.30279627 0.50734789
0.08910946]
[-0.06057459 -0.18972569 -0.17143957 -0.43781045 -0.0333055 0.03922503
-0.1842385 -0.15846453 -0.29372345 -0.38516147 -0.11921814 0.4128772
0.18376487]
[ 0.08727312 0.10035934 -0.02232471 -0.37060433 -0.31152546 0.0032595
-0.26287325 -0.3833928 -0.3573778 -0.09910419 -0.18738014 0.38963531
0.16579292]
[-0.05992226 -0.00792017 -0.28550702 -0.11462859 0.07316638 0.1547203
-0.26764147 -0.20582302 -0.06482026 -0.05144446 0.16289891 0.84830846
-0.07722853]
[ 0.15838894 0.31358113 -0.1930137 0.80161645 0.09799993 0.00483256
-0.16638268 -0.34446466 -0.20741835 -0.26256306 0.7586344 0.86376026
-1.56855026]
[ 0.01618573 0.15454013 0.06000997 0.45007045 -0.01608713 -0.06273286
-0.24069191 -0.29665972 -0.26210113 -0.14500401 0.59635654 0.84688038
-1.49517327]
[-0.01349472 -0.15094418 -0.14522305 0.33098038 -0.19520122 0.23925631
0.01028313 -0.12099255 -0.21276568 -0.2871094 0.18759878 0.45900116
-0.76948941]
[ 0.08761434 -0.38314233 -0.05027466 0.06457286 -0.11958369 0.19989827
0.09280206 0.18028617 -0.19239293 0.0269258 -0.05027715 0.27779747
-0.46074603]
[ 0.21308271 -0.29569416 -0.11854063 -0.05038187 -0.21833455 0.12266731
0.04617905 -0.11252332 -0.06783561 -0.02240298 -0.16039104 -0.23113923
-0.27616275]
[-0.12956974 -0.08324763 0.03872796 -0.25366744 -0.06249447 -0.14125317
0.06920764 0.01568903 -0.09306128 0.04569648 -0.34132767 -0.52475473
-0.13453346]
[-0.14515847 -0.13312352 -0.06960197 -0.29105961 -0.34309552 -0.28957565
0.16470356 0.15066246 0.00616104 0.12693965 -0.2872759 -0.90908637
0.02723138]
[-0.13113786 -0.24869285 -0.30631994 -1.17149942 -0.30481405 -0.21022962
-0.04932394 -0.05300546 0.06138946 -0.50685938 -0.87687405 -0.68286904
-1.60539086]
[-0.12421371 0.13398349 0.01237475 0.19282103 -0.20194467 -0.1779277
-0.16661451 0.00601028 -0.14982311 -0.11204787 -0.10364398 -0.42037929
0.13824157]
[-0.36332705 -0.12098005 -0.27335029 0.41981608 -0.20273081 -0.23311603
-0.17464122 -0.0953537 -0.00326169 0.05097201 0.13660366 -0.36963857
0.33078364]
[-0.12632979 -0.05452067 -0.2541772 0.2928727 -0.2311683 -0.27977899
-0.39848674 -0.04870857 0.00566796 -0.06837121 -0.14804146 -0.28092646
0.23004143]
[-0.26529945 -0.53204729 -0.34234576 0.14651809 -0.31513901 -0.23489435
-0.26031889 -0.22965964 -0.03316469 -0.28456756 0.04514616 -0.36970697
0.1564292 ]
[-0.22829232 -0.29720123 -0.32305968 -0.05233701 -0.08639522 -0.1522053
-0.1203283 0.04134089 -0.2126496 -0.50923422 -0.22464322 -0.31256744
-0.0094592 ]
[-0.09735109 -0.01707729 -0.24689543 -1.22048889 -0.27651097 -0.26118593
0.14363312 -0.51625531 0.14379759 -0.25933224 -0.85943328 -0.44740762
-1.53625668]]
Progress: 38.0% ... Training loss: 0.169 ... Validation loss: 0.304[[-0.24683026]
[ 0.24787352]
[-0.04149152]
[ 1.52528904]
[ 0.27136401]
[-0.00864261]
[-0.95988922]
[-0.76275301]
[-0.49255142]
[-0.77922946]
[ 1.34379715]
[ 3.08010817]
[-2.76621071]]
[[-0.51947286 -0.49050397 -0.59233558 0.13234215 -0.2851882 -0.59767632
0.16775153 -0.2296215 -0.25072676 -0.3126569 0.34181266 1.16725913
0.42959719]
[ 0.01616122 -0.13417028 0.04792394 -0.16601435 -0.03830423 0.05848255
-0.06243076 0.18630277 -0.15006248 -0.16170286 -0.17485434 -0.11819012
-0.25698268]
[-0.30383382 0.13807167 -0.04276723 0.05693311 0.07549879 -0.13918484
-0.15158713 -0.23035648 0.29475138 -0.67009644 0.11083121 0.7500326
0.81941164]
[ 0.27849955 -0.25435107 -0.27395648 0.142084 -0.26833982 0.01185231
0.7169843 -0.65862453 0.39635429 -0.20272829 -0.04842875 -0.35657468
-0.31258981]
[ 0.1532151 0.01603821 0.11498874 -0.17153352 -0.02059853 0.07508185
-0.17706807 -0.16996358 0.07088038 0.275152 -0.00323072 -0.07653645
-0.06146991]
[-0.49107244 -0.62655967 -0.60083385 -0.60880098 -0.59921477 -0.56545993
-0.4665563 -0.15505905 -0.50926094 -0.23666002 -0.64227306 -0.93265936
-0.77388931]
[-0.41743926 -0.59103867 -0.33080889 -0.49217727 -0.41592953 -0.56703916
-0.39332738 -0.50354126 -0.32222082 -0.10363954 -0.52531671 -0.59063363
-0.72872627]
[-0.34408258 -0.35201666 -0.49099271 -0.16418479 -0.32853895 -0.42905027
-0.22419902 -0.30624116 -0.25023477 -0.60873038 -0.35030142 -0.82927589
-0.70323316]
[-0.47085448 -0.33398103 -0.38856757 -0.2877208 -0.32726573 -0.22019692
-0.05316404 -0.49082486 -0.27993032 -0.47753683 -0.23359078 -0.29625402
-0.30784792]
[-0.96181503 -0.96336919 -0.99497168 -0.70300717 -1.05514185 -0.99456798
-0.52506606 -0.57080277 -0.73376944 -0.58169055 -0.82612646 -0.67647688
-0.97979442]
[-0.51809933 -0.26862994 -0.47629642 -0.46892185 -0.34293767 -0.36723175
-0.65023183 -0.65852943 -0.68296294 -0.12043914 -0.62209623 -0.8295771
-0.78062579]
[-0.12274342 0.02723582 -0.34631789 -0.52975938 -0.10159837 -0.07663136
-0.22188175 -0.47017748 -0.20453109 0.03305269 -0.57813674 -1.29365952
-0.87273622]
[-0.01818056 0.20365939 0.10203381 0.0665193 0.08347329 0.02597061
0.09753973 -0.08699369 -0.16244349 -0.25666286 -0.25344598 0.19508984
0.10647589]
[-0.25735824 -0.12716376 0.16383283 -0.30609698 -0.13563641 0.11309638
-0.15181236 0.00469932 -0.09069054 0.05914098 -0.23820073 -0.49110302
-0.10211594]
[-0.10046693 -0.26418481 -0.18215427 -0.26988916 -0.47502772 -0.08790316
-0.12278143 -0.02030175 -0.0963028 -0.02548875 -0.24418988 -0.46163754
-0.26721635]
[-0.06326669 -0.0403889 -0.22494355 -0.25355407 0.10640794 -0.16083309
-0.25445896 0.15150918 -0.03528282 0.17423663 -0.21913453 0.01446406
-0.10411442]
[ 0.03190516 -0.16337854 -0.15091486 -0.09384492 -0.12264691 -0.10807215
0.08269115 -0.14691444 -0.04003627 0.02682233 -0.04367555 -0.12102792
-0.04839276]
[-0.29336664 -0.13358003 -0.08236444 -0.16534634 -0.29490895 -0.27763816
-0.32131064 -0.01492846 -0.32712774 -0.22648472 0.12582611 -0.21792807
0.06623794]
[-0.23494741 -0.12543898 -0.0972931 -0.05012582 -0.08669168 -0.1217009
-0.06988996 -0.01490935 -0.133779 -0.14212855 -0.02502549 -0.26406244
-0.2070739 ]
[-0.18302845 -0.07804042 -0.23114433 -0.19603926 -0.16373047 -0.20752983
-0.36701591 -0.12254699 0.13218207 -0.26240015 -0.36584254 -0.45965565
-0.49844926]
[-0.37206758 -0.05377389 -0.15329151 -0.09399165 -0.04305351 -0.31460966
0.04458626 -0.09694297 -0.11956084 0.03478132 0.05974068 -0.25100154
-0.40162899]
[-0.15592174 -0.13862436 -0.05504271 -0.24154879 -0.12478561 -0.29611053
0.07964635 -0.17641135 -0.189657 0.05524073 0.17906196 0.07852726
-0.15177335]
[-0.12848292 -0.16920467 -0.11543807 -0.30951721 0.09420397 -0.01853542
-0.16220191 -0.18138697 0.11107439 -0.08768363 -0.13322157 -0.05875409
-0.30521795]
[-0.03642627 -0.03586966 -0.15035536 -0.15926229 -0.23188679 0.06289555
-0.03657226 -0.04086149 -0.21985951 -0.08752936 -0.17147738 -0.4068346
-0.22874036]
[-0.06989382 0.02048117 -0.12964163 -0.35508001 0.11909761 0.01972907
-0.2036475 -0.1476502 0.12439328 -0.05126873 -0.32495437 -0.30472126
-0.33254084]
[ 0.06059316 -0.29658479 -0.08933696 -0.463076 -0.21110438 -0.09219475
0.01539817 0.05476946 -0.05089278 0.25234658 -0.54148103 -0.8950446
0.45592716]
[-0.23486969 -0.23450352 -0.13529597 -0.3223207 -0.29253308 -0.09554577
0.18227003 0.0196006 0.26223426 0.01031684 -0.42881884 -1.09349659
0.65709274]
[-0.02658006 -0.17820328 0.01752905 -0.32961156 -0.16377968 0.16319049
0.19644734 0.23642553 -0.04149559 0.20177653 -0.25435066 -1.20882129
0.78620352]
[-0.01223482 -0.03710433 -0.12869481 -0.13856331 -0.17383255 -0.04943564
0.31174323 0.15353722 0.2510593 0.34035817 -0.51374584 -1.16940591
0.81894774]
[-0.09264503 -0.27400759 0.05599562 -0.33489326 -0.14462399 0.11480571
0.39308277 0.14073321 -0.06835113 0.14314104 -0.57132827 -1.14096097
0.84895644]
[ 0.11148918 -0.08515453 0.01308987 -0.15702038 -0.07911129 -0.02031934
0.29071505 0.37268496 0.43016336 0.2413936 -0.57496475 -1.09802437
0.58734792]
[ 0.00686899 -0.14735001 0.02380593 0.01917488 -0.10048179 -0.28323802
0.16880644 0.38962071 0.05016138 0.14478986 -0.28694199 -0.93972079
0.20754924]
[ 0.11738272 0.07655711 0.01238558 0.28149985 -0.11049975 -0.05614143
-0.03328147 -0.07257177 -0.17676582 -0.06349316 -0.05474655 0.06387805
-0.6432262 ]
[ 0.06525728 -0.13827261 0.15366089 0.57098386 0.22173084 0.01066956
-0.30070111 -0.33207842 0.0319096 -0.55377737 0.34000538 0.80366932
-1.02030577]
[ 0.02104355 0.07555972 -0.21448725 0.13822331 0.03496123 -0.00362391
-0.21490748 -0.36261758 -0.27984676 -0.28804458 -0.00424137 -0.15464673
-0.19666685]
[-0.07735325 -0.19813349 0.05540795 -0.0156353 -0.12163404 -0.13772851
-0.10758237 -0.08541372 0.00189728 -0.42407591 -0.3709544 -0.1763569
0.21088044]
[-0.0203746 -0.25353854 0.04622059 -0.42480809 -0.17927958 -0.23601627
-0.40907055 -0.07158398 -0.09651842 -0.0295978 -0.26153882 0.36223385
0.25515086]
[ 0.15048983 0.06694519 -0.11194469 -0.43237416 -0.0493579 -0.10489896
-0.289623 -0.07689116 -0.23901452 -0.28959519 -0.27930396 0.60152844
0.16953928]
[-0.19326347 -0.16892639 -0.12116058 -0.42035268 -0.04119694 0.0226374
-0.29907613 -0.3107758 -0.18824863 -0.13631592 -0.30228403 0.50901322
0.08682764]
[-0.06052686 -0.18977722 -0.17142502 -0.4386497 -0.03336186 0.03922706
-0.18384741 -0.1579754 -0.2936974 -0.38448792 -0.12043038 0.41132669
0.18549593]
[ 0.08682343 0.10085493 -0.02240084 -0.36932157 -0.31117457 0.00324655
-0.26463668 -0.38625324 -0.35836007 -0.10137809 -0.18560472 0.39870706
0.16182753]
[-0.05987374 -0.00787036 -0.28550597 -0.11475209 0.07319696 0.15472013
-0.2674884 -0.20604279 -0.06473552 -0.05120897 0.16278948 0.8475727
-0.07706694]
[ 0.1582557 0.3140169 -0.1930519 0.80662896 0.09848251 0.00482713
-0.16805709 -0.34592149 -0.20840294 -0.26296103 0.76323754 0.87112386
-1.57517454]
[ 0.01618351 0.15445614 0.06001981 0.44954931 -0.01619707 -0.0627326
-0.24064469 -0.29636398 -0.261937 -0.14492661 0.59570195 0.84503788
-1.49384415]
[-0.01333299 -0.15109812 -0.14520758 0.32992407 -0.19536796 0.23926152
0.01153288 -0.12012664 -0.21234566 -0.28640952 0.18670245 0.45800019
-0.76806996]
[ 0.08756587 -0.38306963 -0.05028153 0.06447596 -0.11953923 0.19989698
0.09260045 0.18017721 -0.19261512 0.02686363 -0.0502764 0.27840824
-0.46039046]
[ 0.21356723 -0.29596769 -0.11849482 -0.05395576 -0.21865306 0.12268205
0.04875799 -0.11130467 -0.06677102 -0.02105988 -0.16294947 -0.233997
-0.27283997]
[-0.12957368 -0.08317694 0.03872551 -0.25281372 -0.06238152 -0.14125371
0.06882507 0.01533103 -0.09339908 0.04592228 -0.34076352 -0.52176264
-0.13714428]
[-0.14514122 -0.13310278 -0.06960157 -0.29183097 -0.34310509 -0.28957538
0.16472869 0.15086311 0.00611887 0.12711631 -0.28765016 -0.90935067
0.02827556]
[-0.13212836 -0.24760128 -0.30645227 -1.1687702 -0.30378534 -0.21025623
-0.05415815 -0.05584169 0.059118 -0.50963588 -0.87240722 -0.66724748
-1.61062779]
[-0.12409822 0.13386881 0.0123997 0.19329423 -0.20202666 -0.17792368
-0.16669026 0.00562052 -0.14971444 -0.1116666 -0.10273554 -0.41700348
0.13992261]
[-0.36304511 -0.1212912 -0.2733092 0.41620634 -0.20313129 -0.23310667
-0.17274156 -0.09399773 -0.00232802 0.05202325 0.13351523 -0.37535706
0.33664006]
[-0.12608372 -0.05433113 -0.25417854 0.29338218 -0.23104388 -0.2797749
-0.39770043 -0.04937799 0.00558741 -0.06724543 -0.14644777 -0.27614228
0.22719183]
[-0.26489336 -0.53210778 -0.34232428 0.14583961 -0.31521106 -0.23488259
-0.25778509 -0.2292088 -0.03253185 -0.28293256 0.04476439 -0.3680663
0.15758785]
[-0.22843138 -0.29700316 -0.32309726 -0.05204991 -0.08610248 -0.15220991
-0.12031967 0.04032236 -0.2129928 -0.50980835 -0.22412516 -0.30766212
-0.01249362]
[-0.09721393 -0.01677452 -0.24691671 -1.22027356 -0.27620289 -0.26118431
0.14354689 -0.51752807 0.1432457 -0.25865693 -0.85822157 -0.43864306
-1.54132139]]
Progress: 38.1% ... Training loss: 0.175 ... Validation loss: 0.303[[-0.26333368]
[ 0.22224893]
[-0.0590584 ]
[ 1.4945831 ]
[ 0.24698002]
[-0.02622291]
[-0.99356395]
[-0.7860486 ]
[-0.52897525]
[-0.79882089]
[ 1.31022735]
[ 3.01784519]
[-2.80471755]]
[[ -5.17131161e-01 -4.94069061e-01 -5.91925184e-01 1.04785674e-01
-2.88928772e-01 -5.97599117e-01 1.84765146e-01 -2.18262664e-01
-2.41094441e-01 -3.02679968e-01 3.16989222e-01 1.09734918e+00
4.76437699e-01]
[ 1.63791982e-02 -1.34836395e-01 4.80312428e-02 -1.70264808e-01
-3.88378020e-02 5.84925456e-02 -6.16514058e-02 1.88515762e-01
-1.49259209e-01 -1.60858978e-01 -1.78966667e-01 -1.27735688e-01
-2.50739679e-01]
[ -3.01380978e-01 1.32909158e-01 -4.21384813e-02 2.35364118e-02
7.07539073e-02 -1.39097238e-01 -1.34240282e-01 -2.15468991e-01
3.06596524e-01 -6.62982134e-01 7.98198834e-02 6.66169514e-01
8.75650856e-01]
[ 2.79742678e-01 -2.53603892e-01 -2.74003846e-01 1.42489963e-01
-2.68027997e-01 1.18847096e-02 7.27115015e-01 -6.63545082e-01
3.98940239e-01 -2.01852339e-01 -4.52545486e-02 -3.48220815e-01
-3.21901634e-01]
[ 1.53896391e-01 1.46141878e-02 1.15144563e-01 -1.79233376e-01
-2.22285053e-02 7.51086011e-02 -1.75166362e-01 -1.68078868e-01
7.37047537e-02 2.78504568e-01 -1.41621769e-02 -1.01715654e-01
-5.71235343e-02]
[ -4.90444923e-01 -6.27436369e-01 -6.00737544e-01 -6.14522850e-01
-6.00133031e-01 -5.65437665e-01 -4.63312804e-01 -1.51374346e-01
-5.07893000e-01 -2.32319235e-01 -6.48550060e-01 -9.50726249e-01
-7.66526081e-01]
[ -4.16734034e-01 -5.92412909e-01 -3.30608974e-01 -5.02043831e-01
-4.17292077e-01 -5.67013223e-01 -3.90477161e-01 -5.00016046e-01
-3.20055418e-01 -1.01358217e-01 -5.34329645e-01 -6.11074116e-01
-7.12728572e-01]
[ -3.42851382e-01 -3.54192510e-01 -4.90755990e-01 -1.81405835e-01
-3.30851476e-01 -4.29009424e-01 -2.12153076e-01 -2.99157125e-01
-2.43312801e-01 -6.05527820e-01 -3.65018535e-01 -8.72409814e-01
-6.74158478e-01]
[ -4.70139471e-01 -3.34584570e-01 -3.88486389e-01 -2.92326717e-01
-3.28028178e-01 -2.20165586e-01 -4.98287698e-02 -4.91122252e-01
-2.77821468e-01 -4.75579653e-01 -2.37562401e-01 -3.05630354e-01
-2.99736919e-01]
[ -9.60960501e-01 -9.65657952e-01 -9.94719941e-01 -7.18778306e-01
-1.05733007e+00 -9.94540173e-01 -5.16001764e-01 -5.63048193e-01
-7.27739421e-01 -5.78535262e-01 -8.41950018e-01 -7.27960499e-01
-9.50574208e-01]
[ -5.16240432e-01 -2.70929155e-01 -4.75990765e-01 -4.86761299e-01
-3.45653438e-01 -3.67157952e-01 -6.40287830e-01 -6.52888865e-01
-6.77555493e-01 -1.13486657e-01 -6.37320514e-01 -8.65668093e-01
-7.50743648e-01]
[ -1.22177886e-01 2.67934751e-02 -3.46261155e-01 -5.33564199e-01
-1.02050171e-01 -7.66125717e-02 -2.19415110e-01 -4.69576068e-01
-2.03404399e-01 3.47267544e-02 -5.81067570e-01 -1.29710254e+00
-8.71291970e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57238552e-01 -1.27430865e-01 1.63868961e-01 -3.07787117e-01
-1.35897903e-01 1.13102755e-01 -1.51022587e-01 5.47599992e-03
-9.04200753e-02 6.02305710e-02 -2.40079910e-01 -4.96008226e-01
-1.00382456e-01]
[ -1.00156583e-01 -2.64429732e-01 -1.82138294e-01 -2.72414387e-01
-4.75296962e-01 -8.78931489e-02 -1.20996770e-01 -1.94287300e-02
-9.56459033e-02 -2.41600839e-02 -2.46253345e-01 -4.66547004e-01
-2.64292320e-01]
[ -6.30093647e-02 -4.08900639e-02 -2.24860422e-01 -2.54440683e-01
1.05874808e-01 -1.60824929e-01 -2.54318009e-01 1.54467794e-01
-3.49019440e-02 1.77159841e-01 -2.21336783e-01 3.32126777e-03
-9.78910845e-02]
[ 3.18481386e-02 -1.63122649e-01 -1.50959129e-01 -9.44757944e-02
-1.22514806e-01 -1.08073942e-01 8.23441592e-02 -1.48185866e-01
-4.02451611e-02 2.52116665e-02 -4.30766233e-02 -1.16864915e-01
-5.05580764e-02]
[ -2.92806512e-01 -1.34846041e-01 -8.21926529e-02 -1.73578098e-01
-2.95977986e-01 -2.77618499e-01 -3.18450939e-01 -1.18629384e-02
-3.25115499e-01 -2.24400534e-01 1.17485468e-01 -2.35789935e-01
7.71283308e-02]
[ -2.34299215e-01 -1.26557271e-01 -9.71439186e-02 -5.99173781e-02
-8.80487920e-02 -1.21674913e-01 -6.47139829e-02 -1.13780959e-02
-1.30711590e-01 -1.40228870e-01 -3.35985444e-02 -2.88034793e-01
-1.94757750e-01]
[ -1.82820290e-01 -7.86586658e-02 -2.31099020e-01 -1.97819681e-01
-1.64257609e-01 -2.07522883e-01 -3.65678483e-01 -1.21018339e-01
1.33504178e-01 -2.61951260e-01 -3.67566629e-01 -4.64758572e-01
-4.91124794e-01]
[ -3.71599047e-01 -5.44654986e-02 -1.53219718e-01 -1.01044694e-01
-4.37691498e-02 -3.14596468e-01 5.03787208e-02 -9.43625658e-02
-1.16827398e-01 3.61825687e-02 5.39915724e-02 -2.68885026e-01
-3.90230303e-01]
[ -1.56030973e-01 -1.38330199e-01 -5.50774408e-02 -2.40983742e-01
-1.24445019e-01 -2.96117198e-01 7.88915551e-02 -1.77587023e-01
-1.90008478e-01 5.46550570e-02 1.80731697e-01 8.40690126e-02
-1.53270061e-01]
[ -1.27606246e-01 -1.70065144e-01 -1.15323158e-01 -3.15529907e-01
9.31580344e-02 -1.84981964e-02 -1.57345416e-01 -1.80166546e-01
1.13613467e-01 -8.48639035e-02 -1.38901137e-01 -7.34390599e-02
-2.93890691e-01]
[ -3.64598983e-02 -3.58099414e-02 -1.50361189e-01 -1.59042226e-01
-2.31847256e-01 6.28945352e-02 -3.66986499e-02 -4.08060528e-02
-2.19882761e-01 -8.75569452e-02 -1.71392254e-01 -4.06986679e-01
-2.28909342e-01]
[ -6.98640272e-02 2.04088912e-02 -1.29630879e-01 -3.54678190e-01
1.19008327e-01 1.97313793e-02 -2.03681841e-01 -1.47796563e-01
1.24558550e-01 -5.12581625e-02 -3.25075469e-01 -3.04828510e-01
-3.32301040e-01]
[ 6.05952189e-02 -2.96583813e-01 -8.93365991e-02 -4.63125178e-01
-2.11100729e-01 -9.21948839e-02 1.54028411e-02 5.47520827e-02
-5.08893845e-02 2.52354299e-01 -5.41526445e-01 -8.94983516e-01
4.56066601e-01]
[ -2.34934462e-01 -2.34464837e-01 -1.35299412e-01 -3.22620001e-01
-2.92518808e-01 -9.55475458e-02 1.82224393e-01 1.97793130e-02
2.62129734e-01 1.02222745e-02 -4.29062991e-01 -1.09439854e+00
6.58320788e-01]
[ -2.66842063e-02 -1.78179030e-01 1.75081740e-02 -3.30442185e-01
-1.63788003e-01 1.63187281e-01 1.96799779e-01 2.36168106e-01
-4.14050430e-02 2.01185217e-01 -2.54803189e-01 -1.21001311e+00
7.87362858e-01]
[ -1.22433601e-02 -3.72098316e-02 -1.28685800e-01 -1.39302604e-01
-1.73938776e-01 -4.94347730e-02 3.12180645e-01 1.54043043e-01
2.51322783e-01 3.40411130e-01 -5.14280690e-01 -1.17111592e+00
8.20755051e-01]
[ -9.25057776e-02 -2.74141232e-01 5.60179877e-02 -3.36177080e-01
-1.44786162e-01 1.14811028e-01 3.94330015e-01 1.41513899e-01
-6.78787139e-02 1.43761011e-01 -5.72153263e-01 -1.14222845e+00
8.51490268e-01]
[ 1.11451848e-01 -8.51243238e-02 1.30766314e-02 -1.57040246e-01
-7.90900424e-02 -2.03212663e-02 2.90971055e-01 3.72597238e-01
4.30344895e-01 2.41054326e-01 -5.74941866e-01 -1.09861012e+00
5.87123283e-01]
[ 6.97551411e-03 -1.47415971e-01 2.38132950e-02 1.85152019e-02
-1.00556700e-01 -2.83236210e-01 1.69822756e-01 3.89891539e-01
5.06667078e-02 1.45001162e-01 -2.87518385e-01 -9.40679347e-01
2.07851152e-01]
[ 1.17257546e-01 7.65486107e-02 1.23740435e-02 2.82115447e-01
-1.10534083e-01 -5.61462732e-02 -3.24552369e-02 -7.27821885e-02
-1.76203143e-01 -6.43428152e-02 -5.52841619e-02 5.67921789e-02
-6.42981560e-01]
[ 6.56507703e-02 -1.38494085e-01 1.53700453e-01 5.69941307e-01
2.21540119e-01 1.06773251e-02 -2.98588618e-01 -3.31952048e-01
3.30694662e-02 -5.53077894e-01 3.39112980e-01 7.97933905e-01
-1.02289121e+00]
[ 2.12629255e-02 7.54212656e-02 -2.14477433e-01 1.36411887e-01
3.48182235e-02 -3.61899381e-03 -2.13745734e-01 -3.62081028e-01
-2.79376229e-01 -2.87334538e-01 -5.37992140e-03 -1.55855411e-01
-1.95387306e-01]
[ -7.71701296e-02 -1.98463127e-01 5.54561015e-02 -1.94491522e-02
-1.22071198e-01 -1.37720489e-01 -1.06014439e-01 -8.36993228e-02
2.75009609e-03 -4.23351413e-01 -3.73756647e-01 -1.83080446e-01
2.17552933e-01]
[ -1.99945064e-02 -2.54113072e-01 4.62975550e-02 -4.30296244e-01
-1.79955251e-01 -2.36005598e-01 -4.06993293e-01 -6.94925606e-02
-9.49509222e-02 -2.76031270e-02 -2.66218654e-01 3.48293164e-01
2.68189422e-01]
[ 1.50792572e-01 6.64271419e-02 -1.11896349e-01 -4.34652492e-01
-4.98873219e-02 -1.04887116e-01 -2.87906133e-01 -7.59351173e-02
-2.37728427e-01 -2.89143936e-01 -2.81476245e-01 5.95449313e-01
1.76709350e-01]
[ -1.92661723e-01 -1.69498957e-01 -1.21083104e-01 -4.26726066e-01
-4.19538315e-02 2.26617128e-02 -2.95988777e-01 -3.09975045e-01
-1.86606554e-01 -1.34012984e-01 -3.06597908e-01 4.97865820e-01
9.71183596e-02]
[ -6.02850120e-02 -1.90112792e-01 -1.71376778e-01 -4.41372205e-01
-3.37581782e-02 3.92383207e-02 -1.82817776e-01 -1.56610447e-01
-2.93055520e-01 -3.83327667e-01 -1.22779816e-01 4.05984368e-01
1.91312755e-01]
[ 8.67357760e-02 1.01090974e-01 -2.24387826e-02 -3.69650333e-01
-3.10970421e-01 3.24395391e-03 -2.64879003e-01 -3.87007986e-01
-3.58541640e-01 -1.02385911e-01 -1.85113351e-01 4.03393281e-01
1.61660208e-01]
[ -5.96440633e-02 -8.10628330e-03 -2.85475637e-01 -1.15792466e-01
7.29585163e-02 1.54729258e-01 -2.66630426e-01 -2.05160460e-01
-6.43601551e-02 -5.00790070e-02 1.61559229e-01 8.44442987e-01
-7.58042892e-02]
[ 1.58266945e-01 3.13774779e-01 -1.93031079e-01 8.07311795e-01
9.83607087e-02 4.82808640e-03 -1.68155045e-01 -3.46138603e-01
-2.08232887e-01 -2.62891836e-01 7.62811393e-01 8.70780579e-01
-1.57543990e+00]
[ 1.69614979e-02 1.52824541e-01 6.02530080e-02 4.40931413e-01
-1.77064950e-02 -6.27005878e-02 -2.37202391e-01 -2.90800587e-01
-2.59600946e-01 -1.40955161e-01 5.85745981e-01 8.18648117e-01
-1.48517507e+00]
[ -1.30675709e-02 -1.51372498e-01 -1.45168536e-01 3.28273753e-01
-1.95625271e-01 2.39271934e-01 1.24779438e-02 -1.19804023e-01
-2.11736504e-01 -2.85566713e-01 1.85356602e-01 4.56444730e-01
-7.66791503e-01]
[ 8.74911036e-02 -3.82973379e-01 -5.02983789e-02 6.55577150e-02
-1.19407975e-01 1.99893402e-01 9.22640909e-02 1.79576292e-01
-1.92928867e-01 2.65895362e-02 -4.94895847e-02 2.80706986e-01
-4.62091768e-01]
[ 2.13536834e-01 -2.95946393e-01 -1.18494010e-01 -5.34230659e-02
-2.18625985e-01 1.22681121e-01 4.84551414e-02 -1.11309166e-01
-6.69996560e-02 -2.10717038e-02 -1.62683071e-01 -2.33516007e-01
-2.73265679e-01]
[ -1.29508457e-01 -8.33283677e-02 3.87496291e-02 -2.54195366e-01
-6.25794593e-02 -1.41250208e-01 6.95403434e-02 1.58655371e-02
-9.30460029e-02 4.63917855e-02 -3.42064715e-01 -5.25526483e-01
-1.33754711e-01]
[ -1.45249284e-01 -1.33041490e-01 -6.96195632e-02 -2.91728275e-01
-3.43022450e-01 -2.89578792e-01 1.64374539e-01 1.50380504e-01
5.96766220e-03 1.26648692e-01 -2.87372336e-01 -9.08834678e-01
2.79094452e-02]
[ -1.31768849e-01 -2.47820033e-01 -3.06441935e-01 -1.17262195e+00
-3.04006773e-01 -2.10251599e-01 -5.04490183e-02 -5.63795765e-02
6.10133907e-02 -5.09808002e-01 -8.74151196e-01 -6.72006413e-01
-1.61156374e+00]
[ -1.23936580e-01 1.32903247e-01 1.25482450e-02 1.87128421e-01
-2.02943045e-01 -1.77913576e-01 -1.65392836e-01 8.95290912e-03
-1.48389952e-01 -1.10422199e-01 -1.09228919e-01 -4.36066225e-01
1.54459978e-01]
[ -3.62717735e-01 -1.21866194e-01 -2.73241483e-01 4.11727721e-01
-2.03879900e-01 -2.33087430e-01 -1.70462564e-01 -9.28733952e-02
-1.00966468e-03 5.36045202e-02 1.29087905e-01 -3.87919280e-01
3.47299388e-01]
[ -1.25015826e-01 -5.54165868e-02 -2.54024003e-01 2.84257090e-01
-2.32153835e-01 -2.79742990e-01 -3.93275832e-01 -4.51725660e-02
8.08052332e-03 -6.21815501e-02 -1.53361196e-01 -2.94430308e-01
2.44068106e-01]
[ -2.64158759e-01 -5.32754387e-01 -3.42230551e-01 1.40160602e-01
-3.16079657e-01 -2.34851507e-01 -2.53235858e-01 -2.27460510e-01
-3.05264261e-02 -2.80863556e-01 4.00379420e-02 -3.78979829e-01
1.68904530e-01]
[ -2.28436619e-01 -2.97163075e-01 -3.23077868e-01 -5.23031798e-02
-8.62120675e-02 -1.52209413e-01 -1.20841573e-01 4.12078447e-02
-2.12822038e-01 -5.09572195e-01 -2.24419681e-01 -3.09839816e-01
-8.87609303e-03]
[ -9.65807615e-02 -1.81535528e-02 -2.46796822e-01 -1.22813542e+00
-2.77584112e-01 -2.61161381e-01 1.49284347e-01 -5.14289552e-01
1.46602328e-01 -2.56897677e-01 -8.67601171e-01 -4.61897539e-01
-1.53684603e+00]]
Progress: 38.1% ... Training loss: 0.196 ... Validation loss: 0.328[[-0.24742858]
[ 0.23933481]
[-0.04339124]
[ 1.53200085]
[ 0.26408525]
[-0.01068898]
[-0.96529589]
[-0.76119694]
[-0.50706682]
[-0.76937111]
[ 1.34088129]
[ 3.04771407]
[-2.77349821]]
[[ -5.19400624e-01 -4.91729937e-01 -5.92423415e-01 1.35776562e-01
-2.86270951e-01 -5.97814315e-01 1.68927693e-01 -2.27404763e-01
-2.48338686e-01 -3.12820337e-01 3.41195184e-01 1.14689611e+00
4.31910203e-01]
[ 1.62455507e-02 -1.34753466e-01 4.80027699e-02 -1.70037502e-01
-3.87531821e-02 5.84796338e-02 -6.19473613e-02 1.88075664e-01
-1.49435233e-01 -1.61312153e-01 -1.78639514e-01 -1.27243492e-01
-2.51528531e-01]
[ -3.01588147e-01 1.33691231e-01 -4.23357228e-02 3.70822665e-02
7.16295642e-02 -1.39130072e-01 -1.38779449e-01 -2.18063373e-01
3.03940354e-01 -6.64953239e-01 9.17796124e-02 6.96669959e-01
8.41201444e-01]
[ 2.79919319e-01 -2.53948027e-01 -2.73911370e-01 1.49213881e-01
-2.68064947e-01 1.19253290e-02 7.24322107e-01 -6.62247784e-01
3.98743163e-01 -2.02779547e-01 -4.33724626e-02 -3.51833983e-01
-3.28405587e-01]
[ 1.51568589e-01 1.72005884e-02 1.14487772e-01 -1.60095793e-01
-1.98130439e-02 7.48819696e-02 -1.82430446e-01 -1.76749802e-01
6.71085759e-02 2.66948557e-01 5.37703203e-03 -5.99956118e-02
-8.36843531e-02]
[ -4.91504576e-01 -6.26758418e-01 -6.00932133e-01 -6.10485619e-01
-5.99378319e-01 -5.65534492e-01 -4.68173204e-01 -1.56133751e-01
-5.09991228e-01 -2.36694620e-01 -6.45499203e-01 -9.44076911e-01
-7.73382033e-01]
[ -4.18277155e-01 -5.91156732e-01 -3.30923439e-01 -4.87964799e-01
-4.15884161e-01 -5.67138675e-01 -3.99744959e-01 -5.03723578e-01
-3.25067553e-01 -1.07409659e-01 -5.23888884e-01 -5.88833189e-01
-7.36033597e-01]
[ -3.43014336e-01 -3.53764732e-01 -4.90880934e-01 -1.73043430e-01
-3.30400158e-01 -4.29044094e-01 -2.14965517e-01 -3.02755088e-01
-2.44259137e-01 -6.07028283e-01 -3.58805849e-01 -8.59805100e-01
-6.95438975e-01]
[ -4.70840452e-01 -3.33790613e-01 -3.88635193e-01 -2.85067654e-01
-3.27184825e-01 -2.20244472e-01 -5.37860652e-02 -4.93594123e-01
-2.79457328e-01 -4.79521685e-01 -2.31370205e-01 -2.95378954e-01
-3.11338097e-01]
[ -9.62468216e-01 -9.64113440e-01 -9.95112489e-01 -7.00453415e-01
-1.05595188e+00 -9.94672549e-01 -5.26151157e-01 -5.71961816e-01
-7.32598286e-01 -5.87095414e-01 -8.27751503e-01 -7.01488485e-01
-9.93378500e-01]
[ -5.18097270e-01 -2.69537209e-01 -4.76311218e-01 -4.71909159e-01
-3.43838315e-01 -3.67333295e-01 -6.50780321e-01 -6.57166303e-01
-6.82273852e-01 -1.19956902e-01 -6.26165392e-01 -8.42928338e-01
-7.69126777e-01]
[ -1.22280042e-01 2.70128789e-02 -3.46330956e-01 -5.33003500e-01
-1.01786186e-01 -7.66406896e-02 -2.19671160e-01 -4.70921777e-01
-2.03519734e-01 3.38878296e-02 -5.80524708e-01 -1.29456793e+00
-8.73147201e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57372712e-01 -1.27373161e-01 1.63841415e-01 -3.08206451e-01
-1.35849861e-01 1.13090850e-01 -1.51599656e-01 5.11950768e-03
-9.06681211e-02 5.98317769e-02 -2.40331150e-01 -4.96899995e-01
-1.00735797e-01]
[ -1.00729011e-01 -2.64065666e-01 -1.82257248e-01 -2.70226438e-01
-4.74896018e-01 -8.79521893e-02 -1.23265191e-01 -2.27041606e-02
-9.66752007e-02 -2.69915332e-02 -2.44275095e-01 -4.61533506e-01
-2.67440937e-01]
[ -6.33872485e-02 -4.07384091e-02 -2.24874486e-01 -2.51412608e-01
1.06108583e-01 -1.60846531e-01 -2.56797899e-01 1.54116566e-01
-3.57670900e-02 1.76465043e-01 -2.20166338e-01 4.28273343e-03
-1.02275419e-01]
[ 3.16750578e-02 -1.62970559e-01 -1.51004416e-01 -9.53164263e-02
-1.22373658e-01 -1.08088952e-01 8.20057929e-02 -1.48801672e-01
-4.06077610e-02 2.45856387e-02 -4.36342515e-02 -1.15741706e-01
-5.03915330e-02]
[ -2.93428542e-01 -1.34265152e-01 -8.23545149e-02 -1.67401089e-01
-2.95363282e-01 -2.77671847e-01 -3.22364136e-01 -1.36557693e-02
-3.27397301e-01 -2.26982028e-01 1.22793362e-01 -2.26878631e-01
6.71454285e-02]
[ -2.35162190e-01 -1.25550243e-01 -9.73542487e-02 -4.81534401e-02
-8.69506753e-02 -1.21763150e-01 -7.08754843e-02 -1.52970754e-02
-1.34080753e-01 -1.43524494e-01 -2.48416094e-02 -2.64965533e-01
-2.16376255e-01]
[ -1.82576695e-01 -7.91446804e-02 -2.31035299e-01 -1.99864415e-01
-1.64689733e-01 -2.07498142e-01 -3.64734795e-01 -1.19956767e-01
1.34637254e-01 -2.61671831e-01 -3.69640040e-01 -4.71596413e-01
-4.92606649e-01]
[ -3.71788494e-01 -5.39508233e-02 -1.53290976e-01 -9.62055617e-02
-4.33700740e-02 -3.14622903e-01 4.90909046e-02 -9.62771005e-02
-1.17415848e-01 3.50152895e-02 5.79270710e-02 -2.62805939e-01
-3.97590454e-01]
[ -1.55998239e-01 -1.38341932e-01 -5.51187236e-02 -2.37681742e-01
-1.24347084e-01 -2.96114264e-01 7.76029002e-02 -1.78510174e-01
-1.90405400e-01 5.38526167e-02 1.83513684e-01 8.93893444e-02
-1.60139859e-01]
[ -1.27709562e-01 -1.69699920e-01 -1.15353027e-01 -3.12625904e-01
9.34778511e-02 -1.85161187e-02 -1.58385234e-01 -1.80646150e-01
1.13207032e-01 -8.58731559e-02 -1.36494123e-01 -6.81340740e-02
-2.98666189e-01]
[ -3.66682041e-02 -3.56690923e-02 -1.50406563e-01 -1.57806501e-01
-2.31674840e-01 6.28697821e-02 -3.73592796e-02 -4.15287039e-02
-2.20147790e-01 -8.83917514e-02 -1.70438122e-01 -4.05926788e-01
-2.30429365e-01]
[ -7.03634387e-02 2.07283228e-02 -1.29711575e-01 -3.53073591e-01
1.19371776e-01 1.96861218e-02 -2.05508099e-01 -1.49044197e-01
1.23545805e-01 -5.31649491e-02 -3.23588845e-01 -3.02195554e-01
-3.34015211e-01]
[ 6.06175429e-02 -2.96588094e-01 -8.93370707e-02 -4.63293027e-01
-2.11113891e-01 -9.21937861e-02 1.55595629e-02 5.47915675e-02
-5.08391912e-02 2.52459658e-01 -5.41595166e-01 -8.95109691e-01
4.56300587e-01]
[ -2.34983177e-01 -2.34463520e-01 -1.35301713e-01 -3.22538948e-01
-2.92515348e-01 -9.55522540e-02 1.81987562e-01 1.97646041e-02
2.62069347e-01 1.01260706e-02 -4.29039997e-01 -1.09484244e+00
6.58514400e-01]
[ -2.66872009e-02 -1.78162922e-01 1.75050538e-02 -3.30270341e-01
-1.63776262e-01 1.63186682e-01 1.96795842e-01 2.36112126e-01
-4.14240166e-02 2.01128050e-01 -2.54703208e-01 -1.21008031e+00
7.86994405e-01]
[ -1.24214372e-02 -3.70672569e-02 -1.28717058e-01 -1.37756456e-01
-1.73785183e-01 -4.94500124e-02 3.11037114e-01 1.53296506e-01
2.50705531e-01 3.39582991e-01 -5.13512510e-01 -1.17037401e+00
8.17424560e-01]
[ -9.28538405e-02 -2.73931446e-01 5.59485046e-02 -3.33771464e-01
-1.44514151e-01 1.14772589e-01 3.92075969e-01 1.40345295e-01
-6.87610993e-02 1.42103695e-01 -5.70457451e-01 -1.14045274e+00
8.46764017e-01]
[ 1.11337131e-01 -8.50351381e-02 1.30571317e-02 -1.56213574e-01
-7.90014408e-02 -2.03302475e-02 2.90319694e-01 3.72242424e-01
4.30022344e-01 2.40661858e-01 -5.74534279e-01 -1.09816407e+00
5.85556539e-01]
[ 6.63996207e-03 -1.47184156e-01 2.37505913e-02 2.25161865e-02
-1.00299229e-01 -2.83260546e-01 1.67161828e-01 3.88579633e-01
4.95392665e-02 1.43081662e-01 -2.84433010e-01 -9.37106107e-01
2.01025356e-01]
[ 1.16742598e-01 7.68731034e-02 1.22926607e-02 2.89705667e-01
-1.10067805e-01 -5.61863294e-02 -3.64943956e-02 -7.41494194e-02
-1.78007240e-01 -6.65179516e-02 -5.01895423e-02 7.03828297e-02
-6.51525643e-01]
[ 6.60171157e-02 -1.38683132e-01 1.53749380e-01 5.70947298e-01
2.21256632e-01 1.07098263e-02 -2.96038621e-01 -3.30754709e-01
3.48924300e-02 -5.53212315e-01 3.39792560e-01 7.91378492e-01
-1.02881752e+00]
[ 2.06569195e-02 7.58427236e-02 -2.14563351e-01 1.40700763e-01
3.53772036e-02 -3.67314456e-03 -2.16697655e-01 -3.63716986e-01
-2.80556679e-01 -2.89394080e-01 -2.30311844e-03 -1.50074559e-01
-2.00086964e-01]
[ -7.75876609e-02 -1.98047892e-01 5.53428097e-02 -1.65946083e-02
-1.21632506e-01 -1.37759052e-01 -1.08791752e-01 -8.60001545e-02
1.02532092e-03 -4.24544494e-01 -3.71590232e-01 -1.76210192e-01
2.11519912e-01]
[ -2.03041000e-02 -2.53841344e-01 4.62265704e-02 -4.29653462e-01
-1.79663252e-01 -2.36035027e-01 -4.07893393e-01 -7.08663073e-02
-9.56388911e-02 -2.87604564e-02 -2.65616820e-01 3.50819036e-01
2.66474057e-01]
[ 1.50648948e-01 6.64750193e-02 -1.11908457e-01 -4.35144229e-01
-4.98511007e-02 -1.04895732e-01 -2.88551242e-01 -7.56828254e-02
-2.37921127e-01 -2.89516369e-01 -2.81708477e-01 5.95218739e-01
1.77796638e-01]
[ -1.92788118e-01 -1.69376231e-01 -1.21122044e-01 -4.26566166e-01
-4.18465165e-02 2.26475065e-02 -2.96221450e-01 -3.10725812e-01
-1.86813566e-01 -1.34865689e-01 -3.06262121e-01 4.99614342e-01
9.67154664e-02]
[ -6.07800439e-02 -1.89784096e-01 -1.71480612e-01 -4.41177919e-01
-3.33972353e-02 3.91879059e-02 -1.84239151e-01 -1.58763392e-01
-2.93974888e-01 -3.85223365e-01 -1.21998990e-01 4.09628096e-01
1.90485139e-01]
[ 8.65869266e-02 1.01397726e-01 -2.24969511e-02 -3.68743135e-01
-3.10723117e-01 3.22275574e-03 -2.65706334e-01 -3.88402131e-01
-3.59063498e-01 -1.02801606e-01 -1.84159626e-01 4.08002625e-01
1.58949842e-01]
[ -5.93617228e-02 -8.19524627e-03 -2.85457216e-01 -1.17185108e-01
7.28721463e-02 1.54750148e-01 -2.65440252e-01 -2.04795450e-01
-6.39693315e-02 -4.92143897e-02 1.60599748e-01 8.44370930e-01
-7.55803069e-02]
[ 1.57853845e-01 3.14207503e-01 -1.93114938e-01 8.12757398e-01
9.88029235e-02 4.78278169e-03 -1.71003856e-01 -3.46980025e-01
-2.09020851e-01 -2.64653302e-01 7.67400762e-01 8.79042788e-01
-1.57985314e+00]
[ 1.74948769e-02 1.52476741e-01 6.03185271e-02 4.38926252e-01
-1.80776587e-02 -6.26514396e-02 -2.35194029e-01 -2.89664409e-01
-2.58877079e-01 -1.39526226e-01 5.84474346e-01 8.16107076e-01
-1.48785157e+00]
[ -1.30665543e-02 -1.51311499e-01 -1.45173703e-01 3.29222853e-01
-1.95571220e-01 2.39267881e-01 1.21053826e-02 -1.19701263e-01
-2.11958932e-01 -2.85331146e-01 1.85886074e-01 4.56974465e-01
-7.67909397e-01]
[ 8.74061219e-02 -3.82959822e-01 -5.02887063e-02 6.58221312e-02
-1.19418144e-01 1.99888696e-01 9.20371187e-02 1.79814002e-01
-1.92960604e-01 2.65786002e-02 -4.95939432e-02 2.78767696e-01
-4.61599309e-01]
[ 2.13261381e-01 -2.95708366e-01 -1.18547614e-01 -4.96314302e-02
-2.18313975e-01 1.22654543e-01 4.63060273e-02 -1.12747694e-01
-6.81434045e-02 -2.19384086e-02 -1.59605567e-01 -2.25572078e-01
-2.80949582e-01]
[ -1.29526155e-01 -8.32970858e-02 3.87444221e-02 -2.53860341e-01
-6.25319235e-02 -1.41251485e-01 6.94044459e-02 1.54204658e-02
-9.31092846e-02 4.60594280e-02 -3.41848637e-01 -5.24346804e-01
-1.34812482e-01]
[ -1.45340070e-01 -1.32961878e-01 -6.96436027e-02 -2.91395048e-01
-3.42951219e-01 -2.89587410e-01 1.64050320e-01 1.49866154e-01
5.80363516e-03 1.26323189e-01 -2.87021349e-01 -9.08334325e-01
2.72618348e-02]
[ -1.31610000e-01 -2.47621997e-01 -3.06480201e-01 -1.17543355e+00
-3.04055873e-01 -2.10257014e-01 -4.86001432e-02 -5.82764134e-02
6.17742246e-02 -5.10384404e-01 -8.76217035e-01 -6.76785423e-01
-1.61681202e+00]
[ -1.24928138e-01 1.34338349e-01 1.23026085e-02 1.99735045e-01
-2.01547933e-01 -1.78007991e-01 -1.71733415e-01 5.14494218e-03
-1.51632603e-01 -1.13531908e-01 -9.85095053e-02 -4.10651956e-01
1.41795707e-01]
[ -3.63420947e-01 -1.21321950e-01 -2.73430287e-01 4.22537673e-01
-2.03123297e-01 -2.33159205e-01 -1.77394514e-01 -9.55228018e-02
-4.27073170e-03 4.92254387e-02 1.37507552e-01 -3.76509109e-01
3.27335072e-01]
[ -1.25368192e-01 -5.52374470e-02 -2.54080812e-01 2.87878869e-01
-2.31954337e-01 -2.79760451e-01 -3.95494914e-01 -4.68743093e-02
6.99121607e-03 -6.39071193e-02 -1.51570730e-01 -2.88596762e-01
2.38106805e-01]
[ -2.64902799e-01 -5.32270736e-01 -3.42358396e-01 1.47466352e-01
-3.15463574e-01 -2.34925288e-01 -2.57448063e-01 -2.29645969e-01
-3.26149283e-02 -2.83374435e-01 4.57696359e-02 -3.67615225e-01
1.59438708e-01]
[ -2.29154296e-01 -2.96520575e-01 -3.23209048e-01 -4.61062174e-02
-8.53604392e-02 -1.52276540e-01 -1.24972378e-01 3.82464494e-02
-2.14691948e-01 -5.11847416e-01 -2.19986267e-01 -2.97717299e-01
-1.93141787e-02]
[ -9.66974647e-02 -1.84803626e-02 -2.46791083e-01 -1.23212715e+00
-2.77896638e-01 -2.61167242e-01 1.50372158e-01 -5.13623513e-01
1.47700373e-01 -2.58190138e-01 -8.70733469e-01 -4.71517258e-01
-1.53614660e+00]]
Progress: 38.2% ... Training loss: 0.165 ... Validation loss: 0.304[[-0.26022621]
[ 0.22315294]
[-0.05391054]
[ 1.51740532]
[ 0.24966233]
[-0.02016856]
[-0.98987623]
[-0.77662441]
[-0.53596228]
[-0.78400136]
[ 1.32610972]
[ 3.01911667]
[-2.79032454]]
[[ -5.18206004e-01 -4.93061344e-01 -5.92276843e-01 1.26163477e-01
-2.87726621e-01 -5.97775781e-01 1.74945519e-01 -2.24040090e-01
-2.44048344e-01 -3.09344517e-01 3.30474530e-01 1.12593838e+00
4.43501406e-01]
[ 1.68230529e-02 -1.35250617e-01 4.80835271e-02 -1.74721593e-01
-3.91750600e-02 5.85007448e-02 -5.88134547e-02 1.89846384e-01
-1.47984490e-01 -1.59897674e-01 -1.81192606e-01 -1.30552882e-01
-2.48011749e-01]
[ -2.99693827e-01 1.30154262e-01 -4.19501931e-02 1.52281225e-02
6.81221478e-02 -1.39047760e-01 -1.26308580e-01 -2.11067954e-01
3.14781683e-01 -6.64085336e-01 7.11419237e-02 6.34939852e-01
8.71343191e-01]
[ 2.80897236e-01 -2.54076499e-01 -2.73943501e-01 1.44414962e-01
-2.68532402e-01 1.19386427e-02 7.29796761e-01 -6.65262606e-01
4.00737858e-01 -2.03307656e-01 -4.44178531e-02 -3.41940944e-01
-3.39149448e-01]
[ 1.53275964e-01 1.55687259e-02 1.14769493e-01 -1.66673491e-01
-2.16026943e-02 7.49509470e-02 -1.73533739e-01 -1.73310847e-01
7.13356267e-02 2.71879640e-01 -6.03337204e-03 -9.51996279e-02
-7.71231761e-02]
[ -4.91171319e-01 -6.27025424e-01 -6.00884017e-01 -6.12757497e-01
-5.99646507e-01 -5.65521257e-01 -4.66564932e-01 -1.54524365e-01
-5.09487969e-01 -2.34906157e-01 -6.47199199e-01 -9.46725169e-01
-7.70505126e-01]
[ -4.17799946e-01 -5.91731439e-01 -3.30853828e-01 -4.88915650e-01
-4.16497264e-01 -5.67121861e-01 -3.99518399e-01 -5.02425287e-01
-3.24254139e-01 -1.04900752e-01 -5.26292203e-01 -5.93289336e-01
-7.34947093e-01]
[ -3.40806330e-01 -3.56512043e-01 -4.90544064e-01 -1.93747763e-01
-3.33300300e-01 -4.28963017e-01 -2.00673665e-01 -2.95906409e-01
-2.35171752e-01 -6.03670730e-01 -3.75642168e-01 -9.01697064e-01
-6.73319424e-01]
[ -4.71312673e-01 -3.33315337e-01 -3.88696558e-01 -2.82175705e-01
-3.26541918e-01 -2.20266984e-01 -5.69228565e-02 -4.95040480e-01
-2.80827392e-01 -4.79924535e-01 -2.28291582e-01 -2.86266942e-01
-3.11623244e-01]
[ -9.61123711e-01 -9.66530039e-01 -9.94817233e-01 -7.16031724e-01
-1.05819128e+00 -9.94619253e-01 -5.18251375e-01 -5.64860014e-01
-7.26309030e-01 -5.82936544e-01 -8.41806313e-01 -7.34487366e-01
-9.72313367e-01]
[ -5.18174084e-01 -2.69127228e-01 -4.76336213e-01 -4.68732712e-01
-3.43411834e-01 -3.67340676e-01 -6.51843702e-01 -6.57520661e-01
-6.82851228e-01 -1.19574185e-01 -6.22470010e-01 -8.34219233e-01
-7.69147137e-01]
[ -1.21001481e-01 2.59057503e-02 -3.46207985e-01 -5.41636750e-01
-1.03111793e-01 -7.65979890e-02 -2.13517667e-01 -4.69359223e-01
-2.00197621e-01 3.65983152e-02 -5.88026291e-01 -1.31016251e+00
-8.68394160e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57245868e-01 -1.27494977e-01 1.63863884e-01 -3.09235829e-01
-1.35968232e-01 1.13097023e-01 -1.50968263e-01 5.81931818e-03
-9.04918244e-02 6.05923111e-02 -2.41069881e-01 -4.97938769e-01
-9.93491676e-02]
[ -1.00572331e-01 -2.64161419e-01 -1.82239419e-01 -2.71429486e-01
-4.75003721e-01 -8.79465965e-02 -1.22425087e-01 -2.18583320e-02
-9.64336194e-02 -2.60540022e-02 -2.45170834e-01 -4.63409540e-01
-2.65472407e-01]
[ -6.27039318e-02 -4.13553911e-02 -2.24803820e-01 -2.54305558e-01
1.05454593e-01 -1.60826268e-01 -2.54226386e-01 1.55439386e-01
-3.43928092e-02 1.78848807e-01 -2.23151588e-01 -3.74843682e-03
-1.01669497e-01]
[ 3.16128102e-02 -1.62944696e-01 -1.51009032e-01 -9.48345119e-02
-1.22355052e-01 -1.08090654e-01 8.16156921e-02 -1.48856627e-01
-4.08063498e-02 2.44034371e-02 -4.35186924e-02 -1.15711356e-01
-5.08877566e-02]
[ -2.93379080e-01 -1.34300435e-01 -8.23412649e-02 -1.67648713e-01
-2.95355930e-01 -2.77670762e-01 -3.22882128e-01 -1.35302389e-02
-3.27210905e-01 -2.26499563e-01 1.22240091e-01 -2.25606753e-01
6.63329998e-02]
[ -2.35213696e-01 -1.25679817e-01 -9.73401021e-02 -4.74500789e-02
-8.71065544e-02 -1.21759759e-01 -7.17379201e-02 -1.50367782e-02
-1.34305754e-01 -1.43396050e-01 -2.45194446e-02 -2.63425974e-01
-2.13814981e-01]
[ -1.81940757e-01 -8.02822377e-02 -2.30898222e-01 -2.07077184e-01
-1.65687860e-01 -2.07470927e-01 -3.61873539e-01 -1.17494260e-01
1.37507031e-01 -2.61099471e-01 -3.73808876e-01 -4.87337144e-01
-4.85223225e-01]
[ -3.70680219e-01 -5.51938944e-02 -1.53143979e-01 -1.07616954e-01
-4.49258300e-02 -3.14582290e-01 5.70333008e-02 -9.31678555e-02
-1.12899846e-01 3.66823907e-02 4.68902837e-02 -2.86879363e-01
-3.87454756e-01]
[ -1.55585917e-01 -1.38601801e-01 -5.50787752e-02 -2.39044330e-01
-1.24588441e-01 -2.96104103e-01 8.08024092e-02 -1.77518549e-01
-1.88859777e-01 5.48566186e-02 1.82371459e-01 8.81386580e-02
-1.56765381e-01]
[ -1.27892241e-01 -1.69523396e-01 -1.15378745e-01 -3.09887472e-01
9.38212197e-02 -1.85252736e-02 -1.59931418e-01 -1.81237342e-01
1.12511285e-01 -8.61359064e-02 -1.34192434e-01 -6.35317809e-02
-3.00398312e-01]
[ -3.68949132e-02 -3.54356665e-02 -1.50431519e-01 -1.57207502e-01
-2.31476285e-01 6.28609359e-02 -3.83169226e-02 -4.18617837e-02
-2.20576263e-01 -8.84350215e-02 -1.69754505e-01 -4.03196448e-01
-2.29378826e-01]
[ -7.04668840e-02 2.08186678e-02 -1.29725436e-01 -3.53271658e-01
1.19496552e-01 1.96799446e-02 -2.06290020e-01 -1.49572635e-01
1.23217653e-01 -5.33608547e-02 -3.23352046e-01 -3.00243513e-01
-3.33643115e-01]
[ 6.05736484e-02 -2.96551344e-01 -8.93397587e-02 -4.63678199e-01
-2.11099198e-01 -9.21961294e-02 1.55440779e-02 5.51399881e-02
-5.09585119e-02 2.52582265e-01 -5.41786045e-01 -8.95871518e-01
4.57305931e-01]
[ -2.34908580e-01 -2.34537819e-01 -1.35290678e-01 -3.23092620e-01
-2.92589400e-01 -9.55492773e-02 1.82431167e-01 1.99935161e-02
2.62268474e-01 1.04181792e-02 -4.29421507e-01 -1.09510626e+00
6.59561504e-01]
[ -2.65870769e-02 -1.78226362e-01 1.75158161e-02 -3.31485011e-01
-1.63851311e-01 1.63190389e-01 1.97757112e-01 2.36446840e-01
-4.10494318e-02 2.01449442e-01 -2.55709073e-01 -1.21115258e+00
7.89127689e-01]
[ -1.24539817e-02 -3.70534231e-02 -1.28720395e-01 -1.37592901e-01
-1.73769924e-01 -4.94508912e-02 3.10914329e-01 1.53424610e-01
2.50585230e-01 3.39519639e-01 -5.13392626e-01 -1.17033113e+00
8.17007448e-01]
[ -9.26359615e-02 -2.74079668e-01 5.59816340e-02 -3.35192207e-01
-1.44720998e-01 1.14782636e-01 3.93664267e-01 1.41310900e-01
-6.81816767e-02 1.43004169e-01 -5.71428880e-01 -1.14164158e+00
8.49585314e-01]
[ 1.11408154e-01 -8.50839307e-02 1.30660936e-02 -1.56421462e-01
-7.90532027e-02 -2.03278671e-02 2.90702742e-01 3.72620037e-01
4.30164106e-01 2.41048928e-01 -5.74702853e-01 -1.09843713e+00
5.85849329e-01]
[ 7.01870396e-03 -1.47443439e-01 2.37965182e-02 2.02216841e-02
-1.00613178e-01 -2.83247937e-01 1.69470774e-01 3.89926025e-01
5.05218030e-02 1.44150061e-01 -2.86018593e-01 -9.38921115e-01
2.02634127e-01]
[ 1.17400643e-01 7.62396639e-02 1.23665044e-02 2.87427199e-01
-1.10551196e-01 -5.61646499e-02 -3.36161766e-02 -7.30311073e-02
-1.76265841e-01 -6.56896332e-02 -5.14013009e-02 6.96803177e-02
-6.51978131e-01]
[ 6.66336778e-02 -1.39573150e-01 1.53831224e-01 5.66342373e-01
2.20246591e-01 1.07268694e-02 -2.91167704e-01 -3.29794938e-01
3.85491736e-02 -5.53148912e-01 3.35448702e-01 7.71047529e-01
-1.02852563e+00]
[ 2.07174811e-02 7.55801004e-02 -2.14538040e-01 1.38759895e-01
3.51279053e-02 -3.66743740e-03 -2.16143067e-01 -3.63131089e-01
-2.80061006e-01 -2.89420132e-01 -3.69926244e-03 -1.53472480e-01
-1.96110908e-01]
[ -7.76364748e-02 -1.97898104e-01 5.53299052e-02 -1.58676699e-02
-1.21480353e-01 -1.37760746e-01 -1.10041664e-01 -8.65068400e-02
4.43878109e-04 -4.24650818e-01 -3.70744244e-01 -1.71534908e-01
2.10008420e-01]
[ -2.01912481e-02 -2.53982737e-01 4.62484795e-02 -4.31480574e-01
-1.79852821e-01 -2.36030346e-01 -4.07052789e-01 -7.02546740e-02
-9.51055151e-02 -2.83183405e-02 -2.67256331e-01 3.47309146e-01
2.70185335e-01]
[ 1.50519788e-01 6.66684597e-02 -1.11931155e-01 -4.34940236e-01
-4.97008306e-02 -1.04903023e-01 -2.89573613e-01 -7.66024119e-02
-2.38256111e-01 -2.89713990e-01 -2.81320389e-01 5.98137882e-01
1.77130738e-01]
[ -1.92656764e-01 -1.69846398e-01 -1.21069774e-01 -4.29567623e-01
-4.23527953e-02 2.26578201e-02 -2.95351311e-01 -3.09628873e-01
-1.85744895e-01 -1.34405662e-01 -3.08633520e-01 4.91401745e-01
1.04701713e-01]
[ -6.11960936e-02 -1.89436203e-01 -1.71522358e-01 -4.41107249e-01
-3.29486412e-02 3.91704499e-02 -1.87856479e-01 -1.60029404e-01
-2.95686930e-01 -3.85462886e-01 -1.21070945e-01 4.20024087e-01
1.90902714e-01]
[ 8.67803403e-02 1.01067106e-01 -2.24550597e-02 -3.70705574e-01
-3.10981133e-01 3.23232020e-03 -2.64821850e-01 -3.87535209e-01
-3.58458427e-01 -1.01982366e-01 -1.86003557e-01 4.03428136e-01
1.63511569e-01]
[ -5.94086467e-02 -7.90368291e-03 -2.85478257e-01 -1.15491888e-01
7.31882579e-02 1.54744742e-01 -2.65827839e-01 -2.05486606e-01
-6.45188603e-02 -4.94047871e-02 1.62230352e-01 8.47001058e-01
-7.77374469e-02]
[ 1.58459490e-01 3.13605643e-01 -1.93051762e-01 8.10863539e-01
9.82410539e-02 4.79842257e-03 -1.68282384e-01 -3.45525098e-01
-2.07417339e-01 -2.62782233e-01 7.63628900e-01 8.67916516e-01
-1.58224219e+00]
[ 1.73837158e-02 1.52727215e-01 6.02838960e-02 4.40599901e-01
-1.78661472e-02 -6.26567254e-02 -2.35961518e-01 -2.90103360e-01
-2.59266141e-01 -1.39815565e-01 5.86044957e-01 8.19654600e-01
-1.48899063e+00]
[ -1.29151176e-02 -1.51767197e-01 -1.45129852e-01 3.27039571e-01
-1.95981730e-01 2.39278970e-01 1.34421603e-02 -1.18043898e-01
-2.10887798e-01 -2.84885338e-01 1.83561581e-01 4.50942695e-01
-7.63895974e-01]
[ 8.75027002e-02 -3.83108563e-01 -5.02632146e-02 6.43941440e-02
-1.19614687e-01 1.99894328e-01 9.23712544e-02 1.80423749e-01
-1.92565812e-01 2.69932302e-02 -5.07579904e-02 2.75837477e-01
-4.58178470e-01]
[ 2.13109345e-01 -2.95569693e-01 -1.18564218e-01 -4.81394681e-02
-2.18182701e-01 1.22649065e-01 4.54141281e-02 -1.13102858e-01
-6.86550343e-02 -2.22513778e-02 -1.58611569e-01 -2.23975104e-01
-2.82940514e-01]
[ -1.29342345e-01 -8.34576419e-02 3.87737889e-02 -2.54664583e-01
-6.26752185e-02 -1.41245305e-01 7.02557136e-02 1.57313970e-02
-9.26599427e-02 4.66107908e-02 -3.42599069e-01 -5.25194077e-01
-1.33846845e-01]
[ -1.45465856e-01 -1.32808889e-01 -6.96634894e-02 -2.90452861e-01
-3.42799142e-01 -2.89592214e-01 1.63287300e-01 1.49351501e-01
5.25879273e-03 1.26012815e-01 -2.86238305e-01 -9.06987887e-01
2.55295565e-02]
[ -1.31676737e-01 -2.47744620e-01 -3.06483590e-01 -1.17790641e+00
-3.04046722e-01 -2.10268735e-01 -5.03404805e-02 -5.95598898e-02
6.15145118e-02 -5.10184525e-01 -8.78598273e-01 -6.68424428e-01
-1.62051730e+00]
[ -1.25116272e-01 1.34237270e-01 1.23070962e-02 2.01350510e-01
-2.01572186e-01 -1.78010153e-01 -1.72772608e-01 6.20062629e-03
-1.51582721e-01 -1.13469503e-01 -9.67113050e-02 -4.08065763e-01
1.46779544e-01]
[ -3.63357250e-01 -1.21195583e-01 -2.73417278e-01 4.24148777e-01
-2.02990777e-01 -2.33156830e-01 -1.77566983e-01 -9.57836558e-02
-4.52949773e-03 4.96573678e-02 1.38493244e-01 -3.78455569e-01
3.27921896e-01]
[ -1.25044387e-01 -5.56036380e-02 -2.54041835e-01 2.84863877e-01
-2.32307181e-01 -2.79747007e-01 -3.93718505e-01 -4.57256658e-02
7.90578431e-03 -6.30420075e-02 -1.53666695e-01 -2.91896371e-01
2.43541460e-01]
[ -2.64577122e-01 -5.32455238e-01 -3.42312374e-01 1.44325250e-01
-3.15727600e-01 -2.34910597e-01 -2.55177113e-01 -2.28189499e-01
-3.18671579e-02 -2.82133251e-01 4.31692429e-02 -3.71022544e-01
1.63537227e-01]
[ -2.28502712e-01 -2.97075312e-01 -3.23131897e-01 -5.08287953e-02
-8.61055914e-02 -1.52253040e-01 -1.21627989e-01 4.01693883e-02
-2.12545596e-01 -5.10455960e-01 -2.23687710e-01 -3.08564939e-01
-9.79157986e-03]
[ -9.52611067e-02 -2.03913460e-02 -2.46574109e-01 -1.24303731e+00
-2.79790559e-01 -2.61118754e-01 1.58922303e-01 -5.09352921e-01
1.53394273e-01 -2.55130030e-01 -8.80599332e-01 -5.02847775e-01
-1.53126994e+00]]
Progress: 38.2% ... Training loss: 0.184 ... Validation loss: 0.310[[-0.25393854]
[ 0.2351852 ]
[-0.04552809]
[ 1.54482367]
[ 0.26051052]
[-0.0120598 ]
[-0.97498221]
[-0.76160476]
[-0.52057888]
[-0.77355139]
[ 1.34792998]
[ 3.04211003]
[-2.76983848]]
[[ -5.18150606e-01 -4.92418548e-01 -5.92376679e-01 1.36518561e-01
-2.87038303e-01 -5.97795657e-01 1.73636088e-01 -2.26551199e-01
-2.44880500e-01 -3.10706376e-01 3.39539016e-01 1.14342909e+00
4.26785501e-01]
[ 1.68122595e-02 -1.35223669e-01 4.80585080e-02 -1.75147623e-01
-3.91509476e-02 5.84996628e-02 -5.83067410e-02 1.89427083e-01
-1.47796745e-01 -1.60228773e-01 -1.81157158e-01 -1.29773129e-01
-2.47919729e-01]
[ -3.00443888e-01 1.31748521e-01 -4.21697151e-02 4.03790911e-02
6.97867308e-02 -1.39118146e-01 -1.36378915e-01 -2.18092537e-01
3.09035752e-01 -6.67384139e-01 8.90146144e-02 6.70914342e-01
8.25916285e-01]
[ 2.81218064e-01 -2.54507760e-01 -2.73846900e-01 1.39750983e-01
-2.69162617e-01 1.19834084e-02 7.31018197e-01 -6.60680185e-01
4.01781673e-01 -2.01947872e-01 -4.89170742e-02 -3.60585283e-01
-3.33303213e-01]
[ 1.53120463e-01 1.54468989e-02 1.14693500e-01 -1.68299702e-01
-2.18181306e-02 7.49455777e-02 -1.74059645e-01 -1.74975729e-01
7.13528578e-02 2.70021777e-01 -6.99170495e-03 -9.07873918e-02
-7.06498373e-02]
[ -4.91100279e-01 -6.26973842e-01 -6.00930193e-01 -6.14348086e-01
-5.99580063e-01 -5.65519656e-01 -4.65390981e-01 -1.55397673e-01
-5.09197751e-01 -2.35405753e-01 -6.47098074e-01 -9.44814708e-01
-7.71003622e-01]
[ -4.17825253e-01 -5.91713772e-01 -3.30836265e-01 -4.86961912e-01
-4.16466878e-01 -5.67131505e-01 -3.99571837e-01 -5.01852771e-01
-3.24588216e-01 -1.04233594e-01 -5.25734135e-01 -5.95398575e-01
-7.39762968e-01]
[ -3.41969211e-01 -3.54598076e-01 -4.90866615e-01 -1.73407025e-01
-3.31375576e-01 -4.29069800e-01 -2.10393828e-01 -3.02782052e-01
-2.40662879e-01 -6.08102875e-01 -3.59375105e-01 -8.68353509e-01
-7.06038257e-01]
[ -4.71565255e-01 -3.33130312e-01 -3.88735933e-01 -2.81834077e-01
-3.26336494e-01 -2.20290077e-01 -5.81225122e-02 -4.96290540e-01
-2.81311981e-01 -4.81109457e-01 -2.28127961e-01 -2.85725483e-01
-3.11362453e-01]
[ -9.62610223e-01 -9.64550897e-01 -9.95180861e-01 -6.95672413e-01
-1.05612388e+00 -9.94756807e-01 -5.28042616e-01 -5.73437030e-01
-7.32540738e-01 -5.88364604e-01 -8.25910690e-01 -7.00108859e-01
-1.00631150e+00]
[ -5.17772524e-01 -2.69064667e-01 -4.76323207e-01 -4.68640227e-01
-3.43433082e-01 -3.67317801e-01 -6.50757492e-01 -6.56388083e-01
-6.82116746e-01 -1.18877985e-01 -6.21187052e-01 -8.32318091e-01
-7.71221167e-01]
[ -1.21286261e-01 2.60322879e-02 -3.46247901e-01 -5.41043032e-01
-1.02930965e-01 -7.66212298e-02 -2.14611942e-01 -4.70341279e-01
-2.00719970e-01 3.58806697e-02 -5.88114995e-01 -1.31275593e+00
-8.70094404e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57509406e-01 -1.27332949e-01 1.63793943e-01 -3.08196910e-01
-1.35784678e-01 1.13076243e-01 -1.51872260e-01 4.34735550e-03
-9.08666836e-02 5.90528328e-02 -2.39961325e-01 -4.95709036e-01
-1.01318165e-01]
[ -1.00309960e-01 -2.64254176e-01 -1.82216958e-01 -2.73772727e-01
-4.75109469e-01 -8.79269880e-02 -1.20618863e-01 -2.11555235e-02
-9.58823613e-02 -2.51062827e-02 -2.46182927e-01 -4.64018267e-01
-2.64074768e-01]
[ -6.28889024e-02 -4.12160816e-02 -2.24825379e-01 -2.52692470e-01
1.05626954e-01 -1.60837742e-01 -2.55595456e-01 1.54615557e-01
-3.49901698e-02 1.78265119e-01 -2.21879521e-01 -1.31739601e-03
-1.02123501e-01]
[ 3.18517448e-02 -1.63204173e-01 -1.50939904e-01 -9.63969209e-02
-1.22679186e-01 -1.08074819e-01 8.26299821e-02 -1.46698684e-01
-4.03723004e-02 2.61943728e-02 -4.54573185e-02 -1.21013157e-01
-4.85131309e-02]
[ -2.93410556e-01 -1.34406283e-01 -8.23316537e-02 -1.68686169e-01
-2.95466137e-01 -2.77672018e-01 -3.22480139e-01 -1.30899121e-02
-3.26989092e-01 -2.26408328e-01 1.20825110e-01 -2.29222835e-01
6.73734506e-02]
[ -2.35492880e-01 -1.25304500e-01 -9.74097330e-02 -4.21106510e-02
-8.66498556e-02 -1.21788309e-01 -7.31890188e-02 -1.68819858e-02
-1.35455486e-01 -1.44521485e-01 -2.05764097e-02 -2.57515099e-01
-2.25278120e-01]
[ -1.81858678e-01 -8.01651747e-02 -2.30918073e-01 -2.06554945e-01
-1.65678315e-01 -2.07472189e-01 -3.61548524e-01 -1.18629078e-01
1.37435036e-01 -2.61583860e-01 -3.73667741e-01 -4.89253751e-01
-4.92665972e-01]
[ -3.71719598e-01 -5.35284738e-02 -1.53405909e-01 -9.03079250e-02
-4.31734149e-02 -3.14667006e-01 4.82293339e-02 -9.83081133e-02
-1.17644077e-01 3.31312568e-02 6.17158061e-02 -2.52879814e-01
-4.08601878e-01]
[ -1.55576557e-01 -1.38580474e-01 -5.50967800e-02 -2.38762487e-01
-1.24554970e-01 -2.96111415e-01 8.07631572e-02 -1.77796882e-01
-1.88832554e-01 5.47851359e-02 1.82597410e-01 8.84140751e-02
-1.57263594e-01]
[ -1.27696335e-01 -1.69744150e-01 -1.15337248e-01 -3.11010641e-01
9.36045040e-02 -1.85071552e-02 -1.58822248e-01 -1.80611021e-01
1.13058309e-01 -8.54519888e-02 -1.35326987e-01 -6.68111390e-02
-2.99174110e-01]
[ -3.71094211e-02 -3.52800944e-02 -1.50457191e-01 -1.55738866e-01
-2.31348681e-01 6.28446594e-02 -3.93214490e-02 -4.23474258e-02
-2.21044232e-01 -8.91011189e-02 -1.68827422e-01 -4.02127370e-01
-2.30726957e-01]
[ -7.06122085e-02 2.10297072e-02 -1.29772083e-01 -3.53733053e-01
1.19744687e-01 1.96600904e-02 -2.07174103e-01 -1.50746480e-01
1.22822855e-01 -5.43024645e-02 -3.23205268e-01 -2.97750392e-01
-3.33130090e-01]
[ 6.03133906e-02 -2.96351925e-01 -8.93829697e-02 -4.62359426e-01
-2.10888471e-01 -9.22134154e-02 1.41899987e-02 5.42697382e-02
-5.16837222e-02 2.51759747e-01 -5.40954977e-01 -8.94962031e-01
4.54561486e-01]
[ -2.34985971e-01 -2.34495515e-01 -1.35297899e-01 -3.23036522e-01
-2.92558100e-01 -9.55540391e-02 1.82319537e-01 1.99463471e-02
2.62168131e-01 1.02926309e-02 -4.29440010e-01 -1.09535922e+00
6.59878921e-01]
[ -2.66497517e-02 -1.78131722e-01 1.75028169e-02 -3.31016052e-01
-1.63767845e-01 1.63183932e-01 1.97272820e-01 2.36192735e-01
-4.13807146e-02 2.01280939e-01 -2.55303333e-01 -1.21064980e+00
7.87806526e-01]
[ -1.25189923e-02 -3.69584378e-02 -1.28734556e-01 -1.37314503e-01
-1.73692288e-01 -4.94560765e-02 3.10863241e-01 1.53424054e-01
2.50457608e-01 3.39456919e-01 -5.13297276e-01 -1.17054491e+00
8.16233787e-01]
[ -9.29049520e-02 -2.73855162e-01 5.59318648e-02 -3.33582599e-01
-1.44457583e-01 1.14761611e-01 3.92203951e-01 1.40115261e-01
-6.90416777e-02 1.42227396e-01 -5.70641510e-01 -1.14039138e+00
8.46007199e-01]
[ 1.11261283e-01 -8.49937184e-02 1.30432126e-02 -1.55321466e-01
-7.89703531e-02 -2.03385768e-02 2.89929506e-01 3.72248799e-01
4.29761309e-01 2.40636057e-01 -5.74137996e-01 -1.09803424e+00
5.84237654e-01]
[ 7.18831786e-03 -1.47580282e-01 2.38243348e-02 1.93876953e-02
-1.00802265e-01 -2.83241064e-01 1.70691222e-01 3.90904866e-01
5.10386162e-02 1.44745081e-01 -2.86819886e-01 -9.41497536e-01
2.03315824e-01]
[ 1.17885044e-01 7.58989141e-02 1.24557396e-02 2.85095441e-01
-1.10933427e-01 -5.61371467e-02 -3.06770099e-02 -7.11061208e-02
-1.75000115e-01 -6.38482373e-02 -5.33392243e-02 6.28715243e-02
-6.50847077e-01]
[ 6.67579770e-02 -1.39578345e-01 1.53827297e-01 5.66583319e-01
2.20247704e-01 1.07311172e-02 -2.90633082e-01 -3.30054883e-01
3.89375685e-02 -5.53611625e-01 3.36171940e-01 7.70038673e-01
-1.03110223e+00]
[ 2.05466637e-02 7.57862059e-02 -2.14565600e-01 1.41107621e-01
3.53253165e-02 -3.68125687e-03 -2.17297698e-01 -3.63742240e-01
-2.80719654e-01 -2.89906346e-01 -2.17624022e-03 -1.50497545e-01
-1.99500793e-01]
[ -7.76478051e-02 -1.97913504e-01 5.53242713e-02 -1.73259233e-02
-1.21454024e-01 -1.37761920e-01 -1.10179619e-01 -8.61679988e-02
4.31405312e-04 -4.24500509e-01 -3.71166446e-01 -1.71807780e-01
2.11193982e-01]
[ -2.03376202e-02 -2.53839283e-01 4.61977322e-02 -4.30429698e-01
-1.79681395e-01 -2.36041629e-01 -4.07548863e-01 -7.13820200e-02
-9.55150779e-02 -2.91579660e-02 -2.66114502e-01 3.50757841e-01
2.67048186e-01]
[ 1.50731775e-01 6.65459883e-02 -1.11912685e-01 -4.36345762e-01
-4.98605783e-02 -1.04892408e-01 -2.88429947e-01 -7.66215649e-02
-2.37728810e-01 -2.89204188e-01 -2.82718332e-01 5.95565321e-01
1.79818433e-01]
[ -1.92847991e-01 -1.69668148e-01 -1.21103617e-01 -4.29632753e-01
-4.21650847e-02 2.26396001e-02 -2.96358413e-01 -3.10332959e-01
-1.86176965e-01 -1.35238169e-01 -3.08476284e-01 4.93115177e-01
1.05365325e-01]
[ -6.13411053e-02 -1.89308095e-01 -1.71550253e-01 -4.40918847e-01
-3.28197719e-02 3.91581843e-02 -1.88190334e-01 -1.60104658e-01
-2.95998695e-01 -3.85585036e-01 -1.20831002e-01 4.20207580e-01
1.90079041e-01]
[ 8.67903936e-02 1.01085805e-01 -2.24615120e-02 -3.70785738e-01
-3.10957876e-01 3.23345259e-03 -2.64970620e-01 -3.87844631e-01
-3.58590033e-01 -1.02079175e-01 -1.85770163e-01 4.05997942e-01
1.62858057e-01]
[ -5.94443311e-02 -7.84245841e-03 -2.85490648e-01 -1.15130009e-01
7.32555319e-02 1.54740389e-01 -2.65958730e-01 -2.05713579e-01
-6.46488558e-02 -4.95712262e-02 1.62578292e-01 8.47862908e-01
-7.84690884e-02]
[ 1.58301267e-01 3.13841839e-01 -1.93078294e-01 8.14740871e-01
9.85143358e-02 4.78702593e-03 -1.69855996e-01 -3.46760758e-01
-2.08071072e-01 -2.63581227e-01 7.66578427e-01 8.73730202e-01
-1.58532326e+00]
[ 1.70002528e-02 1.53315887e-01 6.02085672e-02 4.46540143e-01
-1.74155446e-02 -6.26777038e-02 -2.38579132e-01 -2.91382794e-01
-2.60475749e-01 -1.41372095e-01 5.90723618e-01 8.30152282e-01
-1.49128742e+00]
[ -1.27619926e-02 -1.51605591e-01 -1.45157432e-01 3.28482329e-01
-1.95732309e-01 2.39279869e-01 1.34418347e-02 -1.19288123e-01
-2.11214321e-01 -2.84448012e-01 1.85546757e-01 4.56285459e-01
-7.69570396e-01]
[ 8.73525737e-02 -3.82919992e-01 -5.03120086e-02 6.74497667e-02
-1.19342771e-01 1.99879782e-01 9.07949997e-02 1.78975605e-01
-1.93353363e-01 2.61442513e-02 -4.80929335e-02 2.83167858e-01
-4.64297516e-01]
[ 2.12814393e-01 -2.95350006e-01 -1.18613739e-01 -4.49410019e-02
-2.17947854e-01 1.22628017e-01 4.31857337e-02 -1.14165764e-01
-6.97993162e-02 -2.30656103e-02 -1.56391160e-01 -2.19975276e-01
-2.88242223e-01]
[ -1.29445451e-01 -8.33540448e-02 3.87544201e-02 -2.53020295e-01
-6.25607179e-02 -1.41250532e-01 6.88662985e-02 1.53565840e-02
-9.33081220e-02 4.63364082e-02 -3.41329223e-01 -5.22471945e-01
-1.36804997e-01]
[ -1.45317557e-01 -1.33000223e-01 -6.96237360e-02 -2.91412899e-01
-3.42988451e-01 -2.89581668e-01 1.64679625e-01 1.50399807e-01
5.94423397e-03 1.26697963e-01 -2.87390224e-01 -9.10119452e-01
2.78628124e-02]
[ -1.31041983e-01 -2.48274687e-01 -3.06393620e-01 -1.18405804e+00
-3.04701162e-01 -2.10245469e-01 -4.49216377e-02 -5.73992716e-02
6.41381423e-02 -5.08688937e-01 -8.83410028e-01 -6.82664943e-01
-1.61718316e+00]
[ -1.25859097e-01 1.35122712e-01 1.21392410e-02 2.08927091e-01
-2.00749496e-01 -1.78060087e-01 -1.77321019e-01 3.70970954e-03
-1.53790590e-01 -1.16056146e-01 -9.03451088e-02 -3.93653001e-01
1.38711190e-01]
[ -3.63772771e-01 -1.20531301e-01 -2.73515188e-01 4.33399926e-01
-2.02192939e-01 -2.33196975e-01 -1.82125518e-01 -9.83044636e-02
-7.07413703e-03 4.81227848e-02 1.45401564e-01 -3.66748367e-01
3.17291626e-01]
[ -1.25086399e-01 -5.51832625e-02 -2.54091592e-01 2.88110433e-01
-2.31980315e-01 -2.79750504e-01 -3.94587047e-01 -4.71679920e-02
6.81589199e-03 -6.31179696e-02 -1.50771633e-01 -2.84557385e-01
2.37693114e-01]
[ -2.64776003e-01 -5.32110197e-01 -3.42384022e-01 1.49354426e-01
-3.15255882e-01 -2.34934060e-01 -2.57243936e-01 -2.30419788e-01
-3.32139476e-02 -2.82885249e-01 4.75973754e-02 -3.60939674e-01
1.52765460e-01]
[ -2.28684443e-01 -2.96919201e-01 -3.23167395e-01 -4.92611894e-02
-8.58724661e-02 -1.52268531e-01 -1.22953941e-01 3.93912246e-02
-2.13220622e-01 -5.10905351e-01 -2.22502800e-01 -3.04576807e-01
-1.45557647e-02]
[ -9.56846192e-02 -2.01642886e-02 -2.46631947e-01 -1.24251123e+00
-2.79561380e-01 -2.61147411e-01 1.57072417e-01 -5.10477530e-01
1.52615282e-01 -2.56676545e-01 -8.80480322e-01 -5.02450976e-01
-1.53229357e+00]]
Progress: 38.3% ... Training loss: 0.166 ... Validation loss: 0.311[[-0.26538581]
[ 0.22814785]
[-0.04913133]
[ 1.53363334]
[ 0.25485935]
[-0.01815216]
[-1.00112693]
[-0.77052006]
[-0.53633557]
[-0.78768445]
[ 1.3352002 ]
[ 3.03081526]
[-2.77815209]]
[[ -5.16578288e-01 -4.93896462e-01 -5.92184154e-01 1.24255499e-01
-2.88481350e-01 -5.97731317e-01 1.86315212e-01 -2.20685939e-01
-2.39608821e-01 -3.04677003e-01 3.28806261e-01 1.11757221e+00
4.43292675e-01]
[ 1.64977175e-02 -1.34620672e-01 4.79672967e-02 -1.71702960e-01
-3.85522113e-02 5.84772712e-02 -5.99442619e-02 1.87906682e-01
-1.48853624e-01 -1.60898809e-01 -1.78487468e-01 -1.21908501e-01
-2.55295168e-01]
[ -3.01503579e-01 1.32296123e-01 -4.23473728e-02 4.14867055e-02
7.08146434e-02 -1.39173228e-01 -1.36634391e-01 -2.22146356e-01
3.08989833e-01 -6.72340155e-01 9.05503211e-02 6.76618039e-01
8.25118620e-01]
[ 2.83157977e-01 -2.56750392e-01 -2.73591277e-01 1.32232817e-01
-2.71431043e-01 1.20700887e-02 7.38364510e-01 -6.57093792e-01
4.06019395e-01 -1.97356034e-01 -5.75492249e-02 -3.78546870e-01
-3.20600482e-01]
[ 1.53378733e-01 1.55131966e-02 1.14732257e-01 -1.68142268e-01
-2.17073327e-02 7.49668910e-02 -1.77600481e-01 -1.78178473e-01
7.00314679e-02 2.70689892e-01 -7.33654570e-03 -8.65087501e-02
-7.56764047e-02]
[ -4.90645349e-01 -6.27087712e-01 -6.00903027e-01 -6.17798102e-01
-5.99936595e-01 -5.65502560e-01 -4.61367566e-01 -1.52407122e-01
-5.08105396e-01 -2.33007691e-01 -6.49646019e-01 -9.52230646e-01
-7.69801731e-01]
[ -4.17650133e-01 -5.91554152e-01 -3.30853430e-01 -4.87989018e-01
-4.16189978e-01 -5.67129759e-01 -3.98840216e-01 -5.01628154e-01
-3.24656405e-01 -1.02612044e-01 -5.24631601e-01 -5.90150286e-01
-7.39122762e-01]
[ -3.40836508e-01 -3.55798452e-01 -4.90746029e-01 -1.83275606e-01
-3.32490698e-01 -4.29033462e-01 -2.01630531e-01 -2.99977430e-01
-2.36418420e-01 -6.05208717e-01 -3.68077641e-01 -8.86573299e-01
-6.97813344e-01]
[ -4.71348631e-01 -3.33412985e-01 -3.88700895e-01 -2.82726915e-01
-3.26623274e-01 -2.20281678e-01 -5.77179315e-02 -4.96102369e-01
-2.80855306e-01 -4.80411207e-01 -2.30703808e-01 -2.92062583e-01
-3.09623313e-01]
[ -9.61707487e-01 -9.65435391e-01 -9.95028591e-01 -7.04791137e-01
-1.05718906e+00 -9.94718808e-01 -5.19713303e-01 -5.67725423e-01
-7.28669360e-01 -5.84665960e-01 -8.33771646e-01 -7.18329272e-01
-9.89430051e-01]
[ -5.17006184e-01 -2.69611840e-01 -4.76250062e-01 -4.70704121e-01
-3.43918008e-01 -3.67294414e-01 -6.47046675e-01 -6.54860661e-01
-6.80826108e-01 -1.15259195e-01 -6.23119544e-01 -8.37805791e-01
-7.71622294e-01]
[ -1.20975958e-01 2.60266556e-02 -3.46307691e-01 -5.45098955e-01
-1.02862392e-01 -7.66190365e-02 -2.12729159e-01 -4.71372347e-01
-2.00156686e-01 3.61752571e-02 -5.91045341e-01 -1.31577235e+00
-8.74768581e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57237520e-01 -1.27560207e-01 1.63856915e-01 -3.09973238e-01
-1.36085734e-01 1.13089984e-01 -1.50213469e-01 6.38668169e-03
-9.04014379e-02 6.05728117e-02 -2.41616631e-01 -5.00593842e-01
-1.00634721e-01]
[ -1.00359128e-01 -2.64139475e-01 -1.82250054e-01 -2.74597136e-01
-4.75063022e-01 -8.79303010e-02 -1.19825885e-01 -2.09393232e-02
-9.57571013e-02 -2.50881438e-02 -2.46724342e-01 -4.64716133e-01
-2.62417394e-01]
[ -6.26047826e-02 -4.12529177e-02 -2.24820295e-01 -2.52884239e-01
1.05521572e-01 -1.60828612e-01 -2.54468937e-01 1.55607089e-01
-3.46081045e-02 1.79514235e-01 -2.21720661e-01 -9.69961210e-04
-1.03155334e-01]
[ 3.24963121e-02 -1.63528215e-01 -1.50876818e-01 -9.96572885e-02
-1.23133575e-01 -1.08049789e-01 8.55181708e-02 -1.45536435e-01
-3.92349702e-02 2.84682291e-02 -4.78956068e-02 -1.26283093e-01
-4.58976933e-02]
[ -2.93769906e-01 -1.33927171e-01 -8.24123402e-02 -1.67789200e-01
-2.94942471e-01 -2.77690544e-01 -3.24073429e-01 -1.48306976e-02
-3.28004265e-01 -2.27519108e-01 1.22998787e-01 -2.21979472e-01
6.32124662e-02]
[ -2.35643057e-01 -1.25402468e-01 -9.74077492e-02 -4.29176929e-02
-8.66011813e-02 -1.21793989e-01 -7.31188899e-02 -1.57067686e-02
-1.35320313e-01 -1.44428050e-01 -2.11560239e-02 -2.57929841e-01
-2.20987447e-01]
[ -1.81831423e-01 -8.00514580e-02 -2.30931098e-01 -2.05326961e-01
-1.65495232e-01 -2.07476292e-01 -3.60143144e-01 -1.19028186e-01
1.38014893e-01 -2.61684436e-01 -3.73156812e-01 -4.91180733e-01
-4.96152150e-01]
[ -3.71057982e-01 -5.44522106e-02 -1.53306877e-01 -9.75861236e-02
-4.40962344e-02 -3.14639102e-01 5.38187310e-02 -9.63439647e-02
-1.15065658e-01 3.49311365e-02 5.59631354e-02 -2.66980963e-01
-4.01091348e-01]
[ -1.55147616e-01 -1.38865071e-01 -5.50642922e-02 -2.41721763e-01
-1.24783416e-01 -2.96101480e-01 8.27823857e-02 -1.76857610e-01
-1.87807947e-01 5.62515577e-02 1.79713034e-01 8.58962628e-02
-1.53135317e-01]
[ -1.27462766e-01 -1.69866107e-01 -1.15331866e-01 -3.11612944e-01
9.33970387e-02 -1.84979967e-02 -1.57997686e-01 -1.80827245e-01
1.13587664e-01 -8.51945484e-02 -1.36617385e-01 -6.91179955e-02
-2.99415654e-01]
[ -3.70246008e-02 -3.54656613e-02 -1.50424671e-01 -1.56159935e-01
-2.31466035e-01 6.28488977e-02 -3.96609635e-02 -4.19941783e-02
-2.21101415e-01 -8.85335514e-02 -1.69664320e-01 -4.04580649e-01
-2.30872189e-01]
[ -7.07109092e-02 2.10868419e-02 -1.29782198e-01 -3.52975785e-01
1.19798197e-01 1.96561543e-02 -2.07693559e-01 -1.51023594e-01
1.22663200e-01 -5.47249210e-02 -3.22793561e-01 -2.97492300e-01
-3.33143905e-01]
[ 6.00169681e-02 -2.96030459e-01 -8.94476526e-02 -4.62001966e-01
-2.10472386e-01 -9.22292717e-02 1.40149444e-02 5.37060539e-02
-5.20946615e-02 2.51000020e-01 -5.40435322e-01 -8.95278170e-01
4.51847572e-01]
[ -2.35002273e-01 -2.34468857e-01 -1.35297876e-01 -3.23285095e-01
-2.92558868e-01 -9.55553241e-02 1.82769371e-01 2.02075447e-02
2.62278473e-01 1.05443655e-02 -4.29713053e-01 -1.09616167e+00
6.60540944e-01]
[ -2.65772758e-02 -1.78188518e-01 1.75134632e-02 -3.31757108e-01
-1.63835007e-01 1.63187570e-01 1.97920146e-01 2.36629139e-01
-4.11511492e-02 2.01666496e-01 -2.55852822e-01 -1.21106459e+00
7.89122961e-01]
[ -1.26462807e-02 -3.68556218e-02 -1.28743220e-01 -1.36226319e-01
-1.73607207e-01 -4.94633314e-02 3.10771458e-01 1.53584679e-01
2.50217656e-01 3.39416425e-01 -5.12799711e-01 -1.17111877e+00
8.14923438e-01]
[ -9.29638037e-02 -2.73838920e-01 5.59237410e-02 -3.34147461e-01
-1.44405194e-01 1.14758812e-01 3.92399151e-01 1.39961867e-01
-6.89045083e-02 1.42020654e-01 -5.70927097e-01 -1.14090194e+00
8.47377244e-01]
[ 1.11400716e-01 -8.51358984e-02 1.30681321e-02 -1.55657114e-01
-7.91217212e-02 -2.03335176e-02 2.90877441e-01 3.72765374e-01
4.30290366e-01 2.41147507e-01 -5.74380883e-01 -1.09888183e+00
5.84901421e-01]
[ 7.17727356e-03 -1.47572416e-01 2.38231363e-02 1.94791897e-02
-1.00793089e-01 -2.83241466e-01 1.70632990e-01 3.90883677e-01
5.10066453e-02 1.44725438e-01 -2.86773317e-01 -9.41475116e-01
2.03209281e-01]
[ 1.18050356e-01 7.53922887e-02 1.25006384e-02 2.84456412e-01
-1.11356486e-01 -5.61310957e-02 -2.92895259e-02 -7.09966313e-02
-1.74103803e-01 -6.40460769e-02 -5.44492903e-02 5.65656370e-02
-6.50450909e-01]
[ 6.63469720e-02 -1.39295989e-01 1.53774516e-01 5.72619719e-01
2.20711596e-01 1.07147121e-02 -2.92858459e-01 -3.29707662e-01
3.77253102e-02 -5.54144423e-01 3.40328935e-01 7.77907676e-01
-1.03468038e+00]
[ 2.06400230e-02 7.57322106e-02 -2.14559263e-01 1.40502705e-01
3.52504602e-02 -3.67678092e-03 -2.16893340e-01 -3.63761303e-01
-2.80486769e-01 -2.89795747e-01 -2.58697990e-03 -1.50648066e-01
-1.99100814e-01]
[ -7.74919576e-02 -1.98112078e-01 5.53650529e-02 -1.97569594e-02
-1.21683320e-01 -1.37754376e-01 -1.08847025e-01 -8.53128906e-02
1.14796620e-03 -4.23992497e-01 -3.72774211e-01 -1.76955329e-01
2.16139860e-01]
[ -2.00997713e-02 -2.54100984e-01 4.62568876e-02 -4.32235180e-01
-1.79977683e-01 -2.36031882e-01 -4.06718133e-01 -6.98810904e-02
-9.50313003e-02 -2.77827215e-02 -2.67938504e-01 3.45965819e-01
2.71391816e-01]
[ 1.51265632e-01 6.61782327e-02 -1.11863804e-01 -4.40029243e-01
-5.02651590e-02 -1.04873782e-01 -2.86059347e-01 -7.56934023e-02
-2.36706833e-01 -2.87908854e-01 -2.85279288e-01 5.90329150e-01
1.85179373e-01]
[ -1.93029077e-01 -1.69424432e-01 -1.21144192e-01 -4.28753780e-01
-4.19508322e-02 2.26288924e-02 -2.97245656e-01 -3.10650576e-01
-1.86474055e-01 -1.35344460e-01 -3.08099081e-01 4.95198150e-01
1.03625615e-01]
[ -6.16094459e-02 -1.88889832e-01 -1.71635663e-01 -4.41233990e-01
-3.24039100e-02 3.91437005e-02 -1.89153387e-01 -1.62083047e-01
-2.96765576e-01 -3.86812003e-01 -1.19578272e-01 4.27465275e-01
1.87167766e-01]
[ 8.67294505e-02 1.01087395e-01 -2.24669599e-02 -3.71516388e-01
-3.10966663e-01 3.23084917e-03 -2.64793064e-01 -3.87916276e-01
-3.58470183e-01 -1.02262383e-01 -1.86576298e-01 4.04888320e-01
1.64844799e-01]
[ -5.92461313e-02 -7.96627968e-03 -2.85476837e-01 -1.16487538e-01
7.31288766e-02 1.54748231e-01 -2.64990409e-01 -2.05222789e-01
-6.42459750e-02 -4.88315812e-02 1.61543557e-01 8.46393461e-01
-7.74771606e-02]
[ 1.58953977e-01 3.13481352e-01 -1.93029248e-01 8.11186011e-01
9.80737152e-02 4.81302760e-03 -1.66873156e-01 -3.46114022e-01
-2.06688970e-01 -2.61864547e-01 7.63305879e-01 8.70452844e-01
-1.58454120e+00]
[ 1.75099892e-02 1.52735345e-01 6.02862314e-02 4.43180767e-01
-1.79013196e-02 -6.26529912e-02 -2.36376544e-01 -2.90224977e-01
-2.59027573e-01 -1.40340818e-01 5.87622220e-01 8.21145714e-01
-1.49162885e+00]
[ -1.28008925e-02 -1.51459030e-01 -1.45174201e-01 3.28991195e-01
-1.95624295e-01 2.39274814e-01 1.33177780e-02 -1.19506816e-01
-2.11319496e-01 -2.84412472e-01 1.85869665e-01 4.57175389e-01
-7.70599694e-01]
[ 8.77295682e-02 -3.83027393e-01 -5.02790123e-02 6.60818013e-02
-1.19571665e-01 1.99893897e-01 9.24298973e-02 1.79928953e-01
-1.92967227e-01 2.77190161e-02 -4.91960870e-02 2.81028711e-01
-4.64861472e-01]
[ 2.12940913e-01 -2.95437282e-01 -1.18600006e-01 -4.59651921e-02
-2.18058058e-01 1.22633352e-01 4.38464257e-02 -1.13949077e-01
-6.95068580e-02 -2.26879990e-02 -1.57126703e-01 -2.21253539e-01
-2.87129060e-01]
[ -1.29339193e-01 -8.34256853e-02 3.87657482e-02 -2.53777172e-01
-6.26747669e-02 -1.41246378e-01 6.96089316e-02 1.59083041e-02
-9.31133113e-02 4.68727565e-02 -3.41790549e-01 -5.23271181e-01
-1.36140337e-01]
[ -1.45236549e-01 -1.33086263e-01 -6.96086775e-02 -2.92092142e-01
-3.43072372e-01 -2.89578539e-01 1.65191749e-01 1.50818630e-01
6.14974090e-03 1.27133898e-01 -2.87908271e-01 -9.10788819e-01
2.89661727e-02]
[ -1.30748739e-01 -2.48621806e-01 -3.06355867e-01 -1.18898290e+00
-3.05117385e-01 -2.10231443e-01 -4.16532472e-02 -5.52615879e-02
6.56477488e-02 -5.07466885e-01 -8.87603503e-01 -6.95824303e-01
-1.61769326e+00]
[ -1.26417666e-01 1.35570342e-01 1.20700997e-02 2.11681089e-01
-2.00254358e-01 -1.78088181e-01 -1.78568528e-01 3.29339192e-03
-1.54652267e-01 -1.17234959e-01 -8.89373788e-02 -3.90725308e-01
1.40459880e-01]
[ -3.63616010e-01 -1.20739518e-01 -2.73490679e-01 4.32482545e-01
-2.02429893e-01 -2.33188902e-01 -1.81398066e-01 -9.77767854e-02
-6.73980585e-03 4.86538340e-02 1.44106748e-01 -3.68780267e-01
3.21440855e-01]
[ -1.24093667e-01 -5.59785111e-02 -2.53967520e-01 2.83345530e-01
-2.32683357e-01 -2.79710949e-01 -3.91673042e-01 -4.55619982e-02
8.28174454e-03 -6.01472221e-02 -1.54630685e-01 -2.89580629e-01
2.41267996e-01]
[ -2.64817850e-01 -5.32188831e-01 -3.42388005e-01 1.46576549e-01
-3.15398911e-01 -2.34936172e-01 -2.56069723e-01 -2.29399216e-01
-3.24509872e-02 -2.82729316e-01 4.46943621e-02 -3.69006668e-01
1.59067522e-01]
[ -2.28273116e-01 -2.96824092e-01 -3.23160863e-01 -4.92294772e-02
-8.57777217e-02 -1.52256198e-01 -1.21465677e-01 4.02036891e-02
-2.13128460e-01 -5.08780960e-01 -2.21735226e-01 -3.00815299e-01
-1.71352379e-02]
[ -9.49588897e-02 -2.07151087e-02 -2.46586064e-01 -1.24715045e+00
-2.80133546e-01 -2.61127614e-01 1.62670516e-01 -5.09957644e-01
1.55037348e-01 -2.54889886e-01 -8.83129063e-01 -5.07583217e-01
-1.53317271e+00]]
Progress: 38.4% ... Training loss: 0.168 ... Validation loss: 0.308[[-0.25917241]
[ 0.23375395]
[-0.04335438]
[ 1.54000024]
[ 0.26117239]
[-0.01314503]
[-0.99088622]
[-0.76446597]
[-0.53103874]
[-0.77946975]
[ 1.33919355]
[ 3.03505162]
[-2.76970132]]
[[ -5.16714896e-01 -4.93541025e-01 -5.92266448e-01 1.27782632e-01
-2.87860410e-01 -5.97752479e-01 1.86697304e-01 -2.22603941e-01
-2.39613341e-01 -3.05629412e-01 3.32025047e-01 1.12268981e+00
4.29428625e-01]
[ 1.62320410e-02 -1.34235234e-01 4.79133504e-02 -1.69386216e-01
-3.81863830e-02 5.84620739e-02 -6.12965684e-02 1.87158922e-01
-1.49607104e-01 -1.61323607e-01 -1.76037001e-01 -1.15211634e-01
-2.61655057e-01]
[ -3.01324372e-01 1.32195302e-01 -4.23608835e-02 3.90323437e-02
7.05130156e-02 -1.39148244e-01 -1.36191761e-01 -2.24511550e-01
3.09232798e-01 -6.72476188e-01 9.08491546e-02 6.78642911e-01
8.14327918e-01]
[ 2.82119794e-01 -2.56777514e-01 -2.73574394e-01 1.37488436e-01
-2.71618575e-01 1.20159156e-02 7.32846216e-01 -6.57988988e-01
4.04600109e-01 -2.01146688e-01 -5.44565894e-02 -3.78161179e-01
-3.12557771e-01]
[ 1.54021893e-01 1.51053233e-02 1.14793410e-01 -1.68589614e-01
-2.16412134e-02 7.50058912e-02 -1.73723806e-01 -1.78156718e-01
7.13226929e-02 2.73690054e-01 -9.77338147e-03 -8.87981136e-02
-8.23199046e-02]
[ -4.90628597e-01 -6.27160413e-01 -6.00913765e-01 -6.16861935e-01
-5.99742804e-01 -5.65509070e-01 -4.61804405e-01 -1.51048879e-01
-5.08360813e-01 -2.32680952e-01 -6.49505125e-01 -9.52915923e-01
-7.74653625e-01]
[ -4.18666365e-01 -5.90983515e-01 -3.30979389e-01 -4.86734186e-01
-4.15614541e-01 -5.67186515e-01 -4.02473481e-01 -5.03379768e-01
-3.26485378e-01 -1.05316506e-01 -5.23702681e-01 -5.90896839e-01
-7.43568938e-01]
[ -3.40915872e-01 -3.55311618e-01 -4.90854839e-01 -1.80601778e-01
-3.31932925e-01 -4.29048642e-01 -2.01424363e-01 -3.01935839e-01
-2.36698503e-01 -6.06143485e-01 -3.63992835e-01 -8.79111204e-01
-7.10050964e-01]
[ -4.71354280e-01 -3.33478445e-01 -3.88670778e-01 -2.82835682e-01
-3.26841969e-01 -2.20272622e-01 -5.81204458e-02 -4.95923278e-01
-2.80483295e-01 -4.79946838e-01 -2.32133671e-01 -2.97654320e-01
-3.05214515e-01]
[ -9.61244236e-01 -9.65568902e-01 -9.95002307e-01 -7.06253090e-01
-1.05740206e+00 -9.94698246e-01 -5.18514076e-01 -5.66664273e-01
-7.28419063e-01 -5.82043633e-01 -8.35505599e-01 -7.25545227e-01
-9.94305998e-01]
[ -5.17675800e-01 -2.69344056e-01 -4.76332202e-01 -4.66836156e-01
-3.43427451e-01 -3.67324170e-01 -6.49902768e-01 -6.56928095e-01
-6.81182880e-01 -1.18277879e-01 -6.20141751e-01 -8.33571210e-01
-7.78703800e-01]
[ -1.21854089e-01 2.68116932e-02 -3.46467226e-01 -5.42748906e-01
-1.02031642e-01 -7.66792325e-02 -2.15338743e-01 -4.72538752e-01
-2.02042673e-01 3.37234925e-02 -5.88564422e-01 -1.31235245e+00
-8.79938021e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57259424e-01 -1.27651055e-01 1.63881729e-01 -3.09360615e-01
-1.36133160e-01 1.13090165e-01 -1.51017703e-01 6.97386354e-03
-9.05983699e-02 6.06645132e-02 -2.41608055e-01 -5.01841679e-01
-1.00730536e-01]
[ -1.00007146e-01 -2.64345095e-01 -1.82215428e-01 -2.75852237e-01
-4.75234338e-01 -8.79128448e-02 -1.18760647e-01 -1.94921450e-02
-9.53584460e-02 -2.34889521e-02 -2.48019475e-01 -4.66552655e-01
-2.62030852e-01]
[ -6.30091045e-02 -4.09374244e-02 -2.24913062e-01 -2.50795250e-01
1.06034045e-01 -1.60858530e-01 -2.55390619e-01 1.54400777e-01
-3.52086599e-02 1.77733156e-01 -2.19968204e-01 1.68709681e-03
-1.09218479e-01]
[ 3.22518683e-02 -1.63381257e-01 -1.50908205e-01 -9.89215186e-02
-1.22975465e-01 -1.08063365e-01 8.46190915e-02 -1.45904191e-01
-3.96979144e-02 2.76154870e-02 -4.72662544e-02 -1.25501675e-01
-4.62402510e-02]
[ -2.94521867e-01 -1.33514311e-01 -8.25083552e-02 -1.67020230e-01
-2.94494091e-01 -2.77732489e-01 -3.27027408e-01 -1.66388014e-02
-3.29455633e-01 -2.29422573e-01 1.23657754e-01 -2.20062717e-01
5.89032402e-02]
[ -2.35872562e-01 -1.25000973e-01 -9.74714353e-02 -4.14190922e-02
-8.62388156e-02 -1.21814870e-01 -7.45914100e-02 -1.69669230e-02
-1.36477572e-01 -1.44741858e-01 -1.99166568e-02 -2.54570377e-01
-2.24304476e-01]
[ -1.81160389e-01 -8.05884476e-02 -2.30863961e-01 -2.08716805e-01
-1.65981195e-01 -2.07438273e-01 -3.55861184e-01 -1.18004296e-01
1.40105494e-01 -2.60883217e-01 -3.74493173e-01 -4.98357342e-01
-4.97588748e-01]
[ -3.71062665e-01 -5.45175484e-02 -1.53309255e-01 -9.75564207e-02
-4.41167797e-02 -3.14641174e-01 5.38349570e-02 -9.59155909e-02
-1.14911218e-01 3.48747506e-02 5.55957118e-02 -2.68877111e-01
-4.00388309e-01]
[ -1.55575627e-01 -1.38287300e-01 -5.51479975e-02 -2.37795732e-01
-1.24246559e-01 -2.96126844e-01 8.14058277e-02 -1.77875817e-01
-1.88632205e-01 5.56106265e-02 1.83334189e-01 9.35641440e-02
-1.59377419e-01]
[ -1.27201101e-01 -1.70053462e-01 -1.15287701e-01 -3.12907835e-01
9.31784605e-02 -1.84790087e-02 -1.57542667e-01 -1.80758647e-01
1.14057027e-01 -8.43978833e-02 -1.38051160e-01 -7.16162279e-02
-2.99399007e-01]
[ -3.71914452e-02 -3.53179725e-02 -1.50452720e-01 -1.55657551e-01
-2.31348383e-01 6.28378640e-02 -4.05623260e-02 -4.25909258e-02
-2.21417631e-01 -8.92802379e-02 -1.69066198e-01 -4.03109106e-01
-2.30016675e-01]
[ -7.08284118e-02 2.10900355e-02 -1.29770343e-01 -3.52442957e-01
1.19714491e-01 1.96569101e-02 -2.08449038e-01 -1.50494224e-01
1.22567212e-01 -5.45667232e-02 -3.23144107e-01 -3.00252543e-01
-3.30426069e-01]
[ 5.99194685e-02 -2.96001542e-01 -8.94575919e-02 -4.61931449e-01
-2.10423983e-01 -9.22333524e-02 1.36706662e-02 5.33176071e-02
-5.22668959e-02 2.50648677e-01 -5.40328290e-01 -8.95349100e-01
4.51668937e-01]
[ -2.35050811e-01 -2.34432116e-01 -1.35305359e-01 -3.22999170e-01
-2.92521581e-01 -9.55584162e-02 1.82398529e-01 2.00593921e-02
2.62086152e-01 1.03931938e-02 -4.29497509e-01 -1.09580016e+00
6.59921700e-01]
[ -2.66518290e-02 -1.78125901e-01 1.75004775e-02 -3.31059230e-01
-1.63771669e-01 1.63182275e-01 1.97375014e-01 2.36314997e-01
-4.14172414e-02 2.01361237e-01 -2.55377363e-01 -1.21065459e+00
7.87480211e-01]
[ -1.28329437e-02 -3.67165447e-02 -1.28771155e-01 -1.35348451e-01
-1.73457643e-01 -4.94739601e-02 3.10024056e-01 1.53128254e-01
2.49768774e-01 3.38797136e-01 -5.12238472e-01 -1.17060712e+00
8.13421216e-01]
[ -9.29849321e-02 -2.73818784e-01 5.59202512e-02 -3.33709042e-01
-1.44376801e-01 1.14757198e-01 3.92082520e-01 1.39831926e-01
-6.90636587e-02 1.41954858e-01 -5.70664479e-01 -1.14042946e+00
8.46446575e-01]
[ 1.11302531e-01 -8.49399791e-02 1.30244685e-02 -1.55185312e-01
-7.88740767e-02 -2.03470434e-02 2.91713448e-01 3.72774876e-01
4.30429486e-01 2.40895824e-01 -5.74127653e-01 -1.10004259e+00
5.82668383e-01]
[ 7.13848042e-03 -1.47554432e-01 2.38214661e-02 1.99286627e-02
-1.00762123e-01 -2.83242224e-01 1.70236576e-01 3.90940373e-01
5.08339328e-02 1.44616045e-01 -2.86352550e-01 -9.41008517e-01
2.02299201e-01]
[ 1.18262686e-01 7.50979907e-02 1.25181520e-02 2.83641222e-01
-1.11581656e-01 -5.61257133e-02 -2.67637808e-02 -7.07109371e-02
-1.72533925e-01 -6.44377407e-02 -5.50400723e-02 5.09769168e-02
-6.50641094e-01]
[ 6.62225638e-02 -1.39155283e-01 1.53740196e-01 5.74096117e-01
2.20984567e-01 1.07034793e-02 -2.92701782e-01 -3.30344169e-01
3.76053897e-02 -5.54795546e-01 3.41815287e-01 7.81934192e-01
-1.03581919e+00]
[ 2.07244146e-02 7.56845154e-02 -2.14558566e-01 1.40658328e-01
3.52386139e-02 -3.67607019e-03 -2.16689585e-01 -3.63210949e-01
-2.80215356e-01 -2.89702802e-01 -2.52548275e-03 -1.51376728e-01
-1.99018731e-01]
[ -7.76494546e-02 -1.97855183e-01 5.53215876e-02 -1.95484562e-02
-1.21433997e-01 -1.37766762e-01 -1.09842875e-01 -8.62601252e-02
3.45804267e-04 -4.24120502e-01 -3.72333410e-01 -1.74620276e-01
2.14998474e-01]
[ -2.01056359e-02 -2.54105241e-01 4.62532277e-02 -4.33191616e-01
-1.80022115e-01 -2.36033154e-01 -4.06712150e-01 -6.98853202e-02
-9.48803280e-02 -2.79134654e-02 -2.68581193e-01 3.45314154e-01
2.73275848e-01]
[ 1.50713390e-01 6.69415984e-02 -1.11979729e-01 -4.37375141e-01
-4.95625446e-02 -1.04904828e-01 -2.88567380e-01 -7.79962267e-02
-2.38098413e-01 -2.89304296e-01 -2.81946015e-01 6.02330992e-01
1.75530534e-01]
[ -1.93477007e-01 -1.69136601e-01 -1.21191503e-01 -4.28045100e-01
-4.16779405e-02 2.26038925e-02 -2.99043401e-01 -3.10929344e-01
-1.87483308e-01 -1.36291400e-01 -3.07282722e-01 4.96267596e-01
1.03294876e-01]
[ -6.13882965e-02 -1.89171326e-01 -1.71583511e-01 -4.42955514e-01
-3.27097960e-02 3.91651842e-02 -1.88151277e-01 -1.60838637e-01
-2.96285790e-01 -3.85822135e-01 -1.21261112e-01 4.22826057e-01
1.91504716e-01]
[ 8.67643755e-02 1.01035523e-01 -2.24575803e-02 -3.71789587e-01
-3.11012352e-01 3.23377552e-03 -2.64666265e-01 -3.87750912e-01
-3.58403993e-01 -1.02094120e-01 -1.86853946e-01 4.04043443e-01
1.65556684e-01]
[ -5.92247271e-02 -7.95024588e-03 -2.85470224e-01 -1.16127822e-01
7.31366038e-02 1.54752385e-01 -2.65110182e-01 -2.05216412e-01
-6.44180158e-02 -4.85008217e-02 1.61772656e-01 8.46551078e-01
-7.88851487e-02]
[ 1.59532996e-01 3.12599342e-01 -1.92909408e-01 8.06025006e-01
9.72432853e-02 4.85142590e-03 -1.64631652e-01 -3.43109971e-01
-2.05104543e-01 -2.59207076e-01 7.57439645e-01 8.56998594e-01
-1.58154070e+00]
[ 1.76088064e-02 1.52994530e-01 6.02811299e-02 4.45906022e-01
-1.76975166e-02 -6.26488867e-02 -2.37311619e-01 -2.91250899e-01
-2.59380451e-01 -1.39976620e-01 5.89766652e-01 8.25697580e-01
-1.49504897e+00]
[ -1.29422485e-02 -1.51449324e-01 -1.45194019e-01 3.28794673e-01
-1.95624354e-01 2.39269428e-01 1.27690422e-02 -1.19640453e-01
-2.11441797e-01 -2.85177223e-01 1.86290462e-01 4.57323907e-01
-7.69165613e-01]
[ 8.77043099e-02 -3.83073134e-01 -5.02676515e-02 6.57693342e-02
-1.19641170e-01 1.99893566e-01 9.26054887e-02 1.80572840e-01
-1.92815103e-01 2.78344667e-02 -4.97363844e-02 2.77794838e-01
-4.63692464e-01]
[ 2.12856061e-01 -2.95360517e-01 -1.18612595e-01 -4.43564260e-02
-2.17944301e-01 1.22627668e-01 4.29076520e-02 -1.14594453e-01
-6.99330494e-02 -2.30733484e-02 -1.55924903e-01 -2.18014338e-01
-2.89926548e-01]
[ -1.29535780e-01 -8.32333725e-02 3.87326017e-02 -2.52926150e-01
-6.24884433e-02 -1.41259599e-01 6.87254939e-02 1.53965654e-02
-9.36381747e-02 4.62031544e-02 -3.41112184e-01 -5.22468957e-01
-1.37314215e-01]
[ -1.45271724e-01 -1.33063779e-01 -6.96191229e-02 -2.91939685e-01
-3.43046057e-01 -2.89580536e-01 1.65099250e-01 1.50602955e-01
6.07595204e-03 1.26884375e-01 -2.87691689e-01 -9.10531856e-01
2.84868169e-02]
[ -1.30396566e-01 -2.48948549e-01 -3.06325638e-01 -1.19186294e+00
-3.05425960e-01 -2.10213258e-01 -3.97383663e-02 -5.38026328e-02
6.64049299e-02 -5.06287037e-01 -8.90060461e-01 -7.03201296e-01
-1.61821047e+00]
[ -1.27123245e-01 1.36355591e-01 1.19691387e-02 2.18178346e-01
-1.99531736e-01 -1.78123215e-01 -1.82238707e-01 1.70544846e-03
-1.56621141e-01 -1.18486765e-01 -8.37491317e-02 -3.81109538e-01
1.31736447e-01]
[ -3.63775844e-01 -1.20643604e-01 -2.73504871e-01 4.34010219e-01
-2.02309237e-01 -2.33199931e-01 -1.82611879e-01 -9.81523123e-02
-7.05503391e-03 4.79440230e-02 1.44745712e-01 -3.68975731e-01
3.21607477e-01]
[ -1.23951965e-01 -5.60826595e-02 -2.53952503e-01 2.81463775e-01
-2.32822822e-01 -2.79704178e-01 -3.90840174e-01 -4.45623097e-02
8.58707409e-03 -5.94953908e-02 -1.55824872e-01 -2.93188745e-01
2.44069063e-01]
[ -2.64703138e-01 -5.32237388e-01 -3.42394301e-01 1.45836076e-01
-3.15457905e-01 -2.34928037e-01 -2.55645821e-01 -2.29646897e-01
-3.20404744e-02 -2.82659850e-01 4.36314413e-02 -3.72100712e-01
1.56227389e-01]
[ -2.28924722e-01 -2.96491095e-01 -3.23245957e-01 -4.53079662e-02
-8.52133438e-02 -1.52289282e-01 -1.24353591e-01 3.90555474e-02
-2.14259035e-01 -5.11007333e-01 -2.18117729e-01 -2.95543797e-01
-2.00392834e-02]
[ -9.51349537e-02 -2.05305104e-02 -2.46640158e-01 -1.24883857e+00
-2.79925862e-01 -2.61150946e-01 1.63004320e-01 -5.11229683e-01
1.54986540e-01 -2.55451162e-01 -8.84134947e-01 -5.07757345e-01
-1.53828247e+00]]
Progress: 38.4% ... Training loss: 0.166 ... Validation loss: 0.307[[-0.25127295]
[ 0.24257886]
[-0.03660308]
[ 1.54922132]
[ 0.26811494]
[-0.0065089 ]
[-0.97493518]
[-0.75650045]
[-0.51607699]
[-0.7689498 ]
[ 1.34817492]
[ 3.0607902 ]
[-2.76946206]]
[[ -5.16904807e-01 -4.92764062e-01 -5.92326599e-01 1.31945880e-01
-2.87178061e-01 -5.97761406e-01 1.83735565e-01 -2.25709090e-01
-2.41643256e-01 -3.08083533e-01 3.37169039e-01 1.14583704e+00
4.25087834e-01]
[ 1.60908280e-02 -1.34039502e-01 4.78772882e-02 -1.68226155e-01
-3.80061153e-02 5.84540768e-02 -6.18138766e-02 1.86599687e-01
-1.49930393e-01 -1.61767632e-01 -1.75069135e-01 -1.13175985e-01
-2.63749718e-01]
[ -3.02042415e-01 1.33406053e-01 -4.24883773e-02 4.78944038e-02
7.17876732e-02 -1.39184348e-01 -1.42164627e-01 -2.27677769e-01
3.05565662e-01 -6.75050074e-01 9.89588409e-02 7.02392288e-01
7.94728021e-01]
[ 2.81418180e-01 -2.56300681e-01 -2.73683609e-01 1.41468154e-01
-2.70910192e-01 1.19749600e-02 7.27837999e-01 -6.59277568e-01
4.02128802e-01 -2.02157485e-01 -5.28875075e-02 -3.72706367e-01
-3.19263204e-01]
[ 1.52783605e-01 1.65518635e-02 1.14479433e-01 -1.61808371e-01
-2.01412279e-02 7.49390762e-02 -1.72815358e-01 -1.83835537e-01
7.03203352e-02 2.63118770e-01 -1.61791316e-03 -7.47203499e-02
-9.63294475e-02]
[ -4.90538365e-01 -6.27277676e-01 -6.00907359e-01 -6.17666644e-01
-5.99774719e-01 -5.65504179e-01 -4.61549072e-01 -1.51079074e-01
-5.08389656e-01 -2.32262466e-01 -6.49813010e-01 -9.54166508e-01
-7.73673716e-01]
[ -4.19430302e-01 -5.90130380e-01 -3.31099833e-01 -4.87690123e-01
-4.14797953e-01 -5.67216476e-01 -4.07631698e-01 -5.05742658e-01
-3.29406349e-01 -1.07602231e-01 -5.21330909e-01 -5.73690681e-01
-7.43439164e-01]
[ -3.41435456e-01 -3.54611043e-01 -4.90926060e-01 -1.73975450e-01
-3.31246636e-01 -4.29077151e-01 -2.05603923e-01 -3.03790876e-01
-2.38726782e-01 -6.07696304e-01 -3.59093670e-01 -8.67267079e-01
-7.20747379e-01]
[ -4.71836548e-01 -3.33155443e-01 -3.88735963e-01 -2.82633021e-01
-3.26646987e-01 -2.20294878e-01 -6.02740282e-02 -4.97585689e-01
-2.81296533e-01 -4.82370934e-01 -2.31533036e-01 -2.94727816e-01
-3.04545942e-01]
[ -9.62880583e-01 -9.63989622e-01 -9.95216681e-01 -7.01185083e-01
-1.05593049e+00 -9.94770838e-01 -5.28978657e-01 -5.73108679e-01
-7.33450063e-01 -5.88028909e-01 -8.28658038e-01 -6.96065865e-01
-1.00165194e+00]
[ -5.18143134e-01 -2.68797501e-01 -4.76428256e-01 -4.63850090e-01
-3.42576940e-01 -3.67353875e-01 -6.53069853e-01 -6.57486781e-01
-6.83185042e-01 -1.18871167e-01 -6.16240575e-01 -8.22800788e-01
-7.83018003e-01]
[ -1.21425963e-01 2.64453065e-02 -3.46407242e-01 -5.45734637e-01
-1.02687777e-01 -7.66527712e-02 -2.12943104e-01 -4.71446194e-01
-2.00800842e-01 3.44579018e-02 -5.91749473e-01 -1.32187603e+00
-8.77196029e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57348391e-01 -1.27615204e-01 1.63869761e-01 -3.09056775e-01
-1.36094722e-01 1.13085907e-01 -1.51585201e-01 6.54859086e-03
-9.07665436e-02 6.01818587e-02 -2.41288114e-01 -5.01196261e-01
-1.01279496e-01]
[ -9.96531597e-02 -2.64609477e-01 -1.82176662e-01 -2.78466413e-01
-4.75489417e-01 -8.78975079e-02 -1.17363863e-01 -1.83227672e-02
-9.47396134e-02 -2.18996417e-02 -2.50274078e-01 -4.71063080e-01
-2.59301929e-01]
[ -6.35111175e-02 -4.04485901e-02 -2.24996906e-01 -2.46559572e-01
1.06682891e-01 -1.60878212e-01 -2.57818701e-01 1.51631691e-01
-3.66057027e-02 1.75074434e-01 -2.15299436e-01 1.42331771e-02
-1.12318781e-01]
[ 3.23245185e-02 -1.63393160e-01 -1.50896219e-01 -1.02155859e-01
-1.23048550e-01 -1.08056306e-01 8.40166557e-02 -1.45080823e-01
-4.02583992e-02 2.81445554e-02 -4.81377346e-02 -1.20965629e-01
-4.25489856e-02]
[ -2.94896495e-01 -1.33209587e-01 -8.25680158e-02 -1.67303735e-01
-2.94181832e-01 -2.77751171e-01 -3.28680739e-01 -1.74798103e-02
-3.30512843e-01 -2.30025531e-01 1.23952882e-01 -2.17360543e-01
5.84546310e-02]
[ -2.36208281e-01 -1.24560958e-01 -9.75181879e-02 -3.82391863e-02
-8.58664990e-02 -1.21829446e-01 -7.70120825e-02 -1.85428467e-02
-1.37553178e-01 -1.46179421e-01 -1.74106816e-02 -2.48975132e-01
-2.28948720e-01]
[ -1.81406193e-01 -8.02924610e-02 -2.30878731e-01 -2.03477670e-01
-1.65663848e-01 -2.07448669e-01 -3.59427226e-01 -1.19311004e-01
1.38284001e-01 -2.61317979e-01 -3.70598015e-01 -4.88148178e-01
-5.04124585e-01]
[ -3.70835593e-01 -5.47316009e-02 -1.53278352e-01 -1.00004418e-01
-4.43560882e-02 -3.14634208e-01 5.58597817e-02 -9.50721871e-02
-1.13665832e-01 3.52309886e-02 5.35738550e-02 -2.74343587e-01
-4.00756517e-01]
[ -1.55900381e-01 -1.37901084e-01 -5.52016331e-02 -2.37037358e-01
-1.23864330e-01 -2.96143393e-01 7.99570790e-02 -1.78132084e-01
-1.89473628e-01 5.52426233e-02 1.84003161e-01 9.55892698e-02
-1.60278565e-01]
[ -1.26964094e-01 -1.70302883e-01 -1.15258387e-01 -3.14044142e-01
9.28709107e-02 -1.84673750e-02 -1.56224640e-01 -1.80220246e-01
1.14687142e-01 -8.43750029e-02 -1.39114209e-01 -7.44315701e-02
-2.97656347e-01]
[ -3.75718124e-02 -3.49202400e-02 -1.50514496e-01 -1.55021379e-01
-2.31051873e-01 6.28181377e-02 -4.21886066e-02 -4.40345985e-02
-2.22018888e-01 -9.07934567e-02 -1.68127609e-01 -3.99102529e-01
-2.30328224e-01]
[ -7.11424310e-02 2.12398823e-02 -1.29799348e-01 -3.52011393e-01
1.19887513e-01 1.96439487e-02 -2.10111609e-01 -1.51161369e-01
1.21804236e-01 -5.54104928e-02 -3.22661960e-01 -2.98999928e-01
-3.30648218e-01]
[ 5.99366586e-02 -2.96023069e-01 -8.94495371e-02 -4.62189220e-01
-2.10488864e-01 -9.22329143e-02 1.38183155e-02 5.37076850e-02
-5.21757608e-02 2.50919279e-01 -5.40561757e-01 -8.96530641e-01
4.52542108e-01]
[ -2.35146188e-01 -2.34359637e-01 -1.35318355e-01 -3.22766433e-01
-2.92452220e-01 -9.55623762e-02 1.81637907e-01 1.97615493e-02
2.61714991e-01 1.00849872e-02 -4.29243292e-01 -1.09541601e+00
6.59479118e-01]
[ -2.66005859e-02 -1.78150968e-01 1.75064494e-02 -3.31980016e-01
-1.63814184e-01 1.63183810e-01 1.97942300e-01 2.36604439e-01
-4.12366094e-02 2.01704440e-01 -2.55986785e-01 -1.21152598e+00
7.89432102e-01]
[ -1.29978142e-02 -3.66164512e-02 -1.28789612e-01 -1.35597013e-01
-1.73354423e-01 -4.94824418e-02 3.09672125e-01 1.52911714e-01
2.49563985e-01 3.38253005e-01 -5.12350588e-01 -1.17107197e+00
8.14154148e-01]
[ -9.29889736e-02 -2.73813504e-01 5.59158715e-02 -3.33848019e-01
-1.44355857e-01 1.14756754e-01 3.92337993e-01 1.39680097e-01
-6.89643862e-02 1.41958482e-01 -5.70678218e-01 -1.14049187e+00
8.46458801e-01]
[ 1.11332930e-01 -8.50083945e-02 1.30297267e-02 -1.55268505e-01
-7.89354060e-02 -2.03463812e-02 2.92139633e-01 3.72918178e-01
4.30646899e-01 2.41042365e-01 -5.74291766e-01 -1.10071055e+00
5.82817831e-01]
[ 7.19978659e-03 -1.47591613e-01 2.38303463e-02 1.98572103e-02
-1.00789398e-01 -2.83240786e-01 1.70673772e-01 3.91144908e-01
5.10055590e-02 1.44876713e-01 -2.86435755e-01 -9.41012107e-01
2.02207839e-01]
[ 1.17587695e-01 7.57675226e-02 1.24295036e-02 2.92253888e-01
-1.10940122e-01 -5.61552695e-02 -3.14130020e-02 -7.33184583e-02
-1.74696836e-01 -6.71702945e-02 -4.89781433e-02 6.34545572e-02
-6.58567469e-01]
[ 6.66987971e-02 -1.39618736e-01 1.53820405e-01 5.72891649e-01
2.20352944e-01 1.07231416e-02 -2.89123800e-01 -3.28033128e-01
3.97982665e-02 -5.54204552e-01 3.39443542e-01 7.68090930e-01
-1.03855020e+00]
[ 2.09053848e-02 7.54793151e-02 -2.14530290e-01 1.38982716e-01
3.50094133e-02 -3.66548891e-03 -2.15788783e-01 -3.62687618e-01
-2.79829601e-01 -2.89114900e-01 -3.76167799e-03 -1.53326182e-01
-1.97121965e-01]
[ -7.74082910e-02 -1.97980187e-01 5.53497452e-02 -2.19775570e-02
-1.21677392e-01 -1.37754653e-01 -1.08552018e-01 -8.54758545e-02
1.08843410e-03 -4.22888316e-01 -3.74131612e-01 -1.79032587e-01
2.19049570e-01]
[ -2.06841447e-02 -2.53793223e-01 4.61858225e-02 -4.32390468e-01
-1.79646835e-01 -2.36052365e-01 -4.10146964e-01 -7.10205566e-02
-9.67643116e-02 -2.99600054e-02 -2.67062815e-01 3.54528076e-01
2.71010694e-01]
[ 1.50027878e-01 6.76426769e-02 -1.12083525e-01 -4.35272381e-01
-4.88800825e-02 -1.04935858e-01 -2.92302748e-01 -8.08867880e-02
-2.39740206e-01 -2.91352467e-01 -2.79342353e-01 6.14990497e-01
1.71542953e-01]
[ -1.93587595e-01 -1.68873451e-01 -1.21222102e-01 -4.27480766e-01
-4.14408820e-02 2.25969118e-02 -2.99888242e-01 -3.11217062e-01
-1.88233334e-01 -1.36749029e-01 -3.06123652e-01 5.00739168e-01
1.00768337e-01]
[ -6.18805362e-02 -1.88659917e-01 -1.71681590e-01 -4.42831978e-01
-3.20946386e-02 3.91406379e-02 -1.91194874e-01 -1.62810043e-01
-2.97760518e-01 -3.87219018e-01 -1.19403686e-01 4.32656154e-01
1.90311255e-01]
[ 8.69647687e-02 1.00744496e-01 -2.24114693e-02 -3.74029548e-01
-3.11298507e-01 3.24544117e-03 -2.63660151e-01 -3.86400271e-01
-3.57860277e-01 -1.00925912e-01 -1.89251816e-01 3.98038314e-01
1.71199053e-01]
[ -5.94755821e-02 -7.58107658e-03 -2.85502956e-01 -1.14324084e-01
7.36422979e-02 1.54738097e-01 -2.68393274e-01 -2.07176184e-01
-6.63284948e-02 -4.91888105e-02 1.64443518e-01 8.60299012e-01
-8.21206083e-02]
[ 1.59892361e-01 3.12352010e-01 -1.92879380e-01 8.03956574e-01
9.70646219e-02 4.86447211e-03 -1.63069467e-01 -3.42814090e-01
-2.04533800e-01 -2.58207756e-01 7.55864511e-01 8.54285883e-01
-1.58197295e+00]
[ 1.73859708e-02 1.53328990e-01 6.02232834e-02 4.50124916e-01
-1.73112252e-02 -6.26581555e-02 -2.38230984e-01 -2.92908191e-01
-2.59851539e-01 -1.41895255e-01 5.93930604e-01 8.32419782e-01
-1.49962440e+00]
[ -1.30064377e-02 -1.51441752e-01 -1.45197946e-01 3.28878068e-01
-1.95612656e-01 2.39266208e-01 1.23931410e-02 -1.19787329e-01
-2.11560863e-01 -2.85336365e-01 1.86336095e-01 4.56901213e-01
-7.68554542e-01]
[ 8.77123058e-02 -3.83123091e-01 -5.02580636e-02 6.54706516e-02
-1.19713950e-01 1.99894534e-01 9.23648554e-02 1.80639200e-01
-1.92867995e-01 2.78643974e-02 -5.00817847e-02 2.77319691e-01
-4.62919753e-01]
[ 2.13074389e-01 -2.95527288e-01 -1.18577900e-01 -4.68570501e-02
-2.18185806e-01 1.22637732e-01 4.42649821e-02 -1.13571568e-01
-6.92739275e-02 -2.18672768e-02 -1.58126358e-01 -2.23355428e-01
-2.85481714e-01]
[ -1.29704302e-01 -8.31326730e-02 3.87178236e-02 -2.52370231e-01
-6.24082061e-02 -1.41266097e-01 6.76851635e-02 1.54777139e-02
-9.42135631e-02 4.58655263e-02 -3.40860407e-01 -5.23118374e-01
-1.37684456e-01]
[ -1.45279336e-01 -1.33050334e-01 -6.96211538e-02 -2.91832850e-01
-3.43029729e-01 -2.89581056e-01 1.65013881e-01 1.50552098e-01
6.04800561e-03 1.26838479e-01 -2.87572844e-01 -9.10249720e-01
2.82075722e-02]
[ -1.31055367e-01 -2.48479140e-01 -3.06377085e-01 -1.19428787e+00
-3.05223455e-01 -2.10242656e-01 -4.31932840e-02 -5.68196877e-02
6.48041690e-02 -5.08669161e-01 -8.91240314e-01 -7.00121215e-01
-1.62556399e+00]
[ -1.27349218e-01 1.36787235e-01 1.19062903e-02 2.21556513e-01
-1.99173916e-01 -1.78133481e-01 -1.83135274e-01 -5.68796192e-05
-1.57369349e-01 -1.19538188e-01 -8.07057892e-02 -3.74921272e-01
1.29282559e-01]
[ -3.64385184e-01 -1.20055235e-01 -2.73594656e-01 4.41691281e-01
-2.01616493e-01 -2.33228718e-01 -1.86910619e-01 -9.91276301e-02
-9.28746693e-03 4.59270061e-02 1.50603846e-01 -3.57413423e-01
3.18030788e-01]
[ -1.23169474e-01 -5.66468732e-02 -2.53872404e-01 2.75026465e-01
-2.33402967e-01 -2.79671891e-01 -3.87255295e-01 -4.27947222e-02
1.02821143e-02 -5.66890401e-02 -1.60529107e-01 -3.03042002e-01
2.50528966e-01]
[ -2.64649078e-01 -5.32263572e-01 -3.42365202e-01 1.45480420e-01
-3.15434911e-01 -2.34923588e-01 -2.55167636e-01 -2.28717086e-01
-3.19066637e-02 -2.81750475e-01 4.33322870e-02 -3.74864047e-01
1.62352020e-01]
[ -2.28962259e-01 -2.96445174e-01 -3.23254935e-01 -4.38277997e-02
-8.51146855e-02 -1.52290487e-01 -1.25101789e-01 3.87942632e-02
-2.14551829e-01 -5.11117266e-01 -2.17009903e-01 -2.92199883e-01
-2.05274818e-02]
[ -9.61154085e-02 -1.97160063e-02 -2.46786741e-01 -1.24709172e+00
-2.79054495e-01 -2.61193862e-01 1.57103653e-01 -5.13821630e-01
1.52240554e-01 -2.59450545e-01 -8.80397321e-01 -4.88589120e-01
-1.54591286e+00]]
Progress: 38.5% ... Training loss: 0.169 ... Validation loss: 0.305[[-0.26361858]
[ 0.2190165 ]
[-0.04837243]
[ 1.53014955]
[ 0.24984681]
[-0.0190528 ]
[-1.00207651]
[-0.77723064]
[-0.54756538]
[-0.78226437]
[ 1.33276338]
[ 3.03173508]
[-2.79270703]]
[[ -5.16049224e-01 -4.93820036e-01 -5.92248561e-01 1.24661696e-01
-2.88197301e-01 -5.97746122e-01 1.90257576e-01 -2.22597030e-01
-2.37584257e-01 -3.05342524e-01 3.31102747e-01 1.12093873e+00
4.44850927e-01]
[ 1.62885299e-02 -1.34259207e-01 4.79075407e-02 -1.69804007e-01
-3.82168350e-02 5.84582374e-02 -6.07947363e-02 1.87274660e-01
-1.49463263e-01 -1.61253609e-01 -1.76081681e-01 -1.14031217e-01
-2.61443754e-01]
[ -2.99187353e-01 1.28619858e-01 -4.20901318e-02 2.16738571e-02
6.74187129e-02 -1.39117406e-01 -1.23905495e-01 -2.16410531e-01
3.19727926e-01 -6.70349560e-01 7.77476824e-02 6.29027855e-01
8.30868311e-01]
[ 2.81817344e-01 -2.55478399e-01 -2.73781895e-01 1.41567502e-01
-2.69739398e-01 1.19628283e-02 7.34614006e-01 -6.66247988e-01
4.02621983e-01 -2.03782235e-01 -5.06636220e-02 -3.47715569e-01
-3.29737209e-01]
[ 1.52495564e-01 1.77487661e-02 1.14364128e-01 -1.51804722e-01
-1.91447617e-02 7.49337627e-02 -1.76183147e-01 -1.86189853e-01
6.71382554e-02 2.62874455e-01 4.98968995e-03 -6.16808358e-02
-1.05144520e-01]
[ -4.90608345e-01 -6.27466502e-01 -6.00879416e-01 -6.18804494e-01
-6.00070471e-01 -5.65501758e-01 -4.62359787e-01 -1.49917153e-01
-5.08870975e-01 -2.31419946e-01 -6.51383458e-01 -9.59287297e-01
-7.70344977e-01]
[ -4.19059125e-01 -5.90498615e-01 -3.31084589e-01 -4.87219975e-01
-4.15064069e-01 -5.67210072e-01 -4.05471887e-01 -5.05560934e-01
-3.28569145e-01 -1.06024925e-01 -5.20959075e-01 -5.75092687e-01
-7.39220192e-01]
[ -3.39219299e-01 -3.58134558e-01 -4.90601564e-01 -1.97505334e-01
-3.34609768e-01 -4.29023925e-01 -1.90705901e-01 -2.95317241e-01
-2.28676354e-01 -6.02977537e-01 -3.78175617e-01 -9.19883960e-01
-6.89879443e-01]
[ -4.71688564e-01 -3.33182733e-01 -3.88736376e-01 -2.82680316e-01
-3.26616592e-01 -2.20289920e-01 -6.00082000e-02 -4.97103432e-01
-2.81043744e-01 -4.82109390e-01 -2.31228191e-01 -2.92211294e-01
-3.04299040e-01]
[ -9.61604426e-01 -9.66522121e-01 -9.95011830e-01 -7.17708014e-01
-1.05844986e+00 -9.94731823e-01 -5.19742610e-01 -5.65493696e-01
-7.26161848e-01 -5.84590591e-01 -8.41842760e-01 -7.39965128e-01
-9.75495389e-01]
[ -5.17428601e-01 -2.69528529e-01 -4.76342916e-01 -4.66403583e-01
-3.43194578e-01 -3.67342784e-01 -6.49329542e-01 -6.55547064e-01
-6.81416430e-01 -1.16524696e-01 -6.18629621e-01 -8.29289336e-01
-7.78094924e-01]
[ -1.20751316e-01 2.56009678e-02 -3.46330162e-01 -5.50903094e-01
-1.03445378e-01 -7.66358676e-02 -2.09406515e-01 -4.70701357e-01
-1.99198567e-01 3.60732484e-02 -5.96151421e-01 -1.32811138e+00
-8.69613114e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57399004e-01 -1.27640152e-01 1.63873989e-01 -3.09270138e-01
-1.36120702e-01 1.13086776e-01 -1.51688424e-01 6.72640178e-03
-9.09872599e-02 6.02171493e-02 -2.41490485e-01 -5.01872844e-01
-1.01948378e-01]
[ -1.00012992e-01 -2.64400343e-01 -1.82206413e-01 -2.77843599e-01
-4.75301382e-01 -8.79057830e-02 -1.18395758e-01 -1.93507464e-02
-9.54387101e-02 -2.31866752e-02 -2.49818892e-01 -4.70218739e-01
-2.59285196e-01]
[ -6.29459106e-02 -4.10936107e-02 -2.24901826e-01 -2.50346318e-01
1.05910439e-01 -1.60863518e-01 -2.56341150e-01 1.55071414e-01
-3.56500953e-02 1.78600945e-01 -2.18854277e-01 4.31657979e-03
-1.05332415e-01]
[ 3.22160892e-02 -1.63343959e-01 -1.50916335e-01 -1.02087717e-01
-1.22988941e-01 -1.08057539e-01 8.35527869e-02 -1.45459444e-01
-4.06165094e-02 2.80485132e-02 -4.81459721e-02 -1.18825793e-01
-4.04217660e-02]
[ -2.94525169e-01 -1.33645239e-01 -8.25345679e-02 -1.66601736e-01
-2.94417118e-01 -2.77744888e-01 -3.26975525e-01 -1.77969638e-02
-3.29589074e-01 -2.28999305e-01 1.24020420e-01 -2.19093118e-01
5.68736673e-02]
[ -2.36304611e-01 -1.24305250e-01 -9.75551582e-02 -3.67701081e-02
-8.56962279e-02 -1.21832231e-01 -7.68903896e-02 -1.89551845e-02
-1.37647230e-01 -1.46946853e-01 -1.57471626e-02 -2.47228262e-01
-2.27284191e-01]
[ -1.80666618e-01 -8.21064516e-02 -2.30725167e-01 -2.13831596e-01
-1.67431272e-01 -2.07428012e-01 -3.54096824e-01 -1.14696211e-01
1.43287169e-01 -2.60319342e-01 -3.79161404e-01 -5.21324648e-01
-4.93540137e-01]
[ -3.69984257e-01 -5.57368716e-02 -1.53181712e-01 -1.08196885e-01
-4.53127506e-02 -3.14614962e-01 6.18594780e-02 -9.27720022e-02
-1.10439817e-01 3.71676011e-02 4.73737765e-02 -2.85921851e-01
-3.90670983e-01]
[ -1.55466189e-01 -1.38346879e-01 -5.51599070e-02 -2.39151160e-01
-1.24165482e-01 -2.96136099e-01 8.19274277e-02 -1.76951919e-01
-1.88367056e-01 5.64276913e-02 1.82086680e-01 9.19053346e-02
-1.52688727e-01]
[ -1.26923104e-01 -1.70329342e-01 -1.15253761e-01 -3.14133086e-01
9.28413366e-02 -1.84662841e-02 -1.55954357e-01 -1.80068632e-01
1.14800999e-01 -8.42120478e-02 -1.39216175e-01 -7.45041102e-02
-2.97575916e-01]
[ -3.72285487e-02 -3.52080035e-02 -1.50481384e-01 -1.57460849e-01
-2.31340568e-01 6.28293962e-02 -4.05705707e-02 -4.32794984e-02
-2.21148858e-01 -8.98346678e-02 -1.69850685e-01 -3.99665716e-01
-2.28379938e-01]
[ -7.12077783e-02 2.13028735e-02 -1.29807667e-01 -3.51929593e-01
1.19952218e-01 1.96418605e-02 -2.10492900e-01 -1.51345134e-01
1.21636296e-01 -5.56899376e-02 -3.22553480e-01 -2.98953977e-01
-3.30819209e-01]
[ 5.99600167e-02 -2.96061016e-01 -8.94417363e-02 -4.62434132e-01
-2.10527162e-01 -9.22326073e-02 1.38928583e-02 5.39806881e-02
-5.21408996e-02 2.51241995e-01 -5.40847649e-01 -8.97543988e-01
4.53610686e-01]
[ -2.35236177e-01 -2.34300091e-01 -1.35325639e-01 -3.22956810e-01
-2.92405591e-01 -9.55647103e-02 1.81446185e-01 1.98883254e-02
2.61603820e-01 9.84782301e-03 -4.29371799e-01 -1.09621235e+00
6.60337538e-01]
[ -2.66350856e-02 -1.78132121e-01 1.75038053e-02 -3.31850953e-01
-1.63793454e-01 1.63182965e-01 1.97676202e-01 2.36458375e-01
-4.13217964e-02 2.01547264e-01 -2.55879781e-01 -1.21143094e+00
7.89208055e-01]
[ -1.28993804e-02 -3.67198303e-02 -1.28776891e-01 -1.36543659e-01
-1.73472371e-01 -4.94802381e-02 3.10610530e-01 1.53385022e-01
2.50004704e-01 3.38727287e-01 -5.13097696e-01 -1.17233363e+00
8.16217317e-01]
[ -9.28615348e-02 -2.73907925e-01 5.59307181e-02 -3.34577154e-01
-1.44496862e-01 1.14760198e-01 3.93207812e-01 1.40285610e-01
-6.86591833e-02 1.42510664e-01 -5.71166484e-01 -1.14136454e+00
8.48104841e-01]
[ 1.11096610e-01 -8.48849572e-02 1.30107172e-02 -1.54782767e-01
-7.88357015e-02 -2.03518307e-02 2.91772999e-01 3.72394238e-01
4.30187404e-01 2.40202901e-01 -5.73995343e-01 -1.10069018e+00
5.82178632e-01]
[ 7.63694356e-03 -1.48028245e-01 2.38885404e-02 1.75548636e-02
-1.01218289e-01 -2.83233131e-01 1.73399930e-01 3.92450025e-01
5.22286145e-02 1.46262793e-01 -2.88102349e-01 -9.42839247e-01
2.04815136e-01]
[ 1.18342869e-01 7.50489929e-02 1.25014055e-02 2.88368846e-01
-1.11553819e-01 -5.61415237e-02 -2.68110022e-02 -7.23311905e-02
-1.72500928e-01 -6.55225258e-02 -5.21191170e-02 5.53805654e-02
-6.57177094e-01]
[ 6.67659434e-02 -1.40035730e-01 1.53833199e-01 5.73618296e-01
2.20101024e-01 1.07246607e-02 -2.87708465e-01 -3.27941142e-01
4.13277453e-02 -5.54663579e-01 3.40142633e-01 7.61557754e-01
-1.04062067e+00]
[ 2.13172359e-02 7.48757024e-02 -2.14480697e-01 1.33652051e-01
3.43890584e-02 -3.65367586e-03 -2.13352998e-01 -3.61433303e-01
-2.78386484e-01 -2.88044444e-01 -7.83121373e-03 -1.61262301e-01
-1.88728831e-01]
[ -7.76797449e-02 -1.97876628e-01 5.53225736e-02 -2.18109669e-02
-1.21536445e-01 -1.37759261e-01 -1.10351717e-01 -8.66725621e-02
5.92990110e-04 -4.24155038e-01 -3.73770018e-01 -1.76718562e-01
2.20315652e-01]
[ -2.07034191e-02 -2.53847850e-01 4.61829723e-02 -4.34555796e-01
-1.79751521e-01 -2.36051899e-01 -4.09627076e-01 -7.08272659e-02
-9.65324020e-02 -3.00832713e-02 -2.68560090e-01 3.51573053e-01
2.76324686e-01]
[ 1.49907584e-01 6.76461430e-02 -1.12093029e-01 -4.37240920e-01
-4.89612025e-02 -1.04939001e-01 -2.92337580e-01 -8.05329969e-02
-2.39500415e-01 -2.91817572e-01 -2.80796772e-01 6.13332577e-01
1.76057914e-01]
[ -1.93368786e-01 -1.69071053e-01 -1.21197375e-01 -4.28667433e-01
-4.16357376e-02 2.26032818e-02 -2.98991120e-01 -3.10799657e-01
-1.87792276e-01 -1.35947960e-01 -3.07071985e-01 4.99818615e-01
1.02274381e-01]
[ -6.17238148e-02 -1.88994858e-01 -1.71643445e-01 -4.44375528e-01
-3.24530265e-02 3.91461403e-02 -1.90598263e-01 -1.61550599e-01
-2.97106754e-01 -3.86488038e-01 -1.21096761e-01 4.26686017e-01
1.95398370e-01]
[ 8.75076784e-02 1.00118080e-01 -2.23490365e-02 -3.78461758e-01
-3.11866890e-01 3.25771692e-03 -2.61139195e-01 -3.85103536e-01
-3.56467248e-01 -9.91607686e-02 -1.93446362e-01 3.89297580e-01
1.79916724e-01]
[ -5.94503037e-02 -7.46905634e-03 -2.85503436e-01 -1.14090307e-01
7.37358425e-02 1.54738262e-01 -2.68644072e-01 -2.07205518e-01
-6.66894266e-02 -4.86686362e-02 1.64847152e-01 8.61282732e-01
-8.30091584e-02]
[ 1.60179997e-01 3.11423434e-01 -1.92813477e-01 8.00615995e-01
9.62832498e-02 4.87389983e-03 -1.61728550e-01 -3.41026363e-01
-2.02737766e-01 -2.57790267e-01 7.52474777e-01 8.42630386e-01
-1.58038068e+00]
[ 1.71127470e-02 1.53778224e-01 6.01658099e-02 4.55539966e-01
-1.68057926e-02 -6.26661019e-02 -2.40575957e-01 -2.93883000e-01
-2.61010907e-01 -1.43234849e-01 5.98849516e-01 8.40893462e-01
-1.50514753e+00]
[ -1.26150849e-02 -1.51756924e-01 -1.45140071e-01 3.26115039e-01
-1.95987983e-01 2.39279124e-01 1.40349947e-02 -1.17837996e-01
-2.10761684e-01 -2.83567725e-01 1.83765307e-01 4.51409763e-01
-7.67239508e-01]
[ 8.76120414e-02 -3.83053196e-01 -5.02667386e-02 6.61150334e-02
-1.19627289e-01 1.99892059e-01 9.19465717e-02 1.80443924e-01
-1.93079386e-01 2.76374945e-02 -4.96286169e-02 2.78081198e-01
-4.63442451e-01]
[ 2.13255791e-01 -2.95663112e-01 -1.18554910e-01 -4.75797195e-02
-2.18351962e-01 1.22642322e-01 4.51880931e-02 -1.12765273e-01
-6.87683065e-02 -2.11150484e-02 -1.58830823e-01 -2.26092872e-01
-2.84529705e-01]
[ -1.29704634e-01 -8.31156224e-02 3.87133203e-02 -2.52019198e-01
-6.23871280e-02 -1.41266581e-01 6.76279904e-02 1.53399971e-02
-9.42512326e-02 4.57977421e-02 -3.40631062e-01 -5.22565026e-01
-1.38672581e-01]
[ -1.45193018e-01 -1.33110584e-01 -6.96142107e-02 -2.92478314e-01
-3.43096658e-01 -2.89579161e-01 1.65754536e-01 1.50874175e-01
6.39503519e-03 1.27211612e-01 -2.88038218e-01 -9.11631371e-01
2.94341517e-02]
[ -1.30597922e-01 -2.48912358e-01 -3.06334132e-01 -1.19571113e+00
-3.05593602e-01 -2.10229220e-01 -4.10401146e-02 -5.58591262e-02
6.56008332e-02 -5.07020495e-01 -8.92946960e-01 -6.99978470e-01
-1.62492617e+00]
[ -1.27053853e-01 1.36654681e-01 1.19338881e-02 2.21398315e-01
-1.99344223e-01 -1.78127319e-01 -1.82093829e-01 7.95694768e-04
-1.57140567e-01 -1.18696700e-01 -8.01202405e-02 -3.73019515e-01
1.30817601e-01]
[ -3.63681754e-01 -1.20919286e-01 -2.73515244e-01 4.35498885e-01
-2.02443682e-01 -2.33211783e-01 -1.83232949e-01 -9.77130005e-02
-7.21842670e-03 4.80642280e-02 1.45000923e-01 -3.67426441e-01
3.29851944e-01]
[ -1.22803182e-01 -5.71288332e-02 -2.53827551e-01 2.70973109e-01
-2.33878768e-01 -2.79662984e-01 -3.85097398e-01 -4.12134858e-02
1.14399551e-02 -5.50810239e-02 -1.63651067e-01 -3.11053353e-01
2.58841899e-01]
[ -2.64513796e-01 -5.32490465e-01 -3.42347199e-01 1.43415599e-01
-3.15659573e-01 -2.34918619e-01 -2.54330538e-01 -2.26495273e-01
-3.09759147e-02 -2.80844316e-01 4.13789989e-02 -3.81160472e-01
1.71199944e-01]
[ -2.29065998e-01 -2.96482199e-01 -3.23257957e-01 -4.22779846e-02
-8.50981281e-02 -1.52290599e-01 -1.26022088e-01 3.89686932e-02
-2.14779935e-01 -5.11143498e-01 -2.15409384e-01 -2.91924911e-01
-1.82953146e-02]
[ -9.53041459e-02 -2.16481701e-02 -2.46629268e-01 -1.25899439e+00
-2.80897552e-01 -2.61177147e-01 1.64669618e-01 -5.10727338e-01
1.57944685e-01 -2.59165728e-01 -8.90174286e-01 -5.23210954e-01
-1.54063735e+00]]
Progress: 38.5% ... Training loss: 0.179 ... Validation loss: 0.309[[ -2.44915553e-01]
[ 2.42276708e-01]
[ -3.14037692e-02]
[ 1.56004906e+00]
[ 2.70316887e-01]
[ -2.03248900e-03]
[ -9.62785059e-01]
[ -7.51607910e-01]
[ -5.11362744e-01]
[ -7.63751793e-01]
[ 1.35960219e+00]
[ 3.07437117e+00]
[ -2.76620706e+00]]
[[ -5.17285071e-01 -4.91753992e-01 -5.92552449e-01 1.42601183e-01
-2.86055029e-01 -5.97840315e-01 1.80342203e-01 -2.30669686e-01
-2.43702895e-01 -3.09506128e-01 3.47405153e-01 1.17020006e+00
4.12447933e-01]
[ 1.64413457e-02 -1.34377554e-01 4.79321738e-02 -1.70479917e-01
-3.83163241e-02 5.84689304e-02 -6.05332720e-02 1.87765781e-01
-1.49334019e-01 -1.60689018e-01 -1.76529080e-01 -1.14374369e-01
-2.61096104e-01]
[ -3.01162656e-01 1.32100469e-01 -4.26211843e-02 4.90360312e-02
7.06962568e-02 -1.39267796e-01 -1.38142817e-01 -2.28544178e-01
3.09257182e-01 -6.77917602e-01 1.02471228e-01 6.91763205e-01
7.69824611e-01]
[ 2.80753737e-01 -2.56703628e-01 -2.73560560e-01 1.40751236e-01
-2.70877796e-01 1.19470040e-02 7.28937084e-01 -6.59042391e-01
4.01826952e-01 -2.02623452e-01 -5.62981842e-02 -3.84889525e-01
-3.09773326e-01]
[ 1.51385433e-01 2.04841061e-02 1.13893470e-01 -1.45374770e-01
-1.68114698e-02 7.48257675e-02 -1.76853693e-01 -1.92463085e-01
6.31338479e-02 2.57100832e-01 1.84219233e-02 -1.91167397e-02
-1.29002792e-01]
[ -4.90501494e-01 -6.27610968e-01 -6.00855194e-01 -6.18894807e-01
-6.00130586e-01 -5.65492231e-01 -4.62762551e-01 -1.49713333e-01
-5.08775540e-01 -2.30780252e-01 -6.51889491e-01 -9.58521369e-01
-7.69832674e-01]
[ -4.20147434e-01 -5.89765933e-01 -3.31249174e-01 -4.84394311e-01
-4.14210412e-01 -5.67282506e-01 -4.09371252e-01 -5.08222906e-01
-3.31365296e-01 -1.09599030e-01 -5.17660271e-01 -5.62634301e-01
-7.42850972e-01]
[ -3.41377775e-01 -3.55144985e-01 -4.91067473e-01 -1.72327344e-01
-3.31691251e-01 -4.29177924e-01 -2.05626285e-01 -3.06264403e-01
-2.38062821e-01 -6.10214584e-01 -3.56710989e-01 -8.70732157e-01
-7.38286427e-01]
[ -4.72297457e-01 -3.32758554e-01 -3.88825881e-01 -2.80372276e-01
-3.26113555e-01 -2.20336433e-01 -6.21728718e-02 -4.98540037e-01
-2.82148222e-01 -4.83739058e-01 -2.29421983e-01 -2.90773535e-01
-3.04784298e-01]
[ -9.63854954e-01 -9.63761386e-01 -9.95512468e-01 -6.95994443e-01
-1.05552574e+00 -9.94893530e-01 -5.34526341e-01 -5.77852655e-01
-7.35131511e-01 -5.92932450e-01 -8.22448043e-01 -6.82006965e-01
-1.01706262e+00]
[ -5.17891187e-01 -2.69070249e-01 -4.76390307e-01 -4.61392547e-01
-3.42714891e-01 -3.67374021e-01 -6.52885876e-01 -6.56865097e-01
-6.83323346e-01 -1.17389965e-01 -6.15638780e-01 -8.26462367e-01
-7.86760191e-01]
[ -1.21787029e-01 2.63839204e-02 -3.46477911e-01 -5.47406320e-01
-1.02634083e-01 -7.67063422e-02 -2.12453635e-01 -4.71866283e-01
-2.01513646e-01 3.34792512e-02 -5.92473373e-01 -1.32508263e+00
-8.71391335e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57449830e-01 -1.27628705e-01 1.63869036e-01 -3.09468723e-01
-1.36110692e-01 1.13083936e-01 -1.51841459e-01 6.56189074e-03
-9.10220796e-02 6.00793515e-02 -2.41606114e-01 -5.02053618e-01
-1.01605689e-01]
[ -9.97537929e-02 -2.64602574e-01 -1.82166156e-01 -2.78881963e-01
-4.75464405e-01 -8.78896628e-02 -1.18007765e-01 -1.83824766e-02
-9.51453187e-02 -2.18689966e-02 -2.50929853e-01 -4.71436756e-01
-2.58807243e-01]
[ -6.28783870e-02 -4.12155531e-02 -2.24882343e-01 -2.50176694e-01
1.05837179e-01 -1.60857574e-01 -2.56507858e-01 1.54734175e-01
-3.55096073e-02 1.78634832e-01 -2.18894253e-01 4.61677656e-03
-1.05248723e-01]
[ 3.14489054e-02 -1.62780603e-01 -1.51051813e-01 -9.97362668e-02
-1.22292599e-01 -1.08107988e-01 8.07236439e-02 -1.48134893e-01
-4.28768014e-02 2.47766912e-02 -4.53353494e-02 -1.05901582e-01
-4.54934452e-02]
[ -2.94956068e-01 -1.33380143e-01 -8.25741069e-02 -1.66168078e-01
-2.94193103e-01 -2.77770541e-01 -3.28178853e-01 -1.77772330e-02
-3.30206733e-01 -2.29669168e-01 1.24584903e-01 -2.19977385e-01
6.03639123e-02]
[ -2.36821897e-01 -1.23304457e-01 -9.77333846e-02 -2.77903984e-02
-8.46845124e-02 -1.21883477e-01 -7.93535895e-02 -2.33722840e-02
-1.39730912e-01 -1.49308949e-01 -8.01676763e-03 -2.31267112e-01
-2.43897578e-01]
[ -1.80890713e-01 -8.17652438e-02 -2.30773349e-01 -2.10397419e-01
-1.67072287e-01 -2.07446050e-01 -3.55547887e-01 -1.16059071e-01
1.42029368e-01 -2.60955174e-01 -3.77060079e-01 -5.15891481e-01
-5.00720017e-01]
[ -3.70770934e-01 -5.47361615e-02 -1.53326469e-01 -9.81277245e-02
-4.42763274e-02 -3.14668458e-01 5.50715644e-02 -9.64012205e-02
-1.14164714e-01 3.46651351e-02 5.50818325e-02 -2.68701590e-01
-4.07111295e-01]
[ -1.56179332e-01 -1.37651640e-01 -5.52701846e-02 -2.35178183e-01
-1.23574189e-01 -2.96174129e-01 7.79987889e-02 -1.78613210e-01
-1.90771444e-01 5.46011529e-02 1.86662826e-01 1.03005563e-01
-1.62440668e-01]
[ -1.27036138e-01 -1.70235781e-01 -1.15272434e-01 -3.13222159e-01
9.29728983e-02 -1.84761514e-02 -1.56843864e-01 -1.80432162e-01
1.14384953e-01 -8.45709370e-02 -1.38460411e-01 -7.25832479e-02
-2.99204688e-01]
[ -3.75575072e-02 -3.49711823e-02 -1.50535525e-01 -1.55802570e-01
-2.31055963e-01 6.28032755e-02 -4.18639491e-02 -4.41277821e-02
-2.21733831e-01 -9.08866800e-02 -1.68422034e-01 -3.97939455e-01
-2.28894604e-01]
[ -7.13512254e-02 2.14207836e-02 -1.29828957e-01 -3.52451223e-01
1.20058645e-01 1.96321153e-02 -2.11102162e-01 -1.51715569e-01
1.21395314e-01 -5.60253124e-02 -3.22898751e-01 -2.99443382e-01
-3.30023872e-01]
[ 5.95198046e-02 -2.95714102e-01 -8.95074517e-02 -4.60073503e-01
-2.10152020e-01 -9.22604027e-02 1.16007271e-02 5.21051710e-02
-5.35145851e-02 2.49893186e-01 -5.39353658e-01 -8.95329517e-01
4.48417293e-01]
[ -2.35369460e-01 -2.34079956e-01 -1.35359617e-01 -3.21478770e-01
-2.92187689e-01 -9.55772311e-02 1.80583306e-01 1.92332484e-02
2.60962517e-01 9.35862967e-03 -4.28407206e-01 -1.09506916e+00
6.57158517e-01]
[ -2.70765396e-02 -1.77891552e-01 1.74574385e-02 -3.30412951e-01
-1.63539617e-01 1.63154791e-01 1.96252053e-01 2.36003570e-01
-4.23995769e-02 2.00350505e-01 -2.54705693e-01 -1.21094599e+00
7.87097255e-01]
[ -1.30216978e-02 -3.66021735e-02 -1.28794207e-01 -1.35914666e-01
-1.73366844e-01 -4.94882752e-02 3.10101591e-01 1.52968207e-01
2.49685689e-01 3.38329128e-01 -5.12738357e-01 -1.17205388e+00
8.14989044e-01]
[ -9.27890968e-02 -2.73978305e-01 5.59461137e-02 -3.34767789e-01
-1.44574992e-01 1.14766020e-01 3.94014013e-01 1.40571053e-01
-6.83612471e-02 1.42946437e-01 -5.71607681e-01 -1.14301715e+00
8.49256575e-01]
[ 1.10865353e-01 -8.47248842e-02 1.29793243e-02 -1.53224933e-01
-7.86669409e-02 -2.03661668e-02 2.90638502e-01 3.71804383e-01
4.29559027e-01 2.39531713e-01 -5.73057778e-01 -1.10021052e+00
5.79431533e-01]
[ 7.68231316e-03 -1.48047650e-01 2.38949843e-02 1.74893417e-02
-1.01238458e-01 -2.83231188e-01 1.73605534e-01 3.92736834e-01
5.22973962e-02 1.46549930e-01 -2.88199067e-01 -9.42977061e-01
2.04829871e-01]
[ 1.17806921e-01 7.55520294e-02 1.24245865e-02 2.95185391e-01
-1.11041109e-01 -5.61711245e-02 -3.11092822e-02 -7.41434640e-02
-1.74423184e-01 -6.72261368e-02 -4.73759404e-02 6.53011334e-02
-6.63811015e-01]
[ 6.63869471e-02 -1.39821509e-01 1.53779894e-01 5.76295934e-01
2.20406567e-01 1.07002276e-02 -2.89153511e-01 -3.29093493e-01
4.07726259e-02 -5.56118886e-01 3.42132831e-01 7.64586990e-01
-1.04110667e+00]
[ 2.14533890e-02 7.47077660e-02 -2.14449602e-01 1.33495691e-01
3.42722529e-02 -3.64386796e-03 -2.13321346e-01 -3.60836333e-01
-2.78235843e-01 -2.87294169e-01 -8.11059363e-03 -1.61381014e-01
-1.88212067e-01]
[ -7.76866047e-02 -1.97815309e-01 5.53180171e-02 -2.19688703e-02
-1.21475537e-01 -1.37763087e-01 -1.10683093e-01 -8.71624838e-02
4.85140988e-04 -4.24106878e-01 -3.73867062e-01 -1.76468360e-01
2.20925626e-01]
[ -2.05281887e-02 -2.53852217e-01 4.61964603e-02 -4.35522889e-01
-1.79778513e-01 -2.36043043e-01 -4.09290153e-01 -7.05025001e-02
-9.64923392e-02 -2.93850422e-02 -2.69053663e-01 3.52439489e-01
2.76493401e-01]
[ 1.49909366e-01 6.76593350e-02 -1.12094820e-01 -4.37157810e-01
-4.89442632e-02 -1.04939499e-01 -2.92364033e-01 -8.06342917e-02
-2.39531933e-01 -2.91803533e-01 -2.80703944e-01 6.13648104e-01
1.75771032e-01]
[ -1.93704284e-01 -1.68714937e-01 -1.21288651e-01 -4.27862357e-01
-4.11458980e-02 2.25785515e-02 -3.00559403e-01 -3.12969169e-01
-1.89077079e-01 -1.37891498e-01 -3.05325231e-01 5.11445645e-01
9.80748497e-02]
[ -6.18832284e-02 -1.88866613e-01 -1.71667762e-01 -4.44451433e-01
-3.23202478e-02 3.91334826e-02 -1.91041248e-01 -1.61995517e-01
-2.97309560e-01 -3.87108779e-01 -1.21162208e-01 4.27184943e-01
1.95832842e-01]
[ 8.72389924e-02 1.00559978e-01 -2.24139389e-02 -3.77676724e-01
-3.11550790e-01 3.24343367e-03 -2.63141789e-01 -3.85994823e-01
-3.57687417e-01 -1.00158183e-01 -1.90950021e-01 3.99775678e-01
1.74564409e-01]
[ -5.94460955e-02 -7.45493962e-03 -2.85508838e-01 -1.14225785e-01
7.37570556e-02 1.54738654e-01 -2.68456075e-01 -2.07270676e-01
-6.66920835e-02 -4.86179989e-02 1.64894770e-01 8.61607391e-01
-8.34695581e-02]
[ 1.59672066e-01 3.12046565e-01 -1.92910361e-01 8.04001444e-01
9.68535641e-02 4.84078092e-03 -1.63319909e-01 -3.42246951e-01
-2.04032380e-01 -2.59146488e-01 7.56054928e-01 8.47419726e-01
-1.58406762e+00]
[ 1.73238042e-02 1.53588486e-01 6.02005591e-02 4.54248126e-01
-1.70016187e-02 -6.26532606e-02 -2.39940411e-01 -2.93358231e-01
-2.60664045e-01 -1.42374384e-01 5.97824457e-01 8.39013514e-01
-1.50503496e+00]
[ -1.27113838e-02 -1.51373943e-01 -1.45203741e-01 3.29226548e-01
-1.95641770e-01 2.39263422e-01 1.34010023e-02 -1.19437820e-01
-2.11372945e-01 -2.84186144e-01 1.86756176e-01 4.58660444e-01
-7.73700390e-01]
[ 8.73121028e-02 -3.82808767e-01 -5.03270972e-02 6.97555947e-02
-1.19324843e-01 1.99870341e-01 8.97440783e-02 1.78987657e-01
-1.94177755e-01 2.64824802e-02 -4.69629904e-02 2.84491240e-01
-4.67996096e-01]
[ 2.13168666e-01 -2.95542157e-01 -1.18571477e-01 -4.58311271e-02
-2.18217609e-01 1.22634880e-01 4.43851407e-02 -1.13400690e-01
-6.93503303e-02 -2.13634767e-02 -1.57615524e-01 -2.22657785e-01
-2.87802135e-01]
[ -1.29753644e-01 -8.30046501e-02 3.86937837e-02 -2.51348993e-01
-6.22209032e-02 -1.41274337e-01 6.68853783e-02 1.46610021e-02
-9.46541942e-02 4.56627897e-02 -3.39880244e-01 -5.19272738e-01
-1.41267719e-01]
[ -1.45493853e-01 -1.32956747e-01 -6.96370065e-02 -2.90403413e-01
-3.42940392e-01 -2.89595615e-01 1.64474450e-01 1.50723377e-01
5.65566004e-03 1.26603525e-01 -2.86725449e-01 -9.11118543e-01
2.68611448e-02]
[ -1.31809351e-01 -2.48003904e-01 -3.06536353e-01 -1.19256660e+00
-3.04519219e-01 -2.10310495e-01 -4.59237530e-02 -5.96534550e-02
6.25587214e-02 -5.11317304e-01 -8.88860558e-01 -6.86209134e-01
-1.63012406e+00]
[ -1.27416943e-01 1.37564656e-01 1.17906681e-02 2.30680256e-01
-1.98460289e-01 -1.78164510e-01 -1.85053724e-01 -3.39781845e-03
-1.59161928e-01 -1.20455572e-01 -7.24457697e-02 -3.56154749e-01
1.15625512e-01]
[ -3.63946950e-01 -1.20756406e-01 -2.73537016e-01 4.37541188e-01
-2.02303222e-01 -2.33224256e-01 -1.84643915e-01 -9.80169139e-02
-8.12356868e-03 4.76174243e-02 1.45934408e-01 -3.66112269e-01
3.27235113e-01]
[ -1.22888001e-01 -5.67482081e-02 -2.53886261e-01 2.73971161e-01
-2.33486305e-01 -2.79676950e-01 -3.86367293e-01 -4.25835560e-02
1.02894777e-02 -5.54678390e-02 -1.61870464e-01 -3.06680984e-01
2.52045488e-01]
[ -2.65083551e-01 -5.32029846e-01 -3.42433415e-01 1.50002494e-01
-3.15096594e-01 -2.34957944e-01 -2.58348996e-01 -2.28198244e-01
-3.31682532e-02 -2.81880635e-01 4.60578445e-02 -3.73559963e-01
1.62749377e-01]
[ -2.29455337e-01 -2.96228280e-01 -3.23297550e-01 -3.84232813e-02
-8.47282558e-02 -1.52314257e-01 -1.28944212e-01 3.77296843e-02
-2.15902938e-01 -5.12226138e-01 -2.12559872e-01 -2.86217051e-01
-2.39618718e-02]
[ -9.61693451e-02 -2.07226751e-02 -2.46773313e-01 -1.25668143e+00
-2.80106546e-01 -2.61232680e-01 1.60747409e-01 -5.12965451e-01
1.55187459e-01 -2.61958595e-01 -8.86114000e-01 -5.09026090e-01
-1.54872774e+00]]
Progress: 38.5% ... Training loss: 0.184 ... Validation loss: 0.319[[-0.24949797]
[ 0.23262227]
[-0.03727187]
[ 1.5532866 ]
[ 0.26363398]
[-0.00882421]
[-0.96518459]
[-0.76642743]
[-0.51637094]
[-0.77506464]
[ 1.35449083]
[ 3.0679332 ]
[-2.7905476 ]]
[[ -5.17751526e-01 -4.91513899e-01 -5.92571653e-01 1.43947609e-01
-2.85719497e-01 -5.97842649e-01 1.77302627e-01 -2.29097724e-01
-2.44040269e-01 -3.08747559e-01 3.49011096e-01 1.17715597e+00
4.27258150e-01]
[ 1.64543921e-02 -1.34391617e-01 4.79341496e-02 -1.70612537e-01
-3.83294909e-02 5.84690303e-02 -6.04396141e-02 1.87802448e-01
-1.49287000e-01 -1.60630709e-01 -1.76639320e-01 -1.14544110e-01
-2.60776465e-01]
[ -3.01605380e-01 1.30733273e-01 -4.25584698e-02 4.95334064e-02
6.95407454e-02 -1.39267431e-01 -1.45237887e-01 -2.28994603e-01
3.11637673e-01 -6.80603549e-01 1.00807590e-01 6.75252946e-01
7.96900704e-01]
[ 2.79778934e-01 -2.54728263e-01 -2.73805803e-01 1.50022387e-01
-2.68522980e-01 1.19373871e-02 7.25712871e-01 -6.69561569e-01
3.96719420e-01 -2.09742578e-01 -4.29764077e-02 -3.35374248e-01
-3.53148481e-01]
[ 1.52302618e-01 1.83675752e-02 1.14099330e-01 -1.60953251e-01
-1.97462721e-02 7.48351186e-02 -1.72720742e-01 -1.85428834e-01
6.81590741e-02 2.61112824e-01 1.11874342e-03 -5.84372969e-02
-9.73242805e-02]
[ -4.90235171e-01 -6.27731882e-01 -6.00841909e-01 -6.21637910e-01
-6.00320422e-01 -5.65490768e-01 -4.61663520e-01 -1.48436555e-01
-5.08504334e-01 -2.29457990e-01 -6.53449243e-01 -9.55271575e-01
-7.68301783e-01]
[ -4.20556858e-01 -5.89133315e-01 -3.31289261e-01 -4.79307388e-01
-4.13553576e-01 -5.67284638e-01 -4.13754020e-01 -5.09219281e-01
-3.33741121e-01 -1.09324102e-01 -5.14225438e-01 -5.52152578e-01
-7.41355555e-01]
[ -3.40964809e-01 -3.56494995e-01 -4.90971287e-01 -1.79399528e-01
-3.33003642e-01 -4.29172622e-01 -2.05266290e-01 -3.03254480e-01
-2.35331581e-01 -6.08634782e-01 -3.61903788e-01 -8.83296320e-01
-7.19286944e-01]
[ -4.71671980e-01 -3.33420288e-01 -3.88747977e-01 -2.87009495e-01
-3.26761405e-01 -2.20330420e-01 -5.81486729e-02 -4.95279601e-01
-2.80777849e-01 -4.81104342e-01 -2.34290004e-01 -3.01758445e-01
-2.96737880e-01]
[ -9.63243354e-01 -9.64683333e-01 -9.95418394e-01 -7.04430083e-01
-1.05674833e+00 -9.94886326e-01 -5.33652697e-01 -5.71559917e-01
-7.34097972e-01 -5.87775908e-01 -8.29006039e-01 -6.87920173e-01
-9.93972112e-01]
[ -5.17352616e-01 -2.69804730e-01 -4.76326244e-01 -4.63392325e-01
-3.43030125e-01 -3.67369491e-01 -6.51272323e-01 -6.56225191e-01
-6.81673744e-01 -1.16151900e-01 -6.16697517e-01 -8.32030373e-01
-7.79054076e-01]
[ -1.22041856e-01 2.65403074e-02 -3.46488760e-01 -5.48336484e-01
-1.02589499e-01 -7.67074314e-02 -2.13840375e-01 -4.72248164e-01
-2.02199795e-01 3.28963511e-02 -5.93042377e-01 -1.32341897e+00
-8.72115750e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57518177e-01 -1.27385482e-01 1.63837353e-01 -3.10082503e-01
-1.35892109e-01 1.13082931e-01 -1.52457720e-01 4.93891851e-03
-9.14231685e-02 5.85835947e-02 -2.40695194e-01 -4.90881058e-01
-1.03828687e-01]
[ -9.97244929e-02 -2.64660802e-01 -1.82157540e-01 -2.80283345e-01
-4.75556950e-01 -8.78892490e-02 -1.17197056e-01 -1.70329444e-02
-9.50519253e-02 -2.07459274e-02 -2.52294699e-01 -4.75843354e-01
-2.55660751e-01]
[ -6.28793534e-02 -4.09566070e-02 -2.24890155e-01 -2.46211618e-01
1.06250140e-01 -1.60858388e-01 -2.57116067e-01 1.54337856e-01
-3.58873802e-02 1.78951170e-01 -2.15922464e-01 7.42297711e-03
-1.09693350e-01]
[ 3.17907349e-02 -1.63306031e-01 -1.50974072e-01 -1.04265541e-01
-1.23020858e-01 -1.08104318e-01 8.19728942e-02 -1.44222325e-01
-4.21702181e-02 2.78241311e-02 -5.08251492e-02 -1.18558876e-01
-3.51140285e-02]
[ -2.95236498e-01 -1.33153621e-01 -8.26042981e-02 -1.65200291e-01
-2.93955162e-01 -2.77771967e-01 -3.29903710e-01 -1.90675810e-02
-3.31135618e-01 -2.30229350e-01 1.26069862e-01 -2.14634174e-01
5.93406426e-02]
[ -2.37003718e-01 -1.22998138e-01 -9.77726225e-02 -2.42297019e-02
-8.43333033e-02 -1.21884889e-01 -8.22055640e-02 -2.52107714e-02
-1.40964468e-01 -1.50284156e-01 -5.14544629e-03 -2.21010465e-01
-2.46454070e-01]
[ -1.80491438e-01 -8.27347516e-02 -2.30692436e-01 -2.17861723e-01
-1.68179606e-01 -2.07441577e-01 -3.54290795e-01 -1.13501130e-01
1.44254183e-01 -2.60181879e-01 -3.82336012e-01 -5.30662577e-01
-4.87953210e-01]
[ -3.70576920e-01 -5.52794076e-02 -1.53292400e-01 -1.00965592e-01
-4.48401334e-02 -3.14666465e-01 5.61299413e-02 -9.54548964e-02
-1.13035412e-01 3.55147957e-02 5.22018765e-02 -2.73450646e-01
-4.00305642e-01]
[ -1.56319768e-01 -1.37550682e-01 -5.52761398e-02 -2.33824509e-01
-1.23303095e-01 -2.96174919e-01 7.73564821e-02 -1.78418366e-01
-1.90987365e-01 5.51439577e-02 1.88017120e-01 1.05873380e-01
-1.58298569e-01]
[ -1.27413128e-01 -1.69966387e-01 -1.15305460e-01 -3.10998039e-01
9.33223209e-02 -1.84791304e-02 -1.58320689e-01 -1.80872738e-01
1.13493048e-01 -8.55564421e-02 -1.36802612e-01 -7.01030344e-02
-3.00903184e-01]
[ -3.68280341e-02 -3.55421822e-02 -1.50470672e-01 -1.60919405e-01
-2.31635188e-01 6.28096543e-02 -3.81343710e-02 -4.19779160e-02
-2.20340262e-01 -8.88616123e-02 -1.71603939e-01 -4.03347789e-01
-2.25383890e-01]
[ -7.11007848e-02 2.11827887e-02 -1.29799955e-01 -3.53924717e-01
1.19795349e-01 1.96342571e-02 -2.10186278e-01 -1.50687178e-01
1.21893775e-01 -5.48746281e-02 -3.24143130e-01 -3.02195208e-01
-3.28756960e-01]
[ 5.94141172e-02 -2.95664410e-01 -8.95161003e-02 -4.59824032e-01
-2.10099143e-01 -9.22609522e-02 1.09372554e-02 5.18324061e-02
-5.38170040e-02 2.49573103e-01 -5.39118370e-01 -8.95045309e-01
4.48082308e-01]
[ -2.35368769e-01 -2.34083759e-01 -1.35358768e-01 -3.21549769e-01
-2.92190528e-01 -9.55772129e-02 1.80549453e-01 1.92284389e-02
2.60947566e-01 9.37129389e-03 -4.28457112e-01 -1.09508302e+00
6.57330295e-01]
[ -2.71332436e-02 -1.77831381e-01 1.74504548e-02 -3.30662366e-01
-1.63482404e-01 1.63154237e-01 1.96173980e-01 2.35981980e-01
-4.24981457e-02 2.00122999e-01 -2.54771497e-01 -1.21106962e+00
7.87591581e-01]
[ -1.29395929e-02 -3.66548587e-02 -1.28792252e-01 -1.37309853e-01
-1.73413651e-01 -4.94878715e-02 3.11123774e-01 1.53383130e-01
2.50109047e-01 3.38580485e-01 -5.13554117e-01 -1.17348514e+00
8.17173045e-01]
[ -9.27963826e-02 -2.73987602e-01 5.59495657e-02 -3.35445588e-01
-1.44632880e-01 1.14765972e-01 3.94590339e-01 1.41048657e-01
-6.82925898e-02 1.43353754e-01 -5.72199295e-01 -1.14427137e+00
8.51252535e-01]
[ 1.10870645e-01 -8.47437544e-02 1.29808009e-02 -1.53414549e-01
-7.86815024e-02 -2.03661222e-02 2.90756926e-01 3.71870828e-01
4.29627635e-01 2.39563127e-01 -5.73159118e-01 -1.10027847e+00
5.79757471e-01]
[ 7.71756381e-03 -1.48060439e-01 2.39041559e-02 1.83102429e-02
-1.01261114e-01 -2.83231110e-01 1.73518119e-01 3.93364267e-01
5.21000186e-02 1.47176558e-01 -2.87843686e-01 -9.42467543e-01
2.03209710e-01]
[ 1.18256600e-01 7.52676652e-02 1.24451689e-02 2.93490757e-01
-1.11293181e-01 -5.61682232e-02 -2.92112576e-02 -7.35809409e-02
-1.73637031e-01 -6.63313684e-02 -4.81758795e-02 6.49561093e-02
-6.64826924e-01]
[ 6.61760992e-02 -1.39541323e-01 1.53752136e-01 5.79873636e-01
2.20883900e-01 1.06986931e-02 -2.90392932e-01 -3.29348488e-01
4.00083379e-02 -5.56546065e-01 3.45204893e-01 7.71436838e-01
-1.04410933e+00]
[ 2.15570998e-02 7.46443482e-02 -2.14441144e-01 1.33150212e-01
3.41888627e-02 -3.64321845e-03 -2.12820338e-01 -3.60465263e-01
-2.78070729e-01 -2.86855772e-01 -8.40514860e-03 -1.61893966e-01
-1.88246914e-01]
[ -7.75630433e-02 -1.98204655e-01 5.53504478e-02 -2.63749275e-02
-1.21870621e-01 -1.37761819e-01 -1.09394680e-01 -8.57045312e-02
1.59770913e-03 -4.23268161e-01 -3.77396486e-01 -1.86655562e-01
2.30484197e-01]
[ -2.06641753e-02 -2.53741981e-01 4.61749325e-02 -4.35645792e-01
-1.79643938e-01 -2.36043101e-01 -4.10614906e-01 -7.13462434e-02
-9.70929735e-02 -3.01721125e-02 -2.68465003e-01 3.58460921e-01
2.75913137e-01]
[ 1.50256566e-01 6.70717010e-02 -1.12034256e-01 -4.40372588e-01
-4.95217583e-02 -1.04936469e-01 -2.91287329e-01 -7.89888207e-02
-2.38423297e-01 -2.90808294e-01 -2.83291532e-01 6.05362306e-01
1.83752806e-01]
[ -1.93554414e-01 -1.69061254e-01 -1.21265483e-01 -4.30284164e-01
-4.14057378e-02 2.25804760e-02 -3.00512470e-01 -3.12469907e-01
-1.88580701e-01 -1.37147197e-01 -3.06886438e-01 5.10127173e-01
1.03856607e-01]
[ -6.16634928e-02 -1.89357231e-01 -1.71620866e-01 -4.49188599e-01
-3.29881218e-02 3.91358953e-02 -1.90507791e-01 -1.60576129e-01
-2.96401089e-01 -3.86121526e-01 -1.25540814e-01 4.19743530e-01
2.07436200e-01]
[ 8.63875443e-02 1.01370509e-01 -2.24810375e-02 -3.76542200e-01
-3.11028204e-01 3.23796383e-03 -2.67284087e-01 -3.86969275e-01
-3.60116281e-01 -1.01958303e-01 -1.89058904e-01 4.10496298e-01
1.74383377e-01]
[ -5.93568223e-02 -7.81366284e-03 -2.85486067e-01 -1.15712233e-01
7.33724806e-02 1.54739941e-01 -2.67659392e-01 -2.06188379e-01
-6.58333539e-02 -4.82940624e-02 1.62791582e-01 8.56502683e-01
-7.98955829e-02]
[ 1.59972883e-01 3.12023751e-01 -1.92906985e-01 8.04941589e-01
9.70126799e-02 4.84262901e-03 -1.62511769e-01 -3.43470422e-01
-2.03547882e-01 -2.59292836e-01 7.57280427e-01 8.48343022e-01
-1.58788549e+00]
[ 1.73308732e-02 1.53724769e-01 6.01838214e-02 4.57593086e-01
-1.68199133e-02 -6.26532635e-02 -2.40624749e-01 -2.93963788e-01
-2.60954151e-01 -1.42512302e-01 6.00806006e-01 8.43553039e-01
-1.50746957e+00]
[ -1.24499798e-02 -1.51658375e-01 -1.45157939e-01 3.29053309e-01
-1.95930384e-01 2.39265975e-01 1.37210382e-02 -1.18043373e-01
-2.11042103e-01 -2.82560680e-01 1.85720503e-01 4.55222128e-01
-7.74774894e-01]
[ 8.72563861e-02 -3.82736444e-01 -5.03313577e-02 7.04658938e-02
-1.19249025e-01 1.99869989e-01 8.91070771e-02 1.78865864e-01
-1.94580774e-01 2.66673566e-02 -4.64746739e-02 2.85965524e-01
-4.68840059e-01]
[ 2.13264975e-01 -2.95572543e-01 -1.18565043e-01 -4.60101132e-02
-2.18271610e-01 1.22635352e-01 4.49477393e-02 -1.12726515e-01
-6.92349457e-02 -2.06265925e-02 -1.58010583e-01 -2.24051186e-01
-2.87609570e-01]
[ -1.29782498e-01 -8.30285851e-02 3.86973165e-02 -2.51669625e-01
-6.22613654e-02 -1.41274422e-01 6.70271990e-02 1.49117709e-02
-9.46246136e-02 4.57956257e-02 -3.40233437e-01 -5.20228394e-01
-1.40419767e-01]
[ -1.45417947e-01 -1.32996779e-01 -6.96276208e-02 -2.90861852e-01
-3.42946695e-01 -2.89595207e-01 1.64774780e-01 1.50653556e-01
5.79590376e-03 1.27029406e-01 -2.87086204e-01 -9.10384978e-01
2.71622045e-02]
[ -1.31946631e-01 -2.47927010e-01 -3.06556370e-01 -1.19337814e+00
-3.04568375e-01 -2.10310574e-01 -4.70865734e-02 -5.92180547e-02
6.17338568e-02 -5.10995432e-01 -8.90211816e-01 -6.83785859e-01
-1.63147324e+00]
[ -1.26954423e-01 1.37015145e-01 1.18360609e-02 2.28058377e-01
-1.98949963e-01 -1.78160476e-01 -1.83246914e-01 -2.03080877e-03
-1.58055044e-01 -1.19415140e-01 -7.37253938e-02 -3.60094671e-01
1.22642204e-01]
[ -3.63389595e-01 -1.21431109e-01 -2.73447966e-01 4.30161885e-01
-2.03073701e-01 -2.33218971e-01 -1.81282964e-01 -9.45891400e-02
-6.44641222e-03 5.16361641e-02 1.38895513e-01 -3.80848504e-01
3.41667203e-01]
[ -1.22914968e-01 -5.74717916e-02 -2.53836614e-01 2.69879161e-01
-2.34193583e-01 -2.79675945e-01 -3.86692024e-01 -4.03251632e-02
1.11332797e-02 -5.45833937e-02 -1.65999666e-01 -3.19235992e-01
2.64558874e-01]
[ -2.64825444e-01 -5.32438693e-01 -3.42374466e-01 1.49159898e-01
-3.15591576e-01 -2.34955305e-01 -2.58620574e-01 -2.26632433e-01
-3.25645973e-02 -2.80445707e-01 4.45250475e-02 -3.79575104e-01
1.68647949e-01]
[ -2.29198660e-01 -2.95815316e-01 -3.23321277e-01 -3.41663870e-02
-8.40295495e-02 -1.52312950e-01 -1.28452611e-01 3.68164093e-02
-2.16273094e-01 -5.11519992e-01 -2.07342064e-01 -2.74187123e-01
-2.93061762e-02]
[ -9.66444150e-02 -2.03559314e-02 -2.46825320e-01 -1.25655659e+00
-2.79786925e-01 -2.61236227e-01 1.57947635e-01 -5.14555801e-01
1.54147974e-01 -2.64553450e-01 -8.84185769e-01 -4.96050543e-01
-1.55182278e+00]]
Progress: 38.6% ... Training loss: 0.167 ... Validation loss: 0.301[[-0.25343463]
[ 0.23308838]
[-0.03823809]
[ 1.55737271]
[ 0.2653898 ]
[-0.00906883]
[-0.97266271]
[-0.76657856]
[-0.52274783]
[-0.77945756]
[ 1.35690109]
[ 3.07159585]
[-2.79271027]]
[[ -5.17771119e-01 -4.91502784e-01 -5.92573939e-01 1.45626887e-01
-2.85459034e-01 -5.97845128e-01 1.76824412e-01 -2.28711490e-01
-2.43525429e-01 -3.09295748e-01 3.50853963e-01 1.18280291e+00
4.30984998e-01]
[ 1.65012606e-02 -1.34166389e-01 4.79268948e-02 -1.69807880e-01
-3.80935197e-02 5.84675975e-02 -5.97380096e-02 1.87134679e-01
-1.49431816e-01 -1.59589893e-01 -1.77065171e-01 -1.11151543e-01
-2.63344566e-01]
[ -3.01645401e-01 1.30576676e-01 -4.25325943e-02 4.72956157e-02
6.96810050e-02 -1.39270944e-01 -1.43991147e-01 -2.29203322e-01
3.13247205e-01 -6.81325267e-01 9.67325532e-02 6.75840841e-01
7.93287714e-01]
[ 2.80883870e-01 -2.55059314e-01 -2.73721070e-01 1.44158925e-01
-2.69468838e-01 1.19745296e-02 7.31900375e-01 -6.68163771e-01
3.99245726e-01 -2.06699213e-01 -4.67720030e-02 -3.41658472e-01
-3.52714592e-01]
[ 1.55105335e-01 1.51748065e-02 1.14464657e-01 -1.73926756e-01
-2.27235266e-02 7.49254324e-02 -1.62013475e-01 -1.78037181e-01
7.39771520e-02 2.66092131e-01 -7.97342276e-03 -8.21649781e-02
-7.53799412e-02]
[ -4.89733157e-01 -6.28090716e-01 -6.00796698e-01 -6.24014670e-01
-6.00582412e-01 -5.65479355e-01 -4.60365017e-01 -1.47069053e-01
-5.07897379e-01 -2.27740334e-01 -6.55245862e-01 -9.58204406e-01
-7.65262482e-01]
[ -4.20794114e-01 -5.88816502e-01 -3.31324659e-01 -4.77289273e-01
-4.13127081e-01 -5.67293497e-01 -4.14963973e-01 -5.09941203e-01
-3.34142935e-01 -1.10346206e-01 -5.11812829e-01 -5.38395608e-01
-7.41122163e-01]
[ -3.40301651e-01 -3.56914511e-01 -4.90914370e-01 -1.82542807e-01
-3.33334344e-01 -4.29158657e-01 -2.01710019e-01 -3.03419490e-01
-2.33281390e-01 -6.07205907e-01 -3.65315061e-01 -8.87089447e-01
-7.21778985e-01]
[ -4.72094299e-01 -3.33048279e-01 -3.88790607e-01 -2.84727213e-01
-3.26367089e-01 -2.20345621e-01 -5.97146603e-02 -4.95802227e-01
-2.81578959e-01 -4.81568525e-01 -2.32505770e-01 -2.98589956e-01
-2.97118491e-01]
[ -9.62899946e-01 -9.65558070e-01 -9.95347373e-01 -7.09889340e-01
-1.05737275e+00 -9.94878953e-01 -5.30506931e-01 -5.69169133e-01
-7.31718798e-01 -5.86765389e-01 -8.34159408e-01 -6.98776124e-01
-9.80375049e-01]
[ -5.17798262e-01 -2.68541193e-01 -4.76435659e-01 -4.56507366e-01
-3.41677766e-01 -3.67392752e-01 -6.54675365e-01 -6.59235505e-01
-6.83868308e-01 -1.16667439e-01 -6.10260550e-01 -8.08806808e-01
-7.92975075e-01]
[ -1.21434021e-01 2.60619804e-02 -3.46426266e-01 -5.50981829e-01
-1.03089327e-01 -7.66902246e-02 -2.11504265e-01 -4.71670692e-01
-2.00930182e-01 3.40616161e-02 -5.95337026e-01 -1.32558709e+00
-8.71391773e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57659399e-01 -1.27212130e-01 1.63802601e-01 -3.09636029e-01
-1.35681102e-01 1.13075401e-01 -1.53192649e-01 3.44192231e-03
-9.17776542e-02 5.72077293e-02 -2.39986631e-01 -4.87300853e-01
-1.05316231e-01]
[ -9.93122499e-02 -2.65033181e-01 -1.82099999e-01 -2.82576610e-01
-4.75869879e-01 -8.78764022e-02 -1.16038196e-01 -1.50638880e-02
-9.44947423e-02 -1.86140031e-02 -2.54274662e-01 -4.81246569e-01
-2.51380602e-01]
[ -6.26264672e-02 -4.09791852e-02 -2.24879478e-01 -2.46079955e-01
1.06245114e-01 -1.60854384e-01 -2.56087460e-01 1.54950559e-01
-3.55011793e-02 1.80023165e-01 -2.15683095e-01 8.02130788e-03
-1.11748455e-01]
[ 3.20449043e-02 -1.63467610e-01 -1.50941542e-01 -1.05286594e-01
-1.23190700e-01 -1.08097965e-01 8.30493685e-02 -1.43486613e-01
-4.16229350e-02 2.87874354e-02 -5.13205193e-02 -1.19861897e-01
-3.17853584e-02]
[ -2.95609137e-01 -1.32753016e-01 -8.26653906e-02 -1.64006295e-01
-2.93544966e-01 -2.77781263e-01 -3.31180435e-01 -1.97862726e-02
-3.31910134e-01 -2.31987891e-01 1.28621012e-01 -2.06043923e-01
6.05122452e-02]
[ -2.37134391e-01 -1.23058736e-01 -9.77669045e-02 -2.30659005e-02
-8.43081975e-02 -1.21888417e-01 -8.33789038e-02 -2.56429789e-02
-1.41127937e-01 -1.50580993e-01 -5.55567973e-03 -2.16095270e-01
-2.48363419e-01]
[ -1.80814221e-01 -8.24570429e-02 -2.30730869e-01 -2.15554110e-01
-1.67882109e-01 -2.07453383e-01 -3.54947429e-01 -1.14015075e-01
1.43977749e-01 -2.60485854e-01 -3.82171797e-01 -5.32526045e-01
-4.91045916e-01]
[ -3.69890468e-01 -5.58096551e-02 -1.53220378e-01 -1.04858261e-01
-4.53797823e-02 -3.14647378e-01 5.99774127e-02 -9.46309932e-02
-1.11091272e-01 3.66700947e-02 4.89374413e-02 -2.78955442e-01
-3.99187529e-01]
[ -1.56224133e-01 -1.37473605e-01 -5.52805590e-02 -2.34813752e-01
-1.23141527e-01 -2.96176382e-01 7.64577489e-02 -1.79145629e-01
-1.91182491e-01 5.52950726e-02 1.88705417e-01 1.13046863e-01
-1.60319964e-01]
[ -1.27200825e-01 -1.70100333e-01 -1.15284582e-01 -3.12773921e-01
9.31677358e-02 -1.84720062e-02 -1.56550828e-01 -1.80192131e-01
1.14131819e-01 -8.46516083e-02 -1.38257422e-01 -7.38210054e-02
-2.98875721e-01]
[ -3.72078823e-02 -3.53378440e-02 -1.50499637e-01 -1.57845385e-01
-2.31394456e-01 6.27977645e-02 -3.99280749e-02 -4.27795751e-02
-2.21079994e-01 -8.96695545e-02 -1.69650322e-01 -4.00640350e-01
-2.26026281e-01]
[ -7.11617117e-02 2.12415091e-02 -1.29807560e-01 -3.53489814e-01
1.19859391e-01 1.96316751e-02 -2.10454653e-01 -1.50860455e-01
1.21778179e-01 -5.50496968e-02 -3.23854581e-01 -3.01768139e-01
-3.29074428e-01]
[ 5.93428445e-02 -2.95632235e-01 -8.95233469e-02 -4.59838936e-01
-2.10063126e-01 -9.22632109e-02 1.06757649e-02 5.19139918e-02
-5.39768879e-02 2.49468385e-01 -5.39085742e-01 -8.95372636e-01
4.48329498e-01]
[ -2.35337686e-01 -2.34118330e-01 -1.35354394e-01 -3.22212689e-01
-2.92214674e-01 -9.55760509e-02 1.80958076e-01 1.93746450e-02
2.61136393e-01 9.45032239e-03 -4.28855671e-01 -1.09550760e+00
6.58617694e-01]
[ -2.72462894e-02 -1.77757146e-01 1.74425523e-02 -3.30712251e-01
-1.63419216e-01 1.63151126e-01 1.95737018e-01 2.35852615e-01
-4.27764663e-02 1.99958338e-01 -2.54660235e-01 -1.21125719e+00
7.88154071e-01]
[ -1.30051019e-02 -3.65924725e-02 -1.28801983e-01 -1.37176121e-01
-1.73357006e-01 -4.94903828e-02 3.10812639e-01 1.53089972e-01
2.50000768e-01 3.38295444e-01 -5.13463380e-01 -1.17342250e+00
8.16999623e-01]
[ -9.26732040e-02 -2.74102848e-01 5.59650704e-02 -3.36430336e-01
-1.44760420e-01 1.14770495e-01 3.95466079e-01 1.41335072e-01
-6.78353265e-02 1.43674822e-01 -5.72752514e-01 -1.14484218e+00
8.52989897e-01]
[ 1.10979662e-01 -8.48239021e-02 1.29897893e-02 -1.54421296e-01
-7.87757361e-02 -2.03636319e-02 2.91504031e-01 3.72230216e-01
4.30032381e-01 2.39805495e-01 -5.73744694e-01 -1.10107611e+00
5.81245753e-01]
[ 8.04576948e-03 -1.48211399e-01 2.39324433e-02 1.70226533e-02
-1.01475493e-01 -2.83224177e-01 1.74948632e-01 3.94070413e-01
5.27679093e-02 1.48354842e-01 -2.88613958e-01 -9.43219040e-01
2.04001380e-01]
[ 1.18389237e-01 7.52736176e-02 1.24541109e-02 2.95588087e-01
-1.11301247e-01 -5.61638930e-02 -3.00488312e-02 -7.35052235e-02
-1.73840937e-01 -6.59474480e-02 -4.68096428e-02 7.02945823e-02
-6.67769581e-01]
[ 6.61637129e-02 -1.39664243e-01 1.53765586e-01 5.81655655e-01
2.20755268e-01 1.06982006e-02 -2.90778813e-01 -3.29605775e-01
3.99796678e-02 -5.56678548e-01 3.45873332e-01 7.72715044e-01
-1.04476588e+00]
[ 2.14790794e-02 7.45977066e-02 -2.14448582e-01 1.33420897e-01
3.41605782e-02 -3.64555587e-03 -2.12721561e-01 -3.60376359e-01
-2.77772899e-01 -2.87453127e-01 -8.14506917e-03 -1.63973773e-01
-1.87921689e-01]
[ -7.76912383e-02 -1.98116077e-01 5.53356028e-02 -2.69806334e-02
-1.21763086e-01 -1.37766311e-01 -1.10036896e-01 -8.58562845e-02
1.34268353e-03 -4.23500259e-01 -3.77584213e-01 -1.87383467e-01
2.32519586e-01]
[ -2.05507617e-02 -2.53938363e-01 4.62026913e-02 -4.36899876e-01
-1.79834199e-01 -2.36039407e-01 -4.10302756e-01 -7.04260957e-02
-9.66721631e-02 -2.96807884e-02 -2.69664414e-01 3.55220774e-01
2.79070857e-01]
[ 1.50055807e-01 6.75696711e-02 -1.12081040e-01 -4.37971094e-01
-4.89292627e-02 -1.04946538e-01 -2.92618332e-01 -8.02937261e-02
-2.39449556e-01 -2.90355409e-01 -2.81913974e-01 6.13600215e-01
1.78812778e-01]
[ -1.93624017e-01 -1.68992011e-01 -1.21281813e-01 -4.30227596e-01
-4.12875118e-02 2.25765840e-02 -3.00948002e-01 -3.13218284e-01
-1.88828283e-01 -1.37747280e-01 -3.06580134e-01 5.12460294e-01
1.03680549e-01]
[ -6.20687822e-02 -1.88782859e-01 -1.71691992e-01 -4.47441823e-01
-3.22962599e-02 3.91190583e-02 -1.93627543e-01 -1.62785992e-01
-2.97956764e-01 -3.87059001e-01 -1.22296015e-01 4.32807134e-01
2.01955859e-01]
[ 8.65429948e-02 1.01113628e-01 -2.24492238e-02 -3.77293722e-01
-3.11142870e-01 3.24252388e-03 -2.66387210e-01 -3.86433951e-01
-3.59417966e-01 -1.01384116e-01 -1.90274780e-01 4.05392869e-01
1.77090744e-01]
[ -5.93747883e-02 -7.78795053e-03 -2.85489546e-01 -1.15934882e-01
7.34059481e-02 1.54738567e-01 -2.67701660e-01 -2.06238072e-01
-6.58470552e-02 -4.83879812e-02 1.62657273e-01 8.56607453e-01
-7.92143607e-02]
[ 1.59918983e-01 3.12281601e-01 -1.92927249e-01 8.05796886e-01
9.72706769e-02 4.83947136e-03 -1.62549266e-01 -3.43679215e-01
-2.03630679e-01 -2.59904197e-01 7.58133433e-01 8.50790873e-01
-1.59029185e+00]
[ 1.75785735e-02 1.53273348e-01 6.02185336e-02 4.56844390e-01
-1.71914186e-02 -6.26452059e-02 -2.38593331e-01 -2.93452252e-01
-2.59736475e-01 -1.42592594e-01 5.99536769e-01 8.40921275e-01
-1.50863551e+00]
[ -1.24742689e-02 -1.51623537e-01 -1.45160402e-01 3.29370301e-01
-1.95897005e-01 2.39264902e-01 1.35764383e-02 -1.18037633e-01
-2.11113106e-01 -2.82565640e-01 1.85912568e-01 4.55562185e-01
-7.74987268e-01]
[ 8.75378243e-02 -3.82910278e-01 -5.02965534e-02 6.77793996e-02
-1.19567465e-01 1.99880910e-01 9.11923575e-02 1.80433615e-01
-1.93744516e-01 2.77166626e-02 -4.89367784e-02 2.78789321e-01
-4.64924531e-01]
[ 2.13121842e-01 -2.95416296e-01 -1.18590176e-01 -4.41461203e-02
-2.18088292e-01 1.22629717e-01 4.39603652e-02 -1.13580187e-01
-6.99102952e-02 -2.10989102e-02 -1.56851798e-01 -2.20899316e-01
-2.90719124e-01]
[ -1.29693550e-01 -8.31126866e-02 3.87102490e-02 -2.52417984e-01
-6.23489263e-02 -1.41271132e-01 6.76447848e-02 1.51813710e-02
-9.43418512e-02 4.61198202e-02 -3.40739492e-01 -5.20971979e-01
-1.39562053e-01]
[ -1.45140055e-01 -1.33252761e-01 -6.95923471e-02 -2.92582079e-01
-3.43184994e-01 -2.89586607e-01 1.66322829e-01 1.51263905e-01
6.48419728e-03 1.27909848e-01 -2.88476807e-01 -9.11781701e-01
2.90309640e-02]
[ -1.31742228e-01 -2.47917766e-01 -3.06579097e-01 -1.19436633e+00
-3.04430774e-01 -2.10309079e-01 -4.74971420e-02 -6.10936192e-02
6.19188262e-02 -5.11351618e-01 -8.89405815e-01 -6.74693029e-01
-1.63626836e+00]
[ -1.26547285e-01 1.36682217e-01 1.19092566e-02 2.26231925e-01
-1.99154684e-01 -1.78149728e-01 -1.81352684e-01 9.39140135e-05
-1.57207868e-01 -1.16279122e-01 -7.67829521e-02 -3.64042007e-01
1.29348484e-01]
[ -3.63592127e-01 -1.20984566e-01 -2.73471777e-01 4.33973577e-01
-2.02621969e-01 -2.33226056e-01 -1.83303759e-01 -9.52788978e-02
-7.56778544e-03 5.11311345e-02 1.42352413e-01 -3.73884147e-01
3.37319481e-01]
[ -1.23344959e-01 -5.72826649e-02 -2.53856846e-01 2.73659558e-01
-2.34011011e-01 -2.79687550e-01 -3.89422194e-01 -4.05866043e-02
1.01711836e-02 -5.51162733e-02 -1.64152903e-01 -3.16477019e-01
2.66425650e-01]
[ -2.64833054e-01 -5.32365279e-01 -3.42417443e-01 1.49124445e-01
-3.15420549e-01 -2.34957939e-01 -2.56788579e-01 -2.27754784e-01
-3.20013899e-02 -2.82040805e-01 4.55490400e-02 -3.78374732e-01
1.66219160e-01]
[ -2.28712302e-01 -2.95929845e-01 -3.23292066e-01 -3.78092753e-02
-8.42168852e-02 -1.52301365e-01 -1.25628465e-01 3.75881950e-02
-2.15098009e-01 -5.10559434e-01 -2.09385622e-01 -2.75930371e-01
-2.70432742e-02]
[ -9.65965840e-02 -2.07163269e-02 -2.46793880e-01 -1.25887534e+00
-2.80109682e-01 -2.61237411e-01 1.58637631e-01 -5.13545252e-01
1.54915228e-01 -2.64000590e-01 -8.87229359e-01 -5.00176989e-01
-1.55068707e+00]]
Progress: 38.6% ... Training loss: 0.168 ... Validation loss: 0.302[[-0.26025582]
[ 0.22233207]
[-0.04950255]
[ 1.5240718 ]
[ 0.25058832]
[-0.016784 ]
[-0.99515146]
[-0.79252498]
[-0.53662356]
[-0.79621272]
[ 1.32625158]
[ 3.01618976]
[-2.83070128]]
[[ -5.15464823e-01 -4.94419176e-01 -5.92179569e-01 1.14202312e-01
-2.89208185e-01 -5.97767845e-01 1.94026014e-01 -2.16096561e-01
-2.34328668e-01 -2.99533374e-01 3.23193795e-01 1.11831479e+00
4.76561372e-01]
[ 1.68154475e-02 -1.34458646e-01 4.79855708e-02 -1.72369005e-01
-3.84808687e-02 5.84792365e-02 -5.89528294e-02 1.88851837e-01
-1.48965603e-01 -1.58217729e-01 -1.78588160e-01 -1.14203512e-01
-2.62709726e-01]
[ -3.01686782e-01 1.29806640e-01 -4.24664644e-02 3.09920656e-02
6.86666894e-02 -1.39264592e-01 -1.38903212e-01 -2.22958223e-01
3.16486636e-01 -6.79888350e-01 8.32997883e-02 6.47805503e-01
8.34588521e-01]
[ 2.80128083e-01 -2.52925571e-01 -2.73980409e-01 1.58353924e-01
-2.67263471e-01 1.19331579e-02 7.30097418e-01 -6.79138860e-01
3.97301388e-01 -2.12098657e-01 -3.21539250e-02 -3.12931908e-01
-3.72124772e-01]
[ 1.53474597e-01 1.77264960e-02 1.14140897e-01 -1.55909863e-01
-1.97865121e-02 7.48529821e-02 -1.71193691e-01 -1.86406460e-01
6.76645624e-02 2.61310197e-01 7.59424704e-03 -4.19765224e-02
-9.53565173e-02]
[ -4.89596773e-01 -6.28453719e-01 -6.00732866e-01 -6.28462915e-01
-6.00994233e-01 -5.65471736e-01 -4.60959896e-01 -1.45470387e-01
-5.07894237e-01 -2.26352422e-01 -6.58373183e-01 -9.62886392e-01
-7.63515421e-01]
[ -4.19190728e-01 -5.90464989e-01 -3.31045573e-01 -4.96058683e-01
-4.15472529e-01 -5.67240458e-01 -4.04484437e-01 -5.02270523e-01
-3.28783935e-01 -1.02714137e-01 -5.28382111e-01 -5.79954893e-01
-7.17772078e-01]
[ -3.40253128e-01 -3.57286364e-01 -4.90876678e-01 -1.93445939e-01
-3.33881815e-01 -4.29154979e-01 -1.98204143e-01 -2.99724539e-01
-2.31820584e-01 -6.05929535e-01 -3.73852709e-01 -9.01631733e-01
-7.00790440e-01]
[ -4.72048661e-01 -3.33142934e-01 -3.88790152e-01 -2.88737384e-01
-3.26463499e-01 -2.20341094e-01 -5.79026813e-02 -4.95169222e-01
-2.81483891e-01 -4.81763521e-01 -2.35027855e-01 -3.02938790e-01
-2.92889297e-01]
[ -9.61522596e-01 -9.67463988e-01 -9.95063156e-01 -7.36866950e-01
-1.05987557e+00 -9.94825028e-01 -5.19405255e-01 -5.58746117e-01
-7.26361863e-01 -5.79982713e-01 -8.56491988e-01 -7.48088945e-01
-9.45883815e-01]
[ -5.16431857e-01 -2.69919574e-01 -4.76231876e-01 -4.70927984e-01
-3.43438225e-01 -3.67345200e-01 -6.47977543e-01 -6.54539755e-01
-6.80163867e-01 -1.10877779e-01 -6.21891890e-01 -8.29293657e-01
-7.73608741e-01]
[ -1.22343846e-01 2.68682815e-02 -3.46533201e-01 -5.47714558e-01
-1.02227197e-01 -7.67228385e-02 -2.14101251e-01 -4.73192156e-01
-2.03073544e-01 3.15906362e-02 -5.92129441e-01 -1.32091981e+00
-8.74934457e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57888374e-01 -1.27105329e-01 1.63779603e-01 -3.09829753e-01
-1.35543353e-01 1.13067411e-01 -1.54303630e-01 2.32987528e-03
-9.22408078e-02 5.62916245e-02 -2.40015445e-01 -4.86007717e-01
-1.05619994e-01]
[ -9.92760833e-02 -2.65152710e-01 -1.82081434e-01 -2.83479334e-01
-4.75980446e-01 -8.78738342e-02 -1.16055289e-01 -1.42973445e-02
-9.44775820e-02 -1.77940830e-02 -2.55358841e-01 -4.84133892e-01
-2.49983961e-01]
[ -6.21498661e-02 -4.11882726e-02 -2.24840571e-01 -2.48325353e-01
1.05893461e-01 -1.60843241e-01 -2.54553990e-01 1.55388541e-01
-3.45616422e-02 1.81337913e-01 -2.17274294e-01 5.07175140e-03
-1.11571004e-01]
[ 3.24181142e-02 -1.63775723e-01 -1.50881216e-01 -1.09793235e-01
-1.23663059e-01 -1.08085284e-01 8.52599806e-02 -1.41441961e-01
-4.04835534e-02 3.08421914e-02 -5.56023327e-02 -1.28157089e-01
-2.56067949e-02]
[ -2.95287494e-01 -1.33290038e-01 -8.25816315e-02 -1.69826481e-01
-2.94259484e-01 -2.77766804e-01 -3.29027056e-01 -1.72666592e-02
-3.30902359e-01 -2.29801084e-01 1.23542454e-01 -2.16560409e-01
6.73835503e-02]
[ -2.36699857e-01 -1.23811278e-01 -9.76500352e-02 -3.12301909e-02
-8.53158221e-02 -1.21871665e-01 -7.86724016e-02 -2.15512429e-02
-1.38488408e-01 -1.48366689e-01 -1.31638901e-02 -2.39174599e-01
-2.35111581e-01]
[ -1.81112478e-01 -8.22545302e-02 -2.30763752e-01 -2.15980378e-01
-1.67683080e-01 -2.07462546e-01 -3.55434376e-01 -1.14040367e-01
1.43583953e-01 -2.61059104e-01 -3.81779843e-01 -5.33029833e-01
-4.87932985e-01]
[ -3.70006477e-01 -5.58985147e-02 -1.53213165e-01 -1.10442836e-01
-4.56023348e-02 -3.14647664e-01 6.09733632e-02 -9.30986901e-02
-1.10704576e-01 3.71034797e-02 4.49214532e-02 -2.83906651e-01
-3.90360823e-01]
[ -1.55643033e-01 -1.37985428e-01 -5.52137589e-02 -2.39436624e-01
-1.23609209e-01 -2.96160290e-01 7.97453144e-02 -1.77886714e-01
-1.89768964e-01 5.69795529e-02 1.84515475e-01 1.04853559e-01
-1.52248745e-01]
[ -1.27332751e-01 -1.69984240e-01 -1.15309878e-01 -3.13902884e-01
9.32427226e-02 -1.84757012e-02 -1.56326643e-01 -1.80361637e-01
1.13940681e-01 -8.52662175e-02 -1.38767340e-01 -7.39609172e-02
-2.97449507e-01]
[ -3.71175994e-02 -3.54275542e-02 -1.50488264e-01 -1.59543006e-01
-2.31506554e-01 6.28043983e-02 -3.88117295e-02 -4.20568618e-02
-2.20907852e-01 -8.95389664e-02 -1.70762622e-01 -4.03476949e-01
-2.25459760e-01]
[ -7.08661510e-02 2.09547915e-02 -1.29749130e-01 -3.56327510e-01
1.19505532e-01 1.96413433e-02 -2.09865131e-01 -1.49330767e-01
1.22028536e-01 -5.36833650e-02 -3.25501950e-01 -3.03840970e-01
-3.28335168e-01]
[ 5.93744347e-02 -2.95764955e-01 -8.95101062e-02 -4.62583731e-01
-2.10215801e-01 -9.22633062e-02 1.20149530e-02 5.27124955e-02
-5.34799483e-02 2.49886735e-01 -5.41041598e-01 -8.99689233e-01
4.54174570e-01]
[ -2.35228123e-01 -2.34230748e-01 -1.35339744e-01 -3.23349355e-01
-2.92323750e-01 -9.55726944e-02 1.82186843e-01 1.99271778e-02
2.61669120e-01 1.00051291e-02 -4.29717609e-01 -1.09760340e+00
6.60685428e-01]
[ -2.72071832e-02 -1.77739446e-01 1.74449975e-02 -3.30661489e-01
-1.63428175e-01 1.63152599e-01 1.95879962e-01 2.35734425e-01
-4.27990388e-02 2.00201938e-01 -2.54753113e-01 -1.21103268e+00
7.87860632e-01]
[ -1.27815340e-02 -3.67944883e-02 -1.28777378e-01 -1.39327133e-01
-1.73603149e-01 -4.94831059e-02 3.12531562e-01 1.53893364e-01
2.50823227e-01 3.39293412e-01 -5.14917811e-01 -1.17591895e+00
8.21196225e-01]
[ -9.26133291e-02 -2.74147497e-01 5.59747961e-02 -3.37009763e-01
-1.44807904e-01 1.14771491e-01 3.96446655e-01 1.41686771e-01
-6.74637067e-02 1.43968124e-01 -5.73260895e-01 -1.14672393e+00
8.54703340e-01]
[ 1.10798576e-01 -8.47418225e-02 1.29767104e-02 -1.53891847e-01
-7.87017081e-02 -2.03695090e-02 2.90881769e-01 3.71911735e-01
4.29709827e-01 2.39251266e-01 -5.73600035e-01 -1.10165408e+00
5.81418248e-01]
[ 8.18191793e-03 -1.48274352e-01 2.39411798e-02 1.64495694e-02
-1.01561764e-01 -2.83221530e-01 1.75632439e-01 3.94338366e-01
5.31075279e-02 1.48785055e-01 -2.88955577e-01 -9.43630638e-01
2.04450227e-01]
[ 1.18645935e-01 7.50652687e-02 1.24805072e-02 2.94921000e-01
-1.11486850e-01 -5.61568570e-02 -2.89926557e-02 -7.33257616e-02
-1.73395994e-01 -6.52703540e-02 -4.74908410e-02 6.98214764e-02
-6.67822019e-01]
[ 6.73843269e-02 -1.40671713e-01 1.53954065e-01 5.71941028e-01
2.19237036e-01 1.07334072e-02 -2.83762691e-01 -3.24938666e-01
4.34155682e-02 -5.52430604e-01 3.37206830e-01 7.45276571e-01
-1.04195978e+00]
[ 2.13599401e-02 7.46603695e-02 -2.14459761e-01 1.33650070e-01
3.42225823e-02 -3.64966545e-03 -2.12982776e-01 -3.60683878e-01
-2.77908066e-01 -2.87960974e-01 -7.96466676e-03 -1.64035861e-01
-1.87895882e-01]
[ -7.78995823e-02 -1.97848426e-01 5.52915238e-02 -2.64633871e-02
-1.21490989e-01 -1.37772003e-01 -1.11697596e-01 -8.69224853e-02
3.79039130e-04 -4.24230790e-01 -3.76598007e-01 -1.81024913e-01
2.30936541e-01]
[ -2.07664841e-02 -2.53853442e-01 4.61706237e-02 -4.38026363e-01
-1.79734889e-01 -2.36045930e-01 -4.11117306e-01 -7.05877270e-02
-9.69864722e-02 -3.06131009e-02 -2.69866068e-01 3.56376233e-01
2.80777882e-01]
[ 1.49203552e-01 6.80367181e-02 -1.12135883e-01 -4.38864241e-01
-4.85823869e-02 -1.04966166e-01 -2.96130355e-01 -8.03409175e-02
-2.40795163e-01 -2.92313519e-01 -2.82526448e-01 6.16054713e-01
1.82755700e-01]
[ -1.93591983e-01 -1.68998521e-01 -1.21275664e-01 -4.31515931e-01
-4.13422317e-02 2.25788067e-02 -3.01433099e-01 -3.12930859e-01
-1.88871953e-01 -1.37398746e-01 -3.07244224e-01 5.11851317e-01
1.06920774e-01]
[ -6.20499035e-02 -1.88986090e-01 -1.71673983e-01 -4.49737291e-01
-3.25233972e-02 3.91209475e-02 -1.93696529e-01 -1.62750756e-01
-2.97744911e-01 -3.86990545e-01 -1.24030392e-01 4.32925128e-01
2.05771865e-01]
[ 8.68641308e-02 1.00657989e-01 -2.23935357e-02 -3.81329091e-01
-3.11533292e-01 3.25320592e-03 -2.64496981e-01 -3.85411641e-01
-3.58294914e-01 -1.00335465e-01 -1.94183017e-01 3.95932966e-01
1.86267397e-01]
[ -5.94392149e-02 -7.80480089e-03 -2.85484782e-01 -1.16872273e-01
7.34216286e-02 1.54735864e-01 -2.68029366e-01 -2.05992606e-01
-6.60027949e-02 -4.82065802e-02 1.61955277e-01 8.54865954e-01
-7.68332308e-02]
[ 1.59672264e-01 3.12570465e-01 -1.92960494e-01 8.07545972e-01
9.76058679e-02 4.83083907e-03 -1.63035230e-01 -3.43586264e-01
-2.04541907e-01 -2.59895716e-01 7.59790988e-01 8.53469908e-01
-1.59191494e+00]
[ 1.79846676e-02 1.52765679e-01 6.02942685e-02 4.52552680e-01
-1.77859667e-02 -6.26304678e-02 -2.37178997e-01 -2.91347123e-01
-2.59004717e-01 -1.40335071e-01 5.95505247e-01 8.33397410e-01
-1.50647425e+00]
[ -1.20672242e-02 -1.52025113e-01 -1.45104667e-01 3.25314319e-01
-1.96367021e-01 2.39284135e-01 1.61647274e-02 -1.15877303e-01
-2.10064665e-01 -2.81276628e-01 1.82569319e-01 4.47411700e-01
-7.71549222e-01]
[ 8.77133868e-02 -3.83055208e-01 -5.02709724e-02 6.58850236e-02
-1.19781951e-01 1.99887839e-01 9.22453151e-02 1.80995874e-01
-1.93243724e-01 2.82391462e-02 -5.04198466e-02 2.75446089e-01
-4.62564350e-01]
[ 2.13334971e-01 -2.95605618e-01 -1.18561081e-01 -4.67103622e-02
-2.18332704e-01 1.22636193e-01 4.58960570e-02 -1.12491371e-01
-6.89825764e-02 -2.02682953e-02 -1.59121826e-01 -2.28174386e-01
-2.86574140e-01]
[ -1.29693550e-01 -8.31126866e-02 3.87102490e-02 -2.52417984e-01
-6.23489263e-02 -1.41271132e-01 6.76447848e-02 1.51813710e-02
-9.43418512e-02 4.61198202e-02 -3.40739492e-01 -5.20971979e-01
-1.39562053e-01]
[ -1.45069472e-01 -1.33305379e-01 -6.95818233e-02 -2.92839549e-01
-3.43241144e-01 -2.89584646e-01 1.66715839e-01 1.51659847e-01
6.62888310e-03 1.28275799e-01 -2.88688467e-01 -9.12047283e-01
2.92533328e-02]
[ -1.32164243e-01 -2.47496854e-01 -3.06653191e-01 -1.19551595e+00
-3.04088104e-01 -2.10329818e-01 -4.81671592e-02 -6.30822774e-02
6.10193967e-02 -5.12587715e-01 -8.89387228e-01 -6.73285381e-01
-1.63838399e+00]
[ -1.25705508e-01 1.35628849e-01 1.20700287e-02 2.17369561e-01
-2.00335487e-01 -1.78117748e-01 -1.77313878e-01 4.55391928e-03
-1.55072551e-01 -1.12332533e-01 -8.35279481e-02 -3.77908345e-01
1.41827870e-01]
[ -3.63610177e-01 -1.21107123e-01 -2.73453996e-01 4.30802558e-01
-2.02810456e-01 -2.33226093e-01 -1.81843263e-01 -9.38351453e-02
-6.88189769e-03 5.18117928e-02 1.39444271e-01 -3.81766710e-01
3.45131227e-01]
[ -1.22753155e-01 -5.82961443e-02 -2.53742390e-01 2.64767477e-01
-2.35076332e-01 -2.79666037e-01 -3.86394738e-01 -3.70263674e-02
1.24783606e-02 -5.25246555e-02 -1.70934095e-01 -3.35235814e-01
2.83050090e-01]
[ -2.64322241e-01 -5.32889975e-01 -3.42345901e-01 1.43395611e-01
-3.16063395e-01 -2.34939919e-01 -2.53713010e-01 -2.25830242e-01
-3.01857888e-02 -2.80451067e-01 4.01594567e-02 -3.88144718e-01
1.77436279e-01]
[ -2.28128817e-01 -2.96478615e-01 -3.23192585e-01 -4.43614313e-02
-8.49893564e-02 -1.52275584e-01 -1.22237636e-01 4.10861736e-02
-2.13876749e-01 -5.07769368e-01 -2.15073760e-01 -2.88437400e-01
-1.98960338e-02]
[ -9.68504680e-02 -2.03523674e-02 -2.46802753e-01 -1.26265022e+00
-2.80003572e-01 -2.61245066e-01 1.59517003e-01 -5.12845808e-01
1.54567429e-01 -2.64261805e-01 -8.90492232e-01 -5.03932319e-01
-1.55353648e+00]]
Progress: 38.7% ... Training loss: 0.193 ... Validation loss: 0.318[[-0.24773749]
[ 0.24151764]
[-0.0339712 ]
[ 1.55173771]
[ 0.26691426]
[-0.00716153]
[-0.97103844]
[-0.75991673]
[-0.51184082]
[-0.77254086]
[ 1.35045494]
[ 3.06036775]
[-2.80389464]]
[[ -5.16988892e-01 -4.92219544e-01 -5.92575499e-01 1.37814530e-01
-2.86687189e-01 -5.97859407e-01 1.81777406e-01 -2.28362633e-01
-2.41247921e-01 -3.08021899e-01 3.42956956e-01 1.17967695e+00
4.40113003e-01]
[ 1.65688606e-02 -1.34146132e-01 4.79299838e-02 -1.70745890e-01
-3.81811879e-02 5.84646330e-02 -6.00705687e-02 1.88230870e-01
-1.49595446e-01 -1.58667532e-01 -1.77304241e-01 -1.10316729e-01
-2.67283030e-01]
[ -3.02704576e-01 1.31968088e-01 -4.27154803e-02 4.89921360e-02
7.03412187e-02 -1.39318149e-01 -1.45603142e-01 -2.29180664e-01
3.09991975e-01 -6.80306468e-01 9.67705499e-02 6.88043308e-01
8.01219162e-01]
[ 2.81334352e-01 -2.55115786e-01 -2.73589481e-01 1.38079519e-01
-2.69858714e-01 1.20390739e-02 7.33887300e-01 -6.66958892e-01
4.01224301e-01 -2.03519055e-01 -5.00640023e-02 -3.52359503e-01
-3.47356682e-01]
[ 1.52428458e-01 1.89741559e-02 1.13972844e-01 -1.56663020e-01
-1.90024236e-02 7.47968048e-02 -1.72338892e-01 -1.88251465e-01
6.46186615e-02 2.58094822e-01 1.25658635e-02 -2.55684760e-02
-9.29690368e-02]
[ -4.89898811e-01 -6.28251260e-01 -6.00809079e-01 -6.26993123e-01
-6.00659741e-01 -5.65493622e-01 -4.62935360e-01 -1.48636844e-01
-5.08760874e-01 -2.29203164e-01 -6.56972345e-01 -9.56957643e-01
-7.70230532e-01]
[ -4.20493180e-01 -5.89292015e-01 -3.31313252e-01 -4.82191431e-01
-4.14011483e-01 -5.67307683e-01 -4.12693301e-01 -5.08950967e-01
-3.32658076e-01 -1.09037290e-01 -5.16317361e-01 -5.49102382e-01
-7.38707891e-01]
[ -3.41704825e-01 -3.55036628e-01 -4.91213148e-01 -1.77702990e-01
-3.31888323e-01 -4.29246600e-01 -2.06174382e-01 -3.06858224e-01
-2.38043173e-01 -6.09761433e-01 -3.61649866e-01 -8.66981409e-01
-7.30264810e-01]
[ -4.71830745e-01 -3.33323728e-01 -3.88769871e-01 -2.90127087e-01
-3.26730086e-01 -2.20316924e-01 -5.79287410e-02 -4.95455665e-01
-2.80908766e-01 -4.82052359e-01 -2.36373835e-01 -3.03932751e-01
-2.92400438e-01]
[ -9.64325270e-01 -9.64257414e-01 -9.95663237e-01 -7.05152417e-01
-1.05651951e+00 -9.94989689e-01 -5.37158720e-01 -5.75058581e-01
-7.36588632e-01 -5.92810420e-01 -8.30062357e-01 -6.77149017e-01
-9.92509241e-01]
[ -5.17041011e-01 -2.69300129e-01 -4.76342505e-01 -4.69507387e-01
-3.42934512e-01 -3.67365951e-01 -6.50412605e-01 -6.55912405e-01
-6.81438400e-01 -1.12724166e-01 -6.20925728e-01 -8.25837266e-01
-7.82746983e-01]
[ -1.21770289e-01 2.64866374e-02 -3.46482571e-01 -5.51159398e-01
-1.02564519e-01 -7.66939877e-02 -2.12093352e-01 -4.72774071e-01
-2.01960483e-01 3.29700992e-02 -5.95202784e-01 -1.32487850e+00
-8.75807224e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.57899557e-01 -1.27003368e-01 1.63738420e-01 -3.09321957e-01
-1.35356999e-01 1.13057724e-01 -1.54701387e-01 4.00087609e-04
-9.23315863e-02 5.48472328e-02 -2.39290737e-01 -4.81840624e-01
-1.08034816e-01]
[ -9.94750764e-02 -2.65116360e-01 -1.82100986e-01 -2.82742592e-01
-4.75923748e-01 -8.78810432e-02 -1.17212616e-01 -1.49186936e-02
-9.49981967e-02 -1.88367097e-02 -2.54968777e-01 -4.84153726e-01
-2.53443889e-01]
[ -6.21690855e-02 -4.11003058e-02 -2.24842412e-01 -2.47318083e-01
1.06023459e-01 -1.60842037e-01 -2.55124492e-01 1.54721890e-01
-3.48227371e-02 1.80622518e-01 -2.15635473e-01 1.09385075e-02
-1.12322618e-01]
[ 3.20373322e-02 -1.63475805e-01 -1.50952823e-01 -1.07443138e-01
-1.23269024e-01 -1.08106618e-01 8.35108924e-02 -1.43001357e-01
-4.13122757e-02 2.89619178e-02 -5.37721394e-02 -1.24068996e-01
-3.13585300e-02]
[ -2.96009881e-01 -1.32554051e-01 -8.27522398e-02 -1.62042689e-01
-2.93512370e-01 -2.77805826e-01 -3.32898270e-01 -2.10398914e-02
-3.33130605e-01 -2.32494585e-01 1.30082069e-01 -2.00430155e-01
5.71252217e-02]
[ -2.37047521e-01 -1.23518900e-01 -9.77133301e-02 -2.59748768e-02
-8.48673725e-02 -1.21892929e-01 -8.20201020e-02 -2.33654269e-02
-1.39920864e-01 -1.49784242e-01 -9.57968584e-03 -2.30182537e-01
-2.44048236e-01]
[ -1.81850447e-01 -8.08515848e-02 -2.30953820e-01 -2.04970311e-01
-1.66434017e-01 -2.07513044e-01 -3.59773481e-01 -1.18810387e-01
1.39411767e-01 -2.62915788e-01 -3.73558349e-01 -5.09128209e-01
-5.05206178e-01]
[ -3.69953052e-01 -5.59188190e-02 -1.53211773e-01 -1.10478691e-01
-4.56492771e-02 -3.14642559e-01 6.09653614e-02 -9.34396685e-02
-1.10780617e-01 3.70857776e-02 4.49208377e-02 -2.83088228e-01
-3.91838993e-01]
[ -1.56489713e-01 -1.37193829e-01 -5.53474719e-02 -2.35076055e-01
-1.22946867e-01 -2.96203756e-01 7.54745193e-02 -1.79572652e-01
-1.91551403e-01 5.45892264e-02 1.88676338e-01 1.15433549e-01
-1.59644443e-01]
[ -1.27142898e-01 -1.70140006e-01 -1.15283570e-01 -3.15942436e-01
9.30379608e-02 -1.84592943e-02 -1.55282881e-01 -1.80021642e-01
1.14535767e-01 -8.51263785e-02 -1.40397103e-01 -7.80855716e-02
-2.96100350e-01]
[ -3.68148550e-02 -3.56568528e-02 -1.50460877e-01 -1.61277721e-01
-2.31699194e-01 6.28234196e-02 -3.78700277e-02 -4.18721721e-02
-2.20238430e-01 -8.89321037e-02 -1.72335327e-01 -4.04554750e-01
-2.25142449e-01]
[ -7.09855663e-02 2.10554292e-02 -1.29772430e-01 -3.55838745e-01
1.19598266e-01 1.96355246e-02 -2.10319731e-01 -1.49960946e-01
1.21768365e-01 -5.42662434e-02 -3.25066376e-01 -3.02725350e-01
-3.28917927e-01]
[ 5.91468183e-02 -2.95630602e-01 -8.95385630e-02 -4.61626857e-01
-2.10082511e-01 -9.22743651e-02 1.10469838e-02 5.19644160e-02
-5.41168218e-02 2.48947016e-01 -5.40249003e-01 -8.98164921e-01
4.51381177e-01]
[ -2.35225355e-01 -2.34233038e-01 -1.35338796e-01 -3.23384363e-01
-2.92335082e-01 -9.55724700e-02 1.82233185e-01 2.00262080e-02
2.61684220e-01 1.00828077e-02 -4.29767701e-01 -1.09781360e+00
6.60900931e-01]
[ -2.73979043e-02 -1.77578140e-01 1.74127673e-02 -3.29645287e-01
-1.63276559e-01 1.63140496e-01 1.94838334e-01 2.35142036e-01
-4.34369801e-02 1.99715408e-01 -2.54110698e-01 -1.21045295e+00
7.85291053e-01]
[ -1.28808435e-02 -3.67049878e-02 -1.28791410e-01 -1.38502817e-01
-1.73513021e-01 -4.94901852e-02 3.11918342e-01 1.53629307e-01
2.50500490e-01 3.38880232e-01 -5.14437114e-01 -1.17563125e+00
8.19685122e-01]
[ -9.27779573e-02 -2.74054673e-01 5.59531449e-02 -3.35541005e-01
-1.44683925e-01 1.14760825e-01 3.95264830e-01 1.40964735e-01
-6.79500252e-02 1.43340005e-01 -5.72480342e-01 -1.14603322e+00
8.51509136e-01]
[ 1.10692162e-01 -8.46327007e-02 1.29505300e-02 -1.53112702e-01
-7.86012284e-02 -2.03777643e-02 2.90662761e-01 3.71493715e-01
4.29598427e-01 2.38672017e-01 -5.73234793e-01 -1.10153455e+00
5.79842725e-01]
[ 8.01973150e-03 -1.48117465e-01 2.39036835e-02 1.78898358e-02
-1.01362879e-01 -2.83229377e-01 1.75045344e-01 3.93417046e-01
5.27630901e-02 1.47819471e-01 -2.87937017e-01 -9.41520479e-01
2.01437648e-01]
[ 1.18738577e-01 7.51213870e-02 1.24719091e-02 2.98035538e-01
-1.11466231e-01 -5.61540563e-02 -3.00637648e-02 -7.39556184e-02
-1.73395078e-01 -6.55673179e-02 -4.53106869e-02 7.64464789e-02
-6.72764100e-01]
[ 6.72255849e-02 -1.40656045e-01 1.53933409e-01 5.76939060e-01
2.19436337e-01 1.07267167e-02 -2.85236481e-01 -3.26229662e-01
4.29979222e-02 -5.53109147e-01 3.40703128e-01 7.50914522e-01
-1.04676291e+00]
[ 2.13580468e-02 7.46631016e-02 -2.14461862e-01 1.34494615e-01
3.42610962e-02 -3.65045276e-03 -2.13469361e-01 -3.61256200e-01
-2.78017583e-01 -2.88574565e-01 -7.20631309e-03 -1.62611626e-01
-1.89006804e-01]
[ -7.82785255e-02 -1.97176661e-01 5.51653810e-02 -2.20114158e-02
-1.20786293e-01 -1.37797761e-01 -1.14771347e-01 -9.00562525e-02
-2.00627358e-03 -4.25858128e-01 -3.73404401e-01 -1.65719973e-01
2.20099858e-01]
[ -2.09136394e-02 -2.53718399e-01 4.61460864e-02 -4.37181890e-01
-1.79568932e-01 -2.36054220e-01 -4.11573022e-01 -7.13589882e-02
-9.73931241e-02 -3.11855830e-02 -2.69262201e-01 3.57991591e-01
2.79331184e-01]
[ 1.48753129e-01 6.84797088e-02 -1.12212410e-01 -4.37614933e-01
-4.81767360e-02 -1.04992427e-01 -2.97768103e-01 -8.10520516e-02
-2.41759137e-01 -2.93204549e-01 -2.81082594e-01 6.21295599e-01
1.79037835e-01]
[ -1.93614305e-01 -1.68985287e-01 -1.21296113e-01 -4.31571099e-01
-4.12745019e-02 2.25736842e-02 -3.01426084e-01 -3.14059694e-01
-1.88770725e-01 -1.38392705e-01 -3.07096973e-01 5.13874593e-01
1.06701997e-01]
[ -6.23116010e-02 -1.88906422e-01 -1.71696621e-01 -4.49785757e-01
-3.24263459e-02 3.91093453e-02 -1.94756859e-01 -1.62830657e-01
-2.98094119e-01 -3.87742730e-01 -1.24006249e-01 4.32791539e-01
2.06695245e-01]
[ 8.60979626e-02 1.01346029e-01 -2.25232339e-02 -3.79562889e-01
-3.11014475e-01 3.21381013e-03 -2.67888845e-01 -3.86946214e-01
-3.60103050e-01 -1.02425421e-01 -1.91674837e-01 4.04334341e-01
1.82890257e-01]
[ -5.94338599e-02 -7.78207766e-03 -2.85488852e-01 -1.17006662e-01
7.34393472e-02 1.54735066e-01 -2.67974693e-01 -2.06133714e-01
-6.60616310e-02 -4.82073596e-02 1.61834685e-01 8.54669755e-01
-7.71537296e-02]
[ 1.59294155e-01 3.13167993e-01 -1.93032048e-01 8.13232206e-01
9.81594752e-02 4.81469465e-03 -1.64964934e-01 -3.45572945e-01
-2.06033708e-01 -2.61374418e-01 7.65200189e-01 8.66163251e-01
-1.59793253e+00]
[ 1.83729735e-02 1.52788082e-01 6.02775729e-02 4.52694004e-01
-1.77469711e-02 -6.26135569e-02 -2.35939749e-01 -2.92611019e-01
-2.58592893e-01 -1.40157276e-01 5.95900931e-01 8.38678670e-01
-1.50917926e+00]
[ -1.18126172e-02 -1.52198078e-01 -1.45063136e-01 3.23975248e-01
-1.96564490e-01 2.39306486e-01 1.70712600e-02 -1.15596588e-01
-2.09640741e-01 -2.80444579e-01 1.81539081e-01 4.46754260e-01
-7.71179829e-01]
[ 8.77334350e-02 -3.83070817e-01 -5.02658382e-02 6.59052578e-02
-1.19802103e-01 1.99888842e-01 9.22267527e-02 1.81150723e-01
-1.93243364e-01 2.83620528e-02 -5.04019909e-02 2.75455936e-01
-4.62641611e-01]
[ 2.13592074e-01 -2.95755684e-01 -1.18532403e-01 -4.79693143e-02
-2.18513333e-01 1.22653060e-01 4.68170589e-02 -1.12046499e-01
-6.85189939e-02 -1.95080277e-02 -1.59776746e-01 -2.28513249e-01
-2.85796834e-01]
[ -1.29968424e-01 -8.28733149e-02 3.86655907e-02 -2.50023195e-01
-6.21062411e-02 -1.41286640e-01 6.58840556e-02 1.39742310e-02
-9.53899284e-02 4.51274002e-02 -3.39264436e-01 -5.19036270e-01
-1.43324746e-01]
[ -1.45137370e-01 -1.33251355e-01 -6.95898268e-02 -2.92275416e-01
-3.43178839e-01 -2.89587997e-01 1.66331032e-01 1.51530723e-01
6.40257545e-03 1.28010801e-01 -2.88243741e-01 -9.11578705e-01
2.83240456e-02]
[ -1.32120466e-01 -2.47320838e-01 -3.06703693e-01 -1.19620111e+00
-3.03955125e-01 -2.10333161e-01 -4.81920317e-02 -6.43991229e-02
6.05624344e-02 -5.13269942e-01 -8.88750975e-01 -6.65060101e-01
-1.64267034e+00]
[ -1.26401496e-01 1.36744112e-01 1.19131617e-02 2.26656539e-01
-1.99442984e-01 -1.78159821e-01 -1.81706450e-01 1.56609670e-03
-1.57765882e-01 -1.13928106e-01 -7.60531115e-02 -3.59351636e-01
1.29443137e-01]
[ -3.63639001e-01 -1.20738344e-01 -2.73534374e-01 4.34867046e-01
-2.02362704e-01 -2.33235281e-01 -1.82877484e-01 -9.68582695e-02
-7.56316087e-03 4.96957818e-02 1.41876782e-01 -3.76860110e-01
3.35301612e-01]
[ -1.23180582e-01 -5.78413276e-02 -2.53842680e-01 2.72577569e-01
-2.34480662e-01 -2.79683818e-01 -3.90262752e-01 -4.02560914e-02
1.03125599e-02 -5.43857356e-02 -1.66228067e-01 -3.19945440e-01
2.67443692e-01]
[ -2.64432203e-01 -5.32872098e-01 -3.42378827e-01 1.43988229e-01
-3.16023032e-01 -2.34942107e-01 -2.53692932e-01 -2.27203727e-01
-3.02376622e-02 -2.81553750e-01 4.04696963e-02 -3.88826702e-01
1.77487717e-01]
[ -2.28502463e-01 -2.96009619e-01 -3.23293183e-01 -3.82526001e-02
-8.42970033e-02 -1.52301133e-01 -1.24724689e-01 3.77877127e-02
-2.15127801e-01 -5.09504789e-01 -2.09639362e-01 -2.76068848e-01
-2.78554801e-02]
[ -9.80966672e-02 -1.95097402e-02 -2.46941273e-01 -1.26013778e+00
-2.79282749e-01 -2.61301506e-01 1.53123031e-01 -5.14883375e-01
1.51479471e-01 -2.68463441e-01 -8.87164046e-01 -4.92160226e-01
-1.56015782e+00]]
Progress: 38.8% ... Training loss: 0.167 ... Validation loss: 0.299[[-0.25666225]
[ 0.22199116]
[-0.04712126]
[ 1.53989027]
[ 0.25210005]
[-0.01829443]
[-0.97470081]
[-0.77290107]
[-0.52258736]
[-0.78969963]
[ 1.33416787]
[ 3.03865962]
[-2.81811265]]
[[ -5.16878393e-01 -4.92622958e-01 -5.92507357e-01 1.38030764e-01
-2.86844730e-01 -5.97854313e-01 1.78920491e-01 -2.27244585e-01
-2.41976679e-01 -3.04839970e-01 3.41612669e-01 1.18091322e+00
4.47410851e-01]
[ 1.67028390e-02 -1.34237117e-01 4.79447008e-02 -1.71617612e-01
-3.82893616e-02 5.84687249e-02 -5.94443022e-02 1.88898631e-01
-1.49400160e-01 -1.57990295e-01 -1.77831386e-01 -1.11206303e-01
-2.66620934e-01]
[ -3.01263899e-01 1.29439225e-01 -4.24268570e-02 3.44994124e-02
6.78961011e-02 -1.39270626e-01 -1.40459671e-01 -2.24515878e-01
3.14997066e-01 -6.75667359e-01 8.31881419e-02 6.50768182e-01
8.09165829e-01]
[ 2.79498596e-01 -2.52883301e-01 -2.73888498e-01 1.58683834e-01
-2.67149104e-01 1.19947017e-02 7.25569417e-01 -6.74006991e-01
3.95529560e-01 -2.11684892e-01 -3.17459637e-02 -3.01032161e-01
-3.63695456e-01]
[ 1.55257209e-01 1.53511586e-02 1.14429378e-01 -1.77412518e-01
-2.32194297e-02 7.48735950e-02 -1.62456266e-01 -1.78292883e-01
7.23062914e-02 2.71060011e-01 -1.37123257e-02 -9.58510668e-02
-4.75328922e-02]
[ -4.89781892e-01 -6.28421922e-01 -6.00800067e-01 -6.26015199e-01
-6.00809312e-01 -5.65489262e-01 -4.63646447e-01 -1.48334652e-01
-5.08851525e-01 -2.28411809e-01 -6.56535118e-01 -9.55986162e-01
-7.68179806e-01]
[ -4.19983101e-01 -5.90398047e-01 -3.31158091e-01 -4.86645456e-01
-4.15062378e-01 -5.67287232e-01 -4.13183031e-01 -5.06238261e-01
-3.32099478e-01 -1.05167209e-01 -5.21937882e-01 -5.62580735e-01
-7.32360145e-01]
[ -3.41062585e-01 -3.56293719e-01 -4.91080628e-01 -1.85259777e-01
-3.33050358e-01 -4.29226268e-01 -2.02778449e-01 -3.03179341e-01
-2.35317195e-01 -6.07493543e-01 -3.68397661e-01 -8.85774035e-01
-7.21910849e-01]
[ -4.71250524e-01 -3.33977232e-01 -3.88714051e-01 -2.95096211e-01
-3.27318318e-01 -2.20298787e-01 -5.53945749e-02 -4.94617506e-01
-2.79578348e-01 -4.80499057e-01 -2.40586524e-01 -3.10227061e-01
-2.87541746e-01]
[ -9.63937819e-01 -9.65429886e-01 -9.95540517e-01 -7.09972754e-01
-1.05754904e+00 -9.94972983e-01 -5.36654807e-01 -5.71494439e-01
-7.35140219e-01 -5.90808173e-01 -8.35035314e-01 -6.89176438e-01
-9.82278556e-01]
[ -5.14759790e-01 -2.72031448e-01 -4.76032712e-01 -4.85742119e-01
-3.45792343e-01 -3.67298885e-01 -6.41440201e-01 -6.50036965e-01
-6.76038833e-01 -1.03927598e-01 -6.36457741e-01 -8.62146307e-01
-7.64705845e-01]
[ -1.22589502e-01 2.72031386e-02 -3.46562571e-01 -5.46106341e-01
-1.01627900e-01 -7.67144805e-02 -2.16840386e-01 -4.74681713e-01
-2.04284119e-01 3.06539138e-02 -5.90841592e-01 -1.31413585e+00
-8.82467921e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.58202890e-01 -1.26869874e-01 1.63706227e-01 -3.06497984e-01
-1.35119120e-01 1.13049393e-01 -1.56696155e-01 -5.45386283e-04
-9.31026557e-02 5.37752676e-02 -2.37348408e-01 -4.78636509e-01
-1.09084101e-01]
[ -9.93543232e-02 -2.65155803e-01 -1.82098854e-01 -2.83153479e-01
-4.75961209e-01 -8.78785540e-02 -1.16430915e-01 -1.49338217e-02
-9.47779199e-02 -1.84558349e-02 -2.55030127e-01 -4.83579348e-01
-2.52586936e-01]
[ -6.23279342e-02 -4.10889300e-02 -2.24831718e-01 -2.45811525e-01
1.06082059e-01 -1.60840804e-01 -2.56753081e-01 1.55270315e-01
-3.53694356e-02 1.80915678e-01 -2.15328493e-01 1.16493120e-02
-1.10725034e-01]
[ 3.26127378e-02 -1.64216957e-01 -1.50844728e-01 -1.11519778e-01
-1.24046350e-01 -1.08092472e-01 8.43596523e-02 -1.40440063e-01
-4.04929059e-02 3.25494062e-02 -5.86462071e-02 -1.32988646e-01
-2.41013164e-02]
[ -2.96047515e-01 -1.32402355e-01 -8.27674354e-02 -1.62254142e-01
-2.93403309e-01 -2.77807013e-01 -3.33293498e-01 -2.19310314e-02
-3.33456059e-01 -2.32542776e-01 1.30782845e-01 -2.00622908e-01
5.61705091e-02]
[ -2.36403287e-01 -1.24711962e-01 -9.75771030e-02 -3.08549091e-02
-8.60664741e-02 -1.21869848e-01 -8.00548719e-02 -2.13562736e-02
-1.37886605e-01 -1.48159162e-01 -1.43483791e-02 -2.43939472e-01
-2.43729479e-01]
[ -1.81654156e-01 -8.12107144e-02 -2.30932869e-01 -2.07135985e-01
-1.66750959e-01 -2.07507490e-01 -3.58788431e-01 -1.18225661e-01
1.40200251e-01 -2.62522578e-01 -3.75275866e-01 -5.13869353e-01
-5.04042634e-01]
[ -3.69711435e-01 -5.63982904e-02 -1.53166974e-01 -1.13358856e-01
-4.61163976e-02 -3.14634506e-01 6.31577542e-02 -9.19889708e-02
-1.09500307e-01 3.79818611e-02 4.19823662e-02 -2.91456029e-01
-3.87045261e-01]
[ -1.56506170e-01 -1.37267017e-01 -5.53229835e-02 -2.35999606e-01
-1.22947737e-01 -2.96203943e-01 7.50376754e-02 -1.78321925e-01
-1.91636302e-01 5.53036523e-02 1.87625671e-01 1.13474198e-01
-1.54626356e-01]
[ -1.27128983e-01 -1.70167405e-01 -1.15283149e-01 -3.16610578e-01
9.30243501e-02 -1.84590187e-02 -1.55092475e-01 -1.80123803e-01
1.14570121e-01 -8.50769807e-02 -1.40782662e-01 -7.75693107e-02
-2.94945250e-01]
[ -3.65506447e-02 -3.59756391e-02 -1.50434060e-01 -1.63391965e-01
-2.31983614e-01 6.28327122e-02 -3.69724672e-02 -4.13790428e-02
-2.19761738e-01 -8.82743471e-02 -1.74085517e-01 -4.07299386e-01
-2.24221621e-01]
[ -7.06762611e-02 2.08032056e-02 -1.29747151e-01 -3.57840500e-01
1.19338844e-01 1.96443832e-02 -2.08996119e-01 -1.49373254e-01
1.22367085e-01 -5.32609331e-02 -3.26613725e-01 -3.04642447e-01
-3.28384605e-01]
[ 5.91878262e-02 -2.95650277e-01 -8.95358326e-02 -4.61873109e-01
-2.10101928e-01 -9.22733664e-02 1.12469187e-02 5.20786261e-02
-5.40455012e-02 2.49106080e-01 -5.40355248e-01 -8.98186987e-01
4.51586143e-01]
[ -2.35190910e-01 -2.34254521e-01 -1.35335387e-01 -3.23636585e-01
-2.92375670e-01 -9.55708451e-02 1.82282534e-01 2.02620675e-02
2.61649855e-01 1.03508665e-02 -4.29890594e-01 -1.09783940e+00
6.61173674e-01]
[ -2.75344668e-02 -1.77510394e-01 1.74020395e-02 -3.29429547e-01
-1.63227293e-01 1.63137655e-01 1.94594333e-01 2.35090436e-01
-4.36210974e-02 1.99297685e-01 -2.54000321e-01 -1.21107495e+00
7.85055082e-01]
[ -1.28818738e-02 -3.67129112e-02 -1.28792616e-01 -1.38757105e-01
-1.73522877e-01 -4.94902919e-02 3.12008833e-01 1.53589934e-01
2.50573337e-01 3.38859234e-01 -5.14537776e-01 -1.17585759e+00
8.20205805e-01]
[ -9.27632960e-02 -2.74066945e-01 5.59549099e-02 -3.35633454e-01
-1.44697764e-01 1.14761278e-01 3.95389188e-01 1.41059081e-01
-6.78914239e-02 1.43351741e-01 -5.72484858e-01 -1.14599232e+00
8.51711945e-01]
[ 1.10661236e-01 -8.46132950e-02 1.29468754e-02 -1.53080268e-01
-7.85616394e-02 -2.03796665e-02 2.91114931e-01 3.71648712e-01
4.29780899e-01 2.38675257e-01 -5.73408793e-01 -1.10266986e+00
5.80094570e-01]
[ 8.05566024e-03 -1.48133220e-01 2.39068558e-02 1.78237858e-02
-1.01377687e-01 -2.83228704e-01 1.75214438e-01 3.93585126e-01
5.28236157e-02 1.47980529e-01 -2.87989217e-01 -9.41552200e-01
2.01455797e-01]
[ 1.18673100e-01 7.51972164e-02 1.24641978e-02 3.00317698e-01
-1.11344509e-01 -5.61553600e-02 -3.12196787e-02 -7.42939828e-02
-1.73892099e-01 -6.55058297e-02 -4.37117552e-02 8.12350991e-02
-6.74741855e-01]
[ 6.67906782e-02 -1.40789447e-01 1.53935595e-01 5.82247718e-01
2.19521889e-01 1.07210459e-02 -2.88389136e-01 -3.26695660e-01
4.23309866e-02 -5.54874407e-01 3.44047562e-01 7.54349392e-01
-1.04881440e+00]
[ 2.14037344e-02 7.45368323e-02 -2.14448646e-01 1.33916231e-01
3.41568795e-02 -3.64838740e-03 -2.13329807e-01 -3.61147698e-01
-2.77837572e-01 -2.88516990e-01 -7.68026711e-03 -1.62857997e-01
-1.88230486e-01]
[ -7.81475542e-02 -1.97313397e-01 5.51886247e-02 -2.38528555e-02
-1.20965399e-01 -1.37794644e-01 -1.14194780e-01 -8.95143051e-02
-1.78005355e-03 -4.25075905e-01 -3.74704970e-01 -1.68988652e-01
2.23593529e-01]
[ -2.10182199e-02 -2.53547807e-01 4.61211129e-02 -4.37805409e-01
-1.79387341e-01 -2.36057995e-01 -4.12446661e-01 -7.21441069e-02
-9.79410232e-02 -3.16295297e-02 -2.69008540e-01 3.62665284e-01
2.79482624e-01]
[ 1.48798795e-01 6.83793043e-02 -1.12198331e-01 -4.38398011e-01
-4.82663139e-02 -1.04991161e-01 -2.97747983e-01 -8.09227756e-02
-2.41585971e-01 -2.92978785e-01 -2.82015357e-01 6.19255611e-01
1.82060943e-01]
[ -1.93899258e-01 -1.68677960e-01 -1.21323095e-01 -4.31512750e-01
-4.09318804e-02 2.25673490e-02 -3.04217412e-01 -3.14714756e-01
-1.90025401e-01 -1.38987866e-01 -3.05998625e-01 5.21348949e-01
1.06207249e-01]
[ -6.20368353e-02 -1.88940748e-01 -1.71683934e-01 -4.52058749e-01
-3.24496086e-02 3.91151506e-02 -1.93710252e-01 -1.63518471e-01
-2.97661100e-01 -3.87071803e-01 -1.25354880e-01 4.30793891e-01
2.09218461e-01]
[ 8.61617966e-02 1.01232500e-01 -2.25064480e-02 -3.80286876e-01
-3.11122863e-01 3.21575278e-03 -2.67730298e-01 -3.86401818e-01
-3.59968136e-01 -1.01749895e-01 -1.92617414e-01 4.01834845e-01
1.85316881e-01]
[ -5.91996647e-02 -8.14522526e-03 -2.85452772e-01 -1.19156979e-01
7.30557516e-02 1.54743644e-01 -2.67271853e-01 -2.04981053e-01
-6.54544310e-02 -4.71065721e-02 1.59793801e-01 8.49886479e-01
-7.33118452e-02]
[ 1.60164545e-01 3.11847520e-01 -1.92915250e-01 8.06753292e-01
9.69021551e-02 4.84234061e-03 -1.61753389e-01 -3.43167794e-01
-2.03807434e-01 -2.58837264e-01 7.59025827e-01 8.51321783e-01
-1.59616177e+00]
[ 1.88943447e-02 1.52017387e-01 6.03695662e-02 4.49666297e-01
-1.85061181e-02 -6.25987824e-02 -2.33889795e-01 -2.91445289e-01
-2.57143332e-01 -1.38052183e-01 5.91930933e-01 8.27942005e-01
-1.50791261e+00]
[ -1.16971997e-02 -1.52298470e-01 -1.45048648e-01 3.23274295e-01
-1.96680271e-01 2.39309724e-01 1.75309109e-02 -1.15005050e-01
-2.09358651e-01 -2.79889561e-01 1.80832341e-01 4.44650696e-01
-7.71064663e-01]
[ 8.79255724e-02 -3.83327327e-01 -5.02341889e-02 6.41960903e-02
-1.20096280e-01 1.99894741e-01 9.39146473e-02 1.82393084e-01
-1.92451868e-01 2.92037315e-02 -5.21522930e-02 2.69677271e-01
-4.60391631e-01]
[ 2.13777939e-01 -2.95936829e-01 -1.18506053e-01 -4.93407949e-02
-2.18753433e-01 1.22657274e-01 4.79958630e-02 -1.10739827e-01
-6.79805016e-02 -1.86012792e-02 -1.61497307e-01 -2.34905801e-01
-2.83299241e-01]
[ -1.29913713e-01 -8.29665164e-02 3.86812227e-02 -2.50412150e-01
-6.22185483e-02 -1.41284906e-01 6.62731366e-02 1.45963482e-02
-9.52410404e-02 4.55400187e-02 -3.39630815e-01 -5.20013810e-01
-1.42653810e-01]
[ -1.45090529e-01 -1.33272204e-01 -6.95883209e-02 -2.92612611e-01
-3.43184426e-01 -2.89586812e-01 1.66571290e-01 1.51508150e-01
6.47483709e-03 1.28200763e-01 -2.88505032e-01 -9.11855789e-01
2.84165886e-02]
[ -1.32094868e-01 -2.47325880e-01 -3.06694292e-01 -1.19701915e+00
-3.03873441e-01 -2.10332429e-01 -4.85542969e-02 -6.42218535e-02
6.01207786e-02 -5.12822461e-01 -8.89023069e-01 -6.63242946e-01
-1.64588561e+00]
[ -1.25682349e-01 1.35834573e-01 1.20363541e-02 2.20543638e-01
-2.00338166e-01 -1.78139714e-01 -1.78712984e-01 5.04233111e-03
-1.56129659e-01 -1.10528719e-01 -8.15016456e-02 -3.72376452e-01
1.41281001e-01]
[ -3.63073835e-01 -1.21360941e-01 -2.73477062e-01 4.30289082e-01
-2.02994043e-01 -2.33218143e-01 -1.80631757e-01 -9.54224307e-02
-6.21892233e-03 5.19173986e-02 1.37875125e-01 -3.84363344e-01
3.40895338e-01]
[ -1.23265185e-01 -5.81420415e-02 -2.53807309e-01 2.71072370e-01
-2.34694805e-01 -2.79681747e-01 -3.90613939e-01 -3.88999186e-02
1.05513370e-02 -5.39517768e-02 -1.68239863e-01 -3.27605189e-01
2.76413053e-01]
[ -2.64574608e-01 -5.32897217e-01 -3.42384952e-01 1.46704605e-01
-3.16005196e-01 -2.34944581e-01 -2.55647809e-01 -2.27506761e-01
-3.07999489e-02 -2.81791053e-01 4.19369378e-02 -3.87077354e-01
1.78676809e-01]
[ -2.28481121e-01 -2.96090647e-01 -3.23275603e-01 -3.70080538e-02
-8.44293909e-02 -1.52297454e-01 -1.25474104e-01 3.82829646e-02
-2.15303078e-01 -5.08721177e-01 -2.09583404e-01 -2.76220844e-01
-2.43728523e-02]
[ -9.73514525e-02 -2.07529909e-02 -2.46825490e-01 -1.26708661e+00
-2.80459953e-01 -2.61279480e-01 1.56030864e-01 -5.13989168e-01
1.53963795e-01 -2.67029563e-01 -8.93096942e-01 -5.04980742e-01
-1.56640409e+00]]
Progress: 38.8% ... Training loss: 0.168 ... Validation loss: 0.303[[-0.25079169]
[ 0.22867219]
[-0.03987323]
[ 1.54554764]
[ 0.26066043]
[-0.01039816]
[-0.9685405 ]
[-0.75027459]
[-0.51638001]
[-0.77084181]
[ 1.34170406]
[ 3.06569165]
[-2.81711526]]
[[ -5.17970063e-01 -4.91435168e-01 -5.92693248e-01 1.46430518e-01
-2.85343926e-01 -5.97930460e-01 1.73566876e-01 -2.34822979e-01
-2.44385380e-01 -3.11376485e-01 3.51065054e-01 1.21581290e+00
4.43435580e-01]
[ 1.66937395e-02 -1.34184385e-01 4.79339551e-02 -1.71618793e-01
-3.82610914e-02 5.84668351e-02 -5.91997765e-02 1.88902871e-01
-1.49361962e-01 -1.58101992e-01 -1.77775934e-01 -1.11314938e-01
-2.66849452e-01]
[ -2.99589406e-01 1.28850836e-01 -4.22315958e-02 2.22135535e-02
6.69683264e-02 -1.39186970e-01 -1.34159052e-01 -2.19843610e-01
3.16637186e-01 -6.68376488e-01 7.64839750e-02 6.40877185e-01
8.05394039e-01]
[ 2.81511946e-01 -2.54464027e-01 -2.73581351e-01 1.44529900e-01
-2.68857363e-01 1.21094139e-02 7.35939722e-01 -6.65154149e-01
4.00656908e-01 -2.04152266e-01 -4.37212052e-02 -3.33994820e-01
-3.45642803e-01]
[ 1.55350707e-01 1.49718648e-02 1.14401998e-01 -1.82228619e-01
-2.36000707e-02 7.48731195e-02 -1.61991314e-01 -1.81384920e-01
7.20879699e-02 2.67727312e-01 -1.80882118e-02 -9.72867717e-02
-5.74499708e-02]
[ -4.90870204e-01 -6.27619092e-01 -6.00983686e-01 -6.21074391e-01
-5.99816026e-01 -5.65557143e-01 -4.67972957e-01 -1.55255041e-01
-5.10592545e-01 -2.34715165e-01 -6.52125510e-01 -9.36055374e-01
-7.72210975e-01]
[ -4.20205555e-01 -5.90232701e-01 -3.31211116e-01 -4.85158100e-01
-4.14734146e-01 -5.67308258e-01 -4.13849047e-01 -5.07630436e-01
-3.33156734e-01 -1.06054511e-01 -5.19836729e-01 -5.56113406e-01
-7.31839786e-01]
[ -3.40300428e-01 -3.56647841e-01 -4.91011908e-01 -1.93321322e-01
-3.33455375e-01 -4.29192242e-01 -1.98714143e-01 -3.03241325e-01
-2.33532080e-01 -6.05729146e-01 -3.73710479e-01 -8.88412692e-01
-7.20277117e-01]
[ -4.72116792e-01 -3.33182772e-01 -3.88845078e-01 -2.87650389e-01
-3.26368853e-01 -2.20366131e-01 -6.11425734e-02 -4.97013094e-01
-2.82138149e-01 -4.83859743e-01 -2.33737713e-01 -2.92212177e-01
-2.94554301e-01]
[ -9.65522447e-01 -9.63998608e-01 -9.95856512e-01 -6.99892925e-01
-1.05580597e+00 -9.95091066e-01 -5.43255283e-01 -5.81929860e-01
-7.38579168e-01 -6.00060334e-01 -8.24649670e-01 -6.48546007e-01
-9.94385908e-01]
[ -5.14909345e-01 -2.71959200e-01 -4.76034993e-01 -4.86094036e-01
-3.45595466e-01 -3.67319141e-01 -6.42265084e-01 -6.50044421e-01
-6.76414547e-01 -1.04150850e-01 -6.36336448e-01 -8.63132006e-01
-7.60538112e-01]
[ -1.22270197e-01 2.71081290e-02 -3.46543247e-01 -5.50021811e-01
-1.01701874e-01 -7.66983673e-02 -2.16091246e-01 -4.75008972e-01
-2.04042419e-01 3.13423801e-02 -5.93301774e-01 -1.31200624e+00
-8.83417936e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.58388878e-01 -1.26848537e-01 1.63687865e-01 -3.05836916e-01
-1.35076654e-01 1.13041865e-01 -1.57437089e-01 -8.14693469e-04
-9.32312666e-02 5.35026294e-02 -2.37395460e-01 -4.80415019e-01
-1.07785924e-01]
[ -9.97590747e-02 -2.64765504e-01 -1.82189512e-01 -2.80318807e-01
-4.75564253e-01 -8.79084823e-02 -1.18230393e-01 -1.80435984e-02
-9.54196836e-02 -2.11730898e-02 -2.52564184e-01 -4.74352994e-01
-2.54826170e-01]
[ -6.30339698e-02 -4.06098331e-02 -2.24931025e-01 -2.42141299e-01
1.06858892e-01 -1.60881153e-01 -2.59761618e-01 1.50858327e-01
-3.68014883e-02 1.76738829e-01 -2.11805370e-01 2.87169541e-02
-1.14534323e-01]
[ 3.26009339e-02 -1.64302714e-01 -1.50829218e-01 -1.12365186e-01
-1.24158788e-01 -1.08093944e-01 8.47695738e-02 -1.39615652e-01
-4.05806013e-02 3.28253654e-02 -5.93280814e-02 -1.35381410e-01
-2.34458497e-02]
[ -2.95926758e-01 -1.32331556e-01 -8.27861794e-02 -1.61996219e-01
-2.93291252e-01 -2.77805135e-01 -3.32891864e-01 -2.29330684e-02
-3.33705615e-01 -2.32620267e-01 1.31982102e-01 -1.96984826e-01
5.52288158e-02]
[ -2.36332490e-01 -1.24751436e-01 -9.75828980e-02 -3.31722283e-02
-8.61486158e-02 -1.21872363e-01 -7.84174066e-02 -2.14723802e-02
-1.37173872e-01 -1.48288345e-01 -1.60084851e-02 -2.49717315e-01
-2.41792433e-01]
[ -1.81844690e-01 -8.09828026e-02 -2.30967810e-01 -2.06450356e-01
-1.66543420e-01 -2.07523310e-01 -3.59968878e-01 -1.19449805e-01
1.39259136e-01 -2.62853915e-01 -3.74297856e-01 -5.09080251e-01
-5.07101719e-01]
[ -3.69678736e-01 -5.64523829e-02 -1.53158450e-01 -1.14142428e-01
-4.61780237e-02 -3.14632205e-01 6.36492602e-02 -9.16717107e-02
-1.09239880e-01 3.81170412e-02 4.14559025e-02 -2.92484975e-01
-3.85458297e-01]
[ -1.55997509e-01 -1.37517261e-01 -5.52734172e-02 -2.39002385e-01
-1.23152608e-01 -2.96177547e-01 7.60154476e-02 -1.78343510e-01
-1.90792594e-01 5.61242570e-02 1.85816121e-01 1.18472602e-01
-1.54619260e-01]
[ -1.27737012e-01 -1.69604420e-01 -1.15373594e-01 -3.12286829e-01
9.37368866e-02 -1.85081551e-02 -1.58857081e-01 -1.81667030e-01
1.12722526e-01 -8.71756623e-02 -1.36671281e-01 -6.65151969e-02
-2.98707192e-01]
[ -3.65727652e-02 -3.59189739e-02 -1.50443857e-01 -1.63188359e-01
-2.31937055e-01 6.28291121e-02 -3.70207789e-02 -4.15062622e-02
-2.19801108e-01 -8.83972182e-02 -1.73770103e-01 -4.05834708e-01
-2.24803434e-01]
[ -7.06947910e-02 2.08321954e-02 -1.29751655e-01 -3.57715852e-01
1.19370939e-01 1.96419314e-02 -2.09048323e-01 -1.49459670e-01
1.22345013e-01 -5.33533185e-02 -3.26435050e-01 -3.04128418e-01
-3.28365930e-01]
[ 5.91266573e-02 -2.95615598e-01 -8.95479211e-02 -4.61874339e-01
-2.10075638e-01 -9.22780149e-02 1.12134204e-02 5.18891663e-02
-5.40965967e-02 2.48890008e-01 -5.40269374e-01 -8.98228397e-01
4.51584966e-01]
[ -2.35207165e-01 -2.34260052e-01 -1.35336487e-01 -3.24038812e-01
-2.92376412e-01 -9.55701019e-02 1.82334796e-01 2.03981394e-02
2.61651750e-01 1.02996317e-02 -4.30073774e-01 -1.09804050e+00
6.61647946e-01]
[ -2.74337361e-02 -1.77552788e-01 1.74108461e-02 -3.30947418e-01
-1.63288118e-01 1.63143788e-01 1.95685938e-01 2.35443449e-01
-4.33032287e-02 1.99681135e-01 -2.55094638e-01 -1.21249430e+00
7.87382794e-01]
[ -1.29409511e-02 -3.67360929e-02 -1.28799131e-01 -1.39355191e-01
-1.73570587e-01 -4.94919123e-02 3.12375860e-01 1.53623406e-01
2.50826500e-01 3.38571372e-01 -5.14892893e-01 -1.17745445e+00
8.22021846e-01]
[ -9.29578955e-02 -2.73976217e-01 5.59324006e-02 -3.35497850e-01
-1.44591394e-01 1.14748493e-01 3.94995855e-01 1.40970653e-01
-6.82887024e-02 1.42747160e-01 -5.72320018e-01 -1.14591755e+00
8.51727572e-01]
[ 1.10780834e-01 -8.46946822e-02 1.29630245e-02 -1.53810345e-01
-7.86418999e-02 -2.03743439e-02 2.91976801e-01 3.72033204e-01
4.30181970e-01 2.39172572e-01 -5.73860104e-01 -1.10356298e+00
5.81233716e-01]
[ 8.04619194e-03 -1.48087643e-01 2.38899110e-02 1.78841333e-02
-1.01334475e-01 -2.83233116e-01 1.75648479e-01 3.93530050e-01
5.30797890e-02 1.47750880e-01 -2.87911445e-01 -9.41527539e-01
2.00610399e-01]
[ 1.18526537e-01 7.52855400e-02 1.24524367e-02 3.03014827e-01
-1.11242414e-01 -5.61634666e-02 -3.30933397e-02 -7.46917529e-02
-1.74508987e-01 -6.63608414e-02 -4.14220934e-02 8.67622780e-02
-6.77031516e-01]
[ 6.64803743e-02 -1.40657291e-01 1.53878139e-01 5.86547810e-01
2.19808760e-01 1.07023628e-02 -2.89523158e-01 -3.29519443e-01
4.24632527e-02 -5.57398347e-01 3.46675710e-01 7.58895573e-01
-1.05001797e+00]
[ 2.13006972e-02 7.46199563e-02 -2.14461670e-01 1.34805710e-01
3.42519794e-02 -3.65471300e-03 -2.13994943e-01 -3.61372017e-01
-2.78090095e-01 -2.88994729e-01 -6.98423392e-03 -1.61647316e-01
-1.89203212e-01]
[ -7.78743013e-02 -1.97542067e-01 5.52264281e-02 -2.66354473e-02
-1.21226421e-01 -1.37778538e-01 -1.12677215e-01 -8.85527071e-02
-8.66313169e-04 -4.24303178e-01 -3.76425522e-01 -1.72652666e-01
2.27694039e-01]
[ -2.12805704e-02 -2.53396633e-01 4.60834018e-02 -4.37236050e-01
-1.79186044e-01 -2.36075406e-01 -4.13928692e-01 -7.28985629e-02
-9.87284407e-02 -3.23472647e-02 -2.68284880e-01 3.65631095e-01
2.78755291e-01]
[ 1.48427784e-01 6.88240390e-02 -1.12240751e-01 -4.38866994e-01
-4.77521912e-02 -1.05013572e-01 -2.99976560e-01 -8.27829520e-02
-2.42946732e-01 -2.93292874e-01 -2.81381941e-01 6.26832261e-01
1.82709287e-01]
[ -1.94234463e-01 -1.68282426e-01 -1.21401480e-01 -4.30189217e-01
-4.04447495e-02 2.25405448e-02 -3.05884262e-01 -3.17316858e-01
-1.91151614e-01 -1.41169918e-01 -3.03875014e-01 5.33868671e-01
1.01478469e-01]
[ -6.25294226e-02 -1.88396286e-01 -1.71776708e-01 -4.50635180e-01
-3.18491506e-02 3.90781652e-02 -1.95736406e-01 -1.66701621e-01
-2.99175330e-01 -3.89522201e-01 -1.23051419e-01 4.42844996e-01
2.05264450e-01]
[ 8.61827816e-02 1.01183836e-01 -2.24996204e-02 -3.80617411e-01
-3.11167907e-01 3.21743871e-03 -2.67628236e-01 -3.86159538e-01
-3.59896917e-01 -1.01603548e-01 -1.92968306e-01 4.00870056e-01
1.86254832e-01]
[ -5.92868705e-02 -8.07330049e-03 -2.85464534e-01 -1.18895984e-01
7.31448324e-02 1.54735786e-01 -2.67679859e-01 -2.05311569e-01
-6.56376410e-02 -4.75188815e-02 1.60116022e-01 8.50845138e-01
-7.36158212e-02]
[ 1.60911886e-01 3.11178457e-01 -1.92813940e-01 8.02420876e-01
9.62542816e-02 4.88511725e-03 -1.59791982e-01 -3.41598186e-01
-2.02219349e-01 -2.57390680e-01 7.54974952e-01 8.45381483e-01
-1.59423975e+00]
[ 1.88458616e-02 1.52177538e-01 6.03440007e-02 4.51977817e-01
-1.83509779e-02 -6.26023487e-02 -2.34255089e-01 -2.92111707e-01
-2.57515953e-01 -1.38356476e-01 5.93985222e-01 8.31084570e-01
-1.51139035e+00]
[ -1.19065554e-02 -1.51996908e-01 -1.45096926e-01 3.26691923e-01
-1.96397764e-01 2.39289226e-01 1.61875293e-02 -1.16327567e-01
-2.10224985e-01 -2.80582771e-01 1.83359205e-01 4.51274375e-01
-7.75721174e-01]
[ 8.77904307e-02 -3.83238923e-01 -5.02559762e-02 6.53767281e-02
-1.19958547e-01 1.99883582e-01 9.32538465e-02 1.81757113e-01
-1.92822391e-01 2.86344567e-02 -5.12656590e-02 2.71203426e-01
-4.61543365e-01]
[ 2.13820862e-01 -2.95958375e-01 -1.18500960e-01 -4.99088485e-02
-2.18784020e-01 1.22659825e-01 4.84131673e-02 -1.10454839e-01
-6.78169190e-02 -1.84344510e-02 -1.61944557e-01 -2.36157376e-01
-2.82419172e-01]
[ -1.29868315e-01 -8.30340530e-02 3.86973875e-02 -2.50810474e-01
-6.22810488e-02 -1.41282387e-01 6.64829467e-02 1.48607318e-02
-9.51468427e-02 4.58085732e-02 -3.39920004e-01 -5.20749124e-01
-1.41853166e-01]
[ -1.45013822e-01 -1.33308247e-01 -6.95793453e-02 -2.93239672e-01
-3.43209304e-01 -2.89583601e-01 1.67160865e-01 1.51642248e-01
6.60770384e-03 1.28621460e-01 -2.89032082e-01 -9.12121440e-01
2.87772414e-02]
[ -1.33475581e-01 -2.46004035e-01 -3.06911106e-01 -1.19344072e+00
-3.02267228e-01 -2.10423840e-01 -5.54959013e-02 -7.11478299e-02
5.58206118e-02 -5.17609103e-01 -8.83363033e-01 -6.30874213e-01
-1.65727188e+00]
[ -1.25593643e-01 1.35781800e-01 1.20410543e-02 2.21702457e-01
-2.00364253e-01 -1.78139699e-01 -1.78430642e-01 3.76690958e-03
-1.55863873e-01 -1.10590419e-01 -8.07396214e-02 -3.68817763e-01
1.43920164e-01]
[ -3.63612088e-01 -1.20811510e-01 -2.73556280e-01 4.37580295e-01
-2.02326451e-01 -2.33260978e-01 -1.84806163e-01 -9.71686946e-02
-8.01270304e-03 4.93505302e-02 1.43808528e-01 -3.71246342e-01
3.34459646e-01]
[ -1.23177528e-01 -5.82209004e-02 -2.53810943e-01 2.70981916e-01
-2.34797255e-01 -2.79677674e-01 -3.89827572e-01 -3.90464725e-02
1.10688355e-02 -5.42808364e-02 -1.68015002e-01 -3.30110972e-01
2.79939935e-01]
[ -2.63802752e-01 -5.33380920e-01 -3.42320472e-01 1.41893949e-01
-3.16514230e-01 -2.34902838e-01 -2.52047137e-01 -2.26556067e-01
-2.91728766e-02 -2.79882737e-01 3.78150198e-02 -3.91535977e-01
1.80903653e-01]
[ -2.28582845e-01 -2.96179919e-01 -3.23280201e-01 -3.68827841e-02
-8.44029864e-02 -1.52301808e-01 -1.25939674e-01 3.81309490e-02
-2.15211147e-01 -5.09416403e-01 -2.09552998e-01 -2.75428133e-01
-2.26153775e-02]
[ -9.76938602e-02 -2.05111442e-02 -2.46889358e-01 -1.26852679e+00
-2.80256625e-01 -2.61308935e-01 1.56266846e-01 -5.15463766e-01
1.53982494e-01 -2.69285330e-01 -8.93539000e-01 -5.06079129e-01
-1.56762212e+00]]
Progress: 38.9% ... Training loss: 0.167 ... Validation loss: 0.314[[-0.2493584 ]
[ 0.23381582]
[-0.03690348]
[ 1.54189304]
[ 0.26426448]
[-0.00899271]
[-0.97266169]
[-0.75339339]
[-0.51192808]
[-0.77437443]
[ 1.3444183 ]
[ 3.08731623]
[-2.82295763]]
[[ -5.17449327e-01 -4.90970598e-01 -5.92730655e-01 1.40491397e-01
-2.85084533e-01 -5.97920151e-01 1.78115153e-01 -2.33611291e-01
-2.43353684e-01 -3.10075245e-01 3.50399280e-01 1.22332559e+00
4.46266120e-01]
[ 1.67809501e-02 -1.34218817e-01 4.79461452e-02 -1.72339365e-01
-3.82548213e-02 5.84678260e-02 -5.89246816e-02 1.89978154e-01
-1.49306718e-01 -1.57129038e-01 -1.78486643e-01 -1.13260611e-01
-2.65032997e-01]
[ -3.00966150e-01 1.30533059e-01 -4.24952231e-02 3.95517729e-02
6.86971316e-02 -1.39240370e-01 -1.39131690e-01 -2.26749498e-01
3.13393548e-01 -6.75729680e-01 9.12099978e-02 6.82399863e-01
7.93597264e-01]
[ 2.81495576e-01 -2.55465636e-01 -2.73532812e-01 1.34823626e-01
-2.69536822e-01 1.21023546e-02 7.42350332e-01 -6.61923164e-01
4.03394742e-01 -2.04131973e-01 -5.35345384e-02 -3.61994339e-01
-3.27265279e-01]
[ 1.55746400e-01 1.53457089e-02 1.14438135e-01 -1.73121279e-01
-2.32192730e-02 7.48826044e-02 -1.66294103e-01 -1.81314751e-01
7.06391399e-02 2.69411171e-01 -1.03897876e-02 -8.15113190e-02
-8.56087463e-02]
[ -4.89688352e-01 -6.28254617e-01 -6.00867116e-01 -6.29736705e-01
-6.00596022e-01 -5.65524336e-01 -4.63434866e-01 -1.51839609e-01
-5.08583244e-01 -2.29599752e-01 -6.58244304e-01 -9.48347498e-01
-7.68055134e-01]
[ -4.21319688e-01 -5.89237106e-01 -3.31361986e-01 -4.81003398e-01
-4.13667344e-01 -5.67348775e-01 -4.18290794e-01 -5.10255895e-01
-3.35788273e-01 -1.09031914e-01 -5.15225980e-01 -5.40901948e-01
-7.31914683e-01]
[ -3.40384519e-01 -3.56206185e-01 -4.91052332e-01 -1.93295471e-01
-3.33087870e-01 -4.29202144e-01 -1.96696825e-01 -3.03612606e-01
-2.33461627e-01 -6.06108655e-01 -3.73063497e-01 -8.80331255e-01
-7.20495823e-01]
[ -4.72031205e-01 -3.33117949e-01 -3.88859975e-01 -2.87772514e-01
-3.26318363e-01 -2.20356523e-01 -6.11960849e-02 -4.96854411e-01
-2.82488219e-01 -4.84128558e-01 -2.32661246e-01 -2.91441873e-01
-2.96416594e-01]
[ -9.64932977e-01 -9.63520507e-01 -9.95867244e-01 -7.02136471e-01
-1.05557452e+00 -9.95075707e-01 -5.40054364e-01 -5.81018948e-01
-7.38385507e-01 -5.97616686e-01 -8.23364901e-01 -6.35064356e-01
-9.92734346e-01]
[ -5.14515716e-01 -2.72301615e-01 -4.76016633e-01 -4.91809573e-01
-3.45941203e-01 -3.67307343e-01 -6.39575281e-01 -6.48623688e-01
-6.75256759e-01 -1.02517402e-01 -6.39977810e-01 -8.69797815e-01
-7.55543089e-01]
[ -1.23184081e-01 2.78389905e-02 -3.46640495e-01 -5.46666616e-01
-1.00882786e-01 -7.67335287e-02 -2.19921816e-01 -4.76763242e-01
-2.06295723e-01 2.87549701e-02 -5.90729778e-01 -1.30705100e+00
-8.88064575e-01]
[ -1.81805585e-02 2.03659393e-01 1.02033813e-01 6.65193022e-02
8.34732918e-02 2.59706147e-02 9.75397323e-02 -8.69936886e-02
-1.62443494e-01 -2.56662863e-01 -2.53445980e-01 1.95089838e-01
1.06475893e-01]
[ -2.58558471e-01 -1.26791855e-01 1.63671888e-01 -3.06264524e-01
-1.35004346e-01 1.13035834e-01 -1.57933885e-01 -1.08995843e-03
-9.34903706e-02 5.31925578e-02 -2.37705262e-01 -4.81893559e-01
-1.07527930e-01]
[ -9.90227494e-02 -2.65103363e-01 -1.82121704e-01 -2.86697258e-01
-4.75999284e-01 -8.78875396e-02 -1.14946119e-01 -1.57354548e-02
-9.42648727e-02 -1.81274260e-02 -2.56937474e-01 -4.82082505e-01
-2.51350174e-01]
[ -6.25758180e-02 -4.09377929e-02 -2.24873289e-01 -2.43520457e-01
1.06466407e-01 -1.60867267e-01 -2.58981553e-01 1.52063834e-01
-3.60224066e-02 1.78968776e-01 -2.12946287e-01 2.43753229e-02
-1.11777513e-01]
[ 3.17978374e-02 -1.63743967e-01 -1.50907460e-01 -1.11079660e-01
-1.23549924e-01 -1.08119475e-01 8.13840772e-02 -1.40763385e-01
-4.22750334e-02 3.05440841e-02 -5.77081182e-02 -1.27989058e-01
-2.35524951e-02]
[ -2.95935644e-01 -1.32237268e-01 -8.27970687e-02 -1.61260182e-01
-2.93197170e-01 -2.77807366e-01 -3.32375908e-01 -2.31689669e-02
-3.33678487e-01 -2.32551421e-01 1.32871275e-01 -1.94437501e-01
5.54391327e-02]
[ -2.36517881e-01 -1.24555090e-01 -9.76229514e-02 -3.24050508e-02
-8.59851846e-02 -1.21880558e-01 -7.86145808e-02 -2.17054136e-02
-1.37448253e-01 -1.49005861e-01 -1.54066875e-02 -2.47724745e-01
-2.41269500e-01]
[ -1.82371652e-01 -8.02902734e-02 -2.31046066e-01 -2.00965399e-01
-1.65843357e-01 -2.07547582e-01 -3.62758683e-01 -1.21610456e-01
1.37221033e-01 -2.64116534e-01 -3.70114792e-01 -4.97903199e-01
-5.12882441e-01]
[ -3.69320249e-01 -5.66733380e-02 -1.53132357e-01 -1.16948460e-01
-4.63824794e-02 -3.14622364e-01 6.64356545e-02 -9.09610490e-02
-1.07983554e-01 3.87519109e-02 3.95600889e-02 -2.93418103e-01
-3.83161208e-01]
[ -1.56145918e-01 -1.36991426e-01 -5.53432885e-02 -2.38045270e-01
-1.22688053e-01 -2.96183715e-01 7.58363261e-02 -1.79635880e-01
-1.91192894e-01 5.48372904e-02 1.88578097e-01 1.27411882e-01
-1.59684214e-01]
[ -1.27984942e-01 -1.69469055e-01 -1.15411067e-01 -3.12684177e-01
9.38845311e-02 -1.85169038e-02 -1.59818015e-01 -1.82228269e-01
1.12132358e-01 -8.79722677e-02 -1.36424821e-01 -6.56383054e-02
-2.97487066e-01]
[ -3.60422690e-02 -3.63997206e-02 -1.50359761e-01 -1.65460865e-01
-2.32420786e-01 6.28554972e-02 -3.47005414e-02 -3.94708613e-02
-2.18816792e-01 -8.65122117e-02 -1.76067808e-01 -4.12494838e-01
-2.22628842e-01]
[ -7.06187689e-02 2.08064725e-02 -1.29746247e-01 -3.57889448e-01
1.19340496e-01 1.96440500e-02 -2.08665772e-01 -1.49235818e-01
1.22497983e-01 -5.30729060e-02 -3.26504554e-01 -3.04139873e-01
-3.28329519e-01]
[ 5.91376502e-02 -2.95618831e-01 -8.95469350e-02 -4.61916930e-01
-2.10082532e-01 -9.22777870e-02 1.12745651e-02 5.19094825e-02
-5.40648913e-02 2.48942729e-01 -5.40320425e-01 -8.98390698e-01
4.51762077e-01]
[ -2.35208376e-01 -2.34250713e-01 -1.35339593e-01 -3.24345705e-01
-2.92364143e-01 -9.55708266e-02 1.82466660e-01 2.03700458e-02
2.61690360e-01 1.02356232e-02 -4.30161102e-01 -1.09814568e+00
6.62060577e-01]
[ -2.74046678e-02 -1.77586053e-01 1.74086626e-02 -3.32654161e-01
-1.63339708e-01 1.63144045e-01 1.96778875e-01 2.35877194e-01
-4.28580066e-02 1.99916638e-01 -2.56276510e-01 -1.21409723e+00
7.90632500e-01]
[ -1.28698896e-02 -3.67999735e-02 -1.28790754e-01 -1.40807820e-01
-1.73648746e-01 -4.94899588e-02 3.13233036e-01 1.53971636e-01
2.51207386e-01 3.38883640e-01 -5.15814233e-01 -1.17880516e+00
8.24811300e-01]
[ -9.29917634e-02 -2.73991610e-01 5.59276736e-02 -3.35753756e-01
-1.44582698e-01 1.14747100e-01 3.95295530e-01 1.40791992e-01
-6.80663212e-02 1.42503171